diff --git a/.gitignore b/.gitignore new file mode 100644 index 000000000..ee105cc33 --- /dev/null +++ b/.gitignore @@ -0,0 +1,3 @@ +CI_BiodiversityHotspots_Mapped.geojson +IPCC_ClimateZoneMap_Vector.geojson +TerrestrialEcoregionsoftheWorld_WWF.geojson \ No newline at end of file diff --git a/.ipynb_checkpoints/README-checkpoint.md b/.ipynb_checkpoints/README-checkpoint.md new file mode 100644 index 000000000..d389873bd --- /dev/null +++ b/.ipynb_checkpoints/README-checkpoint.md @@ -0,0 +1,25 @@ +# Land Sector Datasets +This Repo is bringing together datasets that can be useful for land sector management. The range of datasets is going beyond what is needed to run FLINT. For each dataset information is provided on content and licence. + + +## Maintainers Reviewers Ambassadors Coaches + +The following people are Maintainers Reviewers Ambassadors or Coaches + +
Guy Janssen
Guy Janssen

🚧
mtbdeligt
mtbdeligt

📖
+ +**Maintainers** review and accept proposed changes +**Reviewers** check proposed changes before they go to the Maintainers +**Ambassadors** are available to provide training related to this repository +**Coaches** are available to provide information to new contributors to this repository + +## Processed datasets +FLINT ready processed vector (json) and raster/grid (tiff) data described in this repo can be downloaded from Moja Global [Land Sector Datasets](https://datasets.mojaglobal.workers.dev/) data library. + +### Formats +To be FLINT ready, vector datasets must be in geoJSON vector format, with no overlapping parts or topological error such as self intersections. Code is provided to systematically process the original data sources into this format, but please note this may change the content of the data e.g. where there are two overlapping polygons with different attribution, one will arbitrarily win over the other. We have also attempted to clean up small gaps and slithers systematically, but it is still recommended that manual checking and editing is completed depending on your project requirements. + +To be FLINT ready, rasters or grids must be in tiff or geoTiff format, with the same extent and resolution equal to or a multiple of the overall simulation resolution, padded to the nearest 1 degree lat/lon. These can be mosaic or tiled. We provide gdal code to resample the grids and tiles to different extents and resolutions. There are a range of continous and discrete grids available in the data library. + +## Licence information +Please review individual dataset licence terms and conditions. Please note, while all care has been taken to ensure data is open data available for use, individual datasets will have their own licence conditions and citation requirements. diff --git a/Data/Administrative/.ipynb_checkpoints/WorldDatabaseProtectedAreas_WDPA-checkpoint.ipynb b/Data/Administrative/.ipynb_checkpoints/WorldDatabaseProtectedAreas_WDPA-checkpoint.ipynb new file mode 100644 index 000000000..088200d83 --- /dev/null +++ b/Data/Administrative/.ipynb_checkpoints/WorldDatabaseProtectedAreas_WDPA-checkpoint.ipynb @@ -0,0 +1,265 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Title: The World Database on Protected Areas (WDPA)\n", + "\n", + "### Description\n", + "The World Database on Protected Areas (WDPA) is the most comprehensive global database of marine and terrestrial protected areas. It is a joint project between UN Environment Programme and the International Union for Conservation of Nature (IUCN), and is managed by UN Environment Programme World Conservation Monitoring Centre (UNEP-WCMC), in collaboration with governments, non-governmental organisations, academia and industry.The WDPA is updated on a monthly basis, and can be downloaded using the button in the top right of this page.
\n", + "\n", + "As the data collates many different reserve types from many different sources, there are a range of topological issues including significant duplication and overlapping of reserve areas. There are over 150,000 overlapping polygons in the National cateogry alone. To simplify this dataset for use in FLINT, only National reserves are shown, excluding Marine, Regional and International reserve areas.\n", + "\n", + "### Format\n", + "Extent: Global coverage
\n", + "Format: polygon geoJSON .json
\n", + "Cordinate system: EPSG:4326 (WGS84)
\n", + "Temporal Resolution: 2020 as at 29/12/2020. Please note, updates to this dataset are likely and will require re-processing for up to date use.
\n", + "Size: 700MB\n", + "\n", + "\n", + "### Original source\n", + "Original Source: https://www.protectedplanet.net/en/thematic-areas/wdpa Accessed 29/12/2020. Shapefile, geodatabase or feature service.\n", + "\n", + "### FLINT\n", + "This dataset has been pre-processed/checked and is suitable for use in FLINT as at 29/12/2020. Please adhere to individual dataset licence conditions and citations. Processed data can be accessed here: https://datasets.mojaglobal.workers.dev/.\n", + "\n", + "### Licence\n", + "Read and accept terms and conditions information here: https://www.protectedplanet.net/en/legal\n", + "- Credit source
\n", + "- Only most recent version can be used
\n", + "- For Commercial use use subscription via https://www.ibat-alliance.org/
\n", + "- No sub-licensing, No redistribution, No distribution of derivative work, except with permission from protectedareas@unep-wcmc.org
\n", + "- No publication in downloadable format except with permission from protectedareas@unep-wcmc.org
\n", + "\n", + "See [Additional permissions](https://github.com/moja-global/Land-Sector-Datasets/blob/master/Additional-Permissions/Gmail%20-%20Thank%20you%20for%20useful%20input%20and%20follow%20up.pdf) related to this project.\n", + "\n", + "### Citation\n", + "UNEP-WCMC and IUCN (2020), Protected Planet: The World Database on Protected Areas (WDPA) [Online], September 2020, Cambridge, UK: UNEP-WCMC and IUCN. Available at: www.protectedplanet.net.\n", + "\n", + "### Original format\n", + "Global coverage, vector, shapefile
\n", + "Cordinate system EPSG: 4326 (WGS84)\n", + "\n", + "### Metadata\n", + "The WDPA is a joint project between UN Environment Programme and the International Union for Conservation of Nature (IUCN). The compilation and management of the WDPA is carried out by UN Environment Programme World Conservation Monitoring Centre (UNEP-WCMC), in collaboration with governments, non-governmental organisations, academia and industry. There are monthly updates of the data which are made available online through the ProtectedPlanet website where the data is both viewable and downloadable.
\n", + "\n", + "Data and information on the world's protected areas compiled in the WDPA are used for reporting to the Convention on Biological Diversity on progress towards reaching the Aichi Biodiversity Targets (particularly Target 11), to the UN to track progress towards the 2030 Sustainable Development Goals, to some of the Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services (IPBES) core indicators, and other international assessments and reports including the Global Biodiversity Outlook, as well as for the publication of the United Nations List of Protected Areas. Every two years, UNEP-WCMC releases the Protected Planet Report on the status of the world's protected areas and recommendations on how to meet international goals and targets.
\n", + "\n", + "For more details on the WDPA please read through the [User Manual](http://wcmc.io/WDPA_Manual).\n", + "\n", + "### Notes\n", + "There are significant topological issues in this dataset including significant duplication and overlapping of reserve area types (National, International, Regional and Marine). Reserve areas vary from stratigh eco protection to sustainable game management and indigenous lands. To simplify this dataset for use in FLINT, only National reserves are included, excluding Marine, Regional and International reserve areas. Reserves are then split into IUCN Cateogory. Processing time is lengthy as the dataset is 200,000+ attributes. Processing this layer to suit your individual project needs is recommended.\n", + "\n", + "Gaps and overlaps are evident and can be fixed with code below. Please note, only gaps smaller than 0.1ha will be fixed as gaps larger than this could be valid.\n", + "\n", + "### Processing\n", + "Query National Reserves only and non-marine. Repair geometry, fix topologial error (remove overlaps), convert to geojson, EPSG:4326 (WGS84), remove/disable Z values." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Import arcpy module\n", + "import arcpy\n", + "import os\n", + "\n", + "# Input variables\n", + "in_folder = r\"C:\\Data\\WDPA\"\n", + "scr_folder = r\"C:\\Data\\scratch.gdb\"\n", + "out_folder = r\"C:\\Data\\json\"\n", + "field = \"NAME IS NULL or WDPA_PID = ''\" #field that will be blank on appended gaps (any field will do)\n", + "smallest = \"1000\"\n", + "\n", + "# Input variables\n", + "in_folder = r\"C:\\Data\\WDPA\"\n", + "out_folder = r\"C:\\Data\\json\"\n", + "fullfield = \"NAME\" #this needs to be a field in the original table that is fully populated\n", + "smallest = \"20000\" #smallest area to be fixed in m2 - gaps and slithers\n", + "scr = arcpy.CreateFileGDB_management(out_folder, \"scratch\")\n", + "scr_folder = os.path.join(out_folder, \"scratch.gdb\")\n", + "\n", + "# Environments\n", + "workspace = in_folder\n", + "arcpy.env.workspace = workspace\n", + "arcpy.env.outputCoordinateSystem = arcpy.SpatialReference(4326)\n", + "arcpy.env.outputZFlag = \"Disabled\"\n", + "arcpy.env.overwriteOutput = True\n", + "field = fullfield + \" IS NULL or \" + fullfield + \" = ''\"\n", + "arcpy.env.parallelProcessingFactor = \"100%\"\n", + "\n", + "# List features to process\n", + "featureclasses = arcpy.ListFeatureClasses()\n", + "print(featureclasses)\n", + "\n", + "# Repair/check topology and make FLINT ready\n", + "for fc in featureclasses:\n", + " fcname = os.path.join(os.path.splitext(fc)[0])\n", + " outjson = os.path.join(out_folder, fcname)\n", + " whereclause = \"FID_\" + fcname + \" =-1 AND AREA_GEO <= \" + smallest\n", + " print(fcname + ' processing...')\n", + " \n", + " fLayer = \"project_Layer\"\n", + " arcpy.management.MakeFeatureLayer(fc, fLayer)\n", + " geomRepair = arcpy.management.RepairGeometry(fLayer, \"DELETE_NULL\", \"OGC\")[0]\n", + " arcpy.management.DeleteIdentical(fLayer, \"Shape\")\n", + " \n", + " projectIntersect = os.path.join(scr_folder, \"projectIntersect\")\n", + " arcpy.analysis.Intersect(fLayer, projectIntersect, \"ONLY_FID\")\n", + " \n", + " projectSingle = os.path.join(scr_folder, \"projectSingle\")\n", + " arcpy.management.MultipartToSinglepart(projectIntersect, projectSingle)\n", + "\n", + " dissolveSlither = os.path.join(scr_folder, \"dissolveSlither\")\n", + " arcpy.management.Dissolve(projectSingle, dissolveSlither, None, None,\"SINGLE_PART\")\n", + " \n", + " # Take action if no overlaps\n", + " if arcpy.management.GetCount(dissolveSlither)[0] == \"0\":\n", + " print('no overlaps detected...checking for gaps...')\n", + " \n", + " projectUnion = os.path.join(scr_folder, \"projectUnion\")\n", + " arcpy.analysis.Union(fLayer,projectUnion, \"ALL\", None, \"NO_GAPS\")\n", + " \n", + " unionSingle = os.path.join(scr_folder, \"unionSingle\")\n", + " arcpy.management.MultipartToSinglepart(projectUnion, unionSingle)\n", + " \n", + " arcpy.management.DeleteIdentical(unionSingle, \"Shape\")\n", + " arcpy.management.AddGeometryAttributes(unionSingle, \"AREA_GEODESIC\", None, \"SQUARE_METERS\")\n", + " \n", + " \n", + " uniSelect = os.path.join(scr_folder, \"uniSelect\")\n", + " arcpy.analysis.Select(unionSingle, uniSelect, whereclause)\n", + " \n", + " if arcpy.management.GetCount(uniSelect)[0] == \"0\":\n", + " \n", + " # Progress report no error\n", + " print(fcname, 'No gaps and overlaps. Repairing geometry and conversion to json...')\n", + " \n", + " # Process: Repair Geometry (non-simple geometry)\n", + " geomRepair = arcpy.management.RepairGeometry(fLayer, \"DELETE_NULL\", \"OGC\")[0]\n", + "\n", + " # Process: Features To JSON\n", + " arcpy.conversion.FeaturesToJSON(fLayer, outjson, \"NOT_FORMATTED\", \"NO_Z_VALUES\", \"NO_M_VALUES\", \"GEOJSON\", \"WGS84\", \"USE_FIELD_NAME\")\n", + "\n", + " print(outjson, '.geojson complete')\n", + " \n", + " else:\n", + " # Take action if gaps\n", + " print('gaps detected')\n", + "\n", + " appendGap = arcpy.management.Append(uniSelect, fLayer, \"NO_TEST\") \n", + " selectGap = arcpy.management.SelectLayerByAttribute(fLayer, \"NEW_SELECTION\", field)\n", + "\n", + " fixedlyr = os.path.join(scr_folder, \"fixedlyr\")\n", + " arcpy.management.Eliminate(selectGap, fixedlyr, \"LENGTH\")\n", + "\n", + " # Progress report \n", + " print(fcname, 'No overlaps but gaps detected and repaired. Repairing geometry and conversion to json...')\n", + "\n", + " # Process: Repair Geometry (non-simple geometry)\n", + " geomRepair = arcpy.management.RepairGeometry(fixedlyr, \"DELETE_NULL\", \"OGC\")[0]\n", + "\n", + " # Process: Features To JSON\n", + " arcpy.conversion.FeaturesToJSON(fixedlyr, outjson, \"NOT_FORMATTED\", \"NO_Z_VALUES\", \"NO_M_VALUES\", \"GEOJSON\", \"WGS84\", \"USE_FIELD_NAME\")\n", + "\n", + "\n", + " else:\n", + " print('Overlaps detected...')\n", + " # Fix overlaps\n", + " projectErase = os.path.join(scr_folder, \"projectErase\")\n", + " arcpy.analysis.Erase(fLayer, dissolveSlither, projectErase)\n", + " \n", + " arcpy.management.Append(dissolveSlither, projectErase, \"NO_TEST\")\n", + " \n", + " selectSlither = arcpy.management.SelectLayerByAttribute(projectErase, \"NEW_SELECTION\", field)\n", + " \n", + " eliminateSlither = os.path.join(scr_folder, \"eliminateSlither\")\n", + " arcpy.management.Eliminate(selectSlither, eliminateSlither, \"LENGTH\")\n", + " \n", + " print('Overlaps detected and fixed...checking for gaps...')\n", + " \n", + " projectUnion = os.path.join(scr_folder, \"projectUnion\")\n", + " arcpy.analysis.Union(eliminateSlither, projectUnion, \"ALL\", None, \"NO_GAPS\")\n", + " \n", + " unionSingle = os.path.join(scr_folder, \"unionSingle\")\n", + " arcpy.management.MultipartToSinglepart(projectUnion, unionSingle)\n", + " arcpy.management.DeleteIdentical(unionSingle, \"Shape\")\n", + " \n", + " arcpy.management.AddGeometryAttributes(unionSingle, \"AREA_GEODESIC\", None, \"SQUARE_METERS\")\n", + " \n", + " uniSelect = os.path.join(scr_folder, \"uniSelect\")\n", + " whereUnion= \"FID_eliminateSlither = -1 AND AREA_GEO <= \" + smallest\n", + " arcpy.analysis.Select(unionSingle, uniSelect, whereUnion)\n", + " \n", + " if arcpy.management.GetCount(uniSelect)[0] == \"0\":\n", + " \n", + " # Progress report no error\n", + " print(fcname, ' No gaps detected. Repairing geometry and conversion to json...')\n", + " \n", + " # Process: Repair Geometry (non-simple geometry)\n", + " geomRepair = arcpy.management.RepairGeometry(eliminateSlither, \"DELETE_NULL\", \"OGC\")[0]\n", + "\n", + " # Process: Features To JSON\n", + " arcpy.conversion.FeaturesToJSON(eliminateSlither, outjson, \"NOT_FORMATTED\", \"NO_Z_VALUES\", \"NO_M_VALUES\", \"GEOJSON\", \"WGS84\", \"USE_FIELD_NAME\")\n", + "\n", + " print(outjson, '.geojson complete')\n", + " \n", + " else:\n", + " # Take action if gaps\n", + " appendGap = arcpy.management.Append(uniSelect, eliminateSlither, \"NO_TEST\")\n", + " \n", + " selectGap = arcpy.management.SelectLayerByAttribute(eliminateSlither, \"NEW_SELECTION\", field)\n", + " \n", + " fixedlyr = os.path.join(scr_folder, \"fixedlyr\")\n", + " \n", + " arcpy.management.Eliminate(selectGap, fixedlyr, \"LENGTH\")\n", + " \n", + " print('gaps detected and repaired')\n", + " \n", + " # Progress report\n", + " print(fcname, 'Gaps and overlaps fixed. Repairing geometry and conversion to json...')\n", + " \n", + " # Process: Repair Geometry (non-simple geometry)\n", + " geomRepair = arcpy.management.RepairGeometry(fixedlyr, \"DELETE_NULL\", \"OGC\")[0]\n", + " \n", + " \n", + " # Process: Features To JSON\n", + " arcpy.conversion.FeaturesToJSON(fixedlyr, outjson, \"NOT_FORMATTED\", \"NO_Z_VALUES\", \"NO_M_VALUES\", \"GEOJSON\", \"WGS84\", \"USE_FIELD_NAME\")\n", + " print(outjson)\n", + "\n", + " # Process: Features To JSON\n", + " arcpy.conversion.FeaturesToJSON(fixedlyr, outjson, \"NOT_FORMATTED\", \"NO_Z_VALUES\", \"NO_M_VALUES\", \"GEOJSON\", \"WGS84\", \"USE_FIELD_NAME\")\n", + "\n", + "arcpy.management.Delete(scr_folder)\n", + "\n", + "arcpy.AddMessage(\"All done!\")\n", + "print('done')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Data/Climate/.ipynb_checkpoints/IPCC_ClimateZoneMap-checkpoint.ipynb b/Data/Climate/.ipynb_checkpoints/IPCC_ClimateZoneMap-checkpoint.ipynb new file mode 100644 index 000000000..6d197d363 --- /dev/null +++ b/Data/Climate/.ipynb_checkpoints/IPCC_ClimateZoneMap-checkpoint.ipynb @@ -0,0 +1,98 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Title: IPCC Climate Zone Map\n", + "\n", + "### Description\n", + "The Climatic Zone layer is defined based on the classification of IPCC (IPCC, 2006). The zones are defined by a set of rules based on:
\n", + "\n", + "- annual mean daily temperature,\n", + "- total annual precipitation,\n", + "- total annual potential evapo-transpiration (PET) and\n", + "- elevation.
\n", + "\n", + "The classification presented as Figure 3A.5.1 Classification scheme for default climate regions” (IPCC, 2006) could not be accessed in electronic form and generated from an independently developed set of base data layers. Climatic information on temperature and precipitation was provided by the 5 arc min. dataset Version 1.4 from the WorldClim project (Hijmans et al., 2005). PET was computed according to the temperature-based formula investigated by Oudin et al. (2005) and used by Kay & Davis (2008). The computation of the extraterrestrial radiation was based on Duffie & Beckman (1991) and Allen et al. (1994). The formulas were supplemented by the information provided by the “Solar Radiation Basis” Web-page of the University of Oregon: http://solardat.uoregon.edu/SolarRadiationBasics.html.\n", + "\n", + "### FLINT\n", + "This dataset has been checked/pre-processed and is suitable for use in FLINT. Please adhere to individual dataset licence conditions and citations. Processed data can be accessed here: [Land Sector Datasets](https://datasets.mojaglobal.workers.dev/) https://datasets.mojaglobal.workers.dev/
\n", + "\n", + "### Format\n", + "Extent: Global coverage
\n", + "Resolution: Raster 0.05-degree resolution (this can be resampled to any resolution)
\n", + "File type: geotiff (.tif) and geojson (.json)
\n", + "Cordinate system: EPSG:4326 (WGS84)
\n", + "Year: 2006
\n", + "Size: 24MB
\n", + "\n", + "### Original source\n", + "Downloaded from: https://esdac.jrc.ec.europa.eu/projects/RenewableEnergy/ Accessed 20/12/2020.
\n", + "Raster .rst 0.0833333333333333 degree pixels
\n", + "\n", + "### Licence\n", + "Creative Commons Attribution 4.0 International License\n", + "\n", + "### Citation\n", + "Intergovernmental Panel on Climate Change, (IPCC), (2006)., 2006 IPCC Guidelines for National Greenhouse Gas Inventories Volume 4: Agriculture, Forestry and Other Land Use. Available at: https://www.ipcc-nggip.iges.or.jp/public/2006gl/vol4.html\n", + "\n", + "### Metadata\n", + "More information: https://esdac.jrc.ec.europa.eu/projects/RenewableEnergy/\n", + "Value\tClass_name
\n", + "1\tWarm Temperate Moist
\n", + "2\tWarm Temperate Dry
\n", + "3\tCool Temperate Moist
\n", + "4\tCool Temperate Dry
\n", + "5\tPolar Moist
\n", + "6\tPolar Dry
\n", + "7\tBoreal Moist
\n", + "8\tBoreal Dry
\n", + "9\tTropical Montane
\n", + "\n", + "### Notes\n", + "Both raster and vector versions provided.\n", + "\n", + "\n", + "### Processing\n", + "Dataset converted to tiff, projection WGS84, and converted to vector (note Value and Class_name table above to matach codes. Code is provided below." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert from .rst to tif and apply WGS84 and resample to 0.005\n", + "gdalwarp -t_srs EPSG:4326 -dstnodata 255.0 -tr 0.05 0.05 -r near -te -180.0 -90.0 180.0 90.0 -te_srs EPSG:4326 -of GTiff \"C:/Data/CLIMATE_ZONE.rst\" \"C:/Data/IPCC_ClimateZoneMap.tif\"\n", + "\n", + "# Convert to polygon\n", + "python3 -m gdal_polygonize C:/Data/tiff/IPCC_ClimateZoneMap.tif C:/Data/tiff/IPCC_ClimateZoneMap.geojson -b 1 -f \"GeoJSON\" IPCC_ClimateZoneMap CLASS_NAME \n", + "\n", + "# Check Topology - Run fix geometries in QGIS" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Data/Climate/.ipynb_checkpoints/KoppenGeigerClimateChanges1901_2100-checkpoint.ipynb b/Data/Climate/.ipynb_checkpoints/KoppenGeigerClimateChanges1901_2100-checkpoint.ipynb new file mode 100644 index 000000000..a26120be3 --- /dev/null +++ b/Data/Climate/.ipynb_checkpoints/KoppenGeigerClimateChanges1901_2100-checkpoint.ipynb @@ -0,0 +1,192 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Title: Koppen-Geiger Climate Changes - 1901 - 2100\n", + "\n", + "### Description\n", + "Köppen climate classification is a widely used vegetation-based empirical climate classification system developed by German botanist-climatologist Wladimir Köppen. It's based on the idea that climate is best defined by native vegetation. This particular version of Köppen-Geiger shows the changes in the climate regions and biomes over time (from 1901 - 2100) using observations for 1901 - 2000 and the A1F1 IPCC climate scenario for 2001 - 2100. A1F1 is the worst case scenario future projection for climate change modeling. You can find out more information on how this was made by visiting World Maps of Köppen-Geiger Climate Classisification website.\n", + "\n", + "### FLINT\n", + "This dataset has been pre-processed/checked and is suitable for use in FLINT. Please adhere to individual dataset licence conditions and citations. Processed data can be accessed here: https://datasets.mojaglobal.workers.dev/
\n", + "\n", + "### Format\n", + "Extent: Global coverage
\n", + "Format: polygon geoJSON .json
\n", + "Cordinate system: EPSG:4326 (WGS84)
\n", + "Temporal Resolution: 1901-2100
\n", + "Size: 40 MB
\n", + "\n", + "### Original source\n", + "Original Source: http://koeppen-geiger.vu-wien.ac.at/shifts.htm or https://sos.noaa.gov/datasets/koppen-geiger-climate-changes-1901-2100/ Accessed 13/12/2020
\n", + "Viewer: https://www.arcgis.com/home/item.html?id=7a53584fa55643df969f93cec83788e1\n", + "\n", + "### Licence\n", + "Only non-commercial scientific or educational use. Please attribute using citation.\n", + "\n", + "### Citation\n", + "Rubel, F., and M. Kottek, 2010: Observed and projected climate shifts 1901-2100 depicted by world maps of the Köppen-Geiger climate classification. Meteorol. Z. , 19, 135-141. DOI: 10.1127/0941-2948/2010/0430. http://koeppen-geiger.vu-wien.ac.at/pdf/Paper_2010.pdf\n", + "\n", + "### Original format\n", + "Global coverage, vector, shapefile
\n", + "Cordinate system: Bassel\n", + "\n", + "### Metadata\n", + "http://koeppen-geiger.vu-wien.ac.at/shifts.htm or https://sos.noaa.gov/datasets/koppen-geiger-climate-changes-1901-2100/
\n", + "Climate scenarios available
\n", + "Observed: 1901-1925 1926-1950 1951-1975 1976-2000
\n", + "A1FI: 2001-2025 2026-2050 2051-2075 2076-2100
\n", + "A2: 2001-2025 2026-2050 2051-2075 2076-2100
\n", + "B1: 2001-2025 2026-2050 2051-2075 2076-2100
\n", + "B2: 2001-2025 2026-2050 2051-2075 2076-2100
\n", + "Each contains vector data for the respective period and emission scenario. Use the scheme below to convert the integers to climate classes:
\n", + "11 ... Af
\n", + "12 ... Am
\n", + "13 ... As
\n", + "14 ... Aw
\n", + "21 ... BWk
\n", + "22 ... BWh
\n", + "26 ... BSk
\n", + "27 ... BSh
\n", + "31 ... Cfa
\n", + "32 ... Cfb
\n", + "33 ... Cfc
\n", + "34 ... Csa
\n", + "35 ... Csb
\n", + "36 ... Csc
\n", + "37 ... Cwa
\n", + "38 ... Cwb
\n", + "39 ... Cwc
\n", + "41 ... Dfa
\n", + "42 ... Dfb
\n", + "43 ... Dfc
\n", + "44 ... Dfd
\n", + "45 ... Dsa
\n", + "46 ... Dsb
\n", + "47 ... Dsc
\n", + "48 ... Dsd
\n", + "49 ... Dwa
\n", + "50 ... Dwb
\n", + "51 ... Dwc
\n", + "52 ... Dwd
\n", + "61 ... EF
\n", + "62 ... ET
\n", + "\n", + "### Notes\n", + "The original layers contain topological errors (non-simple geometry) - and an overlapping region at the international time/date line in three of the climate models that are fixed in the json using the below code. Also note, some scenario datasets are simplified polygon type converted from grid, others are direct polygon conversion from grid - as per original downloaded 19/12/2020. Gaps in data are water bodies and are valid.\n", + "\n", + "### Processing\n", + "Repair geometry, fix topologial error (remove overlaps), convert to geojson, EPSG:4326 (WGS84), remove/disable Z values." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import arcpy\n", + "import os\n", + "\n", + "#folder of feature classes to process\n", + "in_folder = r\"C:\\data\\KoeppenGeiger\\all\"\n", + "scr_folder = r\"C:\\data\\scratch.gdb\"\n", + "out_folder = r\"C:\\data\\json\\KoeppenGeiger\"\n", + "\n", + "# Set environments\n", + "workspace = in_folder\n", + "arcpy.env.workspace = workspace\n", + "arcpy.env.outputCoordinateSystem = arcpy.SpatialReference(4326)\n", + "arcpy.env.outputZFlag = \"Disabled\"\n", + "arcpy.env.overwriteOutput = True\n", + "\n", + "# Execute CreateFileGDB\n", + "if os.path.exists(r\"C:\\data\\scratch.gdb\"):\n", + " arcpy.Delete_management(r\"C:\\data\\scratch.gdb\")\n", + " scr = arcpy.CreateFileGDB_management(r\"C:\\data\", \"scratch\")\n", + "\n", + "featureclasses = arcpy.ListFeatureClasses()\n", + "print(featureclasses)\n", + "\n", + "# Iterate through all datasets, repair and convert to json\n", + "for fc in featureclasses:\n", + " fcname = os.path.join(os.path.splitext(fc)[0])\n", + " outjson = os.path.join(out_folder, fcname)\n", + " \n", + " # Process: Make Feature Layer\n", + " fLayer = \"project_Layer\"\n", + " arcpy.management.MakeFeatureLayer(fc, fLayer)\n", + "\n", + " # Process: Union - fill gaps and find overlaps\n", + " projectIntersect = os.path.join(scr_folder, \"projectIntersect\")\n", + " arcpy.analysis.Intersect(fLayer, projectIntersect, \"ONLY_FID\")\n", + "\n", + " # Process: Multipart To Singlepart - explode into single parts\n", + " projectSingle = os.path.join(scr_folder, \"projectSingle\")\n", + " arcpy.management.MultipartToSinglepart(projectIntersect, projectSingle)\n", + "\n", + " # Process: Select - select overlaps and slithers smaller than 0.00001 degrees (this may need to be checked)\n", + " intSelect = os.path.join(scr_folder, \"intSelect\")\n", + " arcpy.analysis.Select(projectSingle, intSelect)\n", + "\n", + " # Process: Dissolve - dissolve slithers and overlaps to single features\n", + " dissolveSlither = os.path.join(scr_folder, \"dissolveSlither\")\n", + " arcpy.management.Dissolve(intSelect, dissolveSlither, None, None,\"SINGLE_PART\")\n", + "\n", + " # Process: Erase overlaps\n", + " removeSlither = os.path.join(scr_folder, \"removeSlither\")\n", + " arcpy.analysis.Erase(fLayer, dissolveSlither, removeSlither)\n", + "\n", + " # Process: Append small slithers and gap fills to be merged into coincident polygons with largest boundary\n", + " appendSlither = arcpy.management.Append(dissolveSlither, removeSlither, \"NO_TEST\")\n", + "\n", + " # Process: Eliminate slither by merge into coincident polygons with largest boundary\n", + " eliminateSlither = os.path.join(scr_folder, \"eliminateSlither\")\n", + " selectSlither = arcpy.management.SelectLayerByAttribute(appendSlither, \"NEW_SELECTION\", \"OBJECTID IS NULL\")\n", + " arcpy.management.Eliminate(selectSlither, eliminateSlither, \"LENGTH\")\n", + " print(fcname, ' repairing...')\n", + "\n", + " # Process: Repair Geometry (non-simple geometry)\n", + " geomRepair = arcpy.management.RepairGeometry(eliminateSlither, \"DELETE_NULL\", \"OGC\")[0]\n", + "\n", + " # Process: Features To JSON\n", + " arcpy.conversion.FeaturesToJSON(eliminateSlither, outjson, \"NOT_FORMATTED\", \"NO_Z_VALUES\", \"NO_M_VALUES\", \"GEOJSON\", \"WGS84\", \"USE_FIELD_NAME\")\n", + " print(outjson, '.geojson complete')\n", + " \n", + "\n", + "arcpy.AddMessage(\"All done!\")\n", + "print('done')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Data/Climate/IPCC_ClimateZoneMap.ipynb b/Data/Climate/IPCC_ClimateZoneMap.ipynb index 6d197d363..8e757f855 100644 --- a/Data/Climate/IPCC_ClimateZoneMap.ipynb +++ b/Data/Climate/IPCC_ClimateZoneMap.ipynb @@ -76,7 +76,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -90,7 +90,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/Data/Climate/KoppenGeigerClimateChanges1901_2100.ipynb b/Data/Climate/KoppenGeigerClimateChanges1901_2100.ipynb index a26120be3..e15a971f3 100644 --- a/Data/Climate/KoppenGeigerClimateChanges1901_2100.ipynb +++ b/Data/Climate/KoppenGeigerClimateChanges1901_2100.ipynb @@ -170,7 +170,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -184,7 +184,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/Data/Soil/.ipynb_checkpoints/WorldSoilResources_FAO-checkpoint.ipynb b/Data/Soil/.ipynb_checkpoints/WorldSoilResources_FAO-checkpoint.ipynb new file mode 100644 index 000000000..51c639d54 --- /dev/null +++ b/Data/Soil/.ipynb_checkpoints/WorldSoilResources_FAO-checkpoint.ipynb @@ -0,0 +1,110 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Title: World Soil Resources Base Map FAO 2014\n", + "\n", + "### Description\n", + "The World Resource Base Map of World Soil Resources is available at 1:25 000 000 scale. This is the most general digital map of the World's soils, now using the international standard soil classification WRB. Available as a graphic or digital coverage.\n", + "Soil Type underpins the processes for estimating the changes in SOC as a result of changes to land use. Soil Type, when used in conjunction with climate data, is used for determining the IPCC Tier 1 SOC reference levels.\n", + "\n", + "### FLINT\n", + "This dataset has been pre-processed/checked and is suitable for use in FLINT. Please adhere to individual dataset licence conditions and citations. Processed data can be accessed here: https://datasets.mojaglobal.workers.dev/\n", + "\n", + "### Original source\n", + "Original spatial data sourced from: http://www.fao.org/soils-portal/data-hub/soil-maps-and-databases/other-global-soil-maps-and-databases/\n", + "World Soil Resources Coverage in Geographic Projection (ARC/Info Export format) \"wsrll\"\n", + "Reports: http://www.fao.org/soils-portal/data-hub/soil-classification/world-reference-base/en/\n", + "\n", + "### Licence\n", + "FAO encourages the use, reproduction and dissemination of material in this information product. Except where otherwise indicated, material may be copied, downloaded and printed for private study, research and teaching purposes, or for use in non-commercial products or services, provided that appropriate acknowledgement of FAO as the source and copyright holder is given and that FAO’s endorsement of users’ views, products or services is not implied in any way.\n", + "\n", + "### Citation\n", + "IUSS Working Group WRB. 2015. World Reference Base for Soil Resources 2014, update 2015. International soil classification system for naming soils and creating legends for soil maps. World Soil Resources Reports No. 106. FAO, Rome.\n", + "\n", + "### Format\n", + "Global coverage, vector, .geojson\n", + "Cordinate system EPSG: 4326 (WGS84)\n", + "Size: 237 MB\n", + "\n", + "### Metadata\n", + "http://www.fao.org/geonetwork/srv/en/main.home?uuid=2fb209d0-fd34-4e5e-a3d8-a13c241eb61b#\n", + "tags: climate , FRA , forests , ecological zone , land cover\n", + "\n", + "### Notes\n", + "Note the vector data is coarse resolution in some instances, with some detail in coastlines and some islands missing.\n", + "\n", + "### Processing\n", + "Repair geometry, fix topologial error (remove overlaps), convert to geojson, EPSG:4326 (WGS84), remove/disable Z values. View code below - originally processed in ArcGIS but can be converted to open source QGIS or GDAL (or others)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Import arcpy module\n", + "import arcpy\n", + "\n", + "# Local variables:\n", + "in_shp = r\"C:/Users/LennyJenny/Documents/ArcGIS/world/UNFCCC/downloads/test/wsrll.shp\"\n", + "Output_Coordinate_System = \"GCS_WGS_1984\"\n", + "output = \"C:/data/WorldSoilResources.geojson\"\n", + "\n", + "# output topological fix shapefile if topological error (optional)\n", + "in_shp_fix = r\"C:/data/wsrll_fix.shp\"\n", + "\n", + "# Set environments\n", + "arcpy.env.workspace = \"c:/data\"\n", + "arcpy.env.outputCoordinateSystem = arcpy.SpatialReference(4326)\n", + "arcpy.env.outputZFlag = \"Disabled\"\n", + "\n", + "# Process: Repair Geometry to remove self intersections and non-simple geometry\n", + "arcpy.RepairGeometry_management(in_shp, \"DELETE_NULL\")\n", + "\n", + "# Process: Count Overlapping Features to determine topological error\n", + "# Where count<2 = topological error which will require manual fix or batch clip overlapping areas\n", + "countname = r\"C:/data/overlap_count.shp\"\n", + "arcpy.analysis.CountOverlappingFeatures(in_shp, countname, min_overlap_count=2)\n", + "\n", + "# Process: Topoloogical fix: Find overlaps and clip from layer (non-manual, will produce gaps, this can be coded to not leave gaps later)\n", + "arcpy.analysis.Intersect(in_shp, \"in_memory/intersectbits\")\n", + "arcpy.analysis.Clip(in_shp, \"in_memory/intersectbits\", in_shp_fix)\n", + "\n", + "# Process: Features To JSON\n", + "arcpy.FeaturesToJSON_conversion(input, output, \"NOT_FORMATTED\", \"NO_Z_VALUES\", \"NO_M_VALUES\", \"GEOJSON\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Data/Soil/WorldSoilResources_FAO.ipynb b/Data/Soil/WorldSoilResources_FAO.ipynb index 51c639d54..456d4590c 100644 --- a/Data/Soil/WorldSoilResources_FAO.ipynb +++ b/Data/Soil/WorldSoilResources_FAO.ipynb @@ -88,7 +88,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -102,7 +102,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/Oureachy_Naz_Task2/.ipynb_checkpoints/Naz_SDG_Mapping_Prototype_Documentation_Task2-checkpoint.md b/Oureachy_Naz_Task2/.ipynb_checkpoints/Naz_SDG_Mapping_Prototype_Documentation_Task2-checkpoint.md new file mode 100644 index 000000000..e4fab5f3e --- /dev/null +++ b/Oureachy_Naz_Task2/.ipynb_checkpoints/Naz_SDG_Mapping_Prototype_Documentation_Task2-checkpoint.md @@ -0,0 +1,36 @@ +# Sustainable Development Goals (SDG) Mapping Prototype + +This prototype provides a comprehensive overview of the mapping process, encompassing the dataset specifics, attributes under scrutiny, the reasoning behind the mapping, and the resultant findings. Within this document, we will employ datasets from diverse land sectors to delineate prototype mappings for the SDGs. + +In this prototype, the focus will be on these three SDGs below in relation to the chosen Datasets (Global Biodiversity Hotspot dataset, World Protected Areas dataset, and Climate dataset); +### - Global Biodiversity Hotspot Dataset - SDG 15 (Life on Land) and SDG 14 (Life Below Water) +#### Dataset Attributes: +The dataset utilized in this analysis has been responsibly provided by Conservation International (CI), a globally recognized environmental organization committed to safeguarding and preserving natural habitats and biodiversity on a global scale. + +#### Mapping Explanation: +The datasets included here hold particular relevance to two key Sustainable Development Goals (SDGs); the first is SDG 15 - Life on Land: This dataset contributes to SDG 15, which focuses on protecting and restoring life on land, including terrestrial ecosystems and biodiversity. The information contained within these datasets aids in the assessment and preservation of critical terrestrial habitats, which is essential for achieving SDG 15's objectives. The second is SDG 14 - Life Below Water: While the dataset primarily addresses terrestrial ecoregions, it indirectly impacts SDG 14 as well. The health of terrestrial ecosystems influences the quality and sustainability of adjacent marine environments, highlighting the interconnectedness of terrestrial and aquatic life. Protecting land-based habitats can have positive ripple effects on life below water, making it relevant to SDG 14. + +By mapping and analyzing the world's biodiversity hotspots and ecoregions, these datasets play a vital role in advancing these Sustainable Development Goals and promoting global biodiversity conservation and sustainability efforts. + +### - World Terrestrial Eco Regions Dataset - SDG 15 (Life on Land) and SDG 13 (Climate Actions) +#### Dataset Attributes: +The dataset used in this analysis has been obtained from the World Wide Fund (WWF) database, and it pertains to the mapping of Terrestrial Eco Regions worldwide. + +#### Mapping Explanation: +Both the Neotropic and Nearctic regions are home to a wide range of terrestrial ecosystems and species. SDG 15 focuses on protecting, restoring, and promoting sustainable use of terrestrial ecosystems and biodiversity. The conservation efforts in these regions contribute significantly to this goal. Also, Climate action (SDG 13) is relevant as these regions play a role in climate change mitigation and adaptation. Preservation of forests and other ecosystems in these regions can help sequester carbon and contribute to climate resilience. + +### - Climate Dataset - SDG 13 (Climate Action) +#### Dataset Attributes: +The values in this dataset attribute represent the different climate zones. They are defined by the Intergovernmental Panel on Climate Change (IPCC), the United Nations body for assessing the science related to climate change. The values to be considered include; +1. Warm Temperate Moist +2. Warm Temperate Dry +3. Cool Temperate Moist +4. Cool Temperate Dry +5. Polar Moist +6. Polar Dry +7. Boreal Moist +8. Boreal Dry +9. Tropical Montane + +#### Mapping Explanation: +The dataset has been correlated with the Sustainable Development Goal (SDG) focused on Climate Action (SDG 13). This particular SDG is dedicated to addressing and mitigating the impact of climate change on the planet and its ecosystems. It emphasizes the need for immediate and concerted efforts to combat climate change and its detrimental effects on life \ No newline at end of file diff --git a/Oureachy_Naz_Task2/.ipynb_checkpoints/Naz_SDG_Mapping_Task2-checkpoint.ipynb b/Oureachy_Naz_Task2/.ipynb_checkpoints/Naz_SDG_Mapping_Task2-checkpoint.ipynb new file mode 100644 index 000000000..3c2f1b6b2 --- /dev/null +++ b/Oureachy_Naz_Task2/.ipynb_checkpoints/Naz_SDG_Mapping_Task2-checkpoint.ipynb @@ -0,0 +1,2174 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e37226e0-7a5b-4df6-98e9-811960ae352d", + "metadata": {}, + "source": [ + "# SDGs Prototype Mapping to bridge the Gap Between Land Sector Data and SDGs\n", + "\n", + "### Introduction\n", + "The 2030 Agenda for Sustainable Development, adopted by all United Nations Member States in 2015, provides a comprehensive framework for global peace and prosperity. Central to this agenda are the 17 Sustainable Development Goals (SDGs), representing a call to action for all nations, developed and developing, to work together. These goals encompass poverty eradication, improved health and education, reduced inequality, economic growth, climate change mitigation, and environmental preservation.\n", + "\n", + "The SDGs, established by the United Nations in 2015, aim to address global needs and ensure a sustainable future for generations to come.\n", + "\n", + "### Goal of this Prototype Mapping\n", + "The SDG prototype mapping seeks to analyze provided datasets to determine their alignment with specific SDGs. This alignment is a critical step in enabling informed decision-making to tackle global challenges effectively. \n", + "##### Below are the lists of the 17 United Nations' SDGs;\n", + "\n", + "GOAL 1: No Poverty\n", + "\n", + "GOAL 2: Zero Hunger\n", + "\n", + "GOAL 3: Good Health and Well-being\n", + "\n", + "GOAL 4: Quality Education\n", + "\n", + "GOAL 5: Gender Equality\n", + "\n", + "GOAL 6: Clean Water and Sanitation\n", + "\n", + "GOAL 7: Affordable and Clean Energy\n", + "\n", + "GOAL 8: Decent Work and Economic Growth\n", + "\n", + "GOAL 9: Industry, Innovation, and Infrastructure\n", + "\n", + "GOAL 10: Reduced Inequalities\n", + "\n", + "GOAL 11: Sustainable Cities and Communities\n", + "\n", + "GOAL 12: Responsible Consumption and Production\n", + "\n", + "GOAL 13: Climate Action\n", + "\n", + "GOAL 14: Life below Water\n", + "\n", + "GOAL 15: Life on Land\n", + "\n", + "GOAL 16: Peace, Justice, and Strong Institution\n", + "\n", + "GOAL 17: Partnerships for the Goals\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "535e2c4b-4d71-4dfc-91d6-0c1cdaa01a56", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialising and importing libraries used\n", + "\n", + "import geopandas as gpd\n", + "import io, requests\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "98f1ab33-f75a-4f6a-8d35-c4898eb462bd", + "metadata": {}, + "source": [ + "### WORLD BIODIVERSITY HOTSPOT" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e27078b3-9685-486e-a1fa-75162ade7d04", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_Areageometry
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...
56New Caledoniaouter limit57.30471738.222164POLYGON ((164.35824 -19.10137, 164.32053 -19.0...
67Southwest Australiahotspot area60.85967233.934367MULTIPOLYGON (((117.88123 -35.17920, 117.87544...
78Succulent Karoohotspot area79.1178969.648439MULTIPOLYGON (((19.94758 -33.85045, 19.94773 -...
89Forests of East Australiahotspot area88.12899223.473995MULTIPOLYGON (((153.49344 -27.42185, 153.48857...
910Caucasushotspot area90.68990958.514955MULTIPOLYGON (((53.64732 36.85539, 53.64686 36...
1011Himalayahotspot area146.42066669.043477MULTIPOLYGON (((83.63718 29.26756, 83.64967 29...
1112Horn of Africaouter limit120.27468273.220040MULTIPOLYGON (((39.89708 16.32164, 39.90083 16...
1213Indo-Burmahotspot area402.030896203.319990MULTIPOLYGON (((100.57087 4.86481, 100.55511 4...
1314Indo-Burmaouter limit379.920372173.578229MULTIPOLYGON (((94.68272 16.29783, 94.68811 16...
1415Irano-Anatolianhotspot area184.77229090.307526MULTIPOLYGON (((56.54563 27.72321, 56.51865 27...
1516Japanhotspot area219.24289338.182343MULTIPOLYGON (((123.79903 24.03953, 123.80211 ...
1617Japanouter limit297.049059245.457896POLYGON ((143.38627 45.62484, 142.97525 45.662...
1718Mountains of Central Asiahotspot area107.06562493.244489MULTIPOLYGON (((75.66653 36.76604, 75.63583 36...
1819Mountains of Southwest Chinahotspot area116.78685224.424047MULTIPOLYGON (((94.36492 31.26755, 94.35851 31...
1920Philippineshotspot area241.95316524.601083MULTIPOLYGON (((119.39130 4.61894, 119.39078 4...
2021Philippinesouter limit295.862968137.641924POLYGON ((127.01715 4.93909, 127.02402 4.94458...
2122Western Ghats and Sri Lankahotspot area46.06144415.733402MULTIPOLYGON (((79.82289 7.94472, 79.82361 7.9...
2223California Floristic Provincehotspot area55.59927430.098119MULTIPOLYGON (((-115.37624 28.10790, -115.3693...
2324California Floristic Provinceouter limit53.23421735.372344POLYGON ((-116.73013 31.73940, -116.73152 31.7...
2425Caribbean Islandshotspot area230.58512419.818704MULTIPOLYGON (((-64.39832 11.72028, -64.39622 ...
2526Caribbean Islandsouter limit299.257659214.384415POLYGON ((-84.28348 17.55457, -84.19510 17.471...
2627Madrean Pine-Oak Woodlandshotspot area546.30072940.848314MULTIPOLYGON (((-96.61650 15.88247, -96.62143 ...
2728Mesoamericahotspot area451.71915295.763513MULTIPOLYGON (((-87.04617 5.55242, -87.04675 5...
2829Mesoamericaouter limit242.571690342.466874MULTIPOLYGON (((-106.80501 23.66897, -106.8008...
2930North American Coastal Plainhotspot area342.674109117.522193MULTIPOLYGON (((-97.73414 24.07666, -97.73487 ...
3031New Zealandouter limit278.308656557.797119MULTIPOLYGON (((180.00000 -28.51559, 180.00000...
3132Tumbes-Choco-Magdalenahotspot area187.60969322.329914MULTIPOLYGON (((-80.20981 -3.43196, -80.20917 ...
3233East Melanesian Islandsouter limit225.092613186.226067POLYGON ((150.43369 -0.87323, 150.38155 -0.860...
3334Sundalandhotspot area339.989621121.642368MULTIPOLYGON (((96.93003 -12.16986, 96.93164 -...
3435Eastern Afromontanehotspot area274.76666382.812834MULTIPOLYGON (((32.87497 -20.07615, 32.88673 -...
3536Atlantic Foresthotspot area300.835113107.978149MULTIPOLYGON (((-52.09801 -32.09873, -52.09585...
3637Polynesia-Micronesiahotspot area147.0189234.015096MULTIPOLYGON (((-144.32992 -27.57666, -144.331...
3738Tumbes-Choco-Magdalenaouter limit85.277625104.249366POLYGON ((-78.29707 7.68989, -78.29916 7.69846...
3839Horn of Africahotspot area248.899010137.275957MULTIPOLYGON (((39.93373 -6.90581, 39.93459 -6...
3940Sundalandouter limit427.143229328.745439MULTIPOLYGON (((118.53144 2.15269, 118.53130 2...
4041Guinean Forests of West Africahotspot area133.08195050.525510MULTIPOLYGON (((5.62957 -1.45728, 5.63351 -1.4...
4142Cerradohotspot area340.748166170.556404MULTIPOLYGON (((-55.29527 -22.90017, -55.31034...
4243Polynesia-Micronesiaouter limit413.9334701909.519333MULTIPOLYGON (((-140.60948 -21.71556, -140.606...
4344Coastal Forests of Eastern Africahotspot area140.78168224.271498MULTIPOLYGON (((35.44340 -23.86182, 35.44595 -...
4445Madagascar and the Indian Ocean Islandshotspot area85.87149951.558044MULTIPOLYGON (((44.22776 -25.22229, 44.23248 -...
4546Wallaceahotspot area277.27971827.491158MULTIPOLYGON (((122.85761 -10.96322, 122.85345...
4647Mediterranean Basinhotspot area681.817768212.727774MULTIPOLYGON (((-24.69949 14.89513, -24.70035 ...
4748New Zealandhotspot area129.42800529.364356MULTIPOLYGON (((158.96280 -54.49958, 158.96266...
4849Tropical Andeshotspot area411.682107129.491625MULTIPOLYGON (((-65.01836 -25.67424, -64.93745...
4950East Melanesian Islandshotspot area150.5677898.130046MULTIPOLYGON (((169.85451 -20.14125, 169.84250...
5051Madagascar and the Indian Ocean Islandsouter limit164.210642350.358797POLYGON ((58.15548 -3.70879, 58.13793 -3.66995...
5152Wallaceaouter limit334.190436170.498109POLYGON ((127.47139 4.80923, 127.44697 4.81936...
5253Mediterranean Basinouter limit564.971151676.679648POLYGON ((13.54803 45.79731, 13.54669 45.79722...
\n", + "
" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "5 6 New Caledonia outer limit \n", + "6 7 Southwest Australia hotspot area \n", + "7 8 Succulent Karoo hotspot area \n", + "8 9 Forests of East Australia hotspot area \n", + "9 10 Caucasus hotspot area \n", + "10 11 Himalaya hotspot area \n", + "11 12 Horn of Africa outer limit \n", + "12 13 Indo-Burma hotspot area \n", + "13 14 Indo-Burma outer limit \n", + "14 15 Irano-Anatolian hotspot area \n", + "15 16 Japan hotspot area \n", + "16 17 Japan outer limit \n", + "17 18 Mountains of Central Asia hotspot area \n", + "18 19 Mountains of Southwest China hotspot area \n", + "19 20 Philippines hotspot area \n", + "20 21 Philippines outer limit \n", + "21 22 Western Ghats and Sri Lanka hotspot area \n", + "22 23 California Floristic Province hotspot area \n", + "23 24 California Floristic Province outer limit \n", + "24 25 Caribbean Islands hotspot area \n", + "25 26 Caribbean Islands outer limit \n", + "26 27 Madrean Pine-Oak Woodlands hotspot area \n", + "27 28 Mesoamerica hotspot area \n", + "28 29 Mesoamerica outer limit \n", + "29 30 North American Coastal Plain hotspot area \n", + "30 31 New Zealand outer limit \n", + "31 32 Tumbes-Choco-Magdalena hotspot area \n", + "32 33 East Melanesian Islands outer limit \n", + "33 34 Sundaland hotspot area \n", + "34 35 Eastern Afromontane hotspot area \n", + "35 36 Atlantic Forest hotspot area \n", + "36 37 Polynesia-Micronesia hotspot area \n", + "37 38 Tumbes-Choco-Magdalena outer limit \n", + "38 39 Horn of Africa hotspot area \n", + "39 40 Sundaland outer limit \n", + "40 41 Guinean Forests of West Africa hotspot area \n", + "41 42 Cerrado hotspot area \n", + "42 43 Polynesia-Micronesia outer limit \n", + "43 44 Coastal Forests of Eastern Africa hotspot area \n", + "44 45 Madagascar and the Indian Ocean Islands hotspot area \n", + "45 46 Wallacea hotspot area \n", + "46 47 Mediterranean Basin hotspot area \n", + "47 48 New Zealand hotspot area \n", + "48 49 Tropical Andes hotspot area \n", + "49 50 East Melanesian Islands hotspot area \n", + "50 51 Madagascar and the Indian Ocean Islands outer limit \n", + "51 52 Wallacea outer limit \n", + "52 53 Mediterranean Basin outer limit \n", + "\n", + " Shape_Length Shape_Area \\\n", + "0 200.706891 40.754665 \n", + "1 191.174978 186.085694 \n", + "2 93.790123 7.610383 \n", + "3 49.631419 25.366584 \n", + "4 24.637100 1.646954 \n", + "5 57.304717 38.222164 \n", + "6 60.859672 33.934367 \n", + "7 79.117896 9.648439 \n", + "8 88.128992 23.473995 \n", + "9 90.689909 58.514955 \n", + "10 146.420666 69.043477 \n", + "11 120.274682 73.220040 \n", + "12 402.030896 203.319990 \n", + "13 379.920372 173.578229 \n", + "14 184.772290 90.307526 \n", + "15 219.242893 38.182343 \n", + "16 297.049059 245.457896 \n", + "17 107.065624 93.244489 \n", + "18 116.786852 24.424047 \n", + "19 241.953165 24.601083 \n", + "20 295.862968 137.641924 \n", + "21 46.061444 15.733402 \n", + "22 55.599274 30.098119 \n", + "23 53.234217 35.372344 \n", + "24 230.585124 19.818704 \n", + "25 299.257659 214.384415 \n", + "26 546.300729 40.848314 \n", + "27 451.719152 95.763513 \n", + "28 242.571690 342.466874 \n", + "29 342.674109 117.522193 \n", + "30 278.308656 557.797119 \n", + "31 187.609693 22.329914 \n", + "32 225.092613 186.226067 \n", + "33 339.989621 121.642368 \n", + "34 274.766663 82.812834 \n", + "35 300.835113 107.978149 \n", + "36 147.018923 4.015096 \n", + "37 85.277625 104.249366 \n", + "38 248.899010 137.275957 \n", + "39 427.143229 328.745439 \n", + "40 133.081950 50.525510 \n", + "41 340.748166 170.556404 \n", + "42 413.933470 1909.519333 \n", + "43 140.781682 24.271498 \n", + "44 85.871499 51.558044 \n", + "45 277.279718 27.491158 \n", + "46 681.817768 212.727774 \n", + "47 129.428005 29.364356 \n", + "48 411.682107 129.491625 \n", + "49 150.567789 8.130046 \n", + "50 164.210642 350.358797 \n", + "51 334.190436 170.498109 \n", + "52 564.971151 676.679648 \n", + "\n", + " geometry \n", + "0 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... \n", + "5 POLYGON ((164.35824 -19.10137, 164.32053 -19.0... \n", + "6 MULTIPOLYGON (((117.88123 -35.17920, 117.87544... \n", + "7 MULTIPOLYGON (((19.94758 -33.85045, 19.94773 -... \n", + "8 MULTIPOLYGON (((153.49344 -27.42185, 153.48857... \n", + "9 MULTIPOLYGON (((53.64732 36.85539, 53.64686 36... \n", + "10 MULTIPOLYGON (((83.63718 29.26756, 83.64967 29... \n", + "11 MULTIPOLYGON (((39.89708 16.32164, 39.90083 16... \n", + "12 MULTIPOLYGON (((100.57087 4.86481, 100.55511 4... \n", + "13 MULTIPOLYGON (((94.68272 16.29783, 94.68811 16... \n", + "14 MULTIPOLYGON (((56.54563 27.72321, 56.51865 27... \n", + "15 MULTIPOLYGON (((123.79903 24.03953, 123.80211 ... \n", + "16 POLYGON ((143.38627 45.62484, 142.97525 45.662... \n", + "17 MULTIPOLYGON (((75.66653 36.76604, 75.63583 36... \n", + "18 MULTIPOLYGON (((94.36492 31.26755, 94.35851 31... \n", + "19 MULTIPOLYGON (((119.39130 4.61894, 119.39078 4... \n", + "20 POLYGON ((127.01715 4.93909, 127.02402 4.94458... \n", + "21 MULTIPOLYGON (((79.82289 7.94472, 79.82361 7.9... \n", + "22 MULTIPOLYGON (((-115.37624 28.10790, -115.3693... \n", + "23 POLYGON ((-116.73013 31.73940, -116.73152 31.7... \n", + "24 MULTIPOLYGON (((-64.39832 11.72028, -64.39622 ... \n", + "25 POLYGON ((-84.28348 17.55457, -84.19510 17.471... \n", + "26 MULTIPOLYGON (((-96.61650 15.88247, -96.62143 ... \n", + "27 MULTIPOLYGON (((-87.04617 5.55242, -87.04675 5... \n", + "28 MULTIPOLYGON 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" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "world_biodiversity = gpd.read_file(r'/home/naza/Downloads/CI_BiodiversityHotspots.geojson')\n", + "world_biodiversity" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "8076eb2c-0f04-4a4a-a9f5-50773c94e296", + "metadata": {}, + "outputs": [], + "source": [ + "# Functions defined for mapping each datasets\n", + "# For Biodiversity Hotspot\n", + "def map_biodiversity_hotspot_to_sdg(row):\n", + " # Some biodiversity hotspots using the \"NAME\" row from the list above\n", + " marine_biodiversity_hotspots = [\n", + " 'Chilean Winter Rainfall and Valdivian Forests', \n", + " 'Indo-Burma', \n", + " 'Japan', \n", + " 'Mesoamerica', \n", + " 'Horn of Africa',\n", + " 'Sundaland',\n", + " 'Mediterranean Basin',\n", + " 'Coastal Forests of Eastern Africa'\n", + " ]\n", + " \n", + " # verify whether this hotspot is known for marine or land biodiversity\n", + " if row['NAME'] in marine_biodiversity_hotspots:\n", + " return \"SDG #14: Life below Water\"\n", + " else:\n", + " return \"SDG #15: Life on Land\"" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "fddd9c80-96be-44d8-b9d8-030003f0e7c5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_AreageometrySDG_MAPPING
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...SDG #14: Life below Water
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...SDG #14: Life below Water
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...SDG #15: Life on Land
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...SDG #15: Life on Land
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...SDG #15: Life on Land
\n", + "
" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "\n", + " Shape_Length Shape_Area \\\n", + "0 200.706891 40.754665 \n", + "1 191.174978 186.085694 \n", + "2 93.790123 7.610383 \n", + "3 49.631419 25.366584 \n", + "4 24.637100 1.646954 \n", + "\n", + " geometry \\\n", + "0 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... \n", + "\n", + " SDG_MAPPING \n", + "0 SDG #14: Life below Water \n", + "1 SDG #14: Life below Water \n", + "2 SDG #15: Life on Land \n", + "3 SDG #15: Life on Land \n", + "4 SDG #15: Life on Land " + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Implement the mapping function defined and save the datasets \n", + "world_biodiversity['SDG_MAPPING'] = world_biodiversity.apply(map_biodiversity_hotspot_to_sdg, axis=1)\n", + "world_biodiversity.to_file('CI_BiodiversityHotspots_Mapped.geojson', driver='GeoJSON')\n", + "#world_biodiversity\n", + "world_biodiversity.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "afbee9dc-d3a2-4a4c-aa1d-1520cb4a0b37", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data visualisation using Bar Chart\n", + "sdg_biodiversity_count = world_biodiversity['SDG_MAPPING'].value_counts()\n", + "plt.figure(figsize=(12, 6))\n", + "sdg_biodiversity_count.plot(kind='bar', color=['brown', 'peru'])\n", + "plt.title('Distribution of SDGs in Biodiversity Hotspots')\n", + "plt.xlabel('Sustainable Development Goals')\n", + "plt.ylabel('Number of Biodiversity Hotspots')\n", + "plt.xticks(rotation=0)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "691e81ea-aa33-4aab-a7c2-877b93557ec6", + "metadata": {}, + "source": [ + "### TERRESTRIAL ECOLOGICAL REGIONS" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "9a67d32c-8d35-48ee-a347-ecd2eacffd59", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTID_1OBJECTIDAREAECO_NAMEREALMBIOMEECO_NUMECO_IDECO_SYMGBL_STAT...G200_BIOMEG200_STATarea_km2eco_codeBIOME_1GBL_STAT_1REALM_1Shape_LengthShape_Areageometry
01129.802942Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics0.2194750.002769POLYGON ((-112.30433 29.33480, -112.29035 29.3...
12211.977824Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics0.1932890.001111POLYGON ((-112.19639 29.20719, -112.19669 29.2...
23377301.372760Sinaloan dry forestsNT22860228981...2177362NT0228Neotropics111.9514146.879188POLYGON ((-108.40314 28.29783, -108.41069 28.3...
344215.489182Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics1.2736540.019701POLYGON ((-110.58808 27.85878, -110.59068 27.8...
45519.639089Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics0.3630680.001791POLYGON ((-110.53048 27.31542, -110.55385 27.3...
..................................................................
1434614347149191.688307Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.0618220.000221POLYGON ((178.30938 51.98459, 178.30050 51.992...
14347143481492010.182745Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.1953310.001331POLYGON ((177.71160 51.95987, 177.71102 51.964...
1434814349149214.357807Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.1200400.000570POLYGON ((178.36743 51.96625, 178.37353 51.969...
14349143501492230.425075Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.3952230.003964POLYGON ((178.33270 51.82403, 178.32769 51.827...
143501435114923307.562192Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic2.0511910.039813POLYGON ((178.72436 51.64820, 178.71963 51.652...
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14351 rows × 22 columns

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" + ], + "text/plain": [ + " OBJECTID_1 OBJECTID AREA \\\n", + "0 1 1 29.802942 \n", + "1 2 2 11.977824 \n", + "2 3 3 77301.372760 \n", + "3 4 4 215.489182 \n", + "4 5 5 19.639089 \n", + "... ... ... ... \n", + "14346 14347 14919 1.688307 \n", + "14347 14348 14920 10.182745 \n", + "14348 14349 14921 4.357807 \n", + "14349 14350 14922 30.425075 \n", + "14350 14351 14923 307.562192 \n", + "\n", + " ECO_NAME REALM BIOME ECO_NUM ECO_ID \\\n", + "0 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "1 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "2 Sinaloan dry forests NT 2 28 60228 \n", + "3 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "4 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "... ... ... ... ... ... \n", + "14346 Aleutian Islands tundra NA 11 2 51102 \n", + "14347 Aleutian Islands tundra NA 11 2 51102 \n", + "14348 Aleutian Islands tundra NA 11 2 51102 \n", + "14349 Aleutian Islands tundra NA 11 2 51102 \n", + "14350 Aleutian Islands tundra NA 11 2 51102 \n", + "\n", + " ECO_SYM GBL_STAT ... G200_BIOME G200_STAT area_km2 eco_code \\\n", + "0 119 1 ... 0 0 8174 NT1404 \n", + "1 119 1 ... 0 0 8174 NT1404 \n", + "2 98 1 ... 2 1 77362 NT0228 \n", + "3 119 1 ... 0 0 8174 NT1404 \n", + "4 119 1 ... 0 0 8174 NT1404 \n", + "... ... ... ... ... ... ... ... \n", + "14346 53 3 ... 0 0 12141 NA1102 \n", + "14347 53 3 ... 0 0 12141 NA1102 \n", + "14348 53 3 ... 0 0 12141 NA1102 \n", + "14349 53 3 ... 0 0 12141 NA1102 \n", + "14350 53 3 ... 0 0 12141 NA1102 \n", + "\n", + " BIOME_1 GBL_STAT_1 REALM_1 Shape_Length Shape_Area \\\n", + "0 Neotropics 0.219475 0.002769 \n", + "1 Neotropics 0.193289 0.001111 \n", + "2 Neotropics 111.951414 6.879188 \n", + "3 Neotropics 1.273654 0.019701 \n", + "4 Neotropics 0.363068 0.001791 \n", + "... ... ... ... ... ... \n", + "14346 Nearctic 0.061822 0.000221 \n", + "14347 Nearctic 0.195331 0.001331 \n", + "14348 Nearctic 0.120040 0.000570 \n", + "14349 Nearctic 0.395223 0.003964 \n", + "14350 Nearctic 2.051191 0.039813 \n", + "\n", + " geometry \n", + "0 POLYGON ((-112.30433 29.33480, -112.29035 29.3... \n", + "1 POLYGON ((-112.19639 29.20719, -112.19669 29.2... \n", + "2 POLYGON ((-108.40314 28.29783, -108.41069 28.3... \n", + "3 POLYGON ((-110.58808 27.85878, -110.59068 27.8... \n", + "4 POLYGON ((-110.53048 27.31542, -110.55385 27.3... \n", + "... ... \n", + "14346 POLYGON ((178.30938 51.98459, 178.30050 51.992... \n", + "14347 POLYGON ((177.71160 51.95987, 177.71102 51.964... \n", + "14348 POLYGON ((178.36743 51.96625, 178.37353 51.969... \n", + "14349 POLYGON ((178.33270 51.82403, 178.32769 51.827... \n", + "14350 POLYGON ((178.72436 51.64820, 178.71963 51.652... \n", + "\n", + "[14351 rows x 22 columns]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "terrestrial_eco_regions = gpd.read_file(r'/home/naza/Downloads/TerrestrialEcoregionsoftheWorld_WWF.geojson')\n", + "terrestrial_eco_regions" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "18b67a42-f8a3-43ac-8f6b-2699ebfc737e", + "metadata": {}, + "outputs": [], + "source": [ + "# Functions defined for mapping each datasets (terrestrial ecological regions)\n", + "def map_terrestrial_regions_to_sdg(row):\n", + " return \"SDG #15: Life on Land & SDG #13: Climate Actions\"\n", + "# This is because all the zones mapped are most relevant to the SDG; Life on Land" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "6ab3a05d-4cc5-457e-884c-cb8b947f5ab3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTID_1OBJECTIDAREAECO_NAMEREALMBIOMEECO_NUMECO_IDECO_SYMGBL_STAT...G200_STATarea_km2eco_codeBIOME_1GBL_STAT_1REALM_1Shape_LengthShape_AreageometrySDG_MAPPING
01129.802942Northern Mesoamerican Pacific mangrovesNT144614041191...08174NT1404Neotropics0.2194750.002769POLYGON ((-112.30433 29.33480, -112.29035 29.3...SDG #15: Life on Land & SDG #13: Climate Actions
12211.977824Northern Mesoamerican Pacific mangrovesNT144614041191...08174NT1404Neotropics0.1932890.001111POLYGON ((-112.19639 29.20719, -112.19669 29.2...SDG #15: Life on Land & SDG #13: Climate Actions
23377301.372760Sinaloan dry forestsNT22860228981...177362NT0228Neotropics111.9514146.879188POLYGON ((-108.40314 28.29783, -108.41069 28.3...SDG #15: Life on Land & SDG #13: Climate Actions
344215.489182Northern Mesoamerican Pacific mangrovesNT144614041191...08174NT1404Neotropics1.2736540.019701POLYGON ((-110.58808 27.85878, -110.59068 27.8...SDG #15: Life on Land & SDG #13: Climate Actions
45519.639089Northern Mesoamerican Pacific mangrovesNT144614041191...08174NT1404Neotropics0.3630680.001791POLYGON ((-110.53048 27.31542, -110.55385 27.3...SDG #15: Life on Land & SDG #13: Climate Actions
..................................................................
1434614347149191.688307Aleutian Islands tundraNA11251102533...012141NA1102Nearctic0.0618220.000221POLYGON ((178.30938 51.98459, 178.30050 51.992...SDG #15: Life on Land & SDG #13: Climate Actions
14347143481492010.182745Aleutian Islands tundraNA11251102533...012141NA1102Nearctic0.1953310.001331POLYGON ((177.71160 51.95987, 177.71102 51.964...SDG #15: Life on Land & SDG #13: Climate Actions
1434814349149214.357807Aleutian Islands tundraNA11251102533...012141NA1102Nearctic0.1200400.000570POLYGON ((178.36743 51.96625, 178.37353 51.969...SDG #15: Life on Land & SDG #13: Climate Actions
14349143501492230.425075Aleutian Islands tundraNA11251102533...012141NA1102Nearctic0.3952230.003964POLYGON ((178.33270 51.82403, 178.32769 51.827...SDG #15: Life on Land & SDG #13: Climate Actions
143501435114923307.562192Aleutian Islands tundraNA11251102533...012141NA1102Nearctic2.0511910.039813POLYGON ((178.72436 51.64820, 178.71963 51.652...SDG #15: Life on Land & SDG #13: Climate Actions
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14351 rows × 23 columns

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" + ], + "text/plain": [ + " OBJECTID_1 OBJECTID AREA \\\n", + "0 1 1 29.802942 \n", + "1 2 2 11.977824 \n", + "2 3 3 77301.372760 \n", + "3 4 4 215.489182 \n", + "4 5 5 19.639089 \n", + "... ... ... ... \n", + "14346 14347 14919 1.688307 \n", + "14347 14348 14920 10.182745 \n", + "14348 14349 14921 4.357807 \n", + "14349 14350 14922 30.425075 \n", + "14350 14351 14923 307.562192 \n", + "\n", + " ECO_NAME REALM BIOME ECO_NUM ECO_ID \\\n", + "0 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "1 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "2 Sinaloan dry forests NT 2 28 60228 \n", + "3 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "4 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "... ... ... ... ... ... \n", + "14346 Aleutian Islands tundra NA 11 2 51102 \n", + "14347 Aleutian Islands tundra NA 11 2 51102 \n", + "14348 Aleutian Islands tundra NA 11 2 51102 \n", + "14349 Aleutian Islands tundra NA 11 2 51102 \n", + "14350 Aleutian Islands tundra NA 11 2 51102 \n", + "\n", + " ECO_SYM GBL_STAT ... G200_STAT area_km2 eco_code BIOME_1 \\\n", + "0 119 1 ... 0 8174 NT1404 \n", + "1 119 1 ... 0 8174 NT1404 \n", + "2 98 1 ... 1 77362 NT0228 \n", + "3 119 1 ... 0 8174 NT1404 \n", + "4 119 1 ... 0 8174 NT1404 \n", + "... ... ... ... ... ... ... ... \n", + "14346 53 3 ... 0 12141 NA1102 \n", + "14347 53 3 ... 0 12141 NA1102 \n", + "14348 53 3 ... 0 12141 NA1102 \n", + "14349 53 3 ... 0 12141 NA1102 \n", + "14350 53 3 ... 0 12141 NA1102 \n", + "\n", + " GBL_STAT_1 REALM_1 Shape_Length Shape_Area \\\n", + "0 Neotropics 0.219475 0.002769 \n", + "1 Neotropics 0.193289 0.001111 \n", + "2 Neotropics 111.951414 6.879188 \n", + "3 Neotropics 1.273654 0.019701 \n", + "4 Neotropics 0.363068 0.001791 \n", + "... ... ... ... ... \n", + "14346 Nearctic 0.061822 0.000221 \n", + "14347 Nearctic 0.195331 0.001331 \n", + "14348 Nearctic 0.120040 0.000570 \n", + "14349 Nearctic 0.395223 0.003964 \n", + "14350 Nearctic 2.051191 0.039813 \n", + "\n", + " geometry \\\n", + "0 POLYGON ((-112.30433 29.33480, -112.29035 29.3... \n", + "1 POLYGON ((-112.19639 29.20719, -112.19669 29.2... \n", + "2 POLYGON ((-108.40314 28.29783, -108.41069 28.3... \n", + "3 POLYGON ((-110.58808 27.85878, -110.59068 27.8... \n", + "4 POLYGON ((-110.53048 27.31542, -110.55385 27.3... \n", + "... ... \n", + "14346 POLYGON ((178.30938 51.98459, 178.30050 51.992... \n", + "14347 POLYGON ((177.71160 51.95987, 177.71102 51.964... \n", + "14348 POLYGON ((178.36743 51.96625, 178.37353 51.969... \n", + "14349 POLYGON ((178.33270 51.82403, 178.32769 51.827... \n", + "14350 POLYGON ((178.72436 51.64820, 178.71963 51.652... \n", + "\n", + " SDG_MAPPING \n", + "0 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "1 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "2 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "3 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "4 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "... ... \n", + "14346 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "14347 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "14348 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "14349 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "14350 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "\n", + "[14351 rows x 23 columns]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Implement the mapping function defined and save the datasets \n", + "terrestrial_eco_regions['SDG_MAPPING'] = terrestrial_eco_regions.apply(map_terrestrial_regions_to_sdg, axis=1)\n", + "terrestrial_eco_regions.to_file('TerrestrialEcoregionsoftheWorld_WWF.geojson', driver='GeoJSON')\n", + "terrestrial_eco_regions" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "af00d96e-80b0-4a2f-a0df-c1c83884381c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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N1KxZ0zrO6dOnTWBgoOnZs6fd9vHx8SYgIMCuvVatWqZ06dLm9OnTVttPP/1kJNldp8b8870watQoazkyMtJ4eHiYAwcOWG1Hjx41RYoUMc2bN7faMt/r8PBwq0ZjjBkwYIApVKiQSUpKMsYYs2DBgut+dq/mytoyXfldmpNr8crfE5n7z8l34gMPPGB8fHzMkSNHrLZ9+/YZd3f3bK/vK02bNs1IMj///LMxxpiYmBgjyRw8eND8/vvvRpLZuXOnMcaYxYsXG0lm7ty5dvsoWbKkadmypbUcERFhunXrZowxpkOHDubRRx+11jVo0MDus2rMP9dZdtf75b97rkaS8fT0tPtczZw500gyISEhdt//w4cPz/IZzO7zO27cOGOz2ey+7zNrfP755622jIwM07ZtW+Ph4XHN3+kAcDPg9j0AKCD8/Pyu+bS1zFEO33777Q1PPu3p6alu3brluH/nzp3tbhF75JFHVKpUKf3www83dPyc+uGHH1SoUCH17dvXrn3QoEEyxmjJkiV27eHh4apYsaK1XLt2bfn7+1/3KXQ//PCDQkJC1LFjR6utcOHC6tu3r86cOaPVq1c7XLvNZtOyZcv06quvqmjRopo3b5569+6tcuXK6bHHHst2Tqlrufy6SElJsdqudOutt6pEiRLWK/O2tMzRAsuWLbOeWPVvPfbYY3YjXTJHvv2bp/598803ysjIUIcOHfT3339br5CQEFWuXFmrVq2y63+ta7l9+/Z2oz0SExO1cuVKdejQQadPn7b2ffLkSUVERGjfvn06cuSIpH8+Zzt37tS+fftu+FyuPP7VXD7a8Pz58/r777/VqFEjSdJvv/12w8f/+uuvFR0dbfeaNWuW3frixYvr+eefz7Jt5ugsRz+D2UlNTbWux0qVKmnw4MFq0qSJvv32W+s40dHRSkpKUseOHe1+7oUKFVLDhg2tn/vRo0e1fft2de7c2e76v+uuu1SrVq1r1pGenq7ly5crMjJSt956q9VeqlQpPf744/rll1+sz1amXr162Y1Ua9asmdLT03Xw4EFJ///7ePHixUpLS7vue3Ej/s21eL3vxPT0dP3444+KjIxUaGio1a9SpUq67777cnSMy0c6Sf+MZLrllltUtmxZVa1aVUFBQdbopquNcmrSpInWr1+v9PR0ZWRk6Ndff7VG0DZp0sTa7uzZs4qNjc12lJSXl1eW633ChAk5OoeWLVva3fqZOWKuffv2dr/7Mtsv/467/PObmpqqv//+W40bN5YxRlu2bMlyrD59+lj/zrx18OLFi/rxxx9zVCsA5BVCKQAoIM6cOZPtHEGZHnvsMTVp0kRPPfWUgoODFRUVpS+//NKhgOqWW25xaMLnypUr2y3bbDZVqlTpqvMpOcvBgwcVGhqa5f2oVq2atf5yZcuWzbKPokWL6tSpU9c9TuXKleXmZv/r9mrHySlPT0+NGDFCu3bt0tGjRzVv3jw1atRIX375pd0fJjlx+XWR+b+XP8Uu07fffqvo6Gi9/fbbdu0VKlTQwIED9eGHH6p48eKKiIjQtGnTrjuf1LVc+X5nBlTXe7+vZd++fTLGqHLlynbhWokSJbRr1y4lJCTY9b/WtVyhQgW75f3798sYo5dffjnLvjOfppi5/7FjxyopKUm33XabatWqpRdeeEHbtm1z6FyuPP7VJCYmql+/fgoODpa3t7dKlChhbftvfj7NmzdXeHi43SssLMxaf+DAAVWpUuWat5Y6+hnMzuVhwaxZs1StWjUlJCTY/TGfGbjcc889WX42y5cvt34umcerVKlSluNk13a5EydO6OzZs6pSpUqWddWqVVNGRkaWecuud43fddddat++vcaMGaPixYurXbt2mjVrli5cuHDNWhzxb67F630nJiQk6Ny5czf0fmaqWbOmAgMD7YKnzLn0bDabwsLC7NaVKVMmS11Nmza15o7asWOHkpOTrX00btxYR48e1Z9//mnNNZVdKFWoUKEs13vmLX/Xc2U9mSF+mTJlsm2//Dvu0KFD6tq1q4KCguTn56cSJUrorrvukpT18+vm5mYXiErSbbfdJkm5/vsUAP4t5pQCgALg8OHDSk5OvuYfA97e3lqzZo1WrVql77//XkuXLtUXX3yhe+65R8uXL7eb2Ppa+3C2q817c/lTk3Lb1Y5jboJJZEuVKqWoqCi1b99eNWrU0JdffqnZs2fnaK6pK6+LSpUqyd3dXTt27MjSN/OPoez2O2HCBHXt2lXffvutli9frr59+2rcuHH69ddfczw31eVy4/3OyMiQzWbTkiVLst3/laPDrnUtX7kuM7gdPHiwIiIist0m8z1u3ry5Dhw4YL1XH374oSZNmqQZM2boqaeeytG55PRz1qFDB61bt04vvPCC6tatKz8/P2VkZKh169Y3PBryZpIZFmSKiIhQ1apV9fTTT1sj+TLP89NPP1VISEiWfeTFk+Wk61/jNptNX331lX799Vd99913WrZsmbp3764JEybo119/zXY04/Wkp6fbLf+ba9EV34lubm4KCwvTunXrZIzR2rVr7Z442rhxY3388cfWXFNXPoFTsh9t5eHhoaCgIFWtWlWSVLduXfn4+OiXX35RXFycXX9nudr7dL33Lz09Xffee68SExM1dOhQVa1aVb6+vjpy5Ii6du2aLz6/AJCJUAoACoDMCZOv9gdzJjc3N7Vs2VItW7bUxIkT9frrr2vEiBFatWqVwsPDb3hi5Ku58rYRY4z279+v2rVrW21FixbN9pa0gwcP2v0/w47UVq5cOf344486ffq03UiN3bt3W+udoVy5ctq2bZsyMjLsRks5+zjSP7cF1q5dW/v27bNuS7ueK68LX19fa2LmI0eO5GiC50y1atVSrVq19NJLL2ndunVq0qSJZsyYoVdfffXGTsjJMifXrlChgjWCwFkyr8PChQvbhSRXExQUpG7duqlbt246c+aMmjdvrtGjR1tBgDM+Z6dOndKKFSs0ZswYjRw50mr/N7cN5lTFihW1fv16paWlXXVi+tz4DJYqVUoDBgzQmDFj9Ouvv6pRo0bWLWYlS5a85s8m83j79+/Psi67tsuVKFFCPj4+2rNnT5Z1u3fvlpubW5aRMTnVqFEjNWrUSK+99po+++wzderUSZ9//vk1Q6PsvjMvXryoY8eOZel7vWvxRpUsWVJeXl439H5ermnTplqyZIkWLVqkhIQEu6eONm7cWCNGjNAPP/ygc+fOZRso3X777Vbw5OnpqbCwMOvz5e7urjvuuENr165VXFycSpYs6fTvhhu1fft27d27V5988ok6d+5stV/+ZMTLZWRk6I8//rCrf+/evZKU5cmRAHCz4fY9AMjnVq5cqVdeeUUVKlRQp06drtovuydq1a1bV5KsW0Z8fX0lyeF5i65mzpw5dvNcffXVVzp27JjdnCMVK1bUr7/+qosXL1ptixcvznI7jCO1tWnTRunp6Xr33Xft2idNmiSbzZbjOU9ycpz4+HjriVqSdOnSJb3zzjvy8/OzRh85Yt++fTp06FCW9qSkJMXExKho0aI5mm/oatfFyJEjlZ6erieeeCLb2/iuHAmRkpKiS5cu2bXVqlVLbm5uTr3V6N96+OGHVahQIY0ZMybLORhjdPLkyRved8mSJdWiRQvNnDkz2z/8T5w4Yf37yuP4+fmpUqVKdu+VMz5nmSMxrjzXyZMn3/A+c6p9+/b6+++/s3y+Lq8ntz6Dzz//vHx8fPTGG29I+idw9ff31+uvv57t3EyZP5vQ0FDVrFlTc+bMsbvuV69ere3bt1/zmIUKFVKrVq307bff2t0qdfz4cX322Wdq2rSp/P39HTqPU6dOZfnZXfl9fDUVK1bUmjVr7Nref//9LCOlcnIt3qjMUWwLFy7U0aNHrfb9+/fnaL6wTJlB05tvvikfHx/rPZCkO++8U+7u7ho/frxd38u5u7urYcOGWrt2rdauXZvliayNGzfWmjVr9Ouvv9oFXnktu8+vMUZTpky56jaXf5aMMXr33XdVuHBhtWzZMvcKBQAnYKQUAOQjS5Ys0e7du3Xp0iUdP35cK1euVHR0tMqVK6dFixbJy8vrqtuOHTtWa9asUdu2bVWuXDklJCTovffeU+nSpa3/2K9YsaICAwM1Y8YMFSlSRL6+vmrYsGGO57i5UlBQkJo2bapu3brp+PHjmjx5sipVqqSePXtafZ566il99dVXat26tTp06KADBw7of//7n90ku47W9sADD+juu+/WiBEj9Oeff6pOnTpavny5vv32W/Xv3z/Lvm9Ur169NHPmTHXt2lWbN29W+fLl9dVXX2nt2rWaPHnyNef4upqtW7fq8ccf13333admzZopKChIR44c0SeffKKjR49q8uTJWW4NceS6aNasmd599109//zzqly5sjp16qSqVavq4sWL2rt3r+bOnSsPDw9rJNbKlSvVp08fPfroo7rtttt06dIlffrppypUqJDat2//795AJ6pYsaJeffVVDR8+XH/++aciIyNVpEgRxcXFacGCBerVq5cGDx58w/ufNm2amjZtqlq1aqlnz5669dZbdfz4ccXExOjw4cPaunWrJKl69epq0aKF6tevr6CgIG3atElfffWV3VxgmfPV9O3bVxERESpUqJCioqIcqsff31/NmzfX+PHjlZaWpltuuUXLly+3blP6N7766qtsbx+79957FRwcrM6dO2vOnDkaOHCgNmzYoGbNmik1NVU//vijnnvuObVr1y7XPoPFihVTt27d9N5772nXrl2qVq2apk+frieffFK33367oqKiVKJECR06dEjff/+9mjRpYv0x//rrr6tdu3Zq0qSJunXrplOnTundd99VzZo1sw1oL/fqq68qOjpaTZs21XPPPSd3d3fNnDlTFy5csEITR3zyySd677339NBDD6lixYo6ffq0PvjgA/n7+6tNmzbX3Papp57SM888o/bt2+vee+/V1q1btWzZMhUvXtyuX06uxX9j9OjRWr5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CLASS_NAMEgeometry
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261611MULTIPOLYGON (((-26.65000 -59.00000, -26.65000...
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261631MULTIPOLYGON (((-27.25000 -59.40000, -27.25000...
261640MULTIPOLYGON (((172.85000 61.35000, 172.85000 ...
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CLASS_NAMEgeometrySDG_MAPPING
00MULTIPOLYGON (((-37.65000 83.50000, -37.65000 ...SDG #13: Climate Actions
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261601MULTIPOLYGON (((-26.35000 -58.40000, -26.35000...SDG #13: Climate Actions
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261631MULTIPOLYGON (((-27.25000 -59.40000, -27.25000...SDG #13: Climate Actions
261640MULTIPOLYGON (((172.85000 61.35000, 172.85000 ...SDG #13: Climate Actions
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26165 rows × 3 columns

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" + ], + "text/plain": [ + " CLASS_NAME geometry \\\n", + "0 0 MULTIPOLYGON (((-37.65000 83.50000, -37.65000 ... \n", + "1 0 MULTIPOLYGON (((-38.75000 83.40000, -38.75000 ... \n", + "2 0 MULTIPOLYGON (((-38.60000 83.40000, -38.60000 ... \n", + "3 0 MULTIPOLYGON (((-37.15000 83.40000, -37.15000 ... \n", + "4 5 MULTIPOLYGON (((-40.40000 83.40000, -40.40000 ... \n", + "... ... ... \n", + "26160 1 MULTIPOLYGON (((-26.35000 -58.40000, -26.35000... \n", + "26161 1 MULTIPOLYGON (((-26.65000 -59.00000, -26.65000... \n", + "26162 1 MULTIPOLYGON (((-27.40000 -59.40000, -27.40000... \n", + "26163 1 MULTIPOLYGON (((-27.25000 -59.40000, -27.25000... \n", + "26164 0 MULTIPOLYGON (((172.85000 61.35000, 172.85000 ... \n", + "\n", + " SDG_MAPPING \n", + "0 SDG #13: Climate Actions \n", + "1 SDG #13: Climate Actions \n", + "2 SDG #13: Climate Actions \n", + "3 SDG #13: Climate Actions \n", + "4 SDG #13: Climate Actions \n", + "... ... \n", + "26160 SDG #13: Climate Actions \n", + "26161 SDG #13: Climate Actions \n", + "26162 SDG #13: Climate Actions \n", + "26163 SDG #13: Climate Actions \n", + "26164 SDG #13: Climate Actions \n", + "\n", + "[26165 rows x 3 columns]" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Implement the mapping function defined and save the datasets \n", + "climate_data['SDG_MAPPING'] = climate_data.apply(map_climate_to_sdg, axis=1)\n", + "climate_data.to_file('IPCC_ClimateZoneMap_Vector.geojson', driver='GeoJSON')\n", + "climate_data" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "40c03650-7690-4ade-9754-02eabed16dfc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data visualisation using Bar Chart\n", + "sdg_climate_count = climate_data['SDG_MAPPING'].value_counts()\n", + "plt.figure(figsize=(12, 6))\n", + "sdg_climate_count.plot(kind='bar', color=['brown', 'peru'])\n", + "plt.title('Distribution of SDGs in Climate Zones using IPCC map')\n", + "plt.xlabel('Sustainable Development Goals')\n", + "plt.ylabel('Number of Climate Zones')\n", + "plt.xticks(rotation=0)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "aa6a686e-ee66-43d0-9d24-7a2f07ff8119", + "metadata": {}, + "source": [ + "### References\n", + "Uited Nations Department of Economic and Social Affairs - Sustainable Development (https://sdgs.un.org/goals)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Oureachy_Naz_Task2/Naz_SDG_Mapping_Prototype_Documentation_Task2.md b/Oureachy_Naz_Task2/Naz_SDG_Mapping_Prototype_Documentation_Task2.md new file mode 100644 index 000000000..e4fab5f3e --- /dev/null +++ b/Oureachy_Naz_Task2/Naz_SDG_Mapping_Prototype_Documentation_Task2.md @@ -0,0 +1,36 @@ +# Sustainable Development Goals (SDG) Mapping Prototype + +This prototype provides a comprehensive overview of the mapping process, encompassing the dataset specifics, attributes under scrutiny, the reasoning behind the mapping, and the resultant findings. Within this document, we will employ datasets from diverse land sectors to delineate prototype mappings for the SDGs. + +In this prototype, the focus will be on these three SDGs below in relation to the chosen Datasets (Global Biodiversity Hotspot dataset, World Protected Areas dataset, and Climate dataset); +### - Global Biodiversity Hotspot Dataset - SDG 15 (Life on Land) and SDG 14 (Life Below Water) +#### Dataset Attributes: +The dataset utilized in this analysis has been responsibly provided by Conservation International (CI), a globally recognized environmental organization committed to safeguarding and preserving natural habitats and biodiversity on a global scale. + +#### Mapping Explanation: +The datasets included here hold particular relevance to two key Sustainable Development Goals (SDGs); the first is SDG 15 - Life on Land: This dataset contributes to SDG 15, which focuses on protecting and restoring life on land, including terrestrial ecosystems and biodiversity. The information contained within these datasets aids in the assessment and preservation of critical terrestrial habitats, which is essential for achieving SDG 15's objectives. The second is SDG 14 - Life Below Water: While the dataset primarily addresses terrestrial ecoregions, it indirectly impacts SDG 14 as well. The health of terrestrial ecosystems influences the quality and sustainability of adjacent marine environments, highlighting the interconnectedness of terrestrial and aquatic life. Protecting land-based habitats can have positive ripple effects on life below water, making it relevant to SDG 14. + +By mapping and analyzing the world's biodiversity hotspots and ecoregions, these datasets play a vital role in advancing these Sustainable Development Goals and promoting global biodiversity conservation and sustainability efforts. + +### - World Terrestrial Eco Regions Dataset - SDG 15 (Life on Land) and SDG 13 (Climate Actions) +#### Dataset Attributes: +The dataset used in this analysis has been obtained from the World Wide Fund (WWF) database, and it pertains to the mapping of Terrestrial Eco Regions worldwide. + +#### Mapping Explanation: +Both the Neotropic and Nearctic regions are home to a wide range of terrestrial ecosystems and species. SDG 15 focuses on protecting, restoring, and promoting sustainable use of terrestrial ecosystems and biodiversity. The conservation efforts in these regions contribute significantly to this goal. Also, Climate action (SDG 13) is relevant as these regions play a role in climate change mitigation and adaptation. Preservation of forests and other ecosystems in these regions can help sequester carbon and contribute to climate resilience. + +### - Climate Dataset - SDG 13 (Climate Action) +#### Dataset Attributes: +The values in this dataset attribute represent the different climate zones. They are defined by the Intergovernmental Panel on Climate Change (IPCC), the United Nations body for assessing the science related to climate change. The values to be considered include; +1. Warm Temperate Moist +2. Warm Temperate Dry +3. Cool Temperate Moist +4. Cool Temperate Dry +5. Polar Moist +6. Polar Dry +7. Boreal Moist +8. Boreal Dry +9. Tropical Montane + +#### Mapping Explanation: +The dataset has been correlated with the Sustainable Development Goal (SDG) focused on Climate Action (SDG 13). This particular SDG is dedicated to addressing and mitigating the impact of climate change on the planet and its ecosystems. It emphasizes the need for immediate and concerted efforts to combat climate change and its detrimental effects on life \ No newline at end of file diff --git a/Oureachy_Naz_Task2/Naz_SDG_Mapping_Task2.ipynb b/Oureachy_Naz_Task2/Naz_SDG_Mapping_Task2.ipynb new file mode 100644 index 000000000..3c2f1b6b2 --- /dev/null +++ b/Oureachy_Naz_Task2/Naz_SDG_Mapping_Task2.ipynb @@ -0,0 +1,2174 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e37226e0-7a5b-4df6-98e9-811960ae352d", + "metadata": {}, + "source": [ + "# SDGs Prototype Mapping to bridge the Gap Between Land Sector Data and SDGs\n", + "\n", + "### Introduction\n", + "The 2030 Agenda for Sustainable Development, adopted by all United Nations Member States in 2015, provides a comprehensive framework for global peace and prosperity. Central to this agenda are the 17 Sustainable Development Goals (SDGs), representing a call to action for all nations, developed and developing, to work together. These goals encompass poverty eradication, improved health and education, reduced inequality, economic growth, climate change mitigation, and environmental preservation.\n", + "\n", + "The SDGs, established by the United Nations in 2015, aim to address global needs and ensure a sustainable future for generations to come.\n", + "\n", + "### Goal of this Prototype Mapping\n", + "The SDG prototype mapping seeks to analyze provided datasets to determine their alignment with specific SDGs. This alignment is a critical step in enabling informed decision-making to tackle global challenges effectively. \n", + "##### Below are the lists of the 17 United Nations' SDGs;\n", + "\n", + "GOAL 1: No Poverty\n", + "\n", + "GOAL 2: Zero Hunger\n", + "\n", + "GOAL 3: Good Health and Well-being\n", + "\n", + "GOAL 4: Quality Education\n", + "\n", + "GOAL 5: Gender Equality\n", + "\n", + "GOAL 6: Clean Water and Sanitation\n", + "\n", + "GOAL 7: Affordable and Clean Energy\n", + "\n", + "GOAL 8: Decent Work and Economic Growth\n", + "\n", + "GOAL 9: Industry, Innovation, and Infrastructure\n", + "\n", + "GOAL 10: Reduced Inequalities\n", + "\n", + "GOAL 11: Sustainable Cities and Communities\n", + "\n", + "GOAL 12: Responsible Consumption and Production\n", + "\n", + "GOAL 13: Climate Action\n", + "\n", + "GOAL 14: Life below Water\n", + "\n", + "GOAL 15: Life on Land\n", + "\n", + "GOAL 16: Peace, Justice, and Strong Institution\n", + "\n", + "GOAL 17: Partnerships for the Goals\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "535e2c4b-4d71-4dfc-91d6-0c1cdaa01a56", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialising and importing libraries used\n", + "\n", + "import geopandas as gpd\n", + "import io, requests\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "98f1ab33-f75a-4f6a-8d35-c4898eb462bd", + "metadata": {}, + "source": [ + "### WORLD BIODIVERSITY HOTSPOT" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e27078b3-9685-486e-a1fa-75162ade7d04", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_Areageometry
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...
56New Caledoniaouter limit57.30471738.222164POLYGON ((164.35824 -19.10137, 164.32053 -19.0...
67Southwest Australiahotspot area60.85967233.934367MULTIPOLYGON (((117.88123 -35.17920, 117.87544...
78Succulent Karoohotspot area79.1178969.648439MULTIPOLYGON (((19.94758 -33.85045, 19.94773 -...
89Forests of East Australiahotspot area88.12899223.473995MULTIPOLYGON (((153.49344 -27.42185, 153.48857...
910Caucasushotspot area90.68990958.514955MULTIPOLYGON (((53.64732 36.85539, 53.64686 36...
1011Himalayahotspot area146.42066669.043477MULTIPOLYGON (((83.63718 29.26756, 83.64967 29...
1112Horn of Africaouter limit120.27468273.220040MULTIPOLYGON (((39.89708 16.32164, 39.90083 16...
1213Indo-Burmahotspot area402.030896203.319990MULTIPOLYGON (((100.57087 4.86481, 100.55511 4...
1314Indo-Burmaouter limit379.920372173.578229MULTIPOLYGON (((94.68272 16.29783, 94.68811 16...
1415Irano-Anatolianhotspot area184.77229090.307526MULTIPOLYGON (((56.54563 27.72321, 56.51865 27...
1516Japanhotspot area219.24289338.182343MULTIPOLYGON (((123.79903 24.03953, 123.80211 ...
1617Japanouter limit297.049059245.457896POLYGON ((143.38627 45.62484, 142.97525 45.662...
1718Mountains of Central Asiahotspot area107.06562493.244489MULTIPOLYGON (((75.66653 36.76604, 75.63583 36...
1819Mountains of Southwest Chinahotspot area116.78685224.424047MULTIPOLYGON (((94.36492 31.26755, 94.35851 31...
1920Philippineshotspot area241.95316524.601083MULTIPOLYGON (((119.39130 4.61894, 119.39078 4...
2021Philippinesouter limit295.862968137.641924POLYGON ((127.01715 4.93909, 127.02402 4.94458...
2122Western Ghats and Sri Lankahotspot area46.06144415.733402MULTIPOLYGON (((79.82289 7.94472, 79.82361 7.9...
2223California Floristic Provincehotspot area55.59927430.098119MULTIPOLYGON (((-115.37624 28.10790, -115.3693...
2324California Floristic Provinceouter limit53.23421735.372344POLYGON ((-116.73013 31.73940, -116.73152 31.7...
2425Caribbean Islandshotspot area230.58512419.818704MULTIPOLYGON (((-64.39832 11.72028, -64.39622 ...
2526Caribbean Islandsouter limit299.257659214.384415POLYGON ((-84.28348 17.55457, -84.19510 17.471...
2627Madrean Pine-Oak Woodlandshotspot area546.30072940.848314MULTIPOLYGON (((-96.61650 15.88247, -96.62143 ...
2728Mesoamericahotspot area451.71915295.763513MULTIPOLYGON (((-87.04617 5.55242, -87.04675 5...
2829Mesoamericaouter limit242.571690342.466874MULTIPOLYGON (((-106.80501 23.66897, -106.8008...
2930North American Coastal Plainhotspot area342.674109117.522193MULTIPOLYGON (((-97.73414 24.07666, -97.73487 ...
3031New Zealandouter limit278.308656557.797119MULTIPOLYGON (((180.00000 -28.51559, 180.00000...
3132Tumbes-Choco-Magdalenahotspot area187.60969322.329914MULTIPOLYGON (((-80.20981 -3.43196, -80.20917 ...
3233East Melanesian Islandsouter limit225.092613186.226067POLYGON ((150.43369 -0.87323, 150.38155 -0.860...
3334Sundalandhotspot area339.989621121.642368MULTIPOLYGON (((96.93003 -12.16986, 96.93164 -...
3435Eastern Afromontanehotspot area274.76666382.812834MULTIPOLYGON (((32.87497 -20.07615, 32.88673 -...
3536Atlantic Foresthotspot area300.835113107.978149MULTIPOLYGON (((-52.09801 -32.09873, -52.09585...
3637Polynesia-Micronesiahotspot area147.0189234.015096MULTIPOLYGON (((-144.32992 -27.57666, -144.331...
3738Tumbes-Choco-Magdalenaouter limit85.277625104.249366POLYGON ((-78.29707 7.68989, -78.29916 7.69846...
3839Horn of Africahotspot area248.899010137.275957MULTIPOLYGON (((39.93373 -6.90581, 39.93459 -6...
3940Sundalandouter limit427.143229328.745439MULTIPOLYGON (((118.53144 2.15269, 118.53130 2...
4041Guinean Forests of West Africahotspot area133.08195050.525510MULTIPOLYGON (((5.62957 -1.45728, 5.63351 -1.4...
4142Cerradohotspot area340.748166170.556404MULTIPOLYGON (((-55.29527 -22.90017, -55.31034...
4243Polynesia-Micronesiaouter limit413.9334701909.519333MULTIPOLYGON (((-140.60948 -21.71556, -140.606...
4344Coastal Forests of Eastern Africahotspot area140.78168224.271498MULTIPOLYGON (((35.44340 -23.86182, 35.44595 -...
4445Madagascar and the Indian Ocean Islandshotspot area85.87149951.558044MULTIPOLYGON (((44.22776 -25.22229, 44.23248 -...
4546Wallaceahotspot area277.27971827.491158MULTIPOLYGON (((122.85761 -10.96322, 122.85345...
4647Mediterranean Basinhotspot area681.817768212.727774MULTIPOLYGON (((-24.69949 14.89513, -24.70035 ...
4748New Zealandhotspot area129.42800529.364356MULTIPOLYGON (((158.96280 -54.49958, 158.96266...
4849Tropical Andeshotspot area411.682107129.491625MULTIPOLYGON (((-65.01836 -25.67424, -64.93745...
4950East Melanesian Islandshotspot area150.5677898.130046MULTIPOLYGON (((169.85451 -20.14125, 169.84250...
5051Madagascar and the Indian Ocean Islandsouter limit164.210642350.358797POLYGON ((58.15548 -3.70879, 58.13793 -3.66995...
5152Wallaceaouter limit334.190436170.498109POLYGON ((127.47139 4.80923, 127.44697 4.81936...
5253Mediterranean Basinouter limit564.971151676.679648POLYGON ((13.54803 45.79731, 13.54669 45.79722...
\n", + "
" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "5 6 New Caledonia outer limit \n", + "6 7 Southwest Australia hotspot area \n", + "7 8 Succulent Karoo hotspot area \n", + "8 9 Forests of East Australia hotspot area \n", + "9 10 Caucasus hotspot area \n", + "10 11 Himalaya hotspot area \n", + "11 12 Horn of Africa outer limit \n", + "12 13 Indo-Burma hotspot area \n", + "13 14 Indo-Burma outer limit \n", + "14 15 Irano-Anatolian hotspot area \n", + "15 16 Japan hotspot area \n", + "16 17 Japan outer limit \n", + "17 18 Mountains of Central Asia hotspot area \n", + "18 19 Mountains of Southwest China hotspot area \n", + "19 20 Philippines hotspot area \n", + "20 21 Philippines outer limit \n", + "21 22 Western Ghats and Sri Lanka hotspot area \n", + "22 23 California Floristic Province hotspot area \n", + "23 24 California Floristic Province outer limit \n", + "24 25 Caribbean Islands hotspot area \n", + "25 26 Caribbean Islands outer limit \n", + "26 27 Madrean Pine-Oak Woodlands hotspot area \n", + "27 28 Mesoamerica hotspot area \n", + "28 29 Mesoamerica outer limit \n", + "29 30 North American Coastal Plain hotspot area \n", + "30 31 New Zealand outer limit \n", + "31 32 Tumbes-Choco-Magdalena hotspot area \n", + "32 33 East Melanesian Islands outer limit \n", + "33 34 Sundaland hotspot area \n", + "34 35 Eastern Afromontane hotspot area \n", + "35 36 Atlantic Forest hotspot area \n", + "36 37 Polynesia-Micronesia hotspot area \n", + "37 38 Tumbes-Choco-Magdalena outer limit \n", + "38 39 Horn of Africa hotspot area \n", + "39 40 Sundaland outer limit \n", + "40 41 Guinean Forests of West Africa hotspot area \n", + "41 42 Cerrado hotspot area \n", + "42 43 Polynesia-Micronesia outer limit \n", + "43 44 Coastal Forests of Eastern Africa hotspot area \n", + "44 45 Madagascar and the Indian Ocean Islands hotspot area \n", + "45 46 Wallacea hotspot area \n", + "46 47 Mediterranean Basin hotspot area \n", + "47 48 New Zealand hotspot area \n", + "48 49 Tropical Andes hotspot area \n", + "49 50 East Melanesian Islands hotspot area \n", + "50 51 Madagascar and the Indian Ocean Islands outer limit \n", + "51 52 Wallacea outer limit \n", + "52 53 Mediterranean Basin outer limit \n", + "\n", + " Shape_Length Shape_Area \\\n", + "0 200.706891 40.754665 \n", + "1 191.174978 186.085694 \n", + "2 93.790123 7.610383 \n", + "3 49.631419 25.366584 \n", + "4 24.637100 1.646954 \n", + "5 57.304717 38.222164 \n", + "6 60.859672 33.934367 \n", + "7 79.117896 9.648439 \n", + "8 88.128992 23.473995 \n", + "9 90.689909 58.514955 \n", + "10 146.420666 69.043477 \n", + "11 120.274682 73.220040 \n", + "12 402.030896 203.319990 \n", + "13 379.920372 173.578229 \n", + "14 184.772290 90.307526 \n", + "15 219.242893 38.182343 \n", + "16 297.049059 245.457896 \n", + "17 107.065624 93.244489 \n", + "18 116.786852 24.424047 \n", + "19 241.953165 24.601083 \n", + "20 295.862968 137.641924 \n", + "21 46.061444 15.733402 \n", + "22 55.599274 30.098119 \n", + "23 53.234217 35.372344 \n", + "24 230.585124 19.818704 \n", + "25 299.257659 214.384415 \n", + "26 546.300729 40.848314 \n", + "27 451.719152 95.763513 \n", + "28 242.571690 342.466874 \n", + "29 342.674109 117.522193 \n", + "30 278.308656 557.797119 \n", + "31 187.609693 22.329914 \n", + "32 225.092613 186.226067 \n", + "33 339.989621 121.642368 \n", + "34 274.766663 82.812834 \n", + "35 300.835113 107.978149 \n", + "36 147.018923 4.015096 \n", + "37 85.277625 104.249366 \n", + "38 248.899010 137.275957 \n", + "39 427.143229 328.745439 \n", + "40 133.081950 50.525510 \n", + "41 340.748166 170.556404 \n", + "42 413.933470 1909.519333 \n", + "43 140.781682 24.271498 \n", + "44 85.871499 51.558044 \n", + "45 277.279718 27.491158 \n", + "46 681.817768 212.727774 \n", + "47 129.428005 29.364356 \n", + "48 411.682107 129.491625 \n", + "49 150.567789 8.130046 \n", + "50 164.210642 350.358797 \n", + "51 334.190436 170.498109 \n", + "52 564.971151 676.679648 \n", + "\n", + " geometry \n", + "0 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... \n", + "5 POLYGON ((164.35824 -19.10137, 164.32053 -19.0... \n", + "6 MULTIPOLYGON (((117.88123 -35.17920, 117.87544... \n", + "7 MULTIPOLYGON (((19.94758 -33.85045, 19.94773 -... \n", + "8 MULTIPOLYGON (((153.49344 -27.42185, 153.48857... \n", + "9 MULTIPOLYGON (((53.64732 36.85539, 53.64686 36... \n", + "10 MULTIPOLYGON (((83.63718 29.26756, 83.64967 29... \n", + "11 MULTIPOLYGON (((39.89708 16.32164, 39.90083 16... \n", + "12 MULTIPOLYGON (((100.57087 4.86481, 100.55511 4... \n", + "13 MULTIPOLYGON (((94.68272 16.29783, 94.68811 16... \n", + "14 MULTIPOLYGON (((56.54563 27.72321, 56.51865 27... \n", + "15 MULTIPOLYGON (((123.79903 24.03953, 123.80211 ... \n", + "16 POLYGON ((143.38627 45.62484, 142.97525 45.662... \n", + "17 MULTIPOLYGON (((75.66653 36.76604, 75.63583 36... \n", + "18 MULTIPOLYGON (((94.36492 31.26755, 94.35851 31... \n", + "19 MULTIPOLYGON (((119.39130 4.61894, 119.39078 4... \n", + "20 POLYGON ((127.01715 4.93909, 127.02402 4.94458... \n", + "21 MULTIPOLYGON (((79.82289 7.94472, 79.82361 7.9... \n", + "22 MULTIPOLYGON (((-115.37624 28.10790, -115.3693... \n", + "23 POLYGON ((-116.73013 31.73940, -116.73152 31.7... \n", + "24 MULTIPOLYGON (((-64.39832 11.72028, -64.39622 ... \n", + "25 POLYGON ((-84.28348 17.55457, -84.19510 17.471... \n", + "26 MULTIPOLYGON (((-96.61650 15.88247, -96.62143 ... \n", + "27 MULTIPOLYGON (((-87.04617 5.55242, -87.04675 5... \n", + "28 MULTIPOLYGON 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" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "world_biodiversity = gpd.read_file(r'/home/naza/Downloads/CI_BiodiversityHotspots.geojson')\n", + "world_biodiversity" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "8076eb2c-0f04-4a4a-a9f5-50773c94e296", + "metadata": {}, + "outputs": [], + "source": [ + "# Functions defined for mapping each datasets\n", + "# For Biodiversity Hotspot\n", + "def map_biodiversity_hotspot_to_sdg(row):\n", + " # Some biodiversity hotspots using the \"NAME\" row from the list above\n", + " marine_biodiversity_hotspots = [\n", + " 'Chilean Winter Rainfall and Valdivian Forests', \n", + " 'Indo-Burma', \n", + " 'Japan', \n", + " 'Mesoamerica', \n", + " 'Horn of Africa',\n", + " 'Sundaland',\n", + " 'Mediterranean Basin',\n", + " 'Coastal Forests of Eastern Africa'\n", + " ]\n", + " \n", + " # verify whether this hotspot is known for marine or land biodiversity\n", + " if row['NAME'] in marine_biodiversity_hotspots:\n", + " return \"SDG #14: Life below Water\"\n", + " else:\n", + " return \"SDG #15: Life on Land\"" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "fddd9c80-96be-44d8-b9d8-030003f0e7c5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_AreageometrySDG_MAPPING
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...SDG #14: Life below Water
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...SDG #14: Life below Water
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...SDG #15: Life on Land
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...SDG #15: Life on Land
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...SDG #15: Life on Land
\n", + "
" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "\n", + " Shape_Length Shape_Area \\\n", + "0 200.706891 40.754665 \n", + "1 191.174978 186.085694 \n", + "2 93.790123 7.610383 \n", + "3 49.631419 25.366584 \n", + "4 24.637100 1.646954 \n", + "\n", + " geometry \\\n", + "0 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... \n", + "\n", + " SDG_MAPPING \n", + "0 SDG #14: Life below Water \n", + "1 SDG #14: Life below Water \n", + "2 SDG #15: Life on Land \n", + "3 SDG #15: Life on Land \n", + "4 SDG #15: Life on Land " + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Implement the mapping function defined and save the datasets \n", + "world_biodiversity['SDG_MAPPING'] = world_biodiversity.apply(map_biodiversity_hotspot_to_sdg, axis=1)\n", + "world_biodiversity.to_file('CI_BiodiversityHotspots_Mapped.geojson', driver='GeoJSON')\n", + "#world_biodiversity\n", + "world_biodiversity.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "afbee9dc-d3a2-4a4c-aa1d-1520cb4a0b37", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data visualisation using Bar Chart\n", + "sdg_biodiversity_count = world_biodiversity['SDG_MAPPING'].value_counts()\n", + "plt.figure(figsize=(12, 6))\n", + "sdg_biodiversity_count.plot(kind='bar', color=['brown', 'peru'])\n", + "plt.title('Distribution of SDGs in Biodiversity Hotspots')\n", + "plt.xlabel('Sustainable Development Goals')\n", + "plt.ylabel('Number of Biodiversity Hotspots')\n", + "plt.xticks(rotation=0)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "691e81ea-aa33-4aab-a7c2-877b93557ec6", + "metadata": {}, + "source": [ + "### TERRESTRIAL ECOLOGICAL REGIONS" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "9a67d32c-8d35-48ee-a347-ecd2eacffd59", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTID_1OBJECTIDAREAECO_NAMEREALMBIOMEECO_NUMECO_IDECO_SYMGBL_STAT...G200_BIOMEG200_STATarea_km2eco_codeBIOME_1GBL_STAT_1REALM_1Shape_LengthShape_Areageometry
01129.802942Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics0.2194750.002769POLYGON ((-112.30433 29.33480, -112.29035 29.3...
12211.977824Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics0.1932890.001111POLYGON ((-112.19639 29.20719, -112.19669 29.2...
23377301.372760Sinaloan dry forestsNT22860228981...2177362NT0228Neotropics111.9514146.879188POLYGON ((-108.40314 28.29783, -108.41069 28.3...
344215.489182Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics1.2736540.019701POLYGON ((-110.58808 27.85878, -110.59068 27.8...
45519.639089Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics0.3630680.001791POLYGON ((-110.53048 27.31542, -110.55385 27.3...
..................................................................
1434614347149191.688307Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.0618220.000221POLYGON ((178.30938 51.98459, 178.30050 51.992...
14347143481492010.182745Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.1953310.001331POLYGON ((177.71160 51.95987, 177.71102 51.964...
1434814349149214.357807Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.1200400.000570POLYGON ((178.36743 51.96625, 178.37353 51.969...
14349143501492230.425075Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.3952230.003964POLYGON ((178.33270 51.82403, 178.32769 51.827...
143501435114923307.562192Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic2.0511910.039813POLYGON ((178.72436 51.64820, 178.71963 51.652...
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14351 rows × 22 columns

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" + ], + "text/plain": [ + " OBJECTID_1 OBJECTID AREA \\\n", + "0 1 1 29.802942 \n", + "1 2 2 11.977824 \n", + "2 3 3 77301.372760 \n", + "3 4 4 215.489182 \n", + "4 5 5 19.639089 \n", + "... ... ... ... \n", + "14346 14347 14919 1.688307 \n", + "14347 14348 14920 10.182745 \n", + "14348 14349 14921 4.357807 \n", + "14349 14350 14922 30.425075 \n", + "14350 14351 14923 307.562192 \n", + "\n", + " ECO_NAME REALM BIOME ECO_NUM ECO_ID \\\n", + "0 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "1 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "2 Sinaloan dry forests NT 2 28 60228 \n", + "3 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "4 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "... ... ... ... ... ... \n", + "14346 Aleutian Islands tundra NA 11 2 51102 \n", + "14347 Aleutian Islands tundra NA 11 2 51102 \n", + "14348 Aleutian Islands tundra NA 11 2 51102 \n", + "14349 Aleutian Islands tundra NA 11 2 51102 \n", + "14350 Aleutian Islands tundra NA 11 2 51102 \n", + "\n", + " ECO_SYM GBL_STAT ... G200_BIOME G200_STAT area_km2 eco_code \\\n", + "0 119 1 ... 0 0 8174 NT1404 \n", + "1 119 1 ... 0 0 8174 NT1404 \n", + "2 98 1 ... 2 1 77362 NT0228 \n", + "3 119 1 ... 0 0 8174 NT1404 \n", + "4 119 1 ... 0 0 8174 NT1404 \n", + "... ... ... ... ... ... ... ... \n", + "14346 53 3 ... 0 0 12141 NA1102 \n", + "14347 53 3 ... 0 0 12141 NA1102 \n", + "14348 53 3 ... 0 0 12141 NA1102 \n", + "14349 53 3 ... 0 0 12141 NA1102 \n", + "14350 53 3 ... 0 0 12141 NA1102 \n", + "\n", + " BIOME_1 GBL_STAT_1 REALM_1 Shape_Length Shape_Area \\\n", + "0 Neotropics 0.219475 0.002769 \n", + "1 Neotropics 0.193289 0.001111 \n", + "2 Neotropics 111.951414 6.879188 \n", + "3 Neotropics 1.273654 0.019701 \n", + "4 Neotropics 0.363068 0.001791 \n", + "... ... ... ... ... ... \n", + "14346 Nearctic 0.061822 0.000221 \n", + "14347 Nearctic 0.195331 0.001331 \n", + "14348 Nearctic 0.120040 0.000570 \n", + "14349 Nearctic 0.395223 0.003964 \n", + "14350 Nearctic 2.051191 0.039813 \n", + "\n", + " geometry \n", + "0 POLYGON ((-112.30433 29.33480, -112.29035 29.3... \n", + "1 POLYGON ((-112.19639 29.20719, -112.19669 29.2... \n", + "2 POLYGON ((-108.40314 28.29783, -108.41069 28.3... \n", + "3 POLYGON ((-110.58808 27.85878, -110.59068 27.8... \n", + "4 POLYGON ((-110.53048 27.31542, -110.55385 27.3... \n", + "... ... \n", + "14346 POLYGON ((178.30938 51.98459, 178.30050 51.992... \n", + "14347 POLYGON ((177.71160 51.95987, 177.71102 51.964... \n", + "14348 POLYGON ((178.36743 51.96625, 178.37353 51.969... \n", + "14349 POLYGON ((178.33270 51.82403, 178.32769 51.827... \n", + "14350 POLYGON ((178.72436 51.64820, 178.71963 51.652... \n", + "\n", + "[14351 rows x 22 columns]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "terrestrial_eco_regions = gpd.read_file(r'/home/naza/Downloads/TerrestrialEcoregionsoftheWorld_WWF.geojson')\n", + "terrestrial_eco_regions" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "18b67a42-f8a3-43ac-8f6b-2699ebfc737e", + "metadata": {}, + "outputs": [], + "source": [ + "# Functions defined for mapping each datasets (terrestrial ecological regions)\n", + "def map_terrestrial_regions_to_sdg(row):\n", + " return \"SDG #15: Life on Land & SDG #13: Climate Actions\"\n", + "# This is because all the zones mapped are most relevant to the SDG; Life on Land" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "6ab3a05d-4cc5-457e-884c-cb8b947f5ab3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTID_1OBJECTIDAREAECO_NAMEREALMBIOMEECO_NUMECO_IDECO_SYMGBL_STAT...G200_STATarea_km2eco_codeBIOME_1GBL_STAT_1REALM_1Shape_LengthShape_AreageometrySDG_MAPPING
01129.802942Northern Mesoamerican Pacific mangrovesNT144614041191...08174NT1404Neotropics0.2194750.002769POLYGON ((-112.30433 29.33480, -112.29035 29.3...SDG #15: Life on Land & SDG #13: Climate Actions
12211.977824Northern Mesoamerican Pacific mangrovesNT144614041191...08174NT1404Neotropics0.1932890.001111POLYGON ((-112.19639 29.20719, -112.19669 29.2...SDG #15: Life on Land & SDG #13: Climate Actions
23377301.372760Sinaloan dry forestsNT22860228981...177362NT0228Neotropics111.9514146.879188POLYGON ((-108.40314 28.29783, -108.41069 28.3...SDG #15: Life on Land & SDG #13: Climate Actions
344215.489182Northern Mesoamerican Pacific mangrovesNT144614041191...08174NT1404Neotropics1.2736540.019701POLYGON ((-110.58808 27.85878, -110.59068 27.8...SDG #15: Life on Land & SDG #13: Climate Actions
45519.639089Northern Mesoamerican Pacific mangrovesNT144614041191...08174NT1404Neotropics0.3630680.001791POLYGON ((-110.53048 27.31542, -110.55385 27.3...SDG #15: Life on Land & SDG #13: Climate Actions
..................................................................
1434614347149191.688307Aleutian Islands tundraNA11251102533...012141NA1102Nearctic0.0618220.000221POLYGON ((178.30938 51.98459, 178.30050 51.992...SDG #15: Life on Land & SDG #13: Climate Actions
14347143481492010.182745Aleutian Islands tundraNA11251102533...012141NA1102Nearctic0.1953310.001331POLYGON ((177.71160 51.95987, 177.71102 51.964...SDG #15: Life on Land & SDG #13: Climate Actions
1434814349149214.357807Aleutian Islands tundraNA11251102533...012141NA1102Nearctic0.1200400.000570POLYGON ((178.36743 51.96625, 178.37353 51.969...SDG #15: Life on Land & SDG #13: Climate Actions
14349143501492230.425075Aleutian Islands tundraNA11251102533...012141NA1102Nearctic0.3952230.003964POLYGON ((178.33270 51.82403, 178.32769 51.827...SDG #15: Life on Land & SDG #13: Climate Actions
143501435114923307.562192Aleutian Islands tundraNA11251102533...012141NA1102Nearctic2.0511910.039813POLYGON ((178.72436 51.64820, 178.71963 51.652...SDG #15: Life on Land & SDG #13: Climate Actions
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14351 rows × 23 columns

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" + ], + "text/plain": [ + " OBJECTID_1 OBJECTID AREA \\\n", + "0 1 1 29.802942 \n", + "1 2 2 11.977824 \n", + "2 3 3 77301.372760 \n", + "3 4 4 215.489182 \n", + "4 5 5 19.639089 \n", + "... ... ... ... \n", + "14346 14347 14919 1.688307 \n", + "14347 14348 14920 10.182745 \n", + "14348 14349 14921 4.357807 \n", + "14349 14350 14922 30.425075 \n", + "14350 14351 14923 307.562192 \n", + "\n", + " ECO_NAME REALM BIOME ECO_NUM ECO_ID \\\n", + "0 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "1 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "2 Sinaloan dry forests NT 2 28 60228 \n", + "3 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "4 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "... ... ... ... ... ... \n", + "14346 Aleutian Islands tundra NA 11 2 51102 \n", + "14347 Aleutian Islands tundra NA 11 2 51102 \n", + "14348 Aleutian Islands tundra NA 11 2 51102 \n", + "14349 Aleutian Islands tundra NA 11 2 51102 \n", + "14350 Aleutian Islands tundra NA 11 2 51102 \n", + "\n", + " ECO_SYM GBL_STAT ... G200_STAT area_km2 eco_code BIOME_1 \\\n", + "0 119 1 ... 0 8174 NT1404 \n", + "1 119 1 ... 0 8174 NT1404 \n", + "2 98 1 ... 1 77362 NT0228 \n", + "3 119 1 ... 0 8174 NT1404 \n", + "4 119 1 ... 0 8174 NT1404 \n", + "... ... ... ... ... ... ... ... \n", + "14346 53 3 ... 0 12141 NA1102 \n", + "14347 53 3 ... 0 12141 NA1102 \n", + "14348 53 3 ... 0 12141 NA1102 \n", + "14349 53 3 ... 0 12141 NA1102 \n", + "14350 53 3 ... 0 12141 NA1102 \n", + "\n", + " GBL_STAT_1 REALM_1 Shape_Length Shape_Area \\\n", + "0 Neotropics 0.219475 0.002769 \n", + "1 Neotropics 0.193289 0.001111 \n", + "2 Neotropics 111.951414 6.879188 \n", + "3 Neotropics 1.273654 0.019701 \n", + "4 Neotropics 0.363068 0.001791 \n", + "... ... ... ... ... \n", + "14346 Nearctic 0.061822 0.000221 \n", + "14347 Nearctic 0.195331 0.001331 \n", + "14348 Nearctic 0.120040 0.000570 \n", + "14349 Nearctic 0.395223 0.003964 \n", + "14350 Nearctic 2.051191 0.039813 \n", + "\n", + " geometry \\\n", + "0 POLYGON ((-112.30433 29.33480, -112.29035 29.3... \n", + "1 POLYGON ((-112.19639 29.20719, -112.19669 29.2... \n", + "2 POLYGON ((-108.40314 28.29783, -108.41069 28.3... \n", + "3 POLYGON ((-110.58808 27.85878, -110.59068 27.8... \n", + "4 POLYGON ((-110.53048 27.31542, -110.55385 27.3... \n", + "... ... \n", + "14346 POLYGON ((178.30938 51.98459, 178.30050 51.992... \n", + "14347 POLYGON ((177.71160 51.95987, 177.71102 51.964... \n", + "14348 POLYGON ((178.36743 51.96625, 178.37353 51.969... \n", + "14349 POLYGON ((178.33270 51.82403, 178.32769 51.827... \n", + "14350 POLYGON ((178.72436 51.64820, 178.71963 51.652... \n", + "\n", + " SDG_MAPPING \n", + "0 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "1 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "2 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "3 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "4 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "... ... \n", + "14346 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "14347 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "14348 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "14349 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "14350 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "\n", + "[14351 rows x 23 columns]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Implement the mapping function defined and save the datasets \n", + "terrestrial_eco_regions['SDG_MAPPING'] = terrestrial_eco_regions.apply(map_terrestrial_regions_to_sdg, axis=1)\n", + "terrestrial_eco_regions.to_file('TerrestrialEcoregionsoftheWorld_WWF.geojson', driver='GeoJSON')\n", + "terrestrial_eco_regions" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "af00d96e-80b0-4a2f-a0df-c1c83884381c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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CLASS_NAMEgeometry
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261611MULTIPOLYGON (((-26.65000 -59.00000, -26.65000...
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261631MULTIPOLYGON (((-27.25000 -59.40000, -27.25000...
261640MULTIPOLYGON (((172.85000 61.35000, 172.85000 ...
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CLASS_NAMEgeometrySDG_MAPPING
00MULTIPOLYGON (((-37.65000 83.50000, -37.65000 ...SDG #13: Climate Actions
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261601MULTIPOLYGON (((-26.35000 -58.40000, -26.35000...SDG #13: Climate Actions
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261631MULTIPOLYGON (((-27.25000 -59.40000, -27.25000...SDG #13: Climate Actions
261640MULTIPOLYGON (((172.85000 61.35000, 172.85000 ...SDG #13: Climate Actions
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26165 rows × 3 columns

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" + ], + "text/plain": [ + " CLASS_NAME geometry \\\n", + "0 0 MULTIPOLYGON (((-37.65000 83.50000, -37.65000 ... \n", + "1 0 MULTIPOLYGON (((-38.75000 83.40000, -38.75000 ... \n", + "2 0 MULTIPOLYGON (((-38.60000 83.40000, -38.60000 ... \n", + "3 0 MULTIPOLYGON (((-37.15000 83.40000, -37.15000 ... \n", + "4 5 MULTIPOLYGON (((-40.40000 83.40000, -40.40000 ... \n", + "... ... ... \n", + "26160 1 MULTIPOLYGON (((-26.35000 -58.40000, -26.35000... \n", + "26161 1 MULTIPOLYGON (((-26.65000 -59.00000, -26.65000... \n", + "26162 1 MULTIPOLYGON (((-27.40000 -59.40000, -27.40000... \n", + "26163 1 MULTIPOLYGON (((-27.25000 -59.40000, -27.25000... \n", + "26164 0 MULTIPOLYGON (((172.85000 61.35000, 172.85000 ... \n", + "\n", + " SDG_MAPPING \n", + "0 SDG #13: Climate Actions \n", + "1 SDG #13: Climate Actions \n", + "2 SDG #13: Climate Actions \n", + "3 SDG #13: Climate Actions \n", + "4 SDG #13: Climate Actions \n", + "... ... \n", + "26160 SDG #13: Climate Actions \n", + "26161 SDG #13: Climate Actions \n", + "26162 SDG #13: Climate Actions \n", + "26163 SDG #13: Climate Actions \n", + "26164 SDG #13: Climate Actions \n", + "\n", + "[26165 rows x 3 columns]" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Implement the mapping function defined and save the datasets \n", + "climate_data['SDG_MAPPING'] = climate_data.apply(map_climate_to_sdg, axis=1)\n", + "climate_data.to_file('IPCC_ClimateZoneMap_Vector.geojson', driver='GeoJSON')\n", + "climate_data" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "40c03650-7690-4ade-9754-02eabed16dfc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data visualisation using Bar Chart\n", + "sdg_climate_count = climate_data['SDG_MAPPING'].value_counts()\n", + "plt.figure(figsize=(12, 6))\n", + "sdg_climate_count.plot(kind='bar', color=['brown', 'peru'])\n", + "plt.title('Distribution of SDGs in Climate Zones using IPCC map')\n", + "plt.xlabel('Sustainable Development Goals')\n", + "plt.ylabel('Number of Climate Zones')\n", + "plt.xticks(rotation=0)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "aa6a686e-ee66-43d0-9d24-7a2f07ff8119", + "metadata": {}, + "source": [ + "### References\n", + "Uited Nations Department of Economic and Social Affairs - Sustainable Development (https://sdgs.un.org/goals)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Outreachy_Naz_Task3/.ipynb_checkpoints/Naz_Geospatial_Analysis_Task3-checkpoint.ipynb b/Outreachy_Naz_Task3/.ipynb_checkpoints/Naz_Geospatial_Analysis_Task3-checkpoint.ipynb new file mode 100644 index 000000000..1ca3e285a --- /dev/null +++ b/Outreachy_Naz_Task3/.ipynb_checkpoints/Naz_Geospatial_Analysis_Task3-checkpoint.ipynb @@ -0,0 +1,2254 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "08b6a9eb-5914-40c9-8180-6d7903d5b1d7", + "metadata": {}, + "source": [ + "## Geospatial Analysis\n", + "\n", + "### Introduction\n", + "This project involves conducting a Geospatial Analysis to discern underlying patterns and trends within datasets containing spatial information, with a particular focus on supporting the Sustainable Development Goals (SDG) prototype mapping. To accomplish this, we will leverage the power of GeoPandas and other Python-based geospatial libraries to create insightful visualizations in the form of maps.This is a Geospatial Analysis to identify patterns (or trends) for datasets (used in the SDG prototype mapping) that contains spatial information. GeoPandas and other geospatial libraries in the Python would be used to provide visualizations (maps). " + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "f37f3ff2-37d2-43b4-86d0-fd7b3ca22ab4", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialising and importing libraries used\n", + "\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "import io, requests\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from shapely.geometry import Point\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "5a7486b7-3caf-435a-8416-684b93b2d9b5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting seaborn\n", + " Downloading seaborn-0.13.0-py3-none-any.whl (294 kB)\n", + "\u001b[K |████████████████████████████████| 294 kB 4.8 MB/s eta 0:00:01\n", + "\u001b[?25hRequirement already satisfied: matplotlib!=3.6.1,>=3.3 in /home/naza/.local/lib/python3.8/site-packages (from seaborn) (3.7.3)\n", + "Requirement already satisfied: pandas>=1.2 in /home/naza/.local/lib/python3.8/site-packages (from seaborn) (2.0.3)\n", + "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /home/naza/.local/lib/python3.8/site-packages (from seaborn) (1.24.4)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /home/naza/.local/lib/python3.8/site-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (4.43.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /home/naza/.local/lib/python3.8/site-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (1.1.1)\n", + "Requirement already satisfied: cycler>=0.10 in /home/naza/.local/lib/python3.8/site-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (0.12.1)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /home/naza/.local/lib/python3.8/site-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (2.8.2)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/lib/python3/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (20.3)\n", + "Requirement already satisfied: importlib-resources>=3.2.0; python_version < \"3.10\" in /home/naza/.local/lib/python3.8/site-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (6.1.0)\n", + "Requirement already satisfied: pillow>=6.2.0 in /usr/lib/python3/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (7.0.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /usr/lib/python3/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (2.4.6)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /home/naza/.local/lib/python3.8/site-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (1.4.5)\n", + "Requirement already satisfied: pytz>=2020.1 in /home/naza/.local/lib/python3.8/site-packages (from pandas>=1.2->seaborn) (2023.3.post1)\n", + "Requirement already satisfied: tzdata>=2022.1 in /home/naza/.local/lib/python3.8/site-packages (from pandas>=1.2->seaborn) (2023.3)\n", + "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.3->seaborn) (1.14.0)\n", + "Requirement already satisfied: zipp>=3.1.0; python_version < \"3.10\" in /home/naza/.local/lib/python3.8/site-packages (from importlib-resources>=3.2.0; python_version < \"3.10\"->matplotlib!=3.6.1,>=3.3->seaborn) (3.17.0)\n", + "Installing collected packages: seaborn\n", + "Successfully installed seaborn-0.13.0\n" + ] + } + ], + "source": [ + "!pip install seaborn" + ] + }, + { + "cell_type": "markdown", + "id": "49d5d566-7ae4-4e6c-ada6-5ddda987d653", + "metadata": {}, + "source": [ + "#### WORLD BIODIVERSITY HOTSPOT" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "4715e76f-eb89-4b76-a7a9-28ab0d024cb7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_Areageometry
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...
56New Caledoniaouter limit57.30471738.222164POLYGON ((164.35824 -19.10137, 164.32053 -19.0...
67Southwest Australiahotspot area60.85967233.934367MULTIPOLYGON (((117.88123 -35.17920, 117.87544...
78Succulent Karoohotspot area79.1178969.648439MULTIPOLYGON (((19.94758 -33.85045, 19.94773 -...
89Forests of East Australiahotspot area88.12899223.473995MULTIPOLYGON (((153.49344 -27.42185, 153.48857...
910Caucasushotspot area90.68990958.514955MULTIPOLYGON (((53.64732 36.85539, 53.64686 36...
1011Himalayahotspot area146.42066669.043477MULTIPOLYGON (((83.63718 29.26756, 83.64967 29...
1112Horn of Africaouter limit120.27468273.220040MULTIPOLYGON (((39.89708 16.32164, 39.90083 16...
1213Indo-Burmahotspot area402.030896203.319990MULTIPOLYGON (((100.57087 4.86481, 100.55511 4...
1314Indo-Burmaouter limit379.920372173.578229MULTIPOLYGON (((94.68272 16.29783, 94.68811 16...
1415Irano-Anatolianhotspot area184.77229090.307526MULTIPOLYGON (((56.54563 27.72321, 56.51865 27...
1516Japanhotspot area219.24289338.182343MULTIPOLYGON (((123.79903 24.03953, 123.80211 ...
1617Japanouter limit297.049059245.457896POLYGON ((143.38627 45.62484, 142.97525 45.662...
1718Mountains of Central Asiahotspot area107.06562493.244489MULTIPOLYGON (((75.66653 36.76604, 75.63583 36...
1819Mountains of Southwest Chinahotspot area116.78685224.424047MULTIPOLYGON (((94.36492 31.26755, 94.35851 31...
1920Philippineshotspot area241.95316524.601083MULTIPOLYGON (((119.39130 4.61894, 119.39078 4...
2021Philippinesouter limit295.862968137.641924POLYGON ((127.01715 4.93909, 127.02402 4.94458...
2122Western Ghats and Sri Lankahotspot area46.06144415.733402MULTIPOLYGON (((79.82289 7.94472, 79.82361 7.9...
2223California Floristic Provincehotspot area55.59927430.098119MULTIPOLYGON (((-115.37624 28.10790, -115.3693...
2324California Floristic Provinceouter limit53.23421735.372344POLYGON ((-116.73013 31.73940, -116.73152 31.7...
2425Caribbean Islandshotspot area230.58512419.818704MULTIPOLYGON (((-64.39832 11.72028, -64.39622 ...
2526Caribbean Islandsouter limit299.257659214.384415POLYGON ((-84.28348 17.55457, -84.19510 17.471...
2627Madrean Pine-Oak Woodlandshotspot area546.30072940.848314MULTIPOLYGON (((-96.61650 15.88247, -96.62143 ...
2728Mesoamericahotspot area451.71915295.763513MULTIPOLYGON (((-87.04617 5.55242, -87.04675 5...
2829Mesoamericaouter limit242.571690342.466874MULTIPOLYGON (((-106.80501 23.66897, -106.8008...
2930North American Coastal Plainhotspot area342.674109117.522193MULTIPOLYGON (((-97.73414 24.07666, -97.73487 ...
3031New Zealandouter limit278.308656557.797119MULTIPOLYGON (((180.00000 -28.51559, 180.00000...
3132Tumbes-Choco-Magdalenahotspot area187.60969322.329914MULTIPOLYGON (((-80.20981 -3.43196, -80.20917 ...
3233East Melanesian Islandsouter limit225.092613186.226067POLYGON ((150.43369 -0.87323, 150.38155 -0.860...
3334Sundalandhotspot area339.989621121.642368MULTIPOLYGON (((96.93003 -12.16986, 96.93164 -...
3435Eastern Afromontanehotspot area274.76666382.812834MULTIPOLYGON (((32.87497 -20.07615, 32.88673 -...
3536Atlantic Foresthotspot area300.835113107.978149MULTIPOLYGON (((-52.09801 -32.09873, -52.09585...
3637Polynesia-Micronesiahotspot area147.0189234.015096MULTIPOLYGON (((-144.32992 -27.57666, -144.331...
3738Tumbes-Choco-Magdalenaouter limit85.277625104.249366POLYGON ((-78.29707 7.68989, -78.29916 7.69846...
3839Horn of Africahotspot area248.899010137.275957MULTIPOLYGON (((39.93373 -6.90581, 39.93459 -6...
3940Sundalandouter limit427.143229328.745439MULTIPOLYGON (((118.53144 2.15269, 118.53130 2...
4041Guinean Forests of West Africahotspot area133.08195050.525510MULTIPOLYGON (((5.62957 -1.45728, 5.63351 -1.4...
4142Cerradohotspot area340.748166170.556404MULTIPOLYGON (((-55.29527 -22.90017, -55.31034...
4243Polynesia-Micronesiaouter limit413.9334701909.519333MULTIPOLYGON (((-140.60948 -21.71556, -140.606...
4344Coastal Forests of Eastern Africahotspot area140.78168224.271498MULTIPOLYGON (((35.44340 -23.86182, 35.44595 -...
4445Madagascar and the Indian Ocean Islandshotspot area85.87149951.558044MULTIPOLYGON (((44.22776 -25.22229, 44.23248 -...
4546Wallaceahotspot area277.27971827.491158MULTIPOLYGON (((122.85761 -10.96322, 122.85345...
4647Mediterranean Basinhotspot area681.817768212.727774MULTIPOLYGON (((-24.69949 14.89513, -24.70035 ...
4748New Zealandhotspot area129.42800529.364356MULTIPOLYGON (((158.96280 -54.49958, 158.96266...
4849Tropical Andeshotspot area411.682107129.491625MULTIPOLYGON (((-65.01836 -25.67424, -64.93745...
4950East Melanesian Islandshotspot area150.5677898.130046MULTIPOLYGON (((169.85451 -20.14125, 169.84250...
5051Madagascar and the Indian Ocean Islandsouter limit164.210642350.358797POLYGON ((58.15548 -3.70879, 58.13793 -3.66995...
5152Wallaceaouter limit334.190436170.498109POLYGON ((127.47139 4.80923, 127.44697 4.81936...
5253Mediterranean Basinouter limit564.971151676.679648POLYGON ((13.54803 45.79731, 13.54669 45.79722...
\n", + "
" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "5 6 New Caledonia outer limit \n", + "6 7 Southwest Australia hotspot area \n", + "7 8 Succulent Karoo hotspot area \n", + "8 9 Forests of East Australia hotspot area \n", + "9 10 Caucasus hotspot area \n", + "10 11 Himalaya hotspot area \n", + "11 12 Horn of Africa outer limit \n", + "12 13 Indo-Burma hotspot area \n", + "13 14 Indo-Burma outer limit \n", + "14 15 Irano-Anatolian hotspot area \n", + "15 16 Japan hotspot area \n", + "16 17 Japan outer limit \n", + "17 18 Mountains of Central Asia hotspot area \n", + "18 19 Mountains of Southwest China hotspot area \n", + "19 20 Philippines hotspot area \n", + "20 21 Philippines outer limit \n", + "21 22 Western Ghats and Sri Lanka hotspot area \n", + "22 23 California Floristic Province hotspot area \n", + "23 24 California Floristic Province outer limit \n", + "24 25 Caribbean Islands hotspot area \n", + "25 26 Caribbean Islands outer limit \n", + "26 27 Madrean Pine-Oak Woodlands hotspot area \n", + "27 28 Mesoamerica hotspot area \n", + "28 29 Mesoamerica outer limit \n", + "29 30 North American Coastal Plain hotspot area \n", + "30 31 New Zealand outer limit \n", + "31 32 Tumbes-Choco-Magdalena hotspot area \n", + "32 33 East Melanesian Islands outer limit \n", + "33 34 Sundaland hotspot area \n", + "34 35 Eastern Afromontane hotspot area \n", + "35 36 Atlantic Forest hotspot area \n", + "36 37 Polynesia-Micronesia hotspot area \n", + "37 38 Tumbes-Choco-Magdalena outer limit \n", + "38 39 Horn of Africa hotspot area \n", + "39 40 Sundaland outer limit \n", + "40 41 Guinean Forests of West Africa hotspot area \n", + "41 42 Cerrado hotspot area \n", + "42 43 Polynesia-Micronesia outer limit \n", + "43 44 Coastal Forests of Eastern Africa hotspot area \n", + "44 45 Madagascar and the Indian Ocean Islands hotspot area \n", + "45 46 Wallacea hotspot area \n", + "46 47 Mediterranean Basin hotspot area \n", + "47 48 New Zealand hotspot area \n", + "48 49 Tropical Andes hotspot area \n", + "49 50 East Melanesian Islands hotspot area \n", + "50 51 Madagascar and the Indian Ocean Islands outer limit \n", + "51 52 Wallacea outer limit \n", + "52 53 Mediterranean Basin outer limit \n", + "\n", + " Shape_Length Shape_Area \\\n", + "0 200.706891 40.754665 \n", + "1 191.174978 186.085694 \n", + "2 93.790123 7.610383 \n", + "3 49.631419 25.366584 \n", + "4 24.637100 1.646954 \n", + "5 57.304717 38.222164 \n", + "6 60.859672 33.934367 \n", + "7 79.117896 9.648439 \n", + "8 88.128992 23.473995 \n", + "9 90.689909 58.514955 \n", + "10 146.420666 69.043477 \n", + "11 120.274682 73.220040 \n", + "12 402.030896 203.319990 \n", + "13 379.920372 173.578229 \n", + "14 184.772290 90.307526 \n", + "15 219.242893 38.182343 \n", + "16 297.049059 245.457896 \n", + "17 107.065624 93.244489 \n", + "18 116.786852 24.424047 \n", + "19 241.953165 24.601083 \n", + "20 295.862968 137.641924 \n", + "21 46.061444 15.733402 \n", + "22 55.599274 30.098119 \n", + "23 53.234217 35.372344 \n", + "24 230.585124 19.818704 \n", + "25 299.257659 214.384415 \n", + "26 546.300729 40.848314 \n", + "27 451.719152 95.763513 \n", + "28 242.571690 342.466874 \n", + "29 342.674109 117.522193 \n", + "30 278.308656 557.797119 \n", + "31 187.609693 22.329914 \n", + "32 225.092613 186.226067 \n", + "33 339.989621 121.642368 \n", + "34 274.766663 82.812834 \n", + "35 300.835113 107.978149 \n", + "36 147.018923 4.015096 \n", + "37 85.277625 104.249366 \n", + "38 248.899010 137.275957 \n", + "39 427.143229 328.745439 \n", + "40 133.081950 50.525510 \n", + "41 340.748166 170.556404 \n", + "42 413.933470 1909.519333 \n", + "43 140.781682 24.271498 \n", + "44 85.871499 51.558044 \n", + "45 277.279718 27.491158 \n", + "46 681.817768 212.727774 \n", + "47 129.428005 29.364356 \n", + "48 411.682107 129.491625 \n", + "49 150.567789 8.130046 \n", + "50 164.210642 350.358797 \n", + "51 334.190436 170.498109 \n", + "52 564.971151 676.679648 \n", + "\n", + " geometry \n", + "0 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... \n", + "5 POLYGON ((164.35824 -19.10137, 164.32053 -19.0... \n", + "6 MULTIPOLYGON (((117.88123 -35.17920, 117.87544... \n", + "7 MULTIPOLYGON (((19.94758 -33.85045, 19.94773 -... \n", + "8 MULTIPOLYGON (((153.49344 -27.42185, 153.48857... \n", + "9 MULTIPOLYGON (((53.64732 36.85539, 53.64686 36... \n", + "10 MULTIPOLYGON (((83.63718 29.26756, 83.64967 29... \n", + "11 MULTIPOLYGON (((39.89708 16.32164, 39.90083 16... \n", + "12 MULTIPOLYGON (((100.57087 4.86481, 100.55511 4... \n", + "13 MULTIPOLYGON (((94.68272 16.29783, 94.68811 16... \n", + "14 MULTIPOLYGON (((56.54563 27.72321, 56.51865 27... \n", + "15 MULTIPOLYGON (((123.79903 24.03953, 123.80211 ... \n", + "16 POLYGON ((143.38627 45.62484, 142.97525 45.662... \n", + "17 MULTIPOLYGON (((75.66653 36.76604, 75.63583 36... \n", + "18 MULTIPOLYGON (((94.36492 31.26755, 94.35851 31... \n", + "19 MULTIPOLYGON (((119.39130 4.61894, 119.39078 4... \n", + "20 POLYGON ((127.01715 4.93909, 127.02402 4.94458... \n", + "21 MULTIPOLYGON (((79.82289 7.94472, 79.82361 7.9... \n", + "22 MULTIPOLYGON (((-115.37624 28.10790, -115.3693... \n", + "23 POLYGON ((-116.73013 31.73940, -116.73152 31.7... \n", + "24 MULTIPOLYGON (((-64.39832 11.72028, -64.39622 ... \n", + "25 POLYGON ((-84.28348 17.55457, -84.19510 17.471... \n", + "26 MULTIPOLYGON (((-96.61650 15.88247, -96.62143 ... \n", + "27 MULTIPOLYGON (((-87.04617 5.55242, -87.04675 5... \n", + "28 MULTIPOLYGON (((-106.80501 23.66897, -106.8008... \n", + "29 MULTIPOLYGON (((-97.73414 24.07666, -97.73487 ... \n", + "30 MULTIPOLYGON (((180.00000 -28.51559, 180.00000... \n", + "31 MULTIPOLYGON (((-80.20981 -3.43196, -80.20917 ... \n", + "32 POLYGON ((150.43369 -0.87323, 150.38155 -0.860... \n", + "33 MULTIPOLYGON (((96.93003 -12.16986, 96.93164 -... \n", + "34 MULTIPOLYGON (((32.87497 -20.07615, 32.88673 -... \n", + "35 MULTIPOLYGON (((-52.09801 -32.09873, -52.09585... \n", + "36 MULTIPOLYGON (((-144.32992 -27.57666, -144.331... \n", + "37 POLYGON ((-78.29707 7.68989, -78.29916 7.69846... \n", + "38 MULTIPOLYGON (((39.93373 -6.90581, 39.93459 -6... \n", + "39 MULTIPOLYGON (((118.53144 2.15269, 118.53130 2... \n", + "40 MULTIPOLYGON (((5.62957 -1.45728, 5.63351 -1.4... \n", + "41 MULTIPOLYGON (((-55.29527 -22.90017, -55.31034... \n", + "42 MULTIPOLYGON (((-140.60948 -21.71556, -140.606... \n", + "43 MULTIPOLYGON (((35.44340 -23.86182, 35.44595 -... \n", + "44 MULTIPOLYGON (((44.22776 -25.22229, 44.23248 -... \n", + "45 MULTIPOLYGON (((122.85761 -10.96322, 122.85345... \n", + "46 MULTIPOLYGON (((-24.69949 14.89513, -24.70035 ... \n", + "47 MULTIPOLYGON (((158.96280 -54.49958, 158.96266... \n", + "48 MULTIPOLYGON (((-65.01836 -25.67424, -64.93745... \n", + "49 MULTIPOLYGON (((169.85451 -20.14125, 169.84250... \n", + "50 POLYGON ((58.15548 -3.70879, 58.13793 -3.66995... \n", + "51 POLYGON ((127.47139 4.80923, 127.44697 4.81936... \n", + "52 POLYGON ((13.54803 45.79731, 13.54669 45.79722... " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "biodiversity_hotspot = gpd.read_file(r'/home/naza/Downloads/CI_BiodiversityHotspots.geojson')\n", + "biodiversity_hotspot" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "25bb6962-7d8b-46d1-b41f-605e7a48c35b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 53 entries, 0 to 52\n", + "Data columns (total 6 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OBJECTID 53 non-null int64 \n", + " 1 NAME 53 non-null object \n", + " 2 Type 53 non-null object \n", + " 3 Shape_Length 53 non-null float64 \n", + " 4 Shape_Area 53 non-null float64 \n", + " 5 geometry 53 non-null geometry\n", + "dtypes: float64(2), geometry(1), int64(1), object(2)\n", + "memory usage: 2.6+ KB\n" + ] + } + ], + "source": [ + "biodiversity_hotspot.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8a1ed71a-59cc-47b8-972f-3fdee5725a6c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['OBJECTID', 'NAME', 'Type', 'Shape_Length', 'Shape_Area', 'geometry'], dtype='object')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "biodiversity_hotspot.columns" + ] + }, + { + "cell_type": "markdown", + "id": "f6b652ec-f80c-465f-9c4a-9fc474241d9d", + "metadata": {}, + "source": [ + "#### The data from the biodiversity hotspot analysed above contains;\n", + "\n", + "1. OBJECTID: This field serves as a unique identifier for each item within the dataset, allowing for precise referencing and data organization.\n", + "2. NAME: The \"NAME\" column holds the names of specific biodiversity hotspots or regions, providing clear identification and recognition of these areas.\n", + "3. TYPE: The \"TYPE\" attribute offers insight into the nature of each biodiversity hotspot, distinguishing whether it is primarily a marine or terrestrial region.\n", + "4. SHAPE_LENGTH: This parameter defines the length and shape characteristics of the featured area, offering valuable information on its geographical dimensions.\n", + "5. SHAPE_AREA: The \"SHAPE_AREA\" attribute quantifies the area of the biodiversity hotspot, contributing to our understanding of its spatial extent.\n", + "6. GEOMETRY: The \"GEOMETRY\" attribute encodes the geographic coordinates, specifically longitude and latitude, of the hotspot. This geospatial data is essential for accurately locating and visualizing these areas on maps and geographical systems." + ] + }, + { + "cell_type": "markdown", + "id": "1a04ef33-c0cf-42a3-8950-8f9d024b3bdb", + "metadata": {}, + "source": [ + "#### Geographical Distribution of Biodiversity Hotspot - Data Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "61e8ec10-59ef-4d65-93df-61630aefbcec", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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bt3PJJZe0OY/RaOSKK67g888/Z/r06fz++++eHHkqlcqrB9+xOjQwsHbtWlJTUwE8PeEO7qVzaH63A1UrD9eG1NRUHA6H1+tWVVVFZmam57w5HqmpqZ5caAesWrUKX19foqOjj3u9BygUCsxmc5vbPtI+paamtnquHsk111zDDz/8wJw5c5DL5UyePNkzrV+/fuzatavF+zM5OfmIFUQPdx4d7HCv6S233ML06dP57LPPSEpKatEL7HgYjUYiIyMP+7lyuDb17duXxx57jNWrV9OzZ09+/PFHz7T8/HxPr0BwH3+5XE7Xrl1P6nYFQRAEoaOJIJsgCIIgdJCPPvoIh8PBgAEDmD59OhkZGWRmZvL999+ze/duT3Bq3LhxDB06lAsvvJD58+eTl5fH6tWreeKJJ9i4cSPgHvo1bdo0Pv74Y7KysnjrrbeYMWOGJ0H9+PHjSUpKYurUqWzbto1Vq1bx5JNPAhwxMXhKSgoLFixg9erVZGRkcPvtt3sF6w7Iz8/ngQceIDMzk59++on333+f+++//7iPzz333EN9fT1XXnklGzduJCsri++++87T+y8lJYXvvvuOjIwM1q1bxzXXXHPE3m+tsVqtlJaWUlRUxObNm3nppZeYMmUK5513Htdff32ry7z11lv89NNP7N69mz179vDrr78SHh7uGT4YHx/PokWLKC0tpaam5pjbtGrVKl577TX27NnDhx9+yK+//uo5ljqdjiFDhvDKK6+QkZHBsmXLPK/lAXFxcchkMv78808qKipobGxssY2UlBSmTJnCrbfeysqVK9m6dSvXXnstUVFRTJky5ZjbfMBdd91FQUEB9957L7t372bWrFk8/fTTPPDAA55eeMeivLyc0tJS9u3bx6+//sp3333XZvuOZp/uu+8+5s2bxxtvvEFWVhYffPCBV+XKtlxzzTVs3ryZF198kUsvvRSNRuOZ9sgjj7B69WpPMYWsrCxmzZrVovDBoY50Hh0sNDQUnU7HvHnzKCsr86rGOXHiRIxGIy+88AI33njjEfflaD388MO8+uqrTJ8+nczMTB599FHS09M952JrbcrNzeWxxx5jzZo17Nu3j/nz55OVleUJEgNotVqmTp3K1q1bWbFiBffddx+XX365Zzj7ydquIAiCIHS4zk0JJwiCIAj/LsXFxdI999wjJSQkSCqVSjIYDNKgQYOk119/XWpqavLMV19fL917771SZGSkpFKppJiYGOmaa66R8vPzPfN89NFHUmJioqRSqaQuXbpI3377rde2MjIypGHDhklqtVrq1q2bNGfOHAmQ5s2bJ0lS24nVq6qqpClTpkgGg0EKDQ2VnnzySen666/3KhgwatQo6a677pLuuOMOyWg0SgEBAdLjjz/uldA9Li5Oevvtt73WnZaWJj399NNtbn/r1q3ShAkTJL1eL/n6+kojRoyQcnJyJEmSpM2bN0sDBgyQtFqtlJKSIv36668ttsFRFD4AJEBSKpVSSEiING7cOOmrr77yJOlvbV2fffaZ1KdPH8nHx0cyGo3S2LFjpc2bN3vmnT17tpScnCwplUpPgv9Dk+kffOwOLXzw7LPPSpdddpmk1+ul8PBw6d133/VaZteuXdLQoUMlnU4n9enTR5o/f75X4QNJkqTnnntOCg8Pl2QymTR16tRWt1VdXS1dd911kp+fn6TT6aSJEydKe/bs8Uz/+uuvvQoCSJIkzZw5UzrST8alS5dKAwcOlNRqtRQeHi498sgjkt1u90w/lsIHB78+CQkJ0kMPPeSV1P9Y90mSJOnLL7+UoqOjJZ1OJ51//vnSG2+8cdjCBwcMGjRIAqTFixe3mLZ+/Xpp/PjxksFgkHx8fKTevXt7Je9v7fw/0nl06Pn7+eefSzExMZJcLpdGjRrlta6nnnpKUigUUnFxcStH01trbWltv51Op/TMM89IUVFRnqIIc+fO9Vrm0DaVlpZKF154oRQRESGp1WopLi5O+r//+z/P++nANj766CMpMjJS0mq10qWXXipVV1ef1O0KgiAIQmeQSVIHJtkQBEEQBKHTrFq1iuHDh5Odne2VN+p4jB49mj59+vDOO++0T+MEQTgmN998MxUVFcyePbuzm3JYzzzzDH/88UeLIc6CIAiCcCZSdnYDBEEQBEE4OWbOnInBYCAlJYXs7Gzuv/9+hg0bdsIBNkEQOk9dXR3bt2/nxx9/POUDbIIgCILwbyOCbIIgCIJwhmpoaOCRRx4hPz+f4OBgxo0bx5tvvtnZzRIE4QRMmTKF9evXc8cddzB+/PjObo4gCIIgCAcRw0UFQRAEQRAEQRAEQRAE4QSJ6qKCIAiCIAiCIAiCIAiCcIJEkE0QBEEQBEEQBEEQBEEQTpAIsgmCIAiCIAiCIAiCIAjCCRKFDw7hcrkoLi7G19cXmUzW2c0RBEEQBEEQBEEQBEEQOokkSTQ0NBAZGYlcfvi+aiLIdoji4mJiYmI6uxmCIAiCIAiCIAiCIAjCKaKgoIDo6OjDziOCbIfw9fUF3AfPaDR2cmuEU53dbmf+/PlMmDABlUrV2c0RTmPiXBLaiziXhPYiziWhvYhzSWgP4jwS2os4l4RjVV9fT0xMjCdedDgiyHaIA0NEjUajCLIJR2S329Hr9RiNRvEBLZwQcS4J7UWcS0J7EeeS0F7EuSS0B3EeCe1FnEvC8TqalGKi8IEgCIIgCIIgCIIgCIIgnCARZBMEQRAEQRAEQRAEQRCEEySCbIIgCIIgCIIgCIIgCIJwgkSQTRAEQRAEQRAEQRAEQRBOkAiyCYIgCIIgCIIgCIIgCMIJEkE2QRAEQRAEQRAEQRAEQThBIsgmCIIgCIIgCIIgCIIgCCdIBNkEQRAEQRAEQRAEQRAE4QSJIJsgCIIgCIIgCIIgCIIgnCARZBMEQRAEQRAEQRAEQRCEEySCbIIgCIIgCIIgCIIgCIJwgpSd3QBBEARBEARBEE6+0vpKCuvKCdL7ERMQjlKu6OwmCYIgCMIZRQTZBEEQBEEQBOEMZHPYyakq5O1lP7Auf0eL6ed1H8HFvcbQPya1E1onCIIgCGceEWQTBEEQBEEQhDOEyWbhmw1z2FK0h3X5272m9fwrFKVFjk3vpDrOzNL69fy5awX/GzOVUYn9CDcGi95tgiAIgnACRJBNEARBEARBEM4QDVYTn6z53fNYV6tk3BuJqKwtg2eSTGL5Pft4bfE3vLb4G7QKNTcOnsLUgeehU2k6stmCIAiCcEYQQTZBEARBEAThtLM0ZxMGtY7eESmolarObs4pI8w3kGHxaazK24qmScGkF1PanFcmyRjxYRzVcWasBgfFvRv5zP47P22cxwW9R9ItNIGRSf3w1eg7cA+E41FcV8GHK39h/b4dTB18Pud3H4mfztDZzRIEQfjXEUE2QRAEQRAEod1kVeQT5ONPoN7Yrut1ulz8d+brSMDy3C1e02bf/DZxARHtur3T1d6qIraXZAMQs8nviPPLXTKCc91BtKjtRmoXW9h7Vg0/N/6DTe0gKSCaadc8g1ErAjanGofLydaiPXywfDpbS/agaVIi2Vy8P+8npq2dzd0jr+CiXmd3djMF4ahYHTY+WvUrVoedWnM9IEOv1qBWqPHT+hDk40+YbyDRfmEkBkUhk8k6u8mC0CoRZBMEQRAEQRDahclm4dJv/sfZSQN456KH2m29P6z5i9dWfdfm9Au+/C8/XP0CPSOT222bp5PS+komfnYPAAE6X+qtTYz4OJaQvT7HvC7/Ei39fo+g3+9QktrA+qnFjPjgFroExXJR2hjO7zFS9GzrJDaHnXt/f43KhhoK6suwuxy4kPCr1NJrWSixm/1Q2uQ0BtnYMbmcZ8yf8sWqmZzbczg3DroAvVrb2bsgCK1qtJo455N7aLCbwAXsj5+prHIMTRpsOicmnQ1p//MR+iCmDjmfS9PGoVKIkIZwahFnpCAIgiAIgtAuiuoqAFiSs5Gn533Cs+fc4TXd7nTw2ZoZaJQq3l85HaPGh/+Nmcr6/B34anzoFZnCoJjuBPn4ey33yZpfPX+nzgygMdZJQf96r3mu+fFJfrzmRXpEJJ2cnTuFvbJ4mufvGnMD3eeGHFeA7VARGb5MeCmRvUNrqI2v4rXKaby15Huu7n8OD4y+9oTXLxwbi8PKuoLtKMxyui4JQmmT41esJShPh0xq7tVjqFIz+Nsoins2sO2CMj5rnEFcYATndR/Ria0XhNZZ7Dbu/e01zE0WUAHy5ml2rQtXtYuJryQhySRM/nYaQm0U9qvn1aZpzN62jPcve4TgQ74zBKEziSCbIAiCIAiCcExckot6SxNapYYFe9Yik8noHpbIrb8855nnjx1L+WPHUgDuHnY5Crkch8vJZ2tneOaptzbx5NyPAPewxR/kcwHoHZ7C6JQBDI7tSbeweFY8MI20N64EwOknZ+DP4S2CbAD3z3yNhXd9erJ2+5T1zMTbCdAZ2Va8h+yqQnaPq8RqcNB7TphX8OV46OpV9PgnFACz0c7cp7L5ZuOfLN+zmUpzLf8bO5ULeo5qj9045e0oyaGkvoKxXQYhl8mPvEA7qmis4frvnkIC+s4IJyb98EOBZcgI22PA7F8EwNaiPSLIJpxyHC4nj8x5l22Fexj2eQwOuZOtU8pojLBjKFdjCrBTF2ll/sPZjHszEZ8aNT41asIzDSSuCGD9LUVM/f7/+Gnqyxi1J35jQRDagwiyCYIgCIIgCMfk1p9fYGPRrhbPq21K+vwZjkPtYsd55Z7nP1z1i3u5IRe1uU6XXPL8vb04i22lWZ7Hdw27zPN3z7nugM+oN2JZ9lC+1zoqTHWkvXElP1zzAt3CElDKW1bUPBP563x5euJtuCQXT8/9hNm7lpMzoob8/vUkrQogcXUA2sYT/9mvq1cx+ekU9g2qw+RnpmG4iafmfYxTcv0rcn99uPIXVu/bCsDP171Mt9D4DssL1WQzU9xUSfLywCMG2A5Q2uQM/zSWlbfn8/v2xSQGRWG2W+kRkYSvWo+EhNVhY0fpXsamDCTKL7TFOraXZDNv92rqLY30juxC15A4GqxN9ItOFRVohRMiSRIvL/yKZTmbGTotmqA8PTatg6B9OhpD7Di0Li58ohvLb99HZbKJWS9lkrw8kJSlQWhNSgILdXSbE8jmK0r5JX0+txzm+0UQOpIIsgmCIAiCIAhHrd7S6Amw+ZapaQizeaYN+SLKk0S/y7Ig7BonTqXE38+4A2afr53ZcoUSnvw7nqcO6ST00cpfkcncsy67M49+v0YQVObDxQ+nsuGCfAqGN3mt45ofnkSGjLuHX07vyBQGxfT4VyTJlsvkPH/uXTw36U5+27aIRZnrWKPfzt5RNfT9KZyoHSdejEJjUtJlaRAAZd0aaQq288w/n7K7LI+bB08h1DfwhLdxqnp20u2M/+QuAK787jEMSh3n9RrJlB6j6B6eeNzrdbicRwwIz965DAD/wmPLqxaa48NZX8aQflUZry/8FoVThk3lbDHfm0u/I0Dti5/WQFRAKGclpnFWfBq3/PQc8gbQNCqYE7rckxNLJ1dz81kXcXW/c/BR61qsL7uygPeW/USNpYG0yC6M6zKIPlFdj6ntwpnt6/Wz+W3bIvr9GkH4bndhFblD7r7honJ/vwCM/DSO9Ckl5A6tJevsarLOrkZlkaOvVFEXbQUgt7q40/ZDEA4lgmyCIHS4wtoybvz5Wab0HMU9w6/o7OYIgiAIxyCvpsTzd/x6f6qSzVRHmlE3KVDYZOwaX07yikDUFiUqqwKVFbotCGb3+MoW64ra6svg76MB2Du4hvRLSkEGSrOcyB2+NAXZqEo0gwyMBWrqYmxUJZhZ8L+9BORrGfxdFANnx5K01sTSh/d5rVtC4oOV0wFQyhXMuuktjFqff0WVTJlMxmVp47gsbRyFteU8989nrJu6gy5LLHSfF4Lc1T4Bx4mvJuNQuZj9UiY/p/9DfGAkV/Wb2C7rPhUZ1M0FHwb+EElVvJk5tUuYvmU+8YGR1DbWc/XASUwdeB4apfqo1vno7Pf4Z89aJnYbwqNjb8Rf5+s13SW5KKmv5Mt1swAo7FNP7Jaj68l2QHimgXOeMSAhIcmhPKUJtUmBzAWSDHyqVZR3aaIhxIZdbyE7LIe1Sdt5Xf4tAGM/TcCvRItd46Q6zozKpCB/QB0fuKbzwcrpDI3tzYikPlzeZwLr9m3ng+W/kFGZi2+tBv+9GmZ03cd3m/7i7mGXc9vQi4+p7cKZaeGedby74ie6LgwifoO/53m5CwoGNQAQvqv5s7rPrAh6zwqjtHsTmWMqqYm1eAJsAGNTBnVY2wXhSESQTRCEDvfZ2pmUN1bz+dqZXNl3okhWKgiCcJow2628+M+XnseZoyrxL9Zh8XNg8XOw5D95AOyeUAUSJKz0J212GBVJTV7rSVjjT8xmI8F5zTl0EtcFYDE42HN2JQ6di24LgzFUq6kPtbL2tkLsBvdwUkO5GrOfnZo4C6tuKWD8m0kEluu54OEUZr+c1eqvW4fLyeQv7gdgy4M/dng+rc4U7R/Kp5c/wadrfucTfqOsRxNdFgQSnW5EdmgXwuOgtMtRWuQ4tC4mdx/WDi0+denVWq7tP4kfNs7FpZDo80c4rtkSeYNryR9ajbJRxofWX1iUuZ43L/wv0f5hR1znjpIcXLiYu3s1maX7mNRjGFaHjV4RyWwryeKHDXOxuJp7i5Z1a8SpcKFwHvs5LEOGzOUOuh3q0CGoNq2ThY/vxaJzsPGmUuR297KaKgXGYjUhOXr8C7WU9GhgDdtYk7+NuRmr2V6aDUDETgNdlgShbVAizYfMMZV8yC/kVRczufsIBsX2EFUh/6UyynJ5bM4HRG810v2fEACW3ZFHXaSVoFwdyEBbqyRlVZDXcnLkRO7yJXKXOxDtULqY/XImAP+d9SaJQVHMvPHNjt0ZQWiF+GQTBKFDVTbVMmt/ImyAVxdN4/UL/tNp7REEQTiTmGwWdCoN5Y3V6FRayhqq0Kk0NNrMKOUK4gIicEmuVnvZZJTlEqDzJdwY3Ob6VQoluyvzPI9tRhflxiZwQdLKAHJG1jTPLIPcEbXkjqj1PBW4V8vIj+OQ4x0gyBpeRe7gGvyKtYTu1lOaZmLxf3M576kUjOUaJryQhMnPzrrrCiFYgapUjiSD2lgLDcFWfCs1KFHS669QXHKJnedVtBiCesDgt6dyw6DzuTRtHGFn8NDGg8lkMu4461J6hifx0sKv2BBazNZLy4ncYqDvjPATLo4QUKClIsWE7F8QvLx/xNUU1law7IqNqE0KIjJ8SVwTQOKaAACq4k1smFrELdOf5+yUARTXVbK7eC9qpRp/vS8R/sH0CE+ka2g8floD5/UawcztSyhtqGJvbREfrvoFnVmNWecOrCWuCiBsdygKhxyHxoW+RnVcAbZjpbYo6PNzOGtvLGTAwF4E+/jjlFwUVpeRWZZHpq2qxTLbS7O586xL+X7D35T0aKSkR6NnmsquQOaEvzJW8lfGSobFpfHRZY+d9P0QTi3Vpnru/+11DMUq+k2PQIYMFy6qkswAlHV335AJ3qtvdXmL3sHmy0uoiTFjNXoPey6rrz65jReEoySCbIIgdJjiugou/vohAKLSfSnq08D8PWvRz/uEZ8+5o5NbJwiCcPqxOmx8tOpXKptqKa6pYHPJbkJ1AZSba1rMK8Od00yn0DCu62BiA8KRyWTM2LYYq8NGlakOgIt6nc2Y5IF0CYrF4rQfso6WwRi5TcaFT3QDIG1OuOf50q4NrL6pEOTuDcevNNJvdpTXsnXhFhb9N5cDMTeTvx3X/pRTDq2LOS/uYfLTXVA65OjrVBgq1BTE1cNBReSW3JfHBf/nzvUUnmGgIrEJVYMMu1GiNTaXnc/WzuCztTO4pt8k7hx2Gb4aPZIknfF524Yn9uWn615mac5GVudtY55mNZXdTYx4JxZdg+q415u0KpCKFBMvL/qKl869px1bfOpRK1W8ct693PXry+y4JJeIF7yHdwbl6en3fQSZk6qYWb4Is85OxA4DylqJWq2ZovAiFoWvx6FsmRcNIDhXz4iPYrEYHcgkGdqGjrlcs2md7BtUS0OIjZouFiQZmPV25Mh5/fz/oJB7B/aqTfXUmOrRKNUo5HLqLU0o5QqSgqO5fegl1Fua2FOxD5fkwuFysTR7I3N3rsLksBAfGMnkHqLS6b+Nw+XkkdnvUlfdwOgv41Da5ZQnNbH2hkLPPAH5WuwaF7XRZtZcX0D/nyNQ29zvgX39atl01f50BQd9vCsaQNLBNUMmdeTuCEKbRJBNEIQOM/WnpzE7rHRZHET3+SEYqirIHFvFHzuW8uT4W8SwAUEQhGP00sKv+OOg3sE9/wzFYnQQUxyB3CFDV6/CpZSQkLAYHdh1Lsx+dlaUb8Dka8emdrRY58ztS5i5fUnzNt79DYBvrnqWgtqyFvO71BImPxv6Ou/eceGZvlz8SOph27/owVyvx9L+gNyBiKBTLTH75UxS5wWTuiiEmHQjBQPqvZZx6FzMfSyL0R/Eo6mSESDTMOa9BCoSTeQNqKEu0oqhSk1dnI1D/bB5Lj9snkuvsGS2l2Xz0SWPMiyhz2HbfLrz0xmY0nM0F/QYxXndR3DPjFfJHVJL9wUhx73OyJ2+pCwP5C9W0i+qG5emjWvHFp96dCoNw5P6sKUwE0kmtegJGJrjQ+gHPph97dTEWojYZfCaR5JJNAbbcGhcaOuUIIP6MCvVcWbC9hiQ4X7vtgcJifpwKxXJJhpCrFSnWgEJdaMCVb0cp0aiKcJOo96KSq4k3j+C/kEp+OkMSJLEgJjuLQJsAIF6I4H65kIaEQf1gJXJZPjpDAyM7eF5blhCGo+PuwmXJLW6PuHM9/GqX9lQsIvh38Sgr1NRHW1m8yUlOLQuzzw1sRbP342hdv7smUV0upHk5YFsutIdYOv3cwTxm/wB93tp/fXF1KTZuKrfOR26P4LQFnFFKwhCh9hWnEV5o7sbd495IcgkGd0WBJM51j3cYHtJFv2iD38xJgjH69bpz7O+YCfpD/50xvdUEf496i2NXgG2wd9GEbX9KKtH/uW++Abv3mn1oVYK+tV5PpsPNvWnp9tcndnoaBFkOxbd5gexe0IVkhr6/xSByWgj96w6LH4OkEPGOZUU92zg7PfjCcvwoSzVO8ebOdDB3CezPY/VDXKM5VrO+jYWtcX75+6yO/I8Q5MO2F7mXnZx9sYWQbYztYebTCZjRGJfzk4awKqRW0hdGHxCw0Z7zgnFpnXyAl8SYghgVFL/dmztqUGSJIrqyvlg5XTm7l4NR4gV6RpU6Ha2DJbJJBm+FRrveetVhGWdWFEOm9ZJZZIJh9pFZZKJ6q4WzAY7dqUTBQoiDUFMSBqA0+XC7nRQVl+FSqGkW3g80f5hDIvvc1KHUMtkMhRn4HtJOLJVuVv5Yt0f9JgbQkiOuyvy8jv34VK17HGsMsmZ/HQKhX3r2XF+BYV96yns6765krI00BNgawq0se2ickq7NfDmeQ94BX0FoTOJIJsgCCed3eng2bmfeh5bDA50De6cIsnLA8keWc2avO30jep2Rl7ICJ3Darfx/oqf+W7z357n5meuZWK3oZ3YKkFoP0225jv+fsUaInb6Hmbullob+mks19BjXig95oUi18np/VNvFjyxms3nFdMUbCc4R0+vOaHUhVvZfHmJJ8gQVNB6/pyjtXuCO6iXuNKfuM3+AKQuDQXA7GtnxR351EVbmfVSJj3nhLYIsgFo65VY/N0982x+Lir9TChtLaMgoz6JB2DWC7txatwXeGPfSGD5f/JxOB04XE6UcgUAM7Yt5rVF3zAiqS8PnX0dYb5BLdZ3ugs2+GPTOrFrXTQEW9lwbTFWg4PwXQaqEszYfJwkrQig19+HT+IvQ0afmeHUxdq4b+br3Dx4CveNuKqD9uLkcricLNizjveW/EhxU3OV3JBs/QnnszteLrlE3qBaKlJMWIIdNAbbsB7SM/WS3mOI8Q8nOTiGtMiUf0VlXeHUU22q5/E5HxC+x0CXpc2foWkzwyjr0kBxnyavHJp2nbtnW+wWf2K3+FMVayL9olJMQXa6LgiiKcDG7vFVFPSvI0Bv5N1JD5+RQX3h9CWCbIIgnHQzty8hp7oQ/0IttTEW0i8qZei3MQD0mBuCJJf4jBnYnHb+M/JqEWgTjoskSczYthidSkNGeS5apdorwAYwMKZ7J7VOaA9Wh41NhRnkVZfQYG2i2lRPYU0Z1Y11OJxOdGotQb5+RPmFkhgcRWpoAikhsZ6AyZlEkiRckosRCX1ZkbuFAT9HInednM/OsL0GJr6aTHlSE8U961l7QyHm/cEsuV3GuNcTj2u9ToWL5CUBZJ/dnD/OmNOyN5yuQcWE15PYcEURBQPq2X5hOQqrDKdacg8t3R9HS10YTNRWX0pTG9l4tXtY0aL/5pL2RzihOT4t1jvlyW7MeD0DAJ8qNV3nBfGHcik7i3L47KqnCNQbyasuxuy0Mn/PWubvWcvlaeO5ou8EiusqiDCGsK1kDxqlGpvTTpRfKINje7a6r5LkDubVmBvYXLibcV0GHdcxO1oWuw2tyvtY2p0Or7QMGwt28fOWf1iwZx3xa/1RmxXURVowBbrz8BX1afDMmz2q+ohBNgCFQ87Zb8axZ3QVXzKLuIAIpvQc3T471UlMNguvLp7GHzuWErrXwJBl0RT3biC/fx0B+brOaZO/na2XlFHarZHe4SnEB0cS6x9GpF8IPcOTCdAb8dWcWOBbENrLa4unYW4wc9ZPCV5B6ZB9PlQlmFouIIN5T+Zw7gspAATl6xn7biISEtkjqtl1XiV+OgP/HXotl6WNQ6fStFyHIHSi0zbI9sorr/DYY49x//3388477wBgsVh48MEH+fnnn7FarUycOJGPPvqIsLAj/ygQBOHksDnsfLLiV2K2+GHTuJP8Jqzx90xXOOSkzQpHYZUzjTmclZBGlDGUQL0RvVrbSa0WTgcNVhPD37+p1Wl+WgP3jbiS5KBosquaE+r6alteaAunvu0l2Xy+ZgZr87ZjddlRuORorErUJgW6MgXqBgVylwyLuo5SYzEbQ7dTb7SADLRyNalhCSSFxpAQGEl8QATxgVFE+gUjP40rIf6TuYZH/nzP89hYevIuMvLSatl4cVFzTwMJfCpVjH0zEaXj+I/hrFcyWzyXPrWchIcDW+1lN3B6FMHZerZcUopTJbnbIwO5DfxLdWjrlKgtSmK3+GPyd7Dr3Aoawm2svCMflVlBv1/CidrR+nAipUNOl2VBhOToWXVnIbf+/Dwvnnc3GqUaGTK6LAzEpZSYZV3CL1sXtLlPSpmCR8ZOpU9UV4J9/Hnun89ZkrOxxXzxARE8MPrak9L7YkdJDtf88ATJwTH0j04lp6KAXaW5mJ1WuocmEBcUyeZ9GZSaqlA45PSYH+LpXZK4LpD0i8tADt0WBJE7uBar0Ykkh5oIMwElRw4qyZDRdWkwBf3reWvJ9wxP6ItRfXoGfLYUZXLD/mHSPf8Mpcsy93EqTXVXzQzK69ggm4REzrAatk8pR6tU88GU/zE8sW+HtkEQjsX6/J3M3b2a/n9EoG1sDj3snFBOxHYDKUuC0FUqyTzXuzKoxa9lvtB9A+vYfkE51/WfzF3DLhPXCcIp67QMsm3YsIFPP/2U3r17ez3/3//+l7/++otff/0VPz8/7rnnHi6++GJWrVrVSS0VBGHe7tVUWevptzCRBf/bC0BgQcsfpd0XhFA8oJHbfnkBgAifID678iliA8JbzCv8ux0uuHbAq+fdx9D43md88u0zndVh4/Ul3/Lb1oUYK7Qkb/AnPMOAsVTTahDmYA6Vi7ooC5XxJsqjismLKqAh0IJD4R6G4qcyMDSxF4PjejE4ridRfqEdsUsnpKC2lNW52/hi3R+eHJcHFPauJ2arX7tvM7OpmI2XFAHuGySJKwPwKz/xCxsXLq/HSrMcx/4hQqWJDUTsbT0YFlCkQ2WTYyhT4VuhJn9wAy41VMea2XJpKQFv6dCalHRbEky3JcFUR5tZe30BlgAn66YWAUX0/ymCuM3+1AVbWq6/UEevmSFsuqKAK759tPk4jHMPZ+09I4xtF7cs/nCAQ3Ly4sKvWjwfnKmjMsXs6XWXV1PCfTNf55p+k/jfmKkt5rc7HWwo2Mng2F7HnCT+1/1BwKK9pWRXFgAQvcWIrl5PZXg5WXH78C1W029DBLFb/JA73e8li96B0iHHWKahPsJK5pgqlJbmba+6rQBtg5L+P0cQUHzk4NKg76JY+p88rv3+CcamDIKmJk+PvlNdtame1xZ/w9zd7muIAT9GErul+f2VNiuMLkuDMFQdfx7Co1HarZG9Z9WgblIgySUaI+zURJi5pPcY/jvqWtFbTTilOVxOXp7/FcEFPsRu9P5+Sl0YTGWCGcnuahFgA8AFLrkLuav5MyhnXA0Tuw7lobOvO9lNF4QTctoF2RobG7nmmmv4/PPPeeGFFzzP19XV8eWXX/Ljjz8yZswYAL7++mtSU1NZu3YtQ4YM6awmC8K/2vr8nQQV61FY918QS7RIQg0gd8oY8V4MOyaXo7DJKexfwzP/fMrnlz8lqlAJHiv3buGeGa+1Oq1fdDc+vuTxFkOkhNPXC/O/4K8dK+k1J4yENf4onEf/WaC0ywnK0xOU13wRKskkTP52GkJtVCWY2JC6lX8i1iDJINInhFFd+jMisS8DYlLRKE+N86jW3MCsHUv5e8dKdlftQ+6S4ZI3BypkgNakwr+4/e/oW3QOfi9e5nncd0bE4ec3OFA3ypEfKRv8IaLSfRn8Q7Rn6Oa+YfVtBtn8S7Wc/0xXdxA1xExh7wZc++M9Fj8Hc/8vi/Of7OrpYbftgjIsAU6vdWy6qgSznwP5QcVGHUqXZ5nYjX7I7TLsOhd7xldhMto983kF2FyAHHrNCGXnBeW4FNBW7Leyq7nFcxqlGkmCNXnbGBLXi/TiPWzI34nVYeP3bYuoMbuHa940aAqVTbVEGoPJKM+jW2g8d5x1SZs9MU12d/DQoW8OZBb2rUdul3mSjFclmqlKNLP5ihIUdpm7Z+AhJAUorXLsPu712AxObAYnS/6bR/RmI4N+imp9Z/czlmvoNSuULZeWeobuB26O4KYhFx52uVPBI7PfZX3hTlLnBxO33h99nXfxAoVDftICbAfe39kjqtk9qRKHwkWv0GRUCiXdjQGc32MkwxP6iNQawinv1/QF5NYUMfr3+BY3xuQuOaE5PmQN319kxwVj30xAJsG2KeWUd23in8dymPSie8ioXeOkLtDCyKR+Hb0bgnDMTrsg2913383kyZMZN26cV5Bt06ZN2O12xo1r7rXQrVs3YmNjWbNmTZtBNqvVitVq9Tyur3dXLrHb7djt9laXEYQDDpwj4lxpW42pDnWdAoNdi8Iux6lykX5JKf3+jmwxr49dw+A/3LnaDPVqNqkyePzP93lh0l0d3ewOJ86lw6s21fH1hjn8lP4PEdm+lCS7Lz5vGXQhdwy9xGvef/sxPFPOpfLGaubsWk6fvyJI2hQI+69nD72zfax8LQp887VE5hth2f5qfPFNlCY3MqdsCT9tmYdGrmJQbA+GJ/ZlWHwa4Z2Q7L7aVMf3m+fyy5YFOOwOwjMNDNkWjW+FhgX35gAQlmMgZpuR6J1GlDYFtOPINZfcxd8P70ECei4No9vi4BbrX359HuXJ7gIEMqc7KANw8TOpR3yN5MhJXBfA3sE1FPVpQD6jef4hM6KR6w6/vBo5ITW+XPxyDwBMBht/P5yFpIDZL2cSnmkgYWMA1QlmcOHpnXXA7gmVXPhCN3ZcWAG4l7nwuVRPoC1uTwAAMXv8mPNYy2Gt+3eCqK2+bL+4vNXJ+moVJl87KMG/SIPCJqcqsTnYZnXY+HHLXH7cMvew+/rV+llej5flbKKotoy4gAiu6TsJtVLFkuyN/LBlLn4aA9lV7t5r43oOpktwLGkRKfy0ZT4Lstd51hGzzUhBb/dvXqfyoACbhCdQGLnLl0G/RZM9uIqKhCbKujQXmyjqU498//f14WTuL2hxfuoI0nMzOLfLsKP6bHr2n8+Ys3sFNw68gHO6DiUpKPqIy7Qn+f6DUJ1iIbDMhk+W+oi9Z09Ecdd6skZUYwlwYtLbkAEuhcQFPUbx4Khr0Km8g+gOR8uhdP8GZ8r3279BZVMt7y/7mfhNAQRV+7T5/bTzXPdncGChjoAG902xkT/E89uzOzH7O6hLsBJQqsO+P1dkkNbYLq+/OJeEY3Us58ppFWT7+eef2bx5Mxs2bGgxrbS0FLVajb+/v9fzYWFhlJaWtrnOl19+mWeffbbF8/Pnz0evF12whaOzYEHb+Vn+7UzVDTjT5PS+oDcpjm68kfcHe4fUcNlVo/FRtt3zIs7exI682czbs4Zu1iAC1cdWNe90Jc4lb5trc/ijYr3n8TnBfUmNi+btfXMAiKhS8ffff7e1+L/a6X4u7WosQALG3TcYX6X71/m6mky2Ne5jdGBPUnxaBupPlCRJVNjqyWwqIqusmFfztuJCIlTtR7wulFhtMDG6YPyVPietF0m9w8TKmgw21eUgl8kY7NeFoQHd8OmmgSnwWf58sMKYwF6MTukJ55yUZvBD0TJcJok4bQiX3zoGbm2e5nC5eC5nutf8MoUMCXewJviLGKJ1Rw5MFpU72FvnLnrQ+6fe/JWThdllo88PfY6rzX2cvfm9dA2ZpmJKuzai7aMHMwRpfLnxrDGoUPBK7gwkINIQSM/vevP33mwskvuH8x//l8FzKS2rYVaWw5q6loG2GyLP5juWeh4rkePYPwzWV6FlXLc0+vrtLwrRxXvZcmsd9Q4TG+qyyWgq5FBPJF2KUqZgT1MxueYy5MjJNZdRYnUfrz8zVgKwNWMHMdpgfipZ0WIdc3evZi6rWz1WQyb05FpdBOvrshga0BW13H1J4HK5KLHVEKb2Q5mihClwoN9IrqmMr4sWu/dPraP3T71bXfcBZqcN096djA7syUBHNANjolm3ovX2HCqnOBeArzfM5psNc7g3bjJBHfg74BxtT6LCfPlTvpFVCflMCu7H0ICuJ21724uXU9HURIo+klCNER+FliRdGBG2QJYsWHzStnu6Ot2/3850kiQxvWQlEhJXXH42+qvazhn6W9ZOAJyJMq/PlMzSRrY37GPRXXt5LuUqSizVUJDNlg2bKN+e125tFeeScLRMplaKdLThtAmyFRQUcP/997NgwQK02vYbEvHYY4/xwAMPeB7X19cTExPDhAkTMBpbH6ogCAfY7XYWLFjA+PHjUalUR17gX0idFcyjf7/P6rs3YKjWYH/OPWxn/WNbCCpsOwm9U+ki7jx/9vWrJVtfxzMTruioJncKcS55M9stjPjo1hbPr0vPYF70FgDCDIFMOe+Cjm7aKe9MOZdM2xYhK17J3uv2eHqQ/PXcThR2OaWvFmCuqmxz2erwJgJLj7/IhR8wgBB6awMpT2qkNLmRzKRC1vtnARCg9qVPdFfSolLoHZFCt5B41MoTO9Yl9ZV8s/FP/tixFIVVRsrKQJLXBqG2yMjBHeDZdH4xhQPdQRbl0ya2VW07oW0eTtb/laCyy7k5ZRw7btqBy+yi0d9GfajVnVfzMe/5wzMMDJkejU3rotpURDVFR9zGxkezQA/aOiWvrP8Nc4AduR22XXX8+9WLAHQDXaSfX0p1bh0aHyVVvg28t/NPLnilGxeRSmW8meB8HbtcOzgrJIrF9+Z5lv9k1p8M+SXaqydeFEp4bv8DCU9vrx8zlhC11w9zgIPUeUEsvyPfs0yD08LcPRtRvNXYZltdcomMZ1oG2ABmfLaMHsvceQKjcZ9bkUQCkZj8bMgdchbcm8NKMjzLjJgWx4ob9rW6PpVZTtK6QBQOOY2BNswLqshqqiMA2M2uFvNXtfH6pUwIJGdwDfWSmbW3bsShcbF3YA2954V5DRN2Klz8/eAeMMDoAcMYnzz4mD6X+tYP4r4Zr1NcX0G3sHhK/a1srC1gSs9RDIjujrEDiticB9xnM3P2x7eT+3s+PousR1zmeMWFaCm6UUOJsoZLBk9gXMog/HX/jpuLx+JM+X470/22bRG7sgsZ8nMM2bva6AmMOw9kyrBAsoZX4yp2sO3x5s/+7c81f5Ztu2obZUmNMBUmjZ1IdDvkUBXnknCsDox4PBqnTZBt06ZNlJeX069f8zhsp9PJ8uXL+eCDD/jnn3+w2WzU1tZ69WYrKysjPLztxOkajQaNpmV0XaVSiTeccNTE+dK20SkD0MrV5Heto9viYE9y6zWXF3Lu/jwLrZEB/X+KwCl3kRda/K85vuJcAqfLxYO/v9PqtJpod64hmUzGvNs/OK2rQ55sp/u55MKFwiVHMkueHlLDPouhLsqKb6GmReL8A7ZPKiNvcC3GYg2Ru3zxqVYTuev4LlaVZhmRG32J3Ohe3qp3UB1npjrOzM7EDFbEbMGhdKKUKegekkDf2G6kRXUhLbILwT7+R7WNgtpSvlw7i9k7lqGyKOi6OJDE1QGorArPcTigKrr5Lur8u3K4+PHU49qvo6EyybH6OllStZ0gs8Si63OoSXa//xJX+jPpuWTmPpENgKZJwZCv3MP51E3yNl+bQ9m17vkOriInc8pwmY+8fGvDhl1yF9WxFhKXB7BjfDkNIVZiN/qxb3AdNr3Ts97gDHfPSBcu/PN1THg5iQUP5SCpoLh7AzOeyUBpkXPBU+6eSytvbg6eHahoCmDzg/zedZz7QgouqWWbLf7OI+6LoVxNY6jN6zm5Q4ahSNXmslqz++d77xmhbLi2mIB8LWd9FYO6SUH0FiNyh8xT9VJtVhC1vfWbxkf7Oh2s16wwIrf4suyeffz9cJbnWIRk6FFa5GgblfhWalg7tQCrwX1TbVhimuez6Gg/l2KDIvjj1rd4e9kPTNswh52Fe9E1KFm1bysA71/0vw7JzfTB0m9wSRKRm32P6rw8XoZ8NaNfi2PrxWW84pjGzG1LmH7DKyLvWhtO9++3M9mynE28vuRbElcFELnJcNjPGZvOQUHPepBBxPbm99iOCc25L8N3GXCZXdT5W1DJlMQEhqOUK9qtveJcEo7WsZwnp02QbezYsWzfvt3ruRtvvJFu3brxyCOPEBMTg0qlYtGiRVxyiTs/T2ZmJvn5+QwdOrQzmiwIAqBTaRjTZSCrKjbRdXEQE15J4u9nsrD4O1hzfQFDvz18TpeQLD1b+uSwp2IfXULiOqjVQmeatn426wt3ej039Kto1tzU3OMj/cGfOrpZQkdr5eIyLMtAWJah1dl3j6lg16Tm3m21EWaqUtz5r859NgVt44n/5NGYlERk+BKR4Q66ueQSdZEWquPMVMWV83tyAd/4/glAuC6I5LAYogPCiPYLJdo/DD+tgSabmUariQZrE+lFe5ibsQqNWUn3hcEkrAlAaW87cNwUeFAw5iRfE8Rs8SN7VDVLqncwISjJkzAfIGlFALoGFRc+2pXaKAuBRceXXmPYpzGsutOdP0xXoyTt93AC9x05sVx9qIWKZBP+BVqCCvTkDKqmLtLMvv71RKX7UtirDsf+AN6+wXUgQdDettdrqFYz5Ymu/PF8Juy/7+rQurCpHZh9HZR3a2pzWRSgbVSy9Pa9KMwynDrvAgIuXIctBDH27QQ2XVFCYR/3HXJjsYZxbyce8RgAxGz1I2KXL/VhVrZcXEpQro5BPx6+GIFN68BsdJxQhdigfD3dFgSRM6IG+/6KsGtuKvQE3GR2CN7rPieeHH8LoYbA4857lFtdDMA5zyahssjJ71/HpitLuHfma4xJGch1/SfTL7rbce/L4UiSxNp920EGmkbvi/qmABtlXZuI3mpEbW6fC361WcHAHyLxqVCxe/w+zn7/Ni7vP4Fbh1yESnHaXLIJ/2Jzdi7n6bmfEL7TQO/ZYYed14ULU4AdS4D7Jkv3ecHu5+Uu9oxvrjZ61tfu64TqeDOpIfHtGmAThJPltPnE9vX1pWfPnl7P+fj4EBQU5Hn+5ptv5oEHHiAwMBCj0ci9997L0KFDRWVRQehkk7sP5+/dq6iNshBQpGPCK0nMfzSHkl6N/Pn0HuI2+pGyJAitqeVHUswWPzLOq+TJvz/i26ufF5Ujz3AuycV7K39u8fzBAbbvrn6+I5sknCYOXOwf4FKDpt79Y1zdeHJ6PMpdMgIKdQQU6kha5X7ObLR7ervlhGSzIyyTRj8bDqV3hUuZS4ahQU2vJaHEr/NH4ThyG9P+CGfzFSWexyY/G/q69v9MXHnjPsq7m0CCboYojFVaxn6QyKI7srEbXPjUurcpR37cATaAsL0GLn742HrjZY2oYu/gGmRAYK6OgCItCgeUJ5qQVFA4uKFFhc+RH8USnHf44YVNgXZPgO2AP1/MOmJ7YlYY3D3oEq20FkurijcTcphtKxxyBv0QRWGauzfH8M9jj7hNcAfLtp9fjr5axe7xlUgKKO7dgK5ORXQrPddsage7zqlk7wj3cGOFVYbSKick2wdtvZLuC0JQ2o7+fdJ9QSjdF7iHbK24aR8Vqc29LCUVVHR1P74sbVyryx+tcSmDWJaziXW3FNFzZghxm/wJ320g8+wq1lVvZVVOOtcMOJdbh1yEXt2+FXaX791MQW0Zodk+qE0KbFonVl8HapOCJQ/mYdM4qQ+30uePliNmtl5QSs6IGgwVakZ8EovapGDD1cUU92pgymNdD/t+T50fTFCujqLeDXxq+506SyOPjb2xXfdNENqTyWbhjaXf8fu2RcRv8KfPb+HIXa33wpz3aDamIDu9Zoaw/SJ30YMBP0QgR45L7uKPV5uHl056LhlwVwav6mpmYkKPk78zgtAOTpsg29F4++23kcvlXHLJJVitViZOnMhHH33U2c0ShH+9IfG9CdIYyRtcS8AMHYZqNec+k8Lfz2ZhMzjJGl1N1ujqVi+2lHY5sWv9yNTt4+rvH+eZibfTO7LtYabC6a24ruKI8/SKSO6AlgidzeF0HlMV0V5/hZGyJIjskdXo6pQkrQlsMc+qG/MpS3X3Suo1J5SUFe1fNVRXryJqu8priJ6EhNXgxKZ3orLIUZkVKOyyY65WGL/RH0OliuV3u4cvnowAm03r8ATYznulC4O+6s823Hlyxn7See+93WMq2H12Ja6D4iiNYXbyhxwmR4oEKcsCjxhgA7x66h2LghGNFIzI5OKHU5nxekaL6YX96g8bZDsgJEtPRRcT288rY+DPh++Ntv7qIgr7HrTfBzV9/fVFuH5wYfF14lK5cGgkKhNM7iqrB3FqJJwaJ4X93OvJHl2NX6GGse8eXS+6gw2bFsO6a4so7d6IJMcryFlvacSobb336dE4r8cIbE477yz9kSX/yUPXoMIhdzLohyhSlgey5+wqvrXP8VRg9VXruaj32YzvOoTeESf2WyGjzF18IXqzkYwJlewbVodV7V3VMzTLh41XFtN1URC+Fe4o7awXduPUuF+UxhAbc5/K9lpm1suZhw0uy5ARlKdn1W3uXp6rctNPaD8E4WSRJImlOZt4+Z+vqGqoo+/McOLX+3t9t1XGN6FuUmCs0NIQZMUU5O7VmnHO/p7nEsSm+wOw9nrvXJAKq3s9NVEWzFo7Z8WnnfydEoR2cFoH2ZYuXer1WKvV8uGHH/Lhhx92ToMEQWiVUq7gigET+cz0O93nhaAxKdGalATkaamJtxxx+R5zQ6hOMpNDIdf9+BRbH2rZ00k4U7h/UCWtCCBnf4+Lg9034iqRo+ZfQil339U+FlqTkp7z2k6IXJ7S5AkAZI2qPilBttbIkKFtVLbLkNXWAkYmow2lTY7acvzrNxltrLgzn6Zg9wWQ0iRDa+6YPDWFvevQ1qkI3td2rzh9rcors4/KJEdfowIZKC1yAgp02Hwc5A+oR92gABlEbfel11+HH7J0gF+pFl21EnNgcxAlcpsvQ76LpiK+iRV357dcaH8BBIAZr2aQuNTI3tHeQb/cobX0nRFxxO0P+zyGP17PpKB/PWY/BwGFWnrMDfEKNO8+u5L8/nU0htk82zeUq+n/SwQB+Vr+eN3dA2TjNSWtbQJDmZqkVQFsvaisRW8/gLpoKxa9o9Ve5Ycjd8kZ+m0MeQNqvXpaAtz2y4tMSj2LotpyUlz+x7ReALlMzqVp47DYrby59AfMvu7z80AAyq9cS8BeLfXhVhwaF5oc+LnpH77d+BeTU4fz6NgbjjvIl19bCsDmy0vwU/lwXuookoKjKW+oJre6mNW706kPs5Lfv478/nXEbvLDYnR4Amz/GXk17yz/8ai2ZdM6kTtlnuHiJd0bPNOu6neSSggLwgnIKMvlrSXfs75wJ+F7DIz9PR6f6pY3frKGV9MQbiV5RSD+Rc3D9h06Cf8CLf2nN38+xmwxUtrDXSzm4EB0SY8GfJV6+kSdvAq/gtCeTusgmyAIp4/L08bzxeqZ7D2rhtSFIQCc/WECS+7NpSb28IE2mSRj6GfRrLg7n9oIC6ty0xmW0KcDWn1mszsd/LzlH37ZNB8HTvQKLXK5nFvOuoiJ3Tonl6XP/uE+rQXYDGodNw+e0tFNEjqJUWvAoXDhULkOm6fsWEx+JoXMsVVYjA56zAtpl3V2tIOTSG87r4zoTb4sfaC5ClvCCn96zHcHZ452+F9ZSqMnaHFAj7/a7/i4cFHSoxG/Yi1WXwe1URYS1vl7AkgNIVa2nVeOxd/hCf6E7tITutsHlUVOwpZAYjf7E7nDyPI791EfbsWud1GntxKcrSd6qy/xa/358zn38M5+v0YQmXHsxS4mvZzCuqvyqY61YA50Uty7gYrEJuyaQ4K9B4JrBweq5LC3jV51M1/KYOTHcfiVaFG2MUxQjpyYjUYKBtRTmWyiMtlE1mh3XqLgbD3Be3XsnlAFgMImJzrdl/6/RnqtI2l5ADkjmz87e/4ZirFUTXCOj9d2nQoXO6a03mt47v9lkbg6gLTZbRcNa0vsRiPFvRoo69qItD9tUkZ5Lhnl7h5hRqWOyc5zjyl5tN3pYMa2xby+9Dt3rxYNyJx41l8XaoH9cfWonUZ6zwhFbVKQ36+OBVPWsjRrE5f2GcvtZ12Cj/rI+f4O9vjYm7htyMUE6o34any8bvC8s/xHlqk2UZLWXD02v38dATpfUnQx3DDkAs7rPoK86mL+2LGUCx7vQlWCGW2dEkOFOxAhIVGZZGLPuCrKkt09bAf8GEn0ViMbrnXnonvnwoc4O3nAMbVbENpbVkUBkX7B+Kh1FNaW8/6Kn5mXuRq/Ki1DZ0UTnmFotWf2wb060y8to/9PEWjqFFj9nATm6hj9UbzX/DFb/dhwTTHGEu+x+6X9mhjddZDIxyacNkSQTRCEDhGgN3JZ3/H8altA4uoANPvvlKfNDGfp/XkAzH8ohwlvJLW6vMqqYNS7cSz9zz5e/OdLZt36tkgEfAKqTfXc+9ur7CzbS1iGDw5fCVWJHVOAg0er3yPEEHDSkkkfzuEuglbc82UHtkTobFF+7iBPU6ANv7L2ybWktinpNTeMeY9ls+S/eUx6JvmwSelPRQcHoLNHVZM9qtpreu6IWnJH1BKcrWfkp83FYhqCrNRGW2gMtqE2KdzDBZUuylOaqI5zDyXsNj/Ik2cLgCPEJJr8bWybUkZDiA2FQ0ZjiA25Q4bCJkdXpyT1n2D2jKmmJsbsudA6YOvFZeACmdQcMDl42GN5d5N72CoQlWFk57kV+BVpGPNuAgAFaXVsuqLEE5DaOakCx/68fBuvKuaC/zu+Hg/dFoZi0zpZdVM+LgOsuDMfue2gi0cnxK/wxerroqT/IQURtPv3QcIrP5ukgmX3uQOh6no5wz+Jw7/CfU675C5W31SI1deBrkZFj79C2DnZOwB2YB8BgnJ06GtUqEwKHGoXfz6bicIqp+uSYPYOq/UsM/7VRHwrNTQFuF8bu8ZJcc8GSns00RhjJyRbjwsJmUtGZYoJuQN8KtU0RNjIGVFDlyVB6BqOrSejHDlnfR3TcjgrILdDPWYu/vph7hpxGSOT+uGvcwdCbQ47WZX5ZJTl8uriadic7t6Ew+LS2FK4G5PT6j70+88hqY3r7KIe9RT1qCdity9dFgbS9+cwKpJNfGf7i435u3j34ocJMQQc9f4YNHoMmtZ7VzZY3a+HPRa+uexZNhVm8N6Kn/n+mheI9m/uPXngd0plopm9o2uoijcjASqHHKdCwqZykBwYw3W9L2bmtiVsvLqQjVcXe5Yf1QEVVAXhSCKMQdSZG/lszQy+3/g36iYFff8OJ26Df5u51wCcau/P/U1XlYAE4TsNDPm25bD4hQ/sBRn4FzV/59eHWqkLtDCuy+D22yFBOMnEFaogCB3mliEXMXPrEnZOqqDf7+7u4YGFOgZ+H8mGa4ubh8C0QeGU0296OEvuz2Nh1nomdTurI5p9xmm0mrjtp+cpLC5l1OdxBBY0X0m75BLL/rOPz1b/zieXP9HhbdtRmgPAkK+jWXtjodc0ufz0CoYIJyY52F1RrC7K2m5BtgMit/lSH3HkoeqnorgNftREWwgo1OKSS+ycVEHCan/6zo7ApLcx71n3e+hANcSsYVUU9K+nNtrS6hDBAxQ2mXeA7SAuuYstF5VQntKEUyXhUknYdU6kQ3pzKawykMDm48Ti72D1bfvfw1Jz7yO5TQYydw40hVOG0ixHbVKQ9kc4oTk+uHB5hj0e4NC4KOxbT120hsR17lx7MVv9iNnqR0OwlV0TKyjq0zy8btjnh69afTh++4NfIdl6yvq4Aymugy4U5U4ILjCw6coSz755HddDe7gdwmZ0sfh/uZ6hUDsnVVDe1R2sq4u0uodKSeBTocKplkhY6+/JXeRTrqI6wUxVkjsomr2/p5tL6SJjQgX+RRqaguyMeTsefZ2afQNq2XRFiXtdBgmLzkG3oHj8lHLKIqposJiwSe7hly4VNETY8FXpsTntzH0qGx+TGn2FisgtBpJWt8xx2JaBP0YSlKdzD0vdz7X/iqOkqZKn5n0MQJwxAqPWh+3l7pxlMkmGJGs+1qv2bW2x7jHJA8koyyXKL4Sk4Bimp89vMU9DLwfLurmDmuFZBoZ9GsP6m/K5+MuH+OH6F4kNOPZeeod6cNS1DI3rRVpkF0IMAfSJ6srUgee36Glz46AL+HXrQlbfUkCMMYx7+kxBQsJit6KQK0gOjmF4Qh/UShXndR/Bx6t/8+zTn7e8g1wmvveEzrd23w5e+ucL6pqaSFkUQNKKAJRWOfLDfNg1BFlbfBYmLw1ss8iKS+6iPsIdUD9QaRSguGcDWrmaoXG92mdnBKEDiCCbIAgdJlBv5L9nX82Lzq+I3OlL+G53npQD3cORub+Ufas0ba4joFBHWJaBaWtmiSDbcXBJLp78+yP2lRcz4sPYFsELuUtG1GZftkRltrGGk6fe0sijs98jsERP9sjqFtMdLqcYKvAvYtQaiPUNpyreROxmv3Zdd++jzNN1KlJblAz6qbkHQNdlzRcjepPak1esqE8DM/rsT8QvgaZJQfKyQAyVauoiLfgVaamLtBCWacCucRKa1TLXm03r4IuCheQ/XQEykLlAbpejtMnwqVSjsMmI2+CPsUxDYIHO68IpZ2g12SOqCcnR0+/3yBbrboscOWPfTGDRg7kgQd9fw9HXqTn7rQQkRcviBD6VKoKz9cSu9qWkXxOBeXqCCo6/4ukBw36IY1NjES6NRMHA5gCeyqIgdps/unolq6YWoLSCzR93zzUnoMB9YWkDDklPpGyQ4fB178OhRRLO+iKawH06tk4po7h3A00hdmI2G6lMMBGwT0tNnIWmUHdAbMjX0RT1qqewb72nV1fcBj/6/OG+eWXys7Pov3upi3RfsDaF2Ik3RvDupQ+zpyKfh+e8A7grNTtcTrIq88mpLOTKvhNIDIqm3tLIwqz1FNaWsaUok83xu1HY5QTv1WOoOnKxDRkyYjb7eQXZWrsW31dfAvXu4GxAgQ5tgxJ9jYrGYBvFvbyrxHYNjuPl8+4lKTiaFxZ8wa9bF7KxsGWhCYBGu5lpVz3LvuoSnuYT7FoXwz+MYfk9+Tzx54d8c+2zJxy80qu1LXrWtPb9tGLvFm4ZfCEOl5PL08YT5d92zsgAvZHHx93EDQPPw+qwE+N/4sFAQTgRlU21vLpwGvOz1hKZ4cu43xMo6lHLny+4h+Zf+EjXVgsUbZtc5ull3X1uMIYKDeGZhsOmMMgbWAdAyB49+vrmz5my3k0MS+yDRtn+hX4E4WQRQTZBEDrUZWnjWZq1iU3X7GL0G3Ho69zDUfrMCCP94jIWPZTLxJeSDjtMJShHx66UfVQ11RHk074X32e637YuZEnORoZ8H91m7yDZseWaP2Fmu5VFWev5YvVMamvrOfureIp7NlCZZPKa74Iv/8vft77XsY0TOtXQpN781XMZ0gzpmCtx/ltNejmFxfflUhvT3FPvwv919RoWG7XDSFHPekKyfQjKbw5IuXCxd0AN5T2aqEoy41RKuCwSPtVqUpYEeHqRHY2kNYGtVng9EpvWSdY57oszmQ1Ute52G2rU+6c7sGtdqM0KVFYF+f3r2XqpO5jT95dw4jf5H/M229J/ljuY2WWZhdU3FWAOdBCZ7ovJz0ZInoELn3X3RsvqX0FZtwZcajnGAi0V3RvQNiipSLG4f2nvP3XHfOCu3LngPzlIBw/FdUB4pnvo5MDpUVjmOFj4yF4K+rfM8db9z2CMJRoid0UxcHoUs5/LxKFzkbysuYjH7vGVngDbHze+iV6tI8zX/VpEGkP4z8irsditdAmJQ6tSt0gNYNQauLjXGMA9LHLyp/ex+XJ3z71hn8cQtufIhQRUFu+Laa1SjcXh3VtdYZMhk2Q41C7PcNhDJfpHcdeIyxjXZbAnJ9qjY29kfNchZJbvo8lqIr14DxWNNdSY6jFqfDDbrPQMT6JvVFeCfPx4bu5nLHrAnReuvKEKh9OJWtkxPcReXvS15+9pG+ZwYc/RdAmNQ61QUWOqx+ly0juyC0Pje3kCf5F+bQfiBKEjuCQXM7cv4a3F3+NodDDw90ii043IkLH9osqDZtz/P7mLpgA7e8+qwbdU7ell2+e3sKP63qgLtWCodH/GH/xZYNU7qIo0MVIMmxZOMyLIJghCh5LJZLw4+W6uKH+UDTcWM/z9GBROOYlrAzEbHWSOr2Lu/2Uz/JNYQnNa9qyw6h3sHl+JDBkOl6OVLQhtya4s4JWF35CwNoDIXW0nBa+LsKKSd8zXw1+7VvLS/K9odJgI2efD8F9jsOmdbJtS1mLeorryDmmTcOoYndyf6enzqY2yEFB0bEnL/830NSqvIFtJz0aidhi95mky2qkPsRKS2/w5u2tcJXsmVjXPJMFAYzJx/6fBZe6Y6LtLJVER777IkjSw/uZioh9130yxaR1surwEmVNGr79CUVkVxG4ysvmyElBATayZhA1Hn3PraPmVaZn0cgoZ4yrImFBJ7shawB0kCs7WY/F1kLwskKACPVkDK4hb5ceOy6tA7h4mq7DLGTItGsP+ynsX/V8qVoUNpVOBgpa9n7QmJec+ncy+frXUxViJ3mLEanSyc1IFu86rZNfkSi76XzckJE8eOn2N+zNbQsKnyn2TKswQSEKQd94jtVLFjYMuOOp999Xo+fO2d6k21THlqweoibYcVZBNhgxjtZb6QPd5eGiADdz5mgKKtaT9GkpDmI3aKAu5Q2txKSV6hCRy14jLGJbQp0VFaaVcweDYngyO7XnEdoxI7Mt7l/6Pm39+jqv7n8N1/SejVnZM1dyDRW8xUti3nj92LHXnIZSB1qpCJoFZaydE58/X1zwjeq8Jna6wtoyn/vqYzSW7idvoR8850Z48ykU9vQP/C/63112Ruo17YEcKsLWWHkCSu4N2cpecykQTyGBw3JHf64JwKhFBNkEQOlyA3shbFz/I1B//j20XlNF3pnuIS4/5oSjscnadW8HK2/M558Uk9HXe3cMtfg5cColHxtxAmG9Qa6sXWlHWUM1jc95HX6uk9x9t3yVvCrRR0L+Oc5KHndT2uCQXn6+dyUerfiVmsx/D/knylH6vjjGf1G0Lp49BsT3xVxso6FcvgmxHySV3Udy7AYVNxpBp0ay+uYB11xehaSjdn0vNhcImx6l2B2f2DaojIF9LQ4SN+nArON35cGI3+2Gwa+n9U2+2sa3D2q9tUJK0NIAdk/cH1RVQE2EmoESHQ+3CWKlBcoJPrfvzQo6cix9N7ZC2pS4MIWNicy8Op1qirLs7n9qma0uaZzxoVKu+WsXE15JbrEvjbHvokwsXu86pJHdoDXa9i73Da72mBxRoke3/z7OMEuQOqEows/Ncd+GE/4665lh2r01GrQ9GrQ8Tugxhdf1m4jb4HVVRhNFvxmHyt6OvUZF+RSn5aXUt5qmJNLP0fnf+tCCNH+PiBjOh6xCvnmsnKjUsgdX3f33kGU+CAdGpbCzMwKFxccHjXd1Drl0yJFlzr/Gc4TVsm1LGnop8EWQTOtWfu1bwwrzPUdTKGP5TLKHZzTdh8vrXsvnKEq/5TYHuIewKq6xFcRuAsvgGVt1RyPhXE/Ct2V/sBRcr7sinKtHcanBu4PeRniGoNTEWgjV+RBiDW84oCKcwEWQTBKFT9IxI4rFxN/K89AUBhTriN/gD0G1JMOUpTVSmmNg6pYyh3zYnsHaoXGy5vAyjyocpPUd1UstPP6X1lVzz7ZOYqkwM/SoKhbPtYTJKixyVXUlpXSVWh63dc2BIksSS7I18ueYPdpblkDo/mG4Lgz0Xi5JMYsslJa0ue373ke3aFuHUp5QrOK/XSH6vX0CPv0MOe+4KbmunFgHQdVEQYVkGznkxmbXXF9IQYcOpdKG0yJG54ECMxxRsxxTsvlDyK9QwYHokfqX7h5KfYFxTkknURFuwGB3YdU7MRge6OiVR241t5uapC7PgkkuMeSOexQ/lgQTrryxg4ttd0Ner6fF35w6l88/XUhtpac691hoZ9JwVTEiWgYCyYz+IVfFm9oxt7lGotMhxaPf3WKtScfb7CZ5pvqVqGsJtyPcHbArT3D1N1tw3Db26fQuG3DviSrbk72blfQUMfy/miIE2pU2OsVyDSy55AmzjuwwmOTiW9fk7eGzsjfjpDJQ31BBi8D8jb5y9NPleJnx6F6XdG9k5qZy02e4g2kH1HTD7ud9/r8z/GrVCxYjEvp3RVOFfzCW5uOLbx9hTsY/YTX6kzQxDZVVQkdiErlLJ6tsKPcXJQvboGfF5c+XqWf+XgXN/rsmIzT4gkxj6Y5xXL7UFj+diKFPTbVEQG68qafOzMzTTh5itzWlgauMs9OyESveCcKJEkE0QhE5zSe+xZJTl8ru0GG29kvBM9xCUQT9G8ffTWZT0amTZnXn4VKmJX++HtkFFbaQZl13ivRU/MzCmB+G+QYT5BhLs499ud71PZZIksblwN7nVRQTojQyL74NW1XogTJIkpqfP552lPyKvlRj5bqwnB15bNCYlQ76IYtUdWXy48hceGH1tu7XdYrfx8Oy3WZ67heB8H4b/FUvIXu8hwUvvzqMuyur13Oik/rxz4UP/itdXaOnS3mP5ftPfFKU1tHsBhDONS+6itFsjSqucLovdAQtdg4qzP0xofX5cIAeLrwO1WXnYpNTHqrhHA7snV1Eb0twz1ajU0+AwkTWxhm5/BRG+y4DS3rxNk5+dRQ+5c2ftmuTujYUMmiKd7dauEzXm/QTy+tWyZ0wVsWuM5I6oxebrJGCfFlygtMvp92s4WtPx36AIytMht8twqdwXrg6tC5lThm+5mrQZ3kU7pP0fi00BdpBD3tBaLk8b3+4BNoDYgHC+ue45rpj2KLvOraD/9CMXtLBpnay9qblSdI+wJG4cfAF3nHWJ57lQw7Hn7jtdhPkGMuumt5jy1QPkjKgharuR4FzvwhypC0LwL9KSN6yOe8yvcuuQi7hn+BWd1GLh38YluRjx/s002tyf1f1/jkCGjLx+1Wy+6pDUHXZInu/HjJcyoJWfkyX93D17Fwbl0HdWhNe0xjAbG69ueRNV0QioZYx+P775Bg/uoe91MVa6hyee2A4KQicQQTZBEDqNTCbjsXE3Ud5QzZobtjH8wxgCCnWoG+Xoq5SYAh1UJZqpSjSTP7CO8J0G4tb6IXfImGldxM9b/vGsK0Bj5Ourn26Rf+ZM4nA5eXjWOyzO2eB5zkehY2hib7qHJwAyakz1+OsM6FQa/slYy9bSPSSs8afH3FDU5qOrzBmcqydlUSA/KuZx69CL8dWceKW+/JpSnvzrQ3YW5TD0m2giMlrmhFt0/17qopsDbEPjehMfGMGjY2884e0Lp6+EoCgGR/cka/ReYjYbRQGEw1j031yQQ88/Q7wKHbRFjhxctBiWfyKsegdbLy6jMK2ewTE9uXnIFJKDY/HV6FErVeRVF/P035+wPmAParuSkF06fKrUyJ0ycofUeK0rdJcOpU3hVU31VBC/2Z/4zf4AdFsV0u7rlyPngie7sGtiJfn96khY50/XhUEtXtP8vrWe3iWaJgVlXZtwySWGJfZp9zYdEOUXypiug1hRtP6I87oUEmtuL6Qq2kSQ3o8qUx3vrPiRGwad/6+6aRIfGMnnlz/Frb88z/K79hGYpyNhrT+xm/2QSTKUNjkx6X5E7PRlwcM5fL52Jp+vnUmEbzBzb3v/X3WshI73zrIfPQE2gMp4E77lmpYBNgAVrLmn9dEGBxv8XRQLnsj1ei5gn5baKAuB+Tri1/mz6bISd+Xrejnj3k9B6fD+fDMF2LGqHaSGtn6TSBBOZSLIJghCp1LKFbx2wX+4+adnWXtbASPfjsWnRo1PpRpT0EGFDVxQ2qPR87DfzxFE7DZg9nOwdmohNYH1VDbVntFBtn92r2FxzgYGfRdF1HZfGoNsFPSrZ2vXHawI34QMGRqTErOPHafCRUCJjmF/H10luEPFbDaye3wlO0qyGRrf+7jbvHDPet5Y+A0lpir0jWqGTYshaF9z0M6pdDHrZe+kt0vu+oxAvfHQVQn/YtcPmszdha9SmWhq0ftRgIr4JrZcVkJjqB2l2V1IpqO55BL5/erIuKASha+SVybey6TUlrkd4wMj+eba5yisLWPWjmVsiN1JaV0VNqcdq7W5x5qmRkF5dzNKs8yTn+ffRO6S03NuKD3ntj08dvv57rx1g6dFISkge0wNRrUP/aJO7vCqJqsJVf2RAz8FfeqoinYXsahuqgcZjEjo+68MGg2K7cF3Vz/PtA1zWMR6quPN+BdpvXruKO1yJr6STPrFpeQNrqWkoZI+b17F1od+7sSWn76qmupQK1Ws2LuZ39MX88i4qXQJiTvygv8iczNW8c3GP72eW3tNPnb/E1vv6tsKvR6nzQwjabX395KqScb6a4qRdHJqIsyEFHh/tx+okNwtLP7EGiMInUAE2QRB6HQ6lYYPL32Uq755nHW3FDPivRiGToth45VFVMdZcEoOBvwQwb5hDRT3bgQFbL6yBFWTnPGvJZE2M4w1Nxfy+qJvmX7DK2fsD/jlOZsIKtITvc0dgPKt1NB9fgjM955P2p/sRSYd/3HwqVajtivZVpJ1zEG2eksT32yYw4Z9u9hWmkX4Lh8Gb4wibLf30LCyLo2surXAa9mLe40RATahhWEJfUj0jyJrbLUIsu3nULrYfn4ZRWkN2HycIEHobh/O+jq6Q7Zv1zhpCLNh9rNTFW+mtG8Tjb5WJnQZwv/GTCXEcPgqn9H+Ydw9/HIY3vyc1WFj0DvXu/8OcAfcHDqJRqMFQ337D388nTUEWbEanMjtMspSm1h3QxE+Si2fXfY4Ru3JfY+YbBasOieSTDqq75nAYh195oST+x8Te6sKWZO3jV4RyRjaoZf06aR3ZAovT77Hc44bSzUt5pG7ZPT7LQJdrdJTZCPtjStJf/CnM/a3zcngcDm55KuHABkuyUWdrZENBbtEkO0ghbXlPDvvM2K2+NHnlzDmvLgH5JxwgA2gKcSdZ7Db/CC6L2j9RkFkph/nvKCjqE8jfmUt3wv1YVZ8FDpCfNq/YrQgnGwiyCYIwikhQG/kg8se4drvnmTTNSUM/jqKId+7ix6suCOf9Ksr0NYr3cmmAd9iNQ0RNhY9vJdJz7ort2VW7cMpuVDKjm5Y5KGqmur4detCkoKiGN91SLvsV3vaWpBFQM6RLzRPJLh2gNwlI2ivjk9Uv2Ox27g0bSxRfodPOF5vaeKHTX/z/Ya/sVpshO7Q02tfKEmrAlq0yal0eQJsn1z6+An1lhPOfDKZjFvOuojHaz+gNtKCf/HpEXBZdM9e/Pep6T+nfQNfVTEmVtydj0shobTKCd9loNfsUHyrWl6otKeGECtlXZso79ZERYoJ5/5s+0EaP87pNoJLe48lNez4h/ZolGoGx/Rkc+YunDIXrv01A+Y/lYvMCePeSMS38uTu48FcuI5q2G1nWH9dEcggeosveYNruaDHKK7sO4Ee4UknfdtX95/EPfu2seXiUvrMDEfuav07J3qrEZkkI2qbLyqVEn9jGDPK1nLHby8B8OHFjzD8X5bkX6NUc9+IK3lvxc9svqyExDUB1EZaMPs7qI2ykLDWn4gMX1IXhhCUp2fl7fkA9HnzKn6b+hoGjV5UWjwKJpuFGmsDAPEBkdTZGrE57J3cqlOHS3Lx1F8foagB3ywFc17a06IYQZfFQVgNDvYNalkVuDXnPpFE3rB6du2vbuyfr2kzwHaA1qamNLWRkp4NDP/KOwDaFGQjLiBcBJeF05IIsgmCcMpIDo7htQvu5z7na+yaUEGPf9xfzjIbhOT40Ht2KH8+nwXA2W/HsWNKBXuH15I9qobQPANSNyV15kaCfI4vOfpjf73PuvwdANxQej4rs7fQIzKJ5ybd2T47eALsTgflpmp6VXRcZb3+P0SQOaaS7xx/8t2Gv7hmwCQuTRtLuG8wKoX768PmsJNevIdZO5aycPc6HHYHcav96LI0Cl19y6y4tZEWFv/XO0/H4NieHbI/wultYrehvL/sZ/aMqWLQ96fusPDsYdVsu7AMJMAB9eFW+s9pv/WXJzWx6tZ8JDn0+iOUlFUntyJjpa2e7ePKKOnVSH2ABZVMSd+orlyb3I+BsT0IMwTir/NttwuhMV0Gsq5gBxE7DJhDHdSGWgCQFLDgkb3oq92fK2Z/O0qrHF2tirDdPvSYF9Iuw0rrQi3sPLeCuigLZj93ygKFXU5gnpb4tf7EbO/84ht1YRbqoqxo6hXIJfc+D4ztwdXfP8HTE24jUG9ErVRxVnzaSdn+iMS+PDPxdp7ncxojbKT+HUzwXn2LfIkKh7y5WIkK+hgTsD1YzZKbc7EYHdw941Wu638uD519/Ulp56nq5sEX4qc18DxftAhgmEIdhGb5oHDICc32Yfgnsay8wx1ou/Sb/6FVqDmv50juH3ElRu2xp4L4t9AoVOiVWixOK3k1xQD0E1UqPX7ftpjNJbvpuTCYHZdXtjrPnjFVXPxwKuomBVlnV7eYrmlQMOmFZDZfWkrK0kC0NjXdlgTTbcmxBYHroq0ElLaswmwJdJIS0P45LwWhI4ggmyAIp5SRSf24b8RVvMtPhO0xEJyrZ/hXsZ7pPhUqJDnI5XLCMwzsHV5LzrBqRn4Sxz+P5XDuZ/cy59Z3jrlaWVlDFXsrizyPp21wXxVn1xQyKLYnVaY6ru1/Lgp55/RqyCjLxYkLv1aGl5wsarOCXn+FkboghD2jq/jB/jfTNsxBBviqfNAoVFRZ6nHhwrdWQ+JaP+LW+6FraBlcawi2suCRvV7PRRpDmH3z28g76ZgKpxelXMFNQ6fwUuNXNAbbMFS2X7L+9lQf7g4KIXP/m/R8+yVtbvK3eXq2DPgxgth0/xNep0shIXPiFSCRkCjv0sTe0bWU7NuJYYyO8alDGZ08gMGxPdGpTt7n0OV9xlNUV0F6WCaxQeH8uWsFSrkCh8s9fNRqcCIDfCpVWI1OGsKs1EdYyRleg1+JBv8iLWl/hB1zwM2mdrDiznxPdWO5S0ZAvhanWsLsZ6eii4mKLibKNjQx4JcjV9U8mbJHui94e8wNxRTg7p3z0+a5ALy+6BtMTvc+zL/9I8J8T05+vot6nU2UXyivLviaFXH56MwqQrfr6T0nDJWl7d7k2kYVE19JRkJi9/hKvmcutwy5CH9dy2I4Z7JL08YxOnkAYz++w+v5+mALs17OZPIzKWialITm+DD56RSK0hpQ2GRsurKE37Yu5LetC/n5upd5c+n3jErqx3UDJnfSnpy4qqY6Pl3zO1uL9zCx61BuGjyFwtoyPls7k0GxPRiTPBCz3driBmq9pZFVuVv5PX0RLiQu6n0253UfgUwmY9nezZgcFs+8MX5hpEV26ehdOyWVN1bz1uLviV/vz46LDwqwueDQjrsOpYvCtPpW1zP5OffxPNHPw8HTInG28pFh93XhL9KHCKcpEWQTBOGUc8Og81m4ex27zi9j5HuxXtMmvpbs+VtplqNslGEOcJAz1F2VzuK08deuldw46IKj2pbd6SC9KJN6SxMN5iYUMjk+Sh3IQSFTUGOpJ70okwCFLw6XA4W8+cK+uK6CWnMDjTYzDpcDH7XupP2I21SYgcqhIHBfy7t9J5vSJqf7/BCSlwdSHWfGYnRgMTpwKl1E1YUSUKDFv1jb5jBVCalFgO3Ty55gSFyvjmi+cAaZ0nMUH6/4lT2jq+j3W0RnN6dV/X6PJDhHT3FqPfXRdpAf3/D11lQkm0AGEdsNxxVgc8klmoJs1EVaqY2wUDC0HrPeHaS56OFuVKSYKO7RQG2ClepIE8kB0Vyk7s5Dl96GQdcxufDkMjkPjr4WAKfLxeV9xrOpIIN3V/wEwKDvI72qE7twkT2qhqxRVdRGW6iJtWDTOxn8/dEP0XXJXe5e0nII2aMnfr0/lUkmSno1YjE4MFZrsOvdgav8gXWeatcBRVoC9+kI3qtH4ei4mwVlXZpQ2GXoa1WY/e0o7DIsdneV0QMBNoCVuVu4pPfYk9aOQbE9+O2m19lQsIs1edv42fAP//TNwVClIeWfACJ3+LZZDViGjLgN/mRMqGTtvu2c0+2sk9bOU1Wwjz+/3/A6l0x7uMW0vEG1dFkahExyFzRKXOPOSxWS7cOWS0ooS23iyu8eA2BDwU40SjWX9xnfoe0/FpIkYbZb0arUyGXe75W9VYVMT3cnl91dnsd1Aybz69aFzNqxlFk7lnrmm9BlCM9NbA5KfrDyF89yAJuKMtiYv4ur+0/i4TnvADDqgzhW31JAAWVUm+pFzlfg5QVfIzU66flnKIF7NGy+uoz4lUb6zYlixmsZXsNGlQ455kB3j96hH0YSUuj+7N2fKaBdyJEjd7R83qWS0Cpb3rQVhNOBCLIJgnDKkcvk3HzWhTxQ8dZh8y8FF/gw4c1k/n46i+zR1Z67cD9unnfUQbYHZ7/Nyr1bcEoudEoNBrkeH7UWrUrD3hp3z7YgnR8qhRKLw4ZG2Rxk+2jVr+SXFbOjei/D4/ue1DulwT7+2BVOLL6OVodhdgS1RUF45rEPT5n5+m6vx6JSmnC8NEo1Nww5n3fMP5I6P7jT3gtHEpvu3y69zA5m0zo8w1C7LTz64TgNwVZyh9ZSMLgeq6b5Ssag1DE4Lo2lORsBWPDUXhqNNqINoQyI7Mp5PUYwNKYXc+fO9frc60hP/f0Rf+1e6fVcYVo9+f3rsAa6MAfZsWgcaKxKInb4kjYzjD+fzaIywXRM29l8aSnIISBfi6FGzYZriwnXBzE0sg/bS7IZ2asferUWq93OxoKd1FubKO1R56l47dOgZvwLidh1ThQ2uVeBl6PlUDjdF5vOww+7LU9qwuLvIDTTx9OrEeDWIRfhp/NFJoP0oj18s34OfU9ylVFw50scFNuDQbE9uLLvBGZuX8qWgt2sDd9Owjp/+vwW3magTdPoDkA/8ud7KOUKxnUZfNLbe6pJDo5h43+/59uNf/He/kAywM5zK2gKstNnhnfOO32dimFfxTL7hUwcGnekIyBfy4fLf+H8HiNPai/T42GyWVidt5UHZ78NgFauJjkkhvN6jGBKz9Ho1VoGxHRHr9Jisrt7ni3L2USjzdxiXfP3rCWrIp/rgoaTU1VIz/Akph8yzx87l7Js72YAUv8JxuznwK51IUdGo9X0rw+yLchc665S/1sUDoWTwv4N7sqfawNxyV3u39H77wsprDIaApp7A0bknZyh8gFFrd88ljtk2BytRN8E4TQggmyCIJySRiX1J1BjZN+AWvxnh7c5X2108w+AA93cyxurWZq9kdHJA464nYTASFblpqNTaDA7rNiwI5PLqLc2X6R9sX4msf4RDIrvRe/I5p5047sOJjuogDvCLiNQZ0Sv1vHYX+9zWdr4ds/90SsiGWRQF2E9ZQMLrZGQvB6LAJtwoi5NG8cnK38nZ1gNPed2XI7CzrbknjwcGhe9ZoUSUHx0PVpzhlaz9eIyAG4YeD4JgVGE+gbQIywJP507YF5SX8knq39DrVAxLLEPoxL7efKr2e2dmyh8aEJvsqoKiPILRadSY7ZbqQipQa/REmoMJNIYQoDeSHljNT/4zMWuKcZYqqYm1sKWi0vo8XcIasuRf+oqHO799alUkTu4lifH38Ilvce06HFzsKqmOjLK9pJfW8ari6cx+6VM99BbSUZAuQ5dqQK/Ei3huwz4lWhaDTTVhblzVEoHdXZUNymw+TgZ9mk0YdneQygteocnP1dVvHcg8dzuzWVah8b15oaB56NXd2yBkDDfIO446xIAft+2iOf4nMA8HXEb/VudP3dIrefvIJ/W5/k3UCmU3Dx4CtcPmIxcJsclufh6/Ww+5BdMwXaGfxLbYpkBP0VS3KOBoDx3T8olD+Ux5N2pACy68xOCT5Hj+eGqX/h+09+exxaXjR1lOewoy+Hd5T9xy5ALGRTX0xNgA9hZupfbhlzM1oI9ZFXne60vt6aY52p+gexfWmwraqsvRWkN1Jibhzdmnu0eDvna+fcTG9D2b8l/g4rGGp6f9zmRO32J2ubuZdr39wh86tw3UTZdXuIJsAE4NRILHnfn0JW3jHmedOpqOcV1FR2/YUFoByLIJgjCKUkpVzA+dQh/VS5Dmi21eSe8Mt5EsNafT654gpcXfsWmogwAvlo3+6iCbPeOuJJw3yBeWTwNACcu6i2NKOUKHhx5LW8u/x6H5CIuKJJeEUlIkuS5AB2V1J9RSf2ZsW0xX6+fQ5PZxM6KveRUFvLWlAfYXZ7Xbnfm/9ixFJVDQUDh6VFV8YBtF5R5/l57/zed2BLhTOGj1nFp37FMN/9Dt4XBx9Vr6HRkCrSDC1JWtl7owKZzUtK9gaZAO8ZyDdFbjSht7mNzQY9R/HfUNa0uF2EM5tlz7mh1Wmc7v8dIzu8x8qjm7RYazxN8iENy527LHVpL7pBa1A4FugY1AVkawnb7EL7b0GJoZ+LKAHKH1lLYr4Fr+k3isrRxR9xekI+fpzKm3WmnoLaMtMgumGwW0ov3sKVgN7saK9h1TgVqq4LIdF/01SqitxrRVylZe2MRpd0bW6w3JiaCnOpCVt1e6D3BAWpn8892p0bCR6Wjyd7y6lcmk3V4gO1Ql/Qey6aCDBZcvAbfcg3BFS2HGzcFuYe4pgTFMG/3arqHJXRar8lTwYGCQgrk3Db0YmbvWEZBUhkViU2E7PU+fpE7fYnc2RyEHfBtJGtvdJ8zYz++g9uGXMyFvUYTYQw+bLD4ZBud1N8ryHYws8PK+yunM6J4j+c5nyoV36yfw21DL+bxCTdx48/P0H1uCLsmtR5s0SrVPHT29by26BuK0hq8pulrVDiM7ht9wxL6tM8OnaYcLiePzH4PW52N4b/Ge35THwiwATQGWInYZqCkd8vPpUHfdXyxIf8CLdsK9+CSXJ16DgvC8RBBNkEQTlkjEvsyPX0+jcE2fCtbHwKha1BSY6kl2MePTy57nIHvXAfA1pI9FNSWEuN/+DuXSrmixRBPFxI2l4N5mWs8zzVZTCzN3sjOfTmM6TmI7uGJzfPbXdSa69lTkU+cMZwJXYcw+Yv7AbhvxFXcPHjKce3/AZIk8ee25cSsNaJpOvkf2yWpDay5qZDxryViqFTjULtQWY8vr1TOiBrP36faMBbh9HVFnwl8t/EvCtPqiW+jl8yZRoasRc/Qg62fWkR5UpPnceaYSuoircT4hvHImKkd0cROdU63sxga15vd5bnUW5pYlrOJIB9//HW+FNWVsyhyPXmDi5A7ZaQsCSR1QYhnGJ62SYnMJUOSS9w34qpj3vbUged7Pb6i7wTA3av6l/QF/JK+APNoOXnmilaDBY+cPZWr+0/yPDbbrZ5eSR5KuHjgWMYkD2BwXC+sDhu/pi/g9aXfAbAuf8cpV6n5ifE3U1hTzqo7c+gzK5xe0iHn7/6HWVUFZFUVEOzjz61DLur4hp6ivr/2BR76423W3Lobh9KFvlbFyA/i0DYovYaQAkTu8nXnVUwyUZbayOfSTD5bOwOANy94gDEpAzolUBFiCGBAdHc2Fu5qc54Ve7d4/m4KcveenZ+5huEJfVHKFFTHNweS7xl2BR+sah4kanHYeGHBFy3WqTOp2Ht2LY4AmH3D250edO5sry3+hi2Fuxk+LbbN35E9/w7D4mOnLsyMKcx9swIJRr0bR1CRvgNb6xa6x4fd4yvZWpxF36iuHb59QTgRIsgmCMIpq390KgrklKc0tRlki9pqZNfkSp795zPenPIAv019jUu/+R8AK/emc1W/c464ndSwBBIDojw52A7YWZbj+Xt94U4abSYku4TB6OMVZLu0/zg0WjVrsrdiktx3Zg9Ym7uN3WW53DXsMhKCju9O4NbiPVRYaumyK+a4lj8Sl1xi8X9yqY+wej2/4H97W50/YbU/fWa2nWfnYIG5WqoTLBi1x57LTRDaEu0fxqCYnuwdmvuvCbK5FBLIwWS0oa/37u3TFGDzBNjOTh7InrJ9FEWW0zUkjk8vewKDpuMvkDqDn87A4P0FVcZ3HeI17YlxN7MufwdzM1YxS7GUkr6N9JwZikshkXFeJUaNnl9ufBWtqv16UoUaArln+BXcM/wKAOrMjby59Dtm7VwGwPUDJnN1v0lEGL1z7OlUGrY+9LNXz+lDaZRqekQ0py/QKU+9mxg+ah2fXP44Ly74kj+VKzCVriJRp0dldgd7fMu92/zByumk52fy7qUPo2zHgiGnK3+dL+9d8j9eXTyNP3YsxeRvZ96T2fhWaxj2UQz6Ou/UETJkhOb4EJrjQ/KyQBY/kIvV4OTB2W+hV2pZeNfH+Kg7rnhSZVMtU7564LiW/b95n/DTtS/x8JjreVn6Gn2tCpO/nYLaUs88KoUSu7P1nF2aagX1kVZuGjiFuIBTs0hOR/l2419MT59Pn5nhBOe2/V0Qss+HisQmFFYZ6jo5Nj+XO01JtPWkB9lcchflKU0E5upQ29zhiaB9Onwa1czZuVwE2YTTjgiyneFMNguzdy5DpVDio9ahVaoJ8vEnLiACo7ZjKoUJwvHSq7X0CEukKqGcpDWtz6NtVNL/+wiW3rCJD1dN574RV7Hmvml8utydY+hoyGQyxnYdxN61M9ucR1erZBfu3BRPxt6CzWHn6w2zubjXGEIMAZzT7Syi/EKRJIkl2e5E4m9e8F+2FWfxzcY/vXopHAuHy8mL/3xJQJmO0Oz2fc+ajXbmPpV9zMvlnlVL7lm1XPxwKkvvzqM63kxYhg+9Z4e1CIYO/SqGv57PwtRKEmNBOBEX9h7NYwU7aAqw4VNz6g4xK+5ej8IuJyzrxALN8ev9yBtSR2n3RhLXBnqet2mdrL+5mEifYD68/DESjzOYf6aTyWQMievFkLheTOg6hKfnfsrqWwoASAqI5tUL7ifcePQFJY6Hn87Ac5Pu5LlJdx7V/G0F2A44kCj/xXPvpndkygm372TQq7W8OPluhiek8ey8z8j9D/T7NpzQbB/i1/tjMTpwKSW6Lg4id3AtK89LZ9Db17H2/m9Qi8qC6NVanj3nDp495w5K6yv5K2Ml7634mbU3FzLmrYQ2l9M1qJj8bBckJBY9mEt9uIWcqkK6hsThcDlPerCtsLacyV/cd9Tzj0zsx/L9BQsOuOr7x5m0v+qsX6EGk7/dE6AG2gywBeRrsfm56BYef9RFsM5Uc3Yu582l39FlcRCJawMOO68LFwqTDEugC7thf/lQCeLXnZyCB4dsHHWTEuVBQ/llkoyY1Ub+Mq7gPyOvFtetp7gaUz15NSXsqy6hoqkGGZAalsiwhLTOblqnEEG2M9zafdt5edHXrU4LUPuSGBxNSlgs3ULj6RmeRGJQNAq5GPcunDq6hMezMKbosPNE7vKlx98hfCmbRUpIHJO6ncWtIy4+6iAbwG1DLuHzNoJsoXt86PdLBPOedAekrvn+SQAifIKZvX05b1/0ACnBsewp24eL5rrm/aNTGZnYjyv7TiTSLwTAq2dCSX0l53x2DwqZnLm3vOe1TYfLSW5VMR+v+pXsygJG/hyHTGr9givz7Ep2nltBWIYPkTt9qUgy0RhsQ1JIRG8xsm9gHY2h7tw3sRv86P9rBDJJRsb4ylbXd2nvsZjtVsoaq7l72OWkRXZBIZe3GMI04/UMz99lqU0sSN3LhFeSMFQ1Bzw0+5OOO1zOVrclCMdrdNIA1DIlRb0b6LKs9Txlp4KAfB0uVdvDPI+GQ+miqHcDuCA6vbk63u4xleyaVIFOruGzSx8WAbajNCyhD/Pv/JAdpTlolWpSgmOPGNA6FW0udFduzqsu7uSWHNm4lMFUZRQyo24jm68rZeIzichdMrrPD/HM02VZEE61i4wJlQx85zo+vewJhuzvmShAuDGYmwdfyE+b51ERUUtjkM3r+7Y1MmT0/DOU1bcUcN0PT3mev6T3WP5vwq0npZ1Ol+uYAmxAiwDbAXN3rwYgNMsHSQ6l3RvpZYhle6O7IELSygByhtd4LWMs1bAvto6zEv+fvbMMj+M62/C9TNJqxcyWZFlmZojZIceBJk1DTRpu+qVJGmibNNRgmzRpqGEGQ5w4ThwzM5MsZqYVrJZnvh9rS5YlWbItWZI993X5sjR4ZjU7c85z3vd5h5zXyL3exrrM3Tz5yzvE7DKR8ktgh9uXJNWx+7clDF0eQmW0Ff8sLTF7/TrcryuQI8evsPXfKna7ifQZVSw5uJZbR1/exp4SPUWdrYENWXvZnL2PXblHqbLXNq3T2VRYtU4CdSZW3/duD7ay55BEtgscQfQM+C97MhGZAG6ViNXHSUOgg/ogB6XBhWRG5vKN6VeQgUGhY0zMQCbFD2Ny/PBeU51I4uJlSGgCiwJWY9e70DS2/8hKWO9HXaidJ3iTepuFa4fMOKNBk1qp5K2rH+O+xS+2WleeaMGpaS0SlVgqMah02FwO9hSmklddTEpIP8bHDMZbY8BLo2dn/hHSyvMI8wngWFkO3+xbidVl59Fpt/DSOk8hALcoMOv9+4nTBfPNlzsoqi2j1ulJ/VI7lIz6OqzNzscJjszzePyUJVsoS/bsNzwsib3FadSGtfT/yR9VS/6o2lbHOMFfpt3Cje1E3Z1IYbrpy79zsCSjaflTs+6kf1AMN3zxBCsfy2LKW9H45zanFvjmaamJtvHu1sVNleckJM4VvVrL6OiBpA/I7NUim66hfbG/MM5MxYBGhv0UdtpjbL4zH6dOIHllAGqbErveRfq0KjKmVuOnM/LR9U+ddTr6xYpcJmdwaO+M/uosD0y6gTc2fU1WVWHHG/cCvJU6Hpl6E3cveYGacFub77XkVYEEZOnZdE8+dy18nkCtiTsnXs11Q2cCngkbURSbigRcjLxyxYPc+vVTrHwsi/4rAxiw6vQCSkiaF5c9mcjmO/ObKrIvPriGmYljGBczmEKzp0BRuI+nWnN5Qw1eGh16lbapH7U6fQdapZqJccNILcthQ9ZeXIILq9PGzSMvQ6NUY9J5CjEo5HJuHD6XL/f+0m6brnzck/4nKEXyh9dy4CpPG7xL1dSHOFptX55gISBbT+mAhhZ9u6qT/NoUbjlXPJ5Io6+T4qENfLh9KfOSJ16Ukw/b8w7x8A+vEXrIm2ELO2fvkTXejLpBQUFKHRM/jj4PrewYXb2KyD1GPtcv58YRcy/q731vIbUsh092LmN1+g5cghv/Ej3+x3TEF4XjXa7GUKVG6ZRzdFYFVZe1HW16MSDdqRcLIqjsClR2T3qdb1HLjo1LLVATaaUyrpGDyUdZl7kLZDAouB8zk8cxPWFU08tXQuJ8MioqBYDK+EbCDxnZcHcuVXFWLnsyAbWt+REmQ8bwb0NR2uQ8z4dszTnAk7PvxE9vbO/QrZgYO5Tn597L0yv/h+OUNIQ1j+S0uY/FaWV9xm4GhyUwZ8AEFAo56WvzQCXjwSWvEhMQxuojOymxtYwaOyGwASSu9acmxkZ2XBkhh70IztMSYdPjl6/DN1932uqJJ0eTAfzyhzcJNQYgk8kQRZEv9/6CQiYnp7qYQyWZHC1r22ftBNMTRp92PcDnNz5LSV0lpfWVDAvv37T8hUvv5/Hl/2XDfXkM+CWQ/ms9qVdT34rh+5eP8c7Whdw1bkGfjBiR6J2Mix3MtuiDCAoRubtv3VfFCXXsvLMEgEErQ5oqgZ6MIBfYdUMx1bFWTPlaklcHUhFnYfsdRThVbu4cu4B7JlwjVV67SPn96CsYHNqvTwmsg0L7Ee4VxK7bixn3TgTG8tZecoHZBmK2m8gda0Y84uB524c8v/pDXrvyIZ5f/SGVFjPf3PQCycHtp0teyJzsT1UwopaQY174FmhPK6SorQqmveF5F5/g7kX/bLGNt1KPXq2lrLHas49MiY/Wmwpry0ixU/liT7OYNiluGMPC+7PsyEb0Ki2NTlur7We8EofCJacquhF9jYr4rX7E7DRRlmQh+JiBg1eWkTPO3GKfkoENTX5iB+vzmpafqFAL4FYIHJ5XTvxmP2Y/G8/ax3L40+JXeP/6v3V7Knhv4mBxBg8sfpmANB2jvgxrNwviZLb9rgClW0bcVl8StvSuSauEDf6sHpXNr2nbuGzApJ5uzkVLobmMf6//gjWZu/Cu1ZC80Z+I/UZ0dVJaf1tIIpsEAEqHnMAsA4FZBpJXgV3vonRAA8WDy3i9+Ev+tf5zEnwjmZo0kvExQxgU2k+aTZA4L4QaA0jyjyZ3XBXhh4w0+noqT1XGWQk76t1iW7kgY+j3IQRm6Nn2mwP8ruyvfHXLP5tmVztDfEAkw8L7s6vgaFMk6Al8c7TUxLbuMO7IO8xVg6eRWpZLcXU5d06+mhVHtlJjq+fg4Y30C4wknEB2F6a22jdhvR8DfwlCrpOT8tVAjjx5GMEqtNruBJnjqji4oLzNdQce/qbF7zKZjN+NmNdi2ebs/dy3pGW0nkquxCl4REV/Q+e8N0KNAa3MuuclT8TmcvD0r//j6NyKJpHt5A7e0H/d0KqdEhJny9CwJNwKAXO4Db/8nk0LWn+vx59w1JdhRB7wfI9caoHaEBv++a1No7ff0ZwGL28duEH+MDN7rytFUIp4l6qZ+lY0GZOqOHRFOYE6X977zV+JD4jotuuR6P3IZLKmiai+gkap5pPf/YPff/k0qx/JJjTNm4E/BGKoVlMXbEeUiWjrlQxfHMrwxaGIiGROrubQ5eU8+MO/mo5z/eePkxwQw+WDJnPD8DkXndC89p73+GTXjyw7uJH1D+RiNGtJ/sGf8MPtTyzKRBkKhwy3WiQwU4/TS8Ac4unTGEs0hB3SY/dykWD3ozzRQm24nQpLDZzBR7spe1+LaqEnCEo3EJClJ3aHqam6ZcUQK+oGB3FrTShccsKOePpqQ5YEkzeqFkHZMs0+dVZriwunrmV/KWNqNXZvNyO/CWPim1GsfCyL2f+7nxcve6DJ3+1CJqeqiHu/ewHvXDWjPwnv1ORTxvgqdOVKdA0qErb6IT+TP/h5wFimITjTiy93/SKJbD2A0+3ik13LeG/LYtT1ckb8FErkPp9WFY4lWiKpJBch5dENmCNtxG01IchBUIP2lDQ8TaOS6N0monebcGrclCVZKBlYy2ely3h/+/do5WpGRCYzKjqF4RH9SQ6KlQxqJbqNP4y/ioerXqd4QD2T3ooma2IVIUfbNkC1aR3kDq9BVQrF6gpWpm3juqGzOn2u5OBY/nnp/fzfklc5VNZcFCAgU8e4jyNY9nxGq32yqwoRBJGEgEhCjP4MDk1gRGQya9J2sC39IDaXg1GRKW2KbAOXN0eIKjoYJNSEWtsU2H74/b+J8Tt9utkJJsYNbSVyiaJIlcWMv8F0zlFmCwZdwtO//q/V8ilvRrPhj57ZZ6fbJYn0El1CUlA0Wrma8n6WHhfZ7N4ukEF5fAMyFxydW0lDsEc9m/FyHMaK5oidw7PLmwauVzye1GJQIyBwbGYlx2ZWIXfJGPJ9MBEHjKTOrCRtRhUAP/7hNfRq7fm7OAmJLiTIy49vb3uR5Uc38TwfUfKX+lbbJK32pyLZSvJyf2J2mPDP1rP+T7me/dMNqC0KUofkkroul8FhiQw6qdLqxYC/wYeHpt7Eg1NuZFvuIb7YvZztxkPkZdQSctiL6N0+KFyt+xSXPZVIbagdv4Lm56Vd70LdqGiKhPv+pVTEE7uecgivMnXTc+10zH22H2nTqrB7uRi+KBSVvXW12MjN3sjaGKjLkaO0y3Eo3HhVq4nZbsI/V8fBy8qoiW490XkqDcFORJmIwtF87PL6qg736+tUWWq5+9t/Ii8VGPtB1GmzIE4mIFtP6bw6spPNHLmqAp9CDZPei2qRLdLTxGzxYUe/bDIqCkgIjOzp5lw0ZFcV8diPb5BemU/Cej/6rwro9H11sdN7vj0S5w2dWYmhyjNbdGxWJaUDGpj1avudE5VdQcRBIxEHjYgykZpwGxUJFjITs9gZcxin0o1KpiQ5KJYhEYmkhMYzMCSOCJ9gKS1MokuYkTiGSTFD2X7TIYZ+G8yANUHtzrQdnV1JWVIjqAERLI6OO2SnEmAw8Z8Fj/DgD//iQHE6AJX9rPz6RBYR+4wUDqtrsb3N5WRNxk5+P+bKpmVHirPoHxCLUefFyrQdfLLrx1bnGdpJnwyAY9MqODqv5Szuij+8SahPx2a2HSGTyQjwOn3VqbPBoXOjtno61icLIO0VV3G6XWzK3kd6RT5ymQw/vZH4gEhSguMkEV+iTVQKJePjhrB/6JGmyMmeYvTn4Ry8vIyyFAt5Y+s48dVW2GWsfjgb5DB0UTButUj6cbFMaZOjdMkpSqmjaEh9q2dLYLaerJnmJr8igP+b/FtJYJPo8xjUOq4bOoukoBg2Ze9jT34qvgZPFFZWRQFpMzyp1FvubGy1b3mix3tUJsgYFTmA/kEx563dvQ25TM6E2CGMiEjmgx3fsz8qnd1JR8maXkPMJh+id5ma3sMACpe8hcAGtPK7TfkliMr4RozFGtIvaSlOnSqwRewzMvqrcKzeTuRuGQ6DG7VFgaZRydAfQk7bdkN1+0Ub4jf5kjqnEqVFTuJ6T/rilLdjaAx3sfKB01dFr45opC7YzrE5VciQ8dbVjzE+ZvBp9+nrON0uHvz+X9RW1jHlvegWf/P2EOQCDq2AT7mGiuTmvrK+UY3Fz4m6uPfIBKGp3mgcSlalb5dEtvPEsiMbefbX99FWKJj6RTS+p/GGlmhN7/n2SJw3vGubO+cR+42EHeh8Kp1MlOFXqMOvUEfSOhDkIuYwG9UxVqqjy1gan8/n3ssBTxGFlNA4UsLiSQmOIyUkvskrSkLiTJDJZLxy5YM8+uN/2HCjpwKVsVaLV74K7zI1ujoVcpeMRl8nlkgXHNdj/HU+TOs38qzO6W/wwfeUNFOHQUDugmmvx7Du/3KblvsZjFx6Sgj7+LghaJQqpmhHEO0XykM/5KCQy6m3Nw8Y9l9bStzOjsUtm5erlcDWW1MuS+qa2/nTM+kseCQZ8Hjm+eXoqI618sclL/PW1Y81becS3Hy3fxUfbPmeKnstOpsKkGHTOBBlYFBouW7ELG4fMx9vTeu0O4mLm7nJE1ibuYv6QDveFa39nc4HtcE2dtxWRKOPk4AsPW6VDbdSQC7IidxhJGeyGYDKuEZ8jwvOWrOSyW9HUzCkll03FtOW3u4/IYi5sQNJCPRUAY/1C5cqgEtcUAwJS2RIWGKLZW5BoLiunBDvANZk7MThclJaX8VbW75rsd11w2dy17gFUmQ0oFWpuX/ibwDIrCzgr8v+yyFTHlmXmBn1SWiLYkQdkbjev0nYSvklkPIEC+mzqpG5wZSnIf0Sj2fb1DdjmibQdPWejtfpClR1BgGBoiH1HpFtdmVToQbwWIIYKzVcGzKeX47uRlUvbzeyLWesmaKUOv45734mxA45pzb1Bd7Y9DWHijOY9FEUenPnJiWPzqwkKNPA4XnNGRIJq32J2e2Ld1XPvEtPxRxkQ2kDrzotAcf0bIs4wL0Tru3pZl3QuAQ3/17/BV/u/YXo3T4MWRIiRa+dBdJb6SLHr/jcBqxyoVl0Y7Nnmd3goibChjnCRkFkPkdiMrEY7ACYVF4MiUxiSHgCA0PiSQmJx0saNEt0Ap1KwxtX/4WcqiIOlmSQXpFHWmkeOZVFVNtrEBDwUXkxJCKJO+OHMiV+BMHe52beOjNpLOuz9rRYVpLSwMjvwrnir0n8+HwaABHewZQ1VBHs3VzqfG3GLhYdXM3U+BGMjExhdNRA1mftbnWOooF1p/VQAfj5qeYUVW+1ns0PfHQul9WthJz0mfvltpz1mvi/SH58IZ3NOfubltVaG/jj4pc5UJJO2D4D09fG4lPmmQgQFCK1ITaKhtTzuX05Px/azL8W/PmiSwuSOD1T4odjUOjIG1nLwF96pkCPWyVi8/L4Gk5+r2VVNofaRXW8pwLe0MUhqB3KFsbSax/KaRLYLuk3iiFhifQLiCAhMLrFM0VC4mJBIZcTafJEQc057qPldLtaiGw7/+8zNMr2I6EuZvoFRPLtbS9RWlfJIz+8zqZ7s9DYlITu88I3X4vD4EbukhG51we17fQRTzJkBGd4EZzh1bQs7JARQ7XqnAW1kxEQKBpUz66biz3nFQARkMOu64oY9V1zcY9B3tGIr9dSr7VRMKyO1DkVnLB+HRmRTEVdDdkTSkkJjGNu8oXvw7anIJXPdi9n0PIg/PM6P6aK2mukYFgdLq0bRJj2n5hWhfF6msxJVSgsMoatCMM3X0t6ZT6iKEoBG92E1WnnkR9eZ3POfoYsDSZuq2+nM24kWiKJbBJdjsaiJCTNi5C05heyzdtFTYSV6igrqbHH2Ba1H4fKjQyI8g5hSFQSQ8ISGBbenzj/cOnhKdEusf7hrSqpiaKIWxRQyjsOjz8TXln7aatlTr3AykcymfVKP7zK1TQEOdhfmsZNX/6dn27/D5G+wQC8vfk7LA4bJqU3Q0ISEUR3q2MpZHJ23FIEFDHpo86VS+/NAht4og6Dvfwpa6iiOsbKkdnlpPzqET6Urua/z5KDa7k8ZTJ/XPQSx/KyQQnFQy0UD8rBmKNgxvuJyN0yfIt0+BbpiNvqy65bivn9V//g1fkPMiV+RE9dokQvQ6NUc+nAifxUt4GUFYGdqqTW1fgV6pj/eP8216kdSqa/HtdquSAXOXxpGS6Nx7j7kxueblE1UEJCohmVQsmOP32GxdGIv8HU083pE4QYA/jot//gxyMbyKws4FfTNrLtJahlKhyikwNXlRF21Jv4jb4EZOs7/ez064K0MQGBvFG1hKZ6s+WOfGrD7S3WiycFzhQNradweCoBmXqmfNlcUVZXq+Lo3Ao0CjU3jZzHBzuWUlBdxic3Ps2q9O1cN3TWBV8QwyW4eWbF+wQUGOi3qfOTMuljK0mfVolckOMyiEx7LQbfkt4lsIFnItqthmErwtDVKrEJDqxOu2SZ0A00Omzcu/AFDhdkMu6TiBbjeIkzRxLZJM4L2noloanehKZ60u9EmUh9oIOaKCvVkVY2x+9iWdAGRJkn2m1s/GAmxQ1jctwwjFrpSy5xemQyGUpZ1wpsAA63q83lDUFOlrySSvQOHxqCmv1Jrvr4Id675gmSQ+IYFZlCg9PKraMup7KhhhpLHTI8E7MncJ9UvXTzzXlMF8Z2+TX0BL/e9V+G/usGANJmVBG924RXlSfiYOyH4Wy/vYh/rf+cSouZA6UZcHJfSQ51iW6WvJLKJc9GYKrzPDP0ZhUT34pk1++KeVD8F/+a/+ezTgWWuPC4cuBUvjuwivJ+lhYRF72R2mAb+aNqKRxdj1XnRK1Q8Z+rHpYENgmJDtCq1GhVUvTamaBSKLl68HQA/jLtFuwuJ1qVmtK6StZm7uZLr5/ZNCAfb7OWyO3eBGbq8S7XtOnpVR1ppTS5AZdaQN2oQFerJGqvz2nFuYoYCwUjanHqBGK3+SIoBfZcV4Ld6Jl43CeWtpkqP+qzMBQuOTtvKUJQeXpOFUnNdhuZo6uwap2orHKGJSUxp/8EKixmhoUnEeYTyC2jLj+Xj63PsPzoJnJri5m2OKZTIqlN78IcbuXwvArQAbhJWOPbKwU2ALcKOH4rnqiU6mynby5x9ticDu5f9BJH8jMZ/17EGUVESrSNJLJJ9AgyUYaxXIOxXEP0bhMALrVAVXQjFfGN7EzZz4pjW1EgZ3RUCrOTxzM9YZQkuEmcVxbe8jKXfvBAu+tdWoGxn0Qgt8nYencBTsHFw8teZ9kdr/Pq/Aebtlt+dDMJvtGMih4IiHy0s7kIQoiXP6UNVYgKeK/gVyYQ3uo8fhkaqhM8s7xmaz0mXed9FHsCmUzGlLjhbMj2+OdVRTc2iWyhxzxt99Ob+GzHT212rk+w9olCFjyW3PS7wiVn9Gfh7P5dMQ/xb0lok2giJSSOMEMgRYPre63I5lYKHJhfRu4YMz4qAwsGzeCKgVMuatN2CQmJ84dMJmsSKUOMAfx2+BxuGDabfUXHWLh/NWv9dnFUqADAy6JBV6lEW6VA4ZDj8HJTklKPj9oLb42BzAZPMRbvck2rQgrgEXPyR9Ry+PLypvd80aD61q/84wt8ijRMfz2O8ngLjb5OIg/5eFaILTffcFsuizKOwGWglClwiQKhPgEkBEbyzJy7u+Jj6lN8vmM5oanenUrz3HZTAXaNi7pg23GBzUPc9l5sS6AEpfX4z+KJ/8R2N5c4c9yCwGPL3uBAQRrj/xcpCWxdhCSySXSK0qQGvCrVTQPl7kDpkDf7PqwAq9FJ8cB6Modlsy3vEM+t/IBJccO4fOBkJscNl4xuJbqdCFMQ42IGsy33YJvrR3wThtIlJ3ekuWlZtbWO1LIcRkWlIByPVJubPJ6x0YPwN3g6jfX2RhYeWI2vxru5syCDEoeZNXfamPaf2BbnmfK/WL5/5Zjn57f+0GuLHpzMa/MfZvwbt2JzOdhzQwnhh40oHXIcBs/s9bR+I/h0909M+3c06+7PY+BSf/xT1Wx4oqSpcEVbBWTlgoyRX4Q1CW2vXPl/TE8Yff4uTKJXIpPJmJY0kh9L18Linm5NaxpNTnbeVkx9uIO/Tr+dqwZNk95hEhISPY5MJmN4RDLDI5JxuJzkVBeTWVlAVlUBRbUVlNVWYbXb8FFpuDnlaq4bOguFXE5ZfRWz3ruPrb8vQFCKKBwyXFoRUSEiykSPR5oM5C4Zk96OYstdBbg0AjKXjInvRWL1cSEoPNtF7TE2VYwPyjK0aJ/CJUNQNosq1XFWEMFLpWP9/e+TX1NKlO/pq5heqGRXFZFRU8DY7RFUxFkwVKrQ1impD3Y0edueTEOwg3ofR3MfC0j+PgCDuf2xXWWEhbIkCylresbvdOoLETj0nn6joPDcB9K7s+sQRZGX1n7C+qw9jP0knIAzKJAicXqku1SiU6ga5dgNrlYim0PtIndsLWGHvPGq6VoBTlenIn6rH/Fb/bAanRQOqePA6KOsy9qNUWXg8kGTuWrQJVIpZ4lu5ZaRl7Ursv34QhqxW00M+imY0uR6igc3AHDHd8+y6f4PmP/RQ0yKGcbT8+7G3+DT5B03NX4ECw+sxqDRtkgZBdoUsk82HZ0QM7TrLq4bUcjlbP/Tp01poz8+n8akd6I4OtszS76nMBVEWPenvKZotSUvpbYQ1vRlSqqDGvErb/nSbxLabizmIV7j4Wk3cePwuZKX40XOkLBEvvT+Bbve1aWG3OdKWUIDe24uxeRn5POr/05ycGzHO0lISEicZ9RKFUlB0SQFdewRW97gqTDq8HKjtMpxaUU09QpUVjlKhxydWYVvgZbo3T6obcomgSRmuw8BuYbTHboFhgo15khPBdFEvyg+ueEf/Prrr8yePRuVQkl8QMRZXOmFwe6CI8gFGVqzgqNzKoja7YPBrMZQqcahdaG2tXwPznw1ngYvK6v/LxeZEsKOGkneGnjacxQNrcPp3XORY3613lDr+dmpE5AhQ6fqHZVPLwQ+3/Mz3+5fybBFIU2ZJhJdQ+/phUr0avwL2la2lS45/Tb70t0+07o6FQmb/EnY5E9dsJ28UWaW1K3my72/MDAont8Mn8WspHGSV4dElzM2ehB/nPgb3tr8HaIgtjDjBcgZb2bI98EEZhmaRDYPMqoaa/nx6AbmD5nGsPAk3t/+PQv3rqLcWkNKcBwVDTWUW2qa9pAjY8ziSARaCm9L/3ms6edHp9/SHZfZLchkMlbf/Q4z3r0HgE335DetMzfUgwjy49YaxbHmprQR36MqapKcNIa4WP9IHgnr/Ri0PLjFseWCjFFfhKG7tJxX+Iyjpdk8OetO6RlwEXMimsHi7+wVIpsoE0mbVkXqnArGRQ/mhcv/2OtTvSUkJCQ6g0ruCYeK2Gek/+oAZAK4NALaeiVOref/k33d5j3dj9xRtfTb4ntG5/Et1DaJbOnV+RTVlaOQyVErVR3seeGTXVWM0axFX6dm6JIQ9HUqTyEDtYDS0XbBB68GHfOfS25zXVtE7TOhajy/E5hWbyeNfk701Sp09c1/Z6uPE3+N8YIvZnG+WJe5m3+v/5zEtf7E7jyz76VEx/R8L1SiTyMXzv+DzlimYdBPwaT8EkTJgHpyx5fx9/J3eHn1pywYegnXDZ1FhKlnwpolLjxkMhl3jL2KKfEjuObTv7S5zQ8vpjHv6QQOXFXWtMzmsnNp/4mY7fVUV9WwV0xleER/fjm6hXJrDUfKslsdR0Akc3QVcRtavuxOmP4qZHKifUO78Oq6n0AvX7648Tl+9+XfWiwvbChn8OIAvEs9KQ3b7y1pWlczwMnJOmPG1GpSfgls9byRiTIG/RSMqVDLr9dvJaeiiNevfoRg717sLyLRbQR5eb43Nu+eN0UWZSJ7bighf1gtd427mrvGXY1CLg0MJM4flRYzH2xfypT44YyLGdzTzZG4wPDVe+Or8aZwWB2Fw+ra3CYozcDYTyNQOuWobUoSN/mf+XnydOSMMyMTwKtOw0M/vM4EQwKrfvw31w6dwaDQBPz0xnO9nD6J2VqHuk6OtkHJyUN6pUNOg9HGsRmVDP4xBLXr7If7nfF662pUVgWCwoHqlOIbdeF24iUP0y4htSyHR3/8D2GHjaSsOH00o8TZIYlsEn0WuVtG+CEj4YeMNPg7yBlXwzeNK/hs909MiRvBTaMuZUREspRCJtElJARGtbtOVMCKv2WicMhwqz2C2FUfPszlAyfz1Jw72V+UxqDQBJRyBQ9OvZGv9v7MtrzDbR7rwNxSjk6twKl141WhZtwnzenQX9z4XNdeVDezPnM3/9n4NdnVRS2Weyl16DPkxO8MQIaMI9PLWu8sAnbgeFbA0pfSSFztz8BfWwvokft98KpQs/OOIm745DH+c81fGBTar+svSKJX43M8SuyEf0tPcmR2BQXDannpsgeY0398TzdH4iJkXeZuvt63gq/3reDG4XO5Z8K1eGskvx2JriHY25919/+PjMp88qpLkMlkeGn05FQVoVdreXLFu5QnWagLteOXf/ZCTdQeI2kzKvHP0dN/bQBb7i/ga8MmADbl7MNLpWPhrS8T5nPxCQX19kbkDSAgIEeOS+4idW4V1WGN1ETZELRQOLSe+U92PnLtVAS5AAJNnnnnA4fBRUWilfpAB3E7PJNnbqVAVT8rC6IGnLd2XKiU1Vdz/8KXMBSqGPFVaKeq0kqcOdK0qsQFgVeVmkE/BTP7H/EMXRjC/p1Huf3bZ/jtp0+wNmNXkwG9hMS5cNe4q5t+VllaPj7dapExnzVXBhVFgeyqQqostYyJHtRk1NpgbaTebm3azluh582rmiPkRIXH40RUQn2og33zmyO8+lInUhRF3t6ysElgU8jkJAVEE24IhGqB4V+GtvCaa4EL5BY85rwnWYGkz6jCpnchIHg6fifhW6Rjyr+jIcvFbV/9g+VHN3fPhUn0WpRyBWqZEremZ5/3uaPMpE+v4sEpN0oCm0SPMaf/eBL9PJNDX+79helv3cXm7H093CqJCwmZTEZiYDQzk8YyI3EMY6MHccPwOczpP54I7yCCM73wzW9twH8myJEz+6V+jPwuDK9KNRM+jEIt8/SnAjL1uM0u/vDNs+TVlHRwpAuPRpuN6lgbadOrWPJKKj++lEHG1Gqsfi4GLg4AEcIPn5tFgdXoomB425GK3YW2VonMKWIob04VLRxSh0PlZlbS2PPalpMpMJciin27smmjw8Z9C1/EWtHImA/CUDolKai7kCLZJHqcmnAr3hWadv0DzgSlU07sTl9idpooS7KQMaOcByv/RYJvJPdPvZ4pccOlyDaJs+beCdfSPyiGB3/4F05D64H8zhuLidhnpHBYHXKFgh35h5n7/h/Z/MeP8NbokclkTOw3lBFRyeRUF/HN3pUMDI1jdNTAds9ZkdzY9PO6zN1cNWhat1xbVyOTyfjixueobqxjb9ExNmTuZkXaNuQOSNzij762ufOUsiYYt1ok85Lj/nRKGPJ9IPtu8hRJ8NkDtSM8qzbcm4vV34mghAWPtJyd1dYrmfhWJPuuKeUJ8b+klefywOQbUMpbphxIXLgo5Qrcyp7rBJcnWNh/TSnXDpnBzSMv67F2SEh4a/R8+rtn+HDHUj7YsRS74OS+JS/x1Kw7WTD4kp5unsQFzKe7fqK4toJLvo9tfzLtLDFWargzchY/Ld1K/18CEBQiW+8u5Kmf3+WTG58+o2Oty9zNP1d9RIQpiMtSJjEveWILU31BFMivKWVD1h7m9J9AsLcfxbUVWJ32ThdccLicHChOZ1hEf8/7SRCwuxxkVObTYLcyMCSuKQr7TNFrtKgtcoylLQsBjPskEp8yLf32n/vErMomJ/iY12m3EWUiDp0bh8GNQ+/559IIuFUigkJEJnqqzKobFehqVXiXq1G42h/zyZFjLNOgtSqbjp91iZnxUYOJ8Qs752s6W9Ir8jHpjH02ItjpdvHwD6+RV1bEpPejWvjdSXQ9ksgm0aMIcgFtnRKLyYFPuWe2q8HPgd3garfYQmeQISMkzYuQNC8qYxtJnVfJn2peYUhIIo9Mv1lKJZM4LTd9/jei/cJ4dt49rUTZSxJGcf/E3/Dfzd+22k9QiohyzwC/3m5pWv7Jzh+5fcx89GotRq0XRq0XwUZ/BoTEM/u9+zhWkY+P2otaR0OrY55Mgbm0C66ueylvqGZz9n525B/maGEWBQ3liIj4VuiIP2Iif3gduiolBQNrEdQi0XtNAAz+JaRZZAN8zAZmPatn5ZN5TQIbgCXICTJPh60tFC45I74JxVSo5TNxOUdLsnnpigfwN5i68aolegtdPaA7E8xhNnbeVsyYmIE8Nv02aUJHosfRq7X8cdL1RJpCeH7lhzhEJ0+v/B+hxgDJp02i21i0dzXRO3wwlndPFcggjQ8jl4YjWD2TncnL/dllSmPxwTXMHzgNhVzO3sJU/A2mJh9bQRTIqy6h1tbAgOA41EoV72xdRLmlmnJLNfsK03h30yL+PucPqBRKYvzCuP7TxzDbPf2y5Yc38/S8u7n+88cBz6TrydkNALvyj3C4NIsrUibjbzBR3VjHzHfvwSW4eXjqTYyNHsxtXz2FxWlrUeBKJVOy+6EvzvhziA+IYK/XUUJTvZnyRjT1Pjaijpq61C9bbVPiUgmYw2w0BDiw+Dto9HXS6OfC4S9g83Ji0zjbLYAnR4YIiCelJchEGb7lOnzTNQRk6wnI0aOxtJQkQg83C3v5I2oxB1n5w/iruuy6zobpCaN79PzngiAKPP3r/9iWc5BxH0fgU3JuEaYSHSOJbBI9ilyQo7HQQk1v9HPi1LoRCoQu8QAIyNEz8a1IyhMtHLmygN+V/o0rUqbw4JQbL1qzVInTc7Ask4NlmTw+8zYM6pZeIhkV+Xy6fRlyp6ypIMEJBJVI0ZD6Vsf7YMdSfjy8gZV3v91i4P3O5oU4XS7Sy3NbCWwyJ4inTDI1nJRm2ptwCW42Zu3l270r2V5wCJkIXtVqcEJIhQH/LB2HZ1VQM9kKMigyVKCI06NwyYnca2z6ng97x5d999SACH6Fns9dmQ2u+JNOJgOZC+Y/3h/wCPWtCiIgo99mP3yKNey+JYOrP3yEl658gDHRg87L5yHRc7hFAVkPZIta/Bxsv6uIuJAI/jX/z1L0pESvYv6gqYyJHsj9C18ks6aQB7//F29f+zjDI/r3dNMkLjBqrQ2UWasZnRne8cZdRMR+IxX9GnmG93ll9WcMCIljT3EqAA9MugGn28U7Wxc2be+r9iY5LJa08lxMZVrGvxOJSyuw/zel/NH6MgB+WmOTwBa7zUTauLwmgQ3g7S0Lqair4W+z7wA8Kdkvr/0UgNc3fsVfLrmFNzd9g0vweIQ63E6u+fSRNtvvEs+uWM/lKVP4bPdyjs2oZMDKwHMKThBlIhY/J/VBdhoCHDQEOrAEu7AEO7AYHE3bGRRawrwDSfYPJtjbjwCDCV+9EV+dN746Iz46L4xaA15qPVqVuqkSqMPlpNbWQEldJWkVeRwsTmdnzBGyrB5LEa8GDfpSJVqzEkO1CkOVGpVVTn2wg2NzKrkseRLDI87eW+5iRhRFXlzzCT8d2cjIr8MIzjh9ZKJE1yCJbBI9zqkD5KBMw2m3L4/3RAj55es6nUsuQ0ZwuhdBrxrIGWPmV/sWNmbs5aUrH2CsNPCWOAWFXIFbcLeKijlYksH9372IslBk3tsJ7PptEWX9Le0cpSUVFjNrM3YxPdEzE5ZZWcDatJ0o5QpGhaUgIpJvbi4A4FegoyqupahWZTGf24V1MSV1lSw7spGFe1dRbm2OQhNlUO/v6ZTVhzgoGdRSQCy/SgAa0KWCnOaOeGx2CLGPhLTY9op3k9k8P5vysXY4rluISjg6q5yyfg1YAl0M+zaE8GOtBfPAbAPTXo1hz40l3Ol4nhuHz+WPk65vkQ4icWEhiCIy4fxGkNkMLrbeU4hvkIm3r3u8lTAvIdEbCDUGEO0fSmlOBSqbnAcWvczi218h2PvMKz5KSLTHiSrK57MAjQwZwxaFELPDREU/C8VxhWiilLhVAv9bvcgTRaXxVN2c+F4U+cNqyQzPYujeEGJ3mDzG7xYY/24kRYPqUDjlZE+rQRusZMyH4fjn6QlJ9cKpE/CqULP+gVwASuo8lhapZTm8vPZTwg56UzzYM9F6QnA7wRubvmndcBGCjxpQjzk70SMhMJL7J17Hm3yLTIT+qwM6ZWLv1LipC7FTG2bHHGajPspBbbANl8IzQ6WWqYgwBjE4OIIY31Bi/MKI9g0l0hSMSed9VlHaaqWKQC9fAr18GRyWwLVDZgCefuT+4nSOleVQaC6jrLaKgpoyzM5KAJQyBZenTOHxGbed8TklPALbq+s/59v9Kxm2KITI/T493aSLBklkk+hzeJerKU1uIDDrzGdsZKKMuO2+hB32Zs+NJdzt+CdPzLiN64bO6oaWSvRVlt/xH9QKJXq1J5xaFEW+P7yOF1Z+jDFfzdj3I1FbFYz/MJJVj2TREOTs8JgiIltzDzItYSRymRyDWofR4IVWq2XR0TUABKl8KHfWAjBweRCFQ+rIHVWD+/iY/WhxDqIo9lgaWoO9ke15h8irKWFL1gH2FqciumkSv84UazIseTm16ffoDV6MWB7Zaju9W8uIL33R1ivZcl8hiHBsZlXT+spYCz5lWrxq1K321dYrGf9eBFkTavjW/Svr03fztzl3MD5myNk1WqLXIooiTtGFop1U4u7AqXWz5f4ClEFq/nf9X/E3SB1Yid7J4ZIs1mbuYsiaEMIPerP+4Txu+eIpPvztk4T7tK7aLCFxNnhp9EyLG8m2Sw8QesTrvPk+yZDhV6DDr0AH61qvP5GuKEPWbrVTuSAj8oDnGR52tKVPWmiq5/ettxYA8JdLbmHBoEuwOu18tvsnAKqjGukskbuNjPo2nC1/KCAuqHP+bm1x+5j5CKLI23xH2SALMZtM6KtVuNUCdi+PN5pD78ZmdGH1d2EJcdLgZQdAgZxYUxjjw+JIDIomISCSOP9wgrz8zls/M9QYQKgxgLmnFAlqdNiwOKz4aL1QKyXvsLNBFEVe3/gVX+z5mSFLgond6dvTTbqokEQ2iT6Hrl7V7oOiLKGB9GlVRO71IWa3qd1jaBuUjP9fBAcvL+N5PqLebuX2MVd2U4sl+hqhxoCmn2utDTy38gNWZmwnZqeJId8HNxm2ypAx65V+LHs6Dae+4xy1RQdXs6/wGEt+/ypymZwE7wj2V2Y0n1fr2ySy+efr8c/XE5xuYOsdhXiXqikOqeBAcTpDw5O6+Io9iKJIVWMtxXUVFJnLyaoqJLuqiNyKYkrrK7G4bU3bhqR7MWxfKHt/005FLxFaBAKKcNmTCR5/D7XAj8+ledaftE3e1AbypqYy/9GkFhGuJSm15I6vZdqrUVzxeBJFKWb2/K456i93XC1Zl5iRueGqx1qnE8hET/pocJqBA9eWcU/DC0yLH8lD035HpCmk1fYSfROX4EZEbNevrzs4Nr0SW5Cbb298nghT8Hk7r4TEmXDHt0+zq8AzoRGz04RckDHpjSi23F/AXV8/z3s3/FUS2iS6jCfn3MlVhQ9xaEE5oz89f2mjp6Or/DpLUzyR+cPD+7MlZz9P/vIuFqcVQ7nK4xnbAbHbTAxZGtzUx6mPcJAQ2HpysbPIZDLuHLeA0VEpvLnxW/aEHj25KDsauQpvlR5/g4l+/sFE+oYQ7x9Bv4BI4v0jeq2ApVdrmya6Jc6O97Yt5pNdyxi8NJj4bX493ZyLDklkk7ggsHm5+OWvGYgKQAYVCY2nFdnAM/Ae/GMwKquCN/gat+DmznELzkt7JXo/oiiyIm0br6z+lIY6C6O/DSfiYMuUxNKkeoIyDAxZHMzumzpXPj6rupAnlv+XSouZvQXHcJ7kxeGtaD27GpDlSZ926N34VGp5ff1XfHjDU00pGWeLKIocLs1iW+5BUstyyCkvoqi+HMdJ7TE0qvEqUaMvVxJT7Y3cZeTQleVEb/cheVUAK/6e1c7BAReeCLcTzZTBT896BEVNnYJJb0exe34B1lCRU60Xl76UxvxHkpq82gyFOuwmKwXD6xi8ykBwlhHwiGzjP4igPsDBofnlqOsUfP9sKqIKFGa48sWWgpt3hYYJb0dSOLSOnVce5MqsP3P98NncPma+FIF0AeBwewY4p6ta1pU0+jjJnmTmzrELiPXvHQNJCYlTWXZkY5PAFnRQj/x4OrXerGLcuxFsvaeQ6z5+lA9ueJLk4NiebOpFh9laz7a8Q8xKHHvO7/TeQk1jHQ98/zJzBozj54qNPd2csyJ7bDX7ry7Dq0zFrFf7IdDsEe1bpqMm2NrCnw1oV2DzzpQx5cN+qF2th9xWo5NGvYPk4LhzbvPQ8CQ+vOFJGuyN1Fjr0Co1+OqNkj/oRconO5fxztZFpPwcSL8tksDWE0gim0Sfx+bl5MDlZZ7KNi5ABXKHpxNZlFLHzpuKEOUw/7GkNg3SB6wKRC7IeIvvcAtu7plw7fm/CIlexbHyXF5c9TH7StIIO+rNqCUx6GtbzvY1mGxsva0Q5DDu/c4PsHVKDctTN7e5brO5OXUyfVIViZv8UbrkmAq0mCNsKMpl7C9O471ti7n3HO7T7XmHeHXN52RU56N2KvHN02IoU5FU7UfxgHrM4TbUjQr8crSYw21YoxxE7A6mMcAjwAXk6ClJOaUS6glhTYUnOk11fNlJEW1BqQbKky3YjW423ZcPgKFEgSXUjbwShOYAQpa+ksakd6IIzDYw9YsYbFoXWpvnlaVtUDLpjSjMYY3oalX4FGupSGykNsiKeHzi0+0PS55PZdrbMfgWNYuXMmRE7vch9Ig3mZOqWehcyeL9a7hx1FxuGnEpvlIxlD6L3eUZ5JyvSLaMKVXoNBpuGnnpeTmfhER7fH9oPYdLMrhmyIxWQtlHW5c2/aw8nttv07uw+jjxLdEx9dVott1VyB++fpb3rv8rKSHxSJwfPti+lM/3LMc2285Vg6b1dHO6hGdXvs+hkkyyq4qweTk63qEXcXh2Oekzmq0oGoKdLHmluV827d8xxK7xoea3pylCJTb/L2uAme+1X1ykKsZznCFhCZ1uoyAKOFwutKrW9hjgSdf10px9AYTejiAKbMreR2ZlAVWWWgRRZFq/EYyOGihV9D7OsiMbeW3jlySt9idpXUDHO0h0C5LIJtHnkbtkxG0zEb/Vl4C8lkUTigfVe6LbgKXPpuFdo8anSMuAFYEt/Jv6rwlAJsC7LEYhV0gRbRcpB4sz+GDb92zI2YuxWsuExZEEp7dtSKszqzyRWiJsv7mIlOWBHLm0osNzWF32TrXl6NwKEjd5DKknvxvNj8+l0Rjgov9Kf96TLSbSFMzlKZM7fW0n+OHwep5c8S4B+QZGbQijeFA9VbFWKqMtuJVikyBm1bgo8Ktr2m/zXQUkbPa0x1Soxadci1+ejupoK4GZeowVWmxeLn5+KqOt0+KfoWPsZxEoXXKWvJTaFL1mCfGYIwsBMP+RJLbckk/FQE/Hc9M9x4W4ChVeFWrGfRzRNJscWGDArRfIH2Ymd0wtLp2Atvr4l90M+ABKODCnmKkfth40Kp1y+q8NIHa7iYwp1Xzm+Ikvdv3MtcNmctOIeYQYpY5JX8N5IpLN2f0dbYfOTd64Om4fNV8qdCDR4xwrycZpcVLdWNdqXVVjHUGpesqTGykeXE9ltIWN93uerdNe90xCjHs3gq13F/Lg4n/x7W0vSpMN54nVqdsBT9XyC4U5yRNYk7kLi8MKCrAbXGgsvX+4ebKY1h7r/pzb9oqTJhPbmtBvj/IEC1HewQR6dc4ra39RGg8u+RfV9joCNSamDxjDDcNmE+MX1qn9+zoF5lIe/eENjlRko7Wr0DQqEeUiX+9bwZCQRP4++w4SAqN6upk9ypac/Tz1y7vE7DQx4NfAnm7ORU3vf+od54UXXmDJkiUcO3YMnU7H+PHjeemll0hKavYmstlsPPTQQ3zzzTfY7XZmz57N22+/TXCw5JNyIaO2KQnMbVsIGbIkmIIRnk6nXJRRH+ygPthB4fA6TAVaxn0c0WTKmrQuAFEOb/Ed/gYfrh48/bxdg0TP4XS7WJ2xk692/czBskx8qrSMWB1K5F6fprSatlCgYNor0az7cx6aBjlqSydD8k/1KsNjPuumpaeboBKpD7DjXalB6ZCD4NkvfqMvVn8XT/EufnofJsR23sDfLQj8Z93XROwzMmBFIKsezUKUgcomR1etQl+jIvSoV5N3Q4OvA6Vdzs9PZyAqwaX2CGKaBs+rw7dYh29xs8CgbVAy5Y1oMqdUM2xRCGpb26+YBY8mUxtoZc1DuS2KJix9Jo35/0gCAUpSGthxq6e0uyXQiSXQyY//TOeKJxKbhLZGXycZlzRXNR33USSmCh17rywGm0hNqAXvytNXEtU0Khn4SxAJG/w8kW22lXy9ZwVzksdz08hLpfSpPoTT7bk/z0d10bxRZkSlyG+Gzuz2c0lIdMRjM29rN4rDpPXC3dBcBTt9anXTz+sfyKXfBj9Sfg5k9CdhrH84j/9s/Jp/zLmr29vclRTXVvDxzh+5dugMEgOje7o5HeIWBP6x4l1KGj1RUxdShddZSWNJLbuSj3b+AIDS1rvTYNsS1wL2aZj8VRxr78vCHNN2NJ66Qc6sl+Lb7ed0hIhIxaBGrkoc16ntXYKbJ5a9hZjpQOUrQ7nHwY8161i8fw2vXfUQk+KGnVU7+gr5NaX87vO/IZQ7mfxVNAE5nmg9EZGyJAtHrsrnhrInePbSe1sVUbhYOFKaxZ+//zdBxwwMXRzSZT6EEmdHnxHZNmzYwH333ceoUaNwuVw88cQTzJo1i6NHj2IweKKXHnzwQZYvX87ChQvx8fHh/vvvZ8GCBWzZsqWHWy/RU6gdShY84vFlqgm3suH+PASFJ1rHHGlj9/XFTHq/uUOWtMYfm9HF83xIvH9EtxnMS/QstdYGNufsZ0PWHjZn7sPithGU48XYDRGEHvXqVAl0AN9yPQuOG+2fXCWzUziA48GUpwpsJ1j1aDYx23wYviSMoKM6ygdZOTK3gmELQ3F4Cfzfklf57HfPdFoIOlaeQ5W9lknbo9h1oyeNeswn4YQfaTtqwatGzbbfeSppKZwyXBpPHoT6NJ1m/wI9/l90nKrgU6FDaQGXkWbhUefxYzvB/EeTcGgFT3Sc3CM8Ln3Fs370Z+H45uuQCSDKIGaHD6YKj+A3/IcwBLnQ6dlk8IhtKb8Gkbjen9zRZjbU7WJ56maGhiRy46h5XJIwSvI26SuIHW9ybocXyZtQx4ykMfgbTN17MgmJTnC6NCmjzotaWXN6W+nA5lR/UQYZ06opHlzPzBfjiF9tYqlmPQ9MvgG/PhLNlltdzJUf/RmAXflHWHr7v3u4RR2zM/8wPx7dSNRuH/JH1hJyAYlsAFcNnNoksv3wouedfaIv3puw6V1tLISJX8UAELnfRPwWOXtuLG2xyZQ3o/HPP/uUzPI4C1YfBxaDg2n9RnVqn+VHN1HUUE5YqYEGEzhVbmY+G8vOm4r5i/w//PiH1zodEdcXeX3DlwgVTia/FoWmsVm+cGrdqC0Kpr4azb5rS3lCfJNIn2AGhl5cae8F5lLu/e4FDPlKRn0WdtogAYnzQ++eXjiJFStWcOutt5KSksKQIUP45JNPyM/PZ8+ePQDU1tby4Ycf8u9//5tLLrmEESNG8PHHH7N161a2b9/ew62X6A34FumY8H5kk0+UwirD4uske2zzrK4MGYN/CMa3QMdjP76J1dm51D6J3ovT7SKtPI/V6Tv47+ZvuemzvzHlrT/wxM//ZdeGA0T+4sWMV+OY+HYkYUe8Oy2wnUzqhIpW0WltcrKWpgR1rRzFSdYebR0id1wtecPNjP0mCrlLRu7EWkqTGhj9aRhexSruX/gSheayNvZsidPt4p0ti9BZVfjl6bB7eTqX7QlsAIfnllMyxDMgc2tENMej9eoDu8Zn5Ypnk5n0SrjncxHhVK2xZEAD2kYlCx5NZtrrMWhrmztWO28uInV2JVc9msyCvySTtCYAQd58gDMR2E5GZVeQsMmfGc/HMuazcIp2FPHIsteZ+d97eHHNJ2zO3kejw9bxgSR6jm7uW1ZHW6nzs7Fg8CXdeyIJiS5Ar9HiVgnMf/SUScPjj0vvUjUWfycHFpQRftiIiMiR0naK2vRC3tm6qOnnhKDenyomiiJvbvwGvxIdSpscL6WOiXFDe7pZXUppQ3WrZUtePMOJyPPAyr9kNv/iAN9UDXNejW+Klk/Y4k/0/tbClb7m3Cpy+hXqKBrUgJ/ayLDw9j3bTlDdWMe/1nxOxAEjoiDDaRCxBrpQuOSM+CYUd6OLj3f+eE5t6u3syjtKxA7vFgIbgNXHRXWUFYVLzvBvQzGWa/n3ui96qJU9Q5Wllru+eR6h1MXY98NROvuMvHNB02ci2U6ltrYWAD8/T1rTnj17cDqdzJgxo2mb/v37ExUVxbZt2xg7dmybx7Hb7djtzUJKXZ0ntdDpdOJ0dlyKubfjcnnSZ+Q6OXKZ9KULLvFmwT+SkSNn0dNHaNQ52X91GUfnVjLvXwkonQrkwIjFoax6IIvPd/3EbaOuaPd4J+6RC+FeuZBosFtZfGgNGzL2kFqR21TBU2tXEZCpY1hmCKHp3k2pwgCcg61S7GFfUudXdryhvOXPDh+hRdSNXq7BIrQWdvfcUMIeSlDYZMiRsePWQma+Gc+4zyPYeFc+133yGM/OvZvJccNb7Gd3OcipLmZv0TEW719DgbmMsYsjUamVIJMhEzzPhvbImORJZdHXqBjzbQSiXCRjajUFY+rwXXX2s7iCXKAmxIpvsY7gehPXPG0CwKUUWPpkc0d8729K2HFzUbuiSXWsldoYO1tvyMfq5wLRk8KRuC2AI5eUgwxEBQRlGhi6PARjVefLwcuByEwTkZkmzME2cofXsKxmHV/vW4ECOYNC+jE2dhDT4kcS7x9x1p9Fd3DRPpcEz5dJ1J/+vj5X8sfUEag1MSw08YL/jC/ae+kCQqfW4NaLyDVyktb5kTap2tP7lwMi1Ac7UNrk5Iw1Y6zWoHQrOFySydjIgV3aju64l8zWelYc29r0+zOz7u719+q72xZxpDyb4btCKY+1EO0bilqm7PXtPhOS/KPQytXYhJMm5BSw5IVUrnkm5ZyOfeLZfq7P+EXPHGn6OW67ieE/h5M3yIzLF+QOz7HNwVZW35fdat9fnsxkyI8hxBwwoXKeeYS7Qgk1STauHzQHwe1GOG510B7Pr/wAe4ODSSviKImvwxLuIDjTC3SgRUXsdhPf69dyz7hr0CrbLojQl3EJbuqcFhIsPq3+7r51evID6tj520LGfh9F8poAtgWlsjP3MMM6yEa6EN5vNqed+757geoKM1M/iUEnqs9pPNOVyFSezntf/nxP5UyuRSaKYjcnVnQ9giBwxRVXYDab2bzZU6Xvq6++4rbbbmshmAGMHj2aadOm8dJLL7V5rH/84x88/fTTrZZ/9dVX6PV9vzrLkfoCvi3dzONxV6NTXHgP3rPFJQg8k/UtAMmGCFIthRgUWh6Nu6ppm2XluzjaUMBDMVdKaWJ9CLPTwidFa6lzWUnUhxKlCyRc60+A2oheru626kMrKvax1XysW459MobjQpxRoePhuPlY3Q4Wl24jvbGYAJU3OoUGtyhgFRyYnQ2IgEImJ1EfxhS/FMK0flTYa3kz/2e8FVoeOemeP5n3C1ZRYPMIh88k3NC0/JnMb9HJ1e3u1xa1zkb0CjUquRKXIPBa7o/IgCHGWGYGNHvKFduqeLdgZYtrdSNgE1q+1LwVOpK9Iphg6s/HRWsxuyx0lmuCxzHYGNPp7U9GFEWqnPVkNZaS1VhKjrUMu+AiXOPPVP8UkgydrzIr0fVY3Q5eyF7MdSETGOjdPREtLsHNyznfM9onkRkBg7vlHBISXcmi0q3Uuaz8PsLjM2tzO/ikYC3FzmY/SwVyZDJwiwJDvWNJtRRyf/Q8jMre2w92Ci6+KtlEVqMnlU+OjH8kXN/DreqYQ/W5fF+2A7VMiV1wkeIdyTUhF56H1FfFG2l02cm3t5yAvC9qHsEanx5qlYf/5v5MudMTrHFf5ByCtZ5oNZfgBmQo5XIaXXZezFnS7jEGe0VzVchYFGcRwHCwLpdFZdt4IPpSAtSnT8s+Up/Pt6VbuCZkHAMMURyrL6DIXo1BqWG8qT9yuZwqRz3/yfupW999PYlLcPNM1ncsCB7LUGNre5RN1UepdTQQYwhhgFck/ytYiYjIXZGzLugAE1EUWVi6lTRLEbdHzCBM69fTTWrBmqqD7K/L4aHYK3u6KV1GY2Mjv/3tb6mtrcVoPP13t09Gst13330cPny4SWA7Fx5//HH+/Oc/N/1eV1dHZGQks2bN6vDD6wtoMnbx7c+bOXLHEdQ2SSg6GeUTctxqgZKMSggDi8vGwRsONq33DQDLA3b0ScHMSBjd5jGcTierVq1i5syZqFTnFj4uce6IosjNXz6Jo9rJjA/ijleQdVBLCbWUnHbf/IFmakNshB3zxr/QcNpt2yIMBbKnaKpme/qGgtwtQ1Ce+RyHu9YNXlDnsvL1mytJ2RrCIEwEJiopTajHpXahdMvwsmmIqzRirNDgU6ZB6VBQSSGVFLL9mgIYDP2/8efgoYNtnqfgb5VNnnEnfy9Cr/aiYHAdvz65hdAM7061+cSM8YA1gQzYEETQbB2Nvg58l7g56Gh5/mvo/Cx3AdkMjPNnx3VWnPqWuaZ6s5I5/04AYM/8EiqjLVj8nSwq28aism1E7zUxaunZiWI6YCAmBiiMlCQ0kDWxhi/tG7m0/0T+NuN2VIqefbVerM8lQRR46Y0lZLyfjbDL3C3nKItrwHark7vn3tAnDNbPlYv1XrqQ2LYij9JVBzn4SPOzdjxh/PL7Giwxnt/dotDkjWlf0oB8goyl5j08N+9e+gVEdkk7uvJeWnJoLR9sW0p1Qy0KQYZbJSIgMmv2LJQ9/PztiHlA9P54Xt3gSWkbO2A488bO69lGdQN1+xW8tu4rrnwuiR/+mtZU5Oit/J+55smzj2aT6+QM/Gggh39/GMHatp9tR5Q/4xHY4jebKFtZQBkFLda75C6W/qPZH/ayF5LQWpWkjivjyFyPaOj7uowj+YfP6vzr78pl+Mj+3Dz/9KJwpcXMq5/+QHiqEfeTNfzzse24NCJaq5LI/UaMK5s95fzu01MZb2fevAvvXhJFkWffWEju+3nId9e3Wu+NAIHgMFdx2GkmMdKH9X/IwRlt4KqB09o9bl9/v32wcymHM/PxzddQ+XdP/743UX5JOerZ6gvqnjyR8dgZevebqA3uv/9+fvrpJzZu3EhERHOKTkhICA6HA7PZjMlkalpeVlZGSEhIu8fTaDRoNK2rz6lUqj75hTsVpdLzVhOsAoJNMkE8GbVFQaNWwBxmw1CpYvjC0BYvbK8CFb5lOtZm7mLugAmnPdaFcr/0ddIr8kitymX8t5Hoi5UI7RQUOEHBkFoEhUj0XhMlsfU4DC4S8v0R7GfXcbv8b0n8+M+0lumNAs1poicM/mW0KbC1VWX0VDR1CuLX+nDkyipSL6kiKMMLQ6Wa4AMGgg+0LQ4KCNT6W9k7s4CqEZ6oMK9yNeE7vdr8jHIHN0c4INLiezHku2AKB9Wx+6oiLn068bRtPYHcKUNQiQQe0SNYBYYsba743NHfqCP80nQtPssRX4QQfaClh8qIr0MB+OXxDE9aKZA33ExNiJWpb8agdHVuprMyxoKxVNOimljoPi9C9hnIH1HLiuu2YnPZefXKB3vF7OnF+Fzy0xhp1DnOevDVERXhFoxKPQNC47stKrY3cjHeS32RjIp8Xln7GXeNv5oRkR6jeZvbgayRVt+J2W8ls+SlVJCD1qzAZvKkrBUNqGPc2+Hs+EMx13/5BMkBMVw/Yg6XpUzqkqj+c72XPtzxA29s+hpVoxy5CA5D8/O/xt5AmE/gObexuwk6qdCBn8HngvxuDY9Mxi0XqDXZidzlTcHYZnGkK57PglU45+MEHdS3eQyX2rNM5oSrnvB8jwSEJoFt2DfB+Kfpzqr/UhNhpTLcwhOj55327y6KIs+t/hBnnZOh34ZjNlk9xadkYNO5KI+2tGh72C4vNoXsx+q2Y9R6nXG7ejsqmQKX0P7fXGGGvCQz0bt88EvXErXXh/+qvmVO8gSM2tNPnPfF99uGrD28t20xygYZAl3znepqRKfn2dzXPtvTcSbX0mdENlEU+eMf/8j333/P+vXriY1tGS46YsQIVCoVa9as4eqrrwYgLS2N/Px8xo3rXHlkiYuLcR9FsPOmIgIz9Qz9IbTNbUL2G9gUtg+n29Xj0SkSHXO4NAtECMzypLjY9S7kLhkqR9sDA98CHbrjZvpFw+oxlmtQ289+EKF0yVnwl2RsXi62/D6f2kh7Sx+2E2Pyk4Q3v2wt1XEeI/2OBDYAu8FF0uYgqvrZKU1pYMMf80AEfbWKqW/EoG1U0uDn4MjccuQuGUVD61sLeiLMeCW2ydz3ZAS5wN6bSltsu+OaAsYs8kQzqB1K+m30I2NqNYfmlTHo5+BWxziV+U90bOybP9TM0TmVCEoRbZ2SoHQD0bt88K5qOQnS4OegKKWWI1eclIJy0uXt+V0phlo1AbmGpuspGFpH6FEvNBYlTr3Q1IGuC7Oz4m+ZXPaPRFxyF4eurMDi76Q6shG5W0ZQhhfJK/wR3QKr/y8PDGAoVzLtrViKUxoISfVC26hEhozoPSZUVgVrb93FxzuXcfuYCyc8vi8R6hNIrW9Ftx2/NtzGgLCLS2CT6DvsLTzGjoLDaHdrmkS2rLJC9DVt919CtmsoHW/H5utGZZXj1AnUhdrxLlMz44VYilPqyZpcxlOV7/Lx9h94fcHDxPr3XFq82VrPe1sWoXDIcOoF5C4Z2lolNh/P5InQRxxwjpRmoXIqUNkUHChO54bhc3q6SV1OQkAUMmSUJTXg0rf8uxydXs6ANUE91LJmGoPdkNN6ufK4J5so83jFWgIcrHmwecPYPWeflpcxrZowQwBT40eedruFB1azOXc/476OYOdvi6iMb/T0G92AEmoj7NQH2PGu9PSRovb6cHReBd8fWsctoy4/6/b1VuQy+WmLGhUPbMDlLVIX4sBUqiVleSCrB+fw3rZFPDLtlvPX0PNAbnUxj/34JqFHvRnzSfhZFWyT6H76jGpw33338dVXX/HDDz/g7e1NaalnEOjj44NOp8PHx4fbb7+dP//5z/j5+WE0GvnjH//IuHHj2i16IHFx41OuZea/Tl/iOSTVi9TZlewvSmNU1LmZtUp0Pxa7FaVbgeJ4ZNLaB3OI2+xL0oaANrf3qm72KRz7STiyLip5rW1QMv2NOHJG1bDv2tLWHYOTRLbqOBvGYhV1YZ0z07SZ3LjUAuM/iaQmzErRoHqKB9fTEORg1aNZyN0y7F7u5nOK4J+toyrK2vTEH7QsqE2BDWDbLa3DzQ01Lf0cU5YHUjC8joyp1UQcMOJbdO4uq7tvbE7ntfm4MEfaSJ/uKbww/n8RhGR4Y9O7EBQCueNqW+58yue783fFjP4ijMxJNRQPbp1acDIupZuM8ZVUxjVSMuRkbzeRwuF1FA6va45ABMQGN3JBjqZOwc9PZqCtkTPvJY+5bthRbxLW+fOW7Fum9RtJXA8ORi9WwnwDKfM7fWr4udAY6iY+oHcVupCQOMG8ARNZlbadeydcC8CR0mzy60vxCm179j2w3EgpHlHaLT9eOEQO228tIm6biYiDRsIPeVMZ28iuW0r4bPdynpp95/m5mJOoaKjh2/0r+eHAetwON6IcFA4Zl/81ETly8ofVsvu3xfjp+4bNiyCKOFVuwvd4s9F3L4Io9Iro565ErVTho/HCZnQx5vNwNtydS72fHZcvHJtT1aMiW8hRL0oHNHDg6jJyxtYw4/WWYwE5chR2GW6NyI8vpLVYF3zkzO1ETlAfaKdoUB1/HX8HCnn7f++sykJeWfMpsdtMBGYY2Pb7k/plJ0buMtj52yKmvxEHgLZeSdQuHz7S/sC1Q2aiV3e+0FNfQZS1L6LH7DSx8a48/DI9162rU5G40o+vlb9yzeAZPTo50JXYXQ4e+v7fKCtgxFehksDWi+kzT/R33nmH2tpapk6dSmhoaNO/b7/9tmmb1157jcsuu4yrr76ayZMnExISwpIl7ZtWSkh0hKlYi75RzabsfT3dFIlOYFDrcCncCMcHC7FbfNHWd24uISTNm+CMrg2xj93ly4CfA5A7ZS2irTglWK6FwNaJifi193uqXfkW6xj4axCzXokn5IgXTp2ASyMSdMzApHeimPJmNFf8LYkp78Sw4PFk5j7Tj8v+nkDCJv92jz1w+UkdX8EjcA1c0zJaTY6cCe9FIhNh4715WL3PvXKQ0tb+62jrHzwdTG2jErlLzriPIzAWt07zB5AJYDO62HhffkuBTYTonT4MXRTCgGUBHqFThNBDXvjVeVEVY22/cTLPtjhgznv9UTrkpE+rBAXYfAUcWhc2Lxc5o2pIXhWA3qzm5TWfnPFnIHHumHTeOL27J5pFlIk0+NiJMHUcvSkh0RN4a/R8cP2T9A+KYcWxrdy36EUAGmLafkYnbAlgzHthAAgasen9U5rSwNY7Ctk/vwSZKCMgRw8yemTgnlqWw6x37+P97d9Tbq3BpRQQlCLBaV5Nk0UWfwdeSl2fERZGRQ0APH1Mi8vGtty2vVH7OsMik2gMcCFHzrR344jf3juM2cd/HIlXuUd4rgt3UOtva7XN5X9LJPSQV4s+2YyXY5nwydkXFkidXUmg3pcrU6a0u43N6eCRpa+jq1AyaFkwB67yBJUkrPNjwSPJ9F/V3H9TOlv2m5LW+FNrt/D9obVn3cbeSE1jHTbBcdr+vNXkxK9CR+rM5kj2fpv80NWqeGXtZ+ejmeeFV9d9Tk5lMaM+CUV1Dpk3Et1Pn4lk60wRVK1Wy1tvvcVbb711HlokcTEgE2UEHtKxOmgHD065UUoR6uVE+4aCzDNb6FOmpf/6tiPYzif91wfSf30gDX4OcsbWUJbUQF2oo/0dOnGLNYQ6WfWnLKL2Gona44OuUc34Tzo2p9bVd+wloKs7/loQATv4FbcdpeZTrmXkV2HsurGYVX/JZuLbkfiVnH0luiv+nkT+MDN7ri9BPEVv09c0t9vreFTdjNfiyBlZQ+GQWsZ8HoHa0fw6O3BZCVlTzAAMXRRC3I6WHm0AiRv9m6aZCobWMfXNaFb+7aS8ERECMnRE7fGhLMlC0fD6pkIQAP45eqqjbMhkHq+Wn5/KAjyf34Af/dlmOsTugqOMjBxw1p+JxJnjpdHh0nSPN4nN24VbLhDeBzyfJC5uKhpqePSnN1os23pbAeM/bv2e0NpVGIvU1IU7mt4/Mjdo6pVkjzfTf3UgokzEpnMS73/+ozgXHljd7H3lAmRgqFAx+rOwpm0qkq0Mi+jYlqC3MCoyBYNCS12QHfCk+U6IHdqzjeoGwoyB7A040vR7/HZ/MqdU49ZDRXQDgXktJzaXP5qG1qJk+n9Pn2XSFcx6pR/fv5CKqITsKTUMW9LSNkaOnHGfdU3RD4CacCuFQ+p4atKdqJXt98VeXvcpeVXFTPk0GqVTTt5oT+R+0lqPuDZgZRCl/S2YI22EH2gZuWmoURO518gn+mVcN3TWBWNzszx1s2c8ltl+FKF3pQZdqZKgg81CrsIlJ2VpAFt8DrAlZ3+f/46tTt/BdwdWMXRpCD4lfWNC4WLmwvj2SUh0I+GHjGwdU8Cx8lySg1uXjpboPSQEemYYa8M8IltvwqtazaCfgxn0czCloWa2/vncUtrqIxwciajkyBWVDFwaROKW9qPTzgSH7vhgRgZooTzOQsQRnza3jTzgg0sjsO+aUjY+kM/Q70KI3u9z1uHrUftMRO0zYfV2UpZoIWaP6bTbx+72JXZ3awEtZpcvDYEOXEqxTYENPB3oE+O26L2e8yx4JLnNbYOyDCATidvc3HmLPORD4Yg6Gv1drPu/vCbj8EZvB7G7/fAt1fHfjd/y8W//IYnz5xG1Qo1beXqRzaUU2PXbIhwGN5Pei0IudC6ov9HXEw0UZux5LyEJidPhp/ch1OBPiaUKRE9qZUU/S5vb+hfomfR2FLsXFFE2whPRKyrAZvL4nBWn1BGzy/Mc7a6URkEU2F+URmp5LgqZnAZ7I9lVxWzI2k2D43iUsQBBx/TURtoY/ENgUxRbfaCdyigLcwaM75a2dQd6tZYFQ6ezqGElSrf8gksVPUGgly9Wr+YoSm2jEvfxubhGPxfkNW+bPqEKe4CAPcDBr49mMvulft3evrnPJvDz0xnkjDOjapDTb7Mf2sauN2kXETlyZQUxxlCuGNh+FNtPRzex+OAahi0Jwae0ZR/W7uVuKroUccCIOdLGwavKiNtuavEOS9jgx5oROaxK38685Ildfi3nm0aHjQ+2fE/kXiPahtPLFm6VgHBKSmnYYW8Ccw28vPozFt8+qEuKt/QEheZynlz+DhGHjMRuN/V0cyQ6wYX5VJfoFQgINPidJmKnjxCUYUBrV7EybXtPN0WiA4xaA6H6AGoiT5P61wsIKTGx4JFkhiwK9kSMnWN22+H55Sx5IZWVD2ciyM8tikc8nmqLAFSCd5n6tNvH7vRl2KIQBIXI3t+WsOpv2Ry4spS8EWYqYxqpD7Bj83bh0Llxaty4VAJupXBabw1dvapDge10+JRpmfBxNFPejznrY5yMvlbNmK8iCcxvnkX1KdUy9b+xyFyeCKcTlfn2/6YcGTL6/+zPvpI0dhYcae+wEt2ARqnCrTj9d+DYzEpKBjVQFWdl/Z05OLSupnVVkY18/0IqVVGNrfZrEtl8ej5CVkLidCjkcqYkjPD8IgNNgwK3WqQ2uHVaHMDyZzObBDagxTspfXoVMhFULgW1ttN7XJ4NGRUF3PjpX7ntm6d5ee2nvLDmY97c/C3LUzc1C2x4PHInfhrNpc8lEZrZPPGTMaUaf42RmYljurxt3cngsASsOiduBNZk7Ozp5nQLvjojDpWrycLjZPzym6Pkf3jmGIfnlzf9bglwnnPl8c6gbVQy/V+eyfP0mdXkjaztYI/WNHo7OTCvFHNA+/3O4oH1lMdaeHjGze2KPGnleTz9y/+I3uNDzE5T03J9tUf00zQ075e4oXlStTy+pXjuU6IlONOLz3b81KkssN7Op7uWUWe1MGBFxxHkqgY5Lm3L+0aGjIFLA8mtLWbJwb6ZRltns3D/wheRV4sM+y4EWWdSXiR6HCmSTaLbsAQ4qYmwtTCX74vIBRkh+w2s8NvKA5Oul6JSejnDY/qzrd/enm5Gp4jf4Uf8Dj9qQq0cml9OZVzrgf3JyNyeCIM2UUJDsJODl5e1Wy23M6TO8lTtlNXDoM3BeFd7vM/yhpnJmFSFukFBcIYXSZuahYbYnb4YqlTsuL0Yt5+M2hkiWbaOI/WUbjkamwpdtRJDiRJjqabpn7Ze2es7EtoGJVf+NYltNxbQEOHE4uVEXS+jJqiRoFQ9fsV6Xl/7JV/e8vwFG6nQ21B3QmSL22IiY3IVohLMcQ5+ejYDuUvG/Mf7s/H+PEQ57Lu6lBmvxbXYrz7QgUnlhUF97oU+JCS6m4en3cyiA2twie6mgefaP+Uw4uNg9t1cRsJGPwasOu4veOqj9qTfG00uqiOseFVryK3uuqIiDpeTt7Z8x5e7f8Ypuj3vNzlNHpg+JRrCDnqTPq0KtUXRpiWCSy1QOLKOP4y4Go2yb/U1Y/086a56s4oSTWUHW/dNvDSesDWn1o2mUUmtX7MQteqxbBY8kkydtgG3rrUYtPSVNIy5Sma8ldCtbfQp1TLi61D23FDCkcsrOHJ5BfMfTeowwtmhdWEOt6OvUBCYqad4cB3OXIHA7JYpjS6VwOEFFUyIHsKkuGFtHqumsY4HFr2MoUTJ0EXNIsqBOSU0+nkmd05EsQFNk6kyN4RkeLc6XvwGX7b2y2VfURrD+1Aa9anU2xv5bOdyYjeb0JtPH2HoUgrkj6prs+K9b5GO6N0+/Ff1DXOTJ+CtOXtrk/ONw+Xk/5a8SnF5OZPfi0Jl65uReBcjksgm0W3o6lSo0i+Mh0H4AW+2SCmjfYIREcn8HLIFh86N2to37j/fEh1TP4kl8tM4Vny0ndJ+9dREt444aFdgO4nsiWbUVgUDVp55StuxSyo81TSBASt9Cco24FIKHLqslLzjFT1ldnDqBRK2+CEom0vdB2V5cckrMey+uYTqiFruGnc1MxPHUGtrwOKw4nS7cAluBFHALQg4BRdWh40aaz3FdRVklRWSVl2EQ/R0KLV2FT6FGkw5Gvzz9Pjl6Xrl31MuyBmyPJRj0yuwjHbi8BdZ9+c8hn0XTMoPAWwKy+HXtO3M7d93Upn6MhqFCrdcQERsV6TV16m56vFkqoIt7LitEJu/gFeFZ4A++uMwdtxWjEvlbrVfbbidxODobm2/hERXoVIo6R8Yw+HyrKbANFEJu+8sAxGOja9uEtnmPBfHisezm4vyHBe6ZCKIMtjzmxIMNWpqbQ1n1ZY6m4XNWfvYUpNK1R6RA8UZHChMp85mQVUnx2kCmSAj+JiBfpv88MvToTxeJTx5TfsRLHkjzbgVIleeJgWvtxJpCkErVyPIBawuGzlVRRdMBcQTaI97j7lVnjtw7w0tRdolr6S23EGAUV+Fset3xQDUxbg4H0TvNeFWC+y/ugyApS+lMeyLYGIPtF+oQe6Wo2yUoXDLCUs3EpBnaM4EOIm0SypxGAUem3Fbm8dxul08tPQ1zNV1TP0wGsXx+/7w7HKypptbbV8RY2HTfflAc5TbqQSnGTBWa/li9899WmRbdGA1dqeDhA0de0FmTKnCUKvCYrIjoGtKJz/BgF8CWTUsm892/cR9E6/rriZ3KaIo8tSKd9lfmMaEDyPxrmi74JdE70QS2SS6DaVD3jQA7+sEZhnQ2JWsTNsuiWy9nMlxw0EmUjKgnuhzSDnsCXzVXqRsCCJ5RQAupcDea0soS27AqTuztIljM6uQu2T0X9t5g/YGXwdH5zbPph+5toYj1AAgdwBuQAGiBmqj7Sx9yVPWXmWV45+tZ/RX4Rhq1Ex6M4rUmRW8x2KqG2t5YsbvOx3F5RYEimrLyawsIL0in6Ol2RwoSCPNWQWAT7UOU4Ya/1w9gVl6DDW9I3LBq1pNcLoX+aM9AqVcgNCjRrQ2JWFHvXlN/wWX9BvZ5yIt+iIapRpRBoJCROE+fSSkf5mBeS8mtVhWkWgFOTQGthzciTKRmn42LotI7PI2S0h0F7MHjOdweRZOw0nvEBGPiKaHFXenMuvdJPR1Gqa/HMOah3M9IwOZ558oA12NEruPC32j6oyM1CstZvYXpfHDoQ1sydmPGwGNXMmaDYfwLdQSmKVlxJ5A1jyUjdwp44onElsNjE+HU+smfU4185InEGrseyncWpWaUVEpbBI81eu/3PsLf51x+wWVLSGXH/97Hr8kQ4mamhh7m9uG7NIz/jvPJMauG4tBBj6F509UiNvuh9wuY+9vPdU89/2ujMA8L7zMrd/bNoOLhgAHNVFWRLknfVPdRqVHi6+DzGk1/H7MlUT5hrR53pfWfsK+wmNM/CiqRbRWaVLr1GyH2sWme/Obfh/3cdvik0yUEbfexFq/XRTVlhPu0/d8RB0uJ5/vWE7Ebu9OFe2K3+JLVZQVQS5QF+LAdIqnna5ORexmE1+qf+a20Vf0iUrEb235jp+PbWH0l+GeCs8SfQpJZJOQ6AQnUkZ/9ZdSRns7gV6+DApOoHhIaZ8T2U5G6ZIz+utwBASOzaqkMtZKZb/W6aRBaQaGLg5pqrp58LIyMidVc3RuJVUxViZ81Lly82pL+4Mb4aQ+ptwpQ2WVIyhERLknvac0pYFf/prB2I8jCMw1kPJrEIYqNYvENWiUah6ZdnOn2qCQy4nyDSHKN4RLEkYBnpm8wtoy9helc7A4g71xqewzFyICpiodIXsNRO/2wdDDaemRB3zYc20xggYMlWq0x1M7Un4KZE3/HL7e+yu3jr68R9t4MaBTeTrOLo2AorHzA/ZGowNRBrHbfVDYIexoy6ptlbGN2DROJvbx6mQSFxeTYofyr/WfNy84uesih8Zo2HZ1HqOWRyJqZSgc4D5lPKurVVHjY0VfpmJH9iHya0rbFQzK6qvYnLOfn49sYXfRUQD8i/UM3BFIWLaRce+O5OANBxGsAi61wOqHshDlIBM4I4EN4PC8cjDI+NPkG85ov97EM/Pu4ebP/05BfRkLD6xGIVfw8NSbLpiqkE63Z7JCdjwwOHl1AIWj6luNPme+GId3VbOglvJTIEcur8Cl6n5ftpOJ2edL1AGfpknEnb8tYNznUa1EHkEhoKtT4rfFl9NllR6+vAJfg5Hfj76yzfXf7lvJwgOrGbY4pJWIMmB5ANvv9kT0XfZXT8pseVJj03d43lMJaBvbv0+idvuQemklX+75hb9ccstpr7s38sORDVTbahm+Pq7jjfGk04ame1MRY8FY2nZ/MH6TH5mTq/k5dTPXDJnRlc3tcj7d9RPvb/+egcuDiDho7HgHiV7HhfEUl5A4D0QcNLJlTAFpFXn0D4rp6eZInIaZyWN5vfhLnBo3qjZmF/sScuQtUj+rI6wUDq1DW69sYX57gsE/BTPw50A23p1PWbKFJS+mMv+xpA4HMGqHkgWPJFMTavUIFC45foUe7ylBLpzWnyRjUhWHLi9n0735eJeqmf7vWGJ2m3BpBb6Q/cyE2CGMjxlyVtcvk8mINIUQaQrh8pTJANTZGtiZf4R1mbtZG7SLtBmVhB0xkvxLAMbyngun7782gKNzK6kPaS744l2hIXq7Dx9qlnLd0Jl9Yva0L+Ot8dyzLq2A5vQWhwgIVMRYcPgITelJJxj0a0sRIXuimXCvIAaHda8/kIREV+IUPCJH1C4f8ke1Yeru9ngZNRqcZI2rRnTRyp/Np0RDdYwV3zwN1aW1XPfxo1w97BKuHTKTaN9Q3KLA1pwDfLJjGXuKU5GJEFBgYOSWMPzydXhVega8cp2cMnsNey8tpjzGQkOw5zmptMkZ9OOZRdpUxFnIGWfmsam3EuzdNZW1ewI/vZHLB0/mfxuWMOCnAL4Rf6W4toLX5j/UZ6sgnkyjw2N7caIf5l2nZcHjnireqeNKqYqzMnJhOFpHS1HkxKSfJcjJ+UYuyJn7TD9+eTITc6yDQ5eVMfrrlhFj+jr1Sdu3fZyq6EaKBtXx3LR723zv78w/wotrPsYvVcPR6eUE79ehdzRvF5blA3jeS2qHZ7i+91pPuq3WrKBoaB3xW9tPZ1U65cRs8mGxbg13jluASdfau623YnFYeWfjd0QcMHY6RbI8poHN9xUQcshAYG7bk8v6WhUhad4sDlrba0U2URT53/YlvL1lIYlr/ElY3/7fWKJ3c2Hk8klInAcCMw1oHEpWpm3r6aZIdMDspLEICoGiwV1fCa2n8SvUMfin4DYFthPIBTlT345BW6UABSx7Lr3Tlbp8S3QE5hqaBLYTxzsdCZv8mftsP5BBfaiDVQ9nARC/2ZfgLC+e+eV9bM6uqzRs1HoxI3EMz8+7j3X3/48nZ9+JMEbN2odySJ1RcdrKpd1Jv43+qCxykMHKBzOalietC6De0cgvx7b0SLsuJvz0nqqDdq/WnmqnsuHuXLbcW8iu37YU2LxOqahbEWehaFAdf5hwlVTAQqLP4BLcXPvpowCEHfEmfqNv6400oHUqUMjkuBDRWVSc+qpI+SkQRCgYXs/k16KIXOPFwq2ruPKjPzPh9d8z6T+/54/fv0zO7jxGfBvKpU8lMunNKKL2+uBVqaYmzMrWWwtY8vejvJW/guwxNVgCHaga5QxaGsQVf08idlcbbWvvulQC+28oY0hIIr8ZNutcPqJegbfGgEvhJiTNiyFLg9mYvZfV6Tt6ulldQqXFjNItR+GQcXheGdlja5rWJW8LYeKXsa0ENqA5C6GHkkZ09SoGf+/xK2wIPPO+i4jI4fkVJPpFcemAia3WF5rLeej7fxOYZSBmuwljgZbSxNb9VaXV875Z8koqS15KJfyQRyizmdwcuKqM/TOLW+1zMv02++FyuPlyzy9nfA09yWsbvqS2sYGU5Z0X3w9d5qlO25F3cdROI0crssmoKDiXJnYLLsHNs6s+4O0tC0n+NYCUFYHnVADMpnfQqG67orRE9yP1FiUkOklTldEjWy+IstgXMsHe/oyOGEjBmLqebkqPMu/FRNQNCtwakeVPZ+BQd5+JsK5ehW+eZxbW7RbYfWUhMmQMXhREeX01r2/8qlvOq1WpWTD4En78w2vcPn4+qbMr2XdNKSLn/zuqdMkRjhs8N4Q1f9Z6s4qgLAMrjm4972262DgR1WLx7XhgJHfLUNXL0DQqGLA8EJVFzvBvQ5n1anzTNk6Nm303ljEsNIkrUvqeubrExcsbG79u+tlQqWLIshAC0z0pabqK5kSWonFWDl5RxpglEYz+Jpz5j7f0KawNs6OyyqmKb6QqppGBPwcx++l4xn0YQcwyL2KXGbnktVimvBZF9G5TiwI1Kx/JYt2DuZSmNCAXZURpA5nxVhxXPZrM5U8lkbDlzKPQjs6pwO7r5pl5d18QovdlAyYSYQxixx1FxG31xb9QzxsbvqaioabjnXs5hbXleNVqkCHDpRQxFXYukvvkyHub/vwUPziVuK0mAMyRbXvInY7iQfVURTTy8PSbWt2jFoeVPy1+GbHSxahPw4g56sekL6KJO9zaQ7dFCqkcSvu3LDySPb2W5Y+kcXhq21V/NRYlMVt8+GLXz5itfWPSedmRjSw8sJqBS4M6rCh6MtF7jfhl6dr1qTtB6FFvdFYVCw+sOtemdimNDhsPLH6Z7/evZcS3oSSvPjeBDWDjHfmsfjy3axooccb0/beThMR5JOKAkaKGCo6V5/Z0UyQ64IrBU6iItlAfcOYdpAuJy55OxJSvxakX+On5DA7PLe90VNuZ4lPiCeu3+wnUxHhmz7wrNaQsC+TrfSvYW3isW84LoFaquH/ib3hu7r3kjjaTNr2q2851OoYubturKCBNx6HiTEmg72aMWgO+am/qQjr+3k95P5bLn+3PpU8n0n99AJf/I4mY3aam9SIie39TiuAr47lL70Uhl7pMEr2fRoeNSouZIO/mNCNdnWewGn7c2yf8qJEFjyQz4utQdDVKypItHLysDN9SHfVBLQXqfdeUMmRpMIiw7feF7L26GIfeRegxb5LWBZC0LgBTsRYZMgQEUqdXsOrBTL7/ZyoNQQ409Qqm/TuG+c8lc0fkDExlOs6WqphGsiZVc//k64nxCzvr4/QmjFovnpj1e2r9bdSF2kn61Z+i+gpe2/hlTzftnEkvzUNfqGDdfTlYjY4WEfIdcrybsuah7O5pXAecLPSdyQSlIBc5ekUl46MGMyZ6UIt1NqeD/1vyKnnlJYx+P6zDiunjP45s8btXpbplpKkC7EEC6Zea+f5vqay+K531t2e3aG/iOn+cdifvbVvc6WvoKbbmHuCpX94lZpeJ2O2mzu93awGZU8xMfTemQ2sUuVtG9GYflh5cR01j75iIL2+o5pYvnmRX5mHGfRhB9En9kHNBa1aSvKzzBdAkuhapxyghcQacSBm9UEL5L2RmJo7BpPYic1J1Tzelx7nkzViidnnS6NIvqWLpK2kseTmVJS+nsuZP2V0S4SYgkD+qDgSY+L8Ihh5PtQBP1Sf/Ij3Prni/yQi5u7g8ZTJ3jbua1NkVlCU0dLxDF6OrbXvmVVuvxCrYu/36JWBIRCLVCeeeInFsRiVFg+p49tJ7iTAFd7yDhEQPU2ezMPm/dzD9nbtxC80p0z89k86SV1JRuGUobXKyJ3iipKL3mph5PHIzc0o13/8zlTX/l8PJgcANwQ6i9pmY+0wCCqec3LG1/PpEVqvJmvJ4C8v+mU7qnErqw5yIKtBVK5n7XD98S85eWDuBSyWw98ZSBgb343cj5p3z8XoTw8L7o5GryB5XQ8gxL2K2m9ide7Snm3VONNgbOVSaiV3pxKF2oqk/Qxvw469Ku7Hj1P/uwvu4gf6xGZUdbNlMztgaGkx2Hpx2Y4vljQ4bf1z8EnvzUhn7QTg+ZR1H9W27qaDFd7EqxtruyF30gbp+bqr72/np+Wa7Cq1FSdIKf77e+ytHSrM6fR3nm135R/jT4lcJOmZg6KKQTkdx2bxc2L1dZ+THG7/ZF9Eu8PqmrzveuJvJqMjnxk//SmF+KRPfjCI43avLjj35sxgS9vZdz8q+jiSySUicAXJBRvABA6tSt/d0UyQ6QKNUc+OoeRSMqcPeQ+kGvYmR34VxxeNJJK8IIDBdj2+up4NXG2Hnp+cyWPZ0GofmlSEcd/Fd8kpq07/OUDi0DkEhEpCtJ7DAm8D8ZpPd0vgGojYayakp5ut9v3b9xZ3C3eOvZnTUQPbcVIrVeH6Nk+v9jxs9n1TZsjLGQqPRiVqmumCqxvVmpiaMpCLK0qmU0fbIHldD6uxK7ptwHTMSR3dh6yQkug+9WttU7ODfG1pHQhmq1KgtCk62rVQ65Ex812MULqoABS0G9sZiz+C1eFA9frnapnW7bixm4115rLs/h6UvHGPz3fkICpHkXwOI3ubDpP9EMvuF+A49PTvLkbnl2H3dPHfZhRdVqldreWDKDeSMM1MdaUXhlFHWWM3BkoyOd+6lLDuyEafgomqAHUuYm2E/hOJSCpT1a8Cp7lg4S1zbHIm58uFmccimc/FR4RqWPHmUn/6Rzq7ri7ql/QBOrac/lDW+c6m7Tq2btLnVXJ4yhcTA6KbltdYG7vzmOfblHmPc/yIIzDZ06njGMk2risBnQ79NfviWannix/92qT9uV7G3MJX7Fr2Ib4aG0Z+GIRc6J7CVJtTz81MZ1ETZGP9hZMc7HEfTqGTQ4iCWH9vMTnPPfcfWZuzips//hjPXxpTXojCVSIWxLiQurLeUhMR5IPyQN3l1pWRW9j7TTImWXDd0Jiq16oxmIS9klC45yWsCmfR+NNPejmXBX5JJWuWPTAC3WiRjWjVLX0xrJazVhFo7PLbN5Ok0B2XoW63LmF5FfaiD2C0m3t74LWX13RtdKJfJeeGyP2Iw6dl1azFuZfekx7bFkbkVIMLsFzzRIYJcYNM9+aTNqiLKJxiZrIecnC8i5vQfj6/Gm4Pzy8+4CIaISPrUKvYvKOXG4XP5w9iruqmVEhJdT2pZDgA6s0fMD8zSk7ChWazwzdfiMLhbRRUFZRm44mQvthMaiAh1IXaWPn+M/deUUpHgKdkryqBoSD2V8Y2YI22oLQpit5mY9UI8yasDGbEkjMBCrw5TtzpLRZyFrEk1PDDlhgsmTfRUrh82m1ifMFLnVDLw5yC0jSr+8O1zuISei+Q6W2xOBx9sXdpCIJIhw6F3U55kwaXp+J08cE0wHJ8jO1GJFmDvlcXkWssRlCIOg5uCEd2X8meo9kSmi50MkkqbVoWgg/sn/qZpWWldJTd/8Xcy8vOY8FZkpwU2gJSVQajqzrzPEHqgZTSUXJAx/PNQCmvKeHX9Z2d8vO7kcEkW9373Aj6ZGsZ8FI7C1flnRtqMs7cFid5jot9WP36q2M2/NnxBnc1y1sc6U2xOB6+s+5QHf/gXfge1THojqimlX+LCQRLZJCTOkKB0T8roimOSiXlvx6Tz5s7xC8iZYKY+8OL2ZmuPlJVBXPVYMvMf78/QxcH4FmiRndL/3X91aYfH0VV5Bm2CoqWoIcgFUn4IIHGDPwN+DQSLyGvrv+iy9reHv8GH1695mLooBztuLcKmc9FwDpFNncWlE0EE+fFsRbkgB9HzuUzoN7Tbzy8BOpWGf8y7i9IBDWy9o5Da4M6ljtq8XOy8uZjDl5Zzx5j5PDLtZkkUlehT/O7LvwEw9pMIrnqkP5PejSZ+kx/hB7y57MlEnBoBl0bAWNpaNVC65Iz78Lhp+Inx3vHbX1CLzb/LQGNRMO8fCSz4SzJXPZrMvOcSGLYkFIO5daXIM+XA5aXsu6qEg5eVUR5vaVF85MYRc8/5+L0VpVzBTWMupSyxgX3XlRKz24TNZec/3VQ0qDv5dPcyqhtrWy3X16kYtDwYXX3HgsKR6aVwkhZ8ZEYZAHKX56b0z2xOQT5wWQnbbi7o8iIJTd+HTmDxdZA1tYbbxl5B8HE/xNzqYm76/O9UFlQz6T+RZ+ZJd5yZr8Q1RY82Vb4WAAfQTi0D0Syw5/IiSmOa/wbGcg0Dlwax8MBqVqb1jmyc/JpS7v3unxjylIz9IByl88xkiQnvR+GfrWPa6zFndf4hK0KYHTCMhXtWM/fd+3l362Kqu9GnTRRF1mft4eqPHubrXb8y+IdgRn8ahtIhyTEXIlLeioTEGaJwywnd68UPPuu5Y9T8nm6ORAfcOGIui/atZt8NpUz8b1Snw9AvRuK2+xG33dM5tHo7+eXJTABqom0ICKeNSnBrPL1AmSjDrnOhsXpeL3t/U4pbLjDmS09nNelnf1botnL3hGu6PSJhcGgCb1z9Fx5Y8gornsxEUIiM+CYUm9GFqUiLd7kat1LEu6rzXh6nY+U9aSCCLl+O8vjr1ertxLdchyMCfjfywvIR6s1M7TeS/y74C8+seJ81iTn4FesJOqLHt0CLV+XxlDlBhlPnpj7IQVn/BvLH1qHTaXl1zv8xM2lsT1+ChMQZccLv0VSqbSpEAKCvVTHmC8/zN2tcNcggcrexzWOEHvMm5Vs/jvzmpGjjNh77lz6d2GXtdisEFG7PSQ5eVkbW5ObUvMwp1RgqVAi+cp6/7L4Lopro6dAoPSJKXZiDEf8KpSbIyrGI3J5t1BlSVl/Nh9uWEr/Rl4ypnvtIbvH4tlp9XRhqOifEps2uaREJlz61mpTVwU2TJv03+LOlXyEAWVPMAJQMymDsB+GEpbV9f58pJ3ubdcThKyvw1Ru5ddTlAGRWFnD7V88gFjuZ9E7kWUUqbbwtF0EmEr3FSN7EuuaIPjmgBlSgrpLh8G85uVk6xRNxmje5jviNVoYs8xRkit1uojKhkacU7zIgOI4IU9AZt6mrqG6s457v/olY5mbMB5FnLLCBZ2JgyjsxZ90GGTIm+PZH+RcLqeMreN++mPe3LWFK/AjmJI9nfMxgvDStszPOlEJzOWszd7F0/1qyzEUE5RiYtijmjHzkzhUBAUHp+cwkzg+SyCYhcRbE7DCxfmwum3P393RTJDpAo1TzwhV/5NaGpzg2o5IBK6VKO51BV6/isr8mNHUyV/wti3nPJbS7fdZET2e6OtxCzXVWxn/q8fgJyNRjKmz2mYje7UP63Go+2bmMf8y5qxuvwMO4mMF8ddPz/OHbZ6mx1ZM+vYr6QIen8+4EVDB4cRAxu31RuuQ06h1obcoz9hFq8HXQECeAG0YuDMWpcZM/vJb0OdUY/Ax8eN1jBHn5dXwgiS5jYtwwlt/1BmszdrEybRs7og5zzNV26rifxsgtQy/nppGXYtJ5t7lNd/PZ7uUs2ruKQC9fHplxC/2DYnqkHRJ9j/SKPK799FEABv4QhExsezLJ6uMR4oxl7Q/uknYHk7A7kB9eTEOUw8BlQZQOaGDk16Ho6849Uu3olHKCDxrwLdZh07v4+WnPO2bATwFY/O2eqJ2Tmm8JdPLszHsI9+k5QeB84a/3FCjyT9ciE2U4jW5sbgdOtwtBFJpEuN7Mu1sXIWuE/msCmkQ2QQ8V/RoxVKtwKYUOB/o1gY2tlk1+1+NxZvfy3MO+5QYGLgwgb7QZ/yID9YF2qhJsbL+jCIQi5j+a1GXpynTgOlCa1EBRSh0vzngAvVpLobmMP3z9LBS6mPhWJJrGMx9uZw6qonKAx6qjmnaisWXg8D5947Im15CyLAAlSmTIGLYwhHXReTy27A0+ufFplPLTVzjtDurtjdz73T+pKq9h8ntRZ/X5dCW6BhVDfwgheVUA+SNq2TvmEGsyd6JAwZDQBMbEDmRQaAL9g2LwN/i0eQyn20WdzYLFYaXGWkdWVSGHSzLZmX2YgoZyFG45IakGJm6OIjBL3+nCDl1F5oRqXGqRAeukMdD5QhLZJCTOAr9CHf5Fer7a8wtXGob1dHMkOmBIWCJ3jb+Gd8VFBGbqz8gT42JG7VCy4JFk1vxfNrXhdvYtKGHYktA2t60P8sywJq0JxOHVnG8as8vUYjuFS07seh+WGzbx0LSb8O6CWcKOSAiMYs2977EybRvvbV5MfW2xZ4Xo+Vc6oIGY3b7sXFBA4ZgGkEPUXh+8itX03xAAwLFLKigaUs/gxUEE5nv8TgSFiN3gwqF3kzWhOfIj9QYzVRHFIIPZSeN4aNrvJIGth1AplMzuP47Z/cchiiKl9VUU1ZZTa2tAEAQMGh0RPsFEmnreL29V6jby6krJqytl4YHV/H3mHT3aHom+QWpZDtd//jgAvsU6ArLbf6aesAIQVO0PzCtiLGy6Nx9kIHdC4iZ/Ejede4U6AYHnMhfimO7i6PQKVDY5lz6VgF+ulvpAB6ZiLbXhdpJW+GMq16Kyytl5ezHTUkZzecrkcz5/X2Bs9CDunXAtb7OQ4HQvvIrVHAzLYOIbv0cQRB6ZfhPXDZ3V081sl0qLmR8OrSd5dQBpE1pOaJgKPX6AnYmkWfenvFbLNt6Vx5VPJeEweG5itU1O4s5AEnc2iwZNfrJy2HlTMWM/73y65+nQF7bfZpdK4NC15YwMH8CcpHFYHFbu++5FnGV2Jr199gKSU9PS3iJ8txdFIxo8/ZbjzfHJ1VAb0rEViksPyuO6pcqmYMQXIWy8N4svdv/MraMvP6v2nS2VFjP3LXyRnOJCJrwbiaG69wjHmkYlCZv8Sdjkj8XXQWlyAyVJRXzULxO72iPuGhQ6gr380Ku1uAU39bZGamz1WNyneBeLYKrS4ZuhYUx6OEEZBlT20wuaB6YWoWpUMmBn+9XMs0dWUxNlJWVFMNozuLciDhlxK86fP7GEJLJJSJw18Wt92Rl+jFGR0R1vLNHj/GHsVezOO8LuWzOY+mq0ZDJ6Bkx7I4aVj2WTM85M7hgzV54yQyzIBc+gTYSAwo4FzKg9PhyZW8Gq9O0sGHTJWbfL7nJ0emZfIZczN3kCs/uPY1P2PlakbmVd+m6sgp2KpEbW/yUXwe72dGAFKI+xYNe4SJNXInfLaPB3Im8UyR9ZS+b0GizhLuqNNk4NGPHVeTP0kmTGRA9iYuxQwnykWcPegkwmI9QYQKgxoKeb0gJRFHlry3ccKc9uWpZfVdKDLZLoS7y/7XvAU9Rg5Dehp7VECEn1Im1GFdt+X8isF+JbCR61QTY23Zff9LughEa9A33jmQ2Ea8KslPVvwFSgpSKhkZxxZlxaoUVEkFMjgABT34ptbl+GJ4rUrnex+YECgv0CeHL2H3pcAD9fyGQy7hy7gN15R9l3QzqXvByDyirHpREoHFbHluwDvVpk+/XYVhDAu0TFruvKm5ZH7jKisSnR2Do37JQJILppMUoVNbDugVwAhhvjkItyBFqKBgO/8efw9R4z/OLB9eTHVxOVdXYTXBZTs8g1aEXbk4sAqbMrsJnc/H32HchkMl5e8ylF1eVM/V80WsvZDbNzkqtIvc7cvKAOSpMbSPreRNo8MxxPDqiNaRbYVMXgbMeBw+7laiHI+Ofqid/ky1vy75jdf9x5eSc6XE5+OLKBN9d/g9PsYML/IjEV995qmoYaNfFb/Yjf6ocoE7H4O6kNtdEQ4MDq00idugG5W4bOLsenwQtNgwm1VYHKJkdtUWCoUp9xCmzW5DrQQtRRH7wa2v5sssZW0RDgojKukdmvJmAOtVHWrx61RU5NhI0BKwLROlo/r7V1yq6L7JToFJLIJiFxloQd9sa7VsMGwxGkeIPej0Iu56Ur/sRvPnmU7XcWMfG/kahs5z9Mvi8iF+TMejGO1X/OoSHYwdJX0ljwSHLT+tpQT0dPW9u5V4quTkVwlhc/HFh/xiLbV3tX4Kc38tLaT1sYK0+OG87G7L0AzEocyytX/F/b1yKTMyV+BFPiR+B0u0ivyONwSRa5NcVUNNRQWW+m3mrB4mXDEeKkYIgFp+DGKbrQKTTIhhmI8wsiNiCMGL9wgr38MOm90Sk1BHv7Y9RKUZISZ0Z1Yy3vb/++5UI5vLdtMU63i+uHzSbAYOqRtkn0bhodNtZk7gSgJspGzlgzg5e1HwXhX6An/IA3RUPryR9pbvLgPIF3+SmDMxnsvaaEiZ+dfjIxZ1QNRy6rwKUWUDhkOHVCi5RPRNCblYyITSDwj7Dk6VT01ao2B32NJifb7iqEUCX/vfbRLvFE6kvIZDKemXcPV5U8xK6bSxjzcRhpU6tQqpXccp6jjs6U/cXp+OXr8M/WYypQU+njABFGLQw/o+Nc+s8ENv0ul9pEZ/N95IDacE9fY37wGA5ysNV+iXuCkGkVHJrvEfh2313GwYZKLjsDD0GXUmDT3XnURHtSNDX1CsLT2/Z4q4xtJHNyNX+a9Fti/MI4VJLJ0iPrGbY0BEEhUtK/nuB0A2nTqkjY5N9pg/t9v28WKKkClODWQe4IM7NeimXl33I8n8tJh3OGtH+8NY/ktOizASSvDKBoVD1vb1nIs3Pv6VS7zgaztZ7v9q/iq12/YLbXE7HfyKAfo9E29B0JQibK8KpU41XZvVF3UVt0FI2xwmlSSZPWB1Iw3Ez/lUGsvCedhhA3mjo5ujoFDh+RsAN2QvJatnPHbwrwqtQQvc+EVy+KHLzQ6Tt3uIREL0MuyEhaE8DuBYUcLs1kWGRyxztJ9Cj+Bh/eue6v3Prlk+z4fRHj/hdxRuXCL2bkgpwhS4PZcldBq3U+RRrkLhk2kwuH2oXa0fGrJXKnkd390ikwlxJpOk3v8BSsTo9nz6mVy04IbADplfmn7tYmKoWSlJB4UkLim5bl15RSYC5FJpMxNnrQaY22XYKbp399jwa7lR35h7h55OXcPf7qTl+LhASAr771AG5n/hF25h8B4EBROu//5u/nu1kSfYB/rv6oxe9Re9r2CzoZ7wrPIEtf0zqaW468aTDuUgr8+M80ygc2UtK/ntBjniiz3JFmDl1ehlMvoKlToHDJafR1IhNB06BEkIv45+iI3+xHXYiNgGwDAVk6lDolg78e3CSOnKgSeTIlyfXs+20Zvv4+vPubJ7q9OE5vJdQYwH+veZQHFr3MjjuKEIGpiSMZHtG/p5t2WsyWetRmOZZgJ9VJnkgw/2NnXlFTbVNSm+BsqTV00iM+YYs/R2aUI3hcHXB4uamIseCfq+swkqekfz3bfl8IMpC5IGKvsV2B0G5wsfvmEoaEJnLzjbLZgwABAABJREFUyMsA+GznTxirtcTsNFEdYcW7TIPd4KY23I5L7mL7LSX02+BLSG7nCzPEHDDSEOCgcoANezDY/QRoa374dJcmeqJLfYub/xYqu4J+q3xZrtvEHyf9pkstLURR5FBJJgsPrGbF0S0ILoHInUZGborDu+L8mf33NUasiWbIJgGVo/0AgKjDJqIOmwDQ1ymxBLtxGAVGfB+KwazBu7r15xu1zwdzqB19tST7nE+kT1tC4hyIPuBDwfUWXl7zGV/c/DwKuSTY9HYSAiN585q/cNe3z7PlnkJGfxzW7oxabbANmSDDKHUKAAjIbu6gbbg7lynvxgCegdmgZUEcuKqMTffmM/31uA6PFXbYG6VbztqM3dwy6rJOt+H2MVcCkFqewye7lrW5zTNz7j7tMf6fvfMOj6pK//hn7vRJm/TeSUINvXcQRDro2tZe1l7Wn7rq2ntdde1rXyurAqKAIkjvvYYQ0ntPJtPLnd8fFxLGJBAgVO/neXzM3Ln33DPDvXfO+Z73/b5r83fw0ap5eJReBK+COoeJGksDTrcLl9fdvN8DY6/hqv4tFUG9Xi92tzRx2Fy0lzhjJL9krccputAIKt5b950ssskcN4JCYOt9X/H+uu9bR7QBvWM7r5LjybI2fwefbFjAUxfdQpyx/YgpmVNPtbmetXk7iNrnT0V3MwB+dce2QYjdGcj+CbVUd7ESld26yEdx70a2XVqByqmg/1fRbL+8gvU3lOBXo8YS6pIm814QXAqcfh5QeAjN0zP4y7jWv6W7W4sJtXEWUIA50klpDxOxewOx+7vZM62Kon6NjEjqw3NT7jhjBUjOFgbEd+f2UZfyL9eXxG8KZPXBbXy7/Vcu73vhme5auxi0ejx6L8GlesRDl2L8zuOv9OnQucFDm8JR2soQaL8GEwC9vwpl+99qm0W6wynQY99IIrjUV/Tbc2EVBy6o9dkWXKij2+IwigeY2D+2mq5/MIsXlV42XVeGJkTLyzPuRSkIuDxuVuVuI3VDEAqvgoBqDRv+WkLPBREM+W8coiAStc8PW4DrqH2f+1KWz+uCcSait/mhMAFaCCo5RiTSHwqHAKgsCrTm1sJN0mYjWVNqWJy1lmsHnnyUpNVp5+d9q/l2yy/kNpTi36QlbXUwSZuMaE8wdfbPhALFUQW2PzLiq2OPtQHCDxo42K8GVW8vqbvDqEm2EpHrf6LdlOkg8hUvI3MSKLwKpkYM4OOSpXy1bTHXDJhyprsk0wH6xXXj4yue4J4fXmHlfYUM+iSG4JLWq6318TZ2zK5k5iNn9+rx6UJxhNdPbaqNua9kMez9OKJyA0hdF8LOWZU0xjo4MLL2mEbZKpdAWJ6BVQnbOiyy/XvVN+yvKiTc38g9I69oV2TrHeMrShTUlXHrd89T3lRD/7hubC3xHcQqUOA9ZBbkr9FjdkoGtp9uWECXsHiGJPYC4PHF77Ng30r8VDosbjvdw5L5/Y4PaLSZERQKogJP3hxc5s/F1uIsgvT+dAmL547hlyJ6vXy68Uf0ah0Wl42r+0/hzhGXneluNvPfLQvZUrqPwvoKWWQ7w/z1i39SZzdB9+M7Tn8ord+l8/hst/u70ZlVHBxVh0cj4tFIlQknvpDC2r8VYwl1IXgUBOfrGP5JQodT3/7IrgsrW84Z4CZrQjUHx9Wj02l5cvwtzOw55k/jwXYsnG4XeL30XBTBDl0FL3g+ZXBCT5JDjy/98nQRExTG9khpoWrA19HUpFhJ2mo87naUHgHa8Wgv7tPIL9XbiDnKFLa2hwttpQJHoBeOyDZefm8BAWUaJrzeEr1+pMAWVKJl+IcJ6Kwq3CqR4r4mgop8F1m9eNn2l3Lqk+18OPsxIgOkCLDSxirsopPgIj1ulcjBwbUYalSU9TIR8rsBQRTosvno3merbypoJSzqqgUGfxPXHIUnIhJYrsWldGOL8LRupI1bx+3vpaKrmZRNvtFqaruSsIMG1ibtPCmRzeZy8NXWRXy24SfMLivR+wIYtj6eyAN+7VY6PpLKpCZUDoHQctluo6MU9KunpI+JEZ+0n8q/e2IFmhoFXhXUpjpwG7z4OfWYIxzomlQEVp29nnjnA7LIJiNzkiTqw0lbG8obfEW/2K70jE499kEyZ5zMmDS+ve5F7vnhZZbfU0DUAX+S1hoxlunQN6pQeBXE7Qgi6CjGrF6FF5dOxK1pezQoeBQoXQpUTqFDA42zHQGBgAoNTVEthsDrbi1h5gNSIYQxbyax4p4C9kyvwqv0krGi/QHl/lFVVKSZqSjdR4WphqgOGO9+s/VXrB7JJyUyIJTVd37MgepCbpzzdPM+L065q9VxMz65r/nvwwJbWlgCOTVF9I5O56Hx1yF6vdhcdh79+Z1mka3G1sDPe1c3i2y7S3MA0Cg1OEU3g5J6EqA1nJYKqTLnHzvLDnDDnKcASAmOJS0sgZdn3MPV/ScTqPNnd3nOWZcud++oKzlYU8ywpMwz3ZU/NU0OK5WWOp9t3X4N65DP6MFR0nFRWQHkDqujuI+Jhjh7mxVHlW4FBpOGCa923rjG7u9BIULailCyptXi1cLl/SZx85BZBOnl6Ioj6RObgUfppXBAAz0WhVPSx0SZqfqsFdkywpP42mhn/gv78QpevAooGNyIyiEQme1H/29jOlRdVOUSCCwUMKX/YWzlBLufh3UN2YyLSsaY3/b4TFAoCC33Y9Brscx/KVsSnpyAFppinIiICAgU9W1oPuaPnmUqt0Ds3kBcgb5C1t7J1RT1b+TFyXf5pO9andLYRG0XsAY7SV8bSuGABuK3GY/5eQFqE6xUZ7RUqDRmqxn3UZfm16ZwO3smVhK3M5AL/pXCokdyjt7gHyLadvylspXIBhCSr2dPWS5er/eExO31Bbt4YuH7VFvqSVpvZNjKaPzq24+2swY52XJ5OaM+aBGHckbXIqphyBdaTFFOwgr/HGOqAyNqqOhmYcTH8Qji8S1aWI0uQnOPnopdmFmPMxywweAPIwi0++NXq6axURbYTgeyyCYj0wn0XBpBXZKNe+e+wrfXvSibVJ8jRAaE8MXVz/LL/nV8HvIzG9KllAKVR8DPpEXpUqDwSN4xgkOBwgleNTiDRez+buwaF16h9cSkLZSigMotoHIrUbkE1BYBTa2AzqRC36jC36wlzF6HU+dBZTt7BbmxbyWz8a8lVHa3NG+b/0o2ADMfyGDsv5JYfl8Be6dUs3dyNf0/jiQx23dgt+L2AuqSWwaTF/7nTlJCYrlm4FRm9Bzt44NW2VTLG6u+Rq1UY9DqCFmrwRrt5ufdq+gV3YU525f4tH1Rt+E+r3u/enmbn+Mf464lJiic2KAIn+0fXP4oeypyKa6vwKDRM7PnmOb3vrr2OWwuB8H6QDk1XOak8YgtE8i8+lIabE1UNtU1R0bUWBqYt3s5KaFxzOg5GqM+gAPVhazO28HPe1fx7OTbffwETzUbC3ezIncrNwyaIUcanWEMammCFFyow60VaYpyknVhDTlj65j0bBc0tvbFtuoUK3hh1/RKrKEu8EqV5/CCPdCNoV5NYIWWih5mAis73yrB4e/GK0DJBAtX9J3EVQMmd6of1PlEv7iuzOg5hp89q1AeqlSYENy2h+neilyeX/oJeypy+c+ljzI4oefp7CogLV6CtAAZXKhHcCvwqEVsIW5KezdRk3KQCS+mdMi31dRFbJ36eIR2s29cNcM+jm/z2Mhsf/xqVOyZXMXYl+PZ8pcyPH4KrFFuYndIacjZY2rYO6UakISmtojK9o2s2j+uhgNja3lg7DWtxhoalZQfK6oOpcsiEtlOwYQ/su6qQip6W5tfj301ieDKlj6JgkhRZgP1iXYsYS4S9gRjN7rbaqqZnnNaKq0CPpV9jySoTIvFU02VuY7IgI5H4zvcTl5a9jk/7F5GRJ4/F/wvBf/aY5vq//JoLiCJiqFFkpiWvjoMjVmJw9+DrunPU5BM5RJwGtqIRjwGbrVI99+lsatb4SZ7VB2Cw4szzEu3JWHN91evnyLZelUloftUbLy1CpRVZH4XTpftZ1eF9fMVWWSTkekElB6BQZ/EsPK+Iu7+/mU+vvIJ9GrZx+tcQK1UMa3HKKZ2H0lJYyUFdeUU1pdTbqrG6Xbj8Xpwut043E4cbicqpYowPyOhfkGEGIII1gcc+rf+46TTi0v0YHc5sLuc2N0t/7e5HDTYmqhqqqOioZZCcx1mTzUbi0vgEdA51PjVqgko0hBcrCOkWE9ApRZBPPMTW5VTYPinCZRmmNDYlKy5tQjvIe+Vw1VHpz6Wxs/P5IACtt5UyU5bNVMe78LWKyooy2xCVLUe7eXVlfLkrx/w5K8fsPKOjzAeimh46tf/sLZgJwBah4q07VGo10vnvXPuSz5tLL75rea/vV4vfV67ot3PMTChR5vbk0Ji2o0e8tPo8dMcv4mzjExb9Iru4vPa1GRm1kf38fSU2+kSFscDC97Av1bLT8FOVh/cxm0j/tIc+Qbw3NJPuGXobEan9j/lfa2xNPD8b59Q0FCO6PXy8PjrT/k528MjiuTWFpMefvSKl+crDbYmHlv0LgD1iXYy50eya6aUgim4FUdN48wZWUttig28YA1xkbzeSO+5kQgI5A6rY+csSXizhkq+UXUJtnbbOhEKbdW4tSJjUvvz/JQ75edpB0gwRuJRipR3byIuIIK4oLbTtH/YtYyDeUVggL/971m2/P1L1MrTO81LCY0l1RiHa2kTA+bEMPeVLLQWJVOeTCdrfDVZF9aw9MF8Jr6YesyINrVZgSug/UXMAfPaj+aLzQqkKLMec4QTVyBMeD+d7dPKyI9qRNek4scXD+BVSm2HZxsY/lHbYt2R0UU5o2rZd1E1tw27xMer9TAhBqnoiD1AEr8EhA5Vclx1SyE1XVoENn2d0kdgA6hJthG7LxDB6aXLRkkIm/p4GosfPYhH2/IdKW0KBv03ms3XVrDnMl+fORRg1zjROX375H+oEEphfUWHRbZaSwN3//AKWeX59J0XRdJGI4qjVMQ8koj9flR1tTQLbAAReWcmgtWtdLPHVIioaCc3+RSTsjGElI3Hv8Cw8fJi/Gs0KFwK/ItUuNQu8i4ygRsCi1Qk75JEtMTsEBIfC8Gis7MqIB9HhLSgUhduxr9eg8YtVxo9lcgim4xMJ6E3qRn8YQyr7yzk4Z/f4rUZ98nRLucQCoWCeGMU8cYoRtL3tJ+/tqmBOYvmktgzjbKmGorqy9lbmseOhlK8eFF5BIzlegILNRhLdQQX6wis1J6xNNTYbGmFdtYj3XBq3Pz8nJS6MPeVLCa+kCqlZhz6/XbrRX58+QAoQGUXCCjV0JjoaLft0e/cxEeXPsYPu35nbcFOktcZ6Tsv2mefUf9OoGigibzh9c3bXKI0uK2zmhj77t/abX/H/31zIh9ZRqZTUStVbP+/r+n72pUABBfoUIoC93v+Ra/oNJRugbGvJFKbYmPN3/ZRv8y3kuTeilzunvcKv/7t7Q6lW58odo+TSR/dhUGt45Lu48+I9+h/N//M2vydvDztHiZ/eBdmp40fb/jXWZdOezqYt3s5q/K3E5nlh6FBTdImI9mTatHYlVzwfHK7vwlNYQ52T6mSXigg/fdQInL82HpZOaV9mxCVrQUNS8jRTdqPB6/Cy9zKDSQERPLi1LvlhcgOMiQxk7fWzKGym4X+gQlt7rPi4BZ+2PU70Xn+pK+IYeWdhQx4/Sp23v/tae4tjEzry5zyXxAFL7FbA6jpYsWl8RCzNwCv0sv+C2r55bEcxr2WjMHU9iS/IdyK0gquw4FgThj37yRW3V6IW+cFAXQ2FWJ7xm1Awq5gYvYHoXIKuNUiVV0lISt3pDRm6PFTGMaDWtb+vZTf78nngjfbjwo+OKKO3dOquHHwDG4Z2nZxo2B9ADpBIxUH6SBb/1LmI7DpapVc+GKXVvtF5Prh1ogEl7cIUxq7immPp/PjM9nSQqcC/CvVeNUCbl3L96JyCs2WJouezmX2Q75psYYGaZW0sukPolw7lJtquPHrp6mrqmfkRwmEFB+fUD7i47av4dONU+emqF8juZX5hE7WMeD7WNxqEZfOg9KuoKhvPWEF/hirzr6FgIAKDYGVWgoHNFCXBMM+iaOonwm3EfZMqW4W2Q7jZ9eRti8CYYdAVXcLBf1MqG0w5dWM405Tlek4ssgmI9OJBJfqGfjfaFZcv5XXV37F/WOvPtNdkjlHCNT5EasLZWL6ENTqlgpxVqedrMp89lTksr+qgL0lB9neVI4XULuVGEt0hGcZiN7nT2CFtsOriZ2K4HvOJQ/nNv8duceA00/Eq4KovX7kjahvEdjaqIJ1mJv+90zz333m+6bHHBhTy57Dk8UjmP7x37lu4DSfggi950eyc2aL0faZmHTIyLTHkanR1WlW+s+Jxr9Sw97hB+n6axhKj0BEjh+pq4M5OLK4zTZOdaqdQ5QmjbGBETw2+eYOH2d3OdGpO2el/M3V3+AWPfz1i382eybO+OQ+bho8k7tGtp0Sfr6iFKR0qspuUsp+zJ4Axr2ShFdBuwLb+quLKO/VkuKftiKEA2NrOTBemlgLLgWGBnVzBNthMhd0XnGLosxG6l1mHp/0N1lgOw66RyXTLTyJrOoCtpZmsa5gJ8OT+/jsc8/8VwHosTjcx2tp/u4VzOw15vR1FpiYMYTPNv9EdaqFnr9EsHVWKb/83wG8GgVdVofS66cIdk+r4reH8hj1ViLB5a1FjM2XleNVC2DxgB+gAa8A05/oyvK786mPtzP38b3MfLhb6w4cweGoTpVLwKVsSa9M2hBEdFYAtdGSwGUKd7Z5PEDu8Dp2zajkuoHTuGvE5e2myisUClJD42iMrjnWVwSAGzeFgxqbX2f8GkrqupDmAgftfZYjEUQBBXD4tm9McrLhhpLm93sujCB9RShzXzlU7KmNTEylW0DlETA5LK3f/AM1lgZu/PppGssaGfV2wlG91852DoyuI6LUj+HGbmwLPQBAVZqZ/MH1uJUiWrOKsIKz0yMy87dorEEu/Gu0+NWq0YgaJrzbha1TS2hIdOBVeFv9FnRZL0Upmg/qKRhgwmUAj+BFODNBfH8KZJFNRqaTic4KIHN+BF8oFpIQHMmlfSae6S7JnMMYNDr6x3ejf3zLYLJFeDvI9pJs1qfsYt9F1fibtERv8yN2VyDBxbrTJrhp7EpG/zuRjdeUtvIJqex5aJXWCS6tB6e/9Isevd0Pq9FNY3LriDa1RcDl1/LLP+/l/YBkTGwNcrYpsB3mjxVHDwtsV/abxD/GXXfcn01G5nRiD3DTbUkYvX6K8Ll/e/0cidIpEFqoJ2q/P7unVpE7sg6vAkpNVQRo/dhbkYfJYUEtKBmS2As/jd5nQlhhquHN1d+gV+uY2n0k8cZIPtn0IypByXUDpxHajpdouaMBgJzaomP23+VxszhrLR+unUtRUyXdw1N4YdqdJx1xNj5tEL9mr6fe1sSzF92OzenguWUfszJn259OZJvZczQrc7awpVSaOAdUatGb1O3unzOilvJMaQKtdCkY+EUsAVUacsZKBRAi9/nRf04MOqs0JRARqU2yEVCjRWfunGmCKcLB7slVJOsjGZ7cu1Pa/LMgKARemn4P83YvZ195Xisf0SM5LLD1/DmCPVOr+GLrwtMusnWPTCHaEEppZhP9fojGFOc8FJHmxebnoPtPcRjq1Wy6upQV9xYw+LM4YrICfNoY+nEMpX2b2D+pDs8hM7Hl9xUw5pUERn6eyIJHsxHbuTTtBje1KVYEt4Lwg37Naanj3k5i1/RqktcaiSyUzqc1q0h8wNiusJU7rI6dMyu5dsBU7h11ZbsCm9frpdFuJjIolL398/CovTgNHjxqEYVXgc6kwr9KQ1S2HyEFegSElsIFXhj/WjJBlTrcqo4pHiIiK+4qpCFBKragcIP3iO9Da1LS6+cIErYbARjyaRwbri9poyUJhVfh4xHaFlanndvmPE99ZQMj345vJbBVdGni4Ki6o1a7PBNUJ1mwBbtJ2B7ksz19ZQjuEC9DQrui/k4ap0bk+ONfocFp8KA1K/FrOHtFREOjGkNjy3PfZRDpsj2cpgI7y+7MZeDXcQTVti5u4N+oAxeglxbqZU4dssgmI3MKSF0XgjnMyfN8SlRAGKNS+53pLsmcRxwpvF07cBpOt4vNxftYfnAzv4VtIGdMAcZqPUmrg0jYGnRUj57OIrTYwOTn0ijrZmLL5WW4m7xwZBCEBiwRLVESQcVaBn4bw68P5+Ew+hq/Dvwqhi3XluPU+m5vXo09Tl6aejeTug47oWNlZE41K+/4kJ1lB/jnz++wd3I1OWPqmPJEms8+gqig5y8tk+vMnyJJ2mhk499KmfrRva3ajDAEMzCuO5cPmERaeAJ6tZY5O35jUdZa1E4lP+xaBoDOrsar8LLiwFY+ufIJwv2DW7WlFVqGij/tXcW0HqNa7eMWPby/7nt+2LaMOqeJmL0B9N0XxYELS3h52ee8+5eHj/t78Xq92N1OdCoN03uOYldpDtFBYTz/28dY3Q6eueh2LvoT3teBOn8u7DaULaVZJG4KQt/Y/lB+z4VVUrSaFxRemPFISzVERECAqq6WZoENJC+p8AK/1o2dBJuvLMWudzErcrBP9KZMx0gMjubeUVd2eP/0laGU92jiIMVkVebTLTL5FPbOF4VCwYU9hvFt3S9453oZ/1oKi586CIDeIokWsXsCGfW2itW3F7Hh+hK6Lw6n6/KWFDd/m56MdXqyJvmmMK54oIhLHu/BoKA0NjXmYAq3E1gtCQlNoQ5W314keaId1sK8oG9Ukbo2hC4rghnyta/3mtbW/r2TP7ienbMqubr/FP4++q/NAlu91UR2dSHZVYUcrCniYGUxhfXlWA5VPgco69UkfRcioDgUaaaAAxdI96LaJuA+nPlphqBKHdYgJ5ZgF8El+mP61f3+9wJMMS0LlEcKbDG7AhjyRZzP/jH7WkTMw5VVm49VeHErPceMLn1h2afkV5Uy8oO2I9i2XFnW7O92ViFASEHraEmNXYWuXkAQBPQ2DSKiVNW2Tgd1bbRzlhNYpSWwSgspIl4BLMF2TNF2gir1BFb7/tv2/zaCij7HjlyUOTlkkU1G5hSR+VMktlA39wuv8+mVT57WKnAyfy40KjXDk3szPLk3D4+/gU1Fe5izfQkrwreyb1o1CeuC6LI6xGfV61QRkxXI9CcCKelporRbA6WD2v4h3z+pjtqudhxBHsIOGqhLtCGqvaQtDyEqJ4CR76hZdl9+h88ruBSIal9PoYszx/P4xI6nt8nInAmM+gBGp/bn4yue4NL//gOnwUPhgEYStwQdNRo1sErLmFcTOTiijqwLpRSl0Dw9tSk2qqz1LMnZwMIDa5neYzTPXHQbwYZABFHBhc+ksvHGUtw6kWHvxeEyiKy5s5hLPnmQ56bezogUX09KzREi29IDG9sU2V5c9ik/7FhG8lojfTdIURkAZb3MkHli38sH6+fy5ZaFNDlbPIvKzS2pWFVNtaiVKp5Y9D4b8nZRYa/jzVkPMOY0FII404heKR0oZV1wu9dIU6iDA+NrUToUeHRewg/4CmcTXk5h3Y3FWMJdrL65kJEfnpoIFLu/m8ZYB1f2nYTR3LninYxEXFAE5TXVPtsGfRHL4scP8tHG+bw2/e+ntT/j0gby2eafqE20EVZgYNCnMWy6voyi/o3NVRFDiw1MfCGF3+8rYN9F1dSkWhn2SZyPR1RIro6annYfj9fvH9rLTQEXsKkxh5zRdfT/Pga3RmTFPQW4dCKxOwMIP2jAo/ZSmW6hJs3KnilV7JtUTWSWH71+ijxmQYKivo1sv7iCqd1G0i+uKx+s/4F9FfnsK8ul2t4AgMqtJKhai1+pmqSqAPxrQjHUqdE3qNFYBB8hS0SkMdZBeY8mapJtmMOduLyiJAYGSBXXR72fgFcBwtGLhgL4CGx/pCyzifpYG8GlkrC06qYCnIaWRs3hzmZhEsAW5MargMij2A6sL9jFgr0r6fdDNMby1tFRS+44gDNApC7A3sbRnU9xZgP+1do2U40PYzE6sYS6CCk8tmh5JHNfyQIRItdrGT4/pTO6e1qJKPBHY6tjww3lGCpVhBUbGDDXt0hIcK2BgHUGqpMshBbpZV+2U4QsssnInCIUXgUDvoxh7e3F3P6/F/nqmmeJM3aev4mMTFsoBYGhSZkMTcqk3FTDdzt/Y45+CXkjc4nfGkjGsrAOlVk/Wfzq1Kjsh364vYAHn1+cmD3+lPU1E5qnZ9QHiTRG2ll2fz45Y+tQ2QS6LQ/3aS+oVEtjbPsDy4zfQ+m2NJw9F1VxYJy0+i0LbDLnEimhsUxIH8xvBzay7bJyDoytZcSHCc3G1G2htivptjQcvzoNfrVqQgsNzRGfLq8UCbq3Ihev18vmwr2IgheVS2DEu/HShE5UoLXCmFcT2frXcu5wvkSP8BQu7TeRGT1HA2DxtNx3j/3hnvrP+rnM3fE75ZYaev0cQdoq3+p0oQV61hbs5PIvHubSPhOY1XNsuylXf6RHVIqPwPZHLu0zAQCDVkeFXQo9cLja91Y6nxiV0o8XFJ+SN6yevt9p2TephvgdgQRVtEyA6xNs0iReIUXU9PvO19syoFaLJVyKLm6KOjXfmxcv264oJ1gTwPUDprF+xZpTcp4/O6JXxPOHRSZ9k5qoff4sZeNp70+v6C6E6YwU920krMBARJ4krloj3BT1aSBhhxEAg0nD5Ke7sOrWIqoyLCx8MofBn8cRkSvtP+CHWPbYq+j2cyi/3V8A/oABii3VqO1KCgc1UhdtoSlBEpEy50XSZV2LWJS2JhQRkdzh9RwcU0d5DzPlPcxozUqMxTr8ajWoHAJKjwKr0YUl1IU12IU1xIVSEPg5azU/Z61G51ATVKwluEhLclksQWVaqbpjBwtPCQgEl+qbha/qFAurb2tJv69LsrH3wmpyxtXRY2E4GSvaL2RT1K2xze1qs4DrkB2HJcRFcKme7JHV1GT4VggW/iA41SZKz9iukUntnvM/a+cSVmwgcUtQq/dERMyJ0m+NcHo0NjwqqEw3H1Vkswe6Ccs/gaIFdkALNb0cMP+Eu0hR3wZ2jy/HEQkXPJlIoMVw7IM6AUEUGPrfOBY9ehBrjJuun7auGLv0wQLJn88LuGDMO4mElJ+e/v2ZkEU2mXOGA6Nr8Sq8R/3xOdtQuQSGfBTLqnuLuGXOc3x59bMEGwKPfaCMTCcQHRjG3SOv4MbBM/lh1+98pv+Rpf3zSNpgJGNpKPqmUxfZFlymp39ZHAk7LQSXaBFEgezxtUTk+KFww8p7ClE7BIZ/JFWaCqrUMeLdeNbcXkzW5BqiDrQYzs78RwaiALYgFxuvKW1zFTdjqTSQ0FhljwmZcxO1UsWr0/+ORxTp968rMUc4+eWfB7no6S7HvFcTtrVMfsa8lcS6G4pRigK2ABe5tSX8a+WXrMrfhl+jBsEjTQwVR8zJdWYVwz6Io6KbmbzRVTxR/T5P/Po+z190B2vqJNHuH+OuI+wI37ac6mLeWfs/wg8aCArUEVClJXdYHYGVWsIPTZIzloWia1SRP66Cpyr/g8lm4bpB03z6XtlUx96KXARBILuqgIszx+OvMWCyW9Aptdg9vvf71G4jeXby7c1i3VUDJvPTvlUMSujJxIwhx/eln6Pk1Ur+SvHbg8iaWMOB8VIRgyMrMRcOaAQveLReuv4WiqFRWlyx+7vZeHUJ8UdcM70WtO/zdTKU9WyiIt3Mm5Pvl8c+p5Ap3Ufy4YZ5iIIXQTzCh7G7+Yz0R1AIzOg9mi9MC+n1s4jG3jLdbIxxwI4j9hUFxrybxIHRteydXMWaW4oIKtPSe34kYQV+DJojpT52/cXI/osbQAG/1u9k6HfxrL+6uFlgA3wEtub2EUhbG0ra2lAaI+zsnVJNbbJNKhyi+EOkvVcqMBBYoSVueyDGch2B5Vr0japO87jN71/P9ksqfDe6kTwSvVCbZGv7QGDn6DJyJx8hsjlg5qMZCAg+Vd7jdkv32t7pfyjCIIL/H1I9SwY00TU0sd0COo02M9vL99N3fXSb30FThBNDjQqn2s30545eiKKzSNpmPOY+oUXti0aVaWYUooKosoBW781+rBtbZ5SSsOnknlfVMRYch+Iqds+sZvhXUqRwTZyFkr4m+vwUfVLtHw2NXcXMR7u2+76xUEtDkkMS2hSgO4rlgMyJI3+rMucMey6qAiXsnVLNzAcy2jUqPdvQWlQMfT+O1fcUccd3L/LRFY9j0LQOt5aROVX4afRcM2AKl/aewLfbf+VDzVyKBueRsiKY9BWhaOynTpgKL2pJD+q2LJyKjCbWH6p+NeL9BJ8w/oh8f3QNKuxGN1svLQek1AlBFBBEKfKi/7fRLL+vwOccqauCm58HqWuD2TO1/cIIMjJnO0pBYP3dnzH8resRvV4WP36QqY+no7F17D4NKdIz9cl0RKUXt0Zk019L+S8LARj4WfsFCBQoiM4KIDorgL2TqsgeX8sji98B4OkLb2VaT9800ZyaQgCqu0iREOtubKl+GlHgR68fIgiq0JG0xUjSFiM7p1fwOl+xeN9abh42mwvSB+FwO/nrl/+k2lLffOy7a79rt48Lb3qzVUR4bFAEa+76pCNfzXlDfLAUlbbmliI4QiwtHNRI33nR2AJcVKdJ/y5qu0DXJS2Lk789kIvLIOI0SNEnPRdGEL+zdYRKZ1A4rJHMyC6M6TIAl8t17ANkToi+sdKEuirdQtR+fzxKkayJksByOv3YjuTizPF8snEBRf0bSdkQTL850ey7sJoev4S3uX/6ylASNgex6epSalKtrLqjCKVTILBcQ9R+f3KHNvhExK+//NDz5pC3IMDcl7IY8p8YYnLbvp6DqnQM+1TyZRMFEYefB6fBg6jySlUa7aduWuzUuRHcCrLHVreefatBsIGoAxS+vmlOlZufn84BAQK2/+EwE837aZzH7vsFr/peC/WxNsq7NnHbwL+2e8yu8hy8QFhe26JVUJWOoZ/FE1R17sxr9A3qoy7I9v8xtt33OkrKpmCqu1uwRngY+F1Le7ZgF4JHgYhIzqg6UtcaUXlO3XVXE2+htJuJ3ktaRL1x70tpsGVdTNiNLgzWs9BL7zxAFtlkzgnshiOMTIFNV5Uy5Mv49g84y/Cv1TDkg1jW3FnIAwve4M3ZD6AS5IgbmdOLTq3hukHTmJ05js83/8R/VQspHNFI+pIQUtYFozwO34oTIWdELbunVyF4FIx8L6E5deJItCYldqObpjApekVU+Q4419/oWyFLcEPvn1rSoNZf134FLRmZcwWDRsf2//uGm+Y8w+bivfz89AFAqrDbUQSPAo1NSeKWIKoyLKStCCGkpGPpMz1+iaDr0jB+fCEbgMldh7cyrL8gbTCa6RpMdjNGfQBhfkb8tQYW7lvN78bNrI4tov8X0UQfqhzYZXUItV3t5LgKeWnppxysKeJ/W5dQ6zABMOKDBHZPrWwzLfzJC29hQvpg/LVySgtIRvjRAWGUN9X4jI26/xJOedcm8obUS2miHhj6cVzz8/PAyFpcBimlrCnKCV5IX9E6nagzcOo81CbbmN2l77F3ljkphiT2Ikjjz7obi/GrVWMJlQTN9PBEPrv8qTPSp9igCMak9mfbmD0kbzQ2i+2HsQW4WPKPXC58vktz4Q2dVcWoDxKxG9xkTaqmIsNMfYKd+sRDeYhHZsSqwb9CzQWvp+Dw87D48YMgwIZby4jZ3Ei/BTFHFc0EUUDfJJzSiP4jqU6xUh1nxhopidu9vgwlbWdEc3q/qAdloxR9+POzOQz6IoZ1fy0BNVLEEdA0AOk7OPTfBe/6ej1rTUocgR5+fHY/StcRz2tR+j040otNFLzsvLSK5KAYpnQf2W6/D9YUo3Ep8att/3s6lwQ2oKUQwAlkk3aU4GoDk15Jb7U9freR+N1QntGEqPTSEO8grODUyTHZw6qo7Gcnd0gDs5/2HT9suLkUgJoEK4Pmnjtz6nOFcyMUSOZPj86qYuR7CajN0miyrPeZCYE/GYJL9Qz6NIZ1eTt55tcP8Xq9xz5IRuYUEKjz466Rl7PwljeZNnA0e6dVs/SRfAoGNOBV+F6XdXE28gfWt9NSx3Bq3Cy/M5/d06tQ25VMeCml3VD+9GXShM97xHhu3Q0twpk9yNcVeObDLYMGt1qkKkNK/7huoG9KmozMuchHlz3Gp5c/2fx634RqvBzfb0f8jiCGfBZHxu8dt1rw4qVgUAMAMdq204g0KjUXpA9iduY4xqUNJDMmjZTQWO4aeTlfXfMcfZO7sf6GEnJG1uLFi1+9hnEvJzH+tRSEHS4+WjUP9V6Rnj9H0HNhBBEH/Rj/Rgqj3/Y14I8NimBWr7GywPYHLu97YcsLEfDCnqlVrL+hhMru0nMwbUUoYQV+7JlURWG/Bsp7NPm0EbO7dbpUZ7FvUjVKjZJZvcaesnPISCgFgVdm3EOAxoA11M2Y1P68OesBvrv2JXTqMxelcs3AKTSG2qlMb10AafHjB/FovCx6IofKNN8xvc6qou/caC56IY2ZD2aQ+UMk8ZsDiN7rj76uZYG6/5zoQ2KZmokvpBK2X1JNygZa+O2eg8f9rDyV7B9XTd4EKdUz9ICOtJ2tU7Q9QWCoU+FWidK4R4cksLlpEdMVgAiZ34ejN/v+2170TBdSVwfjVYLTv6U6e/rvoUx9Mp2qVOnfwYuX3dMqaYyx88zU24+66F/RVIvBpOm0dNkTxavw4lGKZ+zftCHCSpPx2KZztfFWKtKajrlfdHYAsTsCCOvkSs510VYODKtBRMSt9rT8u7VxGqUFUEBFb7nS6KlAjmSTOWcIL/Bj1PtJmEId+JnOzdDWyAP+9JsTzXxhBZGBodw+/C9nuksyf2Ii/EN4bOLNXD1gCm+vnsNvARvJHV9Pt5/DiN7nj8KroKh/A2r3iUVdiohkj68l+4JaRKWXiP1+DPss7qiVjLZeWSb9oQClU4FH46WqW9sDgCOjejwqkQXPZze//vvo9tMfZGTOJfrFdWXrfV/xfz++zoqJW9g/sYZpj6ajdhz7vnRpPdTH2/Gv1tAU4aAh1o7gVqBrUqFrUmEs1fmYd9sCXJT0NVHa30xdjJXL+0ykqzn4uPts0Oj44LJ/8tSS/zCP5fjVaYjZKwk6/rUahn0orZo79Z5WabAeje8k6uWp9xz3+f8MXDdoGoMSenDFl48QuzsAl06kKs3is3yuM6moTDNzYHyt78FeGPtmUpvRxJ1BdaqF/GEN3Dfqqna9nmQ6l8GJvVhz9yd4vd4OFxc51fSN7UpaSAL5I+qJyvZvvcOhwhxr/1ZMZJYfClFBQ5wdY5EWv3o1vX+KRkAg6oAfiduCUDuVCHqB75/eC0BNooXQEkk98K/TMOrjJNbcJBVRcIR52T+umm6/nxq/wePh50ezcQaJza9Hf9iStjn7gW7N0WwA1pAjFhJdSJFsKqToNRHGvp5EcGXb962AQO8FUfRaEMH+iTXsn1ALXuj5awS18VZCCvW4VB4Ojq0jd0Q9/7zgRnpFdzlq32stDWjrT2/mjVPvoS7BRn2CjYZ4O03xLsx+Dul68YJKFFB6pP9ULgGlQ0DdpEDboMS/RkNghRa/Gg36RhUam7LDBSraw60S2TephtokG9OezjjqvkHlOmxBHUuND6xvOwJw5U0FNEbbmPxCGir38Uk15b3MFAxuIHVjCPYAD70WReIMrqDPvNYecDOe7oYoiLhVYhstyZwsssgmc04RVKkjqPLcCkv+IwnbgrAFufiAH4gKCGV25rgz3SWZPzlJITG8OuPv7CnP5c2VX7MhbC8BjVoS1wSRvC4YR6Dn2I0cweFqXvsn1eDSiajtAgO+jmk24z0aGb+FkjVVmhA2T7aPmHOHHzBQnW5lwkstpdUPjK718WHbdt/Xx9VfGZmzHZWg5I2Z/0ef164A4KdnD9BrQQRpq1un+rl0HrZdXE5Fd3MrweqPKJ0CiZuDCM81UB9nJ3d0PYJKYFBCD64aOJmBsd1ZtGjRCfVZoVCQGZ3GvN3LUTkEnDqPj/+jOdTJkodyUVsFLno2DdWh9KbgIh0pa4PJG17PZX0m0iMqpb1T/OnpHpXC5X0v5Hv3b0x7JB2FV8HuyZWUd2/CHOFi16xK2gr86PND5CkT2Bx+brZcU06/2K5c2W/SKTmHTPucLQIbSH25vP9Enq39CFugC72pJURdYxJwBoqorAoEBKkQwSEqeklCk8aqotuycPzrtG22v3dyLRlrfUW0ER8lkD+wnu2XVpA1qZbIrABCjlKF8o84VW5UbqFTfJ9FQWTNTcU+AtvMf7QWaWY+kMH8V7Jbbefw16UA3DD6lQSC6479WZoinSidAvoaJU4/kd/+L1eqPuv1Yvd3I+rg9mGXNFdoPhpuUURxCu0UrUYX5jAnjTF26uPtNKY4aAqULAMCVAZ6RKfSLTqZuKAItCoNDrcTh9uJ0+PG4XZhdzuwOu002JqoaKwlv7aULFdLwQeFqEDvUKO1qNDUCejrVegbVPjVafA3a7F6WtsT/BGVWyBmdwD6xmOnFqvcAgG1bV+vHaU+yYaohaOsR7dLjyUR9Fgi3RP+dVJAypj32/dlFEQBjVNObDwVyCKbzDlPRdcmRIWXmKxzp3JV+vJQrEYXz/AhEf7BjEiRPUtkzjw9o1P58PLH2FWWw5wdS/jVuJ6si2qI2xKA2iEQfAw/p7JuTRwYW0t9og2vAEqXgm6/hJGxLLTDA9a09WHNItthZj/YErE28kPfVDJboMtHYNvy9y9RCvKAQeb8Q6FQsOP/vuHVFV/w5dZF7J5ehTncSdyOQMLyDJR3N7Pt0nKcfi2i+LUDpmLQ6EkPTyDeGEm4fzB1VhMmu5nihko2FO5mbcAO8oZL3iyTu43g4fHXE6iTokNO1qy+V3QaCiSDfmOZDo1bRW2cFZ1VjaFCEtxcBikKNfPHSLqsCUHtUNJnfhT6RhVzWMLEjCEMiO9+Uv0411mdJzme94/r1qpwklHnj1slsujZg4Qc0JGwNYieiyJY8mAulnAXKCBxYxB95kWx96IqAg8VozhV7J1UjTJQxUvT75a9Z2WYmDGU53/7lNLMJrqsaYlqnPxcGvNfysZt8DL+1QTUNgGvAG6dSGGfRg6OryNrUg1ej5fuK3yFtNtiL+S90l9BIwlZf4yOT94czN5JVTgDRSq6NXVYZHNq3Cy7P5/ETUF0X3riEXA1SRb2TK6mLsnm45kYWK5tM5K/KdLZuhEvzccqC+DCD1LRudvP4qlKtZA1oZr6RDuiyneB0qJyovQIeJRexEMz/2+2/EpMUATTeoxqu8FDBGj1uAO8WAKdKFBgMJ24h50XL6ZoB5UZFmq6WGlIdGDXSb8xGoWKrhFJjIlLp3tkCj2jU0kwRp2QaFxraaS0sYoqcx111kbqrE3UWRupNtdTWldFWVMtjYeEuBV5+fg9pCWwQENwoY6wfAMhhXqfKr0ASduDSdre1tk6n5mPnnyV1u1TSvGoYEAnFHGQOTFkkU3mnEfhUaBxnVuTagUK+syPwhHs4f/mv86nVz5Jd3m1XuYsITMmjcyYNB4Yew0/7PqdbwyLWT6ogJAKPYlrgojfHoTKKWAJdpI/pIGKrmbMEU5pYOcF/2oNyRuMpK4NPmpqaFusubagw/uKSi+LHzvY/Hr1nR+jVso/azLnLwqFggfGXsMtQ2fzvx2/8anqJ/KHFvnsE+EfwoeXPkpSSNuVRI16KW2zT2wG03qMwuv1Mm/PcoJ0/oxPG9Sp/U0Lj+edix/i36u/ZT8FRPmFclf/6VSZ68iuKCQBL346A6vytpE3qp7kDUbM4U6CynUkrw9m7+Rq/vbdc2y6979/SsHG7LBxy7fPsKc6D4Ah8T354LJHffaZnTkOoz6AOquJ7wOWsrFnKaElBsIPGrCESx5QsbsDUHoEMn+OanWOzqSsexOFgxu5f+TVhPsff5qxzPlHoM6PwQk9ONgrz0dkE0SB0Fw9tak2lt2fL6VBlkliWOYvOiq6NmGOdbF/Sm0rkS3a0NKOqAKhDY0qY0UYu6dX4dR3PBL/wKgavB6RsgwT6StCjjtV7zC7plXRkGAHL0Tt9UdrVtJ7fpRPNXWQov7nv5Dd9mxcAbHrDfRdEIumnX6IgkjWBTXkD2uQFle8YKhTE5XlR8yeQAQbOII8aC0qQop0zdFyEdv1aFHwqPNd9pQf5B/jr2tV2OYwccZITJEOBBHMYU7qE2zE7ulYUIMXL5ZQF7VJVqrTrNR0t2HVO9EKavrFdaVnTBdiAsPpE5tBQnBUpz3jQ/2CCPU7esVkq9NOQU0pc39fiCE2hKz0fPaU57LPU43OoSZuYwDpK0LRNZ2bY8rK7lZceg/8eKZ78ufl3LxyZGSOIDLH1+dh7gtZqG3CMfPmzzQKr4IBX8Sw9o5ibv/fC3x5zXPEGc+8d4SMzGGM+gBuHDyDq/pP5ud9q5m7cxnbo3LZObsShQc8Km9zBTu/Wg0xewJIXxbiU0q+KcyB2iags3Rs9bMu/dih+4f57f9ym/9eeNObzdE3MjLnO4E6f24aMovrBk1nxcEtrDi4lcGJPbkwYyga1fFFGigUCmb3OnW2BcOT+zAsqTeljVVEBoS2KYTf9cNLrGJ7czXTmN0BlPWSzKM9ooeqpjpigsJPWR/PRtbm7+D2H1702baheA8uj9vnO4wMCOWKQ2mZtw2/hHX5O/lw3Tx2xB0AEZQegcCKk0tf6gi1iVa2XFPGmC79uaKvnCYq08KoLv3YULAbt0ZEdURq2uj3k9g7sYrsCbUsv7eAiS+mNqe4TXyjS7NX2dxXspj+zwyfYw+TM6qWbktbPxtKDz0/jO34l7VF3I4gDkysxx4msuDZHGY/dPwRRXVxko+Y0qVg2iPpR43i33dRTeuZuAgIcOFzqfg1tB25Vp1kYf+EGmq6WPEKoHIKJG0IovviiOZKrQBVKWb0dSpCKg3UxFubtw/5XwIqt0BYroE53iWolEoeGHttm+ea1HUY7639jrzhDaQvC8EW3L5oeVhUq061UJ1upTbDhu1QpFpacDyXdhnF0KRM+sV2Pe7fqc7GoNGRFp5Ar4BEJo+YjFqtxiOKZFXm89uBDXznt5SiIfn0/i6C+B1HF+zORia9knamu/CnRxbZZM4/lOAKODdMHFUugcEfxrL63iJunfMcX1z9DMGGcyftVeb8w+ZykFWZx+7yXLKrC8gqzafIVIHbKw2sBFGBxqFEsCoIyzOQtCnoqNWRGmPs2ILcbXpHtcXAz2LYfF1Z8+te89sWnj0qUUqFAjbc8zl69amfRMrInG2oBCUXpA/mgvTBZ7orR0WhUBBnjGzzvbfXzGFVvm8eTlmvJoJ0/tw54jIuSB9MyJ/wdzExuCUS0aDWYXXZmdFzDAeqC+kRldrmMYJCYERKX4Yn9+HDDfN4Z+3/CDmoQ9d4aof79bE21t9SSo/YLrw49W45ZV/Gh6FJmYiCl+oUC9H7fSva9lgSQUCVhi1XlrPk4VzwwsyHMhBEgbD9emq62gBY8Fw2/b+JJjlLimLLWBFK9phasibUkLYitFWUmClCqgQZfqDjIpvCQ0t65wkEVVmDnKy8q0D6zB/HH1Vgq0gxcWBcizWGtk7BlBe6suL2AuqSbWjNLfesNchJwaAGKrpZMEU7mrMG/GrUZCwLI2mrsc1zrLmlGATosiiI+CyjlD7qpfm7St4YjKj08qViMV0jkttMHU0MjuaOEZfxNnMoH2AhZL8OY6kOfaMKrwBOgwdLiJOGRAcNiXYcGjcKFPQIT+HClJ70je1K75g0AnVtFL44y1AKAj2jU+kZncoNg2bw/NJP+EWzjvp4Oz0XRrRKIZWRORon/Kubm5vLp59+Sm5uLm+++SYREREsXryYhIQEevTo0Zl9lJE5Lnr9EEFDnO1Md6PD6Cwqhr4fx+p7irjjuxf56IrHW3muyMicKjyiyN7KXNYX7GJ93i52lR/EgweVR8BYoSegSE33yjD8azT412gw1KuPa6ARt+v4VgD3Taz0eZ22tm1x7sgUEFlgk5E5N6ky1/HhhnkAXNV/Ml3C4nny1w8YltSbdy9+6KwycT/dxBkjeH3G/5FVmc/Wkiy2lmSxPGczOwr2s+DWN456rEKh4OYhs9hTdpC1np1sur6M7gvDCajSoKBzv1NzqJP1t5aQFpPAe5c+jE59blZ/lzl1JAZHE64LpjrN2kpkA0jYYUTlULL5r6V4tF4WPpHDtCcyGPVxEiIiW64op6Sfia1XlJNTUUdXsTu9fo/CpfaQN7yB1bcWMvbtts3dCweZ6P6HSLe6MDObLi7G2gUQpWIEAgJB9frmip49fzy+zBK3RmTJQ3l4BRj4ZQwRuUePrK9O9Z2nhJRK+6vskgCWNbGaqnQL5ghnS9aAeCgddJ8/GcvD0JmPMY0/pPEdnNhI5vIY+nwXiVflWwkldV0I9Ql2nld+wuDEnm1WA755yCwyY9JYkr2BLQl72WWqRKQlmCFEE0j3mC70ikmjV3QqvaLTzvnMgiC9Py9OvYs+sem8zOdYIl0M+iwGpfv8XEDY36+CrBn1xG8PYMD8uDPdnfOCExLZVq5cyUUXXcTw4cNZtWoVzz33HBEREezcuZOPP/6Y77//vrP7KSPTYdI2hsLGM92L48O/VsOQD2JZc2ch981/jbcu/ofsLSVzyrC7nKzM3cqK3C2sztlOk9uKxqkiLEdPzwNhhOYbCKzUntZVu6YwBzljarHEHNs/5chy9zIyMucuWqWGJGMM9TYTNwyaTqifkVm9xp7pbp01jEsbyLi0gXy/cylbS7IYkdwH9VGG7h5RRPSKqJUqFAoFz0+9k2+2/8o3fr+wtHtec3GJzqIp3MH6W0sJCw/hvUsfwU9zaiqWypzbKBQKhnfpzYqSjfBTy/bS7iY2Xi8VXZn5jwxmPNqVn57KxmUQWX1TISM/SkRAYNA3sWT+FMkvjxzEFOXgrcKFpGUaCSnQkzesgfpEe6tU1G5Lw9k9owr/ShW/35XPwC+jCaiXFrBXPFjcErGmAFuQG79GDdljahj2dTxRe/xZe10Re2ZUMfH5ZPzrWy98Vyc0kTWxhvpkh1S581B7iRuDiN957MXFXr9FkjOxrvl17x8kUU/plhrKGVvXLKqFFOhJ2BZEeI7h+Kqe2gA9DP2PFBWbsrntez/zx0iW9sjn7dVzePqi29rcZ3BCTwYn9ATALXqot5oQFAKBOr/zdr6iUCi4ot8kEkOiuXfuq2y4qZTBH8c2V8I+n9h3eT0AIQflZ3hncUJ3xUMPPcSzzz7LfffdR0BAy4rEuHHjePvttzutczIyfyaCS/UM/jiW9Tfv5eGf3+KlaffIKRcynUqVuY7PN//EvB0rsHhsBFfpidllICo7nOCi1tWUThflCY2sv6us1fY+33fMpNvr9f6pI15kZM5VgvT+/HjTv850N84ohwtPbCrcQ6PdQphfEKmh8VyQPrjZp/WS3hdwSe8Lmo8x2c1sKtrH2C4DfMYJ/1n/A8XVFTw/8y4A/LUGbh4yi8v7XsiMD/9OfbwNUelF8Jz887Ix2s7qO4uIDgvng8sfJUh/9qeDyZw5hif3Yf6eFViCnfjVS9GOltCW6sXzX8omYU0AF76QyuLHDlKdYaUpzEFAjRSprjOrmPlIVxY/coDGYCtbZlpJ2BoIbkANC57JZsjnccTsk+alWrOU77nlmgpwwMrbCpn0cqpUzODw5e8FRPBrlPqjM6lwqTxYA11UplvAC2uuLWTSG74ez8U9G9h8bXnza41FiX+1hvjtgaSu67iIPfOBjOZiBKV9zaSt0aK2Sf0e8W4CEfknHg1WF2dD7QaXB6Lz2xb93IKbJQ/l4fQX6b44jJ90q7h9+F+ICgw7atsqQfmnKmwyLKk37/7lYW7/7gXW3VrCoE9i0FnOL2ExYWMgDn83KXs6Zu0ic2xOaAa/e/duZs2a1Wp7REQENTU1J90pGZk/KxEH/Rj43xiWHtjEE7+8j+g9N7zlZM5+/rdjCVM+uJvv1v1G7G8GJr6YythXkujxawShBYYz6jXRlsCmsgukbPQdxHnxsvmK0lb7evG22iYjIyNzNmJx2vh443yWHtiEy+Pm8cXv8dSv/2HTku1szN7Fwp2reX3VV0z56G42FO72Odbr9VLcUMGLyz7j/gWvc6C60Of9/LoyokKl1LilBzbx5M/vU281EaA1kBmTRnE/E0sezcOtPvGxhVfhJX9QPWvuLCYhMppP//oU0ceYlMvIjEjug0ahai5oApC+OpQjsg4pGtHEzw/l4NFIv+kr7yikPsY3rXLA94e8ClVQNMgEgKYGEGDD9SXsmF6OiEjCDiMBRYfM9dUQXKKjIsMCwEWPpzLgs0h0dUoGfRLd3HbiNiPxO4JQORV0+SUQFGCNFnFrfO+XPdOrm/+e/UA3pj6Zzph3ko5LYAMQEBj8eSwAu2dUMfflLGqSpD4ay0/OBkNlVeAyAO0kByx4Yj8LXszBHuxBVHtxGUQEj4JFWWtP6rznKwPiu/PR5Y/j7iKw4sFCSjJN59XYc8APsQz/PNEnDVjm5DghGdZoNFJeXk5ysm/++/bt24mNje2UjsnIdCbzn8pCNABemP3g8VcLOp3E7A1gwNfR/HzlapQKgccv/Jsc0SZzUry9Zg4fbphHytpgevwSjtreOWXSO4PqyJYBd9ryEHLGSukTU5/wrYxk93ez6Imc5tepoXFM7T6SovqKdkvPy8jIyJxNFNSVcc/3r1DUUIEoeOkWkUxWVT6ZcyOo6m7Fo5UmbX2/j2L7JRWUNVb7HL+3Io+Xf/2MqJAw7hl1OUsPbCQmMJwgvT8Ls9bya/Z6YgLDuazPRIL1AczqMw6tSorSeX7qnXyw/gc+2/wTTj8PqobWz02nzo0pytFuMZuKDDP7p9RQF21jYvoQ/jnhRoz61h5bMjJ/xKDR0TeuK4UZBaStaomWmf2PbuwfUsW+WbUElGtoinVKb3jB6e9h+d8LfIohRBYH8mDyLF7OnydFpKnBeVjjFSFvZANlmWaGfhzHhLe6MPfFLFCCMV9L1H4p2lJrU6Hyqpn4apdWBRMANHYVGZsjqUm3Yop2s+C5bAKLNCRuDiJubxC2YDcAavPJjz0M9UdU2VSANVRq2xzmIqTkxKKlzEF2dk4qAwF0ta3He06dG7e/r0CUtjKEpmgnq+K2ccPgGSd03vOdzJg0vr/hZZ759UNWGrYRVKsjYW0g8duDju2Pd5azbUYphYNMKLzQc3EkXdZ2nq3An5UTuiIuv/xy/vGPf/Ddd9+hUCgQRZG1a9dy//33c80113R2H2VkThrRcOgPBbhVYps/qmcT8TuC8Arw4+UrcXpcPH3Rbeet54HMqeWX/ev4cMM8ktYaCSrWnlUCG8Dq/ytp/vuwwIYIgthyj5Z3a2L9DS37qQQlc69/9bT1UUZGpvP4dNMC3lj1NRd1HcaLU+8+0905rXywfi7lldWMfyuZsp5N7J2cD0DJYDN1sVZASj3bfkkFA2K6M6nrMJ/jE4IjafSY2Xkgh6zqfIrqK7C5HDw47loabdKCRZmpmn8t/5KXpvt+twaNrjkyLn9IPT1+aW3svuKuQswRTsa/kkxQVYsPlVstsu2yckp6m+gZkcqrY6+if/zZvWApc/YxOKkX21KyEAWvT/R81w0RdNkSRt6QeupLLZQOsDDo0xj8mjQsv7cAFFI66ewHpGvOX6Vj+vMZLHgo2zcnywOCA+xBbpbfV0DEPkNzldC6rg5Uq6UXAkJzWml7aG0qNC4tYqAkepkSnOxOqGb3xS3C95Rn0to7vMP41R4hsjkhYo+eqn42arpYCSk5MX+sJQ/mw6H6I33aqND+89MtC5Z4paqq5jAXoXl69lbk4hY9qISza6x4thDuH8y/L36QbSVZfL31F5aHbWHPtGoicv2I2eFP9L4AdE3n3nytIqEJrwq8XgiokovXdAYnpDQ8//zzdO3alfj4eMxmM927d2fUqFEMGzaMRx99tLP7eNy88847JCUlodPpGDx4MJs2bTrTXZI5w8x+oBuZ8yJJ2hB01gtsh0nYFsTAL2P4Zd86/j7vNWwux5nuksw5hsPt5OWlnxO7KwC3xoNXOLtC2+tjbLRV6G72P6SBdHWKhbmvZDULbNcPms6Xf32W+Te8djq7KSMj04nUWBoBGJnS7wz35PTTNSIJj0bEr05D8oaWdPjDApu+UYXbT+SFKXfy8ZWtK417vWC221CgaI5yW5S1Fq/Xy+xe47ii7yQSjdH8cmBdm3YTJrsZgOzxteQPqm/1vlsrHbN3couQYA51svz+Amr62nnywlv48upnZYFN5oQYGN8dl8pDQ5y91Xsqt0D6mlBKB1lAgE03liG4FQjtDH01dhWz/9GNyf9MRbAipUWqQdSDUrqdqOpubd6/Os1KQd+6NtsCsAY5qY9s2d+tEqnqYUHhhpFvx6Otbz13KO3W1Grb8aKxq4jbFnjoBVT1s4EXapKlvoiIbLi0iLmvZEn/vZRF9qhqmoJbf4cA664rbhbYACzhkkj42wO55IyolTYeOe5SgFcFG68pIahMh9PrprSx6qQ/1/lOv7huvDrj7/x++wf8c+KNxI+KZ8cllSx6LIeVfy9k34RqahOtiGfZuLs9kjYGSdeFAJE5sr9mZ3BCUqtGo+HDDz/kscceY8+ePZjNZvr27Uta2skr+ifLnDlzuO+++3j//fcZPHgwb7zxBhdeeCHZ2dlERBxfOeY/E06NGwTpYX++0uU4vRLOBuJ2BaJyCKy/bhd/+/YZ3r7kIdlcWKbDLMvZRK29kYmLUxFc4PA7duXO00HusDp2zqxsJbAlrzPSdamU92GKcLD6tqLm97746zNkRp/53xgZGZmT487hl3Lr0IsJ0BmOvfN5RklDJSqXErygsSnp+10UeydX4zz0bNa4VUzoMZzJ3Ua0efzK3K3U2BoACNYHUm2pp95mYntpNv3iuvLQ+Ot4ZNHbFDaUU2GqJSYo3Of4qwdM5aXfPwPAGtJiOi8KInsnVaO1KLEHuanoYaYq1YLaLrD83gIC1X589dcn6RIW3/lfisyfhm6RyWgFNTXJVkKK2onSsgCHspVX3FPAzEe68ePT+/HovYiIrapr6pwaZj7RDbdKZMELUhEBz+FHixefKqLbrqykpI+ZEZ8mtDrtLw/lggCpSwLpvSyWbVNLQQHGMh3hhf5MeV4qflDetYmy7iaq0qyEFp58JUYRkZJ+ptZfQ4gTURCZ/1K27xsC7J1Ww95pbXigH/l5kaL60taFkT+oHoVbQWi+XprvtUHSRmNzVF1ZYzWJwdFt7ifjS5Den7/0voC/9L6AequJ1XnbWZW7jXXxu9g/sQaVW0lIkZ6QXB0hhXpCCvVozrKMEoCovX7sv6ThTHfjvOKkFJWEhAQSElo/qM4k//rXv7j55pu5/vrrAXj//fdZuHAhn3zyCQ899NAZ7t3Zi8sgYg90E1p0/ops5ypR2f6MeDeeDX8r5OovHuW9yx4hNkgWjGWOTXZVIQFNWvxrpGVNgxRAQmkPE3nD6smcF0FQzekt1+1WieycVdnme33nSYO6on6NbLmipRjCt1e/QLfI5DaPkZGROTcQvSImu+VP7eH1+/5NRG/3a06VS94UTMzeAHbMrEBtVVI4rIEJ6YPbPX5oUiZpIfHUWBqI8Aum2iJFo7247FOsDjsvTLsLk83C3SMvR/R6+WX/Op+U03fW/g+Aca8nE3SEsfqam4up6WL1OdeaW6VFjvSQBP59yYNycQOZk0atVJEZnUZJSjGsbHufhG2BFA0zgRI8aikKKGFHEPlDG9h0dRnDvm973qlyCxhqVFjDjhCR/hgp74XIPa3HPKuvL5TEvUAIz5EUupJ+UtSnscA3dS56fwDR+zvvGbblivK23/B4WfC0r8DmX6nBHOlsv7E/fN4JL6cCYKhTE5ZnIKTUwP6RbUeplaeY0DVIc8AaS0OH+i7jS7AhkOk9RzO952jcooesyny2FmextSSLHRnZ7HfVgBeMtXqMB7UEF+sILtETWKE9o8XHABR+KsmqxQEHhtdgirQzYG7cGe3TuU6HFZX77ruvw43+619nphy70+lk69atPPzww83bBEHgggsuYP369WekT+cK+gYVNUlWlE4BY4Xu2AfInFZCivWMejOB9beWcNV/H+XdSx+WRQeZY1JlrkNf0/KYt/u7+e2BXPp8H4UlzMXa24sJz/YjoEpD1+XhR2mp82hO1xbxMSw47LWy6cpSSvq2rOpuvOe/6NSyP4SMzLnO5Z8/THZNIf+98ml6x6Sf6e6cduqtJpRKJYLbN31IVHqpS7djM7i4d9SVjEptP4023D+Y7294BdErMuT1a5u359WV4vK4ufbrx/F4RVbnb+ffq78FYHRqf/RqLdXmeswOSUgT3AoU3pZJXV2yjYAKDWF5BvKHNTRvVyoEPr/q6VZpqzIyJ0rf+K7sScnBixdFG34RAxbE0nVVKEv+mU9AuYaKtCbKD6VllmU2UbK3kcx22p70Uhrr/1pEeR9Ly8bDt5sCcEDa5tZjHaXTi86j5ILHU8gf1ECZwURQsZLGdA+lfc30/enkPvPROBzFNvDTGEJL9TRE2dlwUyn6OhVNsS6ffY8qsP2B8a8k42eSxk6RB/2JPChlwTRG2ltFvAE0pDrRrlaiFAUsThsyJ4dKUNIrugu9ortw3aBpeL1eihoq2Fl6gO2l2WxP3c+OxnK8eFG7lYTm6Yna40/szgC01tMf8BJcZWD2Q91Ydlsuey6qBhUkrDcTUS5nT50oHf5X3L59u8/rbdu24Xa7yciQwmcPHDiAUqmkf//+ndvD46CmpgaPx0NkZKTP9sjISPbv39/mMQ6HA4ejJeHfZJIedi6XC5fL1eYx5xJut5SCIOiFY1bgM7g0qJVKBP254Vl2NnD4uzod31mgRcfo95NYf20x1331BK9Ov5chib1O+XllTg+Hnzed+dxxul2gUDRfn4erc26+pgzBCVqLkqhcfwJrtaftvs/rJ3miGMu0NMS1PHsPn/9Ige3zy55CieK8eBafTk7FtSTz56Qzr6XsmkIAgrUBf7pr0+K0MePj+7DYrHQpiPN53pb1N+M0eHh/9sP0j+vWoe+mwdaEQzxiv0NCgucPPmzdI5JRIeByubA7pedt2rpQjE16OBTQ41aJiEovgTVa+v4STdGARjwaqcFlt7yPWqHslH8v+bkkA9I1adO5sMV48K9vewEt0GGg55II9oypYt3fDhU9OiQMbbiihFRLWbtjlthcI+WZFpQO8OilY5qFNh3kD6ondXeozzG9VsdgDnPQkOrAEulCUCgYNi+Fxf/IwRkggp9vMabOoi6qJXo0MV/yaNwxshK8UNWzRejqNy8am9GNyqFAaVNQntBAZQ8HQ76OJqwqkE2XlNAYZUdrUeFWi/T/MZrgJkPzPX4kpf0sPq/VVgGXXkRww4YbS8ELHrfnT3Gfnu5nUox/GDEZYVyUIUUX21x29lcVsrM8hw2Ju9iWvp/dM6uI2x1I2ppQjJWnf3HDHuJuFqTDTIaTmhso1JKSez5dS8fzWTossi1fvrz573/9618EBATw+eefExwsPRTq6+u5/vrrGTly5HF09czzwgsv8NRTT7XavmTJEgyGc98vZG9TMQA9PuqBXnl+R4OY3FYaXBYS9KcnIudIen7S87Sdq4+YyZzytdw9/xVmRw4hMzDptJ1b5tTz22+/dVpb7lorllQXvb7uhUKh4Pucvc3viRqwaTyUXGXltqTRnXbOo1Fur+f7YqkP1w+fyOuF0vLw02lXwDfSPg11SpbW7gKgcNt+Cml7gUTm2HTmtSTz56YzrqWrY0YDCrav2cT2Y+59flFkq6bRaeZvSROJezqUOpcZp+giQGVgdckyIhVGqnYXsHh3QYfaa3L7RpoIbUQEBaoMTPPvy6JFi5q3peojKRvZwMV/zcCgktJFV9ftg1roOiqZlX3y8RyKtHsgeSarli1v1e7JIj+X/txYPZLY6/9i2FHHrwZLOXvKWlIb70+ZQbXDxOdly5lTvoaHP5qNWmg9jc0EpgOra/fyW500ljjy9tjxlwpmPTK21XH1TjPBmpaoHafoYnGutDDp934EaQExHf+QHWRzQw5USxWGM7+R4vPmH8wiUKnHI4pYROm7mvngmEN9cvNs7nfNx2+4oZxRxmD6qdLpE5DcfE/TTsa5Q3RC7l6fbX4GLdOjBhCkDeCtwkWggLIDhSwqW9R2I2cYj1ek0tFAvcuMXXTh8Yq4vG6sHidWjwOH6MLt9SB6vQgKBSqFEq2gxqDUEKDSE6TyI1QdQIjGH5VC8kY708+kCASmG/owLrkrO5ry2dj/AEt755LuF8OYkJ7E6UKPevx+cwnB6gAitUEn3ZdMMml0WSmxVbPk6Z3cnjgJrerE9IPq2l2UmfJ9foPOdaxW67F3OoTC6/Ued9mL2NhYlixZQo8ePXy279mzh4kTJ1JWVtbOkacWp9OJwWDg+++/Z+bMmc3br732WhoaGvjxxx9bHdNWJFt8fDw1NTUEBgaejm6fUpblbOYfi/7N9Oe7npVGi52JJciJSytirDp9yr+gF+j5SU/23LAH0da6ktepQhS8bJtRRkHfBv5v1FVc0ffC03ZumVODy+Xit99+Y8KECajV6mMf0AHWFuzknh9fZdIbXfCv07LgH/ubDbbbIizPwJjPTl0a8t6xVWSNrUbpUDDrue58/7Q02Lvkcem3xKnzsOCRFlFtyz1fnLK+nM+cimtJ5s+JfC11Dov3r+WxX99n5jPdULoU7JheQXiOgewJtXiiBT687FFSQzvufzPj4/soNVeTsikYY7mObTMkXyeNRYnTz4NGUPHkhbcwMX2Iz3E/7V3FU0s/JLTQwNiPk3Fq3fz8jwMIHgV+1WoaD0UXvzf7EQZ2cgVR+VqSOcy0D+/Fb6mXPr8c3Vx/69Sy5iq4Iz5LICovgF1TKjkwuIaQEj3j/pPS7rHbJpeRN8S3gq7aLND712iSdho71M/vn9zbbGsx+v1Ewss6N3XuyPYvebwHNXEWVvytgC7rQjg4tK5ZHOzzUxRdNofi1LpZ8M/sdts7PJY66jmf3ttqm7ZBYPK/M1hxSwH6FD/m3vAqKuHsmjO6PW4+3ryAr7f+guWIRQZBVKASBVROAbVdQGdSo3BI272CF1EDboMXp58Hq96JRynN1ZQIJBljMIpaJg8Yw+DEnkSdJb6Tbo+bXw9s4OP1P1LUVEFUXgDdloYRWtJ28E9p9yaUTog62Nor0KlxUx9nI7TIr8WupQMsuSEbU6wblHDJk8e+rtpi77gqai50sfjWt07o+LMRk8lEWFgYjY2Nx9SJTijp12QyUV1d3Wp7dXU1TU0nX874RNFoNPTv359ly5Y1i2yiKLJs2TLuvPPONo/RarVotdpW29Vq9XkxCFCppIekaBMR7WfWVPFUo7ep0CNV6jndiDbxtIpsAH2/jkLdKPAaX9LoMHPniMtQKM7vf+M/A5357Omf0B21QkVJFxPpK0Pxq1G3EtkEO4iHdOnQXP0pu473XFjJgbFSqmjv+VE+57EqnejMKhY83SKwzbnmxfPiGXwmOV9+x2TOPPK1dHJo1dI40+PwIDiU9J4TiVfhZesl5Vzc8wK6RnV8ccPr9VJqlsbgeYPq0VqkoXywPpB6TBiUOtbd+2mb44G0yEQAahOtuB1ult+ej6j0krommJwx0vN5WGImw1Lac706eeRrSaZnXBd2xB57cbrvd1GYQuzUdrGx5roipj+cQebCSIqHNFIXZ2Pn2DJ6LYpq89jQA3pfkc0LU55Jo6y7iXo/S4eKPnWZF8jBiyULi5W3FjLyvQTC8/w6/kHbYcXNedSlO3y2iTaR7KGSMb7Vz+kbfTetgopUM40x9qO225HxW9geLTU9fc/t8BPJGlKNOcrJe7MfR689uzwYXR439//4JuvydpKyOpjY3RG4XW52XF5BcJGeQd/HUx9jwxbkIiarfeHDixd7gBtzuJOGGBuNcSaKhyp4ZtnHoICEgCjGZgxgfPogekV3OabN0qlCrVYzM3Ms03qO5rcDG3hv9fcsT8kn6oA/3RaHEVzie+2G79SjdCvanP9a/V1oq5VYtA4CmlrrHe1xwTtpLHgkC7cRcrpVk7otFI9KpCrVQnieHyrXsb8br8vb/HnOF47ns5zQ1TNr1iyuv/565s6dS0lJCSUlJfzwww/ceOONzJ49+0Sa7DTuu+8+PvzwQz7//HOysrK47bbbsFgszdVGZWTOFxQo6LUwkp4/R/DRxvk8veRDPOLpFxhlzl4CtAYmdh1CwchGRMHL4C9i0TZJwrtwyFYguEiH0qEgPFtPjyWnrmqtQy+dMPyAgaQtRp/3dObW6z1y+XgZmXOfyqZa7pn3ypnuxhljX0UeLy77jI1FuwE4otYAVWkWRIUX3XGm4vxRPNOHSROuMV36I6Dg8Uk3t7vg1j2yJfJn8T8P0hTlJH5rYLPAFqIP5L2/PHJc/ZGROV66RabQGGPHqzh2MpXa2RJRteAFKYrLoJTEgpyx9W0eAxC/O4jRbyUSdtAAbkABjVEOCvuZWHtTMQsfP0DusLp2j987rkoS2I7o4tobi47Z345wpMDW84fQ5sJP5T3NaCxKyjKlyqaTn0hj5HtSNdWK7mZsRjfBRToSNgehr289birNMGEOdHJgZDVOTdtFEhJ3BvtuEAEnFAyqY0LXIWdlUbXXVnzBuryddF0cRuLmIIJKday9oxRLuIeGSBsrbyrA6xKJPHD0SEMFCvRNakLz9OyeXk1RXxM3xV3AtBczGPzfWBTLbPxv9a9c8/XjjH7zJv4+/zW+2LKQrMr8MzK/UgoCk7oOY95Nr/LS1LvRDvBn+T0FbLy2lKawlmtI5RbaLCICEFitJbBKR0BNxwW2w0x8Iw0UsPOyKjZcUsyqWwrZelkZK+4oYP+41sFWMr6cUCTb+++/z/3338+VV17ZbACnUqm48cYbeeWVMzuYuuyyy6iurubxxx+noqKCPn368Msvv7QqhiAjc76QvjIUrVnJPO9y6q0mXpp29wnnz8ucf1w7cBqLstZQMLiBlPXBTHlaqupXnWRh17RKev0UwYq/F5G28uieDyeLX40WaGo21D4WxzvxlJGROfvw0+i5b8xVeL3eP12ktdfr5dlfPyK7vAC3SiR+R1CzbYdX4WXtzZJn7tTux+9l/Oq0e1ErVdwz/1UabE2oFSruHnE59466EqO+dcrQYZSCwGV9JjJnxxIcgVJUc2lvKQNlRo/RPDXp1uPuy+lA9Ip4RBGVoPzTXUfnI10jEnGqPViDXfjVHf23vt+caKlo06GwkMZgG/ckT+Px7G9AkMYy4QVtR5eFFhkY9UEiO2aUkzeigZ0zK6lLbkk13DmrkuQNxjaLGmRfVCv94UUS6dSgdJz8tffrgweb/x77ehLBZZJIbgq3g0Ja+KzsLhUn0FlV6PJUdFkRwsFDQnh9gp36BHtL347o0sbrSptn9num1/icV3BB+EEDPRb+YT7sheAyDaIGimorTvrzdTaljVV8u/1XktYbqU4zE7snAKfBjcYqELJPQ0x+EHnDG8gf0Uj/edJ14NC6yRtShznYQdz2QKIL2/Aq8wICvFHwE5NtacTuDiR2dyDe773UJtmoSrOwO20fq+K34laK+Kv0DEnuxYiUvoxM6UuYn/G0fQeCQhLbLkgfzMJ9q3lH/z+Wdc8naZ2Rbr+FnbJqpDqrisAsAVOGSEWGmYBaNRqbiqRNRlQOuUjisTihfxWDwcC7777LK6+8Qm5uLgCpqan4+Z18CG1ncOedd7abHiojcz6SuNWIxqpk9bXbuHXO8/z7kgcJ0J77hTtkTp6MiEQmdx3B8kmbiN0V0JxaFF7gx/i3pKiG2f/oXO+dtlCJhyLo3ApsAS7M4S2rrHaDG51Vxcj3Elh9m7RSLE+kZGTOffy1Bvz/pL9FDreLrOp80peHkromGLWjJSLHpZOiIm4YNIO08ITjbntCxhCyKvNb2vO6sbrsxBmPvaAcYpDSqRQe8CpBVEsLH7N6jj3jz12PKLKzLJt9lfkU1pWzvzyfgroyTG7JbFqtUBFpCKFnXCojUvoyIX0IOrW8IHOucfiab4x2HFNk01lV9P4ukp2XVQLw29/zSHdkMPm1NBbdn8OuGZWMf7N9bzYA7yE94EiB7TClvZqI39lahAks0mALcKKwg1+dmvoeLlx+x21j3gpLeEt1wsMCG0DuSCkqL2NpaLPIdpjMhZFkLoxk7itZzdu6/B5Mz8UR/Ph0Nl4dkth2lFm9qAZrsBtjpQ5joQ670Y3KAnG7jHRdHkpFVwsbEnP5PWcz49IGnvTn7CycblezlhiW59cckTX5hbRmcTR+RxBKpOerzeBi8VMtQmbxcDN4yojeYaD/vFg0DhUCAmNei2fv1Br6jcxApCUqTOFVEJZvICzfAEvAoxSpT7BTlWZhe/c9LD2wCYUCekZ0YUK3wUzMGEr0afJyUwlKZvQcw6Suw/h62y98oP6B0oH5dPs5jOSNRhTezn9+X/BJBiIi22aWUZZpZvrTXTv9HOcrJyV9+vn5kZl56nwbZGRkOk50VgDD349nw80Huf7LJ3jvskcI9w8+9oEy5z13j7qctXk7WHF/Id3nhxG9L6BDfgqdSf5QaQBZk2xl8eMHfd7LmlRNz4URzQKbjIyMzLmOTq3h4t7j+dG5gtS1wQielglQQ5wUidIjKvWE2+8akcRNg2eyImcrl/S5oFlgK22sIiYwnCaHlQCtwUc483q9/LJ3HUGVOhojW/ydrus3lb7xZ3byVNlUx9++fYaCxnJUHoGAeh1+xSriKvzQmgMRRAUurYgl1Mnm1J38kr2e15Z9wT8vvJEJGUOOfQKZs4Zwv2D8VXpMUQ5i9rYfeXmY1C0hJG8zMv8lKV303aLFzLB3RRAVNEU6cavEo5q6950XTf6whjbf235xBYX9Ghg4J5ascdXkjWwgeWkQQeU6RvwnHp1DEgHnvpQFguT7LJyY2xIAGpOAM7B16mFZzyZUDoF110kRrobqlim63eAme0wNUdv0VPSThMLAah0CAqPeT6Q62sy+S2pBAMEKqKHPvGgCC9TsmV1DTbqV0Dw9o99LAmDc261TQqP3+RO7N5AHFW9y+4i/cHnfCzFozrw3W3JoLPeN/itv8g1qhxK3XiRhSxBBFS19OyywASjdbQhNSijva8X5qweNQ/pe1S4VtSk2fq3ZAU8DTTD15TQ0dhX1sTYQIbhcj9Ij+IhuDj83FV3NlPeq5N/l3/CvlV/RP6Ybs/uMY0L64NOSSaRVabh+0HSm9xjFG6u+YYF2JcWDTfT9JorAquNPCz0WAgJdl4VhLNVT1K+BuB2B1CXY8K/Rtmn3IiNxQt/M2LFHX+36/fffT7hDMucWIiLzX8kmap8/wz6NP9Pd+dMTWmBgxL/j2XBrKVf991H+c8WjsreVDFGBYfzv+pd5cvH7rPPfhSAqCCvwIyxbT2ClFq1ZicouoGtSobEq2/V2OBlGv5XIxmtLqU5vXf6679xonxVamXOHWksjNZYGkkKi5TR1GZk/cPWAKXy3cyllPZpI3tSy6BVSoEfhBZPdfMJtKxQKhif35uONP/Lh+rlc1ncCsz6+n4KGMlJCYimoK+PmobO5ffhfmo/ZWpJFfmMZHBHw9t8rnqZ3bPoJ96MzsLkc3PX9S1SX1DL680RCivTHjMowhzrZO6Wa+51v8KTzFmb1GnuaeitzsigUClLD4qmN7Hh6oiAKjHslkd8fKMQLzH9sP73mhbN7ZjWLHz/IlMe7HFX8Cs3VU5tqIyLbj6qMlkgxt16kqruVhY/ncFiryZ/YSEChmpxRdfT6zbewwso7Cxn+UTz7JlVT0qeJvt9FEbtXig4t7t1I7O6ANtNPQZozHRbY/CtbDNTNwU4c/h6MRToaEiXxu8/30th9w1XFlPVueU5MfziDBc9ns+3ScjQNCmIOBhFaZqDr1rY9dYd8rmXZ/fmE5vtGFFcnWdg2qwyUCrxKL9ZQN3hB4YI3V33De2u+4+I+F3DL0NkEG45eRfFUc+3AaYxPG8Q323/lJ/+V5IzOJ7TMQMrvRuJ2Bfo8KzROFdMfziB3aB2VXczomlRU9DQz5p1k/OtbBKj942sQjxyyBMDPz+QQdtBATRdpnNrzxwgCKzQ+VTu1FhWJW40kbjXi0noo69lE8eAi/ln2Di/99hmX9Z/IZX0mnpYgh1A/I89cdBuzeo3lyUXvs/y+Anr8HE7qmuBOH8f7N+mI26vCHO7EqROxBbkp6d1Enx/bLjwic4IiW58+fXxeu1wuduzYwZ49e7j22ms7o18y5xABFRrq4qwU92kk/IAfulOUGy7TMYIqdYx8M4H1t5Zw9X8f5d1LH6Fn9ImvlsucH0QGhPDepY9QUFfG+oJdrM7dzo60bCweX/NSQVRgsGrQ16vQ1irRN6gw1Kub//Or06ByHv8qrsapYvjH8c0r0YeZ/UA33GrfVd0517x4/B9Q5rSzu/wg9VYThdVl+Gn0xBlPXeEMGZlzkR2l0vMuar+vIbdHIxJYq2NPxUFmZ447obb3VxVw/bdPAVBra2TU2zfR5JAmh3l1pQgoyKsuIasyn64RSSgUCj5cNw//ei3mYCk9auf9357oR+s0vF4vzyz5kNzKEkZ9lICxrGPRM/61Ggb9N4btFws8q/iI3jHppITGnuLeynQWXSLiKIotOa5jjFUGErYHUdS3EYDd46pJWxFCztg6Nl1dxpAv4to9dvT7Sc0Rb9suLqNgSKOvp9kfhjUWrYsey1p+0wQHiHqoT7Tz8zM5zds3XlvKkM8UVGaYyR/WwGbAWKglbXUoxhIdfvXqZtGtJrUlXXXUu0nNf++fIPmnhRwS2XT1SqLy/LH6O30ENpBM7rsuDWX/hFo23FLGhc/o8DO1H72kcapw6j0cGF9LzthavApIWBdA0bAmWukwipbUWqfXzTfbfmH+zt+5beRf+Gv/yagEZav2TxdxxkgeGHsN9466ktV525mzbQkbYnaTX9RI7+8jCCpveW6o3AIZq8PIWB2GKIgI37ces3b7JYxua8LY/VA95Y6G5n//wwIbXtgzowqFDaY/lYHCI0V0lfQ0YQ10EpntR1CtvllwawpzkDesns9sC/h04wJm9BrDDYNmnJZxUb+4rnx3w8u8ueobvlIupjbFRv9vojs9Y0VnVaErlOb4AVUa/KvkhdWjcUJqyOuvv97m9ieffBKz+cRX5WTOXlxaD4JbgdLje8MKCIx9K5maRDNKjxKPRoTWgSoypxlDg5oR/45n402l3PDNk7w28z5GpvQ9092SOQtICokhKSSGK/pNwuv1Umc1UW8zYXZYqbE0UmOpp8pcR2VTHeUNNZQ3VJNvq8Ht9TS3oberCSjTEFiixViqw1iqI6BKc8zIg6YwRyujXsAnjQqkNCiZsxuH28lVXz0KwMWZ4wkuy8bstLLi4Fam9RhJbJAsuMnIlDZWo7dp0JtaolYqMsysu6mYoFItu4sPHuXoo1NQV9b8t0ZQNQtsh9GptEQGhfLcjx9y+8TL6BvblQ3Fu+FQgMVzk+844XN3Fh5R5MVln7Iwaw0D58R0WGA7jAIFvX+MpLarjdd+/4J3/vLQKeqpTGeTGBxDU4gDL97jiroZNC+uWWTDH3otiqSsVxNlvZpY8kAuY95MRONse3p7OKU0Y1mYJLIpAAeom0BbDuZeLfumbA70iUib+ngauSPryRvZgMohELczkKwLa0ABG673FQsbEh1sTpTuT22DwJTnMgDYNbm8eZ/aFCuxe6QIscpuZtR2gfgdQeSNbMAe7GHuy1lMeq7tBfLETUb2T5AKM+yaVIHHACM+S2xzX6fGjUcnecnpGlTYQtwUDW/yqZraLgrw1nh4fcXXrMndwRuz78dPoz/2cacQtVLFuLSBjEsbyOaivTz9y4f8Hl9A4qYgeiwKb1UEoL2oQn+zDsEjcFvSEDbesIXV1xaStCGYXbMl77/Dl6TaomDRozmE7zcwZE48AVUats8qp2BAAxP/3aW5vYAaLb0XRNFtSTj5Q+tZZF3FvF2/M6PXGG4ZevEp923TqjQ8OO5a+sV145/C26wJLWbof2KbfZg7G2P5mb0OzgU69Zu/6qqrGDRoEK+++mpnNitzhnGrRarSLIQW6FGaWz+s3CoPTZEukjf4U9nVjFsjElR15vP4jweL0YlCBIPp/FHltVYVw96LZ8vVZdwtvsxjF97M7F4ntmIuc36iUCgI9Qsi1K+NyktHIHpFaiwNlDVWU9JYRUlDJQeqithXlstB66GBpENF1C4/kjYaCSnUtxo018faWH5PQeuVU6ToOY1FidPP0/pNmbOSI1NDf9i1jIV7V2NQ66izm2iwNfHQ+OtOqF236KHCVEO4fzBalQaT3cIXWxYyIX0I6RHHbxAvI3MmiQ4Mw6ZzYvd3N3vXmKKlKDK3VsTpcR3t8KNyYcZQShurUQkCWpWGVbnb8NPqubzPhdwz/1WaHBa6hMUToDVgdzm58ZunfI4/kaqmnYnJbuahn95iXcEu+n4fRfyO9n+Hyrs2Yfd3EVCtI6zQN+1N6RbIWBTKGuMOsqsKyYhoW2yQObtIDInGrfJgD3T7iNAd4fHUy/j425/R2KV7asIrKWy4ppSKHmZ+eSyX6Y9lHPX4kj4mgFZWNyIiCODQu1H+oXqiChUZq8PJWB3evK1gcAM2oxtjsQ5TlINJz3Yhf2gd+YMbsPt7QA0Oo8jBYXUcHF2LNdjdfKzSJQ2GREHE4echLNdAaJEBpUuBR+0FBWy8upSgUi2NsS0LlGtuKCJxa8u9Ut7Tis6mwqXxoHa2jjTTOFXo6yRxzRbScn51kwJXYIvSpjYr0DdpsAW5ENVeqQ+A3c9DzHZ/trv3c/M3z/DOXx464+mjhxmY0IO5N77KdzuX8o56Dr/3KmDwR7GEFB+fAKS3abjgdUnQTNpqZPXNhdQnSWm7LqMXwenFoxQxhdgJqtIRty0AoS3vN0BjV5KxPIzUNSHkD61nsX0NP+1ZxeX9JnLT4Fmn/Lu7IH0QsX99ilvnPM+au4oZ9m7ccd9fMp1Dp4ps69evR6c7t8QVmWOjcglE7/NvdzVAZ1WTuiYYAQFDnRp947l3M+cPb0Rweun+2/kVfaFyCQz6LJadMyp4iv9Q1ljNHcMvPeMVxGTOLQSFQIR/CBH+IfSJ9R28muwWsqry2VS4h4XBq1k5sBBjtZ7E1YEkbAtC7VBiDnGy8o7CVgLb7AekqqaL/5kjC2znIPOvf42Zn/4fAK/P+j+sTjtfbFlEckgMvV+9nJjAcBb/7a3jatPhdmJzObC5HGhVGmotDfy8bxUZEYmyyCZzzjEqpS9BGj9W3luI2ikw8JMYahOliDNLmAuLqRyT3Uygzv8YLbVG9Hr59+pv6BGewtfXPs/lfS9sfu8vvcfzyaYF/Hv1tyy77T2mvH83ltwmOGSf8+xFt3fK5ztRdpXncP+812moNzH0iziiso/++Y2FWkpTbay7opD+30YSWxDi837czkCyZtQwZ8cSHp9486nsukwnER8kGQNaQl3HLQKoBIGhPyUh2iSrCUEUGPZZPPNeyMKtE9k9uZJei9qvtKuxSGKU0uk7KBGkygboLR1bcL/oubRW27oti6DboTTT5XflU59gZ9esShQiKK3g8ZP2i8qWfL4KBkoRdXE7pdczHumK3eBm0VM51CfaUVsE8IKuTok91ENVNwuaJgG1VcBlEEEPdr2b0swmkrYY2+znhS+ksuq2QkzRDpQugYA6DT1+imDlnYXoq5TE7gkgeVMIAXUtaae7J1eSM6oOlFCdYSVqhz+5nmL++t9/8vKMe88aGxq1UsWV/SYxMWMIf5/7KutvKWD8S8nomo5f4jj8vR+JVwVqs4qmZCfrbi7mgtdS6bsw5phtqVwCaatCSd4QzMGRdfzPuYS5O5Zz07BZXNX/olPqYdstMpnPr3qKm75+mrV3ljD8bVloOxOcULLu7Nmzff6bNWsWQ4YM4frrr+eWW27p7D7KnEHcgpv1VxW3KbBljanm1/87iDXASUmmibwB9QSX6dE4zlzO/okSmWUgIsfvTHfjlCCICvrMi6Lnwgg+3DCPfy58B6f7xFfPZWSOJFDnx+CEntw18nIW3fYW71/yCH2H9GD37CqWPJbH/nE1bL2sDFHtpfdc30Hvj8/uB8BmdLfVtMxpxi168Ho7kkMikXyE/9GwpN5ckD6Yz698ijKT5POnEY5/kOun0ZMWnoBRH9B8jsV/e5sL0gcfd1syMmeaUD8jH1z+KEMH9KEh3M76W0poiLX77FNQX97O0UenpKECraBGrWk9ebptmFTsoM7ayMT37qDMUoNT17KQMa3HqBM6Z2cwb89yrvvqCdwH7Ix9NemYAhvAlr+UsevqWtyBsGt2bav3BVFB/LpAFu1Zg83lOBXdlulkDqfPWY2dNx6d8EoqukYVOWPrWHpfHnZD22ML26FzejvXsqoVSRuMKJ0K4rYFMuPhDDLnRaKwQp8vWxb084fUgxeSNhkBEBUi6iOi6Fx6ERQw8dVUOPToKOnbJAlsR6Btav/DCAiMeS+Z6Y93Zcoz6Yx6J4nQIgOzH+zGRa+mk/lLNAF1WkREFjySxbxnsui+JJzZD3Wj509huNQi5ekmhr8egy3HwjVfPcZHG+YheltXST1ThPkZeeuSf6D117JvYnW7+3kEkaoUM2uvKcIj+Pa/8Q/P5sPYg9worQI2fzcLXsimKrHj1lgqp1SZc8JzKagLvfx75TdM++BeFu9fd1zjreMlKSSGT696El2MnrV3lmALlOd9p5sTimQLDAz0iYQRBIGMjAyefvppJk6c2Gmdk+k8qtItJ2RWnju4jsqeFjY7S4jfZfR5rzTThKj2UplmxmZ0Yff3UNH13FbKK7oen6egQqNAZymjPK0Jr/PUPSw7g8AKLQlbgljIGpbmbGTpbe8TqDs/hUWZM4OgEBialMnQpEwqTDV8uvknvtctbfZzi8ryp3a7jZK+UqqGQpR+R4Z+Esf6GyRPk7FdBuDyuFEr5QIqnY3X66W4oZKE4CisTjs6tQaPKKJWqvg9ZzN///E1/NV63vvLI2TGtF6hb49uEck+r68eMIWogFD+0meCz/Yf96xgSEIvIgJC5GhamT8N3SKTCdBKv7Vmo5Ooff7YglvGGnvKc8mM7vj9dhi9RsclvS5gdHq/Vu9pVGoeGncdL/7+GdXWesB3MePH3SuY0WvMcZ/zZFlRu4ffc3aTvM5I7wVRrfw426Mu0SZFQovQZVXbVfsStgaxf0INv+dsZkr3EZ3Ya5lTgUGjQ61Q4TJ0XhS7f52GSc+msvrWImpTbSx6MoekjUH0+8E38iigQorYcvid2gW+5M3BJG+Wrtei7vVkT6zDv1ZNys5QAKqimzDFOPCvUIMo+dbmDanHJUj9UpnBfSjzUVR5SdgZSNFgE7Qx1apOshKdfXKpiNZgN6Ia9CYltgAX/vVa0teFY4p0UtqvCXOYi1FvJJA1sZq3vXMorCvn6YtuO2t+z436AG4aNpM3HF+TvjIU/5rW0WIOg5sdMytwa0UW3XcAf4skeNoCXOybUOW782EPYQVMeD2V5bfmUZ/qoLS3ibBiA5VpFqwhLlLXt0TWOvRuTJEOwgt851dai4rASi32QDfK/S4esv2brzYt4sEJ157Q878jxBuj+PSvT3LDV0+x5q5ihr8dj+EczDY7V1F4T6WMeg5iMpkICgqisbGRwMCzI+f8ZNhSvI8b5zx9prshcxbyzKTbmN5z9JnuhswhXC4XixYtYvLkyajV58+PYHFDBbf873lKTVVom1SMeD+eZQ/kA2As1jHu38l48TLvlf0+xy286d9ytcoTpL1r6atti3n598+JCgiloql1NMhhtIKaTfd90aFzVTbVYtQHHDP1wel2MfCNqzGodMzqNZYHx19LQV0Zd/7wEo9f+DcGJfTo2IeTOa2cr8+l08209++hcX8DjXEOVDYBrwE8h6JAEgKi+OmWN07JeXu/enm7753uyqKfb/qJf636ih5LI0j/NaRNs/u6WCvWQBdxWb7+bC6FiyUP5JK5OJr43e17t62+s4guI1N4/9J/dnr/ZTqfYa9fR/KPgaSvDO3wMYJeIPObTHZdsas5XRQkP7V9F9WQuDmIgBoteydWkX1BLSggPNvAyI9avPpKepnYdE0p6b+H0nPxqRtn5A2pQ21XEr8jiNwhNRwc2UDXX0JI3B3CnjEVFA1qxB4uIjRCeIEf+iYVUQf82XB5KRggdps/pX3NoIDpD6QhauDnp3OgjYSh4P0aBsyLQ+kR0JtUxyxEJXIo1bYDSW0ujYcdU8qwhXgY8bFk2/Drw7nYQty8e/FDDE/uc9zfzanC7nIy48O/01DWCHjpvjAcrUOFsUSHvklNY6Sd4swGKrpZMMU6QYC01SE41C6KBvtWXA0oVdMU66LX/AjS1krX6M4Ly8i9oJGAUjUD5sSitSh9/LzNwQ5ULmWzB+eRlPRowKPxkrg9mKpUC3tmV9MQYWNK1xHcM/oKIgM6fh8cD6WNVdzw1VOYy82MeDseQ8Pp+S3fN7Ga2qlult71/mk53+ngeHSiEwoVSElJYfPmzYSG+l4MDQ0N9OvXj7y8vBNpVuYUMCC+Oyvv+BCXR07H+iPFDZWIXi+JwVEn3Ibb7WbZsmWMHz8elercibwRFApCDEc3u5eR6QzijVEs+tu/mbvrd55a8h/MkU4ElwJR7aUh3i6VVxcFRr6XwJYrypvTOKZ8dDfLbnufMD/jmf0A5xE15gaANgW2lHXBxO4MoKS3ifxhDXyy8Ucu7Dq0zSqhDreTnOpiekSldHhQqFGpeffih5i3ewVRQVKakEpQUdxYyc3/e4Yd//fNWbMaLiPT2UQbwymLqkHpVpC0wcjBsXVoVWocbhfFTRWYHVb8tYZjN3QceEQRnaDBLjo7td0TYeG+Nfxr1VeMCO5G1CqheYL/R8q7mNBYlTSF2Amoa/F4VnvVTHm56zHPE7PNn02Je7E67Rg0skf0n4n6BDsHxtVyYFwtFz2eSo8lESRuCmTJI/lUZ1iZ+3IWapvgk2YZVKY9SoutsWucaJyqNoWpPxYe8Ageyro1YahTE78jiNQNYaRuaKkwmbzeSM6EehRuULvAK4pYghzg9IdD0WsVPSwtoo9KQOMU0JgEnMGt75/6dCe/3Z9H/2+jEbXe5gi6tsgdUidVdRUUpK4LaXe/w6idSkSNgppEG/Ofy4ZDmpLgVrAyd9tZJbLp1Bpen/1/XPnlP/HiZftlFXhVIDgUiFpvmxXuc0bWtdnW6HeTWlWqtYRKz9OmWBebryxj4mu+3nT+9e1fUzmj6sADSpdA3J4gxr5qoGBgA79P3chv2Ru5bvA0rh80vdOfXbFBEVJE29dPsebO4pMS2rLGVZO0KQi9+fwpFHiqOCFVoKCgAI+ndXivw+GgtLT0pDsl07kc9raR8SWnpojC2nIGxHc74TZcLhcBKj1hfkZ5lV9G5ijMzhzHd9t+o2hADTMeyWiOXFt9UxGj/5NEeJ4fk55LZfUtRdR0kYzBx793Kxvv+S86tfxjfrIUN1Twvx1Lml9PfDEVFKAzqRDcCoRDqbuGBjUug8jbnjm8ufobRib35ZqBU1EJSvoeKnpx7ddPkFWVz2V9JvLIBTd0uA/Dk/v4DMaPjFTMqsyne1TKSX5KGZmzk2en3s683ctZtGcN9emNADgOeaN6vVKF3msHTuuUc9VYGnjylw8AiAkMp6imHLeqZVKuVqpYdNObnXKujrAmbzuPLXqXpO1GJvylN7vZ3eZ+dj83ToOHvGH1CGol2m2q5uqRdn83GrOAqAKVu/3Im/CDfnioZFd5DkMSe52SzyPTeThFN8p2qjQeL6FFBkIP6qmPt6G1SdeNf4OOC15J5vf7ChBV3lY+ZpsvL6OkZyNauwprsJtuS8IILTJgNjpx60WM5S1ix/qriinvZQYRpj+W4XMdbryqhNJeTYQd0DPq4yQAFAh49ODXjphR0c+KVwMpa4ykrAvGEuikKsOKxqkED6ACj/ZQspkXCjPrSN0WxqSX0/jp8Wy8KprTRmM3+VPa3wxK2Duxkkn/Onr6YXRWAPmD6kje1L4Q1+r7LdRT2rfJJ4ousEJLhammw22cLrpHpfD11c9z7dePN1dwFg9/l21dbm0Ib2EHDa0ENoAhXycwv282AOYoJxUZTc1FLI5FYLkOUeVtLsqg8CpI3hRM3M5AssfV8rF7Pt9t+407Rl/GrF5jUQmd53EeExTOJ1c+wQ1fP8XaO4sZ/tbxp46KgkhJHxN1CTaGfyYXojoWxyWyLViwoPnvX3/9laCglkgYj8fDsmXLSEpK6rTOycicSoYmZjI4QR6EycicLi7tP5Enaz5g6T8LSPsthJwJddSm2ZrfV6Cg79wofnuwJRp62L+vY9v/fX0munve4PK4mfrRvc2vQ/J1aCxC8wT2SPzqNAz6KhZLiJON15Symu2szt8OwNTuIwnzM5JVJaX7ztmx5LhEtrYY22UAyw9uYWXeNllkkzlvifAP4ZahFxOsD+S5ho993ovZHcCbim/oG9v1uLwQ2+JgTTEbCnY337OvTruXfy56B7enRVwYGN+DiFOUlvRHNhXt5e/zXiMyy49+P8aguLR9QcVidIAH4rYFShPcI55PKrtA0QATMbv8OVrNtoBqDSq3kuyqQllkO8txedy4vG5Ujs6rPjD6g6RW2wKrdUx8IYVfHs1tEVIOiyoqKO9jad63Kt2C4JYi7Xv+GOEjsiVsDqK8pxkEsAY6CTwi0jKkUE9p7yYCK1oWBAVRweh3W1JUj8StEtk9vQqVQyDzp0gEUSCwWkd0rpR+NvvhbjRG2qlLsHFwcC1NiS72zKwhdVsYKrfArMe74VaJbLmkFLdWZPB38VgW2vn9wUKUHgGvQvJ3C6hpO6rK0Kimx29tV1+1BDpoiHUQneXvE7HXZUMoVbFNVAyySbegCBqn8qz1z+0emczKOz7knbX/48uti2gOnm3rcjvisaSyCUx/PKPddgUE9A2qZo/LdTeVEL3dj6FfH1t06j+/7aqkaoeSnosjSFkfzN7J1Tzr/IjPN/zE3WOuYEL64E6L8j8stF331ROsvbOYEf+OR9/UcaFNEAXiNweisSsREbEZ3dQmWUnYYeyU/p1vHNedMXPmTAAUCgXXXnutz3tqtZqkpCRee+21TuucjMypRKFQoJTTk2RkThuzeo0lMiCEBXtWsti4rnl7XZyNkBIpPyKgWkvmj5HsmlEJSL5F1331BB9e/thZO5g72/GIvqv3dcl21t1QzJh3k9s5QhLbxr2RjC3QxZbLy6lOs/DzvtUAxG8LpLifVLzC6/We8ACw3mqiX1xXlh/cwuJ9a7ht2CUn1I6MzLlCUkgMKMC/RoM5TEo7akx04EHk6q8fY93dn+Kn0Z9Q20X1FVz82QPNr+8acRmZMWk4PL5V5dYV7DzxD3AcrMnbzt/n/YvgHB0D/xuDoD76c0JnVeNn0xK9J4CAP6RcqdwCSVuMxzynwqsgsFZLYX3ZyXRd5jRgskviltrWedE67WEwaZj9YDdqkiysuqOoWVQJydejsSmpj7MRVKqjOsOCqJYinvbMqCJpS1Cz2BubHcjUJw38/EwOSx+WFprSl4bS/bcw0laHkra648L11svKEJVe+n8bjSBKqk9TmAOlU0HusHridgUSXKYnqFLHjukVAHgUXtZdWcSQOfEIHgUqt0D3ZeHUJUgVMf2sOka9l4jggIJBDcRv97WEERGpTrMSnmtoPucfsfu5ODCqDmegB71JRUiplMJe1q0Jj0pk2A9JlBxoJDLbH7fKw5LH88mMSe/w5z7dGDQ6Hhh7DRdnjuetVd/ye+5mSWxrR9cd+0YSwaXHfv5OeCmVBS9kN78u72thraoIS7iTcW+mHDXa9qj9bVAz8OsY0laEsG9KNQ80vUH3sGTuH38N/U8i6+pIJKHtSa778nHW3V7CiLfi0Vo7PrZO2hqMOcKJWyOicgiEFnauzcH5xHHNWMRDA/Xk5GQ2b95MWFjYMY6QkZGRkZFpYVhSb4Yl9aZbZDL/WvkVANsuLeeCf0lRTE6dp1lgO4xerT2lpc7Pd3RqDavu+Ih75r/C9tJsVA6B7r92zOxZb1Iz8j8JNIU7aIpwUt69CVOUA4DINqqENjmsKBVChzxFxrz7t+a/CxsqcLidxyygICNzLmNzSRPiyCw/zCOddAmLp1JdC66T9037fsdSQPJcfefih3jgxzf47cBGQIoEc+ukMfxtQy85pZ5lXq+Xb7f/ysu/f05klj+D/huD0i20WRHRBw+krg7m/9k7y8CmrvePf+LWJnV3L+7uvrGxwZS5Mnffb/6fu7u7M2Ebw92tWCnU3SVt3P4vAilZC1Uocj97seTec899bmhOzvmeRyStZXU/DCfOoyZrV1ZKKK6rPOJ5gRODBrO7wq7ceOxFtkOU9NF7va+NNRFQqOKMZ5I8wpNT7GTjZSWU9W1iwf8daBZlWgkp3D+lhv1TvHOcygxiXGKwK5yE7lARvzaADTeVuFfcJkhc5U9J/0Y0NTKiM9xCmF1qZ/fEcsKztRT1byBvWB0jv4wmOF9D+F4NpQPdudlcYiciB9hkDkx+NjS1crRVzd9jXYX7te/6lt9tu8JJQIEKq8qJ0tD8/XHixOLrwBhgI2NWBb3/CUZXKkdpbP4t3nhxMTjBpnCQsMWdw233zErkchmzeo/ryD9Bj5AQGMlrs+9hf1UBH62bz+IDG9A0Kkhe4s+024Zz4Jr9YGq7n0NI7WIG/BzGjvPLPccq+rpF4z+ey+pyQQ2/UiWjPoqmKsHAnnMquKb6SaYmD+feiZcTpu269hLlF8LHlzzGFV8/xvobShjzTjRSa/uEQaVRijxf7BmDFR343E43OiW15uXlCQKbgICAgECnuWLIWZ7Xh0QbAJnZ+2dp851f8d6FDyOXCjkPu0K1oZ7tJVmIHSJiNusIydG0fdFh+FYpMPvaKRjWQN3BnfN35jzUot09v73KyDevYmNB63mXDmE9mI/q8DXL7rKcDtkkIHCy8ffetWia5PT9M4SwfT5kVxfRaDN6zn+3bSF2Z8ucx21Rb9LzxdYFAPx29SvcM/81mmwm9lXm49Og4Iynk/A9GMq2ImcrBuuxWRlVNNZy5/yXeX7Z58Sv9mP455Fuga0N6gIM7DqznNwRrScgP5wDk+rYP/7I1ZFV9VLK60+8PFEC3tSb3IKX3HD8RLb+C8I9r8VWQAy1cSYKBzaLb2KnmOFfRnq+L6JD+3uH/VhNfime2I06klYEoGj0tt+mcWJXOUEMFQNNzQIbgBJyJtcBMPBnty1VsQaWX5dL2SAje6ZXEJqpIihHjU+N+/7Ji/3d91aAReMgd0gtq6/Nx+hnwylp/+aj3CJFZpWgNHj71/x7fzbL78qnItmAulZGU7DVS2BbNzsPlxpcPrDjIvcGaEVKE3mj6rl9/Fz81UevsHgikRIcy0vn3MmvV7/CyEED2D67nI8qlpI/uB6HtPViLEciYaM/Sctaz2m3f1INv76Uyc5hxSy4P7PT9gbnahj/egxDvotgTcY2zvn4br7Z9g9OV8dsbY24gAg+uOh/mKIdbLqqBKe4/X9LhwS29ZcXkTe4rsu2nKq025PtzTffZN68eSiVSt58882jtr399tu7bJiAgICAwKmLSCSiX1gyO8sPgAgyJ1eRvjTYayI7PXWkIK51guL6Cn4qW4s6J5SpaSMA+DtzDQAakwJ1Xfud2F242HluJfXRZmpimsWAmb3GkBwc3aL9xOQhbCzazZL9mxh+lJxIcqmMp2bcxGML3/McK2sUFsYCpy6NFiMLs9bRf0koYpeYYV9GsndGFdnj3MJSULaKt/iBOlMj90y4DLGoffvgpQ1V3PrT88jEUmxOOy7A6nSL2DKTmPGvxSCzSGgMc3vLReiCMVhNBNP+pOdtkV9byk8ZS/hp+2LEBhj+YySRu9u/+PbVq4jI0BJQ2rZ3nbxJTMj+I28SqBpk5BiEhd+JTp2pEQDFcRTZAObcl45ZbUduFPPbi1kggm0Xl7HtojLEdhFxm3QkrQyk0d/9fUlZEkB0hs7LYwxg8M/u/Fr9/gqlIq6RtbcUN588pIGYIDBHxqDfI8lLqyL7HANIQdEkJSRHw5or86lMNrm95MygKVcw8I9IL0/NwGpfZHqw+YI+xsbe4CrsKhdOl9OrmumhSu3/xS61s+PcSqw+duqizSSu9mPvzBrETTDz2RTEThEGpZ2InT4EK9RUJxjYN7aStNUh/PpCppc7jswgwuRrY+vl5YyK6cfFA6d17R+jh0gIjOTlc+5iV8kBnv3jA7afU8zeGdXErNMSt9HPI3C2RUOkxeMBF77fh7L+TV7nsy9w/43/+lImugI5k99O/G8XbSJyiYjZpiN8jw97zqjiRecXLM7cwHNn30Z4F73a0kPjeWPOvdz003PsmFPOwJ/DELVaGaJ1moKsuA4T5/74vyzsSiezHkrtdMjsqUS7Z9qvvfYal156KUqlktdee+2I7UQikSCyCQgcI77Y9Ccl+mquHnoW4brgnjZHQKBLfHzxo1z/w5NklOWQOaOazBnVTHw9juFfRLLxyhL2Veb3tIknJV9t+4ddTYU8u+RTj8i2tSgTpV5GxCYNsVv92t1XXZSZnNG1RPuFcuOQuVzQfwp2p+OIVa/mDprB+f2nIBG3Mtl3Orj55+fYWXoAiVjMZYNnep3PrxXyKAmcukhEYqQiCRXpBkKzfPCplhO9TesR2Sx+TtIXBvE1fxOg1nHt8HPa7PPdtT/xwfpfvI5tLNjNxxc9yq2/vEATJvZPqKHvX81Jzpce2MTSA5vIuPf7Lj1PaUMVi7I2sHDvWjKr81FYpMSt1pG8MhC5uWPCidQuJibTr11t26qIqK6TYXJa0Jub0Cp9OmSHwPHjULjo8cjJ9l+UB3NQnfVIMvum1mDys2HW2qmJN5E7up7c0fWetlnTa8ma7v6OKvQSJr4Rh1rvLcKE5v+nuuShnz8NaBtU2DWQcCAM/+9NbL6ilNiN7jBRvyIFdpEdkQm0TSoG/hXZqr1n/186VqWdqgQDdpkLk58VvyoVTpzURZuRmcVUJRqJ3KVFaZB6hVQvePwAzsP0wb1Ta8AFTgU4pE4mvhmPRW3Ht17JwvsOYAyxo66Q4GxFZzrriVTWX1+MWqfimbNubfdGwIlKWkgcF0eMpe+owfyyeynzNSvYP7GG0BwfYtfpiNjji9hxZNFp6NfhrJ1XzIQ3Y/n9+f3NJw7pTk481VgbYq38+lImfX8NJnl9EEadlcZgK8HZ6qOGvx9CZpEw4LcwInf6su2yPC749H5eOOcORsf37/wHAAyP7ctj0+fxOO+jLVeQtCag3ddOfa1ZNLRJHairpBj9rYLAdpB2i2x5eXmtvhYQEDg+uFwuthdlYXXZCPZp/yAoIHCiopDK+fLSZ3jy3w/5ddcyAJbfmc+5D6QRkK+iRFRJfm2pO1m4QLtwuVz8vnsF4K4G+s3Wv5mWOpLtpVkk7vBH5BIhcrZ/p9Lq4w5de2v2/cQHuhcAbRWgONL5fRX5bCzc7Xn//vqfAYhf50feqHqhGqDAKY1aruT12ffy8J9vsyg1hyHfRRC9TUtwjpqqRCONQRbqo9yeux+vn8/Vw84+6iJ2Rc7WFgKbCBFyiYyBUWn8Ne9Nxr9zPWK7iMJBDV7tZvUe36lnsDsdLNm/kR+2LmJb2T6kDjGhmRqGbY8kfK9Pu0JDjzWaGvdnWFBXTt/wpB62RuBINJqNyG0SxB34Pepu5FYp/Q4ToO1SJxuvKEZiE2P2tVMbbSJytw8l/dxVRS1aBwsfbZnWQFMhRVUjxRRgBxGE7tUQnunDjvMqyBurJ2/MwXBUC+CCA8NryOtbg00B6AAR1GAjb4IeHCC1iUn7OxCT2kbOjHr3tQ530aGUlYGInKD3N7PwkRIvOzLO885nq66W4TyshojULEZkcx9vDLby91PZiAwgdoFILPKEvhqDHMRu9mPfjOaw7FEfR5E7so7ylCbenvkAASdRmGhbRPuFct/EK7ltzFwW79/Aj9sWsynxACqTjJi1WhLW+bdahVNpljP5zYNV0Q//Mz70WgJjXghnzQNlnlO75lRRkdqE1CilbEAj/X4LJnFTs0eaXWSnMsVIWJZPq+JbcK6GiS/FsfXSMm6xP8/9k67kkkEzuvT85/adQG5NMV+6/kJXpiC4g+lEAAyBVhrDrAz5TpivH6JTpdqeeuop7r33XtRq74oSJpOJl156iccee6xbjBM4cWm0GGkwNRLs4y8kqj5OiEQi7p18BX4q31a9RAQETlYennINf+1d7amCZ9LZGPFFFEseyOXVFd/w5pz72uhB4BBVhjrsLrcw9uW2vwDIr3Mn520Is2AJd9AUaGXYd63vmP+Xsl4Hwx12LiPaP5QL+k/tdDXRPuGJ/HrVy1Q01nDTL88B7kVDXbQ7x9uQ6F6d6ldA4GRhbMJAfr/+NSa+O4/CYQ3EbNMhtjV/n8r6uL17Xpx1h0dgazA1sXj/Btbk7eDSQWcwNKY3u8tyuGP+SwTlqamONyIC5g6cQZWhjlEHPRuqmuoBMPnZyTosOfuzZ9zCzN5jO2z7xoJdPP3vJxTqywnJ0zBkQwThe3yQWY6/J9LR8K1UuIWM6kJBZDuBMdksSO0n1t+O1C5m9KcxLU+4azRRltrIpkuKcfynoKIh1O71vqKXgYpehuYDh77iBz3KXL7u8M9WkYBd4mT3nKoWx4uG6ikaqm/9ulYwBh2sLHywaINd6QQlNPha3DnpXOCSgkMMEouLkV9Es3luKaFZmuaQVyD1Tz/kJikbzy3lwv5TGZswsN02nEwoZXLO7j2Os3uPI7u6iB93LOZ3zQqyJ9URs0lL6pIg1A2tpzBJWRzA/im1/Lduy5r7y5h9XxrzX9rnOVbZ2+QpqJFxQRXxWwI8ob7lvYzYVQ4MQTZ8q72rLB9CbpIw4pNIds2s5AU+p9bYwC2jL+z03AzgjnGXkFmex+Yr9zPx5VhU+o6lavGrUDH74XScYierry1A1SBt4fF5utEpke3JJ5/kxhtvbCGyGY1GnnzySUFkOw1QSGS0KLNzgnLn/FeoaKrhu8uf7WlTuoxO5cOLy77g9z0rSAiMZFRMP+6bfGVPmyUg0CVkEim/XfMqZ3x0GwAWHwcBRXKiN2tZqdzK++t+YVXOVuYOmkFsQDj9wpN72OITl5U521oc+3HHIgDq48zY5U4aB1kYMD8UufnoU4DKZANGP/ck/cutbsFucvIwAjV+nbZPbzFw0y/PIXaIGPF5FH5FShY+ms3svhM73aeAwMlEQZ3bq8GstlMTayRhrT8Vac0L8iT/KK9F7Burv+WXnQc9fbO3AO5cOgBNIVa0Mg0/Xv0CF3/xEPWWRgZFpXPJoBmo5QrEiCgc4u3F9t76nzsssn2+6U9eW/UNwfkaJv4Wh3+JquMPfpyQ2sT4V6vYUbKfOX0n9bQ5AkfA7rT3qBdbZwjP8uWcx9M973eOLaPX2mBqY02sv7aE6C1aqhONNIXZjq9hBwUbSSNIEKMtVVCd2lzcRGoWu4sxHERTKWPia3HI7dKDlzeHl3o8s4BzH0hF7BRTntrE+huK6RORxH0Trzg+z9TDJAVF8/CUa7h1zEX8lLGELxR/sGRoLonL/UldHtSiGmefJaH0WRLKhosKKR3iLbDmDqtzC52Hwkf/U2Pg92eymP2Q++8qco8vNoUDueXo8zORS0S/BaEom6R8xHwAbh1zUaefVyIW88KsOzj/0/vYelkZo9+LRuTq+PezMciKxddByAE1jmNTwPqkoVMim8vlalUtzcjIICBACGM7HZBLZUT5hbA6dztqmZK0kDiarCZCfU+8f/+txZm0GNFOUnwVak+y8TJ9NWvzM7jDbkMkErUZwiUgcCLjp2re1t1ySSnTXkgkOEdDztg63lv3EwCP/PMuUboQ/rr+6MV3Tmc2F+454jmpSYxd5gQRrLmxiEmvxx+1r6zJNVQluieLgSot80ad1yWBDfBUHY3M8CVsnw9bLyjFKXFxfr/JXepXQOBkoX9EMo9OvY4P1/zKylsLvM6JEXHF8LO8juXWeIeEAWRW5CGxixHrpHx48SOEa4MYGduXrcWZjE8cBECkLoRP5z7BjT8+g9lh9VxbVF/Ror+j8cvOpby26htSlwbS699gz8LL4Gvm30fy8CmWMu2t9m98lKToye9bx+CfwttcSHaWwEwV66MzjrheEeh5xCIxLtHJPTfvt9pdITQkz5dzHklrcT5vaB0KvZjMGdUYfK3YdUfvT2wHpxTEjeCUAGoQ2UBTK8MYaHdXE3WC3CQmdrMfujIFMdv9PNevvDGfmniTl8AGuAU2FyiaJPRZEELsNj/v+x4WlugSuTD72mkMtlIfbaa8n4HqaAMjY/ry0jl3nXbFqLRKDdcOP4eLB07js01/8Ln0T4pGNZL+ZyAxW3UthKgRP8RQubGJzElVNIVa0JRKMautbr8UCWDHrb4cdplL6g5VltrF7pD/DoyLKSsCAfiI+firfLl08JmdftYAtZYXZt3O9eb/Y/+EGlKXd7ywgq5SyZTX3ULt8hvzwHl6/b0cTod+3fz9/RGJRIhEIlJSUrx+uBwOB01NTdx4443dbqTAiUuITwCNFgM2px2TzdzT5rTKxxc9gkLSusvtyUifsETCNIHEBIbx3vkP8/ySz5ieNoqhMUKolcDJi1qu5KIB0/hhxyKagqxY1HbCMn0IylFTndhc1bK4obIHrTzx0SqPnEvDr0RJuc4djnZ4iFpr1MQZPQLbLaMvZN7IOd1i30UDpvHeOncutm3nlVEwrIHJycPoI4R1CZwmiEVizu8/hdl9J5FRup/cmmJUMiXh2iDSQuJQy723/+8cdwlXfvc44F6XhWb6kLY4iPL0JopmGDxebc/Pall0bGBkKhvu/AK708FV3z3O7nJ3PqmjFS85nHX5GTy96GMS1vrTa2GwV+W5TReXghiaYuw4xU4sage7p1bQ998QlMbWw4ScTiciqxOJGapjjEQcODZ5nUL2a8geV0RebSkJge0LjRc4vqhlSmwyZ9sNT2LiN7uLdERk6dhweTGlfRuZ9bC78mJVgoGCofWkLg3yCgtcdH8OTcHNorhL5vbuP/PJpKN6ny+7PY/6g6kX/AqV7tcikBnFxG/wJ2V5QKvXW5UOSvs2UpVkoDHWRqOfBYfE/e+iEMsYEt2LhwdMZlLS0NNasNbIVdw65iLm9J3Eayu/YZF6A3njGujzazBB+d6RfSH5PoR82lx0xS51sn9gHa5g4HDN6WAYL8Afz2Ux8Mcwz99MR0hZEYhFY+clviTUN4gpKcM6/oAHGRrTm2uGn8Nnzj8IOaDBv7hzXstOnJj8bdjsx9mr8wSiQyLb66+/jsvl4pprruHJJ59Ep2uW5OVyOXFxcYwcObLbjRQ4cUkNiQXA6XKikR//8IFVOdvwVWoYGJl6xDapIXHH7P7fbl9Ik6mm7YbdyIDIVC4Zcgbn95vMS8u/5KedS/hp5xJ23PPdaf0DKHDyc/f4y/jhYGhjzpg60hcHMfqjaDKnVrN/svt7JoT/tI7NYUcmkVLaUNXqeX+lL6YAK33/CMEQaKPfH6GttgNwil2svKXZw+adtT+ytTiTuQOn0zc8mUBNG9vxR8FfreWsXmNZwGoApqeO5IWzhIrkAqcfErGYQVFpDIpq6QFzOI2W5k2Gy4ecxZcsoDzdLZb3D0pp8z4ikYhao97LI+6ZxZ/w+PR5R72uuL6S+357nZD9Gvr/HuolsAGM/ySORXcdIKBUg9gpprhPDQ2RFjbOLWX8J3Gt9ikWiwkt8KXRx4rTeey8mIJy1UgdYlbnbhNEthOUQI0Oq8yOQ+o8IQpmdBWHxIk+zEJjqBVDgBWLjwObyoFd7sQph4oU93d286UlyI0S1HUyInZrkRu9xW5lg9RLZAOwaZz882g2Mx9PabVyY5PO7BHYxr8Vy+qbCkAEqYsD6b0opFV77XInWROryZ1Qj13qJD0ojpGRScQFhBPpF0qcfzhRfqHtEuNPJyJ0wbw0604uKcnihcWfsSo8n+gMLb3/DDlivjapXczs19Ip6aNn45WHeSaL8IT6AlT0MbZLZDOr7Zh8bajqJCitcrbPLCF/hB5JBTz051tEXvaUZ/OlM9w06gLWZmew9fJyJrwci9TW8e+nGDEhWRoM40/fdWmHRLYrr3TnfoqPj2fUqFHIZKevC6CAN2KRGLHk+P9IFtaXU1JfeVSR7Vhispqxu+xtN+xGRCIRVw51h5MMi+nFn7tX0jc8GaPN3CNCp4BAd6GUyblq6Nl8vvlP9k2tJmKXL35lSlSNzT9V01JHUNFYQ61R36VJxKnEZ5v+4PVV3zIwMpXtJVmtNxKJaAizkDeynqZgK/1/P7LIJnLCwJ/DqEg1UNrXXfhg5659bDgY6rn85g87XFlsf1UBLy//itKGKgZEpuIn9yEmIJxnZ94qbA4ICByFnJpi/GQ+1Nua+CVjCVcOOYsvtiwA4IYx7fMwfXnZlxhtZiIzfCnp38ivu5bx665lbL7zq1bDvxxOJw/9+SbUOBnyVeu5ecROMdNeScbs6y60krwhGKfLRcUAY4u2hyNxSahNMtEY2kDU650T7LfOLiFql5bQ7Nazx0ttYoL3a1gSsYkrh57dqXsIHFui/Ny/QY3BVvzKjm/yprpIEy4RBHTSSwfcolpNgonKZAM1qSbqwkw4xW7hWCfzIUjtR5BKg0alQiGVE2FswOawo4vzoa5JT3FDJZm2anBBYJma8G0+RO3QMu6DWMpTG9lwZQlOWbMQ7ZC7KE9vImqXlrK0RgLzVR7PtEWP5HnarbytAFxHFthcuCjt08iu86qw+zq5bOhMLh10BsE+HfegOp0ZGJnKt1c+y597VvGa/BuW9MklZXEgySsDjigaR+7WMvg7J5XJBppCrNRFmpEYwHFwOlWapMdOKNI25JmCQXVURTVSn2BDZIERn0dR1F+Puk6K1Cnjjl9e4qerX0Sn8jlqP0dCJpHy/KzbuODzB8icXkXfBUeeLx4NdZMck+j4rpFPJDqVDGH8+ObS32azGavVW3HXak+dsr4CJzb+Ki16s6HthseIa4efy981f/fY/ScnD2fS7cN4duEnbCjYxeTkzrsICwicCNw+di6ZFXlsLNzNsrvzOPfBNGK26KhMMlDWp4kbf24uYHLpoDO4f5JQ+GNn2QEAj8AWWKBm6vCBzM/diEXtnuDUmdwVyZqC3L/XVqUDhan1KYAIEfEb/Ynb5IdN6URmEuOUuvj9OXf/OmXHJ24/ZyxlY+FuAIoaKpg3Yg7XjThX2CUXEGiDuQOm89vOFdTXNWGwmUkIiiLj3u871EeTzZ2jKXSfD1EZWjZe4famGPr65a329eeeVeysyGbcN7HIzUf+jooRo25sXlBGZfkRltf2GiBilxbJ9g49ggcnTurizIhEoiOKbAARO33Yln6AisbaEzJf8OlOanAsYkTUxpmOq8hmVttZfmc+YpuIcx8+uhfpf7HLnZSnN1Hat5GK3gZsUgcBci3D4vszMCqNXqEJJAZFtWvD2+VyUd5Yw+bCPSzP3sKayO3snllJ2AEf4tb5MeuRVLJHVLP7nGoAQrI0hGX68O/92RiCbCgaJYx5N5qld+V79aupktHn7xAid7f8HjaEm9lzVhXlKU2MjRvIQ1OvJlLXuqebQNuIRWLO6TOBycnD+HD9r3wt+ZuiEXr6/hxCWFbr86TYbX5eOfGyR9awc87BNChy+PPZA5zzcKpXnrz/Up7cRE0vCzghcJeCwBoNs551F04w+tlYfm8+j/79Lm/Mua/Tm5jxgZHcPOYC3nR+T/RW3XEXwk8FOiWyGY1G7r//fn788UdqalqGyjkcji4bJnBy4XQ50ZsNaOSqTiXgH/zqpdidjg5PHCcnD6Xe1NTh+51KiEQiRib1JykouqdNERDoMhKxmDPTxzQLMgMaiN3qR8I6f8r6eH/Xv9n2D1WGOhIDo7lx1Hk9YW6PM+eTe8mpK/a8n31/GhKlhOIBtSgsEo/IdgipSYRd7WLXrEqG/BBx1L5FLhFykwQXLnad7Z4E/nDF80jEzZO/OqOeu35/BZVMycuz7mx1cbEyZ6snDBhgSFQvzus3CYX09C7vLiDQHkQiERWN1Z73f+9dw+ML3wdgwXWvE+0XdsRrmyxGXlv1LevzdxJUqCFijy9yk4SZT6j564kDrV7jcrn4bMPvROzxJShP3WqbI6Gpb993Onp350POxYgZ+nUEbVW4D9/ti/iCChZlrefyITM7fT+BY4NarmRAeCqlfYtJWH/8vKjkRjEB+Sp0pe3L1eyQOKlIM1A0SE9F7ybsEiepgbHMS5vB+MTBpATHdErIEIlEhGuDmNVnPLP6jKfRYmRR1np+Dl7KhpRc1AY50et9mf5CIppa9/fK5GtDahMjckL8Bj+W3pPvleNrzn3pLe7jwkVNvIkDk2opS2skQhPEq1PmnfY51roTH4Wauydcxrl9J/Lc4k9Z57eHyN2+9Jsfikp/9Ki/pPWB7Jxd6RnOXDLYNqeMIb8eOcy9Jv1gDnQxjP86weucul7GoG/CWHnNNn7KWMKFA6Z2+rkuHzKT3zKWs/vcKsa8J6wxO0qnRLb77ruP5cuX895773H55ZfzzjvvUFJSwgcffMDzzz/f3TYKnATUm5pwuZwYreZOuaeOjh9ApDa4w9cpZQrCZMenqEGdUY/FbiVM2/FqK8eaSclDe9oEAYFuY2BUKlG6EIobKskfXk/sVj9kR/CmWJS1AdhAXEA4M9JGHV9D20mjxYhGrkQs6v6Q+sMFtglvxHnCusb4p1OSU4Z+iMVzPnG1P7Gb/cgbUUfcZr923yNvZD25o+qY028Smwv3kHZYnsv/W/yxx4OuqqkOTYBbZDu8qt+z/37qaT8gIoVPLn6sw88pIHC6IpfKSAyMZk9FrtuLy6j3nGuymI5yJby47At+37OS0EwNw7+K8uTWMQS4k1HLxNIWFTiLGyrIbygj2qQlb0gd8VtOvDAyXVXbnkJys4SwPT78HrhCENlOUM7uN46nSj+kKciKT/Xx2XQRI2bCO3FHbeMUu6hKMlA8QE9ZfwNWuZ1k/2hu7jOT6akjifLrfu8vX4Wa8/pN5rx+k8msyOPnnUv5S7uarCk1BBVpCN+hITTLh0mvxXvyI1ZHNFHdxwJWOPdR77Q5dpmT4v568sc1UBtuJE4Xwf+NvIwz0kd3yhlCoG0SAiP58KJHWJi1nhcVn7M0NY/0P4NI2ODvmZvtOLsMmVlC+uIgj7fanPvTKU9uZN28YlRVEhLXHH3MHf92LJsvLiEoW8WvL2UiN0g464nm/Jzhmb7EbfDjFfFXjIkfQISu4+trcIeN3jXpMu7Uv0x1vLHDmy6nO536lv355598+eWXTJgwgauvvpqxY8eSlJREbGws33zzDZdeeml32ylwghOg1ra7WlVrvDn7PvRmA1mVBZ5iCicaa/J2MCquf0+bISBwyhPrH84f177OoFcvoSbehFFnI6BIxbTnE1E1SD1hi+kh8WRWunORZFcXcaCqkBpjA8Nj+pwQO7Q1hnrunv8qGeX7cQFahYZYXRiXDzuL6WnNRYKcLifLDmxhWEwvtB0MxfzrujeY+fEdAJh1djiouaklCtJWBZM3pB6AuA1+9P/D7fEycH54h+6RN7GeGakjySzJZfX+7czqPR6FVM57635i6YFNnnaBGj/ALXw++ve73DzmQqwOG+XGZo/3Z868tUP3FhAQgDvGz+W6H/8PgD7hSThcTvxUPm3mpTyUb60i3cDam4oY9G0YvtUKssfWAhCpC24xVu4td4+pRUP0FA3Wt0tks8rtlPZvIiRLjVp/4nioxm7Ssa5vEbvLcugTntjT5gj8h5npY3hn5Y/sPaOKYV9FYpc6Mfpb0VYd/9A0u9ydK6usVyPl/Q1YFHYifYK5ss8kzkwfc1wLaKSHxvPo1Ou4Z/xlLM/ewj9717IhZhe7XJWozDIC96kIPqCm/78R+HwtR+IQuwsvhFiojTVRmWrwhLOOjOnLpUPOZHR8/2Oy0SfgjUgk4oy0UYyO68/rq77lF9lSSgc3MfC7MHxq5OjDLVQnm8iaVuNVTTTsgG+rnoitEVioZsaLyWSNqwYasaocLLs9l0lvNnu19V0QQlWffJ5b8ilvnfdAp59nQuJgYrVh5I+oF0S2DtIpka22tpaEBPc/pFarpbbW/WM9ZswYbrrppu6zTuCkoqu5deQSGdF+nUuueDw4I300Ltexq4YlICDQjEQsZkryMJYc2MTyO/IY/XEMfqVKytOaQ0YbzM2vP9own482zAdAKZXTKyyBG0edz/CYPsfddnB7cj2/9HN2lO8nbK8P5b2asNZZ2GXJ4f4Fb7BgzypenHUnKpmCZQc2c88frwHw/Fm3My1lhFdI5tGI8gvlrdn3c9v8F9lwVbHXJE1TL+eMp5KoSDMQs7Xz4VlmjZ2k4BjiAiJ4f/0vjHvnOiYkDGZF7lbUehlJywLYeW4FLy77Ap3Ch992L8fssPLqyq+9+rl22DnHxANAQOBUZ21+huf1o9Oua/di+eEp1zCn7yRK9VU8+td7LL83n2GfRRKzVUfxQD1WR8uk1OWN1UhtYuwyJ4igPLURmVFCZYqB9KWte0TIrVJCMzVIrd52/fpSJgCDvwoj/kBgex+32wjN0uDTqOC77Qt5JvyW435/gaOjkMq5fcLFPGZ+n+SoAHZNrMChdDHxo2Nf1MiisVMXZaY21kRNsonaGBMOsZMY31AuTZ/AtNQRpIXE9eiGnVquZGavMczsNQaTzcKOkiw2F+1hXdROdgzIx4V7TSJ2ijxFF0RAWmAc56afwZnpo4Wcaz2EVqnhsWnXc0baKB776z2W3ZdH7z+CGfxDOP/+LxdEsOO88nZVEz0SqauC8C9WseamQoz+Nq9zMouEPr8Gs8pnO+vyMzrtJCISiZiUNowfyxd22s7TlU6JbAkJCeTl5RETE0NaWho//vgjw4YN488//0Sn6/xEXuD0Rik7cXY/W0NI0C0gcHy5c/wlLDmwCYuvg2V35XHuA2n4VMkJzFdRE2eiVF/V6nVmu5VtxfuY9+PTrL3tU3wUx3f3ze50cOdvL7M6153ZO3KnL6M+c+ezcEid/P5cFqvytjPjg1v587rXvbx3H1zwJm9qv+X7y59vd+h9+FFC7VWNsg6FhraGtlTBnrIcHp12Pe+v/wWAFblbAZj8YjwFQxsASAqKZnPBHhqtLasL+sjU3DT6gi7ZISBwuiKXuD3SAlRaT6hYexCLxPQKS6BXWAJj4gdy08/PsmtOHn3mu8eM1sbQBnMTSouM2EVa9sysYt11zSHpulIlEZmtFxtQNXnnHlp2U7bn9dbLy4l/7PiLbCKXiLiVOv7xXcsd4+YS4iMUQDjROKvXOD5d9zt7zq6mLsiEUwFOsROxs/u8rhwSJw0Rbi+v2hgTDYkWGrXuVApaqZpBMekMj+vL6Pj+xPp3zNP7eKGSKRgZ14+Rcf24fexcDFYTWZX5FNVXYLJZUMuUROiCSQmORavU9LS5AgcZGtObX659mddWfsOPksVU9PbhzKeSyR9aj6qh62G7IbmaVj3gaqOMWJUOAgpVvL78W0Ze1a/TgnFKcAwGtRWbwoHM0rwWrkw0EJSjOmqRhtOZTn0qV199NRkZ7l21Bx98kHfeeQelUsldd93F/fff360GCggICAicnkT7hfH4tHme92atHZ8aOePejWXQj0eeCEuszROJC7988LhXIH5nzY+szt2O6GANoKqkZtFJYhcz9r0YVHVS6s2N3L/gDaL9wrjiYM4giUVEqb66hRfYkdhStJervnHnOEtdcmwWsdoiOQfKCwnU6Jh/9cvNJ1xg0tnJHV1Hon8UVw49i41Fu1rt47XZ9wh5YAQEOkm1oQ6As3uP6/RCSSmTc92Ic3EGi1h/bfER25lsFqQWMakrmvPPaqrcAtrGy4r59aVMGgLNbd6vPsHbs2LZpdlHaHlsid/oh8Qm5svNf/XI/QWOjkQs5p7Jl1OZ0ET4Pl+Cs9VdEticYhf6UAsFg+vJOKeclXcVsODZA6y4PZ/Mc2vwnx7CORMn8fxZt7PgutdZdccnvDHnPi4ZNOOEFdhaQyNXMSgqnXP6TODigdOZ1Wc8Q6J7CQLbCYharuR/U6/lnTkPYO4jYsV9BQQUqryqjHY3UouYoFw16QsDyaopYG3ejk73Febr/i0w+TV7Ph8YU0PRsAYyZld01dRTlk7NeO+66y7P6ylTprBv3z62bt1KUFAQX3/dvoWBgICAgIBAW8zpNwlfhZp7/3ydhf/LZvIr8ejKlcRt9sOucLLzHO8f+ME/hBOzVcfKmwuojTNR0lDJ2Lev5a/r3jxmoYq/717BkOhenrCMnBr3AtZ1cMOvcEgDSasD8Ct155kJztUw49kk5r+0j/X5O3G6nBht7l31Ce/EUTiogd9YweTkYYxLHNTqPY1WMw8veJtVudsIyFMx7qtklI3dL2K5RC4q+hmJ943m3E/u5pmZh+VUE8GS+3IBeGjkOdzy8/NYHXait2kpGtScnP3a4ecwLKZ3t9smIHC6cPvYuVhsNsSOrnkMjI4fwJ0TL+GZJZ8esY3BakZqcd9n9n1puHB5PBUOhX8uvy2Pc584cv6g9ZcUel4rqsVYgpzUplpwOp1dsr8zyMwSElb48YN8EVcOPYtgnxOvkMPpzrjEQZyVPpaFjrUM+CEMp8SF2HFkMdnpcmHW2DEEWDAG2GgKstIYYqUpyoY+2Ixd4v47i9KEMDymN33Dk+gbnkRaSJyw2SPQY4xJGMgv177EQ3++xdob9pCyNJD0xcGInZ0PSc4dXENgiQZduXcew0N5DX1q5ASUqfl6y9+MSRjYqXuEHBwzTVob2gp3scH4Df7kSGu7lIrkVKdbRprY2FhiY2PJyMjgk08+4cMPP+yObgWOMxWNtTy18EOuGDaT4bF9j9o2u7qIrMoChsf2Iehgsutjyfq8DNRyJf0jU9tuLCAgcEqhljdXkss4p4JxH7jDK5PWBBCco8a3QoFT6sKks+Fb5Z4AJKz3pzauufLezI9vB+C1c+5hbMJAvtv+LxWN1UxJGcHALowr+bWlPLbwfQB+vvIlEgIjuWHkHFbmbPVqpw+1eEQ2ABEi4jf6kze8joGvXIK/SgtAXZSZPn+F0Bhu5c75LzM6YQC9wxJptBhYvH8Dsf7hOBxOSuurqNTXkrYwkIT1/l4u/N1JXZSZJp2FXeVuL5Qbf36mRZvZfSfy8rIvaTA0kbYsiNAsjUdkGx7Th1vHXHRMbBMQOF3wU/kS6htIrbGhS/24XC7K9DVHbVNv1CPVuxd9ooP/HUJTLcMQZGPqqwlHupw/H8/C5tMspk19I5EFTx0AEew1HNmD7liStCqAvHH1vL/uZx6ddn2P2CBwdB6bfj1Wh41Fl2xgy9xSZA4JMpsEqU2M2C7CJQKn1IVN4eCX7L24HmjOkayRKIn1D2dgWCwpwTGkBseSGhIneHUJnHAEafx4/8L/8cnG33hX9BM1KWaGfBWOul7W9sX/wS53suOiSnDC5FfjqUowotZLidir9bQRISJutY4N4buoaKwh1LfjEQ+HwuzNumZPNqnd29tZoCWCnC/gQSVTIJGI20yoW9VUx3mf3+d5//j0ecxIHYVafuyqAe0o3U/vsCNP6gQEBE5dRsf3Z9EN7zDtg1uoTjJSG2UioNgtvOnK3OOO2CryCGwAMdt0+FbIcchdrLq5wHP8rt9f8er7663/8PQZN3NWr7GdCsOK9gvzvJ771YM4nE5m9RnPqLj+3D7mYkx2C1d//wQ5Y+uIytB67VgO/DkMnC7yRtZTZ9ITv96PmG06RIgY+nUEWRNq2Fm2l9Wh23EdTGpc0VjrzkuXq2L8ulgv4a67Meqs7JtR7XXsv6G3crGM+buWA9BnYQgpKwLZMbvc/XkMnM6Dk68+ZvYJCJxOaBQqlA4ZLperU2PVpsI93Pv7azRYmojY5Utp38ZW2xVUl6GuaX3BN/2FpKPe49/7sr0ENgC5WcqIz6PYcHUx6+uzGM7xL3AlN0tIWRTAL4plXDRwGinBJ2YV+9MZhVTOS7Pu5NrKfPaW52KwmjDazBitZuxOByJEyKVSlBI5hdn5jB82inBdCJG6YPxUvidERXEBgfYgEYuZN3IOQ2N6c/9vr7P83nwGfB9K5G5t2xcfhtQqRmwGiVnEjjll1MSb0eV4i2wAkbt82XF+OcsObGbuoBkdtlculaGRKLH4ODp87emMILIJeNAqNbw5p+2cekEaPyYnD2PpgU0APPnvhzz574csnPc24dpmVXtPWQ4RumD81R0bNFrjuhGzcbqOf5jBiYDL5WJD3k5EYhjRyeowAgInO6G+gSQHxXCgupAVd+Qz5eUEj9v6kfAvcQtxE9+II294Pfkj6gGQmcTImyT0+yOU9dcW88g/79JgbuKywWd22C6JWMwXc5/k661/U1xfSWZlHqtytlNramBdfgZPTr8RgLpok1so+09YQOrSIJJXBqKqlyI5LBRMZpbQZ2EILAQXLhpDrBQMrScqQ4t/sYpjTWOQhcUP5B61zdVDz+bSwWeyv6qAm395nppYIxBI7ih3/qgBguexgEC3cfWwsynX11DSUElUJyqxr87dRoPFXZG5KrVlcRIAs81Kgb6cAaWdE8IMQd552A4l5I7Y64vICZWWeugBkQ0gcW0AhaP0PP3vx3x+6ZPtrtAqcHxJC4kjLSTuiOdtNht/V/3NhMQhyGQd9/4REDhRGBiZys/XvMTjC99n+ZVbSFhnpO+fIUjs7R+bZj2RiksECx7JAjHoo1tWjJaZJQQVqFmXt7NTIhuAr1yDVSWIbB1BENlOQ+xOB7f+9AKxQWE8NPmaDl8vEol4ZdZd1Br1PPzXW2wo3A3AhvydPLHIHSqcce/3fLDhV5wOJ8+edQtaZfuq5B2JUyGHQmVjLU/9+xF7K3N5c/Z96M1NfLnlL14552408iMvmu1OBz9kLKLO2Mjw2M5XhxEQONn57vJn+WbrP7y26huW3JvLhLfiCChsW3DyL1bhX6yi74IQzFq7l8fbGU8lse66Ij5c+ysjY/uRGBTVYbsGRKYyIDKVBlMj4965nlpTc0iX3WlDJpYSsFfhNXGqiTWyf1INZb3ci15djZJJz8e1WjlQhAhtpYK+fx2/xemaGwq93kfqQihpqARgVFx/ZvYaw7SUESzN3oxKKkeMiOAc79CcxMCOf5YCAgKtIxaJufbbJ6ky1vPJxY/TPzK5Q9ffNuZizkwfg95iYN6PT3uON5iaPJWMc2uKceHyeAh3BKfY6VVO7b8V71yAxdVyAXi8EDtE9PsxhNU3HeCH7Ys6vdgUEBAQ6C50Kh9eO/ceftyxmJdEX1KbbGbI5+FoK4++iXyIQ0VCQrJ9KOvfhMIgpiy1kfAs7yrQQVlqtiTtxe50IBV3PL2Ir1KNTdW697NA63RIuZgzZ85Rz9fX13fFFoHjhFQsYUBUCjJx54UrkUhEoEbHBxc+4jl2qHLJodjts9LHoJQp8FWcPjkRbA47OdXFpITEAHjtlN4x/2UK6krxkav4O3Md32//F51KQ0lD5VFDF2QSKQ9MuprMitxWBbaS+krW52dw/oCp3f9AAgInEDKJlEsGzeC1Vd8AsOK2fMQ2Eb6VcsL3+pK6LBCRS3TEhMkyiwRZlffkQtUoo/9vYay6uYA5n9/Lu+c9yOj4AZ2yT6fy5fvLn+Oa75/EaHNX33tx2ZfYnHYq0uzkDasjfpM/Zl87K28tIFjtz73DLmdZ9ma2sQ+rxoHCcGJsKOhKlZj8mjzvSxoq0chVJAVE8facB5CIxSzct44HF7wJQGChioT17uS4/oVK6mLMJAVF94jtAgKnKtEBYZQaqrniu0fJuPf7Dl0rl8pID433iOWH+GLLAm4fezEAubUlAPhWyjts25I7mz1fD6/w7OEE2B8MztWQsM6fV0VfMzg6XQgbFRAQ6HFEIhEXDZzGoKg07v3tNVbcnU+/X0KJ3axrdeP1EE6cLHw0B59KOfEb/KjsZSBpbSAmXcvNjOAcNXsdVWRV5tM7LLHDNupUPpQru5YT9HSjQ7N5ne7oFSR0Oh1XXHFFlwwSOD7cOPr8bu9zdPwAr0nftLSR3X6PE52nF39MWkgczyz5hCpDPWIXPDz1WvpFJPO/KVcT5ReGVqlhbf5O1uRu5fbRlxDiE4DRaj5qTrtwXRDhutYTTGZW5GGwWTqdp0VA4GRCLpXx/eXPcfFXDwHglLloiLTQEGlh39RqAvNUjH83rkN9BuWpmfZCIoseyOGjDb91WmQD2Fy01yOwgTsMv8pQD8D2C8rZNasSmVmMGDGfzn0cg9XE99v/dT+bsXuKF5QlN/JP7nysD1qR2SX0WhBEzHa/DvURscuX8l5NXscMVhO1Zj2L929g2YHNrDzgLu6QujSQ5JWBHnGzPtL9/MJ4JCDQvbx/4cMMe+0KJIhxupwtQh6bLEZ2lGQRGxDulS/ycFblbEPkEuESufM86s3N3/P82lI0RnmHC6lsmltCU7g7VFTWKObsp1qGioft96E8tYmSVD3hO7oW3dAV+v4ZQl2imTt/eYXvr3q2y5EWAgICAt1BcnAM3135HC8u+4L5kuVUJxkZ8EsYUmvr4aN2pROz1o5Za6c6ycj0JxIoGKVn91nlRO30RW5ulnn8ipRIHGK2Fe/rlMjm76OlyLew7YYCHjoksn322WfHyg6BEwiXy4XFbkMp6/hO5unObWMv5teMpUxJHsbi/RvYXZ7Dayu+5oIBU/lp5xJK6ip5eubNSMUS3jn/IQLUOsr1NcT4tz4Zbg/jEwfRYGkSFrQCpw3pofHsuOc7ft65lJzqYr7bvtBzribeRO7IOhrCzKjrZaQub1/1I59qOdoqBdvZxz2/v8rj0+d1avF1ZvpoXlnxFSNi+3D10HO4+ZfnvM7bFU6kGhnPTr+JEJ8ArvjmUYobKhnzYQwiV9e/wzUxRtZeXggOQA02nFQnGDsksjkkTrZdVNbquaL6Ch5Y8CaaJjkBBQoG/BKLstF7KtHn7xB2nV3ZqgggICDQecQiMXKJDIPNRJ2xkUCN9+b3tT88xb7KfACW3fRBi/MGq4lP1v1G5G5fivu6KwDfNOpCz/mCujI0Fe3Pc6UPNrPk/jyvY2c86x3G6sTJ4ntzcR0cJtZfUsScHd6hpMcTiV3M0M8iWHlXAff/8QbvnP8QErEwTgkInKyYbBYyK3IZFNVz40p3oZYreWLGDQyL7c1T4g9ZEVfA0E/D0VW0dMQ4XEQDWHZrLraDU94Do2vpvTTEc07iEBNQoiKjdD+XM7PDdgWodVj8T8/c6J3lxIhLEThmVBvqWXZgM5OThxGg1rZLiFlfsJPy2mrmDJrsdbzG0ICPQoVCemqKb+X6GvaUZzM5ZXin+wjS+HHtiNlkVeYzNXUE8zOWkVdbyqCoNJZkbaRJaWRN3g7EIjGLsjbQOyyR+IDIVvNAuVzuXeZD/2bF9ZXk15YwJmGgVzuZVEaQ1L/TNgsInIyIRCIu6D8FgJtHn8/Yt6/znNsxx13dUuwQkbIisN3i1fDPItk/oYZlzs2sztvBd5c92+EcbUEaP49Hb0VjDY5WCraY7RYe/OstdEofGsxNpC0OIuRA94TV18aavN775ykZ8EvHRPySfm3n3dDmyxnxReufjfNgJdT82lIShLxsAgLdypMzbmBPaQ5aZcsxY3rqSI/I1mgxeIlsLpeLZxZ/Qn1TI2l5gR6RLVDTXJwqp6IYTXnbItv85zI9otnhjH8lBul/knaX9G/EEHpYQYQO7CWY1XbkZrEn71B34VMjZ+gXEay9fjevr/qGeyZc3q39CwgIHD9GvHElAL9f8ypxARE9bE33cGb6GHqFJnDXr6+w8q4CBvwYRsy2lhGFygYp5oPhobZA3MkvRWAItrVoq8tTsLs4u1P2BPv4Y/bpeE7NOuvpm8dN2Lo5xak3NlLZWMP+qgIyK3LZU5bT5jWx/uEkh7fMU7G1aC+LsjYcCzNPCKwOm1eY138xWs3UGfVt9lNUX47ICQarmVvGXcRzZ9+GwWYmMSQSpUzOP3vX8vvO5azO2c7Ly7+kydKyyle9qZF5P/4f/7f4Y8+xX3ctZXPRHp5Z8glnf3wnmRV5La4TEDgd0Sp9eGP2fcxIG+V13ClxUZ7WxOL7c2kKtLbZj2+VgsE/RRC8X43FbmXO5/d2ya7DC5poyxVIzWLC9zR7xzUcDNOK2O1LZZKBfZOq2T++ht+f2XewUmf7aQgz89uz+9g1q9I9yTpIXZyZmjjTkS9shbB9Poz4rFkck7QSqlDWp6nFsUOE7nMv/rcW7+vQfQUEBNpmauoI7px4KTKJlLyaEp5a9BElDZV8tukPzus3mbW3fcrWu79psdj8euvf/JW5BpvU4R4ngDW3feo573A6KWoox7eVhNtmtZ2t55Xw6zOZ/PpSS4FNUygm5Xc/AstbCn/+/ylO055iNYeoSTBSln7ksaYrhBzQ0PePEL7c8hcL9607JvcQEBA4tljtzWLSAwdzxJ4qxAVE8O2Vz3JG3zFsmVvKjnPLcUpcXm1GfhbljlwAEEHgAbfHW0N4y/WsX6mSMmNNq+vOtghU6zDLbZ5N1KNh8rWx7cwS9k2txu46fSuSCp5spzh6i4H82jKGRPfBarejVrQ9uYnUhRCpC2lx3F+tI8qv5fFThZL6SvqFt16t66+9q1mYuY69lXksuPYNVPIjV32JC4igorGWUF93AQiZROou05yxhCjfEBpMjdQ7rIgPhie8vPwLfs5YQnpoPBOSBvP1lr+J8Y/A6YJeoQmefm8adT7l+ho2F+0lr6a01X8jAYHTlQmJg5mQOJiHJl9NaUMVc79+GID11xQDUBNvxKemfV64w7+K4o9nsgB3zsP00PhO2XQo1xqAPswCQFnvlgvGZXe1FMy3XlzGtBfanzejIs2AU3Zw8nO4p4gI6qPMBOe331NObpIQsdeXxPX+KOukxG/wZ+MlRVSlmDxbc5oqGfsmVZOw3h+5yTt/U/Eg987lxKQh7b6ngIBAx7n7t1fJrSthUdZ6Gi1GXl/1LS+ffSdTU0d4tVuevYVXV3yD3CDBqnEvej644H/4KtSeNoV1ZVhddrTlLec3ix7Mwa76j1euA/d4IIKp7yQf0dtMbmg+HqcKYcjHwThpX9hRYK4al6TtRV1nSVzjT12siSfE79M7LOGIeewEBAROTN5c3ZwL/JAX76mESqbg/864iX4RyTzPZ+ijLQz7PNKTpsO/RMXEt+JYfmc+ADUpbnHNomopbvlWuOfAebWl9A1P6pAdgRodiMDiY0elb93b2SF18tfDWdh9Wz192iGIbKc4+6sKWHxgI9tK9rH0pve7lLdraEyvbrTsxGNT0R7U5QoGR6ejkCroHdYscNUa9eyryqfaUM+IN91uyY9Pn8fZaWNb7euQwHY4d4ydS0VTLb1CE7jim0cp01cxPWUk+6sK2FqUyZ7yHH7cvoiEoEjqjXpm9ZnAwOhUao16AtRaZBIZ0f5hRPuHMaffpGPzIQgInOT4qXzxU/ny4YWPMO/Hpz3HjX4tXeePhNQqZty7say6uYCLv3qIHfd816mx86KB07HYbdidDsK1QQyP7cPfe9fw/vpfAIjxC+OZmbegNzVhtlt57J/3MdjcXmdNQVaWPJTL+NdikZnbTkJu8m1+Pm25AnO4A6vLTvLyAJLXBHbYdoD+v4ZhlzpZe30hcet1RO/0Y9uF7lxthmAbe8+oIizTp4XIVjCkHnCHzgoICBw7zuk7gYXb1xIZFsKSA5sAWLR/g0dky64u4v21P7P4wEbEdhFWjVvcEovEjIjt69XXngp3dVC/kpa5fw4JbLFrtPT9N7RFLqCjcXjS7hlBA6impN3XKo2dW6bYsbPt4nKSVwXgX6o+YjsRIgb8HMaK+AL+t+BdPr/0CSGPpIDAScR/xaKdpQfoF9G6w8TJikgk4sIBU0kNieXOX15m5d0FDPs4Av8St+PMof8fjlXrwIXLqzrpoY3m4obKDotswRp3WiKz1ltk+/WlTOT1YqK3a8mZWN/RRzulEX5JTnEC1X4A1Bgb2Ji/i9mf3oPZaulZo05Qzus3kQsHTMPucLClaI/XucuHzOSf69/yOpZZ7vY+sTvt3PLrC6zM3nrU/kN8A+gbnoRELGbeiNkMjepDib4SvcnApOQhXDpoOqMS+uGv0pEWksDElMHk1ZZisHbcrVdA4HRneEwfPr3ocY83lUlnb1fI6CH8i5Roy9weHed+cg+vr/qWtXk7sDvb7/ruq1Bzy5gLuWPcXC4cMJVY/3D81c35j6akDKdfeDJjEgYyLmEQgWrvfBv6gPaN1XumVZIzrq75ujALVpc7d0bvhcHttve/OHFSlq6nJsHE1rnlxGzWeoWixmzU4VfWckFu8XVw/sF8eQICAseOK4eexfMX3M7zZ93O1ru/4cWz7mDeiDnsKsvm4b/e5rzP72PxgY0AOKXuL+/nc59k+z3ftuhre0kWulolxf305I5oHk/2TKv0vB78e2SHBDaAVbc0V6Qrt9R36NrOYvKz0xRsxahrO4eQzCJhwHehZJTv5+/MtcfBOgEBge5ietpIPp/7pOf95d8+2oPWHFv6R6Tw/VXPExMXwZpbi6hMNnjOTXsmAWW9hMC9B+dkElg317saqMwsQWaXUNVUR0cJ9XVv1poOjqnFffX8+nwmAFadk7q4I6dbOl0RPNlOcUbH9+eN2fehNzZy4y/P4cLFi8u/4LHp83ratBOOqINhAkNiejE0pneL81KJlB8vf4GVuVu5fsRsRCIRNpuNPyo2I/KRs604k/FJg9u8z+rsbTz+7wdc1G8q1ww/i9/2rCItOJZZfSfw4bpfkEtk+Km1rM7J4Mxeo8mqzOfLzQsYEtWLXuEJrfa5aN96VuVu45JBZ9ArrPU2AgKnG4Oj00kJieXizx8kf0QllX0MTHku4Yjl0A9HYhcz+bV4Svo2kj2xls/q/+CzTX8AEOITwB3j5jIzfUyHPdwuHjidiwZMo8bYgO6w6qVyqYwwbSCFDeXedlja7r8h4jAxzglRu3yxDBFhKTRTMLiB+M0dL4xSmt7IhiuLQQLaMjnaMiWZ06o9oahj34shOLdlCKpD6vZ46dXJEFsBAYH2UVxfyaebfuemUecjk0ipM+rJKN3P4/+8j8nRUqCP9gvls4ueINi35XjgdDlZmbWFoL0qXGIXUTuaNwOyptYAkLDWr1N21sa4vXMlZhikS2QnOzvVT0fwrVcy6a32z4WCczRE7PXlfd+fOTN9tODNJiBwEjEgIoUYbRiFevf8KbemhITAyB626tgQ6hvAZ5c+yT2/vcqGa3cx8sMognM1+NQrOPOZFAB+/b9MEEPiWm2L6xUWKXpzx/NcBqi1KMQyDAc3q+1KJxwKYhBBbfxhIpvLXXhMahZh9Tl9K5IKvyKnOGq5kgmJg9lSnMn0xBEoJDIitUIur6MhFomPuHBODY1l3sg5GK1mftqxhFU5Wymy1LC9fD+fb1nA/F3LAbA57NQYGlrtI8QnAF+FmszqfFLDEnhg8lWc028iFrsVpwgarSZ2lGaxtWgvTqcTpUyJWq5EJBbR/+WLGf/O9S361CjVpIbEEezj122fg4DAqYCvQs2f817n1XPuxuhjQx/afk9ekUtE1E4t49+IZdy7sYx5P4aYrToqm2r539/vsL6gc4tFkUhEkMYPmcR7n+vByVe3aNsU0naY66AfQ5s9zMRQmWRkmF8K+nAr2y8sJ3tETbtzIB1iwzXFngmUtkxJVZLBs9iO2OXbqsAGcKiQa1ZFQYfuJyAg0JJvty7kkw2/YbK1HLe2l+yjrqKeDfk7+WbbP0x//xZ+2rC4hcD20YWPknHv9yy47o1WBTaA9fk7qTLXE7VDS+L6ABSmlnvwA34L79xDHBwTZj/bcvPyRCJpRQBFjRVsL87qaVMEBAQ6iMVmRVfijj645vsnetaYY4xKpuD12fcyKDadjdeWog9pHvN3TS0HJSCHkiEti16J7SKvYhHtRSQSEaMLozHELbIF7ZE3F1z4Ly5wOVyE7fYhWOHX4XudKggi22nCVcNmkRIWy6NTr2NEXN+2LziM6qZ6agwNuFzHLvnsyYZYJKLOpCdMG8zF4WM8xzcU7AJgU+HuI16bGhbHn9e/wZtz7vc6rpQpuGnU+cQGhDFv+GyMNgvX/fgU0boQzu8/hY82zAfwSlR8iNFx/bl8yEyCfZpzwRmsHasoKCBwqiIWiRmXMAitTENp346XExchIihPTUiOhiHfR3jyUXT3kJgYFMWOe77jzXPv92TRKOrfulh/OFK7FLGjeWNA3iRhl75Z5Np5XiX/PJqNPrgD7vyHPVvxID0WrXs2JTOISV7RMuckgEvk4o9n3QvU7OpCvt36T/vvJyAg4EVWZQEvLP+cN9d8z5dbFrQ4PzVlOMsqtvLIwvd4cdkXRKzVYJU3h0d+fenTZNz7PcNa8cw/HJfLxUfr5hNQpiagoP2VPzuC6CQoMBeYp0JjkLMse1NPmyIgINABRCIRicFRNESePumQ5FIZr82+h+iQMDbOK8Gido/9h+fUDChqOZ67xCARt53ntzXSI+KpT7TgErnwMaq9i2x53QRciuZN19MVIVz0NCHUNwB/jZZfdy5nYFQaOpVvuyuFFjWUs6+ygCFR6SQHxxxjS08OVHIl80bOwWazka3wY8sdX2Gwm/E5KIANje7d6s5zezgzfQwSsRiVWEadoZGNhbsZFd+f5OAYcmtKeOgwbxer3YZUImkR2rC3PJetxe5YeaPNzFVDz0YhbV9lRQGBUxGZRMrIhH6sHrqFlOWBLZL1dwST1r0LOCquX3eZ50EkEuGrVHs0rhYV/VpBbIX0f4Mw+9rJGVdHU6iVJkuVVxuL1sHa64s449n2JQQW2cF1WAEpkQP6LAg5ahGFsl7uEIRLB53JnD4T0Kp8jthWQEDg6Gw8bLNOJVOyrTiT95f/zKzBE5iZPobHF34AQOwmHfHr/ckfXu9pv+3ub5GI27ePvjZvB9vLshj5T5RXkuzuwKy2gwiCco5cfOBEQYSIoD0qNkTtgok9bY2AgEBHmN1/EusK3dEFdaZGLHbrCbXuqTc1sqc8lwNVhRTWlwEiVDIF/ipfQnwCiPILIdY/nAC1rt1pSHwUat664H4u/vwhtlxexqgPo4je60f0fX4AOEVOHBInEkfzb4FVYfesVTvKOX0m8OeeVeyeWUnfBaH0WRDC7lmVLdppamUYgm04pU4cp7F/zkkhsuXn5/N///d/LFu2jPLyciIiIrjsssv43//+h1ze/AXauXMnt9xyC5s3byY4OJjbbruN+++//yg9nx7UGfVIJVLGJQzEarfy0YZf0Sk1XDns7Davza4uwmqz8/zSzwDIuPf7Nq5wY3c6sNptqOUtk2IfSxbuW8eYuAH4KI//hM5P1VyzWC6VIZe2XuK4LQ6FkN0z5Qp+27WcBlMjBouJq4aeTZQ2xMujUG8xUFxfQVVTHVNShnsG5pSQWCqaatlTlkO1oZ7l2VuYkTaqC08nIHDyc+Oo81mStZGigQ0krmvdG6stDglsQJeqNR+NpKAoz+vUZUFtti/p28iemW5RTeQA1xH0Q5O/nd1nVNLnH+8NloYQMyX99fRa3Hzcv1hFbXyzN+w5D6cidh590Z41sRqA+yZefsw+GwGB0wWj1e152i88mYsGTCW7uoj06AQSA6NYuG8dC7PWMfSbCMJ3+7Dq5gLqo90be/9c91a7BTabw86LS74gJE9DWGbrorjEIsKhcJE/uJ64rX4deobMGe5xKXlV58bb441fsZLddaXYHPYW4fwCAgInLn3CEhHR7IRf0VhDjH8nQ9y7CbPNyi87l/B7xkqyat3RBTK7BN8aBSIX2BUuLGo7ZsVh1eFlGtJC4+gdkUifsCT6RSQR4nPk8TNSF8LLs+/iRtszHvHrEH88sx+nzEX8ej8G/hqOTeHAIrcT6tu58XhIdC/uHHcpr7m+IW6jHymrA7GpHBT302MIsoEFktf40Xex+3P/7blMsJ6+c8GT4hdk3759OJ1OPvjgA5KSkti9ezfXX389BoOBl19+GQC9Xs+0adOYMmUK77//Prt27eKaa67Bz8+PefNO7yT/Ty78EKlUwtyBM9hcmEmD2cimwl1timxWuw2jzYxS2nGPj3dW/8jGnF18ffXTxy2BbJPFyJurviO7qpCrh51DTk3xSV3G2Ueh5rz+k8mtLiG/thS1XInZbsXqaB6MdUofTGoLsQERXtdKxRImJg1hYtIQ6k2NXgnWBQROVxICI0n0j6IhQt/pPpbfng+4d/SOFXqzu2KUtkyBsrHtn2n/4uaQgNYENplRjFPici+Uh9V7iWxOsZOl97krJcds9cOn1r1xNeHdOH59KbNDdqvrZTTF2wWBTUCgG1DL3PmFbHYbCqmc3mGJ9A5L5M89q3jkn3eJ2OuLT5WcP57b77nmgn5TiPBrf0Xhr7b8RWFDBZPmxx3Ri23cO7EsvzufbReXdVhkKxqkR2YSE5blC8cmErVb8amR48BJRWNtu6M9BAQEep4IXTCjYvuztiADgF92LuOu8Zf2mD2NFiNXfPUoeXUl+OUrSd8XSGSGlqZgK/um1jDhrVjEB7N2OaRODIE2GkMs6MMsFEUWsifuAJ9p3PnPQlUBDE/oy8i4voyK6+/l1AEwPKYP9068nBf5Ep9KOfGb3Lk3nTK35Jg3vJ7efwdj8nOHlEbpOj+2zR00ne+3/sv2uRWMeTua1GVBWFV28kIbQA0HptXTd3E4DSFmXIBSfOJ4Ex5vTgqRbcaMGcyYMcPzPiEhgaysLN577z2PyPbNN99gtVr59NNPkcvl9O7dmx07dvDqq6+e9iJbbGA4U1KGkxwUQ7+IJFZmb6Ha0HZeIrPdQqx/OLWGBrbe9Q1NVmO776mSK/D31XZ76MHR8FGoef3ce4nWhfLtjoUYrOaTWmQDd4hI7/BEcqqLKW+spbShiqqmWsYmDEQkErE2L4OsynzGJQ6iXF9NeisV/f47GAsInM70jkrk3z5rsf/uRGrr+AZAcI6aokF6/I6hcB2hC0YlVaCpaZ83rE+dnKBsNdVJ7jFaUyPDEGjDt0pO2G4fei8MRuwUU9JHj/o/feaMbi7lrq6VUjignqpkIwN/CaP//FAyZlcAkD2ujpQVRw4VBdCWK6gX2Y/aRkBAoH0kHvRozakp9hxrshh5cuGHKAwSUhcFsvzOfM+5Bde+QbR/6H+7OSLl+mreX/sziav90ZUdOepAV6HouPFAVZwBu8LZ6aqkPYHc4N6laLQYetgSAQGBjvLo9Ot54t8P2FCwi1U523pUZFuUtZ7cuhJiV2kJKlATmqNBapeSeUY1YpkIq9qJ0uieg0rsYrQVCrQVCiJ3NfdRmtpAU5ANc4CD1emb+CN4JWJEDI5M58w+Y5iWMsIT+nnJoDPIqy3lZ9dS5CYJkbu0jH8tlpV3FYAI9kyvQnQwSVqY79HnckdDIZXz/KzbuNrwBHunVdFnYYjbi+0gScv8AKhIa3JvWkScvpuuJ4XI1hoNDQ0EBDS7O65fv55x48Z5hY9Onz6dF154gbq6Ovz9W6+odDpw+CBz5bCzuWLoWZTra9Cbm9AeZaE4f/sy1hXuoqyxmrSQWF6cdWe77zlv5JyumNxpUkJiATi/32QyK/LJry3FBWRV5pMeGk9sD7sOH06DuYnC2nL6RiS12TYhMJIY/zBi/EPZUXKAv/etZWb6GNJD4gnx8cfqsJ1QzyYgcKJy9bBZzN+1nPL0JqJ2tixv3hZpS4IoGqQnt7akW+xptBh5b+1PjI4fwOj4/gCsz9+FyW4h5YBfu/owaq0egQ3AEOie8DQGW9H62zxhnpG7Wz5vQIEKTZWMpNUBNIZY2XJpGQDV8Ub8D0uaq6w/ukdzbbSJ/ZNrGRia2i6bBQQEjs4hj1Cr087fmWs4M91dZMnmsoMGj8AmEYnZds+3He7/lRVfI2kSkb7o6CHph4eJO3F6vC/aImuSuxpxyvLOL+jag13qROykzXD2I+HEyW8vuQu2THwjrhstExAQOJ6Ea4N47/yHmPTuDUxKHtqjtkTqQkAEVpWTgBwlcrMUsVNM+r9BVCUZURrblmA2XlGKSwrnPpCK+E8xJq2Nsl5NFA4o5MniD3l+8Wec2WsMcwfNIDUklocmX0OT2cjCy9fT/1cHwQcOpk4SgaZSRuEIdxRHkE/XNJEBkancOvZi3uQ7AvNVjPkktkWblFVBWJUOcsLqu3Svk5mTUmTLzs7mrbfe8nixAZSXlxMf7+3FExoa6jl3JJHNYrFgsTQnqNfr3X+ANpsNm63jJW5PBkw2M2arGYvNgkpy5B3KML8g9m8toNHcxBkpo06qz0MtVTI4Mo39VQXkVBVTa9LjcjiRIj5qbHtHOfSZdOazKauvZnfZAdKCWw5ORyJY5YcUESNj+mGz2QhQ+RJwmKfayfRvJOBNV/6WBNpPhE8QiX6RlA5pJKadItbh1Ca78yStzt2O1Wrtcmjki0s/54+9q/hmm3clzsByNUnbAxGp2u5/55zmxLPqWhnGgOa/oZIBjdRuMhFUrGn12uAqHwYtCCdrbA17ZzQXSzAE2zy7kxKbiIg8LWJV64tYl8jFioNhtE+dcaPwN3wKIYxLPYfe2OxNJXK5/w0UYhkamQqDzZ0v8YUzb2dy8tAO//vsLs9m0f4NDFkYgUIsa3coZ1OcDb+K9jWujTchtYjxsSpBhWf8ONI40hma/C0svCsbgDmPpbdbADwcMWJkJjE2lRNrgLvQjI9UKfzNn6AIY5JAWyye9y7g/TeyrzKfy757FIARMX15e/b9x/RvaXBEGlOThrOYjegMSvosd8/B/JrU+O1Qt2vMjd/oR+7oen57KQuxHs59OZ2kjECSMgIxam0UDKxnUeNa5u9eztDIXlwzfBaPT52Hr0LNj6IlxOzUMfLrKEp66dk/vZawPRq0yTpcDic2R9tFtY7GZQNnsL0ok41X7GbiO0p8a1vqCRKZhAC59pT6rnbkWUSuw7OoH2cefPBBXnjhhaO2yczMJC0tzfO+pKSE8ePHM2HCBD7++GPP8WnTphEfH88HH3zgObZ371569+7N3r17SU9Pb7X/J554gieffLLF8W+//Ra1+sSvhtRRHA4HNpwoJUcPQ8o3VuAv8eGjwkUokTIvYQbyNq45EXG5XGQby4hUBtJoNyEWiQmWd9x75VjgdDmxOu0oJW7vyzJzLUaHlQiFPypp58IzBAQE2mZ5zW7W1+/joYTzOiySra3L5N/qHQDcED2NSGXXvDQ+LFpEsbmmxfGbY2YQpmh7t9Fkt/J83i+4gFhlMI12E7X2phbt/mtroakKo8NCmk8UT2X/gN3lPeFKUodzYdgo5CIp4jaSqH9dupL9hlLiVSFcHTW5TZsFBATaxu50sLpuLzqpmgHaeE9+28cOfOdp81Ty3E71/WXJcvR2EzfHzGgzb+7qmr0srnXnOXoi8aI2xwOAvY1FfF++ht4+0VwUPqZTNraHwz+LqyMnEa9uf7hsa6yu3cvK2j08nHjeccsnLCAgcOz5s3IzmxuyPe8fTji/zbVwV3G5XCyuyWBNXSYj/VKZGtQfqaj9ec7tTjtP5fzkea+RKLkl5gx8pErqrE2UWer4vnwNSpEcnUxNhbWeGGUQEwL6YHCY+bNyC1qpChdgclhRSmREKQM5P6x7CuGZHVY+LFoEiJgXPdWznj3E0pqd7NDncU/8Od1yvxMBo9HIJZdcQkNDA1rt0fWEHhXZqqqqqKlpubg4nISEBE8IaGlpKRMmTGDEiBF8/vnnXj/0V1xxBXq9nt9++81zbPny5UyaNIna2toOebJFR0dTXV3d5od3MvLZpj8I8vHn7F5jj9pu6YHNSMVi9pblUWdu5IFJV7a7WtXphM1mY/HixUydOhWZrGuDdUFtGfl1ZRitJobG9CZI49fmNXk1pZQ2ViEWiWm0GJiWMqJLNgj0HN35tyRwdNYX7OS2315i6tuJ6CrbXwFZH2xm0W05nvc/Xf488QGRXbJl3s/PsL1oH2e9kIrcLKE8qQn/UhVKQ/sczVddkU9lkoGAAhW1saYjtgvKUzPhM7e3txMnvz6ZCSLQlSmwKZxe3m8+VXIcEif9FoURvVd31Psf/pmsvvkjVLLjW1Fa4NgijEsnHkPeuNzz+vrh53LDiPM6dH1+bSnnf/UAw36OJGanX5vtf35qDwDjPo4lpLB9uSgPjUuznk1FbnaPZWKVmD6f9mH3NbtxmjrmRVEZZyBvcB1B+WoStzZHI/xzx353eLwLzn+8d4f6bI2V1+eTNDqBt2bf3+W+BI4Nwpgk0Blun/8S6wp3et4vveE91BLFMf9bcrlc/JCxiNdWfotvtYL+f4QSnN96ZEFrNPmYWXh/jtex4Bw1I7+PZvXcAuoSzJ7jvpVy5E4pNWFG+ocmM7vfRL7e8jfZtcWEZGuoTDbw0sw7mJg0pNuer6CujCu+eRxtlpRRX0V78r4B7JlUSfV0G//c+Fa33a+n0ev1BAUFtUtk69Fw0eDgYIKD21cFqaSkhIkTJzJ48GA+++yzFjtpI0eO5H//+x82m83zRVm8eDGpqalHzcemUChQKFp6DclkslNy8D6r7zgKasvbfLblOZtZmLWekbF9ef+C/x0n67qGy+ViXX4Gsf7hRPl1bTezo3TH30tSaAwJIVFY7FYkIgkyadv9SWQSpBIJGrmK7JoiLxvsDgdbijIZEJmMUiZ4xp0snKpjz4lEXKBbGDNJbfia2l/5qDbQW8SSy+Sd/rfaW57LDT88g95mIHVZILJaMS5chO50T76cONl0SQm6UgWpK1rPmeTESVW8O6QsaZk/m64+sshWHWfEILWgapTx2zP7OFSTpiHc4tVOW6rAqnZg9rOz8eJi8jPrGP1pTKt9unB5BLYHJl2FVi0UWTlVEcalE4Oc6mLSQ+LIrMwH4KONv3Hr2Is71MeS7E3IrVLCt/jgbCNk6I8n9rlfuCAoS42T9olj9eFm5EYJ0jpxi2ucJmeHRbZV1+QDUNS/AVWFhLAD7rFm+vPNOW3ba9uRqIk1UhVt4L5+k4S/9ZMAYUwS6Ahn9h7jJbJN/uAmttzxFXDs/5YuH3oWQ2P78NQ/H7IyKJfQbB+SlwQQnKNus0Cg2iSn3/xQdh4sQgVQlWhkw3nF9FoczPqri3FKXCCBxhArMStkJCwMJ2d6CU9UfEh6UDyTU4ZRFFjOGQkTmZo2olsrwCeFxPDK7Lu4+efnyJhcTr8/m9ffLpvbj+tU+p525FlOCtekkpISJkyYQExMDC+//DJVVVWUl5dTXl7uaXPJJZcgl8u59tpr2bNnDz/88ANvvPEGd999dw9afuIRoQ1mZFzfNtsV1Lk/261FmThdXZu4HC/Mdiv5FaXsqyzoaVM6jVgkRiVTIj+CwFZYW06jpTnBeWJgFGMSBjIwKo1rhnu742bXFPFLxhIe+fsdjBYTb635nhXZm4+p/QICJwMGq1uMklk69hMYvUNLyH63CHbnuEuIC4jotA3rC3ahtxmQmcQkr2oZcurESfFAPXtmVlEV3Xqlu+IBelwSiMzwJWqvjjn3pRO37j+eZ4d81UUgcogwaq045a5DN+HcB1KRmpo/B32EBbNfc4XQivQjV9mrTHafe27mrVwyaMYR2wkICHQPn2763SOwHWJz4Z4O9bG1MJOg/SokjqOPf7//3z7sGvdYMfmVlpXLj4RRa8WqdqAt7b7NvYD85gRGxQMbu63fQzgkTnZeUElKQAxTUoZ3e/8CAgI9S/DBZP/B2c2poKoN9cft/mkhcXx9xdO8eNYd+A71Y82NhSx7MJ/942sw6o6e5ytpXQAx67w3MSvTDKy9oYiRH0cy9v0YRDbABoUTDGy+qoyxr0Yx8tMo6tZVsWz/Jg7UFrG7NIdvty+korG2W59tZFw/Hph8FdnjaskdUdf2BacJJ0Xhg8WLF5OdnU12djZRUVFe5w5Fu+p0OhYtWsQtt9zC4MGDCQoK4rHHHmPevHk9YfJJz/dXPMefu1dS0lDVpsp+oqCSKZgzeDKK/whUuTUlmGxmeoclHvX6groy/JS+6FTtC4foCR5f+B5jEwe1ENRaIzkoml5hifQKiaPKWIdCIqe4vqrN6wQETnVUBz077YqObSCIXCKit2mpTDF4yqZ3lnJ9NQBDv41EbmqZo6NwiN7zevXthciNEia9Goe6we15Vx1nYMd5FYicMPDnME/Vv8S1AeSPbAARSE0i7Cr3b6TYJkJuFvPH0805ScROEWKnmFmPuSuC2uVO/ngmy8uOwwW4/1Kd4Bb8R8b268xHICAg0EFuGnU+C/auRmGWYlG6xfAXl33BT1e92O4+Suuq0FS3vRvvULrHjuB9anQV7Q8D3ze1GkTQ+5/2Raq0h3HvxZA1qQaTzka/38O6rV9we+RmnFtBY5iV92beJKRGERA4BRkR25dbRl/IF9I/4eA+4sP/vM256kHHzQaxSMz0tJFMSx3BpqI9/LxjCcuDtrD7rEqCijWEZqgJy/RBW6FosfYeMj8Ks66Ayt5Gr+Nrby7Gt1TO7IfT2Tuugn1nuwU0ESLCM30Jz/TFrLFT1ruRkv5FvFy8j5eWfcGwqD5cMmQG4xIHdUv+yYsHTie/tozvXf+irpcRtu/EXUsfL04Kke2qq67iqquuarNdv379WL169bE36BTGbLOilLkXcWf3Gd/D1nQcVSthkStztjI4NK2V1t6IRaJudaE9FkxJHUGcf/u8ZyRiCVcPP5u3Vv9ArCGUeSPnHGPrBARODjRyt1dE5tRqtOUKFO3MfwYQs1VHztg61uRu54L+UzptQ0FdGQBFw/SE7tOQOa2a6ngjqgYpff4KYduFZV7trSoHC/+Xg7JBik3jwCFzgQtPOfhNl5egrJcy4ssoZj2dStzHSbyZ/5fnenWte1HtlDanYXVKXdTEGAksdAuGYiuEZmqoSDO4w0ldMKUVDxaXyEVpn0Zq4t0egXqLAX/1qZfDVEDgRCPKL5Sze41jxYZN9FoQxPbzy9lfXdihPiRiMXaZjfKUJsL2t74QMqubvVnHftL+Cujg9jSTmSSecaU7EDvFpC/pPtHuEC5c7JlRRf6Iep6cdiPpoe332BMQEDi5mDdyDiNi+3L5t+4qowMj06AOFuxdzfC4vkToun+MaQ2RSMTwmD4Mj+lDo8XIiuwtLMnayPqYneyZWYXGICdwr4qQbA3B2WpUevf8bcznsTjFTn57wXsztDHCysob8xn/fhxBJT5IrCKvSstKg5T4Tf7Eb/LHqnRQ2reR/WNyuKP4ZXoFJ/DsWbcQH9i1/MIA9028gtL6StZdmcHod6K73N/JzkkhsgkcH4xWMyabBafLiVp+6iSvvmLIWdgc9jbbRfu13B3Vmw04XU78VG433XJ9NRvzdzMktheRupBut7UtLh18RoevmdV7PFJx+6vZCAicKphsFuqMegI1OhTS5txrPgo1cbpw8hPLyJxSzYCOeEaIwObnJEzbep609nLo+qK+DYgvgoIhDZ5zRYP1LdqPezOGXedWog+3omiUELFLS9xGHdoqJf/en41LDKYAO8vvzHeHiBZkcfhGaFOolS0XlbXo1xBobRbZELeaf82FC5vSidwswSVysezOPBoiLCT7R3PLsMuIaWXsFBAQ6H4K6sr4c+8q0ELELl+2n1/e9kX/ISYonE0DduGSQ0i2GrGzFS8Ga+fShJT01mNXOEleHtB24x7GIXWyY04FBUPruXv8ZZzbd0JPmyQgIHCM6ReRzKIb3mVt3g5mpo1m2JtXwgH3uQ13fNGqs8axxFeh5uze4zi79zgsditbijJZn7+TdZEZbBlaDIC2QYn/PgXBuRqCctTMuS+ddbPzKR/VnIe3JtHEr89mMuPpRNRG93y3IrkJ3wo5an3z/FdulhC32Q+JVQQOf3bNKeTiLx7i+yuf67LQJhGLeWHWHVz/3f+x4YYCArOUwOm7/hRENgEPKpnilBLXDiERi5GI25/c/HBqjQ0YLCaPyKaQygn29acHi/J2mNgAYQEscHrgcDrZXZ7N2rwM1mRvJ7MqDycuRIi4f9IVXDLILVKrZApen3Mv5312Hz41HRsbamNMGDTWLlfyfWjy1WzI3UmFsdZLYDsSMquEiW+37mURlKfGEHxYH4eJa+oambtyqAhK+uu9zklNYkKyWnqyOCRO/vlfNoomCb5Vckr7NQEw4Ncw6iJNNERYiPOP4OdrX2rfwwoICHQL9abmfGTViUa05QpkCR2btw2N6c36nAw0ldLWBTZAaZcjtYhxSDsmtpX0c9uXuqRlnskTicpEA7suqMQUZOfpGTdzdu9xPW2SgIDAcSLUN4A5/SZhs3nnQvti8wJuHNWxas3diUIqZ3R8f0bH94eJl1Nr1LO1aC+bi/ayOWY3WxpKAfBtUBKYqWTwVzqyJlbTFGUHJyCFjZcXM/GDBACqkozITBLULfdtUTRJ8StREPRqHGtuK+L//v2YTy95vMvPoJIpeOeCB7nqm8fJVZaApe1rTlUEkU3Aw4keKtkThPgE4NQ0TzL91VpGxfdv0c5qt+HA5Qm1PVHZVryPp/79kDPSR3NDD/6QCAh0F00WI6tzt7M8ewtrc3bQZDehsEoJ2qem34FQxHYR2y4q44VlX3BWr3FolRpcLhevrvgGRZOU+A1+R+1/95mV2DVOBvwUhkPi5MC4WgIUWgZEpnbJbpVMwZikgfyycynTU0eyJGsTLruT6C1aCka0FN1M/jZ0la0vpgf/FMHAn8Kw+DrInFaFQ+XCNUxGsbkGu9KJplqGIdiG6+CGoqpWisIgZdjXkSiN3tOA2kgTK+7MB8Dq66Ax3Oo5t2NOs9dMlN/xCasQEBBopn9ECutu/4xZH9xJfaQZp9hFjbFtkf5wpqeN5PVV3yK1Ht3DQFMloyHKwvorixj5RftCf+qjTIjtIuTWE2d54cKFXemkMdhKbayJkiGN1EQa6RuSxBNn3kBSkBDWJCBwunJb7EzeKnCn1piQNLiHrfEmQK1lauoIpqa6N3XrjHq2FmeyqXAP66N2snVEOSKXiOACDdosKaX9mxjxRbM3WtLKAOTG1jdSQnI0nte9FgSxMSCTvJqSbgkb1al8+HjuY0x674Yu93Uyc+L8CgoInIC017NvefYWfJUaxiefWAP0f4nQBtE7PJFwXddC3QQEegq708Ge8hw2Fe5hQ94udpRmYXc5CChTE7VbQ2hWCP5FKsRO96bBninNZc8PFUUx2sysyttG2rogJPajJ3zdP7EGgP4/h7LpihLKejXx8JhruiU59n0Tr+CXnUv5N2s90du0DPoxnCX35LZo1+ePIMKyfFvpoRkxYlSNYgb9EoFYJabf+f14ae0vNIZYsWocnnbRW7UM/b7lJMolcrHg8f3YNC09Vy4aMI2zeo8lSheKQiJjT0UOQ6N7d+KJBQQEuopGriLYxx+TTz1NIVbOTB/ToevDtUGckTaKFdM2E7vFD6m19bFs4htx/PZSFmV9mtrVr13qpCnYhq7s+IZbWVUO6qJN1EeYaQy1YvFzYNM6sSuc2OVOrHI7dol7XJOKJAyP6cOFg6YxPmGQsLksIHCaEyzX8ve1b7Bw/3rSQuJ62pyj4q/WMiVluLsC8hQo01ezNm8Hq3K2sT5uF1aXg1UPlBCYqSQoT41/kRK5RQGOo/cbcsAtuO2rzO8WkQ0gUKNj3e2fHdcKricagsgmINANpIfGE6z19zq2/MBmNhXu5qqhZxPaxfxN3UWYNohnzrylQ9fUGvX4KtTIJMJwIdAzFNWXsy5vJ+vzd7IxfzdGhxm5TUpgtope+4OI2O2Lur71anlhe33Jmu6utnQoL5tKpkAr12DyO3rZ9Lrw5nwXS+/OQx9mwU/uy8i47qmmeXglZJlFgsQhJqBAhSHY2y6zruP5kRZXZ9AYYm1xvDLV4HntwkXmlGr2Ta/2aqNT+vDtZc8S5dd63slhMX06bI+AgMDRcTidVBvqqDXqya8tJauqgCFR6YyOH+ARgzIr8nh5+Vdk1uQT4udeGP2duYbnZt7aoXvdOvYilmRtYvcZlUfMSXl44uz2kD+sHkQQvufYVpWzqO1UJRupTDJQl2KmIcAMgEqsICEwklT/YHQqX3zkKlQyJb5KNYFqHVG6UJKDo73ycwoICAjk15bRJzyJcn01V373OGekj+bOcZf0tFltEq4N4vz+Uzi//xTMNitbi/eyLj+DDdG72F5XjAsQuUBjVKBolCAxiBBbReAClwycShc2jROzxp23PNY/vFvt08hVnkJjpyPCqllAoBuI8Q9DJvNe5GdXFWGwWnBx8u+UHklg05ubMNkshPqe2PlXBE4u9OYmdpTsZ21+Bqv3b6PEUIXYKSKwSE1cpi8h+8PwK1F6vNWORmBpywp3u8ty0FsN9N3RMkzIIXVSG2tCYhax6Rp3/guxQ4Q+zAIuaDA38t32hTww6aouP6dYJObLS57ipp+fI3dEHX3+DGHgL+HuwgciiF/rh8IoIWVZ+0X60l6NbL60BEddy7yRAXkqhnznrk5cFW8g48IK9EHuhBkxfmEU1pcTqNax9Kb3BQ8PAYHjSF5NCbf89DwlTVWeYyqTjM9Uf3DrmIu4fsRsADYV7mFL8V5kNglxm/y8RPOOEKkL4a6Jl/KC63NCDmiI2Nu6p6zEKsLVzqFg5zlur+GYLX6dsuloGP1sFPfXU97fQE2UAZcIYnzDmJowhAERKfQNTyLGPwyxqOsexgICAqcX9//5Bk325k3Vzzb9wWeb/iDj3u970KqOoZTJGR0/gNHxA2CiO5XK/qoC8mpLKdNXU2NooMlqxOaw43S5kIklnk0If5WW/hHJ9ApL6OnHOKUQRDYBgWPE9aPm9LQJ3UKAWnvEc0sObMJitjJ36Iyj9uFyuTDZLKhkCmHxLuCF0+XkQFURm4v2sKv0ALuKsykxuBeaPnoFwXtUjMiKIjhbjczS8SpFVrl3ZWGny8kH635BZZQRfFhOikPkjaj3LBYBlA0SzDoHfcIS2V2eg8IkxWI/ugdcR+gfkUKv0AQ2F+1BH24hoFDFuQ+m0hBmwb+04zuAG64ubnEsIE/FhHfjPO/zh9Sz7WCl0fP7TWbuwBlYHTbiAyJRyGTCd1RA4DizeP9GSpqqGPizewNBVSdDYZCw/fxy3hf9jNVuw+KwMX/HMnzqFUx8OZa8EfUAPDXjxk7dc+7A6WzK383ay3bg87ocbWXLME+pWYLVx05DiPmIOSHh4DgrBoVegk9t93iK2WVOivvrKRqhpyrWgFwkZWR8PyYkD2F03ABCfU/8CqYCAgInPoE+fjTVm1oct9itKKRyKptqCdL4nVQivo9CzaCodAZFpfe0KactgsgmICDQLsw2K3Kp1OtHZlRsP6raEW9vtlvZWLibWP9wErop3l/g5MVoNbM2bwcrc7exev826m1NSB1i/EtVaPPlDCmKIKBIhaZahqiLnqCGoGZBzGg1s7+qgDX5OxjyW0SrnnBih/cxs86dzGJ3eQ4AMp2cuQOPLip3lNvHXswtPz3P/ok1jPgiCrFT3CmBDcAdHwBiRPT9OxRllYTI3W6h3C53svnyUsrSGonUhvDpxY8TphW8UAUEepoInbuQiE+VHP/i5u9+2pIgLDoHHzp/dX+vbSJCizX8+fR+AC7qP41z+kzo1D1FIhHPnHULl9U+woYbShj7ejSqRm+P/IG/hLHh6mLW3FjIzKdSjtjXgqcPAJC+qOupMYw6GzljaykYqccmtzMsug939h3PxKQhp3XokYCAQPfjdLmoaKzxvPeplNN0MNXGsNev4M3Z93H7/Jd45sxbOKvX2J4yU+AkRBDZBAQE2kVGaRYuYERsX8+xMG0QYe3IN6eSKRifOOik2gUS6H7ya0v5aP18FmdtwOK04VetImSnmr77AwgoULVZhKAz6EqbvTNMNjMvLP0CgKA87zBSq8qBXeH0qqD5XxL8I/n68qe7faHXLyIZH6Uao19jl/vqPz+UjDkVOHGhqZURttuH2igjK+4o8LR5aPLVXDRgmuCxJiBwgiARu710FU1SaqNMOOROgnM1qOtlDP0ygj+ezQLAKXNR1qeJvuFJ3D/xSvpFJHfpvhq5incvfIhLv/wfG24oYczb0cjMzR7DEXt9kTWJsfg6+OfBA6QuDyJhoz9OnOybWk3+8AbMumZv4YSNnfcusykd7JtSTe7YepRyBZcMPIML+k89Ym5IAQEBga4iFon48IL/ccPPz2KyW2gKsTL8y0g2XlECwO3zXwLg/xZ9LIhsAh1CENkEBATaRa+wRMw2S6evFwS205ufM5bwwpLPkTdISFzrR/QOLZpuCis6GnUxZs/rWqOevZXu6p2VSQbiDuYOssucLHwkG7u8ucCACBEumvOaBan9eOrMG4+ZJ0Wwrx8F4q6LbOF7fNh5TiUuiYuNFxVzTkaal8B23fDZXDxwepfvIyAg0H3UHvQI33JZKfXhZkROOOehNGpjTWy5ogwxIvzUvjx75q0Mi+nTLdWNDxGuDeKDix7hqm8eY8O1JYz8MAqprbn/EZ9Hsf6aYkyBdnacX86eMysBsKmdSGwipGYxUrOYSa/Fd+r+LlyU9G9k95wqHD4u5o04j8sGn4GPomU+TQGBE5UNBbt4eflXvHPeA0Ke4pOMXqEJrL7tE1blbuPu31+lKcjK2Y+keDyGAd4978EetFDgZEQQ2QQEBNqFr0KNrzDpFegEX275i1dWfEX8Bj/6/hHqtYA71qw/LEfZzzuXel7rQ5sF4+IBei+BDdy7myPj+rMmbwcA1cZ64gO6P9TZ4XRy9/xXyCg9ABFQNKCB6B26Tven1suZ/WQam16oRLWmZfGD28Ze1BVzBQQEjgFn9x7HmpwdrGMnAL3/DqGkn57Nl7qLr/x29SvEH8NUC8nB0bx74UPc8P3TrLuxiBEfRyE3uT3aggs0zHo8FafYyfqriqlMNSCxi0lZGkifhV3zMjMEWMk4r4LylCYmJQ7lwSlXCQKFwElJRul+DlQXcuuvL/DDFc8LG8snGTKJ1JOeZM+ZVSSs92fcu7Gsutm9STkwKrUnzRM4CRFGAAEBAQGBY8aWor28suIrUpYFMuCXMMQ2KOxbT2Vs56ridRRlQ/Ne0l+7VxO1QwsuqI90e7iZfe1su7CsxXUOl5MN+bu8ju2vKmjRrqsYrCZW5G31vD+0qO4KYsTMi5lG/0XhlKc2eY7vuOe7LvctIHAiY3PYMXXB47qn0Cp9eO/Ch+kVEo+6QUbKykCvsaC4ofKY29A/IoUPL34Ua6KIVXcWog/x/hzFTjGjP41h9gPpzPpfapcENqvKwe4zKlnyQB7O/jLeOPdeXpt9jyCwCZy0zD3oIb6/qpCBr1zCU4s+6mGLBDrKgepCz+vytCavtCLF9cd+DBY4tRBENgEBAQGBY8a7q38koFRN73+C3buEYpBaRZT17npoZHuwK92FC1R6Gc46O4E5KhCBVePALnOy7O48AEL2t6w0anc5vN5vL9nfok1X0So1XDPsHMYnDAYgYo9vt/YvNzTnV7I7HUdpKSBw8nPb/BcZ8caVnP/Jfdz7x2s0mJravugEobi+gr2VeeiK3Hkkz3qsudBAtC70uNjQLyKZb654hsD4AFbcVUDuyDpcopYesZ2l0tLA9pml/PtYDgVT9Fw76lx+v/41JiQN6bZ7CAj0BFqlj9f7X3YuZXXu9h6yRqCj5NWU8O7anwDQ1MgIzvaeE8b4h/WEWQInMYLIJiAgIHAEiurLMVrNbTcUaJWShkq2lu4jYaWfxw1f7BQTkuNL+pKuV6FrD0Z/d1LuM/4vielPJpI7ug4AXbmCNTcVYvZxn69M8fasC1S3DNlMDoo+JjbeMW4ub8y+F6lIgm+ZHJui+8SwgMMqFcokQoYIgVOb/ZVub1PT8gYW79/Id9v/7WGL2k/9QUEwMN/tPSE3Sei10F11NMS38wUFOkqMfxjfXvks5w6awI455ay+tYi6SFOn+7PLnBQOamDV9QW8Xfg3tWPtXDP2XP654W1uGXMharmyG60XEOg5Nt35pdf7W399ga+3/t1D1gh0hEOFoBSNEqY/n4Sy6eB86WAmke+2/tNDlgmcrAgim4CAgEArFNdX8shv73D2x3f2tCknLQv3rUdqlxCx29s7S2oXI7cee8HnwKjqFr9yqnopYsSIxqlQ9vZp9bpvLn0Gh705R5tYJObFs+5gXOKgY2arSCTC7nKQNaWGP5/ez57pRw5NcEpcnfIuWZ27owsWCgic+Fw/YjYAERm+JK0K4IuNf1LVVNfDVrVNZVMtzy79FICgnOYQJZvSgUaiRCVTHOnSY4JaruTRadfz0YWP4tNXx/I789lwdTFVCQavgjBHwi53Utq7kc0Xl/DPU9lsmVtK1LBIzg8byd/z3uTm0RcQqOl87kkBgRMRhVTO5ju/ItE/ynPspeVfcs13T/DjjkXCpu0JTFxABFOSh2HxdVCWdlikxcE55PPLv+gZwwROWoRtbQGBHmbMW9ciFolYdevHPW2KwGH4q30ZktibS0PietqUk5ZVB7YSkqVGau2Z/RyTn9tLzadSBrgrilalmrht7MVcO/wcXlj2Od9uW+h1zUcXPMKl3/zP835G2iienH4jStmxr4R6OA0R7nxIDqmTymQDmho5e8+sQmIXUdKnEVww7p1YL0+1tvhh2yLGJgw4RhYLCPQ8c/pO4u1VP1A4ooEh30RQMiSPx/95n7fPf+CES0ReVF/OrT++QGJINAabiT3lOaQsD8S/xO3Z5cJFyZAmzug91uNlcbwZFtObX659ib/2ruYT7W+s7lWIT6OC4F0qAopUqBpkiO0i7HInJp2NxlAr9fEWaiONOMUu4nThXNd7OjN7jSZME8jff/8teNQKnNLIpTKePPNGLvvmEYZ+E0Fxfz1b2cfWkn28u+onrhs9m/P6TT7uwrlA28wbeR5LDmxi+/nlhD/dMnXHjpIsBkQKBRAE2ofwS3eKY7Sa+W33CuqMemQSKUEaP6L8QokLCCdY499jEzeBZhotxycBvEDH0MhV3Db24p4246TFaDWzqzybPlnBPWZD7ph6APr+6c5nVNxfT6RvMFcMmcnSA5u8BLbXz72X+IAIYv3DuWX0hbyz9kcAov1Cj5vAlnHv9zy7+BN+yFiMPsotshUMaWDHeeWttl9xRz4znk5C3SBrV/9n9BrRbbYKCJyIKGRyHpx6NY/Y36UqycDAb8NYe10GX2xewNXDZvW0eV78vnsl+foyqoprMGitSGxid+5Kl3te1hRsxehjZXLy0B61UyqWcE6fCczqPZ6txZksytrAuvAdbG3yLhgjQkS4OpBBUX0ZHJ3OqLj+XnmMbDbb8TZdQKBH6BueBEBdlJkBv4ZR1icbAFe+jZctX/HL9qVcOfxs5FIpY+IHtMjnJtAzhPj4A2DW2dkxu5z+80M567EUFjzlzsfbLyK5J81rE7vTgdFqRiNXIRH37KaSxW5lde52dEofhsb07lFbegpBZDvF2VCwixeWfY7CIkXsEmFS2DiYGgl/uS+jkwZwbp8JDInuJQhuPUTGvd/3tAkCAt3OjtIsHDgJyW5ZUOB44ZS5w5rC9/lilzkxBtjQSNyhWHf//qpX27SQOMK17jxx80bO8YhsH22Yzy2jLzxu4+PDU6/lj72rMGot/PpSZpvtq5IMxG71a1ffZ6SP6aJ1AgInPjN7jeHXHcvYdskBhnwRTurSQF7nW4I0fpzde1xPmwdARWMt32z9h+BsNSM+j6I2xoS2QuER2ABqY9x50FKCY3vKTC9EIhFDonsxJLoXTAGTzUKNoR6bw45KpiBQ4yd4qQmc9ujNTRyoKiIlIIbiAWWkLw5i0qvxHJhQw+AfImgKsrLx+hIer38fgDB1IP/c9NYJ52l7OnLrry94XueOqiP4gJrI3VrPsS1FmQw7zoKR0WqmsqmW8sYayvU1VDTVUNFYS72pkQZDI/XGRvRmA41WIyane3NWBGhlPvSLSmZoTC9GxfUnKSj6uM1j1+Zl8MTf71NpqiNI6cfSW98/Lvc90RB+DU9xnC53XqGpTycgN0twSNwLzcYQK7UxJlYO2sSCvau5fPBM7plwmSC0CQgIdAuZFXnIbVJ8qo9vmOUh9o+qcb84mFota1I1lSkG7ug3i8u+fsTTLsYvjFl9xnsENoBGi9Grr7V5OxiTMPCY23yId897iEVZG/hu+8KjtgvKVbeogPVfigY0ADAsurcwiRc4LRCLxLx9wQM8tOAtVl67jfh1fsRs1fGM+GMGRKYQ7dezVeI+2/QHr6/6FoVFSvq/kcgsEkIPeHuy2BQOsifVEeMXRvBB74oTDZVMQZTf8al6KiBwslBUX84j/7zH1cPO5pX6r9g6t4wRn0cx9LtIALSVCiY/H49D6mTjFSWUp9T0sMUCABd/9RCZFXlexyQ295xpyHcRbJlbSmZF7jER2Uw2C7k1xeTWlJBXW0JudQmF1eVUNNXQ5PAuOqMyy1A1yJA1iJEZxMhMYvyNEkJNOmRGCVKrGJvSgcnPzv6EA6yPy+BVyTcEK/24fvQczus/GalYcgRLuobebOCV5V/x254VhGb7EGnwxTrsmNzqpEAQ2U4zJA4xvlUKfKsUROzxpffCYHJG1/EVf5EcHM05fSb0tIkCAgKnAJkVeehKvD0zjhdOnOw+x104YPhnERgCrOyfXMPYuAG8t+5nrA532NJ5/Sbx2LR5La6/7ZcXvN4nHaOqokdiUFQag6LSeGDSlWwq2sOK7C18u20hX17yFFd8+xgA5z6Yhthx5M/W5XKx8YIiivrqEYtEPDvzluNlvoBAj6ORq3jt3HsZ9ebV5I2qZ/D34dQlmrn66yeY3nskyUGxTEkZho9C3XZn3cynG38HwLdITmBBy5yKmVOqyJxejUIs480zbjre5gkICHSB9NAEgn10NJkNzBkwmW+d/2DytaFqbE7rIHaIEDskJKzzpzLFwLbifW4PUYEeQW82eAS2Sa/GoytXYPSzoalzbxL7F7rzZG4q3MOVQ8/ulntWNNYwf9cK1ubsYE9FDo6DO8IagwKfMhmaShmx9T6oGvxR1UtR18tQ6qVI7EffLF19TQGaWhmDfosA3Hl9q+ONFA3W85zpU37evoRXZt/tFcrfVexOB3/tXc3ry7+lqcnAwN/CiNvkR+a0amqwd9t9TjYEke00pahvAztnVzDisyiS1gRQ0l/PnztWCSKbgIBAt7CvNA9tUc94sdnlTk9FqPB9vuw8pxKNTMXjM25kyvs3etpNTh7e6vV3jr+EGmMDf+5Zxf5V0PYAAET4SURBVPLsLYQd5uV2vPhu20KeX/Y5AP3Ck/nqkv/jk42/ec47xa6jimzLandR1FfPzF5jeOaMWwQvZYHTDolYzJrbPuGCz+8nc2Y1fX4NYvdZVXxt/gcAs93CxQOnH3e7vrnsGc7+5E6qk4wsvSuPKa8meM5tuqSE4oF6AL687P9IEwrvCAicVIhFYi4fMpPeoQk0WUx8u+0ftlxaxtj3Y1q0Dc5R41un4Pofn6ZvaBIqhYKdxQcYEJnC2+c/2ON5tU4H7C4HTy35CAD/AiV+ZW5B7ZDABrD4gVwA3px9f5fvV1RfzrtrfuLffeuR2EQE71PTJzsY/0IVvlVyZJaueZnVxZmojTd5RDaJXUzoAR9CD/iQsMafbVeUc+HnD/D6nHsZEdu3S/dyOJ0s3r+Bt1f+QFFjBZG7tAz7Pb7deYJPdQSR7TRFZpEQmNe8gxuZoSUj/gAul0tYjAkICHQJs81KcVMVA8p7JpRIbpWCDZBBSf9GSgc2Yne60CmbQyuX3PjeEcOwDlWPGhnbjzJ99fEwuQVrcnd4Xu8sO8Dl3z4KQOwmHb3+DcaudLL7zEqKB+jxL1UhskPoPg0x23TUJxpZXVvAraMu5PpRc3rEfgGBEwGZRMrTZ97Cpd/8jy1zy3DKXSSs8iN3XD2zeo/vEZti/MMYFtOHTYW70YdbMPrZUNfLqEhp8ghs2+7+VlhgCwicpExNaS4ydNuYi3iLH3CJXC08+2VmCSM/iGLtdYVkV+dhCHR72a8r3Mmq3G1MTBpyXO0+HfmqZCV5pgoABsw/undXV8Zku9PBN1v/5u1VPyLTi+i9LJjYzboui2r/ZcKrccgtrdsZUKxi/CsxbLqilDt/fZmvLnua5OCOR2o0WYz8tnsFX2/8izJjDWH7fZj4dxz+Je2vdn86IIhspylh+30I29+cA8SqdqCUCMqzgIBA18mrLcGFC21Fz5WoFwEuwBBoxaJw4HK6+H77v2gVGhIDo9qV50gtV5IYFHXMbW2N12ffy7biTObvWs4/+9Z5jhcP0KMPs1AXY/Ycq0hpAqC8VxMZc9yTxUhFAFcOOev4Gi0gcALSJzwRiUiMQ+oOxylPawTgu+3/cu3wc46rLVa7jezqIjYV7gYgarsWVYMUp9jF2uuLANhy19eCwCYgcIrgyYXqav18/vB6DEHNlXdjfEPR+fiiVfRc0ajTha3FmR6BLXqrtlWR6NDvRle8vqx2G/f+/hqrcreTuNqfXguDkdqOzRivrVce9bzMImHYlxGsua2Ia759gsdmXM+k5GHt+s3JrMhj/q7l/LFzJRa7lcgdWiaujsO/WBDXWkMQ2U5DCgbUoa1U4l/a/KWoSzAzKCZd8GITEBDoMjk1xQBoy3tGZKuKM+A6uGcQsVPL3jPc3mjbSvax7OYPcLmOMNs9gZBJpAyP7cvw2L7s/P/27js8qjL9//h7JslMeu8kpFBC7y2IKEjHgriuBV1wUdeuiwq6FsAuuK666rp+11V313XVn21XUUEERY2gSJEWCAQDpEEK6clM5vz+GBkcQ8+ESfm8risXmXOec8494c7kzD1Pyd/Bvor9ADRaDLcCG8CCib9jdPog/rV2CX9f45zv6Zyofno9F/nJrGHn8dI3zt+NmthGALbv/5GiyhK2FOWSmdIPf7+WHd7+2tolPLHinzgwMDlg1F87E7PL+UY6Z5Rz8vPbRl+uFTpF2pGQn3rQ10TY3IYgHtJtZSTbxzh//89MG8ifpt2u14DT5HdvPwLAiDeSSPwu5Iht3n80G+CUez7X2Rr4/btPsDp3E5kvJxGfHXz8g1qYX70PI59P4vvLCrnD9hSxARGM7zmCUekDyIhJITIwDICqhlq2FeWydu9Wlm7JYmf5PgKrLXTOCiE9K4KACnXOORb9FncwVZH1+NabXSvuARgYlCfX0Ssh/egHioicoIKKA/jX+3m8G/yJ+uF856IHYfusmH82POOqYee3yZvXd3/7RwwDsvfv5vHPXmX7/h+Z3ncsSeFxXNh3DCE/Td5+yYDxriJbl0DvrqAo0pr8uv94Xlr9PuZ6Ew6rs8j+8bav+finXqJR1lCe+dU8+iR0aZHrNzocLFrxDwCG/DuRuOwgrDXO16LqiAa2TSnh4v7juGrY+S1yfRHxjj7xzteU7LElDHo7ocl+a40vY/+Uxp6BB/nKWM9fvn6Lm0ddqg/JToNhyb1Zs2cz31yyl+nf9Txm2wkZI465/2gWrXiVNbmbyHwpidgdrad3orXGlxEvdaIsuY4fh5Tz7oHlvPa9c75Si8mXRsPhWozBYvMlblMgmeuSiMsOxuxQbp6ItvduQ5olsNwP3zofLDWHu4XWRNqot9g1wa6IeMSB6nK3lbRON0uVs7h3xoud8Ws4/FrXP7G7t0JqFquv89Pv/ond+fcVDx+13cQXbwJgwYTfYcqtOC2xibQF8aHRXDXsfF7N+h9B+/2I/DGAoFI/tk0ood97cewcU8biFa/yymULW+TN7eaina7vO68Lc31v93Pw3cwCIkPCuHX05R6/roh4V4/YVAJ9/dk9opyBb8djounrS3i+P+H5/vjYzLxkep9vd29h0QW3kuCFRZc6kuen38WQp68EcM2NeTSn8gHttuLdvLNxOX3/F9eqCmyHmDARuSeAyD0BGO8ZVEU3UBFfT22YHVMjWGp9CC2wElpsbTKfoByfJn3oYMwOM/41vph/9l+fO6KcAB8rg5KOXcUXETkRJdXlWMq99wfZ8HH2VMnvV8HeAc5i028GT/VaPKfDhvztAKRGJnJuz1Fejkak9bl2xHQigkIJqPVjyJuJrknGN15QRHVIA+vzt7P3YNFJnbOmoY5NBTv5fOdaPtiyig+2rKK0poKq+hr2lhfxybYsxv/leq58zblwyZSF3VzH1gfa+faKfRxMqueJC3/v6pEqIu2HyWRi8fm3ArC/a80x2/ZaGsOoFzqzed9OHlv+cpuY2qKtuznFeW/445Byj5/7yc/+RUipP+lZEdSENeD4+TCyVsZkmAjZb6XTD6F0/TKSLlmRJK8PI6zIXwW2U6SebB1cg38ju0eVc/mgKbrBExGPKD5YhuWgd4aKAiStD2V/9xr29a3Er9EZx8xh53ktntMhJSKBuWNn8uv+48GhG3ORXwq0+PPoeTdx7VsP8+6ibYd3mH76Atbv205y+PGHWu8pL2T+khdYm7/tuG0ttT4k5oSQujoc/yrnbffOzFLXIiWLz72NfondjnUKEWnDRqb1JyU8gQ2XFHHOo2nHHG4XuzOI7p9FstJ3LS+tfo+ZQ89rk9NctBUxllCSQ+LIH3SQjBXRmBsP/9/8cK7zNbpzxMlPv3Gwtoo1ezcxYHk8OAy+/1UhwfstDPivpvLoKPRb28HtGlmGYTFxxeAp3g5FRNqJsuqDWKu99+cl5dsw1v26kP3da5jwWBcKMqp4Y91Sbhz1a6/F5GmGYfD+ps8Z0Kk7qZGJhAeEMGPQZABsDttxjhbpmIan9CU+JIrCypIj7r/3o+e596PnGZU2gC9z13PF4Cn8/qwZ+JrdPzR4MesdtuTsZMBH8YQVWgks8cO3wcyukWXkjiwnYVMwMTuCsNT6EJ3r/gFmaXKtq8D25wvnMrrLoJZ5siLSKphNZm4ZfRm3lz9JUfcqErYdeZL9Q3oui8FucfBn3uC9DSuZP/lahnbufUrXrm6o5YPNq3hk+d8BeGvm43SPSTmlc7Un7/zwGf/87kN+FTqMPZVFEAMFPSvptCkUcK4quuOsUgBem3H0aTqO5ts9WzCAuO3BmDFTE2EjcbP3Fz2Q00dFtg5uz8gKpvYeRUxwhLdDEZF24mB9FZ2qvdcz9ufD4TGBYTbYWpzrtXhawrwPnuGT7CwuGTCBP4z7rbfDEWkzbj7zUu5Z8twx23yZux6Af61dQmxwJDOHnuu2f/eBAmK2BpL+jfu9U8aKaDJWHH0epfzelXwzy7n68pu/eZyMWL3ZFekIHlv+MgB7B1Qct8gG0PfDOJLWh/L9FYVc/eaD3Dv+akak9CEhNIbCigPM/+ivfLdvCyZMPHH+7xnXfZjb8Q7DwQebV3Hfx39x254YGuO5J9WGLfzkRQAWlbzr2ha96/B966EC28BOGYT6n/x8amvyNhFa7u+a523CEy2zqI60XiqydWBV0Q1UhtUzpttQb4ciIu2Ew3BQYashreb4N5GnQ2Cp8wZn1a51GIbRLlbsMgyDT7KzALjhjIu9HI1I21FZX8PXuzeecPuBnTK4sO+YJtttdhtm+4m/ljT6ONg8ZT85o51v3N7/7ZOkRiae8PEi0rZdMXgKf/riNWJyTvwDyIh9AYx9PJU1s/J5iL8BYDX74TAcWMt96fV1DFsm7+f2/z7J4vNuo3tMZ5bv+JZNBTl8lvOt6zyxQRHMOfsKJvc8w+PPq626bOAkXl/3MQAp68JJXhPqWvH5ncVbXe1mD592SuffXZJP8B7vLQAm3qciWwdWlFGFr8mHYcmn1gVZROSXbI12DAx8G7y3rs6+3j+trGngNvfJq99+wKx2MDfb6+s+AWB89+GEB7SOYqZIW3Dbe0/w3Z4trscj/p7Emiv24bAceR7Di/qdQ7A1AFujHT8fXxodDmptdZhMJgxObO7D2lAbH92X43r8+Y3/p99bkQ7GYTgnvU9ZG35Sx5kwMfQfiaSnheMwG5R3qqMmwkbGimgCy/0wGbB5yn5e+Pr/sbNkr9uxQX7+PDD5Bs7pNrRdfMDoSfPGznQV2fp9EodfifOe9ecFtoen3MiZ6QNP6fwBFisOX82P25GpyNaBFfWsZlCnHgRa/L0dioi0ExYf5yd3jb7eW0Xpu8vzAej1kXNYRHhRAOVxtSzfsabNF9lW5HzH45+9AsCCib/zbjAibcyotAGuItuFd/bAhAmH39HfCB2ao+2XfDBj6e7DuukF+NWZCTpgIWFrCP6Vh2+rG30cfHxvDvXBja5tG+74jwefjYi0BRV11RysqwKgIaDR1WPqRJkdJmJ2Oocsxu1wn9ery1eRbJl0wK3AduMZv2Zo594M7JTRzMjbL5PJxNSeo/hw65eUJdYRWxLIfx/Idu1fddNLpzRM9BB/PysOqycilbZKRbYOqtHXwYGuNVzeZYC3QxGRdsRkMuFn8m3yxtVhdrB50n5idgQSv+NwL44l92ynLqSRs55PISrPM/O4BZT5URXXgMPPWegb8EYcK2/ZzcaCHTgMB2aT93rZNcer337Ak5//C4DnL7qLYK0ILXJSrhp2PluKclmancWuzDLSssJdK4uejEYc1EY4yM0sd21bRyFRuQFE7AngQHoN5Ul1rn2abFykY/pi5/fc/O4iAKzVvlhqTn7ldbufg5LUGvZ3qcHh6yAyL5CYnEBMhonK2HpGvpTEpinFHOxUz6yh53Ft5nRPP4126fdnXs6ybd9Q2qkGR4MDe4DznvHVyxY2q8AG4O9rwWFVT7aOTEW2Dqoivh67j4NBST29HYqItDNR/qHURLivcGn3ddAQ4aAivoH4HYe3m21mMDcScNAzf45qQ2xUxTaAAamrwwHIHV7m2t9gt+PvZ/HItU63yvpqAP43+6lTWlJeRGDhxN+xNDuLDdOLCM337GtBSVotJWm1rsfPXHgnZ3UZ7NFriEjbkXNgDwDJ34fS779xmE6wqp9zRikbpxUdZW/ZEbdGBoQxPmP4qYTZIQVbA2kw7OztU0FFZL1r+wAP9AAMtPjTENR4/IZeVhNqw/AxCCprm/fFrZmKbB3UwYR6TEDX6GRvhyIi7UyvTl1Y332T2zZLgy8DX4tzX/kTmLSoq0evvW3cATBB6jdhBB503jT42A9fs6y2ggS/o6/+15rdNOoSbhp1ibfDEGnTDhWrAVbdtAfX1GoemLLIjIl1d7ze/BOJSLsQE+xcgXjPoArC8v3p9nnkUQttBgb7+lWy5sp9rm1XDp6K1dePnnHphAcEs2LHd7z2/RIMIDksjqjgcNbvy2ZQUk/uHjvLdT05vp/Pz7l3YIVHzz2wUw/+Hf4x1RENrbqAVZJeQ1liLbURdvL7VnLG/3UmdmfzevGJk4psHVRFfD2dgmIJ8NOAcRHxrCk9z+CznG+pimoguOTwzcUvC2wtobib8w10t5VRgHOYRf5A51wof/v1fSSEts0Cm4h4RlxIFNdlXsRr339EZX2Nq7gWXGxx9oL9hczUfjwz7U4svk1XijtQVUZeeRF94rsccb+IdGyTeozk+73beH/TSjadW0xhzypGvJqEpdZ92Gh9oJ0PF+5w23bzqEu4esSFbtuGJPfijjFXUlVfQ8hPQxqLq0rZV15Ml+hkfMxtczoMbzi0GETa2gg2TCkEPDdv5hlp/fE1+VDQu4quX0Z65JwtIWFTCBG7rSy9JxeAL6/Lo9eSGHqs0L1yc6nI1kFVJDXQL9GzPUhERADOSBtAmF8Q28YfYMh/Ek/bde2+DqpjbGBASInzAwQfu4m6QOfQ1aGdtZKyiMD1Z1zM9WdcTJ2tgadX/Zt/f/8xVbEN/Kr/OO44+0r8fS0ntBpfdHAE0eo5IiJH4efjy/yJ1zJ/4rXcs+Q5PmAVHzyw/ajt+8R3YcHE64gLiTzqvGAmk8lVYAOIDY4kNrj1FnJaK6uv80PgQwW2vgmee18cZAlgWHJvcvrtbNVFNl+7meByf/r8N5ZN5xcDsGXKfrZM2Q8GTJubcVo+IG+PVGTroBoDHYT6Bx+/oYjISQq0+HPb2BkstL1I/JZgkjaGnpbrfnxvDgDhew+vmFwTbjtacxHp4Pz9LMwbO4t5Y2dR01Cn1dZFpMU8NPkGpvYaxdLsb9he/CObi3a57Z+QMYKHJt/gKv5Iy/L/xc95mIc/iB3TfShZP/5AQ0Bjk56LrU33VVGuIpuLCd5bnM2YP6YQUaiFtk6WimwdlF+ZmdKag94OQ0TaqQv7jCFr10ZWXvod4fv83YaNtoSyhFrnJLMGjH0mzbW9Nc+FISKthwpsItKSTCYTI1P7MzK1v9v2moY6rL4WDfU8zXrEprq+f+FXfyAztZ9Hzz+m6xAe+fTv7OtbQdqa1t/jOXFjCPn9KrFW+lAfcnjRhr2ppYQc8MfXrvw8GfppdVDWSh+KD5Z6OwwRaadMJhPzJ11LTEQk383Mp9HH0aLX+/7XBQCkZYUftU1NQ12LxiAiIiJyMgIt/iqweclVncZy48iLPV5gA+eiF8OT+7B3WKXHz90SRvwziU7rQ9wKbAA5Eyr576PZLLslx0uRtU36je6grJW+lFSpJ5uItJxgayB/vPD3VCQ28MO5xcc/4BQ5cHAwybn8+sB3E9z2Ga6lA3FOci4iIiIiHV5aYBxXDT2/xc5/ft+z2J9STXVk00V1WqPhryURneM+NNQIcf5bmWyjNKb6CEfJkajI1kEFVPpSUn+QBrvmKxKRltMzLo07x/6GXaPK2NfHs0ukH/Le4uwjbm/0cfDu4m2ux7ZGe4tcX0RERETk58Z2G0qA2ULe4LbTsWXUX5OPum/lnXmnMZK2TUW2DipmRxB2o5Evdq3zdigi0s5dMmACY7sMZd1lRVRFe/bTvCX3HF7y/qxnUtz27evn3kU/PjTKo9cWERERETmSAD8rE3pmsmd4JQ4f4/gHtAJmzEyZ3+3IO01wIFm92U6EimwdVGixlciCQD7Y/IW3QxGRds5kMrFw8nXER0fz9XV7qQvxTI+yHaNKqAs/fK6oPe5d3A92OjwH27DOvfE1t+7VnURERESk/ZgxeAq1YTY2TWm5aVM8zb/Gl6D9fkfcV5pUgwMH1eEN1AbbqAu2s+7CAn4cVH56g2zlVGTrwJLWhPDFznWU17aNCRlFpO0K9Q/ir5fcgzXOn6+v20t9UPMLbVWxh3vFTZuX0WR/faBz8tbooHCenT6v2dcTERERETlRGbEpzBlzBTmjS8nv1Xbec495KhUAa4UPY55MZcD/iwNg0/QDfDh/BxunFrLx/CKW3L+D3JHlrL2sgNUz9nox4tZFRbYOLGl9KA7DwdLsLG+HIiIdQGJYDH+77H5MSb58dcNe6gObV2jr+XEUGGC2mTA7mv45S1kbBsCZ6QOx+lqadS0RERERkZM1Y9Bkzk4fzLrLC6mOaBuLIBy6r64PbSSiIID01ZH0fzcODLAFOygYUM2+gc6ioU+9CQC/OpWWDtFPogPzr/IlcUsIL3z5NhV1Gl8tIi0vPaoTL10+H6OTme8vK3Rb/fNkOHCwYo5zAlaH75HPEb0zkKBqC35m31OOV0RERETkVJlMJh6ccj1RkeGsunUPBxPqjn+Ql+UNLgecPdkO6fJ1JNPn9mTCI13o/mkU6asimPxgVxqtzvvwPh/GeiPUVqnNFdnq6+sZMGAAJpOJ9evXu+3buHEjZ555Jv7+/iQnJ7No0SLvBNmG9H03lsrKKp5Y8Q9vhyIiHUSX6CQePPcGCnpUnvKKS2bMpH0V7vr07EhMmIj5IZAlm7/E7mg81XBFRERERE5ZqH8w/7jyQZKS41l18x6Ku7TeDi4OHBzoUgvA4P8kNNkfXGahzyexDPhvPKuv3Ac4R5VY6vSh9iFtrsg2d+5cEhMTm2yvqKhgwoQJpKSksHbtWhYvXsyCBQt48cUXvRBl2xF40I/e78Xw/ubP+VIrjYrIaXJWl8FM6XEGmy7cf8rDRnusiCZ1TTiYIPvsA0dsE5MTSJW9lqLKkmZEKyIiIiJy6mKCI3jlioUMSu/JN9fspSS1xtshNbHjjBL+++h29g6swGw3EbsjqEkbu6+Dz6/fzbuPbaU0zVmMG7c4/XSH2qq1qSLbRx99xNKlS3niiSea7HvttddoaGjg73//O7179+bSSy/llltu4cknn/RCpG1L6ppw4nKCmb/kr9Q0tP7uqyLSPtwx5jeYAszsOqPslM/R96eu6Zun7m+yryGgkb0DKwCos7WNOTBEREREpH0KsgTwzEV30jepG99cvY+K2Hpvh+Rmy9T9OHwNwvKtTHgsHfMRykVfXZNHSXotxqFdhrN3mxzWZopsRUVFXHPNNfzzn/8kMDCwyf6srCxGjx6NxXL4P3jixIlkZ2dTVnbqb+A6AhMmBrwVR2nNQf6z7hNvhyMiHURUUBhT+5xJ3shKDNOpzc323uPZzm+OcPjXN+xlf59a5k+8li7RSc2IVERERESk+ay+Fp65aC7J8fFkXb+XmnCbt0NySV4bCgYcTKznixt+5PuL8nHgcGtTmuLsvTbozQRGvpjE5AVdvRFqq9YmBs4ahsGsWbO47rrrGDJkCLt3727SprCwkLS0NLdtcXFxrn0RERFHPHd9fT319YcryBUVzl4PNpsNm631JPypstud8xCZA8yYTUevqYbU+pP2bTgvWd5jWu+zCLE27RoqTR3KkfaQK+JdHTWXzu85mrc3Lqe4bw0JO0JO6tjvLtjn+n7K4m6YAw6/xhkYlMbVcFn/iZzX48wO9XPtqLkknqdcEk9RLoknKI/EU7ydSwE+Fp69aB5Xvb6Qb67bx9hnUzE3er//05AlSfT7NJ7vpueT37OS3SMOUtizmnP/mAGAw+xw9mAzIHFXKP61P5WTAtzPY/Jzzpncnn5XT+a5eLXIdtddd/H4448fs83WrVtZunQplZWV3H333R6P4dFHH2XhwoVNti9duvSIPebams2VewDo/bfeBPgcuxtnmr0bT+3+H/Pf+DPjovudjvDajWXLlnk7BGknOlouGYZBvDWckusamZh4cq87/2/HZgAmRw9ixP9lNNn/TV4hX2d/T8/qSI/E2tZ0tFySlqNcEk9RLoknKI/EU7ydSxdGDeGF6k8oe9qHMVF9T/v18+tKeGHPUgBuTTmXKEsIFQ01DLEMAuD+Ha9TF2an3+vOe/Q/5f4P7JDiH8Owvw866nn3l2wkvyKXJUuWtPyTOE1qak58Dj2vFtluv/12Zs2adcw26enpfPbZZ2RlZWG1Wt32DRkyhBkzZvDqq68SHx9PUVGR2/5Dj+Pj4496/rvvvps5c+a4HldUVJCcnMyECRMIDQ09yWfU+lh3fMsbS75k89WbsdT5HLd92vhw1py1g/svvpHwgJPrVdIR2Ww2li1bxvjx4/Hz8/N2ONKGdeRcqlzvy5MrXuO7q9ad0OuUywPOfwJuqmWjY2OT3Q3X1TPgnIFMmTDFQ5G2DR05l8SzlEviKcol8QTlkXhKa8qluq8tvLr6A/wW1BF6wHr8Azxk/eQCcjJLXY9f3PAxteHOxciC9poZ9EkSzHbu23jZRr67YB9lg6vwqTcx9P5YNtL03vuQ4rHFWCZamDKl/dyDHxrxeCK8WmSLiYkhJibmuO2eeeYZHnroIdfj/Px8Jk6cyBtvvMHw4cMByMzM5J577sFms7l+UZYtW0ZGRsZRh4oCWK3WJsU7AD8/P6//wnmCr6/zDauj1oGjznTc9t2WR7Irs5z/bFjKzWde2tLhtRvtJV/E+zpiLo3PGMETn/+LwuRKkjaewocb1TSZL8LAoDbQjt3R2OF+nod0xFySlqFcEk9RLoknKI/EU1pDLl13xq/4aMvXbB21n6GvJ5626+4cWur2+FCBDaA6ycGq2XkAZHwcRXFcJbsHl2NywHn3d8fhcL/v/iXD5pws2ds/W086mefi/YG/J6Bz58706dPH9dW9e3cAunTpQlKSczLryy+/HIvFwuzZs9m8eTNvvPEGTz/9tFsvNTk+a7Uv6avCee3bJVTWt75lhUWk/YkPjSbWP4Ky5NpTOn7bqP288+hW3r9/K5/ckUNtiA1MgBl2l+R7NlgREREREQ+x+lqY1n8MRX2raPQ9dvHKU2rCGjB8wdQI0+5sOuXKz2VPKuGLG/LAgNHPpWB2tIkSkle1m59QWFgYS5cuJTc3l8GDB3P77bdz//33c+2113o7tDany5cR1DY28On21d4ORUQ6iL5J3TiYcuLLmBdmVLq+33LBAfCFxhCojrNxML4Ok2HCaDDIPvAjRZWlxziTiIiIiIj3nNNtGA1+jZSkndoHzifjnce38vG9O8GA4f9IwoyZkc92ouvH4Zz1TIqrXXieFfNPndsCy/w469kUovLa/pz1p0ObWF30l1JTUzEMo8n2fv36sWrVKi9E1L4EVPgRmxvMB5tWcWHfMd4OR0Q6gOSIONZEHX1uh19aM+PoPdTid4RQHdFAdXQDU3qOIjb46FMGiIiIiIh4U3xoFAANAY0tf7Gfuln9vGgW/2Mo8T+G8t2vnffXPg0mxv45HYC6QDv+NW2ybOQ17aYnm3hW0nchrN23hYKKA94ORUQ6gJjgCGoDbRg0/QDlSAzzsdvlnOnsvWZvtGMyHX8+ShERERERbwjwc84Rb7e07HDRdRcWAJD6TViTXmnrpheQN/QgOGDq/O6u7SqwnTwV2eSIkjaE4mfz5f9t+NTboYhIBxAVFI7dtxG79cRuLgyfIxfZfBqcBbW6EGf/9m/yfvBMgCIiIiIiLcDe6OzBZm5smQ+G7b4OvvxtHrkjyzHZTQx4O95tf37PSnJHlIMBEx7vgq9dZaLmUFlSjsi3wUzyNyG8FbiMazOnY/W1eDskEWnHYoOcQzprw+z4Ffscs+32s0pwHOWv13n3OD95s/70qdukjJGeC1JERERExMOqG5wLDvrVeb64tePMEn44v9j5wIDJD3bF/LO+Vu8s3ur6fug/Egku1fv+5lKJUgBYe8E+dg8sozrs8MTj6VkRHLRVszT7Gy9GJiIdQUpkAgCVscde/GD9BQVsmlzsvvGnzm+WUpPrpqH3RzGYGmFrwS6PxyoiIiIi4imlNc4Fvfxqj/1B88nIG1DOO49vdRXY+r4Xy/S5Pd2Gfzo4PIIkY1kUyT+Eeez6HZl6sgm5g8r4cVQFP1IBQKc1IQx8P56Q/Vai9gbyxa7vOa/3aC9HKSLtWVRgGEE+/lTFNByzXUlaLfjgLKwd+pjop571DeGHh5BWRjdg+EBMaGSLxCsiIiIi4gm7SvYCELK/eb3IKqPryRldSlFGNTWRNgDC8q2c9Vwqvg2H+1fZLQ42Typm5xllrm3Z40vovTS2WdcXJxXZhJBi91/mOr86KqMaiCrwxWQyEejn76XIRKSjMJlMpEYmUhlXcsx2Y55J5b27s+HnH7T9VGTr9nEYDhyYMdMQ5JzbYkjnXi0UsYiIiIhI8+0s2UtAnR/W6lMvz3x76T72DHZ2msGATutDGPxGYpP51dZcto+9Ayuc988/n+L4xNYekxOgIpsQvTeI8Y+ls+zOXWCG2phGQsqchTdbkINQ/yAvRygiHUGX2GS+Sig8ZpudmWXOAtsR5oXdMeUgVcl2Mv/RmW3jnCsj7y7Jb4FIRUREREQ8I2f/HkLyT70X24obcylLrQNgyGsJJG4Jdeu5dsjWc/azd1AFPvUmhr7WicStIad8TTk6FdkEgJASKxMXpFHUo4rUDZGYDTMGBnWBNsL8g70dnoh0AGmRiXwc04CBgekIVbT10wrYlVl+xALbIclrnV3cSlNrAXhzwzLuGT+7JcIVEREREWm2zftyCN1jPenjDsbXsfz2XNdjn3oTndeHH7V9aWfn/fHkB7piaVApqKXoJysuQXX+pK8/PDQ0v08l9RY7AzpleDEqEekoukQn0eBnpybSRtARVjYyzOB/0Ie68MYjFtoid1hJ2hxGTbjNte31Kx5pyZBFRERERE5ZeW0lhbWlDN2beFLHNVjsbgW27p9F0eejo8+ptqf/QYp6VWO2m1Rga2FaXVSOyDAZbDu3hGFJvRmSrDmNRKTlDU7qiQ8+FPasOuL+ge8kUGdtPOrxpd2cK5P+OLQcgAkZI+gVn+7xOEVEREREPGH9vmwAIvYGnPAxDrODDx7e4XqcvirimAU2gG+vcE6hMm6x7o1bmops0oSBwQ/nFlMRVcetZ13u7XBEpIMItgYyIqUPeZkVGKams6/+OKgMAjn6cFEHVEU3UJjhLNJV1FW3XLAiIiIiIs30ybYswg8EEHzgxOdk+/z6H90e9/vg6AU2u6+DD+/f7nocfITRIuJZKrJJE9vGHSBndCl/GPdb+iR08XY4ItKBXDNyOmVxtWyaUozxi2WO1l527EURMMPSeTspS3FO/HrPOM3FJiIiIiKtU62tns+2f0vC2pNbaDAg38ft8XuPZ/PO4q189Icd1IYcnjalqFsV/30km/oQ50gQ09EHhIgHaTCuuMkZVcrWiQe4edQl/HrABG+HIyIdzMBOGcwdO5NFvEpthJ1BbyZgboD3Fme7tUv7KozcMw4e8RxDknsxe/gFdI6IPx0hi4iIiIictC93raPO0UDS+tCTOm7Eu535b99t2EMMfGvN2AMcANRG2Pno/pwm7SN3B3D2c6meCFlOgIpsAjiHiG6etJ/t55Qwa+h5zB4+zdshiUgHNWPQZGKDIrjP/DwrUnbT+cumNx4/L7BdMmACH25ZxYzBU7h+5K8wmY6x/KiIiIiISCvw8baviSwMJOTAya8seu4D3dnfrYbA/b4s+0PuUadTCSm0qMB2mqnIJjh8DNZeUsCegQeZc9YV/GbIVL1JFRGvGp8xgm4xnZm/5AXWh28/eruuw/nDuN9y9zlX6XVLRERERNqEqvoavsj5nu5rI0/peDNm4nYE89HcHe4FtkaYdlcGZs0M5jUqsnVwhslgzW/2Udy7hsen3sKkHiO9HZKICACpkYm8PGMBq3atI2v3D5TUlBNsCWRYSh/GdRuGn8/hP2EqsImIiIhIW7F0+zc0OOwkrTu5oaK/FFJooTbGDkBwkYVxT6R5pcDW4Gtn97AyunxzakXD9kRFtg7uh3OLKehVxdPT7uCsLoO9HY6IiBuzycxZXQbr9UlERERE2o33N6wkbmcwgQf9Tun4XcNLic0OZtQ/Ujwc2anJ713Jga61hBXUeDsUr1Mfwg5sV2YZOaNLueucWXoDKyIiIiIiItLC9pQXsr5wO51Xn1ovNgcOqmJsFPSp9HBkpy51QwTD/pVIXG6It0PxOvVk66Cqohr44YJiLhkwgUsHTvR2OCIiIiIiIiLt3tsbP8Ni8yFh86kVpMyY6fdBnIejaj5fh8pLoJ5sHZJhMvj+8kJiQiK4bfTl3g5HREREREREpN3bW17Mv75dQtoX4fjaVI5pj1Rq7IByziylpHM1L513B4EWf2+HIyIiIiIiItLu/XHFP/GrMpPxWbS3Q5EWotJpB1PWqZatUw5w+aDJDE7u6e1wRERERERERNq91Xmb+Gznt/R6PxrfhvZTimmw2Pn8mlzWXrjP26G0CurJ1kHYAhvZNbKM7eNL6R6fys1nXurtkERERERERETaPbujkceWvkz0niCS153aggetVW2YHT+bDzar4e1QWgUV2TqIT+flYvYxc/GA8dw6+jIC/KzeDklERERERESk3fu/rHfILcvn7LdTMGFq1rm2DztAXE4AYaVBHoquecL2+zPylc4A2PwbqYmwQTOfY1umIls7lxKRSNfIZCb0HMGv+o0jKijM2yGJiIiIiIiIdAgb8rfz16x36LEsioh9Ac061zuLtwKwCZh+p/enf3KYDcqSaynuXs3+nrWUJNVgmAzOjB/o7dC8RkW2dq5bTDJv/3axt8MQERERERER6VCqG2q56/1niNwbQMbytr/YgWEyqIiv50B6DQe61HAgo5Z6i50gnwBGpPVlZFo/RqT0Iyk81tuheo2KbCIiIiIiIiIiHvb48lfYf7CMMf9Kxexo/hDKmG0B7O9ey6jnkjwQ3YmpimqguFs1xRnVlHR3FtV88aFXXDrnpvfjjLT+9I7vgq/Z57TF1JqpyCYiIiIiIiIi4kGfbl/N+5s/Z9DbCQSXWDxyzjNfSvXIeY6nMqae3cPKKRpQQ0V4HWZM9Inryvnp/RiS3Iu+Cd3w9/PMc2pvVGQTEREREREREfGQospSFiz5K502hZLyXduZF/1AWg3ZE0so6lJFqG8Q43uN5Mz0QQxN7kWwNdDb4bUJKrKJiIiIiIiIiHiAw3Bw74fP0XjQzoC3OjV7NdGTdTC2jq+v3sP4RV3wtZtP6Bi7n4N1lxSwp38F3SKSuW3kLM7pNgyrr3qrnSwV2UREREREREREPOC1tR+xZu9mzngtGWvN6S+5LL8zF4Al83dw/n0Zx21fHdHAmtn51CY08sikm5jccyRm04kV56QpFdlERERERERERJppb3kRT33+b7p+EUncjmCvxJD4Qwj5fSuZ9HCX47Y9kFrDmtn5RESF8X+/mku3mM6nIcL2TUU2EREREREREZFmen3dJ/jUmej1cYzXYhjxjxNbebQqqoHVV++jd1oX/nThHYQHhLRwZB2DimwiIiIiIiIiIs30Vc56EtYF42tr3cMt64PsZF23l9joKJ6efieh/t7pddcete7/eRERERERERGRVs4wDPZUFBFaaPV2KMfU6Otg9ex8fGItvHDJPSqweZiKbCIiIiIiIiIizVBjq8NuNGKt8gFgf3o16y4swIHDy5Ed5vAx+PY3+RzsXM+ffzWXpPBYb4fU7qjIJiIiIiIiIiLSDD4mZ3HN4WsAsOr6PHJHllMVY/NmWC52PwffXLWX4l41PHXh7fRL7ObtkNolzckmIiIiIiIiItIM/n4WQnwDqQu1AxBQ5ktthJ3Q/d4fPloZU8/aKwuo7mTnz9PnMjK1v7dDardUZBMRERERERERaaaEkGiqog8CMPkR7/cUs/s52HFWCTvGlZIQHsNzF9xKr/h0b4fVrqnIJiIiIiIiIiLSTH2Tu7E8/Wtvh4HDbJA3+CDZk0uoC7Fz5dCpXDfyVwT4eb9XXXunIpuIiIiIiIiISDP1S+jG21HLqQmzEXjQ77Re2zAZlHWqo6hHFXtHVFIZVs85XYdy21kz6BwRf1pj6chUZBMRERERERERaaZzug/jmZX/Zu3lBQx7NRFrTcuWXOwWB0UZVRT0rqK4dw11/jYCffwZ3XUws0dcQPeYlBa9vjSlIpuIiIiIiIiISDOFWAN57IJbmdP4Rz6+fydxW4OI2hVA8AELwQcsBJVaMDeaTuncBga1YXYOJtZxIL2Gsq71lCbW4DAbpId1YkaPsxmVNpC+CV3x81Gpx1v0kxcRERERERER8YBhnXvz/jV/4sOtX/Jx/Fdk982jwXCuOIoBwTVWAg74ElDsS1CpHwHlfpgdhwtvhsnAbnFgtzq/GgIbqepkoyKhnnqL8zxR1jCGpPZjYKcMRqUPIDlcw0FbCxXZREREREREREQ8JCoojN8MmcpvhkzFYTjYX1VGXlkhe8qL2HewmH0Hi8krKWRfeTHltgNNjvfBTICPlUA/f0KswQyKT6ZbTGe6RSfTPSaFhNBoTKZT6xEnLUtFNhERERERERGRFmA2mYkLiSIuJIqhnXs32W9rtDfZpuGebZf+50REREREREREvEAFtfbF7O0ARERERERERERE2ro2VWT78MMPGT58OAEBAURERDBt2jS3/Xl5eUydOpXAwEBiY2O58847sdubdr0UERERERERERHxpDbTL/Htt9/mmmuu4ZFHHmHs2LHY7XY2bdrk2t/Y2MjUqVOJj4/n66+/pqCggN/85jf4+fnxyCOPeDFyERERERERERFp79pEkc1ut3PrrbeyePFiZs+e7dreq1cv1/dLly5ly5YtfPrpp8TFxTFgwAAefPBB5s2bx4IFC7BYLN4IXUREREREREREOoA2MVz0+++/Z9++fZjNZgYOHEhCQgKTJ09268mWlZVF3759iYuLc22bOHEiFRUVbN682Rthi4iIiIiIiIhIB9EmerLt2rULgAULFvDkk0+SmprKH//4R84++2y2b99OZGQkhYWFbgU2wPW4sLDwqOeur6+nvr7e9biiogIAm82GzWbz9FORduZQjihXpLmUS+IpyiXxFOWSeIpySTxBeSSeolySk3UyueLVIttdd93F448/fsw2W7duxeFwAHDPPfdw0UUXAfDyyy+TlJTEW2+9xe9+97tTjuHRRx9l4cKFTbYvXbqUwMDAUz6vdCzLli3zdgjSTiiXxFOUS+IpyiXxFOWSeILySDxFuSQnqqam5oTberXIdvvttzNr1qxjtklPT6egoABwn4PNarWSnp5OXl4eAPHx8axZs8bt2KKiIte+o7n77ruZM2eO63FFRQXJyclMmDCB0NDQk3o+0vHYbDaWLVvG+PHj8fPz83Y40oYpl8RTlEviKcol8RTlkniC8kg8RbkkJ+vQiMcT4dUiW0xMDDExMcdtN3jwYKxWK9nZ2YwaNQpw/mLs3r2blJQUADIzM3n44YcpLi4mNjYWcFamQ0ND3Ypzv2S1WrFarU22+/n56RdOTpjyRTxFuSSeolwST1Euiacol8QTlEfiKcolOVEnkydtYk620NBQrrvuOubPn09ycjIpKSksXrwYgIsvvhiACRMm0KtXL6688koWLVpEYWEh9957LzfeeOMRi2giIiIiIiIiIiKe0iaKbACLFy/G19eXK6+8ktraWoYPH85nn31GREQEAD4+PnzwwQdcf/31ZGZmEhQUxMyZM3nggQe8HLmIiIiIiIiIiLR3babI5ufnxxNPPMETTzxx1DYpKSksWbLkNEYlIiIiIiIiIiLShopsp4thGMDJTWwnHZfNZqOmpoaKigqN55dmUS6JpyiXxFOUS+IpyiXxBOWReIpySU7WofrQoXrRsajI9guVlZUAJCcnezkSERERERERERFpDSorKwkLCztmG5NxIqW4DsThcJCfn09ISAgmk8nb4UgrV1FRQXJyMnv27CE0NNTb4UgbplwST1Euiacol8RTlEviCcoj8RTlkpwswzCorKwkMTERs9l8zLbqyfYLZrOZpKQkb4chbUxoaKheoMUjlEviKcol8RTlkniKckk8QXkknqJckpNxvB5shxy7BCciIiIiIiIiIiLHpSKbiIiIiIiIiIhIM6nIJtIMVquV+fPnY7VavR2KtHHKJfEU5ZJ4inJJPEW5JJ6gPBJPUS5JS9LCByIiIiIiIiIiIs2knmwiIiIiIiIiIiLNpCKbiIiIiIiIiIhIM6nIJiIiIiIiIiIi0kwqsomIiIiIiIiIiDSTimwiJ+jhhx9m5MiRBAYGEh4efsQ2JpOpydd//vMftzYrV65k0KBBWK1WunbtyiuvvNLywUurciK5lJeXx9SpUwkMDCQ2NpY777wTu93u1ka5JL+Umpra5DXosccec2uzceNGzjzzTPz9/UlOTmbRokVeilZas+eee47U1FT8/f0ZPnw4a9as8XZI0sotWLCgyetPjx49XPvr6uq48cYbiYqKIjg4mIsuuoiioiIvRiytxRdffMF5551HYmIiJpOJ9957z22/YRjcf//9JCQkEBAQwLhx49ixY4dbm9LSUmbMmEFoaCjh4eHMnj2bqqqq0/gsxNuOl0ezZs1q8ho1adIktzbKI/EEFdlETlBDQwMXX3wx119//THbvfzyyxQUFLi+pk2b5tqXm5vL1KlTGTNmDOvXr+e2227j6quv5pNPPmnh6KU1OV4uNTY2MnXqVBoaGvj666959dVXeeWVV7j//vtdbZRLcjQPPPCA22vQzTff7NpXUVHBhAkTSElJYe3atSxevJgFCxbw4osvejFiaW3eeOMN5syZw/z58/n+++/p378/EydOpLi42NuhSSvXu3dvt9efL7/80rXv97//Pf/73/946623+Pzzz8nPz2f69OlejFZai+rqavr3789zzz13xP2LFi3imWee4YUXXmD16tUEBQUxceJE6urqXG1mzJjB5s2bWbZsGR988AFffPEF11577el6CtIKHC+PACZNmuT2GvX666+77VceiUcYInJSXn75ZSMsLOyI+wDj3XffPeqxc+fONXr37u227ZJLLjEmTpzowQilrThaLi1ZssQwm81GYWGha9tf/vIXIzQ01KivrzcMQ7kkR5aSkmL86U9/Our+559/3oiIiHDlkWEYxrx584yMjIzTEJ20FcOGDTNuvPFG1+PGxkYjMTHRePTRR70YlbR28+fPN/r373/EfeXl5Yafn5/x1ltvubZt3brVAIysrKzTFKG0Bb+8l3Y4HEZ8fLyxePFi17by8nLDarUar7/+umEYhrFlyxYDML799ltXm48++sgwmUzGvn37Tlvs0noc6T3ZzJkzjQsuuOCoxyiPxFPUk03Ew2688Uaio6MZNmwYf//73zEMw7UvKyuLcePGubWfOHEiWVlZpztMacWysrLo27cvcXFxrm0TJ06koqKCzZs3u9ool+RIHnvsMaKiohg4cCCLFy92G2aclZXF6NGjsVgsrm0TJ04kOzubsrIyb4QrrUxDQwNr1651e30xm82MGzdOry9yXDt27CAxMZH09HRmzJhBXl4eAGvXrsVms7nlVY8ePejcubPySo4pNzeXwsJCt9wJCwtj+PDhrtzJysoiPDycIUOGuNqMGzcOs9nM6tWrT3vM0nqtXLmS2NhYMjIyuP766ykpKXHtUx6Jp/h6OwCR9uSBBx5g7NixBAYGsnTpUm644Qaqqqq45ZZbACgsLHQrnADExcVRUVFBbW0tAQEB3ghbWpmj5cmhfcdqo1zq2G655RYGDRpEZGQkX3/9NXfffTcFBQU8+eSTgDNv0tLS3I75eW5FRESc9pildTlw4ACNjY1HfH3Ztm2bl6KStmD48OG88sorZGRkUFBQwMKFCznzzDPZtGkThYWFWCyWJvOQxsXFuf6uiRzJofw40mvSz++JYmNj3fb7+voSGRmp/BKXSZMmMX36dNLS0ti5cyd/+MMfmDx5MllZWfj4+CiPxGNUZJMO7a677uLxxx8/ZputW7e6Tdx7LPfdd5/r+4EDB1JdXc3ixYtdRTZpvzydSyKHnExuzZkzx7WtX79+WCwWfve73/Hoo49itVpbOlQR6cAmT57s+r5fv34MHz6clJQU3nzzTX3wIyJed+mll7q+79u3L/369aNLly6sXLmSc845x4uRSXujIpt0aLfffjuzZs06Zpv09PRTPv/w4cN58MEHqa+vx2q1Eh8f32QlraKiIkJDQ3UD2sZ5Mpfi4+ObrOR3KG/i4+Nd/yqXOobm5Nbw4cOx2+3s3r2bjIyMo+YNHM4t6diio6Px8fE5Yp4oR+RkhIeH0717d3Jychg/fjwNDQ2Ul5e79WZTXsnxHMqPoqIiEhISXNuLiooYMGCAq80vF2ax2+2UlpYqv+So0tPTiY6OJicnh3POOUd5JB6jIpt0aDExMcTExLTY+devX09ERISrB0lmZiZLlixxa7Ns2TIyMzNbLAY5PTyZS5mZmTz88MMUFxe7uq0vW7aM0NBQevXq5WqjXOoYmpNb69evx2w2u/IoMzOTe+65B5vNhp+fH+DMm4yMDA0VFQAsFguDBw9m+fLlrtWxHQ4Hy5cv56abbvJucNKmVFVVsXPnTq688koGDx6Mn58fy5cv56KLLgIgOzubvLw8/d2SY0pLSyM+Pp7ly5e7imoVFRWsXr3atUp7ZmYm5eXlrF27lsGDBwPw2Wef4XA4GD58uLdCl1Zu7969lJSUuIq3yiPxFBXZRE5QXl4epaWl5OXl0djYyPr16wHo2rUrwcHB/O9//6OoqIgRI0bg7+/PsmXLeOSRR7jjjjtc57juuut49tlnmTt3Lr/97W/57LPPePPNN/nwww+99KzEG46XSxMmTKBXr15ceeWVLFq0iMLCQu69915uvPFGV8FWuSS/lJWVxerVqxkzZgwhISFkZWXx+9//niuuuMJVQLv88stZuHAhs2fPZt68eWzatImnn36aP/3pT16OXlqTOXPmMHPmTIYMGcKwYcN46qmnqK6u5qqrrvJ2aNKK3XHHHZx33nmkpKSQn5/P/Pnz8fHx4bLLLiMsLIzZs2czZ84cIiMjCQ0N5eabbyYzM5MRI0Z4O3TxsqqqKnJyclyPc3NzWb9+PZGRkXTu3JnbbruNhx56iG7dupGWlsZ9991HYmKi64OAnj17MmnSJK655hpeeOEFbDYbN910E5deeimJiYleelZyuh0rjyIjI1m4cCEXXXQR8fHx7Ny5k7lz59K1a1cmTpwIKI/Eg7y9vKlIWzFz5kwDaPK1YsUKwzCcSzwPGDDACA4ONoKCgoz+/fsbL7zwgtHY2Oh2nhUrVhgDBgwwLBaLkZ6ebrz88sun/8mIVx0vlwzDMHbv3m1MnjzZCAgIMKKjo43bb7/dsNlsbudRLsnPrV271hg+fLgRFhZm+Pv7Gz179jQeeeQRo66uzq3dhg0bjFGjRhlWq9Xo1KmT8dhjj3kpYmnN/vznPxudO3c2LBaLMWzYMOObb77xdkjSyl1yySVGQkKCYbFYjE6dOhmXXHKJkZOT49pfW1tr3HDDDUZERIQRGBhoXHjhhUZBQYEXI5bWYsWKFUe8L5o5c6ZhGIbhcDiM++67z4iLizOsVqtxzjnnGNnZ2W7nKCkpMS677DIjODjYCA0NNa666iqjsrLSC89GvOVYeVRTU2NMmDDBiImJMfz8/IyUlBTjmmuuMQoLC93OoTwSTzAZhmGc3rKeiIiIiIiIiIhI+2L2dgAiIiIiIiIiIiJtnYpsIiIiIiIiIiIizaQim4iIiIiIiIiISDOpyCYiIiIiIiIiItJMKrKJiIiIiIiIiIg0k4psIiIiIiIiIiIizaQim4iIiIiIiIiISDOpyCYiIiIiTezevRuTycT69etb5Pwmk4n33nuvRc4tIiIi4g0qsomIiIi0QrNmzWLatGleu35ycjIFBQX06dMHgJUrV2IymSgvL/daTCIiIiKtma+3AxARERGR1sfHx4f4+HhvhyEiIiLSZqgnm4iIiEgb8/nnnzNs2DCsVisJCQncdddd2O121/6zzz6bW265hblz5xIZGUl8fDwLFixwO8e2bdsYNWoU/v7+9OrVi08//dRtCOfPh4vu3r2bMWPGABAREYHJZGLWrFkApKam8tRTT7mde8CAAW7X27FjB6NHj3Zda9myZU2e0549e/j1r39NeHg4kZGRXHDBBezevbu5PyoRERGR00ZFNhEREZE2ZN++fUyZMoWhQ4eyYcMG/vKXv/DSSy/x0EMPubV79dVXCQoKYvXq1SxatIgHHnjAVdxqbGxk2rRpBAYGsnr1al588UXuueeeo14zOTmZt99+G4Ds7GwKCgp4+umnTyheh8PB9OnTsVgsrF69mhdeeIF58+a5tbHZbEycOJGQkBBWrVrFV199RXBwMJMmTaKhoeFkfjwiIiIiXqPhoiIiIiJtyPPPP09ycjLPPvssJpOJHj16kJ+fz7x587j//vsxm52fofbr14/58+cD0K1bN5599lmWL1/O+PHjWbZsGTt37mTlypWuIaEPP/ww48ePP+I1fXx8iIyMBCA2Npbw8PATjvfTTz9l27ZtfPLJJyQmJgLwyCOPMHnyZFebN954A4fDwd/+9jdMJhMAL7/8MuHh4axcuZIJEyac3A9JRERExAtUZBMRERFpQ7Zu3UpmZqarGAVwxhlnUFVVxd69e+ncuTPgLLL9XEJCAsXFxYCzN1pycrLbnGvDhg1rsXiTk5NdBTaAzMxMtzYbNmwgJyeHkJAQt+11dXXs3LmzReISERER8TQV2URERETaIT8/P7fHJpMJh8Ph8euYzWYMw3DbZrPZTuocVVVVDB48mNdee63JvpiYmGbFJyIiInK6qMgmIiIi0ob07NmTt99+G8MwXL3ZvvrqK0JCQkhKSjqhc2RkZLBnzx6KioqIi4sD4Ntvvz3mMRaLBXDO5/ZzMTExFBQUuB5XVFSQm5vrFu+ePXsoKCggISEBgG+++cbtHIMGDeKNN94gNjaW0NDQE3oOIiIiIq2NFj4QERERaaUOHjzI+vXr3b6uvfZa9uzZw80338y2bdt4//33mT9/PnPmzHHNx3Y848ePp0uXLsycOZONGzfy1Vdfce+99wK4DUP9uZSUFEwmEx988AH79++nqqoKgLFjx/LPf/6TVatW8cMPPzBz5kx8fHxcx40bN47u3bszc+ZMNmzYwKpVq5ossjBjxgyio6O54IILWLVqFbm5uaxcuZJbbrmFvXv3nsqPTkREROS0U5FNREREpJVauXIlAwcOdPt68MEHWbJkCWvWrKF///5cd911zJ4921UkOxE+Pj689957VFVVMXToUK6++mpX4cvf3/+Ix3Tq1ImFCxdy1113ERcXx0033QTA3XffzVlnncW5557L1KlTmTZtGl26dHEdZzabeffdd6mtrWXYsGFcffXVPPzww27nDgwM5IsvvqBz585Mnz6dnj17Mnv2bOrq6tSzTURERNoMk/HLSTREREREpMP56quvGDVqFDk5OW5FMhERERE5MSqyiYiIiHRA7777LsHBwXTr1o2cnBxuvfVWIiIi+PLLL70dmoiIiEibpIUPRERERDqgyspK5s2bR15eHtHR0YwbN44//vGP3g5LREREpM1STzYREREREREREZFm0sIHIiIiIiIiIiIizaQim4iIiIiIiIiISDOpyCYiIiIiIiIiItJMKrKJiIiIiIiIiIg0k4psIiIiIiIiIiIizaQim4iIiIiIiIiISDOpyCYiIiIiIiIiItJMKrKJiIiIiIiIiIg0k4psIiIiIiIiIiIizfT/Adeiq3wPzBqLAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map Visualization\n", + "fig, ax = plt.subplots(1, 1, figsize=(15, 20))\n", + "biodiversity_hotspot.boundary.plot(ax=ax, linewidth=1, color='seagreen')\n", + "biodiversity_hotspot.plot(ax=ax, marker='o', color='purple', markersize=5)\n", + "plt.title('Geographical Distribution of Biodiversity Hotspots', fontsize=10)\n", + "plt.xlabel('Longitude', fontsize=10)\n", + "plt.ylabel('Latitude', fontsize=10)\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9a158be2-d80f-42fa-be50-44f5a91b1ab6", + "metadata": {}, + "source": [ + "In the Geographical Distribution of Biodiversity Hotspots map above, the Purple colored regions represents the \"Outer limit\" while the Sea-green colored regions represents the \"Hotspot area\" based on the table above derived from the dataset for the World Biodiversity Hotspots." + ] + }, + { + "cell_type": "markdown", + "id": "4ec76162-9e8c-49fa-886c-98df50c4b56d", + "metadata": {}, + "source": [ + "#### Area analysis and graphical representations of the Biodiversity Hotspots" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "1e4a43bb-03dc-486c-b2ad-341336b18953", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 53.000000\n", + "mean 150.462863\n", + "std 280.343340\n", + "min 1.646954\n", + "25% 27.491158\n", + "50% 73.220040\n", + "75% 170.556404\n", + "max 1909.519333\n", + "Name: Shape_Area, dtype: float64" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Area Analysis\n", + "biodiversity_area_statistics = biodiversity_hotspot['Shape_Area'].describe()\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(biodiversity_hotspot['Shape_Area'], bins=30, color=\"seagreen\", kde=True)\n", + "plt.title('Distribution of Biodiversity Hotspot (Areas)', fontsize=10)\n", + "plt.xlabel('Shape Areas', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.grid(False)\n", + "biodiversity_area_statistics" + ] + }, + { + "cell_type": "markdown", + "id": "f43f2f8d-8b13-4d40-8be9-bb25bc754794", + "metadata": {}, + "source": [ + "#### Perimeter analysis and graphical representations of the Biodiversity Hotspots" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "e0bfcfa7-adf6-4f0a-bfb7-fbab743d3369", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 53.000000\n", + "mean 227.526983\n", + "std 148.472666\n", + "min 24.637100\n", + "25% 107.065624\n", + "50% 200.706891\n", + "75% 300.835113\n", + "max 681.817768\n", + "Name: Shape_Length, dtype: float64" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Perimeter Analysis\n", + "biodiversity_perimeter_stats = biodiversity_hotspot['Shape_Length'].describe()\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(biodiversity_hotspot['Shape_Length'], bins=30, color='purple', kde=True)\n", + "plt.title('Distribution of Biodiversity Hotspot (Perimeters)', fontsize=10)\n", + "plt.xlabel('Perimeter Lengths', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.grid(True)\n", + "biodiversity_perimeter_stats" + ] + }, + { + "cell_type": "markdown", + "id": "d89a016d-d284-4fbc-bdd0-fb68f82f24d5", + "metadata": {}, + "source": [ + "#### Frequency of the different types i.e outer limit and hotspot area of the Biodiversity Hostspot" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "48c7e7c3-9634-41d7-972c-a2dc125cffff", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Type\n", + "hotspot area 36\n", + "outer limit 17\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of Types\n", + "biodiverity_type_count = biodiversity_hotspot['Type'].value_counts()\n", + "plt.figure(figsize=(10, 6))\n", + "biodiverity_type_count.plot(kind='bar', color='orange')\n", + "plt.title('Distribution of the Types attributes in Biodiversity Hotspots', fontsize=10)\n", + "plt.xlabel('Type', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.xticks(rotation=0, ha='center')\n", + "plt.grid(False)\n", + "biodiverity_type_count" + ] + }, + { + "cell_type": "markdown", + "id": "dc2f38c7-4c03-415a-945d-190c05ef4013", + "metadata": {}, + "source": [ + "#### Biodiversity Hotspot Scatter Plot for Shape_Length and Shape_Area attributes" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "7f9269a2-ddbe-4d34-adc4-215e8bc15001", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Shape_Length Shape_Area\n", + "0 200.706891 40.754665\n", + "1 191.174978 186.085694\n", + "2 93.790123 7.610383\n", + "3 49.631419 25.366584\n", + "4 24.637100 1.646954\n", + "5 57.304717 38.222164\n", + "6 60.859672 33.934367\n", + "7 79.117896 9.648439\n", + "8 88.128992 23.473995\n", + "9 90.689909 58.514955\n", + "10 146.420666 69.043477\n", + "11 120.274682 73.220040\n", + "12 402.030896 203.319990\n", + "13 379.920372 173.578229\n", + "14 184.772290 90.307526\n", + "15 219.242893 38.182343\n", + "16 297.049059 245.457896\n", + "17 107.065624 93.244489\n", + "18 116.786852 24.424047\n", + "19 241.953165 24.601083\n", + "20 295.862968 137.641924\n", + "21 46.061444 15.733402\n", + "22 55.599274 30.098119\n", + "23 53.234217 35.372344\n", + "24 230.585124 19.818704\n", + "25 299.257659 214.384415\n", + "26 546.300729 40.848314\n", + "27 451.719152 95.763513\n", + "28 242.571690 342.466874\n", + "29 342.674109 117.522193\n", + "30 278.308656 557.797119\n", + "31 187.609693 22.329914\n", + "32 225.092613 186.226067\n", + "33 339.989621 121.642368\n", + "34 274.766663 82.812834\n", + "35 300.835113 107.978149\n", + "36 147.018923 4.015096\n", + "37 85.277625 104.249366\n", + "38 248.899010 137.275957\n", + "39 427.143229 328.745439\n", + "40 133.081950 50.525510\n", + "41 340.748166 170.556404\n", + "42 413.933470 1909.519333\n", + "43 140.781682 24.271498\n", + "44 85.871499 51.558044\n", + "45 277.279718 27.491158\n", + "46 681.817768 212.727774\n", + "47 129.428005 29.364356\n", + "48 411.682107 129.491625\n", + "49 150.567789 8.130046\n", + "50 164.210642 350.358797\n", + "51 334.190436 170.498109\n", + "52 564.971151 676.679648\n" + ] + } + ], + "source": [ + "print(biodiversity_hotspot[['Shape_Length', 'Shape_Area']])" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "2b5c6caa-5244-4dae-aaaa-79d083793011", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Biodiversity Scatter plot\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(biodiversity_hotspot['Shape_Length'], biodiversity_hotspot['Shape_Area'], alpha=0.7, color=\"orange\")\n", + "plt.title('Shape_Length and Shape_Area Scatter Plot')\n", + "plt.xlabel('Shape Length')\n", + "plt.ylabel('Shape Area')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "ddc5b152-143b-475b-9b27-cf40d4f2b885", + "metadata": {}, + "source": [ + "### TERRESTRIAL ECOLOGICAL REGIONS" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "d6c48e59-5424-4fe0-b77c-bf1189bc600f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTID_1OBJECTIDAREAECO_NAMEREALMBIOMEECO_NUMECO_IDECO_SYMGBL_STAT...G200_BIOMEG200_STATarea_km2eco_codeBIOME_1GBL_STAT_1REALM_1Shape_LengthShape_Areageometry
01129.802942Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics0.2194750.002769POLYGON ((-112.30433 29.33480, -112.29035 29.3...
12211.977824Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics0.1932890.001111POLYGON ((-112.19639 29.20719, -112.19669 29.2...
23377301.372760Sinaloan dry forestsNT22860228981...2177362NT0228Neotropics111.9514146.879188POLYGON ((-108.40314 28.29783, -108.41069 28.3...
344215.489182Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics1.2736540.019701POLYGON ((-110.58808 27.85878, -110.59068 27.8...
45519.639089Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics0.3630680.001791POLYGON ((-110.53048 27.31542, -110.55385 27.3...
..................................................................
1434614347149191.688307Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.0618220.000221POLYGON ((178.30938 51.98459, 178.30050 51.992...
14347143481492010.182745Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.1953310.001331POLYGON ((177.71160 51.95987, 177.71102 51.964...
1434814349149214.357807Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.1200400.000570POLYGON ((178.36743 51.96625, 178.37353 51.969...
14349143501492230.425075Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.3952230.003964POLYGON ((178.33270 51.82403, 178.32769 51.827...
143501435114923307.562192Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic2.0511910.039813POLYGON ((178.72436 51.64820, 178.71963 51.652...
\n", + "

14351 rows × 22 columns

\n", + "
" + ], + "text/plain": [ + " OBJECTID_1 OBJECTID AREA \\\n", + "0 1 1 29.802942 \n", + "1 2 2 11.977824 \n", + "2 3 3 77301.372760 \n", + "3 4 4 215.489182 \n", + "4 5 5 19.639089 \n", + "... ... ... ... \n", + "14346 14347 14919 1.688307 \n", + "14347 14348 14920 10.182745 \n", + "14348 14349 14921 4.357807 \n", + "14349 14350 14922 30.425075 \n", + "14350 14351 14923 307.562192 \n", + "\n", + " ECO_NAME REALM BIOME ECO_NUM ECO_ID \\\n", + "0 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "1 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "2 Sinaloan dry forests NT 2 28 60228 \n", + "3 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "4 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "... ... ... ... ... ... \n", + "14346 Aleutian Islands tundra NA 11 2 51102 \n", + "14347 Aleutian Islands tundra NA 11 2 51102 \n", + "14348 Aleutian Islands tundra NA 11 2 51102 \n", + "14349 Aleutian Islands tundra NA 11 2 51102 \n", + "14350 Aleutian Islands tundra NA 11 2 51102 \n", + "\n", + " ECO_SYM GBL_STAT ... G200_BIOME G200_STAT area_km2 eco_code \\\n", + "0 119 1 ... 0 0 8174 NT1404 \n", + "1 119 1 ... 0 0 8174 NT1404 \n", + "2 98 1 ... 2 1 77362 NT0228 \n", + "3 119 1 ... 0 0 8174 NT1404 \n", + "4 119 1 ... 0 0 8174 NT1404 \n", + "... ... ... ... ... ... ... ... \n", + "14346 53 3 ... 0 0 12141 NA1102 \n", + "14347 53 3 ... 0 0 12141 NA1102 \n", + "14348 53 3 ... 0 0 12141 NA1102 \n", + "14349 53 3 ... 0 0 12141 NA1102 \n", + "14350 53 3 ... 0 0 12141 NA1102 \n", + "\n", + " BIOME_1 GBL_STAT_1 REALM_1 Shape_Length Shape_Area \\\n", + "0 Neotropics 0.219475 0.002769 \n", + "1 Neotropics 0.193289 0.001111 \n", + "2 Neotropics 111.951414 6.879188 \n", + "3 Neotropics 1.273654 0.019701 \n", + "4 Neotropics 0.363068 0.001791 \n", + "... ... ... ... ... ... \n", + "14346 Nearctic 0.061822 0.000221 \n", + "14347 Nearctic 0.195331 0.001331 \n", + "14348 Nearctic 0.120040 0.000570 \n", + "14349 Nearctic 0.395223 0.003964 \n", + "14350 Nearctic 2.051191 0.039813 \n", + "\n", + " geometry \n", + "0 POLYGON ((-112.30433 29.33480, -112.29035 29.3... \n", + "1 POLYGON ((-112.19639 29.20719, -112.19669 29.2... \n", + "2 POLYGON ((-108.40314 28.29783, -108.41069 28.3... \n", + "3 POLYGON ((-110.58808 27.85878, -110.59068 27.8... \n", + "4 POLYGON ((-110.53048 27.31542, -110.55385 27.3... \n", + "... ... \n", + "14346 POLYGON ((178.30938 51.98459, 178.30050 51.992... \n", + "14347 POLYGON ((177.71160 51.95987, 177.71102 51.964... \n", + "14348 POLYGON ((178.36743 51.96625, 178.37353 51.969... \n", + "14349 POLYGON ((178.33270 51.82403, 178.32769 51.827... \n", + "14350 POLYGON ((178.72436 51.64820, 178.71963 51.652... \n", + "\n", + "[14351 rows x 22 columns]" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "terrestrial_eco_regions = gpd.read_file(r'/home/naza/Downloads/TerrestrialEcoregionsoftheWorld_WWF.geojson')\n", + "terrestrial_eco_regions" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "122072c0-a96c-4c69-a371-882c4d309a16", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 14351 entries, 0 to 14350\n", + "Data columns (total 22 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OBJECTID_1 14351 non-null int64 \n", + " 1 OBJECTID 14351 non-null int64 \n", + " 2 AREA 14351 non-null float64 \n", + " 3 ECO_NAME 14351 non-null object \n", + " 4 REALM 14351 non-null object \n", + " 5 BIOME 14351 non-null int64 \n", + " 6 ECO_NUM 14351 non-null int64 \n", + " 7 ECO_ID 14351 non-null int64 \n", + " 8 ECO_SYM 14351 non-null int64 \n", + " 9 GBL_STAT 14351 non-null int64 \n", + " 10 G200_REGIO 14351 non-null object \n", + " 11 G200_NUM 14351 non-null int64 \n", + " 12 G200_BIOME 14351 non-null int64 \n", + " 13 G200_STAT 14351 non-null int64 \n", + " 14 area_km2 14351 non-null int64 \n", + " 15 eco_code 14351 non-null object \n", + " 16 BIOME_1 14351 non-null object \n", + " 17 GBL_STAT_1 14351 non-null object \n", + " 18 REALM_1 14351 non-null object \n", + " 19 Shape_Length 14351 non-null float64 \n", + " 20 Shape_Area 14351 non-null float64 \n", + " 21 geometry 14351 non-null geometry\n", + "dtypes: float64(3), geometry(1), int64(11), object(7)\n", + "memory usage: 2.4+ MB\n" + ] + } + ], + "source": [ + "terrestrial_eco_regions.info()" + ] + }, + { + "cell_type": "markdown", + "id": "b572d4c4-7459-4961-8602-9127ba87fcba", + "metadata": {}, + "source": [ + "#### Geographical Distribution of Terrestrial Eco Regions - Data Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "bbbda182-4351-41e5-abe8-546f26f01640", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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4gi1btrT5PgVBEAShM4lBDgRBEAShk3Xr1g1JkoK6R2ZkZACg1+v908xmMwkJCUH1i+DoFDI/uMvqSy+9xBtvvMHrr7/urxd1zz334HQ6O7ztg4NlkiQFjdbZqPkxaMnVV19NVVUVb7zxBmlpaWi1WkaMGHFY7WpJTk6Ov8bWwQYNGkReXh5z585l4cKFXHzxxUyYMCGgdldLWusO3BEKhe/Zp9ysvl3zLp2draXPTO7k0SI7wmw2M3XqVF544YWgeY3BFGj9WDef3ljvbPbs2SQlJQUsp9VqAZg8eTL5+fnMmTOHBQsWMH78eG6//XZefvnlNtt5qM96//79nH322dx66608++yzREZGsnz5cq6//nqcTicGg6HN9ZuLj4+nW7duLc471N/R4QoLC/Pv87vvvqNbt24MHz6cCRMmYDabUSqVrF+/PmhAir+iO2bzc7Yx0Nt4nbnhhhuYOHEis2fPZv78+Tz//PO88sor3HnnnUe9XYIgCIIgMtgEQRAEoZNFRUVxxhln8N///heLxdLmsoMGDaK0tBSVSkW3bt0C/jXWgsrKyiI7OztgvezsbHr16gVAjx49KCwspKyszD+/vbWvsrOzOffcc7niiivo378/GRkZ7N69O2i51atXB7xurIvW0REfG/Xr149ly5a1GjzKzs7mrrvuYsqUKfTu3RutVhtQ6P5ILFq0iK1bt3LhhRe2ukxoaCiXXHIJH374Id9++y0//vijv26VWq0OyNzrqFWrVgW9zsrKAvBnwDUfaODgem6NmVNttSErKwu32x3wuVVVVbFr1y7/eXM4srKy/PXcGmVnZ2MymUhOTj7s7TYaNGgQ27dvJz09PejvoaMBzF69eqHVaikoKAjaVkpKin+5mJgYrr76ar744gtef/11/+Ac7TnOrVm/fj1er5dXXnmF4cOH0717d4qLizu8nUPp168fv//+e4vzGgdFaX7tcLlcrF27tkPnQEhICHfffTcPPPAAsiwzcOBAPB4P5eXlQce1MYu2R48eQdegtq5JoaGhJCYmtnmda6+UlBRuueUWZsyYwf3338+HH37YofUFQRAE4XCJAJsgCIIgHAXvvPMObrebIUOG8O2335KTk8OuXbv44osv2Llzpz8wNWHCBEaMGMF5553H/Pnz2b9/PytWrOCxxx5j3bp1ADz44IN88sknvPvuu+zZs4dXX32VGTNm+IvRn3HGGXTt2pWrr76aLVu2kJ2dzb/+9S+AVrtBNsrMzGTBggWsWLGCnJwcbr755oBAXaOCggLuu+8+du3axddff81bb73F3XfffdjH54477qC+vp5LL72UdevWsWfPHj7//HN/1l9mZiaff/45OTk5rF69mmnTph1Wto7D4aC0tJSioiI2bNjAc889x7nnnsvZZ5/NVVdd1eI6r776Kl9//TU7d+5k9+7dfP/998THx/szCtPT0/n9998pLS31j9bYEdnZ2bz44ovs3r2bt99+m++//95/LPV6PcOHD/cX6l+6dKn/s2yUlpaGJEn8+uuvVFRUtDgyZWZmJueeey433ngjy5cvZ/PmzVxxxRUkJSVx7rnndrjNjW677TYKCwu588472blzJz///DNPPPEE9913nz/77kjcfvvtVFdXc9lll7F27Vr27t3Lb7/9xrXXXtvhQJfJZOKBBx7g3nvv5dNPP2Xv3r1s2LCBt956i08//RSA//u//+Pnn38mNzeX7du38+uvv/qDnbGxsej1ev9AC3V1de3ed7du3XC5XLz11lvs27ePzz//PGAwho6ora2ltLQ04F9j4P7RRx9l7dq13HbbbWzZsoWdO3fy7rvvUllZidFo5NZbb+XBBx9k3rx57NixgxtvvBGr1cr111/foTbcfPPN7N69mx9//JHu3bszbdo0rrrqKmbMmEFeXh5r1qzh+eefZ/bs2QDceeedzJkzh1dffZU9e/bw/vvvM3fu3DavRw8++CAvvPAC3377Lbt27eKRRx5h06ZNHbrO3HPPPfz222/k5eWxYcMGFi9e7P88BUEQBOFoEwE2QRAEQTgKunbtysaNG5kwYQKPPvoo/fv3Z8iQIbz11ls88MADPP3004AvADZnzhzGjBnDtddeS/fu3bn00kvJz88nLi4OgPPOO4833niDl19+md69e/P+++8zffp0xo0bB4BSqeSnn37CbDYzdOhQbrjhBv8oojqdrs12/utf/2LQoEFMnDiRcePGER8fz3nnnRe03FVXXYXNZmPYsGHcfvvt3H333dx0002HfXyioqJYtGgRZrOZsWPHMnjwYD788EN/96///e9/1NTUMGjQIK688kruuusuYmNjO7yfefPmkZCQQHp6OpMmTWLx4sW8+eab/Pzzz61m35lMJl588UWGDBnC0KFD2b9/P3PmzPEHkF555RUWLFhASkoKAwcO7HCb7r//ftatW8fAgQN55plnePXVV5k4caJ//scff4zb7Wbw4MHcc889/hE6GyUlJfHvf/+bRx55hLi4OO64444W9zN9+nQGDx7M2WefzYgRI5BlmTlz5rRa9649kpKSmDNnDmvWrKF///7ccsstXH/99UFBwMPVmMXk8Xg488wz6du3L/fccw/h4eGHFcB7+umnefzxx3n++efJyspi0qRJzJ492989WKPR8Oijj9KvXz/GjBmDUqnkm2++AUClUvHmm2/y/vvvk5iY2KHAZP/+/Xn11Vd54YUX6NOnD19++SXPP/98h9sPcO2115KQkBDw76233gKge/fuzJ8/n82bNzNs2DBGjBjBzz//jErlqwLzn//8hwsvvJArr7ySQYMGkZuby2+//UZERESH2hAZGclVV13Fk08+idfrZfr06Vx11VXcf//99OjRg/POO4+1a9eSmpoK+Gqnvffee7z66qv079+fefPmce+997Z5Pbrrrru47777uP/+++nbty/z5s1j1qxZZGZmtrudHo+H22+/3f9Zd+/enXfeeadD71UQBEEQDpckH8tCG4IgCIIgHBXZ2dmMGjWK3NzcgCL2h2PcuHEMGDCA119/vXMaJwjC386NN97Izp07WbZs2bFuiiAIgiAcFWKQA0EQBEE4CcycOZOQkBAyMzPJzc3l7rvvZuTIkUccXBMEQTgcL7/8MmeccQZGo5G5c+fy6aefimwyQRAE4aQmAmyCIAiCcBJoaGjg4YcfpqCggOjoaCZMmMArr7xyrJslCMLf1Jo1a3jxxRdpaGggIyODN998kxtuuOFYN0sQBEEQjhrRRVQQBEEQBEEQBEEQBEEQjoAY5EAQBEEQBEEQBEEQBEEQjoAIsAmCIAiCIAiCIAiCIAjCERABNkEQBEEQBEEQBEEQBEE4AmKQg2a8Xi/FxcWYTCYkSTrWzREEQRAEQRAEQRAEQRCOIVmWaWhoIDExEYWi9Tw1EWBrpri4mJSUlGPdDEEQBEEQBEEQBEEQBOE4UlhYSHJycqvzRYCtGZPJBPgOWmho6DFujXAicLlczJ8/nzPPPBO1Wn2smyOcwMS5JHQWcS4JnUWcS0JnEOeR0FnEuSR0FnEuCR1VX19PSkqKP2bUGhFga6axW2hoaKgIsAnt4nK5MBgMhIaGiouzcETEuSR0FnEuCZ1FnEtCZxDnkdBZxLkkdBZxLgmH61ClxMQgB4IgCIIgCIIgCIIgCIJwBESATRAEQRAEQRAEQRAEQRCOgAiwCYIgCIIgCIIgCIIgCMIREAE2QRAEQRAEQRAEQRAEQTgCIsAmCIIgCIIgCIIgCIIgCEdABNgEQRAEQRAEQRAEQRAE4QiIAJsgCIIgCIIgCIIgCIIgHAERYBMEQRAEQRAEQRAEQRCEIyACbIIgCIIgCIIgCIIgCIJwBESATRAEQRAEQRAEQRAEQRCOgAiwCYIgCIIgCIIgCIIgCMIREAE2QRAEQRAEQRAEQRAEQTgCIsAmCIIgCIIgCIIgCIIgCEdABNgEQRAEQRAEQRAEQRAE4QiIAJsgCIIgCIIgCIIgCIIgHAERYBMEQRAEQRAEQRAEQRCEIyACbIIgCIIgCIIgCIIgCIJwBESATRAEQRAEQRAEQRAEQRCOgAiwCYIgCIIgCIIgCIIgCMIREAE2QRAEQRAEQRAEQRAEQTgCIsAmCIIgCIIgCIIgCIIgCEdAdawbIAiCIAjCiaXebkaj1KBTa9hcvJtQrZHUiAS2l+2lvKGakvpKJElie+le5uRkc3av0YRoDXyz8TcAesdmYFDrkCQJWZbZW3kAq9uO3eMEQCkpUEsqZGQcXhcAMbpwTFojSoUCi8OGw+1Ep9Zi0hopt1dTba33t29MxiAyY1IwqHWE6oyYdCFE6E3Em6JICotFrRS3P4IgCIIgCELnEneYgiAIwl/OK3uxuRz+IIvb60EpKbA4bXy+bjZxpihUCiVqpQqL04bFaUOr0pAaEY9KoSJUZyQjMgm1UsWuinwW7l5NbEgELo+bcnMNuyvyiTdFo1aqSA6Pw+P1sDxvE+sKd/DslNvpFp2CTqXBpDUQojWgVCiRZRmVQokkScf68Bx1siyzvXQfm4p34ZVlqiy1fLL2F//807oNYXHuuk7b3687lgW83l6+j+RNocjIAEQ0qJCSldi7+OZ7ZC8e2RmwTkOZmYqw2sANOwFLRdD+/ti3gT/2bWi1PZN6nkpxXQX/OftOksJiO/x+BEEQBEEQBOFgIsAmCIIgdDqn20VxfcWfwTADJq0RgJFvXYfFaTumbXtsztvtWu7U9H6s2L8lYJpKocTt9dA7viufXf4UKoXyaDTxiPywZSHfFy1mpH0M0eoIrE47d/74IuuKdgDQLSqZ3KoDbW6jM4NrzenqVAz+NoHYXCO7x1WxfUpwcKw19jB3p7Vj3s4VAEz58C7/tNSIeLJiu2B3O0kJj6VnbBciDaFkRCUTb4r6WwReBUEQBEEQhMMnAmyCIAhCu8iyzMtLPueL9XPom9CNrSW5ADwx8SaSwmKJNUaQHpmI3e1k6kd3U2GpPbYNPkIHB9cA3F4PANtL9zL41WkB80J1Ri4bOImJPUbQNTr5sPdrczmostTR4LBgdlgJ04fQ5c9svbKGKlweD3GmSNxeDzqVBo/s5Z6ZL7O9bB+9YruwqXg3ZqeVx397D51KzaKDgmWHCq4dEQ/QLOYYvddA1+wIXDovMbkGjDUa/zxJPihg5cVfGVZfoyJuVwhquwKtWYXT4DvukQV6Qku16OtUSF4JhTc46OXUeUACZJCVvhw5hUdC5VTw0ws7A5ZN2BZCSR8zAAU1pVQUVmELcQVt86ysUTx31h0dPRqCIAiCIAjC34gIsAmCIAi4vR62l+6lsLaMOruZpbnrMWkNZMak8e6K74OWbwyuAfz7tw/avZ8QjQEAs9NKlCGMKmudf97ojIEs27fR/3pc18GszN/KuK6DmZA5DI/sRZIkDGqdvw0frJrhX16lUPLKOfdSbq6hzm6ma1Qy9/78SvsPQium/qs7aocvauTUe6hKt7LyuuAgVb3dwvsrf2Tejmxm3fg6siz7A3LL8zZRba2jsLaMzcW7SQqNxeKy4XA5qTU3kFdbjNVtb7MdfeK7sq10b9D0m0dcyLI833Fbvn8TABEqI7tW7sFuckPIkbz7DlJC0iYThlo1cbtDiMk1YIlyUdy7geK+Dbh0XjL/iERtV9J9SRSZSyODA22tWH9xMauuCT7uUXl6NBYl1kgXToMHj1rGrfWCDJIMCreE0qlA6ZEwlWmQZAnJC8YqDa5wLwqPhFfp66raUnCtZ2w6F/Ybz2tLv2RV/lamZI3k7F6j+fe8D1iat4GnJ93KOX3GHtlxEwRBEARBEE54IsAmCILwN7C9dC8PzHodjUrN/uridq+3cM+aTm2H2WnlzfMfZGzXwR1e1+5yklOeR62tgR2l+6izm5naawwyMqvzt1FhqeHun17u8Ha7/RGJ0+BBa1EieSXq4xxIXrCFubFEOFnw4F6MVRqqMnxdW2NzjYRX6bGHuLFrAwMyCaHRyMD4t26h3mnGKbfcrXEDOwkv0mKo1qC2KQg1qrD2hrADWuqSHQCkrA8la2EM5mgnK64vbDG4BvD+yh+DptW4LZAAZ7yYgcIj0RDlwGXwsnd0DeZoJ6YqLfZIN5YQZwtbbJtCknj9vAeoMNdgdztxezx4ZA/7q4txetxUJtWwr7KIPeMKQMaXTdbMzjMqCS/UUZvSFFCMyNcx4pMUalJsNMQ6sYa72Deqpl3tqerSdpdjj0bGZfAGTa9LdCAh+evAtaQxcy2/poTP1v2KV5bZWb6fV5d+ycDEHgA8Pu9diusrmNhjBOdPfyBgezqFBrvX6f+/W/agVaiJC4kiNiySUL2RUF0IMcZwusek0SuuC3GiO6ogHJLH66XBYaHKUsu1X/+bOoc5YP73V79A95i0Fte1Ou3M2LqIgppSjBo9OrWGeFMUE3ucik6taXEdQRAEQWgPEWATBEE4SeSU5bG1ZA8V5lpCtAbSIuJJCoslzhTJ5V88dkTb7ro8gr3tDHi0ZEzGIPZWHeCGU85jdMbANpeVZZnP1v3Kq0u/9E+LMUZQYWl5/zEFRipSLQCEVGiI3msgolBH3G5fF0OlU4HkBQmJ/MG1rL+0JGD93DHVbbbHBdjDmoI4IcPC6ZPQlbSIBGJCIkgJj6dXXAYr9m8OyJhL2mRC6VZQ0rsBlz44wFOb5KA2yRdMS94UyuSnuqEzq4IyuoyV6oDXiZtC6LIqgoKhdShdCtxaL6U9zbhb2MfSe/JJXhtKzF4DugYVPRdE49J7cOm8uLVe6uMdlPUwo6tXUfdnW5rrH5+JzePggXFXMig5q92jb3plL6vyt1JcV+Hr8mqtY/qaWU3vPSUwW68mzc6cJ/YAoFdosXmD23IwQ5Uah8mNRyOjbVASfkCHNdJFQ4zT39X0UBqDYQqXxJSnMlF4JMwxvgDfqmsP8NuulejUWn7c8nvQuhuLd/n//+6KH3h3xQ8B85M3hRJRoMMS6ULpkdDVq1C4JDxaGWuElfzQOmxRbmoTAo/FdcPO5e4xl7XvDQjC34Db62F1/jbq7WYKa8tYuHs1uyry21ynuK6i1QDb1tJcXlr8WYv7ubDf+E5ps3BoDrcTs8OKSqEiTP9XploLgiAcPSLAJgiCcAIrrqtg4Z41HKgt49tN84/KPmL2GNoMrl0zdCrD0/oSaQijR2waJfWV7K0spMbWQITexKld+mN12nl/5Y/srSrk1+3LiDKGo1Qo0Ku17CrfT5WljvWFOaw9sKPFfbQWXIvcr6c2zkbiVhPFfRt8QaSF0dgiXMx7LLfFdQ5XtD6ciVkjyK0sZNb2PwCI00eiVqiodNRidwdmgxUNaAB8gb1obRjVjga8BAfBAA4MqOfAgHo0LhU6mwq32ovCK6FyKPCoAzOsSvqbsaZ4ULok3DoZm9GFrASFV8KraFr2lhEXYnHa+S1sBftGFgVsQ0JCq1D7s6scJg8qSUlmZApXD59K1p+ZVHq19rCOlUJScGp6/4Bp94y5HPBlj7yx7GvKGqoACb1ag1Gjp2tUMkNSepMZk0K5uZov189lwa7V1FnNyLIXiycwEGWNasoedJg8lGVZ2myTrlZFZIGe6DwDxko1oeVaNH9mLUpeKO9uCer66/Z6/MG1kFIN5njf8YrI12GoVVOS1UBIpQZzjAvvn5/TqPdSidlrQDoodc8S6WTLOWXYQ9yYKrU0xDkxxzSdM+E6E91iUpjae8yhDq8gnFAO1JYxu3wd//fG1wB8f9ULdI9tOfjVaPaO5Tw9/0NiTBFolWr2VBZ2aJ/rCnPoFp3Ca0u/pNJSS5m5mpL6SgDeOv8h5t30X/ZXF7G/ppQaaz2SJPHZ2tk8Nf9DjEo9Fo8NhSSx9PYPCdUdn8Efr+ylqK6cCnMNaqUalUJJuN5EQmj0X9aG/636iTeXfxM0/esrnqNXfAYA5eZqdpTlAdBgt/iy0Mv2MScnO2Cdu0ZfxkX9xx+3x1sQBKE9JFmWW+8b8TdTX19PWFgYdXV1hIaGHuvmCCcAl8vFnDlzmDJlCmq1+tArCEIrOnIuub0eZm1byufrZ7OvqqjNZfvPjENrVrHmyqblzu41mt7xGczZvoKtZXs6pf1Hm86mxq4Pro91tKiVSvoldMfssB4yUyJ9VTj7h9e2OO+0rkN4ctLNhOtNON0u3F4PLo/b17XJWofd5WB/dQmlDVV0iUyk3FyNxWlHq9Lg9rqxOu1oVGqiDGHEhkSiU2s4UFdOfnUJbq8Hg1pHlDEMnUqDQlIQZ4okVGMkZ+0WLj7nAtRqNbIsU2troM5uRqfSEKoLQa/WIkkSLo+bKksterUOk86AQmpn6tcxIMsydrcTu8uBV5ZRK5WM/u8N/vldl0cQfsAX+FLZFRhq1GhsyjZrvNXHOlj44L4W56WuD8NYqSZuVwjhRb66f/ZQN/lDavGoZEwVGozVGjQWJbZwF9snVYAEKptESJWGsFIdXqVMSW8z1ak2vKqm2y2FJDE8tS8DknswIKkHAxN7oFEdf98hf5fvuGprPQa1jl93/MEbf3zFhO6nMLX3WAYl9zzWTTtuuDxuVuVvxeF2UWurx+P1YnXZKW2oYmvxHraXBf4d9Yrr4g+qtEStVHHl4LO4a/SlSJKE0+1iRf4WukYl8ce+jby46NPDbmtjvUqVpMQte1pc5trB5zB9/awW5zX3zOTbjtug9wM/v8aCPauDps+76b9/WZDttSVf8sm6X4Kmz7nxTQ7UlXPTd88EzVO7lRga1NRF+B6ahFRoCKnUUNndilvZ9BDq1XPuY3z3YQHr/l2uScLRJ84loaPaGysSGWyCIAgnkOy8zdz24/PtXn7z+WVB037dsYxfdyzrzGYdVZN7nkp8aDQ2l4N6u4VByT0Zmd6fWFMkKoVv8IF1BTv4efsSIvSh6FQaDtSXM3vH8nbvIz0iAb1aR0657wehy+Nh/YEcAEIrtWhqlQz8MR59nRqVS0F5VwvLbykAoN+sOOJ2Gdl2QQUWU2AW2x/7NrCnooBByVloVGo0+G7iwvQhJIfHAXBKWt8jO0AHcblcFKp2+19LkkSEIZQIQ/DNgFqpIv4vzHY4EpIkoVdrA7LqXj/vAZ767UNqbPVtZlkO+zwJQ40aY5UardV36+NVykHBtW5LIog4oCdpa6h/hNLSHuag0UcPpTLTBtQFTLtqyFnYXU6ijOFcf8q57e5uK3SuCnMNs3csJ8oYhtPt5sXFnwRln87YupiFu9fy+bSncbidXPzZw/55iaExnNZtKF9tmINJa+TsXqO5bNAk4kyRaFVHp36Xy+NGpVAe09p8H6ycETCozKG0FVwD33v6cv1c7hx9CQdqy3j41zfZXtpysLujGutVthZcA1hRsJnU8HgKakv901SSkqSQGJIiY0mPSqR3fFemZI3slDYdDZOyTmVv1QHcXg+SJBGiNTC112jiTVF/WRvuHTeNe8dNw+31YHHY2Fqay0erZjLlw7uClh35QQrReQaU7sAHOTIySL66p80zz19f+mVQgE0QBOF4JzLYmhEZbEJHiacfQmeZuXkRX2T/glsDJQ2VODwuFt36PlHGMP8y9XYLo/97fbu3eW6fcVSYa1ixf3PQPKVDImavkdJe5hbWbKJTablv7DSe+/3jQ+4vRKXH7G674Hx73Tf2Cs7vexoer6fFwBDgzwi76ftnAkY1bY+ze43m7jGXERsSyZLcdUGDI4QX6ojbZcRh8lDZxYo5tukHeGSBnmGfJ+FVybg1XuwmN06jB1mSsYW5Mcc4qexiDejC+NBpVzFt8JQOtfFw/R2vSxXmGnIrC7G5HCgUCrRKNbf88FyLy4ZV68iaFU3C9hByx1RTlW4j67doQsu0Qd06wTdy7PZJ5eSdWntYbZuSNYrnptx+Qg5ccKKcS/k1JeRVFTGm6yB/FuacnOXsry4hLSKBbtEphOtD+G7TAj5a/dNRbYtRpSNUE4IHD+nRifRLyOSj1T+16xqQnbeJ2378T6vz1937RauB2bk7V/DIr2/y8SVPMDgl64jeQ0ssThsztizC5nJQZ2/gi/Vz6Z+YyebijmVBRxrCCNeF0DM2ndtHXYzN5eAfnz7U4rLXDJ3KJ2uDs6PaQ6NQ0yUyke6xaTjcTkrrqvB4PXSLS+Wi/hPoEZOGRqXG5fENRCMC3kdmd0U+13/zFPWO1rvqd1sagcItUdXFhjXWjVfhxaORfVlrB10eVZKSc/qMISYkkuK6ChxuJ1lxXRia3Ivctds5+6yzjutrknD8O1G+34Tjh8hgEwRBOEFYnXaeXPDBny+app/78X0sv/N//tceb+tP41sSpjNybu+xXDlkCsPT+mJx2rnks0coqivHo5WDgmuJW0wU92sImGZ3O1oNrg2fnozK4fsx69J7qE6zUd5Hpi7KHnSzfLD+iZkkhsbw6Pjr/MWNrU47HtlLiEbvD0a4PG5qrPVoVRoqLDWsyNvMlpJc9lcXHTJDormuUclMGzyZ8/qMQ/ln1lujkV0G0Dsuw9/FKVIXSnVKPbUpdkLVRsyuwOyW6lRbu+q7qSQlGRFJpEUnMLHnqe1uq9BxMSERxIREBEzbeP9X1Nst2FwOnB4XNpeDfVUHmLF5MasitxN5wEDyOhPdF0ehciqwhfl+aMtKGY9KxqP2/fhz6j0Yq1vOTNIo1Vx/ynkYNTq0Kg1qpQq314NOpSElPI4+Cd38WZZCx7yy5HO+WD8HbzueAyskBTGGcBbnruPcPuO49psnO709MXsMVGQ2XaC7L4rCrfWidEh4NLIvsJ5hwV3voiTUV+urvKCGcL0JgBCt4ZD7yGtlhOdwvYmbRlzQ5rkUZQjjlNQ+JIbFdORttZtRo+fKIWf5Xz942tXIssy3m+azs3w/6wtz/NlgGZFJGDQ6esZ14bSug3lmwf8oafAdk2prHdXWOvZVF5FXXcTn057hxuHns7fqADFG39+w1WnnvnFXEGkIZVLPU9lasoeU8Hh/0DwlNI7C+jJGpffH4Xaz9sB2ACL0odTY6gFwel0MTOnJo+OvbfN9Ha+BtdzKQrLzNqOQJGJDIkkOjyU2JDLoOne8KK6vbDO4BpA7NjDLWGNTorYq0TvUyAoZPKC2KahJs+OWPczYujhg+fm7V/n/b96k5sqhZyEIgnC8ERlszYgMNqGjxNMPoVFuZSE5ZXmYtAYsTjv1djM2l4MoYxjRxggyopLarIkyP2clC1f/gTNMyeK96wDom9CNL6YF1i8Z/KqvK8bRNPyTZBK3m5jxUk6by+msauK2GciaH4O+vmn0S5fWQ1W6jTVXFOHWBRf1P7/POK4ccjYur5ufty3hp21LsTo7J/MNCKq7M//mt4nrYJcZt9eDx+tBq9KwYv9m9lUVEao1/tlNUYdOpUar0qBTa4kyhBFpCEOSoNbWgNlhQ6fWEGOMOCZ1tcR1qW2yLLNk73qmr5zF9vK9bXYja04pKekSkUBCWAzL8jaiQGJCj+E8M/lWf9dAu8uJTn10ugkeC8fyXOr/8qUdXkfygtys99nID1LwqmSsES7qEhyt1kpsj/ADOgb8GE/kAT3gG7SiNsmOOcqJ1qyiYHAdld2aAnAZUclMyRrJlYPPOqnOicPhcrmY8cvPxPZJw6DVYXc7UUgKesSmERsS2Wn7kWWZKmsdZQ1VxJmiiDKEnZCZowBP/vY+Mw8KMAF8cPG/OCW1zzFo0aG9k/0976/8sV3LnvJpEknbgn9rWcNczH90L16ljLFKTZeVESRvDkXyQkU3K+su8wWh/2/CjVw4wDfiq9Vp5/c9a4g0hLJg92rUChUe2ctNw88/YUogCH89ca8kdFR7Y0UiwNaMCLAJHSUuzgL4flSf8sZV7Vr25hEXcqC2jOL6CrpFp3DlkLNIi0gIOpfcXk+b2Qpbivdw5VePd9ZbaFHsLiOyUqaimxVdjQp7hPuQ6/SfEUfMXiMaixJzjJPVVx0gtFQbkPnRmTRKNef0GcuZPYYzILE7To8bo0bXZrH+neX7WX8ghxprPXU2M/N2raDe3vKT9wv7jefxM244oX6kietS+zncTvZVFVFnN+P2uJEkCZVSxadrfyE7L7hrdUvO7T2WB0+/mlFvXQfAtIGTeWj81Uez2X+ZY3kufb9pIc8s/ChoelyOkeg8g29QiWZ/5hc8mIVH5eWP2/KpSWkacXbCyxmElmmpj3Ow8AFflmpbA5M00inUvhGA9eEUWsqbpjvUKLwSVn1gZqtJZUCtVvHExJsY121IwDyv7KWgppSc8v0Y1Tp6xWdgdzmwOO3sLM/jjO7DMWh07T00JxxxTeo4l8fNjrJ9bC/dx56KAixOG4lhMVw37FxCdcZj3bxWOd0uau0N6FU6PLKHA7XlTPvysaDlwop1xO4xYA9xE16sQ/JIKN2+kbATckwYagPPk4X37aM+weF/veqO6bjwcOfMl9hUtKvV9mgUarRqNTcOP59z+4zzZ5QKgrguCR0luogKgiC0weP1UmtrwCt7WVOwnT2VBeyvLmZxri977MrBZ3F65hAGJR+6lo0kQUJINCXmykMu+/7KH4ks0lOdaGNj0S6+37zQP8+g1JJcksng1F6oFEqu/fpJNhTtJM0UT6jeSGJELKkR8cSGRNAzrgubH/iGams9+6uLyIhK5rR3bmpXd6r2Ku/RFHRqT3ANYPMFwYMqVJjaDq71iExlV3VBxxoHbLjvK5SKpl/Yjc+LKsy17K7Ix+lxcaC2jJL6KraU7GF76V5C1AbMrqb26Cxq7MbWRyf9ccvv3D/uCowafYfbJxz/tCoNWXFdAqaV1leSHBbH4OQsdpbvx3KI7MrUiHjGv3OL/3VUSFgbSwvtsaeioMXgGkBZloURn6TQ7Y9IlB4FdQl2XDovS27Lw2HyYIkO/Hte+MA+xr2ZTmShngse9F3PPUovhlo1DTEObGHugMyzRnavC51Kw7+m3Mjg5CzWFm6nsKYMs9OKy+MhTGdkVMYAksJicXnc/izGZfs20v/lSzFq9Hx08eOYdAbO/uieFt9LlCGMKmsdUYYwRmUMPIIjJpxs1EoV/RO70z+x+7FuSodoVOqArMRwvYnND3zjf+2Vvcza9ge/bF1KaWYVGrWerbVFAZnnmynDYNWgcilQOhXIShmHITDT+D9LPuWnbUv8r5UOiZH/S2XFdYX+zHlDvRqH1k2D18WrS7/k1aVfAnDX6Eu5/pTzjtIREATh704E2ARBOOmV1leSV12M1WXnvp9fbdc6n6+fzefrZwME3By2RKvSMO+W/zJr21Ien/duy8vUKXGEeRj8TQJqixKlWyL75kIULonoPAPl3S1YPQ6u++4pZlzzMl2jk9lQ5Bu5ML+hlMRsE6VhpSyPWY/F4Muc0Ck02L2+/980/ALeueBRvt083x8k7EwKp4SuQYk1yk3cDiMKr0RJH18Nt/QVYXh0MoWD6tvcRpfIRH645qWjUpPq7I/uprA2OLh3sObBNSAouNY/sTsvnn0XGpUG15/ZcCK49vfywqJPWZS7tsV5sSERGFQ6zC4blZZaAN5a/i0AUfowZt3wWrtqbQltS42Ib3N+46iuk57tRnWKjY0Xlba5/JK79hO3y8iIj1NQeCWUHgXxOSHknFkR0KX0YHa3k5u/f5aL+5/BtMGTSQ1PID40Kuga1tLooRanjd92reTmERcyJWsUpfWVlDVU0SUqieL6SsZnDuXygZOQkYkyhrfZfkE4WSgkBef1Hcd5fcf5pzWOkuuRvdRY61mVv5XC2jIcbidWpx21UoUkgUqhQi0p+XDNT/y0bQkqmwK33kuvuTH0WBwFMpzyWRJF/RpI2mpCX6fGYXRjC3Oz7axy7H/W2Xxz2TeMyRhEcX0F329ayNm9RnNmj+E0OKz+mrCCIAiHS3QRbUZ0ERU6SqQXH782Fu1iRd5mPlg1A4BesRnEmiJYsnd9h7d1qABbo8La0lYzFdqS9Vs0meujmfXPnf5pVw4+i8SwGF5Y9EnQ8gN/iKcqzYY91B2QZQbw8OnXcOnAM9leuo97fnrZHwToqERTNMUNh87Ia/4eshbGIEsyq68sorhv4GAJ71z4KCO79D+strTHwfWaVJISGRmP7EWFAiQJr+xFp9LSLyGTzNgUUsLjiDVFEao1EqoLISE06qQIjojr0pFZX5jDyvwtfLhqZovz1UqVf+TBRs9NuYMJ3Yexp6KQnnHpJ83ABsf6XFqydz33//xqp9SdjNlrZOQHvgDbztMr2TG5wj/vtpEXsbNsf6uB1YP9dO0r6NVaTDpjiwF4l8dNg8NKZCsjIP/dHOvzSDg5PDHnPX7ascT/OmV9KHUZTuoj7K2v9CejUocM9IrrwqTeI6m1NfDfPx+ONNc3rhtfXPlM8AaEk464LgkdJbqICoLwt1FlqaXaWk9uZSGvLv2SpyffykuLPiO3qtC/zI7yfewoD1xPb1Oj8EhoGpTUJAR3A7ugz+k8MemmNve9uyKfW394HqWk4B/9JzDnxjcJ15s4UFuOy+MmJTyWj1b/hNVpZ0XeFoobKoK2kTOxkr2n16JXaLD9mZH2+frZbH7gGyb2GM7p794SsPzGfwRna+iUWuweBy8s+sQflLtr9GVcO2wqO8v2U9JQSZ3NTF51MXsq8qm01BFtDGdkl/6UNVSTEBaN1WknK7YLt8/4T4eCawCxe4wU925g1TUHWpwffpSfCq+++zNWF2xlaEpvCmpLueSzR/zz3Hjhz0dJVredVYVbWVW4FYCR6f2JMoZRb7cEBF8HJvXgqiFnMySl13Fd70bofL3ju/JO9netzj84uBahM5EZk8Kw1311GM/sMZyXpt5zNJv4tzGu62DW3/clsiyzumAbCknBsNTerNy/hUpLLf+a+067t2Ws9NVOM0c7/cE1vUrL59OeITMmBYCyhirumPECuyuauqx3XxiFR+vFq5TJO7UWgPOm3x+w7a+ueJbe8V39r9VKlQiuCUIny61ouqdToiBsUgyD4lIYmNQDj9eDy+PG6XFTY6vH5nKgkCQkJHZXFKBWKOmd0JWhqb2JC4nE5XFjUGtZuGcNGw40PdzsFZ9xLN6aIAgnERFgEwThuOfyuPll+x8s2bseCdCrtczduYJRXQawPG9T0PI3f/8sb53/EIW1pWwo2kVOSR5FDYHRNY1VSerKULxKmYZYJyQEbiPeFHXI4Br4BjhozBJ7O/s73s7+jpTweG4cfh7n9B6LJEncP+5KAD5aNZO3s78LqJPWN74bFw2YQGldFZtyttC3Z2+MWj1TskYBEGUMZ/MD32B3Ofl4zc98vm42Vlfw01q7xxE07d3s77lu2Dn0is/w3zQ2z/TaU1nAyvwtAKy4azpGjb7VTJHUtWG4DB5KeptbnL/0jvyA12PfTmPp7U3T3lr+Le9e+OhRGyxApVTy3cYF3DXzpQ6tl72/5UL2G4t2sfHPwsmPn3ED/+g/4YjbKJwYVhdsZd2BtkfQba7G3uCv7QNw1p9/u0LnkSSJ4Wl9/a9HpPcDYMX+LczJWd6ubajtCma+kOPvEvrclDs4q1fgZxVnigoIrgHsnlDl/7+pTIPT6MER0nSdjDdFIfqCCH8Xbq+H9YU5/Ljld0ZnDGRq7zGdsl2r045H9mJqI4t8+rQnya8qZvkfy7jwrHMJNfgGLJBlmd0VBfyy/Q92le1nQ9FO3LIHlUeB0qNAaZVwGD2sytsalJk86/rXSA2P59mF/2NrSS6pkW13TxcEQTgUEWATBOG45PK4+W7zAublrGBn2X6c3qZaWRq7EnS0GFxr9PueNTw24XqGpfZldcFWXlr8GV3CE1EqlYzuOpD1+TsojaxCrVCRHJFCoiSjV2mptNZx+cBJnNNnDLmVhewqz2dijxGolC13+eqXmMm7/3iUW3943j+tsLaU/5v3Hv837z3GZ57Cs1NuQ6/WcsPw87lh+Pktv1+XizmVKqacEpyqLstym6OUapUaesal43S7qLebKW2o4r6xVzBt8OSAgJYsy6gUyhaDaHNzVtDgsPD6H1+1uI+CoXWc93BPNp9bSnl3C44Qj7+QcHNDv0gkZXMYVWmBtc5W7t+CxWk7al0wJST0au1R2Xbzgs3CyW9MxiCeOPMm/j3/AwAkDyRuNVE0oKHVdVbu9wWq197zORqV6GryV3l2ym2HDLAN/TKR+jgHu/4MlE0bNJkBST04s8fwFpd/8LSr+GnrEkZ26Y9Ja+C9lT/6sxbtCR4i9WFM7TOGf/SfQEJodKe+H+H45PZ6KKwpZWdFPkW1ZZQ2VGFx2vDKMiFaAwOTejCp56knTdfw1izOXcc9P73sf71q/1bO7jX6sB+cbTiwk2u/eTJgWvadH7d6n6BRqUmPTGSHxoRercPj9fLtpvlMX/Uz5dYaDFYNoQc09NoRTfQ+A2ElWiQktp5dxp6x1S1u85Ff38Kg0bKu0PdQZWf5fq4YPOWw3o8gCAKIAJsgCMcRu8vJRZ8+REFtUxdIpVsidW0YqevDUHgkNp9XRnWarztn+upw+v0cR32CgyV37vevc07vsdwz5nKGvn5lwPbzaou5c9QlrQa5GsmyzOj/3kCDw1ff7J9z/gu0/uP51PT+rLzrE17/4ytiQiKYuXUxNdZ6rC47KkmBzWUPCP5UW+v53+qZrCvMYWe5r90ahQqn183/vfE16ZGJ7K8uBmBYSu82nxCrbQoceiebi3cHTH9pyWe8tOQzHjr9alSSkmprHaUNVQxJ6UW1tY46q5kyS9MN59MLPgxYP2FbiH8Qg0blmRYGzvSl+tlCXTj1viDbtrPK6T8jjkX372fjhaWsvaK4xbaOfOs6Xjj7LsZ1HYJOHVwU/EgoFQpePvde/+ufty3h/+a9d0TbfO8f/2RgUs9Ob6tw/HK4nf6uno1kJW0G15prcFiIUoUfhZYJLVFICjY/8A1bSvaQX13C3JzsoKzUtdOarkf/OetOJmeNbHObVwyeEvAD+4bh51NlqcPldVPeUE1WXBfUyqbbZ6/s5Z3s7/lw1Uy+ufL5oFFphROPy+OmrKGKXRX5PDX/Q2ptTX//OocaQ50apVVCksER5uGHyIU8Nudt1t37RcC5cbKJMUYAMKnnqUzOGsmwlN5HlJVeXB9YMqNPfDcMGl3Qck63i2prHaG6EBSyhMvrweF2svnAHn9JjIE/xJO2LhyFJ7g94Qd821S4JFROBU6j7yGj1qxkB/sClk0KjWXQK9PoE5uBV5aRZRmby0HX2GTsLgeVDbXIsoxWp0WtUDEivS9ur4cBST0YnJx10gdZT1Quj5uHfn2DRXua6mz+dM0rx7BFwslMDHLQjBjkQOgoUSDzyGwtyeXen18hQmPCbLdSbG2q+xVSpqFbdiQxuQY2XliK1qykqH/7fuS2RKVQ0j0mldEZA+kSmUTv+K6khMcF3By6PG6GvHZFwHoHB5o23v8VCqn1YedyKwu58JMHg6aHaUO4d9w03sv+gVJzVQtrti3KEI4CqLDWtrpM0iYTGqvSXyeoOZ1DjV3rCl6pg2J3GQkr0bJnXMtPg9vjtG5DeP28B464LYdiddr5aPVMdpXls3z/pnatMzp9IP/9x8OHXG75vo0cqCunf2J3jBo9MjKJoTGoFMqj1g22vcR16fDllOVx6eePHnK5MK2RPgndAoI57/3jn/6uiyeLE/FcsrkcLNi1irezv6O0oelamx6RwM/Xv9bp+zv7o3so/POh0Atn38Wknqd2+j5OdMf6PPLKXn7atoTyhmqqrb7RrkN1RvRqHTq1BovDRm5lIfU2C1aHjc1le4K2Mer9VMKKtWitKhwGN+YYJzsmVlCR2ZStfbIH2DqL1WnH5nJgdlp5afFnLNu3EYCUsDgK68p4bML1XDzgDADqbGbO/fheamyB938SEjLBP2Fjcg2Mej8ViUN/D+84s4KdZ7RcbzZ1XZivdqsECo9EbYYDXaUSbb0SJCjPsmAzBdbjHNdtMJcPnMSw1D7H/D7geCbLMnV2M4W1ZSSHxRLRQr1Kr+xFln0PTzuD2WHl3P/dR+Wf99Ap4XF8fulT/PH7khPq+004tk66QQ7S09PJz88Pmn7bbbfx9ttvM27cOJYuXRow7+abb+a9944sg0EQhKNj3s4VPPzrmwBUUBM03xznpCSrgU0XBBf0TwyNCXjyqVdpsbmDa5A15/Z62FGWx46yvIDpMSERPDjuKib2HEFLzxsOzuIa+MrlPHjaVZgdVrYW5+J0u4g2RZAZncLZvUfTLTqlxf3XOcw8+dv7bbbxYONf7UJpDzPbz6qgylrLhX1P5+4xl1NUV85tPz4fdMPZWpaN2qZgzBupzH9kb5v7U0gKvHJwt8/mIkZEsafmAAff1/aOyyDcEEp23iaGpvRGo1Sxv6aEsV0H8dWGeQHLPnz6NW3uo7MYNDruGn0ZsizzwC+vk1tRQFFdBS6vu9V1ihvK+XX7MkI0BjYU7yQ9PJ7X/viKa4ZOpV9iJv+a8w49YtPIjElFq9Tw1bp5LNizErvbhUKSSA2P55w+Yxma2pu+Cd3weL2ddoMoHH1dIpPatVydw0JaZAJ2l4P1Rb4C2SdbcO1EpVdrOafPWM7pM5aNB3ayp7KQCZnDiDSGHZX93T7yIg7UlXP1kLNF9+BjrMpSR0FtKVWWWgpry3h3xfc43IEPliIqDMgKmdqopoGNdA41pjIN6joFCrdErNFIRKGOyHw9dpMvmFY4sI5tFzqxhrlwqgO/Q1455z5O6zbkuL3Wry3Yzl0zX8LqsnP5oEk8eNpVbT4o7CxOt4uLP3uYvOqWs9pVkhK33FSyorCuDIBnF/6PZxf+r9XtaiQVvX6JRtWgwK3xUjiwjqoM3+dpqGl/xnmP36OIzNej8EqoHAo8Ki+6BhUhFZp2Beiceg8rri/096pYkrueJbnr6R6Tyv8ueeJvO0BScV0Fbq+H1IimenZ1NjPvr/yR3RUFrC3cHrD8eX3GEa43cX7f00gKi+X1P77ki/VzAd/D8btGX8rg5F6kRsShkBTU2swkhkV36BwO0Rr4/bbAmIDLdeQPnQWhJSdMgG3t2rV4PE0X4W3btnHGGWdw0UUX+afdeOONPPXUU/7XBsPRqfUjCMKRizdFBbyOMYajV+koqGsKqJVlWVpct3lwbUhKL9YV7mh1P/1nxJGww4QlyonapsRQo6Yuyc6yW3yFrCvMNTz06xs89Osb/PeChwNqL7XmpcWfBba90MiclOW8sexrNt3/NR9f8gTXf/vvFp6ttp+pTIuxUoMmpam7QYwxkrM/upt6h4Wk0BgkWaJHbBprCrfj+TMwdnH/M7jl1H8QaQiluL6CKR/ehUvvZf4jezn9tS4sujevtV2iUaoYkNSD8/ueRpguhB1leejVWkZnDCDeFE21tZ59VQf4YNWMgFG3ALaX+bpZnNtrLE9NudU/3eP10iUykf3VJcSERHDN0Kl/+ZNdSZJ45Zym7qMuj5t3sr/n4zU/By27t6qIx+a+zVMTb6HBbqHWbsbitGF12UmNSOCaYecQExLOhO6n+EY2zN+GUqmgwlIDMkzueSol5ir0ai3bS/eyoXAnfRK78fna2UzsOZzi+kr6J3ZnUHLPv/IQCO304C+vt3vZrzbM47kpt7O+aCdxRlGn73g0MLknA4/y39qhupwKR1dOWR6Pz32XPZWBg1NoXKqAQJihSs3Yt9PQN/iCoG61l9okO/YwN7WJdqq72vGqZBzRHqzhbsq7N91/xOjCiTJGMCSpK6nh8cSHRpEWkUC36JTjOmNNlmWK6spZU7DdPzjSt5sWcOeoS1vsitleTrcLq8tOlaWOn7YtJj40moKaUiQkyhqqOFBVhtPtospWT4O75fu42F1GovbpyZnc9ojl3f6IJHGbiYYYBxsvLAUFTIoZiGaNFa/Nd9+TsSrisN6H0qMgftfhj3CusSkZ+lUivz0a+PByd0UBD856nfcvfuywt32iKqwt5eyP7gGauuQ3n9YoLsdI6vowqjJs/F6zkoYIB5+s/SVoe26vJ2AQoUZGpZ4esWn0iE8nIyqJrLgu9E3oBsDm4t3EhkSKGpnCMXP8fiscJCYmJuD1f/7zH7p27crYsWP90wwGA/HxYvQXQTgRDEjqweYHvqGsoYoKcw2947vi9np4duH/WLV/K29e8BA7y/KIMoaxrjAnKBgSGxKJxWltM7iWuj6M8u4WNl9Q5p8WvddA4lYTUfv0eFReXHovlhjfU6w7ZrzQ6rbOf7An+0bWoKtXEVGoZ95juQBMeCmDPWOr4M/EtWV5m7hzxguEqUMI0xsxaPWUWaqosXawe6tCxh7qZuNFTQHH91b94P9/0Z9BxpUFWwHQuJS4VB6+27yA7zYv4PaRF3PTiAt48LSr/AHB+jgHZ77QFVuoi6h8A8jw0wtNgTK728mq/K2syt8a0JQXFrW/2V4pMKyoVCi4eMCZ7d/AX0CtVHH3mMu4e8xlQfPcHg91djNRxjDO7TsOgOtOOdc//7JBE/3/lySJ4el9GZ7e9+DNAL56XpGGMIwaHef0HcveykK+3biAsoYqEWA7Dm0u3s0f+za0uUzCthC8Kpmynr4fjZ+vn0N6RCJevPR/+VIGJHbntfMeIEJvEl2EBKETybLM1tJcKsw1FNSUtjggT9dlEXRZHYHapkBf35RN6FXI1CXY2TuqhqJ+9TjCPbhVTdnaaklFlDGM1PB4kiPiiAmJICE0mgi9iYFJPQnTH34Q5lj5bN1sXlnyuf/1jGteJiMqqUPXpXq7mRpbAzqVFq1KzcLdq/l243x2HxTMBDDVa1F4FKgsEqYDGpQuiRSLAclrQOGW0FpUqOwKIg7oAj6b5K2hOIwewot1WCNcqBwK9HUqJDmwndF5BrqsiUChV9Dv625sYcthHJXOp69Vk/VbNDkTAwOFaZEJraxxcvtxS9MN4yOz32JSz1N5fuF0/7TU9WEM/jbB//mmbA6DmVCdYmPX6ZWU9jL7R3o+/8GezHwp8GFu6vowkjeGUptspyy+iA0DmuZ/Me0Z1hZs541lXwO+3wnl5moSQqLIiE5GrVT5ux67PG7CtSbKHXV4ZS82l+OoDZQl/P2ckDXYnE4niYmJ3Hffffzzn/8EYNy4cWzfvh1ZlomPj2fq1Kk8/vjjbWaxORwOHI6mbmX19fWkpKRQWVkparAJ7eJyuViwYAFnnHGG6L9/lNlcdvZWHcDhdtEtOoXFuet45vfWuxAcriEzkpBksIe4OdCnjpoke9AyCTtNxOw3UBfn4EDvOjwa32X0zXMf5K6fXwpa/ovLniY5LJbtZfuIN0WhVqqwuZzU2y3c+MPTR9TeAb/Gk7EuEoVXwqPysuaCIor6+GrMrLnrU+7/5TWW/TnaavzuEEZ9kYY5wolX5SW0QoeMTE2iHUmGzZNK0der0deriM0zkju8mqylMay+6ADW8EOn0kuSRFZMOpcMOJO0iHj6xHc7ovd2Mqq1NaBSqKi21gV0n+hM4rp0eIa8ceWhFzqIQa3zZ4Y098DYK7h0wMQW1jixiHNJ6AydcR59su5X/pv9bcC0qHwDVWlWeiyLpu+CuKB18gbWsP784O6Jw1P7MiFzGCnhcXSNSiZMF3LSBcSz92/m7p+bRvz87or/kBHVdhd4WZaZuzOb15d9TbWtvtXlMldEEXlAT2WqlbTNYUQW/XU9hhR6BX0+7sO267b5M9iOJZvJRUW6lZpEG/mDa3HqfL2tfrjqRdIj/n5Btv3VxbzyxxeE6UK4uP8Z9I7ryilvXe2ff+pXKSTsNPm74JojHWyeXEpcbgjxu02Yoxy4tF5cOg/mKCe7R7VcszhmnxFniIe6WN/373OTb2dC5jAu/+IxcqsPtLh8RUbL2ZSNvrjsaXrGph/mOxf+Durr64mOjj5kDbYTMsD23Xffcfnll1NQUEBiYiIAH3zwAWlpaSQmJrJlyxYefvhhhg0bxowZM1rdzpNPPsm///3voOlfffWV6F4qCEeZV5Zxyx68sheH10WZsw6H14VaUhKrDSdSfegnxjUuMzUuMw1uG3VuGwurmgqOK1EQrTFR5qw7au8hRKnDqNShkpT8I34EURoTO81F5FgKsXtcaBUqknXRDA7rirKNWhF/VG9nRe0udAo11S5zi8sYFBr+EX8qtS4LsyrWBs1P1EaSqI0AJNbV+7Lr7k2fSpjKwJO53wYtD5CiiyYrJBm318Oi6sCstbvSzsItezhgr2JWefD+2mt8VD/GRvY+7PVPRqtqd7HHUkKJrQaNUkWoWk+qLppBod2I1Jx4mRInCo/sZVtDAR7Zg1GlI0ptIlRlwOKxU+qo5euSZR3e5sE1hBrdnHImSbqoFtYQjhc2j5MqVwNRahN6pRgp+HhW7qjjvwVzAqb1DknhkoRR/te7LcVUOuvJtZaQaw2u3Rqq0nN76hQ0ClWb38cnkr3WUmaVrWFizEB6hbRc/9XucaFTthzUrHVZ2G4uQK/QsKp2N6XO2lb3NS6yD4NCMwhX/z3rigE4vC5qXGZ2WYrZbyvH4XFR5KhGRkYlKUjURtLf1IX+oeloFCdMJ7GjzuZxsrUhn00NeRywVxGqMhCmMhCi1LHHWoy7hdq/Er6BLLytFFsxKfWk6WPIMMQxMDTD/zdd77ayx1JCkb2aYkc19W4rZk/gQzCdQo2EhM3rDJj+f90uRiWJUWCF1lmtVi6//PKTM8A2ceJENBoNv/wS3Fe70aJFixg/fjy5ubl07dq1xWVEBptwpMTT/fZ5duH/mLl9SYfWCdeGMKJLf+JNUVicNvrEdyVSH0pJQyUV5hpkWSbcEEpqeBwDE3ugayW1+//mvsuc3SsCpoVYtbjUHhzq4GL3SaEx3Dj8AnrHdcGkNRJtDAd8T3Ybn3B7ZS8SUqc+8W48l8ZPGE9+XRnXfPMETq+bKT1OZc4uX/sj9aHMv+ltFu1Zw7oDO/luy4KAbaSa4lEgUe+yEGOK4OmJtxBpCEOr0nDfrFdZe6D17rSdJVRjpN7Z9JSwV2wXPrvsqTbW+PvxeL3sLM/jhh+eweVpOge1SjXZd3x8xNsX16WWLdyzhkfmvHXUtn/TKedz0/ALjtr2j4WT+Vy69pt/s7UsF4UksfrOT0+6DKbjyZGcR/uqirj4i0eCpg+YHU/X1ZHYwlxoLSpm/l9Oi+vfdMr5DErOYnBSz5PuM37it/eZvXM5lw2YyP1jr2h1ud0V+dTZLWiVamxuB/GmKJLD4vyZRVqlGoen5Sz11E1hDJuRfFTafzj+6gw2t9rLqksKKe3e8sPPllzS/wweHHfVUWzV8ausoZoFe1YzOKknPWLTggYiWFOwndUF26iy1lJhrqG6oZ4h6b2os5tRKZSE60JIDo9jcs9T0at1WJw2NhzYidlpZWhKb0K0BjRKVbsHOJBlmfzaUnaW5VFhqaHObqbebkWpkOgamUzBrjzOHHUambGpaFXiQYvQtvZmsJ1w4fX8/HwWLlzYZmYawCmnnALQZoBNq9Wi1Qb/KFer1SfdjaRwdIlzpm0Wd3AXqkbDPk9C5VCgq1dhqFXj1ngp6d1AXYKDNXkbqUq0AvDd5qZgksGmARnsOhdehYxWoWZkxgDO7j2aMRmDAooOP3/OXTxiu47NxbvJrymhwWHFK3sxqHVEG8OJDgmna1QyMSERRzSqlizLeGW5Q6OIebxeNhbtpKS+kn/NfQeARZ7dLNm33r9MY3AtVGvkyiFnoVQqmdhrJBN7jeT20Rfz5rJv+HHL7wAUNDQ9ta+213PxF48G7E+tUOHyuhma3JuEsGiW7duIGiW3jrmIc3qPRaVQsrfyALmVhTg9LqxOOyX1lVhddqxOO1GGUEL1IRg1BtQKJbGmSKqtdYTqQuib0A29WotBraOkvpLi+gp6xqYTohXZwAdTAwNSevL1Fc/z/aYFrMjbhMPjwul28cbyb3jgtI53VWxxP3/j61KVpZZZ2/+g1taALMvM2LIIo1rf4rIRBTpidxspz7RQk9b6tao5xZ9P1hNDY3hp6t30STi5u0OfjOfSwxOu4cVFnzI5ayQajfhh9Vdoz3lkddopN1ezsWgXX6yfQ25lYcD8Qd8mEJtrZPfYKn58KvihkVJSMOv610gOD+4yerJ55qzbeGTCNYTqWs98Lqgp5fKv/hUwTUJC/jMzaELmMB447Soa7BZe/+MrsvdvDlx/QB29ZsdgqD2+/v69Nu9RC7DJyFSn2ygcUE9ldxv1MU3fC/GmKLQqDfk1Ja2uf3r3YcfkeinLMq//8RWfrv2F5Xd+fEzuv37bs5I3l33jfz390icDas6O7DqAkV0HBKxTb7cw9r83BGSrZe/fzFm9RuP2ekgIjWJYep/Dfj+ZsalkxqYGTXe5XMwpmkOfxG4n3febcHS09zw54QJs06dPJzY2lrPOOqvN5TZt2gRAQsLfr/+7IBxvnjjzJlbv30qdI7j+QUOMgx6Lo1B4fYEpjU1J1xVNI/LtHVlNaU8zkleiJtXGqPdSCSvzjX4lI9MQ66SkdwObB2xnUe5aIjQm+iR14/ZRF5MV1wWAMH0IY7oOOqL34PF6+Wj1TN7J/p6bR1xIakQ8/zfvPWK14VhcdhxeJw6v7wnwmd2Hc+WQs+iXmNnitmRZ5vP1cwIKEDdqHlxrrt5h4Y1lX7Ns7wamX+7r2j727RuDlhvyVSL1CQ6SN4biNHgo6l9P3ohaAML2aKjs6mbtge3wZ4mK2JBI+sZ3Q6XwpcXr1VoO1JWTvXcTO0r3BqXQH+z7q1+gzmbmg5Uz8Mhe1hfuIK+6mHB1CB7ZS4PbSoIxitN7DOPLDb5h13VKDRkRSSRHxaFSKJmTk02IxsDg5Cx6xXchOTyOIclZxJ/kI0BlxqRw86kX8u3m+f5pn6+fTXJYDJOzRhKmNx3D1p2YiusqmLtzBV+smU2NvZ7mdbINmyWMsWosUYGZGjWpdmpS2w6sSR6Qm/UcmdxrJM9Ovv2ky4j5O+mb0I3Ppx1ZDUyh87285HP/Q6PmjGUq+syLIzbXyJrLi1ocZfyHq18iM6blrpJ/FVmWKa6voMpaR4PdQmxIJJkxwT/uW7O/uph3sr9Hr9ZidlpJDovj5hEXtjjqp0JSBATXtpXs5euN84g2hlNnN9Ngt+DyuOkV1wWH241CIdFgs+D1yJTbqtFIKhbuWcPCPWvabJPKcXJ0qW2NJdJJ7uhq3GpfwK4+3UlNnI1oXTj19sDvhtKGwJpgERoTWrWGUkvT9OX7NrG36gB2lxOXx832klzK62pQKZWE6A3oNTpMWj2RhjD0ai1qperPezCJgck9yIrt0qHRae/7+VV+37OGhJBoSsy+wRbOePdWrG4HVw85m8EpWZTUV5IRlcSeykLUChWbi3fTPSaVKwaf1aEHw4dyzdBzSAiN5tHZ/wWgpL7tUWIBQjR6rh9+Hj9vWkyVvR4PXpbu28DSZoMOqSUVg5J7MjStNxf1n0C4uD8SjmMnVIDN6/Uyffp0rr76alSqpqbv3buXr776iilTphAVFcWWLVu49957GTNmDP369TuGLRYEAUCpULYYXAPImVRJfbyDU75suQtC1+xIumZHtjhPQsJYrSZ6nwEZGRceahIbWJa3kXUHdtArNoP9VcWEG0zcO24aozMGHvZ7+GbjPN7J/h6A91f+6J9eYvPdVHVdFoHapqSsp5n5rKLKWsfHlz4RtB1ZllmZv6XF4BpA39/iKMqsR1bKxOw1ojUr2XpOuX/+1tK9VFlqWx3VbM+YKk57Ix0UoPAqiN1rZOCMBGRJZu+pNVR2tfqXvW/sNK4cchYKScHcnGwemd3UfS4hx0RGXhghFRr0dWp0DSryhtewa3zgzeVFnz4c8FptU5C2NQxjtQbJCx61gZ1nVPqDawB2j5MdlXnsqMxrmlZnZ2fOLtYkbcGmawqAfHDxvzgltU+L7/Vk4G2h9sjziz7h+UWf8PYFDzPqCM7Zv5u3l3/Hh6tmonQriN1tQJOsxBHaVB+tLMtCWNHhjRLWPLiWEZkkgmuCcBQU1JQSrgsh2hhOpaU2YJ4lzs3aK4rxKoMr29w7ZhpXDz37uPibfHrBhwEjKTb66dpX6NLCIAOyLFNUV4FCkogzRXHdN/+myhpYO1ar0nLbyH8EreuVvciyb7Rum8vBtC8f88+LKjGgalAgNa+EIYHSIaGzK8m0R6K2KzFHO3HqPYSVaKlJtVPePfBebcCMeDS2k68uVVW6lfUXlWCObf0hYqW9tsXpwz9JRmNVUh/vwBLpxKl3k+GJoCHGQUWmlc/Xz/Yvq7erMRVpMFSokRUyNVovHq2MO0TGGerBrfbiVcjYtU33PZcOnMgD465kS/EeTDoDmdGprZ7bu8rz+f3PAKl7k42+O2LxKmV2nV4Fevh03a98uu7XVt/jq0u/JM4UybVDz+GyQZPaOmTtolQomJI1iilZo/B4ve0K3n29cR4frpoZMC2k2nfMtBYlbo2X8kwLqwu3sbpwGz9u/p15N//3iNsqCEfLCRVgW7hwIQUFBVx33XUB0zUaDQsXLuT111/HYrGQkpLChRdeyL/+9a9WtiQIwl+lylLL6e/e4n992uvpLL5nf9MCXui5sH2ZSjIyDpOHqnQrlelWSvtZsIY5kQ++75DB2+CheFMhRquSvUMPcMeMF3hswvX8unUZSoWCpIhYukQlEW0MY2hKb+JMUTz8yxss2LOaUK2ReoeF8/qM4/JBk+kRm8aLiz9rs217R9cEvL7+lHMDXpc1VHHm+7cf8j1qbErGvZuOR+nl5//sCprv8ro5/d1buHxg043Q+Q/2pDzTQvZNhdQlO/jpJd964YVaes6PJnFnKDXJdracVwbAlKxR/HvizWhUvlTnOTnZPNosuDb+lS6ElTY9Lbcb3WydWkbh4HqGpfZhTcG2Vts/9f96BE2LKNSx8rrgUZ2ac+u9lHU1o66XSN0USsFw3whmN333DACb7v/6uPjx1NliQiJYd+8X3PbDf1hTGHhcb5/xAl2jkvnw4seJMoYdoxaeGGptDXywagaGajUjP0qhNslOca+GoOXqkhwtrN261PB4Cmp9Xa+fmXwrJl0II9P7n5TnoiAcKzvL9zNz62K+2fgbAJHFerShSiS3RNJmE+YYJ2W9LAHBtfGZw5jQfRhTska1ttm/1O971nDfz6+2Ov9fc9/h2mHn0jehK7Ehkf5ryA9bfueZBR8B0CMmjVtPvQilQkFZQxXv/fkwT68O7MIsyzL3z3qNxXvW4kXmsQnXBzxAHP1uKjH7Oj4YgSzJWCJd6OtUKN0nX9aajExJLzN7xlZRlWE75PLJG301lhK3mTCVazCVa1F4m6790XmBXRZdOg/rLimmpI8ZQ42a0e+mYqxpX/fzFdcWUtrLV+ftm42/MXPLYhweX/Cvb0ImqRFxyDK4PW72VRexr6oo6AFd4uYQ0teEo/Qq6LEkGqfew/5htYQVa8m+qamr9YQXu1CeaWHL+b6Ht2UN1fxn0Sf8uGURn13+VIvZkoejvZlxp2cOY2PRLvJrSkkJj6PGVo8rwQ1ecLncVJhrCCWEWqcZmY6VYhGEY+GEHOTgaKmvrycsLOyQhesEoZHL5WLOnDlMmTJF9N9vRf+XLz3kMn1/jiVzedsj7uVMqKDw1AbMJt8P5MYaIlqbCmOFGkOV2n8TFFKpQelWUNnFyh+35QdtK3ljKNYEN9Xx1qB5hxJSoeGMlzKoS3BgKtewbUp5UHDtw4sfZ1hq4MiZ7TkOAP/4v954bV48Ki8/P+8LlKWtCSN/WOAT7d7xGWwv3QdARnYEA36KZ8ZLLRd51jpVODRu4g1RPH/OHQxKzvLPW7p3PXfNfMn/+oIHs4LWX3rbfqq62Di3zzh2luWxqyL4mAL0+zmObstbzjZ0q73Mei44YNhe1wydSpfIJEZnDDwpg03L9m7gjpkvtjo/RhdBfFgUTtnNf866k4wWMiEa/R2vS7Is8/T8j5ix9fdWxhw7fM9NuQOtSs2E7qd08paPf3/Hc0nofG2dRwU1pUz93z3+14lbTAz/PDCjPX9wLesvbap5NbHHCF6cevdRbXNHPLfwY77d1NTVX+GVULmVqNwKJC9YQoKzpNbd+wVqpYo1Bdv556//pcIaeB/xx+0fUWtvwOl2kxwWy4ytv7O2YAcWp42YkAhm5yz3LxtlCGPRbe9z6w/Ps2L/ZhK2h3DKZ8lIXt+90slEoVfQ7+t+bLlsS4drsB18T2is0jD0y0S0FiUKt+84qW1KVK5jE8DxqLzUxzmoj3dQ3t1CeaYFlUOBsVqDrAVk8Ki9VCe1ERz0AhIYK9Skbgqj2x+R7JhY4b9P1dYpcYQFj3zd6OsrnqNXfEbnvrE2uDxu9lYdQCFJeGWZSz4LHtBEQkKrUKNVatAq1ehUWnRqDSa9EZPegEKhoEtkIsnhcaSFJ5AaEU+0MfyQD8LE95vQUe2NFZ1QGWyCIJw4PF4vg169PGCa5AX5oPuWUz5NImFby90d119UTGmWGZ1ZRV2Cg2GpvVlTsN23LReM+l8q0XsNrd5AmqODb2onvJRBaLmvm1hrAalGqWtDKRhaH7jNGCe2UDfhxb4nfP1nxdN/VjwbLixh//Ba37QWaq9dO+wcpq+Z1eq+umVHcsXVZ7KNrQAo3QrOeiITjVWJhERYsc6fgQawvXQf5/Qaw6wdf7BvZA0xew0M/TKRtdOK/cs8MfEmXB43ZoeNxLAYxncb6s9aA3B7PQHBNZVNgRcvCgI/pIwVEVR1sTFr21JoI3zh1Lupi7VjKtdQl+Rg/ym1eJUytUn2DmcOAUTt1VPV1Xcj+cnaplGjx2cO5cHTribhJKrRNjJjAF0iE8mrLm5xfoW9hgq77wb5/On3kxGWxGk9h3DDKed32tPmE9mvO5aRX1vCuG5DsLkcrMrf6p/Xd1ZsQDfrjprU81TxxFwQOpnVaWdNwTaUiqbuh6M+SCV2T3DmVUVm08OwTy/7NwOSgjOlj5V9VUV8u2k+UXl6Rr+XFpDh1JwlwolXKfPHbfk4TB5W5W9ldMZAhqX2ZuFt71JUV84/PnkIq8tX82tt4Q4mdB/GrvJ8hr95dZtt8Li9PD73HXrFdWHF/s2U9Dbz0ws7ATBVa4nZaaD/T3FIQen+fy9ReXpGvZ+KyqEgvEjX6md1rCjdCiKK9EQU6UlbH97msrIkU5NooyLD6iv9IYNL78EW7sYR6sES4yLnzEpyzqik+S1yW8E1gK7Rf92IsSv2b+bWH55vcd7ID1NQOhXYw9y4tB7cWi8ejYxH7cWjdlKRXsvuQ9ROVSmU9I3thlqlItxgIlzv+xdlDCM9MpGM8MSj8bYEQQTYBEE4Og4OrkFgcE1fo2L49GQiSloe2a+su9mftdW9axcy41PZlL/TP7/nwmhi9rbdBSJ9bTjpa8NbnR9WpA0I/PSaG4OuQYVH48Wp99BzYTRDvksKCsTN+1cuY95JC+geMOjHBLwqmYIhdQx7/SrW3/elf+AAgHvGXM49Yy7H6rQz4s1rgtqSO7Ka9XW5SDoPKpvvbqikl5m6RDv9Z8XTLTsSY5Waldf7ulpO7DGCf0++hVk7/gBg9VVFAdv77/kPMfoQAzvM2r404LVb78Ue6sZQH9ilIWVTGGunFftHHWvNzjOr2HlmlS8G1wn3rV51y/v7fc9aft+zlgv7nc5lAyfRLTrlhO+yp5AUZMV1aTXAdrB9dUXkryzhp81LuO/0Kzgra9QJfwyOxOzty1hXGDyiYHixjm7LIslc5suQLepTz+qrfX8riVt9Ga/7RtTgMrScCREbEimCa4LQyaxOO+d9dB9l1mr/tITtIS0G1wAi8nUUDK7ji2nP0Pc4G7H36w3zAOgzO7bNgI2xRkNdnB21R4lSpaZfQibL921k6d4N5JTkkV9T4g+uAfxr7tvcP6v1LqcDv/fVRvOoZeoS7SwvXEdtjI3G52PD0/qSHBbLD1t+p+FUB7UJvodf4UU60teGn5RdQA9FQiI2t+NdZ49HkiwRWWQgsshAj2XB870Kmf3DajkwoB5LlAuH3oW3WQlShUtq8R5rX1WRf4Cwg1mddr7eOA+Xx8Mtp154xO9hZ9n+oGlnvtAVfY0Kpaft8zPvlBpqUkvbXMbt9VA5pwSvQiY/RMYV6qU6NrDnytjI3kxhSofbLghtEQG2k1xZQxXP/z6dGGMEWpUGh9uJXq2lS1QS4zOHEao7Ob5oOqq9hTeFIxdlCAsq2Au+m4PmwTWPykt1qo3QUi2OEA/bpvgyThbe8i4xIRH845OH2FfXFHzYMbmCHZMr6D8zjqg8A7YwF1VdbOwZU4Ws8j2pHDAznrCS1rN7xr/evjT4s57IZPa/9wRMyzmjgtEfpAVMG/xtAgVDfO918KvTWHvP5wEZYwAGjY7NDzQNYW5x2Hhz+TfM3ZHNLxXr4J/Q/6c4YnKNbLjE1yUmb0Qt0XkGyjObig/HmaIY+EpwELPRC4s/JTMmtc2ROCvNtf7/a+uVjH07PSi41ujgURQP1n9mHCEVGsq7W7CFudHXqsgbUYtbd1DgwguDvksgvFiH0+hh+c0FrW7zUCM7/rhlkb+YdGMws2tUMrGmSKZkjWR0xiBMx2CY+sN1z5jLmZOTHTBN6ZTwaFoONHoUXqrsdTw2522enPc+b1/4MKek9f0rmnrcsDrtfLVhLl1jkllZsDVofm2inZkv7UTboMRh8qCrUxG/PYQ+c2MJLfP92ug9L5aGaAcug5cld+4PWL/cXM3yfZsYlTHgL3g3gvD3UGWtpcxaTfz2EDQWBbISQku0lGQ1ELvHGBT8ico3oHYpee63//HhZY8Tcoyv6zXWelYVbOP5BR9T5zCTuj6MyPyWHxY22je8hl2TqtBF6Xnrgod4b+UPfLVhHnqLmqjdehKqdaRZjP5sW5vL9/AvtERLSIUGp8FDZTdfcKDrsgjS14Q3Ze9vCINffTXG9g+rJfe0alaxlVC1kTC1kTqXheouNqq72Minjn1jaxn3ehpq+8k3eMHxwKvw0hDtRF+vQmM/Nj+1FV6JjFURZKyK8E/bMb6CnZN8o3p61XKLD0NX529rNcB278xXWFXo+55dnruRW0ZdSP+kHoRo9NhcDpbsXceyfZtYuHs1MbpwYkMjiQwJIzM6hRlbF1NurmZ4Wl8qzDXsrToQNIDV5Ke6oW9oX1fNLqsjSFsXzpazy9g3qiZofv+ZcXRdEViyxGFwB93LL63ezmfrZzO++zDSI0VGW2c5UFvGotx19EvodlxlHP9VRA22Zk7GGmzvZn/Peyt/RPKCqUGHyqEIiN4PTenF/515E6kR8cewlX8Nl8fNkNeuCJr+2eVP8fby77ht5EUdvgiI/vvtI8syZQ1V7K4o4LmFH1PSUImuTsWoD1Opj3dQ2cVK8aAG7Hp3wHqXD5zEw+OvAeCfs/8bUHOkPVI2hDL069ZrVXVEUd961l5WjFctM+q9VGL2GVrsbiEjM/MlX6bdK+fcx4Tuw9q1fZfLxbs/fsr/DiwEgrvTntZtKDaXnZ1ledTazUHrj3knjR1nVhBapqW4XwN2k+9Y3nDKedw5uuX6b0v2rufuZl1EA3jBUKti2OfJmMo1/PrU7lYDbOPeTCeyMPjHRUW6hX2jauj2RyRL72yhbluzmztdnYqoPD2yBLG5BioyrKgcEtYINxU9Ol4rr9G9Yy5nau+xJ0TdNrfXw70/vcwf+zb6p6ndSlwqX5eOxrqDrekRk8Z3V7/wt7kuybLMwt2reeCX149oO83P353jK9kxqSJomeZB8eNFjbWe5XmbiDdFMfSgmo+d5e9yLnVUjbUel9dNlaWO/dUlaFVqHp/7DpIk8eUVz5IWkQCAxenrWh9lDCcpLIbe8V2PccuPjYPPI1mWeX7hx/y0dQkOr6vFdTKXRJI1P8ZfD6s20U727YUkxMTyz4nXMSyl91+etbuleA+3/fAfzE4LMhBWoSNldSiZf0S22f1SRmbO07k4dG6m9hpDTEg4H/9ZMmLkhynE7faVyahNtLPoXt/o2oOSe7LhwM5Wtzn42wTS1oW3vD9JprSnmdokO/tOrcFhCuwWqLUomfhst2NWa+xINNZg++nlJWw/rRytRUWf2THE7zLh1LlpiHUSUeB7sOpVgaqTM/VqEmzknVpDaU8LHp0XXa0KySuhdEk4jR7soR48aq9vxFanRK85McgKyFgZgcqtwBzhpLKrFVO5hqiCjgeKd42rJG94LU6TB8kLCqeE2q5gwisZKLyHfq9z/rUHe5i71fnpEYn864zrGZDUA7XSFxyUZZkbvn2KdQdyGPplIgqPxK4p1dRG+0p4KFHgIfBhavqqcNw6L0X9GpAV7Qs1tHYv2Zb6WAfbppSjNSsJL9YRWqYlokDf4rntVchsPq+UugQHHpWXuuTA0iURahPJEXFcM/wcTs8cgkJq/XjKsozN5UBGpqyhGoUkoVGq0arUaFQaVAolOpXmb9WzwOF28t2mBSzYuZrNpbsBiNCZWHLHh8e4ZZ2nvbEiEWBr5mQMsH22bjavLPmchJwQlHYF1gQ3zhAP5pCmi8q7/3iUU9P7H8NWdp49FQX849OHAIjQh+L0OBma0huDRs+cDgZnDvbBRY8FZYeIHx+HZ1X+Vu768UX/jXWaKZ4BqT3on9Qdq9NOr7gM0iMTWwyKvLfiR95d8X3Q9Mj9eqrTbejqVPT/KY6IA3oMtb7PRJZkvEr5L+kS4dZ4mfWsr5h/l8hEpl/6JDIQaWj9muKVvXjcHubMmcOo08fy/uoZ5FUXoVaomJw1krN7jUaSJLyyl2GvXYXL67s5UjokPFqZcx/tEfTebKEu5j6eC8Cquz9Fr9YG7Rdgbk42/5zzX7xH8FXQ0sAIQe9R4aW8q4WynhYqu1mRPBIuna9OSFtCyjT0WBRF2oZwCgbWsu7yklaXVdolPLqW38e1w6bi9njpm9CNlPA4esalt3nzdCztqyriu00LUCp8N2bL921mf40ve1Or1PhHFmvJDaecxy3DL/xbXJfO+ehe8mtbPx8AJDdoLSo8Wi+ug7Mpm2k+6l5LI/geTwG2JbnruPunlwOmNRZM72ziO873Q6rcXM3P25bydvZ3DEvpzZrC7Ye9vfGZw2hwWLh/3JWEao3EmiIDygmcjFo7j2wuBx+t/omPVs1scb1hnycRma9HX6/CpfWVMFhzbRH10Q4ywpM4rccQksJiObfPuKN+DHeX53PRZw8DEFasZfgnye0eIRKgJtnG7vFVFPXxjW785MSbmbH5d7YV76XfzDgyVkUgI7NvRA3V6TYsiW5fIMQLVmPr1/xDPUhsqdbs8E+SSdxuanfbjyeNAbb/2/N100QZ4nYaceo91KTbA6ZLXlB4FKjsEmqbEpfeg8rpG3xCa1ahr1VjqFWjr1UhyeBVgK5BReweQ1D22ZrLijgwKLAur+T19ciQJRmlS4HGoiS8SEdx34NGsW68NWkWb9GalSRsC/GvL8kSHpVMaImW9LVh/v27VV5Ks8xsPacMW7gbhVtCX6NCVoA1yncPNebtVCSPhMIrYSrTonIr8Cq8bD27HKfeQ7flkagcCradVU5Vug1niC/oGpmnpzbFjlcVeO+kkCRiDBGMzBiA2+tm1vY/UNkVnPN4jz/fjkxDnJP6eAcOoxtZ4TsWB2eNudVe3Dove0ZXsee0pi7hZz2RidKtoCLDQlipDoVbQmf+a7P9JL1E+VuwrGYHsbuNRO8zBDxge3rSrUiSRI2tAbvLQYW5hvzqEvIrS6i21+OU275/VUlKYvQRZMQkkRGdzNDUXgxP64tGqebf8z/A6rTz/Fl3njQ9ql5a/ClfrJ8LgMaixGn0MDChB59M+/cxblnnEQG2w3AyBtjKGqr4bN1s9lUcwOZykBaVQExIBBF6E5HGcAYn9yQ2pOVR/04Ua/K3c+P3T7dr2eSNoQz7Kol1lxT7u/IdqSxDEjnWIpSSggFJPXnizBtJi0zolG0f76795t9sPJBDiNbI9EufIDMmtd3r1ljr2VWRT2xIZJsjIh5swa5VwRkrB6W5K5ygcihwmnw/qFUeBW6lF8kr+Z+kZSyPQF+rosuaCNQ2RaeOtFXUp541VxQFZXxFGcL43yX/R5dm77f56KL3pk9l2rkXt/lD9q1l3/DR6p/8r5sP2tBc81FIG8267nXSIoOzVaevmcXrf3wF+H44eFQyunqVvztKc8M+TSQ6z8CGi0op7W1m6JeJpGzqeHbYlqll5I5putma+GxXbOEuHEYP5T0s5I2oDVj+1I+Sid/V9IPAHOFg/j/3dXi/B3vizJu4oN/pR7ydzlZhruHHLb/z7oofOrzuR//4F8Wb9560QRGP18sFnzzA/nbWq2vN0ts/oMFh5eyP7kFjVdLj9ygi8/XsmFgRUFQdYNrAyTw0vu1C43+Vm79/1j+Iw9iug7ls4ERGpPc7Kvv6OwfYrE4b5/zvPioswd2POttF/Sdwft/TTtoMt0OdR7Isk523iZ+3L2X+rlWtbkdnV2PXBf+ofWrSLZzbZxxVljp2lu8nMTQ64Hu2M4x/62YqHU33jYf73bfp/FL2nVrDJ5f9mx4xaTwx7z3m715Ft+xI+v0U1+I6bo0XpVPy1XkdVMfGi5pqTzV/ONCSWU/twq0PfrjQke54x4uiPvXsP7UWcw83Fq+DyDw9wz9L5o9b8jHHOek3M47tU8rxaP/8aStDRIEOp8GDJdrV4dqw/WfE0XVlJNXJNpbctb/F9fv+HEvm8qig6YV96yjpYyZ2t5Hdp1Vijgs8b2NzDFR0t7ZeekMGtUOBRy3jVci+fXshOldP9yVRxO/x3Q/NeDEnuF2yL3jn0nt9gbOD7pElz589JCToNSeanotjKOpdz7rLi5E8UovnS3ihjtPeTEdCwqvw4tZ4/QFAa5gTWQJjbdsBZ69CxhzjRF+rQu04Ng8VtpxdRv6wWpBAbVXSOz2NqCclDCW+91KdbGPJ3fsD1lG5lSi9EoZ6DfoSJcYqNfo6NSqHAo/KS1ipL2PSo/Idb49aRlbIOA0erJEuzLFOGlJcmEMchKmN/N/km3jk17dwed2svOuTk2agqlX5W7n1++cIURsI14QQGRrGraMuYvhJVLpEBNgOw8kYYDvZNA9GtCRps4mi/r6nRsM+TyS0RIuxWoMkg93kxmH04FXJaKxK9o2owaORGfhjPBIStTE2dp5ZSY/F0UQUN6UoH2qkycPxj34TeHTCtagUSuwuJ1+sn81n62ajV2tJCovlphEXHBcXJKvTzj0/vczqgm3EhERQYfb90Jh1/WukRSQw4OXLgrqsLbvjI0J1TaOC7i7P54bvnqbuz26NG+776oif1ri9Hp5b+DE/bvn9iLbT3Kj3Uzu1+K2MTEVXK8tvab3G2MFuSZnIDRdc0eYP2WX7NnLHjBf8ryc/3Q19fcvLy5LMzBcDu5g8fPo1DEjsTr3DEnCObS/dy9O/fURORV6bbRz5QQrmGCemMi0Kr0T4AV1AKv7G80vIO7XW/7rXvBgUbgljlRpdg4qwYh1KtxTUrkYas4Kxb6ez4OHA4JnKpiCyQE/m0kji9gSOOmszudg7sprd46s5HBE6E9cPP48L+40/bm50GjM1W+wW6sX/tN0a6Q66uR6Q2J2z9f057+xzTsqgyJbiPVz51eP+143Zq0fTvWOmcc2wqUd1H+3l9npwezzo1O3PnjlcJ2uAzeF2cdsPz7HuQA4mrYEGh5VeMV1wyW7iTdHYXHbWHej4d7/kBvkIkjB+uf71k7JkR0fOI7fXQ1lDFVXWOubvXEVOeR5GjR6Lw8rQ1D58v3kBlZZa//KTe57K05Nv48z3b6e6Wb3XEal9uaD/eEZ1GdAp1/Xrvvk365udE1OezERn6diH3RDjYMFDvu+2zy5/igh9KDd/9wzFDZX0+D2K3vNij7idB6tOtrHt7HLfSJPNjP1vGlH5J06N0uYD1DTS1aqIzjMQUahj6znlDJ+eTOIOEyU9G/wDQnVfGEV1uq3FB4ZtUbgkRr+XSlSBAUu4k98e2xswX/JC3M4Qhk9PChp5/WA1STa2nFOGW+PrOhq9z0DfX2PBS0CdWo9aRmtRUtLLzNazyrBG+3or6CtUOE2egAz99FVhDPoxkcp0C4WD6pHcElqLElkhU9nFRn2iA6VLosfvUcTuDiFvRA1ujZf0VeEU921g14QqkGDQNwmktzBiac74Cg4MqMca6cKjlv33GSq7ArfW9z5aysqjcZbUdJxUDgVquwK3Vsaj9YIMCreE0qFA5VCgsSpRORUonRJKlwKVU0LpVKB2KEhdG07In5miXryU9DFjC3Wj8PiOY2hFx/62Z7yQQ9DHJYOhRoXGrELXoMJQ68ts1DWoCD/g63Z6pA/hGzP+Ft63DxQw85qXiQ+N/kvvOWttDSzOXUd6ZCKy7CUmJIKksNhO7c1hczlO6q6xIsB2GESA7fj1rzlv88uOFobJ+VNUro7ev8UiA1vOLQsYGRJo/alVC2e/0iOhcEoo3L6VJNmX9XRwDYuDt5O5KJI9h/kD/1C+uuJZesVldMoFq8ZaT151MXurDnBR/wkB837Z/gfl5hrq7WY+WfvLYe/j5+te9RcLbSkouvH+r7A67Xyxfi4r87cwueepONwu1EoVfRK60juua7uCcI/O/q+/66/CA0aLDm29ElWDhNqmQOn0fXHLShl7iBuPWqa4T0Pwlysw5alMdA1HoYuV1oNXKaNyKlh7eXFwtwGgb3w3PvjHYyz4bX7ADxCr087n62fz286VNNgtdI1OZtrgKQEBtsabZFnynczN68C0FGADuPGU8yiuq+S5s+8ImldlqeXxue+SvX9zh95n8+zAo6LZjZzKrqDvrFjS1ocF1RypSrWyc3wlZb0swdtoh6PV1a6jiusqmPzhnf7Xkft1OE1erBEuUEh4CX7C3NxF8afy8CW3nlRBkUYH19Nsqf5LZxnVZQDPTrmdcP2J2Z3qSJ2MAbbS+kou/uxR6uzB1+L2GvpJIpZYFwk7Qvj9gaaHEuc82h1ZBQWD6kjYYWLrlDKKBjS0K3OmZ2w64zOH8Xb2dwBkxaYzsssAusekcWaP4Sf0D5a/4jy69fvnWJG/pcV5KoWSSwacSajOSLW1HrvbiVapJj0ygcEpvUgwRROmD2lx3UZe2cvN3z7LmgO+7sETn+vaoS6iAPlDall/SQnn9B7LU5NuYdRb12F22ug/M46MFRGdmknfXGlPMyuuL/S/VluUDP42nvADOmqTHdTHOzBWq4nbZTxmRfnb4tS5qU6zsXNCFQ2xDrQmDe5at7/7odqiwGX0onIoOP2VLsx/dG+Lf3P6GhW2CDeSB5B8QaDui6NIWxOG2qYkZ2IF+cPq0NeqSNxmQumU2DOuBlkpo3RJ/jIDCqeEqVxDWImOfrNij8ox2zy1lL1jfA+1EzeFUDygqfauyq5g2GeJ/iy29vLiZflNhVQ2y9BO3GIiJtdA2trwFuvVrbryAMX9mq6VujolapsSQ7WasiyL/zg3liwJIENYkW/gMo/Oi9KuQGNTIksybq0Xj8aX7eVVef0BuZY+t9idRkLLtOwbWRPUldVYoWbii+0bWdipc7P6iqKmur4yZBrjya0vPeSDkYStIYz4LKVd+2mNNdzFvMd8pVsW3fo+kYbQVq/rNpcDpaSgxtaAzWU/5AAMsiyzOn8bT/32IUUN5cTrozBpDag0Kq4/5VwmdD+Ff3z6ELmVhQHrKVEQqjaiUipRa9QU11cwODmLrLh0LE47EfpQTFoDIVoDlZZaSuorGZjUgzN6DD+hBhHrLCLAdhhEgO34FRSkaWHkm+Z0tSpicg141TKyRNMTEoeEwq3ApffgCPFgC3MhyRKSB5QeBW6VF1uEC7fWl+bb/AmMxqqk5/xoUrY2dQlQ6BXserWBrWZflpLCLZGxPIKqLlZq0nx1IHQ1SmQlOELbCNAdoYdPv4bLB01qdf7agu3c8N3TKJDwHhRVDNHoQZIwOw6vkHxEvo7+P8cTcUDH7Cf24DR6iNaHc9OpF/DVxnktduMamtKLtYU7Wt2mRlIxptsgLh5wBr3iuxKi0bf4JdQ4iEej1rpLHg0unYf9w2oJLdUSu9vY6o1xezIgpw2azL2jLw/4AbKucAfXf/tU0LIapRqXx91qsfvUNWGU9mrArZXR16rarHGmQsGbFz7EyC4DWpzv9nqYseV3VuzfSqTBxPjMU/hqw1yW52065HtqL7WkxCN7g87Lg536QTIrbjoQMM1Qpab74kgSt4aiswbeHVV2sRJaqmXP6Cp2nVHV7va8cNZdTMo6tf1v4Ci58bunWVMQXOep6/IIZAn2jWy729rDXc7nonMuOGmCIgfzyl5cHjdlDdVIElz15RNU21ru9h+uCeGcfmOJM0VhdznIryllY9FOCmvL2tzHE2fexLl9xp009VEOx8kQYLO7nMzYuogXFn1y2Nvo/1Mc1Sk2CgfXB81T2RVNWSh/Xsb8g9R0Urykd3wGVw+dyoYDOzmvz1i6RaeiUiiP26Bbvd3Cktx1FNSWIiHRL74bB7bk8o+p5x/V82h2TjZv//EtRQ3lQfPCavQ4DG70DWpfMEAjUxPTdN9jUGoJ15rIiE1mWFpvzuwxgoSDRuFufi/aGIDptiySiAPtK8ze2P3skgFncs+Yyxnx5jUAnPdwTxTeo/tZOvUe8k6pYftZwYO4+MmQ9Vs0Wb/HHNW2dMSyG/N9Xfb/zJhSuiX0Oi2uWjeOEF8Gd0iZBlkhY4lxYaxQt3jfo6tTkb4mjJ1nVIEMfX+JZes55SRsC+GUT5OY/+herJFuFG5AkvAq//xj9vj26VH5srgUbvA2i6sqXRJT/9kdh8nD7w/k4dZ4MZVqGPJ1ImHlR5ad5NS4QQEau4q6WDuWaBfR+/SHHdBbdGcetal2wgu09P8pnqV3NQ0+FVasZfxrGQHLe/Hy04u7QIKhXySStNmEAgXWMCe//XMvsuT73eNVy/SZFUu37Ah+e2QvtoimQRQGfZNAWU8z1Wk2X5dKjRfJIxG3M4Q+c2JRuX3b23JuOdWpNuyhwVn5zYUf0FJ70OAEAKFFWiR8WYBR+/Ukbv1/9s46To76fuPvmXU9d7/Lxd2VBEIgEAjuLr8WWqBCKaUUL1IotFAKtMWd4sEhASIQd7dz97v13dmZ3x9zt3eb3bMICfSe1yuvV3Z2dG935vt9Ps/neWxUjG2jdpiLgDGo3pr78ihXQFDCQ8Y6MOnVdLI2H3xgVkual69/G9klkmlPJj8xk2VFGwCwakw4g56wDobJWSNIi0nC6XPjDwYwavXYjVa0oga338u2qn0Ut0S3zZiYOZwTCify8DcvA2rHjqlVizsugDPBT8AsEzAF2Tu7UyRibzGi84j4rUF8xiB+rYTZq8dt6vSDTDMn0uBtwWow84sZ55JuT0Kn0TI+c9gxUag+Ehgg2A4CAwTbsYd6ZzMnPnN92DIxKJCx0Ub6dhuCLOC1SDRne5C1MjE1Jqz1etJ3/DBqA9EkMvK1kXx5z/cEJZmU3Va0koikDbL6skoaBrkJ6tuVRTIY27SYmnUhKbTOq8FnkWjJ9CHrZWQRFFHpfLD3c7w1b/AUbpx1IVmxKSHJ71kv/I6ixopetuwdcSVGCpcmkL7Txje/LEbjF5n5rOq5JsogyipBufryCrWq1UeccdsQBFlAUMBvDuJI8tOY56Z8moO2uHaSUtRj11tIsceTl5TJ/KHTGJcxFLPeyF+/eZlX1n8a2p/Ro8PcpqM13qN+nprwW9y8v+Rjazg0Eq6u0MWKn4W3fhYsjUUyKYhBgdGLUkKhA3tmN7LttMjBfle8dOE9vLXxC8oqK8hIz2BV2dZQSy20V11jpL4NDrpgzHspbD67ZxIB4K8Lf81Lqz/GpDNww3EXMDqtsNuJm9vvDU0KQCU1Ta1aysa39nisi8adjKzIvLXpq9Cyc0fPpaqtnu9LOlUHjy78DTcv+lsfri4cwz5PxF5rIGNb5L27Pt/F8uv73qp7x7xrOfcAdecPjVaPk/97+8/srivpdd0/nHAlDx1AHlybOY/rzrn8R0uKgEqirS7dxqDELJKscRHv76wt5u/fvs6q8q0R7506bCY2gxlFUUiwxJAdl8rL6z5hZ23PLdAXjD2Jn08750eROvtD4MdGsAVlGXfAwz9XvM0bGz/nlzPODynC+oP0LTaqRjvQekXSt1lJ32pH5xVZd1EVntjwBD5REkjdYcXg1OC1SziS/CiigqVJj96twWMPEDDLxFYYcSX4aUvxEbCEKy6T9pgxOrTUDnaSsdUe1mbfG7SihjNGzibBHMvlk0476qqCtWXbufHdh/EEfVjcBmRRxtPumzYlawRPnffHPgUSyIqMgNAvEvEvX7/I6xs+B9T74rKijXzfrsae/GoGmZvDnw/NmR48donmLLXFPKhXaMn30ZCpjmFm509gRFo+2XFppNsTue+L/7C3sZx0exL+QIAGTwvpW21MfTmzT+dXOaqN1ZdX8tvZl3DFpNN5ae3HPLb0VVJ3WEnab0brFSmZ0oIGDWIQ9C0a4stMJO01E1N7eFrJ3DEBHEk+qkY7aMz1kLTPTOYmO61pPjadW4OhTcOC+wYflmP1F36jRF2hG59Nwl5jIKHExJe/L8KdEMDQpiGuwoQz2Y+cLBBwB4ipMGJt0DH8s2QcyT6+/1l5iAhLKDIx++lc6nNdrL6qEr+5s8htbNOSvyKOHaeqZKOlQad6tLWj8Jt4UnaYWfGLiqjj8K4eZgDz7yugLc3H99d2jrWP5ucYDdtPqgu1hQoyzHk8h29vKkPRKAiyGihy4PjJYwvw2Z370AQEzvjjUAD2T29iyxm1KAKk7rBSM8KJvdrAiY/lUzPEEfYZpG2z0pDvJmBW73eagIAYVMnLoE7B3KTjuH9ms/aSKhrzO20e9E6NGsLQIaboRVQBhAItBEXoVLkpoPdosFXrQYDGbE9oHK0JCORuiOHCS+ey9ZptNCa6EWSBxGIToixSOaKN0smteGIDeK2S2sXUngybtNfCoOXxoXX7CgXVgy5glGnJ8LJ/RhOO1O4DTES/gCBDxhYbbWl+WrK86Nwi8SUm0EPApuC2BdBJIrH7DGRtiCFgCLL2sipsBjMmrYFYk41HTv81ta4mfv/h47T4VDVitHA0RVDw2qSotjMKSojwcyT7acn00prmZe8clZQTZUH1CmxHQUImF4w9ifPHzjtmC0EHgwGC7SDwUyTYlu5fz52fPsPwlDzmDpnMuIyhFCT2bSDwQ0BRFC557U9sr1G9DRaOmM2i7UsBsOnNOPzhqqrp/8rE2migJdNLW5qXmiEuWrK8nTdeGczNOmKrjKEHoKlFy6hPknHFqw9oURa7je2Wkakc5cCdEKBgRXyIOOqAM86PzyYRU2WkeoSDLWfU4bNJaH1qIhGAtU5PS5YXRQSNXyR9q5WEYhPZG2PR+vt+I5ZRpe8+Y5CGQW7qC1yM+CSJHQsa8NokvDYJV6I/rJJ21KC0/+vm8qx1OrQ+Da4EP3HlJszNOtK32Ujd3X1LhiIotKb5aEvx4bVL+E1BvDESTYVenDFq9cqiMaHVajDrjZj0xggiUSOIBJXwiczYd1PJXxU5WY+8JAWvXcITI7H+giocKf5QBdxr6Dk5CMDo1GJq0qIIqN/RKJiRN5as2BTe3PhFj/s67c7B6D3qhCRawuHlE0/j5XUfR2x3YFXca5P49M69UY9hbdTjjgkgaxVSzQlcOvlULp1wasSDUZKDTHjskrBlcx7PJf6ACv7XNxXRkhVeZdz8uzdx+Txsqd7L8NR8jnvy2rD3nzrnD0zOHsnlr97JjvqDCzBYePsQJL0ckUb19U3F3f4dDsTtJ17N+WNPOqjjH25IcpC3Nn3J8qKNlDRVMTgxmyRLPHEmK5lxqbR5XZS31PLfzV+GbTfOlsd/rr73R0GKRENXgjE3Np15Q6dg0hk4fcRxrCnbzs7aIl5d/xkmt44RHyZhcGpoyfDiTPBjdGhpGO4Jtau47H4Cuu4VxP8+/09MyBz2k09yPBj8WAi2nbXFXPbaHaGE5b7CXm1g/NtpVIxtoznLw8Q30zE4taEk6DC0j5bTtlkZtCyemBoDfpMc8gfqD5rTPCy7oTRUgIuKAyaVKTvMJBVZCeiDtGZ4qRviJnG/mYApSCBWxmlXJ2qFcVmcOfZ4jssff0h+bpIcJCgHMWj7d323LPo7X+5Zxfj/pmGvNeBI9lEytZXGHHU8t/i6pyMIc5ffw/rynSwr2sDbmxeHlmfHpvLRtX+POIbb70Ujiry35euw4oIWDRLqb92iN/HmZQ/yzb61PLb0NQDmPZyPrb73Altzhoetp9chCiJtGb6wZ35+fAa/nX0Jk7JHcuO7fwm1jAIsuLsQQw++bB3FnoUjZnPumLnoRC0XvfrHXs8HwOzWY6nXMfqd5JCp+uHGBw/tQucSuyWGHAk+2tJ8oEBDvrud/LNEKMgPBjvn1rNzfkPYMlESyPs+ltqhLpzJftX3bK+VqbNGwA1tiFG6vGXkCE80GZmGAg9CUE0ItTUakJH54vb9EYQ5ihpgkbHZxud37sdrkdB5RdUuRqOg8YoMXZyIrVbP3jlNZG62kb0xFoDNC2son9CKJqBh2OeJ5K6LPeTP5XBg3flVlE3qJthNhrNvjZ4E39GBYWnQcfJfBrHjpDp2ndiIzicy9p1UdpxcjyspEObjVjPEwa65jTTldRJmYgCs9QZiqg2IksCwrxLZdWIDJVNaERQY/1Ya6y8KTwTPWm+ndqgLv0Ul2jK22Bj9YQoBY5DWdJ/aWqqRMbfoiC8NV/VVjmjDHRsgZY8l5NH2/ZXl1Ixwhh9js53/O3cBWy7aguzp2WZC0srsmttA2eRWvDapU1EZFKBjnC10EHtqT4sgq5+vGBQwOLXYqw3ElRvJ3GzH5NAR1Mos+3lpePItqtrSbwmiiO2dVAfwU/ZqA3OeyAWImM8qKGw7vY6WPB+eWAmnzcfotEKOHzSRtzcvpqpNJZWnvJxBxtbDx3UEtTINeW5WXVmBJiCqf7d2HEsp7IeKAYLtIPBTJNheWvsRjy19jbhKE83pHhDgpCFTmZY7muMLJhJnPnrX6fJ7mP7EVWHLEqrMNKarg7DU7VYsjTr85iBNOZ5uE4CsdXriyo1RWzdCODBBRyLktyUGVe+ooF5NfIkmC9YEBBSBiN7/DphatUhalRBTRDA36Ri6uH8PV79ewhMnYXBo0btFJL1MU46HNVdUqYaixyg0PoGYKiPOJD86j0hspRFXQgBPTID0bTaciX6mvZTVL3KxJyiCgjPRT1OOB69NoiXDiyshQMAaxBXbO/EFkFBsIq7cREO+G3Ojlqox4Q9dMSggKqoSMbRMENQI9T56PSVb46lz9uzJ98alD3DVm3fjlTorWBMzh3Vvri1DbLmB9B12dpzS2eYxKmUQW2v3Ray+8I9DwgIIOhCNpFt4+xDEoEDtYCebzq7BEyvxs6ln88uZ54etd/qzv6aspSZs2YFE3rZT69hzfGRbZteHrCfgY+Gzv6HO1fkZbbr5jRChF+3+0B+c+HBehPntvmmNbDm7ZzUhwKXjT+GWE46NxMiuuPvzZ3h/27e9rjc+fSgnG0dwzulnHtOkSHcobqzkzBdujliuCYqIOjGMRMleH8OwLxLR+kVcCWq7w77jmmjJ7JlMPX7QJB45/Vc/2TaGw4UfA8HmCfiY+nj/fq9n3xJ9QgnQmuxlyS2dSkdzkxYhqKqsZz2Tc9iSFxtyXWxdUEdstZHk3RZ0Xg1BnUzppFbqC1yhSYqs66LGcGs46YF89P7I7219vgtnkp/qMU7qClzIosLM3LEUJmVz8YT5/U6M/837j/L1/rUAjMsYilVvwhfwI4oiybZ4TiicxJyCCRFFmH+vfC9MNahDQ5zRznBzBneffyOf71kZIsXmFEzg2/3rQ+vaWow4Yjt/u/MGT+G66efy301fsau6hNKmKoKKjEOKtLTQ+kWy18Z02z6fvtPGpJfTI1QbfYHfFKR8XCuVox2hsACDRs8f5l5JQJZ4YPHzQO/JnIqgsH1+PeXT2vCYAuhELW9d/iC76kr546dPqp9BkwFrlQ5zi5pUuG1B5DPrYPzf+oIV15RRN9RFwbexDFuSFCItZFHm61+X0Jbqi5pYCXSrMLLW6Tjx0fxelT4rLy+nepQ6FjO0achZF8v+GU0E9Qpj303B4NKy5YxaVc0vqOO04/+We8jKPrfdT2Oeh4BRxl6rJ77E1GtowY8FfqPEtzeW4EzufmycscnGlNeiCy8+uWMPPnuQzI12Jr6ZxgcP7QYFbHV6HCnquDVji40pr0Zuv/KycjwxEq3tgoMwyDDz39nIWpnv28MoJryZxq55DWFKQk1AIKhRQFTnWaf8ubCfn4CK+lwXy3/Z2cWgd2mILzEx+cMMJr4wvk8EW1e4Y/yUTmylJVOdf8iiEuLWQPX2U0QFpUtXUsAid6bB0q62k1U1n6Coc9nJr2Rgq9OHff+8ZondcxsI6mVccYFO/ziA9u1S9ljwm4KIQUEt/nRpTa4Y08bm82oJapTQnCZ5t4XpL2QhBo+cssyZ6OfLW/eTZk3g8+v+ecSO80Ojr1zRwMjyJw8BfUDL8X/PRdLJ7JvVxMq2jXy5exX38O/QWq9fev8PHg9/4OR58isZxJeZMLeogxO/XuLjP+/tVRasCQhRwwqATmJNCDfgVLSoMdTtPikCamJQTKUx1LcvaxRknYzOq8FrkwjqFXLWxqAICrJG9Sso2BLP+JfH9fnm3BFtLUoiRTObccf60fhFKsa2hXkWdHct1hodg76PJ67MxDe/KYm6mr3KQMYmtb3Fbw2GBiMHImuDnfLxPZCSqDLtmCoDuWtisdbrWXNZJa6ETqJT4xOIKzfhiQmQ/30sw7+KTMDqzYy9vxAUAVu9IWoVeu0FlZRP7P6adKKWgCzRmOehLc+PzWihKjNy/dykdIqaKtEKImPTh7Cuciey0iHT6xvqnE08uOBGNlTsxG60cuPMC/AEfLywZhG760uZnD0CATGMXAN48JQbOOXZm5CUKIobEVpyfLTkqOSaUaPHajQzNW8UE7KH8damr/AEOicnrgR/1Eq3Jhg5eOwgQL02KVTRLWmqotndxjkv3kKzx8EfTrgyRK5NfC0NS4MOe70xwjvmQHJNI4j8/gDCyqQzcNWUhSFfJJ1GGzZRW1mylTRLItWu8Ip2T+gwOgbYcnodM5/PDnu/dmjfWpdf3fAZb29egs1gps3r5O9n3sLQlBwSLLF9PpfDjUe+fqlP5NrgpGzuP+UXrF228sif1BHC5qroKsugRiYoh99Pyia0Ujahm8p8O3Lj01kwbCaDk7KZlT/+f9pT7aeCZfs38IdP/oHL3//02Oy10dt//XqJ0imt7JzXec/RuUXmP3hwk7rekFhi4fh/5kUsT9sVbnFRPqaVfbOaaM7x4rcE+fj+vdirDVgb9FSNdKhBN2VmkoosJBVZyFsdh6SXKRvfyopzNrGiZBMvrF0EwBkj56AoCr+bc1mvpv7njj0xRLBtrNxFyk4LWp+IooGdaXtZtH0puTFp3HPqdYzNGBLa7mfTzuaCsSexr6Ecg1ZPfkIGbW4nj37wLP/31p/Z29xpsr166xbo0tF6wkM5YcWfr/as5qs9qwF1zJLaaERQwNQSE/LGDeoUkvaZMbSrqIZ9mcjaS6qoG6ze76c/m0V8mSmkAj8Y6D0aCr6PJ2dNLJ/ftg+/PYgv6OeeL9VxtCALzH00r1fyVVAERn6WTPo2G9/eVEJAlihtrgl1bhz3zxwSS8JbfHNXx7L8ulJa0zsV4ZvOrmHGc+HPt0OFLMohBc7+OS3sn9OiWpu0aJFMMgGTTOoOK6k7LOr/d1ppzvJSPK2Z5uzuCxrO5ABf3VLM3Efzuu0eAVVRUzqpleJpLbRkeime2kzO2hhKp7Sy6Zxa4kqNzHo6h7qRLjadXoOsUdhwbnXU31B/YG7TY958LLSCHF54zRJf3bafgEEmZ3UMDQXuMPKqA5VjHfjflUJkqqSVWX9BFfWD3GqbJqp9iyiLxFQZaM3w4UjxY6szMPmV9KgE57e/KAlTsHVg8OIE9pzYCCKsuK6Mwm/iGfZlIjtPbmDDBdUk7bXgig+EumFMzVpciYF+jLyjQ+8UEQNq66itWs/Et9KJqzIhmg5uLGBu1R+UT6Gkl6ktdFI71Elbip+gXsZWa2DsuykRRRNJK4MIRreWMR+lIiPjswXZeE4NsqhgdGrxxASoL3TjTOmcR5ROaSW+2ETQIDP23VQyN9vJ3GwPa/E8UmEqXWFt0JO9Pob4BQlH/FjHIgYUbF3w01SwfcyTi9/ktD+GDxArRrexZ05j1Jap386+hGm5oylMzD6ifdM7aop6lMYP/TyBtgw/VSMc6gReaa8I9GWMpKjGwx0Pg64x2ACn3VF4WFJ/RJPI6DdG90iwea0SNUOcbDqnJlSJDhkgHwCdSyRll5XqkY7INB5UX4hRn6YA6o26eEozOo8GTUBg7aWd5pZan8jCP3UOeD+8fxdBvYK1Vs9Jf+0kUltTvWw7tY6ASUbSB5E1YHBpyNpgJ3t99EQhUG/83/1fGY1dH6AdX5VuqpkGh4YF9x55P4rNZ9Swf2bPBvCFCVkMS8lje+1+ihqrug0M6CvG/zeV5L1WSie2sPPk7gmhqTmjEAQBg0aHIIhsr9kfVeUWLYziYLDwtiHd/g3rClysuK6M2HIDJzzRaWzbUbEElXhfXrSRp79/J2zbvBWxjPswrdvjyhqFDx7qTC/96Jq/kR0Xuf7O2mIeWvIi8WY7C0fO5vhBE4FOBURspZGMzTYM7e2eG86vjthHBLqoVTU+gZx1MeSsiSWuykTp+JZQG4Igw1m3DiNgDPLRfXt632873r/qr+TFZ/zgnhLR0nh7Qqo+lkXXPY5B/8OEfhxO+KUAr6z/hKe/e6dfLX8nDZ7KrPxxzMgbS5zZdlij5/9XcSwq2F7b8BkPf/1Sv7bRuzRovSJj308lab85TMW0/rwqysa3RqTIGRwaTrl30DGjZqke6mDlNdH9VAUZCr9OIGddDLbGzt+8pJNZ8X9lNGV7MDl1eGLCJ9i/nX0p546Zi0XfvUn/1W/ew/qKnZzwtzxiqgw0FLhpS/ZROqmVliwvFp2JpTf8B51Gi9vvpbipkkZXK0+ueItYk40mRyv7mivQCiLJOywk7jRhq9UTU2PE4NaioNCa7sNea0CQYcfJ9ZSPa0PjF0jbbsNvCTJ0SWKo+Ho00ZrqZcnNqrpR61N9Z3PWxTDk20SsDX0naZb/TDXuf/rc25ieO4ay5hpufPcveNc4mP6fyKTCjWdXUzytJfR6xKdJaptZi+6whCM44/2s+Hkp7jgJY6sWb6wEMsRUG3AlBBAUyFkdy+hPUiK2bcxS28J8tiBarxjq9AgpL1FbPU+9Z1Cfx9275zSwY349igaEoIC9Rt9JMLZfrrlFy5zH8yLsIAag4qub9+NI8TP2vRTyV8WHxnwRUODM3w9BROxUKqb50LtFND4Re7WBCW+lh9qA/UYJrVfs8b646L7d6ryrw05aUe/Bc57IxdSmZeeJDeye14jOLTJqUQqSNsi+E5pxx6nftYxNdhpz3XjiJDQ+AXOzDlmrkLcyjsHL+0fYrLmokorxbaDQ+d0GLA16TnmisNc53NHA1lNrQ95mGqldxdeu2owtN6L1iRQuiydlrxVJL+OxBrC06Ngxr0ElMNuRuM/Mcf/KOVqXwboLq4hfkMJLl0YGtv1YMaBgG0CPyNxiJ3OL+sVwJvjZfUIDpZNVFcBjS1+Dpa8RY7Ty0TV/77XKebAYnpofahlTFIU6ZzPrK3Zw2yeqTH7X/EYMTg0L/9TZ5rbxrOrezX8VNeVHMsk0FnQhgGRUmXGzFq338A6YZWTcMX5VLQZ47RL7ZjbRluEjYJAjyCZFVCvjGr8YutkDBCyy+iBArbj4reoNX+cWCZjlMFJO6xcpbH/Q+PUS6VtsuGMDtGR7kQwyHzy4k/zv4rHV6gnqFbQ+kVn/Cq94xtQYmfF8/6ugWklk9tO57Wo8cMUH2Hh2DXqPBmeiHwRUn44u8NmCvPfwTkZ+lNzvB2QHvGaJyrFtxJeaiKuMPiGIKzcBPRNsexvL2dtY3uM6PSFtm5VJr2eoraRdBrfDFicxbHESrUlemvI8iEEBU5uOoilNVI1xsqo00ow9Gg6GXLPW63B2aaMe/HVCj9Xi5P2WqG1SM57L5uvfqBOI51Z/yPXTz+WFNYtCSru+pCiJQYGzbhnK178upjXDx+nP/YZrppzBTbMuCltvWEoeL118T8T272xcjKlFy/GP5yK0R/kGDEGqhzuoHukky55CeVtnoEKYX6MAg5bGUTqxlYBFpmhGC0UzWgAY834KCUUmGvM9KKLqLzL30TyGfpmA166aKm85s+cW0rNe+B0Ajy38LaPSBpFs61/b1Q+FGn8Li7Yv47xx8472qfQb72xZwhPLIz07Pr7m7xh1BhrdrSiKgt1oIc2eOECk/Y9gVelWHD43m0pV8j47LpWHF9xEnbOJNeU7eLVL2E1X6F0aTrtbLe7IyHxyz14CZhlTs5bRi1KoG+wKJ9dkmP58Jqm7f5iwpL4ibZdNVYDMbQwvaAnqmGLPiY2hyZUmIGBq0pG7OpY5T+WG9uGxB2hJ97L60gpkAzy29FUeW/pqtx45Lr+H9RU70bs0WBp1fPurEprb26+TjLHEyloKEjKRFRlFUTjr+ZupcXZO8Cz1OpKKLIyvTmPeb6ey747dSD4prF1QQEDvFFl1WQV+cxB3XAC/NcjYd1NJ3mvGZw5ibDk2/BGLJ7cAULA8jjGL+udvJ4sK5eNa2XJWHQFDEJ2oZWTqIPbWl/OPZW9Q2lJDvDn6uCZpnyWMYNt+aj3b2w36++orFw1tSV6W3lhGwKgW1QYti0eUBPbMbSRlt6VP48OEcjNz/pFL1QgH3hi1Q6App3PsPfX5TFJ3WhARach1sX9GM4qodoGk7rISU2mIIGuGfJtI4bJ4ysa1seHCalrTfKRvtaGICm1pfmxpZka8ETdArnUDv1HCkeonca+Z/FXqGCW+1BSaS3TA0qBj4hvpoc9/+c/KaEvzkbTHzKz/RCdm+kKSznoqm50nN9AwyK1a3CiQWGTGmeTH1KJl2OJEWjK81A5zseHCakRJIG2blcyNNgpWxGFy6ll9aQWVcQ6CRgVHmjr+3H5qHembray7tBpvTID0LXYa89yk7LHgswYZ9nlShB9gY0Hn2FDpYsKfvu3IzG0PB7p6vAW7ENWyRqEpV/1t1Q1xofOJoTmmqVnL3MfysNfpWXexWkhWRIUN51RhqzWQsy6mzwS3jMy2BfVUjW5DkAXyv4vD3Kxj50kNeGMk0rZbmfB2+mG/7p8SBhRsXfC/pGA7EAoK1cOd7J7bECb1zotLZ1hqHnEmOwatHp/kZ1BSFkmWODJiktFrtMSbYzDrD6/h6qrSrWyo2MW/Vr6LGBDIXxnHvuOi+FlFU0v1lDbTnjKj8Qno3RpMbTpMzVpiK00ggtsWoCnXQ1AnE9TJBIzt5JiiIIiiSt4F1VQXSadK5tH0ckxUz7fQAL5LRUeQBQxtGhJKzdQMc6JziyTtt5C7Job4EhNF01somt6EMykQSv5BIML0MnWHlekvZOE3Siz+XTHemE7SroNQ6EhU+qHRYZLagQ6z1J7gjPdTNdqBM8GHJ0bC1KIjea+ZjefWqIMDRVUXDPsqkcwNdpryPBEmpx0IamQ8sRIBU1D10dMooZhwMSi0x64LxFUYQ2QOQFuKD1mjhMimA1GwNI4xH/dvgK2gUF/oRusVqRnmJLbSSPJeC4qgYBB1jH5jNJsu2UxtugOdV0NspRHJIFM72BlSKJ78QAFf/HF/1P3rXRpyV8cy/LPEQ1JduGMCqgHt1Jaw5Rq/wBm3q0lSskZh19wG0rZb1VARJfIHoKDQnO3l2xtLsOhMfP+rF/p0/Pu/eo7/bv4KW7MBR5xK1AqK+r1fMHQmD5x2A4qiIAgCcnuIRaOrNZQ4PPrDFAatiEfSylSPcLD2kqo+J/KKAYGYKgOZm+0k77VQMaaN6hHOCMK4KwyClpmDxnP3yT/HbrT07UD9wAOLn+etTV/2vuIB+L8pZ3HDrAsO+/kcDiiKgiQHIzzQXln3CX/99pXQ6/tOuZ6FI2b/0Kc3gHYcSwq27TX7CQaDNHpayU/IJCcujev+ez8ry7ovXJx1y9BQO4yMTNnENlUJ28P9oOt97mhgx0n17GpvU7U06pj0Wgbx5d0rzEBt79u6oI7yCW0ogqp2CJjCFRlaj0jyPgvxxSbiKo3El5lY1Z76fe6YE7lj3rUR+31u9Qc8sfxNMjfaydhiY/UVlQD8/vjLOWPkHHQaLXqNjsrWet7buoTnVn9I7qpYhi5JVFWDAZG9sxqpG+rCONpMubMBWatgadBx/OO5eOwSliY9W86ooWTqAa3e7UVRUFPMD7YVcO0FlTQUuMnaEMPIzyNtLPqDyhFtrL6yEoNTw4J7+qbIl/Qyrjg/S37XOZZ4+LRfMTN/LGadkbGPXoQYFBj2RSLZ62K6bTP1WSQqRzsom9AaIrAS95uZ/FpGyFO4v1h9SQWVYx2gwKhFyRSuSGDvjEa2nlmH3q3htLt6v8YDkyMPhMGhCU3QN55XE+llrEBshZE5T+QgIuKK9bPnhEYESaB2qBNXUqfqMndVDBM/zTwmVUfHGj54aBd6l4ZT7+uc/xVNaWLTuWpx0tyo48S/5ocVYt9/aCeKCGf/vnuPyv6ifFQr2xbWhexqBBmmtRcwJK1M8bRmds5vQNKp8y0hCJNfymD11ZVhc6v85XHkrYpl/QXVtHTTkpy5wc7kNzLClsnI1A1xsW1BfSigY9gXiQxbktSnLqQjiaZMD5vOrkERFawNauq0IigM+zKJdRdWUV/oBqHd/sSktoxGm/cm7FfneWJQIHWnFWeCn7b0A8asMpx2V9+6t1ZdXkHVKAcav4is7SLuUNqVuwaZ4/+WS1x1z8+lAQXbAP7nISCQvsNG+g4bCgq1Q118f005xc1VFDdX9bitSWPg13Mu5sJxJx+285maM4qpOaNodLXwzpYl0ck19cSxV+lpS/WDqN6YbbUGvDYJySQja5TwgbQAigYks4JklnAnqkRUxYQoUURdNwuAwd0+SNcoBI1yWAtnXIURT4yE1x6lnUkBUREw1enIWau2EvQV2evsbDmzFgTV9FUMCmpLgCTQUNhpdOlMVKs7eq+WU/9ciN8o8fG9qn9dx0CsawT2D4mZz2SHydJlrcLOufUETDLDv0wKeX81ZXlYdn1pWFtBV5R0VG9lSChRHyabzqll0zntSiYFLE06DG1aNH6B3LWxpG23oZVErI3999ew16oV4QV3FfLFH/dHBE3sn93cb4JNQCB5r0rAREyY2l+KskDK3s7Kmt6jIWtzTEg15rVGb5mb91B+WGvQocDcqmPce6lhBFvKLgvTXlBbVwKGIB/9WW2r3NXFr2jBXYUhH5yaIU6+v7ZTJXjBuL6nct5y/OWkxyRR1lzDrroSChIyGZU2iAlZwxiUqJ5DR4umKIh8V7yZX7z7YGj7+BL1w9RKYuizqxzRRvn4NpxJftqSfSoxHgWyTqE5x0tzjpfkXWamv5BFwXfxfHpXdF8wAJ8isWTvGpbsXcPEzGH8+/w7DqvP1wfbvun2PVOztlv/xuq2hhARebTglwI8u/oDtlXvIzc+HZ1Gy+Kdq6lzNeNXAqSZE5kxaAyTskdw68dPhG17xcTTB8i1AYTQ1Se2tq2h17bpia+nhXnNNGd72XBBN23mippa54mVGLT86KpSu6raXQkBvr2pJPTa2KJl8usZJBaH+3SJssiYj1IZ81HnM6k12cuayypxpKrjA8kkUzXKQdUodbwjSDDkm0Rqh7lYV6YmYT6+7HXKW2q5d/71mPVGZuSNZXXJNlazDb1Hw6TX0qke5eQR5RUe/ubliHM3unUM/yKJytFtVI5y0JLl7Xx2el0Y3Vq8dglXYoCP7+v+nooCBFXVTVOeh+ZcL+89shOtTyRlp4Ux76didGvxGyUqxrbRmOPBHaOq55P3W3Ekqf/3mSXqB6tjpT0nNBIwBcnaqPrPNuZ6yP8ulvzVkX9vv1GicpSDirGtyBrwWYP4bRL+dtIyof3z91okNpxfTc3w8KAkU7MWW72BvFWx7D4+3I7ljydezZDkHN7a+CUfb1sOqMrwjG09F/YNLi35K+PIX9l7CnpfMfSrROoGuwiYZbYurCOxyEzByjh2ntwQUrX1hh1dbDHMjer4tKsnlM8WjEgHDUN70rrfLGN0i2w9vY6q0dHH5CVTWymf2MZnRfsxXS0y/T+HL0Drp4bclTEUzWxh1WUVTH1FDSHQ+tTPytiqZf5D4YVuR6JPJVIOs+wma2sMWVtj2D2nge2n1qMIYGpVSWStpHbiFC5PQBZlPv/jfrwxEoqoIAbVAAAUlUge264YzV8Zx6YM1YNPDAjM+HdWKMCgZriT/dOaKFjZ+ZsWEUndbSN5t4W6IS5iy039Tr0tmtpE+bg2MjfZMTi1NGV7sNcaDjkldtuCutC9oTWjkxCrHeLi+L/nqfdOAaxN6hymZoiDnfMaCBjlsN+YJy6AKAnIOiV0f4+ACN9dW87xT3ZfqGjO8LD+gmra0nzEVBmY+7d8/EaJbQvq0ARERnyezMrLy6kf7MZnldg3vYncNbGIMshiZKLp/zIGFGxd8FNWsJ18Tz4VY9tI2WXFHR8gocQUVXHSFQcqj5J3WzC36HAm+lEEhbQdNuy1BvbPaqZ2sJNhibmcMmIm5405sd+KtuX7N3H3F8/Q4G6J+v4HVz3Gpa/djrOvhsYdLLsxsiKhcas3IZ1PQ1ATRFBEBi2PI2mfhX3HNdGc5UUAPHYJAbXqO/35LBLKOge0S68rCbWfJuns1AfUtk5REsjaYMdeZcDWoCex2HJID38ZmU/v3offHGTuo3kRZqJf3LoPV2IAIQjj3u6MyQa1or34t8VhN+G5j+YddLx7ycQWtp5ei6AIWOv1GBwahn6V2GsFQxZlPr1zX1hk86Ega709IjF25KJkaoY51XSvA9R9QhBO/1P3XmR9QVAj893V5TQMDk8u6ymJrr/oayWtaGoTu+Y1hpG5WevtTHozo9ttDhXf/rIkJEvvDaZmrRqS0OVv8M+zb2Vm/rjDek6yIrO2fAcvrl7E96VbAHWSkrnZ3icDV1lUI8VXXNdzq7AQhDP/MBRHsh+vXcJvDrLmssoet9FptKz7zat9v5g+YMKjFyMpfauwmlq1jMzOZW3rPi4YcxJ/nHf1YT2XvqK8pYbTnv01oCoDu5Lnhd/Gs3dOExq/QFAfOQz5+vp/kWDpuRX5SOCWRX/nyz2r0Agi9y+4gflDpvWZoFy6bz2ZsSkUJKqTmae/e5tnVr4LwLTc0Tx9zm2sr9jJjtpiThs+i/ijmOLdVxxLCrbnV3+I2+/hq12rKWkNJ8qEoKoIN7ZpOe7pbMytnUUVSSvz7U0lOBP9EQUcIagm0Y74LPmYajdrS/ax+JaiHtfJWRNDxhY79hoDpjZtt2M6GZni6S00Z3qpHeIMeWx2wKI18s/zbqOqtYH7Fz+Ly+/h2ilnkhmbwvTcMZh0BmY9eQ2gtp5aa9XP1pHsR9ZHfp6KSKi9ydimJWOLjTFLUhn9ymi2XbINl9bH7rkNarFSq3QbTJS0y4w7IRCeIB+ECHF2tA6GA24pQpAIj72O5Wf9QX2OO+P9bDqzhqZ8D5I+0tojDL0kZ0bD8JR8TiyczBMr1HZcraQhsdhE4eJ4kooOv/JZRsaR4qc13Yuk7/T/1fpVf2J7vTGsZdrcpOPER/IpmtbMtoWqVYKpScukN9JJLOn+/DrCuzqUMZ/evjeMJA6DAtZaPc4UPzqvSFCnhBRt8+8rQJREGvPdrLmsMtynuIuaUQiqIUnuoA+DQ8OEN9NI3XtstXMfC5CR+eDh3SDAmbcOQZRF6vNdLL++DBTCFEg1QxxqmqcAKTsszHih/9YxsihTPdxJc4aX/JWxmNs678HLrymhfqgHURKY8GZatzYj+6c3sflMtWje9TdratISX2Zi8DcJxFWZ8JolPr1nL0IQjnsqh9qhTqqHOXGk+JG1ChpJxF6tZ9pzWT2SaX0Zd4c83KLAUqfD4NbitUkqMSgo2GoNCIoaDDH7yZywz6ErdpxUx665jaHvdcoOCy2Z3vD7c3tKqBgUQgEVaduspG+zsebSysh7YS8wtWg55f7oHW0dCcIdmP5spE2CXy/x8X17sTTpQoF3epcm1CFkbNMitHugT3grnaKZzf+zCrYBgq0LfqoE22NLIyd6s57JJml/zw/0ljQvy35RGkZSLfxjpx9aBxQUqkc4KZ7WTO2Qzh/nb2dfwuUTT4s6OQkEJU546ue0+fqW6jchYxjrK3f2vmJ/ofRNCt2a6qVsfCuVY9pwx3dvuj3/vgLMbXq8ZomySa0ogoK1Xk98manXdKnu0JbkZfHvi6OaVZaPamXt5arCUAwInPnH8LaWkgktbLiwGkOrBp8tiCgLDP8iicHf9t8DbdVlFRFVRb1Tw2m9tEm0pnjDWiN6w6UTTuWaKWdy/FM/6/M2XYkuGRl3nMT2BXVUjmk/XwXyVsYy7v3ujfn7Ao89wGd37APU6v9Zt/1wBFvNEAdrLq9SB/7t0DtERnyWTM76mDBPm/7Aa5XQSAI6b/ceN+/9ZWe/H+TXTT+XBcNmkh3XP5VfX/DFrpXc/smTBJQg9iYjBUtiSdth6/MEuXhKMxvPrTmoYw9eksDIz5Pxm4J8fG/0cIQ3L3uQYSmHlmx2IHpT6ySVWjA0abDV6UkrtpN5bzavlS1jQu4w/nPhHYf1XPoCn+Tn//77ZzZXhX9GQxYn0Jbio3qUM+p2C0ccx73zr//BVXfPfP9ORJhHV3x13VMkW+P5eMdy1pfv5LThs1hVuoV/r3o/tE5+fAZxZpXgXVexo8fjXTftHK6fcd5hO/8jhWOJYHtjwxc89HXvbeZzH8kjps5I5QhVpeSzSt2SOOlbbUx9ObPf51I91IGgCKTuPrI+PgcWOjtwyfhT+GDLN7gkVf0gygImrx5NQEDv0GCt1BFbYUTv1iAoqgLLkeyjJd9HY3pnoWhOwUSOHzSBr/euY2nR+qjHSrbEU+dqQusV0btFPLESiqAeU+/S4LNIqhm9BHq3Fmu9jtw1sWRtsoeeS90937xWSVUHtxNjBxLxBwMhAEn7zfgsEq1ZaoGxY78huw4FClbEkbsqlpg6o+rv266SN7ZpSSgxYa3XUzy1GVutAZ1Xg9YvIkqdnQyKRsETG8CRqHZQhLXkRrEN0QlaAoo6fjQ36BjzYUpEYmxPcCT6KJrWTN1gF+6EABq/iLFNS2yFkbTtVlJ2W/HaJfbPbKJ6hAN3XPQE+dDnJHfajcSVGkPKFhmZXfMaqCt0hwpr6VttjH87tc8eTuVjWqke7kRQIKhXqBrpUG1Rgu1JjrV6HCmqylDjF1SfqV5u+eYmHT6rRFCvMNSSQfBLD3unq90tJz1UEFL5DKATay6upGJcW2jcArBpYQ1Fs5oxtmmZ9mwmOq+Gr39TjNTl+5uw38TsZ3IB9ftQPr6NtlQfkkEmc7M9jBBee2El5ePawsaIGr/IGbcPYce8OnbN6/RkHLo4gdxVsSCA0aGNOm512/3smN9A2aTIdHBREjjztqG4rX6+uq0oVJzT+kXiSozofBpqhjrRuzR4YyQ1XMGpQesTEYMCMdVG4sqM5K2KQyuJfSLY3nt4Z/TvZi/WQKBa4gxaHk/eqtiIa132s9KwTiSdS0Qjqe2XklFW03sNctjfResRw173FZYGHZNfziCu2oSMTOUYB9tPrSeok5G1ikp0H9DxFVdm5Ph/hI9jO4Iyot6n2z8PrVe9BjEokLTXTNrxGQME2/86fooE252fPc2H7fHfXXHaHYPRt0+oe4rs9Volaoc4aU33kbzHQupuKz6zRMnkFhJLzMSXmKgb7GLH/AYKlsex7uLwdtKlv/wPLr8HSQ7S6GrhqjcjDc0PB2JLjbiS/MiiQtCofqUT95kZ/HU88cUmdpzaQEOBG0eqD0EWsNboaMtUB16n3DuoR/Jr64LONJdosIgGTv5TPrJHRtbCtgW1FM1siViv62BGDAjMezgfS0v4gMCvl9h2eh3+dhNSjz1Aa6YPWasw+OsERn4W7h+yZ3Yj205TK405a2IwN+tozPXQlO1BERV0Hk3USuIZtw5GkIV++3T5jVJEW4e1Vk/u6lgGLY+Lur+GPDfLflEatszg0eIzdU9U/nHu1Zw+4jiaPW2c+p+bwt7LT8igqLFTQXTSAwVYm7sfWBVNbWLT2WpFLH2rjfFvpUbEYfcXflMQMSgc1taEnh705WNaQx5sQhAyttgZvSjlkBQXrjh/hJfbsC8TMTXryNxiD7u2oFbmwwd393nfv5h+Hj+ffs5Bn1tv6JoiOOITlTDuT+z4ge2rhxPf/uLfxB0BZdKsJ6+hzdu3gkQHRicP4tGzf0uy9ci3vAWCEuvK1ZCaZk8bhYnZ7G2IklgWBTlxaczMG8uvjrsIg/aHnSTJisxDS17sk8fdm5c9yIWv3NbvYyy4q5Dl15VF+Pi9d+VfyUtIP6ZDGo4Vgs3t9/LU8rd4ZeNnUd+PqTBQuDSexH1mPHES2oAYSnvsitHvpzDo+779HhRUYqDDdywadG6Rwm/jyd4Ye0RSLp2JfjacW43WJ6L3aGjJ89EWr5JqX/78Kdq8TqrbGqhqq6fR1YpP8lPvamFXVTHFrZ0J2SIiqZZ4xmYPIRCUqGproNXpoMKpjh9imozE7DdQNdoRVb3VVekF6qS743nvN0pUjXSSvcHebaGnu+ebjMyiB/eEVEx6twZJL5O414QrKYAsKqRvsVI2xUHAFETrEQnq5VCavKlRy+CvE9h8Ti2I6njEHR8ITf7SNlvRezQ0Z3pwJ0vqtSmQvNuMvcaA1quhdHILnngJc5OWac9lEVN36J7CQa2Mp13RIsoCXrtE7WAXrele6gpdIUJJExBI2Gdm8NIEktuL3n6jRNUIJ/WDXLRm+JA1Mp7YIMF2jyoxKGBq0hLUK/gtwUgrFNT9xpYZSSg1Y6/Ro/GLCIqAIipIepnmbA/NmV4MLi2J+8zdjt9WXaZ6MSFA+hZbqNWwv1j281IaBrnJWRND2QSVOBElgaBBbfMbtDyePcc39khYLLxtCKIEX95WhDs+0NlCCEx7LrNfZOX/CoqmNLOpvZgYV2Jk1r9yWBRlLJe4z4y5WUd9gQtPvERcqZEpL2dQOdpB/SA3NSPCC2Jj30klf7XaqtwdAZX7XQwl01t79MSOLzEx7p3UqL+5/dOb2HxWpwWMuVlH9jo7oiSy45R6db8yZK+3UzHW0ent1+7jZm7W4YoPoAkICAgoGiWUxokMtjo9Q75PZOGts3sk2HadUE9Ttpe4ciPNWV5qhjkjCs7GFg0Gp5aAScadEIjYh6VOx9zH8yPmDOWjWtk3pwlHsh9NQEAWFdVnui/DWUX1nKsZ4UAyKkx8PY31F1SjaNTj2RoMuOL9SFqZ3LUxOJMDNGd6cScGQq23mvaCgSAJKnHXTpIZnBpm/is7ouNJFmWW/6wMR4ofvVvEWm+gscCN3qVh5jPZ+KxB4itMlI1tUYMWBJiWOYpnLry9Dxf048AAwXYQ+CkSbP9e+S7//O5tAEYk5ZMZn8IXu1eid2pI2m8mqFdoLPSgCAqWVgO2Uh0F38WRUGrudp/bT65jd5cY4Gh46/KHMOuMZMWm8Mn25eQkpHPpa3+Kum7hN/EY27Q4k/xIehmdTySh2KxWHCQBe60Bo1OLrFGj3G11eipHtJFQYuarW4u6rSycendhr332siiHBoRl41rYe1xTWB98f+T/0TDrn9k4Un20pvtoSfeic2uoG9Y5SRZkMDi02Gr1xFYaqRjThqerQk5R272GLE6I6hNSOr6F9Rcd4CmjgM6jSu81khBhdNwVlnpdZ/uFApqAiNarttkYHFoEwFZnQBYV/NYgplYttYUu2jJ8EfsSJYGMTTZGfJ4U1p4DUFfoYv/0Jsa/k4bBpf5NFEHho3v2hKoxdoOFMRmDWV60sZdPNRx9adP0WiW+valYregCcx7PJb6i59bWHxo9EWxbT61l7/GRJO+h+K4FjEG+vaFErSJHwahFyWh9IpvOqonaWtMTvr/pBSz6g/t8N1Xu5oo37iLVlsBF4+YzLCWXWkczFr2RzNgUrn7z7ohW8aR9ZmYdRBR5V4K6AxpEFl//NP9Y8SZf7FqJKxDdTDca1v/2NbTikUm7UxSFE5+6ngZPS5/WFxH47pfPYTZ1fy8/nOhNYXcgtKKGn087m8snno5Rd3SUB7Iic9FLf2RXQ0m/t7XV6HGk+hn/3zQyN9lZ9IA6acncZEfjFxj/TlrUlr1P7tqDzxreovfyxfcyJr1vhuk/NI4Vgu251R/wj+Vv9mgPNPyzRCrGOCLNndshBGHCW2lkb4zt9XiNOW6W3lDa63pdMWhZPKM/SunXNv2FOzbA57erKuoTCifxtzNu7nbdQFDCK/lRFBmTzohOo2VDxU6uefM+ZGSSi6wM+SIee40h5J0J4I7xUzylBW+MRGuaD61PJGddDDldLCj6i56eb16zRH2hK+SZ2huqhzpYeY1qqm+vNnDiY/mh9+pzXXx3bTlyu0dubJlRNURvb1fV+AW1tanLYQQZstfFMO7t1EMKB+oP3HY/+45rpnJMW8j8HUVVBcqi0vk6KCAoaspq8l4L+d/HRSSoe2wBKsaqCiONTyRrkz3M0uRQISPzwSO70blETr97yEHtQ9LLfHTvbjSSiKFNgyspgL3SEHUs2R2Gf5rE0G8S8cfL7L6vjbr9TRjatOSsjek12fx/Ea3JXr7+bXGIjAaVkEncZ6ZoZnPYfbKjHbBiVBtrLq9UBQFdjO0FRX2dscmmhmKg2vDEF5kwtmkomxKpEI4rNtKcp46fBB8o7UNVe5mepBILDfluWjN9IKv3ZXdcAJ9VomBFPLZGQ1ggQ9JuM1NezUDv1bLltFr2ze4cD4epqRQQJZA1hOxiDA4NC+5Vn69eq8R315bhtUv4bEG0XpE7R13Qr5CDnXPrVdGFoirnEvebmfhWWudccmwLW06vw39AK37ybgtTX8ykocCFIqjJwAfe7zoUh31G+2Wn7rAy/cUsNaRCo7abutrb6xVNl88mKGBu1JG10U7h0oTQ8f16iU3n1BLUyQxacXha1quGOVh1dQWZ9mQ++dkTvW/wI8EAwXYQ+CkSbF1bRK+ffh6XTDiFh5a8QIOjGQXQa3XkxKeRbk+kuKmKT7Yvxy35OOv3Q7v18+jaJgdw7pgTqWippaSxil/MPI/jB03Eboxsm1hRtJFfvveXbs81GlHSmuKlfFwbepeGzC02UGDFz8rxxEmhah6ArVpP5mY7BoeWTeep1ZqRHyczeGnvrZDOOD/LflHavWcEkLzLTN3QLv5b3UiD7ZV6YisMlE1RH0CGNg06j4bkvWa0Pg2Dv45H6xepGeaidpiT5kwvrkR/Z1rpgVBg7Lup5K7tvgWwptDBzpMaaM7xkrjfzMx/ZYUNEhuz3Ky8qgK/LdIDrWsFENRef781iGSQ1UEeXa6zD3Lo0H4lgZgKA8O/TFLJ0gMeIkt+VaQ+WNtxwVjVAL8nFYneIeK3dT4Ah36ZyPCvkvp2Qu3oaLdJ3W5l7PspEUTg0URvUnW/XqJmuJN1l3QSqrP+mU1SD94ofUV9vos1l1fi68En7/YTr+H+xc8RU2lg+nNZfHbnvqjrXTHxdH4z++J+t/hJcpBX133K35a91q/tQDXCnvNkbr+3A/j47j0R/oB6UcO3v3yWJncrv/7gr+xr7D4hTSuKpNuT+eXM85k/dPpBnUNf4ZP8TP775RHLC1bEUTGmDZ8tSN7K2FCr09kjT+Cu+X1vtT4YOHxunlrxX5pcrXy+Z2VouV6jpTAph3NHz2VPfSnbavajyGDU6fjHWb/HbDj6BHdQlrl/8XO8u2VJv7Yb/0YquRsijcbbkn3Y6vW9+puWjWtl/flVYcT15t+92a9z+KFwtAm28uYaNlbu4Znv36ayrb7f2wsSJBaZmfJSRr+Uy9FaM88cOYcbZl6ALMs0uVvJT8zk6e/e4YW1i0LrHE5fzt7Oa/F1T7OnvpR7vvg39a4Wfj7tHGraGvi+aDOjMws5e/QJTM8dE7b9om1LuePzp4mtMDL1hUzMbT/M3/Rwp/V9cucefLag6iX1eC5xlaaIQpTGJ4TCqGxVesa+n8ryX5SFxjGxZUYGf5NA+g7rQVssHA54zRJ75zTSnOVF0suYW3Wk7rCSvs3a55bMI4mOtrD872IZ+8HB2Wz49RIf39/e/dA+ltS5Raz1eppzIotYMZUG9C4N7rhASBE04uNkBi9POOrJjz8WdCWousLcqMXcqA/zFO563yof08re45pwpPjU34/S3oGjgVEfJrP1jPCipLFFGzF/0vpEhn2RyNbT6zo9Edt/dzqXyIjPk0jcb2bP7IbQfCm0v1Yt499KpWq0g4oxDtWmqH3bWf/MRusX+eZXJar5f4MevylI5kY7aTut7J/RTFuaF3e8RHyxCUVUQ6vStlmZ9lIWNYUO1lxR1Rm8okCWKYEx9ySgbzh8xVFZlCmZ1EpLpoeGfDeKoM5J11zRxVtQhvn3F4Q82rxmiaU3loS81gA0HoGgqXuaJnGfmakvZYTuE1tOq6VoZjOyqKjtsW4NadusxJeYSd9+eO4n7tgAO06qx5nsx1qvZ9RHyWEFmg4ENTIfPqQWHo/V8c3BYIBgOwj8FAm274o38cBXL3DW6DlcM+XMXie9f/7qWd7evBiA2CojifvMJO+xkLRPVbvtnFfP/lnNofVNOgOrfvVSn85lV10JVr2J9JgkvAE/0564MvReTIWBuY/nh63vsbUTeX2cp8fvN9JUEP6gHvpVAsO/7DmWfeUV5VSP7CJ/bjdoHPZVIjqPhpgKPfVDPNTnucheH4MmKIIM5RNa0fu1JJ4YT+NXTeStiCWmxogsyqy5pIrmbE9nZbIdgxcnMPKLyPPpMKNtzHPTmOOhNc2LI8WvVp7aY62tdaqX25DFiT22REaDpJdZ/NsiBBnmPZyPI9WP1itiadGz6YxqGgo8nPBYbkT1tsPPTFDA4NTiiQ1QX+DGZ5PwWSSVIEwK9BpgIAQFxr2TGkrcKZnUwobzu0lzOwAJxSZGfJpMTLUhlFwJ7ZHyy/vnJbf0+pJQmurh9lA7VPRl0NgRagFw0oOH13NEFhUcyT4ko4wrPkD1cEenhx3w0kX3csUbdwLqYKxrkmhMlYHWA1QjswsmMDgpm8snLohKuB+IrgooU4uWOf/IxejQ0pDnVk15o8BebWDUR8lIBpnUnVb1t3mQqB7mYOXV0Yk0i96Eq5uAlZU3vdjvUJdDxfryHVz9Vt88Ldb++hX02iM3iZ78t8vwBbsMCAWRr657+qgEFBwsXliziL8ve73b9y2NOtK220jZacHSrGf/zCY8cRJDv0hgy/n1NGS6SNlvZfq/MvGbglSNdOBI8SMokLzHQlCrkLLHgiiprSpFU5vZdE64B+CxOgA9mgTb7z96nC92r+x1PcEPSpRbYeoOK1NfyOi3KunAgIH3r3qU/ITIEBlvwM+Ux8MJ756Kk4cDLWmqKqUDo1MHsaXmgGKHDPYmA22JnffkU4fNYGbeOKbmjOS2T55kddk2oHeLjMOFw02K7Dyxnp0nN4AC05/LJL7YxMd/3hsabxlbtHhjuvcgS9pjZtZ/+q96/l/Ezrn17JzfwMTX+6b+7A7Fk5qpHOPAZ5EwteoY/WEK1mY9zeketiysVcdmXf5eJz6ch70+8tk6QLD1HZJWRpShbFwb8WVGFv8+uh/ygUrQjm2XX1eKI8WP1i9S+HU8hd8l8OXv9qvhaTLofKLaJaMAiqpOa8vxh/0dLfVaXEndCxiAPhfwMzfaqR3iJGCWGfZ5IsOWRBbZN56t+inq3CLxxUZasn0hMr67Y2RsszHlpYNrfwb1s9JKIl6zhCvRT1yZMeK505jtZumNpaCoBHKHyGDuI3lYWvQsum9337yO21s707fYjmi4WQeCGpltC+rC5v4HInmPhex1Mei8Il67RFO2h6ZBXhzxPmbnT+CJs2854uf5Q2GAYDsI/BQJtv6izevitfWf8uzqD0i3JdHgbMEd9GJvNoCXCA+ZX844n59NO7tP+/ZJfjwBH7Em1SdBVmTGPXrxYb8Ge7UhdJ4T3kgjZ0Nsj+t7bAH2zWoiZbc15IHRFasurwiLPZ75THZovb486EMPI1B9BJp0xJeaGPFZUoQH24GQtDKlk1oomdLS2bra3gKautOK1ifijg0w5JsE4stMiLKI1yqhd7YbC6O+Njq1NGV68MQEyNh++L/bNUMcrLqisldz4uP/lktcVadyRUHBbw7iiZVoTfPSkuFVb+IyzHkyl7hyY5i31oEecH0hUA+EM97Pl3/YH6qgZm62k7TXQubWzs+lNdWLpUF/SMmj1UMdrLyqAlEGS4MeWaMw8Y10Esqjt2705bvkNUss/n0RfksQMSBw2p2DDzkWW0FtR+k6KfSZJVZdXUFjjkoqvXvlI9z0/iNUttYx5aUMJIPM+gurEWTVzPbUewqpGNPG5rNroiZC/uu825maM6rH8+hKsCXuMzP2g1SqBznYfmbfVSuHqh5RBIX3H94V9T0NAi9dci+DE3M49+XfoxE03HnS/zE+c2jU9Y803tn0Ffctfq7X9W6adRHXTDnjsB/fLwVYXbqVR755hdIWlSy/burZXDnlDEy6g2tbPlr4dt86fvXBX3tcZ/SHKbRm+Sgd3xJaNvzTJHaf3EhQI2Ny6xjyaTxbz6pH1iiYtYaQAX0HhCAk7T1ADQ2s/tVLGI/Rz+xoEWyrS7fys7fv79vK7c9VMSjgTPYjSjD1+cyDThZszvSoCgkgxmhl2Q3PRqyzvGgjNxygyM9eF8PEt9IP6pj9QVdPzAvHzqPe1cpZo+bw/JpFbKjYRWyNiaw1NrYurOtlT2oCX2LxkW8jPxKkiCzKyCJoJZGq4Q5WXRVZIEneaQmz5RAlgbTtVia9nn5UVWs/Jnx89x4kg8zC2wYf0RbatiQvWxbWUTfEBQLdEnoDBNvB45sbisMUg4Vfx7P3BFX1KQZUjz4EMDXrkDUKAmBu1OGzBhn+RRKJxWbqBnV2Uiy8bQgVY9uoHeKkJcPbqb46MNkXiC03kr7dSkOeh5hqtSgb1MnEl5oQggJ7ulgPmRq1TH8hSw0RSfYjGWRiK4y4YwKUTWpVr0ECvV/Eb5aJqTIw928qQdia7GXlNeX47EHVc01Rx/ox1QYaCjydJJYCCaUm8kank36rFm3LwX23N51RTdGMFrR+kaBORhHV4A5Lgx5Xkh9zo47CbxPYcEF16HPJ3GAPJZOKAYHT/jiIZTeWq+3sB0KBSa+lUzqhFUuzjlEfpRzyuL8/6FpM7yvyYzIYmp7HxePnMypt0BE6s6ODAYLtIDBAsEVCVmR21hZz64dPUO6IlBo/dc5tzMgbE2XLvsEvBXjw6xew6c00ulv5fNf3SHLPaqjHz/wdqfZELnj5D6FlQ75IYPfJ4b5w1no9Jz1c0O9z+uz2fXhiI00qO9BR+WxN9VI6vZURZwxi82d7KB3bEpL+CooaaKCRBLReUa2eRIHepWH8f9NI39H7REBGpinXw97jmmgs8OA3t++zh7j4MB+Fdmi9IgjqQzOx2IS1zoAiKihaDipdtAN+o8TmM2opn9DWYyVq0svpZG09NHXL6ksqqB7hDBF6c/+aR0xt31VE0cIaosHYomX+/QUsv75Mra7KKrk58z/ZET4ooCoFZVE1N958Zi0Ng8In0j3Fn/d10CiLMh/8pdOk1uDQoAmoaWKJ+81kbbBjq9P3aSD81c37caRG92ADyI5L5c3LHsQb8HHC09cBqsy9w7dM6xXDUoZ7Q5Iljj/Nu4Y5gyZGvPfM9+/y9Pdv93lf3SFjk43Jr2cckorEYw+giIS8jrriLwtuZP6wGYdyiocFu+tKOL/LPbA79ObTdDCodzbz2vrPeGXdJ0hK573tljmXc+nEUw/rsY4Gluxdw28/fCxsmbFVNVPfM68Rc7OO3O9jyVkfgzs2QFuqD3Ojjm9uLgm11mfHpWLSGsiNT2dlyZaoidlf/vwpUmxHPoDiUHA0CLbr33mA70u2RCyf9Fo6tYNdWJp0FC5LQJTUe67WLx5WsmTb/Dr2zFXHE4mWWJZc/0zovTpnE/Oe+UXodbTwoR8C206tU03hu2D+kGnMHzaDJ5e+yb7mTrLp9D8NRufT4LEFqBrtoDHHQ2ylkbxVseh8R8Yz8kAcSVLEa5XYNbeeohktYWOPlJ0WjG1aSqe0krnBzuQ3jrza46eI9x7eqY57nz02FH8DBNvBQ0Zm19xG9pzQiKxX+mX90oGOeYXWKzJoeRzOxADOBD/j3k1lyxm1NOZ5+rxPQVbJPEEGV1IXJbxP4Iw/hRcv151fFZks2uX8tV4RvUuDpUGHpVnH2PdTqSt0sWVhLc6kACm7LEx5NZOi6c2gQO7qGIyC/pC/S0t+XRTu3Q3EVhhpyfSqber6Tk/FrpY7HW23oh/kA7QWQpCQd54mIHD6nwYfMwWBukIXkl5GCIK91sDK6ypDwTsA/zn/DiZnjziKZ3hkMUCwHQQGCLbuoSgKdc4mdtYWo9NomZw9Ep1GS6vHyXH/vBZQiS9JDlLvbGZm/liyYlMP6zmUNdfw9Pdv87s5l5FgiQXgkW9e4dX1n5C2yUL1WBdCEEZ8kkxisblXE3tXrB+/OUhclQlZlFl3YTWVo9qiG7orIAYhbZuNUe8nUzSrJaza0hWp2614bapHnCOte/LiwP3nroxh/Pt9r34749VKfcAks/nMWmRBpinXC5rOm7PWJ6KgYK9Rq0WagIDOo8FvDob5GnSFpV7H8U/kHnSv/qYzqkMpqpY6HUGDorZqdEHXyPCDhSzKfPOrErU1UYazb+2feqmm0EHNCCcpu6whw+RoiEZSdn2vAx0Jsd0hocjEjP9kd1t56s+gMSy1qT2coqsnoSYgcMrdg0KeQ44EH+suqlKrfkGY/HoGay7rPhmvA5t/9yZPLH+D51Z/GPX9s24Zys4TG9h1ckOv++qKJEscn/3sH+g0nd+xrdX7woJQrHozTr+bWKONd698hPKWWgqTsrAazASCEnWOJs564Xf4gt3/xoZ+lcjwLyNbCBpy3Sz7pWpgrndp8FuCjH8zjdwDTLydCe1qxwNwpFNS+wJFUZj5j2tw+t09rvfiRfcwLuPgjKkPxJqy7Ty94r9sqIpMIXv6rD8wvWDsYTnO0UZvgQ0xlQZOeDyP8nFtVIxrI7bcyNDFiXxzU3HEQBvUttmRqQVMzxtDk7uNa6acQYrt4IsZPySONMG2uWoPl79+J3EmG2eNPIHn10a/1wCceetQRPnwt18qgoLPEmTv7MawxPB/nn0rM/PHAXDvl/+J8OpbcHdhKLTnaCColWnK8eA3Bdl0dk2okCcikGJLoNqh3pdPfqAASz9tJQ43jhQpIiPz4V92o4jq8zimwog3RiJrg53YSiObz6rFbwmSvTaGif898urCnxo6khwTikzMfjr3aJ8OMECwHS60JnvZdVIDranqM8sXIxEwyAhK+9xBJGqicLdQwNKg6yTKOv403Yyfu4YTaD0iplZtWMF3+r/DVcgdiag6j0jmJnvIa1aQVO7K5NTi6eIF12Ejs/n0GvbPaiamMtKKqL/fpdZkL9/9rBy/JYipRcvwT5OIqzDx3bVluJLV6xaCkLcslqI5LWgCIsc9lc3OeQ20pnvxxHWenyABAmEhFFE/J0ngtDsOvVvlSEEWFWqHOKkY20Z5uypv081v9NuH+ceCAYLtIDBAsPUffUmOG5FawGUTFnDKsL4bgCuKwt+WvkZhYg6njZiJIAh9Tqkb8UkSQ75N7HGd4knNbDxf9cAxtGnw2SMVZvZqA8c9mY0oi2glEXeMn22n1qsJLwfcN077y2BqM5zEVBmw1xtZfWlFmH9VvyCDtU7H+HfTSOyDgb0symw7tZ59s5pCDzJNQMBWY2DUx8k9psG47X5aMnwgwI6T60OpQvHFJuY8lXtQp9/h1wEq2Tj51Qwqxrap8ugOKDDzX9lRW3L7iw6zY41XrRSd/EABlkMIL5BFmSW/KQ570JsbdeSuiSFth40lN3d6WCQUmRBkNShCExAwOLVo/QJar4Z97RO1jE02Bi2LJ67S2GMF6lAHjbIo05Dn4btry1SSuL1aZmoJH3REw20nXMWQlFyMWj1p9sRQG7ckB5nw2CVRtzn9T4ORNQrLbijDkeRDi4bjCsbzq9kXsblqL3d+/nSPx+yaNHrzosdYvGdNt+v25k+lKApjH70o6nuTXksna1O4YrLrd/RA6Fwig76LZ+hXiQgIfPGHfWrqXBfkx2fy/tU9txT+UPjtB4+yZN/asGW562MpmdACwIobn8dmOPQWsEe/fYWX133S7fu/n3MFl0w85ZCPcyzg+dUf8u9V7zEpawR58ek0exws2r60+w16UAGcP2Yef5h7FRrx2Bwc94YjRbD5pQAnPPVzHL0QxF0RV2rElRhg9IfJh+QF1YGGXDcbzqnCmRqpWI83xpCbkEaLy0FRS3gxIndVLOPeTQ2zLzjaUAQFR7Kfhjw3XptEW5oPS6OOnLWx2OuOfvvxkSJF9k9rYvPZterk+e+dk+eSiS1suKAaIQiDlscz4pOkHywh9KeCmkIH3/+fWnyc95eDTyw/3Bgg2I4cZFEOG6d6rRKNuW7ccQEkg0xDnhtPbABJryBrFfzWnjuO+qKQS99iI2OLjbWXVoUtNzZrOPWB8HTtnXPr2XlSQwRpl7nRzuTXM/j8tn2449X7uaVex+hFKay9pArJKDP1+UzSd9poTlODB/LWxqHXaPv1Xdp1fAM7Tg23LTnt9kJKprSyrZuW/MGLE9g3uwlZq84TgrpORZuuXQQhGSOpGCGoWhLFVZiOWXLtQHSE8EzKGsF/zv/TT5JkGyDYDgIDBFv/cfErf2R7bVHvKwJLrn+GxHblWU847slrafU6e12vK7qaHHeXHuo3Sqo0GNhxSufkWufWENTLyBoFg0ODpVHP5NfSMbfqkbQy20+po26wq8dWurEfp5K/tDNVzmuR+PTu3lsQe4PGK5C8z8KY91NCSTMHYvtJdeye16mmiy820ZTbKdHWuUXmPpbXa2Lm57ftxR2vEjHR5Nn9wfrzqqga6SBgljE36Zj/4CCc8X4W/65IbUdtf1aM/DQ5rC21plA1By8f34a9xkDifjPZG+09ElMyMquvqAwPqkBVV/VnAqQICq74AJ7YAK0pPnx2ifwVcQiygDFKQk5vCKnM2gcYQhBmPZPdLWnaddDYkODCa5NozFMHNnEVJkomtVDwfRx5q2J7/Dy8Zomtp9fiSggQMAVxpKiGs4l7zcRWGNg3pzn03UiyxPLeVX/tMYRga/U+9jdUMD5zKAatjr98/RJL9q7B4NKo5raiwBWTT8OsMzIiOZ9ByVlsrNhNRWsdJp0Bs95Is7uNrdX7SI9J5KrJZ0TcB+764l98sPWbbs+hLwbw3oCPzVV7ovo25a+IZeyHafhNQfQetVy444Q6dp0SXYXaFdECHC4ccxK3zbu6121/CCiKwolPX0eDuzXq+4uve5oka2TiZV+xu66U97d+wxsbP+92nQXDZvLAghsO+hg/FjS723hs6Wvsqy8jJz6d/Y0V7KkvDVvnplkXcs2UM4/OCR4BHG6CrdXj5MW1H/H8mu6Vav2Fzi2y4K7CXgkUBYX151djdGjZc0Lkb/8fZ/2eYSl5mHQGZvwj8vc96qNk8lbGoQ0c3clOwBBEUAS0/h/HpAuOHClSM8TB99dWEFtu5IQn8kLLO4qo3QVLDaB3OOP9fHXrflUdGBTI/z6WUYuSjzpROUCwHTvwGyV2n9BIQ74bWaOg9YmhILGeht+xpQZactRxVUdx/MCvlaFVQ8H3cUgGhdSdFuJLTIiISHqZ0gkt1A120Zrmw9imJa7MSMAsM/aDVCpHtrG+w++syxg8eYeFmS9k88EDu1TlnAKF38dz2ZUn9+u79MXv9+FKCmBu0uKOlxBkmP6vLL67vrxzpQOJxXampaPrRQwKqldbQFDH0V3W6Qi2G/1BCgUrj20LiQPRmuoNEyFsvPl1ROHH85zqCwYItoPAAMF2cFAUBU/AF0rSi+alNCN3DE+de1uv+/JLASb9/bIe18nYZKNybKc6LHWbhekvZdOW5MXo0Hbb2vjx3XtCaZeGVg2KBsZ8kELGVlsEYSEjs/rySmqGu1A0vf9E9C4Np909OGK51yqxdUEtrgQ/frN6E5W1Cp7YQIQs2FqrJ3mvBXOTjpKpLTiTuxB6Mpz8YEHUUAS/UWL7qfU0ZXvCghBOvbuQlVeXhwxNNQEBMSBgrdOTWGymYEVcGGn33VVl1A53hc4ldZdVTYLJ85C808LM56N7h/WED+7fhaxXQh5pHe0GHeeIoHqaiUGBmApjyNw2GsSAQPIei0q6rY+JIL06KicdOO6fOSSWmFFQVJ+DYPQde60Sn97VMxl6MObVfqNEQ76HsgmtVI1u/74qYGzT4rcEyf8ujuS9ZtZerEaG6z0afL1VA1Hl4tY6PSM/TSJ1d+/efZsWVlM0qyXqezfPuYzLJy7oz2XR6Grh2rfuw2Y0M7dwCicPmUqqPZE3NnzBQ1+/EHWbvjxk99aXc+5LatLQeWPm8Ye5V6IVI7XziqJwxRt3srlqL5dOOJVfH3dxWKspwIOLn+fNTV/2eLz59w9C44VP7ov0WesJz11wJ+Myhh5TiiRJDjL/XzdQ74pMeXr54nsZkx55b+orelMOXzXxdH49J7rK8acGWZGRFSXq9/KnisNBsCmKwi/efZCt1ftxRPGi6w+6thV1xfw/F/RaRPKZJT65J/Jev/yGZ8OKDK1uB8c99X+h17oWmP5KDgllRz4MoDcogsKXf9iPq12lEV9kZMyi1KieoMcSjhQp8tG9uwmY5IhUUK9ZLXKmbbcy7aWsw3a8/zVIWpndJzRQPK0FvzWI3q1h7l/zfpDk2e4wQLAd26grcLH5tGoMDi2jPk9h14kNVI9yQhCVRBNQ20cPtFWRUecF3T1eZRj+eRLZ69Wiu9Gpjvuc8X6+vE218hAlgQmvp5G1NYbVF1VQOT68kyiu1EjSfktYgeXE+NHE3hCM+l2SkZG1hCnIPrp3DwFTkJMeLAgFpuWtjA21rHaHuFIjroQAfmsw5D2nCAoCAgXL4ij8ThUb+I0SWq+IgIDXJuGOD9CW4kMyyqRvs2FpOrrt/h3YM7sx5Mc86+lsEkrNiEEhLITnibNuYXbBhKN5mocdAwTbQWCAYDt8UBSFBlcLsSZbxOS3O3y9dy2/+fDRbt/XuUVGfZTC/llNtKb6EIOQsdnOpLd6N671miU+bR9Y650apj2fGZbmKCPTUOBhx8n1tGb4Qn5WfWmvA3XQvzCKCWXXBFFREhAUNa1R6xYxuDQ4kvyq0WgXLLxtCJqgQNm4VjZcUB1Se6VutzD15cwe1UtdSabstTGMfyeVqhFOKke30ZTtwRPf5VoUGPZFIkOWJIQqkvunN7Hn+Mao13zmrUP6ZbJZPqY1JPk+9Z7C0MOww6jU2KIlYAqGqlZBnYLBqUHrFUNJRIn7zOFBAV2qQjqXyJgPUsjeFAt075fVgVPvLcToCP8uNua4WXpDaTdbdGLEp0kM+abntuOe0JDrYuM5NaqarD1iOyxt84CgCq1XJHOTjYLv4imZ1EJzlpesjXaciX41ZbV9vZ5SM4MamcU3F4UZxwLoNFoE4Mmz/8CUnJEHfU1dsbJkC9e98wCgmn67EvyhFunj8sbzj3N+H7b+l7tXsXjPakalDeKMkXOwGy2UNlez8LnfROw7zZ5Imj2RUamDsBhM5MSmcusn/wi9n2qJZ1zWUG6YeQGZsSlh2579wi3sbyw/cJdhmPhGOqYWLSt+VhZBeg9OzGFPQ/j3QyOIrLjx+VBB4VhCdUs985+9MWL5yptePOjzHf/oxQSVyIFndmwqb1z2ANbD0H46gENHICjx7Kr3+XD7MkQFfjX7Yk4eOu3Q93sIBJsv4OfG9x5idfmOXte11OuY/GoG3/ymRF3QXWvRAUbRqTus5KyN6TUd22ML8Nmd4WT6O1c8TGFSZOFoyZ7V/HbR34Aj5/t2MOhoe4yGqS9mkr794FJTfwgcKVKkYzxxYICQLKqTPHtVpO/SAPoPGZndJzaq7XlA+jYbU1/OPCrnMkCw/bggaWWWX19Kc7SETFQvsnmPFGBt0tOc7uHbG0vQSCJZG+xkbraDDA2D3Oyb1UTA3Kn2MrZqkUwyxlYNzuTwcW7qNgtDFiew/JflyFol9MywNOo4+aFBrL2gkoZBbmwNBi478URKL98X9l1yxvn5+ubikAed1i8y7r+pWOv1fPPrEhBUi5iQWq/r9QTA6NCq1jUBAVESQjZEoiRgadAx9cXMXluuP/vTPjwx3QfuHQ0PUL8xSHOWh/2zmqkZFt41pAmKJBSZ0LnF0Pj/j3Ov5oJxJ/2g53ikMUCwHQQGCLajg093rOC2T5/s93Yav8gZt6vm3TIy7ngJc5O2W/l6ycQWjA5NhOrn21+UdLZUKmBu0mFq0ZK+zUbhigRc8X6+aK+OoKAmSXpF4stMjPs0jc9vVgftp91RGKGeK57YzMYLVK+32U/kEDAHSdxvQZSgcowjwnMg6nV6BIIm9WcqBGH0hynkrYyNep0HekuZWrSccn9h6PVH9+wOPaBESVAfPO2GprZaPXmr4shdF4uMjDPJjyPZz+orVf+ZzI02kvZY2HhBDaIE8/4SqajzGyVqh7hoKHCHqjnR1G8f37UHvzWItVZP7upYgnqZxGJzyC+uNcWLrV6PKIvIyKFrlUWZ6mFO1l5cFSImuxJ/CgorryynZkT3KgmDQ4PPEsTk0PX48JrwZhpxFSbMTbrD1hIki+0PcBnKx7fhiQ2QuSkGY5sWbDDxhfE9Dho3LayhaFanSulAgk1BYe+cJrYtiO4F8cKFdzE+cxhBWT6sCqwNFTu56s17wpZNzR7FL2aex+i0wjAfhs92fscfuhBkY9MH89LF94aUUqIkMPzzJKpGOdD4BVxJAdzdpPrqPRpEvxAWovHb2ZdwxaTTQ6/31pfxjxVvMTptEBMzR/Dahk/5cs+qPl/boqsf46o37qHRo7Zgzh8ynb+cflOft/+hsWjbUu6I4n/36MLfcOLgKf3e3+rSrVHbbvvStjuAHwayIjPu0YvDluXFpfPBNY91s0XfcbAE23tbvuGeL//V4zr538VRNCNcdZm410xrhrdzItUD+qJa64DfIPHxn9UiW3ZsGouueaxbf5igLDP+MfXznPxKBplbjo3xYHOGR53cRUHOmhgmvH3smvgfsZCD9lRtvVPDafd0KnUbcl0s+2UZeStjGfde2mE73v866vNdLL++DK1H5LS7C49KsuEAwfbjRIdtiqlZG2b2D+0KqBITn9y9N9Qyaa3TM+WlDIpmNqtjZIVuvXND6FKAESTVhiZvZRxem0RLppfUndYwNdqB3yW/UULv1fL1TcW0ZIUTguY6LfZ6IzUjurcwylpno3K0E1mvoPF3CR9T1NCFlF1W7A0GfBaJoE7B3BL9mVo9zMHKq1X/wzkFE/h2/3oSSs005nQKDk6/YzA675FV03tsAZpyPRRPb8EXH6S1PS3UojMxKn0Qx+WPw2awIClB6hxNbK8pYlnRBgBunHkB104964ie39HAAMF2EBgg2I4OurYgzX00j5gaVWmxZ0o9287t/maautWKolFozvGGWj+HfZ7IsCWdqYFes4RWEnv0KumayJi7Kobx73YOUjeeVU3x9JbOlRWY+1jnOYomke/+UkW1rxmdSyRgkXs39VTUdkVzkzai6tIdTrl3EFtPr6NqlCNEig37IpHCpQkR5pf1uS6W/7IMAI1f4IzbO73UHAk+lt5QqkqUJRj2ZRJlE1twx0koGtUbTZQE0rZZGflJMhq/yGd37I2arBotlatrG67WJzL7iRxi6iKVM/umN7Glo1W0Cw78+3WH9/6yMyzQIf+7OAq/ScDo1lI0rZlNZ9eErX/7iVdz/+Lne9zn2HdTyV918F5Vh4q+DBq/vrGYlvYqYLQk1mjXDjA7fzwPnXbTEVVdLd6zhj31paTY4hmSlMvItIKo6134ym3srC0OxZj/fNo5/GLGeTzyzUu8uv6z0HrTns8kbadKhu+b0cSWM2uZ/mwWrgQ/JZNbGLQ8npz21M/mTA/f/Kok7DjnjJ7L7Sde0y2R6An4eG/LEv6x4i08gcjkx2j413m3MzVnVJ/WPZpodrYy55mfR30vWqqoXwrgCwaoaq0nwRIT5pGnKArnv3wre+rLwrYZINiOLVz48m3srOv0Pnn+gruYkNW/ZOVoOBiCLRrh1xWTXksnvtTE9lPaQ4P6gTNvGYIrIYDOo+mXN2ZXdff6377Wa5vv1W/ezfqKXUDPSuHDAVlU+Oy2vfhig6RuszDxvxkhr8gDseOkenbNiz4uWnBXIYaD8Av9IXC4SREZmdJJrZRMaaE5x4vOo+H0OzsJNr9e4tN79yGLymELVBqAik1nVFM0owWtXyRrvZ0RnySFEst/CAwQbD8+uO1+Pv/TfsSgwGl3DWbvrMZwMUCzFoNTG0Fq6dxiZLElyhxr0LfxlE1qxW8OYq/S05bhD9vH6XdFT1Lv+C69/9dv2XRaDYpGIW2blZgqA7tPbFSbSzqGkH0IbOgKe6sRRVJwJHQ/vjzwnt2S5mXzWTU05qnKuFuOv5z3tnxNVUUtp9w5CFCfF0dKVd1RpK8a4VCFJ10wOCmbSyecyui0QrLj0rodWweCEp6At0dv5x8z+soVHZtP4gH8z8LS2FmNHrw6icGrVbKldHwLu+c24kr0o7TfV2pGRVYRds5vUG/aXVvuFNUwMmdtOHnWgYTiTplvydRW8r6PI6bWgCiL4eRa+/4a8t3oPBrqBrvQINAWUCsKAYvcecyeIKg+bH0l12LLjZgcOia/noEsyiz/WRmN+R71Wk9uIKbSwKiPU0IDyIQyE3krYymZ0kJQr7DyinIyNttI32HH1mjgtHsG894jO1G0arpWyi4LS28qwVqvxx0bIGhQqBzrCPncCV2ebelbrFSNVj/3skmtFHwXR0y1gY3n1FA6udNkXeMVKPw2PmySIIsysqh6GQz6Pp6EYhNLbyzt9NNRQOjjQ2PW09mUT2jFZwlSN8TF3jlN7G1P7TwQxw+axPljTyLBEstvP4xUdIz4NInCpQnHTBtQT5j6Ugaf36GqKYtmNDP8y8SwCnI0cm3ZL58lxnTkH3QnDp7MiYMn97reH+dezWWv30FLppdzRs/lFzPOA+D66eeFEWz7ZjWFCLZB38WTtt1KyeQWmnI8KALsnd3EjpPr8dmCyFF8Et/dsoTRaYWcOWpO1PMw6QxcMuFULplwathyb8DPi2s/Yk3pNrbXFuGVOgdHP3/7/h8FsWQ1mJkXP4avmjZHvHflG3ex7jevhlr3N1Xu5oo37gq9LyLwl9N/xUlDpgLwz+/+G0GuZdgHTMOPNbx5+YPc88W/eW/r1wCHhVw7WHy7b32P7xdNa2btJVWM/DgJY2s8FePa8FmkqIUcIGxiUzGurd8Jogqd94eCxMw+eeg9c+7tIT9YSScfkWCDrqq6DtSMdPHxyD3ElhmZ8moGluZwhV7h0vgwgk1EYGb+OJYVbeCTe/Yy//5B3aoifqxoTfay8poKJIOMIqoFRlmrqDYLCsSVGZn8SrhViN6vxVqnp63dTmQAhw9jP0zD4NKy8+QGiqe34IoPMPO5/nv0DuB/B9UjnaG5z7b5NRTPCA9l8sRKeOIkjM0aLE16mrO8yHolrCU0NLfqCC6gc1l9oYusDXb2z2rGlRDAXK/DnRgAAQJmmS9/t5/RHyVH9S3e4Shn4xmdrfc1Q53UFbqIKzHS1O5h3fX4qdut1Ax39jjXG5aYy/DR+bR6nGTEJBNntpMVm8LN7dYDHehQoLWl+Fj8u8jAwGdXfUCzpw2zt/OefrjnKgoKzdlevr2xJOK9n009m7EZQ5icPaLPdk86jRad5qdJrvUHAwq2LhhQsB0d/OXrF3l9Q3hC3UkPFWBtjGz96KhC650aLI26kIH/gRD9oJFEVWrcfi86MMa9AzIyfqvM2gsrqR/ijnj/h4AgEXVyoQkIWOr1ZG6yk7nJjtYnYnRrkUWZkskt7JvVjDNJTYlM3WFl+gtZLPlVEa2ZkRUTa62ek/6qqop2nFTHrnmN6NwiSfstVI1yRKwfV2rEXmPAmeinOdtLxmYbk97KYMuCWva1k1mGtnZj/m7mHlqPiLVBjyIqahJjN8+FEx/Ow17ff3XVzhPr2XlyZDV/WEoej5z+K4obq9jXUI5X8vOvle92u58jrVDoC/palfUbJT6+T52UmVq0zHukIKTQ7KrSOJbTewJBicrWOnLi0kJtWoGgxMS/XRpaJ2G/iaY8lUw7MI1JExRCSlBTsw5TsxZBEbDV6zE166KqIztgM1h48uzfMzYjekXzQPzq/Uf4dr9KGAxKzOLdKx/p9/X+0OhQHQ2ZMooLXv3jQe3j0/97ArffFwqe6IpVN72ESd+zf8gAfni4/B6mP3EV5445kTvmXXtY9nkwCrZX137CI0tf6X1FWW3x//Avu0Neo91B4xXI3Gxn3HupB9WW1nFvXHbDs8T0obJ++et3sLlKvc8eqedDVyW2VW9i/uDpIMI7W5aE1rE26jnh0bwIgu/AUJ8OjPoomcJlkSnqRxv9VR01ZrtZdVUFPksw7P5valYHSrJOIXOjnRGfJkeo+DvwwYO7MLZpmf/goMNyDQMIx/sP7ULRKMx9JC9qp8KRwoCC7ceHyhFtIbsZe7metkx/9wSVAqfcN4iGfDd7jm9E59Ew/YUskKFqVBvlY9soWBHH1jPqVF/jA7aNSO/s8jquyAgiZG6xk7jfzLYz6tAPM9FcrRZ5ggYl6v5EH2gDGvzRgsgUiC9Rx6sAj591C3O6MfZXFIWxj14EqB1Gs5/MZc/xjSEl9+UTF3DlpIWUt9Sg1+i4qH38lrTXzKx/50Td56EgWvDPddPO4dqpZ/WZUPtfw0CL6EFggGDrHZIc5J8r/svI1ALm9kGt0le0eV3MevKa0GuNT+CMPw2NWK+7QWXqdgsT30wPeaBtPLs6LNFl1AfJFHwXF9W3TBZl1l5UpZoyHkUR0/z7CnDHB9gzp7HTQ6yjfb/LaQsyGBxa0rZbGfN+Ct4Yic//1L25fwcGf53AyM86lSdLryuhsSDSoLMDYkBg/gODQuEEXdG1rbYDpmYtKbuslLR/7t2lvXVFyg4LYz5MxXqQqThNmR6+PaA1sCcUfhvPqE9SIq79h/Ay6A39GTQ2ZrWHM4hgadBx0sMFFE1pYvM5qvfaI6f/OqRA+rEgIq1SgZhqA9Y6PZ5YCa9domBZHAUr43qdYHeXFtgVm3/3Jj7Jz4riTYxIySfVfvAhFscaupIiASXI35a+zn8395yq2le8cekDDE8dMA3/KaLN6+Rf37/Hqxs+BWDdb14FWek3wfbWxi95YEnPLfkAc/6RG7Vq3qFOiKk24Ej2IWshfevBm6p3LUosHDGbhSOOY3zmsB59KLvej0Q/JBZbGPFZUr/SOn0WibpBLmJqjEgGmaBOZvl1ZYx5L4WClfER96lXLv4zo9MHoSgKbT4Xr63/jH+tfJfk3RZmPJuF0OWhu/TnJTQOCn9+D1oWz4hPk9AEj73CSn9JkUX37kYyRa4XV2rEHRfA6NCSuzqWgpXxUbevGaJ6GGl8Igvv7FsxZQD9w/JrS6kf7Gb8W2nktts1/BAYINh+nHj/oZ0oGtVLWu8U8cVEaf3sgAwjPk9iyLfdj8tkZNxxEkGdjKxTKJnQTM0IVyjMTQiCNiASMHY5ThfCTfQJyO2EmiDDiI+T2HdcE15bsPskU6VzH8l7LCiCgishgDshwIzcsVw4bh7H9ZKaOe+p66lzd3qPxuptnDPuBK6dchYuv4dv9q3l9XWfU9zSxaNbgaz1dia8lRY2jw1qZTRdCgyyqOC1STiSfZjadASMQZpyPAxaHo/Q3v4VMAbxxEhsOb2WuiGdftWPn/k7ZhdM6NabdAAqBlpEB3BEUNxYyfNrPgy9PpgIXp/k582NX/LY0lfDlidb46hzqjedoEGJ6DPvjlyL5gVmbNV2mvgDO06tx2eVaMzz4Ej1E1tuJGAK4kjxI0gQsHYY/4Pcx19FbLkx5BcQV2bsNiGnr1h5dQVz/55P4ovhXiEyMpWjHFSOc4Runq5kP8XTWyib0Iq92kDudzGUTG/tkSCsGumgZpiThBITOWtiyV4fQ0yVkcoxbaGEG61XZMJbaay+vBJZp1A6sSXqA274Z0nsPb4RySAjBgWy18V0GgkLCrYaAwXfxbFvdjN6p4bkfWaMrVrVwLS9lVbjE8JSvw4G8RWmkLpAFhWaszy44gP4rBLmFh16p4YV16ntbYXfJpD/fSwAxz2Tw0f37gkN4Pcc18iIL388bW8J5WbOvnUYay6upGJcGx/euwu5vYAczWPrx4DfHHcJf1v2Wuj1uHdTyVt9cJ54Brc2QnXSNTH2sgkLAHjkm5d5e/NidKKW9676K9lxqVH3N/2Jq3D51cnsW5c/xNDk3IM6r6MBs97I7fOuJs5sC6k4DRodvmDfWtQPxAC59tNEUA4y68lw1ZtfCqAX+z9MPC5/HA8s6Xmdkx8oYN0F0UN+pj+XGdbKI+nlHn1Uu8O2U+rYc0Jj2LJF25eyaPvS0OtNN7/BdyWb+eW7D6nnnjcODphgyHqoG+KibogLvVNk/gOFIUWZLCo4E/1UjXSw45T6Pp3X5rNryV0TG7pP7Z/exOazavnNB3/li+v+SUlTFevLd9DmVe0Y6oa4kLUKGqnzvGb/KxdQ21fLx7WSstuKufWn0xo65ZUM1lxS2Wm90Y6OrgWfPcjms2vZPbeRkx4uCPt++I0S319TEfKqHcCRwbQXs/jo/t1sX1BH9np7twFjAxgAQEyVOmdSNESSax3ouMVpoCnHQ3O6hx0n16MIMOrj5DClpIiItUsL/bc3lhyQBC+onJ0C9moD495NpWqUg72z1Q4c2aCQvsOGa3SQVsnN9lPru7UpyPnejjM1wJCvE0jdbaM12cvOBQ1UD3MgCiInFk7m3lOux6LvvQDzzlWPcNw/1WftyUOmccvxl5NkjePRb17hlfWfoqBgcuqIbzSRsdlGW6qP0smtlE9sw28OMurTFBpz3Ww6sxZFqzD23VRqh7qoGepAo4hI2sjPduvpdUx9MZP6QS72z+wk904eMo0hyblcOen0wxp8NoABBVsYBhRsfcOfv3qWtzcvBmDB8Jk8cOoN/dr+T58+xUc7lvVp3dn/zCG+xIQz0c9Xt0b2py+8fUiPA2+X3ccXd3TZTulimtllDN2VjDM4NZzy50KcCX4W3xJ5TOi+pfNIoyOpVNYofPDQrtDyoV8mENQr0X3IFBADIOsAmfDKjALGNi22Wj31g9wkFJsYtDye1VdWonOLLLjn8KRENWa5WXltBX5zp7zaXmXgxL8d+cl61TAH6y6pQjJ0JniO/CyZwqXxfHVzEc4UP0JQ4PQ/De621eSHwMFUZd0xfj6/fX/ou2w1mPjuxheO4FkeHnxXtIk2n5tThk0PW76+fCdXv6WmkY57O5W8NYcvdEIRFN5/WP3NbLr5DQRBYO4/r6PB00JBfCavXXY/Jl1k22PXFtEOHMvtt9C/tj5FUXhh9SKeW/0BzkD3ilaANb9+GYP24NSmAzh2UdFSx/tbvubZNR+Ell06/lRuOeHyg04Rnf74lbgC0YtOadusTH05E3dMgN1zG6ga6QxrvcncYGfSG+lUjGkjYJBxJfqpHuEgc5Od+kFuprySGVVZ3RW75zSwfUEn4VX4TTwjP02mcrSDNZdV9nr+XW1+DgV5celUtNYhCAJyUEai/TrbPUfFoEBMlYGEYhN7j4/uIzrl5Qwytv64x6QH83zrSDP3xErIGgUhCKuuUot/XUOlZj+ZQ0KZObSdxxbgszv2kbzHwsxnB7zBjiS+uHUfrsQAoiQwZHFCn0KqDhUDCrYfH76/srwzfbOrf1pArWfonRpiqo3UDVMVVfkrYlWfv5MaQutqvSIL7+i+eLzx7GpqhjgZ+WkyWZtjul2vIcvFshvL1NbPoICsUbDW6FRfbFFVs4VZkyhw2p2FoQ6pPXMa2XlKA2n2RM6fMI/ZBRPIje9fgrOiKCGlWFVrPQ989TzLSzaSUGRi8msZmNp0KILCsutLQ4EHfcGpw2YyLmMIU3JGUudoQkahyd3GHz5+Imy9359wBacNm/WD+DP/1DCgYBvAEcOf5l3Lnw7B3+XGWRd0S7BdOuFUbjn+ch5a8iJvbPycpb8s7XY/Iz5J6pZck0WZpb8opTnLq3o2+QTStlspXJZAXJWJ1hQvu09opGK82vcudBlJaz1iGHkFoBW1SHJnrHR/ybWlv/w3AiJ2owVBEAgEJbbX7OfXH/yVZk+4/1myNQ4BAYfPjfuACUpHm8uB2HVSI5b6LpMfGew1etqS/aBVK/AAaCB1mxVbvR6fNUj1CAfeGAlvjHptjQUenEmqUX7SPsthi2Bfe1klfnMQjU8gpsrIxNfTsLb8MB5O6TttnPanQjUM4bgm6ge72T6/jsHfJnDSXwtYd34VZRNbqR7mIGtr50O5IdfNtgV1xJUbyVkXi7lJhyYgHFPtN+ZWPTP/lR1S6f3nvDuO8hn1jM2Ve7h50WM0uFpItydHEGylzZ1GsxvPqzmsBFtXLC/ayHEF43n1sj8jyRJZsdGVaze+93Aocrwrxj16cYik+7FDEASunnoGl01awNVv3M2Wmn1R17MbrQPk2k8USdZYLp5wCrPyx3HFm2rgxc3HX9rLVj3jk/97nDlPhSfZpm63MvLTZOx1Bj68f5dqUo/aytOB2HIDoz5O5v1Hwp/BoD7nAD69ay9j30kld3UMklHGb5IxN2vDFDTmZh1CEBQNWOp1jPg0CQGBzC12Mm+xs+xnJTQUqhOXeYOnsKFiN43uFvQaHYGghIJCkiWOJncbo1Ly2VTTfcu5AJw6bAZ1zma21xTxyxnnMSgpm2/2ruX4QZPYUr2XDeW7WFm2JWwjRaMQ1Cg05XoiEttmPZVNW6qPhFIzsVU/nL/VsQQREXu9EXsXYeCZf1StQz68fzegpmmbWsMHZCaHDk1QwBNzcCrdAfQdcx/NZ+/sRvbOaWLnyQ1Rk+0HoEIWZRryPCiiQkKx+X/qc/LEtv8WFdD6RPQuDUOWJJC3Vh3jea0SX926P9R+WTSjBdqJt4IVceyc30DK7p6TgMe9l8beWY1sOaOWdRdXIcgCphYtQlAAQcHSqGfCm+nIBkjcb1bVsApkWRLI/MaEpUJHS4aXxGIzxhYNdUNcVI10kLrTFiLX6ga52LZAtWJ555pHohZl+wJBEChtrmbRtqW8uf4LlOYgY75KIWddLNqAqkJbfXlFt+Tax9f+nSV71vK3Za9hFPX86eRrOX3EcWHr5MSlhf4/NCmHM1+4GejZI24Ahw8DBNsAfnCk2BLY/Ls3CQQlnlj+Bi+v+wSAr69/hgRLLAB/mHslZ406npfWfcSQpBxEQeS04bOIM9tD3ig7T27otj9/34zmUCvBpFfTI6oZMbVGJr+RgaCoZrrupE7yzJUUPih7/6pHcfhcXP76nb1e28abX8cvBVAUmPPUzzDrjbxy8b3EmuxsqNjJjppiLp14KjqNlrEZQ3jjsgf5fNf3XDnp9G4n64qi8Pbmr7h/8fPEmew0e9qirhd23iK0pfujrlcz0klbi5Zpz2cx8b/p1AxxsGtuIy0ZampPR7to1cjI4IODgaRVfRIADE4tc57KPSz77S+KprWEFHS6LummBSviKJvUSunkVrK2xuA3Bvn4vj2h95tyPeyf1Ryxv65I2mNGkAUaCtzIOoWc1TEM+zIRc9uRJyQ0gc7vzf7GimO6he+m9x+mxevEpDFw3/zrw97zBvzc8+W/Q69PvbfwsB23IdfF5i7BBze+/zAbb36dtF5817qSa6MWJbN1YV3o9dhHL+K7G5/HajBH2/RHB51GyyuX/jn0em3ZDv6z6j1SbPH8fOo5ZMalHMWzG8DhhqIoXPXm3Wys3I1e1PLCxfcgCiK/P/4KTh0245AVmrvqIotjNSOcjPlQ/R7FlZloGKSGCnVt62nJ8mFw9u6HuencGjadG56aPGpRMo25HvXZ1X76lgYd8x7OD5FvAUOQj/68J2y7386+lPSYTuWNJAeRgkEaXC1Y9EbizHZq2hpocLWwpmw7w1PyefTbV9nToF6jAnyy87vQ9o982xnw8Nn27zCIeup8PT9DAES/wMx/ZRFXZUIjiSQV9zyh/F9GR1F0z4mN7JnbGKYwARCCAu54qZutB3C4oJVEhi1JQu/RsPmsWpb8tohpL2QeVGjVTxHN6R6++3k5kk5NwO2414mSwMLbBx+2IvaxjuP/nktDgYfYcgN6fyT1UDWyLcwrzVKvw+DW0pruY+d8VcVmcGhZd2EVkl5GEcEfHwRZTdWURQW3zY/H3kUIISq4EjvnRc7kAJ928bwUEDi+YAJf719H+UXh52Nu0lG4NJ5x76YhINCW7KMpx8OuEztD1aY+fgU3zryAa6ee1a/PwuFz89CSF/h4x3I0QYHsNTEM/zwJg1v9XGqGOPj+2goAxqYP5oUL76bZ3camqj3UOpo4a/TxmHQGzhkzlyRrHJOyh5Nsje5F2YG8hAw23fwGCsox3X3xU8IAwTaAowadRsvNcy7j5jmXRX1/SHJOj+2nslZh73GNbD29LvLNLoo0jV8lILxWicY8N6k7rSFTSHdcoJNcOzB9Bnj9kvtJtyfxy3ef7fY8bs07m/MWnhVqnzG2VzRW//qlsPUCcpDCpKywZWn2RK6avLDbfYNa6Th/7EmcP/ak0LI9daWc9/KtPW7XE9yxEkt+WwxAfImRmf/ORhvQsOi+3UgdDzkRlvymiLmHsY3T6DgytxxZlPHaJCrGOkjbZsXW2FlVak73sOOkemo7giMUNWmtA5Ym9e9WP8jFhvOrKZnUEnrPIOrwyb1XwesHh6fPlk5ppXSKGkOeUGRi9tO5B3llvaNoeufEbW9DOYGgRCAoYdTpj7kHabzZToYtmRcuuQeDtlNx2eZ1hvk/nfhI/mH9rmw4r1qV/3fBOS/ewmUTF3DmyDkRn9PO2mK+2bcubFnifjNn3jqUD/7SqayZ8Y+r+fr6f5Fg6b4d4ceKSdnDmZQ9/GifxgCOEDqSzAD8soRO0BIXYyM9Nok486G3I3bnRVM9wsmgFfHM/E8WH/xFVSFp/AJpW6xUTFSLOh88vDv6Put16oSpG+Ho1oV1qkLCKxJXbmTcu2lhATpbT62NaMP83Zxwcg1AK2rQihoyY5Np8zr529LXeHHtRySb44gx2Xh8+Rth61trdWRtjsFapyem2ojRoaUt1Udrmhe/OUhzphdGdP9ZdWDGf7JILLMgaWUkrdwvhUtrqhdbjf5/xgfrtDsL2T+jWf2bC7BlYV2YF2/6Fhtlk1rZflLdj8pf9ceKvO9jqRnqpHaoiyW/KyZ3dWynL+//MNZfWB1mjdIBnVdULVv+RyAikry/+4JB16I3Ckx/Pov1F1YT1Hd+SDWzPSTb4onRGrCbLKTFJOKV/GhEEUVRqG5rYGOl+uxItsYzI28Mu2tK2VGvWv2k25OoauuUw3513VPEGqz8/e1nea1qaZglgDs+wOazaqkZ6sTg0VI2vjXqeb+54Yt+EWw1bQ2c/O/Oee2pdxSiC3Ree1dyDcArBRj32MWh1+eMnhtSzdkMZhYMn9nnYwuCEBaUM4AjiwGCbQA/KgSC4RXJqOQahA3AV11diclRh8emTrAtDTpO/osa296S0dmCaavV40gNV31d/NrtB+xW4IyRs1k4YjYTsoaF/Gn6ginZI/u0Xl8wODmHzb97E1A/k1lPXoMn4DuofTXleln0wB5Sdlg47a5Cll1XFoqb9loPvQKslUTm/jWPJb8rpinXw5e37GPGf7KxtBy8ustrldi6oJaAWaYpx6MOYNr/5tsW1GFs1WJwanAl+JFMnY/NyS+lk7ktnAxxtle4FC1h5Fr6FhumVi16jwaDQ4uxTYu5RYe1QR9qTVZQQABBEagpdKDzadhyRi1CUAh9ho35HrxWqVfPoP6iPtfF8l+WhS17ae1HvLT2o9DrGTljeOq82w7rcQ8FT593O02u1jByDQgj1868dWhYuAmAM179XfaUNisj442RMDq0EVXh5N0WnMktYcuKGiu554t/c88X/+a++ddz+ojjcPo9nP/S76lqa+BAtKb7iK02RgSanPD0z/n8Z0/2qoYbwAB+KCiKQqvXSaxJDQpYU7adf654i8zYFIYk5yIeMMYenTaIISk5h/UcRqcXsuiav7Hwud+ELZd0QT6+a0+Y51pQr4TIta5YOPw4FnWxkzj54UHdhh0ZW7SMfyeV+GJTSCHRkOvmy9u6T9j+zaxLuLQ98KQ7bKjYxYvt99Q6d3NY+tvcR/OIqYmu1EksNpNYrKpbJb3Mx3fv6TVVe+2lVZibdZ3torJaDIqtMLJ1YR2yVmHoV4kk7zXjSggQV2lC0soselCdEgDOKQABAABJREFUVKZtszLtpawejnBsYNVlFdQOcyIGBMa+l0pcuQkUwgzLe4Moi6EAC51bZMRn4STp2PdSqRnhZPeJjQz5NvGgQjIG0HeIiMx4PpvGLDerrqqgeFoL1jo9hSsSjvapHVHsn9bE3jlNpOy2RCUUg7rIpMyzfz8sYr2eIGll/GbpoDoiZFFm33HNCAHIWx13zLWlSnqZ3XMa2D+zs/Ax8tNkzK067NUGmnI9GDQ6Hln4a2bkjUUr9qxu3tdQTr2zmbEZQ0JElCQHQ9s5fG5kWe606wkEMIo6Th4ynez4VP698r2w/dUOc2HWGFk4dDbDU/LY31iBN+BndsF4dFodgxL6fr/dVLmbWxb9PfQ6ca8ZXUCDjMy6i6vVkLbE8ELwrrrisNe9KdUGcOxgIOSgCwZCDo59eAI+pj5+RcTyS8afwsqSLYiiyL6G8h73Mf25LOJLjHx2x76QB0xfcdvcq7hw3Mmh1wdrAH2k8Kv3HuHbovW9r9gDjK1aTnw4D61fPKzVcK9Z4qvf7w8ZE/c2yOjwq6gvcCEGBZxJftxxASa9ls6G82qoG+pS1Qp+kZhKA5ZGPRq/QOmklk7PuXbEVBqY9kIm5tboA5SvbyoOJcKCqiRI2XNo5p9+vcTH93fK0effpyadafwiziQ/liZ9KIkO+m/c25E814H0zVaqxqgmsrmrYqke6cBnDfLh1Y/124D1h0ZH2zeo6pP87+MY+ZmqOtgzp1H1vGhXmGr8ArZaA5ZGHfYaA7JGDfeQtUqYM7m9xoDWK6qT1S6EguBX/762JgOf3RHdb6w7dCSTfnLnHny28Kp0B+F9LOBYuy8N4IfBpsrd/HbRYzS61Gr77SdeQ5I1jl9/8Ndut8mOTeWja//e7fuH+l16+OuXeG3DZ31ePycunUXXPBZ6/fR3/+WZAyY9XSEEIHmvhekvZiEo4cxh6cQW1l9QHbbssokLmJI9kum5Y/qUmtb13nQgYsoNyFYY83YKyXt7b+f8+K7d+K2HSbaiQOI+Mwa3hsoxjtCyA5+rklZNGU3bbsPoPrQijzvGT12hm8xN9n5P1Ls+3969eztK++aJ+0w0FKj36BEfJbL75CYkvUzWOjuT3sqI2E9zmocd8+upHeoKtQGnbreStdEeYQWyd1YjWxfWMfG1NLI3xR7MJQ/gICBpZRY9oJK+CcUmclfHkrMh9rDt/1gJOZC0Mp/csyc0j5j1dDZJReH3ARkZV0IATUDA2KYFkX61hcrILHpwjzq+UWDsuynkr+47yfLNDcUhuxyNV2DeI/k9EnWOBB/bT62nOcuDIoK1Xs/057IOOzHnjPOz7IZSvF1aOjvGbhq/gKAVkDQyg+OzufOU/2NU2uGzDOmKA59ve+vLcficaDVaChOzcfu9GHX6PqWDdod9DeW8uPYjPtq+DKNLS+oWKyXTWjA1aTnlwUL2zG5k22mdYhGz1sg/z/0DW6r28rdlrwFw10k/Y1RaIQWJGcdcZ8r/GgZCDgbwk4RJZwj5t4mCSFBWJ7n6AxQxHYPixdc9TZI1LvR69pM5JJSa8VqlHsk1naghIEfKuh9c8kIYwXas4fGzbyEoy5z+3K+pbO1G3dcLvDESH9+3l7Nv7V+VrTcY3VpOv3sIn/1xL544iaKpTeSvihwoyMjsm9PMznn1Uf9Gn9+xn7StKvk1/PNEhn6dRFuSlyU3F3d6+SiECJnx/00jd11sj+eWussSItgEGbafXI+pWXtIPiIH+kx8fkekkmL2EzkklJuRkftNZhZ8H48z0R/yh2tN9zH55QysDXpiq414P0/i07v3csbzvz2myJ9o2Py7N/ls1/e8su4TttfsZ88Jjew5oZG872Mpnt6irtQ+dw7qFVoyvbRkeamki+pFhvStNlrTvbgSA7SlqYrOmEoDyXstDPsiqU+DxMT9Zsa9m8rmM2ux1xgY+lVCiIzftLCGsYtSyV4fE5HYO+avF3LjzAu4ZsqZP4nwgwEc21AUhTavK5QC5gv4ueKNu8LWKW6q4v7Fz3W7jxijlWfO++MRPc/fn3AFhUlZvLHhS3bXl3S73oTMYfx14W+IP6A99eopZ4YRbHnfxVI8o4XhnyWRttOKvdrQbdtLzrrYMIKt632wuLGSh75+kaLGCpw+DytufL5PhBvABWPnsbFiN3tQFcSVo9r6RLD5LeFkQNo2K1NeysCR7GfnSfW0pHux1xkY/kkyRodI2RQHraleZK1C1oYYTG1aVl5ZgQD4zUEaCsOtCRBg64JaRn3S6Ze46IHdIMBGapj/54Jui0y9oXxUK2svrwLAmeBn5BfJOOPU846pNZK2zUpLhhdrg564yp4no9Oez6RkciuSTmbMhymsvKoCZ4ofySAT1KjPfHdyuHpeFmV2H9/IrpMaQuRcB2pGOKkZ4aQl0xt27TlrY9h6eh3l49sGCLYfEFpJZPY/clh30f+zd9ZxctTnH3/PrPueu+cu7h6SkAS34KVADVoKtKXAr9SgRWvUlbaUCrQFihMgQJAIxIi7nbvfus7O/P6Yu93b7F1yCcHa+7xevMjNzM5+Z3bk+X6e5/l8WukpC9JTHqR+jovT/1T6UQ/tlGDj55roHOcnNqgiVRMVcDSnCt6LiEmSJUO1hYbMEpJRjlfoVy/opWZRLwavlkB6VCXXAAQIW1PnJcNB0spog4mbJWZUeO37NRRutzPnCZW8jhgl2sf56BoToKcsgC8ruQU/5JBonOWifFM6MjJ9xSEMPu0xuwlGMq4dV7Qlk2uounSyRiFmULhpweWcN27Bh54cPlrG50RNDHoDHppdHciKzL+2rWRX6xE6fb1YfHomr84mbI3FO2UUUf3t917QCTJk11norPBzwcSFVHc3MSW/koevvIs5xZNGY8pPIEYJtlF8IqHTqJfucAHx4EDaHfTF/23p0rP1U610lweG+lgcQ5FraSYbK77465MY7YcLjSiy8gbVkvlY2fdjQoADZ3R9IJbrS39dxut3VbPzsg6apnuS9MkiRomVd1cj6xSEGBRut1O5Np2gQ8LZYoiTVG2T1d90/3ndZFVbaJrmiZNrsx7Po3CHOkkbKWnlzUq0BisCuIpDvPmtRGl21ZsZTHr9xHRcDi1JbTM8Gmu/3gCKKtg88/l8tja/RUWuFUfdyF7qU1fkMnlFNluvbqN5uocdn2pj2S/KADD6tWTUmugpD7KuZjuLK2ac0Pg/SPQG3Hzn5d/xy4v/D4vexM7Ww0zLq+K8zyzAHfSx+A9qy2icXANm/TuPtok+cg5ayd9jpWO8n6BTQtbIGD06Cnfbk9qA+gqCiFEBR+fwJOmyX5ZRN6+PunkuqtZkxKvmABb+pTj+7wvuq+Llew9Tu7CPCa9log0PfV397t3/0NDXzgPn3Tzk+lGM4lRhU8Mecm0ZOExWApEQ83/7hZRtHj+qckyQkh2wdaKWLz/5A+wmKxpBZGphFXcs+ewpD+YvnbyMSycv4+0jW7j9xV8krStLL+DhK+8i26YmW2RF5sW9a3nr8Hu8U7eDH1/wNb624Ep+v+FpAMauzmT6C+9P22ldzXa+teI3BGMJWYWwFMGsT35W9AY8LCqfzju1OxAROLNqHrnWdG5bci3ukI/frnucF3etZdIrI3s3WLp1cTOi7IMW5j9axO4LO6hZ2IciqhW4gSyJ9ol1oMDU53NSqrjO/6FayfHWbbW4C1JlIY4s6UUX0DBudX/L+sBPqcD71lPvn+dnV6s6cavuVN/HTXjiznoopBgOALRVemnv3oElXSL3kI3cQ7b4utMeKaJlqpfe4iC2Np1aHRxWeO+aFqKGGJJRpqdcbZsVZPUdv+PKdmI6BTGScEnXBZIPUB/SYvBp4599vziZRNjHFV3lftrG+/DmhInpFPRBDaWbHUm/y/tBRpOZc346Bkkvs/qWOnrKg/TlB0lrPflKoI8DJL1M2yRfEgmV1mDktIeLkpKqe8/tpHZRH5qIQGa1manP59JXHCRsjVG8XY1Pt1/RTudYf5xo0oZEbB16YhoZf2Y03i6oCQsoGlV3Ovvw8Yn8kFli1Xdr4nrKlk4t/kwpXvFp7dYhizKrvlNDwCklPSMG/9vebiCj3kTpJidvfqMWT244vq5gl425/y484fO3a3k7taf1qSS5DIiqi3RGvRnZDL15AS6eeDo3L7jihPf9UUNWZJY/cjveiKr3LMYEjD4tua1W5vwzn4bZbg4vVdvabe16Jr+cTdSkyttowyJ5e6x0Vvh5eteb8X3edeb1zC2Z/JEczyjeH0YJtlGcUkhyjK899yA3zL2UmUWntgLqRBGTZW58+odsadoXX/ba96sT2aATRF/Qi934yXL1evIzP+bT/zoJDS4BDpzbzeEzejD1aQk6JGIGtURdFxRVgkGBoh0OHG0G0hpNx9VPkUWZ7Ve0Y+nRcfaPK3j79jp6yoL40iN0VqmE2c7L1ZZHW7ueM35RFg9m09TEOc4mI6IkYHJraZ3kRdHCOzc3svyuKurn9yFr4cDZ3RTvcJ7Q4c79dyGRZ9UgRx/SsuOyNurmueLBxpGlPSdMsDna+kmyIcwzBiDEBGwdejz5YbZe3gpBqP9KJ2JEwNatx95qwJ0fRhsWUUSF3INWxr6ZkRTki4jMeaKAjHoTuy7tYP2Xmjj75xUALPpzCWturefbL/2Wd7/+N450N7Khbhe726opduYwJb+KpWNmjbhy41ThvtcfZkvjfup6W3GHfPxlw/NEY1H+eOWdOExWdt3xJFc++i0Od6kVIqIkULzTmVSFcHQ70NE4XhUFgLPNyPTn85j+/LEn7NqIiCYqIOuUpLbfoX7bFfvWjhJso/jAMbt4Iu6gWsHpCfmOszWc8dNS9izvUlvr+9EdcKn/8KrkyJ6Oas6qmsu0grGnfLwAyypnD1lN6wp6OdLVhD8S4Oldb/Ly/nfi636x5l/MLprIlNxKdrcf4bXvVcdbtU8Uf938Il+cezG3PP/TpOU7/u9xxKOegT1+F5//1z20uDtJ7zQT0kV549BG0ox2zpt4GhNyyjHoDGhkEV34+K6nAGf9vJzG6R5yD1gxBrSEzBLVp/cOvbEAfUUh2Ji6KmKU4uRa4XY7XWP8cfdvgP3nd9Exzqd+ftD+1txaz7hVmZRvciLKIiGzxI4r2vBnRJmyIidFhHznxW1EzDKznsijaI+Dom8lnrmrvjm0tl1GjYmISUYfSl6+/jON0AfcBnqfBqNXS9QUI2qUkQxyvL1flAVESaBnTBDoJ9UUQAZbp54ZT+eR0Wjm8JIePPkRZJ2qvxdySnSM8zNudXJS0No1SNPuJHBwWRcHz+5BFpMlCAQZNDERMSIgyOpkWu/X4Gw1UrDbRvYRy8fOITJiVKtlmqd71XMO8QSfIqjO8SaXlkV/KnlfFUqDoY2IzHoyn9W31XNkSS9zHk9t+/0kIWqIIUYFZL2Czi+y6PclWF16Gua4sHUYyKwzIcoiDbNdSHoZSQ8tU720TEtU29cs7CW90UTj7GThfMko01cSYsYTuey5uJOoWf2NNFGRiEG9v2WNgozMxuuacRWGkIwKMZ2M0a9l3OsZlG9KJ5AeTfy+gD9LYvHvimmd6iNslmic6aF6UR+SSVaTLqJ6/Q60oaY1Gpn5n7zkDo7B0yYBek7gnuqs8OPKD6ELiNQs7EvETIIa69vbDbRM81Joy+Ybi67j7Kp5I973xw0TcsvY3LiXcasyyTloYccV7ej8Iq/dVUPEEgMFKt5NY+qKXN6+pQ5Xv56vZJTZtbwjaV8iApNyx3wUhzGKU4BRgm0UpxQHOurYWL+bjfW7P9K2tNte+AWrq7ekLD+aXNv49X9g1hu5/sn72NY8tHgyQElaLn/51PdP+Tg/aIzPLWPnN55Icow7EcR0SrL7ogBRsxx/8R8+oye+6nhumZs+10L7RHUieOCcbmwdesL2WKoItQzTns2l5rQ+KtcnC+Qu+61andU+NhGwOBuNvPCTQ/GXtiCfXPXF4Iz79OfymP5cHuuvb6RjvD/RenoCyD1k47Jvjidoi/Lq3alaX4sfKomLYK/5Sj2B9Chp2Tbawn3IegV3fhh3fnKFQl9JiANnd3PJt8amZNLLNjrZdWkHvkHVeJJBxpUfAglmDHIiOhpLK2ZRnJZLVXYJU/MrKXLmnvgBnwCyrGloRBGNKFKVVUxJRj4Ts0qStCUeu+aBuN7ipJc+ehc4s0uH2xxGjApMfDWLki0O9CEtDTNdbPt0ss7Tt1/6DT++8JZRrYxRfGDQihoyLE4AWtwJZ7TTK2awtmZ7yvaKVr1uFVEhrdGEPqTBnRuiaYaHwY+SD4pcGw6v7H+XO1f+fsh1IgI9fjevHlzPttv/xcxffQZQqyAmv5yTYoZyPESkSMqyWxddnUKuhaIRfvvOkzR5O1jy+1LSm1Sy3pUfYsOXm7npPz+iPLOAHa2HyOg0j/j7RVmkdJtzRNuae3RMenno554+pI23UzVP96hGOzIU7LDTWxogkCHFq7aKtzjU90BhkEC6xO5LO9hzcQe2dgO+zAhyvwzDuzc1Urk6nfy9NjIa1WOqW+BCEaFjvA9buwF9QMP0Z3PpqPKDrFaeIIMySKGjZ0yQVXfWULDTxvSnc9l6bRu+jEj8/WzwqS9Tf1YEMSogSMCggu1LvjMu/u/hKsZkUcaTp/6W2pBIyCGBDD1lQSJGKeldfiLxQMQo0V0WpKcsgKsghDs/TMQaQxcUyTtkVc+5TkHSy0TMMSLmmEpkiCDpFML2CO6CMA1z3HGyUBMR0AU0GHwaNFERWaMQNalVeZJBJqZTkDUKggJ6v4aMOjNj38wgre3UVHrJyHSO9XPgrG7VnEcAfUBDxbo0yjY54yRKRC+x69IOmmZ6eONbNUx8LZuqNWr81VMc4OCZ3XizI4gx0Pu1IIDBq6Fss/O4VW8Ro0oONU/3oA0LzHg2n83XNhOyS0x4PYvtV7ahC2qY+1jB+zK/+qDgzQiz74IuQjaJ3pKEpmvUIrP6m3WIUUFNQEOCiBqIR4+qGgbwZoWHrD5FgZwDFroqAwgxIb4sYo1h7tSy+OESzG49PcUBOiYkEiWmXi1Bp8TOyzvYs7wTa4eeom12LH06YjqFgl12BBnCFommWZ6kxODA2IwuDVnVFia+kj2kVuOZvyzHlxZhz0UdhBwSU58fWYzYlx/k3RsbU5PMMTAENXhzI1gr7Nw+cznXzjwv3p30ScNzu9/mX1tXUtPbTOFuO+PfyOTNb9TizY3g6Y/jy991MuWlHERZ5N3rG+LkWhwiiFEBbVgkYo3x1OcfZEzmx9+0ZhRD45N5JY/iY4vJeWP485V3ISDwyzX/otCZzaemnf2hfLc76OPsP3+VkDQyN83t//d4vHLnL5/6/rAExICO2ycVgiAwIaeM/R11x994EDQRYUgNtMJtdoL2KD2VagBv8GqI9rdwvHzPYQRF1YfRhkWyD1vI32ujdZI3Tq6pgyLJsbV4sx1ZD8Xv2REVMe6O6ckLk9ZkomG2C0EWiOlkLL16eov7s2cKTH4lm7W3NAAwblUGY9aeOpcdXSjBrK29uf6YBOJwCDmGdmIdINcAljxUGhfuXXXXelorPWTUmfFnRLB2GYgaYxj8WnZd0k4wTeKFnx5C79egkQSQIeiQoH+oufsS5gySXiaj3oS91YCty4Cj1UB6owmNJKIICp2VfjrG+tlffZAtuXvwWdV75+YFV3JG5ZwUPYpThYES+Kv/eSdZZiezCsazoGwaNmPinAzWvrD2fPRC/Ut/VUogXYpn9l35IVbeMnRF7JuH3+M2Ty95jlFn0VF88NhYvxuHwUp5Rv6wLmvvfLmeCx6oonxjGg2z3XRXBJKqHAA23frohzHcOFrdXcOSawAyCj86/2sUOXO46JHb+b/Tr2V700HWsI2aRX1ccE8lhmMI97dOTHYmvXHB5QDk2TJp83bz2DX3MzW/KuVzbxzexAt71zBmbTppTYkqDmerkdP+WEjNoj7ara1MO5RLyXvHrqQ9FowBLZd8cyxNMzwE0qJUrE9Laa0cDvP+UcCBs7oxerUEnFHchWGaZ3oSGwzRqulLj9A81UPd/D582RFkTfKz68hS1RFR79egiQpxrTNFgL4SVfR8XU4D/oyETpM2IiAd7Y6qQMuUQVU7/attGhNn/bR0oDBN/c6FPey5WK2gLN2cfC6Ha8cUZZFxb2SolWW6/uq3/vG8/MARnE1Glvy+BFEWcbQa6B4TYO85nUlV6BG9xOEzemmd5CGQLiXOxaAWOV1YpGyjk6kv5MSr0dzZITrHqhU5YWsMbUSt6Nf7NWRXm7G162mZ7qOvMIgvI0LEEiNijRFMSyQqxZiAJiqiDYmY+jToAxpiehl/ZoTWyV5ap3gRYwLmHi26oIagQ0LWq2RcTKuScYIsIChg8GpVp0oBdAENlh4dBp+WoF1tMQykR+OVd85mI5NeyU6qVPQ7Ixxe1oM7N0xfP3mkaFQ39n3ndiEoxM+NJjJAJCWOpW2yT5Xl2GVPqdiTtDLdFX42f64lfg3Uz3Uz49l81ZhDUDsQVER5845aFj5cHCd4Py5Y/X/1SANuoEcRRYpIglwDso6Y8WVHECUBXVB9FruKQuh9Gmb8J49N1zenmHCpO1I7NDrG+5O/Z4CY9mvj+olpjUYKdtroqgwQMccIpksqgRsRCKRJanK2MMy0Z3Ip35xGZ4Wfd7/cmJRIGTAIM3g0TH82L6V6dQCyqB63KItY+/TMf0yNCWVkGqe50IU05B0cnmA1uXRoI2JSxaS1U48vJ0LYGuPmBVfwuVkXprTnf5Lw/J7V3LfqYQAq16YzcWU2iqjgzVbnODn7LWTUm+Nt+35nhM7xqkyRs9GAqzgxZxVk4g7bVzz6Le4843qumv7hzKFHcWoxSrCN4pRjXslkNtTv4tGtL3PppKUfynf+/b0V/Hrd4yPadlp+FX+/+t6k6pKX9q1L2e7jLgx/Injisz+mpquJyx795og/M5wJRFIQD4RtMURJzdRKJjkejEXNMi3TkkvjyzY4mfxKDvWzXOhCIkIMtl7bRuNcD9qASPM0T1IA0zDXTcPc/jL6/qybu3AQgSpAWnPixZy335ZiLvB+MOvxPJqnqhUePeVBnv/JAUo3O4/bUjgYq2+tT1l21k/Lh90+t9ZG9r6hg53cgxZ2XdKBOzeMPyNCxCSrp2vQnLpjvI+mqW6Kdjkwu3Wc/ofSIfclKAI5h61Jbqm+jAj7z+niL7Fn+eOGp7lt8TVcN2f5CI5y5IjGkgnHroCLV49sRK/Xc/+g1srBBtcjERD/oCEiJrXNaCMi1i593ExhMCQlhs3w8ZokjOK/FzcuuJzr517MH9b/hxf3rB1ym6hVSVT6DtHavOrGP5ywoPP7xV82PT/kcm1AQDKr9/+dK3/PA+fexMLyaZxZOYdQNBJ3yl717RqKttspec+JJy9M40w3Ro8WSYwRMcn0jE8wOfedc1P8nf/ajcOTeqC6vpmCOqa8nJOyztFhZMYz708DbjBExJNyWDxaxwygu9SP3q+huzxA4Q57yrvQ2qtn3OrM+ETPlxbBnxkhrclI0C4RMcfYdH0zklFGEYW4vpkYE1AkNeE2oAs1AMk0RJwggKVLhz6owd5uoGOCn5BNIhALIyIiD1J6r3w3g6LtDvQh8YRaKsesTad2kYuoIYY2JCAZE+NwFYVomeylaJeDyS9lU7Ooj+6KhO5uzYJedl3SAYIqP2Dp1mFy6zB6tHFTHFunHhERb2aYTZ9robc0SMQcS9arGnS8ANVLehFkVbuqbIOT2Y/nj+iYBpMY3owwNQt76RoTIJChkmS6kOo+bvCIGHxaYlo5HneFnBKiJCDEIJgmqRXs/fe4JiribDKSt99K2ca0lMqknqIA79zciKxTWwPN3Wqrrdyfz1I0CgogRsHRYkzEXv3kzABpsvWaNrZe3YYuKGJvN5B3wIYvLUL9fFd8LDOeyqN9vI/WyV7e/rqa7BWjAtqISGatmd7iICGHxObPtsR1Bj8OWPXtGiS9nPx7D8ZRz9Kuqv7rTIb8vUZaJ3sRIzDjP7nkH7Qx6/E8tl7blvr5fu1fg1etJGuersbZ5l4tgXQJV3EobmAiIsb1zyStzJ7lHTTMcRO2Jg+yY5yP8s1pbLm2JYlcs3XomfpC7pCkWu3cXsLWGKXvOVlzSz3BNCmuudY6xYsmKnL670tY/6WmePL4tIeLyDliTdmXpFWrNMs2ODnSf28Ub3OoFZ7At5d9gWtmnDvsuf+k4KF1TwFw4d1V6PtJ1YNLe0CEMWvSmTLIeKVpqpstn2mN/z2YXINkshZgff2uUYLtE4pRgm0UHwgWlE79wAgqfyTIva//mVWHNo34M7OLJvKnK+7k0S0v8fCm5zj3z1/jtRt/z2NbXqEyq4gzquagEUVmFI7DZjBjN6a+LD7pqMgq4r3bHmPOrz93Svc7+YVs9lyScCzN22NlwutZhK1qC4U3O4yzxUjO4YQmyZgNiSozXVjDxi82I/W3nep9GiLWGPYWA5IhRtgaI2+fjbGrM4gJCutvaoy3qJavdyYFsK780Ii0t0YKEZHLvj2e5398AEWrZnbrFriom+9i4Z+Lh836DcbiP5Sw7qtqhd3591Zi9J/8Y1eURaY/N/TkrmZ+L3XzXXjywmz5TCu7Lu1AkEEWFeb+s3BEY7X26JnzeAGxp2TW3dzAr9c9zq/XPc5nZp7HtPyxzC2Z9L7vjWZXx5DLu/0JPRJPyMe3X/4dAOn1po+dlg2AtVvPmb9UidIDZ3Zx4JxkU4vFv/8il0xeynfPvP4T2/Ywik8GdBotOo2Wr552FYvLZ/C9Vx+i09eXuqEAE17NYv95XSmrntr5BtfNWY71QySGB1ebT3wpiwPndiPrFDJrzbRPSrRA/eadJ+n2u3hq1xtJn5cMMrULXdQudA37HbnWDMbllHLJ5CUjHldMjhE0RXnr1lrO+M3wyZCPGzLr1Wf8SN2vrX36uHbqQKXbRXerLcJ7LuiIOyVHLEM7FwoDvMMQj2fJLFO0044gCxj7tIQtEjadkfqpfUiKjKJRyN9jw+TVqXp0Vol1N9cSNcroAxpCDgltSCT3gJXxr6u6ap1VPhpneegrCqrtVGEBURRQ+gmOinVp1CxWr3ujWz2eAaF3fUCd+LaP9bLrkg50IZGZT+aTv3/o6pueogA7rmiPJ1D0AQ2ZNWbSmo1kVZvJrLHEXaklrUwgLULLFC+tk7148sLsvKKDXZd1qJVthy042oxqgjAnhCcvTCAjiqSX42NHUFtuB4x6ZI1aOaYIIOkVNBGVuLN3GNBERWI6GUVUCNol/OlRZJ2CNiiS0WDC5NJi8GuRDDI9JUHc+WHWf7kRRYRJL2WRe0Q95vU3NSFrFSa+ksXYNZm8c0MDgazUintZp8pT6IMaJj6XRck2B6Is4s4O8dYddYiSgKPFQF9RiJ7yYMJUQlar3hBg/zld5B2wYu3S4y4IIcYEpryYQ/lmtTvkzf+rJeSQmPDaqTfWej+ImBPXvqlPi4JatenPjKa0fiZBhNYpXpBVknrTF1uY8aRM6TYnR5b2JuQ/jkp0hG0xNdHcD21YA0goGmiY40pyyQXVsXVA0sSbGaZ5qkeNRRQY+5ZKpI97I5Mjp/eiiQqMfTsjRaNYFmVaJnupn+OKE4SuwpBKrvWPcSBRLhlk3r6tLi6bIsRUbcSe4gDuvDDenDCu/BDugnD83gOVTDX6tDTMcTMjfyxfmLucxeUfH+Otk8WWxn10BvuY+nxOnFyLGCWqF6vPzvIN6vUdskq88a0aoqZ+Xb1Qf4fQcULbTLPzAxv7KD5YjEb9o/hEoMfvIs1k5zP//h77OmpP6LP3n3czF088HYBrZp5HTU8zZ42dR2NfO2sPbOW37zzB9m88zkUTF38QQ/9YwaDVs+uOJ7nv9T/z3J7Vp2Sfe5d3og0nspltk30oGpj3aMGQxEhnhZ/0BlM8OM07aMPo1sazYQPl0Z5BGhXNMz1JlXMZNaYky/cBnYsdn2pn3/ldWLv1RI0xBFlgzr/yRzzhGA6Xfnc8klbm0LJuDp3VA4KqWQNq4JC/x8aMp/PixzQYmfVmLv2mqisjDOd2cApQsTGdio3pbPpsM62TvchaJf6bvHtTI+ffV4nRN7JHvkYSWfK7Ug4t66G3MsiLntX8y/4qOkFLWVo+Z42fx2dnXXBSFS9OU+qERidoeeiK7wDwXuM+bnjqAXWFrDrMfdwx/s0sSrY6ee2uhNZeDIVn97yNXqvnO2d84aMb3Cj+Z2DWGyl05gxNrvWjcl06kl6O62fa2vUIosAjm1/gkc0v8PCVd31ormXp5kRLYMNct1pJA0nkGkC33zXk5wt32ine6mDj9c3xz/7o/K8iCiLVXY3MKZl0Usdi0qnvC3dhmA1faGLBP4oImSWCjiiONsPH3kkyopdomOumpzRIVrWZso3OEx6zK3+QPlB/lc28vxWiC4togyK2LkPK+y5klYhpZWoW9lG7sI+DZ/fEP2/p1eHKCLD18kQl2a5LOtBG1Ep2URLiRg0RSwx9QEPEIqsJrUFu0vS3RQoyhJxSUgXRYBfRvRd1svR3ZXGzopItDnrzg2z4UjMA1g49LZM9SIYYaU0mTC4d/vQInVV+6ua58PW3d2XWmJn+bC627uHfdVpJxN5lxP6WkfFvZSGLMrXzXDTOdOPPitA0w0OT4ImPX5QFDF4NtjZV104X7G8/zQvFHSVNXi16vwYxJhCxxAikR1WxfMGbOoBBRgWd4/2p6wfh0Jk95B6xsemzzUh6mcLtdsau6W9dS4+CAhNWZmL0aamb51J12/rPw8RXs0hrNMavJUenUXUqrwjSVxpK/bL+9klzr46IJUbdfBfasEjFunRK33Og92vpyw9i6zSosYoCxf0O8B8XzP53PtuubiNklQimD7reBjpGY6kaa0kYdIvoAuqFOkCqasJCSsWSpUuHIAtYenV0VwTx5oTRBUUcLUamvphaUTsYtm4D49/KIqPejK1Tj8mrliIOxIbD4Y1v1apt34PQNsmXOD6N2r46+cVs1n+5CVmvYOlSHZEVDbz2vaENTwZD1ilklmRw86IrOHfcgv8afdoDnfWgQNnmhIzQhuubiVhjlLzniCcwdi/vIDqIcCzd4qR1kjdBYvZfV2dXzePBC7/O6pqt+MNBLpy46EM8mlGcSgjK4D6c/3F4PB4cDgdutxu7/eP1kP9fRUSKsqP5IF9+5ocn9LnbT7+Ws6rmkm/PQhCGJzWqu5uw6k3k2k9OKykajbJy5UrOP/98dLqPXifqRKAoykmbH4AaoOYcttA2wUfgqJczqG0laQ1GVTdEJyNKAlGTnLJt3l4r8x8toqPcx/qbmoZ13Dwai/9QHM/Y7zmvgyPLhnFjA2Y+kRdvw5H0Mm9/vY6YTiZ/r43Jr2SfcIVUZ4WfTV9oTsrQgWrXfvrvS05qAjagwbb76t3IQfn4HzgOAvaIGvj0n88L76p8X+2zAWeU1kleekuCtE7xIosKE3MrqMwsojfgYXvzAYrScplbPAmdRotRq2dZ5RzKM1JdwxRFoa63led2v0VUjvHdM67DFfTynVd+x8b63QDoPSIXPFD1gZKSHxS2X9FG/VzXkOs+jNbzT/JzaRQjRyAS4tfrHuc/O1fFl5WnF1DX24oyRE+TwavlgvuHbr+qndfHzsvbgeRr9IO8ljY37uXLT/1A/eMYbssjxYLSqaSZbXxp7qVDPndGAkVRWPrQjfQFEwkdjSQQ0yRcJA0+DbZ2A1m1arXf0c7OHxVkVEJq16WpVcLp9SYmvJaFuVd3XMfvAQTsKsnUUxZky2damfRyNlVrM47zqcRYuiuCaKICjlYjep2WnH8U8e5DO9H3injywtQu6ItXcSgo2DsMLPpjcZJuXFepnwPndGPu05FZayb3oBWjT0vLJA+bP9+Czi9S9VYG+5Z3YfBo4iRdRo2Jsasz2PT5FmStwpg1aVQv6Utt8RzqmlMg56CFGU/nxUmK9wNfWoRgWhRFAGeTAX1ES2eFn52XtiPKAgW7bGgkkf3ndsU1PXVBkSW/LU0i9iJ6CX9WFEkno42KIIOlTxc/XwPnPGyVVO03cyxRWd2v8TXv0QLMHj0v/uggskbhvPsq462jm65tonVagliZsiKHou123rmpUa24GuSiCv3GVn8qpavcT+skL2mNRgp326mb7WLXFeo1WPV2BpNeVbXvDi/p4eCZ3SnajwP7NLq18fZQT1YIb06EnMPWeFWfLz2COy9EQa2daU9MO2Wx0rHw9tfrcBeFU5+nI3xeCRFQ+m+3rMNmFv2lJL5u5d1HCNlUgkWQwNKrZ9Gfik/JNXciWHdjA91jVOI7RXt5QJpQUX+fOCE0DHQBEUuPHskgEzHGiNhjmLQGrp15HlPyq2joa6PAkcX8kikfC9219/t+u3/Vw7z95iaW/izxu758z2Ei1hhLf1VKWqvaUfPy9w8RsQ99raY1GqlYn87Wq1tZdeND5NiOryP95uHNfGPFr7DoTDz1+Z9Q6Dw2+TqKU4eRckWjBNsgjBJsHw+EohHm/ub9tzGOTmSPj0c2vcDv3j2J8yTDWT8rjwd/r373iJrd64coqZO5wS9jMSaAouo/BJ1SctuJAosfUgmzved0cvhMNfNt8GoI22IUbbWjiNBTFsDcq6NybQa5hyxE+p24Vt15VAZN6f+vf85j8GiY92ghu5d34M4PI2sVddKkUxBkWPbLMhwdJ/6yd+eEaJzp5sjS4cm98a9lMnZ1xnFJvAGCbe3/bUKKymQ0vb9WLUkv8/K9h+OVHaBWCWgkAUknk3PQSuEuG1nVFvoKQ2TWmEZMwPnTI9TNcdFXEUI2KGh8Al1lAZQhBP93fuOJFJJbURRufubHbGxQybQiRw5N7sSkUIzAhfeOVScRnzC0jfOy8YvNI9r2P5/7CeOyS0/5GD7pz6VRHB/VXU1cPgJNzdPKprK+bhcAlWvSiZhi9JQF4xU6Cx4pIveQ2vb91u21uPPD3HPOl7ls8jLgg7+Wpv780wAY+kTCaSOfLF8/52IseiPpFgcZZgcKcOdLv8cvBZmRP46/X3Nv0vaKotDi7qLZ3UGzqwN3yMeyMbMp6yfiVldv5Y/vPs2h7oakz2UftBB0RrF26bF1GeguC+DLjiTrcQHz/l44bLvhh4V3v9RI59hjVzCB6rw57dkcinc6qZ3bR938PjLqTdTOd1G03c6kldnsP6cLg1+Lo9VA0C6xd3lCBmIwuaD3aTj7wfLjmjOcbAJp94UdBNKizHoiP6liThZlXnrgMDG9gt6vIaaV49VAoiQw+195vPe5VpR+h1VFo7p0VryTRvE2BxaXnqAtSmelH09umLA1htGrJb3BRPZhy5DV6KcSq+6owZcTUcfW/1WaqEDpJieenDBdVaqO3pzHT44oBjUGeOWeI8T0g863ojqOG71aDpytkm9Gn5ZFfyhGGxFZfUsdobREbDZhZRbjVmcStEWpXtSLN0cV8B/QTCvcYWfC61lJ+qSDY7iKd9KYuiLZcbJ9rJeuigAxnYw+qKGjyk8wTWLaM7nkH7BRvaCX3f0aeShq9dycRwtYef+R+HUnIiCjased/ruS9x0vDYXWCV42XdfMhRMW8fL+d5JXDibYjibbBv7u//9gsnLwfSKLMj5nhA03NBPIjOJsMrLst2Wn/DhGgsE6gBGjRM1pfUgGmfRGE+99pgUg3hYK6jNE79egDYmUb0ijeLsDrSQS08i8+/UmevIDpOltXDRlMQ097ayt25bynZtuffRD1/08Gu/3/fartf/m2bdXcdb9CSmBLVe10DTLg6PVwBm/KmftzfWJtukhYG8zELZIhO0xjBo9r9/0EE7TsaVY3jz8Ht9Y8cv43+/e8jd6/C421u/m3HELSDOPchgfFEYJtpPAKMH20SMQCTH/t1847nYCAneeeT1XTj2TvqCXLz/1A450NyZtM0qwHR8xWR7WPXU46Pwiy35dhjc3QmatGVGCFx48lLTN5BeyqVyfgd8ZIeCMklU/tP6XOzfEW99IuJue/eMKrL16XvjRwSRi6EQweUU2FevT2HpVmyoUK/TbmPcTgJqwwNQXcind6uTVu44Q7G8zEWKqxokupMHgU8WZI2Y1C9xdEaB0s5PKdzLi2dTBkJHpKQ2y4UtNKSX/Q2GglWVASw6ZJCc0gKKtdmb/5+SD6wH05QXZfmUb7iK15dbo0iL1E5NHB4XTns2hfPP7d2ENmyXeur2OkFNi862PYdQlV0zsbavm2n9/L/633q+hdLOTsk1OLCOsrvi4ImKKse+8Turmu0b8mRXX/4qS9FMnnP5Jfy6N4vgYIKaAeLvOAGY+kYerMETNouFbRQew7FdlOFvV5ELYLPHKfUcAuHLqmVw0cTETsso+FILtRDA2q4QMi4MN/dWuz3z+Z1RmFVHb08Lq6i3MLBzPtAJVS2xX62Ge3f022+r30+zrJ4kGTYjvO/cmZhWO54JHbk36jswmC+VrnBTuHjoWlEWZ3Rd1UHuaK76vqrcyKNphx9al/1B0I925Ifad24UnN4ylR0dXpZqAOu2RIhRBIWSP4csK484Lk1FnwpMXIWKWaJzpQdYqOFoNuPulGAZawU4GS35TSnrzsbVPT4Zga6/0suHLarLC0WJg/t8KMXuS3w/rr2+kY7yfsa9l0DzLQ+EOOwaPht2XJwhBQYbKNRlMeDXzuJWGMjKBNAmjV4s/I4ImItJdESCz1pxEIg0HSS/jzg3RVRHAmx2muzyAogFFUDB6tRTutKMLath7QSeyTmH5d6vorggSdEQp2G3nyOk9HDinG0FR72OTS0fbJB8xvZzkZiojs/XqNrorAuQcsjDz6fxhj8ebG8GfFsWXE6F2QS+BNJUY6ykOEMxIJEG1AZH5fy/EVRBSnV0FlfS7+M5xqfsVZVZ9qzbRkaCoWlxn/bwCgNbxXrZd3UrUqHYKzHusMGUf3oww1af3oveJ1M13EbEknDq1EZHxr2bSNMODqzCEya3F1KejtyyVqJj/10LSGk3svbATQYGpz+eilURCZinF2GGkCNqirLu9kYkTKrEazbx9ZMuw2xZut9M8w6PGcQNkaUhN4KJR761Ff0p0XAxG/SwX269KmB5c9s3xxxxXRC+x78IugnaJjHoT2Ycs+LIj9JYE8WZH0Ac0mHt0mLxajB4t5h7dSbe1t43zsukLzanPBQXOe2DMkJV2EVOM1+6uRtLKTMurIhgOcai3MWW7+aVT+NMVd57QePa0VVORUXhKK9/eb6z04t413P3an5IMDnZe0kbtaS4Kdtqwtxs4cG530rVxPPz1qu8zq2jicbdrdnVywSNfB+BnF91Gk6uD377zBAA/Ov9rXDBh4QkfzyiOj1GC7SQwSrB9NHhp3zp+tvox3CEfWlGDJA8tqDuA88cv5McXfG3IdW2eblrdXcwsOvZL6lThv2Eie6SriZf2r+PRLS9hN1jwhP1MLxjHzaddwW/XPcHe9uH1FdIajYxflRnXNYH+Mv8fjNwFStLKrL+hMZ7hOfPBMoSYwBt3HltrTxMWVBHgE4iftEGRC++ujAcbnqwQa7/WECe6BLlfH+MYpf9Vb6QxaVXu8BsMwjs3NCRcpYaCkvi/PqTBYjfiivgTGe2wwJk/K6dxjhttWKRy3cjac46GpJVZ8SOVBJ38okp+SlqZ6sU9eLMiODqM7D1fDagNHg1Lf1OaMpE5ESiCwoofHcZus7Dmq39JWR+Mhpn3m8/H/774u2PRfMAVAx80Gqe7aB/nJ2yRKNrhIH+fFU1E5MUfH0Lo/52Hm8B+7bRPccP8y07ZWP4bnkujSMZxiSgFrJ16Jr6WRd5+G4eX9MTNDC6fcgZbGvfR6GpnZuE4Chw5rNinuo3OfDKPkm3O+G4aZrrY9unEhO+meZeT163jggsu+ECupZue/lG8kvVYcBithGNRQtFU115QK2VjSowjXU3s76ilxd1JdVcT79TuwNprwFljoGC3DVu3AXOvjlfuPkzUkkr0lLznYPqzeYjyyPpVZWRWfbeWQPog6QMFlv6mNG64IyOf8hbSved2cniZWiWkjYpIOvVYZv8zn6I9jmN9FEkvs+G6JtVZc9BhCjEwubVELDIzn8zD3KejrzCIwa8lq9qMKIt0VvgJpEVVwsOtw95pGDLpdDROhmBLqsDqf4bm7bUy/7GELufr367Gnxklo9bE3H8W4ioIsuGLzSpJExQp2eJg7FuZSUSLLMqqXpxeIWqUqV3Qhy8rQtAZJeiQhm0bTWs0UrLVgS6ooWGmG4NfQ8QSo68kREwrI8hCimyEJqISLdqISEwrJ94B/ZVkRzuSv3L3YcK22LAtiNqQiLVTTzAtStgWQxNV9z/1uZxj6mzFjx2Z1bfXJ0T2h4AmIgJKvFXw9N8OXyHWXulVNeZmedD7NVx4b1V8naSXWX1LHd7ciFpl1pi8j4Hfbihow6qRQ84BK5qoQMs0b3wc1Ut72XN+Bwpg9GqpXJ3OnkEVlul1RgIZEiGbRHq9ienP5p5Qh0JMK/POVxuhQsfjn/8R5z38taFNRBU1ZhRj6m8w4eVMahe5KNhjI2+XjXe/liCWJr2SzZg1aXEX3Z2Xt1M/z425S6u2NYuQv9vG7CeHTqpKWpldl7TTNNODrBno20wdz1DLBVl1gY3pZEIOCXurgdMeKUYribSO9w7ZvbDj0jY1Sdi/L6NLi7VLjy4kUrDHlmKUIOll3rqtlphOIWSXEGMCWdVmjF5t3DXUYbTgDvk5d9x87j/3ZpY/cjvtvh6unHom62t2UZaZz91n35Ai2dPY185Ff70NgGJnLs9f/wu04klmA47C+42VdrYc4vNP3MPpfygho169vgcq1gp22egY61efCcPczzatmXxnFq2uLqwGM3ec8VnOrJo78vHHJN48vJnTyqZh0Zv488Znef3gRm5acDnnjT/thI9nFMfHKMF2Ehgl2D48HG+yML9kMj9bfju2QY5mv173OC2uTm47/RoKHNkf9BBHhP+Giawkx5j5y2uHXLf9/x4/boWbtVOHL1sNkrRBkTn/zif30Im1ytQs6E3SjTH36JK02qztOny5RwViClz2rfH0FAVonu4hZJVUp6OjqrJMLi0zns4jZJPI228dspWlpyhAWosRUVaDn1fuPTLk5OtoHK2pMRgHzuzC4NOgiYjUz3FRtSaDnIMWmmZ4KNhrR5RIqnIYPAE5OLuTvRelOv0dL7t5LAw4XZpcWs77YSoB2jjdxa5LOlSyUVEzyJNeyo67fJ0IFBTevbWZrkIfG7/+jyEzjj99+x/8e/tr8b/fz7F91PBmhHnjO6mE8EirQgodOUiyxD3n3MiC0invezz/Dc+lUSTgDQdY+Lvrj7mNqVfLeT9W7+vnfnYgad2arzzMkoe+DMDdZ9/AJZOWJj3Xz3tgDCZP8nXiy4yw6ttqcuXm4nP54qXXnpJrKSbLVHc1sblxN+6gn4Xl0/jCk/fG1xdts9MyzZuYRA6B9HoTvaXDt9wIClgCBsxtWnIOWKh4Nz2FMJN0atJBExaY868CMhrM8QqEk0HAEaGjyk/jLHc8WaQNisg6BVmrxKu6QSV4JK18wpqYEaPE+huaKNxu5/CyHsL2GLn7rEx/NhchJoDIiI1sBsax7co2mmZ50EREznug4ritnieL4xFskl7Gnx7B4NMmHcPGzzXRNsnH/L8Vsvlzqp7aZd9S3xUtEz1s/kJLfNu8PVbaJvkQZYHZ/8ynYN/QcfxzPz0w5GRXjKrmA7mHrEQNiWqqnIMWDpzTTSAtmtoWqKhkkDYkomgUnE1GbJ0G8g5YMbq12HoSLXAyMtWn92F0a8g9OHQs0lsYZM+FHWgkEXu7AX1AJGqUaZzlxtZhwJcZIWyXEGSBso1OJq/I5oWfHsLRamDpb0tHVDk5QPC0TfIRth47oT1wrI4WAzOeyiOtLblSUdLKvPzAYWSNwpx/FlC4J/mcezPCvPHtWjJrzCz+cyJWihglXvtuNZL5+FPQ0o0O6ue5EWQwerTkHrFxxZWLOfKlQ+BR6C0Nsu6rg6qkBrVmKhr1b2ezkanP5xy3lTRqiLH3/E7qF7j4/OyL2Ntew9am/UOeE0u3Dn9mVK2aey65+j9kllhzax0Rs0xag5FAWgR/ttotYenU4c9JVP6BmpgeuzqDig2pJKnfGeHtb9QRNagOu9OezSV/n5XOSj/dZUEsPTqyaixYe/VIWhl/ZoSgI0rIFsOXGaFliodARhRRFtCERCKWWNwUY+AanvJCDmP6vztilHj5/iPogiJRs4wYEbjwnqpjtk33FAVY+/Xk9vr5fy0k76CNld8/EjfvADVZsmzMbJ7fqxqt6aIadD6RQFoUvajjsWvvZ3xOolX26ITsM5//KZVZxcOO5UTwfmOlUDTCmX+4idy3jEx+WdVBk0WZFx48FDdfGw43L7iCL8xentLhMYqPN0bKFY26iI7iQ0EgEuLna/5JIBJCVoYmLr699POAQGlGHgtKp6asv23xibUyjmJkGE5EfvnE09GIxw/WBsg1AMkk010ePCGCbc/5HUkaZgaPJsUIwZcbZfl3x/LOTQ30lahuVZqogDs7REaTORE0PQ6NU91s/UzrwMFx3o+OX003OOgSEdEHNSMi2LqqAsmTWUVtd4wMEbRurGhOcT8dDkORa5Neen+ksrlXDR6CzqFFaot3OCne4aSnOMCR03tpnexl5+XtHFnSw9LflJ7QxEtAYMwqJ13X+6juaWJKXvJv0ON3c+via5IItk8yLD26ITOUI225au7Xn7v5mR+p/19wBTctuOIUjnAUn2Qcz+hj/GuZSS5mA7hi6pl8/6wvAfDXq+4mGA0xMXcMoiDw7i1/i5N2R5Nrkk6Ok2sAf2x8jS8ydBLmWOj09fLUzjcJRoJsqN+NPxKiy9eraif145H3Xkj6TNNMjzpxTY8O2VIjRgQKdtpY8odSYlqZd7/USE9FgmzTBUTGvZnJnuWd+MaE8aVFhqz8rV7Yq068W4zkHXz/2mlmt56yLXqKdjhY9Z0aQg4JyZR4h+y5pFNtu4MhyZ1Jr2QT08qMfzMrZV3EKHFoWQ81i/qQtQp9xSGsHTrC9hjtE32sza7n3J+OvGp8AKIsMvPpPNKbTOTtHZrw+SDRON3FgbO6CaZLyGLCRMLo1VL5djre3DCuwhAI8N7nWuLnrXG6i+IdznhSTpCh7F0ntQtdiDGBZb8sPbZzeP9+tP3unVNW5JB/nOMv2e5EFmUOnNlNy2QPvuwo2ojIhFcy0Yc01M53YXJrmf1E/rAkl4h4XJOI9OahY4TJK4cXMbd16nEXhHn5viNMeDULg1+DrFEo2G1P1q3rJ9bceWEmvprNjGfzVZkMu6TGLbahyTZHmwF3YZj1NzVx4T1VSeuaprtVAnlFdgq5Bv3vRiBkV2M6T1aIdV9tTNEwPBpGl1Z1iQXq56sVUIpGjV/q5vTxs4YX0X5LJLPazLTncjj/vkre/VKj6j4vJLoV6ha42L28A1dRiPU3NnLh3VXD/j6tE71su6YNRQ/njFvAP7a8NPwABdTKyToTcx8tTGlFNQa0nPvjSjWxeXZ34lgF4uSazicStarPiJBT4vCSniEJtt0XdxA1yEx7LofyTYn1uYdsKbG2VhJxtBtxtCeu/0mvJceOzZM97D+vi7BNQhMSkUwyuy/p4NAZ3ZhcOrRhAYSEhImsV3j5gcMU7LRh6+yvBO5J1k47Wvvx3B9UYHarxFHuQSv1c1zxde6QL06uFW2zx6v2vFlh3rqjjk//87tcNe1svrbwU3T73aw88G7SvqOxYxstfJgw6vRcPv0Mngi8yvjXs9BGRURZJHeflfaJqmGIvVWPJy8CCujCItH+98JojPffjVGCbRQfCCJSlNqeZsbllLGnrZrPDNJbGgovXPeLuNjwKD5caESR0rQ86vvakpZnmNU2k9tPv5Zfrf33cfdj7dDjy4lweFkPmbWmEZNscQFepb9dabuTlokeGma7yTloYdflahC94seH0EQEKtam0VMexFUU4q1v1uFoMVC0zUHVO2rgWrzLQfN0T/zl1lHpI6vGfEKaOGc9WM6OK9vxp0VVd6VhAkFdf3Y5PhEUIGKNqaLLOpmYXsHeZsCTp7Zj9FQEaZ7soXCPnYhRoqPKj7sgTNQQo+Cwg4mKzI7zE7/Ds1/4GR3eHr7y7E/Ye1EnWTXmeNvRicKbExnRdhmNZjL+aSZkllj/5UY1cL//CEt/nXBEGgkiZjVYf2rnGzy98w3STHY+Ne1sbAYzZ/3xZnLtmcwsHM+25gPH2dOpR/tYL9qwSGa9hYheYus1bXSM82HuUzPSRVvtzPxP3jHbup578MCINTUGYOvQM+25XN65OVWTZDD+uOGZ0eBrFHGYjyMEHdMqSVU/M57KY/un2nhm15txgu2L/7l/2M8HnFHMrgTJpo2KzPlnAbUL+tQ2QtRWmNmlk0Y0XlmRue6Je9nZeviY22XvM9M5Ud1/+YY0Jr6axUsPHEZUBOY9Vsh717YktDj7NWxkvcKeSzop25yGpJc57W/F1M7rjSclomaZ/eckEhSBjChrb64no85MyC7hT4/gy47E2+umvHhq3de0ksj5P6hERmbf+V10jvUTsqpth+Y+HTGdQiA9muKkuPcClXw7sriXSa8kKodr5/a7uwpqhVXVWxkcXtaDLyeRhNKFTr7yTpTFISf1pwLu7BA7rmjHlxVBjAmsqqtD+aqEpJOJ2GJxkyFbuwF7uwFLjw5/RpSWaR72XJJsqhDTKpjcWoJOiZYpXop3OCnb6OTQmT3IWoWOCX4QYdrTuccm1wYgw2mPFKW0LR4LoiyqBiG5UdWx1BZj92WdSdt0jakmvdFEyCphduuwt+mZ8MYH23Fx1s8r2Lm8ndrT+tg9qBNg+1VtWDv16IIaoqYY/sxo3KX03RsbOe+BMUx/Jpctn2mNk2uiJMS3AdB7NXhyw6BA1pHUczVgViX1x3GerBBdlQFiGoWwXUITFEGAsDnGiz86SKx/33l7rLRN9qXEVuZeHYG0KCGnhK1dj6VHT/sEXxJBpYkKlNlzqaaN9ok+XpvgY/7DhSz+UzHvfaaVrjF+JJOMqzCM3quJJ7okg8ILDx7C3Ktl2a/K4oSqJzPEOzc3xh1ox2aV8NrBDaknepCOlqlPy6wn88mqHVpfGKCnOJBwcUVNDkx/KpfG2W58WRHydltpmeVFMiiY+rTM/E+qDmv9LBftE3xoo2ISuTZS7L6wg6aZbhQBrF16Jr6aReEeexIZKmlltl3VSsd4P56CsEp2H33oWoWmWaqz8v7zulRTlwOJGH+gQm3AtGPrVW0sflitWJz+TC7jVmWy7XNtdBX7SW800VscJKPWxMynEtqBti4D5z4whte/W81/dq7iPztXUWTPocmT7Ip89b/u/FA0tkeKq6adzaNbXqZ5mofSLU4A8vfaaB/vA1F9J53103I6x/ppneyjq0IlIxVFSTEA+ygRliLoNFpE4ZMt1/JxwWiL6CCMtoi+f/QFPGxu3MsP3ngEnajl4klL+PuWFfH1k3Ir4ppef//0vUzKrUCv/eS2MP03tWJd8rdvUNfbkrRsy23/RK/V4Qn5WPT7Lx3z83MfLWDz5xOfL38njWkrjq9VJiOz8p5qItYY1g49Z/eL5A4gYI+w94KuuGEBQO5eC568iKp707/M3KPj3J+MiX9u66daaZytZj41EZGL7xp73LEMOT5RRtYCMuy5qIPCHXYa5rjJqDNRtkWdBElaGX9GZEidj31nd3LorJ7khSO0eAf4/WXf5lBnPb979z/AybdSDq4UPJF9DJxHTVjg4u+lih0Ph50Xt1O7MFVk/a9X3c2v1z2OFJF46Ko7Wdrfuqb3i2QfshK2SAQyouQcslB7miveLmzq03LGL8tOqspi9Vfr6CsNIUaFJPOMgRaPoWDuVTPQw+HN22vxHEPHZjAKt9uZ9YRK2FUv6E2aBAHM+nceRTsdPP+zg/Fl7yeA/G96Lo1ChSvo5fQ/3JC0rGy9k7RmE8Xb7UkJhJhG5sWfHOKsqrn8fPntAJzz56/S7lWfQ7qgSPFWB00zPDhbjMz/WyGa2NBB9b7lXRxa1J207OuLruZzsy5Apxn6Xnxyx+v8+K2/AyDKAuNezyTnoAVdWEPILrHuKw2UbXQy7blc/JlRDi3pZvLLOeiPQxRFjBKv3HNEbbvpn+wOdmEE1ahl5+Udw+0i6dk75flEW9RHhZBZ4q07alXdrQEocPZPKuguC7C9Xw9v/l8LyTloQURMqprO3Wtl3j8LPhRThWPhaJ25XRe1U7O4DxTVDVzRgmKBqBxDFxbR+zTk7rcy+ZXslLFH9BLdFUEcbQZW31avkjiDfreqNzOY9LpKWq36Zg2+rAjORiOukhBnPZhwNx8OL917iKhFxuDVcMH9VcfcdjAap7vYek0bYlRg+feqkPQyDbPc8XHFdcCO0sJa8EjhCctmnAwiRomOsX5iWoWYXqZuvgtfVgRFVNR2QEU1gTpwbjeyVjVYGPjN6me52HFlG5qIiKPVoLY5x1stBRY+XJRCJu09L6EDWLLZgT89Snfl8JqzmqhA3h4bFe+mkdFkprPCjy8rjK3dgKsohCYqUL4pnaapbhRBoXinE1ANB16/syZB/A0hGC/EYPozeZRudfLm/9XiyQuT1mBk0Z9K2Hp1KxFzDF1QpG2SStbpghouursqydhlAJlmJ90BF7n7LITNMfrKQomVA+dEVontJb8pHdb8oi8vyLqvNaKgIPfr2dnb9HhyI/FqTWuXnpxDlhSn1QE8/+ABFCGhnXsiGIj5hJjaWTHwjNGGRQxeDWJMwOTWUbU6g+ya5N+2s8LP4aU9uApDSAZZbdkfFLMueKSQ7tIg/swIYWuM3tIAsla9DhrmqnH3ycSqMY3MSz84HP+tp+RVsq+5hmU/L8Xk1sW1hNff8jeshpGT48PhVMVKV/z1m0Rf8zLjmTx8aRHe+HaN+l5SSBhfIFKVWcyB7noAtt7+r2HfoR82frb6Mf61bWX8739/5od0eHqYWzLplJzn/yaMtoiO4pSh2+/CFw5Q5MyNtwxGYxLt3m7y7dloRJF/bVvJc7vfpqanmWxrGt6w+pJ968jm+H6ev+4XlI9WqX1s8cL1v2D2rz5LJJYgHC545FbeuOkh7EYru+54kt+se4K/vffikJ8fTK4B1C7qI+iMUrU645i6FyIi5z8whhcePIQvJ8Irdx9m8UMl8SDZ7NEz54kCZj2Rx74LujiypJf2SX4yj5g57ZEiekpVl8xARpTVX61j6R9U7YYpK7LjBJveP/Tko3my6lBVtTqdiEnGXRCiYK+dtnFeNn+2JR4UDWDaMzmEbTEKd9mQRXDnqMGHIAsoQ2T9Oip9qeQajJhcAxiXXcqC0qlxgs2XEcHac+KaDR3jEiX87WO9ZB+xjGhSNu25XBpnuYkZFGRRHvFErni7g4bZbmIGmVxLBu1+9Tw8tfMNHvnU3fx54zNsbtgT3z5ikVUnrn7UZroA4u3CwTSJ3qIguUdSJyp9BUG6ywLk7bNh7dMTMkv0lAdw54Xw5EboK1UD5KOdaf1HtSIv+kMx797UiKKBQPqx2xDO/FXCln3tTfVJbWqiJLD0V6VIBjnl2i/f5KSzyp+Ula+f66ZppodRjGI4DNWuXz/XxfQXUqsedl+sEkxjMlUxeFmRCUUTFaxRk8zUFbnxSV1PcYC0ZmPSvS2LMjsvbaeh/xmav99GTJDpGO/nt+88QTQWHbbK0hX0AlCxLo3KdRmY3YmJi7VHz2XfHI+MTPs4VQNqwutZgELt3D4iFon8XTa0UZGQPUbILuFoNRC2xthxZVtC06Z/qMpRp+Vock0XEMk+YmHcm5lYevXIyDTMdePJCVP6nnPI8X+YMAa0XHB/FSGzhFYS6S7zs+FLzaz6brK5UN5BGxG9xKv3JKoCdQGReY8WnHIDhRPFK/ccJmyNIciqCL/Ro8WbE0EbEjn99yU4OoxxDbadV++E4eXzANBHtPHqmLN/VM6e5Z14csLx57gvW72WI0YJX3YEIQYRs4QoCccl1yS9jNxfOXei1YvWrsS+X7uzhqg5hiYiYu7VoQuKLHi4EEUDmqiItVvHxuuacReE8WZHyD10jB2fIuhDWop2JQwuBkwP4iZHIvSVhJCMMiWbHUnXTelWJw2zXPSUB9H7NKDAvL8X0lMWoGxT2pAkksGbIMQHSBUAe4ueya/kYPRqqZ3fh6SX0UZFxq/KSqq0za6xxImdwU7zg48BYNMXmpOq6or22Gmamvy+VDRqxd72q9pw1uvReUX6SkK89Y1axqxLJ2yTOHJ6X/ydm15nZNP1zbSOU59VxY5cWtydxJDpDrgAaJ/gTzUM6NcuE6MCEVOMLVe3MPuJAvqKguTtsyHK0Fnpx9lkIq3NxMV3jVUNAG6vxeDR0FsSQhcWmflEPpuua8aXHSFkl4Yl2AZ00vZc0knBHtuIzadkUab69F4MPg3n3TcGEdVVdf95nbSP9xN2xFAEBW9OhM4qP+XvplG0w44oCzjaDEm/jYzMpi+0xLtCZj2eR/YhS9xMZADasEj2IQsNc93oAif3TNLERC68p4oVP1RvmC6/i5hGjt/XA/qb79Tt5LxxC07qOz4IjMsr46W568g9YGXbp1tRNFC8yUHjvMR98dINv/7Y6IcfjYrMZJffrz/3U4LRMN8764tcMGFRfLk/EiQmx7AbrR/2ED9xGCXYRgGopaphKcrb1e9R4szHFw7wl83PsWWQuKcoCMiKwvKJi2lzd7OleT/fWPJZPjfrAkLBMHOKJmIzmLl10TXkOTLJtqajoKARxI9VGewohseW2//JS/vW8b1XHwJUDZ2pP/90vJrm1sVXc/Gk07n4b/83ov21TfbRNtnHuFUZx2yTEGURZ5MRV1GIsC3GG9+u5ZJvj002AUBk8is5+DOitE720l0Z4I1v15K318ol3x3LCw8eoq80xLYrWpn+TC7b+q3PTS4t5/wkuSrOnRvi3Rsb4wK/h5f2DNJlaUvSzhmMnVccozKiH4v+WBzP9AYdxyBp+jOhmqBAzDR8IfGZf7qZMyrnMLtoAlua9rPqOzUnlRmc+lyO6owFquurAtYuHeNXZaUEtIOhlURMfVqC6RLbPtU2rMvV0UhvMnHeD8aw/sZG2gt7uH3xtZSl5zM+twyjTs8bhzfz8r53ybOk0+ZXK+usHXqmP5dLd1mAw0t7iBmSz8uGG5rRhkVkUcHao6dgl41DZ/TEibO4xtExcOFdlbjzw2TUm0BUJx/N0z0U7rKjD2mpXJsRz8ofDRkZySinVNGlN5qwdempn6tWMxh8GrQREckos+f8DrJqzPEKhsYZHvQBDWmNxrieYPeY1Kz/9qYDzPiQ3JBH8fHGcKZAilYlDBRB4cjiXg6enVxpduP8ywFodXezqHw6bZ5utjbvp2h7IusarzQC0hqMyFoFd0FqZWZPUZCwNfE86wt4hxzT4c5Gntq2ioK9dqa+NHwF84YvNtM5zj/kuv3ndQ+5HAXy99iY81g+dfNd7Lq0g6zDZnIPWtEFNdQs7CVsjTHuzQyKdziHcbcUqXzn5NyYP0gMaDjlHrIx6eVs9p3XhS4oMv9vhaS1qJXRm65rIaZX0Ps0nN8/af4wIKO22+0/t4ve0iCyRkHWKGgiAqIiqDIJqGRn1CwTNUfQBUTOe6AyRRh9wEVxpNBHtMx8Rm0j23NBB40z3LRO9rLv7E4mrsoGWSVXQnYJo+f4U5o1X6snplOY8VTeMd97QyG92UTZRif1c9xETTJGt5aoWU3MKQJ0VQbirp6DzRCKdpzY95xqiINOd/N0lZgq3p46pox6Mz3lQdqm+NR77YAtqQ3waFS+q74rw0dptwXTJHKOqBPwo11SZVEmbIkRMceImmJYOw0p+mVHY0ArD0CIQu5hK7POGs/2lQdpmOFOqWZzlUYQJND5BfzpUXZdlojbKlenU7DbxqYbW7E4zdBfnNbobsfo0hJzJhxrgfi/9QFNnJwFyKqx4O0nfQfIcE1YQNaC0n9vFOyy01sYxBDUoA2LKkEswOzH8lVdNtRq4gWPFDEUOiv88Tgxs9p8Qs7u3swIigjFWxNEqjGgZcaz+UnbhcwSb/9fHbWL+qhd1Bc/5rQGI8U7HERMsXiM5Wwysvihkvg9be1UZWFANWnIrDGz9RpV/3jMupOvDNZGRLJrLHRW+GnzdJFZnUhSDpjbTM8feeXph4Grpp/NS/vXsf+crvjzcDC5BnxsyTWAyyYv45JJS+gLeFj2x5voCbi5dNJSFpVPT9ruJ2/9nflFUzh/0sL4svV1OwHVvGJMZnHctGGg0Mb2P1oBN0qw/Q9BURRePbiebGs69776Z5o8HWRb0+n09aZsW2DPosWTLLQu93cTr9i3jvPGLYj/B/ClhZd+8Acwig8FF01czDlj5zP7158dcn1pej677niS37/zH/6y+fkR7fPg2T1UL+6jaLudqS/mDFkFtey3ZQRtUV69uxqAFx5UM1gDpf+FO1XB3nmPFdI01c2+87sIpEdpm+TjhR8fwtSrJWKN0TDXTcs0Lxk1ql6YIAOy2gKx/+wuQmlSPGgq3eTA74zSVZXQWRuKXNP7Rca/lkXTTA+9pUHKNjpRBIXWST7VKTQq4ipSI7XDS3p498ZG0hpMLHmolO1XtaXsTx0YqraMSUlpGZ37aAF9hSEOn6ESPW8deS/po73FQdIbT0yLLa3ZROEOO6KkflFfURBvToQtn2lly2daqXgnjfL1aSnitQB5+63ULnTRNNMzYoINQB/ScNqfi1n7jQZ+te7fOAwW/nTlXWRb0zFpjTS5kgnLM39Vrtq711oo25hG62RPMqkpoFqeA568cFzbztaux5s7Mo05b04kkS2XQR8Rk9y/NJHkZEDbOC/brmojq9pM+wQfMb0Sv35MLlUT6Ogsd9Ap8fqdNfHlR5aqguqCLKAMuCMexakW7LDRMj1BWvxh7VP87lPfHtKBdRT/OwhEQsdcP5DpPxpfnncZgiDwh3ef4uFNz8WXZ9aYmfWEOsl66f5DccFlAFdhKG6ooIkIFG9zUDffBUDYliDXTFoDtyy6Kun7FEXhrpV/4JV+QepMoxlZoyDGhk6ulb6nVnKOhCPS+dUEzPTn8rD2qcF7xcb0eIVOfJ/bnMff2ScAVWszUsTwPVkhussDaIMi5/7wwyHXQlaJNV+vJ+BMSDEYPBrMfh1RY4xgmkQMRRXI79fiSq8zMfml7OO6NZ4MJr+Sw9i3MnjtrhoOndWDNzdCxbo0apb0IRtA03vsc9IyyYMnN0xmjZnSrc6TGsP05/KY/lxq1Wj7WC87LmsnplfIOmLC6NUgGRTKNzhPyNn1g4Aoi8z4T1683Rhgw5eaWPy7EhxthjgxOOG1THqLg3RXBhBiavJJlFRS1Jceobc4QMtUL7YOA678EN1VgRS3XyEKOQcsrL25HskoE7JKxIwKMY2sVpse/ThQQB/UMP+vhUPq4XWV++kZkyh5VHSw5cpWtnS2wszhj1nRQrS/6i29xkhvhfocPbK0l+rTe8mzZ5Fpc9LTliBBQoMNoPrjM31AgzYkqnIkqMmzCSuzKNuiakBWL+whbI3hT4/SMc6H0avF3KujpywY76DwKWqrvLlXx4SVWWz9TBsRU4yc/Rbm/70wfi/Xzu2lpzSItVuPLzOiVrULUPyeg1lPJxNjx0NHv+lAZk3inLZXedl6dStRs0xao4mqtzPIPWBhwZ8L2X1pJyGbREatCVdJiL6SULxidAAlWxxJhHn+PhuHc9QYNeSQ4h0IupDI+LdSzVpGCgUFvSdRHZnelIh1M5rM9BQFyLSeuLv9B4nJeWOYkFnGEX/DkOt/csHXP+QRnThEQSTD4mTVjQ+xp62apWNmpVTOf+W0T9EXSFSP/uStv/PEjtcBKHXm4Q76uHDSIq6bs5zr/3Ufrf4u3rnlb/+TTqmjBNv/EB7b8jJPbV+FXq+Pi0YORa7pRR33nnsjmxv2YjdaMOkMXDB+EYe7G4nEomRZ0ihLzx+tSvsvhl6rY9cdT/LSvnU09A1NEN244HI2NexmT3vNkOuPhmSUqVvgom6Bi6xDZgr22hBiAkU71Je2NyOMyavj/PsqWXlPQhNjoPS/ZYqH0/6mWnMX7XJQtMuBLMq8dXsd3twIwXSJzGozmbUmDp7VExcSDaRLvH5XTbJ7pqBqxDXNdKtOSQqIMSElWASVoItYZNVsQYYlvymlelEvZpeOC+9LZNGaprrZcq0qFAvQW6YGhZd9czwRo0RPaRB7uwFXQYjNX1DbaQ1eDWaXjr7i5ECmeZqH2Y/nE0iLJrVNDmDNLfVc+s1xx3UXHAytJDLn8WRyTNLLrPz+ESSjTM2iPmoW9bH0V6lmBtNezKNxpgfJJKdo7RwP+pCGM39UxsEzujl0Zg9X/+tO3r3lb4hi8tjn/aMQMSakum6hCgqf9dOKeHAXcETYc2EngiIw5YUcjAEtHZU+dlzSTiA7ue3T2WTE2qVn3JsZ6P3a42bLx67O4OBZ3SgaeO6nB+LjaJmWIL+E/qqJYJp6TYmSQNYRM6XvOcmoNeMqClI3z6XqvaBmn6PmGDGNgj4oUrjTTsMsN+7CMGJUQJBJItcAmnwdo+TaKDDrjZxZOZc3B8ktDIU7z7ieq6afnbJ8d1uyvlB3RYDnf3aQCa9mxcm1C+6uxBBMvS8krUzDbHdSexbAI1fdnaTLEoiEWPrQlwlJCZK7e0yA3uIgmXXJk+a62X10jvUTMcXQBzVIxn59HwVm/zsfb3aYg2f3gNJPYKdJRC0yXeMCNM52MWFVahXA4IooWUtK1dQnBRGjxPYr2xFktRWqfYIPV3EISaeoxLwCp/2l6AM9voAjwtv/V4+k63cQ1CqkNRnJOmIhf6+N9ObEuyGiV51SjV4tOy5vRxYVpj+bd0LjU68xF2GbRE9JkJheIaaTsXUY0AdFzH16Sjc60EfU61Mf0nLh9ytZfVs9rZO98YQRqOfsWNh+RRsIMOefp16qJPeQjfN+/MHrrJ0sOsb5kv6O6RRkncK6rzbGq4I0UQGhP0xKbzSx4keHEGMCRrc2ydl94L0WhwzZh8y4C8OEbTGaZw5d3RqHAtqwgNGjJWqSCdtiHFnSS3hLjI7xatLSl6HquYUs0pAkvF1jQmiWiWlkjG4d+qCG1ilDf+8AuTYAnVZHq6+LVl+qWzugdhaEBC66J+E4KmlVM6vBVbHaiMi4t4cmkoK2KHsu7KB5hpfz76+Mk6yvfbc6bgBl9GlZ9d1aItYYgpRw7YyPM6g6TjbOcePNCbP092VDj3cIDBDeA+Y1siiz4Ybm+Pre0iCbrm9WTS0G66sJcPbPK5C0Mh3jfGiiApJG5r0vtHLk9N6kpMaE1zPRBzSELFEaZ3vi3+loOXab9vGw/oYmOqv82AxmvGG1myF/j430JhOmbi0Uwd82v8iX51/2vr7nVKPD30vUov6GaQ1GvLlhJIPCJZOWcN74j0876/GQY0snxzZnyHV59kzy7Jnxv8dmlwJwzth5eMMB2rzd/HPbSv65bSUlabksq5qD4ROss/5+MEqw/Q/hnZqd5NozyXdmcdvia1h58F2m5lXhNNn4/qt/5K6zvsiyMbNxmtUgYU5xsmPY9IKTE4kfxScXF01cPOw6nUbLnz/1PRb89roT3m/X2ABdY9Xy4R2fak9al1afIBW0ITFesVS5NiOF3BFlkTN+UUbHOD+bP9cSn9QhgDzoHR90SmqbYz8hkl5vIqPBRO2iPowuLef/UBWzD5kluir9HDirG2uPnnl/VwPxA2d3q1pqIqy5tT6+34bZrrhIctEuB45WA1uubcVdEMbg0cTHqw9pyTuo3lcWl57iLT4aZ7kJ22Oqc9VRFWwtU720TD3E9KdyqVyTzqEze1KCx82fa2HeY8m6CScKbUTk7B9XUL2ol8NnqpnIPRd1svjPJSnbioo6wNW31nPGb8pT1h8LgiIw/s0szC4d265qY+Hvrk/ZxtynSzKmAFX8P/egNaUl0+zWM/ffycfeNt5HIEudBGQdVskuZ7NxyIq8Y0GURWb/u4BDy7rx5IfpP2wyakyY3DqmvKgSegF7hPbxfhxthpTMe+4h25Ci1utuaqC7IkDvoMzw0bpwA+gYIvkxiv9N/OLi25Na9wcwr2QyPzjvK2QdI5v/xyu+y4q964jGJJ7d/RYHOusA1QluABppaKJeK4lcdv8Enrl/X9LyF/euwWmyUdfbwsv73+HtQ1uIKMnE9rx/FJJRl0x4SFqZHVe2J1WHWDv12NsMceFzGZnqRX2k15tSWkjrZ7uZsCqb6gW91CzqJWSTiBkU1bxkMAnYfzh6v4ZJL2VTvMP+kZsAHA8Be4Q3v1UXd2NsmeZVz5Ffg71HdR8d9+ax9UxHCr8zQmelH19WBGuXnqJdDrQRkaAtylt31BE1ymhDIpqowKSXsynZ7hxyP/qIFn0/pzrzBCtsZFFm3U395M6gdsoBjavBbcp7L+xElAQyak1k1ZjJPmzljF+Xc3hJDzULeomaZSSDTMN8N2hg6vO5cZKvLz+IJzdMID1K1CLjbDIeN8ny34atn2qlZao3xRxg3VcaUDSQ1mgk+5CFw2f0qI6bMqrJASrBGjhKq3RwxSISoIXO8cObG6RAAMmo4DP271eB1sleWicfh5gDFv6xmG1Xt+JxBqG/kNCXFU2Kn6Y/lUtak5H3rm0hmCGpLbuDEJGHNjYajJhRSXpmnAhpHDJLHDi7i+5+XdYBshogrclI0BFFjAk0zHHHEwkxvULpJgdTXszFVRjE6NZx8KzueDw0Uhf4Adg61YqhvoIQjvZ+fc1Bv3/RNjso0D7JF5dnkbUKJVsd8eMt2KtKCWz6nKq1VrgjWdC9elGf6n581OvDVTgy86eh4MtQNeEAVt34EA19bdz63M/Yfk07ZzxYStWaDJqne/jLpuc/dgRbWUYBPc1uMqvN9JYHybFncMeyz3Jm1dyPemgfGC6dvJRLJy+N/32kq5GrHvsOMUWmoa+dh6/83v9sMc4n5i1z7733ct999yUtGzt2LAcPqq5roVCIb3zjGzz55JOEw2HOOeccHnroIXJyTq0F+ycZl09bRkiKxG+G08ck6qvPn7BwuI+NYhTD4k8bnnlfn0+rN+LPjBKxJjQ8BpelT302h23XqhV0797UiDYksvz7yUSviEjeQRvn3z+GNbfU48seOngK2aU4kVW5Oo2t17SpFQF/TehfGAPaeHXcYExclZ1kVmDp0uHPihK2xXjuwQOc/4CaobR3GSna5sBd0EnYrmZlx67J5GjMeiqfinfSWH1bvRrwDHr/OFsMBG0SYXuMHZ9qR5RU6/qqt9I5fEaCdBlJMHo8rLj/UEpL7FB6YADnPjCGFT86hLswzFu31XLGr0+MZAMo2u5QtUiKQtQu6GPhn4vZc2EHRp+Ww0t64vowAPZWQ9xF7FgI2CO8fXu9eg3JMOWF9+8MeLSN/VAwe/SUbx5Z2buCkuQQCrCkYibXTD+XLz/zwyE/c92c5SMb7Cj+J3DRxMXHTHgMB1EQuWTyEn7/7n/i5JqtXY8mLOAqUSdCr3+3hjN+WU71aSrRbu7RktuvvSSKAnMdVWx2J8T1X973Dk/tegMAu9vImI1O8vfYiOlkusYE6CkNkH3YEq+wbZjhipMkA8+6ac/lUL4p9T4VEVl+91j2XNBB5/hkgi3klHj+xwfUVrNB811Zo5DWaABBQIj2V6woahXH9k+3sf3TbegCIhfd8/FNEr7xzVpiBgVBgiW/LcWbE6Zw96khBiW9zM5L2nHnhwg6pQQ50o8dV7ajjYpxImDqczkp7benGnvP76K3LIi1U0/Fu2lYunVk1lnQSqpGmzc7gsGnpavCT/tEH+0T/HRVBuiqCrD/vG70AQ2n/66EqjUZhMwSDbNd7Luwi4Y57jhxASS9WzVRgfl/Hzop5UuL4M+MoAtqkqr0PunwZoZpnO3G1KslbI8hiwrI4Gg1ICgC6fUmprysOrk6W4xs/nwLtg6V9FYEcOeH8PfHVIKk6uzF9INiBi1DnmugXxah/58Dcc5QDupDzL/NPTqcrUZaJ3mTPtc2yUtoULt66QanarAgKGritN4cd3c/+xdjaJ3gZdel7aoe7lHfY+nSYenW0znej9GtIeRIvi/cOaEhneGPhYhR4o3v1hA1yggy5O21xtvaAeb+S73+ZGRapnpJazKlGEhk1lvivxuoyb2eiiDPP3gAg0/Lkt+UHFePrWOcqt/maE8kGAt3WGmeqVYf2jr1avXdf1S309W31wNQu7AvJWZtH+8DGarWJj8T9l6Y0LwVJUFtH+/VUb7p5Ns3PbnqO+mGeZdi1hsZn1PGsqo5POl9Hckg42w1ktZoJFyumu191C6cv1rzbw601jK9dBwDN0L3mACfn3UhX5p3KXaj5dg7+C9DZVYx27/xOM2uDoLRMLn21PnP/wo+MQQbwMSJE3nzzTfjf2u1ieHffvvtvPLKKzz99NM4HA6+9rWvcdlll7F+/fqPYqgfS5w3/rSPegij+C+CrMg8tvWV97WPvlJ1IjRmbTpTXs7hzdtr8eSHKd5iZ/yqLCwuPRmNZtbcohIoklGmekEv5RucKW2K+pCWs382hr3ndsa1ywZD6Zd0MPdqOXCuKqCfXm/C0T6yAOrC71dyaFkPk1eqpH28fVCElfccYfxrmZRtTGPv8kTQYescvnoqrc3EvEcL2XRdc9JyV0GYyc9nU7uwD39WFFkLvuwoh5elVjS9fO9hzD06VWRZA7n7rCz4x9CCuQOQ9DKbPpssMC5IULrFSetEL46Woc+HVhKZ9FI2e5d34s+IIiPTWenHmx2hZEuihWcotI730jbRizYi4s+IEkiLkrfHiqSX6SkNqvGzmBjLpd8dmbh/wB7hte+rLcr5e2zM+Vf+KatUUVDbJiS96hKrkQSCDgltWFQrPzr16kRDAYNfiyir0XtvcRCDT0PbBB8dVT5sHQaqlyR+u2tmnMe3l30eGF68Xidqebd2J7ctvuaUHMso/ncRliLM+fXn4n/P/2shB87uxlWSSGSEbbGktvxAhkTtwj5yzOkoskKDp4Yzx8yhMruE/R21rK3Zxrx/FGJvN2Dp1SEoiZlrWosJ+vXDZFHm8Om97D8/tRWrfZx/SIJtABNfycKVH1L1MfuhiQgIitrGllFtpmO8T32ui9BXEkaIJTQO0xqNREwxZI1CMEMiapZ57qcHOO0vRXEB9o8LjizsIWZUx61o4cA53cd9jh8LEaNE82QPB87pViukB1WIibKgVvzpFFXf9Ok8mqd58GdEcHgNTHole0gtrFON+nku1W3516Vsu7qNw8uC6AIa7O0GbJ16MurNODqNFO1xULRHTXjJyLSP99Mx3kfdPBdvfrMWZ5NRlVhQ1Osjplf1mxztKoHkaDPgaFXJoqKdCcLSlx6heaoHT16YnrJAsoQEMOPJPGSdTPYhK77M8JDu1R8l+gqCrP56PaD+vEaPlrQmE5nVZjLqTATToli79EQNKsOVUW+ieYaalJv7aAG9pUE6xvlpnO3GVRhi7NsZFOyzk3Wkj66qALYuAzMfz+ON79bGv3PAwTd2tIDoYOJKUf/L32FhzlOF8fMtizLVi/uon+UibJeIaWRk3RCf74daNZdoXbR0q0nNmkV9qoGQRkYTFpjxfB7T+t1gh3r377iiLcmEQYyArIfC7XbmPFHAiz88hN6n4eyfVLDiR4dBUEnB8vVpJ0yuvXFHDd5+h9vJL2ZT+e7QZiqyKIOc6pY6gIhR4o1vqed92jO5lG52cPDsbjrHBOgtC7Lr0g7mPzr88yFklmiZ4sHg16jPY9SW1QFyDQVqFvTF21vT2kyc/vsS3r2xkaBdUl1fB7XCVryTxpElvay8t5qlvyzF0amel/PuH0PEHGPXRe30lYcIOSWC6RJ9JSH2XNSJGBOY8mIOtk49h5f0IChQssV5zOdLR5WPTKOTr5x2ZXzZWwc2U7zVji6sBvEzns7jrW/Usb5uJ0vGzBp2Xx8GdBotda5WNm9Qq7wrM4u4Y+nnmFcy+SMd10eNQudocdMnimDTarXk5qa6Urndbv7617/y+OOPs2zZMgD+/ve/M378eDZt2sS8efM+7KGOYhT/9RAFkZ9eeCvfevk3ySuGylAOgQkrs6g+vZeIJUb16arwbNE2O578MI2zPMx6Sm3PtPbqufC+KlZ+7wghh8TuSztom+hl0V9S2xgBJr2WjaPNQPXCXtIaTdT2O+QNYPEfSlhzSwMoMPPJVLHi4aAPaePkGsBl31K11V6+/wgIcODcbg6c242zwYg3O0zMpLDpumb0fg0TXs2ifHNqVi9/v41zf1BBw2w3taf1xV1N913Yxbk/GIM+IBKySzTP8Kql+EchYoklVSO0T/Tx3M8O4GwykrfPStnGNA4v7YkTPLqAmKLzAXDeA5UYA9ohxZsHY+BnlYwyL/wsIa6+55JO8vfYEPqH4stSrefD1piq8aFVkq4JQVZNCppmqRVrCqrOWtXqDMo2O485hgFIepnXvqeSa3q/5n23y4LayrHq2zWEjuX+egwMaKYMxoAmX5Ezh8eueYB0s1oZV9fTMux+zqqcyw8u+OpJjWEUoxjAP7e+ws/X/DNp2cYvJgj9hz/1PaIxiVcPrKc8o5DJeRXU97ZhNZg4d9wCREEkGo3y0isvc9EFF6IIxM1vnM1GzO5kbRVZlNl+RTvd5QHCthgxnRy/78s2Opm8IofqxT04W4xDtlAPhog47DO+s8LPuzc1piw3uTUE0tV7t28QgWhv1OMpjoAA67/cxDk/rMDiSlSARPRqq2lMp9BdHiBqiJFZa2bXpR14csMIMkx4PYuyzc4TIvAjRgltRBz2MxG9xHufaaVrbHKlnifn2MYWx8LqW+pSND0NLg1TXs6JT+hr5/ZRP8fF5Jeyyaq3fCTmEANOpC/9UCU1tGGRoEPCk9/fXqbA7H/mx8k1UK+JAWfL4q0O3r2xib6SkFoZqYCsUV0iB7+nQSXmDp3Zw3vXtpJ7wMrBs7sTxg39XFHOfgtZdRb2ndup6r7GDQE64uMB9bpf8tuSeILP74ygiYhEzTFMHh2ipDpFyxqF4m2OD0Qvr3G6i0PLVMkKMSrgaDHgLgzTOmmINsv+cUcHVZ1tvi753dNbFmTj9c2UbnZw2l+KWH2rqm/X+iO1ekzv1SDKqm5b1CynaKIJMcjfbUvolIrQPS6U7AIvi1StyaBqTYJ0ihgl1ny1Hl9OdGiSrf9eRgF/VqIzQe/TIKXLxAwK79zQgCALaCMimoiAs9mILqyhs8qv3sc1ZoL2KJJJIaqPEcxQ9zn27XR6igPEdDIFuxwgCuiDGiLmGIoAgbTjt5EORvtYL96cCOZeHdOfyU0h8Wvn9dI4w0MgPap2U6CaBhzdWi1pZXZe2hE/HwNx44RV2UxYpSZ2O8b7kbTysNfW+hsbUUSY9mxivmzwazD1aNXjF0ipYs1oNMdNbVb84BDaqMiU53Io3eZk8socFBGqT++ldYoXx5sqwWby6jB5dfRWhJJa9GWdEo+hNl3XnDQnqJ/nxtFsYOlvSofU8hUUge5QHxFJigvjZ9rT6MpMmF052o3Y+4ysPLD+IyXYml0dSUZv548/je8suw6H6eOVwBnFR4NPFMF25MgR8vPzMRqNzJ8/nx//+McUFxezbds2otEoZ555ZnzbcePGUVxczMaNG4cl2MLhMOFwolfc41Ene9FolGj0xB6uo/jfxMB18r96vSyrmMWX5lzCI++9kFjY/yKd/lIe9hYda4eYCAHYvQYW/quY3vwgOy9SddiaZnri++gZGySrMVFeff6vKnn++wdQNBC2xxBNwweuJYfTKDmsBiaewhDd5QkXKiM6tZ1QAI1eE99PZ6mfjdc0qhnfQRn/gX+LUYHLHpiQ9D1G9Fxxz0QieonNVzXTUenHVRJCkGDai7nsvLidiCXGziva2XthJ5f8KLUyyxoxMnG9kcnb8xj3yDgeff4NGqa4ePWeI2TWmTnt3yWM25xFxB7j8KLkyrwLHqykLz/Mhs8mn2NXUQhXUYgD53YnLY+Tawpk11iY82wBRn//JHkEXTFjt2ZhiGrZc05HnAwcQOukowL7gfOmCGQfVr+ro8KHIkDxXidbLm2mYbraArHgX0XkH+5vyRyhZNrr3zoc/47lD44b0fiPBUkn88p3DifptZxTNZ/pBWPxR4K0erp4ds/b/YcmYNDqyLakMSariEyzkzePvEcvqYYUAP+6+gHG9YvBRqNRYrLMJX//xrBjWXloPbn2DOaXTGZr80Fe3Luan114G+NzRiZy/L/+XBqFilUHNyX9feey62joa+fJna9z66KrmZGntkxWpRdxuKsBd8CLWWtgRt44YlKMGDHa3d283bOHx/7xTtwcydalx4A25RnsyUm0NVl6dNi6zWTVmSnbmqZWuOpgwsZ+8uN93K/Z7RaMXm1Sqxj0T8iHSPB4ipP1i16/qwZnixF/WkQlxEeQENp1WQe7LutAjKobpzebWPL34e/HkFni5e8kqgJFScDs0uFLj2DyqppLEWP/M/So7y84YD/m+22o79pxQSslO9PoKwqBDAX7bLRM8qKRBOY9U6S+S/vP+ZjdGYzZ3U90fEjdkAPHM/D/zDoznZV+kGHW8/mU7kxDFmU6y/x0Fwc5eHoXWz/TSve2IOXvpeHoMCRNyLO6rFz0k7HsPbODkp1O0toHHUj/P6tn97B/WRcxg0xMq5pEtE5Rte0K9too3Ocgp8aCpJMx+9TJ/LjNWbizQrRXejF6dXSV+dFGRXoLgsR0Mq6iEK99vwYxJhC2ScSOdtFUEtXYOy9vx95hYPIbOeSNoAIuYIsQtsRwdBoIWaUh2wAlrczWq1WzBkuvjjMeKo9Xj8uiTNNED96sMAcXdYMG8g5ZaRvno2OSP2VfSVCgfq6b7ooghkB/uX8/AXnaE0VkNKuxWMgsUT2vh/ZKH64ClchVRJCN/Um0/hAjYonRMzaIGBNoG+ulcYobBLD26MmptpB3yEbDdBcaRWTGc7lsv7w9dUzA+LeymLg2m578AA3TXXSV+wk6pDg32lWZLGkxkLQb3LYqxKB4l5Ouch8oULLTgcNj4o1b1ATduPUZdI8LklVnJuCI0lcQorMqMKJ7MKKXWHNDPZ4cdS45ZWUOec12MKm/Vd3MPg4s6yJiUrV2NVGRnGoLvYVBGme5mf1yYfy3235RG/UzXPHnQUa9KWUMhXvsNE/x8NIPDiEgcNbvKrD1JoKm9gov7vwweQetFNU44/eCiMh5v6mkdnYfh0/rJpAmJcXYMjIzXy0gu8FK02Q3beN87LyindKDTgDq57sQYgKVWzIQTSKyKLPpymbax/nQBkX0AVGVZ5FVbd8B7WSAtGYjs14oQBMVWfX1atyFYUL5Max9qRREw2wXANVdjYzNUhMsDqMFV0RMOheVa9J5PW0jZ1XOYUnFyZNsJxsryYpMMJLgD/5v8bVcPe0cBEEYjbv+yzHS31dQFGVoheWPGV599VV8Ph9jx46lra2N++67j5aWFvbu3ctLL73Eddddl0SWAcyZM4elS5fy4IMPDrnPoXTdAB5//HHM5g++RH4Uo/hvQq2/nX+0rk5aVmTM5OLs2fy+8dVhP5ehszHWUsAubx2BWDgeF6XrrMywlfOu6yAz7OWcmzWdu488AcAdZRdj147sHl3fd5DXu3ckLbNpTHhjQTJ1Nr5eeiEAv6l/mZ7osXXN7q+8+pjrD/lb+Xfr2vjfF2bORBREVnRtiS+za83MsJcx0z4Gh27oY9jjbeD17p14pACFxgy+XKS6AzYHe3i4eVV8u7srrkIrpgaBB7zNvNO3H52oIabILEwbT4bOxu8aV474WEYKSZYRAbF/HKFYBKPmg7PkPuJv5Y3uXbRHXAB8seBM0vSWEV8PgxGRJUJyhFAsyhZ3NZvdhzkrYyqL0lUiVVEUFEAUBNrDffy9+W2CcmKyrhM0RJUYFo2BhWkTmGAtJE13/OzlHxpepaN//CeCm4rOId/4wWojjeK/B7KiEJElOiIuio2ZQ4oNv92zh73eBmRFoVdKuAN+Om8hZo2BvzW/BUCpKZsqSz7jLAVk6ofXJxx4RsPwz6dThZ6Ih982vNLPqQkoKFg1RvyxEApgELSElWNXow7eZlHaeCwaI7Ii0x3xsN1bl7K9iIDc/5bSCCJfKz6fDH0qeSLJMvfX/OeY323VGDk9fRKvdG0dct3nC5aRYxi6jWwAPREvv2t4JT4mgGm2Mi7L/fA7N3xSCKt2ZG11kizxw5pniSHz2fzTqbQkV/Ls9NTyWtdOAnIirs/U2ZjpGEOe3kmpKTv+zhkKbaE+/tj0GgAmUc9pznGMtRZSG2hniq0EywjHeTQea1lDTaANBXBozTi0ZswaA1pBg1sKEJGjjLMUIgoCe7yNdEdVwscsGvh03kJKzakuuIf8Lazo2II3FkxarhM0LMuYTFiOsjhtElpRxB0N8Iv6FwH4fP5SKiypXT2QuA/vr7yanoiHja7DGEUdWXoHITnKhr4D6EUdXRF30rVzNG4vuYg0vfpOk2SZdX17aQn14YsFaQsnugOuz1/Go61riA1y9J1uK+OQv4WAPDKB/inWEqos+TSHetjuqWVx2gQWZ0wc0WcBAlKYlnAPITlKiSkLu9bMP5rfpjaYqH6aaa9gtqOCR1vWEJQjWEQD/kHXmID6LFmcPoFlGVOO+52Pt67joD+5ItCuMeE56rcUEPhexRXoRJVUWt2zh9W9e5lmK6XKks+z7ZuIIaMXtMx1VpFnSGOCpTDlGpdkiSfa1nMk0ArADYVnUWRK6Fy90LGZ7Z5abi+5CAmZFR3vkam3c3FOwhXykL+Vx1vXoaCgQYz/ZmemT4mf76fa1rPX14gAVJrzORxo5fysGcxzjmW7u5bXurcTkqNoBJGYIseP+fS0iTh1Flb37sUgapnjqGKuUzURe7tnN2t691FszOJLRYmCmMH4e/NbNAa7uafyqviyh5tWkamzc1nuPIKxCCs636PElMXKru0UGTO5oeis4/5OpxIxReaXdSsIy1FuLj4Xg6jFqv3v0W0cxbERCAS45pprcLvd2O3Dx0KfGILtaLhcLkpKSvjlL3+JyWQ6KYJtqAq2oqIiuru7j3nSRjGKAUSjUd544w3OOussdLr/TSviwQhJEb7+wk/Z3nLo+BsPgySHqkEo2e6gdbxXrThQ4LxfVmJxH5/IkbQyK79xeMh9ApS9l8bMl/NxZ4V48ys1ca22wTD4NJzxUHk8y308rPtcPZ1jEhnj8W9n0jbOhzczjKxV1Ay3ArqwiLlXR+F+O5W7Mpnxp2nsvX4vclBGRubNr9TiyQ0z8c0sxq9TA/PBjn5X3D3y4BPULOVz9x8A4LR/Fg+bVW8e70ETEcittSbpK33U2HBVI60ThyZBJ76RTVqrkdyakWnlBG1RXvnm4aRl4zPLOL1yBrtbjnC4o4HusFqNY9WYqMgs5PyJC1laMZPbV/ySfR21aGIiMU1yS+hrX/odmRbnsN/79K43eXDNoyMa41C4bdE1fGbGecfcZvS5NIqR4vr/3Ee3r49WX6pu5WCc8Y8K0mqPT0p4MkK8fVMdkkGmbEsaM186MXfJU4GQSeLl7xwaUWXaUM/Ql759kPDR7wsFLn5gHDpJQ8gssfqGWvzp/a7FdWZmrMhPqiQB6MsNsuXyFiSdTNQUS2kfRwFHmwF3fiIOzd9nSzzjFDC7dGgkAVuXgUlvZGPvMXLwtC5Vt02rIBkSVckIkHvIysJ/D91a+0Fi3+mdHDijC6G/gkXWKIgxkZhWRhEV9CENFVl5GJ+RaS/20lsURIgJBPtb8WY9nU/xPkdKO2391D46xvhw54TVKqH+31SQQYwJGLxaco9YmfRmNvpwoiLmwKIu9p3VyYJ/FpP/EeqnBewR3ru8he4ytdJKFxIp2eGk/L007D3GRHxijpF30Iqt24A3K4wupKFxqjt+vDOez6N0h5NVX6/Bl9lPWPVXY019NTfJaduTEWLVLTUgwBX3pF7fIZNE9fweaub0DikZcTQy68ws+XsZWy5qiVcYxStF+50pNWFBrf4e9PPNeD4Ps0fHwcVqJX1fYTDF0XNgX9qwyPKfjB1RC7ZoEpn0t0nxWOlYkJHpLg0QNsewdxk4vLCbhmluBAUmvJ3N/mWdKCKU7HAw+bVcjMHhG7u2n99K43Q3kl5GH9Iw/99FrP1SfXLV7HASKQos//HY+O8kI7Pq1hp8GYnfcsLbWUxYm0rADoU119XRXRbgwgeriBhjbLi2CUknq90ZCiz6Rwnrrq+PV1Oe/ZsK7D2J53fAFmH/si768tUqw77CEEIMZr6QT/EeB8hQM7ePXee3q+YWOlViJKZXkLUKoiQwfnUW2bUWVn+5DgTQhTQs+1MpnRUBOip8pDeZqFqfEa883XZRK3Wz+yjZ7mT2CwUpxzQ4Jtt6qyptIMUkTvvDFyl/N43xa7NYcefBlM89fMVdzCgYN6LzdjROJlba2XqYLz39APm2LF687hf/sy6Z/6vweDxkZmb+9xJsALNnz+bMM8/krLPO4owzzqCvrw+n0xlfX1JSwm233cbtt98+ov15PB4cDsdxT9ooRjGAaDTKypUrOf/880cnsoPQ5u7m3L98LWX50t+UsvrW+mN+dtEfinjnq00IMdVJ0l2UmHyMWZ1G7UIXsk5B79Nw/n1jhtRxOBohq8Tar9Tjz4pi7tGp+hr9H8vZb+G0vxcDapl+T3EQs0uHyaUd0b6P9Z2DhcO1YRGjW0vJew4c7Qbq57jpLQ4Stktxwk0jihh6NTiaDWTWmMnfa+X176lit5d9U20vfe7BA/GxayICC/9UTEbTyKu3Nn22WW2T6YfRrUUTERi/KpPCnXbW3N6AKz9VA0gXECncaWf680PrtPUUBVh7SwN5e62Ub0zD0q1XjzmQaF8JW2KYvCd2n0hamT3LO2gf6yPYr8ky7o0MSjc52f6pdsIWCXdBYuK19FelpLUeO5t4cFk3+89LFl7XChokJYZW0pDeYCSt3ojBq0UTFYhYYuwbJNS+644nqe1p4e0j73Ggs55DrXU0+TrJs2Tw8Ke/T3FaalVBWIrw4Nv/4Nndbw87rgGX3Od+ppKger+GMWvTk0Tib1t8DcsqZ1OSNrxe3uhzaRRHIxqTWLFvLdubD/Ly/nfiyxeXz2BCbjkv7FlNu1cl2ZbfORZJL6vPSYvAkp/MZe81e447mR1Ay0QPm7+gVnUseKTwuHprpxoD989gVK5Jp3ibA39alE3XJxvLiBGBac/nImtlWiZ56Ro7tJNy/m4bs/6THxcA7ysI8t61LQl9KEV1AD2WC2VnhZ/Nn23G3m7AkxdOJTgGTdCFqDqxHQoDrn22TgMV69PIO2gjopeOaTbzQaGr1M87X03IFOj9GvR+kZhOQR/UoAmLePPCRAe1jQ1HRGhDIhfeUzkk0SLpZbrL/HRVBOis8qvXaLqkGlso/eTVZieTXs3i5QeOIOlkzvh5WVyU/aNEy0QP9XNddFUGVL0qRT3WwS7eBq8GTVQgq9rCzKfzaZjhYtvVbfH12oiIpE+9B7VhkdMeLoqLxw/ECKWbHMx4Npngrp/lYvtV/fs86jfQ+dVWPxCQdDHCzsR32VsNeLLDoFE/owuIiIpI/lYLneMDhG1RdD4twUwJYjDppSyqNqQ6CLZXejmypFdNNAoQMUn4cqPHNAU4GqJJZMoTU9h99e4RP5MA9p/dycGzejB6tJz25yIcnUbVmCAngiDDpd8e3lyppyjA2q83oA2JaKJCwjhh0Dk0ujSEnEMkchUY/3om49/KSlosI1M/1403J8zEldkj0us7uKyLmoUJvd5JL2Vz4JwuYobEVF6IqoYUggLZhyxxHVgxqurhDjWWxmkutn26TU0wK6CRBGRRQdGAuVNHoN9J1tauJ+eglUmvZsXv0ZBVomGGC3dhmOZpniTX18IdduY8XoAsyqz/YhNdVQHSGows/X1qe/2eCzo40q8XvOuOJwF4+8gWbn/xFyz6YzH+jCjbP9XGLQuv4uJJS9hQv4u7X/sTAG/c9BDZ1hOv7j/RWOlHb/yNXc2H+criK5lVNAGLfrRy7X8NI+WKPrEEm8/no7i4mHvvvZfPf/7zZGVl8cQTT3D55ZcDcOjQIcaNG3dMDbajMUqwjeJEMTqRPTZqe1q49CitqbzdVtqm+Ibc/twfVFA318Whs3rIOmSia2xymb02KLL87rG8d3ULzTM8OFoMLP310GKpQ2HVHTX4siMU7LTRMt1L9iELCx4pfF9E2rHgzgmx/9wuPLlhFFEhZI8haxVMfVqW/roMY0CLjEzjLA9d4/z4Zsp4AwGkAXHwQcHbAMFWPb+H3ZclDA/srQbO/FX5CY1rwxeaaJ849G8wGGatkYCUTLad/ZMKrD2plXxJgftREGJg7tUlCRUDnPGzY09+QmaJlfclSMrMajML/1yU8nt1l/pZN2iCl9ZgZMw76aojXYeexlkexBgU73DSOsGb4twKavA597ECsmosaKOiWm2oUbB16RFlkS2fbolrBA4EfyNFTJaZ8cvjOIIqKrGhlUQUQek3UBMI2SRW3n0kZfNjjWH0uTSKAURjEq8f3MBdrz404s+c/vsSMhrUyfrxJrOSXua9a1qYsiIHa6+enmKVaB/A3H8UULDvw4uneguDrBmUxBEjAuf+cEyc6AdoG+dl0xeah6xWHow5jxWQfcjMmlsb8PW7AwoxgbINTqasyI4/h44s7GHP8s64A+HU53Io3ZzsdF07r5cji3sxuXQU7LVhbzXwzlcakwgObUBEGq6iSEmY1GijIqf/tuSEXQ4/CET0Em9+q46QQ8LaoWfcWxkU73CmbCeaRMb9ewJv/HAjAXOEss1ptI31svuSDmStQnqDCU9umGCaRM5+C/MfLRyxoUTDDBctU7zxd5omqlZTjVuVwYQ3RlYR9GEhZI6y8u5qlag6CtpQQrtq+XfHsuuSdlone4maZXR+kajlGGSSAnMfKyDcr/lqdGs5/weV8dXbL2+lZbI3XkU54+k8ireq9+Xb36hPqg48Gsa+fuJo8LUaEpn2bA6Hl/TgKTiqBVRRTaBGgsZpLrZe20bpeidoFLKqLRxc1oUgqNWPR8cM8TGJOi78XtWICbaIUeLV71cT0yqc+8OKJH27gaSjvd3Amb8oj2+/7/wu2ib4sPTo8KdHCTkkzvhlGW0TvOw/txt9QEPV6gxCVomQRaJ1qgdZh2rWlRdGF9SQt9dKxca0U+JufuCMLg6c040mKuBoNSDpZTx5EQRFdZDvKw4RckjoAiIGn5bT/lKEKz8UN7UYcA+GRDw5GAOuz67CEJ7cEGFrDGezkdn/LGDlA0fUxG+tmbAtRtgi4c2OELXEVH3D/mvD4NMweUU2giSw5XOtKpn3ZhZv31KHqyhEer2JhY8UJ7mUAiiCwpZrWmme5uG1L/+ePLtKzr6wZw33vP4n5j5WwP7lPYyZUMJfP30Pmv7W2dXVW7nthZ/zl099nznFJ9bRASceK93wxAPMLpnIDfMvHa1c+x/Ffx3Bdscdd3DRRRdRUlJCa2sr99xzDzt37mT//v1kZWVx8803s3LlSv7xj39gt9u55ZZbANiwYcOIv2OUYBvFiWJ0IjsybGncx5eeeuC421m6dDhbjLRM85JWb6SvNLWSytSrZdZ/8qlZ0EvrVB+TXs6mau0wduioGe6IOUZ6swlvZpg3v1kbL5vP3WdlwT+Gtzs/1ZCR2XFFOw1z1NbD7IMWpj+Xi8WlT5rIRqISbRO9NE330FHlQ9HBoj8Uk1WvCtJGjBJBu8Rbd9QhKMfOvB4Le87voHpx75ATzbVf/QtOk41QNIIr6KHJ1cGXnnoAR6uBef8oJGyNEXBGUUSFoF1i7/JUl9ORwOjSMu35XPL3J1e5rPpmtSqaixoYLr+z6phEqKSVeeemhiT3wOEwWEcJoOQ9B1Ofz2X/uV1Un957zM9+ae4l3LLo08f9jsE4JsEmw/Lvj40HnEFbFF1Igzaq/h3Tyrz449SW69du+D15jtQKARh9Lo0iAUmO8dt1T/Do1pfjy5b+uhR7uwEBgS2fbkEf1NAyxUvRDjuFO+1xcg2OT7ANrhY72qW4fL2TaS+M3Kl5OESMEn1FoRRnvqO3AXj5viMpLodDTSYjRomm6R6yD1vwZ0boKQmijYiUbHXSPMVD/l5r0iQ8opeon+9m74Xqcy6z2sziPye3Yh44U50AA2rrnADpdUbCthiB9GjSc9baqYs/346GJiqg92kweDVYewyUb3CSWW8ZctuPEjIyL/w00Yo7eUU2le8M/S4eadXRih8cQjLI5O+2Me+fI3eGHpyMEaMCE1dmjbgiajjIyKc0+ebJCvHWN+pRNAqFO+w0T/UgygLL76rCmxnB0Wlk9wUdqut3f3JNiKlk1gC5pvdrmPe3QrrL/XSXB+mpCBDTq+8yg1dD1hELzTM8jHsjgwmrVHJx1bdq8GVFEGKgC2uY9/eCIa+nnqIA3uwIjjYD/vQIR5b20lccwujSoguKePNSibQ46dbfKgpga9Jx1m/HsO3KVhpnupmyIoeKDcNXF718r9oiO9S+joUz/1COvT7VFal9rJfdyzuJWCQsXXqiZjlOkKfXGZn3WBFNU934syK4c8OEbBL+/ntRExERZDVxgDhoLAoU7rAx7Xm1HTdgj3B4WQ/1c10oIvEuhMo1qS62pwI9xQHWfaUBbVjkvAfG8Mp91cR0MtqwSFqDMV51O9CR0T7Wy4YvNg/brjpSAhRA0sRY8ZNkOY0BiROjS4vJrcPRaqByTUY8kfHW7bW488JceHcl+pCWFQ8cQtYpXPKdRCtnZ4Wf/ed0qc9GrULYEuOLcy/m64sS+sDRmMRXnvkx7zWp0ii/u/RbLK6YkTSUaExCpzm5yt3RWGkUJ4qRckWfGBfR5uZmrr76anp6esjKymLhwoVs2rSJrCy1zPVXv/oVoihy+eWXEw6HOeecc3jooZFnbEcxilF8cKjMKh7Rdv6sqBpoKTBhVSbrv5xaaRRMl3jn5kS10t4LOilfnzZkef3qW+txF4bV7O6jaiXFWT+pYNV3akAEb7bafiqL8inJMB4PIiIzn8kno87Mvgs66Rzv5/W7ajB4NeQdtlEQUcvmtZJI0S4HRbscuLNDvHVHHbsv7eCMQZVqHWP9IIAiwIbPN7Lg0ZGdYwBZo9Ay2UPYGhu2isNpUgkvo05Pri6TXHsmYzKLqKaJ1++sGXbfy+9KkEWSXqa3KMieizrwZ0SxtxlY/KdiImY53rIbcv4/e+cdJ0dd///nzPbd29vrvV+SS++9kIQASSghFOkIKAKCoqCoiKKIIlZUBEVRUEGK0gkBQnrvvd3leq+7d9vbzO+PuZu9ze5dEkTU729fPPLgdnZmdmZ29jOfz+vzer9eITXK3dKlI+uUhaaJfeqAIt5ANh60IVEtO7Dne+kq81A304EzOxDTyTzd1LmnyMvbcUisePj8rJVDvvfG4XXUdrfw1YU3IAqR++mn64bxXBPhve9WRaVuDUZqbXyVyov73uPriz97VsecwP+/0Ioa7l90UxTBtv7eOnUAO/Nv+eQeS2LU+nQs9n8tnGQwuXbpQyP/5XJFSZTw2EKs/0otQYuE1iei9YnIouI9Nrgs6lyh92kp364M+q3dhqgy1hFxyAB9QMuojekcW9qJpJPpGuGJJWAGH07/4p6y+IR/PHJt4ZPFhHUyWdX/fWQagDPDz+HLOgjpJTQBQSk9EyIK5fyD/3op8LIflPPuj6poHe/k6EUdjPvw7BRotXMihvtz/1T4L1/D5nF97LylGaNTy7JHyz8Ros2XHFbLWWf+PZ+OUW4CljDbbm1i/p+V5/fEVdmY+rSKIhKY81wBWSctHL24E1dGgGmv5qL3acloMMMGhfg9cFU79iIvGafM1M/sRQhD2aB7eMAr0NKtx9yj4/Cliu+YqVdLaoOJ7EoLvbl+AsYQhfttmNw6UltMFByxcfhipWzPZ1MmN72poVi/MRmSm/X0FSoklrMwyJ5rmukq9yBr4ODKdoSwQNnO1LjXZeFvi1n31RrC/c2Pya7Fmx4is9KMwaXBbNfjSQ3SNDU6pfuje2qiymC33dpI21hFxSjIoHdpsBf7ECRl8taTGqSn1Bdl3TEYSe06JC1IWll9HucdTkLn09Bd4qVpqpOmqU7EsIA0KD3W1mQg65SFirXpUV54nxScGX42fqkeQYapr+bSlxMgrJfIPmqhY4xbJdcECdwZAQL6EPs+0xbV79EEBJWIRVDKZcee4bcV0kt0FbvZ/VklUMHUo2XunwvRBETM9qEtVDrK3fTm+smsMqP3adl/ZSshg6Sm00pIbL1dKRcdfIzxVGiiIFLbo3x+ss7CgrIpMZ/3ccm1s0FICvP7bf9kRuFYZhVP+Ld9TgL/9/A/Q7C9/PLwJTlGo5GnnnqKp5566lM6ogQSSOBskWKy8tAFn+NHH/0Zc5cWT8bQyW5Bi4S+T4wh14Qw8ckgAd5+7KRaXjcYPltIXefoxZ3kH00mya7H1Kt0FN3pQd58/ITSWZJRO06l21OY8E72WXlifByU7E2hZG8KNbN7aJrkpGuEh7ppDn5d/y7Cw5BVGSmRsXUYMbg09Ob68SWFMLq0SkmONXINu0u8w3xaNDrL3By4oR2nzU95Sj7Xl85heuFYdjUcobq7iVtnXMaTm19m0s+v44rxi/n+sjvVbX9y6b1c9fwD5FkzybGls6/pBNY2PX5rmJBeYvLrOVHSf21AJKvawpJfRZewGl0iS386AkmUOLXArqhCBIVgrc10AJBZaWbenwo/FvGZ2mwitdnEyM3pyMgcubSDqmGUac6c/vKvkOJdMhzM+viE14wnbiYQVgYyt8++gmRjZICXah5+4DkUuQZgL40/QP/b3gTBlsDZ48DXXuKh1U/xwYntmAwGnH5lULbr5kgC3txnC8k5eeYU3AGcmhv5TRkdWnwpkTapc5SH/CNnXwkgIdFV7mXHLU2KL1Ucj66wTiKklxAlAXmghB6FmAel/U5uN1C8w8a2OyPPj5BeiilJ+rhY8PsitQT2g29Xk3M8iZ4iLwueKaJ8ayrHlykKNpO9n4yAqHOxtunV9kaF3F+W2++hFdJLiCEBUfpkSpBCOom+HD+CBMntBjQf47kW0kqK+nuwZ5dPJK3WpHqYfhLQB7TM+VMBu29s4eQF3ZTuTMF8FmFGJbtSaB3nIu+w9RMhKBunKV5SvuQQ7z5axaQ3sinel/Iv7VM9LgHW3VurBi8ldUcrZ5TnFoSMYZX4HUoVpQ9omflSPh3lbrbcqZQcj387i4ZpvRy9WCHSNH4BISDiygjgygyo96OjAFrHu6I8Po9c3klys57xq7PIOWllwnvZ5B9KZuudDSq5Jkhg6NVQuMdG1QU9IKCSawNomNGHuf93iQAHrm7D2q5XVfigkIPbP9dEWoOJRb8pZe3XldTeAa/VtHqTSrBKooSpV0vV4p4osqhudi86r4aSnSn09AdJZFaZmfZqLkanloBZQu8S6c3zY+7R0jzZSW+en9QGE7Wz7arifdpLubSNcdE6wYUkRMiztrFu5H4vMlDUkdYOPTqvsmDc6kz1d/vvgITE5ruUCeXzfltMeqOZjV+sA6B9nBtBQvEVTg8iiwpxv/HL9ZG+bz+0PpGwPuIPd3Jx97AEW8AY4r3vnVL9Aie+kR134gGUEu2T53ej92iQNDKOAh+CDDNeVIIM6mY50HlFLnxM6QduuruBnlIvqfVGEMFXIvPCzT9kREZsNcnW2gN0uhXyvC/o5o873uD22SujJjD/nfAEfFQ21TM6K9YzLoEEhsP/DMGWQAIJ/G/j6kkX8KOP/jwsuTaAQHKEcLB06Fj4uxKMLqW5ChhDrHmgBn9yOOIpIcDbPzrJlaeVSpZvjhjEu7ICvP6z4wghZSAGgKiomcSAgNSfjgRQO9eBK9VPyd5UMqst6md/0ijbkUbZjjR6CrycWN5FT4WPoBiifaybjXfXq4qs1AYTbeNcnDi/i8lv56BW9ssK8bjw6TMrvEJ6iWNLOzl1njIoHptRyoySsdy/6GYAilNzefTDP/Cl1yOpy8faa6L2MSKjUPX+anf2cNEzd+PMCXD5tyrQhM+9wyNKIqM2pjNiYyoHr2yndayLvENWRm5Kw+I4dzWNJEpKiUubQoLVT7Vz4Mr2KKXLxDeyOHFRN0mdemb+LY+mKU66SzxM+UdulN9bPGy/93me2vIqF4+ZR2l6JAXL7ulTybXrJi/FajBz7xs/o8PZzUs3/5i75l5NtjWddmc3mUlpzC2ZiMPr5HhHLZuq97P+1G5MOgOhcIigFD/t9nSYdLGlMQkkMBQEQeCxi7/EYxd/CVmWufnv3+Vw66modbbd3sgV3xg9bHJwSCux/+pWGqdGzKzNdh3LfjwCrzWIJijQOLWP3GNnJupCeokPH6gmaArHqNH0Hg2WTh2SVib3eBIjNqWdlTrk4GVtUeSaEFbahbOqORsGB1a20jzByaj16aTWG7EX+/Cmhqid6wBg583NLPhjsVL6N6WPKPMVAZJa9JTuSiHjlIn1X1cIutItKUxYFTuRM6BoXfmt0ZFn1TnAaw1y6rwevLYQPUVePOkRtZzGL3D5d849cU/SSsgiFO5JZtoruSDysVXfzkw/9kIfXluQ5DYDucetyIrpJIIskHvCirFPiysrQFeZh6L9Z34WmJw6zv/NJzMIrpndg71QmbQSwsoEyN7rW/9lgg3A0KfBnxzGUeDD3K0jrd7E5LdyaR3tpOq8HtwZAQRJwNinJaPWTM0sOyW7Y9NVQUkodeT7SWs0YW3Vq2mP1fPsaP2iaoWh/LYG3ZADflkODUGThNT/29P4BMJGmb78ANtub8LWZGDxk0pox2XfraA3x0f1vB5aJrjwpYapulDpSyz5aQlbvtioGv8P9Ms8GcHIxwrgTg+SWRc5jI1frseZE6C73Iu1w8CiXxWz8Z56JdhDgpMXdlM32wFAwBRWJ79UJVY/qhb3ULWoB71bBEEh999/qDq2PFKGse9nMOX1XNpHuqLsJPZe1wqC8v0Y3FrKN6fSOs5FT7EXWSNTtNvGpHdiw4v+3Ti0sh2fLcSIjWmkN5rpKHfTXeZF6xUImWTyD1hpmurE0KdBkAV8ySH81tg+tj9Z+W5SGow4inzIWnjnkZPkHrUy/dXoIAxJlFjzzRokjUxmpZnx72aR2hrfzN9jC7D3ulYEGVwCarLsrL8UYPRo6S7yIIvKb0gfUNRsPaVeMivNSGboKfDw8JI74pJrQEwi+1NbX6U8o4AlI2ee87U8F7xzdBPfWf00z1//CI9feS9G3b+m7k7g/z8kCLYEEkjgU8HZzDjpnRoC1gjBoPWJjHs/SyW4XGkB1t1fS8ggoQkKzHghP2JYL8KmO+ujyglHr8+geXIfvXmRJFJZi2LKOghSf4dtsIKpc7SXzjFKJ3vyP7Mp23nuCUVni7QmE/NfKGbiSxM5cOMBVn2tEkeBXy1BKjhopW2cSx1sCbKgGjnLWvjogVomvDO0/81bPzwRM4A91lVLQ28brX3d7Ko9giMYG3pQ1dXAodYqxueU4w362Vi9l9a+LsKSxLa6g+p673/rFJf8aNTHPn8RkSmv5zLl9Y+9i5jEtXiY+nIuJXtTGLEtcp1GbUyHITz8Tsec39wKwB92vM6e+15QSxNSTFaWV8xhfN4Irp+yjOlP3ESonyh77dBarp50AVdMWBy1r9zkDMZkl3LlhPPVZU9vfZVntkdfhL9c/wi3vPS9mGN55jMPndUxJ5DA6RAEgeeu+z719lbybZnM+fVtyMikNhiHJdcA3vnhSWSNotDKPZrE+EEE0UBC8HB+S71ZPg6ubKervL88qP/jNH5BbaPKN6cy6e2PN5gdKBHTBARGrU9nzEeZZ9ji7FAzzwHA4cs7yD9oZcbf87Hne2mc1kfbOJeSuIpS+tc0pQ9fWoi0GhPutAB+WxhXXoDDKzsQQ5HrWzvfQdmOVGztRmRBpjfXz+HL2lVF69p7qxm3OovcE1aEoRzoAUeej5bxTjpHuOkuHV7NnFHz8dQ2A89Qa6deKQ07+/BGACSNxE5HJZvvr6YvJVqVq/NrCBqU9lLv1nDx90coSiugboaDlvEuLD06UhtMaIIC2ScsSFo+cYV58/g+ji3tjCiaw3DJ90ey8+ZmOkd5+PCBakZsTiXvUHJUaIZ6jki0jncRNEpknjLjSQmS3mCKIseWPzqCgFlCGxJpmtjHwSvaef2nx2PIIE96kJ7+7/LA1W3K8YRQSbMovrhffT/Qd/GkBaPLOFFUZ+q2/e/5T0u8DBuVlZOb9biygvQW+Nl1Y4vqhWdrMzL1tTymvgbHLuzgxEVK6vDWO5oYuzqTo5d0ErCEVSP9wZ8FsO+6Vg5cpSjZRn+UwWAL8H3XtmJrNKgppQPk/UBa5uBzGXxuJruWMR9msv8zrQSSJMa+k0HYKOPOCOLKCNCX60cTEJTydQGOLesird5MZpWZERvSECUBb3KQsF6m4EAyBYcjqtvS3fFLWj9NtI9SEkBPLeihZp4dof93FzLJaP0iQr/KVQxHkk0Dg8IwjL0afLbINVz0VLEysfGtGgKWMA3Te5n4dpY6eREwhth8ZwP+pDB6p4bkNgO21qEn83Zf3wICLPpVCVu+2EDQIDH11VzyjlnxmUNsuqceZCWB+cDKVmpnO7B06bA49LSOdvP8tY8wOb9iyP3vb1GsO0wOLd5+hfT9b/2S22au4KvnnSE46mPi5f0f8OO1zwFg1hmHrFpIIIHhkCDYEkgggU8NK8cv4s0jG+K+t/RH5Wz4cl3UshXfjTx4JSTW3VdLSC8xflUWRy7pYMdtTVFhCF0jPLSMdUYZ5o97L5Ntt8d6ucVDVHngoE6cJ+3MqrtPCqIkknfESu0cB50jPWRXJVG5WJkp1vmUHrImKOAX+5V3WhlEOHVeT1yCTUaOItdszQZ685XBkivoZfPBvRRtS6a800r+oWSqzuvm5OIuRq/P5NiyTm5+8btR+zMEtMgo5R0D8KeEefuRE0x/OY+MWotajvVJlTgNh94cHxu+XBczqz0YYlDg0odHnXFANvvZAnYMuldm/jWfgsPJUUbuA5j+xE0xy1ZMWMQTG19UyTWAHfWHuGrikrNKnPrC7CsJSRL7m0+wcvxiLh+/EH8owMrxi/jg5Ha8QeV7y0vOZFLexyc0E0hAp9EyIqMQXzDA4vLp7G08jr3Ixbvfq2TGS3lkV0YUaL1BD3svbaF1lFMtlVryy9Jz8htSlW/9SbwKKQCj1p170mNvjo8tdzQghAXCBomwViaj2kzpzhTS6ky4M5QB88hN/5rJ/WAMJDzqPCLNk5xkn0iiZE8KhYdtvP3oSdyZQV7/6XFWfqtC8apKC5F33IrepYlKV5ZOm9w5tqyTOX8pZO39tfTl+KPec+YF2fH5Zi5+ZCQGtwavLYTfEkLn02B0aln/lVqcWaeVmwKlaXlcN2WpOkgExSNtyS9L0fnPEJ06BCzdOpCJmqw6G0S1nZ2wdOZsLh63gKn5o9FrdPx2yys09Xaw/tRuAAKWsOKx2t9cdo2MQxgOKg3WeTVUrEsn92gSPlsIY2/EG8qZ6cfg1KL3Kecc0CuKw+JdKVEEmSRKbP2c4gklyMp3XbIjhfGrMhERmfFiPuu+VosrM8CBq9o5uLKdmS/kk9Sl5+TibrrKPQSNYWSRaHIJheid8WI+OScsiJJIR4Wb4xd2YS/ygQBikCHTO2NOe6ifm6AEHIS1EgGrUl485v0MZA10l3rwpCpep0aHFkES0AQEtH6RnONJhAwSx5d2IchgcCpl3moqqAxJnfGVO2PXZDFicxp7rmulbZyL/Ve3nZVIVNLJ9Bb42XlrMxqPEFU+3Vuo3FuZJ80UHEzm+NIufNYQlh4dGTVmJr2RgxiCo5d30rXIjz3oxpsaYt81repnH7u0ixkv5uFOD+JLDiELMkFz5DvR+kWSWw2IiExcdfZhBCGtxJFL2unN8xPSS4R1Mot+W/xv8VwbDEOfRklSFUESo++t9BqTOunqTQ2RdcKCo9CHJiAQMkgEzRK+QRPWo9alI0oijVMcSnmyBGPWZKjncPz8To4v71LXD1jDVJ9np3q+Xfld+EV0PhExKBI0hRVCr/+7q5nXQ9AokVFlpmRvCgD+pJBK6rZMdCq+fw4tY9/PZPdNLdwx88phyTWAjVV7SerU48oMkGfKoMWrHN+Le9/7xAi2gBSi1+ciQ6cQqpPzK7huylLumnMVqeZE4GECHw//MyminwYSKaIJnCsSCTTnhpf2vc/j656PWZ7cYmDaK7msv68uannOsSRmP5ePiIgzw8+ab9bEbBsPg1Pj9l7dQv2s3o91vIW7kpnxD6UUMGAMIYbEf5sv2+CUtfpRdnbf1ML4t7MYtTmdjXfV0V3uBQkKDiST0mLkyKUdaD0i854t5MQFXbSPdSvJTl4RURLQ+kSEsMDoj9IpPGhTykn7e0PutABBo4SkkUltGlq10lXiob3CRdtYFyG9RNE+G0JYoHOkh84R7nM6vwGFSv5BK7NeGD4dTkJSOsciw5aKNo/rY+etEQ+p6S/mYnBp2XpnY9R6g4MXhsNgJcGiX5dg7tGx/zOttI12ndGbDWBuyaQoZd9g7Lv/72q0/MeBLMv0eHpJMpgxaIcvV0i0SwmcK1r7ulj2hy+pry9/sAJNSMSTG+L9+yOl0+ZuHeNWZyptylmiu8ij+paBQmAMnjxZ9d1K/NYw01/KpWh/yrD7OrCyVVWTDQdNQOCyh4ZPHj4X7Lq+OcpkPeOUmfl/LGT7LU10jnIjxWkfdB4RnU+DJzXIhLeyaJ7UR0+pD0unDnOPjtRGE4UHkukq83DwynZmFY0nw5LCquNbzunY7l1wHddOvgipvzs/4P846eeRtONZf80n//C/1q9d/VAVvuQQyx8ZGVfBNRjODD9Hl3XQMimijF6eMYVHb7x/yDZJPd5+0uW8p4oQwgK2ViO9eT56c314UkK4sgO4UwM4cwKKf6oQ2QYZ8g9ayag1c/CKdgCS7Hq0LgFHP4EzQNAldeowOXR0l3uRRFkJ4fld0ZCkScAY4sglHdTNjt+fMPZqyT9oJbXRSMcoD1qfSM18u3pcgtTvI9tPXOUdslJ5Qfew1/FsMOsv+eQfSUYSJd77ThUBq6JgMndrOf+XpUOGjUgovnqDAzcECeY/U4SxT4vBpTkrAqlmVg8Hr2yPKOQ+IRTsT2bm3/Njlg/0ldZ8eyvbbmiMmkAU/WDp0UclnupdIhPeziKl2YStI6JG2nZrIz3FXky9Wkp2pVC4L1k934Ey69YxLny2ECGDpPrPDZynuVvH+b8qoWFqH8nthn9LOImEROs4F80TnfQUe/Enh9AERLIqLUx/ORck2H1jC82TnQAY+7Rc/OhIHNk+1vV72gEgw8pvVCAisvczLUqSvawQ53q3hpBBivWG7MdA6TBEyn+HwtRXcinZk0JniZudtzQT6FcgJnXoKN+aRvbJJDZ+tZ5RJSU8c81DWPTxS08H8OTml3l255sAvHbrzzjeXst3VisBhgN2JR8Xsizz6v4PeWydMhHx4Z1Pk23991WqJPB/A//nUkQTSCCB/31cM/miuARbX46fvdfElve1jXUhacGZ7mPjPfUx7w+FHZ9tYsz7GVg79HSWK8a3Q0W/C0FIbzArJUunoWO0m+rZ3TgK/dTP6EWQIKXJiMGlxdqh/7fEsYOiRkOG7JNKhy2lxUh3uRdBhqapfTgKFMVeyCyx5a4Glv5oBB99swZNQCBgCRPUSmppxZ4bWzm8ogNrmwFBhin/zCWp5+z8JDLqzIrEvx/HL1JmD0VBxCDq8Idjk/CGwkAnuHmSE+nv8rDqtjd/clL9ri797ki0ARFJhP1Xt9I0uQ8xJGC26yIdQgkW/6qEutkO1RNJCMPyH5x5IDgYJodiTJ59zMKe65vjJv0NB5Vci2PQ3utzkfYvzIYKgkD6aX4kCSTwSSE3OYMnVn6N+978BQCtY10UHEqmcUKETFjyi1LV3/BMaBnrJK3OhNGj5eSSCImQVmti7p8jBHtniVv1B6qd7eDAFe2kNhop3Gcj53gSRo+WYxd1cGJJd1T7rXULhCxxBnr9iyStTPU8OyO3/usqtuNLOlVyTQgrA+yuco/STg2DoFkiaFLsDI4t71TbwGmv5pLWYObNn5xQCZYV4xbyyLI7kWUoTc9nV/0RXH4Pxzpqh/sI7ppzVdxk49UntkW9Dg8zKD5bTHs5jy13NrD9tkYWPxXrd+bI87Hnumb6cqMH6t9feicXjZjJRx9+NOS+252Re0QMK8rsTXc3YG3XM3JDOiV7U+KayQf0IaoW9eDOCKLzitTOddA82akSDgC6PAMWvQlHr5LMmVZvoqfEiysrqLbxGr9AX56fnTc3MecvRXEnZPQ+LZPfyMFnDSvkk1eDwaWlZKcthogqOpACQOmOFBqm99Jd4iVoCmNwaRn3XibpjWY23xG/T7PkZ6VRRNDpkEQZSSMjhpUgjJBWonJBNycv6iJoiASEeNJDvPujKsa8n86YtbEqURERT2pEiT7jr3nkHree8yRi2c40ynamsebr1bgyAkMmk+vcIrZWA13l3rNS7TVN7mPy69lDknzZtVYu/85oqud0c/AKJShJMiihRbYmAxPfyubQynZ68/2cuKibio+UtuDUeT04Cn305vnR+kT6cv0cvEJRJkZBUO5FY6+G1AYjZdtTVSLzzcdP4kkP8u6jkckHTUBgzPuZjBrCquPjQEQk/2gy+UeH7jvMerGAk81d1M524EkPsn9lq9oPSq82YXBrKduWqk42TPtHHuk1JvZd04Y7I4g7I7qfI4T6ieD+78jSoye5TU/TVKdKrhmcGgr2J5N32Mr225sIGSRKttso2ZNCb5aPzXdHVKgDJf8dI9xsvbsRa2oSP1j+xTOSawDLx8zj2Z1vMiK9kBEZhZSl57O2chdXTjz/jNvGgyzL+EJK+zT717eoy6fmjybdcvaTRgkkcCYkCLYEEkjgU4M4VJmcCH358UtP3n7sZNzOWFTs+GloGe+kZYIzalZ7KCGDrCMuuQaKMezBqzoi62pQjXHbxkFag+mckvLOBscWdmAv9JHSZFQ72XWzetF7NFz8yAi2fKGRrjIPOq8GU4+Wvnw/dbPtXPTjMrQ+ERERV2oAf1KI9jEuKhf24E8K4x+heB5tuLeOC36hrLvjliYClrBiSC5DUoeewsM2JCS6y7zYC6K9cpaNnsu0/NFsP3GQdc17Y449LzmTFFMSx9qjB4UWvYlfr/w6t7/6KABv/uQE858uIqs2/oyv3qtRE9YGd2AHENbIOLMDaH0iM1/II+ekFXu+V+1UwtDkmtcapKvMQ/5Ba4y6xdZqxJvqUtSA/woG3a+jMov42w0/TJjkJvBfj/NHzFD/3nVzMznfTooqS1r7tVpm/DWPwsPDD0Q6S9zsuK0JjV9g1t/yaR8VUTGZ7Tr0Pi2dJW4239MQtV13mVIO2DnKo5Tr9ZNZ8dr/uOQakXVlASWN9BPAYIJwQIGUfdxyVu1E0fZkGuZGlG86j0hGnQVnRuR5N69kEj9YdpdSRi7AF2ZfwRdmX8FL+97n2DqlLbW26ynbnkrB/mRWDQpj+f3213jj8AacPjeeUGzicFalhXl/LBzWw+1skVVtIbPSTGeFh4/ur2HuswWY+yLtWvW8HpVc0woaFpZP44vzrmZkZhHBYPQgvs/n4rld77C99hA2UxI7Gg6r7618cDT2PC/7PtNKb76ffde1EjSH41og6ANaNWkyYApTP6tXUbUBBq0efyiA3evkM5Mu5A87FH9Le0Fs2ekA+dk5ysvbPzqpqsGtHQbm/rFAVYGJksjc5+MbsseDrcPIhPfik2V9uXH6PDJs+Eod5/+yFGt3fO8rd1qAjV+uJ6yVCev673Eheh+DFXPHl3VTdb6d9GoTM/+Wjy4YYcCW/KJUqQwQFAuKf0Whf+HPy9W/JSR6c/1IOpnmiU5axzpxZwTpGnH2iecIsPGeeqa8lkNG3dDqsPLt6ZTuTKVhah/OLD/lW1PV5NklvypTqxj2XdcW2bWkTKgt+UUp2oBIw5Q+uso9BMxhJFFG5xcp25oalXo6AFESKTighJkMRlgvc/KCLgoOWc8q+faTRMWGDIp22Vj9yClq+xW+E97MijvBUDW/m8OXd8QsB0CGZY+NIKyVqZ7bQ/UiO85sP339peHFu2xkVVrIP2gFEd75YSVhraz62wI4swPq/ThyQxrjV2VRPaeHQ1d0MC67jJ+suJeClKEnp9v6uvj6279i0YjpvHF4PVpRw5cWXAsok7u/uuLr53RtJFnii6/8mHSrTVUHf3Hu1er71+cu4P6rvoBW/Hjl8wkkEA8Jgi2BBBL41BA4TfFkbdOrKqT0Uya643W+4owLVn6zAlESefsHJ2MGUcseLSdkkKiZaydgkUhtMNI81knPaV4uqacM2EdEOrgVa9KoXuAg/6CVKa/nsP4rdWf0m+ksd3/iBFvNTKWkZMprism3Pd9LWC9Ruj0NURKjQhzsuV42393AseVdHFvWhSYkMO7dLMq2pShlMUERV0YQSSMz/aVc1jxQgzctxHvfq4pSWTkKIwOzru0emib3ETztuv5q5dfZULWHn67/K0Ep2pNu2ku51M5x0FLSSUtfpyrd/+vud/nFxhdwB7zc/uqjUYb9W+5u4JKHR2Lwxj6GLv3+KHZf20zj9OiBafGuFE4tUvzoFjxdSMAi0VXixdSjZf1X69R1Vz5QEbc0rK3Cqfrx7bkeFj1ZQmqzMot6ZHmHapA+GCl6C47A8ANpIUzMrH1FRhGv3PKTs/JeSyCB/xZ8YfYV/HHHGwBs+HIdFzxThn15kLaAA4Ddn21hb7CVSW9kD2kC3jpO+R2FDXKU/6XOLTL2/Ux8SSG23hFdxp1eY8SdFsTYpyWlyQgCNE7rI6yRMfdoKd+URt0chzJ4QykX+seBNbx84MO4x6DvFUlq/3iDXAmJulm9HFvWyZJfllKxLp3jSyPeRAjQPubsSPjB5FpanZG5fyrkwweqyayOqLGevvrBuNsOThR2Zgc4uLKdI/2p2IPR7hq6zFDrFdl1YzNiSCnt13lFMmrN5B5OIqvKcs4ltPOeLWTXzS20THCy9ut1XPaw4gXZl+2naVofF4ycyZG2ap6//hFykzPi7qPJ0cHnX3mENmc3aQ0m7E4NqUlKMmtmlRlJlOgq9USVHPbGI6NOw4kLutBoNEgozyd/KMAHd/yWnOQMDjSfVAg2SfEyM3frmPZqLtYOA52lbhyFPqr6vU41PkVBJ0gCPcVeVj1yigt/WkaSPXI/NU3oY9fNzf0+agJjV2eSWW2meZKTznI3QaOELMrY2oxkVZop2pMSQ14t/+FI3nz8hPpaExDQBEQCSWHWfKsGW5OB6S/lxajZ+nL8BMyKh1ZyiyFqclIbEEmrMTHmwwzSG81Uz+qmYUYf9mIf7WPcvPNYJcktBnQ+EVkAZ3Y/cbLTRlbVJ1fiKCKqyZPpDWYmvpuNzxxi77UtMcT0pNezKd2ZQvU8O4cv64jq8zlzAmy6p0EtPRzy8yRxyPen/TOPhul9aH0Ceo8GURJY8svSqPCJkr0pKkF0Npj593xm/j2fkFbi+EWdWLp1nFpgx5Ud4P2HqtGEBJKbDSz8XfHHTts9F0hIrPl2tIVK6c747fNAIAvA6DXpODMDNE9yquESsiCTZNej7/drHNy3KduSqn6vx5Z0ENbJTHojO+raFRxOJvDPMMY+LbnHk9hxSxOt411cOnYB3196pxoONRSMOgMev49/7l1Dq1dp27765s95cMltXDdl6dleEkBJeF/09B0xyy8bdx6Xjl1AusnGh+9/kOinJfCJI0GwJZBAAp8aNlXvi3qdczwJZ47SqU3q1scn2FDIldyjVor32MisiXQCVzxcocyU5vs5ckkHnSM9VC3qYdLbOUx+KxeArhJ3zGydziVEkWsA4z7MZtyHkVm18k1p7LtOKVtNbjEgSNBb0L9Nf7lpWn2sxL1qXjfHlnciaxST/JyTlnPqYE1+N4cd1zWx66YWlv6kXJ2N13lj95HaauLS747k6MWd1M/sJWAJc+gKJaFP5xMVn41+1FWbWfJEKUcu6SBoknClB8iqsuDKCJDUpad+hrJ97RxH/OPKG8U33vl1DLmm84pkVVkoPGDjzZ+ciHrvszMuxaDV8Vi/2fYtL32PLEsqHW47AKt+0K/E6Cf7TA4tmVUWgsYw6fVmOpxuNRlLExRVcg1g892Nake8do6yP2ubnoVPKQRkb7YPa7teHUAeXNFG9Xy7ur2sgU131XPhL8r54JunhvRYOxO5NrCvwXjogs9zzeQLz7hdAgn8t2GAXAMU8kASubt4OZu+uhN7mpe6mQ66y73sv6aN5FY95l49gixw/KJOdF4NGTUmTi3sibvv1EYTled30TLeFePj012mkPw+WxhHkR9kJVEy94iFkl0pZFSbKN2VqiiagfL0Ar6++LNxCTZTlwZfqsTuz7awW27BbNdi7tHTNcKDpVNHVpWFUevTESTYdLeiohPDAq6MQFSyKcDqh09RtDNasWdrMmDq1dE2LpqQF0JQssNG7fxoj64ZL+SpnnUDpv+u/nCCb55/a9xrBfDZ6Zfw2emX0NzbwYo/3UdICqP1iciiHBOWAJBssJBkMNPSFyHhWiY5o9bx2RTSonaOA51P5LzfFmNrP/uUPBGR2X8rYPW3q/CmhnjrsRNq+WmaIXnY0q/ugJNnd77Js7veItT/HJn3TCG6QHQD+t7DVfisIZAVxaPJoWXqP8+cKtsy3cWSihm8f3I7AIW2bHL6Sb6Ba1KxNp2ifTasXRF1WOFhG4WHbfiTwjTM6FX9pgIWxcRd1sqseaCa839diq3dSPWcHnqKImWOkk7myIr4iiB3ZpCWCU4OXNUOslJaZ2s1KomVh5K54oHRvPEz5bkpaWTClgip2lvgZ+0DtVg6dSz5ZRnakEjLWKdC7AET38rG4Naw+6YWZQMZUmuNTP1HjqosLN+ZjrlXz/bPR4huZ3+YhiyAJiyQdcLCtH/mnfH6/qswerTMe66INfdXRzzSZDh4RTsGl5aRm9OxF3ppmqLcs6YerRIoYJTj9n/iQRKlmP5WwBhCFmVSmkwseLZ4iC2j99E4uQ93egC/NYwsyPisYfQeDdNfjb5O2pCoWoWU7Uyju8hD7WwHHSPd2Et8nFjSdc4hLh8HvuR+n7jTji0e8o5aaa9w48oOUD/VQf4RG9Y2Pe7MIKn1RowupTM05qNMZEGms9xD7gkrRy7poHaundTXTLRVODlxQTdan0jptpSYzyjbmYokyrz145NIWpkvzb+WL8y+4qzOJcVk5aGln2db7UGe2/k2OoeALyXMj9c+R6/PxR2zrxyWEOt295JstLDq2Ba+98Hv1eXJBgs/W/FVZhWNV7c/XVmbQAKfFBIEWwIJJPCp4YV9q6NenzqvPx3To0TWn46hlEigdIK23dpER4UbREipVwYJreOcTHo70hk/tcAes20w6cx+NGF9pLMy46U8bG1GDlyuGGzr/CJBg8Txi7pUrxVQkqYOXx6Zgd3xuSaQYeKb2YzYdnbmqQXHbYjhZtwZAXoKvKQ2GUGCxil9jFmbGbO+iNLBm/BeNq60AB9+qxp7oRefLZoIyzuShN6nZepr8TvSE95TZpjrZzpoHeekpz+ZNScpnVV3/IY/7XwzRoEIMPm1HD56oAadRxkkFdtyo94vTY8ONBgg16LQf728KSEaZiiD09YJ0YNX9XxkSK03Yu5VTMKPXNpByKh8V1P/kcuJJd0qEVe4J5kZr+QjIVE9344YElj8qxJ23diMMy9A2Cjz/kOnoj5HJ2q5ZOz8qLRbnVtk1gsFbLkzuqRtMPbc98IZZ2YTSOB/Bec9XUxGrRlMUONuQxageF8KxftS2PHZJlomONn4ldjfQ+X5gAxFO2305vsikxIonpYAyc161fw6BkLk/4GkME1T+1T/s7xDSjp0hiUFQRDQabS8/fknuP/NX3CqO0IgeDPC6Fyi0s4LSgr0QBK0OzNIbaYjqpw85hAkRZUUNsggQ0N/SE7+QStjV2eqpXuSKLHprgZ6831ogiIBS5iGmc6Y/aXXxCecfrHifpaMnBH3vcHItKSqycRaWcSvDXHj1OWkmKxcMWExmUnRSpVjbbXc/c/HsPuUY8msMpN7LAm3LUhagwmdX0NbhYuaBXbW3l/LiM1p5B1JQufRDOv9NRjTX87j6LJOAuYwrn5V4V3zrx7WV+mdjt3U1Ef7XL3zo0r0Lg2Wbh2lO1Kpm+nAZw1RsC+ZiW9ln5OHphgSaOv3citKyeH1234OwHvHt/Dgqt9i6tWSU5kURa5FndOreZRvTqWr3IMz248zM6CULQuKlcTar9eSczSJ9jEuZFG5R6a+nIMnPcSJC7uQdDJiUEDnFdF7FH+2oDlMb45fsagQFNuJjmQ3HRVu9l3TyoU/LYsKZQJFjeRJC7Hj1ib6cv24M4Nsv62RBX8spjfXhywqv4WBPkVKk5GdtzTTl+Ons8LD+9+tVgnq9FoT49/NomxzKjUL7CBB/sFkJK1M7qEkRFlRzVUt6MZe4GPsB5lxPVqrFnRTO91ByBQmvcZM3nErAUuY4l2xyrwzYckvS5UKgXy/+nvvy/bB4WSm/z0Pk6OT2rkOvGkhhDCU7Eoh92hS3H1JolKKKgtw5JIOuso9mHt05B5Lwtytw5sSpHmi8jsYsWX4PpgkShxc2U7dLMeQgQ2tY50sf2zkkKFJ6Q1m0hvMHLuwgxMXdWM+S7/bc0FIL1Ezy07AEsaZ7adtjCtmks/WFP8er1zUzZGLI31Ub1qYUwt7sLbpWfng6Jj1x67JgjVKcvORSxRStq3CyfbPNSFKAgufLI7bR+/L8rP3s61IWpnPz7r8rMm1AUwrGMPE3JE8u/NNwilQujWF2nkOnt76D/688y1+seI+5pVOVomyqs4GNtfspyKrmLtfezxmfy/f/GPGZMf6RiaQwL8LidFAAgkk8Knh9DmngU7BhHeyqVzUhcsUTeDsuaEVa7teJZY6yt0cuLINV2YgZmeOfm+08GlR5uVbU2mZGDvoGTDDHtjPu49UsuxHI9SOU/bJJEAZDHhtQWxtRlUVVzPfARIx5rDiaZY/Se16vKlBTlzUddYEG8DUV3LYc0Mrm++u5/Jvjyb7pIX20W66izxxjZ4HYHZoQVYi20FRdJnsOjrGuGkZ7zrjMRg9Wio2ZDBqYzq1sxwcuKqNz868FI0g8vTWf8TdZmD2fKCktL63la+8/jPuW3QjBSnZPPTub9F7NSz5WSkGt5a+HD8d5W7qZtvxpIaQdDJCWBkwdFS4CZqH901a/ESJWqIAULm4W/Vrs7UY1bRCMShQtl0ZeO76bItigKyTWftAfNPwb51/K9dNWUpYljj/6TsBKNmRwtTXcnFm+lnzjejyi2snX8S3L/jcsMeaQAL/S5BlmUxjKinvCwq51o/nW9bD3crfWr+IEM3do3dpogizuX8qIOekQoZJSDizAjRP7uPEhQr50Zcfm1Y3LruMmu5mvKHTSgEHlbIPtOMun4eX93/AlRPOpzg1l9du+zkn2+u46e/fIRBWDi6YFGlHjHZFNTRyk6KQ8dqC2At9qp/m6bj8wQpVBeMzh9j+uUZGbE6LSU4VJZFFT5eor6vmd3NseRen4/2HFcLjym8oREpWUhof3vnUWZcl6bU6nr/+EV4/tJaQFOaSMfOZXzZlyPXH5pSy4Ut/xBPw8evNL7Ev7TiHRipkaDWnTXAIcGphT5TqcPSadMq2pA1LbmXWWFj0tKImP7Ksg7YJLn689jlcAS83TVseN+l4ZspIarwRgi2j2ow7LUBYJ2Mv8mEvVhTj1jY901/KPefy1YA2xIGWSgQExuWU85fd7+D0e3h+9zsIEiz5RRl67/A+S6mtJlJbTUiixOY7FaN2IawQC4hEqRYlncyem1sRJEitNzHu/cwohf1ghPQSVQu6aZjeG+k3CLDmmzXM+0MhmVVmEJV7SkQkqUfPBb8so3W0k+2fb1InkepmOgDIPhH5HGu3gQt+WUZIK7H91kZCRglNUKQ330frBBcdo91c9u1RBE1hGqf10TRZIaxbJsT2i5qm9IEMYhgMbi1ZlRYyq8xRpZvN05w0T1O2PXh5O8V7bEx6Iycu0VY33cHRizuQNEpK66gN6eSesLLk12V0FbvZcmcDkg4aZvYx9qMsdcJw3HuZNE7t4+jFndTOcdA0pQ9Dn4aQQSZklHjz1HHC35eU7+W0n5HPFqL6tInVwj3J5J6wxv1uQKl02NZv1m/s1VKxNp20OhOmXh3akMiBlW00zOglaJFomOqgbMfQfSkJidbxyn1i7RieYGuY4sCXHGbUxrMLRthzTQsN03ojnsJxApUARm2I3l9IL7Hjs010jHKj92oQguC3KQpNrUdk6qu5sTsZBHd/Wamkldk2iFyLR8gHjWHWf7UOSSfz6yseYFH5tLM6t9NxqitiI1A710HukSRax7vwhQLc8/pPAMXX+fOzVkYrr/sxr2QS5RmF3LvgusTkZwKfOhJ3XAIJJPCpYX9z/NS1nmIPruxYddSAiezxZV1o/EJUHDsoHd9Jb2Rj7TSw+YvKAMKfEmb/la1MeV3pMKTXmBj1Ubqa1gaABAt/W0x6o5lV36nEbwsTMIfZ+rkGFv6+BEmU2H9VKya7kiq57fYmJr+WTdmONMauzlQINlExBR4MURKZ/0wRhy5vx50RwJUVQBMU4pbzDIeBWXOhP2lz2qt5vPdwFSeWdDHvuaIhtxMlkWU/Kmfnzc0U7rcxYlsabRVOOsa4aZzWe9YknyALOLP9aASRleMXEZZPI71k0Pk0SilnrYmUJiPV50U6tFtO7Mcb8PPMtQ/h8Dop2ZaCyakDlETUdfdFk1yyBpqnOM9qQNU1whNFsCW3Gugq9yBIAocuj5gYr/y2MhvrSwrFHUgApBit/GD5F1lYPlVdphU03LfwRr7/wTPUzXZQN9sRtc32e5/HrD/7kqoEEvh3wR3wMvc3t6mvF5ZPY1rBGDKTUuj1uuhw2bEZk7hg1EzVVFqWZRxeJzqNliRDNFl/qquRTp+dDF+0d5YAyP2D7pBBgtPEERUfpXN8eRchnUT2SQuZ1ZHBv4iIrcOIZZ2e+um9Kvk/GN+98HaunnQBABtO7eF32/7JiY46rK16gsawUqbV31sVAuDTB/jxR8/x8t4P+OzMS7liwmIqskv4zcpvcNdrj8Xs35caxpfqxl7kY8bf8yjdkYLep+X1nxyPCr+Z82w+RqcuqsTM6NEy8e1sNn+xgcYpfcz+a/6QJf8jt6RTviWV2jkOAuYw7rQAqY0mDl7VDgK88bhSHnrztIvP2fNnSn4FU/Irzmkbs97Ig0uU+2NT9T6+/MZP1fdS64wELGE86cEYtc6JC7s5cWE3moDI+HczKd8+/HNj/PtZVKxP550fVvKbzS9Rlp7P4hHTY9Ybm1TInq/8jd9ue5Xnd7/DyI1p5B5XSI+QVqJmvh2vNciEd7LOmVwDCBoUktfSpWPN4e2s7g8AyD5uYdbfCtAGz7xPCQl7kY+DK9txFPpIrTey+LeluFMCrPlGNZJu0MoyFO5NprvcQ0+Jl813NSAGBSSNTOH+ZKb9I1e9V7QBkTFrMxmzNpOQVsKdFmDLnQ34k8N0lnvYdXMLQWMYW4uBBb8vUpMzc09YWfLzUkzdSjCIt1+JWTPPHuOBqA2JTPtHLrtvaMGZ7Ufq/82E+/sfM17JZ8o/spG0IGnhyMXttI11KX5xusg5IYIkgtcWon5Gb5TVxGBovAJho0z9zF7qZ/RicmjJOZ7EuHcyObm0m1Pze5C1SlK7gEB3mZftZU2Ubk9hyhu5ZNRbWPntMarfasNkh1oRICKqitkT53dSeX4PvpQwYkBA79ZgtZoJ1QUw2rVYO/UggysjSEqrkVEb0nn34UoC/fYSmSfMzHglf9jvfcdtzYR1ktrPG3w/+GwhlXic8HYWJTtSht1X9Xw7vXl+LN06UhuH7iu0jXSy5waFVG6a1Me0V3OHTGkO6SX2XNeihndNf1HxDzQ5dHhTg9TMtavfk84jkn3cwpHlHUqYU1hg4731hHQSqY1GFj5VTOXCbo5drEwGGFwattzViKyRGft+Zgw5B6j+fI3TlOuw8MliUlti1aphjcSGL9cT1kk8deU3h50IGA6egI8bX3goskAAT0qQFQ9W8P53TykehIAkyzHk2jfPv5VTXY28dmgtOlGbINcS+I8gcdclkEACnwqc/vhJnSaHlpEb0qmb3avMnIYE1Z/H2KtVSwMHk2uWLh3nPV2skjYAy35Yzr7PtNExyk3tHAd1sxzqe4MHEFqXwPw/FpHSZmTzF+qVWbyB9/wiEhKVi7rpHOmJmhk8cWE3ZTvS+OibEXLowh9HUrMGkFVt4YJflmHP87L+q3WE9TLWNuU4JSSOX9BFT5mXpHYdeUeSyaw2xwwmeoq8IMOCpxQyTewXfIjhMw/KzH16Fj8VkcKn1ZpAAnuRj5rZPcPOvA5ARqZzjJepeaOx6E14gxFVid6lIed4UpQXSU+BVyXYlj5WTv2MXvYbT3KqqxEJmcol3bgzAgiSgDc5lkgtTy8gWW9BFkAQYEx2KWurdtPujDXvPnxZB8Y+LYUHbZya26MmwGq9AiG9UtI1+095bPl8A84cP96U2AH93vtfHDYxasnImXz/g2dilg+ENySQwH8SW2sP8NP1f6WupyVq+cbqvWysjk33fWLTi1i1ZjQaEYc/uvRaI4jMLZlEusWmlkUfX9bF8WVd6NwiYb2siH1lWPjbEpzpfo4t78IzSL1bM9/OyA1pNMzro32Mm7d+HJlISas3MenNbFKajIzcmM6hlYqCKdlg4fbZK1kycmZUotyiEdNZNGI6l//xPlo8HVz8yEhESVCS71Z0qESA1iPS22jnEccf0IoaVoxfyJzSiWz50p+58YVvU++IkO0DCCSF1XCFBU8VxSRL77mhlUu+NzJmO48tiKSVaRvn4p1HqyjZYaNibUZchZeIGENIHb68A0krq4rtzKSzVzN/UjivfCrb732eb737GzbW7EMjicx8MQdbqwFnRkANcRi7KpOGmb34k0I0T3Zy8Mp2ji/tIrnFgKlXS8HBZGytBrRekR23NeNJDSrP8E3pWNv1OLMDjM+JfS4Oxj3zrmFX3RG2f66WZT8agdmhqITiDezPDQJ6l8hFP1E+v6NcUUi1V7hpGdcXZedwOjzJAfZe20pPiU+1h7B06lj8W+VZanHoWfHtCtpHuzm8vB1XXhAESG43MOOVfHxJITbdVa+WyzZO76N9tJtFT5bElFxqQwrpfMmjo/CZQ+g9IpXnd4MAvfl+Pvh2NbZGAwICGVVmaubZ8adEl1QPDn2onWHnwFVtMWWCA2miya2KF2nl/C6OXK540Zm6tVg7DQSsEmJQYMFThaTVmeiocLP3mla0fhF3ZjCyHwGQFM+2gfYgbJAjfaR+5XztXIfi4zqoqyJrFeN8AEKKGqm7yEPZjjRKdtvIO5JE4/Q+eop8FB2I/W5Gr8tk9LqIPYZoEpn40kQOfesQkje+4n2AXAPoKfPiTPej82tUf7HTEdJLWNsNUf2jAyvalLLaQXBlBQgZJfS++GRtd6GHwys6QIIlPy8bligeTNY6Cn2s/VotC58sjlulsP2WRjpHKX2d1AZj1L1s9GjJrPKrBFtajYl3f1ilBMVM7SVkkAjpJKa9nEvxvhR8SSEl1ABlktqdHoT+e6dmjj3u77B+hkP9WwwJMeSaLMi0jHdy+MpOPEkBbpi67GORaw+++yT1jraoiV2NVyBskkltMqINiSz+ZTGbvtiANy2EGBJIaTLSU6r4N9uMSUzJr2BcThntzm7unn/NOR9DAgl8EhBkWT43acX/YfT19WGz2ejt7SU5+ZNNBkzg/yaCwSDvvfceF198MTqd7swb/H+Mv+x+l19ufCFmeeGeZFKajYp3WQiV9s85msTc5wsBhZhqG+smudUQleQVD5KokFhtY11ogoohdHKrAbNdR/EeG+ZePR3lbvZe2xKlphjzfgZj1may7t5aHIU+dB6RoFECUTnGCe8ofjAnF3Vx/CLFb0Xv0TBqTTplu1LjenJ0F3lomN5L5gkL9lIvVQt74tTJKkRicreBCxdMo+drrTgtftXvq3BfMqPWpbP2gVpGbEhj4qqh482HQt00B/uua0UTELj8oVifjdMRNIZ559FK7p77Ge6cexUAk35+HQBlW1OZ/ObwhtMdI9zD+pXFg8YnqObS8aDziIQ1MpJ+0DoCaudf6xMYvyqLggPJ1MxxcOy0tL1bpl/K/YtuOqdj+uGHz/JR1U7e/vwTJBvje8D8NyLRLv3fxYHmk2oS7wCWPzoCU58OV3oAIayYsxtcGry2EM6sAN2lHoJ6CUehF1lQBkiCBLqgBpNDhy8zjD8phM4u4Cg8c1qj1ivGpDcDzC+ezGUTzmNv43FePbhmyO1/s/IBFo6ILRva2XCENw+tZ3rBWFpdnfxxx5uM+SCDMR9FBtctY53suLkJQVBI9ZQ2E7pJZlbd9RtEIdIGy7LMpX/8Ck198c3nhyqt0vgFpr6SS+HhSDmoJEp89LVaNZgAFJ+2pA49YlhR1Og9GsSwgDag+IkGLcr1yT9gZfRHGaz9ujIxs2LcQh6+6Av/MVWFLMv889BafrjmWQDMTh3mNh1T/5kbQwSFtBL7r26labITWTOo3ZWV85dFRZkVMkggw/h3MzlyWSdr7nqarNNIxNPbpN9t/Qe/3/4aoDzrHQU+DC4NmqCIEFYU0oX7k8k/bD3rkKCBcIS8g0nMfkHpOzRO6mX3TS2kNBo5/zexHkydZW62f66JUD+pZnBpKdqbjKVLR9He+P5ikiix+tun1Mm56S/mUnQgBa81yOrvKJ6e5ZtTqT5P8f1MbtHjSw3hSwojSKANiuhdGlJajGRUm9F7NFSe362QZucYZli4K5nmKc6Y0JCBICYg7r1u6NOQd9RK7RwHmZVmFvwx1vy/fqqDhmm9BExhegv9mLt1iCEBWZTxW8PK9z7U8Q7x+zodg5/7c57NJ/fkmcdeKsF2/dAEW9X8bupmOfCmhCLHKcOYD6Pbk4Hz3HtdK6kNRpVQBdh4Vx3d5bHBWxlVZs77Q/ywhAE13uBgk6HQMMWhKtgGsOQXpaqKrbPMjd6twdZu5N3vVxI0Slzws1Isdh0hvYQ3JYS1LRLk5MzwUzvTQfXCnrgecrmHkvBbw/SUKBUSOo+oWnsYHVokrcTYDzIp2xn92/UmB1n93Wiv2gnvZFG8KwVPapDW8U4aZvXhtgWYnDOKry/5LBNyRwx77vHQ53Ox4Le3Ry2ztOmQNeBNCzH9pVz2XteqVoQU7LOiCYm0j3bjS4705f95y08ZmTl0pcdgJPpKCZwrzpYrSijYEkgggU8Fz+16O+q1tU2PMydA4/Q+GvtNrNPrTPitimly2zgXx5d0MmZtJiIieceG9s8YDFESGfdhFuM+jJ/cVDWvWw0iyDtkpbvIgz8lzPFlXRTut+Eo8IEc8RQDZTY650QShQdtVGzIoOBAMkeXd9I0qY8jl3dw5PIObC0Gxr+bRXZVkurnkV5jwpUZoHa2I6azaWs2kFlloXWcE3dGEJ8txIstm+Brikps1No0Ki/ooXFqH9NezgUZukvjqwDPhJK9KRy5rIOAJcz7D1aRfTKJSW9mxwxcJCTshT5axiuzm2sqd6gE21+uf4RbXvoelu7hOyFBQziKXFvyi1JOnN9F85T4ZZoDGI5cA6K92WSUAUS/Lw6AzqvhwFXtHLiynbwjyr0y+7kCdtymmJ/fe971w+4/Hr5z0e1856Lbz7xiAgl8Suj1RRRo+QeszHqxAI8twJqvVQPgSQ+qJWFxB7gDA18ZDH0SsqSUXXpMAeR49lGDB+oDiwaVvAthpcT7wlGz+PmK+wBYNnouD134eQBqupv5zuqnOdpWTXlaAd9ccguziidE7c/p93DXqz/iSLtyDmkWGy/sfQ+A40u7CBkkJvRPLOQds6INCoRMMsEkmc4RHnB7WFu5iwsrZkeOSxCYVzaZup4WdjYciT2vQcqbrEoLeYeSOPCZdsIGmf3XtEURbKIkctHPyln/pVrVt00WlTTOM8FnDbH+K3UAPPOZh5h92rl/2hAEgc9MuoA5xRPZWL2H1w6uo9raxIcPVpPcqmfKP3NVBY02JDLj5XxGrfNRN8uBqU+HI8+HM9uPzxbC1KPDUdTvYyeArVUhBlYf38otMy4b9jhunLacERmF/HL9i7SMUyZDfLZQxBsVxe9sT1gh8WQRNAGB7BNJ2FoNIEFyhwFZVBIec44lYWs04BsbomWSi7rjDkQJ9l3bpn7Hzgw/7vQAjnwfYa1M3VwH/v5Ss7Q6E+PeyySzLr6H2mCIksjyx0bw7vcrCZlk9l7bRtEBxQahaK+Nhhm9lOxJQdbK1M1w4CiOkNayCEGtRNAk4c4Mqkqij4vGmbHhUDHk1qDXhj4NU17LVftTA1YaA+jN9nFoRTteWwh3RhBBVtJNBQmWPR5NmkiihL3Ahy85hM6rQQiDKzOApUdPRq2JtlFOGqc66S7xEjZISkqqXo6aGBt47mu94lmRa2eLkVvSGblFUWJ1F3qom+WgeZKT4xd1UT3fjrVNr0wmCDJhrYw2KDL95egAqIW/L6FljBNvapD8Q8lsvKcOd0aQ3ONDT7Z1jlT6aL6kWOX86Sg4mMzea1qRtcoEYcgos/Zrtf1ts0YhcCXQ+pX2DmDNt6K9YJM69Fz0M0Wxae0yoPdqkEXlfu4piSYHWycqzw5bs4HyzWkU7U2mc6SHbbc34ksNkXHKTNnONFY9XInfGqbio3RODrJWyTDZ6PIqKrnDl3Uovnz9KEvJ53vL72DyOZaxD2Djqb3c//YvY5YHkyTleSPIuNMDUc+epqlOREFE6le6fW3RzVwxYTFWw9A+xQkk8GkhQbAlkEACnwouGTuPF/YqKaI5x5KY/Vw+733/lGJQ3z+Am/FyHuZePTWzlJKH48u6aJngZMmvymL211Xi5viFXYx9P5P0xqEfqEeWd9A+yoU3LUhILyNpZMUP5YMMyjen8ubPIuVMG79UBwJknDIzflUW2z/fiL/fvLurzKPOSFocema+lE/OMQt7bmxVSjvy/Gz9QiMT38imaUofIYNE+xglNU/jFTA5dYonW0Ag53gS017NQxsQmbgqGwmJQLbEzgfb6A46CSSFqbxAMZ3OOqGUkCZ16rEX+QjoQ+gD5950n/9ECbuvb6G7zEvtHAe1sx2UbLNRN1fpMAkSMSUmVYNMZjtdSqlEzjCdSxmZd35YGbVs7dcU5cbU3NEcaqsiJMdPD5z8z2yyKpMQJcVLpW6mA7Nd12/mLCPplBLe+hkO7AXR6YQmu5a0ehPNqU4QFPNmMSio5BpAWAoPWxaaQAL/C1g4yDC6ebIT6WWZtffXRghoGbJOWtTEzgFkVpoRQwI6v4awVgkecGUHokrk4+I0cm3OswXUz+xVAwcG2oy1VbuQZClKRQZQlp7P32/60bAfMf/J6LCQcDiERW8i35ZFZWc9VYt6aBvvZvoLuaQ2m8isMtM6Mfr8HnjnV9zRdRW3zVyBSaeYxA2EkOxtOk5tdzP7m0+y8dQ+nIFB2wrQUaGkOg5g1Lr4JZwpLcbYYARZUSRJgowmJKD1iZgcCtFSstPGnhtb6dYpA92p+WdWD39aKEjJ4sZpF3PN5Iv41aa/88Le9+jLDbDxS/UYnFqyKs2Mez8Tc68eW4eRSe/EqpZPLurCUehTyZuB8ttfbnyRfFsWF4yaNeTnJxuTuLBiNtMKx1LZ0cCd//whAIueLKFttBNZgIA5TP2sXgRJQOsXCJjDasr0mbDvulbEAEgahbyoWtxN5ZJoywFBgrzDVsasyRjS+2ooiJLIjL/ns/3zTcj9g/6QVlItEHoKvZRvTqNmnuOc9jsYeQeSaJnsOuN65g4taJW0XCGE6ldodGhIbjMy6a1sTA4dLRP6aJrs5PCl7ez6bDPIqPdsyCARMkiK8ql/ucGpQRMUQFCU9PGuwenljIMJyrwTNvJORKu4vNYgNbPtNMyI+DHq3RoWPH12iqOPg/RGM+mNZia9KbHvM620jXWpyjSTQ0vGKTOT3spWfe8GI6/fI7BmVo9Crh1JYuTm+KXMA35tQghKd6bGXWcwnJkB1aMuNHiCUSDSLouo5Fo8uDIiJH9IK3Fseadik/FcAYcva6dpSrT6dPT7GYwdlEafXZXEJd8dyervnaK7zMPar9bg7y+vHUyu3TZzBV897wY8AR8drh7+tvc9QuEQF46aRUlaHnm2zJi2/2xRb2/l+x/+QU1KHgzZKqh9xtMDZF688UeMzx2+HD2BBP5TSBBsCSSQwKeC+aVTVIKtYm06IiILfl+kEjDQn9QFlO1MxdZiYOO99fTmRZcstY900TC1l7YxLoIWib22Vi76ufKQbRvppHJxN87sALYWA2PWZFK5uFsdAOjcIll1Fma+kI82JBLSRpcXDHQsDG4NaU0mlj8ygtq5DiUqfmdKzDkVHUyh4HAy73+7Wpl9F+DQlYrHUFKHjtyjVrzWIE3TnLhMATR+gcseHhWjHBMRMfdpuafoYl59dh1at4A9z0vzVCcdYzycmtND5ikzrqwAO25tHrI8YTiYe/VKgAMSu25uoWW8k7p5/aa4XpFgf5lPeq0Js12nmNkCkizR4bTzyOo/kN5oIqlr6BLdrbc3xl3+9uefIBAK8sbhdby47/2o98q2pDJ6TbSfkblXT1Z1fCVBeoMZV2qAD79drS5LqzfRMkEZiAhhsHYYqFiXzu4bIx5VM3/1WSDho5bA/z5+fMmXeHDVbwHoLIlO3p37pwJ0Ho1KsA0EtQz49xicGqWdkxUlQ29+dPu68oEK6mY5qJ3riGl7Abbf3hS9oF+JIskywrnWtw2BgtQctnz5TwTDIZ7c9BKVXY00J3ey6UsNTHwji1l/K+Ctx09GTQjIwDPbX2PV0c0sHTMHmzEJbzDA7OLxTCsYw7SCMWqQgiRL/HrTSzy/+524n99V5oX1kddea5BDl7bTPDWO2kgASZQp35zKyE3pMR5PIzekqamNL+x9j8/Nuvysr0MwHOJQSxU76g/zwYltOP0eJGSm5Ffg9HvY03iMe+Zdwx1zrjzrfZ4OnUbL1xfdzAfHt9PpsSuD++QQjdP76Bjt5pJHRqnrSkh0jHSDqJieV2zIoGJDBhvuqaOn2Ks8R0xKOd4Db/+KX13x9ShCOB7SzMmUpkeUQxu+XBd5XvtEVjw4KsrHqqvETcCsqKH6cn2IIYGwVlY8QPvvRVuTge5yLzqvBrwRsqJscyqakEBKoxGzQ4et1Ri3BPRMkESJ1rEu9l4TXd73wUOn8CeF0fpFco9aCVjOrGIaDmci14p22Zj6Wk5Uf0JC4sSSLnpKvBidOrpLPXz0QE0kbVNWvFyT2vWEdQqhFrSE0QRExYKjU8+o9elYuw1Dfu6/Anuhj+qFdkIGqb981sB5vyv+WN/DuUIbEpn5khJ2cOzCDsI6mQnvDW25Yc/3UjvbTttYNz6r4vc148XosARXaoC6WQ48aUHaxijfV9Fe2xnPZ6DKARnm/LmAvde34k8+w2THaTD0aZj4duT4t9/WCAIU7EvG6NEy45V8pv4jzFuPVyoTx1XmKHJtAPqAFluz4mN2+vMA4PVbf055RgGgBKeUpOXx3Qs/OWX/ij/dF3f5TdMu4euLbmJr7QG+8ubPowi45677foJcS+C/GgmCLYEEEvhUMLg0pmFqL+kNZmxtRkUKnxymeIcNiyNC3hj6Bypaf6SjcmBFGzXz7VHlD0G98tDtzfIpHZb+1TuSPXSMrgegbGsKZVtTSe6MnqVur4h0YPMOW+kp8SJIMOsFpTMhIlI+TPLmpjvq0YQEpr2Sy7bbG1Xfi8FeaZIo0TahipBBQhMSOX5BF2M+yogh2eonOFhd+ybuRbEdnAHSDj5+mSjAmq9V48oMkHfEyoiNqZxabO8n/SrUYx04LlurkSOXdjDlFzdEdlCoqNTiDaRDeilKBQLwg2V3kWKy8pnnv4E/HB1uMOOFPHKPWs+qYy0hsfX2RnoL/Fz6/VF0lUR/TvNkZeBbsD+ZmX9XOsCv/+x43H25A14s+tj0qwQS+F/B9MKxAIxdnRmTytlV5lUHegBLHy+ndYyLfde0EjRL6iSCGBLiDqbqZvVStjNN9eEZ8Dv6618+4NScaA/JvINWtGGRhqm9LCiZcs7JmEPhsrHnIQoiBq2er59/CwCtfV187/3fs/MzR3BmB8g4Zaaz4rS2UAZ7nYO/2N8hpFFIxw+ObeON238RtZooiNy38Ea+vOA67nvjF2yq3Rf1flgnISGpxM7a+2sIJMV6Pek8IpmnLLSPcVG1uIeqRT0YXBomv55D/hFF8WNrjhAVv978EtdOueiM7Y/T7+Gn6/7C20c3xn1//ak96t9PbX2VbbUHqe5q4qXP/piClPjWCGdCp0dRKGt9InqXiCcjhD8pzM4bm+gc5SGskyAE4QE1jQxGp5ax72Vy3u+K1OdG5cJujlzSgSTI3PvGz/jMpAv5Tn+58FAwagdN2vTfQhq/QNAosf6rdVEK9ozBJZyHI6qqwZYQbSOdbCtrwm8LU7Q7ma4SD57MEB0VLub/oQhz7/A+rkMhYAxx4Ip2JVFy0K1ubdXjTgngTwqj8Qus+I7yPHVnxC8hTmrT4coKRqlDxaDA7L/k01Po5cTS2HAfjVcJf9L5REZsSmfUxjREScSXFGLf1c3YC32ETGGlPPy08lBbiwFjr5bMGgtFe21DGv1/Gji0op2QXqJ0WwoT3sn+VIi1eBi7Zujfyf4rWqmf2auUI/YrVPMOWxn/bhbakEh3oYfK87sJmBQ/M1mDkqzuF1Uv36EQMIbYfmuTkhQvw+TXs8k5ZeWSR60cX9JJ5ZJuwqf76Z0OGaa+kkvJ3hR1kdcapGuE0h6m10faF42kQe/VEDCHCZqHJvCmv5TH4RXttI5zqffP765+kLklk4Y/lk8Az17zXbrcvXxr1W+ilr93bDMPLL6Z+WVT2Hv/ixxvr+H6Fx5CluVzTlROIIFPGwmCLYEEEvhUIAgCt0y/lL/seZemKX1MeVPx/lj0ZAkbv1RP/exeQiZJJbfMvVqQIalT6QwfvExJdDI6tUx9KYe6Wb20TnDiTw3zzvdPqiqOzDoznUUeEBVlVs6xJCa/mRv3mI5fFJGcuzICLHi6KIrQGwqrHzqFpJXU8tH2Crfap806YYkKIhAlkUsfHsme61ppmtzHyQu7ObXQTv5BKxXr0rF2GZQQgs+0ggSWHj2yIOFJC6mKssJ9ydgLfdTP6qV4z/DGuRISVYt6qJ5nR+cTyaw2M/5dpSM74BmkJkhJcN7TETXcYNJv5MY0Gqb10pd72iBcRPFlOg2aoEBWpYWOURHy6+H3f48gC5EEsUHYfWOL2pGzNRsYtzqTniIvfnOYpql9BM0SQhiQ+8vQ+tftLvKw74ZIQqClQ4c7SyHvmqb0KYOfYTBQPpZAAv+ryLQo5Uf2fC+ljSmIAUEN/6g8PzI4zz2UhCiJ5B9Npnu3l5p5dtXDRhZjf5OagIC1RU9vji+qZG5t1yFaK5wIckRlDNAyyUmeJYMvTbmWm6dd8rHOJRAK8u0ln+OxtX9Wl5n1seV6uckZPH31gzy15VX+zFtogyLJzXq8KSE1UAABAvoQl357JO2j3Gz/fBM1jmZWH9/KgrIpJJ3mzaMVNfzi8vuY8aublQUyJLcp6qdVPzjF0sfK0Pu0CFJ84jBoltRS2YHP91vD7LylmZUPJCH2/1e8y6Ym/M39zW3oRR3lmQXcMv1SMiwpVHbWM7VgDCMyCvn2qt/yYeUOQPk+wvoIoWVt1ePMDUQRKGIQWtY30Vfh5pa/P4xZY2DhqOncMuNSBEEgw5KirivLMt6gX72+wXCItVW7+Ha/GhJg0W+KqZ3joLo/PXFg8gIAnXIcZrsOS6eO7hFe9l3Xyr5rW7F065j2Si6jNqZTst2GGBZ4+/FK/nFwDReOmsnUvKHLY22mJEZlFlPZqUyILRk5k7VVuwAlVXPtV2pY+FTJWZMxOVVWlj5WzqZ76mmY0af6urmygrz/nWqQoXxTCpPejd8viAdnup+NX6onkBTG2KulbGsqlYu7CZkkbK1GLA49RocWX0qI+qkOCg8ks/FL9er2QljxTDQ6tfgtYVw50RNO839fREaDGVOvDmdOAFlA8ULtP2WLQ88Fv4y2ymgZ42TPTS2EdBJ6rwaTXYelS4e100D+IStmuy4qaX0AIa3E8Ys6cWUE6Cnx4reGsXQpir6kdj35R6ykNn/yk1AeWwBfcggxLDDljbO/9v9uODP8HLy8XZkgPI2cHLU+nezjSr9m5y1NeFKDqj+vICv+gJNfyiH7pCVuiekAJFFi9/Utat8rtcHI7L8URH0/Y9ZmMmZtJk0T+pQS3tPRr9Cc+6cCck5GexKveaAGWYTUemPUpLCEpPbXco4Nbe+h94pYuvXq+T+67IufCrkGMKNoHH2+WLVmj7ePp7a8yj39SaBjsss48LWXPpVjSiCBfxUJgi2BBBL41CD1hxYPLu0xuLSMXpPOwRXtNE9yUnfUzpHLOtD3lwy6Mvx8dF8NfXl+tD6RZT8sR5REcqqseJIC7Ly1mb5cPwanhvQqE4WHbSw4enYllEGTUiqlDYj05fpZ880aJSFNVpRzQlAgrcHEzJfy1ZTQyoXdeFOiO8eIEW9mvzW2LESURGb+PZ/J/8zmyGUdNEzvo2FGLw3Te5n1XD7dZcrMY4U5jwkPpyJ5JTzJASQNampqd6uH+lm9eG1Dl50MJFiBQp75bIoRdzwfmLGrMxixJT1u+imAgMAFvyxjw911agQ6QMPUPkr2pMSuLwvM/2MR1fN6OLiynYxTZor22UhtMCqpY+Ywsihz4Mp2PBnBqI5sb75fUR+ehtM94QA2fjkyaDF1a1VyLR4KbVlY9CZOdEa2+bg+IQkk8N8CQRBYPnouq9mmGlcDUf5LQJTSdOK72Yz+KJ1V3z+FrJHj/rYANn+pAUSY/vdcivancOjCNirt3XCa7VCWKZWrplzAHXOu+Jd+U5c9+1WCUoh0k43ufgPt6U/cFLeUWytq+Mp51zO7ZAI/X/tXKnWxScXBJInNd9TjH6Q4+9aqJwG4ZMx87l1wHTnJGep7UWmeApRuTyFoCnNsWRcfPljDhLeyMPVq8SeHyTuYRE+xD1/KmUv/Dl7Zrhry+1OilSMBKcjx9lr1uIZC+LTEZGdegLQGE+c9WcSbPzkJIkg66BzhQQwKdHkcAPxt7yr+tncVAHOKJ5JlTeNUewNHOxWD9LFZZeTaMlQSazCSO41MejtHJdjm/76Ibbc3qsSs3i3iSQviSQ2SXmMiq8pCV6mHzlEeNt2jfB8lO2xRKpzHPvwzz1//yLDn+tx132fek7cBkGFJ4eZpF/O3/qCL3gI/+69uZcbL+cPtIgoWh56lPyqno8LNqfl2PGkKuRMyKgqv6oUOgmaZ6a/mnXFf229ppHW88jsr25LC5LcUcujUIsUnNbefuJj3x0LWPlBL/YxeivelKCXYBX41cbVpWv/EVkgJMjI6teoE1qYv16vrATFBBSlNEdJZEiU23FOPo8iHIMH0l5Tf6gBCWonWcU5q5thxZSpei0GDhCCjTngNeK0JkvLPnRHEnRGECVB5QTdiSCDvkJWp/8j9RFRmO29sUslavefT80IN6SUCplCMatGVFuDAFW30FvjUidLBMDg1+JPCVJ7frU5aCGEBg1tD1iELE9/KjktexoM9z8v2zzfhSw5h6dQz5bWcIS0wAAoOJ3Oot12xHRmM/vuheYKTxql9TH01F01YZOMX69RU54za6EmEkFEi0H9+jdP64oZ/VS7o5siK6LTlbOvQlRv/DiQbk7h56sX8bd97Ucvb+rqG2CKBBP67kSDYEkgggU8Fsiyrnf4BNipgDPHuo1VR6w2okwLWAIRB009+5RxLYubf8qNUVmaXPipWHZQZuzcfO4EmFCl9HAq2FiPeVBc5RyyEjDJ6t0jXCA+etJAyS2mCtvEu3vtOFVlVFqa/lEfVeYPKNwZ3gvvHc+70oQkffUDL1NfymPxGDm2j3ey4rYmdn4vMVLrDEbWYuS+6Q5jeYAZZCVtwpvtjPFJ6s3wquZZ/wMqMl/JAgoZpfTRP6qN9tDsSZCBD2bbUIcm1AYS0Esnt+gjBJoGla/hOZfnWNMq3pnHoknaOX9SJ1ifiygwoHfr+ayWGBOY/U0hanYmQUWLP9S20jVWUb6IPFvyxWDVPlpB4/zun8MUxY/emDz3QffHGHzIup/wTK1tLIIH/Jqw+sU35Iwz0j1fl03p0reOc7Lq+me5SDyaHlp7SQQb9AeC0SrnBhM6eG1rZc0O0xxTAL1bcz+zi8TFqsI+DJkcHbS6lPTW5dMx6PZ+d/cqNeIEJA5hZOI4LK2bzyuzH+bByB998N7q0qLvcF7NNWq2JVWxh1fEtlKXl88jyu5iYO5K9TdGl5CeXdHPxD0fSMdJD1wgPe6+PXIOWSS4qPkpH5xM5cmnnsOdWO8dB7RyH+tqo0bNiwkK2Vh+g2Rm9rSYgYO7RETCHlRLe05osnUsk2E8Yjn9HSdW++JGRIELdTDs1c3rwpcSRFQPb6w/FLDvWUcOxjpqY5fn7rXiSA+g9WsQQSFrYfWMz0iC1oywq3k86n0h3mZfuUi8T3s1i+it5HLm4g8bpfdTNjgQRjFuVSeVFHdz+6g9ICRlIrs1j8agZMZ89WFn8yoEPY95PbTh3RZWISM5Ja5TaR/UgneikYUavqiKPh45yN7tualYJipl/zadgUFnq+b8owZccJq1JObZ9/Z5sRqeWqgXduLICSumgR0NSpx5Tr5bmyU5kLaQ0GRSV+mD0B5QYXBr6cv0U7bZRvi2VfVe30TbGxfvfUshxvzWMpJHJOGVm9l/yVeWUxxZg7zWtSpLlafeQtU2P3qMhpFc88kZuTCPvcDJi/yGs/0pdpGRcUJKCm6b20TLRScVH6cOWPZ4NrB1KY6PziCx7dMQZ1v5ksOeaFhqm94Kg9DkESSD7hIXZfytg8131UeX1YkigYE8yrqwAnvQgBpdSVjkwEZF7OIn0WhO5x61D3i/xsPYrNWog06iP0hn/wdmVcOceTVLajzjdl/pZyu+rLz+Awa78DtNrTMz4e14UkehM9+OzhrC26XHmBEhtiFYGb/9sIz3F3hjvN52gJc/2r33f54rKzvoYcg2guW/4djaBBP5bkSDYEkgggU8FtT0Rw/mB2fANg0oolDeU5CudX4MzJ4DOL+K3htF7NMx9rvCsPqd6gR1Jp6SFnglp9SbaxrnQ+TXknDApA8p+I2BtQMTapie1wUjNfActE528PTGSOCpIyoym1D9Tv/LBCt788UmlrPEM6Ch3s+PWiGIr45QZi1PHVVfMo4HqIbcb8NJYf1+d6vMygP1Xt4EMC54uikryKtmbEuXVcWpuDwanZthyhgGs+l4l4f50K0Ofhgt/VnZW2wGcWhjxa0puNZDcakDvFUlpNFG0N1n1N9L7ROxFkQFx7gkrqQ1G9l/ZSme5B1d6QCUQBqB1CYSSYr/fS8fO5/tL74pWpSSQwP8xhCUJg0an+BoO+m2Yu3SKOrQfsgaapiqkuzqYlJXBW8dIN+GBmY6BiYIBsu409cwAStLyuGDUzGGPLXQOab1Jhghpcv7PSjB4tGRVOugY5aa+p5XS9PiKJUEQ+MKcKxAEgdnFE7hqwvm8dnjdsJ81WIVb09PMzS9+l2ev+S6bavZHreezhaib7mD+HwvZf1UbIUOY5kkRleDgZD2ANJONkemFfH7OSl7bsYY93Sfo9sQmXfrCAV49sCbusYX1slq+PwAxGHm2BJMkTN1aZGR2X9+CNy1EcoueC54oZ/S6TDJPWZRyxH9xLqF5ipPmKdFBDv6kMEanFl+ycv8MWDH4k8NqSeThFR20jXax4I/FpDWYaJ7gxNqpVz22NCGRQ5crz7s9b/+CD+98imxrtCRyT+PRuMdk6NNQcDCZEcN4oZ4LRESmv5LHu2MrkbQyWz/fwLKfjIxZTxIltn6hEVkjk3s4iQnvZKtq8gGY+/SY+yLrD4SCnG5VELCE6bF41b5FyXYbE9/K4u2fRE8uakIi859V0jQD+hBhg8zGe+qV56Os9JtEScDUo2XU+nRKdyul4i1jnOy5sUUlzwbD0qnDnRHEmR1ADAtqv2jvda3sub4VbVAkrJGRNTLpNSYW/q6Exkm9HLm0A29KCEkrc3xZF22jXSx+Knoy81zQ26/UC2tlquf3ULEh4wxb/OuwF3rV66H0OWVaJjp5/SfHI/53MuTvT8KdGaShn7jS+UScOWFV5QfQOsFF6wQXRy7rxODWkNxiUNVi9kIfYz7IILUlmgSuntsTFRSTd9SKhMSRSzvpHOEmvbZ/fVlg/HtZ9OX46SnyklltZtIb2ZRsT2H91+qi9vnna79HeUYBn/nLN+mgB7KVtsLWamDHZ5uZ/EYOJ5d04cjz4T2NwG2e7OSD/FOMfy+Lgyva8aXGTlAuHz2Xry26mcykM6egfpI42dE/FpCBEAo7ISgJ0L/Z9BL3nnf9p3o8CSTwryIxCkkggQQ+FRSmZFNiy6OutwVJK3Pi/E6MTi2u7EEDCxHm/akIW4eRj+6vUcsn5j57ZnLNnu+lZo4dd6qyv7l/LjjjNtknLRy7uJPWcS46R3jUDvDY1ZmMXh/pAI7+KJONX6rDnakMXoUQTHwnm4xTZqoX9JB3xEpvth9EyKwZWvo/gP2faQNB2c+cPxeQU2VFNImkXGMhtugpgosfGcG6e2vpyw8Q0IfQB5QmvGGyg55SL3qPJopci4dzGaiEDUrvcvQH6Yz96BzNs/s7thc9Vh4zMBmMAytbo0o0MqvM0QmB/cKMss0pTHg3i8rFPRxfGikbeOXmxxmdXXJux5bA/zTCkoRG/P+31PdYew3+cJCkDr2ikunHYHItHsx2LRf8tBxtSFQGmQMYGJT3k2vJrQb6cvxRJuz/uPlxRp32O5NlmdcPr+MHH/6Rz828nGMt1exoOgKcXVpvisnKTdOW88Le1XSXesk7aiWQpBB0Q5Fr6iH3K1NTTFYeXnoHD17wORrsbVz5/Nfjrn/xmPkcb6+Jmuh5af8H/GDZXfx1z7tR6+67thWvLciEd7LYeXMcL6TBxwFcNXkJd/zjhwDoia/w1blFxnyUSccIN23jhk+HBFRybQCnq3X78gKs+3ItRqeW2c/nc+U3xgwZ7CKEYNmjI6iZZ6dlolMl83QeUSXMhLCArDmNcAVGbEpj9Efp1M520DzBiWPQZIgArPxmBRvvqadzlIeqBd2M3JxO+fboZ8zJpd1kmlIpN2SSX1hAhiV28O4NxQYCCGGFyHPk+egodw9bVncu0AZEpr6Sw54bW/FkhGic1EvhwVhvU0HxuMde5KNlvJNRmyOkoCRKbL6zAb8lTNAUVp5hpzVJQhAMbi1hnRRJ+hWgbk4vdXMHkbD9yZ4yMm89dgJJI0d5HabXmFjwTFFMMNIAqhZ2EzLEKhgzK80s+GMxfZk+jlzaiTPTT1KXHkESCFjCio2EVfFEK9yfzKh1yvkVHrRReNBG5aJuji7rRNbIOPPiBzacLdIbzLSPdSPpZY5e0oneraF0dyqSKLH/yjZ6ir0ktxko25p6xj7M2WL+H4rYcmcDzswAZoc2ohjsv4wpjUamvZzL5nsaCJjD2JoNzPpLQUx/JaSV6M31ETSHaZjWR9tYF50jPWoyMyilqOc9U8zRizpoHe/CZNfSPsYdNcmY0mLg8GUdVJ9nR5CICpk5PbwrHl679WcU2LL50UfP0uHqUZcbXBrVBmTDV+qG3Yc7M8jOW+K3ad+54HaunrTkP6L6f2HvagAMPSL+NIUoHrE2lVNL7Pxp11vcNfdq9NqzK8lNIIH/BiQItgQSSOBTgU6j5dXbHuemF75DZVcDdbN6sXRGHphCWFFcbLi3jsseHkXZ1lQOXK2Ui2oCZ37gV8/poS/fT+FOG6M2pceUhYin936B+pkOAPyWECF9//sCHFveSe7RJGwdiqTe6NGy9Kcj1JlPWat0qGwdRqa+pni4BPRKKEFIH79UZzCsHQa8KSFkLUN2muPh1Dw7fflKR3fVo1UU7EumaI+NPTcqpSlTXs05632dFfov+4ml3ZxY2q36z7RVONl5czNjV2cycmu0EkFC4u3HKgElvWwocq1xgoM9N7SqZW1an4CkgcZJvcgaJUVOGxDV1MOaBQ5qFjhi9pMg1/7/wttHNrKn/hgPXHAL1k+gTPF/ES/tfx+9X8uSJ0oJayXWPFCjlvmMWZ2B3qshpdnI3qtb8KWEkDQg6WU8qSG23NHAoqdLWPrjcmRg7/UtdJdGlB6pDUZFMTOoyb0+dwGladGEVzAcYvoTN6mv/7zrLUZnlaivZVk+q4FaMKwc9/GLOsk7akVGJtdy7uoWnUZLeUYBG+7+Ay/sfY9nd74Z9f74nDJ+dPHduAM+5j/5OQAuHjMPfyjA5LxRHGhR2qycIxbax3g4vrSLkxd0IfW3TzNeyGPPjS2MzSnjaLtSXrm0Yg4PLrmNe157XP2cwvRsqruj/SRXfrNCbedHbImQT/VTHYS1Ekcu6yRkHPq5UbTTpqprBmOA7Np9Y0tcgmUAshZWP3IqZrmkURikiW9mU7YtRX1GSkg4cwJY2/TqsooNGVRsyKBxQi+7P6uQlNY2A6IkklFtxl7ko6vMw8jN0c+D3mwffmOILy24BqG2j4vPvzguOT6vZBJWvRlnIEJaDEyydJd72VLWwOw/FaALiqTXmc7puRkPBQeSOXxZB/7kMLtvasGdHmD0ukhZnCiJrHhoFLtubKFlgpMjKzrw2UL4LSGsnXpq5jrw2UIIYcWv1ejUUrTbRmq9kYNXteNLCSHriO/XJ/f/6z8FrU9k0ZPFrLuvDkknY+rRYrbrMHi0lG86M+E0/r0sttzZiKSVMDq0qnJpoKw2udN41hUAgzFqQzolO2xUz7OTVfmvkV4Zp8zk77cSNIZpG+9m/zVtOHJ8NM7uI6SXEEMCzuwAzZOcmO26fj86mbR6M9Z2PeWbU9UJxbOFyanjwp+Xq68PXtZG47Q+bM0GivbYOLKig7Vfr1XaOomotNrB0IZE0huVZ81Av1JCom2Mmx2fa8Lk0DL7L/nUzOpRFa59OX60AZG5zxZEJd92lyjpoZd/s4LePD86n4bWMU7qZjsIWMJkn7TQMD2ifsywpPD4JV9mWuEYZBnm//ZzeALRJfCnJ0lHXYNuLcV7U9AGRY5c0hF3nW+dfyuXjjvvP/o8HahCzztipXZhL4IE9uLIeb5xeD3XTrnoP3R0CSRw7kgQbAkkkMCnBoNWz2XjF/KLDX9TjJLTIoqL0R9lcHxpF2GDzM6bmhm3OhO9W0PAEubAlW0s/H3JkPttHtNLwywlLax3ZQdZJy10lLupnesAFCXW3Gejk5cCxhA1/R45slaZpWSQaEATjO7Ab7u1MWqG+uglnXSXetWOqz6gxdKto2OUm75MH8mdsUl4A5j/bBEd5W623NnA9s83sviJElJcw3duerN9HFuu+FGk1hnpLfDTOL1P9V27+HsjMXo+uSa9bpojZlnNfAe9eYqvR9ggc3hlB4dXdLDoyRLSmkxsva2B9n4vNYNTw4LfFcXdtz3fy+7PRryNxJDAiu+Opn2ki613NAKKemCAXBsKKcahU7ES+L+JV/etIUlrwhInaXIAYUmiy+341I2aPw38bP1fWHVsC2a3Dk1IRAiBOCjl8viyLpY/OgKTU4epT4crN6K6lbUQtiiNnMWhEN8Lf1cCQGeZm623N0YNagBunX4pZb2RdvNkRz1GnV5NMh2M+xbeyLSCMXiD/rNWQfiCioqjYl0G+65qpTfPT3nyxy9PSjUn8+UF15GfksUjH/xBXf7T9X+l29PLvQuuZ//X/k6To4PClGwEQeDhi77Alc8/AEDb+EgK8gC5Zm3TU3Aomd03tXC0vYbspDRsxiS21OznwOh5fGbShczubuPa6Rex9JkvxRzTm4+fVMrvTnuGFe9LoaPcPSy5BtAwM5pcm/e7QjSSgBAW2Pjl+kjSp9xPkBbHetDRb2afWWVBFmUC1jC9uX5MDm0UuQZKGeXgFNnBKDxso2OXm4ZpvXSN8ODI8lG1WFHTGFwaJQHxpmbEsMCIzalUnq+8l5WUSidDJzzrNFrevv1XLH76DnVZcrOevtyA8twVYMegIJykDj3z/lio3sfnChGRJU+UsfY+hZw+tryL2lkOxr+XparZRElk9t8KaKtwsu32JlrGOWNUosmtBnrz/SR16KmdY6fygjNPsJ0+1xcySXz0jVr1tTc1RNYpC2M+yIjxYo2H9AYzlz+kWEbUzrCz/xplYjJoPgu/ijNA79N+bP81SZSonmdXKgtOCzYCqD3PAUDewSRmv1CIzxxi183N2It86qoDpbbHl3aR1KljzIeZFFd+vPZh0js5THonhxOLu9h7fSuCrKjYHEU+NKFzU22JiBy7WOmPTXg7m55CLweubEfrV/wRTw+G8JlDbP9cI45CH0mdCnE9UFJqsetUVelgcm1m0Tj+eM131dc9nt4Ycm0wfn3FA1RkFhMMh/jO6qc52FKJNz3EiYu6uPS7I+nL8tMwI7ot2XPfC/8Vlho/WfEVLvvTV+kt9DP32QKSOg1s+UKknmNT9b4EwZbA/xT+87+qBBJI4P8r5CXHVye0jXYxYkMapxb10DrBxYhNaVz6/VG8/cOTUUTcYFTN6aJqUQ++gZQ2AUZuTKXyfLsizx+ArBBUgwm2jffUR3V0xZDApd8dRdAURhZkzH16QlqJjx6oIWAOxx0EBY3RHdhpr+Sy6e4GjlzSydznh54x9iWF2HtdCwgQ1skcvrSDBS+XDLk+gCc1iKST0XlEFv6umDd/HPGDS603fqLkGsCJC5UyzAt+WoreraVlgpMDV7fRXepF5xl84WLLEkq3pzDh7ewh08f2X9Wm/i2EYcVDo+god6vkGqCkvQ2DJL2ZjV969hzPKoH/dXxxwdWEpaEN8AFe2f8BNixkZKQhCAIFtqxP3bT534VTXQrJULRHIQE8aSG8g1UygtJWmJw6pr+SR+O0PjJOmUlrMiGJkkoaAWz9XAMdFW5kARb9poT5fyhUkyAH8Nc973F97nwuBv66ZxW/2PA3AHZ99a/s/Mpf+e2WlznRUc9N05Yzu3gCwDkN2PY2KmWNu26KlC3N6t/PmTBcqfCVE87nl2v/hjMYUeftb1LaTFEQKUqNqH3LMwrZdM8f+cxfvkW7K9pjTZCUJOY3fnpCXdbu6qHL5SDDksJX3/o5V4xbxEMX3U6HqweZOO2WoKiwTpzfiaPAT8t4J4IM5z1VTEb1Gcz7B4VYDGDrFxsx9+g4/4kSso9baB/rxtytI/OUWTFAlyGl0UB6vZmAOUxqgymuNcCq71XiTQ3x4YM1LPvx2RvPT/tHHhnVZvZe38q6ByLEUN2MXjXgQBJllVwDGJ9TzvrD9TH7Gow0czLpZpvqYTeg1o4HV1aAD75dzfh3sqJKN88FRpeWC39WxoffqiFgCeNNC7H7phZMvdoo1dGeG1pBhmmv5rL5iw0gKKSrKzOgGtjbS4YmPoZD6bYUCvcnUzPHQXeJR1GfCVA/s5e2MS4u+cGoc9rfYKJI7/5k0zolJBqm9+HKCJDUqSfvaBJ6n5aAMYQ/KUxfjg+9R0vAFKZ5opPmSX3IGuUZn15jYuLb2bjSA4T1Mr05PponO/Enh2iZ5OKwvZ0Jq7I575noBHhPcoCucg/V8+w4Cn3svqmFY50dZPvPLik+Ho4v60TnE1n0mxKsXQZWP1iFP06I0pngzFC++55CL9Xn9SD0e+DG6/ccvKINe7GP9GoTc06zL9lxW/ySzScu/1rU60OtVTHrPH3Vt5hXOjlm+V9v+AHfXf073j66EYBVj1Qx8c1smif0qb66oCQ2v/35JyhOzR3+ZP/NePBdJVG5Ly/AtlublDZvEOf5k0vv/c8cWAIJfEwkCLYEEkjgU8XMonGkGpKx+5WZulnPK8lx9mIfC39bTO1cO2G9zOa7G1j+6AhszQa6S7305vhiZtVr5zqiOgsAflPE60SFDPlHIh4rNbPsMabS2cctaEMiWmekcxSwhIYk9wC6y7zUTXNQsjcFCYmauQ4QwJ0+vF+JPymEd1AEe/sYN/svbmUiE4fcxtaqJFelNpo4cUEXiIqHzoU/KY9LrrlTAqox9UAi59kgpJdY/+VaPGlBLJ06krr1iJJIVlX/gEOAoCVCNpq7dXgGJ6dKMOX1oTtrnuQAjkJlMCKGYO6zirfMlruUgf34VVlxSxku/EkZa76plGblWTNZfeeTZ31OCfzfQbzBxABe2f8hf9/7PnUOpYTtolGz+bByBwaNjl33/e1TOsJ/L3bUHwbgxEVdaIKCkpLXD41f4PLvjFZfm5w6Rm2IkA+iJCIOapo8aUHFyBulNP/Cn5Rx5QNjeP2nxyPm4Ei82LqJ+/gCqSZlgsKg1WPQKsqa+xfdRKfLHmNaf7b48aVf5q5/PoY74OWO2VeydPQcytPP7J9Z19NCn9fNuNxyNKLIhye309DTRpfbwTWTL+Roew3O0KDSV6OVS8bOH3J/NpOV9+74DYt++4XoMsUheNwwEp1uOwBvHN3AVxfeyLtHNlORWURtTyuBcKRN1LlFghaJY8sj3pGyAKfO62HWCwVc+JMyNt5TRyApehKncG8yTRMVkkLrFQmZIu970oLsvbaVec8V4TOH+OjrNdTP6kUMwnlPl6jJlvHgSgsQ1kksf3QE7z18Ck9akLX31bDkifglcvHQMDW2ZDWKCPSDoAGL2czvPvMgJt3QitPBWHf3M9g9fSwapGQbwKXfHYnWJ7L9c02qv9WRFR0cvbiDqf/IpXhfylkf/wD0Pi0X/2AEJ5Z0ceKCbhBh0z0NLPl5KbZ2IwF9iIA5DLJieTCA2X8p4MDKNjorlHtFExCQBdB5RQxODSGDfEZPRIApbyjPygFC743Hj6ulsX5rmNd/epyc40nM/kv+WZXF2gsjRN/ITZ+cgrdyYTfHlnZGeQPuG24DWVE0jl2dSfFem3rsg4MAJq3KQRIl3nz8JFWLepiwKjtmN+Y+PUX79RTtT6EvzcdH36rFnRHiqYb3EL4H5ZtSGbUpA6Pr7IaznSVuZFEpEbZ2GWgb6cSbGor6bs+EDXfXRYWmnFrcAzLMf6aI1NbY313zuD5aJjgRJFjw+6IotagzXSHpjFo9z177MGEpTGFKNqnm5JhJpL/tWRX1+pXPPh5Vlj8YwXBIJdcAkAUOXtked90Vf6uJGzsAAQAASURBVLqPVbf/moKU2Ov/aeBERx1H2pVwL0OPSCgvuh1cWD6NJOP/n3YQCfzvIkGwJZBAAp8qko1JvHzLYyz9g1JKs/PWyOzdmz87yegP0jmxtBv6ByCT38hh7f21bPpiPZc8MlLtqFUu6MbapmfkhiT2X6d0HIQw1M+JdPzzD1pJbtZTsicVkzPi9+ZLivWs6Cn0xiwz9+qZ/M9sDlwdv2MCsO+aVvZf3UrFunS1nEEMD19uYGszsuyH5TRM76UvO0DT5D6qZ/UQkob20qierwzmyralcnKxMlCb+mpuDLkW0kp88NCpqOCAAVGFKAlovSJhnYTOp/TiB/ztPKlB9B6NUpYpKKUT5z1drF7vpB69Uk7R34FPrzEx628FGF1aerN9HL60g47Rbqb+Y/iZ0PCgDvqKhypAIsqcO/dIUlyCbYBcA3jr878c9jMS+P8TfX63Sq4BJOlN3DB1GQW2cwzo+C/Gr1Z+na+++XNAKVM3OSK//xl/j/ZJk5DwJYeGLDNb8stS3nz8pEJCCdBe4ca6zUDhvmQap0VKla7Img3AZePOo8HeRmZSivqeKIgfm1wDmJg3km33PndO2+xqOMrOhiN0OHsIyWHG5ZSRa83g9UPrqepoYNXxLbj8EZJMQGDdPc8Mq3oEaO3rjCLXzgQJGYvOyEs3/xh/OIjD6+RkZ2xMzeAJicGY8s8cfOYQsiBHyDVJSaQeaHcHvgdJI6s+pQCjP0wn+5iFrbc14E0OEegvp5d0DOnH5koNcPSSDponKSWlg0MO+rL8bLulEZ1PZPRHGVi7I4RDwBhi9cOn0Ls1pNaZaJnsJO/gGcrzDSBLICIwMXckweCZyaYBpJisUa/Tao30lPp4/6FqZv41j3l/LsKe62XPDS04cwLIWth7fSsnl3Qz44W8uCTHcBAlkbFrsijencIHDykD/bVfryWtxoimX42U1KmnZZxT9euyF3hVci37mIV5z0XbIUiixHvfOaV+L/Fw5QNjYpaNXJ9O5QXdSpK5T0Dv0dI21sW2W5uY/+f4lguDMZDWqXfHJoXvur6Z5sl95B2y0jbGRVgvU7A/mZkvxQaKSEgcW9ZF7Rw7YkhQPR7T6kxM/mc21fPt1M+OJlktnTpKdqaAAIX7kzH3nrm8VZRELF063JlBVn2vkoBZSY0/76lirF0GukrcbLu9ibItqQRMITQBgbBe6UPIGji12M6pxXYIgqlPS1a1hXGrsoZU9J/sv7Zj3s9USlJvUZ4XC35/5msLsO7eWrUPNICyzSmU7kqNW1ZdM7uHA1e2I0gw7w9FMV7Apl6lX+oLBVhzcgflGQVsqtnHF+d+BlETve6TV36TD0/uYNnouRh1w1/b217+vvq3wanhgp+Xsf+qNlrHO5UAjdO6qHf+40es+sJvznD2nxye2Pgi66p2887tv+Kb7/xaXe7OjO0D/+aKBz6140oggU8KCYItgQQS+NSRk5zBm7f9kpXP3R/z3oml3ar3WtWiHnReEbNdhyctyLvfr6JwTzJt41yqkW/bRDepdUZmvphPzTw7VQt7QICx70UngQ5AEiUql3TFLD9dCTcAY1+c5CIZLF06dD4NjkIfsggnLuwmpdGAo9BPauOZZ+vNfXpGr8skpJVomtKH0alFKw7dJOs8ysiqem6k7GbPDS3kP5Qctd6+zyipnFknLNhaDQRNYbzJIcJ6maA5jCs9gCAJ/bH1ELCE1b/9yWH0bg0lO1IY/34sKbHoN8Wsu78OS5eOOX+NlMB2jHLTUeFGExAp2pMcs91g7L5B6dCOWpsOkkKqDuCCn5aS1KWPGK0PgUSaVALx8IXZV3Dt5IvYWX+YotRcKrJiy4ie2f4ax9vrSDMnc8PUZYzIOHfz7/8kFo+Yzl+uf4RbXvoe1nY9tmYjTVMVEubk+V3oPaLqzXX6IEoIw9LHylXCbfutTVHreFKDVC7qpnWMQsBMyx/D7696kNWrV6vr3DP/mn/vCQ6DX216iTUnt9PUGyHgo1QacSAi8Oy1D5+RXAOwe5yxCwceC0PMmbiDPlb8+T6+veRzfPm861h9Yht239BeY4Nx8vxuqhfY1fa3/4A5eX43Yz7KxJUWUBM9JX1kHXO3lubxTk5c1B27U2DLXQ3M/10hLROdaP0agqYwXaWeGNW2mmyJ4s/XNl5JN22c1ocYFkitN1K8OwVPWoCwTsabEsLb7/fWMsnFim9X4LeEOLSindYJg5JRB1JIRfAG/YSkcyu/G6z+K9hnZeo/8th7XQvNE51su6Pfhy0M497LJLlFz8GrOvBkBHFlBVh/X53iRddopHR7KiV7U876cy0OPRf+uIw1DyqTOT1lkWdQWr2Jfdf2WxuIqMFCACnNRlZ/u4qZL+ST3mAmpJV4e5CFw7lg/AdZjP9AefZ2lLtVZbejIHYCMB56ipX18g9Gk5QBfUhtJ1TPPqB9bGyirT3fy4Yv1ylhQwGBoFkJISjZZqNuTi/rvl4HKLYa+QesjFmTSVLPx/PCA0UNuPeaVtxZAWWSzxLmowdqKN2WArJAyCBRuST6Xk/SGJHaQkoyqAbQgTctRH1aL02Teln6WHxPWmeWH01QxOjRsvGuOkIGiUlvZMeQkfHQVeKOIdcyK81MfnvoScVDl3egCQrMf6YobiWBNiSSf8BK82QnfxmUZuzwunj4oi8A4A8F2Fp7kNa+zrMi1yRZ4nBrJNTEbw2z6pEqbM0G0mpMlO5KZe+1LZGkdqCpt4M3D69n5YTFw+77k8C+phM8v/sdAL765s+ps/f/lmRiyuG/vujmf/vxJJDAvwMJgi2BBBL4j6AkLZcFpVPYXLs/+g0Z5vy5QPVIO7a8i/z9VjypQUImidr5DqXz3t+J13pF7CU+ttzRQMW6DC59eCQtY5wUHI6UhEpI7L+6lcapTiRBjmn5UhqNjFsd36OpqzyiaEivNjHv2YjHxls/VHx5klsM9OX5cRQqs8ct411Mfi1+cunpkEQlkjyt2UT7eDv7L26ls9iNpJHJOZ7ExHcV2f6ojWkcu7gTd2aQCe9ksbOkOUoNNoDOEW6lXOFPZzcjK4kSu29owZ0WZPyqLLKqh04LExG54JfRZUQSEscv7EKQYdZf84Y8ZwmJw5d1KIbCAQGzXRdFro1/M0sNhlj8ZCm7r2+mcWrsQPWLc68+q/NK4P9PJBstXFgxe8j3Xz+4jrZ+n62spNT/OYINYFyOkoyn92jUQTMoqWune6gNhqyB3mw/H32jlqIdyXQV9ftU9jcj3cUe7KWRAeTlExaedVjBv4rDrafISkolK0kpa4v3ufNLJ7Hx1B71ddFeG+2jXHHDUMZnl+ELBfjKedczrTBWKRQPE/NG8uX51/HklpfVZQaHBn/q0ASRKIhIssTja59ja+1Bbp5+Mb8ZtD2Avk8kkCwhBkAaNDYeCAc4HceXdtFTpNgixCP2POmxKg+TXYu5W0f3CIVg2fLFxph1AHIPJ5HaZOTYsq4hScPMSjOe9CDdZV66y08jdiRU79K3HzvJlQ+MiXpGAlH7DcohvvnObxibXcoJ+wkWBhaToht+gkQe9FhrmuKkefJJxq7OpDfHjyu7nyTUwNHLFJN5TVBA5xEJ6SRkHRjtGuxFPuzFrVQu7ua8p4uHVDQdWNFG09Q+xJBAUqc+9lz60TCjFzEsYOrSktJkJGAO4yjwEdbJNMzoxZsSYuOX6zF36/Bbh1aiDwUJCXuRD0uXXj3Wo8sjRHIgSWL9l2rJPmmhZFfKkOqwCe9k4UkLMm5VdH9mwJB/MEx2LZPezFE/v3FqH80TnbSPcSELMOb9DCrWp+PMDGCx61n1cKVaIlq2NYWx72Wec7JnPNjajZz/ZKn6urvIw85bmqmZ70DjjX+TusI+6D9FS7tOUYlKMoFkibABPvpaNRNWZZPaaMTo1KL3aZFERdEra/qVaAU+kjp0lMfxJ4yHbZ9TyF2tT1Q9eUt3DB+4IMig82mGtemY8WIersw6evP96rIPjm/j4Yu+wNG2am544SF1+U/X/xVQyiZtxiSWj5nL1PwxUaSbKIh8dNfvuOD3X4z6nIH9Z9ZauOJb0VYAAN/74BnybFnMLBo37DmdK2RZ5q2jG3nn6Ca+sfgWJFnqP06B9YPac2Vh5M/Pzbycm6df8okeSwIJfFpIEGwJJJDAfwSCIPDbq77JN9/5Ne+f3A6AxicQNsrUzLUz7ZVc9l6vzGw1T3EqHjR6KWaGy9ppINQn0ZfrZ/9VrRy5TEPAHKa62c6SX5VxYnGXkr4Zp5+W1K5j1gsFQyamgVKK0zrWiTszSHe5l7cfO0nWSQvz/1RExbp0ji3vQucVo8p3AklhNt/VwJw/F5yxAzpgOt4yxslTDe/DbKXEVNLInMrqIf+QlfQGs1Iy1O8DUzNHKRc1OCMXw5cUwpXhV8s820e6yK4avoyncVIvR5d34k0N9qvaziIB7TTsurmFkEli5Pq0qBAJgO5CD41Te2kd61Ki5Pu/A01A4MDVkaCDqX/PpWR/ivo6pJXikmsVmSXclSDYEvgX8PbtT3CktRpJllSi6n8NA+WPPUVDq1pGrk9j5IZ0Gmb2qiXXaXUmQmYJWZSpWeiIrNz/uxxMrgGcVzb1EzvmQCjIodYqxmaX0ehox+HtY0bROFVZdqythierdrGz4Yi6zY+W3U1ACjI+ZwSjsoqZXjiWv974KE9seJG1VbtomNaLtcuAqUeHo8inlpoBPH/DDz5WOt7nZ11OTnI6Bo2O32x+maZAG4Y+kbBWJmSOMD/jssto6u3AG/Bh0VmwB5xsqzuITvx/7J13YBvl/cY/d9qSbXnv7Th774RMyA6EVWahUEb5FVroootCWS0FOumgLZRSRtkbAiSEJCRk7+043ntrb939/jj7ZMVy4rTQAtXnnzgap9NJunvf5/1+n0dDsiEBh9+N1KtcBpIkinZYMdq0VMSqOusnWvURFdJzOmQledKbMlDYmf5UHontehLb9FGLHwGTxIkFsQW+zmFeRq5No+zjFBomOag6S0mB1PqFqKo3AL85xIi16XhSAuq1uX6ynZApcqw+qNzOB5Xblff16sP87cqfnvKzMer0pBuTcbY7sbYY6Sh3c3ilIhD1peGKQaUdFhTbgb7FJnOXjunP5JHQrmPPZa00j3Oy+u5KUmtNzH4iXxVaqs7qoW6aHUeOH51XJKyX6SzzoAkJjFibTuGeJNZ+v4awVmLii9kUHrSiDUR/SKvvqCRoCilep70Lfp60IJqAMEBM7WPGE3kktekx9HqGhfQSB85rpX6qQ61kHPdmJmnVZjUNdso/c6hY1NUrGvo4trgLk02LGBLIPGFhwutZaktx2dbYYlFalVn1iEWG0e9mMHx9KhXndHF0cQfOnACSRgYZzDYtU/+Zq/rCWduU8dG8R4uonWGjZqaNuql2/JYweq8Go0NLSp2RpDYDjhw/mZWWIfnFDUZavZkV95VzYGUbVfOiv6PWRgNBs8S3pq7i9b9somJBB+6sIDkHEmgZr1TjaT0igURJHT8iK5WQzRNcyhhNBkeuH0uXjrl/Hljl7DOHOHheG2GDjCs9QN7+REatyyC1zkT7SDez/5bP0cWdOLMDZFac2htM79TgTQkhidKgx0REZOFvizm4qp2qucrYzmIw8duN/+TvO98EYMJrWZh7dGztFfk2Vu0GlAreReXT+dX50d0gGQkp7Pvuc6w/sYtkUyKFyVlc8fSPaXf3cGxxJ6PXZGBwawiYJMw9WiXlFbjxxfs+8WTRVX/7DvU25bP405aXmJKn+IRKvUq6EFCESKm3K93Yo8GXEuZQ64mY24sT5/NAXGCLEyfOf5WvzbpYFdjCRhkhBE3jnQzblErpphSqewccIZOE3i0SMEnKZERQTL2nvJBDwBxm4zfqkLUQ0CiGxPZcP00j7RxdFi2uTflnDjlHEwiJEl1l3lOKa+1lbioWdnLOb0txpvs5vKKD9nI37SPddOd7Gf5hGkeXdNJV6sXo0OKzhpj8fA57Lm2hq8zL2z+rZNozuRTstw76GkaPlrQqEz1FXlVskzTKwEPv1pBSH9k/QYKuYi9C7xzH6OwdpGsl3v1JJbJGCQ5AgOrZPacU2HzmELuuaEYWe1dkTRJbr2vk/H7+P6fCmeZn+1eacOT6MfdoGbc6C19CiJqZPRxf2IUY7J2MCUorSUqdkfwDSfTke2mcrLSoDP8wjZFr06NSt3wJId7/8cCBlQaRF6/5xWn3K06cU2HQ6pmcP5Lvv/47Eg0fc9eKgWbqn3U+PLETIKrF52RSGk1oA2KUn2F3sZfuYq8i6AzCC195gJGZkWqS03lnNdhaeX7v+9i9bgKhIHubKkgzW6ntaWbBsClcNmkpG07sUluCBuynMQl/KIAnNLAl/I73/qT+vf97z/Nh5U6GZxRy19IbuWvpjWyvP8TvNzzPwXblfJF7IIHKc5TrxZuHN3Lx+HNOue+xEASBc0fPBeDXG59F0oNfL9E/HHRiznC+PHUFu+oP8+rB9dgDysQ+KIX44MQORmeWIjg76PFGWvHqpscIBejjpNNtf5+pmA8PCGrLaNZRy6Bi3Ll3lKMNiDSPc2FtM9JV4KHinC66yjyE9BI6l4jeo0GUwJkVBAk0PghbZI4u6yT3UCJlW1NV0aZlpJOt1zeq2x/3ViZhrcSh89sRgwIFe5LQhATChtj7nqAxsr+1kgse+w5fm3MRs4snkJGgVAB1exxUtNeyr6mCVw58SKfPBknQaXRHBU3IfdfIQYrgPGlBNtxWi9GupXxDKnq3hs4SN93FXt7/cTULHili61cbcWUqlXDWJgMLf1scs/L6/DtGDPoZKPsig6AEVqRVmZRqPxkWP1TK7kub6Rg+UADfft1JiZF97bRAQrsOV2aQg6siv1kxIFC0N5mivcm4kv2suaMaBMXaQdZAzSwbDZMdiq3D2xmDVpAXHLSS8oAJR44fg03DgYvaOLqsA1lUxhUGl5Zhm1Ip3mIddFEwpclEyqsmjHYtFYu6FC+/GAuXggRj38yk/OMz82bsyfWy7+JWNAGRhE4dIYNMWrWJ7kKf+n33J4U595cjMD6nZ/SmDIavSWH1T0/QOsqlHsuQWYr6jSBA40QnaJT26owKC1Neyx10HzZ/rV6piOt9uiPbj6Vbh783NKp1pJu5jw0txTS13kRTqpOQVkIfGHxcJSIy4c1sZKB6bg9trm5VXDvnVyXqOHXGU0ooWH9W9p6vTkYQBM4unwbA4j/fTHtvKAtAe7mblfcoCbX9W5EBdjUcYVbx4IFbZ0qfuAaw4cQuNpxUtSbr+51eQ+DrrRheNWb+J7YPceL8p4kLbHHixPmvUpaezxOX3cV1L9wLKC0szRNdfHRLHYsfLCW7wsKOq5oJGSUCFglTlwZvmnIBNri0JHYqy17z/1BE1Zwecg5a2HV5C7Ietl/XHDUANNm0ZJ6wIIZE1t1ZRdAsEXgtPGiLwO7LmvGmhDhwXiuTX8llzuOF6mBkw621QK9RtEXCZw2hd2k4Mb9bnTCJoaG1V83/czFV83vYf65S1aUJKolkK+4epg6YA3qltSHQF14gw8JHigH48Fs1yJreRM/UIJZOHVNeGNwXpHm0kx1XNSGLyoAtrdrMB7dXK35sIoinKWSTRIm1P1R8arQ+keHr0nj3jkq8yZEKirBextpsYOTadPIOJXFsYWfUxGEw4XHLVxsIa2WKtyZTO8sW2d6pVIE4cc4AQRA4e+Q0+A+1P37SrBg1h+zEdEZlleDwudjXdJyFw6ZiNSXgDwWY/tuvsOPqJuY+Okib+CDzvG/NuzJKXOuPy+/hjb0fsb/lOF6/D4fHTVV3Iz4p4uulDQjIErQ7lXPgu8e28O6xLQO2pVb7yuBpd6sG6qCcw5b+oozXHj6m3pZiTEKWZRo725CR1bS7GYVjmfGV++nxOHh8+2s8g+IVl2SwqCLZv8NlExfzm4/+2bvTkdtvmv0lJuQO46fvPkpQCmHSGghLYYJSGBmZo+01ZFqSh/QaRdusqlm8SWvAG/Kr4prGr7Qtln2cyp7LIpPU/n5sscS1pBYDCx4pRpRg7fercWcE2RVsViukdB4BGQgmSIqQ0PfeNBDuV5Cz7ns1itl+UCR3fyITX80mvdJM5zClgvLIsg6Oz1cq8iSdTN2MU4iI9Lb1CdDoaueu9/4MQIo+EaPWQItH8UU1+nX4DBFRN1YVWEKbHnd6ADEkoPdoBlbuyeBLCnHwfOV6Y+rRMuKDVCoWdbP29moQIaXOyKwnC4aUPimhVLwdWdFJWKcIL2I/H1OArjIv5m4t0/+Rzwffq1FbCE9H7sFEmscrQqwrc6CYLellWkc4cWT6ObQq0uaZVmNm9uP5VM3t4eiSTk7M76Z+ih2dVySpzcCU53IGCGXNE5xUzu9SA5BMPVqKtyczal1se4zBGLUug1HrMpCQCBklXOlBqmf30DLGSVKLAVuBj4Or2uku8ZJSZyKtzkRKo1EdW2y9ppHM45YoAe7oog6OLol443YOi7yeGBLQuzRIGpnkxui0TxGRwl1WTizoJqFVhyYoYi/wR/1GUuqNpNaZqJrbgyctRN1sO5PeyI65kLjzy00ELRI6j8jKe8rxWEOs+141u65Ufn8Gh4bRawZ6+w5G33luqBV9E9/MJqPaTOW8btzpAXIOJ2BtNbJ/Vata3XYyC4dNPe12210nVQI2RY5jZpWFi24fRfNoB9u+2kR9T+uQBLZgOIQoiGjEwd9bi31gazIQJSxH0e8ru3zUWafdhzhxPqvEBbY4ceL815mcH/HIaZ7kIv2Emc4yD+//qJqVdw/j3J+Ws/quEwQsYcJGZYVUFiH7SAI7rmjC3K1j7PuZpP3TzJv3VSDrAFkRvya8msWuq3sHR04tG2+pY+IrWQRNygD46KKOQQU2uXcA0DzOxeRXlL8zqyyKkJWmDIb7J8QJEjh6U7xW/WhEVGXW6SjfkcaR8zoIymFGrkmnbEtq1Gp0lM+QDMXbrYiSSOsIp+pLE9ZLLHq4hNaRbjZ8o46QQWLsOxkU7ktWn9pa7mT7NY0gw8RXssg7lMTa71YRSAiTvydpSPv8+oMR77Th61LVlNW0KhNlH6di6dZhbTKo+7/utmrs+b3pZi4NBXuSYoprXQUebAU+0qvMtI8YOHGUZfk/5gkV54vN53nwbtIZOKtkAgCp5iSKUyPVGAatnvPHLuCNQxuoPKm9avnI2VwxaRnpCcnYvE7MOhON9jbGZpcRliXSY4hCnW4br7Zu454/v0AYieRWI3qHBqNTS747AYNLQ3qVGXOPjg+/VaOIZTIDJlBiWGD4ulRGr82kvcxN0wQHOYcT2HG1Enqi84q9XpiZCCim4JtvqseiNfHCNQ8gCAIXTj4bo3ag4mLUGZhbMonLJy6jqquB0rR8DDEed6ZcM+085pVNocHWyq2vPaze3uHqwmIYz8tffZh3j3xMQXIWf932Ks22Ds4eNo06Wyu+kJ95w6bw6oEPAQj3+g4tHzGbdysiomP/JMYPb/4LAI9ueYmndr1D2CBjz/dHiWt9rLnpj+yoP8xvNj5LlyeyjUUPlZDUYaR+oi3KiF/Syeg9Ghb8tpj9F7TSNrr3/CpA1iEzep+WgDnMxNeysdj0uFIDVC7owpkewFbgo36qHTGseIGWbE/myLIOJK2M19orbsmQ2KZH0sjkHUjCludTzuGnOV33BJwQcKJzi1hbjGgDIuZuCz0FPrVFsg9Lp45ZT+ST1GHknZ8ex58QxmuI4XcmKCLu1OdyaRrvpHm8k+qzbEx/OpcdX1G+b2k15tOKa82jnBw6tw13ehBZBDEoKG3I6UH0LuU34LUGMTq0jFmdQWalhdV3nxiSuHbh90ciyAKyIPPaQ8dO+dgtNzSi9UVflye+lk3NbFvUolVYJxHWy7jTXbx9fyWiJCBISkW8mhwpK4uY6TVmyjalDMkndjBERPQ+kdRGLakvRpJbO4vdbL+miabxTjWxto8+cb1ttJuKRUqrqzsjSMggoXdrmPfHQpI6jPjMIWwFXpJaDGooiyRKdBd6qZzZRVP7Huova8ZlDajhHa7sYG/6qoikkbA2GOkp8dFT4CN40mdSO91G6baB475hH6Wx70utBE1KS2dCj56lPxvGziubSGkyMfbdoSdSH13UQfM4J1q/eEZjwbxDSeQdUsKi2spdUSnruUnp3L3s/5hWMHpIwS19fG/B1fxyw9MALLt/GIYYnoTmHuU49w8ZGQxJlvjWiw+zv6OSzbc+EfMxO+oOceNL9/c+gUEXdvrIOmqhq8RLyCjx8jUPoRVPUaIdJ85nnLjAFidOnP86giDwx4t+wC2vPghA5zAPSU16HHkBVt91gsUPlVK0w0rlwm4CljBCbxvk+LczOby8g5yKSCtk+cZUmsc4mfxcNtZ2IyIitSfsdA7zqAlQfX4ToJgHb7+qkRnP5A/YL19vRVbAEqaj1E1GteJJkncgcaBBtRwRwTIqzGc0oOoodbP3klaCsvL8wys7qJrXw4p7ywElOXT/BYqIJYThwh9GBMmk5shKpD8xzAffr1EeJ4EgCey6soV9l7SR0KqnfEMqu65qRpAE5v6pkLQGMz5zSB2gTn1u8Kq3PtrLIsJXcp2BIys7QYazHisY0JLaVu5i+zVNhAzK4DZ/TxLTn8sbsE0JiRPzezi8oh1Bhskv5XB4RTue1OiB3jXP3cVTV9532n2ME+d/mXuW3kSyKZGnUFLpEg0WNn/zb1GPybMqE8WStOhWqWA4xNbaAxxuq+b9o1tx+l04vG6Gb0ijYFsSCV3RwtXWaxo43N9AXVYqTsSgQMgoofFDyZYURn+QTneRn12XNlO0w8qkV5VzzYLfFRE0SqQ1REqnWkc42X2lUs2bl5JJj8dFVmIaiQblMV1uO8faa5lVPA5REPmoajd3v/dXZGQ23/rEJzYxEwSB0rQ8StPy2PSNv/Hkzrd4/cB6MhJSCYSC5FkzuWHWhciyzPSisexrrkCWQafRYtIZSdCbONZWx/GOOsJh5Rz7wLnf5DsLruLGF+6jtl/r1IVjF2LWK21g311wNddPv4D5f7ox5n69cd2v0Igazhszj/PGzGPCLy9X7+sLilETL4H5jxRhtukwOZW+ygmvZHMw3IYsymQfSKB0T0RokJBwpQTwJgfJPpJAblhAEmW2Xt9I7Uw7tTPtTHsql6UPKiVGR8/p4OiyTia8njVgocpnDrH6nspTHmMxICCGFQuIzjJPTEFO79Yw9u1Minclq7ct/dkw6qbZ6Cr20jTBgSwq7a2yVlD8nASZmpk2Stcn0zzeSdAsqeKaEIbh6wdvXwwYQ+y+tIWWsS4EGayNRvIPJjHsoxREScSVGiBgDpPaaMKVEsCV6Se7MpHaqTYCljBIkFZroqs0tkeipVPH2u9WgyDj7r3G9XnLDUbIoFTO6b0axr6ZSUKXHn9TtL2F0poro/OIJDUbkPQyIb2EGBSQdDKmbh2z/5H/b/mjDYX0WgvTn87j8NIOEMGe7VNT2mWNMjZJajHgygzgyPFjdGgp2JPEhFezEBGRkGge56RthAt/QhhXZoCQUUIS5cj3w94Ko5Vtmbt15B5KJOdQAtVzbDROUvxbM6otjFifyo6vtODKiE7QzT00MO382MJOKs9WKjKTGyPH1ujRMvfxSEuoJEq0DXfjt4TJPZyg+Poh4UkNRaWpqlYe9n/9fPTx1yJhJZPzR/L3y+/+l7Zz9dSVqsD23k9OcNHtA4Nf+oThZ3a/O6RwAZPRGOVj6g8FcPo97Go4wrzSyRFxDU4rtC/9WRlGl5auYi+bb6qnoqOO8oyhBXXFifNZJC6wxYkT5zPBnNJJfGXKSp7a/Q4AzuwAk1/IYc9lLey+rIX8frHzshaQQRJh3DtZUdsZ9UEGoz6IbnnQBPpd3WXwpAQjF3xB8Xw7lQmtEIIjiztIanXQOsZFwBweWOLe7+/xb2advIlT8vENDVHtJgDpJyITzu4Cr+JlFhQYtjF6EtM/vt5k05J9NIGMSguZlcrzd13egiPbj63Ax86vNCsJo48VkNZgJqSXWH23MgEauTZNXc3ev6qVlHpjVOUbQHe+N8qrw1bkx9KpmEqnNJmiHhvSSnx8Y4NSTSDBtGfyyD84cFBbPaOHg+e3EdbJaH0ic/9cSPtw94CVb4D9zaeerMWJE0cRhjwBH3Kvs43T72Zn/WGm9abD9VWCbqreS4opibE5kUnSY9te4y9bX1H/n2g38pUxC7B92ILkVSZgkihx4Nx2GqbZCRolhDDonCLZxxLpHObGkxZS0wbDJjhxdg8nzu5Rzpmiksio84po/SJZxyxMfCU7av8lEfwmZXHjeEcdP33vUV7o9V/s8TjYWnuAwpRswpKEqBFZWD6N77/9CCnGRGQ5+jz6SZFktHDr3Ms5q2QCd67+E02ODtLNyVwxeSlZiWn0eBzMK5tMuiWZNmc3CQYzX/nnnbQ6u7h6ygqaHB3cv/xmBEEgMzGVN274zSlfL9mcyL7vPsfRtlrqbM2MzCimzdXNg+ue5PwnvsuXxp3DnUtvpNsTHQbTk+PF0qPD1KNUBpm6tap4eWh5O8cXdoEAJVus1E1z0DraTes4FwgC3cVe5doWYzKs8QlkVVhonuCiY7ibgt6U7lHrMij7OAW9b5DpRF/lyiAtYZJeRvSKjFmdgS3XR0+hV10AM9m0jH8jS63m6Y82JPb6w8H7vc8Jm6C/WV7nMI/aztpHSo2RuY8XDQgsACVwYP2tNTgzAyCApV3HxNeycWUGOL6wi0Mr2tF5xQFBDwDmDh2e3oANROgq9Q4qmvVf4Ouj73FGu+LlOoDeYxcwh9lzWQstox0YPFpSq010nyTkBc2Smibbn7KPUz91ca2Pw8s66C5R9kGQekV3SSC90szsJwcmN7tSAxxa2UHLGCeeNKViELk3hdOrIanZgMmuJLimdpiZeeckar5yHLzK+ei9O6poGu+kdHMyjZOUbWZVWmgrd6vnImTQhASW3zuM7gIvNbNt5BxOpLPUQ/0UO4hKW3b2QQszexdcA0bls9AGRERJpHGcg11XRtqt98iKACyGBHzJIZJaDGrSeuFuK0eWd6L1/WsC20c316l/P/3l+xifU/4vbedkjLboL6XHGqB+soOamUoL6uis2DYBfRxureJv299gXdUOAOY8ch0yMq7A4KE76m9fgqQWPYIE9ryAWtW2/rZaAglhDA7lWP3l41c+kTb/OHH+W8QFtjhx4nxm+O7Cq0kyJfCHzS8gayDrmAWNX6BzmGfACuT41zKHXCWWcyQhqiWmr/pszDsZ1E+x48wOsO7bNSz+VXSqYEaFGXuej0CCMmDtKvOqAwUhrKy+h03ygPL3rdc3sOhXZTEH8ScjidIAca10czIT38hR72+Yokyihm1MZez7kRaFfataqT7LhtYvsuLu8pjHo28wu+uSZuqn20FArcTbeUUTCFC8zcrID9JpK3dRNaeH1tGKaffeS1o5/w4l8SlgDLHhttqobes8olrJcPJ72n9hq9qSMucvhepr9mHP9LHzqmYc2X40QZHRq9MZvlGZADSPHSiuxYkTZ2j0eBy8tH8tKTVGNRn0hhfvI0FvQpZk3CEfJdZcauxKRc9lE5dQnJrLpqo9bKk7QHq1mUkvZWPp1qM1aCh8LgMbSrVVwBji7Xsr1fNg3u5EzN1aKhf3UD/DjuhnoJAiAGGiEqDDGomgVaJ2pp36yXbSqy3ofCLTns0lvcakVN30+igd66jFFwxg1OkJSiHqu1soS89Xk+70Gh37v/f8p3Q0o5mcN5Imh1Kx1+mx8fvNL6j3/WrjM+rfy0fMIsucSquzi2unr4rZfnsqfMEArx9azzO7V9Ngaxtw/4zicQBqVV8f9jw/J+Z1K2mqsuKz5UjzEdJJqrgGIEso1x0BWscq10a9S0NGpRlrsxGjS4vWLxDWydhyfbSMc9E8Qbku1M6wU74hjcQupXp6MHHN6NFy7k/LcacE0YtaNnynDr80UFwKmSQOnduuCiDWJgNlm1OjKtZOxeIHS1n/rVrsef7BH9Qr8NkKfTjT/KS0KAtClXO7qDini6AprFpCpNQbyduXxKHz2/n4poaozcQS14CIuNb/Jf+FGdbo1RkU70kG4NjZvQnoJyNAy3h35H0Nkfz9A4XKf5WuQg9tI1x0lHnU5PKwTsJk06H3aOgpVAIfFv6mWD3WJyMhUTvTxpGlnUrlX28gUkK7nuIdyZRsTVHHNL6EEHVTbZRtToUEeLtjF+nlGmS/xKGVHUqSK3Do/MjxSqk3klZtwp8QonGSg7BBSZt978dVSrWWAC1jle+0EO5LsxRoHefmg+/UMPuJAj64vVodn+k9SsiWGBIY/W46RoeOirM71eRiUCxCdl7eRGeZR22fzqqIHvsMhUPL2uks8VCQnMWzX/4ZVtOpE+FPx0dVe9S/J76azY4rlRZeWTPwC3T2KTzdjrfXc+Uzd0Td5gx4Bnl0BFVsFsCRFxhwf5+3sD8pzLzSyfxk8Q2n3WacOJ9l4gJbnDhxPlPcOPNCttUeYFfjUd6/o0od3PRf1RVCULo95bTbsmf60PnFKPPckznnVyXsuLqZ5vFOdl3azNQXIy1Tcx8vYv95veay/TxMEMDo0qH1CjhNAfQeDSkNRnxJIXReDZ3DPOw/v5UpL8VOquqPKIkktOtVH7WETr0qrgWMId6984Q6Kapc2KUKbD5ziJpZPSAxqLgG0JPnZddlzTizA+i8IjOfjLTCtvQKaWPfyeSNn1UMmBCE9TISSmrr2/cNrB4751eRlc6APkTdNDsVS7oImJTBsiYgsPihUsz2SNuENzHIji83qe0zmcctzHwyX93/oDFMxaIuTsasM3LLnEsHP5Bx4sQB4MEPnwRg+nN5uFODbL6pHgTUCoPkBgOB/U5QbNx4Yd8aAPQ+DRPeyyL7UAKiJBDShzlxVjdb6t+n+Z5uUquN9BT61PORpVNL0+R+SYICSEZlkpy3L5GETj1dhR7aR3uixDXCveb1MiApf7ePVASD3ENOdl7VPOA9/XLDU/xk8Q1kJqRy89z/3nlAEAR+cPa17GuqYGf9Ybq9jpiPK0rN48opyylJzSfRaI75mFOxs+EwD6z7u/r/5EYjtnxFLL117hUsGTETUNpRZxaNY1vNQRAhsUnHofPc6qJPd6mPD36o2AYY7CJ+qyIQ1c6J+Lal1BsZ91Ym6bWDCwHSCxJHlndy/GxFpFv7w2qW3l+KxW4Y9DmgiG/6Fi3uvKAqrqXUGdG7NDiy/cz9axHI4Mr0k9xgwhjDG+p0iIic89tSJFHCkxyieYyTrlIPLWNc6mN0fpERa9I5tKqd9d+pJb3STHKTgRPzeyAExm4RSae0yY1am87xeQOvQaBYMgTMIXzJ4Zj3/7vsuaIFd0aAMe9nMvLDdEq3pPD2fccHfXxyoxGDU0PbaDeJrXoKdicptg39SKsxcdZjhWiD0WOEkFbCmxxk5xXN+BNDzH20iISegd6Fey9qwZHpx5scQucVcWUFCOtOEmZ6gx/suX5VKBv/WmZMcc2epXj61cyyETIoglXB7iSKtyeTMch3cPPX6nHkKEnuyIAbKq6OvLa5W4fRpo2q5nv7vkpGfJBGdkVClNehkkivYcw7Gey9uBU0ymLhtOfylKp7wJUVYM2PqtTnWDp1+BPDGNwaZv+1QH1fR5YOFEAbpjhAhtRaE/n7kijdkhzzPQ2GOyWgdia8df1vPxHf2VcOrFP/3nZd46CPO3vYNJaOnD3gdm/Qz+ojm7h37eOnfS1zhxZvckjxQu5FHVue5q3oRV1vVXBsX+Q4cT4vxAW2OHHifOb41vwvc9WzP4mu7OrXYiJrYd23a0itN5HQocfaYiC9yhJZ7TSH2HllEx0jYqys9duOOy2AiMj0p3NZ+8Nq6qfZaZzsIKFdjy8xhCArwQhTnslh91VKBYfeqSGl0UjxtmQOnq9UFphsWs56QvGLcFv9vP/japomOpny0tDeb191XqLGxLh3I+2ttrxIohwonmp9vH9HFbIWrI2GQcW1igWdyoBUUETJlXeXR7eICErVwqab6tW2W4NTQ1KrgY7hyrHbfFMDshDZh+QGI7YCH0U7rBgdWsJimIpzuji2uKvfxFtHZqWFUWsyooykm8Y62H61UjWX3GBk2nO5agpsH2/FmEzcseh6Lp24+DRHMU6cOA6fm3ePbaF4RzKWHj2WHj0r7i7n2OIOugt9mBxaZjydp5wHIgVXeBODHF7ewdHFnew/vy16ItRbldZd5gMZcg8kMur9dHZe3hT9OEl5XGKznkmv5LD96kbaR8U4B/e2f5k6NaTWmXDkBnDmKG15O788UFwDeGn/B5+ZqoYrJy/jysnLAMUP7rWDH5JgMFOQnE2CwYRO1DIqq+TfmhjPLBpHcXIutTbleNjyfUzKGcHC4VO5aPw5UY/1Bf3q57DxO0oLv6VNizclhBwGuddOqk9cS2zVU7w9GZ1PQ/6+oQXbiIiMfTeTYRtTWX9bDd7UEOtvq+Xce0ec9rnNo3uDdXrxW8L0FPoQQwJhrYS13RhT2DkdEorol15tIrsikYqFXXhSgkx6OZvhmyIeayGthCgpi1knzurClxams9xDZ3nvd1MHvvRIZdqW6xsHFQLSq810F3qHLLDpnSJLflFGd5GXLV8bXNjoT8WiLhrHOlj6q2HofRpW3FvOji8rVVEn0+cri6zYapwsrundGpBh00119BT5lEoiUQkdkU4SyT66uY4VPyvHkeEjoUvPjqualffav2VVBpNdixgU1MotQYJFD5WS2GVAQkLSEvM75TMriZx9XrWagMCItWmM+iD99K2rvbuaVm2ip9iH1K90T+sVWPbAMDbcUgsoSZ/+pDCSVubosk603oHbPusvBYS1srpmGkiUovzO+tAEBKY9m0fukUTs2T6OLulk7yWtpFeZ0QYFjE4tYZ1E0CSRcziBSS/n4Mjxk9RmGFJCbSz6ArgAFv7pJh4871amF4z5t84nNq/rtI85e9hUPjyxk2ue+ynPXf1zAPY0HuXnH/ydys76wZM/T8KToXxfcvcmKFWvp/loR2eUct7YeZzoauB7C65WvSjjxPk8ExfY4sSJ85ljREYR54+Zz3vHtuLvNYc++cLuzI6kR/Ux54+FZNZa+Phr9ZF2EVkRwFIaTJRvTMVjDbLz6mYQINRboSUisvihUg6ubKd1tAtHth+9RxmYOnL87L46YkYdSArTNtodaTmVlWCFkF5CGxDZen0TiIqfiy3DS3JH7PaIKHrfmzPsxZXuByxISKRX9bZKaWUu+OEIosagvaKXPc/P6w8cw9ylBQG8yWGMDg2yAJ7UIHqPhvQTZponOKlY2MWodREBz2jX4ksOEbCESas2Mf/RYkCZuLz+sJIU2udho/WJJLbq6Sn2YW00EDCFlMf0Dro0AYHCXVaszcaY1YV9Yp8mJDDnz4Wk1UdXdZycpjY6q5SFw6aQnZDOqnHzT38M48T5H0eWZW55RfEqG7kmXb3d6NGqVbEnc2BlGyfmd6vnIJ1XJG9/IpoA1E9zDjjvJnToSW40su72mqjbx7yVzpGVnej8Gso3pvLOPccJ62QS2/S404JIWhlrswF7jl8V2LzpYZoyTpr4nfR6D517G0lGC7OKx5/x8fhPkGaxcsPMCz/x7eo0Wl7+6kNsqd3P9rpDXD5pKYUp2QMe98qBdexrPj7guLmzon289G4Nlk4d494+daXa6TB6tCx/oJxXHz6KGD69MGfP8rH9mkbFU6sXT68HmaST2XJDA8t/fubeUj5ziG1fbaS72EvdVA2LHzRxdGknCNA20k3pxykM25SKNhRJcGwd4cSXNgRh7BQiQvWcniHvo7lLh84vcnBVO1NeziV/dxKNU2JXPOYcTFDaFfsW/7KDanrkhd8fybw/Kyb7b95bQcgUo011kH0OWMJRYQt9lUSSqIwfLJ069G4NPUU+fMkhXn3w6KCCSFKLgQWPFKvHsyfHi6SVSWkyqgKZiIgY6nsNiUPLO2iYale8/VCS2Yt2WCnaaSW11hQzxTRgDFFxdheto1x4k0NKsmyXUg6V3GRk2hv5TPz9OJ599QMaJjlAVN78vEcL8SWEMDv0HFrarlSBCajHS+sTCPWGLaz/Tm3sN9mL3iGSXm1m4hs51E6zsfvyZkX46vWF6y9sCr1joJZxLso+9pNZ9a//vgCSm42suHsYq+8+QY/XwddevJ+7ltzIxScJ62dCVddA8XBS3gh+svgGilNzcfu9zPujsoBx7qg56mO++vw9kSecob7XPCn63G7SGfj5im/gDwfxBf3MLh7Ppuq9nFU8EbPe+G+3wcaJ81kiLrDFiRPnM4deq2Ny/kjeOLzxlI8z2rSK90bvGG3zzfVkVJpVcS21xsTY1RlRE4o0wLs6xLGzO2mcrIQWDF+Xxsj16Ux4K5sJb6GKbgD7zm+hZpYNOZZPbW/FRuMEB7uubCGxTY/PEpnYHLygnbmPFcV4YjRj38rEkxWkekYPzrRApC21l74CspBeYuu1DaTWmyjdnEL9FDv+pDCyJOPKUiYt5i4dviRlMJt+wszMJ5XUzo7hHo4u7cTo0FKyUxHAEtv0alLqxFcjkzcRkcKdVuqn2Zn8YjZ6t5a9F7bQU6wMKu35fuz5Eb+bCa9mUbI1OeZgGWDTDXV0jFC8Whb8rjgqactjDfLeT05EPX7Pd55FE49ojxNnSMiyzJ7GY/xx84scaKlk+Po0zHbdgMftXdVMzSw7Ce1aEAUknSLCiyEBa7OBol1WSrcprTmulAD106O9EMWggCsjQMU5kSoZc6cWtIoB+NRncqg4p5tdV7UghgUmv5BD8e5kXv+ZIhQ4MyOm1kOZrAnA99/+HTOLxn1mBbZPE51Gy/yyKcwvmzLoY/665dVTb8MpsvQXZegD/9pwvzvfy4l53Tgz/BhcWso+TiHnWCKaoIDOd3qBbd9FrVHiGoC5U6ckRIvgTQnx/vdPMPuJggHVzKdi63UN9BQp16OAJYw+oFUE3Dw/PmuIIys6OLKsg3N/Wq56xDWeHJwzxIqcIRFjW5405Zpsz/Wj82mY/nweOYcT2HtxKyGLFPW8lnEukhsUz7Cq+dEi3msPHVNTH2OKazFIbNcz749FfHx9A7ZC5TiVfpxM5vEErM0GJK2MJMpY25VqoZBW4tC5bbQP82Du0dE5zI3RqWXaM3kDFsP6GMxbDaBlpJMdVzcR1stoggJJzQbCOpkRH6ZR1Osx15/WEU4q53Vjz/erFhN9xyZklPAlhkCGqnk9VM3r4b2aSugNMzA6tPgSQhhdWswOZWwx9v1M0mtN7Lq8RfX3CvXrBjB36UirMZG/P5ETc3sI62R8SSHleylAIEmieYKL5gmVasBU8TYrw9enk9CtpzvfS8ASIrPSgiiJdBa7+eiWejUEKn9PEqPWpp/Rd7o/YlDA0qlTAzEeXPckF407+1+uYltz059otnewvf4QK0fPIdmUGHW/1ZTA8uGz2dtcwc6GI5Sl5/OztU/8S68Vi7K0fF74yi9U38w+vjRh0Sf2GnHifJaIC2xx4sT5THLBuIUEQiE6PTYKrFmsGH0W7a4evvTk7aqXkMGlYcEfiiMCjYDa2phSZ2TBn4pjbnv4hjSGb0jj2NkdHFmuGAknteo5srwDR04Ao13L6PcyCOskJr6RQ/nGNN6/o2rAdlIaFU+iPpNotaJOVlowukq9BIyhwRPW+vZnUxrNk51Uz+ihaYyDgCWMEAa9R4PRqWXiK9mIksjuyxvpGOGJtL72hWP16lWz/pZPzrHEmK+x/N5hvH3fcY4s61AFtr4JwfB1aVjbosvyx7+ZSf1UOy2jXMx6qoBtXx3Y3jLx5SxKt5/aK2PdbdXY8/2k1BmZ/6eiqFaQPRc3U9vPGyUnMZ3vLrg6Lq7FiTMEuj0OXjmwjjf2b6DB2UZCj4EZb+ZFpS62jnCy68oWJEEiZFJOGK7ckHqOSqsxMfmlnAETwYQePRfdPoqeci/u72nxvuDg4PJ2QKlAkXQyRruWkE6iu8jL8fmdagtiWo2JWX/PV897kg6lytUPmpCIuVtHUrOehmmK4JFSZ1TFkigrgN592VZ3kGA4NGBy9r9OZUc9ra7YXmE6h8DKnw3/l1IjQ1qJY4s6aR/uVn3fREnALvppH+lW2gs1Mu7UQNRiVCzEkPJhGu1arhl7Nn+tW4PPGiKz0kxnmVIB5c4I8uG3a9RAnaEw+eUcdl3RjD3Xj6wBZ5qfhb8tZv1ttZHFn17vUJ1HZMEjxUx+MRtvYpCOkb3XT4EBAUX/Chq/QNgQ3W6Z2KqPqrA/Mb+bpvEOhq9PY9Kr2UoVfe8+6NwiQYuErcBH0Bwmud6ArTA6sOHVh49y4e0jWfXjEbz584ro1/f2hi3145xflSBKImf/vgR3cgB3WvCUlVXakMjE12NXuZ4plWd1cfD8dsSwwMRXslTRPhZdBR62XdeIP0FJZte7NWQfSaB0azLZFYl0Fitjq23XNilBCDFwZQY4uLKNaS/kRd1ucGqV5/SdU0RF+BqxLk0VFgFyjinnS3umj+ZxTpCVpNegURH6CvZYyT2YEPU9T22MiIu+hBC10yPjGIDGyQ46hrlZed/wIR2z/in23fletl7XgD8xrIjR6UH84SAf1+xjTumkIW3vZOw+F3/f+SYfVOzgUPMJfn7uNwaIdb9YdSs/Wf0n3jryEeurdg3YhogQac0dRJwelz2Mg62RBVOzzsia//vTgDCWOHG+6MRHK3HixPnMcumkxciyzFf/eTfuoJflI2er4tqMwrFs5xBHVnZw9q+K+fC7tSDDinvLh+x9MfLDDCwdenZ9uYVt1zWpt/usIfZcprSF6rwihfuSmfFkHq2jXTRNcBLSSwz/MI2CvUnsvaiV7lIvyQ0GbPl+9G4NZz1eQMtoJ8eWdNEwyUHZ1oEDzIMrFP+23IOJJHbo2b+8FVBW4w1ODcvvHzZgcmTP8SOEYc6fC+kq8XBscacyeQVy9yUOKq4BICptIXpPRLzqLvIihoSoZNI+9D4tJruWlrEuDi9pH3D/hFdPLa4FjCG2XtuIPd+PpUPH/D8UqQNUWZDpLPGo4tq7N/6eXGvGoNuKE+fziCRL3LfmcS4afzbjcgam7f477Gk8xtdf+jmhQIisQxbK7CkY3FqCBgmfOYTRoyWkldhyXWNEQOg3KZr+91yceQEqzumip8A7QGBrGutg5xVNSFowOHXkJyWi9SmtWp0lHlzZwYhHpgzaoEhmhYVxb2cOEOv7HjP5ldwo8S/nqIPdl7eo4pq10cDC3xXz5gPHlURJv0AwQRHtpv7mKpKMFt687jekmJVtSLKEKPyb6sgpkGUZT9CHKAiYdJ89X6CH1z8V83YxKLDyvuGnFL4G4+g5HRxb0qlUncmK59W053Ix2/UEjCF2XdasLihJenjvjiqWPVA2qJA37dk86qfbGb49jbzn0ig4YKV+op323kUic7cWT2qIsF7m0LJ2Rq8Zgh8XYG01cs5vSnnrngqCZomdVzZz9u9LOOd3pbz90+NK1VKveBY0S+w/v41xb2dGxLVe9G6RQGLsqjBzd2+l3WmY/4ci1n+7Vq3Uy9+TRFKLPsoPTQwJeJNDHF3awbl3j+B4Y5cqBAYtEgabBn9yGHdaEK1FZMT7aVQsjRZPX3v4GCPXpFG+PpXKhd1ofAJhoxwlrgkhOO/OEVHH0GLTY7Gducfdv0LrCCcHL2hH5xU5+9clg75uwBhi5xXNtI1yI8hQuimF0WvSByxG9nUfrLh7GHXT7FTN6cGdGUCj0yD5lLCC7KMWRr83cPzgSgsMEIH0bk1U1d7h5e3UzrIR7juX9T1ehulP55F/8NTJqwFjiNV3VqrnWEFSAhMCCRL+pDB1k20xK/b68JlD7PxyEx3lHrQBETEoqEJin23H+m/U0FPk45ZXH2TPd/6JRjzz3/UfNr/A20c2AbC64mN+fu43ou4PSxLXPHcXB1uiuwmyDlroHOHpDbzqJ+L2O645CWm0uLq4aebF3DznEmq6mrh37WN0umz87fK7hiSuPbz+H+RZs1RvyzhxPu/EBbY4ceJ8phEEgSumLMOg06viWqLBzF8v/QkPrPs7z/M+OfsTEEMCkiATMIbOyFy24KCV1F+YBlao9U5Gd13ZwsFV7UpLhUYmrJexNhoY+54iSs15rLB3RVkAodfvrcmE3q3h2GLFR+Rkga16RjeVC7sBlH9l9enIQNGO5AGTDJ85hM8aIrXWREathQMXtKniWkKrjpnP5nMqKud1gQjD1yvmz3subiasl8moHHzwM/uxAtZ/u5aKxSdVSchQsj055nNaRzjZc0mr0rrb5yeTHiRgljB6RPZc3ELtTFvUc+LiWpwvEs/vfZ9nd67GFw6gF7UUJGd+ogLbtrqD3PrKQ4g9kFlroXmcM7oNT1aE+/Qqc3R1jgBCELKPWEBE8awCjI7odlJXaoDt1zSp2xphzuXEmCZCBglHnh9BUlqscg8lUrjbSmKH/pSiiLXZgDclRGpddEtZ/sEk8g8mYc/yYenRow0o20itNdFZ5kEMC1GioMPnZtGjX2dm0Tg8AR97mysYnl5IWUYBZ5VMYNnI2Wg/gerXw61VrD76MbvqjnCss1a9/dpp57Fw2FQm5p3e2P/T5kBzJdvrDynVU6IMOkhq0uPICyDpZNbeXk3JzhSGb0iL+XxJlGgZ7cKW6yNoCuOzhrHlefGkKkmRY97JoHinch0KGENs+WoDJVuTB/ie+pJDvHlfBSM+TKd8Y9oAc3ujR8vwDWmIJuX26a/mU7Y+hU3/V09YL+FJjVgqHD+ni+PndDHh1ayYi1KxmPX3fD66pR5/grKdkFZSWwKX/KKMNT9WruthncT6b9UMeH6fuGayKcmHoAi7WccspDSYOHzuwJRIAK1XJO9AImNWZ1I5vyvq99c42aGIe73kHkhk5tP5rP1uFe6MIJIoMeX5HLZe14i39/37+4UmhIzSAHGtj2NLupTUzE4tcx8tZNeVLXSVRXusrb7rOKvuGno14CeFxxpga2+le0alZVBxrSfXy0ffqCOslUlqNTDrifzTCoAiIiU7UyjZmYJoEhn/3HgOXHEAyTt4y6zOJw6otCrcYwUUG5D3fnJCaS92a8g8ZkLv1ZB53KK08JokdnyliV0hpdJQExRUmxBLpw5Lp7K/Sc169RybWmtiwR+LAegq9LDxm3XsvryFvAORIBFJlAjplWq1Yws7qVzYjSzKmGxaZBFkjUxatYnxb2SpLbiTX8xRPS/3NB5lWuGYUx6rWNww4wJykzLItWawoGxKVPVafU8r5z/xbSRZHvA8W4FP8esbpNLzqSvvZXRWKetP7GLhsKkAlKTl8ffL7z6j/QuGwiSJ8Sq3OF8c4gJbnDhxPvMsHTlL/fumWRdj0SsDjxEZir/Z9mubmPZ0DjuvbuGD79ew5BdlUT5fp8Nki3EqFCL/+hPCUYO0hM7ItrUhEa1fxJGtrEbb8/28dU8Fix8uQxsQFVPvk2gb4Vb/tnToMDq1FB1MxnEFnPC0YOka6J90cJWS7DdqbTrVM7qx50a2W7xjYKhA1HNXtFG5oBtBgpxDCey4sonGiQ5MPVrOeqxg0OdZ242suGcYR5d0UjPTplSsCPQGREjo+3nwNI11sPeSVgLmMIKkTPAzTpjYf1E7CFA7rYcj50YnnC0ePoOHz/vWKff9s4A34OeJHW8wr3Qy43I/2UqkOF88ZFmm3qFUqM4oGMt1My74xLZd2VHPTS/9DHOPloBZonmCE4NLw7CNqaTVmnClB9l/QSvN452UfZiCEAS53+lE1kHLBDfWZhNpVSZKtiVjcGkIiSHaRrhpnuCidUSvObUMSHDAXYeYIJBRaaZ0awo5hxLOqDrqnN+WnvL+kyveZv+tgE031eFNDmHp1Cnnut6XC8lhKt+rRBMUGd6WijO7m825baw+uplHN73EtOIxjM4q5ZIJi87Yr6jd1c2d7zzKtoaDCGGUCXW/CfqTO9/iyZ1v8cgF32N+72Tyv8X6E0oL19IHhrHhtlo8KUGcWRHxy50Z5NDKdgp3WDF6tHiSAtRPcdAyxok7LahUyfQ/PDJoQgKZFRZmP5EfJZh2F3hpHe2ibYSLgj1W3OnR7XCSHo4u6+To0k5M3Vrm/qXolKmgKc0mVt01AgkpuqWzl5pZtiELbOm1FpbdX4bWr+yvNiSq3lWHzm3H2mjAnu+na5hXfZ/AgMqmPnENIGyQe/23IibtfdViAOmVZub9VRl7uJMDVJ7dPXDHerefcdzMzKfzkURJ+XwEeP0XFWfs/aZzieQcSsBW5MeR48eTHuL9O6sZ/XZ6lMAGqK3g/0maRzkVG4ne92VwR4TukFZi78UthPUyggRNvV54057NpWC/Ing1TLCz76JWgiaJ3IOKIFl5VhfHFndSsC+JvH1KJVnGSQEdreVOjp/dTVeJB2SBgr1JTH4xGxGRI8s7BxznPZe2kFZrwpbjI2AJk78nienPRbeWFuy3KkEL53RRO91G0CSh9YvoXSKyCI4svzquax6nPEcIo4prACFDr/AnwOHl7Ux4S/G4/fBbtTiy/WgCSluxGBSY/bcCsioHGvy3jnDiSwpTvDOZvP2JtIx38fWXH+CPX/ohMwrHDvGTUShJy+OWOZfGvO+h9f9AkmVEQeAPF/2Qm195QL3Pf1JabnZiGma9iequRibkDGdCrtICu2TEzDPan5P58eLrkGMIfHHifF6JC2xx4sT5XHHzWZeof180/mz+sfMtanta6OgbZApQOb+Lia9lI2lkNKdJOuvKd3Po5FXqMKqQhADmDh3BhDDn/KqE+ql2hm1WqgKqZ3QjaZSKtq4yrzoZC5ol1n2nGqNNiyszQHe+N8qzY9rzebw1qgJZhMW/LEWURESTyMeXKqul7SPc5BxOxJ8QUtsZHFlK5UhWZQLv/+AEggRzHi1k0y31NE1wMHxT7EoFgJ58Hwgw84l8AgmSIq7ZtJzzm5LTTpT1Pi0T3swmvcrMvi+1ogmIlGxNVls5AvoQR5Z1Uj2nBzEsULo5mZFrMzB6tBxbqAhqYkgYIK59+PU/k2ZJPuVrf1a4671H+ah6D422Nh7I/eZ/e3fifMa5YvIylo6czabqvaSbrciy/C+bU5/M1toDAARMSiXEuDczKe/97W+8uZauYi8ISurvpm/Vx96IDK2jXPiTQ+z6ckvUXWJIgJCsChEml5ZFwyai+7obvDG29SmgDYks/GMJoIQtnJjfRWepF0fvpLa012gflMm7P0ExJ6+dYWN99TZey1hPqjmJRcNnDPk1Wx2dLP2r0jbVX0yJJYTc+vovAZhZNI40i5X5pVOYXjhGbV39tJFlmQ8rdpK/L4ldlzVDrzYkxxjRb/q6IlSGDJJaIq33aMioNJN9NIHMExYMLi16lzjotSC7MpGRa9LwpISY/HI2rowA3cVeNH6Bop1W6mbYCeuUxRdvWog1P65CCAuUbklm3JuZg25XRKR4RzL789vI25dA2wgPIZOEI8ePNzGIyTlwoem9H50gsU3PWU8UqreZ7dFiXlKLAXd6kOaxzkgVm6x4B056VfEzrZnWQ+1MG7IArowAIWOkEkoIo1SkCUo1m9GpRUYmGJYY/3omyf3M/T/4bnW/D4YB35ekJj1v/OwY4X4G+1qfSMm2ZLIqEpC0Etuvaop83wYhmCBRPzOSQGq0a/BZwwOuq4Rg+IahiZOfFJIoqQuAE1/OpnC3NaqSsbPMTcPU6PTUMe9kqOIaKHYVQbPyGbSMcRLSSlQu6CZokag+y0b1WTYATD1alv8ukjq788vNBPsCI5Cpn2bHnusjvcqsJH3KMOvxPLbeqFTkOrIUgbLvdzD2ndjV83qflnHvZDHunazY7xkJW76fTf9XR9ggY3Roo/wId18WOa9Wze2hbaQLSRMJvgjrZdIrzcx5vGDQ6t8tNyjVgDUze+jJ95HcpNiQfO3F+3npmgcZnnH6AK2h8IuV3+Stwx+xdORskk0JaASRsHxSZWBvBdu7X/v9p9aW/0ldI+PE+SwQF9jixInzuebxy+5i0Z+/Tu1smzrArZtuRwwLVM3tIfO4hVFr0gnppZirhBtvizEJFVBEtt7xvdYtYPQa0HtERn4YGZAdXd6JLEDAGMbg1mDq1qmJXdlHEsjbn8iWGxv5+IZ6Zj2Zr/qJaAMiiGCya6MGVwtSxvJc6ybaRrh57ycnkHQyY97JYMSGdLQBUZkMpCqGxcmNRjLqLGiDotKOeQpGrUln07B69lzaokyEgEmvZKP3aamc28WJud0ELBJanzLAMXfrmPF0HnqPlq4SDwFzmLz9ieQdjjbs7Sh1s/lrDcgaGZ1Xw+JflGL0RC4r9jzlWKheTcCNMy/kG3MuO+X+fta4Z+lNbKjazfJRZ/23dyXO54RUcxLnj53/iW6zzdnNrzY+AyhtZKk1JlVcO7CyTRHXAL1TQyAxtiE4AALYinxoQgIJ7Tpcmb0+UzJIGhl9QMTSoGfUmnRy662Mf66cAxxAYvB2rE+LdbdXq+esPnZf1oKkbyaslZD7FkJk5bx19q+LWX9HPVvrDp6RwPaLD59U/+4TOzQBAaNdiz8hjLXZgN6rIaFTjz3Hjy8pxDYOAvDOkc0UW3N4+bqHOdHZQEZCCun/wuLBsbYacpIysJoGXqf6s/b4dmrtzYxqSefo8s6BD+hXpeXMCmBwacg5lERWhYXcQ0kD2jiHwui1iiWCLyFET77yPQsbZKrn2JQWu6MmtAGRhikOxbjfo1x/O0s9p6xg1LuUSqemiS5Gv5XBkfOUxa5NNynXzMROQ5QBvCc1iCc1yK5Lm5n6Ym7Mbc54Ko/XH64AEdb+QGkRTa01MeXlyOP72g37E9JKBMwhzA49m2+op32Em7BBxm2I+LDt/rLilTrz7/mERUn9rkz/Ry6elBB5BxJpHqP4kFmbDIiIUeIaKOFM41ZHhJvz7xzJrkuaqJ8eLUKdipA++reoVlxq4fiibrIrEkmv/fRb7nzmEGt+VEXIKJHUYqB4u3WAoKrxD/y+HV7eQetIF7OeVMJQRnyQrianyxpoHudA1gwUHb0pIV7/yTFKgsM5PrOThHY9PSW+qMfYc/1qkvzw9WlKW20vZZtS8CaHcGb78SWGqJ1hU7/bZ4KISGqjiQWPFLPuezUELGF81pAq9k5/Jpem8U58SSG6C714U0IIkoClQ8fkl3PIqB48cKKP3AOJNI930tM7prT1q/S84qkfs+mbf8Os//e9IRMMZq7o53329Jfv48pn7lD+E1JabYMJEtdNP/9T9byME+eLRFxgixMnzueavslMp9umrh5LWhmfWRGd2oe7aR+utGSm1pmY+WT+qT3a+lah+1n5OIoD6O0i7WUecisiVQpF25ORBImkdiOWZi1Bc5htNzYjSDD6/QxMTh2ptSa6S7x8dHM9KQ1GxJDA+Dey0Hk1eJND2LN8hPQS3uwQssdPZqWF9vJIC+nhlR1UndWNLzmM1iey6wqlym3SK0rLgRACSTf46ndIK7H3khal1bV30l22KYXMCotqniuGBEw9WoIWCRmZniIf7/2kKmo1fudVSnWL0a5F0spo/QLuNCXSfuo/cyjcmzzgtce9mUlPgVf12RmXPexzJ64BmA0mVoye89/ejTj/4/zw7UcAEMICOr/IzCfz6cnxsueSlkibncCg4lr+nkTM3TrSa81kVljUiXBHsZtD57aj82oo61cdBoAp5qb+YxTsTqJtpBu9W4MgCYT0EkFTGINDg8FlwNKlw+DSYs/20THcw7rv1aCzaXh5/wcYtXqumLSUVLMVk85wygqJnMT0qP9PejF7gABzMpJGxpcQomZmDxWLWpj6m6vU+9INVkoy8hieWcSykbMZll4QczJ8pLWaK575ccztF1tzeOPG3+AOeBERMekNvLRvLfd/8DeA2OIaqOft/N1JTH41R/W2GwoSEq2j3YR1Enn7EweIJSGdpFTKSTDm7XS8KWFqzuqhZZyLac/mkl5tZu+lrZi7daTWa2kd42bb1Y3Mfrkw5usdWd7R98Jk1JoVL1WtjCsrwNofVGNwatTrVunmZHIOJtAyzkX9NDvNY52sumugH56IqHqq9flmpdecXmzShkS0DkUgGfdmJluvbyBolNTKqv70T9VOqzKx4xrluhzWS4xal8GhVe0EjRIdwzwgwwU/HMGeL7VSP81O0c7kAdub+lIe+QeSkDSQeyQRCYlN/1dHV5lvwGMh0gaaWm2idFsKMjK7r4xUTX10Sx0X3T4KAGeGHzEsYDkD24yhsv2aRkIGibFvZg5aRf/x12IsYorQVebl7XsrSa0zkdwUHbJSP9nBrCcK+OiWuqgFOlDGd7+qfQNWDNys3qVRPfgA/AmhSEIxUDVfEfEUf0eZY0u6CBlk/JYQjhw/WRUJjH136IKbtd3ItGdz2fnlZjZ8s45lP1cCP9JrLeqC6r/KzKfzcab7qZ1hQxsQObok8nsPyWHanF2UpOWdYgv/GmOyyyL/0aIGzUwrHP2Jv1acOF9U4gJbnDhxPvc8cflPWfW3b0fd1jRF8fm4b9nX2dtUwasHP6S7yMvqn1aS2KZn8S+VQURyg1FpJeijX4pUYr0OZ6EiIhmdWrIrE6JaV8a+m4mExOabGui8yIPQW0ZvtGlpnODAlRlg3p8KaZzo4OjSLnoKlFbN9bfVqp5C677Xz3jZAUS6H0CGjEozHcOV5LPSzclULuzB3K0jpclE9YwegiaJnMODVzzs/HITrswgWp+IJEhIBijenkz9VAc9RT7Sqk3M/UthVCVdR6mbqrN60AQEEjr1SBoZZ1aAnnwv/qQQQkggaJbRezVM/WduzMpAALNDH2Vi/cxV9w+6n3HixDk1x1vryKg0k1WRwKGV7ay+pzL6AafoMss9kMj052IHoWTUWlj4h5JPcE8/OSa/ErtKKRZ7L2qhZqYNb4pyznlm92qe2b0aAKsugalFo5lTNpFF5dNJMkafs66YvIx/7n0PgOJt1tOKa6BM0s12HaPXZGBy6Agaw6TVmvEmBekp9HG8rJqdeUd4ds+7iILI/LIp5FnTuWDsQvKsmXzvzd/wce3+qG32+YcB1NpbmPDLy4f8/k+mcbKDxA49o9YNLUSmfpKNvZe0qhWDzWMTmXFSeE5Cj55xr2Vy6Lx2fIkhpVJIBkToLPWQXq0IWbZCPwmtysS8ebyT4w2djI/xmiGDpC5q7bmkhSU/K2XvJa20jVYWmfz9xOLqObbo55ok9l7YwoTXsgYIgcM/TOPgue1IehkhzBmJJqAIJ8seUC7GncVuPrq5PjI2kEAbEAj1Vq/190Ab0RsilNJgorvIS8ASxuhQKtWbxisVasPXx27hzK6ICNsiInP/WsQbD1REB5icRHepl+7S3vCnNn2UD9+Ht9aQcySB4/M6CfcTynU+RUiPlbw5GFuubaCz1IPRqcXo0OJODRAySQSNEmk1ppjiWu1UGwfPjYQxxUSA7mIv9tzIGEwIKTYZs/+eT8nWZKrm9pB9OIHWMa7YmwgpQnz9DEeUuAbgyIhUfY1Ym4YnJYilW8fotZnUTrWx57IWTsyPeOjZ8/wUb0se4CEooXjoCRIkdOijvm8F+620jnLRMMXB0UWdjFlz5hVxg5HYaVDbVEetzaBiQSdHVnSQZEygIDn7E3ud/kiyhEVnwh2M9gSYVRTrFxwnTpxYxAW2OHHifO4pSsnh67O/xKNbXh5w38GWE/x06df46dKvsf7ELr71+i/R9zPgXfBIEW/+vGLgIFAEZ26kNcSfFGbrlxsIZMqMeSWdzNrIBC25w0RniQdZpwz2Elp1HDy/XXleQpiZT+VTuC8ZSZSw5frZen2DEpzQD3OPDkOGAakhiMYnoHdrKNhjpeCglbfuriBokego9yBrZJKbjBxa1s7xc7rQ+kUmvZQT87j4EkJ4kpX3oPOKBC3KQLFyXpfSygOMej99gAfI9q80EbCEWfxQqZJsJShpX8KZOjP3I0kfT4iKE+ffwR32odMbcGT6YpukD/Lz1LlFpj87dKHq88qkV3MYszqDjjIPvqQQ7rQA1mYjCOBKD7Bz4n7WndjBPe//launrODWuVeg1yonfodPEXQMDg0TXzmziasgC5RujRbk+vylfJYQddNsNE10cqDhMOvzPTyz+92Y25n3x0LSay10Frj46NaGmI+Z+GoWXUVe9fx9Mgt/Xcyey1uUYAhBCR+om2Znyounbks7PreLQ+e1owkJjHovneNnd6ktxycTtISRtdAw1aGmcALUzrTRMLF3vwRw5USunwdWtCG2bqU0Vklk7/fWmR3gwIXtzPp7Pu/eeQJ/Uu81UoaUemNUJVIfNbNt9BT4OPuRaIG4bGsqRbuTefNnFWjOoIIvFum1FqY+lcOua3orxERUca0Pg0PD4gdL1WtpwZ4kuou9hPUSlm4dey9qIWyQe58+tP0RJZHFD5ax/ts1BI2nb892ZgVY8dNh2PP8HFvUSVeJN3rxsJegMUzzSCfHzumk9ONkyj9KO2V1W8tIpypuebVBXBkBxLCAwakh/YSZGc/kIWlkWsud+C1hambbVKuModK/jbbPS/DYOZ1kVViomtNDx7BIVX/55jQq53RFPb5+xsDfg9Yv0lOs7EfJx8kDhK/iXcmkNBrZeUUzjn6hUVVzupnwVjY7rmiiZZyyUCuJsloNiQyCrCzOWtr1OHP9GHq7IhonOj5Rga0/voQQQbPSFm/3u2h3dX8qCeyiIPL69b/illd+wfGOepKNibx5/a/jHmlx4pwBcYEtTpw4XwhunHkRL+5bS5fHHmU2fLi5Sn3MnJKJJOkseNIDyIKMIAuIiKy4u5y3f1Y5cKP9zpB+a5jO4V5EWaB9hEcV2ERExr+aSUATxF7gx2cJ0TE6MjHpzvfy5r0VnPV4AWn1ZlIbTay8ZzgdpW42fV1pncg4buasFwqZ/NQkDvx4YPS81Dv47CnykdRgIGgMc/wcZYC59P5SDL7oU/mxsztoGe3CVuBTPIpQvEtGvpfO8UVdUV4vm7/eQMHOJBqmDRygrv1+9YDb+rjw9pFnJLgVpX7xJ/hx4nxaeIN+REHAketn9OoM6qcpXleq91IfMlgb9DizA0gaSGozsOD3xYMaaX/R0Pu05B2OHTYw5v1MbLk+6qfYeVpezZpj27lh9vk4fR6e2PoGaU1mZj2az4ffUZL+dF4lIVoTFEGGsE5CFkGUQJAEkBU/TXOPjoROPWJQIGSUkDRKWqLBpUUIK8JH0BDGpw1hbTDgTwjhSw4jhBQRoK8Fa9s1Tcz8Rx7bv9IcdQ3L3Z/IzGcilWQHzjsW8/2d88sSrG1GzvlNKfWTbOy+rAW511h98031LP1ZGWZHbCHl8LlK2vP417Io2ZlC1ZyeQY/xyHXpCJLAiHVpHDi/ja4SL0aH0qbrS4ndnmxwatgn1HLsdi1n/aVATY5NajXQkeRRH9c83sm7Pz3B2DczObKiQ0n3FIgprvVhK/Cx5doGsiosIChCRPmGVPQBrSLONfz7PlWHe73hYgUZjFqdzqj10UJH3v4k9l/UBhLYc/xq6vfwdYOHEcUioVvPOQ+XsOWGRjXk41SsvucEF90+iqzKBNzJAd6/oyrm4xy9HmX9AwSW3zsMk1PH/vNb0fpExryvCEV105TU2AmvZg1Id5VEmTXfr1LN+/uj8QskthtiinxD4diSLia+nKVU8ZcrHQKyCFUzYqS2xkAIAQYo/TiZia/HXoS0tho5+3fFUcmu5R+lsufiZhonK2FQWp/io5d53IwmKOLIUjwYe4p89BT5lP0SlErO4evP7PMdCvvOb6VmZo8qPC4ZMZOx2WUcbashJyn9UxG+NIKGBF1vNarPiRRP+IwT54yIC2xx4sT5QqARRb5+1iXcv/ZxCjcl0DDDhWyAwx3V1Pe0UpiSjU6j5YbZF/Lrjc/QNN5J/n5lIqYPaBG8IJ/Cb0gMKMlyYWQyTpjoynez95I2Jj+fQ2qLiYmvZFEzy447LUD1XBvIcNZjBey9uJWQSRrgg5NRbWH4h2kcP7sLZ3YAbVAT83U7it1qy47WK+DM8+Pot6nVPz2BIAhoggJCSFBbJARJqYqb9FIOnaVuji3pQgBW3TGcjmIPH389UiERS1w7Ha89fIwLbx/Jaw9HJnvLfjYMsy26FHDGE7lsv66Z452DJBrGiRPntJh0Bm6ZcymPbHoea7uRVT8eASJs/3Kj2k6nCQic83AJCTbDabb2v0tys5HkZiNZFRY+vr6Bn619AoD83YmYbXreuacyYq4uKGESQYtSNSKGFGEtrJEjCxfakFotdkp6hRlfcqRlXtZBUBdZTAkkhPnoFuU8aenUEdbK+JJDlG2Oro7LOZJA03in2poJMOMfeapoBVC4N5n0KjPrvlujVL2IsOHWOpbdXxazgsro0OFNDrLv4lbSq82Ye3TY8n0EjCE1MboPURLVttOJbyjCRfWMbtpGRqqMRA9I/YqW+6rRfIkh1n23hrFvKZ5ds/5ewI6rmjA5tIx5O4M9l7XSPN7J7itbWHFPOU3jHOy/sC2qPdPcoxsg6LSOcUW1EHYXefGkKPYOHeUenGl+Erv+td9FT44Xb2oIMUDMdkd/jJChhsmKKCWGBcK9HmILf1tMSpMyyAhpJTwpAQ6c144/KcTItemDCsNmh555fypk9V0nkDQyabUmukoHj/R99eGjqr3EyYh+AckQWyx5964TUf/vE9hsve2b+y9qo2W0i6nP5eBNCZHSZGLfRa1Rn4UYEDB4NBhtWjJOWDi+qIuhovUKqrdcH/u+1IbOLYIABocWnzV0Ss/ZPsydWjxpISwdOsa/HjsJFJSK/vd+FPGbnfxCDju+3Ex3iRdLp06pShyk4nDDLTV0F/tIrTEx9u1M9F7Nv/wdG4zGcQ6qTxK7t9ccYuOJ3SDDw6u+xfxhUz7R1wRod3WT4U/CrDVy/tj5/7GE5DhxvigIshyXpftwOBxYrVbsdjtJSfGTSZzTEwwGWb16NStWrECnO5XRRJz/BLIsM+t31yJ3hZn3SAEbvl1HoLc64J0bfke3x8Ho7FKm/+ZqEpp1nP3rErUKa9NXaukYF3vQmtCmZ/xbmWpsuooEYhCmP5uPpVvHiQXdhLRhmiYqA/0LblcMmCW9UukgiRJVM3o4uqITSSth6tHht4QImWS+9NMxjH9uPAeuUCrYfOYQ+y9spWmC85STNzEoxBxwagMiqU0m8nYlsveS1qj7cg4k0DI+tp8JwE/OuZ6QHKYwJZuZRePRiMoAMyxJTP71lYPvDLDg98Wk1keUypBW4s0HKgDY/73nT/ncOJ8M8fPSF48OVw9XPf0Twkd8zP2DYhgviRJv311JyCQhhGHxg2UDvINORcAYoqPMQ2eZh+4iL+7UIGGDpAoCfYiCgBBUxCVZAFkjIwu97W5hAZ1Hg84rYnBpMbg0mHt0pNaZSKsxR6UKf9Y4sLKVEwuUyavBIeJPktB5RSa+lE3BQeuQtyMh4U4PImlldB4RZIENt9Xgs4YRAwLZRxNonqC0muk8IkktBsw9OtJqzYR1En5LGG9KgIZe39CTWfibYlKao1d/aifb2HNFxNQ+Z38C1nYDtjw/E1/NUtMMPUkB3rujShXixKCALMrIIui9IomtBoZ9lEre4STay9xsvqkeQRLQ+gWCZonZj+dHeYPFIqAP8fb9lWgDItYmwwDxZ3xOOcFAkIquOiRk5bopCVzwo5Ext7f5+nrae8W68a9lYe7RsueyVgKWSHWc1i8q/m39SGzV408ME7CEY14XC3YlMe2FMzeF33BLLd1FXqY8lcXur7RFXY8t7ToW/6o0qkK0J8fL+m/XogkKiCHlOBZvszL5lVxqpvVwbHGnWpkHqOJr6aYUJr4Zuz150411dAz3MOMfeeQcSuD1h5Rr6r/h2nBaFvyumORGg5LIGoO8fYk0TYz9nf00GP5hGtWzegiZJFK0FnpCynekv28hsnJOsnTpcGYFyN+TxPTnYn/mAX2Id+49gayREQOQ1GrEnR4gaJZIrTUx5y+Fp0zc9SWEeO/HStq7qUfL8p+XD/pYV4rijXcm52eA7Vc20jRp8GP8wMpvsuJTSjev7moi0WAmI+H0fpSfV+JjpThnylC1os/uyCdOnDhxYiDLMp6gD4t+YLmZIAjcsfh67n3vr6y5s4byDalULlDaCVY+fhsAF48/h3uXf507Vv+R9350guW9RsYjPs6gY1zsKitXVgBHWow2BxEkLej8Ik1TnNiyfKTWmRCDAqnVRiQt7L2wBUeWH1kj40kJErJEBv3ujMjK77GzOhgthdj2pQa8lmCUcXLsAwFLf16GpJNjtnKOKCyBAthbMrBFZDBxTSuKPHbpnUzOHxXzfo0osv97z3POn/6PTo8NgNK0PB5ceRu1Pc3c/tZv2fDNWqY/rSSifXx9vVLV0Bv+8JuNz/Lt+V8+9fuKE+d/iA0ndmH3ujh/3IJBHxOWJH6y+o/YuhzMe04R1+om2zhwfhshk4SpR8v8PxQN2v53MpVzujh+Thd+S1idoAsS6N0azL2pnHqPBgRwpwVw54UwdovIoiKyaQMimoCgJBNbwgQSwnjSghGD9f6T/t42Sr1bxNSjI7FDT0KXgdRaI6n1pv9q62ru4URqptsIm2X8iRLZhxOY+WTekD2y+hBRWkhbR7qw5/gJixI+axhro1LN0ieuWRsNLPxd8aDbbxlbQcggkdxgIKSXcGUp14ePb2zg3HuGq49rmGCPiGthQAMtE1y0oJzXtyYFOed3pQDUT1FaibU+UWlf7Sc6BcwSXaVeukqb0LtbKd2SzMSXszl+dhe+5BAmm5bMyti+bR98uxpPapAV95TTXeIFAUa+n07T1Eg19JNX3MOkPGWRKRgM8tTrz/NI3TvKdVNUPLuyKweKd3P+VsiRJe0cW9zFgQvbQIa8/YlkHrdwcFU7IaMUFY7QhysjwNi3Mzh4fodiknUSDVMd5B1IIvfoqQXDPiQk1n+rVglyCDFAXANwZwZ5555KVt5Zrn6ufab58/5YRMgo4Uzz01Xm5fUHjiFplfZhS5eOgClM8Y5kRnyQxvt3VlE9p4faWTbmPlpIWn109VlXqRetTyTvkDKhG7M6g8MrlbZVjVegZGsyJ84evK1XJQAMUePZcFvtKe//T4prAK0jnZjsWpymAH6pXyVov8+kT7htHeFky3WNNE5yULo1OWaipyPXr1arSnql1VgMC+TvTWLqP3NOex4wurQYPBq81lBUGAco350Dq9ppGeskaJJUMXj2Y/kxv/MnI4kS+y5spWmiE61PZMkDZWgDorpYCaDX6Fg6YuZpt/WvUvopJJTGifO/QlxgixMnzueKW197mD0Nx3jzhl+TZkkecP95Y+YxrWA0f976Cq+xfsD9rxxYx3mj5wLgTQ3hSwxhdGoJigPbPPpzaFVn7Ds0UDWzi6RWE8M2pmLL9yFroHOYl9V3HIewTCgRBhurJbXo8SSHOLSkncNVLyGPJzoNMIbnixgUmPtoIRabXmkH6eXssqk8tOpb6DSRU3u3x0FdTwvN9g72NVXw4v61g77HkCQxLmfwVdg+1t38ZzwBH8FwCKtJ8aIbnlnIawcnsKV2PzuubmKfvSVigN27/0/ufCsusMX5whKSwkiSpBrnn47VRzfzo3f+AMCyUbMxaAfOfO1eFw9++CTb6w4x/cU8Err0ajWLEBYYvi6Nse8NzVS7dYST3Ze14E8MowkK5B5MJOOEmcxKC4mdA1ubOovdSsuiDLOfLyah8fQzcwkJZ2aAzjIPjhw/jkw/3uQQAUsYT4o3euFAVibEepcGS6civllbjJh6dPSdjn3WML6koLINkzKJ1flELF16rE0GUhtMUS2MkijhTg3itYZwZvrpLvQS1stKpbBBImSU0PpF/IlhfImhqH2Z/WTBkI5jLDZ+sy5SYdV7/rbn+8k8ZgEUv6upz+UOOmk/Pr9LnYRbm41kVljY+ZVmQGkdrZnWQ8nOFCRRYueXm9XnXfjDkey4skkRO3pbRoVexaF2qo0jyzvQe0UsHXoCljDu1KCadJ3YrqdjmAdECFjCHFvcBTIYXBosHTokjcy6b9cw+aWcKMGnaYxDNYWXtJKSjo3idVZ5ttISOK90siqu9ZGuT+Kqyct5Zo8S8rD1hkYmvJZF4a7kAZVCo9dk0lnipbPMg8mmpWmik6aJTko/TlY9w/o8ufquL7IG3OlBjHallbA/lg4d7owglQu6TiuwhbQSDZPs7P1Sa+S6HSLmjEkMCgSNEq8/XIHBpWHCq9m0jHUhhgRSmk0cXdTB0aXK2MHg0lC0PZmRH6QPeL+zHytgx5eb8KaE2PiNOlLqjcx6okCtABUkJVSgj/INqarAFjbJQxPXYMji2mcRR25AqRAFPFLEj86bHFmolDQyq++oZMZTeSz6ZQkffK+GzTc1MPPJvAGVmD35kUXTwh1JTH4l54wE/65CD15riNRaE1Ofi3jM7r2ohbppdiStjBgSECSB3EOJNI9zcnBVO9m/iv39c6b7ObyiA1d6AFdGAEkrY3RqmfeHopiVwCMzi9GIsa1F4sSJ898lLrDFiRPnc0VGQgquoIc2Z3dMgQ0gOymdu5fehF6j44V9awbc/4O3H1H/Xn1XJRf8YCTHF/UzzpVQBu39hS0BRC9IMXzaOsu9THw9l0PntiNKkL8nkfZhboLGMJIFLG1a3GkhiDHvnvenIsSQyI5rm3CNDpG7wcLYNzPV1W6DUwMiUamjkk5m4611Udu5f/nXOW/M/AHbTzUnkWpOYlLeCFaOnsMVk5dx4d+/q95fnlZAZVfEj62/OHcqzPqBxtGPfulHfHB8B99989cErFK0UNjLhF9eHm8VjfOF5GvP3cehtmpe/upDFKYorV51PS3YfS7GnyRc+4IB7lj9R/X/scS1Vw9+yENrnyQYDDHlxVzSasy8++NKvCkh9B6RZT8rH+DtGIuQVmLz1+rpLvYiyFC2KYVxb2eedjJ5fKFyTtQIIkldRiROn2QoImJtN2Jtj20s7zOHcOT46Sr2YMv34UkJ4kkNKpVUZV7APvjG+84nJ7fF9ab6qZUsg9wvyErLnic1iCYkkncgkYzjioG6ueffaw+a+WQeO69sRgwJ+BPChEzKsWof6UaQYMJrWYMeE4CjSzrVfR32USrWdiM7UYQ0rahh76WtuDICWLr0Ue/PkeVXK4l0fqXlc8bTeQSMIfZe0oI2IDL63Qz2XdwW9XqCDHMfKyJgDLHn0lZaR7mQtLJSlZgYjqrI2fjNOjRBpbJnwmvZiv8bIIYE9D4tsqh8MM6sACvvGc6ei1v4iD18WLmTs8unRb3utVPPUwU2Gdh3cRuHl3dQ9nEKeQeSqJ9sJ2AOU7DXyry/FAGKaLvlhkbaR7hVcQ1OCvfoxZ0aZP4fijh4XjtFO5LYekOTcmx8Gszd0FXixZMUiFnt6UoNsPWrDUolZr9jnNCqw5U90MQ/f48iyrz5M6WqyJ8QZsdXmkCGse9k0jzKqYpryLD0Z8MGbTlMqzez/IFy2svcHDyvjZ5CH2t/WMX417Mo2pOMJiAQNEV+fyIiy+8dxq7LmukY7vnEWkUtHTp0Xg2SVo5K1vysEDQPPAed/D3wJYc4urSDOY8XMevxPLZ+rYktNzSSfdiCuUeHLEJ3sRdHtvL+Etr1TH7p9BVrfXTne9l3USv2Xm+6oCGM1qc8tyfPS81MG0IYRqxNY8yaTCRRomGig+axzkHP176EEOtvqyVkkFT/3GEfpUaFSjSNi/bKffyyO4e0v2eKPxSIeT2KEyfO0IkLbP+DOHwuguEQaZZkarubMekMZCV+8sk3ceJ8Gtyx6HqunLyMYemDVxuc6Gzg2d3v8sNzriXPmsGvNz4bdX+bq5ui5Bxml4znub3v8/qDx5j9pzy23KwMxhEZIA4ltumZ/6ci3r5vYNpowCLhTQqQdyARIQzZlYlUzumiYYIdd3aIQIKEzidGGVr3Ycvzk1llYc6zRYoH2x0HkJBY+NtiPrq5Dn9SGIN98FXKOSUT+dWq72DUDW1AVJqWN0Dg6rPi/CTSqBYNn67+veSBMsw9WjqL3Wz+v0aIL7bG+QITFmT8UoAWRye7G4/y+LbXabQrwsbWW58EIsL033e8gSTL6DRadn37majtdLntPL/3ff667VUKd1sp35BKZ4lH9ftBhhU/LR/ShDCgD7H2hzX4E0KkVZuY9US+kq44BCa/kEPlki4uuXohx4mdXHmmGD1ajFVaMqsGtmz5zCG6i734koJIIsiCjNGhxWzXYenUq1UcAb0SLGAr8OHM9OPpNT4XgwJ6rwaTXYvRqcXo0JLSYMLcrT3lsSrdkTrofUMlvdaiejBJosSRXmFl2MZU9B7xlK9vz/YR1ivXhpJtyVjbjQSMkQqskKSIXZULu5VkxF5Grk3HnuNT0z+HbYm8j5ppPcgiaL0iadVmJryWxcFz29UW0ZKtiq+S3qdl5lP5BIwhNt5ShzM7EHMfwzqZuul2OsrdGBy9VVVh5b2O/CCd4wu7Obqsg9LtKYx+P4PamTa+/cavBlxrkk2JPHfVz7nimR8zbGMqYaNEzUwbxxZ3KRV0vdTNsGOyafEmhSjdkkzJ1mTSqkwcXaEcV41fwNKhw5Efvb9to9x0F3iZ+bSSuipITcii0v6XVm3Ckxrkg9trOPfOgb+fHVc1xXz/npSTxLXeqvKRH6ShDYi9AUc2hJBAUpuBsW9n0lHuZtt1imdrZoWFOY8XxjyuJ5NZZeGc35ay7epGmsc7OXB+G0V7kpXqzZOunyanjrmPKyJk/SQbB89rH9CqeKa4M4KUr0uk8pyhJXWeinPvLGfzTfXY8mMLdVqXQCjhNDbgkuJbOGxzqiJWDnGI0ldV2ddmDdA6JhLCIUhg6dAz6v30M/JbPLyknYp+31MAZ06A1XdXMv71LBonKi3ZCx4pJqXFpKT5Xt7S214PE1+OeOxJSPQU+ji6pJP24cq+jV2dyfANsedjjqzIcbxkwqJPXAR77eB67n7/LwBsuPmv8WCDOHH+DeIC2/8gWlGLVlQ++sOtVdT3tPH1s770X96rOHGGhkYUTymuAfxi3d/Z2XCEyfkjmZCrtKlkHbXQU+hT23juX3Ez43PLMemMPLHjDUVc69eOqbVDOAE1Gt2ZE2Dt7dXKoD95YDtpV7GXYdsiAyNnfpDcQ4nIx+Doos7YZ9swpNfEji61thmZ9s9cttzQiN86cNBcmpbPy9c8pAYQ/Dt8kjHvzfYO9W9REhAQ6Cn2sfjeYtbeUwsogt6nES0fJ85/k7uW3sjehmPcvfrPeIN+egJKpc8Vk5Yy65FrAXj3xt+zoWo3f976CgDXTjsPgPePbWVnw2Fe2v9B1DYbJzion2yPmliOezMzShyQkPAkBahc1EPxtmTVEF8SJdZ9TxHXRr2friY/DhWjR8uE93MwXvufqWYwerTkHjm9P5E+oCWjVktGDF+lzwKiJDL23aG17YIisPWRv0+Z1Gp9ouKbZpDQBEVVgJP7XUeOLY5UR1Wc00nxjkirZcFeK3svbcWXHKJ5nJNR6zIo2JXE6nsqkbTgSVWEJAmJfRe3UjfdrogAYSVAwNKpJ/OEhc4Sj+Kx1osnJYSn9/oXNshsvKWOhb8voWiHlZrZNmqn2ijelaw+fmPVbuaXRaccjs4uJd+ayYmF7Sz4fTFptSY6Sj10lnpI7DAQNIZxZPvxWkMgQ/UcG9VzbFHbCBtkVVxLqTUy7bk8tlzXgCsrgDPHDweVx41/I4sDq9qQNUr1GijJsG0j3eQci/6ujX43nf0XthEySph7dDgzAoRMEqIkYG7X4koPogkKyLKMZIT6yQ7Gvm+kdFsqpdsUcbMnz8u7d1WqVVUTX8lS7xsKDRPsVM/qUYMi8vckcXx+12kXpwr3JpN9NIHdl7Zgz/UPSFk9Ez4JcQ1g7feqY45dAPROkakv5LLtq01ImlOIbKKyuDlqnSLaeq0hpr+Yx47Lmk752kGzRHuZm0PntQNgcGgo3G2lZFsKmqCAyXnqitWQXuLQijbah3ko2ZZM+eY03vvxiSix1dKhI6PKTHKTkX0XtXFiXjee1CDIij/blmsbaB3tQhMUGLUmA0unjo++UY8sykx5PodD57YrY0kZ9F4Nk1/IiXn+CxrCrL29OqrteVzOsFPu/5nS5bap4hpAkjHhE91+nDj/a8QFtv9B+rd2zS6ewIKyeClwnC8WF4xdwKGWKn7y7p/U29pGubno9lG8dU8FQbPEN159kLdv+C23zbsCs97IHza/EDWJDSWD6I+e0PiTwox8P42cI4ms/3atervOI1C8KzppadQ7aRjcGrUN6+iiTmWQ3O81TN2aU7ZpafyKebYmKBDWRwahL1z9C0ZmFZ/JIfmP8e6xj9W/199Wg+CX8aVKHF7cqQqY9699nDuX3Pjf28k4cT5hDjRX8se1L7DfVsmNMy/keHs9na4eZhSPI8EQ8a9qdnRQmpZHsimR7y24mpWj5/DqwQ+55/2/DtyoDKYeLek1ZjJOmMk+mhDlNwZKW9va71epXlSOTD/z/1wMwIffqsWbHKJ8Q+oZi2tx/nNYWyJjstaRLjKqLYiIzP99ER9+t0ZNbB2MzOMW2oe7ee/OE5z962LMdj0tYxRPNpNNy4j1ysLPR7fUI2mVMIvyjWlsubaBjnK3cm3pfQlZo4gTtkIf9nwf+XuS6C72Dlo51FPo490fVeJNVSb/DZPsUQLbra89zCvXPkyRNTod877lN/PV5+9mwzdrESWB4q3JzP1LEWZ7RPgIaSVECWqn2whrZZzpAWr7tYgShoJ9SUx6OQdtSGTJL8sG7F/ZllTKtqTSnethw2116vvYen0juQcS1Uo3gPQaC0sfGoY908fRJR30FPpAhqnP5am+bfUTbSS26Fn/3To6h3ng/chr7bm4mdqZSouzqUfL2HcyKdh/6uooe6YPR46fvIOJdJZ4I/56vftZ009Y7GtDHAy9T8usp5TFx+bRDrZ99dQi1KdNLHGtcIeV7MMWqufa2HK9UuE3bEMqVXO7Y7b8AnSXKQL0pBez2fK1Rmy5PmYlj+BwRS2e5OCANNk+dlytVC8CIMK41VlD3vfNN9SrwnLdNDtlm1NUca14q5XJr0Y81w6cq4RfpFebabY4Ceslamb10DpGCR1JbjSSVWFh/W21SKKMKAnsvEr5nFPqjEx/Jg+LbfB5mCYoquJahiWFh1fdxqS82Am8/yr3f/A3sk1pZKek8ddLfvKJLNx+UtR3t2LQ6eKdVnE+V8QFtv9x4iXAcb6InDtmHh1uG7/96J8D7pvzl0LWf7sWu8/F4j/fzEvXPMiNMy9k1Zh5LPnLLerjNAGBtGoz7aPcUc+vXNDNyA/SWfHTclbfo7SLyoJAw0QbJbsiK9Xrb63BlxQmqUmviG994lq/KjlvRphjCzvxJQVJ7jQx/qR93XpjIwhEiWt//tIdn1lxDeCr01fxyCalLSi9ykzzGKfScqtDfd8vH1gXF9jifKFINiXSEbaxcNg0rp9xQdR9/lCAvY3HmFYwhqkFowHYeMtjAHiDflVcEyRIrTWRXmUm84SFtNqhpWzq/BqChjBZRy1MfUGZ+O29qAVHjp+C3UlnNLGM85/H2mZUDftPzO+mfEMaRo8Wa7uRUe9lcGRFv6pgBMozC3nxKw8SCAU5//Hv4ExzMHJNOseWdPL+j6vQuzT4kxRxY+EjJep3yJHtBwm0HkFNnja4Nei8Ar6kEHqPhrKPUkjo1NNV7KF5vIuGfqmgKgIQUqpuAolhVVwDsOX76Cr0YHBE9uHiJ2/nqcvvidrE5PyRbPrG4xxsOcH2ukP8Q3yb6rN6WHF3OUa3MjXpq8brqwBzpUQENjEosOKnw9AHhzaNCevlAUFDzeOdrPneCVyZwUEFxPQqc1QoQuG+ZA4vaQcBrC1KMEhnsZst1zUSMklovSKj3k+n/OPTiwEhrVJhigAHnBrKNqWCAMM/SOX4Od0ktOvJqrDQOMmBPzHM7MfyT7vNPnKPJHHR7UnYM3189I26KP+2/wYGh4aFvy1my42N1E+3gwyWTh1Tn8ulfbh7UHGtj8NL2inZlgySEt6xMHEKO1MqyTxixp7nj0pkt3To8KQqwSqmbi3e1BDmrqF5LDaPcnJwVRvu9Mj2HLl+2kdExoFtJ40JO0s8AIxak07AHKZ1tIvkRhNiWPlSdZV6Wfdt5XOe9nQuep+GQyvaMdl1TH8mb1BfPlDSdl9/MNKe/8HXHx3S+zgTnt31Lm6PlwmFw/nFud9EFD474hrAm4c2MjyzkCUjZ/23dyVOnCHz2foVxYkTJ84nxFenr+Kt63+r/r9wt5XOIg/HFnWqA1VfKMCqv30bSZbISkzDpItUEoT18gBxDZTWlPXfqlX8gHp1r5BZYu9lbbQXKy1hPnMInzUMAngyQlh6tGoq3skD+SMrOqieY2PPBS1Uupqj7uufGtbHrOJxZ3gk/rOIgqi2LzRNdGJp7x3YnvS+N57Ypf4dDId4+cAHXPH0j5n666u4b81j/6ndjRPnE6EwJZtXr/slD6z8xoD7DFo9D6/6FpdOWjzgvl9vjPivnf2rEuY/WsyYNZlKFdMQxLWEbj3n/nQ4F/5wFLP/UYjep6Wj2E3NTBvmbi3Tns/7995YnP8IuQcVEUcWYe0Pq9Tbh69PRRMQEUPKCVRC5jerlJAavVbHz8/7Bs50pSVw3h+L0HsiwhbAhm/WIokS9kyfMuIXlWsSghJS4LeE8VlDGB1azn6wmJ5CH8cXdJG/P4kV95Uz9Z85CGGBAfkWWgj08/sSAqBziwRNEhu/Uacmmfbxled/Srs/OsAiyZjAWSUT+c6Cq7hz8Q0ArPlJFduualQTY/uQBZnqs3rQ9HbTSjqZt39eSeW8LiRR4uiiDrZ8tYGuQk/M45tRa0Hvivye+rzsXFmDi2sAo9amq39LonIQfEnKk3MOJyAhsenr9WqoxeKHS4ckrkFv+qWgeIz5E8OqkHp8UTeCBDOeymPCW9mM/EDZh/0Xtqn7MFSs7UZW3l3OyDVpZBw1IQQZ+Fl+ypi7dCS1Gljzo2oc2Uqy7vJ7hzHl+Ry2XNfA0WWDJLT3o3J+N+/dWYUmIBAwhXmsYS0hvUT7cA/ujKDqyQdKSMeC3xcx6r10lj5QhtYrYivw8eE3a3Cmnzq4Ydt1jaq4ln04gZRaZUy45YZG9TELf1MS9ZyCvUqhwgffq1a91LKPWbjghyNZ/ItSNd1XExQoOGglqzKBc35XyuwnC04trmlk1n2nWv3/HYuuP+1xOlOcfg/uoJcROUU8sPKzJ64BrD62mad3vvPf3o04cc6IeAVbnDhxvrAUpmTz8jUP8+zu1bzGeuqnKAP8ltEuRr6XzrFlncjArN99le3f+gfbbnuSDyt38O03fn3K7drz/Lz68FES2vS4siKmyJtvbmTMexmUbE4msVWPwS4y4Z0c9p/bCiEiZ9y+AX2/ajaAF1o+ZhUj1P8vfqiUN35ecdrV3c8a/7jiXib/+koAXHlBElv0OHOizaN/9sETzB82lQm/vHzA818+sI6XD6xj0zcej3uBxPnCUtnRwIv71gKK19KpUiaHij3Tx8f/14AgwZw/F/3b2zsZSZRAYkgBCyGtxMZv1uLMDGDu0bHooZIhJ/X9rzHtmVxsudW4M4IETRLbv9zIjGfzEREZ+3YG+y+MpIDWdDeTl6x4vE3KG8Gtc6/gEZ4j44SZ5fcNY2+vpxqAJzXIez+qIrXaiNYjKkJQbyW1NiCSWK+nZFsyGVUW1v6ompBRUV8239TABT8aSeHeZCxdej66pQ65Nx0zudHIlhsalNTRXmQ9BPUSlg4dBpdWaSs96fr2h/rVZBwt4ILxCwe8/y9NWMRZxRO4/Okf0zzBSetoJ0afnrRqI6nVJo4u7yRgjIhuq8bM483DH3HwvHbayt20j1SEjdbRLsxdOhb9shRtSKR1hJPWUS6KtyQTSIgoS8Vbkuks9wy4LvWR0KZjwSPFaiBIwzg7O69uZuzqTFVgy6y0cHxht9qGmFJnPK23Vx8BY4it1zaCzAAPsuHr0hi+IVVtBy/bkkrrCBdto90cXtZxxhWpoiQyem20J6Azzc/aH1YP8oxPDjEk4EkLqp5wufsSMdt0vHvnidglHn3fGQkW/rYYk13H6rsrkXqr+MNGGbNNq/oAhnpTRY0OLePezqJ6Vg8Fe5NIaTKR0qR4USa1Gugu8WIr9LH//Dbm/G3wwAlzt07xUQNax7h6wxB0URVyNbN6olruyzan0FHuUSrxRJmM42Z1ceTw8g71N5B9ZOhjmYAxzNv3HY+67dKJAxdo/h3+uec9HvzwSQB2fOupz1RbaH9cfg/eQOzfaZw4n1XiAlucOHG+0JRnFHD3sptYPvosHt/6GjsaDoMG3BmRC7Yv5GdNxTaWjJjJ2eXTef7qB7j7/b9wrL32lNsu3ZKMwa2ldZiDhpkuEODwkg5GfJjO4l9H/GCSOgz4UsIkVOsRgtAy0aXeJ7hA7h13BQjRleshpUqZaIuSSEKHftBkt88qGlFkZuE4ttUrTtN9kxgxIKDzivit4SElYN39/l/59fnf+VT3NU6c/zQ2r5M7Vz/KRzV7AGUSOvWFnH97uz05XjbeWockysz5SyEJPZ+cv+r+xS1Uzu4GjWKEf+EPRw36WEeGj/XfqkOQUfyRJHBlBDhwQRslW1I4tLKdsF7GkxogqyKBgDlM0CCR1Gpg7DsZ/5MinIjI4l+W8v6PqvAmh2ia6OQjSx2CBMM2p5LUasCRo1Tf7Gk6xpzSiepzr5u+iqNt1Wy8aDc5RxKZ8lIuereGmlk2QkZJCTqY7AIZEjp0FO60MmxzWlT1TO0UmyquAQhSRBlLqzez/L5ynJl+MqqVYInFD5ay96JWHHl+fIkhVURwZwQxOrUU7E5S2ktPEtl+uuYvGHR65pdNIRgOYTVFRIccawaPXfYTDjRV8sbhjXj8XqoTm2iY4MBqSCDgj1w33zz8EddOW8WTO98ko9KsCmwAnrQgnWVunOkBDl6gmNy3jHYxcm0aVbN7CFokAonhaHHtpP10ZQV5+/5Kpv4zh8J9ydRPVYJGjiztIPuoss9v/LyC9BNm9fme1CABfei0Kb37LmihZpYNWYCCPUk0TnSq9xXtsDL2vYEBGWf9vZDXHzhGzUzlcyrfkEZC97/++07sMqhtmksfGkZruZMjyzqx5/lOu6AnBEEeREcU/WBtNpC/PwlBFmkd7VLaK3uPb/OE3vd6ctWgBMPXpzH2vUzsWT4ECZI6Yi84ePqFTIkhAUkjk1pnIvdIYsyQgCkv5iiJ7Alh2ke4efP+CmY9ka9+l/uz6OFSgqYw7951AlAqSvuLa2JIIKsiWigTEZn999jBW+nVJprHO0k/YWbac7kxHxOLk33l9n33uSE/dyh0ue2quAag1wxNGP5voBE1n3ioQ5w4nzafG4HtgQce4NVXX+XYsWOYTCZmz57Ngw8+yIgRkWqPBQsWsHHjxqjn3XTTTfz5z3/+T+/uF46ttQcYlVVCsmngxSskhdGKn7MSmzj/c8woHMuMwrF0eeyc/aebaJjiQOcVCRqVFf3b3/otc0qexKw3MiqrhOumn8/33/7dKbdZuiUFEZET8/qlbmmgcm4X5ZvSsGf5MDi1THwjBwlJnTiuya7ClR1ACDNgFXf912q46AeRyeuMp/L48Nu1SDplBbeuu5Wi1GjD6M8if7j4B0z9zVVRt1mbDapR8MisYoLhELu//QwbqnYzr3QyWlHDD9/+Pe8f3wrAzKLPdjtsnDj/Co9ve10V1/RuDYseKh1SO+ipaBrrYMfViqn57L/lk1n1ySVsfth1gMq5kXPcqSbgrtQAG26tU1IvZdT2KIDqs2xU9zepl6Fmlk1ttW8f6UbSyEx887N/fvs0ECWRuY8WsfYHSmhFZ7nS7thV6mXOXwv46OZ6EOBv21/nS+PPIdeqVNEIgsAPzr6Wj07sYdM36lnwmyLGrc7C4NFyaGU7pZtTGPtOJqLEoN+zwt1J1M60YSvwkdiqZ+o/o8UAo0uL0RWZMlhseuY8oVQCSUjYc/0cWtlOx3APXaVe0qrNFG23qpV0/fnhO79X//7zl37MrOKI++jwjCKGZxSxsHwadp+LNLOVBlsbIzKLEAWRJ3e+xSObFLEhGFauJWa7jnPvLEfv0xLSSjgz/KS0mEhqDVA3w05YKzHzqXysrUZGr1HEq4A+RNOkiLB1sj9q3227Lmsh/0AS/t52WEkr48hShE5ZAx3DPWRUmOkY4cGfGGbtj6pZec/wmMdYQuKjmxXzfKNdy+QXskltMNExzI3PGial1siUlwYXYYp2WqmZaaNmlo2OMjdLHv73RYeAJUxAHyK7MpHsSmV877EGaB3loqvIizstiD8hhKSR0QZEyjemqSEWlXO6OHh+O2JQQNLKiGEBSS/TU+ynpyTiG2jp1DP/j0Wsvqty0HZcg0ujCovWtlNX8ooh5fUs3XqWPlB2WlEzsdPAynuH40kKcHBVO03jney8spll95dFifn1k2zsubR10DAJnU/kvDtHxLxvMEq3p1K6fegpsgDV03vYd0mr+v+Xr3loSKnrfensnoCPHq+DPOvgScbbexc/QRHvPsup7mu//uipurjjxPlM8rkR2DZu3Mgtt9zCtGnTCIVC/PjHP2bJkiUcOXIEiyUykLzxxhu599571f+bzeZYm4tzhhSnxr7oN9nb8Qb9ZCemRSWlxYnzWSXNbGX/957nwQ//wT/3vIsYAqn3TPjK/nVcPnkpOo2W5/a+d9ptvf5wBdlHEpj1twLW31ajmj0fPLcdvVvD7stbSGjToQmJGJ1aMisspDQYyawy48oOoPEJhBJOSog7aWyX1GEkvSqyQv8ZHgdFodNo2fGtp5n+26vV24SQoCaLXTV5BVN/cxVpZisf3qzEw/9k9Z841HpCffxze97lvNHzMOkN/9mdjxPnU8Ib9PP0bsVPRusTWfLz0tNWvJyOw0vaqVjUhSYkMOfRQtIaPtlr8ZiEIjZ0HwYUn61hm2JPGF0pAT64vVppeZMVD0mdT4MrM1IpJPTqbunVZmb/vYCgIaymLb/+wDEaJtsZvjGV1pEuegp8THl56FUfXwQSuvXM+0MRW77WoCz+oIg66bUWjA6t0p4owLdf/xUvXPML9XkZCSlcOmkJT+9+hz2XtDDtuTyOLVK8rdJqTaf0egKlCmfBH4vPaF9rp9qomtPNrCfySWk2MfexIvZd0EL1WTaOL+pi4a+LceT4lTTOQfi/l3/O/u89P+D2NIuVNIuSwNlX5faHzS/w2LbX1MfcfNalPLvnXTWRMX9fEkaHloQOfW8aqcCiX5ciIxPWRV9n9QEtq340gor5HVQs6xWPY11btfD6AxWqCAxEfZ8B5j5eRP0kG4eXd+BNCbHu29XM/33xgGO+59JWuku8GJwaVdzZdnUjPmuYwp1Wpr546u/6pFdzyN+TxKZb6jE4//VzRtWsbmpn2EBQEmM/+H4NK+4vV+832/WUbkuldNupt6MKjaJMQrseSav8a/Bo0PlEEtsNZB63YOnW8fENDdHHVyJqrONPCnNwRRtVc3uY8GoWjRMdlG5JUfezD51H5PxfjGL8c+M5cMUBJKQhnz/NDj0znslXv6Ob/q9eTVx2JwfYfVkLsgYCCcoYRQhDWo2ZxHY9NbNtA1p5Py1yDyVGCWwlaaf30exy22mytzM+txxP0EeKKUkV3GKxcNg0bl/4Fc4dPfczK64FwyF0Gm28gCPO55LPjcD23nvRk90nn3ySzMxMdu/ezbx589TbzWYz2dn/m6ufnyY5SemD3i4gIPOfufDEifNJUZKitGRJ/c6CT+58i6UjZ5OZmMIDK7/Jsr8ONCw/mdbRLowebSQOHkAAk10HQq+JMmAX/NHpUxKELLF/N+/cdZzl9w9DlETcyYGo9pf85MFXJT9rGLQ6tt76JLMeuRaA7mFe9b4JecNZNnI2panK4HFd5Q7eOvIRVoOFjTc/xorHbqW6u5mZj1zDzWddyk2zLvpvvIU4cT5R3jocqbKf//uiMxLX6ifZyD6aoHozAXx8XT1tI90YnVrO/lWJEr7yCZNlsLLgr8XsuLiJcW9nkncodvr4wVVtSBqZMaszOLyiA21AVIzc+zH9qTzyDkeerw1ETpzF26xUn2Vj7Q+qCWtlJVFxfZrSzvY/RFqDmRlP5rP5/+oBMNqVz3TsOxnsuqIFnVfkWEctrx78kIvGna0+77Z5V3C4rYo9HKNoRzLDP0zlyLJOdn65merZPcz4R/6Qvx9rvl+FJyXI7McLYlZDNoyzs+eyFgB2XdbMuHeySGk2Mf71LLVK8cAFbeTvTaKn0IcmIESlYZ8ps353LZ5gRKhL1JtJMJh46sp7+eD4dtaf2EXDxIhP3b6LWwdso3yD0mp7fEEXBXutdJZ6SOjQM2pNOkeXxDDa7xOBTqVN9moThXuTyd+bxOsPVWDP9VM9p4fhG6LDDpy9gtTw9crttVNsNI9zKmmapxHX+khpNCGGBLrKvLxx3zEmvJZF8Z6UIT0XwJnuZ/9FynESgwKWLh05h6I7U7oKPBxc1c7Uf+ai94rsuLKZ/P1JFO9OjnpcX0pmUquBjEoLYlggaApHecwKYYF37j5B0BgmqdmApUtHyzgXiIrYvvgXZbgy/Wy5vpHKhYrQufdS5bPrGD4wsCJokmgvHhg+dSZMfD2HthFuukq9HF7cjic1SMNkR9TnLEiw8m6lKjJgDOHMDFC4y/pvve5QkJHVdPo+jrRWMz5XEUA/rtnPm4c3cvWUlYzNidiQJBrMjM4uBSDdkowkS6cUzkw6A1dNWfEpvINPhnZXNxa9iWA4hFn/73uTxonzn+ZzI7CdjN2ulJ2npkavpD777LM888wzZGdnc95553HnnXcOWsXm9/vx+yOJMg6HEkceDAYJBoMxnxNncMKET/+gLxh935P49+Xzx8/WPaH+rfMq6WedHhtXPXsH71z/O9JNVnbd9jRfeuoH1PY0n2JL8OrDR5nzRCGbr1MmRAjQOs6FwanBnxgmoVvPuHcyaRrrpH68HTScctDuTwzz+oMVAGhOCr0Kh8Kfq9+aTtDw8MrbuP2d6HbbYDDI/Uu/rv79nd5gCbvfzfw/3aiswCLhCfr508cvct3U8/7j+/55JX5e+uxypFUxFhfCkOI0g2loz2sud7LrihbEsMBF945W0guvraOj1ENanYn5fy9GlMUhb2+oiCblRJXZlciK3/W2vsV4jZAuTOtoF4IMh1f0GnsLqKLK2DWZJHYYyKtOGnQfJ6/JI7XNwq6LmtRJuu//2TvLwDaurA0/M0JLtsyMMYSZmbltyszMTNstb7vbLe32a7fcLbfplptyw9CkYUZjzGzLslia+X6MI1uRHTucNHr+2Jq5M7ozGo3mvvec98R7CLcd4YM6CYiqDfGlLDoiPFT3tZKxK4pddXU0R7vQWVU8+etbnNZ9DGIbc/L/nPkAo1+9ht0z6kjeFobaJSILMnXd7PzyWB4j/pdM8q7OhQJblBtJJbPmijLm/LNnwPqC8Q2AItLUdrezJKuIc5/sg4ioRCmKUJ9hJ7pMef72amSMKh1Wb2AVxwPdpzySl1d//9xPXAOI0ITidrvpHduN3rHduGPMRXglCZUosq5kB3sbK7G7nZSZq/liywIAcie2pjnvmKWkMFb3sKIXte1X1hShe0wappBQ1pXsYHByTzaU7QIgcUcoFb2b0VpVvu8IKKmOzjAv2eujfctdOg9ap5qGVAeiWyC60sC8f+5BUskIXoHRc9P89nEgtIiM/jiVFVcV49XLbLiokt3T6xn5WQrmBAc7JtfgMHkQvYrfqaFRQ8q2cMJqtdhD3Wyao4hXfRbE0WOFIvS5QryIISI1aVY2z6qkMckBAq3RqKKSvp2WG47a3RpNlJxroniYGXOyE3NyR9U5q0CG/j/H0/2PGMp6mhWBDZj2ShYmhx5TsZ6MdRaKhpkJaVSjcovYw93KvUOG9A3h7B1iRt+kxmn0sPyqIvaWWCl5vJb4XCM5K2OIKzq4lPjRc9OYf1s+u6fXKQtkSN+ofC9kAfouiEMvaCEE9GiZ+GFL5dCjfCtadkWR3+vTeo6lV2wGbrebx355g592/w7AL7tW8tKcexnbbSDQkuHslXB7Wy/k3/du4o/ibdw+5sITtoBBR4SqQ9hUspshKb2O6nNM8FkpyMHS1WtFkGX5pAs9kiSJOXPm0NjYyIoVK3zL33rrLdLT00lKSmLLli08+OCDDB8+nK+//rrd/TzxxBM8+eSTAcs//fTTYGppkCB/ch7LbTWNVSPiafOEfW3yVNINsR22bw+toMIlty98RavDuLPb6ZjdNpY1bGetOa/ddp3xRNaFfoOpExmP5GWvvZoPypcAip6oQYMTN49knY9WbJ3f2WbZy+eVK/22nxE9kL5habxYNM+37Jz4kQw0dTsW3Q8S5IjT5LHxQuF3AGgFNX/NPNf3fXZLHgRE1KKI3eOi0F5F77BW42yX5OGziuWEiFrOjR/Fu2ULKXbUkmVI4MrkwKqMx5pCWxXvlS3yvU7QRFDpbvS9DlOFcH/mWQHbWTx2VtTvZExUT0xq5bnrhcLvaPIo0Sunxw5leEROwHanAn807uanGsWrb4gpizPjh1PmqOPNkt/QCmpcsodBYRmcnTDKb7t9v1Xp+lj2OhQhSSeqcUqKhUGMJozLkyYSqW2/qmGVs4HXin9FRiZFF80NadMD2tg8TsweG4vrt7LLWoaIwNnxIxlgyvD7/NL0MRQ7lOiwS5Mm8H31Wt86AKOo58Gsszs8B21/d0UEpDbZErenn0astv1oyvbwSF5ybRUU2CrRiRr0Ki2DTZkYVDpkWcnDEAUBSZZo9NiI0vifn1UNu/m5doPvdZIuipvSZvhef1S2hFxbBQPDMjgnYRQOr4tPypf5PgOAKLWRJq8djywxJao/IyNz0IkHV6xgbvlydlpLOTN2OLn2CnY0l/jWqRCJ1ZpwSm7skhuHFFggqbshkShNGM1eBzuaS5CQidGEUetWPOki1Eb0ooZKV6Pfdg90O5tQdWA0UaPbSoWjAVEUMYhaih21hKp0fFWl5JieHT+CQSYlusojeXgq/0sE4MbUGZQ76/mueo1vXwZRx7WpU3m3ZCFWycGgsG6cETeU98oWMTy8O+FqA++VLQrImrkmeQoZhoOL7l9Uu5UlDdtI1cdwfeqRrdB5sLxU9D317ma/ZU9kX4TYEoX2bdVqNjQVMCqiB+WOevY6arg+ZRqpITHYvE60ohoVImaPleX1OzGpQ6hwNFDrbiLTmMDs2CHH47AOmXp3M/YWMT5ZH91J6yBBjh02m41LLrkEs9mMydTx789JKbDdfPPN/Pzzz6xYsYKUlJQO2y1atIgpU6aQl5dHVlZWwPr2IthSU1Opra094EkLEmQfbreb+fPnM23aNDSaE7cKT5BAPt88n+eWfNjh+gv6T+OBSVf4XjvcTsa+dp3vteACeb/n4sHfJLLh7IqAfQ37Ipn0rRG41B52TqymaFAj7jDZZwI+6Jt4Np5bFbDd/qy786POD+wEocHWxILcNTy75AMAEkJjuHPcBUzrPiqg7eK8dX4RbiNSe/PP0+7ghSUfs72ygHJLDa4WQ+vlt7xNlaUeSZbJ7II3yalI8L504lHZVMv5H/0Fu8epVOF8spefwfb3D+4GQWbgdwmsvrBMSaHywJn/6BXg5bTmnFKKB5pJ2B3K2E/Sj2q/xRCRvu/2Zds125Ds7YX5KPxyRy7NMS2D+TZm8T2XxJA3up60jeEM/tE/Da42xcqSG4pa38srIHoFuq2JIHdMPQiQssXEyC/br9B3KvDVE9uRRUjaHsbo/ylFBRZfW0Bdmt13jm8ZdS7XDD/Lt83rq77kv2u+a3d/2mYVLqMXURLo+2sc2WuifIUPPGqJlZcUU51lVfbtBWO9mrRtkXRbF4HBEigEudQe5j2621ck4LzH+7C3XyNrz1cKbohuAUkjo7WreKT/Bfz87ApWnVPit49vr3qRepuZzzfPJ8kUR6+4DD7b9BtVllpKmxRxKqo4hEE/JrDw5kJlIxlSwuL49PK/H7MUMlmWqbDUMue91srWITVqnCYvkq51KBWfa6QhyYHL6D/hpnaKDP0qiT8uKSVxZyhj5h7ad/e3W/JoSnAy6a0MokuNNEe42D2uFkktMeiHRL8oM7fay9Jri2hMbscHr+X5Q0CpGhtap6Xv/DiS9ijjn19vy8US4wIR4vKNjP8go8t9rMy0sOLKYmKKDEx8rxuN8XY2T6+gLt1Ov/kJWCNd5I2uP+A+1E6BOX/vGVBVuDbHxpLLlesgPtdIdaZyvY6cm0ry7q6P3WrSrCy9rghTlY7prx6/KpUNCXYW3lLge51iiuPbq1/0vS5vqmHOe/eQuCuM0XNT+fX2PJpjXCy9+S08kpeSukpceHj81zepsChi9mNTryMlPJ7Ve7dxRp9xpETEH/PjOhwkWWJpwQb6J2QTbYw4au9zMM9KsixTZq4mNjQSnfrIVegOcnLR1NRETExMpwLbSZcietttt/HDDz+wbNmyA4prACNGjADoUGDT6XTodIHeHhqNJjgoOUa4vR5qmhuIMUagVZ+85zx4zZx8XDp0Nmf0ncD1nz9FSUMVVrfdb/3nW+Zz76TL0WuUH1KNRsPGez/l6rlPsKl8T4C4BpA/vN43oGhL8ppQJCTUiPT7PoHsJdHUplnZObOW2F0GdHVduxWfTNdYXHg0lwydxSVDZ3XadnqvUXiQeKilutzqkh1EGsPZULYLSZL48NK/cdGHDwGwMG8tT/z2FkC75thBWgnel04M5m1byqO/vO57PfGVDLArVQX3EVqloTHVQWVGsy99XFaBQ3ZhsLfebGwmF8UDzBhrNIx+J9VvH0cTyS4dUGDr9UsMBaMbiMs1YqzVsO5SZaKh27IIev+oRAPv31fZsZ/xvFWFM9RD4ZBGJv07g1XXllLarwnXXE+nJv1/RiRR8nl76htVvvM/7MMkfn04H7mlQutrq75ieEZ/BiUrFQ5vG3chC3LXsLdB+QzUdhFPiLKtK9RLRLGepiQnW2ZXsXVGNT3nR9NrYSzzH8jDGuMmslhPbL6RvcMascZ62Dmphp0Ta5j6fDdMNf5iltRShRvAWKdBskukrjFh17kpHN2AyiXQlOTypWAmbzJx1qoeigVCy7Gd9f69BzwPo99OJWFPKPUpbX6jBShrquaGL/7OpUNnMTytD3FhUYjC0b1O0qP9RWJ7rCegTVVO+x5hcx7pQXkvJUpM06w64PepI2wmF03xTiKK9UTmhiAhYbCrGfR5q/d02+9Z2SAzjckOtM0quq2KwFijIaxOh75JjcoltuvJt2/7ac8r46Zv/rkTp85zUP1de24ZggzD30/GJrhYcGurgLT5tEoE737+YPtE+TaVh/v8EBdwnwSIyTVwVdIkfluwjsFzE7BGu1lyexEb5pST+Lf2ozLbI3p3CEhKsYYvn9hO1N4QBn2ZQHh16zVem2Elb1wDdd1sDJ2bRHxuKNtmVaNtVtF9edciq6qzrBQNb2TgN/FoHWoqe1iwRXio7NWMw+SmMbU10OPx6TdwTv/Jfts/s/A9tE41Qz5NxO310hzj4qy+E4kwKoP7ekcTvSIS6RmbQZOjmX6JWZwzYAqCIDCi28lbiT0tKpEYU9QxKXLQlWclWZYpaCzHZAglVHPkqnQHObno6jP1SSOwybLM7bffzjfffMOSJUvo1q3zNKFNmzYBkJiYeJR7F+RQEQQBk96IR/KiRbloK5tqEQSR+LCDK20dJMjBYtIb+d8VSiW2d1fP4/+Wf+q3fvbbt7Pw5jd8ZrGiIPLBJX9jTfE2rv/86YD9WaPdGBo0AVXGfn4kj9HvpRJZphh4hFg0pG6PQNLB+osrKB5h9ov6aI+pOcMP40hPfGb3GuMT2EC5N3x99Qtc/uljPnEN8Ilr07qPOOZ9DBLkYJFl2U9c6/9NvO8+0JZxb6bh0UpoHWoy1kaw/qJyXEYpQFjadpoS0TP0sxOrumbq5nBSN7d6e2ntKlZeV8rv15Uw9d+Z7W4TXWIgpEGNPdIDMox5K5WC0Q0Ujmpk8d1FhDQoj6jz/qFUax79/qkVyWZOaB14R+e32pYYmrT0/T6OrWdW+5ZtLNtFqDaEnNg0REFk3rX/xmxv5rnFH/DDjuUY6tXYIpUKpI1pDnrMj0bXrGb76dXsnFmLPcKNNdZN6noTwz5LxhzvUCo4thBarcXQEDirpHaIiF4BSZQZ83aab3n35dF0Xx5NU6yDpXfsJbokBAYq60REznqoB4UjG9l8dmvkdsL2UFI2mpDVMs0xLuJ2G4lt460VWqtpreYpKF5Z+SXFPFqrfL8MKj2yIPPwtGs5o09r8bMjzfJb32Hcq9d13nA/7GFuknaGIUhgTuy4smpHWGKcLL1tLwD9vz9wOqRHK1EwqkGJRkSp6BtWrUX0itRm2nDrJEKa1AgyZP5x4GdtWQUeXaC4VtnDgrFWiznBwZqryum+IJq+v8ZhjXDhDPWSstGE3qZGEgO3lVUyfb+NxRbjpnhoE9pmEVuMB5VbKYZhqNeQdYB+ZRoTGP1ZGpJDQlumJnVDOMXDzCy/bi99fokjolTHH1eVkbI5jLSNEQA0JNkpGtmIVy2TsySSkEZNqxdui2fgwvsKSdgZiugVCKvUsntane89/7i6lNg9Rir7KKmce4c3Mun/uvnu0Q6Dh7WXlGGLdjPkf4nEFBkpGFnPppbsBH2TGpfRS/Ewc7vH9P21L5EW6V+kb0XBRlYVb2XoV0lo7Srq0pX06jP7TvS16R6rRELeNfESdGpth0XpTjZ6xmUc7y74IQgCU/7kz+FBjhwnjcB266238umnn/Ldd98RFhZGZaVi1BkeHk5ISAj5+fl8+umnzJ49m+joaLZs2cLdd9/N+PHj6d+//3HufZCOUIsqQnX+fnduyYNXOvBMmcvjPqkj3oKceFwzYg4j0/ty8cd/9S2rs5nZVVVErwR/QX94Wl9uHXMBr/7+ud9yj16iWR/oeeIM97L41iLOeqSHLx0HYNPZFSCDygHe/cbcapuAx9Aa4XGyeK+BEt5//f+eYk+NUvQhUm+i0dmM2aHM3j846UouGRIY2bb45jeY9PpN/H3WrQAYtHrunXApN3/1jF+7J6bfwNn9J2O2N2N2NAc8lAYJcqJQWF/m+z9lg4nsle0PGkVJROtQvuPRJQamP99+ylJl72a0NhXRxSe2T6xXrdy7DA2Bv9ObzqygOsfG+NfScYa2pNEJsPHcSia+lkH28iiW31SMPdLDwK8S2D67msrezay+tJQRnxw4c+FQ8KglrFEuv8iVEwFjrQaNQ0TtUJG81b/SY9aKSLadXoOsUs6z1emgpLGSnNhWkSs8JJSnZ93CDzuWY4vyMPW5TBbdU4ikltk9tY6+P8Zx2mPdmfeP3RSNNCNIMOjrRGoyrKy4uRhZgO4Loun9a0xAmt4+RESmvKD8PobWBwpwpho9ZzzaQzHxb1OnRpREslZGkbzFRE2WlcTtYZ1GKWodasKqtFjild9Y0SPg1rc8K8rgcDiRNDKP/PwayeGxDE7pdeATfIiYQkLZdO9cShqruODDB7G7OzL492fBfQVMezYLWYDQ2oNLMbOZXCy8pxBJI2No0BDTRnis7GEhf0wDsgg1OVaQBWRR9puwsyS6fFGl+2Oo05CQG9buOpdeidCzxrqRkCga2ciOGbVEF4ZQ0bfZF20GsGdqHX1/jaMm2waCUggCUKIX25lALBtsYdIr3Rj4XSK7JtaSO6kOSSWBDIM/P7jAiMGfJ2CJc1LT3caSHkW+96vs08z2mTVKNHB4a7Rh8TCzL1ousljPhNfSsUa5WX5TMZW9W7zQ+ip/1A6RuD1GyvtbfOIagCXBxZI7ipj6r0wcBg8L7yvAGabcz5bdWozerMIR3pomXJNtxZziDDgX4bpQPr7sqXafY77covha7vv+12QpAlvfhMCsrIyoE2vSJUiQU5mTRmB7/XVlhmrixIl+y9977z2uuuoqtFotCxYs4KWXXsJqtZKamsq5557LI488chx6G+RwSI048GB5RcFGRmUMOEa9CXIq0Tshk5tHn8frK7/0LUuOiG237Q2jzmFz2R5WFG3q2s41+CqDRheEEFKrxqsFJBBlFXi9SnXRFhJ3hFEytMn3OkLf9dSHY40sy0x/8xaqmxvaXd/k9E+ZeXbxBzy7+AMuHTyLByZf6VseZYwISPsc3W0A6+7+mLkbfuHfyz5FkiWe+O0tXlz8MWlRCSSERvPsnDvRqE6an7MgpxDPLW7xeZRg8BcdDxp/fHwPKrfIzH907AXkMHjw6CRSNp7YHrENiXZWX1mG6BEY+E2r949HLbHixmLqM5RUv5+ezCWiRE9jqhLN0/tX5V4bVqvDo5cQPQKlA5t8A9KyARaq1jQTn3vk7oVlfZtYd3E5Xo3MtGczCasLtA05Xmhdas54tEe760REwsu0NKYp4s73W5agE1RM3i/CQhAEbhx1Lm+u+orlN+xFFmT0ZjUencS206qJLNGTut5E+QALfX6IQ+0SWXV9Kcgw4dX0Lgm5YbWHfs70zWq/yMfOGPxFIktv34vgAUkl031hNGqXSHOsi9JByrWidok89N0rfHjFU8SHHR2DdEEQSItMYNUd7zPwxYsBCKvWobYLNCQ72h1duUMkarIVv7Dw8q6JuZYYJztm1FDRrxlJlElfE86QL5KozLHQmOqgZFCTT3Dcl2IZXq5Fa1WRukk5rxHFOkRZoLKnFQHlvR1hbtZfVIEsgsapYvHthYhugewVUSRva72/qF2KehZSr6aiT7MvGmtfJdD9RbP80fXUZSgiUG2mjdTN4fz61/x2o/M92taJ9NwpdT6xNGdJFHH5B5eCJyIy6T/dMMc7KB5ipjrHisPkARE8IbISRSeDqUqHK8SDI9xLaJWGPr/G+Y43rFbHzKezKBtgwdCgYe0l5Xi1EuNfTSesTkdJPzN6q5qqHCt7piqRbSGNyge9c2aNUjG+UkNzguIX21ZcAxRxbb9z9vj0Gzi73yRflsT+rC3epux/ai0x+SHsnFHDiLS+wQCDIEFOcE6aEUlntRhSU1NZunTpMepNkOPJsLQ+lDdVdyrEBQlyKFw9fI5PYHv/oicxHUDYevW8v3DrV/9kReGmg3qPukw7tMmackQpD2L7LEgABn2ViCvES1UvK4gQpj8xPR8+Xf8Lzy5+/5C2/WTDz3yy4Wff68nZw/jXmfcEPGxqVGquGHY65w+cyqw3b8cjS1icVrZXFbC9qoAP1n5PlDGcOX0mHBO/jiBBukKz08aqoi0AZKwJ7zBCxxaupFSpnAeO3K7s3QwCJOw6Me8F+9h2WjUIoGtW+W5odWk2lt9UHOBPuU9cC63W+g2qdc0qrNFuarNsaGwt502A368vIXtZFP1/OHzT7rUXlVEypHUSQ+M8ee4d9Sl2zMmtkVNV9gZe/eNLzh88nUiDvwB7w6hzeHPVVzgjlN+Zft/HEVGqZ8H9hSy/sZiR76cw7H+tBWM8Gon4ncYTMkoyutiAsUaDNcaNIMGeKXVEF4SQvi4CQ6OaXVPr8OgkKu31TH/zVi4bMov7J13Z+Y4PEUEQ2HTvXO785nmWsYH9Ryop68Po/Wscbr1SWGLTOZUgQ+aqCF8bCYmF9xbi0Uq4DRKCrESV2SM8uA1eRQSziQz7PAlDo4Zvnt3p8+YTJCUde8wbqThNHkwVOgxN7UfHtfXPq82wIqsgvFTHmsvLsIcr6cN1mWUYGqrRWlUM+DYe0a38FidvMbFnUp1fim577Ev5FbxQOKqRjD8iFKELSNwSSkX/Znr9EI3a2yoAKschgAwDv47vNGX1QIRX6en3U8fiZWUPCyuvKwVg4qsZaB3+w2AR0Sf4zvyn/2RH6lZl+fKblMj8ke+mkLQzjOJBjRS2pFPvE9c67ac+lI8vfbrT6PvHZ9zI/d+/xJ4pdeyZoiy7e8KlXXqPIEGCHD9OGoEtSJB96NTadsU1SZa47avnKKov4+Fp1zKm28Bj37kgJz06tfagzPNfPfcvTHvjFqqbD1wRy4cXv0i1tugFLXbZpTzEeiSq+rRGfo3vNqjLfTqWHLS45oHY3SHU9LYHPKQvylvLwBcvZv3dH6NuE5G2oXQXH677kX+deTdLbnubjaW7uOqzJ3zrv9++jKKGCr7dspgPL33q0A8mSJAjRIOtiYs/akk3l2HgNx0PpPRmNRHFeqJKDhzV0hyrRKqEl51YqYz7k7zVRE0PG/YID788mo/gVXycAFQugfGvpbNnUh1lA5SU8djdBkZ86F8ReNpzmRQNaySyOITIihCW3lykTEwIkDehntQNJiLLA73sQIn0W3RPIdGFIfSfF0/hqAZEj0DUXgMx+SGIiLj0Hp+4JniVlEV988E/Ejck2qnJsaI3q0nZbOowlfJIsntiLdtn1SAAPX+NZteMVp+oia/dwIIbXyO2jYetWlRx0aAZfLbxV/SNygfh0UtM/lcGi+8u4o+rShn2cZJPQFB5BD/x7kRj0ssZ/PZQAS6DFyRlwqouy95u24/X/8y9Ey8/qsUPBEFgS0VegLiWsD2U4Z/5pzTXZSr9XH5jMVP+T5ll23xOFZaElig0CQQZXyqhyiOQuSySPj/GIiKy8Wwl6ixheyjd/oggfpex9ZprPwM0AAmJvDHK80pTvBNZAzF5BmpbUjttUW5sUW6W3roXsSUIS9esoiG9675x+77vay4v8/1f380OMvRY2ppybIl2EmLRkLA9lOKhZqILjq6oG1Gi3DPUdjFAXOsKLr3H99xS183G1jlVWGMUUa33T7HsmF3T7nZRhnBGZfQjPTKRq4fN6XIE2rTuI4gMCaPBrtwr755wKb3iO/cgDxIkyPElKLAF+VPwwdof+L9ln+KVlQiA/1s21yewOdwu1CpVMLIlyBHF7fWwMHctU7sP5+lZt3DDF4FFD9pFBMHV8gAq4icy7bt+AeqznGitIi6jsuzKz544oapm/rzzd/7SpijB/kTqQrF6nLi8+83oqqGmT/uDoX0M+fdlrLjtHcJaogezY1LRqtR4vF60apHsFp8hg0bP73e8S35tKf9Y+C7DU/sw4IWLUAkiRm0IC29+I5hKEeS48N6aeVRYagGI22P0817cHxGRya90PmiSBWUIL0oHqIZyApCxOpzaLBuyIFOfbkdSy4o3kQT9v1WKPIz4OIWV6hIcJg/j3kkP2IcoiWSubhWJJryeQVnfJnbMqEFrUxFe2XFaoqyScYR7KBtooWygxW+d4AWNXeWrqhlZpMcZ5sUREVgNsis0pNrZdoYyqK7uYWPo50fXByl3TB3bZ9egtYuMeTONyPIQPDqZvImtEzxT37wl4Lfis42/AhBapWXtZeUADPo8gUn/l8GSO4pYe3k5rm+9ZK2MImFHKGUDLKy7oPyoH8+hoHWomf1kNnsm1rFncj0enYTKJuBt8Sw1VmuwxrkRPQIDUrsf9cqioBTpaRuNffqjOUiiUgl233e/KbZVtNyXLrj60lLKBloQnYBKIGNVBAPnJVCXZsNYrw0QfZviFeFt5PvJPpGqKdaBoUHbpUq7NRlWVl9ZhqvF+1BWAzJYI/29Y6MLQrDEuZR2Mmyf0b5wtD8aVLhR9q2y4XsfwOdPtq/fRUMb2XBhBYIESRvDQICmROdR9UK0tBQOiexkMuPr53cCyoTA6Y91xxbpJqxWh9olonaKeHQSuZP8J1XbimttsxE23Tu3wxTQzhAEgcW3vOVLQx6W2vuQ9hMkSJBjS1BgC3LSU1hXxvbKfD9xIq5l9vb0d+6kpFEJWf/jzvcJ0ZzYM/9BTh721BTz8I+v8NjPKpbe+k7XN5RB1rb+39bw1kXLIE8Ac4KDvt/H49F42HKu8uB2+9fP8co5DxypQ/DD5XGzrGAjj/z8Kl7Ji8vrwagNweqyoxHVfH7ls2RGt0aZFNSV+W0/OKkHEjKbyvcA0OBUPFo0ogq35CU5PI60iARW7d3Spf6M/c91XNB/Kg9Pvw6T3shzZ9zpWxemM/gNID2SlyEpvXh39XeAIlQ2Oa2M/r+refW8vzAive+hnZQgQQ6Rn7b/jsYm4jZIdPsj4ojsU29WHtkssa7D8r06FCQkrBEuHCZPuwP/toiIDP80ucP1+zjYqqDJ20x+/lAdEWLRELvHQE13m2/ZwK/icYR5KB1owRHuwVCnIXtZFPlj67FFuzEepOn8PoxtKmuG1hzaPrpKVU4zW8+sRuNQMf3vmWhdymfQ/8d48sbXK78jHYzje8V3Y2dVoV9k2sYLKslcEcGsv2Xz61/z2XxWFcgw7OMkqrNzKe9vgc/b39/xRpREei6KpfuiaLaeUU3+uAbUNhFPiER4lR5rnBtJLXPf5CuOSX8emHwlq/ZupaCulMhiPdU5VtZcXo7oFRj/ajpRpSE0pPpPLJlj7D5DfVkFslqmeKiZgfMSOkzPNdZqqMuys2NGLfXpduq7KQI2KEUfjLUavFrFq63XQn//2JpMKytuVNIbU9ebMCc5aUpUrgd7tEcpRiACMgz5NJHfHilQNhSALsxTXTv0TK4ffQ6Xf/oIubUleA3glSTCKpXCFLpmFc4wL/mj68laGcWOFtFOFlqi2/D3ZdtHXaoNQ6OGEMvhTZY5Qj0sv1k5frfO226bX+7bgy2+dZ1XK/PdPxXvXGOthgHfJdD3xzgl1bcD+sZn8/DUa7B57OjV+kMW1/YhCAIvnHEX325bQk5MWucbBAkS5LgTFNiCnPTEh0Xz5MybePb0OwJ+yGqaG33/T371JmweB4MSu/P0abeQEvRwC3IY5MSkohLVOL0unlvyPveOv4wXl33c+YZtJ5kP8Ny19axqRr+TQsLuCJ/AtrOq8PA6vR/L8jfwt9/epsbafnECq0t56HVLHh7+8VXmXvEP37pbx17ArWMvoMHWRERIGIIgkF9byjnv3+drY9DoSA6PI7e2hLmX/YPwECUi7eVl/+O/a77ptH+fb1nA51sWABBjCOenG15Bp24dxLo8bk5/506qmusxaYzcOu5CVAgYtSE8teAdsmNSWZq/PiiwBTmmuDxuauwN0DJG7ixaoqxPExsuqMCjk1pTKZ2QtiGCqu5WZFFG9AiIXuWGUdWzmaSd7Vf9O5K4tB52zarjl4J8mp90+N+vZNBb1GSsDqfnbx1XmTxexBQoAtuQuYmYKnREViipYb3nx/na1GZYsSS4iC4IYdybhzZwjc8NZc7DPUCiSxFEh4o5wcHK60oQvQKT/5XhE9f2IXhAbqM/DHjhIr9JiFvHXMBtXz+LO1QRMEIa1NgjPBSMaaSum52Bnyew6cJKtpxVRUyBAY1TxK06sCfgiYCIyIDvE6jubsUS5wIByvspUYsXDJhG38TAaotHi2+ufoHnF3/Ax/zMtlmKD6GklllyZxGj3k6hMcU/xbI52om3xZNQbvk4PXqJ7dOrMTRoCKvW4jB5KR5ipjHFgSvUi9RSNXbPVMUPTWtTYSrSYYlzofII2GLceFUyu6bX+glsZX2bWHN5GcgCE/6jCH6L7tjveWLf5SvQKq4ByeFxDE3uxXc7Wn2uVQjcPPYCLhk8E4PGX0S6dsRZrdHtIiTsMGJJcGEq11HTw0bpgCbqU+04Ijx0WxVBY5KDhjTl3OxLg99H7rg6ts6pBhnGvJ16WAVO9hVsAGhMd/Ld07uQ1DIhDRqyl0ay5dzqA25vjXGz8tqSgOV9E7IYmtKL73cs56lZtzCm25Evwjatx0im9Rh5xPcbJEiQo0NQYAty0mPQdjx4WXTLG4x++WoAX6raxoo9nPbOXWhEFQtufoOIkKM/UAny50Or1vD7He/y4pKPmdp9OJvK9nRtw05Mgtuy8rpSkraEMfn5DBbdX9ShEHYo/FG0hdu/ec73WmMTiSwJIev3SPZMrPN5xezD6rLtvwsAP0PtrJgUNt07F6vLTqiuYy+VO8ZfyPkDp3DBBw8GVBgFwAXsFwxSazMz/KUruHrYGdw5/hIEQeAfC/5LVYv3XZPbypVDT0cQBIobKllw4xs02M2kRXZcuTFIkKNBfl2p3+utp1cz4pOUdttKSKy+okwZ3LYJqvDqFJNwtVNEkARklYRXrQgeNVntfxePJLlj69h+Wg2SWkYrqYktNGAq06FrVmEP99AU76Qx1cmuaXXkj2lg/GvphFedOBHiqRvC2Tmjli1nVzHryZx22xSMagRg+MfJB0zh7Yy2A/ejQXOUiyV3FAEw7vU0jI2BkXKnPZXD/AcLcIa2H5kzOKWn73+tVcQeoXhJiW4Bc5KTtVeU02N+NLun1bHmMqUC7D4x50RGQqJsgEWppLkvL0+AO8ddzFXDzzjm/bl/0pUIiHy0/ke/6PRV15cGtF19nb9p2vhX01hxYwm7p9X5N5RBYxcJrdYSXqZD7RRReQS6L4pBbwscxm05vYq8CfXUZFqJLVAKh2ybrYhHE19O93kXZi+PZN0lFYo4q259LwTQNIu4QyVm9hzFs6cr0eN/m31zl87BrF5j/Owjcicpzy01Ocp9yxzvpK6bndBqLQO+jmftZeU+f7ewqtbIXI9WUsQ1lD4VDzF3SWBzaT3YIzwBqaZql0jOkihyW9KpvTrl+rbFuP3ENRUi6+79GFEQqbc1sa0iz+9ZCeD18/7KoOQehGha+3v3xMs67ds+nB4XDo+L8EOoDl9nNfPLrt+5aNBMVOKJNbERJEgQheA3M8ifGqM2hM33fcbm+z5jyS1voWrjxeGWvHyzZdFx7F2Qkx2NSs1fplzFgKTuvLLiIPzRBKCLlj/l/S1U9Gv2vX5z5VcH18kOuPFLJRotdb2Jc+7vxRmP92DsO2kk7gxj3OuB0RxdHWoJgnBAcW0fiaYY7hp3SfsrW8aPvb+PYdbj/pW83lv7PQNfvJjFuWu5ecz5xIVGYtDo+eKK53yz6GmRCUSHhpMdmxb0YAtyzNGr/QWQsoEWGpLb9x3cMqe69UlsP5vQXr/EMOeRHpzxWHfmPNyDsx/shbFWgzXGpZhtHwWqs6z89GguW8+sRvQKjPgshUeyz2fC+93oNy8Oa5SbvcPMNMe6CC/TkbbahFsvsfiuIhyGg++TI9TDzik1rLm4jC2nV1Gb0Y7gfgiENmjpNy8Ot17i9+uKqc4K3K+hQbk3rL24/Ii859Fgx7RqfnswH69aZujHSR2mDmodaib/q1uHN2qjNoT0lskGl1EidV0YyBBRqmf2EzmoXSJ7ptYRuVeHJd5FVKEBr0Zmz4S69nd4nPGoJVZfWsq8f+5RPOX2TVi1/O0Zn3FMvNfa475Jl3PrmAsCJtGeO/1ONt/3Gef3n+pbFp3fWqhj9ZVl/qKmDFnLIpn9RA5nPN6Dqf/KZNj/khn0bSL9f0hoV1wDJbIUwG5SJpXLe1uwxriJLjD4xLXy3ha2nqGISgO+jWfop4kIXnwipdam3Ix+2bXqkM7B3Mtbo91956Hl49jnfzj5392o7mGlrL8FoeXWsX12q9BV3qe1wi9AyeAmdkyrpqynmSV12zDHBhZdKBlg5oe/57Lw/kKfj1pb+v0YT3hJqyiWujow5fyuCRf7rp0og4nhaf4R8CEaHaMz+vuJawfLvG1LqbE0IMsHL2IvzV/PmoLtbC7v4qTun5xNZbspqj9x7+FBTk2CEWxBThnCQowsvOlNpr91Cy6vG71Kw0vL5+L0url2xFloVMGvQ5BD4/fCTX6vRSdI+z97yYAbxctk3yxxk4ikkvAaD7z/nTNr6TMvhu1zanlt5Rf0TcxkzBGqKpqwvXUGVRIlFt9RhDkpsILclO7Dj8j7teXcgVM4q/9Enlv8Ab/sWsmkrGEsyV/nq5i144xadpxR2+62d333ImE6AytufxdZlllTsp3CujK6RXfu/RQkyNGkW3Qym+/7jJu/eIaVezcDsObSMmY85y8W16fYKRjbflRqzJ6QAA8lgH7fx/PHVaXMf6CA0e+kdlhJ82DwaCVK+zWxZ3IdzbEuBBkyV0TQ//t41LrW38Vvn9/t+9+p9uI02anPsJOzKJLcyQ2su6icse92LdXSGuFixU3FWKPcfpFHeRPq0TepGfxZAgm5hxddnrMimoKxDdRl2VmRVUz8TiOj3k3xpbP2/SWOvAn12CPdnezp2GONcPH7dSU0x7vQWlWMfieVqNIDf9a7J9X5xAydKjDKbd61/+aKTx5lc0UuJcOUe2x9hp2SQWaGf5DEyhtKET0iCBCXZ6CyXzPbTqsmrEpL4q4TJ9K/cFgDm86tQhZlQhpU2KMCo/b2F7mPNTeMOoerh89hZ3UhKeHxRLWJ9K5uE4netvqpM9RLeJkOY70W0S3Qa35Mp16LEhIOkwdDU+vxFg1vQJAgZYvynmX9FKFq9HuK52HJALOv0EV4uY7E7aEsv7kYWaW8jttjIHei0sfbxl54SMffOz6Tl8++nzu+eT5wZYvQVpNtxaORQIDwCj2NqQ6cJi/f/203Hm1LurwM419Lo2i4meJhZnZNV1JjqS+F22Has5mE1erwqCW2nFlJ0Uiz31stvamICW9k+C0Lq9FhTlWecUpGKOemR2wGr5x9PxGGMD8bCgC9xv+1LMvUNDcQGxp5SOcG4Kx+k3C4XYfkz1ZlqaOosYJdVYV+kamnKsnhcQgINNmbMYUcegpxkCBHkqCiEOSUItIYxtq7P8IrSQz+lxI98/rKL3l95Zf8cecHhzUjFeTUZWymv9gVIK6BMvBp+5ymArfJ3+NGhYgXyS+1ZB/b57QKTbd89SxfX/UCWTHtp511htSmIEhsoaLumRMcLLxX8WQx1GmwRbcOOh+Zdh3n9Jt8SO/VHh+t+4n4sEgmZQ9Do1Lz0JRreGjKNazZu51vti3u8n6iDRF8tPYHXlja6n2nEdW4JU/L/0qBhX4J2Vw17Az6JWUTHxZ9xI4jSJAD8ci0a5j9jpJeZY/0j+5y6RXDbUFWTL73pzbHjkvvQevwf0xL2hFGr99i2Dm9lsV3FaF2iejNKjQOFaJbQG9RY2jUEFalw1SpQ+MQQQZHmAdHuAe7yYM5yYE52Yk9wq34vu0zx5cgfpeRYZ8mBbwv4HdfGvhVApHFehbfU0ThWDNhVVqqe1pxaT0B/mD70xTrYPHdRXjVMgk7QslcFUHcbiPWaDd7JtVRPMzMyutL6fddHDm/H973dcY/szHHO9hwfgVVvaysuqaUgV8nYGzUYol2IqlkovYevkh5OEhImJOdNKQ4aEizU9vNhjVGuf+mbDAxdG5ilzzunKGt15jT62q3zbsXP8E7f3zD6yu/VBYIit9nSKMa0SNQn2kHGUoHWpj8Yga/PVTAqmtKGfZREqlbww//YA8Bm8lFwahGVF6B0gFNWOJdqF0ig/+XhC3azbbTlKinZ0+/gyV56+mTkMnglF7Hpa9t0ajU9E8MTE9es3drwLJ9RTnMSU6lYmWVjoq+zbAVwuoCHyjq0myUDGyibEATTpOX7gui6bkwBnOig+ZYN1F7QxAlEY9aonyABUEC0QVrLyqjZHATyNB9YTR6i5qfH8sHlO++hOwT1wCuH3n2IR//hKwhRBvDqbOaA1fKkDu+nj6/KJMInjZFB9whrc8nQz9NJKbISFRRCFU9mnGavH7PRttn1ijFODrQqeqy7NRkWHGEe0jeHIaISNmApoB2n1z2dLuT7L/sWsmDP7zst8zhcTH9zVtZecd7hzxm0KjUhzypf3a/SWhVGs4dMOWQtv+zERsaycfrfsTqcnDDqHMOu6hEkCBHgqDAFuSUZFc7ZvEP/fAKL519Xzutg5wKyLJMk8PqM+I/GNSiikenXsdTCw6imuj+eMG7z1S6C88Hr638Hy/OufeQ3mpdcWvqRMGoegwNWjZcoPjBhFZrGPtmGr88mu9rc/6AqQH7OBjeWfUt1c31PDT1akrNVWyvyOOzjfl0i0omJ7Y14kWr9v9JUgkqBEGpEtqWf825h76J2cSHRTHmlWv81u0T15T/le22VuZx7/f/BuCZ2beRFplA30T/aKIgQY40T/3W5n6w33d66a178Wokhs5NxB0isfnsqoDtF99RxLTnMgPElV4LYklbF8722TXUp9uwR3ixqTzIgtwqlh0IGUSvgLZZRVilDmOdhqjiENLXRnTZqH/badUkb1GimlQugX4/xLHyulK2nVHN4K+S2t1GQmLbaTXkj69HFmDEh8kkbgtly5wqcsfVk7opnEFfJtDnlzgW3F+gpKnKAlkro7rUp44Ir9Iz6T/dWHRHIVW9rPz613yiC0JwG5T7bfayw9v/oSKJEmsvLqe8vwV532lv+WyiC0Po/228rzjDAfeDRP64BkWQ6QS1qOKm0edx7YizGPrvy/btAHt4awVrgMrezdiWRDHlhW4suqeQtZeX07TASZ/f4trf8VGitF+LOf++a1qGuF1GRn6cQlnfJp+3WLwhipk9RzOz5+hj2r9Dwe4JFD9HvZdKfbqdvPH1NKQokaH13exsm11N4rZQRnyY7LsP1GZYWXZLsd/3fM/UOqXwAYAMA76JB8ASpxRSiN1j4Kcn8nAZvb71WauiWHyr8iy8ryiIJMqIgsiUnGG8MOfuwz7WBTe9zuiXr8bu3i8qXoDaHBtLc/YiSNDnxzhWX+1fmTx5cxhpmyIAWHxnkSKutWAQddgkJ+UDLAHvmb0kivwx9b6iH8tvVSqHrr9I4KyHevoKyQAMTenNfy96rN2+f7dtCY/98ob/Qi+gUiYpN5TuOioFDQ5EXm0JFeZaJK/E7pq97Qq4pyKDknuiVWspNVeReooVsGt2WDFoQxCDfnwnFEGBLcgpSZ92KkuZ7Z0/nAb587KhdBdmezOjuw0ISAnoCucNnMq8HcsO3RdDFbhI26zC1YFp9e/5W8ivKyUr+uCi2IrrK7j+i6d8r3dNb/XYSV1nYtj/kll1RWClrEPF4/Xyyu+KP51X8vLI9Ou4YfQ5SJJMdmyqX9uByT38Kt91hbmX/YPnF3/IsoINygKJA7qLPvTTfwA4r99UHpl+bXC2M8hRY18BDgBJlFl6YxET3sxg1RUlWBJcpK43kbYxAoCslVGsuqKEin7NZC+NwquVKBzVyNLb9jLhP+kBIpuxUcvwTwPToSUkrDFuGpMdNMe48OgUEUljV6FvUqLbIsp07UeoHQSeEIm9w5XIlFl/y0ZERN+kpmiEmfByPVmronzpa2X9LC2pmIqIo7Wq0NhEajNtrL6ydVBd08PGhgsqmPl0FtOfyeTXh/PZfFYVpnIdsUWd5NF3gckvd6MqR0l7rMuy+8SaI5FmeygsvWUvDekOjLUakjebiCjTE1NoQN/c9c+mOdLF8lv2Yo/wILoF+vwQy/bTlarT87YtZULWkHYnjTQqNYtveYtJr90AImSsDKd0iMV3vQAsu7mYrN8jmfTvbqy4uZjdU+vQWlWHHVXYVRqS7ay9TLk+RnyQjNamIrxch0cr8etDeThDvajcAgk7QikbUI8kS8fNd+1gCNeHYnb4P286TB7i8o3E5SvXuUcrUdvNypYzqqno18ymcyt9wnXRcDMI0G9eHFnLIykc1ciuqbXorGpCa7T0WBTtu6YtcYqwVdPdBrIiPvX/Md73vpYEpThEbZaNW8dcwKVDZmHUHrnvgyiI/HHnB5zxzl0UN1b6rYvO1eMKlei2KjKgqBJA719aU+TNKf4CXXpILDutgYUjQurV9P8xnv4/xuPSelh9ZSk13ZV9S2o5wJetI3GttLHKJ64JEkTuDaG+m93vOW14Wp8DHPmRx+K08cC8/yO/vpS7xl6MLJ34RUiOFX0Ss3B53Kek5+6sd+7kbzNuZFLOsOPdlSBtCApsQYIAM3qM5OlZtx3vbgQ5jiwv2EiCKfqQxLV9vH/RE9z//f+xIHf1EelTR+IagN3r5Jz37uPc/pM5u99k+nUQkeXyuPl26xJCdQbe+eMb8utbH0rVdpHoohCM9RpS14cTXaIYaLctqnB6r/F4JemQq1WpVSpm9RhDQX0J9066AkEQyDxIUXB/ZFlmWcEG+ifm4PK6W8U1UMS1dlJso/NDlIf4luVfbl3Al1sXMP+m14nrgpeKLMus2ruFtIhEUiKObRRHkJOTdy58jHPevZdGZzMIUJdtZ+XVJVT2biZyr55hn/kLZKM+9BecHaEeKvo1M//BAqb8O7NL1SpFRMJqdZ16Nx0K8buMVPVqUyxAAF2Tyif+jXkrlSV37GXzOVWtEXn7fQ8HfBNPVFEIi+8uIj+2Hf85AX55NJ+zHuzBxP/LYMH9Bay+uozZj2d3KU2y02PIDSX+pVDMCQ50zeqDErOOJOsuUConJuwI9XljHSy7JtewY6ZiHZC5PJL+8+JYf2GF7/736C+v88DEKxmTOYCMqMCowiiDibvGX8JLyz6laLSZac9ksuGCCkV8bPHFyx/XQP7YBsLLdbh1XraeWY0jwkO/NiLNkUZCYsesWnIn1iELMOE/6b7iDhISvz6cj1snobGKqFFR1hLFVG9rIsYYcdT6daSIMUYECGy7J9cy5MvWz0jtEknYHUbC7jC+f3I3Zf0tDG6pb5SzJIrioWa2nVbNzpm1qO0iOUui6b48UPgs79/yPi2FC/rv97l59IqgetOo87hh1DlH8Cj9uWDgNF5Y8pHfssZUJ169zLYzqpE0rWKR2i4Qvzu043uYjL+41ub3vu13Se0RfeLawWJ3t0YZzvh7Fs2xbn6/vtgX/bb+nk9Qi+3Mih4lZFkmr6YEWZKJM0byxaYFIAoMSO5+zPpwopNfV0pVcz0Ts4Yc764cU64YMvuQqtEGOboEBbYgpyzLb/0v9/3wEnePv4Re8d2Od3eCHAUsThtalTrAtHZ/HG4X9fWNft5kh4Ioirx45t1IssTS/A3c9e0L7TfcV+wAGP1mCitvDJyJxUOX7tBfbVnEV1sWMSKlL/8+517Uooofti/n221LSI9M5Psdy9rdbuJL6USVBVak+/o5/xnedaXbWVuynZHp/TrvTAf884zbO20z6dUbqLcr3iixhkh6xKVz98RLyY4JHHze9tVzrCja2PHO2glKq8+wt7v85i+e4aurn6O6uZ5Hf3yNOFM087YvJS40EqfHzQ0jz6bO2sT/Nv2Kze3kokHT+cuUqwHloTcYARekI6KN4QxL78v8PX/4llX2biaqMITxr3VeDGDUh6lsPLuCwlGN/PxILpP/1Q1j4/Exb7eGu0jebCK0Rkt1thVLkjIADS9rHQSHV+k549Ecdk6tpS7DjtauQm9WE1GuJ2WTyZd+WjKgxZPpANGmG8+pZMiXSXRfGM3uaXXsml5L7yOYnhheqe9wnYRE2QAL5f0sNMe6cIR58GpkEEB0C2htKkIa1ITVaInLDSUuz9gl8ROgOcrF6stLMac4CavUMvK9QyvKsntiLTtm1qK1qRjzVmuxC2eYv0fVc0s+4OecVzrcz7n9J/PSsk8BWHN5GZP+L4OfHs9TJncEMNRqcJg8vsI3ogdyJ9STszi6wyqWB4s9zE3JwCYEGQyNGracWYU9woPWpmLYfpVTd02vxa2XUDtEhFAVcwZMIjsmhfTIxJNCXAN4eOq1XPO/J/2WNSYHVsTcR/zuUEoHNrFtVjV9f44jvFrPsI+SWir9Kum9286oJnN1pN91aI1wUdmrRWATIGmr/yA8b6wSYXv72Iu4buRZR+bgOiA2NLLVY7YFr14R1dqKa6B4Uo74pHUSrmBEvd/6tte3rkmF0+Tl9EeVSrguvcTmMyrJXh7Fymv8I/HDS1qLG+yjtLGKlIhAsTgpPMb3/68P5SvCWpv3PZbimtvr4eq5j7O1UrHtyIpOoaa5gd92rWJOnwlEG4+PN+KJRpOjGYfDeco9l11/FIXxIIeOIB9KjeA/KU1NTYSHh2M2mzGZAks3BwmyP263m59++onZs2ej0Zx6ocknMl5JYk3RNmRRZnRG5z4ZHsmLKAhHNMWkoK6Ms987NJ+0riJ4QG4zzhERkJA7XL+PsW+kYY1yoXaIWGPcJG8NY/355dRn+j/oD0jqzjsXPHpUQ+/tLicjX76yw/UfXPwkA5N7+F5Peu0G6m2BRsWHwpl9JjI0tRdbK/L4fPP8Ttt/c/ULZEan8MHaH/jX0o+ZkDmYl8954Ij05UgRvC+dOKzeu5Ubvvi773V4uY5J/844qGisvNH1bDmrCtEr0OvXGLJWRnVZ0OkqDYl28ibU4zR6iSjVY2hU05jioCbHhi3ag9zmnoKMX9RI3+/j2o2e6YjFtxfSkOrg9Mdy+OGp3HbbCBKc+VAPkODHv+Xi1cjMebg7onR0UwAdoR4W316IPcqj+KFJAhq7iMopIshK6p4nRMarlvx8wURJQGMT0VnUGBo0hJfriCk0EFmix62XKB5qpmRQE82xijCZsCOUke8nH1JU3s6pNeycrohrM5/O9vPNs5lc/HFVGUM/SWTB/YW+lLbrh5/FbeMvand/Lyz+iI/W/whAnx9j0TepWX9xBaJbQFa18fWTQeUU8OplX/XGriKZZJr+rWHtzt24dRKiJCCpZNwGL1617D/5IUPaunCGfq5EdEmixJY5Vewd1oRXKyF4BVSywPnDpvOXKVcdxJk7MWhbZGsfoVVapr8QaF0CyjX32wP5OEwev2i+fRQOa2DjBZVkLo9k4LxW/6mf/5rrS8sOaVAz6x+KX1dzjIu1l5bRkOJgZHo/3jjvr8dEkJi/+w92VRfyzurvfMsEiUDfSAl6/RZDt9WR6JvVfP/EbtzG9ic/e86PZte0Ovr+EIc53kHJsI6fC3r+Fk3P+TEUjm7087yclD2Ul87y91+WZZnHfnmdedv9JyhNeiPzb3z9sDIdDpY1xdu5/vOn2l33wOQruXTwrGPWlxOZZqeNd/74ljl9J5DZxWrywWelIAdLV7WiYARbkCBB/pSoRJHEiBgSwmI6b8zRmZHMjE7mq6ue56N1P/LttiVHdN9D5iaSvMVEbZaVldeW+h5QNWaR4Z8ks+raUjxaieQtJnosjmbZzUW4DS2DZBlW3Ohvkrxjdk3Ae0zIHMz/nX3/UX/41mu0RIaYaLC3/3B837yXWHDz677XP173Mjd88TRbK/L82oWodYiCiNXdmhYiAOMzh1DSWMnLZz9AamQ8DreT2W/fgdvrZVav0TRZmgP21ZZIfSgNjmaenH6TL721uEEpCrGrugiAJ399i3WlO/j+2pcO4QwE+bOSEdX6oG+oVx+0uAaQvTKK0DoNq68sY/tpNWyfXYPoFVA7RDR2kRCzBo1DRGNXobWp0NhF3CESljgnjjAPboOERychtQgZggQ+vUwAj0ZSIjRallX3bE0DVXkEEnQRhCyFqAI9UUUGDA1qRETMcQ6W3b6XbXOqyR9Xz4BvEkjaGdbuMZQMMKOxiVT1tNKQ6iC8vGMfuJi8EGqz7ZT1s5C6OZx+8+LZcGEFv19Twrh30g/q3B0M5b0srL6yDFmlnAhBVs6VpJZxaz1I2sD56N4/xdCU4MIS78QR7qE5zkVTopPKPs3sps6vreCF6IIQBn6dQHh1xxF0++NRS1jindTk2Cgc3oA11o2uWcWU5zMDilIYmrRMfrkbLq0HtUvE01KR8e0133LruAvbvZffMuZ8n8C2/bQahr+XpFwjwOD/JWJo1LD85pbfixahzVh74MGow+Ahd1IdTfFOmmNcSlXUehBiQeMQ8YogeAX0ZjWRxSGkblQGKnXpdrKXR/lFx629pNyXBgogq2Q8yJzRZ1yXz+GJRHt2C7YIdzstFdQukQHfxLP6qjLq0u0BApvKrXym9Rmtv3uSKGGPaClcISsiOIA53sHC+5TCBuMzB/Pvs+49ZtE+03qMZGr3EX4Cm7FKQ9JWE3um1bUK9yrYObOWit7NTH6lW4fiGoClRbB2azwHFNdA8ZuNKA0ha2UUrhAvO1vSqxfnrQuIehIEgadm3cL1I8/h9ZVf8NPO33nz/IcPK5L/UHn7j6/9Xk95PoOF9xSBCqZkB3239lHRVEeMPpzd1UVdFtiCBDlaBAW2IEGC/Glpz3fmWJMdk8qTM2/iiRk3UtxQwdt/fMtvu1fh9Hb8QN0V1l9cwfqLKxj2YSIznsri18eU9IHhHycTW2RkyvMZ/PpIAaWDmygd7P/gGbvHQH2mnYgSPakbTDjCPewdYlZmu9s8aw9O7tWlh+8dlQUIQK+EzEM6FkEQWHLrW2ws3c1rKz9nTfF23zqVIHLRoBl+7Q1aPR9f+jRWlx2tShNQ7v7LTQt5asHbACy+5U0iDf4pFHqNjkW3vOl7LcsyE3oO5dKP/0pJYxVDU/tg1Oq5beyFpEcl8uyiD/h0w898tOEnzuo/EYBBKT3Jry0lr7YEr+Tl662LACiqKycj+vhfd0FODPbUKBXs1HaR6c9kHbKPWMLuMM74a3dKBjdR0beZ5hgXTqMHR7hXES8gMAW6JbJK5RZQORUxTmiJHEIAGRkBMNg0RBca6LYmgrBKLeZkJ7YIN5GlekJdevrP7c+Wn7Yg2f0HuuHVek57NIdN51ZSNMLMH9eUgqQIU+lrwwmt1qF2idgi3K0VDlsYOrf974jghcFfJPHbQ/k0pDhI3RxOxroI9g5rpKaHjZ8eyWXwFwkk7G5fyDtUcsfWsXVONaJXQJaU8xZRqqc+za6kh3ZA3rh6Zj+d4xdZJyHRkOqgLtNOc4wT0S2SsNtI3G7jAT9/e5ibouGNNKY4sEW4sUe5ceslvwgfQYLkTWEMm5t0wGi+4sFmn7i2j083/MylQ2YHtDVo9cy97B9c8vHDyMisubqcft/Gsu2MGjZcUOH3WXl1Mlqr6oDHIYkSvzyapwi6MqjcIuGVOmYMGornhno4gC1W4i7/z9UW5qKij5LmqBZU3Dr2AuLCougZl9GufcDJwoTMwSxt4x0q6Q6cTORu8UprL3LVWN8STSUr156IiCiJJG0Lw2n00PfHOCJLQ8gfU8/ms5TIrU8u/Tt92yn2dbQRBAGTzkiTUxHxmxPd7EmsQ3QLTHmxG/P/UuBr25jmoKKnhei8EOqy279oygZaMFXoKBjXGLhShoFfxWONcZM7oR4E+OOaUk5/JIdeC2NJXxvuq5b+444VnN6OYJsWmcAzp93OM6d1bnNxtGj7PARQNNTsi0ytsNSRYOraJPKfnZzYVGqbG4gKpswGOQEICmxBggQJcgwQBIH0qCSenn0Lj8+4gZu++DvrSnd2vmEnrL2igtTVYQz+JB5TlY6QZi0Oo5tfHylot31MroFR76cGRD70XBDD93/bg7fNg/4PO5dx1YgzOu1DYX0ZKeGHb3o9KKUHb1/wKLIsI8lyp4UVOqp2du6AybglF5nRqQHiWnsIgoBeo+Wrq9v3zLtv4uXcMe4iQjStKVHjug3i0Z9fU8S5V6/3LXcdpnAa5OhT3FDJ/fNeIlwfypsXPHxUIzjWlWxH7RGZ+ffDN+kXEUnfEEH6hoh213vUEs5QD85QLxq7iLFO06X3dGk97B1mZuM5lTSmOJBVMqYKHSq3SL8FB/5ei4gM/iqJvt/HsXtaHbkT65GBopHm9jeQ4fRHctC6lMfPoZ8msu6SCt/q0f9NRRaVe9C+vwATXs9g85xKCsY0sPLaUkSvgNaqeLwZGzSEVWsx1moxVegIq9N1mELbHKlEm+0Tcqpymtl8ZhXNcS40DpHxL6ez8IFCkraGMfzT5ICqg20JrdLSHO9izaXljPyo1TNKRCS6xOArGnMgPFqJTWdVUtHXoogoLRFioiSgsaqIKtJhqNdgbNAQWRxC/B5jl9JkM9dEsuWcaj/RdXHuunYFNoBe8d145vTb+MsPil+bLcZDz/kx7JxZiznB37fKo5UwxzkCovAkJOoy7OSNr0dSy/T9IY7uS5XUYTFEpO/cNLbQiERgRFJ1lpWd02uwRrtBknGGeQOsDcZlDeaaEWd2euwnA2MzB/oJbABFQxrJWB/RbntJ03EUV3SxgYTtoVT2aea7f+4hskRP5u8R9P82DkOTloYkO0vu2UtjvB2Tzsjcy585roV69olrghdf0QBZlCkdEBiBturqUk57PJsfn+o4wtwS5/Ttpy2p601kro4CoM/PsXz7z90gwOI7ipj0SgaGJi0xeQZqs208/POrqESRWb3GHPTxmO3N5NeVMjil50Fveyg4wj2+/6+a+zib7p17SnmOHQitWkOC6dhUOQ4S5EAEBbYgR406ayMur4fE4OxKkCB+aFRq/nvR4xTUlXLFp49hcdoOa38lIyyUjLB03hCozbHRFG0jqsrf8Lgx0eEnrulUWv465Zou7fO03kc2VUcQBFSH8cAoCAIXH0FfEpUoEiL6+w2Fh4Sy7Ja3mfX2HUhS63n7bc9quscdvTS2IIfP4ry17KkpRkRgSd56QnUhDE3trURS5q3jk3U/86+z7yVM17lAciBcHjdfb1pExsoItM6jb4qt9oioG7UYGztva4l2sn12DdU9rHh0gYN3c7Iiqqy6uIQpjOp0f1qXmn4/xqOzqglpUBOba6Qp0Ylb7yW0TkvxYDN1GXbGvpPmJ36lbYxA5RYRvIIvvXTbzGoAUjb7+5sMmJdAr19i2H56DXUZduzhbszJThpTHe1G7wkSqLwioltA9Ah4dJKvaqLgVUQsr0aJskraFsbwj5NYe0k5CJCw0wgo3lX7fKyMtRoSdoaSP06pfjr+tXSW37yX8n4WGpLsvkIDXWXPhDp2zKpBEmW0dhXJW8LIWB1BbL7hsL3mREnEUKfGFtM6GF9buoMaSz2xYVEB7d9d8x0vL//M9zp/bAO9f1ae3dyG1mrWkUV6GtKVNENTpY6cJVEkbgulvH8zm86tVKLWAEO9xieuHQiPWuKPK0qVtORObvm3jDmv0/2dLJw/YBp/X/Cu37LyfpYOBba0dRFsOqeKqp7NZK4OrHo99NNEfvh7LrJKpj7drqSLyjDppQwW310EwBvnPcSoLvjRHitkFWQtj8RUoWPjBZXsnFUb2EiE4qFNRBXpqc9wILoFdM0q33dy337aY9BXia27kUSGfJbI+osrsMa5+eGpXIZ9mMTI95L54e+KD+RffnyFvQ2V3DT63IM6jtd+/5xKSx0GjY6c2PRDrrjeEX3js9hWle977TZIJG8O80ubDqJkIlRZ6kiPTOy8cZAgR5mgwBbkqGFzO4g2RBzvbgQJcsKSGZ3CitvfRZIlft7xO3/9+dUDthcdIHXduqdDVtxcypwn/GdbPRqv3+uXz36Awam9AKWK1W1fP4vVZadvXBYjM/ufcqXQ2yMsJJQVd7zLgBcU83C1oOLtP76mtrmBv0y+Cr226ybgQY4dFw6cQZWlnpWFm/nP7/8jr7aEc/pO4vGZN7K2ZAcOm5MGW9NhC2xrS7bT5LYybM3xixbZH5fWw46ZtRSMbQgQNMLLdUQXhGBo1FKfZqeijwW99eAeE7svaRVV9Pmt2/b7qeMbV/I2fyHNFukGGSJLlW12Tq2hskcz495OR+tSM+hr/wGUJEqYE5xY4p1YYl3YIzzYTW48egmXwYtXKyOp5ABxTdekJmlbGNnLIskb38APf8vFo5MwVepI2xgBwKx/5DDvqd149BLWGLdPXBv6SSJ6m5ox76Tyy8P5rLq2lJl/z+qSMCaJEiuuL6E2y4bGKTL08yRSth75wlrTn8/i22d3+y27+ctnSI6IZ3tFHreMuYBzBkwGoEds4KRAeV8LyBC1N4TC0Y3Qkjo77dlMNlxQQV03O+svbo0+VLkFui+IJrxcR/L2A6fwSqJE4chGts6pVlKW90MUBF6ccw8j0/uxYM9qxnQb+KeqlthexFFDWse5s2qPiN6ipqJPM4tvLSRrZaTvGpWQfCIagM6iRnDLOKK9fsu7t/MZH2u+3rLI73VjsoP69APkDAN13ez0+z6epbftJaxai96m9hPY9qf7AuUetH+UfvIWE4WjGmlMdiBpZNZeUc7+wZSvr/yC11d+wS83vEKiKfaA/fps42/k1hRzwaAprMjfjF5zZH/vLQ4rU964GafH1bpQBq1dRekgJdpvYFL3YPRaC+XmGnZUFR6zSMIgQQ5EUGALctRIjUjovFGQIEEQBZHp3Ufiyatn1ISxLCpcx9urvqbW5p9mdSTENYDuCwIjGKL2S2calNKd0sZqvLKXeduW8cferYASmTomayA7qwrZXlnAuf0nn/IPeOvv/piz37+P4oZKAL7ZtpjJOcMYnzX4OPcsSHvoNVoemKxUrd1VXcTT899hVu+xAIxK78/H63/i9eVf8Mycw/PdWVG4CQBT9fEXWl16DwvvLvT5LKpcAt62pv0yjHwvBWOjf3U8MUSEg8+aOizi9hgpHdzEwrsLGf5hEjtnKJEt1VnWdosoiJJIZHlIpxFkLq2Hir7NePQS9jAPtVk2SgabyRuv+DNpHCLdF0bT+xf/qPvUjcrAvC1aqxI2YzBr6b44mj2T6vj50TzGvplGeGXHN+qSAWY2XlCJRyMRk29g7NupR60yqiiJioDQZvfFDZXk1pUA8Pn6Xzi7/yQEQWBs5iB+veE/bCzbzbL8Dfy063ekFu83S1zLAF8Gr0YmrE7HhNcz8KglCkc20JjsILRWS87y6HZTcx2hHnKn1rGoaC/WB+zIArgM3gCBV0DgpbPuZULWEL/flDl9JxzhM3Ni4jR4D7h+0ksZLLmjiIYMB+tTK0jbGIEkSvz2YAG2KDexewzIokxtO35lFw+aQbQx4ij1vHNkWaawvpzVe7f5La/L9O/rVcPO4NoRZzHuP9f6lpX3szDyoxSMtRqaY91kLIikKsdKe0Tu1dP31/YnNNQekYmvZgCw8soSKvs201EG/cy3bueDi55kYEqP9hsAk7OGYHE0ExUSzrUjz8LmchzR6LX3137vL64BCPjENYD7Jl1xxN7vZGd3zV5yolMpqCsnLiwKUTi6FaeDBDkQQYEtSJAgQU4gIo0mLho0gwsHTmdZwQa+3LyQZft5tRwuO86sY8eZdfT9MY7uS6Kp7GFh5XWlfm2Gv+T/4KZCxItEeVMtt339rG/5U/PfRgB+vfFV4sNOTe8LtUpN34Qsn8AWqjUExbWThJ5xGXx86dO+15KshDQ49h/YHALfbl0CgCzICPLxE6ErcyysvEH5fqucAlF7Q3CYPFgSWo/RVKELENeOFxnrI6jq1UxZfwsL7y/yLd92ejU7ZtX4qqDKIiCAJMp4tS2hKIJSnVKQwauW8eolPNqWQgEt6/chSKBxqIjJN5C9PIqkHe1HXRWNaPR7barQEZdr9L3u+3Mcogd2Tatj4T2FpG4wMeDreJ/PnITE3mFmdk2txR7lQfQIDPwqod1UvyNNzO4Qanu1ihhOqdUjcmd9MTd+/g9eOed+dBotCaYYZpliqG5u4Kddv+PRSiBDWf+WAf1+l7DaI5Kzov17flOsg7zx9dRk2xRfNQFUHhG1rHw2sXsMCLJAdQ8lNXR85iBeOefBI378JzLn9p/CV1sWti5QKf52HfkHhlg06M1q7OEekrYq1+r2mTXYotx0WxWBK8RL2cDWtMEYQwRfXPUcUYYjHx15sLi8bpweFya9scM2a+76EJ1auQdlRqVQUN/yTCKALdyFsV6LNdbK5tmVHe6j3w+dRwuX97Yo4lonPPzzq/x4/cvtrmu0W9BqtEztPgKry0EsSrGQI8nehgr/BTJ+30GVINIvMfuIvufJzKTsoZgdVlxeFxaHjfCQ0M43ChLkKBEU2IIECRLkBEQQBCZkDWFC1hDyaov5ZecqtlcWsnLvJl+bUen9OG/ANKZ2H+5bVm8zM+vN23F4OxcItp1WzbbTqrvUH287xtT7kIHpb97Kuf0mce+EyzHqDy+17mTkmdNuZ3nBRixOG4OSOp71DnJiUlRfjl6txaDV8+WVzx12BeI6ayMOt+JjNu8fe4jbZaTXrzFEVhycT1dHSKKEI9SDWy8R0qj2iTntsXd4ayTsaU90Z94zrWmDaodIdEEIY95LOyL9OlKM+DgFS4yTHTNqqMmy4dVK2CM8IMrsi7vzjTUlAdErgCwjICCLiqAmeEFjEwmt1KKzqdHYRWLyDahdIoYGDZHF+k6LQOxf5CBlo4mhnyYGbNd7fhwpm0ysvK6UksFNlAxuQuNQvOXcBi+yqAh6KRtMDP4iMSB97UhQnWXFVKFDb2u9FpK2h/oJbPuztSyXFYUbmZg9DJUoIskSLy+fC4BXLxFiVisCmaykgDamOMgdV0fO8kBhzRzvYPfkOmqzbTjClBQ+QYKYPAN9lsYx5dlRrLlmA6U5ZvLG1dMc3/obFarrWHj5s/LotOv8BTbg54dzmfRSN0Ib2he7rTFudBYVIz5RimrYohTB1FCvofC0Rr+271z46AkhrgHo1FrijJFcOmQWIWodH6z/wbfuqmFncPeES/3a3zXhEu745jnfa71ZTXRhiCLI7ofgQSmIIUFMUefX0Z5JdZ22CalWUUo1V899gufn3EXMftF/Bo0etUpFRMiRqWYsyVJAxNU1w89k/p7VgPIdGv1mMvOeV/zi5vQez1Ozbzki7/1nQRAE9jaU0yM2/Yin6wYJcrAEBbYgQYIEOcHJjknjtnHKAFiWZRweFzqVBrGddIQoQzir7/6Qs969l8L6ssCduSFuVwjV/Q7se9Il9ptR/WrrYr7auph1d3+MRnXq/bxMzBrC9zuW0+RqP30lyIlFXm0JhXXlWF123vz9K8qbaxgU0Z0J/YeSE3vogpNXknj85zdRO0WyFkdSNLKRyt7NVPZuRuMQiSwKIXpvCKZKHaF1WrRWFY5QDyqPgEenRGNZYl2YkxxYo904Qz2Kl5hOwquR8arldk39VR4RnUVFeLmOuD1G9BY1okeg/3fxlA20oLOoKBzR4LdNWJX2hBPX9hFWq/MJCccDm8l/kiK8VMfwT5M7bG+q0TPzmWwqe1jYPbkOW6QbqaUia+rGcLKXRx6VdFAJiYX3FmJJcCFIMPb1NGJbhIaCcR1Uc21haFpv1KIGsSUl0+Zy4JGUVEWnyUuvX2PYOaMW0a2kFKtcsHVONTun15K8JYy4XUYcJg+FoxtojlUi1dQOkbhdRgbMi8dYr2HzWVWsOa+UZbmfIT8U6Ld2z4RLOW/A1CN8Vk58BEFgdq8x/LTzd98yt0Fi4X0FnPZ49w5FWGeYF5fWg9alpj7djugRSFsfzvbTakgIi+bXGw/s5Xq8WF28jWk9RnLPpMu4Z9JlB2wbFxrh9/q7f+ym/3ftVzTeV202bX3XPPoakx2dtrHHKd+BDWW7KDdXBwhsWrWmS+/VFT5d/xMrCjbzyPTrSQpvTU9vWyypNsvmZxEyb8cyTPpQ7p8cTBHdxxsrv+T1lV/y3Ol3MqNn54V5ggQ5mpx6I6AgQYIEOYkRBIGQLszOfXvNi5zxzt0UN+6XZqCG6t52EjcaqRh0eEKQzizijAiMbCusLzshDJWPNU/OvJnvdyxnc/kebvri77xx/sPHu0tBDsDffn2bkoZKrE47KZHK4M2p8zCjx6E/nC8r2MDtXyuRF9mroui1MJZeC2NpjnSxc3oNVb2sVPe0Ut2ri989GUSvgMotoHKK6JpE9E1qQswaNHYRlUvEFerBFu7BFu3CEe6lok8zFe2kQGX+HukXzSZI0JDmYM/EOr/iBEEUtA7/R+RJr2R0abuE3WEk7D4ykS1dYe8wM5YEF9EFIdRn2Fl/UQUz/5lNeW+LX5RYeywr2kCvhAzGZPZHLagJ1RmYnD2MRXlrAYjOC4HpEF6mw5zixKuVCavUYotwsXe42Xc9CZLindf/uzhMNYoS0BTr4Pun9vh7/bVwXv8pTM4Zxsj0/ke86uLJxN9n3+onsAF4tTLbZ1Uz4PtAH2NdswqX0csPT+cSUapHFkAWQPQoAmmPuIxj0e2Dxu31kFdbQlJ4LAOTO4/w7hnXze+1rIHN51QFTOq1pXiYmZxlUZT3sSDIkPFHJHqbGpfWgyiJPsEyskQf4P12IHZUFdI/qXuX2x8sA5N6sKFsD0adf3SzWlSRbIqlrKkGBPj5kTy/9R9v+ImY0HCuHn7mUevbyUR+bSlGTQg9glXcfczbtpRBST1IjQp6oh9rggJbkCBBgvxJ+f66f3PLl8/we9Hm1oUCoIKKgVY0ZgF3eODgp6skbzdRMKYxYPmuqr2khMcfcU+SE522A8VVLUUhgpy4/OO02yioL2VD6S6uHHo6P+xYzqTsoSSFH7h63IFYX9KaUpg3sZ60NeFE1OgJbdAy7H9K9JMkSjSkODAnOrGHK9Uu1Q4RSS2jdoqoPCLGOiWF0dB08L5oHrVEVY9m3CGK/9iWs6sARWDbOV0pGNBzfjQ9F8Tw02N5bJtdjdPgoc9PsZ2mTB4qHrWEy+DBGebFnOjEo5VI2BVKaP2h+b6Z4xysuqYUh8mDLMpMezarw7S6Q0XtEun1SwzVOVYGfp1w1IoRHC7FQ80gw7g301h6y14aU5UInbWXtBPB3ELOokjyhjYgm+DNP77G4rLx4OSrAHhhzt0M/tclAEpxBwHCK3WM+CiZFTeW+CLlUtabiG1JuU3eGuY7P/sqhG4+q8onhgxL6Y3eKnPllHMZltH3qJ2Lkw1REHloytU8s/A9ZUGLgJQ/voGaLBsT/5PhF8k25YVuVPRtJnd8PfUZdt/53T5NsXpYmr/+GB9B19Co1IzPGkz/pJwutW+3cNJ+X78+C+LYPtXf4mLhvYW+/3fMqu1y/7TNIggCLmNgoYkXl3zMRYNmdHlfB0vvxCxemHNXu+tuH38xf/lB8YHz6uQAgfHNVd/w3bZlPDLtWoam9j5qfTzRkWSJeyZcxp3jLyEl4sSp2n088UhePt80nxWFG3nujLuOd3dOOYICW5AgQYL8iXntvIcCRTYAgcMS15Bh4LeJZC2PYsF9Bb40DYCapnpKzVWnZBTbV1c+x7kfPIBaUB3vrgTphJSIOFIi4hifqRSkuHzoaYe9z7snXMrNo89j4n9uwO51suiBQoZ9mETq1tb0JVESiS42EF18dLwK1R6R5O2K91JNZmukXPEwMwiKD1jv35RByNTnMll0byG5k+opGNOIqUJLSJMSHRdWrUPv1FBcvY6y8yvxijIerURzrAuvXsKt849eFSUBwSugbRYxVelwGbyYk51IqnZSWoEtKBEpWruKhO2h9P41BoO5ayLZkjv3thY2AH77az6nP5oTEHV2uOyLQDxR8agl6rrZMVXqECWRkEY1DemweXYF4RV6RYRph7zxDZz9UC8Adk2p5VN+weV2c9+ky9lTW0xqeDwl5ipqs2wAJG4PQ9+sZuDXCeSNq6eyTzOlQ5pI3hrmu9bM8Q7WXlJOU5LT771eP+8hhiX35qeffupS9NKpxkWDZvgENo1NxG1UruumZCdbzqxk8FetfpAiIsnbTCRvM1Ewsp5dU+vQNauo7Ne5af/x5O/z/8tpvcceVGXH7OhU8loq3u6PTlTTa1ksBUPqlcrIh8nElxXfO5vJxS+P5vutc3nd7XqkHQvGdxvEI1Ov4+kF7wAw+cVuLLqvVUS0ux0U1pdx7f/+hkoQObvfZL7dtpj5N71+wvjvHW1kWebOr15ApRJ56ez7jnd3ThjUoopHpl1DoikoOB4PggJbkCBBgvzJee28h1icu5a7vnvxwA1dQBeDQOJ3Gtk2s5KaLLufuGbUhHDt6LMOtasnPe+v/R4Ajxw4Ex7k1ECv0TEotScrW0TtzedUkbgz7KgY23eGpGoV0bfOqQYZsn5vrV6pt6mZ+VQWu6bXUjTcTGOqgwbB4S+ImYE2QUcah4jaLhJRrEflFhG9Am6dF7dBwqOTcER4qIq0IsiK+XpYtQ6tVYXaIaJtEe5Er0BNpo3mOBf16XaKh5opHmombV04gz9P6DSSzqsJTE0vGmkmaUvYIUfFnYwUDW8EAbKXRQFgbDn2/EmNaCwdV66V1Yp3m4hIj0XR5I+r58utC/l221L6xHejqrkeAGe4ch9be1k5Xo2kVG717UQRcAtGNVCfYVcibNoQotbx4pn3MDpjAG63myAdc+Ooc3hz1de4jRKGejW2KEU0KhncxMBv2o+ezPwjisw/opBEiW//uTtg/YmALMt8vOEnkkwxAT5mnZEUHuMT2OJ3GKnq3TpZkK6P5csnt2Oq0qEqF2lO6lrV57BKLR59S8GUNix4IJ8pL2ay6az2K5QW1pWTFXPs/SAf++UNFuSu9r1uK67tj1eW+HLLAgAmvXYDm+/77Kj370RgbckOkqPimJQ15Hh35YSjZ3zm8e7CKUtQYAsSJEiQU4BJOcPYfN9nVDTVsLxgI06PmxeWfOTf6CDGpQazhqZYNxHlehoyWk2Dn551c0DbLeW5JJiiiQuNOtTunzQU1JUDcEGLabckS3yxaQGTcoaeEscfROGW0ef7BDZXqJd5z+ym5/wYev92bKOhvBp/0SN9bXhA5JyISO/f4nxRbQAurYfGVCeOWC/j7x1C8RX5SPaOKwkfCsnbWiMsGpLtrL6ijOJhZmozbUx8OcOvGub+DP00iXWXlvst21cVWZBgyNxE0jZFHNH+7k9NhpU9k+oY8r+kA/b1aFLRxwIypG1QzmXGmghyJynimDvswBHKljgX4dV6BFlg5tPZfPfMbjyyh82VuXx11fOc+/79AJjKdbhDvBhtGpK3hBFarWXntFosSS4Kxjf67XNmz9E8OeMm9JpTR+Q8Etwy5gLeXPU1ABqrCloENq9WZtPZlXRfFIPeom5XpK/OsfoJ4lWWeuLDTozfmnPeu4+ClmJLV484k3JzDTIyCWExnXrvXTHsdJYVbASgqreVlA1hlA62ALDHVgECNCU4D7SLAGSBAHENQFLD/AcLOtxuXcmO4yKwXThwup/ABqAW1XikA0ftmfSnRlXeuRt+4Z+L3gfgLy0p7kGCnAgEBbYgQYIEOYVINMVywcDpgJISt70yn4/X/cyygvU0u7pu/Bu/3UhovZZdU/1L3o9I7xfQdlPpbqb0GH54HT9J2F6lpJc8PO06ACqb6nh7+dd8vXkR/7vqn8eza0GOIXm1xQHLdk2rpXBkA3qzGp1FjSgLaOwiEWV6YvIMRFaEtLOnw6Nt1dDEbaEM+SLpAK1b0brUxOWrEctFIjRGAo/myBJZFsLMZ7LZdGYFBWMa+fnxXKILDMQUhBBaq0XfpMHQoMFQr0ZEJG1TOLum1rZr4i+LivH/0RbY1lxRhjPMy/oLy49LJdaaTCs1OTaMdRpESURCYtVV7afUtce6S8qZ8pIS4aDyiAz/MJk1VyhiyD5xDUBjFzE0aJBUMnsm1ePRtwqtiWExDEjqzqScoYxK7094SOgROrpTj4zIRIoaKrDGutFYBdxGRSAtGmmmaIQZQQZkAVmU6ftTHGnrwskfXU/euHrFmwtAgIK60hNGYCvYr5K5URtCXm0JiaaYDrZoZWiKv6dYRJme0oEWnxdb95g09ux3n01dZ6JkaFOH+9x3v9A2q3CFtkaZR+7VY2jUUN7PokRpykrhDrnF6aHSUtfO3o4+w9P7cN6AqXy5eYFvWWfimojAslvfOdpdOyHYWqkUfpiSc2o8XwY5eQgKbEGCBAlyCtMnIYtnTr8NgAZbEysKN7GzqpCfd/xOvaPjB1WDWYOhQUvGHxHoLCL5ExoBpYJo38RsX7sNpTs5Z8BkQnVHx2+qq+yoLKC4oZKZvUYftfcwO5oxakLQqTS+ZfFh0QzK6MmglJ5H7X2DnHjsS7EDOP3RHCxxLrbNrsaS4MKS6MKc3Bp5UTJE+Z6pnSKD/pfg59d2uIz6IAVzghPRKxBedeIXHRn4XSKJO8LYeG4ltVk2arNt/g1kpfhAwvZQRr+dzG+PtJ8y1XN+5wP4w8XZMkB3hB++B9TBYk5wsOKGYgRJYOR7SmSNJc5Fc3ybVMwDVFzUm9WYk5yY4xyEVyvXRcpWE7l762hId/i1rcsKnHg5t/8UHpt+/RE5lrY02Jq4+7sXCdHoiTaEMzytD7N6jUGj+vMPVxodio9aWwFzH5HFelwGL4IM9nCPEq05u9rv843dY6Cmu41hqX2OVZcPiCS3Hkd6ZCIA4SGhDEnt1aXtX13xOUaNDqtbuVc2JthReQRfVdonpt3AJXMf8dumZGgTogukTgIoXQbluyu6BBDAnOwkqjikNQVagORNYZQOUSLm3l3zHXeOv7hL/T7SPDrtOlweN/O2LyV5UxhlAy0khsUQrg/lwkHTefK3t/zaS8h8uXkhL6+Yy9XD5nDNiD9vldF/zL6Nm0efR2pEsEpmkBOLP/8vVpAgQYIE6RKRBhNn9BnPGX3Gc8/Eyxjyr0t96/p9G0f+uAZsUW4QYNE9Rb6He0NV609JTXMDXknypX9UNNZidliZlD30mBzDzqpCLvroIQDGZQ7i2dPvwKgN4erPnsDpcRMREsqNX/4DnUrDoOQe7KwuYtltR2a2d8YbtyLJEh9e+jffMpUo8nwHFcKC/HlpsFl8///wVC6D/5fImHfSAlK8PFqJ2m5WqnpYyR/ZwNrLy2lYbKf/z0dmwCBKIpHlRz4y7mgSnxvKzH9mI4kSjUlOmmOdOEO92E0emhKcmJOclA5qonRg+xMApz/SHa3z6BcZ6fd9HAWjGhj8eeJRf699lPeysO20aqwxLmQBxr2e6hPI6jJbxEgZpj+TxaZzK6nuYQ3ciQxj3k5l4b2FbJlTxbh3WovRTPpPN7ZOrSR3hhL5GG0Ip85mBiAtIoHixkoenHwVlwyeeUSOR5ZltlbkIQgCfROy+GDt92wsa/UT+37HMgzaEKZ2//NHqLxx3l99v11t0TaLTPpPN99ra4SL+X8pQBJlP2+ymu7K569WnRgFdtoWBegRm4bD7aLSUktGVNeiaN9b/R0eWkW60kHNZKwLp2ikcj3Gh0W3u11n4prSuX1tW9Oo88c1+DXZJ64dL5weF7d9/Swp4QlMzh7KvO1LKRuo9KnCUkuFpZYnf3uLGT1G8evuVX7b7iuK8H/L51LRVMvD06495v0/VgTFta5RZalDq9IQeYoUvzjeBAW2IEGCBAkSgFpUsfm+zxjwwkUAbD2r2r9Bm5lzW3xrBIdGVFPdXO9LAeken0H2MfIukWTJb4CyvGAjn238jTP6jMPhUVJDzDYlSsDpdfNH8TYAPlr7A5cPOx2A4oYKIkJM2N0OYoyRPqGwylKPJEsdprbcN+8l7B5lpj07JvXoHGCQk4ZrRpzJZ5t+9b3ecGEFGy6sACB1tYlhXyYDLdFYu8NI2B1G4chGJEEmb3IDRSPMjPwohbj8U8NLpz1ESSSqNISo0kCBsDLHwqrrSsEDWqvKZ8YPUDq4icxVkQHbHGlylkeTs7z9Qf6RRhIlFtxXSHOMC0GGkEYN/b+LJ7ZIuT5+uzvfZ/Sub1IT2qBl5PspzHtqd7tP+uFVevQWNY37RasB9FuQgCtCYu8IM3U2M+vv+QSVICIIHRdN6CpF9eU8vehdzug9jmndR1JnM3P5p48C8K8z7yFUY2RQUk9K6iqIDotgTOZAJmafGublveK7+S9oiUCURNgzsQ7BrRQoMTZqmfOX7nj0Er/9xd837Ize449dhzuhsqnW9//a4u3UWhuwuwKvt/ZYkb8BL/tF8qkhaUuYT2ALDwll9Z0fIMkyDfYmNpbt5uGfXvU1n/SvDDadV0lDqqPDSE7frm0CHkPHnoU3jTq3S/0+kny3bSlrirezhu18vXUherUWh8eFQGtGcIQujE2lBy5w8fnm+X9qgS1I11iWv5Hs2NSgwHaMOPYlrYIECRIkyEnD5vs+485xHadGJGz399zplZBJREiY73VObOoRGZgdCFmWmbvhF4b/+wrfMq1V+XnLjE5mSd463/LXVn5BZpQibhg1ysD9/BZPuq3ledw77yXG/edaVhdsY3HeWt92y/LWU9XYsQ9LQsts+pl9JhyhowpyMhMfFsWK2/7b7rp9KaFtkZCQ21T89BgkVtxYzM8P57JrUi0e9ZEtMHCi0JBsJ3dMHZJ4cMeXkBtGn5/ikNWKsf859/di6NwkTJU6ovYq32tbuAtrhCI6VfawUDCynsocC5ZoJ9L+g/cTnC2nV9Mc6yJuj5HTHs9h5jPZJO1Q7rNLbinyq6I4dG4SuWPrWH7DXp+4JnggpFHtG5lbI1xEFYXg1kk4DK0TJLIg8/XzO9k7QhExzu47CbWoOux7uNvrodBWxXkfPcimst08Nf8dLv3oYTKjk3nt3Id49vQ7GJbaB41GzfNz7mTh7W/y+VXPcuf4i1GLJ0ZE1uEiyzIFdWU4PC5KGqtwuAP9A7++6oXWFy2n3GOQ2HZaNVvPqmbFDYrHnohIyaAmXEYvenOrgvr07FuO6jF0FZfHze1fP+d7HWkIJzk8ju5xGV3a/tZvnsOkC/Tz2zlDEe2yDUrUkl6jw6DVkxwex+m9xxFtaE2vX3NJGZNe6UbG6o5T7hO2GknZYOL0J7v7vhsaq0h4qc6v3aTsYV3q95FEK7Z+rllRyXxy6dP0S8gmPrRV1G90WtCpgwVF/gzIsszlnzzKt9uWHLDd6yu/4M5vnmdvfblvO1k+cEEbgDP6jKd3XLdO2wU5MgQj2IIECRIkyAG5ZsSZrC/ZwYqWqohtqUu3MeDLODafp0S4RRuPnH/UgRjx0hU4PC6mdx/Jb3v+AMBQq8YdBYiQ1S2NWb3GkmSK5a5vWwctRY0Vvv/HdhvAk7Nu9lW8y4hOYlhqbyZkDcEuOZmSPqL1/TL64fK6cXs9uL0eyptqCNeHEmOMQBAE7pt0OfdNuhwAi9PGbV89y/jMQVw78qyjfzKCnJBsrsj1izbwoVaqdGpdyiOYJdqpVLBro2EYazVElOup6NvMjtk17JxRw9g30nwRS38GJCSW3FGELMKu6bWc9ngO4kHM+2YvjWTX1Fryx9XT57c40jaEk7ZBuf9sPa2K3AmKD17PBdHsmlLnP6Usg8otojerCKvWkbEmwidYnYiU97egdoqMfSewmEJjWktU0L4LzSuz9Uz/iGNZ7V898de/5NN/Xhzl/S3UZtlI2apENeSP8U+T+2bbYh6bcb1ful9HVFnqsLmcxIVF8t22pRQ3VJIcHsumsj1+lRAHfZHAxvMr6ZWgDPbGdBvgW3dlSyTxnxGL04ZBo2dd8Q52VhUQFxbFmX0n+rXJiknhyqGn88G6Hw64L49aYvPZVQhecBu8B2x7PNhakUeJufUafOP8vyIIAqouCrU3jDyHZfkbMNc0+5apmwWfP+CcuPZThn++4RWGv6RMtFkT3GyfXEXlvjRpiYCwkl4LYn0p9CM+TGb1lWW4jRJmo3910h5x6RxLXl/5JW+s/BKAEI2Ov826hS+2LOT2sRdRa2vkrz/9x9e22FwJwKWDZrI4bx3lltqA/TU5rKdMZdGTFUmWcLld/LR9OXP6jO/wnrutvACnx0mpuYY4YxT5taVsrc4nPTyezZW5XDv8LLRqjd821ZZ6XF4PKRFx7e4zyJEnKLAFCRIkSJBOefW8h3hu0Qd8suFnv+WmKh3l/ZSH4PGZg49qHyqbapn51u3IbSSLfeIagC37gxorAAEAAElEQVSmdQC5s7qIJruVfy39OGA/ogMkPfy65w/KLbV8fOnTAITpDDww+Uq/tv9a8jHD0vowptsALnjvQXLrlQiCjy7+G7IsE2OM8Gtvczl49KfX2FS+mxCNLiiwncI0WM2B4loLP/w9l6GfJJK2KYKabGtACpPghfJ+FlQukbTV4ewd2cjay8qZ/XTOUe/3MaOlWh+A2yDhCPdgMHc9GkNExKuWkNXw06O5zH5KOTd1aTZyJ9SjdoogwK5pdWisIm6jErWWus6EM9SLNdqFI9yLNaaZyj7NqFwCM/6ejd524j0ae3QSWmtgJNfu8TVI+yIfW66htVeUd75DFegsyv4aUu0+gS17RRSSSiayRM+6C8uxR3n4fvuyACGoztrI3oZKBiX3wOZ2cN77D1DeVOP/Fm4Br8b/G5C6xUT8biUyKSUivvN+/okQBIHcmmJEEbpFJzOm2wBsLgcaldqviMM9Ey9rV2AT3QLDP1Wir9ddXA6CUqzCHnXsi2x0xuCUnjwz+1aeXvBfbh97YYd+aR1x69gLSItM4JGfX/Mty/w9kj0z6glR64jQtC8W6dRa1t71EaNfvhq35GH3rNZiM+1p94vvLqLPD7FU9Gmmx8L2K69+fdULhxXB2eRopqCujIHJPShuqCTRFNNp0Y594hrAS2feR5Iphj1VRbg9bh6bcQMvL52Ld5MdW6Qba4xS2OSrLYtweAOjIgGu/exJvrjquXbXBTkxUIkqrhp2BpXW+gNOaDwx8wYkWSLaGMH57z+Aze0gMSyGMd0G0GhrRtXOth+u+4H0yETOGzD1qGeUBFE48Z4iggQJEiTICcnojP4BAlvKujBSt4bzw9O5LCvYgNvrOSoV35bmreeOb58/qG3KLC0DvrbV9CSY82gP1l1UQemQJrZW5PHj9hXY3Q5W7d1CRVMtmdEpVDfX88SMG/l6yyI+WPcDa+76kLz6Ut++L5/72AHf+7z+U3kk6HtySnNG3wnU2yz8a9nHDErMYVd1MXZva2TE3mFm0jZFkLLZxOazq5Db6CfN8UoxEY9eorpnM3G7jVT1tOIweI6rACSJEk6jlxCLpvPGnSBKImf+tQeFIxupT7WzZ0I9A+d13bB69WWlyC2nwmHyUJNhJbbIiCXWBYJSebEh3YG2SYXL5CWiRE9jioPKPlZOeyzbFy3n0UrM+/tuvFqZxlQ7lT2bqc6xEV6hY9gnSQcVVXe00JvVWGNcSEh+/dl+WmC0ijPM23rPa6+SaMuyiLIQBAlyJ9VTNKoRjVVFaI0WY42G6qxmui+OpnSYhWd+exej1sDU7sOptzXx5qqv+Gyj4i+oEzU4JTf7I3jBq5ZBBq1Nha5ZhSXeRUn/JsKLlaIM9S3FE04VrE47n67/iaFpfUiPTiREo2dD6S7iQqMCIkvumXBZwORQWJUWfbNywbt1StRaeLkee2Qz8buMhI85Nn6AXUEQBO767kUAJuccWoGK99d+7/faGqeIR20jHttDq9Zw1bAzeHv1Nwdst09033668pyw6royv/VXD5/D2G4DyYxOPtiu+yEKIumRiVQ11bOhdBcDEnPoFtPxPssaqvy3F0WijOE4PG6SQ2OxuRxUWutgv7mWjsQ1gHp7UzCK7SRgVp+xnbaJDW31F31g0pXEGiPZUpnL2f0mdSie3TX+Usy2pqC4dgwJCmxBggQJ0gGfb/qNcH0YM3qOOt5dOSEYlNIjYNnmC6vZfGFrKsjQf1/G5vs+O+LvfbDimo/9B5gifPfMbt/AHOCvP//Hb5PtVYpx9Ky3b+fZ0+5gVEZ/nvjlLb/Iuc5IjogLPswE4crhp3PlcCXtTZIlbvvyWX7fq6Ra9/1BGVRrHWrO/ksvNp1VQcGYRmXDNoJwz/mxhJjVVPWysv6icsa8G5gmeKyYf38B1mg3Y95OJT430COpI4qGNpI/pp64XCN9folFlBSRSJREkraGsflsZVBZOLqBjDURDPq688qc5f0sqBwCXr3yvWxKdBJbZCR+jzKIrMlpqaqpA2RoTHWADO4QL7VZdl8BCUeoEgEUUaJHY1dRMLYRgOZ4F3Xd8hnzViphtVpceonq7s0UjmpE7RTJWB1B4vZQP8FLEiV2T6ojY03EEREh95G2Ppwds2uo7GUlaaeSyrrh3PKOnZQPdOtpWVfd00rq+nCqejQjegVcoV6qo6zQs2V9LxuRe/VEbtVxr/QvTBojTW4l3U5jFcn6PRKXUaJgX1ppy71W7RBRu0SMtRr6fxtPZEUIYoiI5q0o5lYuZ++QRgC+3baEK4aeTtYxKoJzvEkwRXPL2AvweL2YQpRrLys6mRBNYBGPS4fMChDYzClOvn1mF2c91JPGdAcqp0Bl72YQoKqXlVD56Bf2OBT0h+gRFqr1Py9lg5RI+YcnX8PyRUsPuO15A6Z2KrDti2jdnwFJOfzztDsoNVeTHBZLRVMtSeGxB9FzhbzaEsoaq0mJiCcrJgW310NCWDShekOH28iyzOz/3um37PrPn2LzfZ9xx/iL0Ku1OD0dC2kAGkHELfsf25l9JhCm6/h9g5x81DY3kh2bSmxoJNlxBy6sVVJfyaO/vs7D064lIyqJovrywKIqQY4oQYEtSJAgQTqgwlzLV1sWBQW2fchdE4zmbvyFiwfNPGJvu6u6aL9+wNg3Ullxc0nnG7fTZXn/X762Itx+gtyDP77c5X62JSokWKkpiD+iIPLa+Q8x5793s7ehgsX3FIEHspdFElGpJ31NBDqLmt2TatE4VDhNXrovjiZjXQQAkXv1VPWysvi2Qka9m3pcItns4R4EWVAM8zvBEeph0zmVVPVsVlIFZUUkyB/XQFRhCJJaxhnq8aU4AcgqqM6xdrrv+mQ7sohPXAPYfHYVW86qQuUSfamng/+XiL5ZxcprSxE8yndf5RaIKmkdvBeMVgSipgQnm86pbOkIpGwyUTqwiYX3F/q/ecu+q3pZESTQNqvQWdXIgowt2o1XI5M7qZ7hHyQhacBUqSO0/tCNyC0xTurTFbGwLsNG0s4wbCaXr5riATnALVvlEhn6eRIAZX2aqMmx0m15JAsfLPRt15DmoNmmDOj3iWugiBO7prUp+iJDdGEIqRtMZK5uP9Vucf1WkEHfrMaCi7TIhA6rMv9ZyasrY1bP0ehaPJJ+2vk7/RKz6ZuY7ddOLao4t/9kvtqyyG+5pJbJHVuHWych7OcpZvM4KG2sPmF8lpbd+g5uyRPgB9VVcmLS2FS+x2+ZSlRx6aePMFCXxmxmd7htmbmau8ZfQpQ+nMd+e73L7/nN1S/6ItaSwmNptFv8ijYdDFqVhhCNjpRw5fPQqNSMzOh3wG0GvthaUKpnXAY9YtP5y5SrARiV0R9QRLh/nnY7ZruFZxa9H7CP/cU1gPfWzCPRFMP5A6cd0rEcTWRZ5rONvzEpewjxYdFIsuyr3n4qYHXaMeoCRfbOeG/tPEw6IzeO7rjC7RsrvmBbZT7XDD+DnJgUNKLImuJtGDT6w+lykC4QFNiCBAkSpAPunHAJd3LJ8e7GCYNRF8LU7iNYsGf1Adv9c+H7/LbrD948/+EOH66nvHYjjQ4LOpWW18//K/0Sszv0nVC3Wb5vkLxnYj2zn8zhp8dy2x1ELrv1Hca/et2BD0gGY42GrBURJG8LR2dV8d0/9vhVc4wq1COpZDxaCVeYF5dBOnB0SAtDU3t13ijIKcl31/yLZxa+y/82zQc15E1uABkMdRpmPptNr4VKtIQkSr5IL4AJ/0ln5XWlVHe38tPjufT9KY7uS49tWtiklzKQ1DKmmgM/oO+YVs3uqXXIAoSY1aRsNNHnl1iKhjWye2odtdmKYCRI+L5PyZvCKBtoIaag80iLXdNaUyN7/RpDTJ6BzedUYYt0o/IIeHQgegVSNptQe0SloEGTijFvpWEwq/3Oa012i3AkgCXBhdop0veHWDL/iKLn/Gjyxzbg1cioXQKGOi2ZqyKRRIm8CfVU9GnGHuHBGqOIUBqbioTCEMoGWFh5Qyn7E1GiJ2N1OBmrIyga2ahEpG0JQ2tXEV6uw9ioCHEVPS1K6myGHZex1cTeq1UGz/UtZu+HTMv19tv9+VijXb70ZF8EZQuGejVeXev9UOUUULlFXKFeECBlg4kQs5oeC6J9RTvaozHeTqWrkfg8I14DzOgxiufOuLPD9n9WpvcYgcVpRa9Ros0GJHUnM7r9CL7ZvcYGCGwAW8+sRpBAkARklczotP6sLN5ChaWW0965g7cveJThaX2O6nF0hfCQrke4tkd75yXaYMLqtvNb8yZuaqolPbr9SNchqb0Y0vIbXGOrp7ixim6RSby0/NN22xs0elbd+X7A8kMV1wCMWj1RxgjELopF/1jwru//03uP454JlxK9n8crKOm3s3qNYcALF3W5LxIyTy/47wkhsN3z3b9YmLvGl+mgRPZFoVFp2FNTTEJY9GFfOycL762Zh9Pt4qYx5x30thcNmk69NbAieVuW5K9nb2MFGXnJZMeksbkin3P7Tz7U7gY5CIICW5AgQYIE6TIvzrmb0sYq5vz3bpAFvLRfwWxD2S6GvXQ5M7uP4tk5ykBKlmV2VhVy8cd/9bXzSA6u+FTxM0sxxfHKufeTGd0a7r6ycDM3f/WM73V0oYHGVAfVPawsua2oQ7GrM3Ft+IdJbDqvCmucmy3n1LD1rBqSN5k4+y89aY500ZBmx9CgIbpYGew3xTpYfksxCBC720BEuR5zvJPq3u1H25z2zp1sunduME00SACCIPDXqdeysXQ3e2qLWxaCLdrNzik19FoYi0vr4ccnc5FVip9V/2/jSV8fgSXeqVzzAmw7vZq88fX0+iWG9LXhR90r7JcHc7FHeOg/L95XeW9/XHoPK68tpT7djs6qYsQHycS0qXyauTrKL8Jp1+QadsyqRfBCaI0iLllinAH7bUtVTjOVvZsx1mmY8c/WyJ+p/8r03+/MWhbcn8/kf3dD36TCHunB0KAOOE8T/pOBPdxNWJ0u4L1MNXoGfdPeIF6k9/w4es9vP1qocp2Fmmwbxlot9ek2iocpA6HGVAebUh1sPqcKuaUblb1bKyUig8ojKP5lgMYpomtSohkBX4EA0XMI95X9vChX3Nx67XVE9rJosldGsenMCgrGNuLVyUgaL6FVWkZ8nEx4ZdciIQqGKlGCfX+LZ+GtBYclXJzMGLUhGNukPvZOyOyw7YCk7h2u674wmt0tEYQri7dgUOuxeRTR9frPn+L/zrqPidlDj1CvD521xdvRabT0Tzz44izPL/kwYFl1c2uV20a7hXQ6TyW/buTZfLt1Ccvy13fY5vtrXzro/nVGiEbfJU9at9fD0H9f5rfs77Nv7XT/SabYgMIiAOG6UAal9ODWMRdw/ocP+pYfrpfckWJh7hpAeR4UBAGtWsOknGEAqETxqHj4nqic3W8yO1osSbqKLMtsryygR1w6qREJ7KoqYkPpTnZU5HHuwKkMSO7hm6z+6LKn+WLzAoal9ObOb14AAcZ2G3DQRUeCHDynzlUcJEiQIEGOCCkR8Wy4V5kJ3l6RzyWfPNxh21/2rGLnO0XcMf4i7p337wPut7SpmrPfu5/vr32JtMgEqiz1PPHLm771xhoNg75OoCnBydrLyrFFB5prd5UtZ1aTsiGMtPXhmBOd7JpWS+ngJkoHNSFKAlGFIUSU6hG9AjU5NrbPqkYWoNsqf3+oeU/vxqNr38tl9d5tnaaEBDl1+efpd3DH189T2qT4jwkO2DmzlsqezWisoi+qSFbD5nOqKBzTiD3Cv2KgI8zDxgsq2XJWNYnbQ0nZZEJnUeHWe/HqZBwmD5JKRmNXEValJaRJjVsn4dFLWKNc1GXascS4lMgoAfRNarJWRPn8yQA8kocVl+3FFukBFTiM7X/vKnMsrLq2FFmE2FwDY/6b6hcp1h49F8VS1t+COdnpEwzquzkoHthIyiYTeybVkzupHrdeEZh0VhUujRI9ZY10M//efMa9nh6QLttzUSz2cA+Foxr59a/5xOYascZYKBzVSNYq/xRGtUdsV1w7HBJ2h5GwWxGRmmNbPZOMNRo8WqklYk1P/+/iqe7ejEcv0ZTgpDnajS3KRURZCIO/TETtEll2416cJiXiL7oohI1nllM4tosFAiToNy+OrWdV+y/f97F0otOVDDaTvTKKgd8l0n1JNJIIoQ0Hn+66z+dun//auf2nHPQ+TjXaFRpa0kJ3t03PBZ+4to87v32B+Te9Rlxo++m6x4r3V3+PJEu8fsFfO2+8HzeOOpfXV34BQFiZBkty630nShNK74PwkDqr30Q2le8KWH5G7/E8Mv26Q/aJOxAGrR6D9sACtEfy+olrJq2RDy/9W5f2/9P1L/P6yi95c9VXvmU3jTqXs/tN4sL3HuT8/Af92hfUlWFx2o67F9tP179MrbWx3cnHYy28VzTVsrBmM9M809FojpxnZleJCAlldEvqb1dxeFz8tHM5OpWab7YtYUaPkdRbm1iUt44NZXu4ftQ5nN1/EqDcQy4ZPJO9DeVcMngmoTo9zU4b/9u4gOtHnkWI9sj+7gVpJSiwBQkSJEiQQ6ZPYhab7/vsgOkKexsrOhXX2nLGf+9icvZwFuUpM52TXsogsqx11j+sVsdmSxWO/cSGkDo19mj/ZfuTsN2Iyi1S2aeZgrGNNCY7mfhaBulr/5+9sw5zo1r/+Cee3c26u7bbrW7dXahSwbVo4QIX5+I/HC4Uu1zg4u5aCpRS6u5u2+26e3az8WTy+2N2k02TtbZQoPk8Dw+bmTMzJ2lmcs73vO/3DebQrBoaEkzowyzUphuozTBwfEI9IEYRjXongZhc9wHgmNcTWXtHkfjCDup6KaZIUXC74ZunANhw87tOU2sfPlpJj0jg+2ufZ+hLVwDgUENYoZr6FJNbFUiJBRwK0cTfAwn0XBVK4YgmSrNFgbjbOMR0MwnQkGiiom8zcpOUlK0h9F8bze6mAip7NoMdeqwMI2ulp+F3Q5yRLdeVIhEkjHw73uM+6Yjxr6ewf04lYYX+BNTJ2XRDKTsvq2DnpRWiab5Z6nyvZo0rYlZhkKCLtvDbvXmMfjuJsFL3qLqB38eiqVVycHY15f11AAht0r//KHqtDKcx1kRthgF9hBVNtZKR7yc6fdmS9oZ0ePzwj+L4+fHjAOjDrZS2vBcc4F8rxxDZwTNPKnrEAe36THaEX5Nr0unfePIihDbehAQ4PqKeq4edS2ZU8kmf62xiVtYYfj6y0bWhjV798ry7mZA+GL3FyITXF2G12+ixNoyk3cGsurOAqW/cdMajqG8eeyEWu5VGUzMrcrayoN+kLvlr7S3LISs6BQkSHDhQGuVMfi4BS4CdXZdWUB/aTLPZSGg3RJHvD6x1/j0hfQgvzr2TdXm7GP7ylVwz7FxuG/fH24GMfuVqt9drb3m7y/5jEomEf4w6nyZTM5+3VPUt0Vbx/YE1aK3eI+vX5e1idu+xp9bpUyQ+OIr44DPvE7i3LAeHIFBkruOHg+u4ZOh08mpLsQk2zDYrG/L2sHDYHDQn4Y/2e+KnUDEtcyR6q4n+sRkUN1Rxy7iLSAqJ4T+bPqOwvsLjmOTQOKKzw1HJlby47lNW5WxDLZexaFT3U1N9dA2fwObDhw8fPk6ZPlFpHKruXqj7gr6T+O6gp8cM4BTXAIoHN6Jukjur8n333BGvE8TOxLWsXyPIWhlJU6SJhkQThnArAXXiOaVI6fdztLOtgIAu2kLhcC2BVUpSdoR4ROM0xphYd1uLuOYApDjFtbaMfe1aUsPi+Oaqxcilsg776OPsws13UAI91oZTm2agrG8TphAxUmvWEz3YdWEFFf2avZ6j7/IYYg8HYVPaaY6yYvGzI7NIkdkkBNQrkNqkmDU2miMtmP1tyKxSFCYZap2c6JwAt2qXJn8bR6fVUDKoieMT6ikcpSW6MQQcILdK6fdrtMf1c0fXib5QDhj7vyRCi9UUDtHSkGgkZWsIoRUdT1DkFimDvo1zvp79cE9yJtWiTTARXuhHz9XhLFmc43aMzCzBqnGgMEix+gmsvbWQxF1BJO4OchP3emwIJ3FXMIXDtWhqlSQc+OOLjyhNcsa+nYxFbWPXRRVU9GlmxX159FwTTt9fOp9oblzkKubi16ggoE6JNsgkphV3JK4BOGDX5SdMuLw8O2MPaggtUVOZpacx1oRdJX62Q76I82zcTSxKG4ZgMfpIJVVw1dA5p3zOvzp7ynKw2K0MT+rbYbunZ91C35h0nl3zodt2qUTCxJYU0AClH1a7+D3ouywKSZtiRNuKDzIi+cxFUfeOSePKTx7GZLdQ0VRLz8ikDlNfW4kODCdKE4ZarsBos1CXYeTQzGpGfZiEOUB8rxPeWNStiuXz+k5kycE1jEjux1Mzb0ImlTqLbPSK+uMrKhbVl2NqqQh6bp9xPDb9xnZ9aL3hcDjYUXLYKa4B7mJsC7EHNM7fjgeXvfa7CWw2wY7VZvvTRUXZBDuCIHj4AR+uKmB0cn8mhfahd6z47x+o9uf7A2sYENuTc/uOx2q3An8ugQ0gOz5T/KP1/0Cv2BTuHn8lWnMzx2tLyIhwryyqVoj/LjeNvoAf9q9lb9nxP6y/ZyM+gc2HDx8+fJwyH172OJsK93Hb94u71H7TP9/jh4PrutQ2b2wDeWMbmP5EOhtvKO5y9EVbFtyThU0usPHaYmp66nFIIGFPEIO/9O7hIkVKcJWaAUtjvO4XpAKrbi9wRRRYgdYADy8RIgX15Qx+8TLW3vQWof6+CqM+RE4UXHdcXs7QT+IY8GMMR6bUoGqWoTTJGf5RPIUjtByYXYVdhdt3bNl9xzAH23FIxE0yq4SQIjU914W7iU27zyuncHgjEgeEFfihMMvYfWEFUruE7G9jSNkZgtogJ3tJLNlLYskdXcfhWTWUWepBAjaV4FF4Yd+5leSNaUBhkjHq7QQqejez6foSbGpRaC4YqRWLMaztuueL3Calzwp34UnVLHNGr/nVy5HaJOgjrUTmBdBvaRQr7s2jZEgTJUOaGPNGkluKq9ogp9eaM1+tUmmSM/LDRFGYv6mIvDENXRLYWqusjv5fIupmOePeSebXu3Mxh3pPTXejbdRa29dt6P9tFBlbxX+fXqs9oxNPldwJ9c7r3j7u0rPWf60tDYYmNF1M1btk0HTKmmr4ZNcyAKICQnn/ksec+xtNLuG9VVyb83BPfnziGA//8j9+u/H109jz7hMRGOr03YoP6tr3q1X4Mtpc6dWVffXsnVfJuPdTWHNDQXuHtssj51zPZYOn0zPSFT2ZFZ3aLZGuIxqNzSjlYuXQrnDue3cCkBwcyxMzburWtQrry7n4o/sx2sSo5shcP2p6GL22rc7Uk7EmjOMT67t1je6y5MAapvca9bte42RYe3wnfWPSiTmhYvGlg6ZjtVpJCYimd7TohRilCeOSgecgl8o7Te/9sxGlCSMjIpGPd/7M8qObuX7EfFReUp/9FCpig8OZmDH4DPTy7MEnsPnw4cOHj1NGIZMzIX0wq//xBpsL9zMrawyVulpmvH2r1/Y/HdrAZYNncNngGRyuzHcrfNAeyx/OO6m+zb23J0cn1nJ4hmgI7N8gZ9BXcW6TcG/snVWOIcRKQKOK6kw9gtyBPsJKWKEfUitu6Tq0HcdIYOiHcVT11lObbsAQanVOMCe8vohN/3yvy5MrH39/rh1yLu/uXAqAIHewbWEZC/4V5JaKKUVK2tYwoo9qkFmkFIxo4MgMsZKmKdyVNukAbDIHtT2NaGNLsWlgzFui4FTRuxkcoNTLqEsXJ2OaKiWmEBu7L6zA6menxwaXENZjUziZuyPZ+3wdxw2VIIEfHztGZH4AVrWdplgzVj8B/3oFmb+Fs/6WIhxSMSIt69cIEvYGsfKefAqHNnRLYGulopeOmhQ9aqMCtVbuFNiMYWIES9SRAEZ8lEBVj2Z6/xzBobni56GLNnd6b59JatMM2NQCMkvXVgpUOhk2tcCOheXMfqQncosUxwmj94TdQWJ6cHun7OBS+8+rJmF/sIeP3emieKjoFxcm13C+z3sNgEktpu5dQSKRcM/EK7lgwBSazHr6xWS4pX22FSxL+jayY2E5mioFmmol1dSzNm8XE9LP3GT6yRk3sT5vN4JDINTv1BaX8kc30BTr8pszWExdFkKkEqmbuHa60Zp0aJT+XRbYWvn8yqe7fa3Faz5yimtAu+IagMwq/d3FNYPFxBO/vcPRqgIemnb973qtVgSH0KWIv6GJfbpVOEEhVVChqyE1LP4vVaSq9Tkwpcdwvtm7kvXHd1GkrWRi+hDSI92j2T6/4hnMbcRrH6ef37fklA8fPnz4OKsIDwhhTp9xSKVSfjm6pd12efWlzr97x6R5DErn3ZN54iHdZtx/k4g6EsDPjx3n8MwaZFYJQz+OY/ozPTqcgB+aXE1J/0byJzRSmW0gb3wDuhiLM5KkPsVIbQcDWrlJSkilmiFfxTH9mQxmPtqDwHIFgRWiCvfcGs/qaD7OXgYl9/ZIFf3pkWPY5J4RSgFaJWqDnOqe3j122p7DFoRoiD5JFJ7UTXIx5fTxnkQc9ydxVxDTnk9n8vOpKEwyDsypZvWtBTTGuBumx6pcRul2tYPKrGbqU4xIBAlJ24Pp9Ws4ey6oRGqTMvSTOM59MJOslZEE1qqQCBIs/gIWZSepjF7YfX45xyc3cHB2NY0Jnv5ziXvFyfrma0uc4hpA4TAtq28tYO+5ld2+5u+Fyd9GwdAGVt2Rz775VSABu8rBoWnVnR479fk0Io/5Y/G30xwqTooic9wFeoVJSv/vo1HqPFPQlY0nDPUduCLaWv6/+vbupfd3B3OAKIxOjOj3l5qw/p40GptxOLrnB5gSFkf/2B5eP8OM8AQAdiwsB6A52krfn0SB/ufDG06xt6eGv1LNN1c9R5AygMs+e6hbx/5y/X/54vJnuHzwTOe22jTXb++sd7wv4J0JkkNjCQ8I7vZxM966xfm3Xeg8KtUuCGws2Nv5iVu+XhY/75XeTyfjXxVFta/3r/rdrwXw/vYfaDa3PwYDyK0pplRbTZA6oMsibJNJz4hXFjL//budBTZOFpP1zAhYccGRhGmCeX7dJ+wtO0alrs6jzWubvuLxFe/w3talrDm24wz08u+PL4LNhw8fPnz8LszuPYYPti9ldp+xlGqrWZ+/GwkS5vYdz32T3M19t9z6AdkvXAKATMcpL/9EHPenom8z1Vl6pFYJqVtC6PNTJEpLxz97m64upqq3F/FCAKkgQdksFb2xoN2okKnPpbn5WqkNcqa+lAHAd4uP8MPBtQxKyGJe3/En9d58/L0Yk5rNnrs+49UNX/L2tu8BsGjsLH0mh7RNIWQv8UxjHvleAqUDm/BrVJAzqY7YgxqOTK9Fapc40zNbqelpwCYX3ESqcW+6IjkCtEpmPZrB5mtKqe6pZ9WdBcjNUsa8mUREXQBHmkUPMHWjnJlP9nAepw+xsOL+PIqHiRFKQz+NI+6we/pf8o5gCkZo+enJXPwa5Ux+IRWlqWtDz4Ffx7L1ujKv+4JLVSTvDgFAU61EF+uazDTGm8EB2kQT6mbZ75L2CGKaeEOCiapezVjUAnKzFJldglUt0BxhoT7VgMWv5d+iTapmzCENQz+J47f78smZUkdlllhFNLBaxYj345Ge8PCTClI0dUpqMCCzSTg4o5rKfu7PqIJRWlfasABSOwgK8XqWIME9bd1LsYOgyt/HN8kQbEUmkTIqpS8DFCm/yzX+atgFO+9s/R6j1cINoxYQqQk95XPWG3Ue27ZeI947K3K2svgM295pjc00mHU0VOm6FXUWFxxJXHAkWTGphPkF8cpGMZ2zpf4L9YYmBjx/MREBITw761aGJPX+/d7EaeTHQ+udfzeZxQrB24sP8en2Zdwz5UoSQjy9Lls5XuvyZByXNpDDlQU8MOVqZDK506Jjzr0Z/Phsi8fW7xxKo7cYkckkIMBXVzz7+16shfP7T6HB0ESQuv2F0tigCFRypVdBuj1xW6Pyo390D47VFZEenui1TVdZdngDj/32NgCb//k+AX9QsQSJRMJlg2ewJm8nfgoVo9OyPdq8s20JcqmMZUc30jsqldFp2R4edT5ODZ/A5sOHDx8+fheiA8PZ8M93u9RWIpGw6sb/MfmNf2APhL1zqzzaBJUrmfRSqofhucQqVllsS22GgT7LIsmdWE9glZKB33n3WmtLU4TJu7jWQkCtgvA8PwpHi4ICNrz+iv7y4HFUTTJmPJ3hNlm2qlwryY8s/x/F9eX8c+zFvqgOHwDcMvYibhl7EQaLiZGvXAVA/mgtaVvCCKpyF0CUFjlp28TIstijoqh1aFYNgsLBnAd7Ut5XR87kOpqjROFp6TPiPRNS4n1iKxWkjHknieZQCzsvKac+1cja2wrFnWLgJkM/cTe8PzSjBocUFAYpgtTB7gsq2KopJbBSyfCP4gmqUTPwu1iCKlSUZjdRl2pk/T+K6L80hog8P+e9sfWKUhoSjdjlDiz+doZ+HEt5drPXKD2lXsaA76NJ3OeKFBn5QSLbriwlqFyFKchG3KFAUreF8POjuRydWkfG+nDkNvFahiALtWkG6lKN1KUYMYRZEeQO9+qirdVbHSC1S0Rvu5ZKqw4pSG1gVzoQpI72Uy8doDTKiDjuj9IoQ2mQEpHnT8xhjVPkn/bvdDbcUIQ2yYREkKCPsLLxhhI38bOVhgQTEkFMLz02qc7tOicKZxHH/antaXA/gbd+tmyT2GHUB6c2mfSGMdDKulsKUauVPDH9H2xY1TXPzb87RquZPaXHsNqtlDfWnBaBbUqPYXy17zev+/q0+EudSfrHZTj/9uYL1RWa2njNOYCIfD9nNFutXsu1Xz3O1ts+7HaK5h+N2WbloV9cvngOHPx4cB2jUgcwp/84gr14FBY3VBCsDkStUPLUb+84ty/oN4n/LhDTjSubXFG8Pz5zHLlRis3PfbHl8end83rrCmablfP7T2VoYm8yo/+Y6sCB6gACOxDXgA5tOPaWHyMzMhmFxD3iVyqR8vEVT2CxWU9ZcCppdI1h6/Rap8C2MX8vlbo6zh/w+6XLSyVS3rvokXb3L732RZbsX8v24kNMzRzuE9d+B05aYMvLy+P9998nLy+P//znP0RFRfHLL7+QlJREnz59Tmcfffjw4cPHWUCEJpTJPYaxKnc7Zo1nSpld5mDrVZ4RLdOfTueXRzz92db9U6zw2Zra2RECAivv7cA4WQoT/5tKXYLBJbC19wsqA3OonU3XFTP6nSSnkGCXi5P4tM2hVPTS8e72H9iUv4/XL7j/pFJLfPw98Veq2XLr+zyy/E1WHNvKyrvzGfxlLEk7g5F0ocKHRJCQvDvEGeH142M5WP1Fz68Jr3Q8AdI0KJnwegqFg7Xsn1vlnKCNfTcZm9pO7rg66lKN6ONtNIaKk1urv9jGjigg62IsrPxXAcnbghn8TRzpW8JI3xLGyjvyaIqzsPHGYuL3BjL00zgOnFtNef+W6JsWsWjHVRUe/QJQNkuZ+USGRzVfTb2SyS97igjZ38aw47Jyfvm/XPzrFFgC7BhDbG2EJQnqJpkogDXLUBpkSAQJEgFsagGzxo5NJSARwCEFu1xAIkiwKwX862UE1CkJqlISfVRDQL0Sc4ANQe5AqZehapY7Rb32kNukTHzNVb1w3Y2F1KYbaIg1ulVeFaQCTbFm/LRyGhLE9N3+30Wzf0GVV+HMTVzr7OvigLn3ZXpEzZ0qJo2NFffnYVc4mJI6iEDVn9cT748mp7qIrJhU1uTuQHqa1lYGxPfkq32/EVagpj7VhNQCQouOtWjUeafnIqeAVCJlwy3vYLJZkElP7rtmtduQS2TYHOJzpjbNCA7I/C2M3IkNCAoHI/6zkDm9x/LkzJtPZ/dPCwV1ZchlMma/c7vHvhfXf8rknsOZ0nO4x77lR7bwxIq3yIhM4srBM1FJXQJlfIirSIqbib8UD3ENYG7fcaf2JrwQ5h/E3ROvOO3n/T1JC4vvcP/pEJz+MeoCsuN6kRGZQHyw698pzD+Y3tEpHCg/TqWulrFpA50VPn8P3tryHXU6LXdNuhxli7idHBrHbeMv5R9fP43F1n37Bh+dc1IC27p165gxYwajR49m/fr1PPXUU0RFRbFv3z7effddvvnmm9PdTx8+AFhzfCd2QWBKz2Fnuis+fPj4HZC1eFFZAjx9Q/TRVvTR7mLZiPfivYprIBYziNsfRN+fO08RW31r51XJlj6R02mbttRkGlmyOIdR7yQQkxOIWi/nnKfT8W9QkE0Mx8fUs39uIZP+d0OH55Eh5cKB07ht3CV/+tV5H6cHf6Ufi8+9nUG7l/Pv1R+w66IKdl1Uwfx7erUrsoUX+FGXbuSXh3OZ84jLwzBjfRhHptfSf0l0l4WUlF0hxORoWPZILgAbrhXFarlERr+YDHrHphEfHIlGFYDDIZAUGkugKgCTzcQnO5exPGcLRcMbaYwzM+HVZKSC1Gn7hQBlA3SUDchxCUACLLg3i1/vOY4+yrsgLrVLneLamlsKCKhXMuSz2HbfU+K+YJqizeSPbUAXa0Fqk4hRZDka4vYFomnofiRN/vB6TEE2Yg8GuolgAOrmU0sKyfotko03FrP7ogo3wXD9P4oRZA7CCv0ozW4C4ICXCF8PvFQzPhG5RXraxTWAzdeUYFeI/+IXDzzntJ//r0yfmDTe3PItfgo5B8rz6BfX85TPOb3XKB5c9hr1qaIA2yquvXfRIwxOzDrl858OgtQa2pY4eGvLd7y26StW3PA60YFh7R7Xyr8mX8XAhF7c/ePLzhTRoZ/GcXi6GLmLAEjhx8MbaDLrObfPeK+C1ZnCJth5a8t3btsGfxbLrksrqDc0MfKVqxidks1r593rjGr/ZNcyDpYfx1+pZm95DnvLxTFIoDKAZ2f/06NowwX9p/D1/pUe156QPoQ5fU6/uPZXJdhPA4DV2vnia3fRGnUoZHIClH6Mzxjksb93jLioUtXcQGJIDHLp75tMmF9TzC/HtrIufxfLb3zNbd/2kkNsLtpPUmgM07P+fBVg/8qc1L/qfffdx5NPPsmdd95JYKArlHXSpEm8+uqrp61zPnycyI+H1jO5h09c8+Hjj2J93m4yIhKJC/59fIxOJD0iEY5tpS6tYwNbgIkvpbDpmuJ2909/pke7+9oiSAWaEjs3pA2qUNEU72m23hmbrysl+kgAI99LIKDNpD5jYxjHx9RjCO94kGdH4PM9y/l8z3JC/AKZ2mM4D027rtv98PHX45JB07l44DlOf8LvFx9lyuI0gqo9hdbxb6Sw9HExWi1/RD1pW8VJa9aqSNI3hHbqP9iWvBH17DvPU8T5+PIn6N1Jytmzc25jbPogHlz2GtpEE0ufyEGll2MMFVfKM1eFow+3UjpIFItGv5WIRBAnlGPeTuLXB70L5qZgG3VJBnRRFhqSTTQkmygd2MSA76JJ3+J9gt5nRRR9VkR53dcVdBFmjkytxaYSxOqfLVEhR6fWEVSpYsqLpy/9LiovgMgcf2oyDdSm6IkoDGD9oiLqU4xILRJKB+qcgpnjhFoGISVqtAkmd0HNm7jWJq09sFLJoK87T53vLvnDG9AmikLPiMR+DEnsjc0XJeFErVBhFwR6RaVR1FDRLU+y9pBLZay44TWeX/MxVc113DNxIX1j0v+09gM6k57XNn0FwPQ3b+GZ2bcwvVfnE/ypmSPYmfYxw19ZiN0hcGhGNYbwlu+WFAZ+Es2ey6tYl7cbs9XypxHY6vWNnP/hvzy2Fw7Tur3eVLiX7BcuYXrmKJ6Y+Q8mZQzFT65ib3kOMokUu0MgMzKZuX3GMzK1v8f5Hpp2HTeMOo9FXz9Jfp0r2v/x6Tc6RSUf3cdis3Kg4jhyqYwB8R0L4gcqjpMZlUyAsmPPtazo1Hb3We02zDbLSVWbX3N8JxJgQsYQ6vRa0iOSCCjYy4SMIR5t377gYd7e9j0NXjwcfZwaJyWwHThwgM8++8xje1RUFLW1tV6O8OHj9PDi3DvPdBd8+DirKGyoQGfU/2EC26e7lgEgN0s9zNpPZM0dha5qeCcw+fn2By8ncmRK1363TkZcA8ABVVl6ljyXw8QXkwmtdA2apv07jSPTajk+vh670vVm/LRyMtaHIbFLKBzegFljxxxkR2vU8fX+lXy9fyV77/r8TzuB8nH6kEgk7Lv7C+744QVW5+5g5T35xO0PZMiXccgt7tFHU15IZflDeew9r4rQEj8OzaihOlNPwp5A5GYZDclGdOEWJA6Q2aQM/TSOqNwAJEiw+NlYfVuBa8IKJIfEMCNwAHOmziRME9xlIWBW1hgeXCaulgtKMMptBJWJArUu2sKIjxOo6tWM1V8goFaJxAHLHsrFFHSCEGMBFDjFoi3XlHpEtxaM1LYrsHWGIBXYs6ASs8ZO5upwwotd92ZjlInVdxaIYpYDlAYZ4Xl+9FgfztaFpeiiT/J50AHJO4OpyTTQkGDkwKxqGlJMBFQr0EdaCS5TMf61FCqydPg3Kggv9qcpyszKu/KxBNjp/Usktal6qnsZ2o9caxn1hxaqGf9a8ulPDfW3iVVSAYVEzkPnXOt7RnlhXr/xfLV3JTV6LRvy93BOr5GnfM7owHAWn3v7qXfuD6Ctf5aAwL0/vcK9P73i3kblz8Z/vuf1eLtDHBu0fVYB7LnEtSiwtfggK49tP+MZLzbBxrQ3vKesDv4qDk2Dkp8fPoY5yPVcW56zGZ1Zz6bCfQCopHLSQxO4aewFTOwxtMPrRWpC+f7qF9AadMx7705SwuJ84topIpFI2FZ0kKKG8k4FtjGp2af8zLvx66ewWm18dMUT3T5Wo/RnU4ug5qdQs3DYHK4dOc+9UnkLgxJ78b/E+0+prz68c1ICW0hICBUVFaSmuk9g9uzZQ3x8x3nNPnycbnRmAyqZwmfS6MPH78CVQ2b9odcbnTqAX45u7lRcc+JlHNNzdTjBVR0LAcXZWnZeVtGlNCoPHCCxgX+dHH1M55EZqiYp5iABJFA0tInQH12TeCnSTqNsMja7xIPqND0b/yFG7WW/cAlLr3mJ5LDTH4Xi48/HS3PvYuHnj7C3LIfy/jrWRBUw+eU0pHbXF7g1LQ9gze2Fzr8bhliJDwqlf0gqGwr2iG1VdjYtKkFtUmBSW5FbpdgUrvvu40sfJysylWXLlhEdGIZC0fXfWIlEwsvz7ub2Jc8DYvpq0q5gDswRPde2XVKKukmO1d/CigfaRKw5IPubGPbNrxSFrROyONuKa8nbgika3khTzMkJXTa5wK8P5Dn9Hit7NxN7UMPIj0TD/y3XlOKQwtjXkgisVaFullOepWPf/EqQQvzuoI5Of1LUJ4mRXwfOrQEg6kgAuhgzSCB1ayhSARIPuPwag6pV+GnlGMKsSAUJIz5KxBhspSZNz94LXWKDWivD6i9gVzqQm6WMfD/xd0kN3XRDMY6WghGPTF9EYkjMab/G34H95cfJikpFo/JnXJpnGtnZwEXZ0/hy74p29+vMBv714394bs5tHvsiFIHUWj2jbqR2CcomGWaNDYcCPt+9vNsC2/6KXDLCE085qhDgg+0/8tL6T903OkCpk6IwydhyVQl2tQObynO8s734kPPvEL8gPr/q6W6lE4b4B/L6+fcTGeBeRONQRR6xQRGEddP3VWgRNb0JNX93FDI5s/uM7TQqDTgtCwoZkck0mU4uqmxoUm+GJvXGJthPy3fYx8lxUgLbxRdfzL333svXX3+NRCJBEAQ2bdrE3XffzZVXXnm6++jDR7s4HA7q9Fr0FiN9YtLPdHd8+PBxitw46nx+Obr5pI+POaSh7y/exaqqHs1U9mqmKcZMTasR+MmMhSRi1dKuiGsA5uCWwbMDev8a0XHjNlT01FGT0Uz/ZS4BLSo/gNkP9+CnJ0RvrHPfu4NFI+Zz85iLut5/H39ZPrzkMXYUH+KZle+TRykrHygg8pAfEfn+HJtYR2OcS2y6augcLs6eRlRgGDKpzONclU21HK0pYt3xXXx3YDU2hcAr8+9hbNpA5yTqVDxqJqQPdnol1aUbxbTvlvutbFD7k4e951cCoNBLsQZ4F9r96xQk7hEFNokdjkyuIWlXMH5N4rB260IxPWrE+/FehSRjoJV1Nxdi1tjotTKcpB0hbLq+mIp+zay9uRD/BgWGcCtROQFEForRNgenV3Nsch04IHFnEEO/PP0LyoZQ8fNWN8oY9mk8EYUBbL6sGGOIjb3nV5IzuZYZT7unvpuCxefQwdnVHJxdjbpexvCP4tFUKGiOFc83+Ks4onN/3yiWQ9Oqnd+/iT7Ppw4ZnNALuVROo7mZooZyenWQLvZ35f7JV/PNvpXOaDRv/JqzhV9ztrDv7i/ctl+dMJnFBUs82gtKByaleD/IDRJ2lh7GbLN0uXJpla6OHYWHqGluOCU7mm/2reSJNtU+3ZCAJVDAEtT+++4Tk86hyjx6RaZw98TLGZLY56SEm94xrhR2h8PBv378D1qjjtvGXdJtga28sYa44EisdhsK2e/rG/ZnJCn0j1ssuH/yVad8jn98/QxTeg7hooHTT71DPrrNSd0hTz/9NDfffDOJiYnY7XZ69+6N3W7n0ksv5aGHHjrdffTho10kEglyqczD6NOHDx9/DhwOBzbB3uUB2dz3Tj4NvD0vpqMTazlyTo2Hb1FUTgB9fol0i/Rx0tXItg7aZawN5fiEBudriSDx8MESpAJbryij73dRbL2hhNStofTYGA6IETRIcRPYAJQmOZMXp7L2n4XY1Q7e2vo9Gwv28fkVT3ehwz7+6gxN6sN31zzP0epCPtu9nB+D1lEwUkuIMpCrs8/hvP6TuhQ5FBMUQUxQBBPSB3P3xCvwV6hPazqfRCLhf+c9wI3ftnwvu3o/OaD3sgjqU41U9tF7NBnyaSxJe0OwycUJqkMOR6bXcmR6S6p3i9k5wJLnctDUKEnZGkJQpZK8sQ3EHNFw4NxqBLkDuUlC75bo0anPpfHjU7nUpxipTxErFCbvcE1CtfFidJnULsEcaKdwiJagShXFg7UUjGwk7qCG4Z8knMxHBUBjjImqrGbkZinTn8pAF21h2QO5mEJdQr4x1Eb+8HrStrmec46W96psliG1gCnMzrrbipG12lg6ILyg+14+3eH4qHpyptQBoJYq/3JVBf9IrHYbeosRrUHPrzmbuXb4vLNSYJNIJHx/zQuc++4dnbY1Wy2oFC6RLFDuJZLIATKrBEHmwCEFh0SMpGwwNLlX2OwAlUxJSWMVa/J3MjolG7Wi+4VQAF5Y+4nHNokdhn0czzYvldBP5KVz7+TnIxu5Zvjck7q+N4obKllxbCsAGRFJ3T4+UhPKwYo8kkJjCPEL7PwAH2eU5LBYKhrrznQ3zlpOSmBTKpW8/fbbPPzwwxw8eJDm5mYGDhxIjx5dM5T24eN0khAS7fx7wPMXEx0YzoobXuvgCB8+fPxRbC8+yIC4nr/7iue415KIKAxw23Z0Ug1HptU5U5ZUTTKyv49h7/xK0jeF0mt1JM1BnRc36JB2RINzH8xEbpESdyiQ9TeLKZ2t/WjLin/lYwizUtmjGZRgU7hS4DQ1CgS5d5O54Go1cx/uxXeLjwBwuCqfVce2MflPYurs4/enV1QKj0+/kfsmXUVOTRGZkcknnRLSldSXk2Fkan9W3vg/lhxcS6Oxmd4xqUiQMC1zJDKpqAyVaquY//7dWOxWpzB2ePYJvoh2seJlyrYQkvaGACC3SRn/32R2XFqOQ+LAHGhHUDhQmKRkrA/DphKoytTTHG3h4LnV4nla/BBbkVpd0W1SpJzzVDrNUWb86xXYlQ4Ca13FJLK/i2HXReXow61U99RTneku/pX3E6Py9CEWFCYpSpOcxhgTgdVKpIIUAYGqXnqijwZ4RNVZ1DZW31GAQwoj30hAipQDs6pd4lobId/m53omlAxodG73a1Qw8JsY1t5aKH5kfuJxQfUq5LbfL62ropeO/fOqnP34z3n3uI3LfLizs+QwwX6BrMrdQUJwFNkJp15F9K9KcmgsP1zzYqcLa8P+cyVLr32Z5I6iiCSAFPr9EM3+BVXYWx6FXRXXAPLry/j+4BoA7l/2X16ae1eXj23lvxu+wGA1eWzv80sU/g1imr1aK8MU6u4lGaj0Z1rmCO6bfDVKueK0iWtLD64lJSyeLS1+bgFK9UkJhyq5kl5RKTRbOi9A5ePM89DUa890F85qTmnGk5SURFJS91VwHz5+L/wVaqp0PsXeh48/C3HBkRisZtQKz6qH3lh701tMeH1Rt64x5JM4p7imCzez9tZCrP5idItEEIW1nqvD6bFJjAyLP+jyTioZ2uj9pN3xZmvTVqWTMetx14QppNQlXARVeH4GEfn+lAQ04mgZ75b31pG1RoyomfZCRqeXVmvlmELESfi/V3/oE9jOQvyVagbGZ57pbrRLpCaU60fM97rPaDUz6x3RYylQ5Y/ObHDuS94WTN+fIln22HGCKlVMftmzYmd4sT/T/93+fdJvmWiinjOljoYEEwl7A0XvxRbsSvc0LbVBjrrQ+9BY06Bk/BspABiCLNSmiRVNBbmDhgQTtRkGVt6ZT1OMGZlVyqh3E9hwYzEKk5TE3UE0JJpoSDIRtz+QER+7R7q1FqtQNsucKamDvolh+cMnVFR1QG2Knp6Iz7LadNfnJbdLCCv1Y/b/9WDPgkrKskXBT6qH5lALmoaTi8bpiKJBWnZdXOF8/j03+zZGJPc77df5O+EvU5KvK2NSj2HUNNfTYNARHRh+prt1xkgJi2Pzre9z+UcPka9tP7rr3HdvJzUsli8v/zcAH1z0KFd9+ahbG7vMgdwiRVOpoDlGTI+22KxePZrtgsBjK97i1rEXExEQArhXdjRau+/t+PbW73ln2xJkegl2f4fbGMJPK2f3BeKz50RxDWByxjD+75zujX06o7yxhoeXvwHAr9e/ytd7V7Fw6OyTPp9SriDM53f9t8QuCKw8tp2pmcPOSp+9002XBbY77+x62s6LL754Up3x4eNU2XLbB2e6Cz58+GhDV02uW9NmuiuuAey8vJyQchVBNWp+uy/fuT2wUsmQL+IILWs/Oqeyd7PnxpYiBo4uzkf7LYkidXsoS5/JcTNhb4wxsequAufrMW94LkgN+SqOQV/FsOTZHADnqnt7rL2pkJBSNdlLxc910n9SWfaI6MfWYGjqWod9+PiT8O2+lc6/n555My+u+5SC+nIyfwt3Fv5Q6mWYArvmd+gNKVKyVkZikwssfSbHfacETBob6uburTf7NylJ2ut6QBiCLKy6p4CmGDNSmwS7UmDHJeUgAaufQP5orbNteX8dP//fMbJWRJC2tSXVUwCHBDTVSrZdVoogdzD4y1imPZOOxd/OupsLccjF/talixEkJn8bBSNd561LMlKbrGffvCoa48XCCIpmKdokMyvuzyMiz5/BX8YSoD09Qlt1ut5NXHtyxk2npRrm353ooAjy68sZmz6Q/LrO0wXPBgKUfnx77WJ+ObyJB37xkoFiB2RQUF/B8FcWckvSTGbGpPPuRY9w7ZePudpJIGlXEAXDGwBRYPPm8fbfjV+wZP9aag1adhYfZtkisYKp2WbhgcnXoLcYuSh7GkUNFSSHdlxEyOFwsL3kEDd98zQ2QbyWXe3wWKDbP6+KxJ3BNCZ4F+5uGH1eh9c5GaI0rlTysIBgVvyj+9k9eosRP4XKJ7r8jTFYTNzw1ZPYHAIR/sEMTso60136y9PlEcWePXvcXu/evRubzUZmprhqeuzYMWQyGYMHDz69PfThw4cPH397fjy0nsdWvHXSx6/8VwHBpa4IMalVwtQXPAuf2OQCx8fVoU0wM+yTOBpaqvbhAJlFil0lVvvsqrgGUJthQNZSyTFpp+jZtOSZIwgn/ML++uBx5j7Yy+N4KVKwAXKcKasHzqnCr15GZImG4EqX6lafaqQ+2egU2NTNckKK1GiTTViFkxchfPg4E1w08Bw25O0mMzqFcemDGZs2iOwXLqEp1jUJdUhAKpyaN5yzavAJ2JUOjo+pp+9yV2GUI1NqCC1RE5PTdZ8h/yYlcx4Wx8PNoRY2/qMYQ4gVdZOc2EMaNyEMwBxoZ+95VegiLQz4MYbKTL1ofh5gpz5NFNB+6puLqlnGjMcyGLAkmr3nVYlVVr8S0y+NwZ4FKNbfXAwSCD+uJrwogJTNwTRHWth7URW1GQYOnFvNiI9O3ieuldoUPZsWFTtFhNvHXeoratBFwgKCOVSVz5aCfURowpg/YOKZ7tIZwybYGfziZQDcMe4yFg6dzWMr3sJsP+G7LcMpsjmA/xYv4zzzPIYkugsB6iY5SKHPr1FsvFG0Zvhu3ypWHNvGopELGJ06AIB3ti5xHqNRuRbgVh7bRkZ4AoOTevPsqg/59cgmVt70BlKpu7ikNeq4/6f/srlov9f3pTTIEBQt1UFb7pGJL6WwoaVPAIFlCnTxrvcZ241U1q5Qqq3i630rmZQxlF5RKV6j+EBc3BQcQruFICQnVQnKx18JtVzJ/srjBCj96B/vs/s6HXRZYFuzZo3z7xdffJHAwEA+/PBDQkPF8r8NDQ1cffXVjB079vT30ocPHz58/G259svH2Vly+JTP03ZlWFA4+O65I8y7L5OlTx5DkDs8fE9ao8YAkEBwhYoJr6VQl2igLt1I0vZgSrK1lPXVUd/D01OllYq+zVRkipFwRcMacdgFhNaCCg6IO6ChvH8zdqV3PzWAPssiOTSvBvzhx4ePYtU4WvyoahjxXgJxRwI5NraOoDIlw09IL0vaHYw2WezfF3tWcF7fs3fC5uOvhUIm582LHna+LtaKFUSTdnWvwl1n7Lmg0mPbiHfi2XZ1GbkT6qlLMWAMsWEKtom+hw5Y8K8sbEoBY5CVgHoFUqFrERyaBiXTn85AQECKlMYoE3XJRmKOaDBrbFT2bkbdJMcUbCNvbAMKo5Sj54jWFs1hosAeketPQ5IRs8bOrw/mMeOpHhQPbqI+1YhN7eDArCpKB+tQ6KRYA9tE6LTMhWUmGcWDtRybJFY99dPKwQE16XpyR9c50+VPBl2Emc3XljqLK/xr0kIuGzTjpM93tmGxW+kVlcLOkiM0WwxEBoSe6S6dMQxt/LxeWv8p24sPsvW2D5n//l0U1ruiI3Eg/h62KWAy74O7+PG6l0gLj3dGAqZuDUEqSInKc/mxPrf2IyRI2Fl8iH6xGQSp3b1aR6b0d/49qccw/FrsLBJDopBIpTy18l0enna92zHvb//Rq7jW7/tIZFYZhcO19FwXTs6EGhqTLAz/MJ7KrGb0kS5Bra24BnDBh//i08uecivmcCpUNzews+Aw2UmZ3DDKMzrObLOQV1vKJZ88QLhfMMtveNWrCCeRSHzRa39zpFIpW279ALVC6fu3Pk2clAfbCy+8wIoVK5ziGkBoaChPPvkk06ZN4667um8K6cPH74XZZmHee3fx4SWPERXoWWHQhw8fZw6Hw3Fq4poDxv83mXW3Fnnuk7iLaN58TwDOeSqd1bcXUJ9iJH94A2nbQgkvEavuHZhf03kfJECbMXHxSNH7qDUqrby/lzRUxEiXxjgTsYc09NgUxqG5NWJKWaCD0ONqGlpEvZgccUJQm9SMLsKCgCjUCQgIckjaHcT++VUAPLPqPXKqCsjmjysp78PH6eJ4bQkAAfVtbiipA+wnH0VxeGo1Dqm7uB1UoSIuJ4hhn8De8yqpSzO6p3RJcBYQaUWhlzL+tWSCarpWSKK1kEFwtZopL3n6xzVFmlh5T4FTXBMvIv4vfXMo0e8lsu6WQhrjzWy/pIyWoojsubASvwY5Ro2NCS8ns/a2Ik6omUB1b71rmwSMYTYUzVKsGoEDc6tJ3xTqUWihK+xZUOEWjffItEUs6D+p2+c5m9Go/MmvL0MQbJQ21TiLfZyNBKk13DLmIl7d+CUAByuPM/DFS8Wdbe5HiQUxeq3NrFVr0jH21esACPULosHYxJFptTTGmhn0dSzz7smkeEgjuy+qZGBcJiOS+2MTxDHAvru/AMTxR9vKyWH+Ln/WC7KnOtMj/++X17l/yrVO8e2DHUvd3odCL6XXygh6bA5ny8IStMkmtl9ZRstPNf51CjG6rgNya0u4+OP7WTzndjIiE7v2AXZAz4hkQvw1KGWeopnNbue89++hpFEcN9QZGzHZLF4FNr8u+uf6+GujlCsorKvgt2NbvQqyPrrHSQlsTU1N1NR4TjpqamrQ6XSn3CkfPk4nw16+EoCpb97E3rs+d/sx9eHDx5nliz2/in90p6gAbdIrHLD9ijJn+giAzCLBTyvHqhaQWaUIMgFTiEtciz4YwPDPE9CFm1HpZfg3KRn6aRybry+lrF8TadtCMQRbWP5QnveLn4C0EYQg9/4r9FJmPdqD5Q/mOYsQyI1SNl5TRHOYlX4/R7LtmnLXOWwS1/ESaOhhoufqcPr+4kpdM4bacChh3S2FROVrqOzdjCBzEH3UfUX+u4NrCI2f3OXP0oePP5Jms4HbljzPG+c/4FFd+EiV6FnYavoPoNYqaIo1UzRIS/LukG5fL29cA4JcLAgSke/PkC9jndFo8QeD8K9TsPPScnQxHVcUtgYIrPxXAYM/jSF576lHHWlqlCj1UiwaT48oVbMMuU2ctG9bWEbpoCZi92tQNckwB9kxhtiIOuzP2juKiDzqT00vg/sJpHg8U60BAopGsAaDIAepl4zyw1OraYq1eE0jXX9DEbUZ4nViNOG8NO8uesd4Coc+OufcPuNYvOpDao1NbCncz7Sz2Lvu+hHzuWroHL7cvQK73c6LGz8FYFbvMRypLCC/vgxHJxpPg1H0H53Texw/sp66dAO9f44kZXsIuy+qZHf5UeJDIt0ENKDD+YBCJuecXqOY8+7tAPxwaD0gprK2ZfqT6fg3uhYEev0WQUWflkU1CeCA0AoxDXXBPVkICCxZfIIXZAs9IpOoMzSSwakJbNuLDvCvH1/BKtiY2WeMx/6fDq93imsAc/uM94js83F2ceVn/0dhXRlDk/pQrWsgKvDsjaw9HZzUssn8+fO5+uqr+e677ygtLaW0tJRvv/2Wa6+9lgULFpzuPvrwcUo8OeMm599mm6dniQ8fPs4MZpuFf6/+QHzRHd3bAbq4lntZKgpPyCC4WMmCe7KY+2Avpi3OYNYTPen7c5SbuIYDqvrqWfpUDmvuKOS3e/MpGqQlJjcQpUHm9D/qTFxL3h7sXJ0+UVwDcTJb0UvH9GdcPnA2P4HqLAOGaKubuBZcpkJTIw7QpWZQGMSf5ojj4qBcQKAuyYBZI74Pm8ZBeT8dqmYZQZUqqrL0Hv17t2xVx5+hDx9niNH/vYadJYf5vFVcb0FvMfL21u8BCKhzRVJMeC0FqV3C3vMrEfAUo9pj1e357LywHEHqQCLA9KfSGfZ5vFNca4o08eMTOay5s7BdcU1iFyNck3a4Jua7LqukId7otX13OHxOrVdxDQfOqsjxB4Po+5Moslf0b8Ymb2kvgeo+othlCrZ5HN9WXFM3yJzHWFsyb5f9Xy4WtafCljO5jvJ+OppD3T+PgmENTnHt+Tm3s/yGV33i2inQKzqV0WkD6RWVyqiUAWe6O2cchUzO5UNncuXw2c6iAuf2Gc8XVz7j2dYoRS3x7if242FRBJMHK9lzQSXfLz7q3Pfkb+90u1+t4lpbXlr/qeuFAFa1QGO0if2zK1l5Rz654+sJLVQ577/ULSFux5f3axPRboGBX0Q7X/6as8VrRVmr3cbbW79ne9FB6vTaDvvcYGji+q+fosGko9liZIqXyuJPrXzP7fUPh9ZxuDLfo52Ps4fk0Bj0VhNF9eU+ce00cFIRbG+88QZ33303l156KVarOMmRy+Vce+21LF68+LR20IePU2VOn3HM6TPOIxTchw8fZ44N+Xu45btnu3XMzEd6sOzRXLeJY9u0z8YkCxuvKybuQCDKZik50+pojDuhYtcJaWB2pYO951eSvDsETbWS+lQjJv+OiwUM/zCe+INBhBSr2XdeVbvtCsY0En802M03xnlpK4x8P4GYXJeR+vf/PoqgcjhFhC3XliKzS7EpBOdKuKpZRtzBQDLWhRFYJy7rH5pWTc7UOs5mzDZLuybNPv5cPDf7Nh5e/j8uzp7mtv3qzx91/n1wRjX9lokTT7lFSuLuIIqGNWLRCKibO18bboo00RhvFqtptlDdQ++830oGNIpVPmXtnQEURhn9l0QRoFUy5Kt4eqwNZ9U9YoTdmtsL8a+RM+359C57s52I0uT94ilb3f3neq4Lp2RgI43xZuz+nj6OulhRDJOaIfu7aHZfXAUSSNipoXRIM2Gl/vR9I4qN1xdhiBCfbTY/gZ0XVzDqA/dIGYVRhkVjZ+95lYx5JwkHDvacV0nhCC2jUwbwzKx/EuynOan368Oda0bMPdNd+NNhtJopahCLkdzw9VO8f/Ej3DtxIc+u+dDZJu5wIJrxQRxqLmn3PHqrEYVU7lb4Z0vRAf6z/jNuG3ep12MOVuSxPm8PN45egFQiZXXuDvcG3qLspbDq7gK3TU0tYw65SUpwmYqsXyPd9u++oE2xFSXsudh9DDH3vTv44JLHGBgvFk1ZeWwbT618l/o2VcIDVQFEBoQwI2sUY1KzMdttZMf1RGfWu1ViV0hlSKVSqnT1hPhpUMmVOBwOLCcWkQB0Zs+FOh9nD0nBoq1IbWPDGe7J34OTEtj8/f15/fXXWbx4MXl54ip/eno6AQF/jvDS1157jcWLF1NZWcmAAQP473//y7Bhw850t/7UbCs+SN+YdAKUfp03/oviE9d8+BCx2m3UNDcQFxzZeePTjNlmYe67d1Khq+3WcZoqJU1RJrcBrjdPtepMPdWZ+k5TToNLVeLkWwKBFSpyx9RRnypGpey4sLTDvuy6qIKiIY1U9vHurdZKSIno1bTg3iz2zq0gf4wWBOj/QzQZmz39IFXNMrdoFIcMVA0ywmr9CClTk7I9BE29p4hUmu0aeGMFFKCRds0n6u9Ak0nPxzt/Zmz6QPrH+ipg/dmZljmCqZnDPcyU26Zv1WS4pzxW9dIjs0pQdkFcA9h8nefk2xQkPi8sahs7LndFkMrN4jltKlc02YDvoknf4n6PBlermfhSCmvuKATAEGljybM5RB32J3NNBJGF3RsD1yUbPLapdDKyl3j6J05+OY1N1xR7jVYFkFogfUMYKbvDyB+tRZtoJuZIIKVDminvpyPqmD99lkWx85JyHApQ6mUk7HWJ+8XZWvaeV+X8DKoz9ay/oQilQUZ5fx3XDJvLrWMv9o2jThN5taX8lrONC7OnEBZwegt6/JXxV6p58dw7uXPpiwA88sub/Hj9y6zJ28n24kMAFA1uJMBg6vQ33ltV7Y93LOPigdOJPsGPWWvU8fnuXzhWXczcfuOID47iudboesQFMYf3oDmvTHw5BZlFQlCNmuYwC8vuyMUcZCOoXIXNr/Mo3M92/8LA+Ex2FB3irqUveezXmfXozHpe2/Q1r236ut3zfHXlsyhkcqp0dTgcAjFBEfyas9WjnZ9MRZ8Yz6rrPs4e0iJEWwCd0H5BLx9d56QEtlYCAgLo379/5w3/QL788kvuvPNO3njjDYYPH87LL7/MOeecQ05ODlFRUZ2f4CwlKyqVZrPhby2w+fDhQ+TXnC0U1ZQTogkkKzqV3tHpqE9T5arOqGqq77a4BtAcbWHjze2sWAsQdzCQ8v5tPEC9DbwFGPVOApsXlSKzSp1tpHYJZS3HZi2PoCat45Vcm1roVFwDCKh3jcizf4gl+4fYDttH5PlTOqhFLHOIg/TQ8o6fyQKCW2WyVpN0q8PG8doSsmL//mlcgSp/Bif2Ij7I9xv/Z2Zb8UGOVRdx+eCZXiuVFTa4IjsyV7nSpIyBVkyBNoIqVV0y5s+ZUIshTJxcK/UyLAEtQnzL/V7Zy3XvthXSKnvo2HVxBeYgO/sWVBFW6Of0TmoltNyPBfdksfXyUsoHiM+M6t4GqnsXE1qoZuJrqZ32r6xPE0en1LpVPQYx4mXqv9PcIuKaIyyU9GvkyMxaQopUTPt3OvvmVuLAQXUvg/M9CTLInVJPdS89jQlmkrcFkzem3hk9u/eESNux/0siuMolwu++UKyyKhFEYR9wpoQ+O/tWpvca1en78tF11uXtIlDp7/RfO9GL8GxmTFo252SO5NecLRQ3it/L0SnZToENQC+YSdkRQuEwbbfO7ZDgIa4BNJuNXD38XArqyokLEhce21rKOOQQccyPrFWRROYHUNlDR2WWntpUPU0Jnunlm68pwRxkR6WTYQ5sE2V/wj3fFgkwID4THA5uHn0hRquZ675+olvvry2PTrvBKZpkRCQ6x3iCw1PgM9rNHK8tITs+E6vdRpNJT7hP+D2rGJyQxeWDZzK/70Ru+OopZBIZr19w35nu1l+Wk3qiT5w4scNVrNWrV590h06VF198keuvv56rr74aENNZf/75Z9577z3uu8/9i2I2mzGbXQ+7piZxYmO1Wp2pr2cLEgfU6bQoJXI0Kv8z3Z2/DK3fk7Pt++Lj9PNHfJeeWf0+3x5YzaNTr+dA5XH8ZCoGxvZiS8E+xqRm/27XbUtQd54vDhjyXRw7zyt32+YtTaM6o33BS2KDwBolumgLm68Xo9N0MWZxMimF+lQjgdVKJAJkbY4kMSeYFT27VuCgI6p760k/6Omn0h69N0RS2acZtU5OzDEN4Q0B0MmaR94I7+H8ZoeNSz97kI8vfpzMqJRu9PqvyeC4LMD3LD7dnK7nkk2ws+irJwEYnTyAxJBojzbVunrn39suL2PAr3bSt4Wy54JKkIAp0MrOy8oZ8l1ch0LboZliES6JHc59thf5g+sxhFhJORKC1E9K8XBXxGdtpgFtqonwQn9URhmzXuzJDw8cxa50sObOQvr+GkWvTZ6RvlVZ4vPGv0GB1C6hOcJCQ4qJ45Pq6bklot2+WdQ2ti0sE1+0iF+tk/CMbWGoZUrwg+L+WrafX+Z2rDbZzIr78lA3yUnZGUJ1VpsIuBZRrHUCXzS8UdzggEFLYtk/owqbUnA+OwMNaqR+4mfYHGJBUDhI3R5KUI2KfTMrne0em3oDk9OHnvK/v2+s5M664zvJikolLXwQgs2OVfBM/T1bkSLhsamLKKwrZ0G/CZz79h34yzyrHBQO0xJ7SOMqKNAFBsb19PodrNXVI5VIGZrQG5vNhtVuY2LGEL490DKflUBthpHwLwKQ+kmJKw0mrjSYXbPKPAQ2pU6KOcgODrD6C8jNUlJ3hKBpULF3RoVbJdS273n7bR+5bVv0zZPOvyWAUqbAYrfhaDF/DfMPcksbbUtMYBizs8Y436tCIsNus2PHTlxAOKHqQBpM7kUJ7/v5v4xNGUh8UCTLc7YwMrkfvx7bwl3jL2dc2qAOP9e/Kr7nkotgVQDXDJnDw7/8jz1lR0kJi/N9Ll7o6mcicTgc3X6q33HHHR4X27t3LwcPHmThwoX85z//6e4pTwsWiwV/f3+++eYb5s2b59y+cOFCtFotP/zwg1v7Rx99lMcee8zjPJ999hn+/mefyNRsM+EvUyH9i6YAGOxmpEjEAaoPHz7cEBwOHj3+hdu2TP945kQNIVDu94ek/tgdAl9XbOKwvuMUzFYe73GJ8+9l1bvQyNQ02gzsaDru0VYpkWNxdOydBuJAVsD9Z08tVYLDgckh/nD28o/nqKHM2+HdYkJYHyaF/75R3i8VLKXB1rl3Sj9NErOihnidqPjw8UfwfukqktVRTAzv6/V583+5nzv/liHl0rixGOxmvq1yT2k6J2Igo0N7OV8LgoANAaVUnLnuayrg26qtSJFwb+oC/Np485nsFp7O/7bLfQ6W+3NXqqdXVmtfe2sSuTh2DB+VreG4oZJ4ZRg3JJ/T7vm+qdzMfl0RAzTJHNaXIjgEZMiwYOO+1AX4y1XkGSr5sGxNl/vYEWNDs5gakQ1Avr6SD8rXkBWQwCVxY51tDuqK+KpyM5PC+pGgDuej8rUATA0fwNiw3qelHz7cabIaKDRUESQPICXAF3nrjQ31h1lbdwBriydpH02iV9+186JHskWbQ7m53mOfNy6KGUOfQHfvwWpzI6WmOvoEJqKSKrAKNoyChecL3OeNCaowFiW53991liYO6kpYVb/fuc1fquTGpOmEKMS08dZ7rD2S1RFcmzjVbVvb5+FjGWJ6ttFuoc7SxFulvwFwfvRI+gel0GjVU2nWEq8KQ6Nof1XOItj4T+GP6OyuNMBHMi4iV19Bnr6CbU25+KHEiLto2E+TzAWxo2iwNlNmqkclVZDuH/OXnS/68I7D4eDbyi0okTMprK8v4MYLBoOBSy+9lMbGRoKCgtptd1ICW3s8+uijNDc38/zzz5+uU3aL8vJy4uPj2bx5MyNHukpe/+tf/2LdunVs27bNrb23CLbExERqa2s7/NB8/DnJrysjLTz+D72m1Wrlt99+Y+rUqSgU3TBo8OHjBH7v71KDoYmpb9/ssX1kUj9uG3sJPxxax02jzsdP8ft5d/2as4UHl7/e5fbn/18fj23fPHoIhUGKtZ3qe51VI/WvkWMItyG1SZj0diqrrytAULX5GezCOToi/lAgIS1pnZkbwruU0taW6hQ9EYV+HR63+vp8dBFmYo9oKB7kuYKtqVaijFVSb+94Zf/mURdy9dA53eqfj7OL0/lcEhyC19TQ345t4/5fXgUgtETN2I+SUZpFsczkZ2P1jfkYg6zO1MU+K6PIWu+KKvvljmPoQ6z0/S2KXhvF7WW9GtlySSkRhf5MeF9M27TJBX69LRdjkA1NrQJ9uBVHF2/PnhvC6f+byxtt59wyCgdrAZj3RC9+uT0Xc6Cd2KMaRn+W7P39SwW+e+QIKr0M8wlpq/EHAhn5dRIAmy8upry3K7rkoUnXMDy5H5/u/oUv9q3w3kEvz63QYjWT33H3VVr6r6NYNHaGfBNHyn6xUtwvt+WiD7Mw8vMEtlwqLn5MTBvC4jm3dfaxdBnfWMmdHcUHeWnj5zw6dRE9I71/X8526g2NPLnyXdYX7AFg520fY7SamPnWbehsrujNlJ0hDFkaT2W6jo0Lizs971VD5nDL6Au71Ich/7nC7bXUDAuech+XrL26gIZ4E3alQECNgqHfxxNR6u7H2PZ50R47b/vY7fXEN25AZzaglivZePO7gOhhO/q1a51teoYncayumLGpA7k4exrDk/p2eI0mk55Jb97otu2ZGbcwtedwBIfAI7++ye7So1Tp3cXKML8ghib24ddjW5zbNHI//jnuYkL9AukXk0GkRnyeHKg4ztVfPcb9k65mQd+OM97ONL7nUvtc/tlDGCwm7p10Vaffq7OJpqYmIiIiOhXYTmvS/+WXX86wYcPOmMDWXVQqFSqV52q+QqHw3Wh/QdIiE5BLZWfkYe77zvg4Xfxe36Wo4HDGpGazsWCv2/YtxQfY8ukBACIDQ7l2+LzTfm2AWr2WJ1a+43zdmWlwaKEaweguotnkAkgRxTUBcUJ5QlXQzjCE2wiqUNEUZ0ZTrHCmVsmMEux+DpBA2tpg8ic0dvm9tWX4Bwlur1srgnaFvJH17FtQRUSuP+Pe8j7pKs7WUp8oFmPwJq4N+jKWtENh9P+8P/sv2Y9gFDgwu4rc8Z6r+69t/orXNn8FwLLrXyE+2BdJ4cM7v+dvXKu4BpCyJQS5Vuq8b5RGKdOfzkAfZObXh/MJz/Wjx2+hFPVpwK5yEFqqRpCI9+3BqdUINge91kQQuyeQiKH+1PYwsPGiIvr9FMXma0owBtsILVLTkGRCaZChMErRR7hSPhRGKQ6J6LPYlvyhDfRd6ro/sr+IpnCQFiTwyx25qLVyzIF2rHK7x3OrFZO/TXxGtT672hCZE+A8rq24dtmAc7hgkFht9ZLB090ENplFQuxBsWJy/jgtzsBcCYTlqRn2ebxHX4LLVNRkGjg4tYqkbcEcnVSDPtxC/J5Ap7gG8PKCu72+h1PFN1YSKWyoJFilQXA4fJ9HO0QHR7Bo1HmsL9iDRunPm9u+45YxF/H5lU8z+73bne0qM5oxyCxEHPZDapEgKNuPG1l+/avEBrefwn0iWVEpHKkudL4WVHjcU7UpBrf72SYI5AyqoSHJRPyBQOIPBpGwI6hTga3t96BWr0VnFkVEk83Co7+9xZMzbmLVcffKpsfqREFxQ8Ee9pTnsOmf73V4jXBFiMe2+395lYyoRHpGJvPvObeys+QwOVVFPLfWVbm13tjkFNckdojbH0hDsolnVr/vbPPlFf/mgWWv0mgUF/aeWf0+b2/9niXXvkjgnzwSyvdc8uT6EfN4fu0nvLjuU7675q+h6/wRdPV7cnK1xdthy5YtqNVnrnJZREQEMpmMqip3M9eqqipiYjyrMvn4e6GQyf/UKyU+fJxphrVZhWod8Pxz9EXObQt/p2gmh8PB82s+xmRzpR10FjnizSy8NrVNKmTrGLd9z2DvSKEp3nVQRK74Odj9XIPy/j/HEFLcsvjigMDS9n9QpRb3Z05ZH++eKF3B2jKpb0g2ttumPEvnudEh/heZ40/KzhC3XYYQq1dx7URmvn0rA56/mAHPX8xPB9d3p9s+fLSL2WahoqnjoibfX/2C8+/kXe7G2oJUvCcOzBV91eIOa/jxiVx2XFnO7osqWHVnAcaWyrtys5TDM2vYdI046RzzViJB5Soq+zTz27356COtRB0JwOon+iNNeS6NqYvTSNsY4nwOWP0ERnyQwMh3E5yCldwoZdJL7s8jKVJGvSuK6WaN3VlIoTbDiC7C+0Np33zRsF2Qu541QeVi+qrU5jl2WX79f7l1wmXO1//49t8AqLXiqoBd6aB0UJMoroFTuPPTKpjwRir+jZ52GQn7xBV3U7Cdykwdh6fXotTLKBvgeq6svvENr/33cfq4dMgM3rjwAfrF+6oed0S/2AyuGz6PZouBt7d+T1ljNTGB7r6mphAbh6ZXIxWkzHuwF5HH2hdzuiOuAYxKHdB5H5dGoTBI0VQp8a9RsPGGYg7Mq6Z0UBPbrixj6RM5BJcqGfhVDMpmmddzfH75026vH13+ptvrnw5vYMiLl3Pvz6+02w+Hw0FXktI+vOQx5FKxH8EqDQqpnO1Fh3h32xIu/uh+rv3ycTdxzeM6UqjuoWfCf5KJzHV91ksOriG/rsytYFatQcvst27ll8ObnH202ju38ugKNc0NFNSdvJXH5sJ9HG0jnvpwZ0rmSIYl96W8qYb7lorWX1/vW8n725eyIX8PTaauex+ejZyUwLZgwQK3/+bPn8+IESO4+uqrueGGG053H7uMUqlk8ODBrFq1yrlNEARWrVrlljLqw4cPH2cjC4fOZsMt77Dhlne4cshsIvxCkEglZEWm8P3VLzgHXacbBw6nSa5fbUvg9ElcyqxuMzCTI64an6SlWEixmsPTammKNaPSyvCvlrd2lp8eP4Y2qWWSLMH5S6lqlDH7wR4suCeLrOURJG8LZvYjPTn3vp7IWoS2HVeUO0UBb+jCzTSHeVYdExBQNkmJ2efP1GfTyB9Rz7EJdc79FrUNfYgFtd5L4HlLJF9NpoHaJAPVqc3sacrnm0cPsfxBl1+dX52cmY/0ILhURdavEUx8wXuU3IPLX6dUW+V1nw8f3aGooYL3ty3tsE1bawdtG/F743XFLPl3DjsuKiOqZdJ8cFYNdqVAz9XhDPsonuTtwUQfDWDQl7HMfqQHYQV+VGXp2XR1MQUjtTTFthG7HKAyyAisVoEUfvm/4+ybV0X/H6IZ91YySr34UNp4YzFBlSrm3ZdJ6pYQsr+LRlPvKVbF5ATSc6U42TeG2lDoxQfF/nM7vndSNgc7xTtdlPgsCKxpc36r6EF3uCofrbEJvdnIMyvfp7yxGoChn3q3wkjbEIqmWsnEl1LavXbyDpeAufk6MWItY22o8xn32oJ7CdeEdNh/H6cHudRXObQrtKYegrgQBDA1zF34KhreyOFp4v0x9u1kZj/cg5jDGo9zCQ6Br/etdC4m/W/T1+1e96Flr/PFrhUEKt09zdbcXOD2usfGcOY8kknq1hBqehs8ouptaoEj59SSuiOU2Y/1JPqQK310du+x7Lv7C3rHuFf73tCSFgsQUCMu8Nkcdrc2J1jJorcYKagr443N33Dpxw9w4Yf38szK9zBYTNTptdgFOw6Hg/V5u7EJ4rkazc1M6DGE8wZMZmzqQGZljQEgPiiSSwZO9/7BSMQsgmWPHac23YC0JQA4UBXAjaPOo7TlOQWicX7fuAwiAkO5e+lLZL9wCUNeupxbvnuWt7Z8R0M7RRq8UdxQ6RTUmkzNlDfWcLiqgEZjMxvz91Cl65oHH4DRaubmb/7N5Z8/zL6mwi4fd7Zx+7jLMNrMrDq+g9c3fkWz2cAbm7+hqqmeHSWHz3T3/tSc1NM9KCjILVJIKpWSmZnJ448/zrRp005b506GO++8k4ULFzJkyBCGDRvGyy+/jF6vd1YV9eHDh4+zmSC1OOhcNHIB14+YD8DA+F6/q3+hVCIlqmWQbIw4udXL0n5N7Lqy8rT1SZtsQpts8twhAVubaDYcIDhgwT1Zbs2yVrlXFpz7YC/yh9ez9/wqtlxVyuj3kpz7bEqB0n5NxBzRsOruAgS5g8SdQQz9UvzMq9Kb2XSjy7x5+QBXBdPmYDNWP4GywV4i11oILVSji7Zg8xNY/88icWNVkccS2sTXUlEb5Ez+j2swv+CeLPQhFn590L1q6qx3bmPf3e5FMXz46C4JwdHcPv7STtttv/0jhr18JduuKGXG02JUjzlATKksGdKEKcgGLVV/cUDxkEZ6/xpBwgF3D5Rxryex/qZiqnrrqcrSuya7AsisEkoGNzlfq/QyUYSLMjP+jRQmvpzCrw/kgQR+fSCPefdlMvC72A773fu3CIpGaLErHah1cqwBFgyh3quMDfw2hrJsHeYgO35aOaYgm+gr54DAaiVHJ9aiqVWCAuwIJIXG8trGr1h62BVRqmyUElkYwLx7M9l1QQUlQ1wT1J7rw8n+ueNsDSlSAmoVrrRYCRyeJUYYXjt8HmPSBnZ4vA8ffzQXZU9jxZGt7Co/AsCq3O2MDe9NXGoiH+76ydnu6NQ6Qkr9iDsciNIkJ3F3EJW93aNsBr7g/ix6Y8u33DDqPK/ekCuPbcNoM7Pmpre476dX2FZ8EICGFBN75leQsSGMwFpxha822cCBudUe52ilqqcem1xAF22mqo8YiX/hgKk8OPVaj7Zto9D6/BxJ5toIvlt8xKNdbGA4lw+dxeI1ruqjV3/+KFqz6z3n1BTxxV5XWvkr8+/miiGzeHe7q3hDqDIQq91Gz6hkjteJontZUw2f71nOc7Nv45Ndy9hfkev1fTmkrmyEHSWHuHP85fxv8zfO/Y1mPRsL9npYk2zI38OG/D2sy9vF3ROvJDuuZ6cZSLtKDjOtlxgsE6gKQCGTMzFjCGqFkpEpAxAcroXNd7f9wC9HNmGymQlWa3hm1j9JCIly/jv7KVQMS+rL8doScpq7VnTrbCTMP4glC1/gjh9foFpXT7Vey8Z/vofRaiZA2UmJ+7OckxLYPvjgg9PcjdPHRRddRE1NDf/3f/9HZWUl2dnZLF++nOhoz5LwPnz48HE20zqgGZTQq5OWp86HO3/qvJEXLEobPz2eCxZQ6KVYA9yjw7xt6w5KnYyU7SEcm1znudMGyEEfb2XzFcWM+jjJs00b0raFUTy4iaosPdsuK2X4p2IK2ZaFJdT0NLi1LRnSRNTRABpjTByf0tDuOQvHdOwF12NNGP2WRWPS2PjloVynEXxbxv03iYjiAM8dLQRolUx5LpXc0XUUjXZN2K/5/DF2lYkD+y+ueIasaM+0XR8+OsJf2TXbEJVcSXJoLEVUUNFLR+zRQFK3hbA3QYwGa71/knYE46+Vc3RqHTsuLWf4J+6eh1KkjHs9iW0Ly6jo65poShxgb1vMRAqC1AEOaGgR2gO0Smb/Xw+WP5SHTSFgUQuoDR0nekgFKbMe6wnALw+Ik1C/Ru8p5QUjtABEH9OQujWUdbcWEVCjIOu3CEoGNXF4Zo1b+/M//BeyEyb+cUdEQbEm3eAqlNDCxkVFTHsho8P+Alj87R7bpMA/x1zk2diHjzOMRCLhzYse5LWNX/H+jqXcu+y/XB0/ieumXuImsAEUDtMSdzgQgMbYrvlH1Okb3aLkWll10xuo5SpkUilPzLiJaW/e5NxXMEpLwSgtiTuDRJG7k3VDfbSVpc/kMOfBns5tX+37zavA9vORjc6/pVYJFqXNq7fc8htfA8Bis5JTVcieshwcDgd+chVGm+d7TwyOIi4oilD/IL5Z+BzVzQ30iUkjxC/Q2SYrKsXtGJ3ZwMeXPQHAgOcv7vA9Hq4soKihgn13f4HRYuaDHUt5Y4tnxeaQYjWC3IFZY+OwLZ+rPn+EIFUAFw2cxvHaUq4cMsvrmHRG1hgUMlG2kEgk7lF/EjHqt5VXNrgqsJZQxcLPH+Gxc25gXPog5/Y3L3yQ/JpSnl/6DmWN1aRE/LFF8v4qpEbGs+SaF9mQv4ddJUeQS2UEqdsfT/oQOSmBLS0tjR07dhAe7p4Hr9VqGTRoEPn5+aelcyfLLbfcwi233HJG+3A2savkCNnxmcikp9XSz4cPH38jRqcOYH3+7m4dc2hyFTnTW8L+/cDqEMAKtJm/noy4JrVKkFkkROYFMOLjBA6eU+1WhU9qkRBSosISaEdikaBLsFDZX09DvJHQso5X7ca9nsSa2wopG6Bjn66SAUtjyP4+ht/uyfeIKNt1eYXb64jj/tQnGcXJv9yLl4oAqdtCwAFJO4PZtKiE4iGN9FsWjbpZzvz7sjg2to6gRjWbrxB9qIZ8HtuhuNZKUI2awUvi3QS2VnEN4OKP73dr/8M1L5ISFgeIFWotdiuRmlCvkQA+fHSFJde8wNy372DLtaVMfjGV0v6eUZuqZhm9V0RRkt1EWX8dFqUNpcV9KCtFysgPE92iPhwyXJNUAZCCJcCO0igjY51rcq00yZn9UA+QiuJZVzl4TjXGUHGWrdJ5P67Vpy2kTE1Flij+KQwyCoc2UpshCojh+X7Upbk8GO0O9+db/IFA9iyooGCk1uP8zTFWlt1/DEEOmSvDqejfzIDvowmudomc1el6rP6ez8w9vmhVH39iFDI5t4+/lKWH1lFnaOT9stVMrJ/AoNhe7C476vxtrezTTGUPHTG5gSTtCvK+cHYCU974B6OTB/Ds7Fu56otHOF5Xyojkfrx5wYPONtGBYV6PdUaQdnE2rU1wRc1H+Ad77C/VVvHgstecr9XNcn56MtdrAaeX1n3KHeMv45rhcwGwC3a0Rh1KuQKN0t+5gPrLkU3c9/N/uXLoHHpEiouEPSKTnH+3Rsw1mfTYBIEtt37AlsL9fLN/FVN7Dgegurmep2fezANt+nYiZruFh355nak9R+CnVOGn8O7foU3yzBxoMul5e+v3AKxpKeQQ6hfIl1c+6/zs23q7dca0zBGsyNlKQnAUMomMIm0FFi/eb/M/FIu5zP3gLgBuHHkeN446n8dWvMWY1GyGJPbGX6FGKfcVQBibNpCUsFj2lB0lOz6Tj3b8zJSew0gI8QUweeOkBLbCwkLsds8VMLPZTFnZyRsO+vjrUdFUy5O/vUN6RAK3j7uMhBBfFTofPnx4cvHAc+gbk85lnz7UeeOWnxenuNaGjI1hxB7UsOGW4g6rhiZvCSb2UAABWhWr7nb3TBEUDgS5g/L+Or579oiH8CUoHNSnew4C19xeyJg3kojKa1+wkiJl4n9TWP5AHnljGqhLNhJaoubcBzOR2sTUs9aJ+ImMeTMRaUtnVt2eT2OcmdSNQWhq1ATUKQjQKt0my4FVShqSTDRGmwiuErf33BAOLd3z08pJ2h3S/ofkhRFvx7P1+s5/x+e+d6fX7fP7TeLBKdc4V5p9+OgqUomUZ8+9jUs+eYBVdxagbvT8DuVOqEellzPg+2g2X1/KngsrPaLY2sNfK2f4xwkUDNOSP7aB6U+m49/kOWmTIqUbxX8p69vEsSktE3kH1KV6ST0HmsNFvzWbQsCuFC+gTTaJ3nDNMvr9GEXSnhCv6WAAk15KJaRczcGZ4oJAxrpQjk9wj341hYkPzwMLxHS1bVeWMe35dOf+/XPd/eFennc3EzOGdP3N+vBxBll905vOSKorv/g/frj6RW755llKmqqc44HNi0oZ/Hksx8d6jh8icv2IOO7P0Rnuwtu24oOMec0VTba16AAFdWWknkbrDLlBQkOMSzz/6NInPNp8vW+l8+/YgxqOj6lvd5zzwY4fiQgI4YohswCQSWWEB4R4tJveaxR2wY5EIqGgrgybINAjMpGnVr7LV3t/83ruQFUAE9IHO9MutxYe4OHl/+vS+9xXnsPyo1v47sBqcUObxUsnLYscTiRiO7lJis2vpdiTUce0N28iOz6TKwbPZEqL2NcVFs+5ncVz4FBlHhEBIUSfUBijlauHzOH9nT86X7+x5Vtn1N33B9Zw48jziA4MY0H/yV2+9t+ZhOBoAlUBSJAwIWMwCplPeGyPbo2Aly51GdX++uuvBAe71He73c6qVatISUk5bZ3z8ecnJjCcyT2HkRWVip9CSbPZgOZPXo7Zhw8fZ4Y+MemdNwKUze1HjhyfWM/xifX0/iWCtI2h/Px/uThUeAziSrMbGbA0htpkPRIbOE78tWtt6+VSUxancmhmDRW9mwmsVqKLcRUl2HhjMYO+jCVlZwh1SQbyRzaQtjmU8BLxubd+URG1PVzpoNokE9okEwWjtV7fT0iJmrRNocTkaJziGkBzlAW/RjkDl3of4OsizDQkmUACa24rZN4DrpQKqSBFggR1c/dErrpEg1dxTaWTkbw9hKIhWszBnotrbfn+wGrWHtvJs3NvZXibqrU+fHSF3jFprP7HG0z6342Ygm1uE7HUzSGUZjdxcGY1UxenoalVUtZfR3OYxWsRAr96OcYwl5jdHGklsFqJzC7e/DZV96Nfy/o0cXRKLaPfTkJtkGPyt4nFSBxw7gOZbLihiIZkE4Ygi5t4VzC0gYq+zWiqlSgsMqoyRR8miQ0m/DeF0HJXZOy0f6ejD7MQlRvA94uPAjDnoZ4ozGL+d2RuAI3xZo6Pbz+1HAAHqJvkrLwjnzFvJiHIBZpiXKljCwfP9olrPv5yrFz0OlPeEtM1b/j6Kd688EHmvXcntPmd331BBRNeTmbdbcUIClc0eG2GkdoMI6kbQigYq0UmkWJ3CAgI+MnVGG0ucbzVr7aVKwbP4uNdP590vxP3BnFwvisN3FtF07a+VlaV4NZ3bzy/9mMuHzwTB452o8f1FiMP/vK627bMyGRyaoraPa/OrOfHw+vZWLCXbxYu5ty+49lRcpilh9Y52/T/Kpr9F4qCffR+f6r6i+OeRV8/5X6ylirnSEBiBYcEUIjPvvA8fywau1jZXQIxhwMIKfPj4LkuP7u9ZTnsLctx9ltwCIxM6U+MJoLshJ70iEhqN8KsszHnzaMvJLVRQ2m4ibdaIuhaUUjlLNm3hqSwWOoNOs7pNYLEkI49Lv/uSCQSZ0pxawaDD+90a/Q9b948QPyAFy5c6LZPoVCQkpLCCy+84OVIH39lrHYbByqO0y82wyMqQSKRMCypL/1jM6jTN1LWWEPvmLTfrRqhDx8+/poIDoHrvvRcsXXSJvXTEiBgwYJMB/bANm3aCGiHZ9RyeHqta9sJK6R2P1j6TI731dMOSNkajKZGibpJztTn0pBZJSx/2L0AwO6LKjg8vRpTi9hUMrgJVZMMCRJRFOgCUYf8GfxtHH46z4Hh0Uk12BUOknZ4ppCAWHF0x6XlHb4vuUTq4dHkDYvaxu4LKmlINLpF1s1+qCfaBBO16Xp6rYxAKkjpu1yMUD48tZqj09pEADhApZODxIE50I6usZlFXz3JiOR+PDJtEXHBkSdetltY7TZfRNxZRHhACNtv/4ipb9xEo6kZiV1M8Szvp2PkO4ms/2cRG24sZuR7Cay5vZBdF5Uz/n8pHucZ9kk8uy4qJ7TEj7o0A4YwG/owK/H7gsgdX8/KewpI2BtE/yXRqA0df78qM3Xsm1slFgeQwG/35qEwyjCEi8UCAmoUyG1SspfEsOa2QtbcXkjPVeFE5PuzeVEJZo0dHDDutWTyxzRQnypGskgFCcGVKgQEigc3kTOllh5rw0jbFuasIqwwSJHYXTd7/IFAjo9vP7IFcD73GmONKKQKtLFGygbp3I75x5gLuvTv4cPHn4kQv0BmRQ7m55pdXDdiHilhcTwz65888vMbmB3i/emQw77zqjj3oZ7kTKrjyDliIY/W739rSvbMrNFcP3IBsYERNJqaeWfrErYVH+Ta4XMJD3D//b174hXcPfEKrHYbBouRYL9AD1+yILWGJpN7YYVWCka5+6lW6+qJCXIX2eb3m8hrm74S+9jD3be1PR76+TXC1MHcNeUKr/vbmv/3+zGKA3OqOxTX2tJgbOLjnT9xx4TLeGLGP3h8+o0Me+kKLILNKa4B6GLMzLuvF0v+fdTzJBLo910kB+bXiAJoS7SaA6jNNIADZCYJdqWD0kE6yga0WAN4Gbu19ju3toRRKf3ZVXaEub3Hkx6ZcEqpiouGL+DmMRdhFwTu+uFF1uTtxCrYqDTUc+3I+dTrtOwrzz3rBTYfXadbI1ZBEG/S1NRUduzYQUSEp/ru4++HXRBIDYtr12Otb0w6tXotof5BBKoDMFnNf7kotpXHtpMWHv+7VlL04eNs5o3N37Kr1HvqU88VoRyb1iYaQw4/LW4Rtdou4J44oeyKcNa2zQkDNr8GOaPeTWT1nQU4pBBQq2DQt3Fsu6yUsmwdlgA78fuCvB7fKq7JDBKkdrD62xG8LaK2FEpoJaBGwei3k9A0ePcTqUnTc3h6LUqDjKwV3n9j982vQptoQlOtRGqX0P8Hz4GlzWEnUNexZ4k+xMKa2wtFb6iWzzltUwjZS8TKiVF5AV7TYXv/FkV5v2aa2phIyywSDOGiQBdSrMIQbmMrB5jx9j/ZfOv7J11xas3xnXy+ezl3jL/MV2ThLEIlV7LkmheZ9fatGBCjSsyBdrZfWUbq5hAKRmnZfF0JcrOUpjjvZubhJf6kbgvl6LRarCoBmVXirPqX9WsEuePrKc1uojS7icAqJUM+jyO4UkXR4EbyxjYgEcQKwDaVgDlIvN8DK5WodHJqexiw+glE5vgTWuJHzzWiT1BomR8Z68LIG1fPgXktURitzzAHFA3T0hzu6q9d6aBwqJa6FKPTz2nveVXUphvx04oPDqu/wKbrihn9XhKHpldTPLCRtPUh2NR2ioeLk1GJDRL3BBF7OJD4g0F895z4rLWqHAx7N4rtV5VjVbsm2jN6jW7XI8mHjz87w0N6csf8azlUnc/hynxmZI0mMyqF+e/f5WxTn2piybM5ROT6E304gKreeuc+XawYle6nVJMcKv7eRWpCuX/K1Z1eWyGTE9wSxfPsrFvJqyvluhHzMNusBKkDsNis7Cw9zKD4Xgz/z0Kv55CA17TFSE0oD0y+hh8OruVQVT44xAIt4ZoQAGoNWo9jlh/bQq+oFASH4DWKLUit4cW5d3LnDy9yYE41EiSMSOxLelQin+xaBoBSKue18+4jUhOKRuXP6twdvLPle6oNDewpz+GBn1/lwanXEqD0Y3qvkSw9vMHtGoYou7u41vLM86uXYwq2ceA89wIuAKpmKdnfxrB/QYt/pUMcgxlDbDhwEL8vEE2VErVeTmOcCbVOTnWGQfSplcHmwv2AWFX23kkLOa//ZFTyrvu0eUMmlfLivDvZVniAG799BoCnVr3LQ5OuYWP+HjRKfyZkDD6la/g4OzipJeGCgoLOG/n426BWKL2aSxrMRoobKukVk0p1cz1Gi5mIlh+Bvxr+MlW7q04+fPg4NX44uJY3vVSTasVNXDsRCYQWqZEbJdRkGp3bTooTjkvZGkLRkEZnmXl9hJX6BCNl2eKkNSzfj+1XiimTsQc0DFgSza6LKrD6CWjjTSAFu7+DcS8kU5Wl5/DMWnDA9KfS8W8Un5lbLyulvOV8Mx7LwK/ZeyqDTSnw292iP5vEDhP+k+KWMtqWir7N4IBpi9tPf5BLZJgD2o+mK+3XxM5LyxHkDmIOaRj1QWK7bb0RUKtwCWwSmLY4DYtaoHhYIwVDG8TInhZBctQrV7N80avEBnV/UW5QfC8OVebRMzK528f6+GsT5h/Ef+bfw/VfuSJfTSE2CkdqCS1So00y4ZBCWEH74u3B2dVIbRIic/3J2OAyKs9aFUnWqkgqM3XsOb8SXYyFNXcUulKZWrQoiSBBbhY92fy1Cqa+IN5zDfFGAuoUKE2ew+j+P0fT95dIigc20ZBsJG1jKGUDmjg2sY5DszwnmnEHgsQIN0Cpl2Hxt1Oa3cTMR3sQXujPkak11KUZWXlHPoYIMWKuJtOAVeWKUJ26OA1NvUswS9gVROmQJlDApkWlIIXw42rqMkSx8rFzbujk0/9zUaqt4udDG2gyG7hx1HkE+qrYnfWE+AXSLzaDQFUADoeDtPB4JvcYxqrc7W7tansYiN2v8XqOmVljTqkP07NGOf9uFXeUcgWjUgZ4tL1q6Bz85Co+272cC7KnOosQnMhFA6cxv/9Ehr50BUhA2SglJCqQzy9/mqEve0ap2QQ7ByvzqGluaNdrbHKPYWy97UN2lx5FLpUS4hdERkQi8/pOIDU83i3ryGgxM6fPOM7tO57XN33N6tztqCUKcmuKyY7P5PqRC9wEtvEZQ1h3fKf7BVvemjG8/TGIOURg27XlzteRx/wZ/V4i624S0+xbx2Hz7slEkENDkpHeK8QoeofEwf5ZleSN1wLw7OoPOVpdyKPTbsDuEE464n136RGu/uIxj+2vbf6avpHp7C3PITowzLfY56NTuvwNfOWVV1i0aBFqtZpXXnmlw7a33nrrKXfMx5+DT3b+zDvbfmDlP/7nkfb58vrPKWms4vXz7uPjnT9z1bBzz1AvT51R6Z4/hj58+Dg9/JazDZVextRn0sSKWN2kIdm7afiJhB33oz7D6LE9dqeGiiGeAnrBiAZMoe5plGtvK3T+fWC+ywdk8FexKE1yxr6dTEOckTW3u9oVDWkif1wDUpuEiS+lOMU1Y6DVKa5hp11xDWDjdcUYQ23ITVLGv5rs1VOqFYu/XZz0d0CIIoDaEM8qjK3svEQU15K3BTP4mzgsahs7L6kgIt+fnuu8D9KFFud3KVLqUt0/Z6kgRW2Q0nNtOJU9m9FHWemxNozYI4Gsv6mIc9+9g0fOWcTs3mM77PeJBPtpuGXMRd06xsffh2FJfVhy9QvMaxOZ4pBCQ4oJuVlCn5+jSN/ivcIfiH4/YYV+jH3bu0AbkxPIjKcCKe3XxPYrypDaJPT+JZK0LaHIbe3fY51VE5YKUlJ2hZCyKwSL2kZptg7By4i7z8+RqA1yslZFcuScWhQGKXaFgF3pYOW/8pn9aE+awy00JlRjCLM6j3P6QrZ41O2dV8WY95Kc+7N/iBYFNnB62LWKa+PTBqHqRkW+PwO/HtnC29uW0C8mg0ZTs09g8wHgYer/4tw7WXlsO3ctfdFtuwQJY19LIrIwgCVPH3V6m9XpO/ExPEWWL3qVNbk7uGTQdHRmAy+v/5Svr3qu3aqkrTSbXb+v5hCB47UlKOUK5vedyPcH13hNn4zSdHxOP4WK0anuc53WSqJtmf/+XTww+RrGZQzirgmX849R53P9l4/z/OqP+PjyJ0kKjWXrbR9S29zAq5u+Yl7fCbwy725W527njh9e9DhfV6nJNLDk2RwCKuUodFKxQrwUfvh3Do6W6WdErj/BFSqQQER+AH1WRFPeu4mdl1Xww8F1bCs6gNwh59m5t9I3NqPda325ZwWFDeVc1H+q2/ZAlXchVm81cf/0a/j58EZeXv8Zz82+1RnF6MOHN7ossL300ktcdtllqNVqXnrppXbbSSQSn8D2N6JfXA96x6RitlqQq9wHlDOyRlNvaEQikXDDyPNQ+HzXfPjw4YVgtQazv52yATqCy1U0npDSFX0kgKosfTtHd45MD4ICN3EtY20Y/X9ukzr5pfi/9TcUOf1XThTXAOfA1a9O7lx9nXdPpls02bGJdW6D2/wWs/Gx/0tyVvks7dfkjH5TGKTMeSSz3f6XZ+moTzUisUuY8nyqU6DzRsmARgS5g9iD3geCrWQFJLLecoiSAY3E7wuktH8TNqVA/jgtmb+FOycYNRkG8kbVs2++6KdS2buZit46D0+rVlExtEjN4C9jsWhcn13yFnevmnFvuYsZk19IZdsVZTy47DUeXPYaGqUflwyajlIqJzksjnN6jezwvfg4u0kNj2dqz+H8dmybuMEBKduCKRzeyL75VcQfCGq3oIfcIhV90zoh4UAQCf8K6rTdybD69kIMYVbC8/1EYbqNbtcUa8YYaHV6KuojXX0NLhMj0pz3WstxymYpFo2AollK/P5ACkc1Ut3L/fmpNMkZ9UYCm28s9ejPuvzd/OvH//DcnNtO7xs9DRgsogjor1S7bY8NiUAtVzKn37hT8lo6k9gFOzLfOPl3Z0rPYXyz8Dmu+uwRmq3imKC8v47y/jr6/RDFzMcz+OkJcaHPbOuaZ+rJYrSamdxzGBKJhM0F+yjVVvPN/pXcPPpCZxuzzYJUInWLuvr+wBq38wQqRUF5eHJfUWDzEvxmtlm9Zht1l0sGTada76rA6q9U83/n3MBvOVvRmQ0EqQPwU6hIDI3h2dmu+f6kHsPYd/cXaI06DlXm8+bmb9lXcazT68ksov9aK4ZwGw4F4AClFixthhe1PQxOb7q8sQ0gQMr2YCSCuPBSqavHX66msKGCmKAIrDabRzGJ47UllNRXUlxfydLD69lasZuJ1klsKtrHbUued2vrr1BjsJq4ZcyFxAdHMa/vBKqa67nzhxd5etYt7UYM+vDRZYGtbVqoL0X07GFAXE9eP+9+r/sGJrgmjFGdrMb48OHj7GVU6gB+OrKBPRdUMnlxCqvuKXTuCylWE1yq6rLANvP+NNQ2FZuuLKaqn3iMvTWYwQFDP4ol8WBIu8dLvPn+t6aF2SD762hMQXYsgXYq+jYz5o0kp7gmIFCa3URZfx1+9XIijvtTMqwJmVnC8A/jCS/2R0Bg18UVlAwWo0ckAox6t+P0y73nVYIDZjye0anZen2SOGGIzulYYOsZEMP6+kPsuKycHZe779txpSstwxBudYprrdSlGhGkAlJBfN+5Y+o4MFeM5mtIMbHyXnEMIDVDREEA/X6K6rAvwZVqhnwey9rbRIPiZouRt9tU7DpSXcDt4y7t8Bw+zm4Wz7md7BcuEV9IIO5gIOX9mrEE2DFrbO0KbKommdMv8Uywf1YVhnArqZtDGPh9LDsuKnN6rQGUDGyiMcbs5iOnqVaSsiOEnmvFyZt/g/t7s2jESFJrgEDhqEYkAiRvd81C6xIN5I1poPey9lOyf83Z8qcU2Nbk7iQrOpm0CPdn5sysMUxIH+IhvP1V+HL3r7y+6SsiAkL416SrGJ7S70x36W9Hfl0ZF398P5N7DOOZWbew9LqXuH3JC+yvcEXNH5pZQ226q3hA798x1c/hcLD00Frm9Z0IQEZkIucPmMLUnsPd2uXVlrKv/BgzskY7KzSuOSHNNS5EvJdnZI3mtU1fU6Kt9LjeP7/+N9eMnI9aqaR/bI92fbM7Y+HQ2R7bMqOSCVYHYLaasSiU7Co5yvNrPuKZ2bfQMzKZo1UF3P3Dy0zrNZxbx13K6NQBzmi5D7b/yEvrP233ekM+j0NmlnBwdg1NsWZRXAOQQFhxADVZRuwKgX7fRFDdy4i/VkFwmQp9lJXS7CYKRzQSVKpyViKNDAxlRFJffjq0gZfWf8odYy4lTBOM2W4hv66M+MBIVEoFM/uM4YFlrwLw7vYf+GDnTx59+3bhs9Qam+gf2wMQ57oKqZydpUe4Z+nLfHjp4+2m+vo4uzmpu+/xxx/HYPCsbmI0Gnn88cdPuVM+fPwRrD2+k+/3r+m8oQ8fPk6Jtqawe+dXMeNxV+i+MdDCsan13g7zSvFIMdUz+ngbgckM2OHcBzI7FNcEqeAWeeWkZXzkkMOhObUcmVVL3rgGTIE2cifWUZytpTZFz09P5rLzsgqQgswqpWRoE+omOXMe6klMbiDFA7UseTbHKa4BRB/VEF7sveiLTSmw4u48TME2onICOhXXABL2BoEDDk/39HJqyzF9pbNalzckdvG/gBoFAbUKxr+SzIJ7sggr9AMJ/PBMDqtvLcAQbHHzjZJZXINJQQZj3k1Caem832Gl/iy4J4upz6Yx+8EezL+nF1OeSwPg/e1LOz3ex9mNRCLh8ek3Ol9vvq4US4CdgFolwZXtiy7+DQrsCsGZ3vxHUpui5/j4etSNcgZ8L0Zd9f7VvaKuzC4lc3W46z4VIKhKRcGwBmrSxAWEtK1hDP8wnnGvnJDOJQF1o5wZj/Vg0LdxAJj8bay/pYjSQU2seDAfALnec6j/3OzbT98bPY1U6mpZc3yXVwHhryquASjlSm4YeT4X9J+GQt6+VYCPk0cqkWC2WVh2ZCMgpo9+fNkTXDDAlQYoKByih2kLDsQq1V2h3tDEF7t/ZVvxQY99uTXF3PTNM84ITBAFP6lDQmG9uKCVEZHItMwRHoJMYmgMEf4hBKtdY5oDle6Vy3OqXVU/n555s8f1Q9VB7Co/yt1LX+RIZQE688lnBLRHbk0x13/5BENfuoIbv3mK43UlNJuN2AU7V3z6MCVNVby7fSkOh/ug46phc9h39xfsvetzr6KfPtRKTG4gU15KY9jH8YTn+yFtSUao7K/HLheI3x1I2WA9VX31FIzRsvfCKpQGGec8nY7MJKEpwewcxxU1VDD5jX9woOI4ANvLDvHw8v/x5G/v8tnu5Sxe9zHvbPvBKa4BXsU1gLiQaKe41srMrNEA7KvI5cZvnj6pz/Kvit5s5PYlz1Olq+u88VnOSQlsjz32GM3Nnn42BoOBxx7zNAf04ePPSL/YDI/QYR8+fJx+SrSuCKmGFBOFw7QoG8TRkDm0ixPfFsshhUGKgMD+tlFXSvCvk3XomQSw/bJyGuNdkSLp60Ohjd6m1srdBDhB4aBgpJadl1Ww/uZibAqB1nl6c5QFTa2SiS+ncGBONT8+lsPOSyucv6qhRZ1PBn+7J4/maAvRRwIY9X5Cp+1BrIwYfTQAU7CNhjhPvzmAZXceY33DIQCiDwcw755MN6FNU6lg/n1ZzL8vi3Oey+CcZzMILxFFwHGvJTHg+2gUBhnaRBPLH8pDkIsHz3o4g35LXelZCkv3hxCBtSqUFjkSJATVqJz9yq0p7va5fJxdZER4RoJOXdxxBEpImRokUJdiZN+sSuoSXIvDJf0aWX1rAWV9mzo4w8nRHGZh06ISJA4Y93qyMwpWYZISkesS3O1ygR2XlBNQ1SJSS6G8nw59pJWjk2ud7eIPBhFREkDvZS6BTmIXi420Fea3XFPiLNqCBLCBLcD9Gfvzdf/hnF4jTu8bPg0cry0hVB2IxW7DLvzxgujvhd5spMmsY0bWKC4ecg6DEnqd6S79LUkJi2P5olf5ZuFit+0PTrmG8/pP8nrM/Pfv4tovH2fA8xcz4PmL+Xz3cqqb6z1EIoDc2mI+37OcVce2e+z7Zv8qMDsoa3T5tqaGx9EzOoURyf077Hegyp+pvdyFt7cueAiAYFUAPcPF515xgyg694/rwceXPsGzs/4JQFRAKGtufpMpmSOQICG3ppBmswHBcXrvodFp2aSf4Nk2MD6TgxXHsQgukVJv8QzAAXGRZPedn7lvdEBVpktPSDgQxPj/pRBS3caSSAJlg3TYFHa3bYdm1bBkcQ52lfdVxJW5oqXApoJ9XXl7btw0+gL23vW5133941yC29aiAzy76kOv35e/I1KJlMyoFPaWi6m/BosJm3DmIsT/zJxUmQ2Hw+E1JHLfvn2EhflSBX38NQgPCPEwSPXhw8fpJ7qN+a4gd3Bkei2S9haNBZDrwXaCf6zSJMWiFNhzcSV7LnZFN0iNIKghtKRj03EAZbMMmUmCXS0OhvLGuQyO5XoJM5/qQXW6nogCP+qSjGy6odjNmFxTo6A5ygoCzHysh3Ni2/Y8aq2cia+k4KfzHqXQEGtk56XlWNV2TCF2QgvVjH7P02i4IzI2hFGVpWfrlaWEF/jR/8cYigc3krQnmD0LKjCEuHycYo9qOHJOrZtnS3OMlSOTq8la5ZnaKUVK+uYwkneGsHdeJWX9mpyf189PHAeHOLF3yMDqf+oDeIkgnuvl9Z/x2nn3nfL5fPx96R2d5rHt6JRaZ2U5b6RtDiV3Qj1bri3FphbIm9CAulGOQ+LAHGgHCey6qIL4g6fuvyYgcHRaLbnjG7ArxHtj6KdxbgVL9pxX6fQQciIDfbSNMa8lUTK0EZtSIKzYj+Qd7t6GAL3WRFA4tAFDmA2HDOrSXOncFZk694IwDhj9diKb/lHido7rvnqC5Yte5c+G1W4jPTKRc/tP8Ciq9Vfmw50/UaWrZW95LhN7DDnT3flb461StUQi4eGp15MUEktkYCib8vawIX8PTS1C0L5yl0/Yv1d/wL9XfyD+PftWZvRyVQkdntSXp2fdwkc7fuLVjV9y9bBzCVCK445bx17MwYrjbkUDpBIp09sc3x2GJ/dl391fADD2v9cCcKSqgKTQGEAUefrH9SA6MIKcmkIkEglPz7qZd7cuITYogkCVPwaLCY3Ke/R8R5RoK6loqmNYUh+37VKJlP+bdj1mm4Xq5nqenX0rEomEL/f+5tbueG0p2fHte87uuvNTBr94GcomKQ4Z1PQwYJMLzgXSI1NqqE/2XDxsSrAQUKPAHGDD5u9AYhOzDpBAwq5AgivUHJrdfmT/55c/jVwm44IP7223jb9CxfJFrxHs17EFx53jL+fFdZ8A8NmeX6jV17P43Ds6PObvgJ9Sxby+E6huFrNO9BYjRQ0VvqqqXuiWwBYaGopEIkEikdCzZ083kc1ut9Pc3MyNN97YwRl8+PDhw8fZRqh/EE/PvIUfD61ne9FB7AjiwMgbUrCdWCBOgIB6JZYgz2qis/+vB788cpyU7aEe++oTjKy/qQhB5hAFpg6sMtpWGVzy7xyPtv61clFck8DAL6Od4trqW12epH51YgTc6tsLmPVET49r2OQCa28vdEWYACO7GLnWluhcDWqtWIShNFxH6RCxWujBc1tWz9tWGJOAVeW5wliarfMqsLUit0gZ8lUcQ76Ko3CIlj0XVOCQgNQuIfaAhrKBunbTT7vK+kVFznNsLNh7aifz8bdHIpEwt894fji0jn4/RHF0Wh05k+tI3B1MYK3K6zEBWiUyuwSVToZNLYpeZo0NhVlK5DF/mmLNbgbbJ4NNLrB3QSVl2U3YFQ4URhkJe4NJ2xhKaIW78K+p8W5CHlqoJqLQj6jCjqtjFg7WYgi3oTDL6PtjJEFVKqdX4oE57l6KMpOE4iFaj3NcP2J+N97dH0dGRCLVuvq/lbgG0GwykhmW5FHB0ccfh0Qi4aphc3h36xJ+PrrJs0Hrb6ZD/I0T5A7u++kVqnX19IlJY195LrN7j+FQZT7Lc7YA8PbW7xka35u+8RlM7jGM+OBICurKUMjkNFuMhPkHOSt7Vunqya0pYkRK/06/33ZBoMHYRERLAMDUzOF8u381Ki+pxRGaYFLCxCJBcqmMG0ad5zzHyXiwHag4Tph/EClhsW7bX1jzMeEBwVw17FxePc9doDox4MbWSfSpXCpjTGq222/+sYm19P5NHI8cnVqLxA6qZjmmYHEl1q9ejjHMhn+DgnOey6A2UY/SKEPdJKd4cBMBDQpijwYisTs4OLfW/YI2QA7v71jK4jm3s+euz6hpbmBr0QH+b/kbAPxz9EVcPXxulz+zhUNnk1tTzI+H1wOw4tg21MteZ+nh9fzv/PsZlfL3vddD/AKJaSnuEKkJJVLjOfb20U2B7eWXX8bhcHDNNdfw2GOPERzsWl1TKpWkpKQwcqSvGpgPHz58+HBnVu8xzMgaRZWuntu+W0xObVH7jduMcTLWhRFaouboOFfqBXZAAuc+mIkcKePeTGHf7Epq0vXIbTIOz+zYn8wNB/RbGkVomTgRzpnoivaSWSSEFfhRk2kgtMQPQ4QoZKXuCqM8S8fWa1wV+mL3awhoUHJ8fD12ld2tSEArh6fX4JCCf5247GoIt3JsYr17tdMuYPK3YVd3MIhtM95tirJQn9IiTArivohcP8a9ndKlawkIBNQrmHtvJvpwK7/dly+Ka0DqlhCP9huvLcauEBjbpjiEN5oiTR6RPHqLgQBl91fcfZw9PDj1Wg6UHadwQi1j/pfImjsK2bqwlKkvpLd7jF+9KI6H5flRn25E2Sxj1pOiAP7j4znY1AK7zyt3+ph1B4vaxq/352H1E1A3y+m5KoTMVeHtfvdjjmrImeryr5EgVqprTDIjKEDaScHTQ7OrQQJj/pfoFO9scgGL2kZztPvBdj8HJS3i+8h34tlynVjVuFRbzZ+Nal0d5Y01xAd3XDAFYGfJYSICQkgJ6/6/15lgSFIWBfVlKOUKbHYbWqOOCN+k9IzQLzbD+w6J6Efqp1VQl+b6XWqNUgJ4ZYMrZVBTrQQJ7OAwO8oOt+sjOjY1m/MGTOH2luqUyaGxXD54JtMyRzgLGpxIWWM1UZowzDYLKrmSm0ZfyM6SIzy3+kMmZIgRkK2ZZIkhMV7P0R1xbWfJYUxWM3qziby6Ei4cOM0p7gE0GJr4ZNcyBBzYBDvXnSDQ94lJ56fDGwDIDEtkSGJWp9eMC3L3oqzuaaD3b+KiW+sC5KQXU9HGG9m8qBRjqCi01fQ08N3iI95P6nD3iG3FT60iIzLRWblVKpESHRjO3L4TmJk5mmXLljFzyMxuC5K3j7+UvSVHKdGJz1NNy9jlH988w53jL2Ph0DndOt9fBT+FazGrRFtJtCYcpc9X0oNuCWwLFy4EIDU1lVGjRqFQ+D5QHz58+PDRNaQSKbFBEfxnwT3Mefs2rI6OvRs01Ur6/ySKTzsud1W+DC1RE1ijQm6TYlMKrLpLjCKrzfTuSdYhEjgwt5qKvjpGfJDAgB+i2bugivi9gaRuC+G3f4lG4WXZ4kQ1Zau4sLRtoUtcUzbLGPx1LNU9DEitErJWRHiIawDVPUXjYUO4TRS7BDg+vh6JA/ot67rItv3yMqxqgeBiJVkrIjk8s9atCmFb5EYJ2oQWgU0qXtO/znsUTVtqUvRsWlQi+q9JQFOlpDnK4mogwMDvYz2P66nHIYUtV5cy+v32U1+ldqkz1bSVovoqesf4Ug18tI9KrmTh8Dk8on0DmV1KzGENlb2bqU7XE5XnPforcXcwR6bXUp8uPh/MwXb2zq0gc3UECXuDKBippWRQU7cFNkEqsPLuAqx+Av2WRtFjY3inx4QX+7tFmDoAvdUEMjAF2dB0cm8KUvF+1EdYCa3wY++5leSPbXBv1DaCFVEIj80JAloEtkb3SLc/A1W6Bsqbagnrgm3H3rIcpmX+dRbzJ/UYCgwF4NJPHiSnpogfrnnxLyMQ/p0YltyX769+nhVHtxAbFMn//SpGMCGI95SmVknUsQDvVc3b3FdpG0JRGWXEHwiiZGAjuy6u8Hq9hiYdO4sPc9+kq3lry7ckBcVQq28gSC0+q6x2GwaLyS0lMT44CpPNTIBCFND9FWpqmxuw2m3885vnGJ2ezbGqQv5v+qJuvXebYKfRqCPMP5jlR7fQOzqV5LBYXt/0FbtKj/LhJY8xIqUf9YZGp8D27rYlvL7pa4SWUPPv9q/2ENguHjgNgGPVxVw2ZHqn/WgwNLGj5JDbtvoUI8vvz8UQ5vIOWXFfHnKrOI5S6WWYvRWoaosEpx9bQK2CgDol1Zl6ekWn8MElp98fPiIghO+ve5Epr/+DKE0od0+6gnpTE8uPbubFdZ/y9pbvmZI5nMqmOh6aeh0JIZ0vHvzV+Hbfas4bMJnEEHH8uip3O3qzkXP7jj/DPTvznJQH2/jxrg/OZDJhsVjc9gcFnbqXhQ8fPjwxWc1szN/LuPRBvhUDH39ZYoMiWDBgMl/uXdFhO7d0qpYwfxALJaRuDKY6RYemVoXcLMWmckV0BVYq0UVbvKaETnw5hbW3FHqkqNamG/npiVzX6wwD+853n4iO/+//s3ee4XFUZxu+Z7aveu9dsiz33nsv2IDp/SOEEiCQ0BIgkNBL6IQQCAmh92aMARvbuPde1WX13rV9Z78fI+1qvZIsN2zjua/Lye6UM2cW7ew5z3nf501yVwT1r22/BjDtpWS0FjXxewOJ3+v7+yeJEosfy0FqT0Xzr9bQGm53R+rlTqlHY1bRd1Xviq7UppsQ7DD91TRaQ23dimsAObM6VWh1gcauIrLg6FFiOy+pQNJ4Uudao2wIToHE7YE0R1lJX9u13+rYt+LZc341iTt8/aMAalLbKBzVSOw+f4Z8FsXOyzt/xueGUbDL5aKovpyUsLjT3ZWzklmZY3j6p7cpHNPAiI9j+O6RXHZeXMHsZ7qOTslcEUZwmZ6CsQ1U9ZMnzgUTGikb1ML8x/rgVLsoHtFETWobEQU9p2h2ICGx4o+FWAId9FkR1itxrYOQw3oakn3T3UuHNJO4LZCtV5STujGEhN2+3yFtmwq7UWLLVWXklNfRmODbztjX49ny2zI59dUBMfv9vaqoLsvexKCY77hmxPxe9/lUMzA2nbTw+F5VCr1y2FyvKIqziZEJ/ciuOaykVZ1GUsPiuWX8JQC02kw8u+pdjGodJsnqFtZEi+ztCrgjvzuz5yL5d2ubVE5YvsFrsShA54dLknA4HESHhnHjmAsJNgZwxbDZ1LQ2EGwIQBTkH/+i+goEAS+BTSWKbm83kKvnLr7hRR5b/hZ6jY6cmiJcLm8/dJPNwtaS/YxPGeKTgvr9wfX87cc3sDjk8cqVw+ZwqKSQSms939/0Ki9feB+VzbVkRCTy2a7l/JSzhdFJA7hi2BxeWfuxV1v/vPh+n89TFESuHHZ0YQ1AcklM+We7MOgEOnW1s7gG4DBIOAwdaf29N9LXtIiYAx30WRlGdWYbO8uyueaDv/DeVY/3uo1eX0ulZvXv/w3Asyvf4YdDG0gMjqa4sRKzw8reilzyakuZ/9YdzOozhsfm3opeI49rOwTPs9kLPMwviJBOkZhbivf/6lL8j5fjqiJqMpm4/fbbiYyMxM/Pj5CQEK9/CgoKJ58mcyt/+e6ffHtgDW2244jUUVA4g7hh9PkAaNq6N0ar7FRdSuX0Pm7H1VVsvL6Ulhgb8/7WqYy6C2Y+n4bQHiGmbfX+sQ8pMzDnCe+JeL/vji5sxe4LcItrAGP/7RFH1Naef0or+7a5xTWAsEIj5/01w6MnueDA3Bp+/FNet5VBO7AYHSCASwNfPnOQZX/OP2rfO/Cr0zDp5UQSdwUf9djWSO90s8xlYSz4Sx+GfxbL1H+kdDn5B4jODWDWc2ld7i8a0cja3xVTOryZLdeVHyGucdZOmo+V1QU7OFBcwHrFd+64MGr1XDxkBsVjmnGJEH3An7YwOw0xXX93RERiDgUw/u1EDI0eZd0a4KQt2MaAJZEILth2RbmXENUT2y+roCXaRuK2IAb8eGyRCWkbuh4nH5hTw6HpddSlmdl6Zdd9cT9rVHQprgGUDWtm/l/7EFSuAw3kTWxg3xHm38dTWe9U0xtxreO4rgqtnQ3cO+06dt/zsZeAonD6uGr4PHbf8zEb73qHjXf8j/OyJqBTadHoO63AiXTr4eoSoTbd7BWJ3WJto9VuxuKy81PuFmb86xaGPX8l8/59B0aNHsklkVtTjFOSMGp0vLvtO377yaOsLdhJbVsjB6sK+Slns7s9k82CyW7lpQvu4Znz7uChmTfy4OwbEASBxftWM/uN21mevZEmUytf71nF6+s+5Z/rP+WDHd9T3FDJg0v/6RbXAIrqylHpVaSHx/PXH96guKGSnJpialsb+Gz3CjYV72VFzhaazC0kdkpBvXjwjBOOupz2T49Pu7b1uCSIo2IPkJC0LnZeWsn8h+Wx4Z6KPIa/cBXZ1T1Yk5wgeyvyAChulItwBer8+OCqJ937l+VsYvTL1/L57p9wuVwsy97oPuds5ZoR892FNPZW5KFVqbl9wqWnuVdnBscVwXbvvfeyatUqXn/9da655hpee+01ysrKeOONN3j66adPdh8VFBQAvUaLUadnXtYEQoxKlKjC2U1UQBhPn3cHf17ySvcHqWH3/EoGfxfNtOdSWP5ggddupxGaoq2ElHgmZgFV8urg3Ecz0JpEtl9cQcnoZgAmvi6nLGosKtQW0W16fmC+xxRXkOD8P2UiqWHxU9nu7WPelYsROLQSWy8vo2KgR/xbcVchc5/sJPIdQeyBAGY+ncquRZXU9DFxeHQTKodA+ppQ8ibXk7ohmPokC43xFlb9oYigCh0TX09Ea/H9idab1KisgpwKcYzjU12TihX3FpL5Uxj9e6i82BTtO3HPXBWO2F3l116ibVOhbhNAFNwr0505V1KmRsRn8VPOFobG9T3dXTlruWr4XN7b/h3Z0+oYuDiKiv6t5E2uZ+THPUcFTn8+xStSVWdSo7aJJG8OpnBsI9uuqGDURz23IYkSFQNa0ZhVjPj02P9mE3cGo2kT2Xhjme9Olwu/Gg3GBu8IdQmJ9TeW0BRvRbDLArt8PD4T/4AaLWqHSN/l4Wy+rgx9s5q8yZ5I1gCtkefP/8Mx91tB4deMUavnifm380QXgZ0ul4vPdv/EP9Z9QpOl1XvnUbReuyRHX5U1VXPt+w+R1yDbS+hUWlwuJ7b2/VtLDrjPERHcaZlHEqwPwOq0Ee4XTEmjvEj18I9vdHnsh0HfE6zzJzooDL1Gh0GjY13hLuICIyhrlkX38qZqypqqeVVycefkK3ht3afM7jsWo1bvFotGJfbnoZm/7flGe0GDudn92hbUzWKGRK/GNnqVhs1/fA+ARnML3+5fw3M/v+d1zM5LKlHZRGJ3+1MysplVeVvJjEzyaau2rZHHV/wHQRD4x6Luq4z2xKVDZpJdXYTVKS9O1pubmfH6Lbx16V8obqzi0WVypNtjy9/i013LGZHQj492/sg9U67mquHzjuuaZxIpobFcNGg6Bo2eFblbGJU4gIDjqGL7a+G4BLZvv/2Wd999lylTpnD99dczceJE0tPTSUpK4oMPPuCqq6462f1UUDhuTFYLOo0G1VketqpTa7lo8HQK68sY/NzlvHXZQ0T4hZwzk1KFXx9z+45jY+Fuvtm/Gv8qjY9JN0D+lAbSNoSy/P6CLloAlyBh72T4n7ZOTl3sqPIZUehHyehmVFaBiAI/GmLMrLn9cLeVA1VmkfU3ljDx30noWlSEFBsY8z95wi2JEouf8IhuohUkDejajv5TGlCnI+PnUGr6yAbKBeMb3fsa4i1MeyWF1lAb2y8rpy7FzJJHcxFcoG9WM+m1JPwaPemywSV66tKPIYq1fRLekGwBAfInNvQosPnVagktMlCf7LnG4qeyZfHx/swu/eV6Q+zBACa+kcT6m0t89vWLSj1ro1KOFX+dkQsGTjnd3TirqWuVfceKhzcyaEkUKodAfeLRvxNai5ohn0ez62J54qi2yX/LQ7+MoaJfKxUDWrs8ryHGzPbLKxAkMIXacegk+i+N6PLY3lDZlccTUDSuiUX3epuEb7q2lPKBLe73rk7am9ok4PBzeQltWpM81qltN2svHtnk1d5/LntYKSaioHAMCILApUNmcumQmVQ017IqbxvPrPyfe3+AzkiL1dR9A+10iGsAVqet2+O6E9cAGi3ys6BDXOsOg0ZHaZNswF9n8X4GCC6Bty59iH0VeW7LmaL6CiamDmV8ymACdH44JCfn9ZvIzD6j3cUVTgU/3PQqMYERrMnfwe+/ehZEmPp8En71Wg7Mq6FgXGOXIuZ7V3tSPoMNAVwzYj7XjJjPDR8/wrZSuRCCJEhIaonQwwbq+1h4fcPnXDRouk+KdqDOz13VdF95HrHBEQQbArDYbb2OrD2v30SmZ4zixk+fYF+lvIjTYjNx46dPsPPuD1nQbxIXv3MfhxsqqGyuQ3K5kFwSz656lyuHzT3rxz/+OiP+OiM1rQ0s3rcal8vFjD6jT3e3ThvHJbDV19eTmpoKyH5r9fXyytiECRP43e9+d/J6p6BwgkguibGv/h+xAeF8f/M/Tnd3TpiM8ESu/fBhAH732VPM6jOGJ8+7/TT3SkHh+Ll1/CV8s391l+JaB8se6CYN0gUN8VYy1nh+ysIOe6feZM+Qo9Mklav76lOdcBglavqY2DunkvmP9nFvr8xoYdP1pV7HTn4t2V3Jrzfs76a6qaR2UZXRSlSuP5NfT6ZkcBOHRzZhDXDQFGNl0/WlTH9R/s11qCUakjpFmHWMw4VO748cp7W/FyQBl8qFQy9xcHoNWSu6FgjUDpFB30Tx851FXtt1rWp6mUHXLVuvKsfm5/FTSV0XQsGEBn4/4bITa1jhnOKqDx8CoM8q2fvMBTi1EmtuPkxosQGX4OLwyCZiDvhTmdWKzehk8FfRpG4OIXVziCywHfE9CS7VU9mvtcsKwBtvKMUS5ECQwCVA0tYgMn/unWdiVxiaj/BQbY/aSNzmm1pdPqDFZ1sHDr/2B0Cne1HbZYEtfU0oRaMbfRYTrnz/Qbbf/cFx9ftkkV19mD4RiWf9pFLh3CMmMJwrh83p0XdsT3kuD37/GsUNlVw1bC4f7PgelSDidJ3gD+gRDIvvy7y+40kPT0SrVhMfHMW2kgO8v3UpO8oPEVSuwyWA2ilSH29GK2oYldSfp+b/nkC9HyMT+7vb6qhIGqiX/eA0KjVPzLvtpPZ39z0fd7tvUtownlvwB+759iXW3FZMxpowgkr19FkRSs6Meq9jk0Ji6BPhG4kG8OalDzHshSsBqBwgL2Rkz6xj1PtxrLntMDP+JesUBo2eNb97k0JTNRaHjUExGeytyMXqtLF4z2pWFWxnV7m8oPrEvNs4r9/EHu9NEASMWj2vXHg3i96+F51KQ01bA6mh8bTZzIx/9TekhsRxwYBJfL1vDR/t/MF97lXvP8iH1zzZQ+tnD4F6Py4fOoexyQNPd1dOK8clsKWmplJYWEhiYiJ9+/bl008/ZdSoUXz77bcEBXXty6KgcDoQBZGUkFhm/0pUdKNWz/3T/o+nVv6PWZljGJHYjx2lB4kLiiIqoGvTcQWFM5nowOOfpCJA0o4gRDwVKf1qvavwWf3lvMbORQ2iDvrhcklU9/ONeInZ60/FoFZypzcQlRtAa7iNyqxWKvu1uiexKqvAxH8lHZO4BjDomyhKhzVTNrAFQ5OaligbktpFU7yV9TeVEL3fn8FfRxGzP8DtYfbD/bm0tFfvbIgz8/MdRe4y9h2fwch3Ytl6Xbn7fXdoWgWsIfJkO2daXbcCm03r4Oc7itzvRQukbgwhY20Y4vFZt7rxq9XQ2l4cAicUTGggyj+UcSmDT6hdhXOTjLWywCZpXFiCnFiCTNSmeyJJioc1ub/7h0c2krpZjlwILtbTmGihaHgjyduDAYjfFUBl/1bW3lTM+P8muqPbDk6vwRLkIHZPAGPei8didLgjZI+FrZeVUTKiGbVZZOHDmahsAlZ/Z5cebmUDmikd3MzIj2LRtaiwBnpEabVFJDzfSG2KSU5zFwEXpK4LRnAJ7meHX6OW2U+ks+3yclwqlzt61nGU6s295ZEf3uTLfSuJ9g/jx1te69U5dqeDn/K2kFdbQmpYHBrVcU1DFBTOaAbFZvDtDS+539856Qq0Kg0Oycl/Nn/DxqLdFDdU4nRJjE0exKjE/kxIGYJGpWFdwS7+veFL6s1NtNrNjE0ayJPzbmdHWTY6tRaVIJAZmUyYn/d8e/PhvUz6h5zGqbaLaK0qmtoLICUHxXDj8MuYmj6CmBMZc51iZmaO4aKi6Szet5pDs2q7PCbcL5i3L/9rt22oRJG3L/8r138sVw4Nzdcz/PNYAmp1ROQZqWn/fTDbLby/Yylvl63g7TdW0C8qhQ+vfpJQYyC1bc1MSx/uFtj+teHzowpsHYT5BbP69n97bTPbrYgIOF0SX+9b496eGhJHQUMZ+6sKKKwr+1UUPtKptYxNHojZZuXP373CokHTmZw27HR36xfnuH7Zrr/+enbv3s3kyZP585//zIIFC/jHP/6B3W7nhRdeONl9VFA4Ib6+4dT9TR6qLsQunaAx0TESGxRJVkQyCwdMpqK5lus/foQpaSN4+cJ7ftF+KCicLG4dfwn/XP9Zr4411qu9qk2Zg+TItxEfxVKT3oba4S0AOfSe6A1jnYZJrydibNLi0Ep893AOEXlGrH4OGpLlgWjFIE+K2Lpbir3aGvdmPNG5ARwvEUV+RBT5kbkijPzxDaRsCiZ5SzBrby6mLtVMZf9WKvu3ytU+LSJ+tVoCqnSYQtsoGF3P/vk1uASI3x5A6bAWt5hWMqjx6Bd3yX5T1mC5uuqENxK7PXTj/5V6CXWCKKfX6lpOPM1+4JJIqvoXym/am/vg6idOuF2Fc4sXz7+bP37zPJWZrcQcCnALZikbggkpMVCXLHsddhbWG5IsbLi+BI1ZZMK/E1jyWC47Lq9AZRNI2BtE4i7Zh60uzcziJ7LRN6uZ91gGBeMbEJ0Co96T7RiOR1wDKBkm+w91+A9mrO++8ujWq8qR1C50rVWkrwhl/4We6FeHXvI8J6wiSZuDSdoSRFC1byqT3qRmwn/l7/qXzx50f68tdiv6EywqkhEht9uR6pZdVcTrGz7nrinXkBgS1eU5KlGkb2QKmZGJmGwWr+qJCgq/VnRqeeFPo1Jzy7iLuGXcRd0e+9bGryhurnS/33h4L1Nfv5n3rnyMQbFde73anQ5u+kz+HR3xUSzmQDv759cwOnEAj8655cQWMn9hHp59I3+YfAVOSUJySewqy6be1IzFYeeiQdN6lbI5LD6LB6b/hidX/Jf6NIu7IvrEN5KQRBdLHs3BoZN4eZ0nou5AVSE3ffY4P93yOqlhcZjsZh6Yfj2DYvvQNzL5hO7JoNGx856P+M/mr70qsxY0eHw47/jqWa4bvoCLh844oWudKWjVaub0HcfAmLTT3ZXTwnGNEv74xz+6X8+YMYNDhw6xfft2wsPDef/9909a5xQUjsanu5YTagxiRp9Rv/i1rXYbX+xZRXDXhbxOGZPShjGpfTXgyvcfACC/ztfTSEHhbOHmsRf1WmDrvzSShN1B7nTPXRdXkbo5lITdQV1WrozdE4BLdDH2nQSv7WqbSFS2P+WDfNOvVFYBY4OGlmh54ijaBaa+nExQVe+8OI7Ggdm1bl+k2kQzKrvoTvUMrNThElyYQu00JljQmEQEp8Cui2W/lZS1wQxdHMOQrx0seSQXRKgcehTvFxcgQXOsjYgcI06N5FURtTM7F1VQl+Ed2efUuth4g5weG1SqY/rLqcd8z5Io0RBvoTqjjfBcI7UZcp/fuPhBHz8UBYWjMSJB9ik7OLuWmEMBiE4BQYKhX8UAkLwtmKFfRrPlqnKao6z412k9kahAyXCP2XZNnzYS9srPjsmvJ1M8pJGdl1RiCXTw3YM5WAOcpK4NOeHoTWOjvDigbetZqN47vwpJLT8QInP82b2wUv4Ou/A2/xYgLN/IoCVdi1md+fm2Ii/RfPTL1/Hx1U+RFZ1yzPfRwZXD5zAna5y7+m+bzUxyWCx7yrO7FdhEQSQlLJZv9q4mITiSYQlZXR6noHCu8uz5d/L8z++xpXi/1/bbP3+GVbe/iUr0fQ798evn3a8r+rVQNriFCwZM4eFZN3V5/JlOR5oqwF++fx2T3cK63/+3135oAJcNncWszDFM+edNrLir0GvfsE+jyZlaT2uEPMZLCI6kpLGaFquJ/21dwi3jLiI9PB6H5DypUbbXjjiPg5WF7CrJocYi+4jePPYi3tj4BUGGAPQq7VFa8MbmsKNVa45+4GlAJaqYmzX+dHfjtHFS/mqSkpJISkpi9+7d/Oc//+HNN988Gc0qKByVtYU7WZDVu7Ddk41Oo2Vs0kAazV1UAvuFePXC+3hz09dUNdeSW1NCRkTC0U9SUDgDCTMGUWdqwq9aQ1tk935sW68qZ+tV5b1ud8x78d3us+t8U6UMDWpmPpuG2iFi0ztY8mguWpPqpIlrAJpO5elLRzZ77bPrncx+Mg0RkZ2LKigc24jaLOIwyBPuwomNDF4chdaiZvZTaeyfV0PpUO82VFYBUS9i70gFE5An5gLUZPYsxhWObXS/VpsEHEb5urG7Aigf0kJTvLVLj6qj8dPdhbRGeps6PzTzRsac4z4dCsdHoN6f6RmjWMEWGqPMtIX5GoaLkuj1/a+PN1MytAlLoIOyIbKwnrYmhMHfRnudl7grGIfOxa6LK7EGO4ndE8Cgxd0XBektIz6KZf+cGjJXtKe1thsadhbuioc0kjtF9huKPuCPQ+/E6t/u/dauy2lFNTbJQer6YAb0QlwDaEiQVwJj9/hT3h6le/n797P4Ny+SFBpz3PcU2qmi+bCELHQaLcLRyioCRQ1lSoEmhdPGIz+8SUxgODeNW3S6u+JD38hk/n3pQ7hcLua/dSdl7YUKMiOTEIBl2Rt5ec1HPLfwj2RFpVDdUs/awp3u88sGt/B/Ixdw56QrEIWzT1w7EpNdfnZVt9Qfc1XKEGMgf1/wB+799iWv7TsurfR6X9JY7X49IiGLVXnbSAiMQq1WEWwIINhw/JkLndGo1Dx3vhyk1GYzY7JZeG/bdwDsrchDp9YyJm0Q4X7BPbZTWFdGs6WNQ9WFxAZFMjF16Enpn8LJQzE/UDgjqG5toLyxmiHxmcd03uVDZlHdXk3sdDAtYyRLc7s2Lv8lCPML5jejFrA5by8t1q6rnykonA389LvXGfr8lbRF2gktNFCf0k1FwCPnbi7YOb+ckCojyduCe3Uti9HBmlsPe7zA2klfHcqgJVGYAm3URdnIHV8HAoi27it6HQ9HpphNfTGZkHIDW64oo3RYM8vuL0BwQluELDQGl+ipTTOBAHG7/N0TckOjGpdwRN8kGLwkmpqrbJSY6zyf1xFFEIqHNpK4M9i3c52KJHSIerhwR/oFVui8xDUJicZ4Ky7BRVhJ14NfU6ANU4i3aHrRwOlcPHh6dx+RgsJReXDGb1iRu4U1txXjMEhoWkUkpG4jzUJLDYSWtvsmHsXjP3VzCEWjG2mOtfYo0h8L4UV+TP6Xn/v9mtuKqU82o29SM/XlZAwtGqrbfdJEh8Cgb6JYdr9vgReH5ER0Cqisok9KfFeUDGzCpZK/y8mbgun3YwQ/3StHdFzyzn1s+eN7J+P2AOgf3bt0oDsnXXnSrqmgcKxEGIPpG5F8urvRI4IgsOS3L7EiZ2t7QYJ+5NQU89RP/6Pe3MSOskO8vWUxP2ZvdJ/z9PzfMytz7CmNWrM7HUguF7peRk65XK6TUsxk0f/uYfsfP0CtOjarilmZY5iV+bG7L+VNteypzOX5Ve9R0+Y7fxyR0I9dZdnc+Nnj1JvlTIP1v38bf92xee4eDT+tAT+tgSuGzeGdbUsA2FZygLlv/p7vb3yF8B4i+8uba7n1i6cA+PGms7+A368RRWBTOCnUtTXRYmkjMiD0mEJ4O3hr01f0i0o5ZoFtfMqQY77Wr42ogDAWDp1yuruhoHBCiILIm5c8yE2fPeElrhnq1JjDevA5FKBwchPNeTYStwX2Ko1r58UVXuJacImefj+GE17ox5KHc7AFOL2EJlOEE4dWcpueHy8Fo+vdqZ6d2w8plwduIz6KoXRYM6ZQjxgVuyeAER/FdjmRboqxuiNxAMIKDEx+PRnRINJ8TT2iQ3B7j3RcU2UXcGpdVGeYuhTYQor0NKS05713FufaX4/9t7cJ7/obS9zm6XMeS8PY7J3iICGx/M8FXv1Yfss/ifRXirIonBhhfsFcPHgGn+/+CQC7v8SKuwuZ/GoSOy6rRGMW6bMqjIC64/Mas+udSCoXy+7JZ8YLKccctdkTDrVEfaL8nLMEOfj+4TwCK3VMezGZmP3+ROX6I3Z+7HV6Xki4QAW50+qJKDASnd19dMXGa0uoGNiK6BAY/nGM20NyyGdR7LqkCpvzl/WQVVA4E7h10qWnuwu9QhREZmZ6irRlRiTxxPxbifIPIzUsji/3rHTv68mj7Vipa2vina3fcvnQ2fztxzdosZo4UFXg3q8SRBYNmsZfZv72qG0Nef4KoOcKor1l+ItXnVA7giAQFxxBXHAEc/uOY3vxAX7z6aOclzWBJksr8/tNkvscl8kFAyaz9NB6GkzN3PjpY/znsocRBZE2m9mnwMSxUN1aT7A+wJ3aGRMYzvc3vsp1H/2V6tZ6gvR+iGLPIqK2U9pqZUsdUQFhSkXmMwxFYFM4KfhpDQTq/Y5+YDfcPHYRJruFBlMzIZ1SDs4klmVvYmLqULffiIKCwsllVOIA9+uU9cEUjm/EHNTDBLBj0imAObj7tNIjGf5pDBuNpTTHWBn8dRSJO4PZdX4FG35b6vZCOzJSrjalrceJbFdISOxdUE11nzZUdpGWKKtnZ+eIsnZERFngSpYFrqEfR5OyvftVzKAqHcY6DaYwOyqbwOTXk937ro2bwmu7FlPVRy5TLzjh/AcyEaWeo3z6/xhJ4dgGQgr17LvAOzpXcMLaO0qY80Q6AE1RFre4BqBvlocUlZkt5E1oYMhX0ZiCbTg7iWvPL/yjIq4pnDSyq4q83rdE2/jhoTx3cZPGeAvTXzp2z0AA0Sl/SVujbOSPayB+dyC6FtUJe7EBlAxtAhF0zSqsAU4QoCXChiiJxO0PRBIllt3TKXqtKw82IDK353FXVVab+14sgZ5n6eHRcmTG2ORBXZ4nuSQu/s+9jEkdxH3Trjvm+1NQUDj5CILAuGRPxe13rniE7w6s47Khs07qdaa9frPcfntk1ZE4XRKf7f6JVbnbWHzDi/h1Ed11sLKAy9t9os9UBsVk8GjGFcybNQ+Nxjsi79YJl5IWkcAzK/7HgaoCxr7yf+5971/1OANj0o/rmnd/8yJ2ycFt4y91p3bGBkWw/JZ/9rqNkYn92X3Px3yz72ceX/Yfwv2DefnCe9zFNBROP8c0Sli0aFGP/zoXP1A4t9BrtGhU6uM2gwzzC8bqsJ+x4hpAfFAkzRYlDVNB4VQhCALvXPEIKkGkdEi7r1hPj5ROIpihRcPXz2bz5TMHqejbgjnA7vY4OhKtRc3kfyWz4K+ZJO4MxqGVKJjQ6NNmZzb8tvSY72f75RXkT2qgJcpGY4IFp9YjNI34IIbR/4vjgj9nkj+unq+eOcjB6TVMfj2J4BI9aWtDehTXQPaYmvZSMiAXIvCakAPjP0zEWK9GcApMei3JHYHTk0AQme/H6PfjKTnCGy5pcxAqu4ApyM7Wy8rYfFUpK+7xNg4uGtNI0YhGtlxZRnXfNpb9KZ91v/MUYFnYfxIz+oxGQeFkkRrmm77ZuXKw6gSiTie+kUTWD3L1vb3nV/P9w3ms/V3xUc7qHfVJcvSaxqwifbUsOKev9Xzfv38gD1OERxBTW0R5xN5+awv7TwIXCFLPUQt9Voaia1EhiS72LqhmxR8KcKgl7Hr52Tgkrk+X51U015LfWMYHO74/3lsEoLSxii/2rDihNhTOHVblbaOqpf50d+OswV9nPOni2qe7lvX62FpTI+NevZ7Bz11Oq9XEhoLduFwufsrZ4iWujUk8Pq/V7w9tACBhh2du+K8NXxxXW8eKRqXmvH4T+ey6Z93bOgJJ0rr43ektFw2axsGqQm7/8hle72Vxr+6YlzUBP72e6sY63viFPheF3nFMakhQUM8hkUFBQVx77bUn1CGFc5f08ISTlqt/KugXfXyr4AoKCr1nSFwmIxKy2Fy8n8AKHc0x1m6PFRztxt8C1KW2p5UKuCteGhrUzH2y+5SJ1lAba353GEtw79KkjmbuLyFhCXSw9apyVFaR6vbokX7fR+ASXdg1EpUDWmmNsrHtqgr6rAwjbn8gNekmXCIcnFPLwVm1DPssptd+clqLmmGfxLDjsgqfIgKiJDLnqWNPGdk7r4qmOO/P3RzkILTQSHVWGyUjPOJbxqpQHDqJwnGNFI1qojHe4hEpj/iofjf2kmPui4JCT6zJ397ldtEmELsvgCFf9a4IQFfoW9VkrYjA0KRhx6UVIIDG4kndcailXnmgdYWxUY6WMDSpKRwr+wDF7pUjZH++rQhrkFygRGUXcGpcODWexYJp6SM5UFFAYKP+qAUF+i2PpN/ySEyBNrZeVU5dipn1NxYTuzeAnOl1VDTXdnlepH8ooiAguVzsKcvhviWvYHFYWXXrm70eo1kdNua/dScA5Y01JHJyPYwUfn18tXcVq/O28bc5t5zurpyzDI49NqueDsa/+ptu920q3ntcFS//vOQVAEJKDFT3acPq7+T1DZ9xy7iLjquPx0N0YBi77v6IJQfWMiFlyAkHglwwcCoxQRHct/jlE8r8AlkEfPmCe3l5zUfcOObMK9hxLnNMAtvbb799qvqhoABwxoprCgoKvxwXDJzK5uL93YprkdlGajJMuI7yC2YOcVA6sJn4vb4DooPTazg0rRbXMYz3vn4mG4DzHsxAa/O9eIdp+ZEIDui7NgKAQT9E8e0j2diNEjnT6tC1qBjxYSyLn5LbRoQdl1WAC5K3Bx+1T+YAO7svlCtiGRpPjutD7L4Acqd6RxHUZLSx4OFMlt+djzm0XZB0Qv8fIljyt1wECUZ+GMvy+wq6aBFuHXcJscERJ6V/Cgpmu5WbPn2cBkuL13bRAZIaJK2LhgQz++ZXM+yL469WWTSiETlUDALLdYx5W/YgLBncxNary9G2qkhfG0Lflcf2t13XHsHWOcW6Id6CJLrcz5DkDcEUdVT17eSHqFGpyasvZfiPva/+aWzWMvn1ZH64P4+6FLN7QeKrvav42+ybfY7XqNRsv+sDhj5/Jdd89LB7+76KPML8gokN6vl+G0zNTPnnTe73b235mkczruh1fxXOTQ5VFeJ0dR15rvDLkBmZxLLfvsast27r8biFD2aitom0Bdn48S++xViOZORL1xyTf9r3B9e7XyfsCCRtfQhfPXsIgEZzy0mr7NkbBEFgQf9JJ6290YkDWH37v09KW8GGAP46+6ajH3iS2VF6kMMNlYxNGkh0YPgvfv0zHcWDTUFBQUHhjGJe1gQOVhXy7rbvSF0fTPHwZhx6z6C7OtPE9GdT5BTFLgJIdM0qrIFyBMiWa8so3t/EuP8luPcXjWjk4JyuIzc6E1iuQ1K5fKqNLnkil5QNwZQOaWbuYxlHjWLZv6CGjPWh7ui32U+lkTO1npxpdew7r5qMdWFoW1XY/J0M/CaSvedXs3tRJfF7A7strCAhkTO1nkMza5HULoJL9Az9Ivqo99Qb9s/xrYzsEiBnci3pa0PZe357SXuVR3QMzzGQM7m2yxTbxKBobhx74Unpm4KCU5IY83LXvmCB5XrCigzkT2qgLcJOW0TTcQtsxYMbZbG7neZYK18/m+31N27zd3Jgbi3+NbouhfzuGPpFNLsvqKK6Txvh+UbseifheUbW3nbYfUyHTxqAxiLi0LrQtIlsKtyLWlDRGm7rqukeGf9mAj//vgi739FFDFEQmdt3HDqVlrumXM2u8myu/vAhAB6ccQOXDpnZ7bnbSw75bHsm/0vmMe+Y+6xw7rDsGHyoFE4dR4prC/7SB0ESaImy0hhnIWWzJ53dr0nLonuzAHAhL2wEVOv49vEcrzY23/nuMfVhXeEuzxsBBJfnwTv5tRtPStEEheNHJapwOSTsklIopysUgU3BTZvNzHvbvuO6kQvOOCN/u9OBWlQpEW4KCucId0+5hh2lh8gbehi/Wg1N8d7RbGtvLWbUu7Fsu6oc6YgotA5xrYPK/q0svzsfvzotIz6OYdeFFfSICxbdJw8Yv3z2YJeHFI5rBGDjdSXU9DURclhPSLGhywg2BCge1uxO+9Ra1KSvDiVnWh0uFWy9vAy7Xu6zIAlyyuelFSy/J5++y8OJ2x2AQy/RGmFHbRWpymylsl8rDYkWBEmuPtpVRdDjoSHWTG2Gqct9h2bVkbrG1xfOWKfGHOKgtk8X9w68dvGfEYWTV4FR4dzm/e1LPW86VdcEaEy0EHbY4N6XtOX4q73tWVjlu1HodM1O1y4b5Bsp61BLLH6iXYDOMzDqg3j0JnnY7deo9RL9W0NsrL6jCLvRI3y5VC5GfBjD3oXVSCoXfg0aBIdAk60VnajFdRxfqYA6HQHVOq9KzT3x9Hl3uF9PThvufj0opvvU82WHNnLvkpd9trdJ3af7KygonBl8f3CD1/vJryShscqp8SGlBkJKu0/1FhAILTF2uU+vOTYD/v7RaSw5sBaQvSoBpr2Ywso/FvZ02jlFaWMVf1/5LlcOn8vopAFHP+EkMji2D4Nju/bwVDjGIgcKv26+P7ietjYzO0q7nlB2UNFcy4X/vZshz13xi5jX2hx2Xlv3KWsKdpzyaykoKJw5PDHvNsQANfoW37Ugm7+TigGtTHsxpVdttUTbqOzfypK/5WJo7DkvdMIbiYAcJdYxgdY3qdCYRIZ87u3pVNNXFqMakiwUTGzw7HBCRI4RoV3rq0/yFq30JjWj3m1PNxveLKe7ShBWZCB5WzCJ24IwBzvYeWklSx7P5YeH8ll3SzE/31nEwTm1NCRYCCswcOGfsk6auAaQO7kbg+n20ULBpPZ77FT91BTmoC3Ct4prXFAk627/D4khJyeyTkEhp+YwL6x+3/1+2Ee+f1v5Ez2eZsM/P/700G79zQTv/09fHcrQL6J9iqrkT6iXvzci1PYxs/RvuRwe2sCRFIxuYNkD+Vj9vRcGgkp1JO4MJn5HIHaDhNnfgar9ixigM9IS6RGsSgY3UZXRcxEmU5CNzVeVUp9kRmOW2znWir4rf/cvPrvuGfpGJXe5/+fc7V2Kax0cqi46puspKCj8svz5u1e83q++4zA/PJBLS1jvBfK8Cd7jiLjACOzOY4t0WpW31f1abC/mElyuP6Y2fu346wwcqi5kVd423t+2lGdXvtOtr6bCL4sSwabg5uLBM1hfuJtx3ZRt78ApOSmoLwPg0WX/5tFl/0av1rL5D8cW/ttbNCo1CSFRZIYnn5L2FRQUzkyqWuowOS2Y+8C8v2aw9JFcr/0lI5ppSLQcW6MqaItsF4OOiH7pIDJfNp61dYomGf1OPGtuO8yui7uIaunmOqYQO5krwjg0q46i0b6pavF7A9H+S8We86vwq9MwYEkkAXVy9PCIT2PJWB1K+YAW6pLN1PRpwyWCxiSS9WMEsfv8MTaf/JLsmavCKB3ajLpNQNKApHN1fWB7BE94joG6NLPbD2/I59Hsulj2hHvx/LsIOEETXwWFzjzx0389b1yQvDOEHVdWujdp21RkLQunNsXE8E+OT1yTRInvHsl1V9o8GjH7/FnySC4IMPXFZEIq5AgPS+ARE0oB9pxfTdJO7yjQPef7PlMCK3RMfTkZgIHfRlI2tAWLv4OQHTosAQ7qaUIa4GL174rABXVpZtRmkYUPd29Q/vPvD2MJkvukMamwGyRMtt5FsnUQ5hdMmF9wt/vv/ObvPZ6/rnAnA+OOvfCKgoLC8eFyuRjyvK//4d8X/IFZmWO8tm0o3H3EyRBUoaMpxsrPdxYx/28ZbquLhjgzOy+qRHDKWQOS6CKkVM/wj2IwhXgvuJU113D+f//I0htf7XW/txTvB2DuY+m9PudcI9gQyDML7kSr1vDa2k9YV7Sb9PAEFg2adrq7ds6jCGznIHangw+2L2VgTAbDE7K89o1PGXzU8+ODo/jw6if4w5fPUW2SV2MtDhu5NcVc/M59XDRoOvdMuYanV7xNZEAot0+47IT6KwgCFw2afkJtnCmYrRZW5W9nXr/xuFwuGswthB6lIk2TuZWL/ncv45IG8+g8pbKSwrmDxSF7DLlUcsRX6vpgCsY3eh1zZOXMIzHWaTCFeQ/2VFYBfaMalUOgOcbmFcs97q14JCT2Lqgmf5In2mT1HYc5Vtoi7LSGyv3zq/WOmpNEiUPTayka3YRTIxGRZ3SLax0EVekJqvKs2J5I1cLeorLK7Tv8uxHW2hEdAgvv74OISH28mZ/vLALg4FyPf1tcYOQp66fCucmusmz367DCI1KVXDDllWT867WkbTi2yKzOVKe1+Ypr3YjxAHsXVLufIavuKkJlFcj6KYLqPm0+x4YXeqdP7VxUgaQ54rvmgmkvJSO2NyoiMukfSSy7L5+CiY1eh7qrJ+OpTNodCTsCKR3SjEMnuZ+JrccosB0TDqC9ynMHGw7v4XcTLj1111RQUADkQiPf7FvNi2s+6HL/vd++hFHzJyakDgWg2dLG7754yr0/oFLL1JdTUDtEsqfUsn9eDUsfzmNIu9fr1qvLcIkgSKCyiQguqOjfyvd/zSdhu++8ZkD08QllXWUwAFz1/oPsq8wn0j+U5eewd9+QOHlRJdRPtkOIC1SKSZ0JKALbOUiTpZU9pbnk1Zb4CGy9pX90GstvfZ16UzPvb1/KoNgMnlohV5n9Ys8K/jTtOmySw50epQC3fPoE28sOoRHV2J0OnvjpLQJ0fnz725cwarsPezZq9Vw2dDa7y3xNgxUUfs1MSh3mfp0/tp4hX8cQWKF3R0j1BmO9hjlPp1MysIk9F1RhDXTi1Lpoi5InmMM+jiF7Ri1t4fL7ksFNbPht6VHbTdgeSPnAFpzanoWosmFylcO2MFls86/X0hZsY/l9BUgaF4IELhHyJzQweHHPqZSnWlwD0JpFbyGhC2Hhgj9lIkoih6bWcmBOjZdA6dBKBJbraI614q/v2otFQeFk4BQlCod7RPBJrybiX3/iUZ0VAz2plmF5BurSzXIV0QqtLMgfQXOs1V2cBMCpc3FwZg0qu+hJpW7/DmlbZS8hCYlDM2sp7KgS2gn/Gq07SsShlRAd4F+vZfT7cWy+ruy472vg0igGLo1yV0DtoKCujNSwuONut4MNhXu8N6hx37/aKuDQudhTkXfC11FQUOiZqpZ6Zr1xa5f7+qwMI2daHQC3ffkMj8+9lQX9J7HgP3/wHOSCia8nucccmT+H49RKZE+rZ8u1nmfQkM+jSN3sWcwoGt7IjssrPNWPO7GnPNdnW0+EGoOoNzXhEkDoNMxa8FAfvn0sh32VcuXS6tZ6Zr9xGz/e/Noxtf9rYV3BTgbFZhDuF8Lg4HRl3HWGoAhs5yDhfsHcMeUKwozBJ9xWqDGQOyZeDsDIhH7sKstmfMoQAJ6e//sTbv9s45OdyzDZzFgdNnJqipnbdzwz+8oh2H2jUpAkiZTwOJYeXIdOrSUxOIZWm6lHgU2jUnPjmAu63f/g0tcYlzyI+f0mnuzbUVA4rQiCwPc3vsrcf/+e3YuqMDRpSN0cQvaMWszBvfPzSNglr6Qm7A0iYW+QvBI73xNlFVKmZ8w78ay4qxAEKBnZctQ2/au1DP08hoQdgWy48Qgx7ghBym1ELsKy+/OJ3RNAc5QVSeMiY1Uo/X+IYOlDedj8T95qhE3nYH3DQSrH1KGvVhGRa0Rr693Pvdaixq9W4xYcjxTbsr4LA6B4aCPZM2p9nFydGhfNsVZUSlEDhZNMXVuj1/vGZCs7kytRWSB5Swj61p4juHpLULkcSTpgcSTJm4NY8ric/ukjrknysbH7AshYF4bGonJXHXVqXTi17YVLHLhTqA+PaeLwmCa6IyLHyOj3ZLHLpnWw5PFcNCaR6S+kELcvkKQNrRwe1wQuMNaqMUV4noPN0Va+efIQ499MILyo+9Tsyr6tXs+p1fnbTlhgy60p5ndfPNntfqfoQosKG8qqq4LCqWZvF2KWtlXFeY/IpvQDvo/ky7/Lftt/+f6f/OX7IyLABNwFWRxaiY3XleDQS4QU6z0FUiQIrPKOuk/eHsyOyz1FpDoqfZpslh7nOV0xKrE/PxzagFMlIUoq93aNRUXitiD86jSYQuwcHtVEZUsdg5+7/JyrLFpQV8ZtXz4DwF9m/pbfXPMAlc11/HhoI7P7jj3NvTu3UUbA5yjJobEEnGSV209rcItr5yrNllYOVBWysyybjUV7uG/Jy9z7zYt8unM5+bUl9I1K5k/T/4+XL7yH1y9+gMfn/w6H04nL1XMUTE8s6DeRzIjkk3cTCgpnELFBESy98RXiAiPYdH0pBWMbmPpiCgnbuk+t9qvxTLR3XlLJD/fn4VBLfPn3g+yfX4PQaZ7s0EoEVeq54L6uvYsyVvmmmhka1RRMaPAR1/SNavSNKp/jO1M+qIXWKBsBVVoGLo3iu0dysfk7CcvvvjLXseDQSiy9K5cfa3exe14lm/+vjNwp3RQu6AbR0b25+8Hz6vj66Wy2XVmB88jUtk44Xb3zr1JQ6C0vrfmoy+1OPeRPkgsFfP3EQZbfnY/FeGyG2p2JPuAPLigc14DWpmbO42l01C9IXtupKqkIA76NIGOtLDonbwsmtMhTwbQDVy+07ciDRjRmkREfx2IzSBSObHALe3Y/iZ/bU9SHfhXtFsc6i2sd25waF2t/V8yq27uutCeJEuWDWtBYPMP/GRmjj97BHliVt42L37nP/X7+Xzt5rLU/Sia9k8x5USMB+HLPyhO6noKCQteYbBaufv9B7v72Ra/tCx/IdItrHXh9T3tgy5Vl1PQx0ZBooSHJjOgQ0DWrQIA1txWz84iq7KPf8Yj1g5+TAzCOVVwD+OGQXM102Z/zfQrIjPgklqyfIhj+WSxTX0p2b3dI55aAH2b0/B49vvwtbA4793/3KvctefmYi0oonFyUCLZfOQ7JSWVzHfHBvffC2VOei8luYUzSwFPYs18nN45dhENyUtxQwZIDa/lwxw9UttahElUcrCpka8kBAvR+/GP9pzw4/TeMSx6MSq1CELqZ0PaCMUcpSqGgcLYTFxTJe1c9xrTXb2HXokrqE8wMXhzNyE/kgdx3D+VgDfQMrDoqWooOgbACAzV9TCx+yuPd5OqURbbp2lLmPy57ifnVaORzXe3ebeF2cqf6ilM1fUzU9PGuCtrv+3D6roygzd/Kj38t6PmGXHIBhC1XlGHXS6gtIhP/lXisH0uX7Li4AofBMxjVNapI3hLcq3N/vq2Ihnjz0QUBAfqsCCN+VwAr7y7ybG+f5ItWkHTdnaygcHzkVHfyQZTwLBE7cI9mdSY1LVE2frqvgHmPprtTLY8FfasaBGgLt3Noai19V4UTmetHdWYbouj9W73+d6Vom0Wcehd+DVqmvJDI8vsLjx5h2zl1VILqviY0ZpEf/pLniXptR7QLWIIcfPX0Qc++I1O3BU+bLlGuatwSZvXxddx8dRlOrYukdcEUTJDTaxOOo8qvJEnk15V6CWsAE19P5EjZXXDC6t8WQVURAI8se1Mx4VZQOAUcbihnb3vqZAe6FhVqu+9zsC7Z47846+k0lv3Zc97cR9MpGF2P2irSGm5DcMLcRzPcUW0gFznYeH0phWMbiT7oT8yhAADi9gUSWFFLc4xcdbRDZJucOoxXFnk/L3qDNdDJDw/lE5FjpP/3EbhEF7vPr0ZoL8Cg6uLezhWCDP7oVBqsTnnMe8PHj1DYIKf/N1laCe+hII3CqUUR2H7lrC/chd3hwKDR4gJCDYGIYs8PI7PNgt3uPTh0ShJf7FnBpNShRAeGn8Ienz42Fu2hwdzMvKwJJ9ROaWMVpfXVXDVsHndMvIK6tiaaLC0s6D+JZTmbWVewiwlJg3n+5/f4JvRnnj3/jz5tOCUnxQ2VHG6oZEr6cACeXfkOrVYTc7PGU1hfzhVDZ5+QMKegcDYR5hfMx9c8xT/Xf8YadlA8sonEbUGM+CSWuY+l880z2T4TU22bikGLI1lxT1G37VqDnGy+qpTBX0UTsz+APitCWPpYPqZwe7fndIlL/i7WZXRjGt4uCKjMAk6DC6fWRemw5nZj9iQkNThEB06di6LRjWSuDDsmccCmd7BvfjWS6L3SqzOr8WvsnS+VJcDeq2gbgJxpdYR3jrpzyWbHLpVHXFuZu5VpGSN716DCSefTXctps5m5ftTC092VE+aBpf/gUE2R/MYFg7+IYvclVQSWaxn/ViLf/yUPY4OamAMB5E9swObn5OunZVE9fmcgIz6KARG2XV5BZVYrfVaF0ndlN2bQnb5C2TNq0VhFmmIsIEHZwGavQw0NaqIP+FM4rpG2EBuLn/FOzRKtglclXv8qLa1RcghtULmOvsvDicr2Z+P/ldAcayW4RE9wmZ7wPCNai4qgCj0lQ5rYe341rs7BsS4Y8V4M267xRI9kLQsnrNDIvvnVGBrVPuJaweh6Kga0uiNwAZ6cd9vRPnovDjdUsPA/vmOWDiIK/Fh2r7fPmugQcKo8n0GwIeCYrqmgoNA7sqJSfbbNe7TrSLXIXE8aeWOsmbS1IURl+xGdHcDORRVuf0iVTfAZWwGElBmY8VwKSx7N5eCsWrfABjDjhVQcWonFT3gWNlcX7MAhOVGLPUf5A+6snshsP/xrNBSNaaJkeDOlQ1twdTxLXN5+mQB1bU1EBRx/gZuzkVvHX+ouZBHhH4LFYaOipZbihgpFYDuNKALbrxynJNFibSNA58e6wp2khMaRchSvjdHJvpFrbTYTBpWWipbaX63AlhQag7Gl6zDmovpy9pbnUdZczS3jLu6xHaNWT2xIBAaNPLgN8wsixBDAmoKdiMDuihxcgA4VuXWlvLftW6ZljGREYn+yK4v4IXsTWrWaD3d8z50Tr3S32zcyhWj/UG78/HEAzus3kUB99z4rCgq/NrKiUnh10X1kVx/mrm+ep3hENZX9WknZEMzcRzNwaCV2LaqkJqMNlwosQY4exbUOyoa04NBKVPVrQ2MVCcs3UJfmK5TNezCN5gQ7624qdkfPhOUbGPRNFCEVstgUuzcQqPA5t+N4p/6I+A4BVv/+MA6t5DWBrk02MfGtpF58KjK7z6+iZESzz/bmGCulA5uJ39tztWKQB9xFYd37Q3XGr0aDxuzpcL8fwjkwt9brmAHRab1qS+Hk45Qk9hXnkhBx7NFJZyIJQVHu1+lrQknbEsrui6vk6nVOAcEFpjAH+RM9RQ86IrxKhzVT1bcVlwocOgnBCQfm1KKxqLqsNioikrwpiKIxTTi1LnZfWOXeZw30qG8zn0kloFb+nc9aFsHhYQ3sP9/7O9BZXBPtYA72eBs2xVnZcVkFAxdHMfr9OBxaCXOwA6u/k/ACA1qLPERP2RRCY5yF2H0BWIIc7v5su8rznBFscHB2LYZ6NZNfS8LY7C2qt4Rb2XVRFQi4o+tePP/uXgvgjy57ky96SO288N6+CAgsfjTbK4IWQHQKODvFta269Y1eXVNBQeHoPPLjm3y5t+vv5qJ7uy9kp7aLLLo3i81Xl7LlWjnqKX9iA7F7A2iJsLqPk9Qu4ncGekWvdaC1qAmq0NEYb2H53flMfi3J/dxS2+T2O7zeAIa/cBUXDpzK32bf7N7mlCQEAcROvq0muwWA5igrE95KZMg3MVRmtrDlmnIc7QJb7N4A+qwKY+fFFTTFyf296H/3sO73/+35A/uV8X+jFhDpH8L9S//BlpL9RPnLv2nVrQ1HOfPUUNVSx382f80nu5a7t51r3nigCGy/etYX7ubHQ+sx2cxMSB1GUmjMcbUTqPdnwcDJJ7l3Zw5tVjP3L3mVW8ZdjNVuQ6vWuKPDGkzNrMnfwZsbv6TFZqKyqZYmaysvnH93l21F+ocS6e89aBdFkVl9xzAwOp2Vudv4au9K4oNjmJgymK/2r+bzXSsIMvoTZAggLSQWh0vi/um/8TKpXDhgEiA/qHq7CqSg8GskMzKJ7258ha/3/sybG78ge0YN2TPq6L80gsHfROFXr5GjVzoFeGpMInaD5FMRs4Oqfm0A1MebmfivRL5/KA9roBPRBpIW4nYHoLdp0edrUdkFnDoX+iY1k/+V7NWO2iEPKjdeW+KzuopLXg12dpp0a0wigktAY1Fh8/OkudZkmti5qIKhX/bumR2V4+cW2EJK9TTEywNUtVkkdq9/r9oY8G0kRe0G7IYGNeYQeSIuWiHrx3BaYuwUj5T3t0XaWX3nYfr8GErC3iBW3CN7Pg35Ioq9C6pxal1EnmMryWcSKlHkL/NuRKP6dQzzcmqK5RcuGLBUjjwLqNLSkGShZEiTW5xOWRdM8rZg1t5SjEMnf98Fh1x0QJAEBn0VReK2QH78Sz67L6iiLdTOoCVRPtdL2Rji/i50iQt07RVBLUYHeZPryZlc1+M9SJr2E5GfA7F7Aigd2sKOyyrYcZn3sbpWFfPbPZPUDtGdDg8QtyuQn+7Nx+YvufviaredNIc62HlxJeP/K6ecS0gcmF1L7jTfvh1LdOmR4lrCjkBGfBTrfp4KCJT1b/YW19qjdnWtKuxGiQCVgVW3v+k1kVZQUDh+OtIvu8NqdKDrQhjrYOeiCsoGy4Wd+qwMo3B0A9V92tA3qsEFIz+IJW5vQI/R9FNfTmbL1eWUD2hh2Z8KGPV+HJH5nsX/DpGvZEgTW68q56u9q9hdlsPf5tzMytyt/G/rtwD838gF/HHyVQDMfkOOrO33oyfKODo7gIV/ycQcYGfZ/fmUD2wh+qA/liBPxlWL1du641xhZuYY7l/6DwCqWmVbk2XZm5jTd9wpv/aBygJigyIINgQc9e/xXEL5lfuVE+YXRIvNzLM/v4efznBCZvq/ZvQaLbdPvIzogDA+3PmD12pQsCGAYfF9uXr4XAC+2v8zG4v2uo167U4HT614m7qWxh6vcfPYixiXMpi/zLqBscmD0KrUfLL3J0SXQEpoLBHGYCx2K9vKspmWPpKp6SP59sAami2tPm0p4pqCAlwwcApLb3qVOyZeTpgxiP3zalj+pwJ2XFLJrKfT0Jo835O+y8O54M+Z9P0xrMc2q/q38fXfs9G1yINSSQtxO/wZ/mE0pQOb+eaJQ26BzBLkoGB016uEY99N8CnEEJnt5yWuxe0OYMFfMznvb30Y/rGvkFY4ttEn5bMrygY0s+1KTzRLQ6zF/Xrhw5mIvfyp71xpNHFbkLvYgaSDujQLwz71jYbKnVHvZegevysQp9bF9IxRvbqmwqmj80LR2U5ZUzUgR0N1TPaGfRoDApQN8lT+7bsynJAyAwsfyiRudwC4YO5jGVxwf1/OfzCT9A2haG1qZj+ZhqFRTd7ker5/IJclj+TwzVOH+PrpQ3z1zEFW/aGo6450fB0F+O6vuey6oILvH8olZ1oddPpZjulK1O70PQku0TPykzhmP5lK1g/hJG0OInVtCP2+D0dlE7D6O/nuoRw2XF9CdVobORPr3EbfepOaeY9koG9WgwQhRXqGfhxNaKEBwSEQWKlDQuLQtBq+fSKHnBl1copXpz+FVb/rfRRZ50nr2P/Es+jeLEZ+FIeAgOCS/x0e1sjm/ytzH5exKtR9PXOgPAFucZqpOU1RFQoKvzaOJmaM+Ci2R3ENoD5BjtQXnJC6IRhJ68IluHCJLhBg96Kqo1pViJLImHfjSdoShM3fybpbiln728M+xyXsCuKCP/UlaVsQBfVlXPvhw25xDWBS6jBALtTQ8cxJ3hbs046hRcOUV5JBgKJRjUz6R5LXWG/Y81f6nPNrR6NS89/L/gpAUog8llyRu4Wi+i6yKU4SLpeLu75+gSvef4Dz3rqTx5b9+5Rd62zk17G0qdAtoxL78+XuFWRFpjD/X7/H4rLz8TVPkxWVfLq7dkahElWMTOgPyIPJPhGe1CxBEBgQk86AmHQ+3LmMJksLIcYALhg4BckpUW9ppdxRww/ZG7hqxLyjXiu76jBWq5UF/SZS0lzFuoI9DI7vy5+mX8c3e35Gr9HSaG2mqrWOCSlDKKgtpaSpivn9Jna78rv58F42Hd7L7RMuR3UUjz0FhV8bN4y+gBtGX0B5Uw1z//17ikc0UZ3ZxsDFkbRE2siZVsfe86spGtVIS4zsf6RvVGEJ7r7iVHN7ygFOKBvWStkw37L3AIdHNpK6OaTLfSM/iaPfjxH8+KBsHlzdV46SE5wQWKFDY1LhUEuoHSIxhwIQHQKSunP5QXrlw7ZnYZXXe1ESkEQXfvWabs7onrACA3XJZqJy/KhNMSE6BGr6mrAEOtwr3QDGag2mSDsuATbeUOrur6k9/eyXWDlVOHcYmdif7JrDSCoXkighSiJhJUYCK3TUp3rSuQWnR0VqjbSBAFqL73dIa5FFts3XllGV1YbGLOJXrUWQ5NSmgGot6WtCCazRUzKwia3tKVSdRSqXGgrGN/q0Hb3fn7HvJpAzsZZ9C2pQ20UCKrU0JHqE79YoGw6thLFZS9YKT5RGU7TFnWptDXRS2a+Vyn7yItuhWbVM/kcSQVV6REQicoyUjGhm7P8S0JvUpOwIoWh4I3mT68mf2OD9LGnnzYv/wujkAb370NuZ8OpvAPCr1Xj5LHUgIbH9Cs9EbvKrSZhC7O7PqnNafIR/189KBQWF3vOHr5/rdt+8RzLkQi29QJTkL+m0l1IwNmlJ2hxEwfhG2sLlYk+Bld37t1ZltLL7gio0ZhHRKdD3pzDqk8y0RNuoyTSRM7GOPmu9FzRFSWD4J7EY6zRIahfZ0z2RtYPj5Ijdmz6TbXDGvZXQ7bX3zZMXXBK3BxJQp2PeI+nurIVztYL58IQsdt/zMSabhd98/AgBWoPbquhU8O3+NazI2wKAVqXhq32rujxu0cBzs6CNIrD9yhmR0I/Fv32JF39+D5VaDXY7B6sKFIGtBwbFdl+6es3tskJvsppZcmAdw2P78lr59+hUWjYW72XR4OlHfaB9vOsH9lTl0S8mlT/P+A3FDRWyX05FHnsr8xiR2J9txQepbG7gnqnXsLFoL35aA+VNNfxwaANz+o4jPtg7pWV13naiA8NpMDUT7h98wp+BgsLZSGxQBLvu/ojF+1fz8A//4uC8WmY9lopDI1E0xiOuBZbrmPFiKhuvLaGyXyvpa0IpHt7kVYnUjUoW46x+TtQ2AbufZ7KYsSKUrHajdAkJRFkQsxgdLP1bLggw768ZPhX/XCI0xVtpirdSNKaRRffJKRR+tRpaom2eAwW53aNFoGWsDGPvBVXuNLmEPUGkzUhgJXv54c95zHk6vdef4eTXkwFY/MghHEb5Xkf+NwZJ62Lr1bLIkLwpiNDDRnZcVoHoFDCF2kGC6S+kUDJMTlP103btZ6mgcDy0dkRRCVAypJmkHcEAjHovlp/uKyRqvx9j3433EqQjcvxoirXy092FzHg+xUesFhEZ+273k7gOEvYGIX3kkkWk9mqd6SuDyZve2OXxLRFW9s6rIndKPWqLgMYieolrKpuA1c/JtsvLGfNuvNe5dr0TwYl3QQNAbRFx6CVW3FPIuLfiic4OoKK/LLxVZrWgNanZdmUZjiM9Htv5bfsihPEYv5dNZk8EfeLWIA7Mqib6QACHRzVSNLrRx/w8qExHWLERXYv8HAs5rKchyYKfxsBt8XOO6doKCgpds61E9jUb/nEMSduDvXzOtObeZbjY9A4aEiz41WoIqpSfC0O+iWHQN1G9inrPH98gL2K0s/6mUq/9+xZW0xhvYdRHvr7fWT/J46aobH/W3CpHuw1/4Sqmpo9kb4VcJCU62zcKWBIl9s+poSqrDdEukLg9GICmKKvXGOvTXcu5dMjMo97Dr5Hy5hoOVsuWHWF+QafsOga1HhWyv2adyWOnYFTrMWoNqAWRz65/hkB97yxKfm0oAts5gFGrJzMyhXC/ECL9wxiR0L3pZVfIobouAnSKoX4HLTYTW4r3EWEMZmJIP9Y2HADgzY1fcuekK9hZls3QuMwuz3141k1oRR0XDpoCQGJ7OK/T6aTNaqa6tYHzB0xhyf61/Gv9p9wy/lIsNisPfv9PfsrdzMq8bXx49RNebd43/f9wOJ2oVUrqqMK5jSAInD9gCiWNVfx701csfjqHmc+kElymZ8flcpTF2LflSW3nyXXWsghW31ZEU7zVp82OSDf7EREhuVPqCS0xUDqkmbIhcnRXeJ6Rlk6DvR/+kscF92ViCrSz7KGC9k523feZz6eRP6aO3RdUu9PN8sc3kLG+57RW/waN14S8LcRGhVX24TCF2vn6yUOMej+O2AO9q97XEmZ1i2sA26+qcFcGBYjZH0BDe2qJpHaBC2Y9nYZ/g5YV0+SB3Y7SQ4xPGdKr6ykoHA1REAmo19ESYuXQrFq3wBZYoweXHK12pIA26Lso7AYnh0c1sfThPPoviSA62x9Dy9EjOx1qiWX35yPaBca/lUBtqsnjSyhA3tTGbs9ti7STG1mPplnAHujCYTiiKrtGTr8Sugi0CC/y48I/Z1GXaGL17Yfdz4phn8bQGG8hZ1od5QNaiM4OICxfT9UAEzsurpSfF11oazvv/vCEPM/0Gk8ES97keuxGiUMzu/Gac0FYgRGA/e0RJn1+DmPzdWXYJDv+akV0V1A4GbRY5Wj4nKl1JG0PZtR7cWy5pozZT6UhOntnC7DrQrnoyeAvvRfsRUQcWgnR0XMEfVuoLK7pmlW4cGEL9PZfFCQoHdpMysZgIop8548SEjaDkwUP9OHHB/Ox+TlZlbcV0SEw+R+eLKKGGDObri9FZRcJrNRRPqgFXJC0LQi1Q+5fSIXBayFzS/G+c1Zg217qEVtza4rJiko5JdfJikr2Kl7TgclhQatWo9UaMGoNXZx5bqAIbOcI0/uM4j+bvya/oBSr08ZFgeG9Nj9eX7ALP52BCSlDfjV+LidKVEAYT8y7DbvdTk14ETfPuYJ/bPiU+f0mABCk9yen5rBXqmkHgiBw/8z/89muUqkYnzqEzcX76BuRzOvrP2NfZT6/HbMIvVZHeVMN/loDr1xwb5d96iyu5deWsnj/aq4YOgeNSn1KVzEUFM5Ebp9wGenhCfxpySusuruIsGzPD71fo2/ag9ohkrwlmN3xnnTLzkb/SZuCaAuzU5vRyURXhew71GmMUZtm8hLQJI2LpX/NY9YzqV32U2X3fqambQpD16Zhy7Vl7vaOJrBFZwcw4LtImsOslA5rojbFRG2bJ+JH0rjYdH0pfVaEMeCHyB7bAvBr8BYgOotrwz+MIeZQADWpbe72w/OM+DdoKRsoR6/p1FouGzLrqNdRUOgto5MG8GXoSndE1MZrS9wCedzuAMqGtJAzpY4+P3t/V1I3htAaZqMuzczOyyoBeeKnsosYGtRE5BtJ3BZMaKn3RMChlbC0e4ct/1OBb4dECC3QU59q8d3Xjj2wG8/b9q989IHuV/bDio2E5xupTZe/xxX9WghoT9cqGt3EsC9isXeI4GrkCa0VXO23sezm14gK6Pm50Rt0as+z0tCkwW70XoCI2xXA6A+8o/C2Xl5G2ZAW/Oo0RB+S7/G2cZdCpeIBrKBwokidUiBbomSRK35PIPH3dl0pvDnCQnO0jeiD/m5BqinKQtngZrRtKqJzPQtvEhKrbz/sjrjVtaow1mnwq5efA4IE/nVanBqXOyPAGugkuFjPgKUhOHQSATVaonL9MQfY+eEveWz8bSnnPZzhJdZJSHz9rKcQ1aJ7s3BoJNR2X0Fv58WV7nFYa6QNlV1gwQN9fKLs/Gu07oi6A5VdPLPPES4dPJM2q5n08MRTJq4BxIdEkRAURUlTlc++RksrjZZWVOdwQRtFYDtHsDnt3Dr+Ul5Z8xFLDq5Fr9FywcCpRz2v1WoiPTSOi977E3Dml9p1uVynRQTsG5nMG5c86H6fGuYbEt0bBEFgTNJAAKalj6TVZmVl7jZmZo5m0eBplDRUsb8qn8n+wwFYlbeNwTF9MDssxAV5Js6Sy8WwuL48teK/hOgDuHrkfNLDj54Ko6Dwa2JO33EMjevLLZ89QYHOY8Bd1r+ZuP2+g9G0jaHsm1/tLkRgDnGgbVURUKWl74pwDs2opbbT8fE7AzE0qslcGeYuTQ9gCrLRGGcltMjAzksqqBjQypLHct1V9dy4oKtwtqYYz6Q9qos0iSMpGdzEvvnVRz0uZ3odfVeGo7b5Dno6p6KKkujT1+R1wWSsCyWgTlbbIrP9yJsqG5a3RMqT7s3touDmO99RFmMUTiqzMsfwxrovqK2uJaBSS8XAVtbcfJhJbyQx8qNYavrksW9eNUFlOqJy/anMbGHblRXYDE75KyYBAog2gaAKHVZ/J20RdlqiGykY14i+RU1IsR59ixpDgwZjg5rAci3NsbZu+1Sf3L241h2GejVOrYQLCC7vOaLLEmgH5CqofVaFsef89omMAIem1bi95wz1asyhDre4NiNj1EkR145k4uuJ5E+sd0ewLbw/0z1h72D3gkpKhstC+5j/xVOZJaeYjojPoqDywEnvk4LCucbQTib+05/rWkCRkNg/v4aaNBON8RZ3avuQL6IQJIFdF1XiEqHf9xGU92uhcEwDVj8n5mA71kAnYQXyw6QlykZjooWGpPZnXaefdW2birH/iWfvwmrqk8yUDm5mQnv1YpCLEWT9GM6BubVsuq4MwQnhhUYq+rXSFGvxasuh7lpcAxj8dRSr7/AUTZjySnKXKaxR2X5uga2suabHz/DXjCAI/Gb0+QD8b8u37K/K59nz7jwlY7Ivrv87c968nXpTs3vbk3NvY1qfUVS11PHCyvdJCo/h4sEzTvq1z3QUge1XjkNy8u6WJfjpDPSJSKK4oZJ9FXlcNKB3poM51YdZnr3pmK/7wfalWBw2bhh9wTGfe7zk1hTz5E//ZWH/SVw46Ow3VbxlwiVsKzlAamg8ZruViwdNZ095LgNi0tzHDI/PYkXuFkYl9vc6NyMigYyIBJJCY1iVt43oUzDYVlA4G4gKCGVy2nAK6svo9104B+bXUjqka4ENQOUQceqcaFtFbP4SNn8ndf5mVtxViMPgWTlWm0VGfdi1kG5s0mJskld8x76T4DFJP3JMKEBQua9no1+dfK6uWdVtAYXOtIV1EgGOFPGOYPWtRUx/KbXT4RLfPZKL3SC5veAAhn8S4zEud8Gwb7yrnNb28RjLWwOd1CV6IvsUcU3hZCMKIo+fdys3f/IEugLQ5aqpzTCRP7aetI2hTHkpmZ/uK2DDDSXMeC6VPQursRmdCA65GAEiaNpE7H4S6atDSdgrR3W3htrYN7+a6sw22dOst3+6LhDt3tGdRxJUqiMyz4/8CZ6CA+ZQT7po4ahGBi2O7HKy6NBKbn8zY72GoGo9g7+I4qc/F6Iyw4HZtahsIqLN5dVmVkQyz59/Vy9vonc8OucWHv7hX9Smmei3LNItsFVntBF70DvtPH+Cp0qoXe+kaFwT/SNS6RuZTAGKwKagcCLUtTW6X89+Io2C8Q3UplZgCrEjOgRs/k4EScChax+ruMDYqMavRktNholdF1e5t094I5GatDZ2XVzpjsIXnQIpG4MZ+qVvVXOQxwt1qWYa4yykbAxB7RCZ9Hoiq35fRHVWG988fgitWcWIj2KJKPAjdUMIB+bUugu1VAxs9aRyutr/ibD4yWwWPuAr2AOElRgx1qsxtT/nVt1ZxNSXkgmq8l6gyFwZLj9/2p/ha/N3MDwh65xOU3xxzQcAjE4ccEpELp1ay/+ueASDWsvMN24D4NsDa5jffyIxgeF8c3A1N49ddNKvezagCGy/cpySk/d2fMddk6/GX2egvLmGCP8Qlhxax4WDexahcmuKCTYGcvvEyxken+WOrOoNeWUlbK88+IsKbJH+oUQFhJIZkcTmw/tYkbuFB2b85he7/qlgeHwWDsnJjrJD1DQ3UN5Sw+7yHK4deR4AG4p2Y7FZKGmsJMwY7OWXApAcGsv1oxaejq4rKJwx6NRyymPaxlAOza6TV3S7wWaU/daGfRbL5mtK5ck5eIlrIKel9ZaEvUGo3hbZdH2pz776JLPPNn2znO6tb+ndT3SflWHkTWrA5uf0Ede0rSpmPZOKJMLq24tI3OadLp4/oQG70fveJCSSdgSzb361XPhBkIUI/3rP86Xf9+FU9GtxF2WoymzrVV8VFI6X/tFpPLPwTm794ikGfxlFY6KFfQuqSdsYin+DlvH/TmDtLcVsvrYMTXvlUJdaTmsKqNJhrFFTOaiNxkSLW2Dzr9cy5j05xVFCwqGXaI62Ygqxo7aqqE1pI29KA4IDxr+VwLqbS+QJnCCLa6IdZj6bhiXQ4fZMizzkh75FhVPjov/3EfT/LoKWKBs/31GEU+tJkyyY2EBTrIXJ/0r2us/dCyvJn9ggi+WANUB+JjUlyN6OTtnmjLA8A9X9vL93H1/39En+1KHNJj8vN19XxqJ7A90FFzb9ppT0n0MZ9F0UG68twaGTMDSrMbdXEjYFO6hKb+W24Vef9D4pKJyL/HvT1wD4V2n58YF8t1ClsYg4dC50LWpcgguX4MKpdRF90B9di4qmWCuGJjWSyoVTJaG1qDg4q4aGJAuCE+b/LcMrCr87REQiCvyIKPB4qomSyNRXk1nyaC4OnYRZ52DtLcXE7wok+qAfSVuCqMpsI3VDCAHVWoLK9Rib1DTFyM/ZzdeUgQjbrignpERP5s/hPted9M8kDs6qRXQKFI5pZOP1pT7Fm/StaiIP+VGdJT8Tb//qWfe+n255/ZysYHzPlGt5d+u3FDdU0mxpI0BnPOkLoEkhMcx4/Xfu94F6eWz8+e6fuHTQTGZmjjmp1ztbUAS2Xzk6tZZVt77pfv/hNU9ywyePctngns0fXS4XO0oPUdlcy6bD+7h86Cz8Db0vcnDTlItQi7+s4X6QwZ+nz7sDgKUH1jEqsT9tNjM6tZbcmmLSwuLRqo9ubvxLcrSUVkEQ0KjUpIbGkRAURc2hBipb6iioKyU1LJ6kkBj6RiTTbG2jpq2ehODoX7D3CgpnB/r2yr6FYxuJyDVS1beNhhizbIx7BBqTHOUSWmQgfW0ouVPru2zTpTo2P6HYAwGM+DCGbVfKUWH+1RpaI+xozSpKBjcRddAPrU3+SbYbJXCB2to7/wqHXpLFtY57MIvY2wXByf9Icg+cZz/rW020JUpO70zYFigbq/9eTsWY8K9Exvwv3p2aYfV3uAU2h1pixV0Fbo8qAKuf/FrodQiQgsKxMz5lMBOSh7Bn6iFS1weTM63enfIdUeBHWKGBuhQzGT+HElymJzzfSMLuICz+DpY+nAtA7uR6ErcGEVTtHQEhIqK1iIQXqaFI3ubQyt8rlxr2za/Br05DW7jdfc6gxVH4NWrxa9Qy4+8p/HR3IdWZbe4oirIh2fT/LoLMn8OZ+lIyP91XiOgQmPFsKtsvK6cuzUzpwGbi98oRtU2RFqoyWzs6JPdBL9EQa6Z0sKdSG+Alrp1K+44rh83hmZX/c79P2Rjsfi7mT6gnYUegHJlyBJYg+ZkwNX3kKevbyUBySXy972ei/MMYnzL4dHdHQcELySWxszSbe799iTpTE361Glrbvdcmv5pEWLHR55z6eDObryuVU7TbC6qobKIc2SaAw+DAFOpAtAuMfi++V+JaT4iSyJzH0yge1sz+86pxalyUDm2mdGgzfZeFMeuZNJ/otJAyAyFlBi74kz/L/lxA+aAWyge1EFSm8/KFAzkrYPhnsQDUpphoibbx5TMHmf58itdzfMJ/Eykc0eD22+xgxr9+x5LfvnTWzZEeXPpPkkKiuGnsRcd1/oCYNKrbGvh45zImpg7DoNGSFZWKSjy53mj/uOhPXPbun1l/+3/x18t/j7P7jmPT4b1E+J17wiYoAts5h1Gr5x+L/oTZbqGuralb83urw05jSwtL9q2l2tzA4YaKY7pOTKDvCsQvybz2YgMbi/aQGhrLlsP7cLlcpIbF+0R5nS6W7F+DKKqYlzX+qMd2rLzMyhxDdk0xOpV8Dx0GlqfLe05B4WzgokHTeWnNh1T0a2HoZ9FU9S0kd0p9l+XjtWYVdj+J9TcXE5HT/aJC2eAWRnx6bP1I3BnM3oXVWP2dBFbpmfZiKmtvOczWq8tBgvACI5ZAO+ZgB6JTYOx/4o/eKHBohndVP3unaLv1N5b4rPR2ZtgXsQz5Sh50rvttiXv7uluKvYo3BHXyi8qZWktbhEdkACgdJntwvHCS09MUFI7k95Mu5/KiPxOhkgXynZdUuFO+x74dz48P5FMwoYHzH+gLyJFpP99e5Ba9BAkMzb0b/gZVev7uGxO8I19DCvVY/ZwsuzePPivD2XeeXP1XbRJQO1RYjQ5catg/v4b982rc36chX0Tj36AlMs+PujQzlgCPUL3yriKPeN+RSiVA8dAmKgZ2HSW66+6PenUvJ4PVtxQx4d8JboHNpYamGCu4ZEP0jmg7/2rZJ29wTB8C9X7Y7faemj1uWq0m3t/+PUmhMcztO+442zCzvziP2tBGRWBTOO0Mfu7yHvd3CPyGJnWX4hpAaKmBuU9kIIkSDrXkXrxzqCUsAQ6MTWr2z6nx8Y89EbQWNekbQknfEIokStiMEksfzuXQrDqyZ9Qx7cUUr+dpByIi015Kln1qAam9OxISpUObsfo5aYyzkLkyjMAaPdNfTOHrp7NBlIvVHEnKthB2XlLpE81/3lt/AOCqoXOZlDaMMcm9z8o6XUQHhLLs4Ca2lxzkxfPvxqg7tnTXAdFpXDBgConB0YT6BdJkbj3p4hrIPuRHLvKE+wVzXr+JJ/1aZwuKwHYOEmIMwNnm7LGypFpU0S8uhaYtLcQYw7hq2NxfsIcnj3C/YN7a9A3jU4fQZGqhya8VvSb0dHcLkNNd/Do9LEsaq1AJIrFBEd2eExccSVywbxVARVxTUOge/47vmQsCa/RozCLVfbuerFr929OxYq00xVq7PAbAqXVhCrRhbD42wX7uY+l8/Uw25QNaUDtEmuLaryHirhgIkLEq1D0o7glJlMibLE9201eFEFCjY+elntVbU5idZffmMevv3Yts3z6W45W6JjeMZ4DqkqusWowOtlxd5u6naBeI2e+PUyNR2b+NsUkDmZbxy0WrVDTXEmIIwCE58dd1PdFQ+PXRNzKZgdEZ7JksT8hsfhKVGS1E5wagtagJqNTR0Cn1etuVFZjCPAKPtk3FzosqGf5JbJeeP50JqtQTfFhHY5Lvs2DAdxGsu7UElwg7LvcsQjqMLhw4wCVfK7BchyBBS4wNbZuKxG2yGBhWaAQX7LmgishcI4E1ehJ2BFI8osktrOECtU2kcEyDz/W1KjVb//j+sXx0x0VJg+d5Updm5punc7z2h5TpGfppNAfmeIzFR70Xy8q7irjkFE9iH1v+Fj8c2gDA9PSRx5WlEKj3477Z/4dWdWZlOCj8uhj83OWE6AP5+fY3eXvjV7y0/hMyQhP4/Dd/5z+bvuKVdZ/0eL7GLBJYoSNrWQSGRrW74FBPiJKItlNRI7VDxL9BHrMMXBp1Yjd0lOvqW0Xm/S2DwrENHJxdy4bflDD7ybQuPSe1FjVqs4jDIFE2qJnYgwEseSwXh96zWFgyohm/Go0crd8+5Vn5x0K3l23y5mBsBidFoxsRJQFJ7DrL4IOd3/Pp7uVsu+vUPztPlEWDpvHW5q/JrS9h7KvX895VjzEoJsPrmBW5WxgQndZlYRuNSs0jc27hpdUf8smGH7lrzjW/VNfPec7d+qnnKM+tepddZTlE+vcsMr2+4TMCtUYSQqOZ0Xc0oT2IcWcyGRGJPDjrBqakDyctMoGogDNDXANICYvz+u+wrmAnu8qyWZ2/nZpW38F0VzSYmsmuLqKgruyYowwVFM4VKpvlCK+IfDkiLahMj83gxKGWfI4d8VFsr9sVjzI57/IcSSSoVAcC2PQOt/l5/+8iCM+TJ9wJ2wN7PfjddJ1cudNQryZvaoOXuNZBa6Sd/LHeqa5LH85l6UO5VKe1ITqOEOjbjYePZOkjudRmeERASeOiMrOVyv6yWPnwrJt61eeTgdlu5T+bv6a8uZaK5rqjn6Dwq+KuKbKvV8LmQASnwIYbS8kfJ/+NO3VyinV5vxZW31JE6RB5Yiba5b9za6CTsiEt7Likd7+Z0/6Rysh3YhE8gWZoTSryJzXiEiHrh3AStwYx6t049A0eUTw8z8iM51KZ9GYSE99KYt5jGcx4IdU9wYzM92PgN5EgQEukjdYQGxqzvM/QKLcj2NoLHmgEDPVqr6hSm9OBy3VsqerHw3n/+YN8z82+D4UJ/0okqEpPwfgGrEFOBAlGvhtL8YhmEOC6kQtOWj+qWupxSE6vbSEGOZVsduZYNKrjjxnQqbXKQqXCKePLPSsBaLA0892Btby0XhbTcutLGPzc5T7iWuIW7zmXyiIQWmhg+CexROb79UpcOxPQm9RkrYgg+qA/5hAHS/+ah03v6PLYYZ/JhRVKhjezb061l7jWQVuE3e0Za2hQ4zBIOHQSdSlmtl9Rwd4LqmmJsbnHVR2EFhm8xjl2yYHk8m3/TCMuKJLJacPd76/54CFeW/cpFrucIryz9BB3ffMCL6/5iPn/voPSxq6ryc/MHM3Q9L5uP2KFU48SwXaOERMYTkwvKkoGao3c/vXf+c2ohVwxbM5ZM/CwOx2oRVWX/T2aqHi6uWLYHEoaKlGr1Pj1surNzrJs/LUGWm1m7E4HSSFdV/5RUDiXOXIgFZFvpDbDRGO8mfAi7zTQ2AMB7pXUoyEe4/isJrmNsiHNbu+yn2+X/c3C8g1k/hzuY+5bmdFCaImhxxSOyizZ+8ivTuupJtiRWtaJQzPrSNsoPwO3XVTuTktbd0ux13Eak4jaLGIOk/erTdD/B1ns01hE9I1q/Cu1VAxqBRGcBnkgmxIa22P07cnGoNFx5bC5JIfGuAebCucOQ+MzCTcG05RuZsZzKfx8RxG7L6gitNBAa6gNlwq5qIgLAqq0TH05xR2FqbaJfP9wHuUDW8gtrSNtfQii1LNYnrAviIT7g2gNsaE1i2gtar57KAfBAYYmDS6VC6u/g/TVoey7oJrIg35M+G9il23Z9A6qM0zsn1vtTrXeclWZXFBFAMEBDo38cHG1z6NFCbl4wBHf60vf/ROfXfcsp4pNh/e6X098I4kV9xZ67d9xSQVznk6nKV6O8Dv//kxESaRwciPxQZEYtb4pYcfDX777J98eXMPo2AG8ePHd7jHSvVOv47qRC067LYmCQk88sszjhf3A0te6PCbygB8T3vY8M4Z9EY0lwMHu86uoSzVTldXG8r75LHiw62qbvyRNURYq+rdQOrQFq5+DIV9GE7ev68rsAMb2hQebv5P1N5Qw9bUUn2Pi9waieVNkw29LyJlWh9osIgChhQaqOvlNTn0pGXOgg9iDATjUEqIENWkm8sc3EFCtJXdyvc8CYWO8BX2T2iuSeWvxfobF9j2xD+IX4JUL7/VKG35z05e8uelLNt35DvurCjBq9Hx/cD0SLua/dQeLb3jRZy7YPzqN/tFpv3TXz2mUCLZzjKuGzyOmF5OgF9Z+SLO1jX+u/8xtEH6mU9xQyZqD21lXuOt0d+W4SQiJJiYwvNeD0inpw0mPSCA1LI7EEG/zzo2Fu/ntx4+xLHsjAFsP76emtfFkd1lB4YynQ/gpGSqbhHd4HKlsXf8Epm44uimroV6N2tL7n1CHVmLtbcUUjG+UK3OCbFTsgqzlvs/k5ggLG24qZcVdhT77OigbIEeJhBYamPRmEvE7A1GbRZ9JOIC1XVBrjrBQPKbdLN0lR9l0xm6UPETkgAABAABJREFU3OIagMOAW5hb8FAmM59PY/QHcfT9Kcwd0XPZkFl8/ZsXev1ZnCxSw+IQBfGkTeIVzi7umXYtLWFWSoc2M+0FecK2+8IqUjYFu4+Z9WQaM5/3GGzrTWrUDpGB30TiEmHvwmoWP5HDtkvLaQ09ulDr36B1C96ROX641LDjsgoOzaxj96Iq9l0gRxBUZ7VRNKLR5/xtl5az5NFctlxb5uVjqLWqiN8ZyORXkgg9bMDu563eOzWuLkfsOTXF2J1dR4ScKC/8/D43f/YEIE9qj4wKAdDYRK9I4NoUM1ajg/oEMxcMnHrS+rKj5CAAm8v3sbV4v3u7ShQVcU3hjOfVC+71ei+0woX39mXRvVnuf53FNZCj3Y1NWsa+m8B5f+tD0pYgXCLUppzeit0OtcTKuwo5MLeW5mgr1gAnm68tk8cjXXBoai0F4xrlCGKXp/hJV0Tl+hO3O7C9EINESJGB0e/FY2hQo29UM/yjGELKDMQelCNX1Q4RURKJyvVn3P8S6P9DhPs5OenVRGL2+hO/I5C+y8Pwr/a287ip/dl2NrDjrg99to15+TrUooqNd/6PR+fKVTx1ooY3N3zJ0oPrfukuKhyBEsGm0CVLbniZ8/5zJzcMv+B0d6XXxASGs7PsEOOjMr22dww+e0ofcLlcHKwqJCMi8YTSDE4lLpeLK99/gGtHLGBulmzmKwoiocYgQo2+KbyBen9CjP5Ikot9FXn8d8s3XDdqARH+wb9wzxUUTi+iIBKmD0Jokie0UrsAJUpdR+ZaA44+YR31QVyXXiLdIdi6TuVKXxNKZL5vMQVLe1VOc4iDpX/JJWVjMFkrvIW4vQuqwAWj35OLNYz6MI4dF5VT1ElAc4tt7Zdf+ztPxJrKKlCXYgIJQor1aNpUVPc/YvDefr6ERNHoRg5Nr8US4p2mdXd7up6Cwi/J3L7j2F+RzwfSUuJ3BRJUrqM+2cywz6Lxr9Oya1EVOy+pYOK/k3zOTd4eTOL2QArGNXJoVi3FI5soHtGE4AJ9s5qwAiOx+wKI3e/fbXTbyE/iSNgViNXPSWCljpZIKzajk5IhzTTHWdlxaQUqu0DCbvn3WUKieEQT+mY1fX8KI+SwgcAKLSo8FdfLBjRTlyb7x018LZGWaCtlA1swhdh9Cot08Ncf3uDJ+bed6Mfpwzvblrhfh5QZaIryLvKQuCmQEV/Iz57IbD+qM9vYfUElmSvDkUQXc/qOPWl9efy8W3l782JKG6rJiko9ae0qKJwKXC4XW0r2ExcYyfn//aNXavN5D/dBa1b1cHbXDFwSyeFRTRycVetTZfNUUta/GbteInFnIE1RVnKn1ONqfyQa69UMXBzF5v8rI3dyvVcUm0Mtsf2ycsoGt4AAM59KxdB29PlVcJme0qHN4IIRH8s+mXOfzDjqedAuStarMYU6ODCnlklvep799fFm2Xu307CvqL6czY05qLNDmT/gzDXkV4kiu+7+iCHPX+G1/akVb7Ot5AB/X/AHRiX256ecLTy76h2WHFzLvKwJp6m3CqAIbArdkBASxY67PkDoKhTiDEWjUnP+gCk+219f/zlzM8aSEeM7yO7AbLcSFRCGWjz2H71fkoFRGUT30keuf0wazy74A6+t+xSDRscfJ1/trkaqoHAu0WYzU2dpIhw5WsvY7m9U2bfVp6pVXaKJwyObfNrQtIrY/dsjNVywf24Nk97o/plyJDkz6rvcbqyX+1Iwuh5jo4bobHngvOGmUvcxlkAHB2fXUj6whdh9AdQmm2hIseDQSsTvDMQluFh1WyHpa0IZ8kU0Goea+qk2WhrasLX3OXWd/N3vqPIH4NS53IPNligrDkPXIuCXfz/Y472dTb8TCr8ubh53EV/sXsHm68sY+nE0q39/mMOjmhj4XRS5k+qpTTdhMTrQm3yHuyKiu+pdQ5yZgrENNMVYaY2yUTq0Wa6M6wLRKaCyC/jXaBHtAi0xNux6J/7VWqa/mOIW4ELK5bTF9A1hWPwdfP9QLodm1LoFNmuAbM4dVmggdZPnd1xComxgC4dm1dIS1R5F54KIIj8iivxI3RRKU6SFFfcWkrIxmNLBzYgOwR0Jm1/jneZ9Mmi1eopEDPpKLqwUVKVn4NeR7J9fg6R2ucW1+nizXBQF2ZuueGwTg6P7kBAc7dPu8TIsPoth8VknrT0FhVPJA0v/wdKD6322L/xzH9TO45tnaC1q1DbR/b3vDaZAGznT6jAFO8haHk5IWe/sZ0xBNjZdV0ZrpA2HTv5y77ykQhbWOv3cj34nXl6odEF9kpl9s6vpuyIcq7+DFXcXevmoLX+ggBEfxhK/t/tUUoCobD+yp4kM/zi2y+f20dA1ywJbZ79YkCurzvtbBj/fUeROFb35iyexWCw4CrRntMAGcjG73fd8zPvbvuPvP7/n3r48ZzNDnr+Cb37zAosGTeNQdSGDY/ucxp4qgCKwKXTCZLOQV1dCVmQKGpUa1RkuNvWW2X3Hoj5KVJpRq0evObrJbaO5hd3lOUxKHfaL+9IJgsADs35zzOcMiu3DwJh0Qoy/3IqXgsKZRFmTnLYVXCaLaR2l3ffPr8FmdHoVFNh+aYV7AOlfpZXTOMEtrgWW62iOseLU9N6ArTXEhkMrobIJPtU695xfTXOM1RN1BmAHOnvRChBWYKAuxSxXHW2PsonbGcDQz6NZ9kA+phAHW5PL2W1S4VevweR0usU1gIKJDcTu9feOauv0CFPZRByG3g/cO0gKjj5jo34Vfv0E6Iy8dvGf+c3Hj1A+oAVc0BgrR1oN/iqKDTeW8sNDeUx/PoWA2u7tLkLKDAz/3DP5NAXaKBvYQk2GCVOIHZu/k8Z4Cy4BdO2VQZvirGy9opzRH8T7tKdvVRNYIT8rJCRERAwtGrRtKsoGt7A4KxuNSfZ6tHdh5h2/0zsSZOdFcvGSgEod9jESKruAtkXEFiBxqPbwMX9un+5aRpvVzPWjz+9y/66yQ+7XRaOaqE8wM+KTWFI2h7D3/GoQYPMVpRibNJiD7FRnyZGvWcsiWHdLMXeNmHPMfVJQ+LVwpLgmOgQktQtJ44Jj/5n1ascc1HUkawc2vYNN15bRkGTBqfUsClb2b0VwChjr1Yz4KJawku4rb6+8qwibwek1RnCpZL/Y/j9EUJtqojXcTlC5DhGRSf9MZOP1peTMqCNneh2iAyQ1DP4yirSNoZQMbmL75RVsuaaM0r3NxO7zJ3FncJfXDqrUs+CvmT7b6+PNNEdbiT7g36PwprbK47uOojad0ZvUzHo2lWX3FWAKs1NnksddP+Zs5MfnNrL7no+7bfdM4eoR87ly+FyGPn+l1/bz/3sXP9/6Jo/NvfU09UyhM8qoWMGNShSJDYxAJf66rPkyI3sXZSIKvvedV1OCw+Wkb2QyAJUtdVitNqpbG86oiqQ9MSlt6OnugoLCaeVQVREAsXtlkTlhRyCN8RbyJzbIxuGdsPl5Rr8pG4PZ2+6phAsm/yOJphgLuy6uInFH7yorl/VvZvP/yZU+QwsNqC0i1VltaNpE2WdJxFtcA29xDRCcMPn1ZGx6B3XJZiIK/FB38o9zdvJGshmd2IxOd0RJZ0Ft3/zqLv3ZAKxBRx/1x20NwK9eTc7sBsKMQbx9xd+UwioKp51h8X25aPB0vnSuIKBKS02GiZzJdfRZHcbI92LZek05h2bUMvLjuF63aWzWkrE+jIz13ReF+v6BXCoGtHa7P+qgP01xVprirO7IkWkvJLN3YTW1KSbMIV2nokfkGBnyhUf033RtKfWpZnBBTbqc4uTUuojbGUjxaN9o296QEBzd4yLq6KSB7tfNcVaa46yEHK7j4Ow69zOkbFgLg36MJnSXgdJhLQA0JJjRi1qmp488rn4pKJztfLV3ldd7faMaS/s4Y/ulFahtIhqTirDDBuJ2B/TaasIUZPMan3THzosqqc0wobaIpGwMJuqgP8HlOrKn11GfaKY5xsrq3x8mdm8AY97zXRwAvMU1Cfm1AHVpZtbcWkxIiZ6AKp3sdyZBeJEfcx/LoHBMA7lT6t0+a3sXVhG3O5CE3UGEFRn44cF8yge1UD6ohZwp9Yx5Jx7/em2XfQAoz2pBcIGkdrH52jIQQGUXWPBAn24/t7H/S2DxU9m4hK4j8kVJZM7T6V1G5tudjrNiwVAURHbf8zH/27KYF9fI/myJIdHc8vGT/GnWdUq07xnAmf9XpPCLoVNr0am7f9Cdi/jpDF6CY2ZEEhF+IYT59W5yfaaxv7KAh77/J0/Nv53MdtFQQeHXjMlm4bn2cPqww/IkV0SkKrNNLjCwzGOQ7dBK2Pw9A9iO6DUAlUUgrNjIrosqESS8jNR7Ysu1Ze7X9Sly2pWuRcXsJ9P59vFsXCq5cmdH6Xn/Sg2t0d4r1C4VtIRZCajTEXPINxJ13L8TODi7FodWoinegqTGHWEXnm+kJcKKNchJY5K1V33ujrKRLe7XN4w+XxHXFM4YPt/9E6hg6ivJfPt4DqWDm+mzOoyEvUFslypoiLccvZFjJG5PIHmT6zk4vcbHHxEg5oA/OTPqKB7W5BbY8ic2yJ5EXc/9CCzX+XjGxe73lyPEBPkZFZ5npDbdhKZdZA/U+Xo4Ho2xyYN63K9RqckMTyK7IzrOBeYgBw5/l3cUrMlFVK6/+7zmaCuJIdFo1RqfNhUUzgU6FuTDCgwMWhzFgdk1boGtYqBHkC+Y2MDWK+UFv+GfxRy1kvH+OTVA15FZnUnYGUTZkBZcAgz90vMb3fHaFGTjh7/IQteXfz9IRI6RwEodg7/1pHRPfyGFvAn1iJLAwMVRNMabqezbRnVGG42JFhra/9n1Tsa+mwDIBQcy1oWRtC2IVb8voi3SjqQGa6Ccom9s0tJ/aQTmIDumEAeV/VpZ9ud8OnSw8Dyj17Mvf1w9uy+oku/ZKSBIAgk7Aike2UTFgNZuq5Z2FLRxHUXhmPJKMhtuKPESLc90m6Aj+b9RC7lkyEzqWhs5VHOYd7ctISbwl6vmrtA9isCmoNADR1anEgShS3Ht57xtRAWFMyi2d0acp4sdpQdJDI7mcEOlIrApnBN8u38NTRZ5UCu45IFpTXIbrZE2IrP9vNLGCsY1eJ3bGuYR2JwGF2t/e5imWCshh/VHHQy7aR88Tn8+hbyJ9cTuDXCLZIO+imT3xdXYjRKiQ2DUe3HsOb/Spwl9o4qAuh7S2yoMjPtfAuYAu5wC4tIy6KNBPLr/E2rTTT7HCw5ZtJvzeBqrbz/sjqTxL1PTGtd1VI1Ro+e2CZdS0VyL1WHlksEze3f/Cgq/IGq7CpVdxN4p3Tm4RE99kpnmCAuBNSev4uyApRGUDG/i4OxammKtPtEgQVXytQrGN7gnr2WD5Up7olNAsIPaLhK7P4DDI5vQtaqY8aKvgX/q5lAKxzbSFGelpo+JhQ9ksvjJbFrDbYh2gfT4hJN2T525Z9q13PjpY/IbAUyhTnBBYJmOlC3B7F5UxZ7zq0jf4Inmr+tn4Yp0JWpe4dwlLSweAYHQYgMhZQaMjbLY7FejIbzASGS2H4YWNZVZbeRMraNkRDOV/Vvp90MELkBtE7EEOLAGOCgb2ILoFEByYQqXf5v7rOo5e6aiv7wQpmvrWiwyNmnxq9fQFiov5NX0MVHTx0Ts3gAiimSxPqhSz/DPYwH45olsT6opeBYHBKgY0IpN73BXVgbZK07llMdHoUUGL5/bzJ89c6qmSAvZM+owB9mx+jmp6WOiYHQDqZtD2Hp5GSXDmhElAa1JhdXoYPDXURSMbQRgyzVlpK82e9l7dCAheS8CdENoiYGFz/Sl3wf9eDT/MwCGPH8Fa257iyCDf88nn0H4aQ34hRpIDI1hVuaY090dhXYUgU1B4SQQrA8kQOftZ1DWWMWe8jzm9ht/mnrlyzUj5nP50NnHFAJtdzpQiWKXKbQKCmc6gXrf6A59q/z3LxyRbVGR1eJ9XIv396Qm04TKKjD+zd5PaMPzjdT0MeFXq2X4Z7Fe+wJqPQPP/t9FEHsggF2LfAW2wd94m4U3RVsoG9RMSLGBwEoda247jCXAgUsFuCB1Swif5+6HbgKSXSrI/CkMfavaazW8s7h28cDp3Drh0rM2Wlfh3CI2MJzyZjmK06mRUNk8EVTDP4lh+X0FrLuphDlPpfVeHD8KoiQy+4l01vzuMOWDWtg3t5oB30e693/7SLZ8nNPzHZvTqRpeweh6dl1cxeFhTUhql5xy1Q0Zq0PZdqXsD7n6tiIAalPakDRgsp786DyAUYn9PW9c0JRoYdF9cupRdVp7tWFR9nzSNauwBjoxGWyMTeo5Ok5B4dfM53tW4MKFsaFdWKuTf4hDDxvcohXIaZUDvo/k4PQaDs2qZfeFVT5tiQ4BwdlekAhIWxNCv+WRPsd1pibNBC6Y81R6t8fMfipdFqKAxU9lI6lh7a3FXHBfpk/qpa5NhUkrYWhQk7kyjOQtwSBB4dhGJJWLotFN5E2sxyW4iMjzI3NVGM0xVvxqNQz9ovtCJ0HVekZ9KKftS6LE109nU5nVitXfQcnwZgIrdEz5R7KXHcb+uXIUn0uEin6tXQpsy+8rcItrDq3kdX5XqEXvcd6k1357VnixKZzZnBUz5qKiIm644QZSUlIwGAykpaXx17/+FZvN5nWMIAg+/zZt2nQae65wrjAkvg8pYd7+Ls+sfJdd5Tm0darGdSZwrP4CzZZWLHbb0Q9UUDgDmdFntM+2mnR5chhU7hG4GmLN1KV6f1dLhjb7nOvUucieUdfr65uDHIhOwZ220JnIfD8CquXB98E5tQAM+dIzIFVbRNRmkbAij3hf3q+FFXcVcmhmHRtvKOXHB/PdPnKBFToQoGC0dyTekQSX6umzOozFj2XTFumdjmrQ6Nh9z8c8NPtGRVxTOGuYnjEavUVN0YhGXCI0x1gxB8h/2wG1OmL3BmAJdlDURYXgE0HtEJnyahIas+gTAduRonT+g329thcNb2TFHwrYdbE8oZZ0ctrluLe69kMCyB/vabsp3ir7sLVriIdqik78RnrAv0aLKAk4NZ681nU3eyqXLnks16uy4Zkeya+gcKqwOx38a+3nqM0iae2Rnckbg8AFppCuixNkrYhgwUOZjHw3lqGfRjP8oxgmvZbI9OdS6LMi1F0YSdeqYuC3PYtrDq3krpB5NCr7tfHTPYVIHVOCbtLW+6yQ78NmlEjdFIooiYiIpG0MJWNdGPkTZM81a4CT0mHNrLi7EFww7JMYnyrt3dGx6OHUSBwe1YTKLjDthWQfcSzzJzkCTm0WGfOOr6dm/th62iLk+0/cGnRUcQ3AJjl87n3wc5fTaG7p+gQFhV5wVkSwHTp0CEmSeOONN0hPT2ffvn3ceOONtLW18dxzz3kd+9NPP9G/v2fVLSyse4NaBYVTyUMzb+BwYyV+ut6VxT5TMWj03fqpbCnah8PlZFzK4F+4VwoKvaOypdZnW97EBnBBv+XhVGW0svm6Mncpei86jc1EmwAiSCoX9Um9F80twQ4MDd3/1M78expfPXMQh05CQiL2QABDvoiiJs3EyA9i3avJ1WlyOkl1H9mLSZDkVdwOog/4M/zjGJY8kdtjf6IO+mH1c/Dt4znubTePvYhrR8zn3W1LWNh/cq/vTUHhTCFAb8SpdpGwK5C6FBNlQ1rInVzPoCVyhMOwz6IpH9jC7kWVmELsDPih54nqsSAiElSq90rH/uopj4H2kZFtuy6qlKsJdkaADTeUMOE/vkWZVt9cREOSd5TawMWR2PVODs2q446Jl5+kO/Elzi8CYZcVY52G6sw2SgY3kbA7qNv0q6npIxUvX4Vzlvy6UprsrSTt9SxOaW1q9C1q6lLNWPwd7gj6zqhtIgl7vRe0bHoHh2bVIUiQsSqMfsvDj1oQoWhEI+AdNdsVB2ZWc2hmnVtYUlkFxr6dQE2GCb86rVfhgdLBHUKTi32zq4nM8yMy35MZMPTTaDbcWIpfnYZ+SyMomNBA3O5Ad7ppb5BEefylNauo97ega1Z3ea9as5z22nd5uDvdvy3YhqFRPr58gNxXtVlkxKexPud3heD+H28mv3ajEsmmcNycFRFsc+bM4e2332bWrFmkpqaycOFC7rnnHr788kufY8PCwoiOjnb/02gUo1WF00NEQCgjEvqd7m6cMEatvlvjz4KGMhotyiqPwplLdYt3VEnu+DpaI23E7ZF90LZc3Y24dgSS1oXUXq0zbnfX5rpd4TqKDwiAf3sU27YrKgBI3RTK6A/i3QNMh1pi3S3FVGe2uQeCLtHb7Hjo5zE49D3fR0iBjqqsNhoT5WIHz8y/g933fMyt4y/BX2fk1vGXEh/sm3KhoHCmMy19FHa1k8KxjdS1FxOp6UhjRPYFGvvfeLQmFTnT6/jh/jwsxq79BnuDxejg+wdz+fLZg3z594PUZphAgK+ekN93NtguHOP9DBr2aTTaNhUJ2wMJKvWkhVZn+voltoRbqUvvJOi7IGFbIE1xVvKmNzA8LotrR5x33PdxNGb3H0fpkGYStwciOgW2XlXOkr95xPnEzd7PwhtGn3/K+qKgcKbz6I9vAnB4lHek7Oj2aKs1txzudVvWdvN9lwpcKheiJGIxOlh742HW3VBMQ4zvQt/+8+Sq53513c99m6ItHJpZh8YqsvChTDRmFU6ti3U3F7P+phKW3Z/PN08ewqaVn49j3o1DdMjR+zkz6lh3c7E7vRQgOjcAbZsKU4id8CIjk19P9vJl7BUSqBwCZYNacGolYg507YF2aGYNggSmMBuHptSy4s4Cfnwgn1V/KEJCoiZDfoZKKpdXH3ui0e75ncAFaWtD3G8HP3c5h6qLuOr9B6k3+WY0KCh0x1kRwdYVTU1NhIb6foEXLlyIxWKhT58+3HfffSxcuLDbNqxWK1arp6pac7P85bHb7djtvQuxVTi36fg7ORf+XtYW7CTCP8RdIQngogHTgHPj/k8159Lf0i9JiN5TdVM0iBROaARg8I/R7gIDvcYFg76Pos/OcOhFYGpFhjxYbAuXaI23EVjXdbrEzH+m8eUjB6lPNSEafNe9tl5R4tWHDpFN0riIPRBAYJUeo0sLdgio1tIS2XVKd0Oq/HsnIvDRVU+QFp6g/L0p9MjZ8lxKDo5mXNIg9ozPJm1zKIcm1dAUb2XfwmoGLZfTruMOBxHzbAA7z6ukcGQDP/+xiHkv9Dmu67Ul2N2p2Z1xdRG8lbol1Ot7nZwdSuQ//Vl+ez52Q6fnj4DXcXVxJtbcUORt2C1AyQh5rHrDqPO5Zth8kFzYpVPz3+fGURfw3y3fsO2qCsa9m8Dh4Y1Up7WhsgtorCrULu/Ft77hSV3+rZwtf0cKZz5n6t+Sy+Vif1WB+70pzo5/vSygR9T4ozWpsIQ4uvyN74ogk4GslREcnF5D7tR60neEserGQiyBckpjdd82VDYB0SmQ9XMEfTaG41TJ6eZT30rp8joOtcSGG0tAgKxVEWhVama/ksae2VWYA+xE5/pTl2imvF8LP//hMDNeT0Pv0CKp5AW9oEodiXuDURu85YMBKyLZsbCCrdeUM+XtlGP+7EREZr6azt6ZlYSVGumz0XeMVdKvCVOo/MwtGN8ob2yPwGuKs/LNM9mesZHWxeKnspn390z05u6lDtEgEqzxw69BQ1uIHQS50vPg76LZPV/2w73186eoMzXx+vrPuG/Ktcd8bwq/Lnr73BFcLlc3WddnLnl5eQwfPpznnnuOG2+8EYDa2lreffddxo8fjyiKfPHFFzz77LN8/fXX3Ypsf/vb33jkkUd8tn/44YcYjcYuzlBQOHdpspuwuxyEa3sfvaOgcLqxSnaeyP8cgD8mLeDFw98CcF/KhexsLmB53e5etzUlZADTwgf2+vhPK9azr7UYAYH7UxehV3lm3y0OM68e/o6FkSMZEJDEI3mfEKz2485k32iUTY3ZLK3Z0eU1zo8cxfCgNPf7zY25fFezzf1ejYij00quQdBwf/rFvb4HBYWzhe+qt7O7pZD7Uy9ic1MOS2t2oBJE/pp+mc+x/ytdSYG5ikczrjju69XZmmlxWFhSs41qW/febrPDhxCpDcLlcpFvqmJ7cz4SLhwu7yorIWp//piyAIAGWysvH16ChItQjT/1drkS8qjAdPoFJJJiiEQQehEeexL4uX4fK+v2AhCpDWJK6AAa/5+9+w6Po7oaOPyb2a5V712y3HvvGNsYY3qHUAOBkEA6gSQkJCSkEWqSL6QTIJRAQm+m2MY2Nu692+q2el9pe5n5/lh75UWyJVe5nPd5eNiduTN7Zz3anT1z7zlBF0uat+HXO4OMV2dMYUz8kf+4FuJMUONt4W/7Po5aduDzxa8F+XXpaxTZMrg997xe7/P1uhVs6Yge9ZZhTuTazGm827CGGm8Lof3f7z8vup6Hy/5HrGrlh/2v6nZ/K1p38VHTRvrZMrgtexaq2n2w77mqTyn31JNlSWJCfH8+btqEhs5DA67vtv3i5q0sbtmGAZWfD+z6eXs8FLtqeLFmadSyO3LmUBiTzmfN29nu2ketL3q0cLIplu8VXtbjvjVNY1HLFtY6SvBqAa7NmEpToIMlLdsiba7NnMqouMLjcizi9OV2u7nppptwOBzExx/693CfBtgeeOABHn300cO22blzJ0OGdCaIra6uZubMmcyaNYtnnnnmsNt++ctfpry8nGXLlnW7vrsRbHl5eTQ1NR32TRPigEAgwIIFC5g7d65MRxbHRM6lE+M7bz/OisotACRWW2nLCecymvBmNoWbkvjsyxU0DHB12U4JhadmHPz8moeHd2l3KDtnNLJ9bni6htGncuVvhkbWaWi8+ctwjqbs7XHoBp3aIU5MbpV5fxzY5Y6rK8Hfeef6C7J3xjHtlfyoZXtmNrNlTh0ZZbE05DnRDzqdVnzrWcwGOb9E75xOn0t/WfEaz659l6t/MQw0nYXfKKM9w8fk/+WQtz0xqu2Gi2som9LKxY8NJMZ5bDnDmnPclE5uYe+YIyigcPCotP0SaiwMW5xOzu54PvpOMc7UzpGoP51zJ/MGT8Fm6l3S8OOtoaOFjTW7+cvy16h2hiv5fWn0XL48/lJS7YkYDvFD/YDT6TwSp7ZT9Vya8MdbuyxLqLMw9y8D8NoDvP+jPeRtjmfyG72vQg7h64XNF9fTVOCicH0S/dckReUnW3HDXmqGdURdswxYmcyYD7Oi9uO1BZn/gz1oRp1Z/ygkterwOdKW31JJ3UBn5HNK0eCaX3R/DbRreiPb5h243lEYuDyVvG3xxDabe8wb1xv1/TpY/uW96Gq4Svqoj8Ojkr9YPGrb7AZ2zW7sXKDDnL8UkVTf/ZQD1aYy4tkRbLtjG5pHY+HdpbRlh68Rr31oOK//cnuk7drvvHDSbmqIU1d7ezupqak9Btj6dIrofffdx+23337YNkVFRZHHNTU1zJ49m2nTpvGPf/yjx/1PnjyZBQsWHHK9xWLBYulaFt1kMp1SH9ri1CfnjDhezoZzaV9bHbkJGSflYiU1NhEAJaTQlu3F7DTgjw3hNQYJ+oI0FHUNrkF0cO3Ac6fJS0x7736MN+Z27jd7Sxyap3MU2Vu/60yAnrMujrW31QAQiNH44Ie7ueqBzmAcwKo793UbXLM3mshdGx+1b4BBS1O4+msz+eC15dQXOSPLV3/3BawmSUAujtzp8Ll0oJJ3c6qLlMoYpv8jj08eKGX19dUY/qWQubtzunjKHhtlU1rZdFEdU144dPXO3kgoMeO4tLMIQeb2WDoyfPhjQlFT0GNrTSTUWxn2cRoGv8K+ce1sv6Tzx6Aj28fKm/cx9MOUqOAawBUjZ2M29t0le05yBjnJGZw3aBJlzdWkxyWRHnuEeZY4Pc4jcXo41c6lsTmD2Vi9O2qZI9OH5tEIGcOfA+0pvi7f170x+o3o3KgH5xcb/m4aNcM6oq5Zyia0kr0hluQKWyTAteWyOjSjTlKFlfhyM63JbqrGtONKCWD0KwxelIrJq2L2GnEm+0kqs5K6y0bxrJZwYGtFYrd9byx0se2ChsjzoEVn55xGds5pJLncxqy/FB7x8R7Mbw2y7Pa9oMCY1zMoWt35ufPFPGvD5qfSmuGmftj+6y8FgqFQj++55tHQPBr2BlMkwFbVz8G83/bn45+UAqAaDYfMRy3OHr39zOnTAFtaWhppaWm9altdXc3s2bMZP348zz333CGHtR5s06ZNZGVl9dhOCCHEyeH2eylrqqasuZqZ/cef8NdzeMMXWvr+3CQFaxMont1C3TAn1nbjEZX6qRvqjLq4O5zxr2Xx4UMlGD0q4/6X2bmPwZ0XwtP+kYu91dxZIl4Bsyv6Aq45301r/v4f7zpMfiGHPbObGfFBOmllXe9Ae2OCzH+4mDdKd6BfFz1AXYJr4kyWGBMOoC39ViXpu2Iwuw3kbYincoKDlXdUMeeJfpHKc3lbE9hT1UzNyA6W31nZbfXO3qgY38buOU240gIYPSpzHy/C1tF5Aa6pGv4YrdvKgbmb4tlxYSO6AWLrTbiTg2gmnZ0Xhav7Je2zRv72fUFfnwbYDogxWxmR1b/nhkKcZZ6/8WFGP9F9Rd/6QeHrkPx1Cd2uPxaWDgOWdgO++BDn/jmftmwfW66s57Nv7sXkVbnk5wNRNRWjN3yx01ro5d1HOguVHLj+qJjs6FpNU4e0PTHkbo6PVPD8IldKILLdxT8fyN7xDpxpPiqmOmjp50FDO6ZRbEavir3JhCs1wPZLG8lfn9hl5NrBpj8XHtG/7KuVNA5yE9Nmwh3v7/HmaEuuh+oxnUXbbK3G8PXZgX5IcE0cgb7/tu6F6upqZs2aRUFBAU888QSNjZ13/DIzwz9c/v3vf2M2mxk7diwAb775Js8++2yP00iFEEKcPDFmK2NyBhFj7kWVgOOgrKkKgAkvZ6GEFLZfEr7TGttoijwGiGkxRhLoHoonofdVBw9MRR20JDnq4nL1l6sBUP0KmcXhgMDlPxmMI9vL0m9XklYSHTRbdXtVVILz1bdVR5Zf9tDgLq9bOzx8gahz2qVXFeKYTM3vzI/YMKSzIqfRoxK0aqy4Yx9Tn89jz6xm6oY5I9WDD1SeOxpbL6+PjFILWjVcKf6oAJuqqVid3f8YtLeZGf1WBpuurcdv1zj3LwUs+W5FuM8BlZl/LuTtR3cBEGuRvMBCnOqevPxe7nv391HLWnI91A13hisAbzy+Abbic5rZenkDKGDyqqRW2EmtsJNWEsPOC5uoGdnBkm9WMutPBQxZmErlpDZCFh3Vr1CwNoH89QkkVVtxZPrYPacZg1+hNc+LPzZE1rZY6oe4aBzspnF/hWOLq45LfhEuDLPpiloaBrpJqOucCTb/F8WghCsdH1A73EnO9qNPu6SiMu+xAZRMa2HLlfWsu7GGKS/2POrYGFBBgQ9/VgIKxLSYmPhyNil7u/8sLZ3eAoDBrzDniSJiW+WGpDh6p0WAbcGCBZSUlFBSUkJubvQf1cEp5H71q19RWVmJ0WhkyJAh/Pe//+XaayWZsxDiyFW11fPDd/7IOQPG8o3p1/V1d84oCba4nhsdBzvry9nnqMfsMpC/KRGAjdeHK0NVTI3Ol3RwcG38f7JYf1Nt1PqEGgtDF6b2+rUrJ4X3H9vYefG54iv7CJnD31nDFnSO3jYGVRLqwiNr6gc5OdiBKoOxdWacmf6o5e/+cjdTn8+NGslWN7Rze2u7kewtsZTtr5yq6Rqqcuz5UIQ4FZmMJvqn5FDaXM0Fv+7Hgh9XoBt0gvv/htypQRbdXw6ER0UcGEla9HnSUb/muNey2HlBE+1ZPlBgxV1VXP5g18D3F3ljwp83Zvf+y3AFkqtsZG6PpW64E03RUbXO4SSS+0eIU9/5gyZ3WbbkOxUYvApKCKzu4/uzu36QCxQY/kEa/VYkRpYnNFiZ9FI2n929l5Z+Hj6/ax/tmX5CZp1BC1MY8XF61H6SamzdBq00NDZfVY8aUmgc4KY9y8eSb1SQWGOJVPJ0Zhw0nX3/x1RaqR01pFA52cHq26sZ8omXYQvSu+z/SAxYkUzxrGZqR3TgSvRjbzt8AGziyzmsuq0Kvz2ELy6IOznA0m9XEltv5rw/9OsyCm7sG1nsG9dOyKijq11vUI5+4gY23//qMR2DOHucFlfat99+O7qud/vfAbfddhs7duzA5XLhcDhYvXq1BNfEaeE7bz3OfzZ81NfdEF/Q6umgMDGbJldrz43FKWlzTXgaRL9ViQBUj2gnaNGIaTYx7ZlcbK1dL3bz1sVFBdeMXpUJL2cx5/dFqFr3X5m7Zjex7voaNl1Ry7u/3M2+kQ5qRoZHkqVUhEfqBc0adcM6g1+DlqRE7aNiQvg8C8RqvPn4TjQ1HBSY9kwew99PjQquHRC0aay4c1/UsrQSe2TKhzc+GAmuAWyq3oMQZ7LvzbwJgMaBHgYuDk/njq03E9tgJqbJxIClyQx/Py0yXSq2wczo9zIPub+e5GyLZ+CS5MjfXNCsseQbFT1u98mPS5n/cDFr9o9o1YzhHVj2TxHXTDpL7w7vZ3q/MUfdPyHEybX5/lf5/sxbAMhbHx65FbLp6Eb49NvlODK8h9u815zJfhoHucPTOEvsmP3R1zOqpjLrL4Ukl9toHOTGFxdk0KKuwbXDUVEZ+1YWo9/N5Jx/5KMGFFoKPZHg2gHj/puJvdGEya2SXG4jd1M841/PZvwrWaBD+ZS2bvd/pMb/NxtdgdW3VnfJv/ZFxqDKOf/K57z/68dFvxnImP157JwZ/shI/y+2T6yyggprbqnudp+BUO9nMYiz22kxgk2IM9nS0vUsLV3PTeMu7OuuiIOMzBrAyCu+1dfdEMfgbyveACB3Y/gid9NV9aiawoy/5dOS58GT1HmxlLkjFrPLwMAlyewb3xG5E9t/WVJk9Ft39o12sOPixqhla28NFy2wN5oi08WqRrVH1s95sl+X/eyZHZ6ecKC64JbL6xnzdhZ7xzvYO/HQ1QmHfxCdx3TAimSwwpaL6ru0dXidXZYJcSaZ0W8c5w2YyKdfWsulDw2iamw7znQ/0/6ZG5mSvfSeCryJ4b99Z7qfd3+zG9WvYO0wMuCzZPLXxR9RzqCSGS1RuYta+nkO274l10PQqoEO9iYT1nYj4/+XDcDId9IxuQxUTmqjuX94P/MGTzmSt0AI0ceuG30+Ty19CVubiQGfJVMyM/z93pbnZdF95WTuiGX02xmY3GqXwFhvlcxoRjfoFH2eSHLVoVNuzPpLITVDO7B2GA/bridWp5ErfzIEgPY0Ly0FHvbMbsaZFmD3nGbmPTqgyzYFGxJZf2MtvvgQQaN22NxpvZFeaiel3EZzkYd3Ht3N1Gdzo4rXHE7RqmR2nd+ENyFEzubut8lfn0BbvhdHro+K8W0Urk+MWt9TtWQhDpAzRYg+9sz1P+OtrzzZ190Q4ozT6gkHtRLqrWho6AY9nDC3zcy6m2qi2o5+K4MJ/8smocHK+Y93BsAOXBgfiqJ1M3VLCY+MmftYZxXsXec3hR/oRKaDHlA2uRVvQpC4OjOFq8M5Wsqmt/Hm4zsPG1wDsLi6XpwPWpnKfYVXdFk+e8CEw+5LiNOdoih8f9bNqKisvbWG6c/koWoKK++spjUrHLCa+J9sij5PZOhHqWRtjcXSbkA36rRn+djwpVo+eLiYRd8rY9WXq1h/XU2PIyX6L48ufJK9teuPNw0tMip128Xh3I/2JhPzHhvAzL8VEtsSnu5k9hsZsjCFkKlzhsaFQ6Yd/RsihDjpDgRi9sxpZtT7GcS0hG+0nfdkIYlVVuqGO/n4wVLe/00xS++pOKrX8CQGQYd+K3qe4p69M+6YgmtfFN9opXBdEhc8PoC4ejOulACtOYe/sbDx2trDru+toZ+EbyrqKgSsva/IWjmuDW9CCICSGa24Ev18+tUy3qtfG/mML53Reb234YZa2tO8XP2DzqruIe3IK8CKs5OMYBOij03MH97XXRDijLOxejcQzp0GsOr2avz2ECklNj7+YQn6Qd9+NocxKp9HbHPn45BZx5nkP2TC29yt8Zj/ZqB8aivVoztQQlC4JpGxb3ZWsG5P8+JOCQDh6apBs4bXHqQ900vZtDYaBrsw+lWytsWy5/zDB/S+yNJNdUKAZa07AFBCoBvg2tHnH9F+hThd5SVm8qerf8AP3vkjn327khHvpbP18no+v3sfFz88gBiHmTFvd60wr6ka2y9qpHhmC44YH44cHxBOjh2waYx4P63bkW356+PZcEP4x2PhqgTGvZEdtd6d4Oejn5Z22S5nSxwf/bgYq8NEe5aPnM1xZG2PY/ecJrT9uRrT7clYjJJsW4jTicVo5s7JV/Cv1e9QOb6NCx4pQjOGpyGe93/92DOzGVeKn/KpbbQUHD4wdSixjWZQoCPDT0KDtecNThCDP1xMoGJSG0lvdQ3iTXsmlxVfraK50BMZxdae5mX9l2pJ3mtj9Lu9n6IfNGos//peAAYtTCFvc89FI7wxQVZ8dR9teZ1Tc7dd3sC2y8M3OlraS1j7MMQ0mXCnBqK2bc/0E99oRQ0o4QrPDeWMyhrY6/6Ks5cE2IQQQpxxHl30HABj3sykqdBF3TAnigaOXF94ehbhKZxzn+jMraahsWd2C7vmRk/5DJkOf9cyvdROeqmdt0buJGmfLSq4BrDhurrI44ztsXzw0B5Cls4RKvZmEwWrE9hxURPoULQikTFvZ7FnVjNlk1pwp4Wns9lajVHTWgGW3703Mq30wI/7PVOa2OIITxE9kMj9m9Ov783bJsQZ4ZyisTx/88Nc/8KP2HJlPUM+SWHXBc0svK+cQYtTyN8Q3yWnoqqpjPwgg6LPk9g73kHupngW/KiMnReGR58WfZ6E2aNSMdGBI9tLwbpEUkttlJ7TmaezcqIDzQAT/tcZZGs4RJXSPXPCwfQDBVYqJzuonBw9YlVSRwhxevrOjBv51+p3WH9DLfnrEzAGO0e7D1oazsHaluOlNc+LpmqHzPF6KIMXplA8q4V9Yx3kbj10lc7qEe3sHe/AnRQgYNUweVRSKmzkbUjA4jQec7XMtvxw4GrkBxndrt83JjyTwJ0S4N1HdjP1X7msvDNc3b21wEvN8A4ueqR3QStjUCW+3kJ7ho+6Yc7D5pPbM6uZbQdVigewthkj6QHQwzdXPYlBUMCdFg6ujXg/nYAlREuBh+ztsQAM/zCNrZc3sKZy2ykfYKtsrSUnIR2jaujrrpzVJMB2lqpsreX1zQv5/sxbpDqVEOKM0upuZ2dDBQAplTEsvLcMCFcHXXdL5zSFnK3RP7IX3V9OR4YfJQRmlwG/PTydoLd3hw0BFU9cIOpiuTXHQ0th+A61ya2y5ivVaAYds9OAPzZE/8+SyN0Uz9JvVwIw8+kCUvbGUDy9mZrhHcQ1WkjeG8OI+Wms/EpVlwAbEMn/VDvMifaGxu7pTZFVIzL78+drHiDxJFVuFeJUMTi9gFdvfYQbXvwxnqQQmdvs1A13seFLtWz4Ui3DP0hj8JKulYHtbWaGLgpPQxr3vyw2fCn8mbHwB2XhYgT7/972TWgHjXCyFT38n26AqjHtUQG2gCV0VP2/bcKlfGXy5Ue1rRCi7103+nxe27yQkhktDFyW0mV9/roEWvO9vP9wMWklMegKOLK95GyOZ9QhAlYHmP1G1KBC7UgndYM7uuQi09BYdXs1dcOdoIOqKRgCCp7EAI5cX6QAUkyrkYkv5ZC013pEuScPODC6a+2N1fRbldilHzlb48OflfsdCK4d4EkOsvhb5cx8uqDH168Y30ZHarhic8B26M9VvzXYGVzToXB1+Objou+VRQJsF/9yIDEhMyNeHsGvt79G0KphazFGgp8HK5sevolyzag5h+1fX2v3Ovnjkv+QEpvIg3Pv7OvunNUkwHaWKm+pod3twuX3EGuJ6evuCCHEcXNwMEknnFvJ7DJgc5ii2imh6FLs7uQARo/KpQ8NREWNTOPoraBZI5ii8e5v9jD12VwyimPZdHVdZ+n6Yjs1ozsY/VYGiVVWln67Emeqn8+/Fq4EOvHlbFL2hj+Pt17REJU4vWp85wVq5Ef9F/jiQ7z9+O7Ic7PBxEs3/1puooiz1tCMftw15Sqe0d/C4A1PZTJ4FUJWnbwNhx71cUDhukTaM3yUndOK2W0AHbK3x1KwJpGKKW205nrJ3RjPgGVJaEZ495HdaCadrZfUM/KDDLwxQbZeedAoiv2jTXuy+J5/kGzvuX9CiFPXT+d+ldr2JpZfvqnbAFv/lck4sr1UTHZQO9wZ+WwomdVCXIOZfmsPnV9NQ0Pbn6uxLdvXJbC15NuVtOV7Sai2MPMvhRj9nRcNjgwv+8a205bjpWGwK3yDTwdDQMHqMJKzNZ4RH/ZcbdQbEyS2yUx7lo/aEU5qRziZ80Q/Euo7b0pm74iL/tzb/zhzeyzupADtWT5aC7y8/fhu5v6uiLhmyyFfb8OXaiP7mfxC7iHbLd9/TdVvZXS6jtn/V0j9IBdZu/a/VzZ4eu+HkVkNQxekddkXgGt/io+kmFP7MzneGsudU68k1d5zXj5xYkmA7Sw1q/94pheOxmSQU0AIcWZRFIU4SwwdPjeehAAo4I8N4cjyRrUrntnK8E+i7xJbXIbIXdTu7mQeyp6ZzZHHugIrvrqPy342OJLHSfVDc3836FCwJpE954VHmdUPc4EOQz9OjconMmJ+OrvOayJoi56eWrAmgbTdMeGReD38UF9y998luCbOereMv5h/rnor8rdkdqp4rCHqhrooWt3z9KhRH2R0O5ok6c3ofEPqQYNLKya1MfKDDComtwGQUmpj4ivZ1A5zsvnqrhV+D7bonr9JcE2IM0RRcg7Lyzcdcn1rnjf8XR59v4+N19ex8bo6TB4Vk8fAkIWpFK5LjKxXUbE3mnClBfDGRY9sb8320JbvRQ0qzPlDEV+UUG8l4aNwEKxmaAd7Jzpoy/YSiAnhSguw57xmKie2MfPpzgIsX1QztINVX6nqch2yY14jU1/Ii1o29dnwtFAlBFc8MLjLSLVPflCCMz3AggfKoooKHGz5V/dG3qeLfzEQq7vr79etl9RTPrmNoFXD5Fa7pOtQNbUzuAbsHdFGU6Dz5uXB7+8B/v0j5XITeg44ngqGZ/bv6y4IJMB2VtpSW8yAlDxizH2XFFMIIU6UFnc7Hb5w3iP1oLLwlZMc2JqNeFLCF6MHrgvrBzrZfEU9IZNO1vbDT6X0xAWoHtnBgBWdlQMXf6uc1gIvBr/CuFezCFo1Nl5fx7ov1aCp4atmzQw+U4ghC1MwBlXqB7si2496OyNqfwCDlqQwaEk4wPfm4zujjqFy0uEriwJckT4Zs9HUYzshznSJtjgGpxawu7ESFPCkhn8wNRW5yV+fgGbUMHuPz+Wwpd2ALz5EIEajNcdDxZQ2AJr7e7oUOoivttC+PwB/wLCMIlLticelL0KIvvfJnlUArLq1irYcLwOXJtN/Zef3fUqFLXwjTglXFp70Ug4xzUaKZ7dSP9iJNz6INzHIhutrqRvqZMIr2Rj3X9eMez2LZffspWxGKw2DXZz/ZD9UTQ2PnAfSd9t77F/2zjiyd3Ze92y8qpbyaW344kJ88kApxoBKXK2ZMW9lklTdeVNhz3nNkYuorK2xDFmUSlORm7z1XQsPZO2KO2TgDOCcv+fz0c+6FoLR0Fjy7UraM32Rwi+TX8jpElxbdWsVdcM60PYvtrYbmfRi9hd318Wa66sBGLQshWHvd00XAPD+L/cA8Icr7+9xf0IcIAG2s4zT56aho5V0e5IE2IQQZ6T/W/YKEK6ytXdiZzAqf30CxbM6q3Sq+5MOr761mqBNQwkpjJjf/RQBgOJzmtl+cSOaSceZ7mPUuxloKrTme7G1GJn3SH9UVNwJ4WmlNaM6orbP3hrHsE/Cd0E70sNt+i9N6hJc+6KRb6fjzPBTOcERmRIChAsiLE+ibEZrl23Gxfc77D6FOJt8ZcoVPPD+/0UtqxrXTtWYdlAgodbCjL/mH3OgbeR76ay7OZyzbfH3KkgpseFOjq5MZ/SqpBfb8dmjR51k2JN55dbfHtPrCyFOLZcMm8G/Vr8duR7YenlDVIBt1LsZtOZ4acv34koJ4Ez1k1RtY8SH6ZFpmkGzxpJvVVAzsoN3R+wmtsmELzZEXL0lMorNme7n3d/sQQ0okdG6gz/t/Sj8A8a+lcXotzLYcH0dzlQ/3vggrfleFn+3grTiGGb8swAAb0L488veZIqMWDs4ANdbmqpFgmt56zpH7rZme1j8vYouI+QydsVGHreneVl1exXO9PBnrNGjMunl7C7TZXvSnO/uscjEgNS8w64X4mASYDvLKIrCpPxhxFtje24shBCnoTZP+EL2gsf6Uz28c/j/wOUp4dxm+yXUhG8yFK5JpGRmC/Ym0yEvsrwxwahty6a3UT61DeP+vE4xbabItAdrhxFFA10lki/N5FGj7qgGrRpmp4HR7/dcon7g5+GL5C9Od4DwhfcXA2y3jLsYpUOmhgpxwNxBk/lrQhaNZY24U4LYG024kwPoBjC5VBxZPlZ+pYqZfy08ov1qaFRMaaMlz4OqKdhao0eNNg/wRD2f9vdcVt9ejaZqNBdFr3vlyxJcE+JMc+PYefxr9duR55pRp36gk4zi8O8wVVOZ/ed++M1B5j9cwtqba6gd5mTCf7Mi1yNGv8r5TxVRNrmFTdfU40wLYPKotBR6UPRwoQHdoKMZw/8pQZj3SH9i2o+uQqiKGlWoxZnkZ/H3ymkc5GbtDdWMfjODWX8oZP4vinGlBnjz8Z0MWJrMqPcPX5ihO28/Gs4ba3UYmfjfHJoKXZTMaKVmZEe3aTCCJg1PQoCVX6nCmdGZI3fa33PJLDmywNpFTw7kw/uKaS7w9FjJVdJtiCMhAbazjN185HcXhBDidJIVHx7qr6PjTgrf2YytN+OJix5JEl9rQUNj1PsZNBW5acv1oqF1W8nq4CkJcx7vR2u+l+KZzXjjgyRX2Jj4cufFqKqpTHohh9W3V4MKBr/CRb8eGNmvN2b/FNXo9GpHzJni55MHoqdVGFUD35txI/Pnzz+2nQtxBjGqBh6++G5uf+XnjHw3nYHLUlj15SpqRnaQszGOiukOmvt5CBq1yPSrnmiqFvlx2Cs6rPh6uIJe3XBX1KonLruXFJkaKsQZJy02iR/O/jKPLX4Bo1slGKPx+V37mPG3fNLKOqdwmv1GZv++kFW3V1E1rh01pEQFuQCKVieTXhyL2ali9hu7XK98/KMSXKkBpj6bd9TBte7EtpqZ/s98ln67gn3j29k3vp15v+kf7u8dVXgSg5TMbKFkZguZO2KZ9lzvR3spQdCN4RFx7z28m0DM/gsjHQYsSWbAsiRCZp0FPwpXg5//y2JsrcYuFdVd6QEoObLjsjvMxBtjaA+62TOzhSGLu58mKsSRkgCbEEKIM4onEM5r1JbjZdtl4VFn5/wzj6rR7VHtyma0Ujmpjfg6C47scAGEw5aJ18Kl7hMarCQ0WKMS4nak+Ng2r4GC9QmoQYXVt1VH1k14JTuqgtfG68JTyAYuOfLpGwfo6F2CawZFZck3/nHU+xTiTDY2ZzDXjJrDGyyialQ7rQXhv/mK6Y7ISAlPYoC4pkNXsYNwYG3xdypwZPsO2+6AxL0W2nJ8pJXYaBzs6bL+2lFzmDt48pEdjBDitDFvyDQeW/wCwQPBIwUqJrZFBdgAEhqszHtsAG//did7JzhI3xVD/pbEqDYHFx04+HrFbw7iSg6gBhQyiw89S6mhv4uWfA+epADtGT4MfhVHthdffAg1oJC3IR5FV1D2Z6NoHO7BGe/jnH/kM/0f+Sz/2l5Q4eMHS7n6B0NJLY1h30FVzuuGOY/ovbnix4PZelkDdcOc4WqdOvRblcjQj9KibmxmbY2ldmR4318MrqFDWnHMEb3uAV/Jmc0fKz+gakx7lwDblsvCBWkuGXbOUe37AG/AT2nzPqxGC/1TD139VJw5JMAmhBDijHLPtOt4a+tidsxrJGdTfDjX0tgO6gcedOG3v1R8yKLTmh+u4hXTdPiiAAoQV9f1rnB7mpdP76tAM+jsmdMcNa3B4jCw/sZa1qo1WB1GfPFBQvvzqGXtOPqp+mturu6ybMV3nsdqMhMIBLrZQgjxwHm388aWRbQWHlRR+KC/1wU/KsPeZCJ/f6LufiuSuiTUXvb1vZHqwAdYHUYMfgVXWvhv7/IfD8aV7GfRD8rxJAZRdLoNrn1j2rV8fdq1x+nohBCnolR7Ij+d+1V+veAZIDx6vW64M2paot8aZPF3K8JTPDUFFJ11t9RSXtbG9GfyexxZu/aWGlAhpSR6plJLjpt1N9bgzOj5ukAz6TRP95NmT8KkGnF4nUzOHU1tSyPLv1bepf3BBZgOMLsMPb7OwVRURr+Xyej3OOQMAoC23K6fnwdYHUbW3lzDjL/1Lo9m9fB21t9QS97WeEaZR6GEoD3bR83QjkjBB13RKTk3nLP3a1OuPqJj+iJN11i/byeFydkSYDtLSIBNCCHEGSXOEr6T2VLgYdxrWVSNa6d2aAcjPkhn6aDKcCMdFE1h0ovZWFwGVt5ZhT82dMh9emOC6CqRH9Z7ZjSz/dIGdIVI6fjRb2VQNbo9KreSLz6EtSP849sXH8LqMOJKDWDwKcQ1H36kzOFUj+ksoHDd6PN58Pw7JUeIED0wG00MSevHrsauPxYPcKUG2DmvCYCd85oY/0oWBRsSgfDojy/mToPw9CbloI8PY1Bl0Q/Cr+GL7/5z5cHz7+T6MXOP8kiEEKeTPy//X+Rx2m47DUNdNBd6SCuzUzukg1VfqUJXQQmFR8pnb47FkxSkucjDe7/Zzaw/FJJUGw6eeWODrPpyFR0ZPgwBlckv5FA/NDztPLU8hl3nNVI2rS1SiOBgqg+MQQN+e/hzKdWSwHXj53LpsHPJTUw/ZP//ueotnl7+3x6PU/UfPlDW0N+FxWUgoa5rob3utqkf6GTdl2rwJXR+js7+fSHLv743Mp3UmxiutLrqy9Wc+4+CSDu/NciHPyshodqKK8VP0KJhCKqRYy+f2MZDxa/A/phgamlncHLDNbWRx4XJPVckPZwYs5UvT7z0mPYhTi8SYBNCCHFGsZnCgSs1qBA0hi/A2jN8JO21RkauoUBClYWc7eGqVQlVVpoGuHEm+YltDY9SO/jucsnM/dVH98ewdl3YBDrkbopH0aBgXSLppXb6r0jmzUd3cuA6sWh5EmPejS5k8OajOyMVTI+GpnYmb3visntlepkQvRQIBUmPSzpsgO2LYps6R60m7rN0FjD5Av3AwA0NFnzv8MmA/nTVDzm3/7he90EIcXqbkDeUBXtWAzD8wzQahroom9ZKWpmdzVeFpyJOeS6X7B3Riforx7Wx/oZaFt9bgaKBpcOILy58w8/gVwjEBPnsG5VY2wx4E0ORmwNfpAB2g42k5DjyU7KYNWg8eYmZTMwfjlHtedTZXVOu4uqR5xEIBdheX8b333mq23bepBAf/6SUeb/t3yVgdvCIN0WDS342ELO/ayjCGxOkYkorJee04o+LvkFh8Csk1diY81Q/Ft5Xjq7qhMw6KNCa62Hd9TUM/SQVe5sZo18lZNZp6dd5UyRk6eaGhw4pZbZIXw7u57t3/r7H90aIL5IAmxBCiDNKSVM4kbgvPsT6m8N3IQN2jT2zmjsbKTDooBxoGbvt4QBbqo/YVjP7RjtYe3MN9iYTwz5Oi2xrcoUvGGOaTbRnhoN2B6p8HlCwLoHKSQ7UAJSd00paaUwkkLdjbgOo4f4crS2Xhy/Gp/cbI8E1IY7Ave88ybKyjb1qa68zMuWlPBLqO0datOZ6KFidSO2wjqgRFVFU6Mg59HSs1297jIFp+UfUbyHE6c0XDH8mmDwqSbU2zC4DtfvzlYWMGka/2iW4BlCwIRGjT2XPec1oqo4rNYCiK4z/Tyb5mxJ5+7e70Ew6alAFun4m3THpCr4x/TpMhmP/yZ9iD0+dz4xPZfP9rxLUQox/6ubI+pHvprP1sgY8SUHefryzAMzUf+WSuSs6JYauwvu/KeaCR/oT2xK+5tpxYSOu1O4/O00uldFvZ5C7KZ7aIR2su7GGoFWLmuIfsunsnejAGx9k1DvplE3vrLCuaJC7IR57i4kBS5NpLfDy+df2AXD1z4fC/hjcmps602/cOv4SCpK6Vm8XoicSYBNCCHFGufedJ7pd3tTfzaBFKew5vxklBLlb4yPrsrfGsf2SRopntaCgsOnqOlDAlRYI5zYBkvZayV+fQNmUFgw+BRTYO8nRJcA2/IN0Kic40IyAAmturWb4BwEyd9nZdUEzx6Khv5Oy6W0APHrpd45pX0KcbXobXANwZQZZdH/vR7r1xqrv/jsywlYIcfbol5zNZ2UbiK8N//2nlNmoHREOsAVtGkbvoXOs5WyPj9yk+6JJL+aw6o4q3AcFpkZk9GfmgPF8ZdLlxyWwdihG1UBabBKNznAga+vlDVz1gyFsvbSB1jwPrfkeNCOsvLPqkPtoT/ey5NsVXVJ0pO+2k1Ycw/ZLGwEY9nEa+ZsSAVh5R1VUYO2LHFleFt5fHplJ0G9lImPfjA6UZRxUCKI120tSqZX2DB9VYzsLNtw/+9Ye3wMhuiMBNiGEECecpmusrtzG6OxBxJg7R4T8funL2EwW7ppyNQb18El8eystNol9bfUYfAohix5Z3jjQTUxbuJDBgYvcAw7kQ2sc5KZxkBuAvHXhAgkHpoO15nnDBREA9HBi3QmvdM3NYXUbmfLvXFbdFr4I1A2w7fIGtl3e2ea8JwqP+Lg2X1ZH6bnhC9mvT70mkmtOCNE7a7/3IhP/EP7RNO2ZXFZ89dA//I6nJy+/l/MHyWhTIc42F/3j29S0N0aeZ28Jj1JLqLVQO9LJou+WETLqhOJCdKT6DlvFWFN1FB0UvTO6lF5sJ6XURkuhB90A3595M7dNvOzEHdAXLLz7r9z+ys/ZWB0esbbq9iqmPp8XWe/I8B72RsX2CxsjwTWjV2Xiy9lR0zUHL42u7OmNCaIGFbT9xaKu/sFQ/MYgH/y6ODJNP2Onnb2Tw4GynE1xjH4zo9vXHvFxOtvmNdBY5GLTxbWR67vfXfJtLho6/UjfCiEiJMAmhBDihKtqa8Cqmdhcs4ephaMiyz/YsZxGVyu3jL+Y2OMQMPIF/eyqqwBg7mNFLP5uRSTJuK6CIzNcpMDm6FoxVA10XrQBjHwvg5HvZbD4u+V4E4Nc9uBgys5ppSPNx9g3MiP52bqTvSOOyx8czJpbq7stW293dK1GejhBkxYJrv3m4m9y6bAZR7S9ECJc5OCpK+7j++88edKCazJqTYiz18HBNSUIhv35V4csSKXk3FYcuZ0ViQ8OrtUO6TjsyK9DuXDItGPo7dF5/saHWV62kW+++Si1w518+JNiLvrtQJoL3Sz9ZuVht+3I8Ycf6HD5zwYftq2GxvyHiw88YfYfCgHwJgUjwTWjV4kUo8rdEM+kV3IOub9BK1PYNq+B6qHttOZ1VpY+m4Jruq6j6fpxu8EtwiTAJoQQ4oTLT8rE6XMzIm1g1PKF9/z1uL7Oc2vexR30YukwENNuJmoegQKm/dMw/DFdq2ud+5cCqke2Uzy7BYNfweoOf0WmlsWwb3w77Zm+qLxtPTEGVaY9l4ffGuT9XxVHrXvvV3uY+mwuZreBhBorxsDhL242Xl8HwMu3/JoRmQN63QchRDRdO/r8h73xyi2P0OBsYWb/cVLZVwgRoRth07X1tBR4Gfd6JkFL52dRxk47AN64IDvnNlI+tQ2Agal5pNuTSbTHsbW2hL2tdYfc//M3PkxGXO+vUY6nc4rG8t0ZN/LHZa/gSQrSmuuJBNeuG30+r21eeNjtU0t7vsG655yWyOMrfzQ4UkQhptWM0asStGoErXokaDnso7TD7m/V9eEApjPF3+Nrn6n+sepNrhg+i2Z3G6VNVcwdPEVuCB0HEmATQghxUgzLLDrhr7G6chsAiqbQWOTCF98ZSMtbFx/JrxGwdf2RnVxlo2RGCyiQXNlZrn34h2nsG9/O53ft5ZKHBx525Fp3zF4jV/5gMGtvrqF6TEdk+co7whd3sW0WBn2STPoeOyjQku8hscZKbJOZ9nQf62+opTXPw73n3izBNSGO0TlFY1EIFxTuDavRwmtf/h0p9kQWl6wlKz6N8XlD2ddWx5+X/48GZyuPX/Y9EmyxkWp8w+h3wvovhDh9XDliFm9vWxK1bO9EB3VDnSRXWHFk+QhZdRoHuqOqVwLcMv4ifjD7ti77DISCTPj9Lay79yWaXW3c8/ojvHXHkyfyMHrlj8teiTxe/N0KAB655FtcPPQcypurWVe1s9vtpjybS/bOrgUevmj3BZ2jAVGB/ZdxxqDKxQ8PZMfcRkrO2x+E0+nxxqXJF16fXGWjfpALgM33v9pjP84klw+fSZOrjZtffhCAp5a+zOJv/F1uDh0jCbAJIYQ4Y2yo3gWANyEYDpYdxJ0ciEwjMLu7L0vvyAlPExj8aWfej5h2M0M/TmXnhU2submGKS/mHnG/VFQmv5zLtuYG9swJFzoYnFrAtWPm8PrGRWy4/vDTKK4ZdR63Tbz0iF9XCBHNajKz6f5X0XWdj3au4IH5f4qsG55exKSCEVw1ajaxZhuxlhgsxs7p3JcOPzfyOC8xk99JoREhxGE8fOHdPHzh3WytLeGWl38aWe6PDdFyUGJ/zRgd8p9RNLbb4BqAyWCMBIIy41NPieAawC3jL+al9fOjll00ZDoPf/j3SHDNplrwaL6oNnENvUuZEeq878nu85oZurBzhJoxqDLqwwwaB7tw5PhI32PH6jx8mEMJhYNIB4Jrk/NH9KofZ5Ks+FSy4lOZkDeMdft20OppZ8yTNzKr/3gevfQ7WGU021GRAJsQQogzwg/f+2PU8/ohrqjnzUWeqMef37GXif/Jxuzt/Cqc8lwuC35Uxp5ZzaSX2iPLhy5Ko3h2C625Ho7FiI/SGbIolepR7RRfUM/jLS/yzA0/wxPw8duFz3LTuAtJsMbyafFaatobuW3iZcweMOGEVgIT4mykKAoXDZvOvKFTWVy8Frffy6XDz5U790KI425k1gA+/trT/PD9P7K5pviQ7VZ/9wWspiPL0Xqq+MHsL3P/rFsZ8+SNkWV/+Ow/vLl9ceS5R/ORHZ8WlZtu8fcquOCR/pG0HIdStDSRspltoIOtrWseXQB3Yria6vAPuk4PDZo12tN9JFeFI3UHF4sAuHXCJYc/wDPYv770EKOfuCHyfEnpeib/8Tb+fePDjMk5fG480ZVcsQshhDjtlTZV8fHulZHnsfVmnBl+LO2GSJEDNCJl201ulfohLpZ8u5ILHu8f2c6TGAQFEuq63rWzOoy4kwPH3FdjQKVgfSKpZTF8/JNS3tzyKQ9feDfv3vn7SJuzKcmuEH1JVVTmSIVPIcQJlhmfygs3/Qpd7xytVty0lyUl65lcMILR2YP6sHfHh6IoUdMsr3r2vi5tDg6uAQSt4eIFgxekMPjTVIzB7qd2jpqfQeUUByGLjieh67WY3xokYA/PGz1QGf6A1hxPZNrqoE9TGPFROkOXplI+MVw8akbRWGYUje39gZ4lbnvl52fdtNnjQUpGCCGEOO29uP6Dzic6ODP8GPwKc548KO/b/puVgz5N4bKfDyal3IYzLTq5bcP+qQL56xO6vEZKuQ3NoONKPD4JccuntAFw15Srjsv+hBBCCHFqUxQl8t+gtAK+NvXqMyK49kWjn7iBspbq3jXWYPfcZt779e5DNlE1lZAlHJzceUETH/54T9T65sLOGQbv/mY3pdM604SsvrU6fA2oQPm0cFBt42W1kfVPX/2j3vXzDLbpvleItXQtNlHtaOCZVW/R6m7vg16dniTAJoQQ4rT31tbOKQj2pvDUgWHz06KnHCgQ02xi2Ifh/GpqMHp6gDcmSOmMFhQN4uq6TtHI25gACpRNbz0ufT5QSOGSZ77LrD9/7bjsUwghhBCir33y9b90u/zheXez+f5Xo0ZGFawL39TUDbDqy1XdbudI93Y+UcGTFOKzuyqomNDGrpkNrLwzersd+4sirP1SNe6U/SPedMhfG36t2sFOAF684ZdHfnBnIEVRWPrNf3ZZfterv+RPy//LrL98Dbff282W4otkiqgQQojT2sF5I4y+cKl2g0+hYG0Cbz3aWbUqpsnEBY8XRUq7Nw1wo2idQbbmfm5CJp3U4phIm4Oll9ox+lUqprQx/IO0btsciewdcYx+O4PNV9bT6pE7g0IIIYQ4M2TEJfc4vXDTfa8w5skbceT7wqWdFQgao6u8e+IChEw6S7/1hWJQCjQN8tA0yNNtWejUYluXyqxDP05l6KLo/GxFKTm9PqYznVE1sOxb/2LG03dGllV3NEUeP7LoOX510T190bXTioxgE0IIcdp6YvELUc8Tqiz47SFim8ysu6kW/aBvOXdygI9+XEprlodNV4TXZW2PjazP2R6P2WWgteDQd+gGLEkiYNXYfnHjIdscif6fJzNwaTImRe53ne18QT//WPkmla21PTcWQgghzgCZ9hTaMr1M/ncO6OCLC7LknnI+ub+Ud369iw8fKuGTH5cStGkUrkpAOVB89eCgmkI4z+5By2rHRBe6AiLBNf2ghgdXihYQb7Xzz+t/1u26d7cvPcm9OT1JgE0IIcRpaXnZRl78Qkn4ER+koytg8KuRfGoAakABFbyJQRZ/v4Kyc9qwthuZ9HJ21Pa5G+MImTUW3VvG7llNBM3Rd1KHLEjF4jRQMrMFZ9Kx52JrLnRTcm4rN4ybd8z7EqevqrYG3t++jOqmBnbUlfV1d4QQQogTTlEU6lzNAKTsjSFprxVHro+WIi/ODH8455oOZpeBQZ+mMO6NbEa/nUHa7hgufWggV/9gKAVrEhj1VkaPUQ2Dr3PGwsHXh6KrSfnDD7luV30FAC6/B00PXyO3e12ENO2Q25xtJMAmhBDitPTx7lWRx2l7wolZS85tAQXi681oxvAdSoNfQelm+kDBigRULfprcNQ74Qs3R5aP7Zc08uFPi/HGBCPrVVSm/isPXYEl363oMpXhSDQMdLH0G5UMzyjiezNvOur9iNNfWmwiJoOBq8bN5sIh0/q6O0KIU0yHz82uhoq+7oYQx90jl3wLgPkPFTPl37lR60a/lsHVPxzKpb8YxIgP0wEoWpXMjGcKMHuN1AzvIGmfjaJVieENolPrRiRUWRjzViZbLqtn0xV1fH7XvhN1OGeMt7/yZOTxoEUpkcdfevEBPi1ey/vbl7G7oZJzn/4qM56+k/FP3cz6fTu729VZRwJsQgghTkuXDDsHgILVCYx6JwMAb3w4GNYwyBUpdpC1PQ5bW9cpmHWjnF2WqajMeKaAy38ymIFLkglYNRb+sCxqJFtylY0BS5Pxx4RY8MPSowqy6YrO8q/txW628qdrf4RRNRzxPsSZw2I0c/mIWYzJGYyiHOIXghDirPVZ6QZKavbi9Ln7uitCHFcXDz2Hc4vGAfDhQyVR6zZfW9/tNq5kP28+vpNVt1ex6Zo6qsZ0MPr19PAUUR0UP4x7NZNx/8sCwJHrY/0NtZSc20LZOZ2Fqn5SdO2JOagzQF5SZuRx1ZjoPMH3vvMkv130LDe8+GMcXidqQEFH733V2DOcJH0RQghx2mlxt/PC2vcB6MjwUz41fMEUsIWDXcPfTye+0cKi+8pRQmByG4BwFan4Ggvx9RZGvpd+yP0bgyojP8hACSrsmdPMxw+UMO+3AzAGw/elRn2QgWbSKJvWxpLvVHDeU4W9KnrgiQ9QN9RJyZxwfx+//F6SY+KP+n0QQghx5ptRNIYGZyuxlpi+7ooQx92frv4h/1z1Fk8v/2/0CoVIoYIrfjwYQ1AlZNT4+MelUc3W3VgDITj/8X605HvJ2xzPxmvr2DvewZUjZnHhkGkMzyzCYjSjKipG1UAwGGT+/Og0I6LTzoPSVbhTAqDDsA/TGPhZMhWT2yid1ooxoDLp5Ry2X9hA9egOrh01pw97fOqQAJsQQojTjlE1cOWwWWyvKaWl0ElLoQdruxF3UgA1qJC3NVyG3ehXqRvujATecjfEM+aNDMz+3n39jfg4nZBFo3RGKx//uIS5jxZFth3zdhbeuBA1ozp49zd7uPLBIZHtdHQ8iUHcSQEcWV4c2T5aB/hwpHhQgMl5I7lt8qVMKxx9fN8YIYQQZxxN12n3dh11LcSZ4q4pV3HXlKsIhIJM+P0tXda/88juw+/AAAt/WA7AhhvCxYIevfQ7knbhKD2//yY2QOGqBMa90ZmzuP+KZPqvSAagfHIr1aM7yE/IlBH4+0mATQghxGkn3mrngmFT2Vy/h5fWfwhA/poE9sxpxuzqnG4ZX22hpdATmTYw4ZWsXo00O9jodzPRFZ2y6W0s++Ze5vy+KLIueZ+NmlEdaGadNx/fSXybFV3V8dgDBA3hoJ6Kit1s5fzBUxiYmsdFQ8+RUWtCCCF6rdXdLknExVnBZDCy+f5Xo5aNfuKGqOe3jr+E+2ffSpOrjXe3LeWVjR/T4GyJanPNqPMkuHYUttaW8MzKt1hSth6AmX8qIGVv9MhZHZ26IU5qRnZQOckBwF+ue+Ck9/VUJQE2IYQQp61bx18SCbDtmdMMCoRM4R8hQaOGJzEACsTVmunI8vPJj8u48JEBR/w6Y97JoiPNT+MgN3vHtJG/KRGAAcuS2XZJQ6TdJbNnYTGaiLXEkGC1MzJrIEUpOVIGXgghxFHrl5JDv5Scvu6GEH3iQMCt3evEbDDhD4VTfqTaE7lj8hXcMfkK6jtauODv3wBgauEoCpKyGf3EDV2CdeLwvvXaozi8HQxclkz/ZcnEOExd2uyZ1cz2SxrJsqfC/oKseYmZXdqdrSTAJoQQ4rR17b9/GH6gQ3KFjdYCD4MWp6CpGvN/UUzQopG+y07QEg66aSYdDQ1UulQQ7cnUF/J4/+E9bL66ntxN8aioqKHO4fC/uvAeLh8x87gdmxBCCCGECIu3xkZGsz199Y+YUTQ2si4jLjkqmDb1j7cDnaPf1n7vRczGrsEiEW1i/jAWlKymYpqD2EYzGbtiuwTZtl/SCMDfb3iQuvYmchMz+qKrpywJsAkhhDgtvbNtCR37K6pd9cMhKAfVZ28qdBG0aGTssDP9uXzefCycJDdgDfHu7/agqTpmt4HEvVZGfpBOQr21x9cz+lUGL0ph57wmNl1Tx7g3stFUPbJegmtCCCGEECfet9589LCj01Z+9/moqaUT/3CrjGbrhceu+C7b68r482f/ZeW1WwEYPj+NwYtTgfD00ANizTFMLhjZJ/08lR3Z7XshhBDiFPHQR38DYNz/sqKCawCJNTbQwZnuB6BoRSJxdWZimk2YOwwY/Sro0DDExaL7ypn/s2I0tef8NkMXphHTbKJisgNHppey/dVLU2MS0HW9h62FODpvbvmU3330HPUdLT03FkIIIc5w146ew+gnbuiSn+1gX7w2XFW+5UR367TT6m7n2ud/yBtbFqHrOqqiMjJrAH/70oMsuPsvAGy/uJGANQTApqvrALh94mWk2BP6rN+nMhnBJoQQ4rRWuDaxyzKjX0XRwdLRWfGzO85kP4u+X4Y3PsiOuU1kFNupGtNOamkMeZsT0FSdtx/dBcDY1zIpXJvI9H/mseBHZay5uZpx/w3nnPAHg1I9SZwwI7MGUNZcjSrnmBBCiLPYgVFoBwfWRj9xA3dPvYZ7pl8XWRbUQmTEJVPX0RxZVtlWz5ST19VT3qrKrXz9td8A8MtP/snIrAF8563HqG1vZvm3nqXF1R5pa/IaaCxyUT61DavRzHfPvbGvun3KkwCbEEKI086BqaGHoqkaugJKD4PKYlvMJFZbaS7ysOf8ZvacH74QK5/SRtb2OBoGuyJtN15Xx8br6ihYk4CiQUemn6Xf3QvA16ddfWwHJMRhDEzL5/7Zt/Z1N4QQQohT0t9WvsHfVr5x2DZfGjv3JPXm9PD7xS9HPb/u3z+KPD7n6Tsw7J/sOPsPhQQsIdbeXkNhYhb/u/1RVEUmQh6KBNiEEEKcdkxq59eXM9nP9gsbyNkWT9CiUbg2kY79U0PdSYEe92VtD+8rodpC+h47DYNcOHJ8BM0aRl/4AuLFm3+F0+fmlQ0fs86wAzs2goQoTMnhx3NuZ3T2oBNwlEIIIYQQ4mid/1g/Fv6wvK+7ccpp97rY1VRBxnY79UNd3SYOCxFOnbJnVjPt/fwodgN/uOp+LEbzSe7t6UUCbEIIIU47te2Nkcef/LgUgOqxHQDkbI0joS5ctMCTGCRo1DAGD32nbcQH6TQXeXCm+/HZQ3gTgwA09neRvSMOgBXlm7l72rVMKxx9Qo5HCCGEEEL0zoK7/8Lcv32jx3YSXOvqjS2L+OUn/wSgfnjnTI3UYhu6Cs39PQDkJ2ayt62O6jEdTMkbyY/Ov51+KTl90ufTiQTYhBBCnHa+8cYjh1xn8hpoLHSBAjEtJtTgoffjjQnyyQOl6CrENprxJAZRgwqJVVZytscRNIfnmO6sL+cPS//Dqr1bsRut/O6y75AWm3S8D0sIIYQQQvQgPTb5kOtmP1WIMaCy4EdlJ7FHpwdN13hk4XMAWNuMkZvKAE0DPZHHqTGJvPfVP9DsctDoamVwWoHkGu4lCbAJIYQ47Tg8zsOuX3dTDQApZTbUwxTMrhnZjm4IP3YnB5jyfA6Zu+Mi601enbyNCSxhPUtK10eWP738vzx84d3HcARCCCGEEOJobb7/1W6riJq8BmJaJczRnT8te5WAFg6qHQiuWdsMeBNDUe0+uOv/AEixJ0i10CMkZ54QQogzRkKNBQhPDQVoGOQ6XHMKVyfSOMCNOzlAa56X7Rc2RgXYFBQ6cvxdtitrrj6OvRZCCCGEEMfDJz8p7esunHJ0XefDnZ/z7Jp3v7CCqOCa3WTluRsfxmqSPGtHSwJsQgghTivLyzbiCni7XTfn90UAqEEFzaSTuSv2sPtSUZn8ci5rbqymNc+LGuo6/F0LaVHPh6b2496ZNx1l74UQQgghxImg+hU0c9cS8ovu+Vsf9ObUsLh4Ld9758kuy2OaTbhTwsXADEGFkFHnqSvvY3B6wcnu4hlFAmwiQtd1mVsthDilrazYwq8X/itqWYzJgjvgo2B15xD28f/NYu0tNTT1c/e4z+rh7VSNayemxcSEV7Oj1rVn+HBm+Em2xjNr4ATunXkz8Vb78TkYIYQQQghx1L44TbS74BpAqj3xJPXo1NHudXHX/37FroaKbtcfCK4BhIw6z93wC8blDjlJvTtzSYBN0O51MePpOyPPV3znOexmWx/2SAghuvfrBc9Q295EgjUWh9eJRTXiDvgAMHsNkXbO1PC0TqPv0PnXDghYwyPUilYmEdcUnmJaN7CDLVc04Mzwk2SJ5/WvPC45KIQQQgghTjGHysUGsOm+V86qASSarrGzvpxffPx39jTuPaJtV1dulQDbcSABNoFRNUQ9V5Wef5AKIURfeOGmX/LdNx9ja324MpRP66x+NHhRauTxgZFrOVvj6En++ng2X1PH9gsbqBrVjjPDT9Cswf6boK2+dgmuCSGEEEKcojbf/ypLStdR72jh3+vf55VbfkuC7fBpQs40Zc3VXPXcfUe9fWps0nHszdlLAmyCGLOV1297nLv+90sSLHEsLlnHxUOn93W3hBCii+r2xkhw7Yve/+UeZv2pkOS9NhoH9Tw19AAVlWnP5LHiq/tw5HixOoxkb45j0JJkFv6g/Hh1XQghhBBCnCCz+k8A4EvjLujjnpx8n5dv4htv/C7yPG1PDK5kP+7U8I3oxH1WgmYNZ0Zn4a7bJ17Gt2fc0GWwjTg2EmATAAxMy2PhPX9ja20xY7IH93V3hBCii/k7l/OHpf85bBtLx/6LhP2zAYrPbWHIp2k97jutzM4VPwkPiw9YQjiyfJHg2pjsQUffaSGEEEIIIU6AkKYx7qnowluTn89h9ZerYf+kNCUE/VYlsvG6ukibdfe+hMkgoaATQd5VEWFUDYzNkXnXQohT09q9O5iQOZQPSj7vdv3gBSnYW83UDO2ILBv2cc/BtQPaM3wsvL/r6Lh/3/TLI++sEEIIIYQQJ0h3wTVLu4H4eguooAYUrtx/87gt2xvVToJrJ44k2xJCCHFa+Pm8rzE0t+iQ62tHOAHYcH0tAOm77PRfmdyrfbfkeVj63crI8+tHz2VC3jBevOlXx9BjIYQQQgghjr/z/vL1rgs1WPCj8M3i4R923mROrLGSvtsOwOu3PXZS+ne2ktClEEKI08KWmmKeWPLiIdf77EG8sZ1FD7wJwUO2PZgzxc+S71RQkJDJK7c9IlWUhRDiOAvqIXbWlzMgPZ8Ys7WvuyOEEKe1+TuW0+bt6LLclxgCwN5oYuCylMjy3bObaBjsAmBgWv7J6eRZSkawCSGEOC3c+p+fHXa9Lz7E/J8W448NX1yMfC+9V/vdfGU4J8WvL/2mBNeEEOIEWNW2hz8ufYUWtwMATddYvXcbzS4H7V5XH/dOCCFOL4FQoMuy2HoTyeXh61hXWoA3H9vJ53fuZfuFDWy/uBGAoRn9Tmo/z0Yygk0IIcQpTdd1xjx5Y9SyYfNT2XFxU9fG+2scqAGFjOLelWfP3BlL/RAXtY4mRmYOQFGUY+2yEEL0qQ1VuzCqBkZlD+zrrgCQZo4nNT0GbzBcwW5xyToWb17DltYS+iXn8MdrftDHPRRCiNPHFSNn8/za9ylrqY4sc2YEgIMCbwrUD3FRP8TFRUOm86uL7pHcayeBvMNCCCFOaa9s/LjLsm6DawcZ+klqr/ffb3UStWNc/PD9P/Jp8VrumX4tSbZ4YsxWuRARQpx23t66hL8uf40LBk85ZQJsA2OyOH/aXAzG8GfqtMLRtHk6mKCMICkmro97J4QQp5+37ngy8vjyf91LZWttt+0GpRXwu0u/fbK6ddaTXw5CCCFOaZcNP5dHP30egLE5g9lYvTuyzmIw4ds/TD5tTwyNg9wAeBK7Dp0/FDWkMP0vuew6v4mPWMFHu1cAEGeK4eUv/4aCpKzjdCRCCHHilbdUY9FNjM4d1NddiVAVFavJgslkAsBmsnDNqDl93CshhDj9rd+3Myq4dv7AifzwvK+gKgppsUl92LOzkwTYhBBCnNLiLDFsuu8V5u9czva60qgAm++gHBT9lycTV2+hbEYrlo4j+3pTUBi6MI2CdYk4U/24kwJsuL6Wdft2SIBNCHFauXfmzdw78+a+7oYQQoiTwOlzRx5/bcrV3DP9WlTl5Kfad/u9LNyzmguHTMNsNJ301z9VSIBNCCHEKe8Pn/2H59e+d8j1U5/JJWO3ndW3V2FxGhi6KO2QbQ8nps1ETJuJDx8sBiDNLnf+hBBCCCHEqUPXdT7ZvZJxuUOZOWA8m+9/ta+7xPqqHbR5O9hYs5vJ+SP6ujt9RgJsQgghTnmHC64BoELQrKGrkLbHftSvoxl0tl5SjycxCEB6XPJR70sIIYQQQojjraK1luq2RjwBP1eOnNXX3QHgnH5jyU/MJj8po6+70qckwCaEEOKUtre1rsc2ugIlM1sAaBzkOuLX0NEpn9JGydwWnPF+0mKTeHje1xmSXnjE+xJCCHF2qGyp5c1tnzJ/x+f88sK7GZM9GJvZ0tfdEkKc4QqTsjhv4ASyE9L7uisRiqJQkJzZ193ocyd/cu5RKiwsRFGUqP9+97vfRbXZsmULM2bMwGq1kpeXx2OPPdZHvRVCCHG8NLlaD7luZNYAAIIWjYrJDgD6rUg8ov0HzRqr7qxm0zV1jB8zgr9f9yALvv4Xpvcbc7RdFkIIcRbYVlfC82veo8HZwt2v/5arnr2PipYaNlTtQtO1vu6eEOIMpSgKhSk5Z3Wus1PVaTWC7Ze//CV33XVX5HlcXGdZ7/b2di644ALOP/98/va3v7F161buuOMOEhMT+drXvtYX3RVCCHEclDbtO+S6rbUlADQXuvHGB0mqsDJswZHdzdtwXS21Qzr49UXf4LLh5x5TX4UQQpw99rXWRz2vdTZxxbPfB+Cnc7/KdaPP74tuCSGE6COnzQg2CAfUMjMzI//Z7Z15dl5++WX8fj/PPvssw4cP54YbbuA73/kOTz31VB/2WAghxLG6ZlTPP1DKp7UBMPnFnCPef3umj3iLXYJrQgghjkhiTNwh15nU02ocgxBCHLVmVxuvbvyYuvamvu5KnzutPvl/97vf8atf/Yr8/Hxuuukm7r33XozG8CGsXLmSc889F7PZHGk/b948Hn30UVpbW0lK6loJzufz4fP5Is/b29sBCAQCBAKBE3w04kxw4DyR80UcKzmXjl16mZ3YgBVsPbetL3Ky7PZKJv8vl0CixhVDp58x772cS+J4kXNJHA9n8nl0TsGYQ667ZMiZ871yqjiTzyVxcsm5dHxtqtqNo7WDVlc7KbaEvu7OCdHbc0XRdV0/wX05Lp566inGjRtHcnIyK1as4Mc//jFf+cpXIiPULrjgAvr168ff//73yDY7duxg+PDh7Nixg6FDh3bZ5y9+8QsefvjhLsv/85//EBMTc+IORgghxBF5qPiVQ67LtiRR42sl25LM3fnzetyXK+jlhZol1PrCud2SjHZuzz2PJFPsceuvEEKIs0NAC6IDZtWIruvo6KjKaTVJSAhxmgnpGirhvPSnioAWwqQa+robJ4zb7eamm27C4XAQHx9/yHZ9GmB74IEHePTRRw/bZufOnQwZMqTL8meffZavf/3rOJ1OLBbLUQXYuhvBlpeXR1NT02HfNCEOCAQCLFiwgLlz52IySZJJcfTkXDq8CX+8tedGOkx/KZ+s4kNP2QFYemcFjQUuhqb34/rR53PRkOkYz6ALAjmXxPEi55I4HuQ8EseLnEvieDmdz6VvvfUoq/Zu49KhM/jFBZJr/mRpb28nNTW1xwBbn04Rve+++7j99tsP26aoqKjb5ZMnTyYYDFJRUcHgwYPJzMykvj460eiB55mZ3ZeLtVgsWCxdS2mbTKbT7g9N9C05Z8TxIufS0Rm4JJmSGa2svaaaS38+6JDtvLFBGgtcTCsczV+v/fFx78f8nZ/z8a4V/PGqHxz3fR8pOZfE8SLnkjge5DwSx4ucS+J4Od3OpUAoyKq92wB4f+cyfnPJN/u4R2eP3p4nfRpgS0tLIy0t7ai23bRpE6qqkp4erhY3depUHnzwQQKBQOTgFyxYwODBg7vNvyaEEOL0seZ7LzDpD18+5PriWS30X5ZE6YxWFn+rnNlP9+u2nRoKD6WPMXW9uXI8fFa6ntLmKub+9R4aXK2HbDd30GQeuuBrxFvth2wjhBBCCCHEASaDkStGzOKTXSv54K4/9nV3RDdOiwQBK1eu5A9/+AObN2+mrKyMl19+mXvvvZdbbrklEjy76aabMJvN3HnnnWzfvp3//ve//PGPf+T73/9+H/deCCHEsWrzOHtsUzojHNBqLfDy5uM72XBNTZc2mhrOirCweA2arh3XPuq6jq5Du9d12OAawII9q5nx9J3H9fWFEEIIIcSZ7ZcX3s2q7/2bFHtiX3dFdOO0CLBZLBZeffVVZs6cyfDhw/nNb37Dvffeyz/+8Y9Im4SEBD755BPKy8sZP3489913Hw899BBf+5rMSxZCiNNdcsyR58WsmOKgJdcTtcxvD6EGw6PYXlz3wXHp2wEdPjcf7V6Bw9tzMFAIIYQQQghxZunTKaK9NW7cOFatWtVju1GjRrFs2bKT0CMhhBAnk8nQ+68rNQDa/jQJ1aPbSayxoGoq7ek+Vn2lCs0YHsX21NKXCWoh7px85XHpY7zVTqo9kSZXW49t/3btT5haOOq4vK4QQgghhBAH1LU3UdlWx+T8EX3dlbPOaRFgE0IIITbd9wpjn7yRnkpfawflIC2e1ULxrJao9WbVhKZrKIpCjNl2XPu46J6/sa+tjkuf+R4AmXEp1HU0R9Z/a/r13D7p8iMKGAohhBBCCNFb8/7xLQBeuOmXjM4+dPEvcfzJFb4QQojTgqIoPQbXemJxGolrMRMwBHHk+Pjdoue4YcwFKIpyXPoIkJeYyeb7X41apus6QS0kgTUhhDjL6brO+X+9hyZ3G/+4/qcywkQIcdz94cr72VS9m1FZA/u6K2ed0yIHmxBCCAGw4fv/OabtjS6FfssSGPtGVmTZiootx9qtHimKIsE1IYQQKIpCk7sNgJ9/+Le+7YwQ4ow0e8AE7p1583G9gSx6RwJsQgghThsGVWXVd/5Ndnxqj20zdtm7LHNlBFh7cw1Bc4hhH6Zh8hn4+Yd/4/0dkr9TCCHEybHu3pd49ks/5607nuzrrgghhDiO5Ha6EEKI04rNbOHDrz3NHa8+zPqqnYdsVz/E1WWZtc2INzHI8q/vw+hXUULQ6G7lwfl/Zm9rHVeOmEV2QtqJ7P5Zo9nl4Cfzn2ZV5dao5XMGTuLJy++Vu6pCiLOWyWBkfN7Qvu6GEEKI40xGsAkhhDgtPXvDzylKzjmibbyJQQBsbUaMHhXNpGP0qsTVmfnX8re46J/f5sH5f6a4ce+J6PJZRVEUAqFAl+WLitcw5skb2Vlf3ge9Eseb2+9lUfEattWW9nVXhBBCiFNKm6eD0qaqvu6GOIlkBJsQQojT1lt3PMmzq99mV10FHxev6vV2nqQgo9/IIGjWSKixELRqxLSaaBroYYFvZZcpo1MKRkZGYo3KGsgLN/1SRmD1IDkmnmdv+AUuv4cX133AP1a+RUgPRdbf8OKPWfHt57Bbjm8lV3FytbgdlNdWoWVojMjq39fdEUIIIU4Zt/3nIdIsSTxzy0N93RVxkkiATQghxGnt1gmX4vZ7eeyK73HJP79LlaO+V9ttvqabdjpYOgxgiV588DTHkqZ9x9Lds47dbOPuaddy3ejzMRmMPLnkJd7etgSAnQ1lTMgb3rcdFMckNzGDr557dV93QwghhDjlnDdgIsgN2bOKBNiEEEKc1kwGIwm2WAA+uOuPALy8fj6PLX7hyHemQCgBxucMpV9KDonWWK4fM5dmlwOn38Po7IFYjObj2f2zRoo9EYCHL7yby4afS6w5hiEZhX3aJyGEEEKIE+W7M2/q6y6Ik0wCbEIIIc44N4+/mJvHX4yu6+xuqOSnH/6Z4l6MPBubPYTLhs/g6lHnRU0BzYhLOZHdPetMyBvW110QQgghhBDiuJIAmxBCiDOWoigMySjk9dsfB8Dl8/DKxo8JagGsRgu//+w/Ue29QR/XjJ7TF10Vx5kn4MNqNEuuPCGEEEIIcVJIgE0IIcRZw26x8dUpV0ae3z7pckqbqli9dyvNLgdfmyq5pM4EvqCfvy1/nVmDJjA2Z3Bfd0cIIYQQQpwFJMAmhBDirNY/NZf+qbl93Q1xHFmMZi4beS5L96ynpHEv142Z29ddEkIIIYQQZzi1rzsghBBCCHG8DUjNY0TuAOxmG7/46O8EQsG+7pIQQgghhDiDSYBNCCGEEGekyfkj0NFp97kkF5sQQgghhDihJMAmhBBCiDPWJcNmMCS9gPe3L+vrrgghhBBCiDOY5GATQgghxBmt3ePGrJr6uhtCCCGEEOIMJiPYhBBCCHFGS7LH8cnOVVS21vZ1V4QQQgghxBlKAmxCCCGEOKPFWewk2uMwKIa+7ooQQgghhDhDSYBNCCGEEGesnfXlNLS0MHvQRHIT0/u6O0IIIYQQ4gwlATYhhBBCnHGWl23k3D99leLGvYwuHMTUgpF93SUhhBBCCHEGkyIHQgghhDjjmA0mzhs0EV/Qz4yisX3dHSGEEEIIcYaTAJsQQgghzjiTCkYwqWBEX3dDCCGEEEKcJSTAJoQQQpyl/MEA977zJMvLNzFnwEQmFYxgQGoeg9IKiLfa+7p7QgghhBBCnDYkwCaEEEKcQnRdR0dHVU58mtTNNXtYXr4JgEUla1lUsrZz3f2vnvDXF0IIIYQQ4kwhATYhhBDiFHLTiz9hR0M5AOcUjiHWHEOCLZafzL3juL/WxPzhLP3mP1lduZVqRwM17c28tnkBj1zyreP+WkIIIYQQQpzJJMAmhBBCnAI0XeOnH/yF2o7myLLzB0/mP2s+ZM7gSSfsdRNtccwbMi3y/Kdz7zxhryWEEEIIIcSZSgJsQgghxEmg6RorK7ayuWYP+9rq0HWdX8y7G6vJDICCwjlFY3AFvVw8ZDrzhkwF4KqRs/uy20IIIYQQQohekACbEEIIcQItL9vIzvoK/r7yDQJaMGrdVaPOY3J+uNKloihcPOwcLh52Tl90UwghhBBCCHEMJMAmhBBCHAe6rvPooud5ZdPH3a5XUCKP75l2HRcOmUphcvbJ6p4QQgghhBDiBJIAmxBCCHGUPivdwJtbP+XGsfOoaKk9ZHDtxrEXcsv4i8hOSOu2OuiGql00udrIT8pkSHrhCe61EEIIIYQQ4niTAJsQQghxFBqdrXz7rccA2F5Xyq8u/AY3jJ1Hv+RsHln0HKqi8uqtjzAoLR9FUWh0trKpeg+Jtjg2Ve+mpGkfVW31BLQQKyo2R+1bQeHbM77EnZOv7IMjE0IIIYQQQhwpCbAJIYQQRyHVnshfrnmA/274hHV7d7KtroQHzrudZreD2vYmrh51HqsrtrF491pG5w3i90tepqy5moAe7HHfOjqfl26WAJsQQgghhBCnCQmwCSGEEEdBURTG5Q7FFwwwMK2AssYqdtaX8723n6De2cKS0vVUtNSEG68+/L5yYtNItMfhCwb4/qxbKEzOIiMu5cQfhBBCCCGEEOK4kACbEEII0UuarvHBjuW8svFjFBRijBbWVG0HINkah18PUu9sAaCpohnie96nSTWSnpDMk5ffS4o98QT2XgghhBBCCHGiSIBNCCGE6IUNVbv4yqu/OOT6Fm8HC/aEh6qZ3Cq2JgPOXgTYAloQvz+AxWg+Tj0VQgghhBBCnGwSYBNCCCF64f0dn/Wqnc1hxJMQxDI6lplpQ9B1SLEnENJDTCkYxZyBk1i3bzvb68r4rGwj5w2cwB2TrkBRlBN8BEIIIcSZrba9ieSYeLlpdRLous4bWxaxuaaYGUVjGZHZn+yEtL7ulhB9SgJsQgghRDeCoRDb60oYlT0IRVG4euRs3tjyaY/beRKCfGXS5cSZY9jVUMEne1aRE5fG/K//KdLmnKKxnFM0lq9Pu+ZEHoIQQghxxqltb6KirZZYi43R2YMxqCoAa/du56v/+xUAPzzvNm4ed1FfdvOMt7hkHb9a8AwA725fypCUAl768m8wGSTEIM5ecvYLIYQQX3DfO0+xsHgNJtXAby/5Fkm2+MhFO8DY1zMxeQ1kbY9l6TcqacvzAvDUFd9nzsBJALR7ndS0N4IC/ZKz++Q4hBBCiJNJ13U+2r2SZlcbFw2ZToo94bju/9PmrTz03CuR5/dMu46799+sGprRj+HpRWxvKOOJxS9w9cjzsJksx/X1u+P2e9laW0yLp4NpBaNIsMWe8Nc8Fayv2gnA6DczUDWFjddW8trmhdw07sI+7pkQfUcCbEIIIcR+VW317G6oZGHxGgBiLXaeXPwSdc7mSBuz00D++gQMQZXGIlckuGZUDdz3zu/R0cmJT+Pn877G5IKRPH7Z9/riUIQQ4pTV7HLw9rYl7Guro8nZhqooVLc00OJupz3gIt2WhKbrmA1GYq0xDMos4PxBkzmn3xiZTt8HFu5ZTZwlhskFI3ts2+Bs4YH3/w+A8pYafjb3qz1uU9FSg8PrZGBqPjFm62HbGhVD5LFBUfEGfPxk/tO4/V4cLid6SGdC7lAy41L46+evEWe1MzS9kP6peaTaE49pdFWzq40Fe1azva6UmrZGWpztuHweGryt6OgAJJhiuXnSRVw5YjYZcclH/VqnGl/QT4u7HbvZSllzNY3OVswGEwBlM9uwOML/LvUdzYQ0LTKqUPSeruvy+XYGkACbEEKIs16bp4N7Xv8tu+srCKFzxfCZvLN9Ka2e9qh2Y97IZNM1dbzzyG6sbUa8icHIuqAWijyubm+kw+c5af0XQohT3c76ctbX7GJ3QyUf7vocgOS6GMwt4R/i1nYj6e1mct02PEkBlJCCZgzgtLXw6YBa3t62hCl5I7h0xLlkxqUwImvASRmddLaraqvnvnd/D8DvLv0OFw2Zdtj2GXEpvHjTr2jxtDMuZ3CP+1+wexX3v/cHAMblDOFrU69mauEoANq9LnbWlzEqexA2kwVN1wjpIYyqgaAWIqRrPLf2XZJrbZgdBoxeFYNfoSktyI7MUox+Fb81hNcSiLxejj2NEbkDSLTFUZicTaItluSYBIKhIIqiMjZncLdBvpCmceW/7qPd7yK5NgZbvQGL20iCRyW7JYPkfTaMXpXdc5r5q/81/vL5awxKy+fXF32THfVltLjbMaoqkwtGMiS9sJfv/pHRdA0FBUVR6PC5WV6+ie21pVS3NzC1YBQT8oZRlJLT7ba6rvN5+Sbe27GMDRU7cQW8ZMQm0eZxYjGaaXC3EiLU7bYdKT46UsKPn1/7Hu9uWUq/lBwGZxYQCAWxGE0kWOMoSslleGYRabFJGBRVgkkHeWbVW/xj5Zv86eof9iqQLU5dEmATQghxVgppGu9t/4w3t3xKh8+FFtJQFQNJtlje2b6U2FYz+asTSCm3kVoWQ1ORm2X37I1sf3Bw7WDD0vpxzznXcW7/cSfrUIQQ4pSg6zqba/bQ5HIwuWAEcZYYAD5r2cFDr76COWDA3mKmqDSJQZ+mEOMw9W6/6FSP6mDrVXtYtW9bZPlP5tzBl8ZecEKO5WwQ1EJ8+7+P0uJr5+5zriXJFsf/Ni9gRr+xXDR0Oi6/hwfn/znS/oH3/482dzs2k5V6ZzPtXicNHa1UNNXQ0NFCQAsBOv1ScshMSOHvy17HZDCyub6Yoen9KEzOZl3FDhKtsWQkpjAgLY8mVyv5iZm4/B421+zhu289gT8UIM4UgzPgxqgYKUrLJRQK0tjRSpvfCToUrkpk+EdpGAIqxsDhR0u1ZXvxJATwxgdxZPlY128zQatOe5IH/aAYj6IrpMUkctWY8xiTM4iqtgYana24/B4W7lxNu9/FgM+SGfVexiFfa9zrWYx4P533f7WHPY17uf6FHwFg9ZsIGkIEDS8zMn0Af7r2hyTFHLrUuK7ruPwe2r0uDKrK5+Wb2VlfzpaqYtrc7eQmZ2AwGChKycXh7WBj5S5q3c3YjTZmDBjLjtoy9jrqiHGbiak38mm/tQAs//azkb/LA5w+Nz+d/xcWl64jqcFGyi4bac5Y3EluUt0mdINGRksaMS0mghaNmFYTsU1mXMl+mvq7ydoeh8mrEjLp+OxBqkd1UJtWxbZBxdg6TOhGHZ8tOtBpVo3EGKxkxKXQPyOPfsnZZMalYDGaI9OKDaqBwWkFkYCnpmuoypk5Mq5fSg4hTeOvK17nf+sX8ItL7u7y7yROD4qu63pfd+JU0d7eTkJCAg6Hg/j4Q3/gCXFAIBBg/vz5XHzxxZhMvbtIFKI7ci6dXPva6rjvrd+zu7my2/Vmp8r5T/XH2mGkalQ7a26tjlr//A2/wGQwcfPLDwKw+rsvUNq8j2EZRX1+R1bOJXG8yLkkjtS2uhJufumnUctGZQ1gS20JAAOXJjP047QeAyKHois6a26qpnpMR2TZ3EGTmZg3nIy4ZEwGI9P7jTnq/p/JglqIJmcr/lAQo2rA5fcCOo99+m/W7Nse1TbBEsuQtEI21ezGpwXI3hlH6p4YtlxRH2lj9ZmwuI2YHSr2OhM2hxFDQEVXdNryvARjdKwtBkImncb+LgwYsDmNJJVYCVhDOPr5CVl1TB4Vg1tBDShYWg3sneTA4jVS9FkiSkChfoiT5v7hEeHJVTYumjSRtnvrsDQYOFaaqhMyabgTA+iG8Pm15doGmnPdAKiags1rQtEU0rbYyNwVS8buWFSt5+95Z4qflgIPZreB5EobZo+BkEGjYlIbW69sQFN1hqcVkRafhMlgZHt1KYquYDQYMBqMVDpqCeqdI8YUXSG+zUJCqQWLy0B7ho/6Ia7w+1IbQ3KxFZvDyM4LmwiaNAxBlYkvZZO1PRYFhQ3X1FIxpY1kSzxj8gYzJKOQWLONAWn5vL55IZ/sXsWEV7LJ33B8c+YdoKPjTg7Qlu3FmxAkYNHQVR1XSoDWfl46UnzdbpdkieO8wZMoa6xiU+0eUqwJXDN2Dr6gn1kDJrCvtY4qRwPTCkcxMmtgr6emnorfb+1eFx/tWsHibWu478IvMyA1r6+7JA7S21iRjGATQghxVilu3MeD7z/Nvsoa6CYPccZOO+Nez0INKmy8upbyqW2RdRcOmUaiLY7B6YXEmK1sui+caFlRFIZn9j9JRyCEEH2r3evksU9foLRxHzqQl5TBN8+5niZnW5e2B4JrAMUzWzD4VYZ9knZUr6voCkMWpRIy6fgTNZwpPhbsWc2CPasjbewmK1MKRzE0ox9mgxFVUSlMzibVnhj57+AbId6AH3/Ij81kPWOqHza7HHy8eyUvr5lPSAsxLLs/y0o34tcDPW5r8qsE3D4qtlbQrzKBzJ2xJO+zAZC/PgFd0TF5Db0KMh2N8a9noStE9j9kSSoN/Z24E4P025nE4Nk5bOloRkM75tdSNQXVZyChvjNYN/OPBTgyvQRsGnH1ZizuozsnYpvNxDabo5YZQir9VyaTVmqnbqiT9qxmGpPq0Y1gazRi6TCgGYKETF6G1adi6TBg8hkIGTUSa6zYW6L354kPYPIaMPo7g0pFK5LQVTAEFJSDhueNfD+d5EobTQPcrB2wlRXWTQSNIYKG8PuYWRJ3woJrAAoK9hZzl2M4QFN1dFUnaNZozfNicxjRjDrFM1tYvHcl5naVkdvTKZndwt9XvgGEp6Me8PeVb/CdGTdw5+QrT9gxnGjxVjvXj5nLpcNmRE1T/tG7/0dIC/G7y7+DUT32wLI4sc6MbxEhhBCiFypaarj23z8IPzlEka/6oS7cSQF2XtBEwyBXZPn1o+by4AV3RrXt69FqQghxMrj9XhaXrGNfWz0dPif/3bSAQKhzmvzOxnI+2bOKBEv0B2vB6gQmzM/B9s80tv5jN/h18jZF/4hv6uemLdtLICaEOzFA0KxhcRvRVB01qJBSYSN3S3wkWJBQZ2Xa850jO4ImDWean+rh7ey+oBlXwMui4jWs2LqRkEEnpGqEDNHBmFRrIkWpOVQ211LvaQFARSXVmkBhajbp8ckoKCTYYkmPTSbGbMWoGoiz2Imz2EiLTcZiNJEeG05iX9FSw9a6EgalFjAiq+9utgRCQRxeJ3P+endkWVqZnc+bNzJwcSIJNVYMQYWQUcfkDQdlAlaNgC2EGlRIK7Vj9hz6B/zh1h0viq6gfGF+VXpp+LxSbF2/c4MmDVeqn9ZcLwFbiKBFI77Wgs1hImTSiK+zHHGQLKHu8IUWAAKWECXntuCJD+JLCOLKDDLw4yQK1if2uG18g4X4hmPPH2hr7zryyhDsfgSXyWegcF0ihesSI8t0dBzZPixOQ7f7OplUTQFNwRBUydzd+Tky6eXonHFFK5MImTScqX7qh7gweVQ2XxUeWfnc6nfZ21rHpPwRXDB4CiaDkUAoiD8UwG62ndTjORZfzAG4uHQdvpCfKyq2MKNobB/1SvSWBNiEEEKcNdJjk5mUN5w1+7ZjVFQmFoxgZcWWLu3i6yxRwTWb0UxaXNLJ7KoQQpx0+9rqWLdvJ/va6lAVlSZXG02uNjbv20N7wIXNa8JrDhLXbCbWY2T0W5l0ZPpY/6Va0MHf4KNgVwJZO+NIrLYS02ZCsSkMsmfjXdOE5okOdHljg6y8q4qAKUSiKZas+DRsFgsOlxOLwYAn4GNtRw1tS72MfL/7vFfGgEpijZXEGivDFqTB/hjMgYCcrui4kgPUD3bit4ewthtxpQSoStmL3WlkQmU2hoCCzx7CnRSgKn0v5fEV6AoE4kK4YwMEjN0nd/+iBHMsn33nmaP/B+ilQCjI2n3bKWmqory5ml215VS01uAJ+Tg4NhXfaGHiC9lYXWfWTz4dnfZ0H5WT2iid0Yqmho/aqpoxq0Z2Bpui2ttdFsxuA7Z6AynlNmxt4SmtNocJszt6BFhPNFWnZkQH269sxB+v0T85l5zYBDr8btYnFdOa72XwopSogJWuhEdmmXyn1ugjBYXEmm4KOhg1ds5tQld1QkYd1PBoOV+6BjoEYkK47H4S623YGgz4EjXacryoOiTttRG/z0xKRQxWh5FATAhdgdgmM/ZmEwrHdmPywKjDpGobSdU22rK8ZO6IRdHA6FP5sH05b29bwk/mPw1ArNGGMxieYvyLeV/nqpGzj+n1+8JzN/6c5eWbGJ87tK+7InrhzPq0FUIIIQ4jxmzln1/6GW6/F6vJjKqotHtdPPTR31hcEk4AHFdv6XIR7An6GZ0ziJfWz+c/Gz6i2tEAwDemX8ddU646Y5PuCiFODS6/h72tdei6Tl5S5nFJfq3rOnUdzVQ7GthRX05teyOvbvgYDR27Kzy6xuhXsNYbSXaYmLK4P7HNZkJGDTWoRH4oJ1fZKDhoVEyvX1/R2XRtHTExVt766lORxOZf9Pya9/g9LxOwaox8L/2wQQoFBb4w+knRlfB0vRXJR9zHAzRVx28PoYTAFxvCbw8RMml4EoIoOpg8BpoL3RTPamH+zuVcPPSco36twylvrua3i56lrLGaJk8bxqCBuBYLcftM9KuLx+w2YPYYSKi1EtvU/VS8oxE0a7hS/MS0hINGAauGPyaEJyFAwBYeQeZKChC0alicBuLqLRiCCt648ChHs9tATKsJzaDjTPNj8KvYW0yoIYWgRSNo1tAMOmpIIaUyBjWo0JrrIWTWydkchyEU/o7V0dnlrOaT+0rpSPARY7By58QrmVY4miH7Uzfouk6L20Gz24GCyq6Gcipba2n1dFBSv5ft9WUE9OgiReaAEXubidxVceStT4gEJHVFpz3TR9Ci0ZHqp36Yi8YhbvymINPyR/HgBXeSmxgO/Oq6zn83fcKT6kuUTWvF7rYQ02gkZNVpT/USVDX6rUxk2CdpWI4y4OlODFA3xEnIrJGxO5a4ejMhk05brpe2HC+xjWYSq62oQYWALYQj20dLnofczfEk1vY8Kg/Abw2x4Uu11IzoIN2WhN1kQ1EUChKSyU5IQ1EgzmInOSaB4sa9NHa0EB8Ty/CM/gS0IFtqitlZU0axt6rLvi1+I3ENFkztCga/isGnENdoIbU8Bmu7ETWkYHYd2fTjxFor057rHNGqKzof/rQEb3z43zh3vp1dF+wPsH38d3bWl1PeVI036GcwacSXb2Kvo55R2QMZe4iqt49++jwAlw07l8Lk7G6rzJ5IwzP7SxqS04gE2IQQ4izj8nv4rHQDk/KHk2JP7OvunBC6ruPwOqnvaKGipYa02CTG5AyKBMIOvjiKt9oZmzMoEmAb8UE4N1BKmY3mIk+k3df+9+sur/OXz1/j+tFzI5XAqh0NPPzxP8iIS+GhC+46Y/L5CCH6htvv5Vef/JNPdq0iSHgUlUU18fS1DzApf/hR7W9HfRmrKreyqmIrW+vC+dGMIRWby0y/zYkMWJaMvfXQwZlDTUHrLR2d1lwvOy9toqG/kycu+v4hg2sAt028lFiLjSfUF6gbU05ysZWkynAAyew2HNUUwCOlagrWjvBrdPdaOjrN/cKJ8X/8wdNMzh9x3L9f/732PZ5a+jIQHqkz6++FJO2zHvOIoIPp6HSk+/HbQ3jjgrTmeWgr9NGc746MEutOgimW3IR0Euyx1LQ2srOjkYAeJN5kR0XBGfREEvZbVTNBPRSVwP9wtlxrJKHGgsGt4Ojnw1O7g3FDhnDH1CuYmDccqyn6XFUUhRR7YuT9H5gWnSg+pGk4fW7qOpppcLbQ5umgydXG9tpSPk1by9ZLG4hzWlF0cMb6oo57SEoBVw65kFkDxjMoraDL694wdh4XDZnO5xWbKGuuptrRgNVooSglB4fXyUuGD6iYWkxio424SjPx9eGCBegQMus4U/zoqo7Rr+JODuDOCKKZQdHBZw/iivGjEI4hb72sAUUnqgrqoeyZ00ys00JCmZm0YjsJtRYMAZWYVhNmjyE8IjDTR8MgF6Wz29Dj4feX3cd5Ayf26t/oi3Rdp8HZSovbQbzVjqqo7GmsZE/jXipbamlxO/AF/HR43BS31bBNa4hsawoaiG21EDJrJO+0klRlxeQxEDJrGL0qyXttWDuMUfnlov4ddIULHu1P0KxhdYb/VotWJbHtogZaC718/OkygoTwxYbYYi7mtXdXAGA1mPnk7r8AsKuhnBZ3O2NzBhNvjeU/Gz4CiPz/T1f9UCrFi0OSK38hhDjLfLBjGQvWrOSjtJX88ar7+7o7x9W6fTt4Y8siVpRups3vjFp3/ei5PDj3zi7bNLsckR8tAP6Y8EX/9H/ls/KOKhr7u7psA+FE2gvu+Str927HbrYxMX84vmCAvc11lDVW4fS5I4E3IYQ4UiFN49tvPsq6qp2klNkY+V4GCrD+5lruee23XD3qPC4bfi6D0wuwGHserbS9rpSbXgpXPjYFDSRVWhmzOZOUMhtxjZbjnrReV8IVAmvGdrBy78cE7vKjKTrOVD9ea4Cc2HT+PO9bPVb9VBSFa0efz/R+Y3h980LWF+5kZ305Xs0faZNWaSdvdTxJ+6wY/SqKpuC3hVAAk9uArf3QP8iPh9LprRTPDOdyu2PSFSTHHL9k8b6gn0ZnK08v/x8QLsQz7dm8IwqsaapO7bAOqiZ04Cj0YQioBCzhqXsWtwGDX0FXwR0fwGvtLISQYklgTN5wJuQPY2BqHo2uVhQU4q2xxFliyIhLIc4S0+2IHl3XI3lKg1qIFrcDo2ok0RZLSNNo83REcmPZzTYMqorD42R3YyXBUJCilFx8QT8Li9ewp6ESX9BPv+Rs1DoP91x9G2bz0Y3QM6gqCbZYEmyxDE6PDpI1uxysqNhMSdM+NF0jJyGdAal5JNriyIpP7VUerwRb7CFHMN407iKWlK5jc/UedtdWUtJaHTmPVVQy7cmYDSY6/F7S49IYl5GHzWRB0zQSbLEMTM1ner/RGFQDm2v2sK+tHqvRzIDUPAam5bOvtY6ylmpCmkasxUZ+YhYZccl8Xr6Jdft2srn/bjaPKkU/aJinzWsmYAwRNIYwKUZmD5jAfbNvITM+9ajeXwj/zWbEJZMR1zlqNCs+lZn9x3dpGwgF2dNYicPrxBvwU9laS42jEQ2dNbnb2NRRH9VfAJvHRP6KeIYsTO024G/0q1HTfq0dRib8Lzu6jzaFAS8OZus3t/PZVypwpvg5989f7dXx/fiDP2FUjCTGxDKlcBTXjT4fXYc/fvYf6tub+deNDxFnsUue3rOUouv6oW9HnGV6W3pViANOxRLP4vR0Ms8lT8DHBzuWMTp7EAPT8k/oa50sLe52dtSV8s03HwUga1sseRsTsDgNJFZbmf9QMSGzzk3jLuR7M27i+XXv8c9VbxEIBbl46HRWVGyhzdMBwNjXMum3pmu+tQN39hf+oCyy7NyisXxWthGAm8ZdyA9n39bnF1TyuSSOFzmXTj5N16hsqWV91U7e2/4Zm2r2kFxpY9xrWcTXh6dtupL8lE1rpXqiE7e9M8j08s2/YXn5RpaVbWRbXSlfGnMBN46dR3JMAgm2WEY/cQMAQz9OZdCSlKMaiRawhggZdAK2EM2FHpzp4WmDidVWFA3cSQE60v04cny0DPTgsQUwKUYGxGRSkJuHyWAiJyGNcblDGJc79KhH+YanAbbT6mlne10pb21ezKba3V+cHRphDhiJr7dg8CgoIbA3msJTFo06rflevGkhzC0q9mYTcQ0WDH4FZf+oNXuL6ZCVDwGKZzSz9fLOETjz7/o/chLSj/iYNF2j1d2B2WjinyvfZFPNbnbVV+ILdf4b2zpMXPDboh7/7XR0PInhEWgdaX6qJ3bgSPXSLyGbWYMnEAyFsJutGFQDrZ52vAE/RtVAckw8Y3IGkxmXQlJMPIm2uCM+jhPpTPtM0nSNkBb+z2gwnJQKkW6/l2pHA56gj8qWWmrbm7CaLAxKy2dM9uAuIwL7WiAUxBv0YzYYaXY52NlQzoaqnby64RMsTgOp223EtJqwOUzkr0/o9Y0C1aYy6pVRbLlxCw0ZTiontJFSEYPRH/4csDlMtOZ5aM/00ZrnJW9jPEafytbLG2jP8PXqNQYl5zOp33AuGTqDYZlFx/I2iFNAb2NFMoJNCCHOMjaThWtHn9/X3TgiuxsqaXC2ENRCTCkYic3UWX2r2eXgwr9/C7/Wede9doSTKS/kRkYsTHk+l33j2/kPH+Hyevi0ZG2kAt7qhRsxhRSK9iZRtCop8iP2ixQU4hsszPpTIXVDnDQNcvMZGyPr/7PhI26bcOkx3fUVQhw7h8dJs9tBdnzaKfdjUdM1qtoaqHLUE9I0AqEgLr8HT8DH5po9fLp7Le6QF0VXSK61MaAkmZHvp0eNvrK3mhn5QQbDP0ynYZCLFXfuA+Dmlx+Meq3/bvqE/276BIDLh8+MLE8rtfcYoHEl+fEkBiOj0Pz2EI5sL7UjXQQPSvifYkmg2NcSNcLEbrAxIC2PuXmDmZQ/nGFpRXy2aDEXX3j8giLhaYAJpNgTGJCaxxUjZtHudVLaXI3b70XXNeKt4UqELZ52Shr3UtZSjTfgxxvwsbepjmp3K0bVQP/UPPqn5dLkbKW8sYYtzgY0oosxXPrQoC4VNN2JAUJGLSq4NiFnGEm2nm/SewN+atsb2dVYSVlTFRUtNXyyZ1W3bYcsSCWxKlzEwdZmjBq5FjRpNBe6ac/y4cjy4UsMEbRruJIDeC3h70SbamZy4Ui+Pu0a+ZF/ilEVFdWgYjqJtQ9izNbIzdVRWQNP3gsfJZPBGAnEZyekkZ2QxpyBk7h65Bxe37KQtbnbqXO10epvonK6gyEfpJBaFoOiKzjT/KjBcA7Gw0mtiCG1omtey6ydcWTtjA4yZzwRi6bq6KpO3SAnqqYQiNEwuVVs7eG8gjXDOwhaNVwpbfyn8SNeWv8hSeY4BqTlcd7gSVw3+nxJIXIGk39ZIYQQp7SX18/nscUvRC377owbuWPyFQAk2uK4dsycSG6MAwJWLfKDKKM4loziWEIGjXdYyoPn38FvFj6Lrc3IjP/LP6KpUcl7bSTvtcEn8PEDpbhS/KTbkxidM4jfvPsM106d2+00CCFORUEtxIryTWTFp52UEa26rrO9rgyHt4MBqXmUt9Tw7valpMYkMrlgJJPyhx/yh0ddexN//vx/bKrew2XDz+XmcRdR3LQXl9/L4PQCUu2J/Ojd/+OjPeGcOioKPzjvNkJaiJr2Rva21LG3qZb+GXkMyywiwRpLamwi2fFp5CSkE2+1H/PxOTxOajuaqG1vwulzYzIYKW+uZm9bHbVtTeyqL8dz0NTGzjcGElts5G+IJaU8jeS9th4rDqqaQuauWM77fT8qJrXRnu0jaNJoy/V2afvu9qUAFC1PIrW86w9Jrz1IR4YPV3KAhiEuqkd1oCsHB82s5CdmcsfA8xmcXkCsJYah6f1IsMXi9LnZ11aPruukxSaRak+MGskbCAS6vN6JEG+NPWSS8llH8Jl8YFRRUAvxmwX/4v1tyzB5OgOSOjqrbquidkR0GoLC5Gz+deNDh913RUsNTy55iTUV2yJTA+1uC66Y8IiYgtUJpFbEYPSpZG2PO+x3k6bqrLqziob+LsyKiaLkHAYlpxNvjSUzPoWBqfmMzh5IUky8FOIRZ5z+qbn86LzbI8+31BTz4Pt/5vOc8A2HA/npFF0hrTyGxAor8XUWTB4VRVdIdBx9oQJVU0BTyNnRfTD94Bu1XnuQ+iFOXMkB9vXby6PVO3j00+e5a8pVfHnCpXT4XPgCfgwGAwVJWUfdJ3HqkACbEEKIU5rD2zUHmtnYOQrCoKr86LzbuXncxby2eQHPr30PgPXX1zD139HJjce/lk31mN38ZuGzpNgSaMbB/F8UM++3/TF5j/wWsr3JhCvFT4OrlfKWGqYUjKSuvZnPSjcwo2hsn08XFWef8uZqXtn4MeNzhzJvyNRu27y3/TN++mE4mfPtEy9jwe5VjEwfwM8uuovYXlSnDGkavqCfl9bPp66jmYGpedwwdt4hz3dd19H2V/Z77NN/R0bq2FQLXs0fGf3073XvE2u0cf6Qydwwdh5DM/pF7WdZ2Sbe3f4ZAH/+/H/8+fP/Ra23G6z4DhrJqqHz6KfPYwypxDosWBsM2BtNbC3cycr0zfhNwagE5unWJAZlFpAel4yigK5DemwSQzOLyI5PxWww4fR5aHa30eRqo669mXpnC3WOJqpbGgiEgjR4W7pMU7T6TMTVmbG0GiiqSSCx2kpsoxk1pKCGFIw+tVfTNTVVJ2jWMH/hsyqxxsqYtzOj33N0Ss5twRMfRFd1hi5I6zICC6BmWAfFF7TQnOOOLBuQmMv9Y69kasEoVEUhq4eRgLGWmC7/VqezzlFFRrxBH6mVMVGjxkrObYkE1zLjUqjraAbCxRi6c+Dv7a7JV/HP1W8B4TxqkxZnYe0wHlW1z5BRY/MV9TT1d/Pk5d9n1oDxJ2V6oRCnqlHZA3nnrqfY3VDJroYKQlqIrPg0qtrqWV6+ie3VpezxNUfaq5pCoCWGWIN2HMuEdGV1GSlYnxh5fmBK+T9XvcU/V73V7TYXDp6KRTWTlZhK/9Q8dF0nPymTOIudeGtMZHTuwXkOxalDAmxCCCFOWYFQkLmDJjN7wAQ2Ve/mw52f0+Fz8/yqd3lqyUtMyBnGI5d9mxR7Ak8teYlFJWsi2watGnVDnGTuio0sM/pVLvrlALZf3MjeCQ5m9BvLsvKNrL+ulikv5h5x/wrXJNIwOBwALGnaR0nTvsi63195H+cNOLoKXEIcTNM1ml0OdHTS7EmRC+oPd63g78tf5+5zruXCIdNw+738+IOn2dlQzuubF1LvbOHGsfOiRoS1e508svDZyPMlpesZmJbPlaNn9Sq49nn5Jn734XPE2G3saqwAwKCoNLraqOtooqq5gXaPE0/AhzfooyPgJnTQdDtDSGX8a1mklsWw7fJGqof7QIGBS5LJ3RRP9agOFjav5J1tSxmaWkhKXCIGVcVqsrB4z1riWixkbLVjdqvYHCYSaq2YvCqtuV7cyQE0VUcz6Bh9Cgk1VuIbLIesOKcrOv6YEK7kAK4UP205XkoyS9iZ0Nnfg6faRW8Mdo8Za5sRS7OBmBYTMUGF3KYs4uotxLSZMHlUgmbtuFS4bCxysflLDTgTfWQUxzJoYTIp3UxpOkBBYeBnKYfdZ1u2l7VfrmFYThHfHzePYRlFZMaldJuw/myl6TrqF4pdxjZ0BsQOBNcA3tz8KVePPK/LPhzecDDuQHANYMxbmYet1NodHR1nmp/G/m7KZrfhTgnw4zl3cP6gSUe0HyHOVKqiMjSjX5eA/5fGXgCAy+/B6fMQ0kK8uO4DXtn4MdYfGUnbHoOt1Yg3LogrJ4g/PoTfEiK2yUzsPhOGgII7OUB8rYWsnXFYOgxY240YQkc+MnTgshQGLkuhI81Ha64Xs9vAjnkNtOX5GPFBOjvnNvLR7pWHPkYUtC/cxom32Llk2AxGZQ/gwiHTZMRqH5MAmxBCiFOOruvc/87vWXhQwKw7a6q2U9pcxXNr3qXDHz3SrXGAm8YBbrK3xzH5+ZzICARbh4kJ/81m7wQHy8o3csu4i3mJ+VSPaCdn25EVuMndEk/dOid7JzgiyxQUdHRWV2yTAJs4KpquRS6Q/7X6Hf5v2StR61+99RGGZvTDpBr/v737jpOrLhc//jltetmd7S2b3htJIITQWyiiFEURFbygXkW8ir0i1iv8rr1dr4pdUREUBJGSUEMggSSkt93sZnudXk77/TFhwpJNI4Ek8Lzzyis755w58z2T754555nv93moCVWQzmf57L0/4IFNT2O7Nihguw7/s+y3jCmr4cyJC0Y8X2XPxXfrYCetg52cNv6EvV5751AXv9z1MPf8dQ1vnnUGPalBVndspr8QJ5PpKe3Ddh1+/9g/CfV68PdpeDIakYJKrODHyAZRLQXFVTCyKrGdfvzJ4gjUhb9uwFHrURxKv5/lHX6mPVhJ2/w4A82DDAb7iscTcBnTGmbaA1Xo5t43D/tLQr8viqvgTet40zqxdj9Nq/eu/Ojiko1a5KLW7sCdijel4U3pBzW1/JUUEgBwNJehpix94zN0z00zWJdhRvV4Tp1wAg/GnuaxyW1MWhpj0qOxVxTA65mcYvVVPYytrOf/3v7FEXktxR5Bj490jTViWd2mMG/57BSefVcnnTOSpeXvmLdkr+dv7Gnhtt0pDrwJjcY1kX2OJnw5V3HpG59hqClL99w0qaoCeY+FgsKiMbP45DnXML6i4TCPUIg3jhcr1gLcdPrVVAxqDFe4rGzcSF9yiDJ/mJPrxxELRAh6Auwc6mRL105M26IhWsf6ru1sPrcYVNcclfCwF9VU0HIKZsjB9Nv4hnX8PTq+pM6YVVGind5RK/6G+7yE+4rn3drNe74InvRojNYTh+mYnQQF5v+pDtVWSNTlcTSXwTFZOmYnKevwla4988M5/vj8v/jj83D3C8u45sRLGFNeQ1NZ7V6vK159EmATQghxzFEUhbbB7r2Wz6yegM/jJZ5LEvD42dTTyvv+/NVR96FaCo7u0jcpU8zH9rJpVXP/Vsvqy7upCJUBxcIIhxpgA5j/5zqaV0aJ1+ZZe2mxnHx9pJJZ9RMPeV/ijStvFfj43d/hydbVOLj84LJP0RyrGxFcM7Iqpt/hqt9+lu9e9knOnXwSruvwiXu+i2FqTL+/gprNIR76xA5evJ7/5dN/57P3/BBNUTFUnbxtoqtqKRD8oud3bebPzz3I5oGdzKufyv9e+Xnu2fAYu3L9tHb08mzHhtJUx7p2P7GdMcK9XoIDBoqjoJnKqDcRBzJakEqzVMatKGfcir2r+b7WFBQCcYNA/MhWLHSV4kg7VwXL62B5HPIhi6GmHN1zUgyMyWKrDn7Vyynj5/Dmmadz+oR5qIrK+xddzq+e+Qc/Vv7CtjMHqd4eJLbNT6jfQz5oEWvzU97h3+s1EzV5di4YZmhCnv6mNAubZvLViz4owbV9GEgPc/+Gpxj73MjPBUd1aT8hwdC4Yq67oObjQ6dfycXTTt1rHx//+7cBOO0nY6jaMXqOv2zEJFNu4ipQCNr0TUgTH1sgXpfD1G08qsEpY2czu2ESU6vHMrN2IlF/aNR9CSEOXpUnwjWnHXzxlYJlsn1gF4OZODuHutk51IVpW2TNPGFvgIgvSGeij86hPnYMdLDt9BaCGQ+hXR6aVkZoej5ywM9JxVUY90z5XtXsq7YXwzY1W0JMe6gKgAV31JfWZ8pMnntbF88661nRtq60/PTx85heM46fLr+TyVXN/Ond30RTZYTbq0kCbEIIcRRkCnuSUHcm+sgV8jhuManyHaseZF3XNry6hzMnLmBcrPgBuq1/F2FfgJpQjObyutd93oU/XPMNuhL9RH0hfv/cv/jf5X9lXe/2Az5v+v1VNK6JEBwwcLXiSBC9sPfFRLinOOKlM16sALdrToKG1WHqNoX32nZfbM0hW2ax4t0dFIJ75hG9a8HFvGn6aQe9HyEKtsXK9g2lqR833nUrhqITHvYy4+4q6jaEUFwFV3F57CNt/PCxO1jXta2Uw8U/pDPp8QpcXMY9U0Z8bAE9pTDwfA9je8LggqO7qJYXV3MZmwkR7Pewa26CtgVxnnh0Jd6Uhtao8FznJk767ntwcZkdbqbs+xDd7j1g0v1jkaO6ZMpN0rECmXITM+AQ6vXgS+p4Uxq+pP6KR5kd6HVNn41mqmTKzVIBgXRFoRg8qc5ha85ez9MVjRObpnPtxHnMqZvM1Jqxe+XW0lWN60++jEtnncVDW1bw8JhnWD91B2k7W9qmsj1IuN3AVYvBvFSjyUBDhqgRYv6Y6Zw3dSEXTl38uv8cORzPtm/AdC0mLR051fa5t3WVRo78/uqvM7lqTCkv6M6hLiqDZQQ9fv70/AN0JPqAYnGcl3NxaTl5mDWX9eC+JBdgpa+M+c2zmVE7nhMapjKzboJM+RLiGODRjdL008UHSDtZsEyebd/AM23rWNO5lZWTN7HjrCHqng8xZmW0NJL7SAkMG5z6f2OwdYdc2GLX3ARbzh7gsR3P8diO5wDY0reT9/zhi9z+ji+PyGUsjiwJsAkhxGvAdhy+/ejv+N2q+/a73Zd/cMeIx3evW7bPbW8+//1cPnvvfC+vF4amM6a8OLz9ka37nyr6ovGxBjZc2MGGC4s3NUZOZc5dtTSujowYKWPrDquu6gJgTv1kTh1/Av91120sv24Xb/nMlIPOq/GPr2/GHSXm8D9Lf0t9pIozdo84EeJAwt4AP37bZ/jH+se464WlAEz8VxkTn4iNKMChuAoz/lHFc9FufttxL3XbQ1geh8bVxVE2Cgon/PXgK5HVbg6N/BY8ajIwLkO2zKKmLcQZ317I2pa1OPm9g0GvhKu4JKrzDI7NEu71Ehg0sA2HeEOevvFpmlZHqWjx7/db/kRNns1n95OP2mRqLGzdIdTjwYirKA64Glghh1yFTSqULxUyUACPaowohIALwYyHcIeHcKeH4KAHT0bDxUW1FaJdPgJDxojzh6O55EIWuYhFtswkG7XIlJtYXod80CI51iQdzPPytG9BzUd1KMYpDbOYXjOOiC+ErukEDC9+w0fEF2RcrB6vfnDTXSuDZbzjhCW844QluK7LUDZJ1Bfi35uX8+DmFbT2dYJSDMjNqGlk8bi5LJmyaJ9VWsVIG3taCKW8+NJ73q9kVb4UXPvh5Z+mNzXIX9Y8yE1nvIsdA7v4+n2/IE0O3VVpS/YQGDY45edNewVxM2Umay/toXNGkkumn867F1yMoemEvP4ReRaFEMcnj26weNwcFo+bA8DTO1/gD6v+xdMNa1l/UR9lg370rIp3UCPWWix8Y+S0A37+HYhmqQSHPExZWsmUpZU4qssjH20hUVesVLyuezsbenYwdx8Vl8Xhk09YIYR4DeStAg9s3HfS0lfiln//DNtx8Hu8hDz+Up4l13VZ172dmnCM6lCstH1PcpCNPTsAmNswhTJ/caSW7Tg4rvOa3nRZjs13H/0DD2x6ihMap3LVvAsYzMTZ0ruT08bPY2bdhBHb/+7qr3HnCw+zuXcnLf272NSzk4JrUhuqIJFPkzGLIwJ3DHaMeJ7pc1h5VSehXg+BuEGmzGTDhX30TUjjqrCoeRZvmn4aOauw5zkBBy15cEGxGfdXs+5NvXstt12HNds2UxUs3+tYhBhN3iqQzGcYSMcxFB1PQmXysopRR1dVtgQ4/yvjX5V2BOIGgd25yFT/gX8PTJ+NrReLBSRr8qQrTHJhC8vjYHsczKCD46GYR83nkIoV80iN+tq6j5ZThgnHvcQ2+/APGxg5FdVW0Aoqls9hYFyWrplJasIx5jRMoyFajUczaBvuZjidwHYdDM0g4g9SE4rREK1mTHktjWXV1IYr0VWNvvQQw9kkfalhelOD7BruYXPvTrZ272RHtndEUQYoBjV9+WKQzdLtvdrvUQyqA+VE/EFqAyGmVDfTHKsj6guRt0yqQuVMqGgkFoi8aoETRVGIBYpB1gunLebCaYtfldd5I8lb5qijn31ZnZzf4iN/uw1nd1/Z2N1C53A/SStNeaefaJuX+a11NK2Ootoj/8/XX9DLlrMHKfeFufW8/9pntV8hxOvHyc2zOLl5FolciqXbVrKhp4VkPk17fzeb+orXtACBjIfy7V78QwbpWKFUsXjiYzFm31NzyK+briiUgmtnTJjPf5z0ZgmuvcokwCaEEEfIi3kYIr5inhXXdbnrhaUs3bYS27EZX9nA25vO48yJJ5I1cwyk43zm3u+TswsH2PPoIt4gX3vo56XH37/sk6zYuY7ORB9Lt61kfuM0fvmOm0vr3/GbzzCYTQBw8phZ3Lzk/Tzd9gK/ffafIwJTNyy+kvcvuvwVtelgrevaxm9X/ROABzYv54GXVEz65Yq/88zHfjviRnRzXys5s8DY8jpObJrOxMomasMVlAcifPrv3+NfW/cfvHziw21YL5mO5de8nNA4lRtPezv/2rycXy6/G4Cybh8cwkCdyY9WMPnR4vSh1Zd2s2PxUGmd6bXpiPfiMzxMrGw6+J2K17UtfTv5v+V3YTo2zeW15KwCK1vW0xrvwnJtor0+Jq8sZ+yKsldl6uIrZesOqaoCqd0X68ONeeJj82QCI89fAc1LVaAcv8eH3+MlGgjjMzwogN/wURepZGbdBObWT2FXvIfe5CAe3cO4WD0VwSjPtK3nwS0rWDd+G73JQVJmFgcHy7XRFY1JFWN4x8y38Pa55x30SK+Xqw4Vv3yYXNW81zrHdcgUciiKQqaQY2t/Gx3xPgYzcSzbxm94iQWiVAajVIbKqQ1XEPWFZMTR69D4igYSZTkKfrtUlCDc5+XCmycy3JBjoDlD99QUVtAluX6Qul4fJ66upqxz31VYu6em2HzOANcseBMfOOWKUsJ1IcQbQ8QX4i0zz+QtM88sLbMdh/70EK2DnTy9cx1rJ25hZefGEc+r3fjK8i7axp7p5xdPO1WCa68BCbAJIY4Ix3XYOdhFf3qYvFWgIljG1Oqxb6ibjnf++nNsGWzjvMkL+fy512E6Frf8+2cAKBa4OqxoW8cPn/wzdYFKBrNxVEXBqxkUbGtEwvGX+8DJl1MRLGNcrIGg109FMMq2vnbu2/QECgrVoRjDmSS/f+5+AE4aM4PGaA0/W/43HNelJhxjeu14nmhZDUA8n+LC/7tx1Nf60ZN/xnEd/IaPi6YtpjJYxrb+dn6x4u/cv+lJln7oZ6WREgcra+b56N/+H+3xHmbWTSDsHT3ZM8Di8XNL/WYwk+Cdv/0cXcn+4vvoKKVcNe+afxG6qvGehW/iA6e+lcd3PE/LYAfN5XV4dIOcmSeeTWHaFl7dg8/woCoqQ5kEXYl+VrVt5KrffQ6AUNzLmb8ZO2qenIPRMStRCq7Vrg/SPSNdmg7cGK7mnx/4/ivarzj+WY7NYCbOs20byFsFHt76TOn3ECCU9FK5wc+MrkpirX7KOn0oL5tb6Cou65f0Een10vTc/pMkD47JkqjJo+dVLK9DIWiTLi9ge93ieWj3bNNCwMYf16nZHCI4aGD6HIIDBv7EyLwsecdk3Tk9bFs8hKUX8wxG9ABTa8dxccMkJlQ2Fqc3eoOMjdVRESw76PdmclXzXkGuF7/lfznTttBV7VX/TFEVlZA3ABQrzlWFjn6hBXF0nDPpRG57+NdsOrd/xMgRxVUo3+WnfJefiU9W7GcPe1iGw9YzB9h87gCLx8zho2e8U9IHCCEA0FS1NONk51AXyzLFL8ObVkeY87fag6o6/HLxmhxrL+2hb2IGgPOnnMx5UxYeuUaLfZIAmxDisLmuy8U/+widu4MgL1UdLOf7l3+KKdXNFCwLn7FnxEFXop+8VSBvmVQEo0R9oeM6N0xDWTVbBtt4cMsKLpt1FovHzeWyWWdx1wtLcV92WF2Z3e/Vy2Jq0W4vVVuCRLu89I/NsHNhMdfLL568e8QIrAN5pm09z7AegEDWQ8ZX4KX35Bt7WorBKsXFKKjUrQmjKgqtJw4DcPvSv2PqNt9+9HcYio7p7pkSddaP38/nz72OK2afg6aquK5L3jLx6saoN7+/euYevvfYH0rJ23PrUmQqTSjew+JVDQrOngBjyOPn/o1PAuC4bim4BrDw1/Wsu7iPVHWhFMBaunUlC5tnYjoWuwZ7WLdrG6l8hu7MwKghS1/OINrhpbbVx6wdMcrb/Bg59bByXqx4z54RgN0z0iPWTa0d+4r3K45flmPz/cf+yB9W/WvE789LTft3JdMerNrvflxc1l3Uy9YzBwFoOzlO47MRyjp84FKalmn6bYbGF6tDvlRQ81MTilHmC2BaFpqqoigQDYbZ1NVKy6JdI7YPJ734hnU8Ayp2yOUfOzbDmQrvWnARZ01cQGNZDRWB6Gv+5cnx/Nkgjk8VwTI+csZV/D/3t/jjOhMfix3y54SLy8C4LM+/s5tsucW1J76ZDy1+mwTXhBAA9KWG+MWKv3PfuieIm8XpoA1rwyx6tpHaTaH9nnNcXIYbcqSqCqy/uJh7eOKjMRI1eVpPHh6x7efPvU7OO68RuVoRQhwRowXXAHrTQ7zjt59FVzQs16Y2XMFv3vkVnmxZUxrd9SIVlYZQFSGvn7ryKlAojXQaTMcp84dpLKvm+pMvG1FVLW8VaB/uYUvfTqqC5Zw4ZgZQDPx1xPtoH+5GVVVObJr+qn64fOeyj9OdHCBg+Ij6i0O5v7zkA3h1D396/oGD2ke8Nk+8Ns+Sb0ygeWUZ8/9aTD7uqC7ZqEmqqoDpc3A0l3CvB29aLwbplOLIFRSIdHkJ9XuwDQe9oKK4CrbukCk3sQ2XVFUBT1qjantgr5Eyc/9aCwqotkI+YNE7KU0+ZBPu9RDp8bLu4l7a5yX4+kO/4JsP3Y6haqWE4dX+chZNmEO5P4zruixomk48l+I7j/2+tP8xq6PM/0Mdrgp9E9Ksu7iXeH1+RBvu2fA492x4HABNUTlpzEw2dbeQLKR5+r0jc6wB7Bzuoqu7l2DSQ6BTx5PRCNgKc7trCQ4UA7qKC4EhA29SRzOVwwqmjebM749l2UdaRyxbOGYmN572DqaMMg1NvL7ds/4xvnD/j0uPF/yxnsrtAQoBm5aTh/BkNCp2BggM7r+KV6ImzwuX9dIzIcWnznoPjWU1/Pypu3l+3NYRweOIHiDkCTC7bjpLpi3irIkLyJkFgl7/XhUoX8p1XfrSQ3TG+/DqHloGO9jcu5Pe1BB9iUECXh963OK/3nwtzRX1+9yPEK9X75p/Eb2pQX7DP+mam2Ls42XUbA7izez7Fqrgt2k/IU7/hAzDE/KkgwWmV43jm5fcyNiY/B4JIYrWdG7hxr98i1wqT/NTUaa1lhHt9hIc3Hf6g6GGLBvP78fyOfSPz+y1fu1beko/q4qK4zqoqFiOvde24tVxXATYli1bxllnnTXqumeeeYYTTzyR1tZWxo3bu17u8uXLOfnkk1/tJgrxupLIpRnMxGkqq0VT9x2QclyH5a0voGsaD//nT3imfT2O63LvusfY1LOToXyitK3lFk/s3ckB3vR//8V3Lv0E48sb2DFUDJgs/HUD+ZBNvC5H55hhNja27vN1Txozk2k148iaed72q0/Sn4mPWL/sQz8j7Avyn3d8nWc7NoxY97Y55/L5c68rjb5oGejgwS0rAKgKlVMZLGNcrJ7GskNPJKooCnWRyr2Wv2XGGaMG2CY9GqPgt1FtBcfnMubsenr+0Ut0p5fA0Mgbb9VRCA55CA7t+0M3MPyy5+T33Fhrlkq4zwuw3/wwL62U583oNK2Jjlh/4h8bmHFfNYnaPJlyE0d30UwFzVQZbM7yWNsKbI9Lzm/ya8+9AHhMHf+gzsLbGwi9GPCyoWZLiHCvl11zE/gSOuEeD/64QbqywKM37ATASGlseW470Z0G9f0VKI7CYHOW0IAHb0qnsiVAsN/Al9SPeNDsUNjG3qMLP3fuf8jN1OuE67qs797B75+7jyvnns8JB8hh8pV//9+Ix+vf0kc2YL5sqwEUBy75whR0c895Nh+w6JqRYuepcQbqM9QHK/nRkhs4dfwJQDFJcSKXpm2oG9u1aSqrHXXK9sHkJ1MUpZSPDGBazTgumnZqab1pmtx3333UR/Y/yk6I1ytFUfj4me/m1PEn8KNH72Bl01YAygb8hHcaRLq9eDIajuaSjpkkGwrFm14VZtZO5LymKZzcPIuTxszc7/WUEOKNpSc5wIf/8i0821xO/eW4/Qbtc2GLp9+zi0y1SS6wZ0R8Y7SaMybM5+0nnM+YsloKtsnWvna8uofxFQ24uOwY2EWZP0zlIaRvEIfnuAiwnXLKKXR1dY1Y9sUvfpGHH36YBQsWjFj+0EMPMWPGjNLjioqDy40gxOtdy0AHnYk+smYB07EwLZMLpy0uTbt5pm097/vzV/Fpnr2S7n/twg9xyYzT99rn9v5dfOjOb45Y9qmzruHmCz6AVzPY1NvK2q6tbO7dyVA6QTafoyPZx/Sa8Sxoms5frr2V+d+5GoDVV/WgoJAzzBFTGT2KgV/3EAtGmVzTzNrOrbz3T18e9Rj9hpesmefKX3+a+U3TeLZjA1pB4azvjWPHoiF2nDrEX9Y8RCwQ5YOnvBVFUbj09o/v2cHukWAAP7vyCywcM/PQ3uR9mF47npUf+x09yUG6k/38btX9LN32LFvPGKT+hTAD47NUtPk5q2IWGx5cj5M9hCz7R0EgbhCI7z3yZsxze4JxtuaQrCkQGDL2mzsiMGwwednI87QvpXP5J6cduQa/CnJBC2t3zioFZa9vER+94f9KVVrF8Wtt51Y+etf/YyC7J4g/mEnwv2/7/H6f97f33sYPHr+Djb0ttA11jwiuRYa8uCaUtXsZ/3T5iODacF2OpR9txVVdFjfP4S2zzuSsiQvw6CN/3yK+oFSnFeI1tHDMTBa+eyY9yUFW7HyBF7q2sb5zO62DXaTtLLqiUROIMaVmMu8eM4OLpi0+pHyEQog3lu8++gcKyQKn/2LcPq+THc0lVVFguDHH4NgsALqqYTk2M2sm8P3LPzniPOPVPXtdG4xWzEe8uo6LAJvH46G2trb02DRN/v73v3PjjTfulQOkoqJixLZCvF4k8xn+8cKjzGmYfMAbK8uxeWTrs/zo0TsYyiZRFYWhQnKv7W7598940/TTCHr8rOvchq5oqIqKilLKlwXwm2fuZWX7BmrDFeSsAsl8mt7kEDv7O/EqBnl3z83jrUt/za1Lfz1qu3yqB7/uZXvfLi77v5voyRRzCumKhuVx8OleQujFYcwu5NwCBdekYJrEh9O0DHeW9lW/Nkzn7CSareLiogBuwQEPJHqSPLNtNWWuj4bnw0R6vdRuCrHj1GIS+v9dfif/u/xOrj3xktL+Jj9SQazNz5pLu8mWWXz5X//L/e//wYH/Yw6Soek0llXTWFbNgqbp/Pzpu/j7mmW0zSoO5e6cluQnbf9iQbQGf3bkqTkfsHB0F19i71FaruLiqsURYS9dlw9a4FJKch4c8GBkR+YZs4xiVUDb45CqKAbDgoMeFKf4vFCf5xWPCtNsdb8j5Y5XlschXp8rjbDTbIVp91excUlxivT/vu3zoyZoF8cnx3XImLkRy57e+QJrOrcwp34y67q2o6kq02r2jKB/vmMz33zgl2wdbCudR2u2h2hYGaZ2Ywhfet+XXu3z4riqyz+v/z6NZdWvzkEJIV6xmnCMN888gzfPPKO0zHWLv+dvpKJOQohXric5yH2bnmTOfTX7DK61njjMc1d27bV8dt0kbr/qy69yC8XhOC4CbC/3j3/8g4GBAd773vfute7Nb34zuVyOyZMn86lPfYo3v/nN+9xPPp8nn9+T+yeRKE5nM00T03z5VA4h9vZiP3kt+otj2cytn0RA95LL53lw6wruXruUoXSCgm1hOTYKkLcLDOyemqk4MG1ZFa4Ck3ujlHcWk7mrjkLXlCSdU5M82vcMju7iH9AY2xPF8jr4E2FS5QUsr4NmKmQY5rGaZ8iHLTRLRc+peAdV/HGDScPl+FI6rgJGTsWT1XF0F9twUFywdRfVVnAVyJQVsDwOrgq27lAzVINeUMkHLRRHIReyUBwwChq4xZFSmqVg5DQ8Ga1UQTI06EGzVPjrQb55fqjdFWb2v2pwFVh3Xg+uCn9d9m8CpoE3pTMwIcuWswde8iSXG/76TRRFZWysjoZIFV7dw+SqZhzHocwfpjc1SHdygGfa19M53EfeLNCdGCBvF8hYeTyqju065B0Tr2rgUQ00VeWsySeyeNwcvrTkfVz/16+VXrGvkOCBjyU57/sTCA96S8uXfWIn6XChONUyY6DnVRQbCkGbRKR48+/LG4R2Tx/NRk3S/pGjEKE4/dNXMAgOGji6S7wit9/CCb68QaTHi5oHx4DajUHqtoQJDXr2yt12sCyPzbOXdlLR7mfy8r2n0x7LesanePzanSOW2ZrLujf1AnDj4rczv37qUf/8eC3PS693M6rH8/gNP8d1XXYOdfHJf3yP4VwS13YxTZNkNk3I68c0TXYOdfF4y2p+88y9FLpzzH28loq2AKEBD5r9kqlh+yhUO9CUYfsZQ/znoiuoCZYfE/9/0pfEkSD9SBwp0pfEkXI0+9KzO9cBMGZLGaq/eH3g4rLiql3smpZAdRQctRi4P2/yQnJmgYVjZtJUVsOEWIP0/6PkYN93xX3xa5fjyEUXXQTAfffdV1rW39/Pb37zGxYvXoyqqtx5553ceuut3H333fsMsn35y1/mlltu2Wv5H/7wBwKBwKvTePGG5rgOK4a34uAwOVhPlSeK67oMW2lSdo7NqU42pdtp9FWStLKEdT+O66IrGooCBcci75j0FuIMminG+2uo9ETQFBVNKY7kUlEoN0L4VQ/jAjUENO+BGyZ4ZOAFlg2uKz0u04PUestwcOnIDZC1CyNG9b1UVA/Q6KtAVzQiuh9D1fGpHkzHQlPUUoEH07Xpyg+xKbVrn/uaHKznrTWn4NOKU8Js1+GWbXcwMVDLWH8NGTtP3jFxXAef5qHSCKMpKsNWhriVRkEhpPmo9ZajKgq6ohHUvAyZadJ2jpSdY9hMoykqVZ4ojb4K/KqHsO4naWWJWxkcHBQUduUGGCgkMHe3vTXTi42DoWjEjDBh3YeqqNiug1c1aPZVUeEJ41F16r0xPGpxNOKAmSRjF+jMD/BA/2oA5kXGc2nN8VMufLCQ5Ls7791r+YfGXEDGLlDpCRPR5XPjjeqF5E7+0v0UALPDzZxbMYcyI3hQz83ZBVYldvDIwFpqveW8t+Hs/RYmEEIIIcTx65nhrdzbt5IvTbiy9HmfsfP8946/AVBhhFlcPpV6b6x0PS+Ovkwmwzvf+U7i8TiRyN65b190VANsn/nMZ/jWt7613202btzI1KlTS4937dpFc3Mzf/7zn7niiiv2+9z3vOc9tLS08Pjjj4+6frQRbE1NTfT39+/3TRPiRaZp8uCDD3LeeedhGKNXg3uqdS3/3PgE75p3IZv7dvK1h39RWnflnPO4c+3D2O7eo4j0vErZkB/FAcdwcRXQcipapjiyq3l1GRXtckN/JLmKS6Iqjy9VrET58umRuZBJorKAXlDJRk38cQNvRiMwbBzSVEpHdSkELHJBG0d3iPR5Ub0a0386nS3XbxqRg22gKcPS97Xws7d+nnkNU/ez11dfKp9hXfd2tg3sYtdwD4PZBAXLxKMbDCSHWd+7o1TM4kAu/eq0EbmnoDhltWN6guCQQWxXAMXlFY+UOxyO6hKvyRGvzTFcm2NofJ5kRY6CvufY6iNV3HT6OzlzwoL97OnoOJjzkhjJdV1ShQyuC4l8mlQ+Q396mN7UINWhGIamoyoKHfE+7t/4JD3xQfyGl1g4ikc3eLzl+dK+LvqfSQTioxcYcHGJ1+YYqs+RLi8wMD5Lf2MGRYHLZp3Fx06/Gt9BFCd4rUhfEkeC9CNxpEhfEkfK0exLv3vuPn647A7e8pWpI65z22fGWXHlLgDuu+57pQJE4tiQSCSorKw8YIDtqE4R/fjHP8611167323Gjx8/4vHtt99ORUXFfqd+vmjhwoU8+OCD+1zv9Xrxevce3WMYhpy0xSHJ2Hk292xhOJvise2rWLdrO+XBMJWRcpZuWwnAc52b6EsNjXjevU89Cl6Xsl4fs++uIdLtxdYdzIBDuPfA0/AcDi0Zvqu42IaLVlCOasXFw2V5HAabs6iWgp5XUS2ldGy2p5hzzFXA9Nk4uku000dl68EFI8M7ize37u4/L+XJalT2Fed3lbHn3DHatgfiSWt4+vaMUlH94FF1nKxTCrA5qssLF/TQGKpmwZgZR70CWbkR5bSJ8zht4rxR15u2xWAmzprOrXzynu+WlquWgn9Yx582sANQtd6PmtjTf5OVeVa9s5vBppcUCthdcMKb1znlJ42Ud+xjXt0hcFSXRG2edKyAo7sUAjaZcpNEbQEn4JKNWaQDBVx1z/9lpa+MxRMWMC5Wz4TKRqZWj6U6FDsucu3IZ9keW/va6EsP4dU8rO7czJa+NvoSQ+wa6iFj5sjZBUzXOvCOgKrWIGU7vVieAu3BYRzNpSkXIRexqN4SxNOn4dh7zs0Fv81wfY7eyWk6TkqSDhVQUIh5I8xsmMKp40/gjAnzqAkfu0WZpC+JI0H6kThSpC+JI+Vo9KUt/W2UdflxM3vuH4Yas6y5qLu0TdYuvKJ2/en5B9ja384Xzr3uuLhWPZ4c7P/HUQ2wVVVVUVV18KXfXdfl9ttv5z3vec9BHeDq1aupq6s7nCYKsU/diX4GU3G68kO8/89fY/tQx4j1u9K90Lvn8cuDazPuq2LK0tFyUGn4965H8Iq4uAw35Ni5IE6u3GJ4XJ5MoEA47qVyg5/ydj+ejIZqKeRDFpmYiQtYPgdfQke1FWzDQbUUggMePFkNR3Ux/Tb5kE0+ZJGsLlCI2Dg+cDwuBb+NaitoVvGkXgx+Ff/1DKhopoJqKai2Qj5kY4Yd9FRxW29Kx1VcTL+Dq7qYURcr6GB5HApeC1tzUVz2mzdsXyJDPkK7DMp2+Sjf5UMvqLgKBAcM/Ilj7yKt4LN57h1dDDXl+MUlnz7qwbXRDGYSPLb9OTb2ttCfGiJj5sF1Wb7zBcLDXmbdWU3NpuABg7lrLu0pBdeuPfESzpq4gM29OzE0ne8s+z2P39BG7foQigORLi8ooDgKwYFihVJHc3G0Yq4/I6uhvdjnbAUjq6KZKonaPI99aGT+NF3RiBhB5oyZSsDjozoUoy5ciUc3GFNWy8y6CXiPodFEYv96U4Ns7WtnU28Lvakh4tkkjuuyvGUtiUK6tJ3H1Ih2+vAOaUSGdSozQfRCGG9SR3GLo4c9GQ0jqxEcNMhGLVy1OIrYm9Iw8gc/fbNncoon39cOQMQIsmTqqSyZuoh5DVP3qgwqhBBCiNc/y7ZRXjbhw/I45EJ7vuibWNn0ivY9lEnQ1tclwbWj6LgqcvDII4/Q0tLC9ddfv9e6X//613g8Hk444QQA/va3v/HLX/6Sn//85691M8UbwN3rlnHzv35aelwXrsSnecjZeyeW3xfNPPyAieVx2HniMMnK4oicF+UjFoVyh3S5Sc5nUu4NM6VmLOdVNzM2Vs/GnhaWN6zhudTI6jRRI4SmqPgNL525OJbj4NUM8rZJwR2Z2FFBIWIEaY7VURutwKt78BteIr4gpm2RswqoikrBLv6btwr0pYbJ5nNYtk3BMqkORSgPRkjk0uC6DCTjqIpKNBhCVRTKAhEiviBhb4CIL4SuajiuQ9QXYkp1M7qqkynkKNgmiqLgN7x4NYMyfxhNVQl5AygoPLbjOZ7YsZqWgU7WdW5jg9NXOg7dVmlaEaFmS4jK7QE8OQ1bc8jETIaacig2hPu8eDIa/uHRq3hmoxa9E9Nky81i0NBnY/qd0sg6xwNqAUL9Hqq3BAn3efEmtVLic0dzMQMWGTvPQGOGjokJdi6OowY0vn3JTZzQMOWw+8qRZDsOf3jufr7/6B8pOBZlQ368Axrq7hn39W6IuX+txZs5uI+YBX+q5/m3djM8Psdvn/0nQ9kkV8w+mzn1k5nXOJW/rHmI1Q2b2drfTrebwacV89vlnIP/fXvRDy//NDNqJ2BoOmGvTLE+Xrmuy1A2yZrOLTy98wVa+jt4pn0dLuAxdQIJAyOporhQ2emhNlccxepNakS7fKjOwV94BoZfWSDMMhxeuKKPMdFavn3px5lQ2YCqHHuBciGEEEK8dkLeAJZ/5MyXaKdvxGPHdQ54zWA5Ns+2rWdCZWNpOukHF78NFh/Z9opDc1wF2H7xi19wyimnjMjJ9lJf/epX2blzJ7quM3XqVO644w7e+ta3vsatFMeap1rX8OE7v4WuaLx17rmcOGYGT7as5i9rHgIgpPtRFZUKf5RYKErI5yfsC1ITjjGjdgLnTDqpmIsnOUhNOMbK9o389KmR5Su7kv17va6Cgqooo+ZXA2ibH2fiEyPn1ruKi6sWR96YPpv+sRnMQLGSJy5YXgfLW5wCmajL0zc1i2XYNEfq8O4eDaEoCvWhCLWRSqpD5cxpmMyJTTMwtJf9up8HBcskmc9g2iYRX4iAZ+TJ/UWO6zCQjpPKZ1BVlYg3SMgb2Hufx6gzJsznjAnzgeKHUW9ykKyZx3EdHti8nH+EHuXpU4o5DzymRsEYPY+YL29gFIqj+LwZjXygOKXwxZhbmREiFohSFQgTDgTJmwV0TcOjG+TMAhs6t7P1zMHS/gyrGGQrGBaO6nLPjs3w/mKffNuc87jmxEuOyfwLtzzwv/xj3aOMf7KcKQ9X4ksdXj/wpXQW/aoRR3PZdE4/S4ee5h/rljG+rJFTJszhitnn8Mmz3jPiOS8GWFL5DB5NR1M1CnaxPxdsE13Z8zhn5inzh5lZNxG/IUU/jieWY9OdGCBr5rEci4e3PsM/X3ic3sxQKd9fZNhHsMNg9pYaajaHCA4aRyV330sNNmV5/upuCpUO373sE0yobDyq7RFCCCHE0eO6Lu3DPTzfsYm/vfAINUMjCyFtP3VwxON5/3M1d//H/zA2Vj/q/rb1t/ONh35JMpemLlrJNy++EUPV6Ur249M9lPsjMlL+KDkuq4i+WhKJBNFo9ICJ68Tx5aL/+wgd8eJcTX/WIOvfMxJr8iMVGDkVy+tg+h3yIQvbcDGjDgP1mX3tcgQFBZ/uIWvlD7zxbgv+WE/ljsCIkRG9E9I8f3U36XAB3dKw9NGDPLqiEdYDjK2sZ+HYmVw66yzqIqNNNRWHYtdwL6s7NzOQHibiC1EfrWJKVTOu67Ir3ktfaoit/W3kzAKKAolcmqgvRE24gppwjFl1k4gF9n/ecFyHnYNddMR7GcjEiefSmLZJ2Bsg6g2xatVzXHzmeUyvm3DMBi8f3Pw0n7jnu8z7cx1jny074Pau4tJ+QoKC30YzFQJDBpU7AqXRe6NxVJf2eXEGxmbpmpsi77WYVjmWWChKX3yIVD6Dz/ASDYQI+4NEfEGay+t465xzD/h/8EZgmib33XcfF1100XGXo2Yok2DVro280LWNZ1vX0zrYRdrOltbrtkrTMxEi3V58SZ1op4/QwKszjdelmKfPk9V4McWi5XVIVhfom5jG9DnFYigO2IZLPmRh+h2STQWGarJMqxzL1950wyue5nEsOJ77kjh2SD8SR4r0JXGkvJZ96YFNy/nx43+mNV6cOeTN64x7oozp/9qTKsvFZXBsFkdz6ZyZZPupxdRCZ01cwAcWXcG0mnGlbS3HZv63rz6o137viW/mo2e88wgezRvXwcaKjs07OCGOkPXd20vBtXl31DF2ZRnpWAHT5xDp9u53mlDbvDibz+6nojWAkVOJtfpRHIWB5gy7TkigGirpYKE4RfBlwbVYix/VUijr8FG3MUSkx8tQU47BMVmqtwapbBk5Nc1RXV64vJdAbZCbTnkPWTNPLBBlRu14asOV5K0CtusQ8vgxNF3m1b8KGsuqaSyrHnVd+e6gzdmTTjys11AVlXEVDYyraNhrnWma5Lb0Mb1m/DEbXAP46eN/pXZTiOZnowe1fffUFCuv6txruT9XzOlnpFU8Qyq+pI43paHYCo7uoloK0S4vsVY/8YYcfXW9DOX78SV0QlkNy5uhtXGAoTG50j7D3gBXzbvgiB3r60nWzLOtv71Y/TUTJ5nPAi6GZlAeCFMRiFIdijG+ouE1zztXsEye69jEX1c/xNJtK7FcG29Bp+aFIGP6g8TaKtHzKoqtEOr34MkdfA60UV/Pb9M/PkOyKk8uYpGLWNieYs5HVy/m88uFLCzNKX7RsbvgRulfwKsalHnCpMwElmvjUQ3KfGGi/hBzqxs4ZewczptyMrp6eG0VQgghxPHJdV2+9uDP+evah6nbGObkpxup2hHAGOU6RkGhYndBtqrtwVKAbem2lSzdtpJ3zb+IGxZfybaBdsbHGmgIV9GR7NtrPy9XEz72ZsK83h27d3FCHAEebc+N4toretl1YpLKLf7i9MsZOYykCq6LGXFJlxVwVIfwgJdxy8oY+2wZY57bO4hQvyHMrPtrADArHELfq2bjz7diOw5Nq6J409qoSd1rN4Wo3RQatZ2bz+knWZ3nt5d+kZl1E/Za7zMk0bo4+rJmnu3DHcx9oWZEH0/U5Okfl8HyOigulO3yUbmjmP8u0j36lMysr0DWB5QDL5s9V+mNYjoWaStXmgYIoDkq/owBCmR9JvbuYhfTKsfx9vnnc8mM04/0IR+3crbJg1tWsKpzE8+1bqQ13omzexiWbqt4CsWE/rbukjNMXnrKqvKVM3/sNBaPncP5Uxa9Kucf13VZvnMtf1n9EE/tWEPOKRBMepi2rILG1RF8ib3zHR4J+YDFP2/ZCkBQ81ERKKM+WkfA46M8EEFTVQzNoCIQxW94qQyVk84XRzO7QMjjp6mslinVzcd0IFwIIYQQR4/jOvzm2X/y17UPM/fOWsY/XX5Iz7/oK5NIVudZ/t5dWF6H3626j9+tum+/z/nAoit484zTSRdy1IYriPpHv+8Ury65OhTHjUQuRU9yiJDXj0cziPiCB7zBmVTVxLMf/S3rureztnMrz7atZ/XkzTiui6IpDBVSez1nqDpL9k3mQU1/82Z0poUaMVcM4mQPvbJlJmqy7pJeds1J8IFFV4waXBPiWNER78XFJdQ/MuCy4toOkpUjR3GGh30EO3Ua10Q4+zvjCAwa5CIW6YoC2TKLXNgiH7SKRSEiDukqk0ywWLRg4dhZfOOSD+O6LlkzT1ein13xHjrifQykh1EUhXJ/mHEVDcyomXBQFxCO69CbHKQz0cf2gQ52DOyidaCTlr5OujLFHIofOuVtfOCUK47Qu3V0pPIZfvj4Hfy15SHMHTbRQR9lW73Maa+hrMNHqM+zVxVMR3PJByziDXn6JqaJ1+X5d2o5/9r0FKs7N/Ol899f2nYwk+A9f/gi7cM9+21H2FvMLVLmD1ERLGNq9Vj+67SrCHh8DKTj3HTX/7C6ewvlPX4mrIpSuylEpMv7qgTVXsqT1QgNeKiYUME/rv/Oq/paQgghhHjjsBybu19YyrKtq9jU3UJfbphxT5cfcnDNxcXyOrgKqKYCB5E+OOoNccaEeTSW1bzC1osjRQJs4phmOTbLtq3i0e0ruX/DU5junvLFHkWnKVrLm2adxgVTT6E+WjXqPjy6wbzGqcxrnMq1J10CFEdPnP7DvavRhns8VG0PMm552atyPC9lGQ4PfHY7ruZy85L3c9nMs1711xTicDRGa1BRSFUVqNqxJznrwtsbaD8hzo4zh2msrOGksTPZMdBBZ2MvK6cXp4cqLngLBqqroBdUVEsBZXdwx2eR97zkd/slBTsCHh8TKhsPOUl81szzTNs6ntu1idXtm9nU23rAqqPlx3n+tp7kAO/9w5fpHh7g9Krp+D6fx9994I951VbYvGSAHQuH9lpXE64Y8XjXcM8Bg2sAyXy69G/7cA+rOzZz8bRTmV0/iQ/e+U0297Yy7YFKxj1dXhz1ewSKEjiqi204mL5iPs1stDj9s3JHgEhv8epUcRWaVkXoqInjuq5MtxdCCCHEYdsx0MHn7vkBm/p2UtUSJLrLw7R1zXunBdJchutzOHrxmiVen2fXnDimz8HIaww35Pba9/hoA5qikjFzxAspUmZ2r22+ctEHmVErAzWOBRJgE8e09//xq6zq2kRo2MvEZ8qo3hLE8jrYuksmZjLYnOBHA3fwvcf/yOTYGGY1TmJCZSMnNc1kUtW+E0srisJfrvkWz3VsYnPvTtZ3bmdN51aSNQWSNQV2LBrCsDW8OR3VVjCyKsFdBtFOL+E+L6F+D/4hHZX9l0/eH91UOeHOWp67sov71z/Jm2ecga5Ivh5x7PIZHibGmuiZMcS4FXu+jYv0epnxQDWNqyOsvqqHO4b/TUDzor2kP18x91xyZp57NzwOLytWq6sadcFKYoFi9Vuvx8MPn7iD+mgV02vGM6Wq+ZACIfdueJyvPfBzsnaeYMZD2TYvE9qj5MM2nbOTZMqKhU4mljdxxuR5nNg0gzn1k/dZRfd4cd2fvkJHso+zfjmOs26dxdr4WhwObmRtuHP0aaC/ePrvfGDRnlF9s+snseYTf9rvvnJmARe3WPxld/VPv+ErjTh+5wkX8PUHf87GJf1sXNKP4hZz8gUGDaItHhpXR4oj7XIaiguWxyEfsslFLLJRc/e/FpmYSSHqkC+zyPktzH0UhqncEeD0nzSXHgf7PSSsfpL5NBGfTJ8QQgghxCsXz6a47g+3YHcWOON3zcR2+UfdLhe0+NcXt+Foo9eYrAwEIZPjhIYpXL/wUhqi1VSFygl5A6NuDzCQjqOpKmX+8BE5FnH4JMAmjmmxUDEHWjZiMjApi+IoBAcM/HGDshd8THiiHMvr0DUjRe+kOI80L+fuWA5bc5hVM5HrF13KmRMXjLrv2kglF0VO5aJppwKQtwps62+nM95HPJciXciRzKcxbYtELs36ju1sHuqk4O6uQupCKONlRXsPXGHijReDCb6ETrjXQ2DYwD9sFCvQ7cPYZ8sIDBo8+YEN3PH8A1w9/6Ij+O4JceRde/Kb+dzgD2k7Ic6Y50fmKIz2+Djju83Ea3J0zShOv1btEG0nx/nrmodK23nTGsGUF9vj4uguruqSTCRJ2yk6zW6gmIg+E8jjKnDB5EV8683/ddBt/PL9P8V0bcYtLyPc62VwTJadixOkyvJMrhjDO+Yv4cwJC6gIHlyhhoOVtwo81bqWrX1tpAtZYoEIF0xd/JokmH1u1yba48WRZRXt+74Q25cJT8WY8FSxncs+0spgU/Hb0bxd4MpffZrfvetrB13u/aU520YLWl4660wumHoKOwZ20Z0cYCATpz81xK54L09tX8P2U3fud/9e1aDKX04Bh/50ctRtop1eKncEiO30U70lOGJdsjpPuSdcmsYqhBBCCPFK3bb0N6SSGc758Vj8iX1fKxl5dURw7WdXfoGTmmaQt0y29bcztWbsIRdHOtLXsuLwSYBNHNNue/NH2dTbynMdm3h0yyo2TNpB0sqU1vvyBp6chmorqKaC4kAo4SFenuOFnm18e+nv9hlgezmv7mFG7YT9Dq91XIee5CBtw910DPfSNtTN85vW4pxvEM8Ub/Ta0wPkHXNEG8M9HiI7PYx9toxo18gbzurtQZpXRPmx8RfeOufc17yCnxCH4qJpi1neupZ7r3qceEOOyUsr8KZHfpREe3xEe/b084lPxOiemmL7GUMkqwvUvhCka2YSXKjcHqBiZ4DAkIFqKThaMe9Etsykf2KWnskpVrVvPKQ2vu+Uy7l37eN0LR6kw02jKDCusoGbzriak8bM3OdouKyZZ9dwL7FAmIpg2SG9ZjKf4apffZb2ZE/xvJTXSERy/Gz5XTz5kV8e0r4OhuM6rGzfyENbVrB8+xraksXg2oz7Rp8qfyhO+k0Dnbv/f7YvHmQzO+lK9tNcXnfY+36Rz/AwvXY802vHj1hu2hZb+nbSlRgglc/guA5+j49yf5jqUIzqUDlBjx9FUfjGQ7/kjtX/HvH8yJCXyE4vDWvCNKzbe8qvo7p0n5BmwZjZMj1UCCGEEIfFtC3u3/gkU/9dsc/gWuuJwzx3ZdeIZYvGzmZ+4zQURcFneCQP9+uIBNjEMU1RFKbVjGNazTiunnchUEzi3ZMcpH24my27R4pYjkXOKga1DFUnmU8TC0R484wzj2h7VEWlLlJJXaQSxoBpmtw3HOSiiy7CMIonVcd16EsN053spyvRT+tgFy2DHaxs3cAjp7ZSsyXIuCfLqNu4ZyjvhCfLaT25hec7NnNy86wj2mYhjiRFUbjlgv9kXEUDP1X/wrbTB5n4WIzp/6pCs0afMq3aCvXrw9SvL/b5zWf3kw8Vp/N1zE3SMXf0UUgv8hoefvzkX7hkxmk0ldUesI0fWHTFiGmNB+uDf/4Gz3dtLj2eVN5EbVklsWAUTVEZyibw6R4qglEc18V2HAq2yXA2ydOtL5C18iz6RSN1m4rH+bfbNpIqZPb1cgclU8ixdNtKVrZvoCc5QDydIplL05MeJOcUCMe9xDb5OGlrA/UvhFEdBUafmXBAruKSC1v86/PbRiy/et6FRzS4tj+Gph/wi46smSdTyHL9yZeyZMoi1nRuoWWwg029rWyhjUR5nq6ZKeo/Fx6R283FZcP5fSQqcrxv0WWvxeEIIYQQ4nVsW387lmtT0Try4mvzmf1sPXOQSL+X/ua9rwU39bQykB7eK9etOP5JgE0cd0LeACFvgAmVjQc9Ou21pCoqNeEYNeEYc+onA1CwTDb07ODrD/2CLUob3VNSXHzzJLyZ4q9geHcC7q5E/1FrtxAHS1NVrlv4Fi6fdRZ/WfMQP1X+StcJacYti9K0Ooovuf+PlimPVDLlkUpMr026wiRRmydVWcD02yi2giejYeRUcKEQtElV5fjl4N387/I7OXP8fC6YvpiYP0xNuIKGaPUBqwkfrItmLB4RYNs61M7Wofb9PseT0yjr8FHfFaBmUzU1m4OkYwW2nToIwA8u+9QraovtOPxs+Z38+pl7ydp5ynsD+HrV3e+NxsREGbE2PxUt/hGVN13FJe+3GDRTxKtzmI6N6bcxfQ6mz8b2uFgep7jM71AI2OQrbHJlNllfAUfdM3Uh5o9y+1U3MzZW/4qO4VDEsyk6E31AMSffUDZJV6IPBYWsmadtuJv2oW5WtK0nZ+X3uR/FUYgO+hj7aHREcC0fsHjuHd10TUvysdOvZlrNuFf9mIQQQgjx+pY1i0UJ9MLIL5nbT0xQCNr0B0f/onUom+D8/72Bv//Ht1+T6yzx2pEAm3jDGc4maR/uIZFLkchnGM4kKNgWuqYR8vgJeQNEfSF0VcPQdMr9EQxNR1UU/IbvoBKhp/IZVu3ayAtd23h6xwts7G3BwkZxizd/jU+HR+RmS8eK1Q1r5VsMcRwpD0R4/6LLOX/Kyfzw8Tt4JLKSdZf0EevwE+wxUGyoXxemZnOoOLLqZYy8RlmnRlnngX+nrL867JqTYNUF61i2Y1VpuYJCjT/GuKoGmsprqAhGKfOHKfdHKPOHCHkDxd9bw0vA4yfsDexzauCVc8/nbXPOo224m9bBTnqSA/SmhjBti8ayGhqj1eRtk6da1vDYlufoyvRT8Nn0Tkgz2JyjfWESS7NxVBef6uGGRVdy2vgTXtF725Xo56fL7wQgOGTg7S9euPVPyJCuMKnZGqJ3RhrHANvnYvpsCl6bgrG7GmvrZvjw3vv1qgZ+zUvQ4yfii1AXjFATiVEVKqc6VE51KEZTWS2NZdWHPV09a+bpSQ7QNtRNR7yXgUyczkQfiVway7ZxHIdsIU9fcoiuzL6/XFAchXDSS6BLJ6LqRG2dhrURvGltdxEaDSNbDD56sqNXJN18zgC909P8zyUf49zJCw/ruIQQQgghACZXFYsoDTXkRqQBOve28fRNSJMuN1EdBf+wzuMfbNvr+c+2b5AA2+uMBNjEG8rPlt/Jj578y2HtY2J5EzMbJlATriCge9k6vJXM2ofxGAau67Ji5zr+veVpAPw5g9gWHzO2V1K+y0+00zvqNLq+icVvN2RUhTgejY3V8//e8jHi2RT/3vI0z+3ayK7BXuLZJMtP2kUg7WHMUxEa1oRH5GY7FLqpMnZlGWNXlhWDSQGbTLlJqrJAqrJAa1ULm6q3kQ9Z5LzmiJFYL9cUqqG+vIqGsmoqg2VUh2M0RKtoLq+jNlxJc3ndfqdEnjlhPp879z8YyiT25AsrZLAdB5/uoSYc46QxMw+rKmljWTU/fevneKJlNX2pIXJWAcdx2NK3k3RqkFkXTUfXdDyaQcDjI+TxE/YGifiCBHQfG9a8wBmLTyPsDxLyBAj7ggQ9PlTllVc+BnBdl13xHloGOunPDDOUSTKcTdCfjjOQGqY/MUwinyJZyJBzCqXnaY6KP2vgG9Ix4gqKU8yZqZkqoZTGgq56wj3FgJ6rgZ5TCfUXHysuowbNDtZwfY7tpw1xw+IrJbgmhBBCiCMm5A0ws2oCO0/tonnVyNHzVduDvDQz7qWfnsqORUOsvbSntOxrD/6crz34cwC+f9knOWPC/Neq6eJVIgE28YaiKQeuzBLq9zD/jjqMjIZtOBSCxREpKMXpan0TEjze8Ay5qE3BY+HoLv98ZCWuAriAAuEeDyf9toFIj3fE9K3RZMMmG9/Uz5LJi6TEsjiuRf0h3jbnXN4259zSso09LfzxuX/x78jTbDlngDHPRKnaFiDc5yU4YGDkD61aEoCRK06TDA56qNq+dyVIF7c4JTJQnBppeRxsj8NwfQ5XhULQpL18J9uqdpCLWGT8Jq5SDMh5FJ2xZfU0VdbSGK1mfEUjY2N1NJXVUB6IjAhQlQciLHwVcyYuGjubRWNnH/LzTNMkv7WP2XWTSrkhXdfFcmxydgHTtrAcG0VR0BQVRVHQVQ2v7kFTRw/AWY7NzsEuvnTfT1jXu7203FvQ8WZ1vHENz5CKN60Ty2jUZsvwpnT8wzrBAQ/+hH5YQbJXqndSmlXv7mJirJFrT7zkNX99IYQQQry+ffycd/EffV9h1ZVdnHBn7b5zEjsKY1ZFRwTYXuo3z97LvMZphL2HXg1eHDskwCbeUK47+VKuO/nS0mPXdUnk0lz7x5vZMdgBQKqygCelEe73jrqP5pVlpZ9Vv8rsP85m7VVrcbJOcZ+KCy4HDKwBDDVkWXVNN4GIn8+e+95XfmBCHKOm1YzjKxd+kC+e/z5+/ew93Bl+mGdP7iyt92c9BIZ1jGEV1VRAAVd1cfVivDowWJwOWLUtcFC/U1D83fPkNDy5kcG7mi2hUbd3VHfPaLiqAomaBOsqB3mmei3JSK60na5o1IeqGFtZx5hYHc3ltdSGK2mIVh+RKZX7kzXzDGbiDGeTJHJpkvkMOTNPziownE0ylE0wlEkwnE2RyqTpjQ/w4589QNbKk7dNCo6Jw75H9b3IoxiEDD9+3YvjOuRtE9OxSFs5HIrnuEnLYkx4IoYvqY869fdocClWny0EbLJlFsMNObrmpOgbm2ZB/TRuu/RjRyxXnxBCCCHEi+Y1TuOrF36Qryg/Y+n4nYxfWkbzyuiogTYjrzLl4Qo2nzMAQKjXQ2jQQ/fUFCt3beTUH/wHAJfNOosLp57CSWNmStXz44xcbYo3NEVRiPpD3HjaO/jY3/+ntHzZx3dS1uGjrNWLL6FT0RIg0u1FNw88vWp/ozRMr028Ps9QY5aeWWl6x6WZWN7Idy7/BOWByBE5JiGORYamc/3Jl3H9yZcRz6bYOdxF21AxcX13coDhbJJcIQ+KgqHr6KqOosCmzhaeWNRGxa4AY5ZHiLX5CQwb6Hn1iI2IUh2F0ICH0IAHNo9cZxkO6coC6ZhJtswkVZlnS+VWVtdtJBnO4+6eiqoAMW+UxrIa6sorifmjaKrKlOpmqsMxJlQ0UhksO2BbelODrNi5jm397XQl+ukY7KVtuJuEmR51e8UFX97Am9ExEipGUsWwVJrPrCZ+zxCxdADNVNBMFc1SUC0F1S5O0QRK7Xc0F9soBqlMv41tOOBCmeVBtbwY2QihAQ/lbb5XNOrwULm4FII2tu7i6C65iEWyKo/pd7ANh3SlSWJsAUd3Mb02eY81Ylqwoeic0DCFT59wHudMPumwp8YKIYQQQuzLJTNOZ3rNeH7w+J9YGlvJC5f2Eu33oacUpv6rksrW4qg0xVWY8a9qZvyresTzTa9N76Q0W84aYGhMjrteWMpdLywlYPj44OK3oasasUCEWXUTaYhWj9YEcYyQAJsQwNmTTmT1x/9IT3KA1qEuNva0sK57O2vbtrA111vabuyKMub9dd+5mV4uH7DonZymb0KGoSl54mVZUIo3f/Map/Kx2Wdy3uSTZWSFeEOJ+kPM9k9idt2kA27rui7Ld67l50/dzXONG0tjsFRHIRz3EejWCPYWg2P+YR1PRsOb1vGmNPScetCj3vZFN1WiXb4RiWtLbVNcshGLTKw4+i0dKzAY66Yz1kHf2NEDYp8/9zqunHte6XFvapBn2tazpmMLK1vXsyNeHN0XTnrx9+v4BnQaBvxMGorgSxSPz5PRMLIauqmi2HuPllX9KrOvnM3ah/aMrD2aXMUlG7XIlJvkQxbZqIWjubiqi627mIFiNdnkmAKW4aC4CrbmYOr2iP0oKPhUD17NoD5axYn14wl7A4R3V5aO+kKU+cNUhcppLq+T86oQQgghXjMTKhv57mWfYMdAB0+2rKZlsIPlLS+wsraLs781dkSBu5cz8hoN6yI0rItQ8Nk88+4OeienMTMmP3jwD9iai60Wr+lOGTuHtZ1buHr+RYyN1eG4LmdNXEDQ43+tDlXsh1x9CrGboijURiqpjVRycvMsHNfhtyvv4zfP3Et/dhgAI3fwoyBcXO7/4jYcfeS0LEPVmVQxBoB/bVrOsm2r8OoefLoHj27g0Qy8ugevbmBoOh5Nx6t78OgeDFVD13R8uge/UawEGDB8BD1+wr6AjNIQrzuKonDK2DmcMnYOyXyGrX1t9KWGGMzE2TnUTdtgF639nbSke7F5WTDJBa+po9kqRl7DyKh4+1T8wwbBIQNfXMeX1AkMGfgS+iEH4xRXIRA3CMQNKlv25MuwdId7vr4Z/7DOuf9vAtkykyevbycTM/n6Q78gkUvRlx7m6e1raU10ARAZ8lG+xcuC7fXUbA7izRz7H8+5kEU2alII2ORDNvmwRS5sUQjYmH4HM+KQL7dJhwqli0IoTkPVVQ1VUTBUnag3xITYGCbXNBP1hbAcG49mUBepJOjxoasaFcEymspqXtVpuEIIIYQQh2t8RQPjKxoA6EkOcNkvPs7j/9XGCb+vJdZ+4CCYJ6dx6v+NGbHMxWXLWQPsPDHOc/H15KIW/7u72vyLLp5+Kj3JQebWT+YDi67AoxtH7qDEQTv2r+CFOEq+8+jv+c3KfwKw8DcNVG4PHNJNr4LCSb9rYGBsBiNbLJhge1wsj0NKHyBu9GF7XBwvOF4XxyhO0XJ0F1t3sDUHW3WxNZuDmQnnUXRm103imoWXcPqEea/0sIU4ZoW9AeY1Th11neXYpRxkL+Yji+dSpAtZsmaerJljOJuia7iPruF+WjP9WO6eEVK6pREe8hJqLyblDw4ahHu8hHs9hzwlcs1l3bgqzPpHDbqpEu7zMueuGp67qhtFU/i/h/+GN6NTttXDiVvqqd4WxJs+Pj6OHc1loDnDjlOH6ZiVGLHOp3qo8EUpC5YRCYQoD4SpCpZTF6lkTHkt9ZEqygMRor6Q5BMRQgghxOteTbiC37zrq3zh3h/x6I2txDoDlLV48Q8buGrxvrBmS4iKVv9+U58oKExZWsmUpZVAMYXJ+gt72X7aUGmbf254AoCV7Rv4+Yq7uXzW2dSEKwh6fDSX1+HRDcbFioG/WCAiI/1fJfKuCrEP02snlH5ueOGV5UerXx+mfv3hVwZ1tGLQzVXB1h0cw8UyHCyfg+Ut/s2Um7TO3smNnbdyyfTT+eL518toD/GGoasaVaFyqkLlB7W94zrEsyn60kN0xvvYOdTNzqFOtna3sWu4l8FCf2lbX94gMGzg69EI9XsIDhiE+7wEhgz88ZHVMR3VoW1+Al9Cp2H9nvNG3aYwF998ZKoEu4qLufv33tFdCn6bQsgmH7QoBG2skEtn3/N0vbkHUyvmU3N8Lo4HXB0c3cXRXBQo5mJzKeZmK4CWVjCyGpqp4CoUA/+6g+VzKVQ4JGI5bNWhLljJ507+D2bWTaDMHyYWiOI3Ri8MI4QQQgjxRjWxsonfvefr/GvTUzy2/Tk2drbQlRlCQUVXNTafO4BhadStCTHrH9UHNaBDN1Xm/KOWOf+opXXBMM+9vWvE+tCwl6UPP00+bFHwWFjavlOGfO+yT3Ji03QCho+cVSCeTZIx86iKQlWoXKaeHiIJsAmxD9948BcAjFkZJRM1CcSP3jBb1VZQ7RdH0ex7NM3Ex2LsXBDnvrc9QSwQ4aYz3/XaNFCI44yqqJQHIpQHIkyuat5rfc4ssGNgF61DnbQP99CTHKB9sIed/V1szXWPyAUXSnrx9+gEBnQGmrO4mkvdCyGyERN/4tDPG67iMlyfI1GbJxu1SMcKZKstcjGbvN8ib1jsazarT/UQ1H30pjuoPL+cmC+I3+vFb3jx6AaGquPRDDS1eB6xHbtYgdOxyZl5Uvks8UyKnJlHQcHvKT4v5A9QFSynOVbH3PrJTKsZJ1PShRBCCCEOgq5qvGn6abxp+mkjltuOw5rOLaxs38Cvfffw8MxWalYHiPR4i1/uJnS8aZ1Q/74HTTSvjFK9LUjBb6NZCqF+z8u+/HXJh4ppPNIVJlvOHGC4IQe7L+P+667bAPCrHrJOYa/9V/ijjC2vJ+grpiSqCVVQG66gzB8mbWbBhTMnLiBdyDCYSaAqKlOqmt+wU1QlwPY6t65rO99/7I/omkZNuGL3cFCDWCDCmPJaor4QyXyGZD5N3ipgOw6qoqKqKri7q+MpSjEHmGYQ8Pjw6R68uoeA4SXoDeDTPaiKiqa+vm62PnX2NfzosT/TtqCftgVxwkkv4Z0egv1GKWdTIO9hyExhem3U3P4riL4WFBTGriwjH7L4jXovF05bzLSacUe1TUIcj3yGh+m145leO36vdXmrwK7hXroSfXTE+2gb7qYj3ktbXzd2Kg82tCwepv3kBDPvrmbc02X7ze/mKi7xujwDYzMMjMsyMCVL1m8CENED1EWqmFJVt/tiJkLUFyTsDRLw+PBoOhFfiFggQrk/gkc3ME2T++67j4suugjDeGNe3AghhBBCHOs0VWVe41TmNU7lslln8ZuV9/JE9Wq2JHvJO2Zpu/JeP5FWD6F+D9VbgpR37BlVpqAQGC7OthiN6ij4Ewb+hEF5h5/GtRFcxSVTbuIfNugfnyEftMiWW3hTGt6kjp5XsbwOvZPTFAI2PVoHltfBDrlkYxaZQGFE9fZb/v2zvV73k2e9h3fNv+gIvlvHBwmwvc6t2rWRFe3rqFsXYkP1VsyAjaO5ZL0mruoeeAeHIKj5iHhDuwNwBn6vD7/HR1kgTDKf5uyJJ1IRjJIuZEnmMsxrnMakqqYj2oYj6ZIZp3PJjNMZzCRY1b6BNZ1b2dK7k7aBblqye/I3LW1tgc+D4oLXNDDyGnpeRcspaDkFNQeaqaKZClpBRTdVVEtBKyh7lpsqmqWgmgqatedn1VLQbHX3cgXFLv6r2sp+g3mTHqtg23lDPL7jeQmwCXGEeXUPEyobmVDZOOr6rJmnJznAb1b+kzu1h2k/OUHtmiCRbm8x15oLpr9YObN/fIb+aVlyXhMNjenV4zh/7AwWj5vD9JrxBDx7Vy8VQgghhBCvL1Whcj5+5rv5+JnvxnVdhrNJ+tNxtg+082TLajZ37aQl3sN6u4/6TWFm/7XmFc+wUlyF4GBxVFz1tuA+t6vdHBp1uaO62B4HxVYYGJfBNlz0vEohYLPx/D6SNQX+veFpCbCJ1yePqbPo1yMDWa7ikqwqYHscjFyxup5mqii7Y26O5pYCOK6yO/G+UUzEaBtO8efdOYBso5gbrBC0KfhtbE+WnJ4hbQxhe1zMqEPfmDSP73h+r7Z5VYPqQIyKUJRoIETA4yPiC+E3vBiajqao+A0fNZEKZtVOoD5a9ZpPS4oFIpw35WTOm3JyaZnjOgxlknTH+3jg0YeZMms6bfEe2oa7ieeSZAo5CpaJ5djFv5aFadukbRPTzmM7NqZjYTkONvZ+Xn3fDEtDN1UszcH02Cg2eDIauMWTZt5jsXTbSt6/6PIj9VYIIQ6C3/AyNlbPl85/H+dMOok/rvoXzzatJ/eyYfcqKlMqxnDhpBNYOGYms+om4TMkb6IQQgghxBuZoiilVCaTqpq4YOopQLGo130bnuC73j+wbOxOptwfo3ZTiMCQgeIquLjkQzZDTVmgeG/oHzbwpjQ0+8jdQ6uOgporphup2TIyCNe4NsLKd3SiXHzEXu64IgG2NyjFVYj07jshtWa9bEH+8F4vGzFJV5h40hqBIYOhMVkGm7KojkI2ajIY7KHb34njdzHDxYi4o7q4qotpOBSMYoM0VAK6D69mEPGFKAsUk4YXLBPbKQaqDN0g4PUR8Qcp9xcr1kV8QYIeP6ZtEc+lSOUzpApZsmaOrJknbxaf77ou7u6pse5Lp8h6PER8QapDMeojVUR8QXRVI2cW+G3HMpyOpXsO1gXd1lDYHZxU3BFDaA+HUppopmDpNqa+JzinWsVk5SjFbxUUZ88xCCGOjsXj5rB43Bwc16EvNUwil8JxXUJeP9WhmFRwEkIIIYQQB0VXNd488wxOG38C33jolzzoW8Eaekr3nwCWPvrgjWDGg29Yp/mJKNVbgvgTxWvQo53i6PVGruzFa+LFed8vqtoepGr7voejvlw+YDHUlCMdK2D5iiPoCoEMff4kAIqtoO6uhpfWXfo9DlbIxYw4xQp7XgtTt1EdBW/BwMir6DkVLaugZYtTMRVn9wlmd5CqlMVcKVbutMIuuZhNOpgfNWB2ys+bKNvlw5vWRs235OKioOAqLq4CruriqpQCiY7m4mrF17I9xSCjtXu04IujBh3dLU3tVRyllMiyojUw4rVs3eG+r25jydRFB/0eCyFePaqiUhOOUROOHe2mCCGEEEKI41h5IMJtb/4oiVya1R2b6UsPkS7kUBWFmlCM6bXj0VWNeC5FV6KfgUyczngfG7tbeKJ+dXEnLmiuSnjYi5FUMRIqtt8hV+lgGTahDg/hbs+eNEcFFW+qOCIuMGSgmQpGXkO1JUD3UhJge4NyNBfFLo6IcilO97Q9Lq7iglsc9ukCKKA4xSqWmqkWg1hHgTej73MO+MF6McB1uFylOF3WUV10r8rcX81l3TtfwMnuu/wxsGfsmasUp+K+iu/lhiV9uAacNXHBq/YaQgghhBBCCCGOjogvyOkT5u1zfU24gslVzSOWdSX62dK3k57kIKZj0TbUzXA2yXA6QcDrpz5ahaHpbO1tY2d/F3mrQN7OkbUKFFxzxL40WyWQ8jDrr1XUbjq8e/XXCwmwvc6pikLBsHj4860YKRU9oWB5HPonZgDwFnRM3T7oKYyao6LZKrqlFpP554rJ+BULjLiKkdNGJO03MhrVW4OE+zwjcrodjaGoRyK4BsUAmV4o7ktVVFTl2InaO6rL5rP72XbGEDee+g7GxuqPdpOEEEIIIYQQQhwD6iKV1EUqX9FzU/kM3ckBOuN9FGyTntQgtz7ya1Zf0U0g5cHdnbc9HS5QodQe4ZYfHyTA9jp34bTFFGyzGJXOpkjkUgwkhzHjPbx17jmEPAGCHj8RXxC/4UVTNRzXwXYclN2BI8d1KNgWWTNHziwUo9hWgVQ+S8bMkrdMTNtiMBUnkU2RN00ytknOypM0M6x1e9BtFU9Bx9IdbNUpDkVNqXiGVfxxAyOrYmSL1Tc92WKQTrUVFEfBk9EI9XmO2ui5Q+GoLtkyE8twcLXdo/+sYsVP5SUD3BRXKY4gdIpTW18cJfji40Nlem12nDJE26IE6fIC1598KdeeeMkRPDIhhBBCCCGEEG9UIW+Aid4AEyv3FFC0bIuNPS0YmoFHN/BoOh7N4JSxs49iS48eCbC9zlUGy7hu4aVH7fXzVoGV7RtpGewglc/i0XRURaUz0Ucyn6EvMUhvYpCBXJqklcFyR0/KqNsqkX4fniEVLV8cIedNFQNyUJzy6u4ujKLaSjFQl9HwpDU8GQ0jq6KbKo7mYvocTL+N5XUwvQ62p5jfzFWLudFG2J2LTbMUvCmdwJCBP66j51UUR0EJOAyZKfrHZOhpStJyRpycz+RwKI6CYavou6uEaqaCWtj911TA3t0sDRyPixlyiJdnURWVC6afwrvnX8y0mnGH1QYhhBBCCCGEEGJ/rpFBHSNIgE28qry6p1RF72CYtkUilyJvmdiujWXbDGTibOhpoXWwg8FMgkw+RyafYzAVJ2PmADA0HV3VcIGCbZK1cmTsgyt9qisaXtUoTffcU9ugOKnUcV0KjknOKYy+g9bNcD34VA8XTFvMkmmLCHr8aIqG7dqYtoXjujiuU6qd4LgOlm1jOXbxZ+fF7RxyZoGclSdr5slZhdKowZxVwLTN3fty0VUVj24Q9YUYX9HIqePmvuLhvkIIIYQQQgghhHjlJMAmjimGplMRLBuxbFxFAwuaph/yvizHJr57amwynyZnFdBVjbA3SMQXJOjxEfD40VXtoPaXKeToSvTTlx4iU8hhOza4LmufW8OFZ57HpJpmDE1+pYQQQgghhBBCiDcaiQaI1y1d1agIlu0VsHulAh4fEyobmVDZWFpmmiaZzb1MqhojwTUhhBBCCCGEEOINSj3aDRBCCCGEEEIIIYQQ4ngmATYhhBBCCCGEEEIIIQ6DBNiEEEIIIYQQQgghhDgMEmATQgghhBBCCCGEEOIwSIBNCCGEEEIIIYQQQojDIAE2IYQQQgghhBBCCCEOgwTYhBBCCCGEEEIIIYQ4DBJgE0IIIYQQQgghhBDiMEiATQghhBBCCCGEEEKIwyABNiGEEEIIIYQQQgghDoME2IQQQgghhBBCCCGEOAwSYBNCCCGEEEIIIYQQ4jBIgE0IIYQQQgghhBBCiMMgATYhhBBCCCGEEEIIIQ6DBNiEEEIIIYQQQgghhDgMEmATQgghhBBCCCGEEOIwSIBNCCGEEEIIIYQQQojDIAE2IYQQQgghhBBCCCEOgwTYhBBCCCGEEEIIIYQ4DBJgE0IIIYQQQgghhBDiMEiATQghhBBCCCGEEEKIwyABNiGEEEIIIYQQQgghDoN+tBtwLHFdF4BEInGUWyKOF6ZpkslkSCQSGIZxtJsjjmPSl8SRIn1JHCnSl8SRIP1IHCnSl8SRIn1JHKoXY0Qvxoz2RQJsL5FMJgFoamo6yi0RQgghhBBCCCGEEMeKZDJJNBrd53rFPVAI7g3EcRw6OzsJh8MoinK0myOOA4lEgqamJtrb24lEIke7OeI4Jn1JHCnSl8SRIn1JHAnSj8SRIn1JHCnSl8Shcl2XZDJJfX09qrrvTGsygu0lVFWlsbHxaDdDHIcikYicnMURIX1JHCnSl8SRIn1JHAnSj8SRIn1JHCnSl8Sh2N/ItRdJkQMhhBBCCCGEEEIIIQ6DBNiEEEIIIYQQQgghhDgMEmAT4jB4vV5uvvlmvF7v0W6KOM5JXxJHivQlcaRIXxJHgvQjcaRIXxJHivQl8WqRIgdCCCGEEEIIIYQQQhwGGcEmhBBCCCGEEEIIIcRhkACbEEIIIYQQQgghhBCHQQJsQgghhBBCCCGEEEIcBgmwCSGEEEIIIYQQQghxGCTAJsRB+vrXv84pp5xCIBCgrKxs1G0URdnr75/+9KcR2yxbtox58+bh9XqZOHEiv/rVr179xotjysH0pba2Ni6++GICgQDV1dV88pOfxLKsEdtIXxIvN3bs2L3OQf/93/89Ypu1a9dy2mmn4fP5aGpq4tZbbz1KrRXHsh/96EeMHTsWn8/HwoULeeaZZ452k8Qx7stf/vJe55+pU6eW1udyOW644QYqKioIhUJcccUV9PT0HMUWi2PFY489xiWXXEJ9fT2KonD33XePWO+6Ll/60peoq6vD7/dz7rnnsnXr1hHbDA4OcvXVVxOJRCgrK+O6664jlUq9hkchjrYD9aNrr712r3PUBRdcMGIb6UficEmATYiDVCgUeNvb3sYHP/jB/W53++2309XVVfp76aWXlta1tLRw8cUXc9ZZZ7F69Wo++tGPcv311/PAAw+8yq0Xx5ID9SXbtrn44ospFAo89dRT/PrXv+ZXv/oVX/rSl0rbSF8S+/KVr3xlxDnoxhtvLK1LJBKcf/75NDc3s2rVKm677Ta+/OUv87Of/ewotlgca+644w5uuukmbr75Zp577jnmzJnDkiVL6O3tPdpNE8e4GTNmjDj/PPHEE6V1H/vYx7jnnnv4y1/+wqOPPkpnZyeXX375UWytOFak02nmzJnDj370o1HX33rrrXz/+9/npz/9KStWrCAYDLJkyRJyuVxpm6uvvpr169fz4IMPcu+99/LYY4/x/ve//7U6BHEMOFA/ArjgggtGnKP++Mc/jlgv/UgcNlcIcUhuv/12NxqNjroOcO+66659PvdTn/qUO2PGjBHL3v72t7tLliw5gi0Ux4t99aX77rvPVVXV7e7uLi37yU9+4kYiETefz7uuK31JjK65udn9zne+s8/1P/7xj93y8vJSP3Jd1/30pz/tTpky5TVonThenHTSSe4NN9xQemzbtltfX+9+85vfPIqtEse6m2++2Z0zZ86o64aHh13DMNy//OUvpWUbN250AXf58uWvUQvF8eDl19KO47i1tbXubbfdVlo2PDzser1e949//KPruq67YcMGF3CfffbZ0jb333+/qyiK29HR8Zq1XRw7Rrsnu+aaa9y3vOUt+3yO9CNxJMgINiGOsBtuuIHKykpOOukkfvnLX+K6bmnd8uXLOffcc0dsv2TJEpYvX/5aN1Mcw5YvX86sWbOoqakpLVuyZAmJRIL169eXtpG+JEbz3//931RUVHDCCSdw2223jZhavHz5ck4//XQ8Hk9p2ZIlS9i8eTNDQ0NHo7niGFMoFFi1atWI84uqqpx77rlyfhEHtHXrVurr6xk/fjxXX301bW1tAKxatQrTNEf0q6lTpzJmzBjpV2K/Wlpa6O7uHtF3otEoCxcuLPWd5cuXU1ZWxoIFC0rbnHvuuaiqyooVK17zNotj17Jly6iurmbKlCl88IMfZGBgoLRO+pE4EvSj3QAhXk++8pWvcPbZZxMIBPj3v//Nhz70IVKpFB/5yEcA6O7uHhE0AaipqSGRSJDNZvH7/Uej2eIYs69+8uK6/W0jfemN7SMf+Qjz5s0jFovx1FNP8dnPfpauri6+/e1vA8V+M27cuBHPeWnfKi8vf83bLI4t/f392LY96vll06ZNR6lV4niwcOFCfvWrXzFlyhS6urq45ZZbOO2001i3bh3d3d14PJ698o7W1NSUPteEGM2L/WO0c9JLr4mqq6tHrNd1nVgsJv1LlFxwwQVcfvnljBs3ju3bt/O5z32OCy+8kOXLl6NpmvQjcURIgE28oX3mM5/hW9/61n632bhx44gkvfvzxS9+sfTzCSecQDqd5rbbbisF2MTr15HuS0K86FD61k033VRaNnv2bDweDx/4wAf45je/idfrfbWbKoR4A7vwwgtLP8+ePZuFCxfS3NzMn//8Z/nSRwhx1L3jHe8o/Txr1ixmz57NhAkTWLZsGeecc85RbJl4PZEAm3hD+/jHP8611167323Gjx//ive/cOFCvvrVr5LP5/F6vdTW1u5VMaunp4dIJCIXn8e5I9mXamtr96rY92K/qa2tLf0rfemN4XD61sKFC7Esi9bWVqZMmbLPfgN7+pZ4Y6usrETTtFH7ifQRcSjKysqYPHky27Zt47zzzqNQKDA8PDxiFJv0K3EgL/aPnp4e6urqSst7enqYO3duaZuXF2GxLKcsJVoAAAqRSURBVIvBwUHpX2Kfxo8fT2VlJdu2beOcc86RfiSOCAmwiTe0qqoqqqqqXrX9r169mvLy8tLIkUWLFnHfffeN2ObBBx9k0aJFr1obxGvjSPalRYsW8fWvf53e3t7SUPUHH3yQSCTC9OnTS9tIX3pjOJy+tXr1alRVLfWjRYsW8fnPfx7TNDEMAyj2mylTpsj0UAGAx+Nh/vz5PPzww6Uq2I7j8PDDD/PhD3/46DZOHFdSqRTbt2/n3e9+N/Pnz8cwDB5++GGuuOIKADZv3kxbW5t8bon9GjduHLW1tTz88MOlgFoikWDFihWlauyLFi1ieHiYVatWMX/+fAAeeeQRHMdh4cKFR6vp4hi3a9cuBgYGSoFb6UfiSJAAmxAHqa2tjcHBQdra2rBtm9WrVwMwceJEQqEQ99xzDz09PZx88sn4fD4efPBBvvGNb/CJT3yitI///M//5Ic//CGf+tSn+I//+A8eeeQR/vznP/PPf/7zKB2VOBoO1JfOP/98pk+fzrvf/W5uvfVWuru7+cIXvsANN9xQCtZKXxIvt3z5clasWMFZZ51FOBxm+fLlfOxjH+Nd73pXKXj2zne+k1tuuYXrrruOT3/606xbt47vfe97fOc73znKrRfHkptuuolrrrmGBQsWcNJJJ/Hd736XdDrNe9/73qPdNHEM+8QnPsEll1xCc3MznZ2d3HzzzWiaxlVXXUU0GuW6667jpptuIhaLEYlEuPHGG1m0aBEnn3zy0W66OMpSqRTbtm0rPW5paWH16tXEYjHGjBnDRz/6Ub72ta8xadIkxo0bxxe/+EXq6+tLXwJMmzaNCy64gPe973389Kc/xTRNPvzhD/OOd7yD+vr6o3RU4rW2v34Ui8W45ZZbuOKKK6itrWX79u186lOfYuLEiSxZsgSQfiSOkKNdxlSI48U111zjAnv9Xbp0qeu6xTLOc+fOdUOhkBsMBt05c+a4P/3pT13btkfsZ+nSpe7cuXNdj8fjjh8/3r399ttf+4MRR9WB+pLrum5ra6t74YUXun6/362srHQ//vGPu6ZpjtiP9CXxUqtWrXIXLlzoRqNR1+fzudOmTXO/8Y1vuLlcbsR2a9ascU899VTX6/W6DQ0N7n//938fpRaLY9kPfvADd8yYMa7H43FPOukk9+mnnz7aTRLHuLe//e1uXV2d6/F43IaGBvftb3+7u23bttL6bDbrfuhDH3LLy8vdQCDgXnbZZW5XV9dRbLE4VixdunTU66JrrrnGdV3XdRzH/eIXv+jW1NS4Xq/XPeecc9zNmzeP2MfAwIB71VVXuaFQyI1EIu573/teN5lMHoWjEUfL/vpRJpNxzz//fLeqqso1DMNtbm523/e+97nd3d0j9iH9SBwuxXVd97UN6QkhhBBCCCGEEEII8fqhHu0GCCGEEEIIIYQQQghxPJMAmxBCCCGEEEIIIYQQh0ECbEIIIYQQQgghhBBCHAYJsAkhhBBCCCGEEEIIcRgkwCaEEEIIIYQQQgghxGGQAJsQQgghhBBCCCGEEIdBAmxCCCGEEEIIIYQQQhwGCbAJIYQQQgghhBBCCHEYJMAmhBBCCCFGaG1tRVEUVq9e/arsX1EU7r777ldl30IIIYQQR4ME2IQQQgghjjHXXnstl1566VF7/aamJrq6upg5cyYAy5YtQ1EUhoeHj1qbhBBCCCGOZfrRboAQQgghhDi2aJpGbW3t0W6GEEIIIcRxQ0awCSGEEEIcRx599FFOOukkvF4vdXV1fOYzn8GyrNL6M888k4985CN86lOfIhaLUVtby5e//OUR+9i0aROnnnoqPp+P6dOn89BDD42YtvnSKaKtra2cddZZAJSXl6MoCtdeey0AY8eO5bvf/e6Ifc+dO3fE623dupXTTz+99FoPPvjgXsfU3t7OlVdeSVlZGbFYjLe85S20trYe7lslhBBCCPGakQCbEEIIIcRxoqOjg4suuogTTzyRNWvW8JOf/IRf/OIXfO1rXxux3a9//WuCwSArVqzg1ltv5Stf+UopsGXbNpdeeimBQIAVK1bws5/9jM9//vP7fM2mpibuvPNOADZv3kxXVxff+973Dqq9juNw+eWX4/F4WLFiBT/96U/59Kc/PWIb0zRZsmQJ4XCYxx9/nCeffJJQKMQFF1xAoVA4lLdHCCGEEOKokSmiQgghhBDHiR//+Mc0NTXxwx/+EEVRmDp1Kp2dnXz605/mS1/6Eqpa/O509uzZ3HzzzQBMmjSJH/7whzz88MOcd955PPjgg2zfvp1ly5aVpoF+/etf57zzzhv1NTVNIxaLAVBdXU1ZWdlBt/ehhx5i06ZNPPDAA9TX1wPwjW98gwsvvLC0zR133IHjOPz85z9HURQAbr/9dsrKyli2bBnnn3/+ob1JQgghhBBHgQTYhBBCCCGOExs3bmTRokWlQBTA4sWLSaVS7Nq1izFjxgDFANtL1dXV0dvbCxRHoTU1NY3IsXbSSSe9au1tamoqBdcAFi1aNGKbNWvWsG3bNsLh8IjluVyO7du3vyrtEkIIIYQ40iTAJoQQQgjxOmMYxojHiqLgOM4Rfx1VVXFdd8Qy0zQPaR+pVIr58+fz+9//fq91VVVVh9U+IYQQQojXigTYhBBCCCGOE9OmTePOO+/Edd3SKLYnn3yScDhMY2PjQe1jypQptLe309PTQ01NDQDPPvvsfp/j8XiAYv62l6qqqqKrq6v0OJFI0NLSMqK97e3tdHV1UVdXB8DTTz89Yh/z5s3jjjvuoLq6mkgkclDHIIQQQghxrJEiB0IIIYQQx6B4PM7q1atH/H3/+99Pe3s7N954I5s2beLvf/87N998MzfddFMp/9qBnHfeeUyYMIFrrrmGtWvX8uSTT/KFL3wBYMTU05dqbm5GURTuvfde+vr6SKVSAJx99tn89re/5fHHH+eFF17gmmuuQdO00vPOPfdcJk+ezDXXXMOaNWt4/PHH9yqocPXVV1NZWclb3vIWHn/8cVpaWli2bBkf+chH2LVr1yt564QQQgghXnMSYBNCCCGEOAYtW7aME044YcTfr371q9x3330888wzzJkzh//8z//kuuuuKwXIDoamadx9992kUilOPPFErr/++lLQy+fzjfqchoYGbrnlFj7zmc9QU1PDhz/8YQA++9nPcsYZZ/CmN72Jiy++mEsvvZQJEyaUnqeqKnfddRfZbJaTTjqJ66+/nq9//esj9h0IBHjssccYM2YMl19+OdOmTeO6664jl8vJiDYhhBBCHDcU9+WJM4QQQgghxBvKk08+yamnnsq2bdtGBMiEEEIIIcTBkQCbEEIIIcQbzF133UUoFGLSpEls27aN//qv/6K8vJwnnnjiaDdNCCGEEOK4JEUOhBBCCCHeYJLJJJ/+9Kdpa2ujsrKSc889l//5n/852s0SQgghhDhuyQg2IYQQQgghhBBCCCEOgxQ5EEIIIYQQQgghhBDiMEiATQghhBBCCCGEEEKIwyABNiGEEEIIIYQQQgghDoME2IQQQgghhBBCCCGEOAwSYBNCCCGEEEIIIYQQ4jBIgE0IIYQQQgghhBBCiMMgATYhhBBCCCGEEEIIIQ6DBNiEEEIIIYQQQgghhDgM/x+V1wNJza8emQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map Visualization\n", + "fig, ax = plt.subplots(1, 1, figsize=(15, 20))\n", + "terrestrial_eco_regions.boundary.plot(ax=ax, linewidth=1, color='seagreen')\n", + "terrestrial_eco_regions.plot(ax=ax, marker='o', color='purple', markersize=5)\n", + "plt.title('Geographical Distribution of Terrestrial Eco Regions', fontsize=10)\n", + "plt.xlabel('Longitude', fontsize=10)\n", + "plt.ylabel('Latitude', fontsize=10)\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e0fc8aaf-8660-4974-a4cf-60339ec37271", + "metadata": {}, + "source": [ + "#### Area analysis and graphical representations of the Terrestrial Eco Regions" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "503cf2fb-67ac-4711-a812-334bf99bd0b3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 14351.000000\n", + "mean 1.100562\n", + "std 11.684997\n", + "min 0.000010\n", + "25% 0.000767\n", + "50% 0.003200\n", + "75% 0.025996\n", + "max 666.035610\n", + "Name: Shape_Area, dtype: float64" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Area Analysis\n", + "terrestrial_eco_area_statistics = terrestrial_eco_regions['Shape_Area'].describe()\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(terrestrial_eco_regions['Shape_Area'], bins=30, color=\"seagreen\", kde=True)\n", + "plt.title('Distribution of Terrestrial Eco Regions (Areas)', fontsize=10)\n", + "plt.xlabel('Shape Areas', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.grid(False)\n", + "terrestrial_eco_area_statistics" + ] + }, + { + "cell_type": "markdown", + "id": "2b28fa10-c281-4209-8bc8-ac3d00da5b9e", + "metadata": {}, + "source": [ + "#### Perimeter analysis and graphical representations of the Terrestrial Eco Regions" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "42036847-07a2-40b2-8ec0-31643615ef8f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 14351.000000\n", + "mean 3.526590\n", + "std 17.193675\n", + "min 0.012291\n", + "25% 0.139289\n", + "50% 0.317556\n", + "75% 1.042303\n", + "max 718.632643\n", + "Name: Shape_Length, dtype: float64" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Perimeter Analysis\n", + "terrestrial_eco_perimeter_stats = terrestrial_eco_regions['Shape_Length'].describe()\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(terrestrial_eco_regions['Shape_Length'], bins=30, color='purple', kde=True)\n", + "plt.title('Distribution of Terrestrial Eco Regions (Perimeters)', fontsize=10)\n", + "plt.xlabel('Perimeter Lengths', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.grid(True)\n", + "terrestrial_eco_perimeter_stats" + ] + }, + { + "cell_type": "markdown", + "id": "8ebbd2de-9942-446c-b845-64385bb0f835", + "metadata": {}, + "source": [ + "#### Frequency of the different Realm i.e Neotropics and Nearctic of the Terrestrial Eco Regions" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "0b053c14-2609-4977-b126-e4c805b407e8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "REALM_1\n", + "Nearctic 3393\n", + "Neotropics 3311\n", + "Palearctic 2144\n", + "IndoMalay 1612\n", + "Afrotropics 1285\n", + "Australasia 1249\n", + "Oceania 1104\n", + "Antarctic 253\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of Realm (REALM_1)\n", + "terrestrial_eco_realm_count = terrestrial_eco_regions['REALM_1'].value_counts()\n", + "plt.figure(figsize=(10, 6))\n", + "terrestrial_eco_realm_count.plot(kind='bar', color='skyblue')\n", + "plt.title('Distribution of the REALM_1 attributes in Terrestrial Eco Regions', fontsize=10)\n", + "plt.xlabel('REALM_1', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.xticks(rotation=0, ha='center')\n", + "plt.grid(False)\n", + "terrestrial_eco_realm_count" + ] + }, + { + "cell_type": "markdown", + "id": "648d3b11-1d00-432a-81e3-67a65e2bc8ea", + "metadata": {}, + "source": [ + "#### Terrestrial Eco Regions Scatter Plot for Shape_Length and Shape_Area attributes" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "1a8ea0b8-bb43-47e9-b172-342bf5e1574c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Shape_Length Shape_Area\n", + "0 0.219475 0.002769\n", + "1 0.193289 0.001111\n", + "2 111.951414 6.879188\n", + "3 1.273654 0.019701\n", + "4 0.363068 0.001791\n", + "... ... ...\n", + "14346 0.061822 0.000221\n", + "14347 0.195331 0.001331\n", + "14348 0.120040 0.000570\n", + "14349 0.395223 0.003964\n", + "14350 2.051191 0.039813\n", + "\n", + "[14351 rows x 2 columns]\n" + ] + } + ], + "source": [ + "print(terrestrial_eco_regions[['Shape_Length', 'Shape_Area']])" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "7fa0a79c-3373-41d5-8a0f-335e50373c17", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Terrestrial Eco Regions Scatter plot\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(terrestrial_eco_regions['Shape_Length'], terrestrial_eco_regions['Shape_Area'], alpha=0.7, color=\"orange\")\n", + "plt.title('Shape_Length and Shape_Area Scatter Plot')\n", + "plt.xlabel('Shape Length')\n", + "plt.ylabel('Shape Area')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d250f2e0-a9b9-42be-b500-48c357786bad", + "metadata": {}, + "source": [ + "### CLIMATE" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "af721dce-b2c1-4341-9ab0-4d44a79b009d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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26165 rows × 2 columns

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" + ], + "text/plain": [ + " CLASS_NAME geometry\n", + "0 0 MULTIPOLYGON (((-37.65000 83.50000, -37.65000 ...\n", + "1 0 MULTIPOLYGON (((-38.75000 83.40000, -38.75000 ...\n", + "2 0 MULTIPOLYGON (((-38.60000 83.40000, -38.60000 ...\n", + "3 0 MULTIPOLYGON (((-37.15000 83.40000, -37.15000 ...\n", + "4 5 MULTIPOLYGON (((-40.40000 83.40000, -40.40000 ...\n", + "... ... ...\n", + "26160 1 MULTIPOLYGON (((-26.35000 -58.40000, -26.35000...\n", + "26161 1 MULTIPOLYGON (((-26.65000 -59.00000, -26.65000...\n", + "26162 1 MULTIPOLYGON (((-27.40000 -59.40000, -27.40000...\n", + "26163 1 MULTIPOLYGON (((-27.25000 -59.40000, -27.25000...\n", + "26164 0 MULTIPOLYGON (((172.85000 61.35000, 172.85000 ...\n", + "\n", + "[26165 rows x 2 columns]" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "climate_data = gpd.read_file(r'/home/naza/Downloads/IPCC_ClimateZoneMap_Vector.geojson')\n", + "climate_data" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "fdee3210-de62-4c2b-a112-94c7ff0a8e7e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 26165 entries, 0 to 26164\n", + "Data columns (total 2 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 CLASS_NAME 26165 non-null int64 \n", + " 1 geometry 26165 non-null geometry\n", + "dtypes: geometry(1), int64(1)\n", + "memory usage: 409.0 KB\n" + ] + } + ], + "source": [ + "climate_data.info()" + ] + }, + { + "cell_type": "markdown", + "id": "167af46b-6aec-4857-818a-e6e88188ac23", + "metadata": {}, + "source": [ + "#### Geographical Distribution of Climate Dataset - Data Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "602576f2-d9ca-4e50-b3be-0f2761d551d6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map Visualization\n", + "fig, ax = plt.subplots(1, 1, figsize=(15, 20))\n", + "climate_data.boundary.plot(ax=ax, linewidth=1, color='gray')\n", + "climate_data.plot(ax=ax, marker='o', color='skyblue', cmap='tab20c', markersize=5)\n", + "plt.title('Geographical Distribution of Climate using IPCC CLimate Zones', fontsize=10)\n", + "plt.xlabel('Longitude', fontsize=10)\n", + "plt.ylabel('Latitude', fontsize=10)\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "194ac433-8957-4ca8-a5b8-24facda78c73", + "metadata": {}, + "source": [ + "#### Area analysis and graphical representations of the Climate Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "18d4bdbb-4694-4f84-90c0-29fb58c16a25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 26165.000000\n", + "mean 5.573208\n", + "std 3.500808\n", + "min 0.000000\n", + "25% 3.000000\n", + "50% 5.000000\n", + "75% 9.000000\n", + "max 12.000000\n", + "Name: CLASS_NAME, dtype: float64" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Area Analysis\n", + "climate_area_statistics = climate_data['CLASS_NAME'].describe()\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(climate_data['CLASS_NAME'], bins=30, color=\"gray\", kde=True)\n", + "plt.title('Distribution of Climate (using the CLASS_NAME)', fontsize=10)\n", + "plt.xlabel('CLASS_NAME', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.grid(False)\n", + "climate_area_statistics" + ] + }, + { + "cell_type": "markdown", + "id": "4cad2f62-3f40-4833-a746-1adc2099fb03", + "metadata": {}, + "source": [ + "#### Mapping Climate Zones with the Biodiversity Hotspots" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "4de6a91a-6e66-450a-9a07-92e82845b3e2", + "metadata": {}, + "outputs": [], + "source": [ + "climate_zone_mapping = {\n", + " 0 : \"Warm Temperate Moist\",\n", + " 1 : \"Warm Temperate Dry\",\n", + " 2 : \"Cool Temperate Moist\",\n", + " 3 : \"Cool Temperate Dry\",\n", + " 4 : \"Tropical Moist\",\n", + " 5 : \"Polar Dry\",\n", + " 6 : \"Boreal Moist\",\n", + " 7 : \"Tropical Dry\",\n", + " 8 : \"Tropical Montane\",\n", + " 9 : \"Tropical Wet\",\n", + " 10: \"Not Defined\",\n", + " 11: \"Boreal Dry\",\n", + " 12: \"Polar Moist\",\n", + "}\n", + "\n", + "# Replace the numbers in the CLASS_NAME column with their corresponding names\n", + "climate_data['CLASS_NAME'] = climate_data['CLASS_NAME'].replace(climate_zone_mapping)" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "ce6a9103-3b52-46b4-b975-8b21d1f4814f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Assuming 'climate_data' is a Pandas DataFrame\n", + "\n", + "climate_unique_classes = climate_data['CLASS_NAME'].unique()\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(15, 20))\n", + "biodiversity_hotspot.boundary.plot(ax=ax, linewidth=1, color='black')\n", + "\n", + "# Use 'climate_data' to plot the data\n", + "climate_data.plot(column='CLASS_NAME', ax=ax, legend=True, cmap='tab20c', legend_kwds={'title': \"CLIMATE ZONES\", 'bbox_to_anchor': (1, 1), 'loc': 'upper left'})\n", + "\n", + "plt.title('IPCC Climate Zones classifications', fontsize=10)\n", + "plt.xlabel('Longitude', fontsize=10)\n", + "plt.ylabel('Latitude', fontsize=10)\n", + "plt.grid(False)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "65a13d9e-c5e5-4431-afb3-f76ae8f95d51", + "metadata": {}, + "source": [ + "### OBSERVATION\n", + "\n", + "By mapping the climate zones using the provided classification, we can gain valuable insights into the geographical distribution of different climate types on the map. Here are some notable observations:\n", + "\n", + "1. Warm Temperate Zones: Regions classified as \"Warm Temperate Moist\" and \"Warm Temperate Dry\" (coded as 0 and 1) are visible in several areas. These zones are often associated with moderate temperatures, and we can observe their presence in various parts of the map.\n", + "\n", + "2. Cool Temperate Zones: Climate zones categorized as \"Cool Temperate Moist\" and \"Cool Temperate Dry\" (coded as 2 and 3) are distinguishable, particularly in the northern latitudes of North America, Europe, and Asia. These regions typically experience cooler temperatures.\n", + "\n", + "3. Tropical Zones: The \"Tropical Moist,\" \"Tropical Dry,\" \"Tropical Montane,\" and \"Tropical Wet\" zones (coded as 4, 7, 8, and 9) are prominently displayed in areas such as the Amazon basin, central Africa, Southeast Asia, and other equatorial regions. These zones signify warm and humid climates and are associated with high biodiversity.\n", + "\n", + "4. Polar and Boreal Zones: The map reveals \"Polar Dry,\" \"Boreal Moist,\" and \"Boreal Dry\" zones (coded as 5, 6, and 11) in the northernmost regions of North America, Europe, and Asia. These areas are characterized by cold and harsh conditions, including polar deserts and boreal forests.\n", + "\n", + "5. Polar Moist Zones: The \"Polar Moist\" zone (coded as 12) is also visible in some extreme northern latitudes, indicating areas with milder, yet still cold, climates.\n", + "\n", + "The comprehensive classification of climate zones enhances our understanding of the diverse environmental conditions across the globe. It demonstrates the significance of these climate types and their potential influence on biodiversity and ecosystem characteristics, reinforcing the importance of preserving and studying these areas for conservation and scientific research." + ] + }, + { + "cell_type": "markdown", + "id": "caf8d1ff-ce85-44c2-b033-6ad148379a4e", + "metadata": {}, + "source": [ + "### CONCLUSION\n", + "The intersection of biodiversity, terrestrial eco-regions, and climate zones offers a profound understanding of our planet's ecological diversity and the intricate relationships that govern life on Earth. Through the analysis of these three components, we can draw several overarching conclusions:\n", + "\n", + "1. Biodiversity Hotspots: Biodiversity hotspots, characterized by high levels of endemic species and substantial habitat loss, emerge as critical focal points for conservation efforts. These regions are distributed across the globe, with notable hotspots along the western coast of North and Central America, the Andes, South America's Atlantic Forest, southern and eastern Africa, the Western Ghats in India, Southeast Asia, Oceania, and eastern Australia. The presence of biodiversity hotspots underscores the urgency of protecting these areas to preserve Earth's unique and irreplaceable species.\n", + "\n", + "2. Terrestrial Eco-Regions: Terrestrial eco-regions play a vital role in shaping the distribution of biodiversity. Each eco-region has its own distinct set of environmental conditions, ecosystems, and species assemblages. The eco-regions highlighted on the map provide a glimpse into the rich tapestry of terrestrial life, from dense tropical rainforests to arid deserts, from montane habitats to polar landscapes. Recognizing and preserving these eco-regions is essential for safeguarding the diversity of life on our planet.\n", + "\n", + "3. Climate Zones: Climate zones, when classified and visualized, reveal the planet's climatic diversity. The provided classification highlights various climate types, including warm temperate, cool temperate, tropical, polar, and boreal zones. These climate zones are distributed across the globe, shaping the natural habitats and ecological niches that different species inhabit. It is evident that climate significantly influences the types of ecosystems and species that thrive in a particular region.\n", + "\n", + "4. Correlations and Overlaps: The map underscores correlations and overlaps between biodiversity hotspots and specific climate zones. For example, tropical rainforests, known for their high biodiversity, coincide with regions classified as tropical moist and wet. Mountainous areas, characterized by their unique biodiversity, align with montane and cool temperate zones. These correlations highlight the interplay between climate and biodiversity and emphasize the significance of certain climates in hosting diverse life forms.\n", + "\n", + "In summary, the study of biodiversity, terrestrial eco-regions, and climate zones provides essential insights into the complex web of life on Earth. It reinforces the need for conservation efforts that target hotspots, the preservation of eco-regions, and an understanding of the impact of climate on species distribution. Protecting and studying these areas and their interconnections is not only crucial for biodiversity conservation but also for advancing our understanding of our planet's ecological systems and promoting sustainable coexistence with nature." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Outreachy_Naz_Task3/Geospatial_Analysis_Report_Task2.md b/Outreachy_Naz_Task3/Geospatial_Analysis_Report_Task2.md new file mode 100644 index 000000000..96ea9d514 --- /dev/null +++ b/Outreachy_Naz_Task3/Geospatial_Analysis_Report_Task2.md @@ -0,0 +1,42 @@ +## Geospatial Analysis Report + +### Introduction +This project involves conducting a Geospatial Analysis to discern underlying patterns and trends within datasets containing spatial information, with a particular focus on supporting the Sustainable Development Goals (SDG) prototype mapping. To accomplish this, we will leverage the power of GeoPandas and other Python-based geospatial libraries to create insightful visualizations in the form of maps.This is a Geospatial Analysis to identify patterns (or trends) for datasets (used in the SDG prototype mapping) that contains spatial information. GeoPandas and other geospatial libraries in the Python would be used to provide visualizations (maps). + +### Datasets used in this analysis +1. World Biodiversity Hotspot +2. Terrestrial Ecological Regions +3. Climate + +### Primary Observations from this analysis +By mapping the climate zones using the provided classification, we can gain valuable insights into the geographical distribution of different climate types on the map. Here are some notable observations: + +1. Warm Temperate Zones: Regions classified as "Warm Temperate Moist" and "Warm Temperate Dry" (coded as 0 and 1) are visible in several areas. These zones are often associated with moderate temperatures, and we can observe their presence in various parts of the map. + +2. Cool Temperate Zones: Climate zones categorized as "Cool Temperate Moist" and "Cool Temperate Dry" (coded as 2 and 3) are distinguishable, particularly in the northern latitudes of North America, Europe, and Asia. These regions typically experience cooler temperatures. + +3. Tropical Zones: The "Tropical Moist," "Tropical Dry," "Tropical Montane," and "Tropical Wet" zones (coded as 4, 7, 8, and 9) are prominently displayed in areas such as the Amazon basin, central Africa, Southeast Asia, and other equatorial regions. These zones signify warm and humid climates and are associated with high biodiversity. + +4. Polar and Boreal Zones: The map reveals "Polar Dry," "Boreal Moist," and "Boreal Dry" zones (coded as 5, 6, and 11) in the northernmost regions of North America, Europe, and Asia. These areas are characterized by cold and harsh conditions, including polar deserts and boreal forests. + +5. Polar Moist Zones: The "Polar Moist" zone (coded as 12) is also visible in some extreme northern latitudes, indicating areas with milder, yet still cold, climates. + +### Takeaways and Impacts +1. Biodiversity Preservation: The identification of biodiversity hotspots is a call to action for conservationists and policymakers. These regions are vital reservoirs of unique species and ecosystems. The preservation of hotspots is crucial for safeguarding biodiversity and preventing species loss, which can have far-reaching ecological consequences. + +2. Eco-Regions as Natural Laboratories: Terrestrial eco-regions serve as natural laboratories for the study of ecological processes and the interaction of species with their environments. By recognizing and preserving these eco-regions, we gain valuable insights into the complexities of ecosystems and can inform conservation strategies. + +3. Climate's Role in Shaping Habitats: The mapping of climate zones highlights the fundamental role of climate in shaping terrestrial habitats. It underscores the impact of temperature, precipitation, and other climate variables on the distribution of ecosystems and species. Understanding these climate patterns is essential for assessing the effects of climate change. + +4. Correlations Between Biodiversity and Climate: The observed overlaps between biodiversity hotspots and specific climate zones provide evidence of the interdependence between climate and biodiversity. This relationship emphasizes the vulnerability of biodiversity to climate change and the need for climate-conscious conservation strategies. + +5. Conservation Prioritization: The information derived from the intersection of biodiversity, eco-regions, and climate zones enables informed conservation prioritization. Conservation efforts can be targeted at regions where high biodiversity aligns with threatened habitats or ecosystems vulnerable to climate change. + +6. Educational and Research Value: These maps and analyses serve as valuable educational tools, aiding the understanding of complex ecological systems. They also inspire further research into the intricate relationships between biodiversity, eco-regions, and climate, contributing to the advancement of ecological science. + +7. Global Collaboration: The maps and findings encourage international cooperation for conservation efforts. Biodiversity, eco-regions, and climate patterns are not confined by political boundaries, emphasizing the need for collaborative conservation initiatives and global climate action. + +8. Sustainable Land Use Planning: The data derived from these analyses can inform sustainable land use planning and resource management. It provides a basis for making informed decisions regarding land development, agriculture, and natural resource utilization while considering the ecological significance of specific regions. + +### Summary +The study of biodiversity, terrestrial eco-regions, and climate zones provides essential insights into the complex web of life on Earth. It reinforces the need for conservation efforts that target hotspots, the preservation of eco-regions, and an understanding of the impact of climate on species distribution. Protecting and studying these areas and their interconnections is not only crucial for biodiversity conservation but also for advancing our understanding of our planet's ecological systems and promoting sustainable coexistence with nature. diff --git a/Outreachy_Naz_Task3/Naz_Geospatial_Analysis_Task3.ipynb b/Outreachy_Naz_Task3/Naz_Geospatial_Analysis_Task3.ipynb new file mode 100644 index 000000000..1ca3e285a --- /dev/null +++ b/Outreachy_Naz_Task3/Naz_Geospatial_Analysis_Task3.ipynb @@ -0,0 +1,2254 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "08b6a9eb-5914-40c9-8180-6d7903d5b1d7", + "metadata": {}, + "source": [ + "## Geospatial Analysis\n", + "\n", + "### Introduction\n", + "This project involves conducting a Geospatial Analysis to discern underlying patterns and trends within datasets containing spatial information, with a particular focus on supporting the Sustainable Development Goals (SDG) prototype mapping. To accomplish this, we will leverage the power of GeoPandas and other Python-based geospatial libraries to create insightful visualizations in the form of maps.This is a Geospatial Analysis to identify patterns (or trends) for datasets (used in the SDG prototype mapping) that contains spatial information. GeoPandas and other geospatial libraries in the Python would be used to provide visualizations (maps). " + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "f37f3ff2-37d2-43b4-86d0-fd7b3ca22ab4", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialising and importing libraries used\n", + "\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "import io, requests\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from shapely.geometry import Point\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "5a7486b7-3caf-435a-8416-684b93b2d9b5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting seaborn\n", + " Downloading seaborn-0.13.0-py3-none-any.whl (294 kB)\n", + "\u001b[K |████████████████████████████████| 294 kB 4.8 MB/s eta 0:00:01\n", + "\u001b[?25hRequirement already satisfied: matplotlib!=3.6.1,>=3.3 in /home/naza/.local/lib/python3.8/site-packages (from seaborn) (3.7.3)\n", + "Requirement already satisfied: pandas>=1.2 in /home/naza/.local/lib/python3.8/site-packages (from seaborn) (2.0.3)\n", + "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /home/naza/.local/lib/python3.8/site-packages (from seaborn) (1.24.4)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /home/naza/.local/lib/python3.8/site-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (4.43.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /home/naza/.local/lib/python3.8/site-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (1.1.1)\n", + "Requirement already satisfied: cycler>=0.10 in /home/naza/.local/lib/python3.8/site-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (0.12.1)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /home/naza/.local/lib/python3.8/site-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (2.8.2)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/lib/python3/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (20.3)\n", + "Requirement already satisfied: importlib-resources>=3.2.0; python_version < \"3.10\" in /home/naza/.local/lib/python3.8/site-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (6.1.0)\n", + "Requirement already satisfied: pillow>=6.2.0 in /usr/lib/python3/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (7.0.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /usr/lib/python3/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (2.4.6)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /home/naza/.local/lib/python3.8/site-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (1.4.5)\n", + "Requirement already satisfied: pytz>=2020.1 in /home/naza/.local/lib/python3.8/site-packages (from pandas>=1.2->seaborn) (2023.3.post1)\n", + "Requirement already satisfied: tzdata>=2022.1 in /home/naza/.local/lib/python3.8/site-packages (from pandas>=1.2->seaborn) (2023.3)\n", + "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.3->seaborn) (1.14.0)\n", + "Requirement already satisfied: zipp>=3.1.0; python_version < \"3.10\" in /home/naza/.local/lib/python3.8/site-packages (from importlib-resources>=3.2.0; python_version < \"3.10\"->matplotlib!=3.6.1,>=3.3->seaborn) (3.17.0)\n", + "Installing collected packages: seaborn\n", + "Successfully installed seaborn-0.13.0\n" + ] + } + ], + "source": [ + "!pip install seaborn" + ] + }, + { + "cell_type": "markdown", + "id": "49d5d566-7ae4-4e6c-ada6-5ddda987d653", + "metadata": {}, + "source": [ + "#### WORLD BIODIVERSITY HOTSPOT" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "4715e76f-eb89-4b76-a7a9-28ab0d024cb7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_Areageometry
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...
56New Caledoniaouter limit57.30471738.222164POLYGON ((164.35824 -19.10137, 164.32053 -19.0...
67Southwest Australiahotspot area60.85967233.934367MULTIPOLYGON (((117.88123 -35.17920, 117.87544...
78Succulent Karoohotspot area79.1178969.648439MULTIPOLYGON (((19.94758 -33.85045, 19.94773 -...
89Forests of East Australiahotspot area88.12899223.473995MULTIPOLYGON (((153.49344 -27.42185, 153.48857...
910Caucasushotspot area90.68990958.514955MULTIPOLYGON (((53.64732 36.85539, 53.64686 36...
1011Himalayahotspot area146.42066669.043477MULTIPOLYGON (((83.63718 29.26756, 83.64967 29...
1112Horn of Africaouter limit120.27468273.220040MULTIPOLYGON (((39.89708 16.32164, 39.90083 16...
1213Indo-Burmahotspot area402.030896203.319990MULTIPOLYGON (((100.57087 4.86481, 100.55511 4...
1314Indo-Burmaouter limit379.920372173.578229MULTIPOLYGON (((94.68272 16.29783, 94.68811 16...
1415Irano-Anatolianhotspot area184.77229090.307526MULTIPOLYGON (((56.54563 27.72321, 56.51865 27...
1516Japanhotspot area219.24289338.182343MULTIPOLYGON (((123.79903 24.03953, 123.80211 ...
1617Japanouter limit297.049059245.457896POLYGON ((143.38627 45.62484, 142.97525 45.662...
1718Mountains of Central Asiahotspot area107.06562493.244489MULTIPOLYGON (((75.66653 36.76604, 75.63583 36...
1819Mountains of Southwest Chinahotspot area116.78685224.424047MULTIPOLYGON (((94.36492 31.26755, 94.35851 31...
1920Philippineshotspot area241.95316524.601083MULTIPOLYGON (((119.39130 4.61894, 119.39078 4...
2021Philippinesouter limit295.862968137.641924POLYGON ((127.01715 4.93909, 127.02402 4.94458...
2122Western Ghats and Sri Lankahotspot area46.06144415.733402MULTIPOLYGON (((79.82289 7.94472, 79.82361 7.9...
2223California Floristic Provincehotspot area55.59927430.098119MULTIPOLYGON (((-115.37624 28.10790, -115.3693...
2324California Floristic Provinceouter limit53.23421735.372344POLYGON ((-116.73013 31.73940, -116.73152 31.7...
2425Caribbean Islandshotspot area230.58512419.818704MULTIPOLYGON (((-64.39832 11.72028, -64.39622 ...
2526Caribbean Islandsouter limit299.257659214.384415POLYGON ((-84.28348 17.55457, -84.19510 17.471...
2627Madrean Pine-Oak Woodlandshotspot area546.30072940.848314MULTIPOLYGON (((-96.61650 15.88247, -96.62143 ...
2728Mesoamericahotspot area451.71915295.763513MULTIPOLYGON (((-87.04617 5.55242, -87.04675 5...
2829Mesoamericaouter limit242.571690342.466874MULTIPOLYGON (((-106.80501 23.66897, -106.8008...
2930North American Coastal Plainhotspot area342.674109117.522193MULTIPOLYGON (((-97.73414 24.07666, -97.73487 ...
3031New Zealandouter limit278.308656557.797119MULTIPOLYGON (((180.00000 -28.51559, 180.00000...
3132Tumbes-Choco-Magdalenahotspot area187.60969322.329914MULTIPOLYGON (((-80.20981 -3.43196, -80.20917 ...
3233East Melanesian Islandsouter limit225.092613186.226067POLYGON ((150.43369 -0.87323, 150.38155 -0.860...
3334Sundalandhotspot area339.989621121.642368MULTIPOLYGON (((96.93003 -12.16986, 96.93164 -...
3435Eastern Afromontanehotspot area274.76666382.812834MULTIPOLYGON (((32.87497 -20.07615, 32.88673 -...
3536Atlantic Foresthotspot area300.835113107.978149MULTIPOLYGON (((-52.09801 -32.09873, -52.09585...
3637Polynesia-Micronesiahotspot area147.0189234.015096MULTIPOLYGON (((-144.32992 -27.57666, -144.331...
3738Tumbes-Choco-Magdalenaouter limit85.277625104.249366POLYGON ((-78.29707 7.68989, -78.29916 7.69846...
3839Horn of Africahotspot area248.899010137.275957MULTIPOLYGON (((39.93373 -6.90581, 39.93459 -6...
3940Sundalandouter limit427.143229328.745439MULTIPOLYGON (((118.53144 2.15269, 118.53130 2...
4041Guinean Forests of West Africahotspot area133.08195050.525510MULTIPOLYGON (((5.62957 -1.45728, 5.63351 -1.4...
4142Cerradohotspot area340.748166170.556404MULTIPOLYGON (((-55.29527 -22.90017, -55.31034...
4243Polynesia-Micronesiaouter limit413.9334701909.519333MULTIPOLYGON (((-140.60948 -21.71556, -140.606...
4344Coastal Forests of Eastern Africahotspot area140.78168224.271498MULTIPOLYGON (((35.44340 -23.86182, 35.44595 -...
4445Madagascar and the Indian Ocean Islandshotspot area85.87149951.558044MULTIPOLYGON (((44.22776 -25.22229, 44.23248 -...
4546Wallaceahotspot area277.27971827.491158MULTIPOLYGON (((122.85761 -10.96322, 122.85345...
4647Mediterranean Basinhotspot area681.817768212.727774MULTIPOLYGON (((-24.69949 14.89513, -24.70035 ...
4748New Zealandhotspot area129.42800529.364356MULTIPOLYGON (((158.96280 -54.49958, 158.96266...
4849Tropical Andeshotspot area411.682107129.491625MULTIPOLYGON (((-65.01836 -25.67424, -64.93745...
4950East Melanesian Islandshotspot area150.5677898.130046MULTIPOLYGON (((169.85451 -20.14125, 169.84250...
5051Madagascar and the Indian Ocean Islandsouter limit164.210642350.358797POLYGON ((58.15548 -3.70879, 58.13793 -3.66995...
5152Wallaceaouter limit334.190436170.498109POLYGON ((127.47139 4.80923, 127.44697 4.81936...
5253Mediterranean Basinouter limit564.971151676.679648POLYGON ((13.54803 45.79731, 13.54669 45.79722...
\n", + "
" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "5 6 New Caledonia outer limit \n", + "6 7 Southwest Australia hotspot area \n", + "7 8 Succulent Karoo hotspot area \n", + "8 9 Forests of East Australia hotspot area \n", + "9 10 Caucasus hotspot area \n", + "10 11 Himalaya hotspot area \n", + "11 12 Horn of Africa outer limit \n", + "12 13 Indo-Burma hotspot area \n", + "13 14 Indo-Burma outer limit \n", + "14 15 Irano-Anatolian hotspot area \n", + "15 16 Japan hotspot area \n", + "16 17 Japan outer limit \n", + "17 18 Mountains of Central Asia hotspot area \n", + "18 19 Mountains of Southwest China hotspot area \n", + "19 20 Philippines hotspot area \n", + "20 21 Philippines outer limit \n", + "21 22 Western Ghats and Sri Lanka hotspot area \n", + "22 23 California Floristic Province hotspot area \n", + "23 24 California Floristic Province outer limit \n", + "24 25 Caribbean Islands hotspot area \n", + "25 26 Caribbean Islands outer limit \n", + "26 27 Madrean Pine-Oak Woodlands hotspot area \n", + "27 28 Mesoamerica hotspot area \n", + "28 29 Mesoamerica outer limit \n", + "29 30 North American Coastal Plain hotspot area \n", + "30 31 New Zealand outer limit \n", + "31 32 Tumbes-Choco-Magdalena hotspot area \n", + "32 33 East Melanesian Islands outer limit \n", + "33 34 Sundaland hotspot area \n", + "34 35 Eastern Afromontane hotspot area \n", + "35 36 Atlantic Forest hotspot area \n", + "36 37 Polynesia-Micronesia hotspot area \n", + "37 38 Tumbes-Choco-Magdalena outer limit \n", + "38 39 Horn of Africa hotspot area \n", + "39 40 Sundaland outer limit \n", + "40 41 Guinean Forests of West Africa hotspot area \n", + "41 42 Cerrado hotspot area \n", + "42 43 Polynesia-Micronesia outer limit \n", + "43 44 Coastal Forests of Eastern Africa hotspot area \n", + "44 45 Madagascar and the Indian Ocean Islands hotspot area \n", + "45 46 Wallacea hotspot area \n", + "46 47 Mediterranean Basin hotspot area \n", + "47 48 New Zealand hotspot area \n", + "48 49 Tropical Andes hotspot area \n", + "49 50 East Melanesian Islands hotspot area \n", + "50 51 Madagascar and the Indian Ocean Islands outer limit \n", + "51 52 Wallacea outer limit \n", + "52 53 Mediterranean Basin outer limit \n", + "\n", + " Shape_Length Shape_Area \\\n", + "0 200.706891 40.754665 \n", + "1 191.174978 186.085694 \n", + "2 93.790123 7.610383 \n", + "3 49.631419 25.366584 \n", + "4 24.637100 1.646954 \n", + "5 57.304717 38.222164 \n", + "6 60.859672 33.934367 \n", + "7 79.117896 9.648439 \n", + "8 88.128992 23.473995 \n", + "9 90.689909 58.514955 \n", + "10 146.420666 69.043477 \n", + "11 120.274682 73.220040 \n", + "12 402.030896 203.319990 \n", + "13 379.920372 173.578229 \n", + "14 184.772290 90.307526 \n", + "15 219.242893 38.182343 \n", + "16 297.049059 245.457896 \n", + "17 107.065624 93.244489 \n", + "18 116.786852 24.424047 \n", + "19 241.953165 24.601083 \n", + "20 295.862968 137.641924 \n", + "21 46.061444 15.733402 \n", + "22 55.599274 30.098119 \n", + "23 53.234217 35.372344 \n", + "24 230.585124 19.818704 \n", + "25 299.257659 214.384415 \n", + "26 546.300729 40.848314 \n", + "27 451.719152 95.763513 \n", + "28 242.571690 342.466874 \n", + "29 342.674109 117.522193 \n", + "30 278.308656 557.797119 \n", + "31 187.609693 22.329914 \n", + "32 225.092613 186.226067 \n", + "33 339.989621 121.642368 \n", + "34 274.766663 82.812834 \n", + "35 300.835113 107.978149 \n", + "36 147.018923 4.015096 \n", + "37 85.277625 104.249366 \n", + "38 248.899010 137.275957 \n", + "39 427.143229 328.745439 \n", + "40 133.081950 50.525510 \n", + "41 340.748166 170.556404 \n", + "42 413.933470 1909.519333 \n", + "43 140.781682 24.271498 \n", + "44 85.871499 51.558044 \n", + "45 277.279718 27.491158 \n", + "46 681.817768 212.727774 \n", + "47 129.428005 29.364356 \n", + "48 411.682107 129.491625 \n", + "49 150.567789 8.130046 \n", + "50 164.210642 350.358797 \n", + "51 334.190436 170.498109 \n", + "52 564.971151 676.679648 \n", + "\n", + " geometry \n", + "0 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... \n", + "5 POLYGON ((164.35824 -19.10137, 164.32053 -19.0... \n", + "6 MULTIPOLYGON (((117.88123 -35.17920, 117.87544... \n", + "7 MULTIPOLYGON (((19.94758 -33.85045, 19.94773 -... \n", + "8 MULTIPOLYGON (((153.49344 -27.42185, 153.48857... \n", + "9 MULTIPOLYGON (((53.64732 36.85539, 53.64686 36... \n", + "10 MULTIPOLYGON (((83.63718 29.26756, 83.64967 29... \n", + "11 MULTIPOLYGON (((39.89708 16.32164, 39.90083 16... \n", + "12 MULTIPOLYGON (((100.57087 4.86481, 100.55511 4... \n", + "13 MULTIPOLYGON (((94.68272 16.29783, 94.68811 16... \n", + "14 MULTIPOLYGON (((56.54563 27.72321, 56.51865 27... \n", + "15 MULTIPOLYGON (((123.79903 24.03953, 123.80211 ... \n", + "16 POLYGON ((143.38627 45.62484, 142.97525 45.662... \n", + "17 MULTIPOLYGON (((75.66653 36.76604, 75.63583 36... \n", + "18 MULTIPOLYGON (((94.36492 31.26755, 94.35851 31... \n", + "19 MULTIPOLYGON (((119.39130 4.61894, 119.39078 4... \n", + "20 POLYGON ((127.01715 4.93909, 127.02402 4.94458... \n", + "21 MULTIPOLYGON (((79.82289 7.94472, 79.82361 7.9... \n", + "22 MULTIPOLYGON (((-115.37624 28.10790, -115.3693... \n", + "23 POLYGON ((-116.73013 31.73940, -116.73152 31.7... \n", + "24 MULTIPOLYGON (((-64.39832 11.72028, -64.39622 ... \n", + "25 POLYGON ((-84.28348 17.55457, -84.19510 17.471... \n", + "26 MULTIPOLYGON (((-96.61650 15.88247, -96.62143 ... \n", + "27 MULTIPOLYGON (((-87.04617 5.55242, -87.04675 5... \n", + "28 MULTIPOLYGON (((-106.80501 23.66897, -106.8008... \n", + "29 MULTIPOLYGON (((-97.73414 24.07666, -97.73487 ... \n", + "30 MULTIPOLYGON (((180.00000 -28.51559, 180.00000... \n", + "31 MULTIPOLYGON (((-80.20981 -3.43196, -80.20917 ... \n", + "32 POLYGON ((150.43369 -0.87323, 150.38155 -0.860... \n", + "33 MULTIPOLYGON (((96.93003 -12.16986, 96.93164 -... \n", + "34 MULTIPOLYGON (((32.87497 -20.07615, 32.88673 -... \n", + "35 MULTIPOLYGON (((-52.09801 -32.09873, -52.09585... \n", + "36 MULTIPOLYGON (((-144.32992 -27.57666, -144.331... \n", + "37 POLYGON ((-78.29707 7.68989, -78.29916 7.69846... \n", + "38 MULTIPOLYGON (((39.93373 -6.90581, 39.93459 -6... \n", + "39 MULTIPOLYGON (((118.53144 2.15269, 118.53130 2... \n", + "40 MULTIPOLYGON (((5.62957 -1.45728, 5.63351 -1.4... \n", + "41 MULTIPOLYGON (((-55.29527 -22.90017, -55.31034... \n", + "42 MULTIPOLYGON (((-140.60948 -21.71556, -140.606... \n", + "43 MULTIPOLYGON (((35.44340 -23.86182, 35.44595 -... \n", + "44 MULTIPOLYGON (((44.22776 -25.22229, 44.23248 -... \n", + "45 MULTIPOLYGON (((122.85761 -10.96322, 122.85345... \n", + "46 MULTIPOLYGON (((-24.69949 14.89513, -24.70035 ... \n", + "47 MULTIPOLYGON (((158.96280 -54.49958, 158.96266... \n", + "48 MULTIPOLYGON (((-65.01836 -25.67424, -64.93745... \n", + "49 MULTIPOLYGON (((169.85451 -20.14125, 169.84250... \n", + "50 POLYGON ((58.15548 -3.70879, 58.13793 -3.66995... \n", + "51 POLYGON ((127.47139 4.80923, 127.44697 4.81936... \n", + "52 POLYGON ((13.54803 45.79731, 13.54669 45.79722... " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "biodiversity_hotspot = gpd.read_file(r'/home/naza/Downloads/CI_BiodiversityHotspots.geojson')\n", + "biodiversity_hotspot" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "25bb6962-7d8b-46d1-b41f-605e7a48c35b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 53 entries, 0 to 52\n", + "Data columns (total 6 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OBJECTID 53 non-null int64 \n", + " 1 NAME 53 non-null object \n", + " 2 Type 53 non-null object \n", + " 3 Shape_Length 53 non-null float64 \n", + " 4 Shape_Area 53 non-null float64 \n", + " 5 geometry 53 non-null geometry\n", + "dtypes: float64(2), geometry(1), int64(1), object(2)\n", + "memory usage: 2.6+ KB\n" + ] + } + ], + "source": [ + "biodiversity_hotspot.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8a1ed71a-59cc-47b8-972f-3fdee5725a6c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['OBJECTID', 'NAME', 'Type', 'Shape_Length', 'Shape_Area', 'geometry'], dtype='object')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "biodiversity_hotspot.columns" + ] + }, + { + "cell_type": "markdown", + "id": "f6b652ec-f80c-465f-9c4a-9fc474241d9d", + "metadata": {}, + "source": [ + "#### The data from the biodiversity hotspot analysed above contains;\n", + "\n", + "1. OBJECTID: This field serves as a unique identifier for each item within the dataset, allowing for precise referencing and data organization.\n", + "2. NAME: The \"NAME\" column holds the names of specific biodiversity hotspots or regions, providing clear identification and recognition of these areas.\n", + "3. TYPE: The \"TYPE\" attribute offers insight into the nature of each biodiversity hotspot, distinguishing whether it is primarily a marine or terrestrial region.\n", + "4. SHAPE_LENGTH: This parameter defines the length and shape characteristics of the featured area, offering valuable information on its geographical dimensions.\n", + "5. SHAPE_AREA: The \"SHAPE_AREA\" attribute quantifies the area of the biodiversity hotspot, contributing to our understanding of its spatial extent.\n", + "6. GEOMETRY: The \"GEOMETRY\" attribute encodes the geographic coordinates, specifically longitude and latitude, of the hotspot. This geospatial data is essential for accurately locating and visualizing these areas on maps and geographical systems." + ] + }, + { + "cell_type": "markdown", + "id": "1a04ef33-c0cf-42a3-8950-8f9d024b3bdb", + "metadata": {}, + "source": [ + "#### Geographical Distribution of Biodiversity Hotspot - Data Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "61e8ec10-59ef-4d65-93df-61630aefbcec", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map Visualization\n", + "fig, ax = plt.subplots(1, 1, figsize=(15, 20))\n", + "biodiversity_hotspot.boundary.plot(ax=ax, linewidth=1, color='seagreen')\n", + "biodiversity_hotspot.plot(ax=ax, marker='o', color='purple', markersize=5)\n", + "plt.title('Geographical Distribution of Biodiversity Hotspots', fontsize=10)\n", + "plt.xlabel('Longitude', fontsize=10)\n", + "plt.ylabel('Latitude', fontsize=10)\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9a158be2-d80f-42fa-be50-44f5a91b1ab6", + "metadata": {}, + "source": [ + "In the Geographical Distribution of Biodiversity Hotspots map above, the Purple colored regions represents the \"Outer limit\" while the Sea-green colored regions represents the \"Hotspot area\" based on the table above derived from the dataset for the World Biodiversity Hotspots." + ] + }, + { + "cell_type": "markdown", + "id": "4ec76162-9e8c-49fa-886c-98df50c4b56d", + "metadata": {}, + "source": [ + "#### Area analysis and graphical representations of the Biodiversity Hotspots" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "1e4a43bb-03dc-486c-b2ad-341336b18953", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 53.000000\n", + "mean 150.462863\n", + "std 280.343340\n", + "min 1.646954\n", + "25% 27.491158\n", + "50% 73.220040\n", + "75% 170.556404\n", + "max 1909.519333\n", + "Name: Shape_Area, dtype: float64" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Area Analysis\n", + "biodiversity_area_statistics = biodiversity_hotspot['Shape_Area'].describe()\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(biodiversity_hotspot['Shape_Area'], bins=30, color=\"seagreen\", kde=True)\n", + "plt.title('Distribution of Biodiversity Hotspot (Areas)', fontsize=10)\n", + "plt.xlabel('Shape Areas', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.grid(False)\n", + "biodiversity_area_statistics" + ] + }, + { + "cell_type": "markdown", + "id": "f43f2f8d-8b13-4d40-8be9-bb25bc754794", + "metadata": {}, + "source": [ + "#### Perimeter analysis and graphical representations of the Biodiversity Hotspots" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "e0bfcfa7-adf6-4f0a-bfb7-fbab743d3369", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 53.000000\n", + "mean 227.526983\n", + "std 148.472666\n", + "min 24.637100\n", + "25% 107.065624\n", + "50% 200.706891\n", + "75% 300.835113\n", + "max 681.817768\n", + "Name: Shape_Length, dtype: float64" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Perimeter Analysis\n", + "biodiversity_perimeter_stats = biodiversity_hotspot['Shape_Length'].describe()\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(biodiversity_hotspot['Shape_Length'], bins=30, color='purple', kde=True)\n", + "plt.title('Distribution of Biodiversity Hotspot (Perimeters)', fontsize=10)\n", + "plt.xlabel('Perimeter Lengths', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.grid(True)\n", + "biodiversity_perimeter_stats" + ] + }, + { + "cell_type": "markdown", + "id": "d89a016d-d284-4fbc-bdd0-fb68f82f24d5", + "metadata": {}, + "source": [ + "#### Frequency of the different types i.e outer limit and hotspot area of the Biodiversity Hostspot" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "48c7e7c3-9634-41d7-972c-a2dc125cffff", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Type\n", + "hotspot area 36\n", + "outer limit 17\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of Types\n", + "biodiverity_type_count = biodiversity_hotspot['Type'].value_counts()\n", + "plt.figure(figsize=(10, 6))\n", + "biodiverity_type_count.plot(kind='bar', color='orange')\n", + "plt.title('Distribution of the Types attributes in Biodiversity Hotspots', fontsize=10)\n", + "plt.xlabel('Type', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.xticks(rotation=0, ha='center')\n", + "plt.grid(False)\n", + "biodiverity_type_count" + ] + }, + { + "cell_type": "markdown", + "id": "dc2f38c7-4c03-415a-945d-190c05ef4013", + "metadata": {}, + "source": [ + "#### Biodiversity Hotspot Scatter Plot for Shape_Length and Shape_Area attributes" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "7f9269a2-ddbe-4d34-adc4-215e8bc15001", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Shape_Length Shape_Area\n", + "0 200.706891 40.754665\n", + "1 191.174978 186.085694\n", + "2 93.790123 7.610383\n", + "3 49.631419 25.366584\n", + "4 24.637100 1.646954\n", + "5 57.304717 38.222164\n", + "6 60.859672 33.934367\n", + "7 79.117896 9.648439\n", + "8 88.128992 23.473995\n", + "9 90.689909 58.514955\n", + "10 146.420666 69.043477\n", + "11 120.274682 73.220040\n", + "12 402.030896 203.319990\n", + "13 379.920372 173.578229\n", + "14 184.772290 90.307526\n", + "15 219.242893 38.182343\n", + "16 297.049059 245.457896\n", + "17 107.065624 93.244489\n", + "18 116.786852 24.424047\n", + "19 241.953165 24.601083\n", + "20 295.862968 137.641924\n", + "21 46.061444 15.733402\n", + "22 55.599274 30.098119\n", + "23 53.234217 35.372344\n", + "24 230.585124 19.818704\n", + "25 299.257659 214.384415\n", + "26 546.300729 40.848314\n", + "27 451.719152 95.763513\n", + "28 242.571690 342.466874\n", + "29 342.674109 117.522193\n", + "30 278.308656 557.797119\n", + "31 187.609693 22.329914\n", + "32 225.092613 186.226067\n", + "33 339.989621 121.642368\n", + "34 274.766663 82.812834\n", + "35 300.835113 107.978149\n", + "36 147.018923 4.015096\n", + "37 85.277625 104.249366\n", + "38 248.899010 137.275957\n", + "39 427.143229 328.745439\n", + "40 133.081950 50.525510\n", + "41 340.748166 170.556404\n", + "42 413.933470 1909.519333\n", + "43 140.781682 24.271498\n", + "44 85.871499 51.558044\n", + "45 277.279718 27.491158\n", + "46 681.817768 212.727774\n", + "47 129.428005 29.364356\n", + "48 411.682107 129.491625\n", + "49 150.567789 8.130046\n", + "50 164.210642 350.358797\n", + "51 334.190436 170.498109\n", + "52 564.971151 676.679648\n" + ] + } + ], + "source": [ + "print(biodiversity_hotspot[['Shape_Length', 'Shape_Area']])" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "2b5c6caa-5244-4dae-aaaa-79d083793011", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Biodiversity Scatter plot\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(biodiversity_hotspot['Shape_Length'], biodiversity_hotspot['Shape_Area'], alpha=0.7, color=\"orange\")\n", + "plt.title('Shape_Length and Shape_Area Scatter Plot')\n", + "plt.xlabel('Shape Length')\n", + "plt.ylabel('Shape Area')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "ddc5b152-143b-475b-9b27-cf40d4f2b885", + "metadata": {}, + "source": [ + "### TERRESTRIAL ECOLOGICAL REGIONS" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "d6c48e59-5424-4fe0-b77c-bf1189bc600f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTID_1OBJECTIDAREAECO_NAMEREALMBIOMEECO_NUMECO_IDECO_SYMGBL_STAT...G200_BIOMEG200_STATarea_km2eco_codeBIOME_1GBL_STAT_1REALM_1Shape_LengthShape_Areageometry
01129.802942Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics0.2194750.002769POLYGON ((-112.30433 29.33480, -112.29035 29.3...
12211.977824Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics0.1932890.001111POLYGON ((-112.19639 29.20719, -112.19669 29.2...
23377301.372760Sinaloan dry forestsNT22860228981...2177362NT0228Neotropics111.9514146.879188POLYGON ((-108.40314 28.29783, -108.41069 28.3...
344215.489182Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics1.2736540.019701POLYGON ((-110.58808 27.85878, -110.59068 27.8...
45519.639089Northern Mesoamerican Pacific mangrovesNT144614041191...008174NT1404Neotropics0.3630680.001791POLYGON ((-110.53048 27.31542, -110.55385 27.3...
..................................................................
1434614347149191.688307Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.0618220.000221POLYGON ((178.30938 51.98459, 178.30050 51.992...
14347143481492010.182745Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.1953310.001331POLYGON ((177.71160 51.95987, 177.71102 51.964...
1434814349149214.357807Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.1200400.000570POLYGON ((178.36743 51.96625, 178.37353 51.969...
14349143501492230.425075Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic0.3952230.003964POLYGON ((178.33270 51.82403, 178.32769 51.827...
143501435114923307.562192Aleutian Islands tundraNA11251102533...0012141NA1102Nearctic2.0511910.039813POLYGON ((178.72436 51.64820, 178.71963 51.652...
\n", + "

14351 rows × 22 columns

\n", + "
" + ], + "text/plain": [ + " OBJECTID_1 OBJECTID AREA \\\n", + "0 1 1 29.802942 \n", + "1 2 2 11.977824 \n", + "2 3 3 77301.372760 \n", + "3 4 4 215.489182 \n", + "4 5 5 19.639089 \n", + "... ... ... ... \n", + "14346 14347 14919 1.688307 \n", + "14347 14348 14920 10.182745 \n", + "14348 14349 14921 4.357807 \n", + "14349 14350 14922 30.425075 \n", + "14350 14351 14923 307.562192 \n", + "\n", + " ECO_NAME REALM BIOME ECO_NUM ECO_ID \\\n", + "0 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "1 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "2 Sinaloan dry forests NT 2 28 60228 \n", + "3 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "4 Northern Mesoamerican Pacific mangroves NT 14 4 61404 \n", + "... ... ... ... ... ... \n", + "14346 Aleutian Islands tundra NA 11 2 51102 \n", + "14347 Aleutian Islands tundra NA 11 2 51102 \n", + "14348 Aleutian Islands tundra NA 11 2 51102 \n", + "14349 Aleutian Islands tundra NA 11 2 51102 \n", + "14350 Aleutian Islands tundra NA 11 2 51102 \n", + "\n", + " ECO_SYM GBL_STAT ... G200_BIOME G200_STAT area_km2 eco_code \\\n", + "0 119 1 ... 0 0 8174 NT1404 \n", + "1 119 1 ... 0 0 8174 NT1404 \n", + "2 98 1 ... 2 1 77362 NT0228 \n", + "3 119 1 ... 0 0 8174 NT1404 \n", + "4 119 1 ... 0 0 8174 NT1404 \n", + "... ... ... ... ... ... ... ... \n", + "14346 53 3 ... 0 0 12141 NA1102 \n", + "14347 53 3 ... 0 0 12141 NA1102 \n", + "14348 53 3 ... 0 0 12141 NA1102 \n", + "14349 53 3 ... 0 0 12141 NA1102 \n", + "14350 53 3 ... 0 0 12141 NA1102 \n", + "\n", + " BIOME_1 GBL_STAT_1 REALM_1 Shape_Length Shape_Area \\\n", + "0 Neotropics 0.219475 0.002769 \n", + "1 Neotropics 0.193289 0.001111 \n", + "2 Neotropics 111.951414 6.879188 \n", + "3 Neotropics 1.273654 0.019701 \n", + "4 Neotropics 0.363068 0.001791 \n", + "... ... ... ... ... ... \n", + "14346 Nearctic 0.061822 0.000221 \n", + "14347 Nearctic 0.195331 0.001331 \n", + "14348 Nearctic 0.120040 0.000570 \n", + "14349 Nearctic 0.395223 0.003964 \n", + "14350 Nearctic 2.051191 0.039813 \n", + "\n", + " geometry \n", + "0 POLYGON ((-112.30433 29.33480, -112.29035 29.3... \n", + "1 POLYGON ((-112.19639 29.20719, -112.19669 29.2... \n", + "2 POLYGON ((-108.40314 28.29783, -108.41069 28.3... \n", + "3 POLYGON ((-110.58808 27.85878, -110.59068 27.8... \n", + "4 POLYGON ((-110.53048 27.31542, -110.55385 27.3... \n", + "... ... \n", + "14346 POLYGON ((178.30938 51.98459, 178.30050 51.992... \n", + "14347 POLYGON ((177.71160 51.95987, 177.71102 51.964... \n", + "14348 POLYGON ((178.36743 51.96625, 178.37353 51.969... \n", + "14349 POLYGON ((178.33270 51.82403, 178.32769 51.827... \n", + "14350 POLYGON ((178.72436 51.64820, 178.71963 51.652... \n", + "\n", + "[14351 rows x 22 columns]" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "terrestrial_eco_regions = gpd.read_file(r'/home/naza/Downloads/TerrestrialEcoregionsoftheWorld_WWF.geojson')\n", + "terrestrial_eco_regions" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "122072c0-a96c-4c69-a371-882c4d309a16", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 14351 entries, 0 to 14350\n", + "Data columns (total 22 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OBJECTID_1 14351 non-null int64 \n", + " 1 OBJECTID 14351 non-null int64 \n", + " 2 AREA 14351 non-null float64 \n", + " 3 ECO_NAME 14351 non-null object \n", + " 4 REALM 14351 non-null object \n", + " 5 BIOME 14351 non-null int64 \n", + " 6 ECO_NUM 14351 non-null int64 \n", + " 7 ECO_ID 14351 non-null int64 \n", + " 8 ECO_SYM 14351 non-null int64 \n", + " 9 GBL_STAT 14351 non-null int64 \n", + " 10 G200_REGIO 14351 non-null object \n", + " 11 G200_NUM 14351 non-null int64 \n", + " 12 G200_BIOME 14351 non-null int64 \n", + " 13 G200_STAT 14351 non-null int64 \n", + " 14 area_km2 14351 non-null int64 \n", + " 15 eco_code 14351 non-null object \n", + " 16 BIOME_1 14351 non-null object \n", + " 17 GBL_STAT_1 14351 non-null object \n", + " 18 REALM_1 14351 non-null object \n", + " 19 Shape_Length 14351 non-null float64 \n", + " 20 Shape_Area 14351 non-null float64 \n", + " 21 geometry 14351 non-null geometry\n", + "dtypes: float64(3), geometry(1), int64(11), object(7)\n", + "memory usage: 2.4+ MB\n" + ] + } + ], + "source": [ + "terrestrial_eco_regions.info()" + ] + }, + { + "cell_type": "markdown", + "id": "b572d4c4-7459-4961-8602-9127ba87fcba", + "metadata": {}, + "source": [ + "#### Geographical Distribution of Terrestrial Eco Regions - Data Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "bbbda182-4351-41e5-abe8-546f26f01640", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map Visualization\n", + "fig, ax = plt.subplots(1, 1, figsize=(15, 20))\n", + "terrestrial_eco_regions.boundary.plot(ax=ax, linewidth=1, color='seagreen')\n", + "terrestrial_eco_regions.plot(ax=ax, marker='o', color='purple', markersize=5)\n", + "plt.title('Geographical Distribution of Terrestrial Eco Regions', fontsize=10)\n", + "plt.xlabel('Longitude', fontsize=10)\n", + "plt.ylabel('Latitude', fontsize=10)\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e0fc8aaf-8660-4974-a4cf-60339ec37271", + "metadata": {}, + "source": [ + "#### Area analysis and graphical representations of the Terrestrial Eco Regions" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "503cf2fb-67ac-4711-a812-334bf99bd0b3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 14351.000000\n", + "mean 1.100562\n", + "std 11.684997\n", + "min 0.000010\n", + "25% 0.000767\n", + "50% 0.003200\n", + "75% 0.025996\n", + "max 666.035610\n", + "Name: Shape_Area, dtype: float64" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Area Analysis\n", + "terrestrial_eco_area_statistics = terrestrial_eco_regions['Shape_Area'].describe()\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(terrestrial_eco_regions['Shape_Area'], bins=30, color=\"seagreen\", kde=True)\n", + "plt.title('Distribution of Terrestrial Eco Regions (Areas)', fontsize=10)\n", + "plt.xlabel('Shape Areas', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.grid(False)\n", + "terrestrial_eco_area_statistics" + ] + }, + { + "cell_type": "markdown", + "id": "2b28fa10-c281-4209-8bc8-ac3d00da5b9e", + "metadata": {}, + "source": [ + "#### Perimeter analysis and graphical representations of the Terrestrial Eco Regions" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "42036847-07a2-40b2-8ec0-31643615ef8f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 14351.000000\n", + "mean 3.526590\n", + "std 17.193675\n", + "min 0.012291\n", + "25% 0.139289\n", + "50% 0.317556\n", + "75% 1.042303\n", + "max 718.632643\n", + "Name: Shape_Length, dtype: float64" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Perimeter Analysis\n", + "terrestrial_eco_perimeter_stats = terrestrial_eco_regions['Shape_Length'].describe()\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(terrestrial_eco_regions['Shape_Length'], bins=30, color='purple', kde=True)\n", + "plt.title('Distribution of Terrestrial Eco Regions (Perimeters)', fontsize=10)\n", + "plt.xlabel('Perimeter Lengths', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.grid(True)\n", + "terrestrial_eco_perimeter_stats" + ] + }, + { + "cell_type": "markdown", + "id": "8ebbd2de-9942-446c-b845-64385bb0f835", + "metadata": {}, + "source": [ + "#### Frequency of the different Realm i.e Neotropics and Nearctic of the Terrestrial Eco Regions" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "0b053c14-2609-4977-b126-e4c805b407e8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "REALM_1\n", + "Nearctic 3393\n", + "Neotropics 3311\n", + "Palearctic 2144\n", + "IndoMalay 1612\n", + "Afrotropics 1285\n", + "Australasia 1249\n", + "Oceania 1104\n", + "Antarctic 253\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of Realm (REALM_1)\n", + "terrestrial_eco_realm_count = terrestrial_eco_regions['REALM_1'].value_counts()\n", + "plt.figure(figsize=(10, 6))\n", + "terrestrial_eco_realm_count.plot(kind='bar', color='skyblue')\n", + "plt.title('Distribution of the REALM_1 attributes in Terrestrial Eco Regions', fontsize=10)\n", + "plt.xlabel('REALM_1', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.xticks(rotation=0, ha='center')\n", + "plt.grid(False)\n", + "terrestrial_eco_realm_count" + ] + }, + { + "cell_type": "markdown", + "id": "648d3b11-1d00-432a-81e3-67a65e2bc8ea", + "metadata": {}, + "source": [ + "#### Terrestrial Eco Regions Scatter Plot for Shape_Length and Shape_Area attributes" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "1a8ea0b8-bb43-47e9-b172-342bf5e1574c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Shape_Length Shape_Area\n", + "0 0.219475 0.002769\n", + "1 0.193289 0.001111\n", + "2 111.951414 6.879188\n", + "3 1.273654 0.019701\n", + "4 0.363068 0.001791\n", + "... ... ...\n", + "14346 0.061822 0.000221\n", + "14347 0.195331 0.001331\n", + "14348 0.120040 0.000570\n", + "14349 0.395223 0.003964\n", + "14350 2.051191 0.039813\n", + "\n", + "[14351 rows x 2 columns]\n" + ] + } + ], + "source": [ + "print(terrestrial_eco_regions[['Shape_Length', 'Shape_Area']])" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "7fa0a79c-3373-41d5-8a0f-335e50373c17", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Terrestrial Eco Regions Scatter plot\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(terrestrial_eco_regions['Shape_Length'], terrestrial_eco_regions['Shape_Area'], alpha=0.7, color=\"orange\")\n", + "plt.title('Shape_Length and Shape_Area Scatter Plot')\n", + "plt.xlabel('Shape Length')\n", + "plt.ylabel('Shape Area')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d250f2e0-a9b9-42be-b500-48c357786bad", + "metadata": {}, + "source": [ + "### CLIMATE" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "af721dce-b2c1-4341-9ab0-4d44a79b009d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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26165 rows × 2 columns

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" + ], + "text/plain": [ + " CLASS_NAME geometry\n", + "0 0 MULTIPOLYGON (((-37.65000 83.50000, -37.65000 ...\n", + "1 0 MULTIPOLYGON (((-38.75000 83.40000, -38.75000 ...\n", + "2 0 MULTIPOLYGON (((-38.60000 83.40000, -38.60000 ...\n", + "3 0 MULTIPOLYGON (((-37.15000 83.40000, -37.15000 ...\n", + "4 5 MULTIPOLYGON (((-40.40000 83.40000, -40.40000 ...\n", + "... ... ...\n", + "26160 1 MULTIPOLYGON (((-26.35000 -58.40000, -26.35000...\n", + "26161 1 MULTIPOLYGON (((-26.65000 -59.00000, -26.65000...\n", + "26162 1 MULTIPOLYGON (((-27.40000 -59.40000, -27.40000...\n", + "26163 1 MULTIPOLYGON (((-27.25000 -59.40000, -27.25000...\n", + "26164 0 MULTIPOLYGON (((172.85000 61.35000, 172.85000 ...\n", + "\n", + "[26165 rows x 2 columns]" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "climate_data = gpd.read_file(r'/home/naza/Downloads/IPCC_ClimateZoneMap_Vector.geojson')\n", + "climate_data" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "fdee3210-de62-4c2b-a112-94c7ff0a8e7e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 26165 entries, 0 to 26164\n", + "Data columns (total 2 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 CLASS_NAME 26165 non-null int64 \n", + " 1 geometry 26165 non-null geometry\n", + "dtypes: geometry(1), int64(1)\n", + "memory usage: 409.0 KB\n" + ] + } + ], + "source": [ + "climate_data.info()" + ] + }, + { + "cell_type": "markdown", + "id": "167af46b-6aec-4857-818a-e6e88188ac23", + "metadata": {}, + "source": [ + "#### Geographical Distribution of Climate Dataset - Data Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "602576f2-d9ca-4e50-b3be-0f2761d551d6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map Visualization\n", + "fig, ax = plt.subplots(1, 1, figsize=(15, 20))\n", + "climate_data.boundary.plot(ax=ax, linewidth=1, color='gray')\n", + "climate_data.plot(ax=ax, marker='o', color='skyblue', cmap='tab20c', markersize=5)\n", + "plt.title('Geographical Distribution of Climate using IPCC CLimate Zones', fontsize=10)\n", + "plt.xlabel('Longitude', fontsize=10)\n", + "plt.ylabel('Latitude', fontsize=10)\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "194ac433-8957-4ca8-a5b8-24facda78c73", + "metadata": {}, + "source": [ + "#### Area analysis and graphical representations of the Climate Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "18d4bdbb-4694-4f84-90c0-29fb58c16a25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 26165.000000\n", + "mean 5.573208\n", + "std 3.500808\n", + "min 0.000000\n", + "25% 3.000000\n", + "50% 5.000000\n", + "75% 9.000000\n", + "max 12.000000\n", + "Name: CLASS_NAME, dtype: float64" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Area Analysis\n", + "climate_area_statistics = climate_data['CLASS_NAME'].describe()\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(climate_data['CLASS_NAME'], bins=30, color=\"gray\", kde=True)\n", + "plt.title('Distribution of Climate (using the CLASS_NAME)', fontsize=10)\n", + "plt.xlabel('CLASS_NAME', fontsize=10)\n", + "plt.ylabel('Frequency', fontsize=10)\n", + "plt.grid(False)\n", + "climate_area_statistics" + ] + }, + { + "cell_type": "markdown", + "id": "4cad2f62-3f40-4833-a746-1adc2099fb03", + "metadata": {}, + "source": [ + "#### Mapping Climate Zones with the Biodiversity Hotspots" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "4de6a91a-6e66-450a-9a07-92e82845b3e2", + "metadata": {}, + "outputs": [], + "source": [ + "climate_zone_mapping = {\n", + " 0 : \"Warm Temperate Moist\",\n", + " 1 : \"Warm Temperate Dry\",\n", + " 2 : \"Cool Temperate Moist\",\n", + " 3 : \"Cool Temperate Dry\",\n", + " 4 : \"Tropical Moist\",\n", + " 5 : \"Polar Dry\",\n", + " 6 : \"Boreal Moist\",\n", + " 7 : \"Tropical Dry\",\n", + " 8 : \"Tropical Montane\",\n", + " 9 : \"Tropical Wet\",\n", + " 10: \"Not Defined\",\n", + " 11: \"Boreal Dry\",\n", + " 12: \"Polar Moist\",\n", + "}\n", + "\n", + "# Replace the numbers in the CLASS_NAME column with their corresponding names\n", + "climate_data['CLASS_NAME'] = climate_data['CLASS_NAME'].replace(climate_zone_mapping)" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "ce6a9103-3b52-46b4-b975-8b21d1f4814f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Assuming 'climate_data' is a Pandas DataFrame\n", + "\n", + "climate_unique_classes = climate_data['CLASS_NAME'].unique()\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(15, 20))\n", + "biodiversity_hotspot.boundary.plot(ax=ax, linewidth=1, color='black')\n", + "\n", + "# Use 'climate_data' to plot the data\n", + "climate_data.plot(column='CLASS_NAME', ax=ax, legend=True, cmap='tab20c', legend_kwds={'title': \"CLIMATE ZONES\", 'bbox_to_anchor': (1, 1), 'loc': 'upper left'})\n", + "\n", + "plt.title('IPCC Climate Zones classifications', fontsize=10)\n", + "plt.xlabel('Longitude', fontsize=10)\n", + "plt.ylabel('Latitude', fontsize=10)\n", + "plt.grid(False)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "65a13d9e-c5e5-4431-afb3-f76ae8f95d51", + "metadata": {}, + "source": [ + "### OBSERVATION\n", + "\n", + "By mapping the climate zones using the provided classification, we can gain valuable insights into the geographical distribution of different climate types on the map. Here are some notable observations:\n", + "\n", + "1. Warm Temperate Zones: Regions classified as \"Warm Temperate Moist\" and \"Warm Temperate Dry\" (coded as 0 and 1) are visible in several areas. These zones are often associated with moderate temperatures, and we can observe their presence in various parts of the map.\n", + "\n", + "2. Cool Temperate Zones: Climate zones categorized as \"Cool Temperate Moist\" and \"Cool Temperate Dry\" (coded as 2 and 3) are distinguishable, particularly in the northern latitudes of North America, Europe, and Asia. These regions typically experience cooler temperatures.\n", + "\n", + "3. Tropical Zones: The \"Tropical Moist,\" \"Tropical Dry,\" \"Tropical Montane,\" and \"Tropical Wet\" zones (coded as 4, 7, 8, and 9) are prominently displayed in areas such as the Amazon basin, central Africa, Southeast Asia, and other equatorial regions. These zones signify warm and humid climates and are associated with high biodiversity.\n", + "\n", + "4. Polar and Boreal Zones: The map reveals \"Polar Dry,\" \"Boreal Moist,\" and \"Boreal Dry\" zones (coded as 5, 6, and 11) in the northernmost regions of North America, Europe, and Asia. These areas are characterized by cold and harsh conditions, including polar deserts and boreal forests.\n", + "\n", + "5. Polar Moist Zones: The \"Polar Moist\" zone (coded as 12) is also visible in some extreme northern latitudes, indicating areas with milder, yet still cold, climates.\n", + "\n", + "The comprehensive classification of climate zones enhances our understanding of the diverse environmental conditions across the globe. It demonstrates the significance of these climate types and their potential influence on biodiversity and ecosystem characteristics, reinforcing the importance of preserving and studying these areas for conservation and scientific research." + ] + }, + { + "cell_type": "markdown", + "id": "caf8d1ff-ce85-44c2-b033-6ad148379a4e", + "metadata": {}, + "source": [ + "### CONCLUSION\n", + "The intersection of biodiversity, terrestrial eco-regions, and climate zones offers a profound understanding of our planet's ecological diversity and the intricate relationships that govern life on Earth. Through the analysis of these three components, we can draw several overarching conclusions:\n", + "\n", + "1. Biodiversity Hotspots: Biodiversity hotspots, characterized by high levels of endemic species and substantial habitat loss, emerge as critical focal points for conservation efforts. These regions are distributed across the globe, with notable hotspots along the western coast of North and Central America, the Andes, South America's Atlantic Forest, southern and eastern Africa, the Western Ghats in India, Southeast Asia, Oceania, and eastern Australia. The presence of biodiversity hotspots underscores the urgency of protecting these areas to preserve Earth's unique and irreplaceable species.\n", + "\n", + "2. Terrestrial Eco-Regions: Terrestrial eco-regions play a vital role in shaping the distribution of biodiversity. Each eco-region has its own distinct set of environmental conditions, ecosystems, and species assemblages. The eco-regions highlighted on the map provide a glimpse into the rich tapestry of terrestrial life, from dense tropical rainforests to arid deserts, from montane habitats to polar landscapes. Recognizing and preserving these eco-regions is essential for safeguarding the diversity of life on our planet.\n", + "\n", + "3. Climate Zones: Climate zones, when classified and visualized, reveal the planet's climatic diversity. The provided classification highlights various climate types, including warm temperate, cool temperate, tropical, polar, and boreal zones. These climate zones are distributed across the globe, shaping the natural habitats and ecological niches that different species inhabit. It is evident that climate significantly influences the types of ecosystems and species that thrive in a particular region.\n", + "\n", + "4. Correlations and Overlaps: The map underscores correlations and overlaps between biodiversity hotspots and specific climate zones. For example, tropical rainforests, known for their high biodiversity, coincide with regions classified as tropical moist and wet. Mountainous areas, characterized by their unique biodiversity, align with montane and cool temperate zones. These correlations highlight the interplay between climate and biodiversity and emphasize the significance of certain climates in hosting diverse life forms.\n", + "\n", + "In summary, the study of biodiversity, terrestrial eco-regions, and climate zones provides essential insights into the complex web of life on Earth. It reinforces the need for conservation efforts that target hotspots, the preservation of eco-regions, and an understanding of the impact of climate on species distribution. Protecting and studying these areas and their interconnections is not only crucial for biodiversity conservation but also for advancing our understanding of our planet's ecological systems and promoting sustainable coexistence with nature." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Outreachy_Naz_Task4/.ipynb_checkpoints/Outreachy_Naz_Task4-checkpoint.ipynb b/Outreachy_Naz_Task4/.ipynb_checkpoints/Outreachy_Naz_Task4-checkpoint.ipynb new file mode 100644 index 000000000..54503db8c --- /dev/null +++ b/Outreachy_Naz_Task4/.ipynb_checkpoints/Outreachy_Naz_Task4-checkpoint.ipynb @@ -0,0 +1,663 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "affc06c5-2ca6-4539-9bf3-1760f73ad861", + "metadata": {}, + "source": [ + "## Visualisation Prototype" + ] + }, + { + "cell_type": "markdown", + "id": "ea3a1af1-4c7b-4bc6-91e8-3948ed2244d4", + "metadata": {}, + "source": [ + "### Introduction\n", + "In a data-driven world, the ability to distill complex information into visually comprehensible formats is paramount. The Visualisation Prototype we present is a powerful tool that bridges the gap between raw data and meaningful insights. It is a window into the art and science of data visualization, where data transforms into compelling stories, patterns emerge from chaos, and understanding blossoms from the numbers." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6b9b3014-d560-41c2-8f34-6f606951b175", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialising and importing libraries used\n", + "\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "import io, requests\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from shapely.geometry import Point\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "id": "61b3ad4d-fa9c-43f5-a9ce-bd2d2e6c4a4c", + "metadata": {}, + "source": [ + "#### BIODIVERSITY HOTSPOT VISUALISATION" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "52f17974-a9ce-404d-843e-07a102c8393b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_Areageometry
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...
\n", + "
" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "\n", + " Shape_Length Shape_Area geometry \n", + "0 200.706891 40.754665 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 191.174978 186.085694 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 93.790123 7.610383 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 49.631419 25.366584 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 24.637100 1.646954 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the Biodiversity Hotspot datasets used\n", + "\n", + "world_biodiversity_hotspots = gpd.read_file(r'/home/naza/Downloads/CI_BiodiversityHotspots.geojson')\n", + "world_biodiversity_hotspots.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2b8ccd09-969d-444a-b8c4-726ac0a03fbf", + "metadata": {}, + "outputs": [], + "source": [ + "# Functions defined for mapping each datasets\n", + "# For Biodiversity Hotspot\n", + "def map_biodiversity_hotspot_to_sdg(row):\n", + " # Some biodiversity hotspots using the \"NAME\" row from the list above\n", + " marine_biodiversity_hotspots = [\n", + " 'Chilean Winter Rainfall and Valdivian Forests', \n", + " 'Indo-Burma', \n", + " 'Japan', \n", + " 'Mesoamerica', \n", + " 'Horn of Africa',\n", + " 'Sundaland',\n", + " 'Mediterranean Basin',\n", + " 'Coastal Forests of Eastern Africa'\n", + " ]\n", + " \n", + " # verify whether this hotspot is known for marine or land biodiversity\n", + " if row['NAME'] in marine_biodiversity_hotspots:\n", + " return \"SDG #14: Life below Water\"\n", + " else:\n", + " return \"SDG #15: Life on Land\"" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "edaf2721-3a91-4354-b21b-7a5d8f9ee022", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_AreageometrySDG_MAPPING
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...SDG #14: Life below Water
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...SDG #14: Life below Water
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...SDG #15: Life on Land
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...SDG #15: Life on Land
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...SDG #15: Life on Land
\n", + "
" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "\n", + " Shape_Length Shape_Area \\\n", + "0 200.706891 40.754665 \n", + "1 191.174978 186.085694 \n", + "2 93.790123 7.610383 \n", + "3 49.631419 25.366584 \n", + "4 24.637100 1.646954 \n", + "\n", + " geometry \\\n", + "0 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... \n", + "\n", + " SDG_MAPPING \n", + "0 SDG #14: Life below Water \n", + "1 SDG #14: Life below Water \n", + "2 SDG #15: Life on Land \n", + "3 SDG #15: Life on Land \n", + "4 SDG #15: Life on Land " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Implement the mapping function defined and save the datasets \n", + "world_biodiversity_hotspots['SDG_MAPPING'] = world_biodiversity_hotspots.apply(map_biodiversity_hotspot_to_sdg, axis=1)\n", + "world_biodiversity_hotspots.to_file('CI_BiodiversityHotspots_Mapped.geojson', driver='GeoJSON')\n", + "#world_biodiversity\n", + "world_biodiversity_hotspots.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b7069d47-2a0e-444f-93bc-913d2520d548", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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bNm0SqqqKe+65x7Ns4cKFAhA//PBDkXXmli3sn5+fn9c6Fx+jd955RwBi1qxZnmXZ2dmidu3aAhALFy70WhcQ33zzjWeZw+EQERERon///kW2NzY2Nt82tmvXTpw5c8ar7JgxY8SFX4cbN24UgBg6dKhXuSeffFIAYsGCBUIIIU6dOiUsFovo1auXMAzDU2706NECEPfee2+e45e7j4ZhiOjo6Dz7MmPGDAGIf/75RwghRHp6uggODhbDhg3zKnfixAkRFBTktfzee+8VgHj22We9ym7YsKFYf+fY2FivNv/www95/i5CCKHruqhcubIYOHCg1/J3331XKIoi9u/fX+h27r333jznSu7fa/ny5Z5lf//9twCEj4+POHTokGf5pEmT8rQrd98feeQRzzLDMESvXr2ExWIRp0+fFkIIMWvWLAGIV1991Wv7t912m1AURezdu9ezDBCqqopt27Z5lT19+rQAxJgxY/LsW1ZWVp5l//vf/7z+pkKcP+eGDBniVfbWW28VoaGhntd79uwRqqqKW2+9Vei67lU295wryTmSH7vdnqfuAwcOCKvVKsaNG+dZlnsO16lTRzgcDs/y999/XwBiy5YtQoic6154eLho3LixV7nPP/9cAF7XhIL4+fl5nYu5invcDh48KDRNE6+99ppXuS1btgiTyZRn+YVSU1MFIPr06VNkO4Uo/vVCiPPn+V9//eVVNvfYVq1a1escMgxD1KhRQyQkJHhdY7KyskR8fLzo3r27Z1lQUJB4+OGHC21r7nX1nXfe8SxzOBye7wyn0ymEKP3vMyFyvpciIyNFSkqKZ9mcOXMEIGJjY73aefHnq7h/93Xr1glAPP74417lBg8eXOBn9kInTpwQYWFhAhC1a9cWI0aMEN99951Xm3Pldx27UO5194knnhBCnP+cXPj9J4QQbrdbnD592utf7t/6vffeE4Dn+iVJknQtk0PtJEm6pt1www2EhYURExPDbbfdhp+fH7/++qvnKWpycjILFixgwIABnt46Z86cISkpiYSEBPbs2eOZBe+vv/6iTZs2NG7c2FN/SEiIZ7hSYf78808iIiK48847PcvMZjOPPvooGRkZLF682Kv8wIEDvXpl5Q4R3L9/PwA+Pj5YLBYWLVrE2bNni308EhMT2bhxI4MHDyYkJMSzvGHDhnTv3p0///yz2HXl56WXXmLu3Ll5/uX2vCjMX3/9RXR0NL179/Yss9lsDBs2LN/y/v7+XvkzLBYLLVu29ByjorRq1crTvt9//53XXnuNbdu20bt370JnpMo9Rv/3f//ntTw3UXlubpd58+bhdDp55JFHvHqyPP7440W2TVEUbr/9dv7880+vmZKmT59OdHQ07du3B3J60KSkpHDnnXd6zt0zZ86gaRqtWrXKt7fYgw8+6PU6t0fT33//ne9wpJJSVZW77rqLX3/9lfT0dM/yadOm0bZt2yJ7kxWkbt26tGnTxvO6VatWAHTt2pUqVarkWZ7feTBy5EjP/+cOlXM6ncybNw/I+dtqmsajjz7qtd6oUaMQQjB79myv5Z06daJu3brF3ocLc/XY7XbOnDnjGbZz4ZCnXCNGjPB63aFDB5KSkjxDrGbNmoVhGLz00kt5cv3knnOXco5cyGq1eurWdZ2kpCTPkJ782nzfffd55bq5+Nq1du1aTp06xYgRI7zKDR48ON/edZeiqOP2008/YRgGAwYM8DomERER1KhRo9BjkltHQEBAsdpS3OtFrvj4eBISEvKt69577/U6hzZu3MiePXsYNGgQSUlJnv3IzMykW7du/PPPP57Z04KDg1m1ahXHjx8vtL0mk4nhw4d7XlssFoYPH86pU6dYt26dZ59K8/ss93vp3nvv9ToHunfvXqLPV1F/97/++gvA0zsy1yOPPFKs+itVqsSmTZsYMWIEZ8+e5bPPPmPQoEGEh4fzyiuv5BmOW5jcJOS518jcNl48o+eWLVsICwvz+pc7NDe3V94vv/xS6Cx5kiRJ1wIZeJIk6Zr28ccfM3fuXGbOnEnPnj05c+aM19C4vXv3IoTgxRdfzPPjLndIUG6S7UOHDlG9evU828hv2cUOHTpEjRo18twc5g5ROnTokNfyC2+k4fzQwNwgk9Vq5c0332T27NlUqlSJjh07MmHCBE6cOFFkO4B88+zUqVPHc9NyqRo0aMANN9yQ519+eVDya1u1atXyDDcq6PhWrlw5T9kKFSoUOxBXsWJFT/t69erF6NGjmTx5MsuXL/fMRFRQO1VVzdOuiIgIgoODPcc497+5ScpzhYWFed2EFWTgwIFkZ2d7co1lZGTw559/enJuQU5uJsgJvlx8/s6ZM8dz7uYymUx5hq7Ex8fzf//3f0yePJmKFSuSkJDAxx9/7JXfqaTuuecesrOzPcOIdu3axbp167j77rsvuc6LPxO5N6gXD83KXX7xeaCqKlWrVvVaVrNmTeD8ENxDhw4RFRWVJ6hQ0Oe0pEG05ORkHnvsMSpVqoSPjw9hYWGeOvI73kVdB/bt24eqqoXenJf0HLmYYRi899571KhRA6vVSsWKFQkLC2Pz5s2X1OaCPhdmsznP3+dSFdWGPXv2IISgRo0aeY7Jjh07Cj0mubOQXRhULUxxrxe5CjunLn4v929777335tmPyZMn43A4PH+jCRMmsHXrVmJiYmjZsiVjx47NNzgbFRWVZ8KB/D4npfl9VtA5Afl/VxWkONtRVTXPcSzOd3iuyMhIPv30UxITE9m1axcffPABYWFhvPTSS3zxxRfFrif3gULutSb3vxc+aMhtW+4DkouvnwMHDqRdu3YMHTqUSpUqcccddzBjxgwZhJIk6ZokczxJknRNa9mypWdWu759+9K+fXsGDRrErl278Pf39/xAe/LJJwt8ylySH6WlpaAcDxc+UX388ce55ZZbmDVrFn///Tcvvvgi48ePZ8GCBTRp0uRKNbXcFOcYlVS3bt0A+Oeff4p8Cp5f8tfS1Lp1a+Li4pgxYwaDBg3it99+Izs7m4EDB3rK5J6/3377rScx+oUuno3vwt4rF3rnnXcYPHgwv/zyC3PmzOHRRx9l/PjxrFy5skQ5VnLVrVuXZs2aMXXqVO655x6mTp2KxWK5rJkkC/p7l8V5UFz5zTZWmAEDBrB8+XKeeuopGjdu7LkG9ejRI9+bxdLYt5KeIxd7/fXXefHFFxkyZAivvPIKISEhqKrK448/XmZtvlxFtcEwDBRFYfbs2fmWvbjXyYUCAwOJiopi69atJWpTca8XhZ1TF7+Xe/zfeustr564F8rdlwEDBtChQwd+/vln5syZw1tvvcWbb77JTz/9VKyceJfjSp0TV/LcUxSFmjVrUrNmTXr16kWNGjWYNm0aQ4cOLdb6uedP7u+L2rVre5b36dPHU87f358bbrgBgKVLl3rV4ePjwz///MPChQv5448/+Ouvv5g+fTpdu3Zlzpw5xc4VJUmSdDWQgSdJkq4bmqYxfvx4unTpwkcffcSzzz7recJuNps9P+4KEhsbm+/sTPkty2/dzZs3YxiG143/zp07Pe9fimrVqjFq1ChGjRrFnj17aNy4Me+88w5Tp04tsB2Q0wPlYjt37qRixYp5nnZfKbGxsWzfvh0hhNdNWnGOb2lxu91A3qfOF4qNjcUwDPbs2eN5wg9w8uRJUlJSPMc497979uzx6slx+vTpYvfKGjBgAO+//z5paWlMnz6duLg4rxmVcpMqh4eHF3n+FqVBgwY0aNCAF154geXLl9OuXTs+++wzXn311XzLF3Ujfc899/B///d/JCYm8t1339GrV69i9fQqK4ZhsH//fk/vDcAzo1Rucu3Y2FjmzZtHenq6V6+nknxOCzouZ8+eZf78+bz88su89NJLnuW5vVYuRbVq1TAMg+3btxcYeLjcc2TmzJl06dIlT2+OlJQUKlasWOL6LvxcdO3a1bPc5XJx4MABGjVqVGQdlxv0rVatGkII4uPjvc6H4rr55pv5/PPPWbFihdfwz/wU93pxKXL/toGBgcX620ZGRvLQQw/x0EMPcerUKZo2bcprr73mFXg6fvw4mZmZXt8D+X1OSvP77MJz4mL5fVddqty/xYEDB7x6V13ud0zVqlWpUKECiYmJxV7n22+/RVEUunfvDuQMCwwKCuL777/nueeey/cBQX5UVaVbt25069aNd999l9dff53nn3+ehQsXXvZ3giRJ0pUkh9pJknRd6dy5My1btmTixInY7XbCw8Pp3LkzkyZNyvdH4+nTpz3/n5CQwIoVK9i4caNnWXJyMtOmTStyuz179uTEiRNMnz7ds8ztdvPhhx/i7+9Pp06dSrQfWVlZ2O12r2XVqlUjICCg0BnkIiMjady4MV9//TUpKSme5Vu3bmXOnDn07NmzRO0oTQkJCRw7dswztAxy8uD897//vWJt+O233wAKvfnNPUYTJ070Wv7uu+8CeGZIuuGGGzCbzXz44YdeT9wvXq8wAwcOxOFw8PXXX/PXX3/l6TGUkJBAYGAgr7/+Oi6XK8/6F56/BUlLS/ME3HI1aNAAVVULPZdyb0wvPI8udOedd6IoCo899hj79+/3ysdVXj766CPP/wsh+OijjzCbzZ6ebj179kTXda9yAO+99x6KohSrZ4ivry+Q97jk9j64uPdFSc6Hi/Xt2xdVVRk3blye3ke527ncc0TTtDxt/uGHHzy570qqefPmhIWF8dlnn3nN7jhlypQCz6WL+fn5Fbtsfvr164emabz88st59k0I4cmhU5Cnn34aPz8/hg4dysmTJ/O8v2/fPt5//32g+NeLS9GsWTOqVavG22+/nW+wPPdvq+t6nmGR4eHhREVF5fmMu91uJk2a5HntdDqZNGkSYWFhNGvWzLNPpfl9duH30oXtnDt3Ltu3by9RXYXJ7dX8ySefeC3/8MMPi7X+qlWr8h2Kvnr1apKSkoo9LPCNN95gzpw5DBw40BMA8/X15emnn2br1q08++yz+fbSunhZcnJynjK5AejizCQrSZJ0NZE9niRJuu489dRT3H777UyZMoURI0bw8ccf0759exo0aMCwYcOoWrUqJ0+eZMWKFRw9epRNmzYBOTcbU6dOpXv37jzyyCP4+fkxefJkqlSpQnJycqFP4R944AEmTZrE4MGDWbduHXFxccycOZNly5YxceLEYieqzbV79266devGgAEDqFu3LiaTiZ9//pmTJ09yxx13FLruW2+9xU033USbNm24//77yc7O5sMPPyQoKIixY8eWqB2lafjw4Xz00UfceeedPPbYY0RGRjJt2jRsNhtQ+kPbjh075ukZ5nQ62bRpE5MmTaJixYqFDrNr1KgR9957L59//jkpKSl06tSJ1atX8/XXX9O3b1+6dOkC5ORyevLJJxk/fjw333wzPXv2ZMOGDcyePbvYPUWaNm1K9erVef7553E4HF7D7CCnp8Onn37K3XffTdOmTbnjjjsICwvj8OHD/PHHH7Rr1y5PEOViCxYsYOTIkdx+++3UrFkTt9vNt99+i6Zp9O/fv8D1GjdujKZpvPnmm6SmpmK1WunatSvh4eGe/e/Rowc//PADwcHBl3WDXRpsNht//fUX9957L61atWL27Nn88ccfjB49mrCwMABuueUWunTpwvPPP8/Bgwdp1KgRc+bM4ZdffuHxxx/39DApjI+PD3Xr1mX69OnUrFmTkJAQ6tevT/369T252FwuF9HR0cyZM4cDBw5c8j7lnhuvvPIKHTp0oF+/flitVtasWUNUVBTjx4+/7HPk5ptvZty4cdx33320bduWLVu2MG3atEvOx2Q2m3n11VcZPnw4Xbt2ZeDAgRw4cICvvvqq2HU2a9aMefPm8e677xIVFUV8fLwnqXxxVKtWjVdffZXnnnuOgwcP0rdvXwICAjhw4AA///wzDzzwAE8++WSh63/33XcMHDiQOnXqcM8991C/fn2cTifLly/nhx9+YPDgwUDxrxeXQlVVJk+ezE033US9evW47777iI6O5tixYyxcuJDAwEB+++030tPTqVy5MrfddhuNGjXC39+fefPmsWbNGt555x2vOqOionjzzTc5ePAgNWvWZPr06WzcuJHPP/8cs9kMlP73GcD48ePp1asX7du3Z8iQISQnJ/Phhx9Sr169QnuglkSzZs3o378/EydOJCkpidatW7N48WJPj66ivmO+/fZbpk2bxq233kqzZs2wWCzs2LGDL7/8EpvNxujRo73Ku91uz3eM3W7n0KFD/Prrr2zevJkuXbrw+eefe5V/9tln2bFjB2+99RZz5syhf//+VK5cmbNnz7J+/Xp++OEHwsPDPd+J48aN459//qFXr17ExsZy6tQpPvnkEypXruyZgEKSJOmacQVn0JMkSSo1X331lQDEmjVr8ryn67qoVq2aqFatmnC73UIIIfbt2yfuueceERERIcxms4iOjhY333yzmDlzpte6GzZsEB06dBBWq1VUrlxZjB8/XnzwwQcCECdOnPCU69SpU55pwU+ePCnuu+8+UbFiRWGxWESDBg3EV1995VUmd/rpt956K0+7uWC65zNnzoiHH35Y1K5dW/j5+YmgoCDRqlUrMWPGjGIdn3nz5ol27doJHx8fERgYKG655Raxfft2rzK5U3j/8MMPRdZXVNn8ppbO7xjt379f9OrVS/j4+IiwsDAxatQo8eOPPwpArFy50mvdevXq5budi6fezk/utOW5/1RVFeHh4eLOO+8Ue/fu9SqbO1X3hVwul3j55ZdFfHy8MJvNIiYmRjz33HPCbrd7ldN1Xbz88ssiMjJS+Pj4iM6dO4utW7eK2NhYr+ngc4/fwoUL87T1+eefF4CoXr16gfuzcOFCkZCQIIKCgoTNZhPVqlUTgwcPFmvXrvU6NvlN771//34xZMgQUa1aNWGz2URISIjo0qWLmDdvXp5jdvEU9v/9739F1apVhaZp+bZ/xowZAhAPPPBAgW2/WH7tjI2NFb169cpTFsgzRXx+n6HcOvft2yduvPFG4evrKypVqiTGjBkjdF33Wj89PV088cQTIioqSpjNZlGjRg3x1ltveU1XX9C2cy1fvlw0a9ZMWCwWr8/t0aNHxa233iqCg4NFUFCQuP3228Xx48cLnB7+4mnSc69rBw4c8Fr+5ZdfiiZNmgir1SoqVKggOnXqJObOnetVpjjnSH7sdrsYNWqU5xxu166dWLFiRZ7Pb0HXgNy/x8XXuk8++UTEx8cLq9UqmjdvLv755598rwn52blzp+jYsaPw8fERgOe8LOlx+/HHH0X79u2Fn5+f8PPzE7Vr1xYPP/yw2LVrV5FtEEKI3bt3i2HDhom4uDhhsVhEQECAaNeunfjwww+9rgXFvV4UdJ4XdX3dsGGD6NevnwgNDRVWq1XExsaKAQMGiPnz5wshhHA4HOKpp54SjRo1EgEBAcLPz080atRIfPLJJ1715F5X165dK9q0aSNsNpuIjY0VH330UZ5tlub3Wa4ff/xR1KlTR1itVlG3bl3x008/5XtNv5zPS2Zmpnj44YdFSEiI8Pf3F3379hW7du0SgHjjjTfyPb65Nm/eLJ566inRtGlTERISIkwmk4iMjBS33367WL9+vVfZe++91+s7xtfXV8TFxYn+/fuLmTNn5rnuXOjnn38WPXv2FGFhYcJkMong4GDRvn178dZbb4mUlBRPufnz54s+ffqIqKgoYbFYRFRUlLjzzjvF7t27C90PSZKkq5EixBXMBilJknQNevzxx5k0aRIZGRkymWcZmDhxIk888QRHjx4lOjq6vJsjlcAvv/xC3759+eeffzxTqJeHwYMHM3PmzFLrOSFJ16POnTtz5syZEidOv9Zt3LiRJk2aMHXqVO66667ybo4kSdK/kszxJEmSdIHs7Gyv10lJSXz77be0b99eBp1KwcXH1263M2nSJGrUqCGDTteg//73v1StWlUO+5Ak6apw8XcM5DzcUFWVjh07lkOLJEmSJJA5niRJkry0adOGzp07U6dOHU6ePMkXX3xBWloaL774Ynk37brQr18/qlSpQuPGjUlNTWXq1Kns3LmzWAncpavH999/z+bNm/njjz94//33Sz0/lyRJ0qWYMGEC69ato0uXLphMJmbPns3s2bN54IEHiImJKe/mSZIk/WvJwJMkSdIFevbsycyZM/n8889RFIWmTZvyxRdfyCelpSQhIYHJkyczbdo0dF2nbt26fP/993mSaktXtzvvvBN/f3/uv/9+HnroofJujiRJEgBt27Zl7ty5vPLKK2RkZFClShXGjh3L888/X95NkyRJ+leTOZ4kSZIkSZIkSZIkSZKkMiFzPEmSJEmSJEmSJEmSJEllQgaeJEmSJEmSJEmSJEmSpDIhA0+SJEmSJEmSJEmSJElSmZCBJ0mSJEmSJEmSJEmSJKlMyMCTJEmSJEmSJEmSJEmSVCZk4EmSJEmSJEmSJEmSJEkqEzLwJEmSJEmSJEmSJEmSJJUJGXiSJEmSJEmSJEmSJEmSyoSpvBsgSZIkSZIkSZIk/Tvouo7L5SrvZkiSVAxmsxlN0y67Hhl4kiRJkiRJkiRJksqUEIITJ06QkpJS3k2RJKkEgoODiYiIQFGUS65DBp4kSZIkSZIkSZKkMpUbdAoPD8fX1/eybmIlSSp7QgiysrI4deoUAJGRkZdclww8SZIkSZIkSZIkSWVG13VP0Ck0NLS8myNJUjH5+PgAcOrUKcLDwy952J1MLi5JkiRJkiRJkiSVmdycTr6+vuXcEkmSSir3c3s5udlk4EmSJEmSJEmSJEkqc3J4nSRde0rjcyuH2kmSJEmSJEmSJEnXhOPH0lm44ABpaU4CAy106RpPVHRAeTdLkqRCyMCTJEmSJEmSJEmSdFVbvy6RdyasYPafe3G7Dc9yk0nlpp7VGfV0G5o2u/Tkx5IklR051E6SJEmSJEmSJEm6av32yy4Suk3lt193ewWdANxug99+3U1Ct6n8/uvucmqhVBhFUZg1a5bn9c6dO2ndujU2m43GjRtfUp2LFi1CURRSUlIuq21xcXFMnDjxsuqQiiYDT5IkSZIkSdK/lhAOdLEH3diBENnl3RxJki6yfl0iQ+79FYdDL7Scw6Fz3z2/sH5dYqlu//Tp0zz44INUqVIFq9VKREQECQkJLFu2zFMmLi4ORVFQFAUfHx/i4uIYMGAACxYsyLfOH3/8ka5du1KhQgV8fHyoVasWQ4YMYcOGDcVu11tvvcWgQYMA+O677+jatavX+3a7ncGDB9OgQQNMJhN9+/YttL5ly5ZhMpkuKRA0ePDgQutPTEzkpptu8rweM2YMfn5+7Nq1i/nz55d4e9eqzz77jICAANxut2dZRkYGZrOZzp07e5XNDazt27evyHpLKwhXlmTgSZIkSZIkSfpXESINl/EnWe4nSXM1J8OVQIa717n/H4hD/w4hjKIrkiSpzL0zYUWRQadcDofOu2+tKNXt9+/fnw0bNvD111+ze/dufv31Vzp37kxSUpJXuXHjxpGYmMiuXbv45ptvCA4O5oYbbuC1117zKvfMM88wcOBAGjduzK+//squXbv47rvvqFq1Ks8991yx27VixQratWsHwJIlSzz/n0vXdXx8fHj00Ue54YYbCq0rJSWFe+65h27duhV7+yURERGB1Wr1vN63bx/t27cnNjaW0NDQMtnm1ahLly5kZGSwdu1az7IlS5YQERHBqlWrsNvtnuULFy6kSpUqVKtW7Yq1TwjhFRQrTTLwJEmSJEmSJP0ruIzZZLvfIMPVnyz3SFzGT0DmBSWy0cUa7PoLOIxP0cU+DJFUUHWSJJWx48fS+fOPPSVa588/9nL8WHqpbD8lJYUlS5bw5ptv0qVLF2JjY2nZsiXPPfccvXv39iobEBBAREQEVapUoWPHjnz++ee8+OKLvPTSS+zatQuAlStXMmHCBN59913effddOnToQJUqVWjWrBkvvPACs2fPLnbbLgw8LV26NE/gyc/Pj08//ZRhw4YRERFRaF0jRoxg0KBBtGnTptjbL4kLh9opisK6desYN24ciqIwduxYAI4cOcKAAQMIDg4mJCSEPn36cPDgwSLrXrZsGQ0bNsRms9G6dWu2bt3q9f7SpUvp0KEDPj4+xMTE8Oijj5KZmVlAbXD48GH69OmDv78/gYGBDBgwgJMnTwKQmpqKpmmewJFhGISEhNC6dWvP+lOnTiUmJibfumvVqkVkZCSLFi3yLFu0aBF9+vQhPj6elStXei3v0qULAN9++y3Nmzf3nGODBg3i1KlTABw8eNBTrkKFCiiKwuDBgz3tGz9+PPHx8fj4+NCoUSNmzpzptQ1FUZg9ezbNmjXDarWydOnSQo/3pZKBJ0mSJEmSJOlfQSUeQxzEoOihCw79HTJc3Ul3tSXL/SSGOH4FWihJ0oUWLjiArosSreN2GyxceLBUtu/v74+/vz+zZs3C4XCUeP3HHnsMIQS//PILAP/73//w9/fnoYceyrd8UdPWv/HGGwQHBxMcHMyJEyfo1KkTwcHBbN261RO0KWng4KuvvmL//v2MGTMm3/enTJlSZLtKIjExkXr16jFq1CgSExN58skncblcJCQkEBAQwJIlS1i2bBn+/v706NEDp9NZaH1PPfUU77zzDmvWrCEsLIxbbrkFl8sF5PSs6tGjB/3792fz5s1Mnz6dpUuXMnLkyHzrMgyDPn36kJyczOLFi5k7dy779+9n4MCBAAQFBdG4cWNP4GjLli0oisKGDRvIyMgAYPHixXTq1KnA9nbp0oWFCxd6Xi9cuJDOnTvTqVMnz/Ls7GxWrVrlCSi5XC5eeeUVNm3axKxZszh48KAnuBQTE8OPP/4IwK5du0hMTOT9998HYPz48XzzzTd89tlnbNu2jSeeeIL//Oc/LF682KtNzz77LG+88QY7duygYcOGhR7vSyUDT5IkSZIkSdcJu93N9//bSnKyzFWUH4NjGGJvCddy4TJ+It3VlUzXwzj0L9HFoTJpn1T6XMZcMlz9yHANRDd2lXdzpBJKSys86FCQ9LSSB4nyYzKZmDJlCl9//TXBwcG0a9eO0aNHs3nz5mKtHxISQnh4uKfnzu7du6latSom0/nJ5d99911PgMvf35/U1NQC6xsxYgQbN27k8ccfJyEhgU2bNvH666/TokULNm/ezMaNG2nevHmx92/Pnj08++yzTJ061atNFwoKCqJWrVrFrrMoERERmEwm/P39iYiIwN/fn+nTp2MYBpMnT6ZBgwbUqVOHr776isOHD3v1DsrPmDFj6N69Ow0aNODrr7/m5MmT/Pzzz0BO4OWuu+7i8ccfp0aNGrRt25YPPviAb775xmtYW6758+ezZcsWvvvuO5o1a0arVq345ptvWLx4MWvWrAGgc+fOnjYtWrSI7t27U6dOHU/Ab9GiRUUGnpYtW4bb7SY9PZ0NGzbQqVMnOnbs6Kl3xYoVOBwOT+BpyJAh3HTTTVStWpXWrVvzwQcfMHv2bDIyMtA0jZCQEADCw8OJiIggKCgIh8PB66+/zpdffklCQgJVq1Zl8ODB/Oc//2HSpElebRo3bhzdu3enWrVqnrpKmww8SZIkSZIkXQFnz+b9kVsa0tIcHDiQwpgXFtH3lulM+WIjr7z8D4cOpZTJ9q5VbmM92e7nMdh/iTU4cYvZ2PVXyXTdjW5sl3mgrlKGOIND/4Y0Zyuy3MPRxUZ0sYYMd1+y3a8iRNnkMJFKX2Cg5ZLWCwi0Fl2omPr378/x48f59ddf6dGjB4sWLaJp06ZMmTKlWOsLIQrtMTRkyBA2btzIpEmTyMzMRAjvHl4Oh5vE4+kcPJDC2WQBBLN48XK6dumJzVqRFSvW0COhFzExVYiLi8NmsxWrXbquM2jQIF5++WVq1qxZYLlbb72VnTt3FqvOS7Vp0yb27t1LQECAJwAXEhKC3W4vMrn2hcMDQ0JCqFWrFjt27PDUO2XKFK/AXkJCAoZhcODAgTx17dixg5iYGK+hcnXr1iU4ONhTZ6dOnVi6dCm6rrN48WI6d+7sCUYdP36cvXv35kkUfqHOnTuTmZnJmjVrWLJkCTVr1iQsLIxOnTp58jwtWrSIqlWrUqVKFQDWrVvHLbfcQpUqVQgICPAEtg4fPlzgdvbu3UtWVhbdu3f32v9vvvkmzzEtSbDyUuUf1pQkSZIkSZJK1Y5tp2nbPv+8D5fK7Tbo12cGa1YdQwgwmVT8AyzEV63AxHdWMmx4U+rWCy/VbV5LhEjDrr8PCHSxHsGp0qmXo2S4b0YhDLPaC4s6AE2tXSp1S5cmwzUIQxxFcAwoaGiWA6fxJU7je8xqZ3y011GUwCvZTKmEunSNx2RScbuLH+Q1mVS6dIkr1XbYbDa6d+9O9+7defHFFxk6dChjxozxDHcqSFJSEqdPnyY+Ph6AGjVqsHTpUlwuF2azGcAzdO7o0aN51s/OdrF7VxIWi8aqVct56OFBKIpCdnYWK1YsYezLz+Fw2DGZzLz9zgRGjhzFa6+NwWzWityn9PR01q5dy4YNGzxDzwzDQAiByWRizpw5eWbKKysZGRk0a9aMadOm5XkvLCzssuodPnw4jz76aJ73coM6JdWxY0fS09NZv349//zzD6+//joRERG88cYbNGrUiKioKGrUqFHg+tWrV6dy5cosXLiQs2fPeoJIUVFRxMTEsHz5chYuXOg59pmZmSQkJJCQkMC0adMICwvj8OHDJCQkFDoMMXfo3x9//EF0dLTXexcmeoecfGBlTfZ4kiRJkiRJKmO7dyUxbMhvLF1yGMPIe1PscLg5kZjBe2+v5InH/ub4sXT+991W7rvnFz76YDUbN5zIt16TSeWZ584nlHW7DerWrcj+fWfZsf0MT/3fPM6e/TcPu/PHqt2LQgC6KN7QmJIQnMZpTCHD3ROH/t9Sr18qHiEyECQjOErBQacLZQFlf6MlXb6o6ABu6lm9ROv07FWdqOiAMmpRjrp16xaaoDrX+++/j6qq9O3bF4A777yTjIwMPvnkkyLXdTjc7N1zFl0XOBw6tWo14McfF/DiC28TERHN9OkLePfdKVitNr7/3zz+991cbupxBzt3nCEzs+ghioGBgWzZsoWNGzd6/o0YMYJatWqxceNGWrVqVWQdpaVp06bs2bOH8PBwqlev7vUvKCio0HUvTMh99uxZdu/eTZ06dTz1bt++PU+d1atXx2LJ25uuTp06HDlyhCNHjniWbd++nZSUFOrWrQvkBAobNmzIRx99hNlspnbt2nTs2JENGzbw+++/FzrMLleXLl1YtGgRixYt8uod1bFjR2bPns3q1as9w+x27txJUlISb7zxBh06dKB27dqexOK5cvdF18/P/li3bl2sViuHDx/Os+8FJT8vS7LHkyRJkiRJUilJT3dgGAK3y2DdukSat4jiyOFUBt/9C0eOpNGv9wwG3FGXmCpBxFQJpHnzKGrWCiUry80P07cx/fttbN92mi//uwGAyV/1Jiran8dG/kVmpoteN9eg6w1xNGwUQYUKOcMpPvpgNReOzFi+7CiKAvXqh5GS4mDrllN06BhbHoej3CmKikIVbKYnUPVqGBzGoX8MlE7+lwvZ9fE49G8BFz6mFzGrPUt9G1crt7EZTYlHUcr2Zj8/QjhIc7XBe3bCormMXzApzbBoA8qmYVKpGfV0G+b8vQ+HQy+yrM1m4v+eKr2Z2ZKSkrj99tsZMmQIDRs2JCAggLVr1zJhwgT69OnjVTY9PZ0TJ07gcrk4cOAAU6dOZfLkyYwfP57q1XOCZ23atGHUqFGMGjWKQ4cO0a9fP2JiYkhMTOSLL75AURRUVcXl0tm79ywuV84+G4bAavWherXq/PnnLzRt2oZatWqwdctaGjVqQWxsNU87XC6DvXvOUrdeRfbs2YXT6SQ5OZn09HQ2btwIQOPGjVFVlfr163vtQ3h4ODabzWv5zz//zHPPPVfkcLvU1FRP/blCQ0OLFeS46667eOutt+jTpw/jxo2jcuXKHDp0iJ9++omnn36aypUrF7juuHHjCA0NpVKlSjz//PNUrFjRE+h75plnaN26NSNHjmTo0KH4+fmxfft25s6dy0cffZSnrhtuuIEGDRpw1113MXHiRNxuNw899BCdOnXyGo7WuXNnPvzwQ2677TYgZ4hfnTp1mD59Oh9//HGR+9ulSxcefvhhXC6XV6CqU6dOjBw5EqfT6Qk8ValSBYvFwocffsiIESPYunUrr7zyild9sbGxKIrC77//Ts+ePfHx8SEgIIAnn3ySJ554AsMwaN++PampqSxbtozAwEDuvffeIttZmmTgSZIkSZIkqZSsWX2cvjdPx8fHRN9+tbHZTPznzp9JOZffyW53882U8z1vfvxlAKqmEBnpT9v2VahRK5TJk9aTlJRNWpqDr7/aSESkPzVrhVKnTkVSUuw89MCfaCaV5i2ieOqZNiT0qMbC+Qe92iEEbNt6mrAwX157ZQnNm+8j4aZqtGgZjc327/z5Z9Fypj43qzejG2twGN9giG2luo2cHjdgd3+EoSVj1f5TqvVfrTSlPk7jC8/QQ0UxX8GtK6hUxChh4AmcOPRJCDIRZKASg6Y2QYhjKISgiw2oShya0gJFyfuZceozcIvVqIRhUtsBNhSlIpoSVxo7JV2gabNIvvqmD/fd80uhwSerVePLr3vTtFlkqW3b39+fVq1a8d5777Fv3z5cLhcxMTEMGzaM0aNHe5V96aWXeOmll7BYLERERNC6dWvmz5/vCSDkevvtt2nZsiWffvopX375JVlZWVSqVImOHTuyYsUK/Pz82bsnGYfdOxeZooDTZbBu3Qpu6HYzWZku1q5dQZvW7bBYNJzO88fGYlHJynTRs2dPDh06PxlCkyZNAPLkkSpMamoqu3YVnZh/0aJFnvpz3X///UyePLnIdX19ffnnn3945pln6NevH+np6URHR9OtWzcCAwsfDvvGG2/w2GOPsWfPHho3bsxvv/3m6QHUsGFDFi9ezPPPP0+HDh0QQlCtWjXPLHUXUxSFX375hUceeYSOHTuiqio9evTgww8/9CrXqVMnJk6c6NVbqXPnzmzatKnQ/E65unTpQnZ2NrVr16ZSpUpe9aanp1OrVi0iI3PO47CwMKZMmcLo0aP54IMPaNq0KW+//Ta9e/f2rBcdHc3LL7/Ms88+y3333cc999zDlClTeOWVVwgLC2P8+PHs37+f4OBgmjZtmufcvRIUUZKzTpIkSZIkScqX222wZtUxbun5PU6nTrfu8axeeYz09IKHPAQHW9FMKoqi4O9vxmo1YRiCPbuTPWXMZpVq1UPIynKRlmonuIIP8fHBtO9YhS8+34DNx0TFij6kpjjYtSspzzaqVgsmPr4CK1ccRdMUvp95G5Uq+RER6U9AQOkl4L3WCOHGYXyCQ/8AKJsk4T7aO5jULqhKcJnUfzXJdr+K0/gSUDApXTCrN2PR+l5yfUK4ihXAsuuf4NSnIsh/OOrls6AQhqJUwKQ0w6zeiKY0Jc3VCMj72Tart2DVHkelCorinWdHCBcu4w+cxnfngnQdMau35Sl3PbLb7Rw4cID4+PhiJ7++2Pp1ibz71gr+/GOvV84nk0mlZ6/q/N9TbUo16FQehBAc2J9CSkreySgsFg1dN9D1/G/fLRYNi1UDAaqqEF81GE2TmXWky1can18ZeJKkq4gQmbiMP2S3b0mSpGvU9m2n6d7lW0+wKSrKH5vNxNGjaTid+Qc3IiP9iakSyMYNJ72eWF+sfYcqLF1yfgab4Ao2qlcPISDQwpHDaezfl0yr1tHs35fCyZPevT9MJpXo6AA0k0JcXDAhob6Ehvow4Z0bSEtzEBR0aT8krwcuYz7Z7mcQJBdduIQ0pSl+ph8KndHqeuHUZ5CtP+u1TFVqomBBVeKwaS+gKsVPdJ/lfhRdHMDX9C6akjdRrxDpGOIwKL64jfnY9dcvex+Ky6z2xWXMKrSMSiwmtTNW7VEUAnEaX2LXPwQyLqrr9nNJzq/v4FNp3LjmOn4snYULD5Ke5iAg0EqXLnFlntPpSjl2NC3P9TuXj4+J7OzizcgYEGAhLNyPoCDrv+L6I5UtGXiSpOuMQ5+MQ/+cAPOK6/4HiCRJ0vXmz9/38NorS9i54wwxMYFUivRn/dpEHA4df38LERF+VKjgg9PpZufOJHTdoGGjSmzfdga7veibCX9/C1abRtKZvMnCmzaL5PixdE6cyKBN28qsWJ53diTIGYrSoGE4wcE2oioH8svPO6lTJ4xf/7zjXzsED8AQJ7Dr7+Myfia/XiyXyqR0w8/870k6btc/wKFPzPc9hYr4mj7FpDYrVl1CZOMW/5DtfhmL2heBC1WpgqpUwal/iVsspXiJxMuCDV/TJFSlMuBGiCwMsRNd7MQQ+wGFnDmcVDS1MTZtJG5jOS7jLwxxEEMcAcWGEKcQnEVT6mNW78CsdkdVLn0Gr6tZaQaerldJSVkcOpjqtSwgwIIQoOs5Dy6KG3jy8TGBAsHBPkRG+pd6W6V/l9L4/P57f2FI0lVGiMxzuQaS0cUWTErj8m6SJEnSdcHhcKNpKtnZLhx2neTkbHIfAJ85nUXL1tFkZbkKHHZ2+lQmYeFFz4B1+HAqe3Yn43IZmM0aK5adD/5kZDjZu9cJnAXAz8+MxaKxaePJAodNANRvEM7+/WfR3QYVQmzExgaxdMmRPOV8fEy0aVuZkyczWLvmOIFBVtJS8ybQDgiwsnZNItWqVeDokTQaNqrE1i2niIt+n7GvdOKOQfUJCLD864ZnqEoEvqbxCDEGt1hElvtJcmY+uzwGhzHE6es2mHAxm/YoQpzCaXyX5z3BGbLcT2BSW2FWe+LUv0cX61GVSMAPTWmIptRCVeKBTAyRjKqEY9MexWFMxRDbr/j+FERTamFWO5xfoAA0KnQdk9oWk9rWa5kQArdYgNv4B3AjSuGck65NWZkujhxO81qmqjlfVBkZRQfDrVYNs1lDUXISkdvtbnRdEFFJPsiWrg6yx5MkXQV0YweZ7nsRnAFAJR6r9gQW7eZybpkkSdK1af/+s7z68hKGPdCE/wz6GQB7tjvffEtms4rLZdCpcyxNmkYQGRXAsaNp7NmTTECAlROJ6fS5tTZNm0VSs1YImqbi65s390x2tovnn1vI5EnradgonM2bTuUpU1yRUf5UqRLE3r3J2KwmTpzIwM/PTFqak3r1w9izO8lr6F5AgIXRL3ag7621GDHsD5xOndWrjhUY1ModsuHrZ8ZsVqlfP5ydO8+QleniiSdbM+Kh5gQH29B1418XhIKcmdLSXR0838uXw6z2wUd7918z3MVlzCfLPawUa7SQk4OreD09SpeCpjTArPZDVcLQlEYI7OeGDxY8y5aUl+zxVDC322DXzjNeidOtVg0hcoZJQ87EFL5+ZpRz/+9ynb/++/mZyc52Yxje13sfHxO161T811x7pLIjezxJ0nXCbWzx+nFrcABdbAJk4EmSJOlS+NhM3NK7Jgk3TCuybO4P+MWLDrF40aF8y/yz+DAmk0rvvrVYufwoVWKDuOHGeJq3iKJ5iyhWrjjKxg0nOHQwBQD/AMtltb9atQqenk2Nm0Rw7Fg6GRkuAA4eSCEoyEbNWqEsW5pTJj3dyeefreOewQ2p3yCcTRtP0KhxJc6cyebwoVQUJWemu1y5wzWyMnPqXLb0CL5+Zpo1i+S9t1eyYf0JHhrZnEcenM34Cd3odUvNy9qfa42iWDGrt+A0vrrsulzGLygE42MaUwotu/oplPawntIb+nghhSA0pTEmtRWqUg9NqYkhTgAuDJGIptY+lyD835uAXyp7QggOHkzxCjpZLBqqpuKwuzGbVRwOHZNJJePcgxNVVfAPsOByGTjsbuz2vEEnk0klLj5YBp2kq4YMPElSOXPqP+ESP+dZ7jYWIsQz+U7hK0mlRTe2oKkNyrsZklSqdN3g04/X8usvu0u1Xrfb4KeZOwA4fjydjRtOEBbmS3qGk5Sz3jMQqZf5Y//kyUwUBSpW9GXH9tMAnhuLzEwXmZkukpKyad4iks2bTuJ0GoSG+pKR7uTZ59sRGGhl3twD3DPoZ1q3rYymKp4hGMuX5Z//KSvTxdKlR2jSNIJDB1O45abvAQgN9b2sfblWWbQ7SiXwBOA0vkbRQ7GqD6AolxeUvBoJkYFbrMVtLCiDwNPlMqMqtdCUqqjEoKmNMSmtAFue31iqUin/KiSpjJw6mZlnWLTLZeB06vgHWMhId2KzmVBVxTP5hGEITxDKZjN55QhUFAgKtlE5OgCLVd5DSFcPOdROksqREGmku7oCAkEKFyfJNKu3npvpRD5tk0qPEAJdT0RX/kElFrPWprybJEmlLvF4Oi2aTCYtLW+eo7JiNqs0bxFFSoqdHdsvb4iWokCLVtFoqlJgovBcNWqGkJXp4tixdFRVITDIygsvdaBGzVAG9PvB8yTdYlGJjArIk7w2PxcmKO95c3U++qQnFcPOB6B+mL6dtycs5823b6Bzl7hL39GrlBAG2frjuIzfzy3xQVPqAdq590+iKGHoYk2J6jUpN+Br+uS6eahkiDM49S9wGF8CLkxKF8B1LvF3+VCIwKoNRVMaoCqRKETLXh9XATnULq+sLBe7dyZhXHQ7nttD1c/PjKoqZGW7MWmKV6+o/AQH24iM9Mcnn6HgknQ55FA7SbrGOfRPESSjEEp+M7O4jJ8RIhNf06fyR5N0yQwjG8NQMJlsCOFEUSyoGqiiByjp5d08qRQcPJjC4oWHOHkyg9QUB0cOp3LsWDqZmS40TcmZwSw6gBo1Q2jQsBItWkR5BRGuJ9nZLnbtTOKrLzZekaCTxaJSu3ZFAoOsnD1rLzJIVBy5Oad27TxD48aVqFDBxtmLelRdaM/uZACat4g894Rb8OQTcwmt6EN4uB9HjuQkrHU6Dc4mZ9O2XQzp6Q52bD+D223kW+eF3zl//r6XpksnsXj5fcTHBwPQ65YaPP/sAnr3/J42bSsz5uVO+PmbURQFu93Nvn05CdENQ/Cfexp6kuReTAiBoiikpNgJDi77m1EhXCiK+YLXOTdyuTPJCmHHZczGYXyJIbZdsGY2QmRikNPjTVOacik5h9xiHk7jG6zakEveh6uFLvaT7X4RXay4YKn53Kxu5UHBpHTExzQOVYkppzZIV4IhTuA2liLIQMEfk9oeVYko72aViBCCI4dT8wSdct7L+W9WlgtfPws+tpwZ6sxmLd9E46qqEBcffEWuoZJ0qWSPJ0kqJ0KkkuZqD2SiUhuDnQWW9TV9iUlpgcCBqoRcuUZK1yTd2IHL+BODpJwEqMSjKY3R1DrX5RCPfyvDEEz+fD2ff7ae3buSSrx+1WoVqFOnIjVrhVKzVgg1aoZSp27FAmd2u1ZkZDhJPJ6Oqqm0b/UlmedyGJWFps0j2bHtdLGnty6ulq2jMWkKBw+kcPx4Bh06xrDkn7wz2V1MVRUMQ6Ao0L5DDPv3pXDsWMHB5bAwX+KrVmDTxhN5nqS3bBnF6tXHvZbFxgaxfssDzJt7gBsTqnJ7v5nMm3M+yBAS6kOVKoFUqOCD3eEGkfPk3j/AQrVqIfS9tRYNG1fi6JE0Hrj/d1JTHZw5nUWjxjnDm9p1qELnLrG0bBXtSahbmnRjO1n6M2hKg3OvV2FwDIUwTGpjhHDhFsuBjAJqCCIn2JSZ04uGMAw2lrgdCmH4mb5AU+tf4p6UP7exmkz3fUB2eTflHH98tPFYtF7l3RCpAKXRY8JtbMahf4JbLMA78GvCpHTFqj2ESW1YKu0ta2fOZHH4UOG9T00mFUUBq83keT6dX+ApKiqAiMirbYirdD2RPZ4k6RrmMv4CMs+9yv+Jc64s98MoBAIOfE2fY1Kbl3XzpGuQbmzBbexDURQ0pS1m6qKq/p4n+dL14/ChVAYN/PGyZk3bv+8s+/ed5Y/f93iWaZpCk6aRdO4aR+cusbRqHY31Ks8R4XC4WbTwEP8sOkRGhpMmTSO4975GzP5jb4G9bEpDzvA2Z6kHnQDMJtWTNBxg8+ZTmExqgb2Tcl2YXHbVyuNERwfQuEkE+/clk5bmfbNitWpERQewetUxKoTYaNioEmvOBZpUVSEzK2/A7tChVKLC3sXp1Png45tQFWjWPJJ1axOxWFTCwnzZuOGk14x+8VWDSdvpICPdyZYtJ6kU7s/WLafw9TWhuw1cLp0N608w4M56tGgZScWKvoUGnYTIAMyXNARdF/vO9WJyoRCKogSAcCI4hss4BoSTM5RO5fz3snpumQtNqQYo6GIdqlIJXRxBpQ6K4osQWZ7eUEURnCbT/RBmtce5GdNuvmZ6NetiD1nuRzHErnJth1UdgarUBQwUJQBNaYKqBJdrm6Sy5TL+Jsv9GPknm3fjFnNwuxfha/oAs3rjlW5eibjdBonHC+9xnpsn0OUycLly9tnXz4ymKXlmKw0KvvofGCmKws8//0zfvn0B2LlzJ4MHD2bjxo3Url2bjRs3lmv7rgZjx45l1qxZ1+2xuLp/TUrSdcwQhz3/ryjB+Y20u0A24txTRYf+CZryHooSVKbtk64dQrhx6O/hMCYBVgLN62VesOvcsCG/XVbQqSC6Lli75jhr1xzn7TeX4+NjokOnWBJ6VCOhRzWqxF49151VK47y1Zcb+eO3PaSeS8xat15F5v69nxdHL/QsKwuRkf5kZ7s5em4IW2FUVUHTFK+pr4uyetUxKlb05cyZLABq167IqpXHir2+EOB06hw4kAJA2/aVWb3yGG73+S+axk0iWLXyGLVqh1Khgo01q4/Tuk1lVq44imEIgoNtBAZa8gSscntGPfLQbNq2i2HHjjO075AzrEnXBfUbhHmdm+lpToKCrdhsJo4dS2fpP0eoEGIjPNyPEycycDh0rFaNrZtOUbGiD1FRAfzvu60oCtzSuyZ+fhYc+reAQIgkFMUXt7EBizYIQxzFqg3C7p6IptbBrCYUelzManc0dd65mcpyfgK7jaUY4iROY8a5fE1WFCJRlSiEOA2KH0KkoirRgBshzubsq1gPgIETjeooij+qqIvB9mL9jTSlKhb1VhSlZLNO5Q5NLC9uYwlCnCinrVtQCMXH9DxmtWc5tUEqD25jcyFBpws5yXI/ip9pRqn2fDp9+jQvvfQSf/zxBydPnqRChQo0atSIl156iXbt2gEQFxfHoUM5s6LabDYqVapEy5YtGTFiBF27dvWq70RiBn/99RszfpjCrl1bcTodRFSKolGjFgwcOITatRtgCIHVrHk9cMjKdHkSjgN8880n7Ny1lT/++JHvvvuOyZMns2DBAk95u93OiBEjWLduHTt27ODmm29m1qxZXm1ZtGgRXbp0ybPPiYmJREQUf/ji4MGDSUlJyVP/hfVVqFDB83rMmDH4+fmxa9cu/P2vrt5a13sAqLzIwJMklRflfH4VXaxGU1qhi1VFruYWi7Drn+JjerYsWyddI9zGauz6eHSxCQCzcpMMOl3nTp7IyJNHKDcRaWnLznYz5699zPlrH6OA2nUqktCjGjf2qEqbtjFlMhyqKEv+OcSbry/jn8WHvZaHh/uyd08yTmfxAzyXIiDAgs1m8gR1LqZpCq1aV8bt1tmx/QxR0QGEhvqyfFnRQ+VyWSwavn5mOJefXC+ip1NRli89SkiIjbr1wli65AgxVQJZuyand9OunTnDNNt3iCEp6fywqXVrE2nWPNKr59XF9u1NpkIFG+vWJlI5JpDMDBfHzz3FD63oQ40aIaxccYzMTCeZGS5Onszp5Xs22c7Z5PM5qxwOndWrj7F69TEmjF8OgI+PiT9/20Pb9gHcNzwTl/EXutjsWcftXgE4sOvjUIlCkI0QWehiFzbtERTFDwCn/j8MzqAbmzGpzbGogxGcABEKGGhKG4RYiEUdRLa+lZwHPcfQxblA37nPlS4Kyt2VmtMDitoYJBfnzwGARRuMptYpdvlcTuMbdLEWs9oXs9qtxOtfLqs2BJPSHocxBZfxC2U91M6k3IjN9DQAKjGAKnvx/gs59E8oOuiUy4lD/xST+mmpbb9///44nU6+/vprqlatysmTJ5k/fz5JSd7D3MeNG8ewYcNwOp0cPHiQqVOncsMNN/DKK6/w/PPPAznBoxdefI6pUydxx8D7GTH8SSIio0k5m8yyZQv46OPxfPThd9hsJox8vtezMl2eYdWbt6yjZcv2aJrKkiVLPEGwXLqu4+Pjw6OPPsqPP/5Y6D7u2rWLwMBAz+vw8PBLPFr5uziItW/fPnr16kVsbGypbke6el35X4ySJAFgUtp7vTbE8QJKXkzBLZaji0Ol3yjpmiCEA5e+hiz382S7R3uCTgpRWLTh5dw6qawdyicnxJXqibRzxxnef28VvRL+R3zl9xl420zeeWsFS5ccJju77HIpAcyds58bu06lV8L/8gSdAGrUDC3zoBNAw0aVCgw6AbRsFcWRI6ns2H6G4Ao2du1MKlHQCcAQgpMnzucZstou/zlhcrKd/ftSCAq2kpyUTYuWUcTEnL/JWLrkiNdMfHa7m6xsFx07VSmwzpMnMwmpYMPHx8Se3ckcP57uGd6Yleli5Yqc4I3VaiIuPogOHatQqZJfsdr7/IsdOHQolRUrjtChhc4bL3e6qEQ6OTeiTgwO4jT+S7Y+CqfxOU7jJwAc+jSy9ddw6O+hKXWwqPfhFivQxVYy3APIcN1KuqstWfoD2PW3gMJnjCqM4BSaElfM0lZMSrNL2o5FvRWVOIQo/R6PxaWpNfE1vY5JaV3m29LFGoQ4gaZURVHMMuj0L2SIE7jF/BKt4xbzMUqpZ15KSgpLlizhzTffpEuXLsTGxtKyZUuee+45evfu7VU2ICCAiIgIqlSpQseOHfn888958cUXeemll9i1axeGIfj113l8/fUnPPHEGP7v/8bSpEkrIiMqU6dOQ4YOfZwPP5gG5FyDzfk83DEMgdmcs3zz5nU0bdIKgKVLl+YJPPn5+fHpp58ybNiwInsvhYeHExER4fmnqqUbJlAUxdMbSlEU1q1bx7hx41AUhbFjxwJw5MgRBgwYQHBwMCEhIfTp04eDBw8WWu/ixYtp2bIlVquVyMhInn32Wdzu80PgO3fuzKOPPsrTTz9NSEgIERERnu1dqm+//ZbmzZt7/t6DBg3i1Knz1+RFixahKArz58+nefPm+Pr60rZtW3bt8h6i/MYbb1CpUiUCAgK4//77sdsLnkTkeiADT5JUTkxqIxQqX7AkEyhO4meBIbbi0gt/ciFdn3Sxn2z9KQyxBZfxA6Djo72DRjN8tcmY1Brl3USpjGXll3vnYOEJSiFnprTcH6ulITXVwew/9vLyS4vpeeN3VK70Hp3aTeHpUXP58YcdxRqGVhQhBH/+vofO7b+mf58ZrFyRf6+TBg3DC+2ZU5ryG+VU+YIAzorlxzhzOougYBtHDl/aMagU7oemKURHB9C+Q0ypJUg/fjydevXCyDwXFIqNKzxguWHdCTZtOkn7DjEUdA8SFGyjRq1QIiP9Cb8gqHRh7qt69cNITXHgcLhJTS3eD+slSw7z6593cNsdbqb//h116yeSmhJarHUd+vtkugZj18cAOcMVXcbvpLkakuUeQpb7MQyxDYO9CE4DIDhO8XtU5CVIRhfbgdw25t9WhVCs6hDg0pKzKkogNtMoTGoPXMYcMl1DceiT0Y3i5ZcqLbrY5xluWJYEZ8l030O2eyy62Ffm25OuPm5jKSUPCrtxG8tKZfv+/v74+/sza9YsHI6SD+F+7LHHEELwyy+/cORwKr/8+iO+vn7cftvgfMvnDqXVNCXfBzrfTv2E1m1q0KlzbZKSTnH/0FsJDg5m69atnqDN0qVLS9zOxo0bExkZSffu3Vm2zPvYTZkypVSH+CYmJlKvXj1GjRpFYmIiTz75JC6Xi4SEBAICAliyZAnLli3D39+fHj164HTmf20+duwYPXv2pEWLFmzatIlPP/2UL774gldffdWr3Ndff42fnx+rVq1iwoQJjBs3jrlz515y+10uF6+88gqbNm1i1qxZHDx4kMGDB+cp9/zzz/POO++wdu1aTCYTQ4acn810xowZjB07ltdff521a9cSGRnJJ598csltuhbIoXaSVI4s6s04jM+AnB+tKo2LPUOOLjaUYcukq5EQaWS67sakNsMgG3BjcAhBCj6mj9DUSuXdROkqZjKrOM/l06leI4RtW0+Xav0ul8GG9SfYsP4En32yDoDo6ABatoqmZetoWrWOplHjSpjNRfdYEELwy8+7eOvN5WzZXHTPjqAgKzVqhrB/39k8SVdL24b1J2jTtrJnuKOfn5mYmECvQFtx8z8V5PjxDOLjgzGZVZYuKX5AraAhl7nDMgCy7W6sVo3mLaK8htYVJDXFwZ7dybRrX4X9+856zZJXMcwHs1nD5TKIjPJn/boTKArUrBnC7t3nh50tW3qEqKgAkpKyqVEztFh/079n76N3z++xWFQefLwFvfrNLMYRyCFIxi3+8VpmcPCCV2XVOy9nandVaQRY0IULyEKhEoJEwMCs3ohVe/Kyb+J0sYIs90gA3PoCwB8/038xqa0udyeKxRC7EBQd8C6lreE0vsEQh/A1fYxyQaoC6fonCpxlsmzWu5jJZGLKlCkMGzaMzz77jKZNm9KpUyfuuOMOGjYsOo9USEgI4eHhbNu2m6SkbA4f3k90dCwm0/nb8KlTJ/HZpLc8r2fPXk9kRMU8M9iZzSq39b+bbl1v4bffprNl63refut9Nm5aypQpU5gxYwaQd1hbYSIjI/nss89o3rw5DoeDyZMn07lzZ1atWkXTpk0BCAoKolatWsWusygRERGYTCb8/f09bZ06dSqGYTB58mTP9fGrr74iODiYRYsWceONeRPGf/LJJ8TExPDRRx+hKAq1a9fm+PHjPPPMM7z00kueXlsNGzZkzJgxANSoUYOPPvqI+fPn071790tq/4UBpKpVq/LBBx/QokULMjIyvPJVvfbaa3TqlNNb99lnn6VXr17Y7XZsNhsTJ07k/vvv5/777wfg1VdfZd68edd1rycZeJKkcmRW+3oCTwAGm9CUluhidZHrusUy3MZGTGrjMmyhdDVx6D8D2QjhRFVc5M685DJmYTXfV86tk66Ukt6vhoTYiI0LRtMUjhxO4+TJTE6fziqbxl3k2LF0fv5pJz//tBPIydtTp24YcXFBxMUHExcfTJXYINxug9QUB2lpDs6ezWbG99vZueNMEbWft2L5Udq0jUFVFU/OorLSoGG4V1ApM9PFpk0nS3UbTqfOrl0l34+Lg06qqmA2q1gsGunpTqKiAtiw7gQREf4l6iEWEurDkcOpqFpOovTc5LZOh87CBQep3yCMShF+RFcOICDA6vW38/E10axZJKmpDoKCrCQnFz8n0Ib1J/jh9/207jCv2OtcaNf2piiKoGadoh/UpJ6tSFCF4p9zBRGcQD83xEehMir1QdERIghBCoY4WSo9B3J6TCucn5kkg0z3nWhKSyzqXVi0Wy57GwURIhOXkX+PCk1pjRCJGJR+OgC3WEyaqxkmpRM+pldRlYqlvg3p6qNwaYmnL3W9/PTv359evXqxZMkSVq5cyezZs5kwYQKTJ0/Ot6fLhQxDoLuNQmdA7dPnDjp1upEtWzfw4osjsZhVMjO9g06apmC1mfBxBeDjE8C2bRvp2rUXtevU4KspH9K7d2/i4uJKvG+1atXyCiq1bduWffv28d577/Htt98CcOutt3LrrbeWuO6S2LRpE3v37iUgIMBrud1uZ9++/Hs77tixgzZt2nhdU9u1a0dGRgZHjx6lSpWcoeIXBwgjIyO9hsaV1Lp16xg7diybNm3i7NmzGEbOMP/Dhw9Tt25dT7kLtxsZGQnAqVOnqFKlCjt27GDEiBFe9bZp04aFCxdecruudjLwJEnlSFNroir1McTWc0sEuliDSk0MUsjpWlzwzYddH4uf8vM1Mw2zdHmcxueYlA4oShQmbkYodpzic8zqwPJumnQFlWR2NMjJ7ZOc7J3r4tS5JM9XWna2m/XrElm/LrFU69V1wdIlh2nXPoZdhVwzL1e79jH5BmyySmko3OWoVz8MVVUICLCwetXxnGGVCjRoEI7ZrCEQuBwGmknB6SjZsJXQUF8OZ6bidOq0aRfD/r3J1K8fTna2G19fE/v2nmXvnmQaNY7AbFaJrxrMgf0pAGRnucnMdOF05mwzuRi9rC702ftNad5mMSZT8Y5x0ukoks5UIjvTlwfubkHtuhaeGWuiboM1+ZZPPBbPz98nkHTGRq9b17NrWxwmk0HFsBTqN9lIWKWCkooXTXAUAzcqsQiSERgICp9CvbhMakMCzIvIcj+HLpZ7lutiNdn6GlzG79hMT6Ep1UtlexcyxGFcxvee1ypVMDiNSji+pvfJcBU0lb0VqzocRfHDoX+J4CQ5swgGnpu5tzg9VBy4xRzcRjcs2u2lsDfS1c6ktgfdBBQcuMlnLUxqu6KLlYDNZqN79+50796dF198kaFDhzJmzJhCA0/ZWS42bjpAUvIZoqJygiAxMfFs3Lgal9uF2WQGICAgiMioME6dyvlutFg0rwcJigImk8qypUt5eOQgAOz2bNatW87EiWPJzs7GbDbzxhtvMHr0aEaPHn1Z+9qyZctLGq53OTIyMmjWrBnTpk3L815YWNhl1W02m71eK4riCRaVVGZmJgkJCSQkJDBt2jTCwsI4fPgwCQkJeYYEXrjd3Hu1S93u9UAGniSpnFnVu8nWn7lgicDgJJpSGyGSMQq5idLFZhz625jUzpjUFmXfWKlcCc7gEn+jiipYTL0xczOG24lZ6V/eTZOucTVrhRIUZOXUycx8k5dfK4z8pgAqJUHBVnZfQi+ksqZpClVig7yGTgYGWkhLy/kBvHrVcUwmhfiqFVAVBVVVPLPLFdfmzSepVq0Cvr5mlv6Tk9j9+PGcIEFMlUCiogOIqRKIoQs2bj1JcLCVho3C2bwp54nyhvU5Q/BUVSG4go0KIT5eicwLM39uCr/NvI1b7/hfkWVX/HMDI++vR2qqE6dTR4gsjh/P4vChjsxZsQmH3Zd9u+qRleVD4rFwUpJ9mfZ1ELt3pVMhRKdug8o0a72FtNRA7h/UCHt2FZ54SmfE/00q0fG6UE4PqFRAQVMaoIs9CJFVKsPFVCUGf/NUnPpvuIzf0MVOBKcAJ24xlwzXfDSlGUKcRFVqYtH6YlK6oyjmIusujC52YFISUJVwTGonTEoXwI6i+OAyFiFIRaU6iuKDLrZ41rNpT2DVHkAXBwGw62+iKlUwKe1wGX8Vc2iUL/6mn1CUkMvaB+naoSoRmJSuuMWcYq9jUrqhKsUfbnYp6tat60mWfTFdNzhxIoPTJ7P48stPUVWVLp17ANAjoS/Tp3/JDz98zaA7h3rWEUKgnUsmnpHhJCDA56I6BbVqNeB/381lx47NvP/Bq3zz9c9opnR69+7N+vXrUVWVkJDL/2xs3LjR00PnSmnatCnTp08nPDzca3a9wtSpU4cff/wRIYQnsLNs2TICAgKoXLlyEWtfmp07d5KUlMQbb7xBTEwMAGvXri1xPXXq1GHVqlXcc889nmUrV64stXZejWTgSZLKmVntg11/25PgNEfquR9gRX9EHcangCoDT/8CCgGIc9N1C9y4jeVY1aGoqrWcWyZdSUFBl5aUuDBXY0DlUpRF58/oygHExgaRbXeztRi5iUpTQTmbLqTrggP7U6hbL4wK52bRO3PGeyhlkyaRrFlT3JlT80pLdbD53HDCi3t9xcYF43S4OXgghbNn7cTGBnHkSBqqqlCrdii7diYRGeWPoigcP5aOyaxiK+EsfS8/H4avX1/qNthOaFgivn7new253WaWLezOyqXV+eUnjVOn8gbVkpNdfDRhGCcSbcz4XyZu94VPnHPqOpvs4IWnKjDswXbUa3SUhJvM3H7XFjavr8/xI1WJitlfojZ7y0alFobYg6bUJNN9B2b1NlQlHE1pgKpEX1KtQuhk68/iMn5EU1ohOI5J6YRZ7YeiqOjGDhzGl0AWhjiM2z0PVamHr+ldNOXSJ6KwaP2waP0uWpp7k5zTs82ktsCmjSPd1Qmb9jSKEoCq5NwIakocKG0BA0PswSn2FLAlDYUKCC4MUjpQlTgUpTiTsUjXC6v2EG73Ioo3AYAVq/ZgqW07KSmJ22+/nSFDhtCwYUMCAgJYu3YtEyZMoE+fPl5l09LS2LZ1P8ePp3Do0CH+nP0js2Z9x8iHnyMmJh6Ahg2bc/fdI5g48WVOnzpGx049iKgUzZmkk/wy638oioKieM/mIEROLyibzYeYmHjmzf+dZs3a0rBRHf7++yfatWtHzZo1823/9u3bcTqdJCcnk56ezsaNG4GcZOIAEydOJD4+nnr16mG325k8eTILFixgzpzzgb6ff/6Z5557jp07dxZ6rFJTUz315woNDfUEaApz11138dZbb9GnTx/GjRtH5cqVOXToED/99BNPP/10voGkhx56iIkTJ/LII48wcuRIdu3axZgxY/i///u/y56VLzs7O8++BAQEUKVKFSwWCx9++CEjRoxg69atvPLKKyWu/7HHHmPw4ME0b96cdu3aMW3aNLZt20bVqlUvq91XMxl4kqRypigWrNow7PrrXssNsR+F4j21cBgfo+q1sWi9yqKJ/zqGOIZdfwtd7EPBgiADs9IDm+mJcm2XQgAgUJVYVCUEVXTGZI4q1zZJV17lygFFF7pEFyahvtaYzyVPb9IsgqQzOcO5qlQJRNcF2XYXG9eXPA9TpUp+pKY4WH700odbFSYwyIqfn5nE4xlERQWQlubwSiZbq3ZF/P3M7D+QQmxcEInHMziRmEHFMF/OXJSna/u2nIcX/v4W2rWPITvbxc4dZ8jKcnPg4FkCAiykp1/6rG25Sduzsl1oWk7PKZfLACHYuSOJrCwXbrfBwYOpBAZaOXkykzp1K1Krdih7dicjhMDX14yqKlSq5I/dnjNsJivTVWjuE4CkM3aG/iecHj1r0i3hBKdO+uN0qgx/bCopyeGMHlWLw4cK7sXVpKkNlyub774tfJhbRoaL994CCCcs3MWunc1ZvzaVd964idfeTi5Wr6uCGOzCpLTDrN6K0/gBuz4eMFAIx988A1UpWe8CQ5zArr+By/gLTWlxLqjVBLPaE12sxq3/g1nrj7/5F7LdL57LHWlgiG1kuHpiUjrgY3rlkoNeBREiFU1pgVV7FEXR8DW9j6Y0QlG8bzny5oCycD6o4I9F7YdVG45CJbL1Z3AZPwIKPtobMuj0L2RSG+Jr+oAs96MUHnyy4Gt6H5NadNLv4vL396dVq1a899577Nu3D5fLRUxMDMOGDfMa0mYYgjFjxjBmzBjMZguhoWE0aNCUTz+dQYvm3sP+Xnj+VZo1bc7UqV/y08//w+HIJjQ0jMaNW/HVV7/h75/3e/7C7+Z161ZwQ7ebCQ62sXjxYjp27Fhg+3v27MmhQ+c/b02aNAFyelgBOJ1ORo0axbFjx/D19aVhw4bMmzePLl26eNZJTU1l165dRR6rRYsWeerPdf/99zN58uQi1/X19eWff/7hmWeeoV+/fqSnpxMdHU23bt0K7AEVHR3Nn3/+yVNPPUWjRo0ICQnh/vvv54UXXihye0XZvXt3nn3p1q0b8+bNY8qUKYwePZoPPviApk2b8vbbb9O7d+8S1T9w4ED27dvH008/jd1up3///jz44IP8/fffl932q5UiRFHP0iRJKmtCOEh33YDg2EXv+Jzrml90snGFSgSYl6IoRc8YJRXMbWwgy30/gpQ87/maJmFWL20GjNKQ5myBIAmFCFSlCjbtGUxqk6JXlK47VSLfIyWl5NM6F6VCBRtnz177M6ooCmia6tWzpW37yixfmjeAFF05gArBNoQA3RCYNAX1XAJth11n3dqS56OqUTOEkBAfVE3BYXdjiJygns2qsXtXMqGhPoSF+3IiMYPjx9OJjQvmzOksMjOdNGocwdmzdtwunYMHU3C7z/9Ma9s+BgS4nLqnB1NIiI3k5Pz/Zg0ahuN2GwQEWlmz6liRvaeKw9/fQuMmERhGTkJ4p0tn396znpuikFAfgoNtJB5PJyLS3xPsSjqThRA5uagMI2dYRHCwFRQ4fSqL1BQ7p055B9PatY9BUcBud7NubaKn/WZzzpPsBx6y8P20nMBU1WoVCAvzZcP6REwmlabNInG5DFatPEblGD+OHjkfmDKZVMxmlexsN/Xqh9Hvtjr0uKkaui5YMO8AixcdolKEH4qiEB8fzNmzdh56NJbQyNHoYt1lHT9NqY9KHdxiKYpSEUMcBzKxqPdgUfuiKtU9QRpDnEAXO9CNdQhSUJXK6OIgbmMdgn2oNEJRrFi1YZiU9oDFM9zEqf+KWyxHIRib9hQGR3HoE9HFPoQ4iiAFhUh8TR9iUpte1j5dCiHSyHDdhqbWx6aNQlWiMcRpFKyAn9dvGSEM3GIehjiDRe2Poshevtciu93OgQMHiI+Px2a7tJ67bmMzDv1T3GI+3jmfTJiUbli1B0s16FQcWVkujh5JyzMDXWH8/S0IIVBVhcxMV5EPfPz9LWRmOr2u4b6+ZmrXkQn2pSujND6/MvAkSVcJl7GQLPf9eZZrSlN0sb5Ydfhor2HR7iztpv1r6GI/Ga5boYDkryYlAT/zp1e2Uec49R/O5QLTyBnKoOCjvY1FK9tZRqSr0629pzN/7oHybsY1JSzMl8xMJ1lZbkwmhZatKgOCVSuPeXrzlFR4uC81a4Xichk4HG4yM53Y7TrHjqZRUP5QTVMueXsA9RuEcSIxM89wuivN189MVKQ/FquJkyczPL3Mcvn4mLDaTDgcbhx2ndBQH86cycJkUgkMtJKV7aJGjVD27EnC5TRo2KiSV9L5iAg/Tp7M9NxoRUb5E181ON/gYZu20axdk4jLZRAW5ktIiA8oOcnsD1+Us8xq1Xj0iVZkpDupVMmPRx5vidmskXQmi38WH+bGHlXx8yu4R40QDgwO4zYW5+mpXFyqUgezcgMGibiMOWhKzXP17gHMaEpNDHEMwYm861IfgwOoVMKs3YJVfciTs0k3tuEy/sLgNAo+KPjhMD5HVWrja3rHM7xON3aT4e4L2AETfqYZcoZcqcyVxo1rLkOcwG0sQ5CBgj8mtV2Z53TK0wbD4PjxDE6fOn+dKs7waJvNhNttXDTkt3AWi+aZoCFXZKQ/kVFl1wNaki4kA0+SdJ3Jdr+E05jqtUwhCjAhOFzk+prSHH/zjDJq3fVNiEwyXL0xKPhm3qS0w8/87RVsVQ7d2E6Guz/gACxoSgNMSms0pRUmtdVlJ4qVrj3vv7uKF5+/fqfcLSv1G4Sjqgr+/haWL8s7O11xVY4JJDzcl/Xr8gYGypqvn7lYs+ipqoKPj4nMMp5xr1atUHbvTipxb6rGTSphMqmsXXM+2FSrdijh4b6cPp3N2eTsPEnQFSWnF9Tp01mEhPigaQppaQ62bzuT5yaudZtoVq7w7kXcpGkEjz3Rin631cm3TW63gclUvLwgQhhkuUciSEUXayjJjFtW9RFMalsUJRQhsnCLpbiMv0CkAzZQTCj4AeLcPwUh0lGUAHSxA4s6EKs2JN/heTk/67MxOIEQJwENRQlBN7Z4PagwxEmy3A+ji/VY1LvwMZU8R8nlcOp/oCqV0ZQ4FCXoim5bKh+lGXgqb+npDg4fTsNhP/+5v7AnZUF8fc3Y7e4SDWlXVQUUMC56YFGrdmihQXJJKk2l8fmVOZ4k6Spi055HF5u8ZoERHD8XfAoCCp9tKqeLunQpsvXXCg06AVf8x7Eu9uLSf8RhTCMn6ATgxBAHcYpDmJTjqNRA0ypd0XZJ5a/nzdVl4OkSnDqZQY1aoVxKDvLadUKpEOKDApw6mXnFg06KAp06x5KV7WbPrqQih0QahqByTCC7d5U8KFQSu3YleYI1xXmCb7Fo+PubOXQwNU/OqV07k9i1s+BE90LA0iX5Bwx9fExeN3z5BZAOH07F7ij4prC4QScARVHxM38CQLqrB4bYXYJ1/TDESYTYg4IvFvVOrOoInMb/0MVm3MZ8jHMTSZxnwaoMwdc0CVUJLqRuBfBFoyoo55PUalp1r3KqUglf00cYIrFchmzrYiXZ+jTAglV78FwOQwvgxhAnUJUoLGpfFKV4s1tJ0pXgdhscO5pGUlJ2vu9dfA3UNAVNU0EBp0NH1YqfRzF3sgzDEPgHWMi44HppMqn4+sqHjtK1RQaeJOkqoihWfE2fkOHqjeCsZ3lO8KkSEIIoJDjia/r4CrTy+uMy5uMyvi+ynEnpegVaA0K4yNbH5NMmBYVoTGpbdLENi9YfVf4o/1eqUTPUa7p6qXhq1gpl6ZIj+PmZad4i0qu3Ta7QUJ88NxVt2lZmxfKySTBeXEKA2aJxcn8K1apXyNN2k0nNc9NTWBCnNLndBu3ax2C3u7FaNU8A6NixdBwON6kpDs8QlNi4IE4kZlxWonOTSSUmJpCsLBfRlQMxm1UOHEgptKeB2azS7YaqNGtW+lOEm5ROOEsQeLLrb3ivb7RDVaohyMCq3otFvQu7/ibgRFMaoSlNMKltUJXLnyb9QqoSccWHJ+Uyqd1wGQsQJOLQ38+3jF1/jQDzclQl9Aq3TpLySjlr58iR1JxJFS5isWiYLSrKBY813G4Du92Nruv4+Jjw97cUq7cq5ASd/P0tuHUDTVO9gk4Afn5mTz43SbpWyMCTJF1lVCUaH9NEstz3Aee/3AQnUamBwA/IO3uPprQA5FjvknIZS8h2P1WMkmY0tVmZt8cQSWS7R+EW/xRQwo1JaYRNffnc07BLv3mTrm13DKrP5k0LyrsZ1wyzWfUEYjIzXaxdk0i9emEEBFo4e9aO3e4mMNBKWpqD2nUqoig5M7mlpTnKPeiUa+7f+wGoGOab572S5AspC/v2nfUMf/PxMbN82RF8fEzExQfToEE4qakOtmw+xZ7dF/fkKZnWbaIRAlatPD+MLtvuJi3VO9n+xUGoRo0jmPzVLZe17YLYtIfQxRp0sbHE61q1x7GotwNWIBuFEBTFB391Wmk386piVjvjUpviMuZS0PeYpjREQT5cud4YBSXAu0oZhuDokbQC8+r5+JhwuwWZGQUHlS6+HlksGi6X7tUbVVUVfH3NCCHIynIhRE4PRnc+gS7Z20m60krjcytzPEnSVcqhf4Fdfy2fdyKBi5/Sq/iZvsaktsunvFQQl7GALPdDFDd4o1IFP/MPqEpYqbdFiDQc+hc4jW/znVEPVBTC0JRGqFTFqg1HVWVejH+z5ORs6lT/uMip6KUcV0OvpVwhoT60ah1NYKCVSpX8sFg0fpy5gwP7Uwpcp3qNEJKTs1FVCA6ycTbFniehd3kzmVTPMJLgYCspKQ6EEKU61K99hxh27DhDhWAblSL8Wb3qWL49EJo0jWDD+vPDIb+Y0pvbB9YtvYZcRIhMMtz9SzTkDixY1Luwac/+a3P12d1v4jAmFVLCD5v2JBb1P3LW3mucYRjs2bMHTdMICwvDYrFc9b123G6do0fSyMzyDiopnJup1GbKCRLls66PzYyqgtOpo6oqDuf572qb1YSqKehugSEEwhCYzRpKzqg8HA4dIQSGASKf2qvEBBEQKNNrSGVPCIHT6eT06dPouk6NGjVQ1eIPS7+QDDxJ0lUs2/0qTuNLr2Wa0oScPAgGQmRgsOOC99pgVnuhKpVRCUdVYlEUnyvb6HIiRBouYy6CbMxqJ1QlptCy2foLuIzfS7wdszoAX9MbRRcsAV0cItN1F4LjhWz3Lmza/6EqFRBCXPU/1qQr4+ERf/Lt15vLuxlXvaBgK1aLxqlT5TwTnK+ZZ0e3Y+jwpvj7eyeFzchw8v57q5g5Yzv79p71ei8uLoghQ5vwx+97OHQwhRMn8vZ6/TdRlJweAw6HXmCZ9h1iPPmgKob5sv/wo2XeLof+NXb95WKVVamOr/ljNKUGurENTa1Xxq27OgmRTob7TgyxvdByFvVOfEz5PYyTriVOp5PExESyssr3WlwchiFISsrG7dJxXdCj1GRS0VQF3RC43UZO8m8BiprznqLkDLjTdYGuG2gmFVVRvPLLWcwahiFw6/n3IlEg32BWruioALQS5KSTpMvl6+tLZGQkFsulJ7SXgSdJuooJIcjWH7soQGJBoSJgQXAKTal/LgCVBJz0Wl8lFn/zHyhK3mEZ1xMh0s7NSJc785+CpjRAU5qhKBURIhVwoSqxGOI4LmMmIk/i1uKyEWjejKJc/khlIRy4xXyy3WMQFJyLxawMwtf86mVvT7r+bN92mtbNvyjvZlzVVFWhRcsor6FZ5aFV62g+/W8vqlcvOk/P6lXH2Lb1NGeTs7E73Jw+lUWHjlUYfPcvV6Cl176ISH9OJGZ4XnfsVIVf/rgjJ8lvGbLrH+PQ3ymynEIo/uY/ATfZ7mcxqW2xasPLtG1XMyEMdLESh/41bjG3wHJmtRcW9T40pT6KImfzulYJIXC7c3IfXa3cboOHhv9B0pksDh70ntinabNIDuxPISTUxtlkO9VrVMDl1PHxMbN7dzJx8cGsXXMcf38zdeuGcfRoGqdOZeJ259xyN2seydYtp3E63fn2BjWZVCwWjays/IfuBVewMX/RPaW+z5JUEE3TMJlMl/3QW+Z4kqSrmKIo+GhvY4hEdLHu3FLnucTjOUMsdLEaAJWaQCQGG73qEDhRuL4DTy5j9gVBJwCBLjaji7LoCWLH4AAaNS65BiEEdv11nMa3FDTMTyUWm+l5NKURCL9L3pZ0fatbL4wbbqzKvDn7y7spVx1VVWjcpBJZma5yDTpFRQXw9HNtGTykcc6T8WJo2Sqalq2ivZZNfGclAwfV4/DBVAxDlHsg7WoWH5+TwFxVFZo1j+Srb/qUedAJQIiUYpVTlXhcxmzs+jtAOiY6lWm7rnaKomJS2uLQ/1toOZfxBy7jT3y097Bova9Q664/hjiDqlTErn+AWemBpta8ottXFAWz2YzZfPUOL33huQXM+mkfkJPDycfHhN3upn7DcLZsTiIxMYOQM04yMpxkZhoEBdlYt/YAmqawYf0Zz3oVKgSweVMyDRtVYtXKY7RuE82vs/YXa2a7/CaMAIiPr3jJ09lLUnmSgSdJusopigVf06dkuG5FkHujkZvX43xnXIEdwW5U6mBwBjiNwSGcxv+waQ+WQ8uvHLdYc2W3ZyxG00oeeHIbm3Don2KIXRgcKrCcQhR+5u9RlUq5CySpQP/3ZGsZeLpAeCU/atYMYe+eZNavO1H0CqWsRs0QqlarQHx8MF1viKfbDfGYzZefm+bIkTRm/G8bERH++AeYMZvVfHMb/dvFxgWxbm0imqYwb9E9NGte+rPYFcSi9sNpTAPshZbTxVp0fa3ntcuYjUlpjaL4oypVyriVVy+LNgC3ezlQ2Mxfgmz9cQyxD6v2uBx2fgkyXQPxN/8MIhsUOfDlYosWHuTD98891FUV4qsGU7GiLzt3nGH1ypyUCD4+JkIr+pCYmEFwBRvbtubMMFu9eggBARZsPiZcboPly3LyCm7edJIWLaPYuSOpWEEnKHjCiOo1Snd2S0m6UmTgSZKuAapSET/T52S4bwcuHBdvIzcIJcj50jPYgUpVDE4DoHD5vWV0sQ/d2IhF63/ZdZUFQ+y7otuz66/jNtZi0e7CrHYosnxOwOkD3GJhkWUVIrFqT5wPOklSEdp3qEKr1tHXVA8YH18T2VmlnxS9Tt2K7Nub7MntcyX4+prp0jWOLt3iuOHGqlStWqFMttPz5hr8d9J6EhMzIBH69qtN5ZhA5v61j127Ch6q+28THR3AoYOp9L+9Ds2aR2K3u1FVBYul7BNTa2od/EzfkuUeXqLh3LpYR4a7D+CLVRuOVb0fRfn3JQ42qzfhZ4rErk9AFyvRlGaY1e64jXV5huA5jA8BHav2CIbYj6bWKZ9GX4Ns2jgUJRBdHMKiBJd3c64qGRlORo7489yMchBTJRCzWSMxMYPqNUJwugxSztrJznazfdtp2rarzKqVx4iLDyIpyY7bbbB27cUTAOXMardmdcF5PPMTFGQl9aLZOgGqVJETy0jXJpnjSZKuIS7jT7LcI/N9T6HCuSF4ucKBU0Ag/qaf0NSql7xdIVJxGUsAJxatH25jOSa17SXXV5qEMEhzNQHSy2X7JqVjzgxzSg1UpaJnuSGO4jIW4DR+wBDbilGTBZPSBpvpJTQlvuwaLF2XZv+5l4H9Z5Z3MwoVUyWQ2NggVq3Mfxayy9WkWQR7diWRUciU1qXFZFLpdXMN7hhUj643xOPjc2WGjMybux+rVcPtFhw6mILVZuLxkX9Ro2YIfn5mUlMdpKY4qBIXhKoo7Nh+muTkwnvfFFeDhuEEBlo5dSqTE4kZ+PqaqVq9Ana7my2bThX4dP5KiozyJzPTRVqqg9ZtKvPTrwP48/c9nDyRwSOPt2LVymO0ah1ddEWXyRAncOif4jR+BjKKLH8xk3ITfuaPS79h1xCH/hUO/Qt8Te+iKBXJdP0HQX49GDVAwaY9jUUdgKIEXummXlOEyCDTfQ9m9TYEZ7FpD5d3k64qT4+ay2efrCMgwELtuhXZtvU0utugZatoz8QuS/45n9ohdxKD2LggwsP9ShxcuhQff3YTd9/bqMy3I0mlTQaeJOkak+l6ELf4u8hymtIKXaw69/9t8TW9h6qElXh7hkg+N9tMRRT8UZVoDPaiEAYYqEr5dvl1G+vJdN9Wrm04z4RCKIJ0vHumFcaMprTDpo3EpDYty8ZJ17l2rb5ky+ZT5d2MImmagq6X/k+P4Ao2Us6WTpAFwGrNO2uan5+ZEQ815777G1Ml9up46rx+XSI9bpiG3Z63B1lIqA81a4ZgMqmsW5d4Sb3MoqMDCAyysmP7mXzfDwqyUjHMN89MfOWhdZvKrFxx1PN60hc3A/DxB6tZunIIt/aezv9m9MdmuzId/oVwo4sNZOtjMMTOEqxpIdC86V/Z6ymXEA6y9RfQxRY0pQEWtQ+Z7vuAghNSK1TE3zwTsGGIfWhKSxSl7Hu6lRUhMnCLlRgiEat2NwC6sQOX8RdW7XEEp1GV8Dzr6eIQKhWw62+iEIRVe8Qzw7HbWE6m+z8A2LTRWLWhV26HrnJr1xznhs7feobCKQqe5N+hoT40bR6J0+lm8cKcwFPDhuFsLsPv3Au3f6Ep3/ah322yh5907ZFD7STpGmPVHsTtLjrwpItVKFRFcAhwoIsNqMqNxd6OIVJQ8EFVQhAiBE2tjRAODHEWt1iKVbuvkHWTUJVQDJGIgi+KUpY3aKU/XOfSuREXzSxYOBVVqYmvabwcWiddtidGtWbIvb+WdzOKVBZBp2rVK3DwQMolrWuxaAQEWmjUOIIaNULo1DmWFi2j+GH6dkY/uwAfHxPDhjelVeto2raLIbRi+U/WcOZ0FvPm7WfdmkRWLD+Sb9AJIDkpm5UrcoZgtmwVxepVJXsaHxCQM3PYju1nsNlM3HV3A27qVZ3KlQNxuw00TaF6jRCystwcOpjCmtXH+fOPPaiqwoH9Kezdc6mzh14ahzPnONzSuyYbN5ygceNK1Kkbxp2D6gMwdFgTnE79igWeFMWESWmBv/I7gkScxk849M84n6exIE4MsQ+VOv/aHEaKYsXX9BZuYykuYx4KFTCrt+Ay5lFQLzLBGdzGCgzO4NDfwaqNuup79AiRDRgoSt60CIrijzCycepfY1H7oyi+GBzAaczEot0GqNjd72DRhqAq54f4KmjY9bexaS+R5X6CLPdD+Jm/Ohd0yg00abiNFVjU+/+159iFXC6dRx+enW/QCSAtzYHTqbNk8fneTj6+ZdvTtaCuIcXNESVJVxvZ40mSrkHprt4YYmsRpSxY1QdwGX9gcAKz0gdf8+vF3oZu7EBRKiJIQ4izaEpNBNkgbGTrT+CjfQhoKIrwPEnLJUTaFevuLoROmqsBRSVzvRophOBnno6mVCvvpkjXAV03aFJ/Up6pn693oaE+qKrC6dPF7WWYE2xK6FGNB0c2p32H/JM5Z2W52Lb1NLXrhBIQcHX1PNm9K4mjR9Pw9TGjqAonT2TgdOqEhfsSFZ0zpFEIwYZ1J7jnrlmcOJFxSYGnWrVD2bUzicBAK7PnDqJBw+IHyE+eyKBh3c9wuQwiIvw5ejStpLsJgL+/hYyM/Gf/vFCduhXZsf0MigJ7Dz7C5P9u4Lnn21/SNsuS21hNpvtuCk+gbcWs3opNe7LcexVfbVzGfLLdTyIo6DpnOfcvAwgkwDwn315B5c0QR87N0jcXXWxAUxrgo72JolT0DNsXwoldH4/T+JZA81YUxYYQTrLcj+AWiwkwz0chAKfxPWb1VhSCAReCVOz6uxhiF7o4BDjx0cZhUtuR6RqMwV5MSid8TV/KoNM5r7+6hDdeW5bve5qmEBLiQ/UaIezfdxZdF5w5k0V81WAO7E+5sg0F3nz7Bh58uPkV364kXS4ZeJKka5Bd/xSH/lahZUzKDfiZP0cIgcP4AIc+E3/tWzQtrtjbMcRJXMafKASiEIWi+GJSGyGEwKUvxaTWR1GCC/3hIoSOomjoYl+ZBFh0cYAMV3eg/POLlJRZ7Y+vqfC/oySVxCcfreHZp+aXdzOuqNwcGyURFu7LtP/1o3XbymXUqqvH2jXHeXH0Qo4cTqVmrVB27DjDsaPFy4lnNquEh/vx/Esd+M89DUu87T27kwiv5EdQkI3E4+ns3p3E5o0nmf3n3kL/ZpFR/tSuXZEbe1Qj4aZqnE22o7sNpny1kRnfb8+TT6p2nVDefu9GVFVhzarjDLijLkcOp9K6bUyJ23wl2N3vnUuOnT+LOggf06tXsEXXFrv+Pg79/WKVVZUamJQuWNS+aGrtMm5Z8RniGG5jKeLc7MS6sRJFqYhbLMGs9samPYQQbpzGFOz6BMzqrfia3jy37gnSXW0BCxZ1IFZtBHb9A0xKe3SxCZs2EkUJRIhUMt1DUfDBqj2MIY5j119DkIxJ6Yiv6SsZeAJWrzpGjxumFZmnrnWbaDRN5fDhVGJjg67oJBYXuvvehnz8Wc9y2bYkXQ4ZeJKka5Bu7CbD3aPQMialK37myZ7XWa7nAQe+5reLvR0h0kh3JaAq1bGo92OI1Vi1JwGdbP0lbOqzqGoQQhgoiprP+lkY4hAQiqoEoSjWUg9AZbtfwGl8V2r1XTm++Gk/YNLkOH2p9KSm2qld7WMyM8s+wfbVom27GJYvK/gGoFHjSrRpW5mtW/6fvbOOj+O62vBz78zuasW2LINkmRlj5jBzGmgaxoaTtmnTpm3SpE2/tknbJA1zGk7DzGhmZrbAINkWL8zMvd8fK8uWRStcyZ7n93Pinb0z9+xa2r3z3nPes4sZ07MRAs75ySBefOXs1guyjREOO5SVWSxetJ3PP93Ah++vIy+vZjHqd3+Ywu//WH/3zobgOIqC/HK++24LO7eXMWPGNr74bCPJyV6Gj+hCcXGQhx45hXHjM6qd++03m1kwP4+MjCS8XoOMzCQmTe6OYez/DtqypZAtmws58qieSNn2bqy1VgScO7HUWzU+75EX4jfuI+D8Br/xJ9cw+yC0VgSdPxFWrzboPFOcgM+4AUMMbhP+WUrnY6tvcfRGvPI8bP09Su8AQmgcBAn4jOsIOg9gqS9I9sytzDAvDo9DsxuPPBO/cT8QJOD8Eb9xPyHnYUx5DIYYQ6l1EqY8Br/5B4L2vwmpR/HI0yuyq/x1xnc4kL+rjKOm/DfqjMyu3RLJzExiYQ2d61qLrKxkVq67MWbzu7g0Fld4cnFppxSHJ6DJr2OElyTPN0gR6eCjVIiwegGfcQ1CRO9vYTkLCKtXESQhhA9TnIwQAZQuQrMHrzwPrS0gjJSdqp2vdQngJ+JpkUjAuROPPA2PbPqNjNaaEmtyA32VGo+kB4o9RFL4PdRdKlEf8SQa32MY1d8zF5emcNP1n/Lyf5fFOoxWY9Lk7syelVPr8yee3Je33j2PeXPz+PabzUyYmMmxx7mdIw8kFLL56otN3HbL5+Tv2l+yOHZcBp99dRE+X8t7Iq1amc/a1QV06hzP1Gk9mpyJ8clH65h2VE+Sk2MvMNSE1pqwepmg83cOLhWPdEu9lTL7MhLMJzHEFDcz5SC0VljqI4RIIuj8E6VziLaDoBQD8Mrz8MizGtV0pTlQOh+l1+PoLWjyEaThlT9F6fVAAo5ejK1noHQO8eYTBOxf4JGn4DUuBMBS31JuX0OccR8+4yIAyqyrSPA8j9K5BJ2H8cjTKLevRtANv/mXitK+d4g3n8AjT4rJ625LBIM2Z5zyOnPn5NY71jAEWkf8lQYMTGPTxr0x7eT59feXMn5Cy3fodHFpTlzhycWlnVJu/wJL1W0kLMUQEs03ECKx8phSpUiZWMdZVXHUNhy1EiXW4RFnEHT+hGAwiGIs9T888lzi5D8QIlTn7pnSO1F6M4aYgBACpXMRJDbJeDzsfEDA+WWjz6+fRDzyHCSd0RRhiGHYejpaF1e0It6BpAeW/hhbzUazHYj+I9Uv3sPrcVviujQvs2dmc9LxDcsEaM+kpsZRXBxE1XAPcOzxvfnfO+fh9bbfzlatye7dAe6790fmzsnh5FP784tfTWizwk1dfP/dFnr2SqV379RYh1Ivjt5AwP4VzkG+jZJeKLZU/L03CZ43YiaStAeU3kOpdTyawqjPMcREEj2tnzGt9N5Iwxe6oimrWB+tRpGHR56FoxZjymMw5RGEnBex1GfEm/8m6PwbU0zEI88DNMXWMAwxFK+8AkP0J6xextHrMMRABEnEmb+hzPo5phyDo9diqffxyAuJN6P3+zxUUUpz2UXv8eEH66I+x+czGDO2G3l5pY1uZtFcXHbFCB59wi23c2lfHLbCk9J7sdQ7CJIAP0IkI0UPJD0alA3i4hIrQs5TBJ1/1DvOFCeR4HmiSXNZzgIEXdDk4Oi5GGIU5c6+rnbxmGIM8eYjQBKg0exFirTK87W2EMJD0HmcOKN50oOVzqfUOhXN7ma53oEIuuGVPwE9ClOMxzAS6t1tdlQ2QecubP0jIPDIUzHFMYTUi7Uawfvk74kz3VbGLs2L1poh/R8nNzc6H5/2ztBh6axcUTX70+OR9O3Xkc+/vpiOHd1yksONZ55axMWXDie+hbtONRda2wSde+osG5diIAnmc0hRvfzQJULIeZ6gE703ViQT6F488ni0Lq2ySddSKJ1DWH2Ao5YB5QiRhimm4Oh1KJ2No5cjRAfQpfjNf2PK0QTsv2KrH4g3H8TWM7HVXOLNxym2xhPJllMkmG9jypFY6jPK7VsQpOOVFwCasHofgURRQKLnPQzRv8VfZ1vn1ps+48Xnl0Y93jBEi3RkbSx+v8mq9TeRluZ+v7VlIt3AN6PYjKO3gA5iyEF45CmxDi0mHLbCk6M3UGrV1Freg6QnUvTHkIMxxDBMMaqF28G7uDQcW82hzL4oqrE+eR1x5m8bPZfWCkfPxlZL8cjTsPViLPUajl4ARHZmpeiOEGlI0QuPOA8p0hAiruL8MEJ4o17YaV1C0HmQOOO2ar97Shfg6IUE7QdQbKrzOqY4sXLH2BRTMcRIhIjDVvOw1BcI4vDKy7D1d9j6uwPOjOzwx4n/4DGOQwhq9LA6GEflYqmPMOUUTDm84rWUUmZfgqOrlz4ZYhSJnnfqva6LS0P55W1f8NzTi2MdRouTluYnPsFD9rb9/hxCwMOPnswVVx0Ru8BcYsrSJTsoKgpx5FE9Yx1K1CidTYl1VJ1jBGkkmC9iyKGtFFX7QuntBOw7sPV8oP5OiPvwykvwyJNx9Cp8RstuBtlqKRBGkIAiG1v9iNI70ZTh6LlVxgq6Y8opOGohimIM0YcE8wXK7dsw5VTC6hWUXleZuRURtT7CUSuw9WeY4ii8xvmU2zdXXC8Fv/lXPPLwzpT5453f8p+H5kU9Xgjwx3sob2PeiX+4exq/vXNKrMNwOQhbLcNWX2LrGTh6FWBXed4jT6vYrD/8cIWnqBBIMQSPmIYpj8cQR0R1E+ri0pJoHaLYOgIIRTXeIy/Ab9yNEPGNnM/GUdsQGDisAwIEnF8AXjzyJyi9NiJAyd44ah4Jnpcq4xTCh9ZhHL0MU0ZawCpVCCKM0ttBdSTMA8QZv8NWs7HUpxWZQwamOBopumGprwCnQX5OXnkZXnkthqy9Dl7rAEL4CdpPY6n3K9ouCwx9IVrOxiNPwJRN+2JXejtl1kUotlZ7LsF8FVNOatL1XVwO5uMP13HRT9+NdRiNJjHRS2lp3TeOhiEYM6Yb8+blVR4bPyGTu+6ZxlFH92rhCF1cmp8y61JsXXNL931IMQAAU4whzvgzQkTKSGtr8nG4EXQeI+y8imZHg87zG49VZHQPxGv8DK3tyLpG9EEIP1qXoSlE0AnwVmZBO3o9kj4IYaD0NpTehRCpoBVSdKl141prB80OlN6BraZXdDms+5ZMMhApeuIzbqTcvhqf8QuCzl0I0kj0vI+gG4otlNs3ovR6fPJ6PMZ5lFrHVblOgvkupjyiQe/PocL9f5/JffdOb9A5QkBbvFvulB7PqnU3EhfnVurEGq0tLPUuIfUCStddvukKT4chDROeqiJIxyNPxCNPrvCrcX/hXWJDmXUdtv4KAEk/FBvqHC/pS7z5IIYc1uC5tC5HaxvNHqTIIujci9LbsPVcJF0w5ZHYegGmGI2lviDB+KzSOFtrjRACrR2UykPK7kA54MHRC3DUDoLq9whS8BpXEXL+TdOMuyPZTn7jIaSMi/oc28lHio4g9iBFOkoV4ugVeIypTYoFIllfAec3WOqjKscNMYUE8yXXONalWcnfVUbfnu1zYTNwUBppneKZNaP2TnUdO8bRf0BaFVPYc88fzPP/PdP9XXJpt2gdpNz+Bbb+nmgydgwxpjJbJ+g8iCEG4pFnHdYClNYaW39fYaT9KQcbt9eGR/4ER69B6bUYYjRS9EDpHBy9BEE6UIZmb8XoBLzyTKQYiKXeQ+tifMZtGHIktvqCoPMQccbvKszCt2LrH/HI0yuym7LxGOcQsH+BJoTSGzhYcBKk1WojYIiReOTZhNUbmGIMYfUaXnkpUnSvyNpah6U+x1Y/kOydh9YOJdYEhEhH6bUVV0km3nykWZq8tCeeeWoRt//iywad01ZFp308+sQpXHaF6xUaSyz1GUH7Hyi2RTXeFZ4OQ5oiPB2IIAVTHoUpjsKUU13jR5dWxVaLKbMjJpPRk1jR7a7hP6taW2gdwNbfE3IeQVOApggAUxwNOHjk2QScP5BgvoEpR1ScF6rSuthROwAHQ2aidYiA/QBQEjFXFR5UDWVp9SHIwJSjAROPPKdNLqhCztsEnTsOOuolwXgd0xgVk5hcDl1Gj3iaDev3xDoMJk/JYsvmQvLy9ntOdemSwM6dZdXGChHpUjdrZu1d6iZP6c6SxTsoL4+kr8fFmTz7whmcefbA5g/exSUGOHoTZdblRLrBaiKdYQ00NYmx3gqhItLeXdAZUx6D3/jrYS1AQWTDLOQ8Rkg1zedyH6Y4CY88GSHisNTneOSpBO2/VWQze5GiHwnmc4SdV7D1nEoBy1JvIehYWdIf+ffaQ8PWbhEMMR5Hr0DQEU1OxbHhKL2LJM90wup1tN5NSD2KT96Ipb9B0gshRIUQt+8644gzfo8pDw/R4v1313DFpR+gVPTveVsXnQBGje7KDzOviHUYhyVK5xGw/4Ctf2jQeYez8OSm6tSKIJovBE0RlvoQiw/BASn6Y4oJGGI8phyLFF1bPlSXwxZTjsIrrySsno9qvCAFDSi9uVHCkxAehPBgqAkofkNedhYZWRHhSZGHKSai9BZMMRal96JUECnjqohOWgcwZFe01jhqFYLeGLInlvMtHnlCIxeIHjzyTLziYgyj7baXVXplDUfD2HoZJq7w5NK8nHRy3zYhPC1auJ1g0MbrNejSNYFu3ZJQStUoPI0bn4mUNWcspaT6GD68MzOmR26+pRQMHZbOuPEZDB3euUVfg4tLa2KIPiR5fkCzHa1LEKILgjiCzsNI0QWld1YYkYeQoh/oMuLN1wk5T2Hr75GkHfaiE4AQ8fiMX2PKE3H0EkLOM2jy6j+xFhy9Ctv5AkEnPPI0pOhNoudrAs4fcfQKfPJiQODo5ZFs7gofzINpSlMUpfMAq1J0isS1HJA4ejm2+g7wYIgxhNQTGGIoQiTik1dXCk+CTiR63mx0DO2N+fPy+PnVHzdIdIKI6NS3Xwc6dYpn1cp8Skqi9w1rLRYv2sG6tbsZMDCt/sEuzUbYeZ+AczdQGutQ2hWu8FQrjZO4lV5PWK8HXgFnXxbGKAwxEkMMr/wCcHFpLuKMPyBERyznvQqz7dp/dqUYiilGY4ghTZpTk8eC2VP49ovhXHDpN/Tquwql1xHWWzDEERhiIIboXkVw2ocQ/or/CyABdAiTaSATsPXXdcZfE4IOxBl/xiOPRIikJr2ulkZTUCH+FVU5busvgMtrPU/pXCz1GVrvBZGIpAemHI0U3Vo4Ypf2zE/OG8xjj8yPdRiEQpHMpIGD0lizuoDu3ZOZP287nTvHY5qSoqIQZWUWPp/Btq2F7NixX5AaO7YbcX6TUMhh29YiLEvxh7unceJJfRk6LB2v14jVy3JxaVGEkAgyI/ugFfjN3+3/O79D6xAgUXonoDHlZLzi4ooMZBeIrDVMMRKTkXjl+YTUi1jqE5Re3eBr7cs40xQQVv/FVt8jxSAcvSxiFq5zKLGOJFrvzcagycEQ43D0wZ/tioD9KxRbMcVxQBBTHMu+UkMp9m3K+Un0vN1i8bU1du0s4+KfvkswaNc/+CDi4kxKikNs2VzYpjraHcznn25whadWQusQAeduLPVWrENpl7jCUwujycNSeVh8UnFEIumNIYdXCFHDMcSwyu5fLi4NRQhBnHEjccaNaF2Go9ei9HqU3oKmBIjHEAMw5ZEVxtlNxw73461XJzFxah4F+elk9vDi8YSBMI6eBxiAv16vFUP0xGEzQiRjqB5IfoEgFUu/EXUsHnkWHnlspaDVlvGIy7BZCAcJT46eg+XMqOYlpfROgs7fsdTHgFP1Yg6Y4ijizN+7rZFdamTc+Az6D+jI+nWxy3oyDEH/ARHBafmyXQDMnhXZqc/PL6df/47k5UV2DEMhp4roNG58BgUF5dz5x6lMmZJFVg+3u6yLy4Hs29xx1HQU+RVePx1iHFXbRYh44owb8clrCTp/JqxebdL1FFtROtI0RAMhVbfPZlMIBBIo2ptO14wtaF1GTZUZ+xqY2PobAOKMc1F6C4JEIB5TTEWKAUjRo8XibEtorbn26o/YsaNxWSlduyWydUthmy+3mzc3t/5BLk1G6XzK7Z/j6KWxDqXd4gpPrY5CsRGlNmLxfsUxEykGYopRkWwRObKiQ4ZrkOrSMIRIwBSjgdEtOo/Hk8De3aksXhBi8PAVlBSl0bHT9gNGOEjRBa3Lq3XRs5zpSNEfKTohhInQaWgKQHhRzMVv3A2OhaXeqTcOQSaGGNUuRCeIpLdr8mt8zlIfVRGeHLWCMvvKOlPybf0DpdYc/Ma9eI0Lmj1el/bPRZcM5967G+Y/0Jw4jmbN6oIan9OaWkUxwxB4vZIvv7mELl3dLGEXl7rwGj+LdQjtCiE8+M2/EKd/i6OXY6kvIsdJxtJfVRh+O3VfpJXQWrB3d1f+/def8cWnDk/8dwnvvzmG2/+QRIdOc2s9zydvxWdchqW+xlFLEEIQbz5TYyb6ocqLzy/lu2+2NOrc1NS4diE6AWzbVlT/IJcmsc93T+OKfE3BNRdvsyRhiOGRsig5BlOMcUv0XNoMM6Zv48Lz32bQ4HiGj7QoK5VcctUcRo6NtIGWYgCmmIymlDjjDqToVHmuo3IwZPfKx0qV4ej5GGIkWoeQMhWlgoT1U4TVS0TMVWsjmUTjMwyj/ZScBew/YKkfa/jyMkgwfsA0MlA6n1LrDDS7iOxqmkA8B2dKHYjP+BVxxs0tF7hLuyQvt4QhAx5vsLdFLMnMTOLyK0dy1TWj6NwlIdbhuLi4HGY4ejNh5znC6mOguFXnLitNwRdXjmlaPP3wz3noAQ/nXuAlPkHx+H/2r4fmLl+Lx2OzdlVXph5XfaPOb9yP1zgPrYvQhJot4729UFwcYsSQJ9mzu641ZHW8XgOtNUrpNl1e5/UahMMRcXTAwDQWLLk2xhEdujh6I2XWzyKb5M2Aay7u0gYpwdGzcPQsUAAGhhiBKY/CI47HkE3z6HFxaQqTJndn2LDOzJ6VQziUwn+e/ZTvv5pIfGIZPfuswetdR1ivA0wM0QePuAQpI8JpFdFJFyBEGoYYhCAx0kJaT0RIA6+6AYsv0WyuI5JilMjFoP0IT15xD1rciaXfo2qavINmG5BB0Pk3EMYQE9C6BE0QzQ4kQ1CsB6xq1w05/wYc4ozbWuV1uLQPMjKTmDI1i+k/RtfmN1b4fAannzmASy4bwTHH9qrVYNzFxcWlpTFEb/zmfcTpP2Cpz7D1dzhqDYotVM+EknjkeRhiMGCh9C7C6tl655gz/Xg2b8hgyPCNjBw7k68+OZu/3dOX8ZM0Z567nM8/GsZ7b9uUlIR48bnq3/kej01JcQJKHfhZKYgzfoOjt7HPHEyIFA7HT9Nnn1rUINFpXwe7rB7JdO6cUFkS3lY5cDOpPW0stTeUzqbMuqTZRKfDHVd4ajc4OHoxjrOYEA8h6YFHnopHnoEhB8c6OJfDDMOQ/OuhE/npuW/TNUOwOz+dY06cTY/ea5BSVY4TJGKpbxCyM15+Uu06+zKhBJHuj4Y8ApRNxB8qDknfSBe+OsQnRy3GI8c258trUQzDg4+7sJyPgaodUgzZHa2DFZ5OZTj6wDT6fVlPcdQkPAGEnIcBXPHJpQqnnNqvTQtPvXqn8uob5zB8RJdYh+Li4uJSiRB+vMZPKtcvWgdRZKN0DloXAQ6GHIkh+lU5zwq/jaaw2vW0FmzP6c2P30zlD79JIBx2uPyqCWzP68wt13YlGCxh/Tp49b+9gepdPw+ktDSeQMBDUlImPnkjpjwaW8/FZ1zfTK++ffPiC9H78CQkeAgGbYQQpKfHt3nRCcC296+1TdPtYNkSKL2norxuZ6xDOWRwhad2imIbIfUkIfUkUvTHI8/GK892u1y5tBo9eqYQDDnMnhFk/doxXH5NIYHyI/n5bc9hmhFhRFOIo9fi6IVYqhMeeWTkuNY1epgJ/Fh8hU9eiuMUoNmMYg+CjFpbIIfVM/j05QjhbbkX28wYRgpefSuWevmALzQvglQcvYiaF5w2iADokjqvHXIeBu0QZ/6qucN2aadMmpIV6xBq5eRT+/L0c2eQmuo22HBxcWnbCBGHQf86G3poHWbGdxN5541hlJUJyssE27baBAOK4mKL0tJ9G0eRzKnefYu5/y99CAbr/m4/mGWL00lMtNm9cxpHHxnx9TRpP5twLcnaNQVs2VwY9fiysn3/JrqyCUZ9+HwGoVDb8AFLSPDEOoRDDq2DlNvXVmQ5ujQXrkR6CKD0ekLOA5RY0yizrsBSn6J1zRkRLi7NRVKSj2eeP4PM7ils3FDCujUpJCWHCAXj2Z7b+4CRNh55NoYYtP+IqtoGWOtIm1spuuIzLkWpALaeiRRDEPhrFZ0i+NuV6LQPv3kjfuMxIGKM7pHnIUQilvqR6nsCHkCg9Er2dQysi5B6lHL7l2gdbP7AXdodAwZ2jHUI1ZBS8Mc/TePNt89zRScXF5dDBiG8/PrmIbz1RjGfflTE998WsmljKXl55QeITvu55w+S9esaJjoBzJkZT8/eRbz2yvLmCPuQYvHiHY0+d78IVTdtRXQC6NLV9UJsTrTWlNu34+jFsQ7lkMMVng4pFLb+kXL7ZkqsyQTtf6B0dqyDcjmEOebYXnzzw6UMGJjGay+VsWBuGkvmT6SsNPmAUTYB5y+E1duVRwyZhdalaB354tYUY6slhJ0vCDnPYakPCKn7sPVHSNGb2vDKK4g3n2upl9fimHIUhhiHIYZhcgxaO1jqU8A+YFQSEeFpXw2/rPhTd7MBS31AqX0+SrsdOA53kpJ8JCe3nU5GHdP8vPPBBdzxuylu91YXF5dDinDY4aRT+zNwUBq9eqcyZGg6ffp2oGvXRHr1Smm2eWbPlIRDJosWbmfWDHetfyA7t9ddpnio0b9/WqxDOKQIOf/E1p/FOoxDErfU7hBFs5uQeoqQegZTHInXuAxTHOUu8l2anYQEL8ce14v163Yzd5aNEMO5/NpyVi0fx+BhCxDCxiOOQutitFYIIauVhErRESk64jgWjp4NuhuJno8JOy8TUk8h6V2jz5OkN4bo21ovtdkRQpDoeRHHCSOlQVi9gqaqt4AUvRH4UXodYFQYHFoIuqAprfP6Sq+k1DqbePMJzHbkg+XS/HRM81NcHIp1GKSk+Pj8q4sZNLhT/YNdXFqA9et28/mnG7j5tvHumsil2fF6DR58+KRan//ko3Vc8rP3mtwxbeN6uOf3GWgNF57/Nh988jOEgNycYoYO70yvXqlNun57pqio9mxvr9fAMASBgF3rmLaMlKKamfjESZkxiubQI+y8TUg9EeswDlncjKdDHoWtv6fcvopS63hCzsto3bDWoi4u9XHCSX35yXmDyc0t57OPy3n4/sksWziY1cvHARBSTyNEEkpvx1ZLaryGUmEQe0GAkEUIUvEZv0KQAUR2CaUYgmSf0CSw7G7t8sZBa41tl+A4IZSyMQwvtp5F0Pn7QSMlaIWjF6EprRCdIh/bmjLARJBa91zspsy+hLDzZku8FJd2QnJy7MtRPR7Jy6+f44pOLjGld58OLF68k9NOeo1VK/NjHY7LYcbmTYVNFp32MXtmZP1TWBjirNPfoLAwyI3Xf8r4Uc8yd87hm+1cWhquYrjt8Uji4kxMUxIOO/j97TfvQuuqPzupqT6OPb72ygCX6LHVXALOH2MdxiGNKzwdRig2E3T+RIk1jaDzKFoXxzokl0OEE07sw0OPnMSRR/XAH2+S2d1i5NhVhII+QqFIFzZbzcKQmRhiKI5aUe0aUnoxZGe8xpEYoh9C+BBCEmfciqYY8FNWKvnLH45i8bwzAc0Lz65ldwPa5bYVhBCYZhKG4UMIg7DzLuX2DcDBGSkKxVoEU5H0rzwW6WxXSqQkL5H9nk9GLTOGCTh3ErD/XFne6HJ44fPFfqH90CMncfQxvWIdhsthjmlKnv/vmdzzl6M554w3eeAfs6rdzLm4tAQ7tpfyj7/NbJFrF+4NcsWlHxAKOgSDNuec8SbTf9zaInO1dQxD4jiRrm+DBqeRkZlEKGRXdoLbs6f9+l8e/FF16eUj8ftdc/Gm4uhNlNvXc3C3aZfmJfYrUZdWR7OHkPNvQs6z+Ixr8ckrESI+1mG5tHNSUuJ4+vkz+MkZb/L6K3vokDaRjmkBumbm0C1zM0pvJex8jClOIazexy+H1XotKVMB0LoMSEazi4Kd47jj1oH0H+iglWTxvDNZNN9k6OAdHHtc+9rt0Vqj9Aos/T2W+qSijK42LGArcGB5YgjwAuGK0rzIrqegI5rad/DD6kUcvY548z9I0fYMp11aDsOI7T7Tr++YxKWXj4xpDC4uBzJ+QiYvvXYON9/wKTt3lPLPB0+MdUguhzj/vH8WRUUtV/K854CNuNLSMH+5Zzpfftuzwdf59pvNfPLRehISPFx5zSh6906t8rxSmqVLdqKUZszYyNpkd0E5aZ2iv5fI3lZEfLyn8hzbVpSWhpk7J5fBQzrRo0fj/bB690mtFGjWrd1TrTSttUhJ8ZHWKZ60ND8dOvpJTvaRmOjB6zWQUmDZitKSMLt2lrFh/R6ysxuWEOD3m9x867gWiv7wQel8yqwr0RTFOpRDHld4OqwpJuT8i7DzEnHGL/HICxDCTYJzqZ2Q8yQ+4/pan3/26cWUllmkpfl54WmLD7+eT7fMzZSXJRGfkIetZ2OpTzDlcYSdzzHlOKSoboqotSKsXsdnXAzaQJCAP2Epa1aN4Zsvy3n/rV7k5ZUzeoyPwr1tf+dKawdHz8NSP+DohTh6PRD9AkOz6SBBSQMOgp5otiNIQmPVKTrtw9GzKLXOJN58BFOOavBrcWmfxGrhDXDRJcO4+96jYja/i0ttTJiYycy5V3H5xe/z1BMLue6GMbEOyeUQ5uuvqntVtiRzZufwy9u+4I93TasUeNav30P//vs3nkpKQixbupPevTuQkZmEZTmsWLaL/76wlHDY4YnHFnDPX47m+BN6Ex/vIatHCmed9gY/fL+VwUM68cU3lzD9h618+skGBg3qxPU3jamSYRsK2bz68nLGT8hk2PDOAKxelc/TTy7ir38/FoCPP1zHFZd+QDjsMO3ILJSCI0Z15W/3H9eo1332OYO49+4fKCkJt9h3n2EIevRMoW+/jvTunUrvPqn07JlCZvdkunZNJL1zPB5PbVnoNVOQX86c2TnMmL6NWTOzWbE8vzJLqybuvvcoumUkNfWlHNZoXUyZfQUa16C/NXCFJxc0+QSc3xNSr+E37sOUI2IdkksbRVC7geFrry7n3w/MRinN8BGd2batiI/fm8pl1+4iL7sn3jhNwc5kJh31Po6zGEEiBk+iZTJCVE0TdlQ2XnlRxZy98MhzgNfZtTNIQoLJf9+ezhUXHIllKfa2YeFJ6Z2E1RuEnTfRRNr7SvogRRbocjSFaPYtKsJAXWWDB7dbdtBsBSSCRDQH+jl4iGRK1YwmjzL7QuKM2/HKa1zB+TBgX9lBa3PiyX159IlTYzK3i0s0eL0Gp5/Zn5uu/4yOHf2c/9MhsQ7J5RCltLT1y3iee3oxzz+zmJ69UpkyNYvvv93CxZcNR0qBEII1qwp47901eDySaUf1JC+3hDWrCyrPD4Uc7rzjG+4E4uM93HDTWNat3Q3A6lUF9O3xHywr8v2S1smPYQhuvm08EOnwd901n/Du26vp1TuV3/1hCsOGdebaqz7irXfP55uvNhHn9/DhB2sJhx3Gju3G4kU7KSsLk9k9udpriZbOXRJ49IlTufKyD5osPHVM8zN4cCf69e9I374d6Ne/I/0HdKR3nw54vQ0TluqjU3o8p585gNPPHABAMGizbu1ucnOKyckpYeOGPezYXophSk45tR/nXeB+VjUFrUsps69A6dWxDuWwQejDtLDd0Rsotdy06uqYxBm/xmf8PNaBuLQjnnhsAXfe8U2VL/gjRnVh185y0joJTjw1xAWXfkKXbtsoL7waM/4NUhLOR9IDjzwLKffv2GgdxnGKMQw/mlIEqVhqOv/3l6U8+qAiHHZITPQgDUGPHqkcc2yvyl2ztoDWDraejqXexlJfIuiMFFlovRdFCbC9YqSs+OMFPBgMQSNQrIRGpPsKOqPZhaADmkIiWVH1Y4jxxJv3I0WPBs/p0n6YMuF5li/b1apzjp+QyYefXkh8vOs/4dK2OfHYV5gzOwefz+Djzy9iwkS3S5RL83PnHd/w2CPzYx1GizB2XAav/+8ndOmaWHnMshx6ZT5MSUmYgYPSWLd2N1pDYqKH5OQ4/PEmUkZ8Lzt3TmDr1iKyt0WywX/3hyn8/o/TmhTTpx+v54brPmFvFJ5OhiHo07cDw4Z1ZsQRXRg+ojMjRnSha7fEes91aX9oXUaZfQWOXtjqc3vkacSbj7T6vG0BN+PJ5SBsgs7fcfRG/Mb/IUTzqvkuhxalpWFu/8WXvP5qdbPwJYt3MnFSJmVlFloHKNybxvdfTqNPXxMp7mLyUe8hRXfAQetShIh8uQvhRRphtPZh6ffxGddhiC54PBHRKTJvJJtn/brd2LaKqfBkWQ5bNheS0mEFSR2+xFLfotkJJCEZhGIFjs5DMhRJEhAHIhG0RrGCiEE4OMwGqDgnBSiu6FinKzKb6kazi4i5eAKSTig2Ecl8qnvB5eh5lFin4DNuxievqZZ95nJoEAy2buvoPn078P7HP3VFJ5c2z3vvrGHO7Bwgkt1x9ulv8OY753HkUQ33xnFxqYs//fkovvt2yyHZTbFf/w5VRKdNm/byy1u+oKwsjJSQkZFIeucEcnOK6dIlAdtWLF2yk+RkH7t3B1i3dk+V6w0enN7kmE49vT+Ll1/HC88tYf68XGxbR/yWOsSRlOwjPT2ezMwkevfpQN9+HdpEEw6XlkfrAGX21TERnQ533N+wwwQphgIapVdFNd5SbwFl+I2HEML9MXGpzvx5eVx71Uds2ri31jFzZufyzwdP4Jmn5nHGuWHydyXQs1cxa9auZ8DA88no1p+wegshEvAZkdI6rTVaWyiWIOgCgBCdGTB4O9C5yvW7ZSSxZnUB336zuUUNxouLQ2zbWkT2tiI2rN/D6tUFrF+3h61biti5sxSt4Zs58xmQsrjyHIMhOKzBEGMAE0cvJWIKrpEMQ+BHMhTFZqC88jzFGiKCkYEgEUEymg4oltQQmck+4SqCQ6QT3paKvydU+D/Vt8gNEHIewHLeJs78PR7ZOF8Fl7ZLqJWFp3v/chSJid5WndPFpSGEw5ESopdeXFrleFmZxU/PfZvX/ncuxxzbKzbBuRySxMWZ3HDTWG658bNYh9Ls9OqdimU5LJy/nbT0eM45/Q22VWQvDR/RGRDk5hSRnh7PnNn7rQFq60w8clSXZomrY0c/t/9mUrNcy6X9o3WIcvt6HD0v1qEclriKwiFPPII4BB60bljbeUt9itYO8eZ/3CwIl0oKC4P831+m88xTi3Ccmsu5DENUPufxGKxbW8TVPzuOq34eIqvXfEKho0nr0AOb9zFEf7SO+ANYzkpMmYWtZyDFICz1CobojxBpzJ3ZiwMFGoCMjCS2bC7kN7/6iumzr2yW7IqioiCffrKBmdO3sXpVARs37q3SKaYmpBT06ruvRtyLpBcIkGTh6EWAwBBHoDUoFqH0CiKd6Awi5XYeDHEEjt4MFBDxZ7IqMqJAMgTJeBT7xKt9VBcTNHkHPCquKLjzIEgB/BVeUDX7/Sg2U25fiyEmEmf8xjUfP4QIhpxWm2vEyM6cdc6gVpvPxaUx3P/3mcyZnU2oht+NsjKLc854k2dfOMP1UYkBjt6EpAtCJMQ6lGajpCREfLzZrrNAO3WKJxCwKCur7iH597/O5IvPNrJ40Q7SOvmJizMZMLAjXbsmsm7dbtat3Y1Smtycg/0qa5gnPZ4+fTq0xEtwOYzR2qHcvgVbT491KIctrvB0yFOOphxHV01hFXRD0AXFKiKmxjVj6y8ot28m3nzUFZ8Oc2xb8cpLy/jzPT9SkF9e59hhwzuzbOlOtI60D548JZ2BQ8LkZHswTJvNmzx4TttIWVlnfPGfEG8+h+X8iGYHtpOPIJmIaNqN4tI1LJznoyA/jtFjPCxauN//aNbMbCZN7s7sWTnccO0nvPjKWQghGvX6HEfxz/tn858H51JSUvV3Ii3Nz+AhnVAapIi8F6YpWbE8n8LCIBmZ8Xi9+0rawijWHWSxpAEPQmjQHiIZTeHK8QCOng94kPRGiM5EShBDKJZX/J4aFb+3PhQbo3xViRXX12j2mYUmETExrz0DxtFzKLPPxRTH4DNuxZQjo5zPpa3SmhlPv/q1u7vs0jZQKh8hfAhR3ah47uxcli/Lp1tGItvzSgHIyIgnL6+84lzNtVd9hGFIzjnXFVJbk7DzCqacgEecFOtQmg3TlKxft4fEpPaXCdqjZwo9e6UQKLfYtaucI0YlEw45CAnz5uYhJcQneFBKM2lKd4IBm1Ur8ykv87B7d4DdBQ3b+J42reGek1qXAd7D9l5F6d1Y6iOU3oFmD4YYileejxDxsQ6tzRBw7sLWX8c6jMMaV3g6TNnXgj3iIeNDio44ei01+cHY+ivK7V8Qbz7idr86DAkELF7+7zIeeWgeW7dGZ3q9dMlO/H6TQMAme1sxvXpl0bVrIWELHvr7OZx61iY+er8nM2cEWbFsCvH+/3HeBf1IS+/A8CNW0rlLPF7jDAxxCzn5L9Oz30qGjTgSf3wJiw4qyd7Xava9d9fQ665U7r3v6Ea9znvu+oGHH5wLRFLGMzOTKNwbpKCgnJ07y5gxvXqr1anTspgxPZvExPq90Bw994BHtXWcsyKldzoPCCEZfOAV0OSgEUgGI0QSWhegyKOm31tDjALkQTXskkh3vOh+j239Hbb9HaaYis+4DlNOieo8l7bHPn+0lqZ792TOOmdgq8zl4lIfUtbuE5NUIQB06OBne14pw0ck879Pn+X8U65hxfJIiZDjaG6+4VOGj+xMv34da72WS/OhtYOtfsAjD60GQH6/h+5ZKRwz7aVYh9Igph2ZxZbNRcyemVO53srJLkYpzZSpWQgBRx/TiwXz81i6ZGeVc2vKJoyG405omHVC2HmDgPNHwMQUE/Ealx5WlgGW+pKA/Vv0AY1pLN4m5DxOnHEXXuP0GEbXNgg6D2OpN2IdxmGPqyIcxijWodmFJhuNjSGGYYhxCDpVG2vrzwg698UgSpdYsW1rEX/64/cM7v84v/7lV1GLTvsIBCIZFgMGprFp427KygxytiUwdsIO9hR0YMOGLUycuomevWxCoULuuWsmF567kKnjwixZsoqVK+dQHvqGXr260zPrp/z8ptVceW0xGRlVd28ONE1+8F9zeOShuTQUpTQvv7QMiLThzckuYuaMbFauzGfnzrJaz9u7NyL4xMU1eMp6cIBkFJsxxCSq7hFoFKtx9DwUmzDESCIZVAfijYzTOw46rg76f3TYegZl9qWUWGcQdt5D69qEM5e2Smv1r73i6pEYhru0cGn7dOjoByLZrv54E9MU7MzrwXtfP8btvzPx+yOfuyUlYe754/cxjLTxfP7ZBr79ZnOsw4garR1K7VNRbEaKQ6+zYGKil6OO7olsBx+R48Z14+hje5KfX05+fnml6ASwL7E8GLTp07cDJSVhiotrr55oCFIKTjm1X9TjtS4j6NwP+AEbW/9IuX0tIefZZomnrWOp6ZTbN1YRnfahySfg3ErQvj8GkbUdws4bhJyHYx2GC67w5FKB0itRehMQRlPzjXZYvUjY+ah1A3NpNbTWLFywnfv+/CPTJr3AsEFP8OC/5tTrb1QXQkDnzj6uviHMr/74KL++601M08/nn3Rk1Yp47rmzF59/Wk5OjsXwkXGcfmYKpSUWpxydzmknzeGf/5eCKY5HqAH4vWcwbGQh387swtHHplbOsXzZriqtr//4++/46IO1DYpz7uycytfZo0cytl3/Xfq0I/engtvNXsVkA8WAwtFLiJTqJSLFiGojI5lUGkEfBFkVR8M4ekmFn1PzofRKAs7tlFjTCDoPo/Sh15nHpfFIKbj4kuGxDsPFJSoSEiKC/do1uxkzJoPFi4o4evxEfvz6JH5x5+O8/ckSpIzcYX/15aZW7wzZVH78YSt//fP0dmXyb6kPUHo9hhiFoHusw2l28neVsWpVAUOGptMtI7H+E2JIecDm+2+3smb17mo/+wf6e+ZkFxMf33wFNEce1YP0ztF7e4WcJ9EUEvEA9VUeDzoP4OgtzRZXWyXsvEp9m4kh9SSW+r5V4mlrWOobAs5dsQ7DpQJXeHKpRLMHRy9F0rOiTKd6nXTQ+RNKF7Z6bC7Nz/a8Er7+ahNPP7mQqy7/kP69H+WYaf/l/r/NqpYu3Vi0BsOEgYM3I6UipcMuNm/ycs2NC9mySZOWZuLYmm1by9ie5/DFZyX06p2AUprOnb0MH/M5Zfb5hLkHTR4eriW102IefbaQMeNSKudZuCCPUaO7Vs55zZUf8fVXm6KKcdvWIm66YX+HGdOs/2Nx4qRMFi/awfp1Ee+09evKCIWaPe2JiD9TAHAivle6trR1G802QFf87u5H0PzlIZpdhJyHKbGmUGZdSch5GUdH9367xIZofq6byjHH9SKze3UvHReXtsiBJs8zpm9j2PB0Ro3uyvVXdOX9Ny9kxJhZ3PKryJhAwCYnpzhWoTaKxx+ZT6c0P+MntI/MIa2LCVZkJZhicqP9GtsyndLjUU7EI3LCxG5MntI2xbUJEzPZuKH2jsX7WLZ0J8NHdCYvt5SOHZtnDfSzBmxeOGoVIfV0xSOTqjYGFuHDIOtJsTWqcSHnoZYNpA1iqyWU27cSqSJwaQu4Hk8u1RAiGUfPQ9ADzS4O9I/RFBJ2niHO/E3sAnRpNMuX7eTR/8znh++2kpdXf2eR5mDXzjC/uL4/b368nT0Fafz4rZ/OXXpw3Ekhxk9aw6YN3QmHBckp+Uw56keKijpy3aVHccvt2ZSXxaHIRutypM4izjgVk3tJTZvI25+XM2/GMcyb3Y9//d1m44Y9dO2awI4dZQQCNued/Ra//f0UfvXrifh8+z/qtNZkbytmxfJdfPbpBt7+36oqHVqiKRMSUlBauj+tPBRymPPDcRx14idNfLc8RHauqn9JStEd0BiMQutSNOUIvAgREZaU3oomB0fnRGIkAym6obWFFP1QOhdBPELs6xQjUDoXTU4T4rWx9Q/Yzg/gROY05RQ88jhMcRRC+Oq/hEurEJ/gqfIz2xK42U4u7YmEgzKBVizPRwiYMjWLX98iGDF6GL++61F2br+dN14t4bVXVnD3PUfGKNqGsXZNAVu2FLX5rJoD0ThIkYWjsxEipf4T2iFCCE49vT9PPr6QvXuDZHZPYtLkTGbPat7s5KYwfkIm8+bm1lmenZ4eT/8BaeTkFLN9eymFe4NIKUhI8NTY8S5aUlJ8nHV2dB6BWluUO3ewX2yqPm9YfUScvuvQXovU27FcABpHL8NSXx5y3mm1ofQ2yu1riGzeurQVhNat5fzQtnD0Bkqtw+OXr6EYYjyOnlfx9wkHmSKDoANJntkI0X7St13g+++2cMFP3o5JucC48Rlkb9vLuAlxHH18LsuXpOOPF4wYlc2D/+jBXx5YxuSjvgIgEEigcE9nhNA4tkn3HnuIN5+j3L6eJM8MyuyL0XoHGo1HHo+gKz85zWHGj4VMnpLFrJlVTcCTk3307dcBrTXl5TY52cWUl9e8MDJNida6Shr5wXTuHE9GZjJLFlf1TzrhpFSe/19D6+hNqnaXkzTUf6l2EpCkI0QnHL2glut7gA4Vy5JdzTRvBEFHvMaV+OQ1h/air50w9ohnWLd2d4tdPy7OZEvube26VbjL4cW/HpjNvXf/UO24lIIRI7uQm1vIJ999hGHajB10Ch6Pwbc/XsaIkV1iEG30bNq0l9NOfI0uXROJizP4/OtLYh1S1CidR4k1lQTz5UO2mcUnH63jZxe8C0Q65g4Zls6cWTlYVnN99zeezMwkcnPr3pTs0TOFpCQvK1dULbWfPKU7C+Zvb1Iji59fP5p/PhjdvVnQfpCQeqTikZ+IwJAAB9mFxJtPHtJiS4l1Ekqvj2qspAeJni8O+TWZ1qWU2udG/b60Nh55GvHmI/UPPARxS+1cakAj6I4Uw3H0ohqe3Yutqy/WXNouWmtuuPaTRolOzZHtPn9eHl26JbM9z8+H72Tw5mshZv5osLugA+vWlvC/V0Zy3+9vY/6sY3j3tfNZvngkN115Pu//7wQ0e7DU2whSCTp/wtHLUWxD4MErf4pmB8VFkQXbpo17yepRtdSnuDjE4kU7WLJ4J+vW7q5VdIqLMxk3vludohNAaWmYQKD6Nb76opClCxq2UBZ0IGIEvo/mXHiWodhy0DUPvr4F7AISMMQEoPnKpDR7CDn/otQ+3/WCagN06RK9Z0ZjGD8hwxWdXNoVoVDN34dKaYJBi8K9Ya656Fy83hBjxqUQDjucdfobvP2/VVhW2yvdCAZtrr/2Y8aPepbc3BJ2F5STl1ca67AahNaR8i5BWowjaTkmTqpaXle4N1ht3RIrumfVH4ffb1YTnTp3jm+y6CQE/Pz6MVGNtdVSQuqJ/eeSRiSzp7pHraU+bnRM7QFB9CKSYhshdWiXH2qtKbd/hdIbYh2KSw24wpNLNSLZEeUovZza2r5b6stWjcmlaaxft6feXazaSE+Pr39QFCxdvJMF8/PYvt2gZ69UCgos+vTL5urrkikukrz4bJg7bh3N5o0pXHNJZ+bNKeK5pzysXDqBVatX8NvbTmP0oM48+Ner+OS985g/8yKk6AV4CAQiYtGOHaUkxHsYPKRTVHH7/SZJSV569Uqhd5/UetPde/VOxTAkWzYX1ijI/el3k1Eq+o9VTT4RH6fmZH9ghjgCrQNIhtQTx+aKzMZyJIMb4QtVe/aj0isos69E15sO7tKStPSNzegx3Vr0+i4uTcFRq7HUV1WO7aqjY+ma1bvpnpXMsqXFfPvF8Zx8WqRj1O6CAFdd/iED+z7GQ/+aw+6C8haNuyHcfMNnvP2/1YyfkMHII7rg9UnKylq2vLb5URX/Pbgj66FDWqd4evasKCUU0KFDXFSCT2vg8dS/fqlpTP8BaU0SnQBOPLkvAwbWLzhqHSBg307VbPFSwKyxK7elvjrEvWnr+zeruj4LOU+g9PaWCyfGhJyHsPXXRJryuLQ1XOHJpQY0mj11jrDV9xymVZrtkuzsqqaoXq8R9bm7djXvwnrd2t3k5RbTo0cCaZ0LOPq43dz4y2V07eZnw/oSPvlAVHYSCgUVd/3mSJYvHoLXq9i5M8gzT8Bt16Xz3lspCOGlYOcIfnrx/l3dNWt2s3pVAfn55Ywe05WU1P27QQMHpjFufAYTJ3WnZ68UAgGb3n1SyeyeTH49rzMuziC9UzzDR3RGa2o0Pl04v4iXnr6ied6oCiR9McSEij+jENR+gy/FECARyUgMMR7wIEQcNQtD6YABdMIQo5EMRdIHxVak6H/AOO8B80/AEKMrFncCSECQTn1f8EqvIujc17AX7tKstLTp98DB1Rf8Li5tBSkGYoiq3jHz5+XVOl4IKr87PvuwOyeePrPKZkNBfjl3//F7Rg59irmzm+KT1zysX7+Hd95axfgJGcyYns3SJTtZv24vqakt0fSi5bArsuxt9XWMI2lZho/oDESEzBnTs5k/N48OzWTO3RTmz8ujd5/UOsckp8RVxtq1ayJTp1a3OGgMv7p9YlTjgs59KCLNTAwxAUlfpBhIpKNdHILOB50RIuy80OT42i71recPFp/LCToNtYVoH1jqG0Lq0ViH4VIHrvDk0ig0u3H0sliH4RIl8f6qfQSaujPVVIqLw6xbW8Jf7jyDN1/pyYzv+1FcbCEEPPPKHB56oojefRKRhmDr5jB/+HVH3n9HkZHp56yfxNGzVwLffr2D7777hg/ejWfXji41ZiAtWriDnj1SmDotiz59Ulm7djfz5+UxZ3YOW7dEdrCXLd3FzBnZFNSzcx0MOhimICenhHDYQamaxZa//snHyiUTmvweVSLi0Hovjp6Loxej2VMh/mRUG6r02oivE160DhERhLwIYWCIUUgGAWCIsUAJUgxF4MHRi1CsRLEOSc+K7CcvkQWNwtFLKuafi6MXIUXPiqyoYIVIfWBmpKdCjKpKWL2BrRZUO+7SOjRX5mJt9O3Tof5BLi4xQgiJFD0qH2/eXEhhYbDW8VrDkkU7GTGyM3NmB0jtsJs//93myKNSKzdGIFLKvWlzYUuGXifffbuFC89/m4ljnkVKQUFB1czS7u2sy6QpjwbAVjMP6c3NPn33f14qpQkEbIYOrf692dqEQg579gTq7IQ4a0Y2wYDNoMFpCAkzZmTXaUQeDUcd3ZNJU7LqHWepLwir1yseeXD0WhQbK9YsFpow1FB6FlIvonX76koZLdG9rqrviaU+xFbVrVTaM0rnEbB/g5vp1LZxu9q5NBpbfYspR8Y6DJcoyOrR9jrE7NkTZMb0yE7xl58bpKfHM3RoF7790sNpZ0/nhTdWUVSUyuP/nkBikgeQ2LZm/ORdTD06wMJ5meza/TlHnrCCZf88nRNOTuHLz4qqzbNsWfOaZufVU7IYDDpceeEk3vl8L1m91jV5PqVXAkkYYhwg0JQBTkRcqjbaqdgJjOwGVh+QjKQ/Sm8CgqgaxGPF6oq/7dslEwg6VHTR8wMWjl5Y8Vwigjg0BQdcwUJzYBvmOCKdMTVB568kyveifu0uzUdqh5bdTe/Rs+19xri41ETQvp9nn+5BUpIPIajzprkgv5yuXZO44oJLefX9Z7ji+kIe+tuN/Ovv+8t8jjuudytEXZ2vv9rEFZd+wKBBaQwcmMbewiBrVhdUGTNqdNeYxNZYJD2Q9ECxFUcvwRSjYh1Si1DT52U4HHtzcYCiwlC9G3GBgM2a1c3XrOKPd0+rd4zSuQTs31U+lvRCcaB5dIjIGqmm7KsSQupl4oybmhxrW0LpnSg2RzEydNBjTdD5MwnivRqz99sbWtuU27ehKYx1KC714GY8uTQaS38e6xBcoqR7VnKbSOOujXDYITe3hBnTt/H91+k89/gplJUmEp8Q4MGnn+HeB15g7IQAN//6Wzp32cGYifO48PLvGTJsJcuXjOCEU7fw2IuP8cs7EsjIiMfni76UsCHs2RMkObl+I8ft28u54LTT2LVjWDPNXIKj5+PoeSi9EkcvrTAObyjFKHLrLaWtiq7woipDU4DmQHGv9CDRCUAiSCLSMQ8iO22RhY2jl2KpbxoRt0tTifO13D6T12u0q7btLoc3jl5N34ErWLUynwkTa8/sAMjLK2Xjhj04dhzX/OznlJakctWNb1QZs2dP6/vXOY7iyccXMmJEZ+bNzWPz5r3k5lTfFDnn3EGtHltTEELgNa6K/J22u2ZpKhkZSdWObc+rfVOre1b18S3Jpo17GTu2dXz7zjhzABMOMlw/GK2tCmHhgPWH8NcwsrCiaUt1ws5/KzLBDx1CzgtE15Smurjk6GVY6oNmjykWhJyHDtgQdWnLuBlPLo1G6fU4ai2GHFj/YJeYM3JkF77/bmusw6iX+fPy2LTRz9bNp1BSEuTYEycQDkmCQZMjxnqYcswXAHTN2ALA3FljmHzkt3z4v59w/S+fYU/B9fTuW8Ybr6SwZnXzplaXlIRq7Yp3MDk5ZVx27pm8+cHRpHR6CWgrad4tbYar0BQi6IQmH0kHFCEiWU8QdB7CFMceErts7QlfXP1f9wkJHo4Y1ZWZMxrm19E9K9n993RpN3jkiQwe9gFwBKFQ3WXnQoBlKQxDMG9OMTdf+XNefPt+Rh6RwtIlkZtgx2m5TJXdBeV88cVGdu0oQ0rBjh2lFBWFWL0qn7Vrdlc2DSgrq96hb9Lk7ow8on1lPAGVWU6OXo3B4BhH0zJ06lS99Dmze1I1P859ZGQk061rEvPn1+5L1twsWbKDSVO6M3tmy3mYeb0Gf/6/Y+odF3T+Vr3Ldo0NS0II+h6UdV0xnAIs9QFe44JGRtu2UDqXsPpvlKNrTusMOg/gkSdXeIG2Tyz1IyH1ZKzDcIkSV3hyaRKW+tQVntoJ4yZktgvhCWD37gA//hC5+S0sTCW1Qxw7d5SyeOE0+vabCkDnriGuuO59TjztC5JTd5OXm8yLT1zC2In5dOhQwgknd8TrTSG1g2T+3BICgZpbZzeUYDD666xcUcDpx6fy2psfM3DoWhy1AEdvRrMdrYvRBIl0ZnHQOER2roJA22vV3TAiWVKClGqZWUqvxNZf4BEnxya0w5RosgCDQZudO0tJ6+SntCRc5aa8a7dECvcGa/z5r8+M1sWlLeE1fsbQ4e8wbkIKy5cWkJTkpaSk5u5vaWk++g9IZ/68XMZPyGT2zB3kbuvH1TfkcOt1kSyUjRv2MnTYwYbGTefVl5dx5x3fUFgYom/fDnTpmkB+fhnr1+1FCDBNyaqVB2ec7ufmW8c1e0ytgRQDAHD0YuAnsQ2mhagpA11rMAyB4+wXCVJSvBQXh/F6ZbOtYaLFtjWLFmxnzNhuLFzQMl3Qbrx5LH371u0PGHbeJ6xerHZciNQa9RQh4mq1+QmpFw4Z4Sno/IfqJXQNQ7OdkHqGOOOW5gmqlXHUasrtm4ku68ulLeAKTy5NwlKfEscvYx2GSxRMmZrFA7EOohFs3lQIULHQTiHOl8qM6dvo2SuRjh1P5pwLP0Frwa4dccQnKCCOrz/rwgfv7aVP3w5kbws0i5n66DFdWbSweovnzp3j2b07gGHIGufZsrmQ4456g7/dfxxXXfPbqObSugzFLpTegtLrcCr+KL2Bpi40WpNIWrwHST8U2USyrRRB+wFMz3EI4annCi7NRTSldo6j2bA+slOcmZmEZavKlvO7dpbVavY72O1o59LOMI2+DBzsMH+uTf/+6axYkV9pGn7gjX9BQYjCwhxAUFISprzcZuWyYZxw2mcMH3ENy5cVs3VLYbPGtnHjXm667hPmzc1j4qRMtm0rZuPGvWzcuD+LQ+tIJlZtdEqP5+RT+zVrXK2FED4kPXD0xliH0mL4/Z6DHpusWVNAeud4dmyPfOYmJXmZMDGLwsIAs2fl4Diak0/ty1dfbKryM9qShEIOy5bu5KijezJ3Tm6DNt7qIzMzid/+fkqdYxy1nIDz+4OOGgjSqM0tRumdtV5P6bXYaiamrHveto7SeVjq/ShHe6jaAKYqIecpvPJCpIi9uX1DUHo7ZfbVQGm9Y13aDq7w5NIkFBvdcrt2wpSpWSQn+ygubj/CxYFoDdu2FrFtaxFduiSQldWRv95TxuaNF3LBJXO55Y73SO24izXLx/LjtxOYNDmTnOwSOndJoHefDjiOYumS2hckdTFpciZLFlc9V0qBaUp27SrH45F4PBHhyeczqpVvBAI2v7jlC779ejNPP38G8fF1Cy5CJGDQG0P0BvanoWutUGzCUctw9CJsvQil19GWd3sESQiRhtC70RULBMVmwuo1fMblMY7u8CHO37Cv+9yDTPTj4z2MGNmlxrbZY8dV77Do4tKW8cqLmDT1Dd58tQNJyXEIASmpPoIBi/Lyqp/ftg2Godm8aW/FY5PEpEKOOzHI8mXg8TbOU1BrzdIlO5n+w1YcR7NjRykzZ2SzYvkuHEczdVoWM6Y3rk39rbeNx+NpGa/D1sCUJxNWT+PoDRiifQpodWGaVUWTzl0S6N+vI7v3lJOa6qeoMEj/gR2Z/uPWKplO2/NKW0102odlKX78YStDh6aTnV1MUVHzrCHv+9uxJCR4a31e6XzK7OvZV6a/D0FGRVddDjreByk61uv1E3JeaPfCU8TbKTrbh/rHlRNynsBv3t3EqFoPrUsos69GU30z2KVt4wpPLk3GLbdrH/h8Jiec1Id33lpd/+A2zs6dZezcWYZhCL74VLNpw8mEQiEC5Q6pHRPYsH43O3fmVjnH45GNXsiHQg6jRnfFshSlpWE6dPSzv6O2YNeuUrZtLWL48HS2bCmiV+9UOnWKZ/WqfPbs2b9o+vCDdeSf8SZvvXd+VCblByOExKAfhtGPfSUIWpdg6yU4aiG2nltRnlBz2Ugs0OzB0XMQVG3rHXIewSvPQYj21e67vVKf2FkfpaXhGkUn05QcfWyvJl3bxaW1McQAzjz/HX745hfMmlGEaUq6dk2kuDiEZZVVyyYSQtCnbweWLd1FeudIN68evQqB+MqswGiwLIdVK/P57NMNvPbycrZsqd6JdR+NlRf69uvADTePbeTZbQO/+TuUtYqQ8x/8xj8QNRpJt1+Uqvqvu3VLEYV7gwwb3pnEREhPj2f6D9uqdVxcuSKftE5+dhe0rqG91rBiRX6TxNADmTylO+eeX7t/l9Yhyu3r0VQv8dNsR+DH0UurHBc4OHpBvXPb+jscvQlD9Gl44G0ArYsIqzfqH9gAwuot4vQvEaJ1TewbQ8Ro/iaUXhPrUFwagSs8uTQZS3/ultu1E846e+AhITztw3F0pQi1n5pb/FqWYsb0bMZPyGDxoh11likcTE0ldjWxfHk+AGvX7GYtu8nsnsSoXqksXbKzcqE5e1YOP7/6I95467yo568LIZLwiGl4ZKQdsdalWOo7LPUutv6Rxt++NB+CdKTIwNH7u+lp9hByniLO/E0MIzt8SEqqfWe5Lrxeg3DYqfz/wZx4ch86djy0bgpdDn2E8CPJ4E//eJ4jR1/C+AmZaGDP7iCOo5AS1AFfEbatiasw6N+1Mw2APgO2AYN4/NEFTJzcnRNP6lvjXJblMG9uLp9/upE3Xl/Bzh11C1WdO8fTb0Aay5c2PENXCPjPYyfja8Eulq2FR/6EgPMrtN6L33wQKQ6dkt6ysuqbQ0VFoXobOziOolNafKsLT/uYNTObyVO6M3tWTjVRLFqEgP/7x3F1jgk4v6/YRKsJGyESqyxtBH1QbIsyAk3YeQ6/+dcox7ctQs4zQPRid3SUEVYf4TMuaubrNi8R0elmbD0j1qG4NJKaC2RdXBqA0utx9PpYh+ESBSed0rfRN6CHCvPm5jFocKeozJabSm5OCYsX7WDU6K4Yxv6uX59+vIFXXlrWInMKkYjXOIMEzwsker7CFKe0yDwNQbMdR6+tdjykXkbr2ltIuzQfaTV0UaqLrKxIJtr48Rn0H9Cx8vGBCAG3/2Zys8Tn4tKaWOpHNCGSU/bw6fcf07N3Gfm7yvDHG/h8RhXRSYjIn9zcEjp0iGPLxogXypgJP9K3XyLl5Rbnn/MWZ5/xJp99uqFSVMjLLeH+v89kUL/HOOWE13j4wbm1ik6Dh3Ri6rQsRo3uyt69QWbNyKa4uOGZq1ddM4ppR/Zs+BvSBpGiGwC2nkm5fRNat0+bgJporHCkdeM3EZoDpWDB/DwMo/G3j+f/dCijx3Sr9fmQ8wyWeg+IvlOqphyIQxBd2XdYvYPSu6K+fltB6WxC6vkGnpVaY2niwVjqrcYF1UpoXUq5fTW2/irWobg0AVd4cmkWLOeTWIfgEgV+v4ezznHLIpcv28XgIenExbWOB0Y47FTzZbjrD9+xu6C8Rec1RB8SPI8Rbz4JJLboXPUhRW8kgw46WoqlPo1JPIcbcXEmHdOiy0xKSPAQnxApzZs7N5fsCnPjg7n656MZN971d3JpXyidj0CiiWQUZWRt4uZfv8O6tXvIyS6hS9ckhg3vjKxYIWsd+ZObU0K//h354pP9n6XHnqAqx3z79WZ+eu7bdO/yIL26P8yQAY9z373Tyd9V8+f88BGdmTwliyFDO7F6VQEzpmc3OBv3QLKykvnzX49u1LltEUOMxhQRLx5Hz8dSh846Mzu7uPLvInp9BWi4X19zEw4rjhjVpVHn+nwGd99zZK3PW+pHgs4/Kh7VnlKl9A4kAzHEBCAN2IGkL5IMolvrhAk5TzUg8tijtU25fTsHe17VTzGaPfWOcvRSHNU2KyKU3kWp/TM30+kQwBWeXJoF9+ax/XDRJcNjHUKbYMniHfTu04EuXRJafK59Rs0HZlntLghw0w2t83vjkSeSYD4PVG/h3FoovQZE9QWzu5BoPfr1q3/XE6CszGLtmkjJqmWpGjsZDRiYxl8OoZtcl8MHR68m6DxU5VicvxzTlFiWYsvmQlYs38XESd2rneuLM1m5opRgMCLiXnfbe5x+VkrV6zuaPbsD1Xx89iGl4IjRXVm+bBezZmazamVBs7yu/zx+CklJDfcObKsI4SHOvKfycUg91WZvjBvK2rX7LQEaWrK2o55SzdbA28iM8etuGEOPnik1PufoDQTs24imWYomDwiidQmiQmgS+HBYgMCDoAtQd4xh9RpK5zXwFcSOoHNvVB5W1YleyA6plxpx/ZbFUesotX6C0itjHYpLM+AKTy7NgmIDjloX6zBcomDqtB4MHnLoeCU0hdWrCrAsh8lTuuNvwV3EgQMjniAHd7v79OMNvP9u6xgkmnIsfuP/WmWumrGghrI6paP1ZXBpKqPHdG2W6yQmennl9XPq7Ejk4tLW2Ndm3RQTDij9jaSbdOqcy88uqVqOOmtmDuMn7M/o69Axjl07S/H5JDtzewHQpdtWnnjpAW75pY/+A2o35k1O8TFqdFeOGNWVceMzWLKoebsxXX7lSI47vnezXrMtYIi+CDKBiK1DuI2XA0XLwvkRwePAEvxo2bxpb63iTWuxYV39GTQHk9ohjtvvqLk0W+ltlFmXo6ndbL/aOWwFvGi2VjzejSGGI0hDsxNDHIGkD+BHkAUcnPEbIuj8vcGvIxYE7YcIq1cbcWbDmrdY6j2UzmnEPC2DrWZRap9fITS6HAq4wpNLs2HpL2IdgkuU3HLb+FiH0GbYsyfIrJk5BIM2pilJS/MzdVoWndKbzzA554C0+oP53W++obS0dbrQeY2z8cgLW2Wu6kgQNaXAu+JFa3HKaf2bfA3DELz4ylkMGuyK1y7tizL7mors7DAeeToeeSZxxu8RRG7ix06sLgbNm5vH5ClZeDwS23JYt3YPvft0IDG56g3yHfc8wh1/3FztfMMQjBufgXIUixftYMniHcydk1ttXFPIykrmr38/tlmv2Zbwm/dW/l1TGLtAmoldO8uYMX0bpimrleBHS1aP2HaDLSkJk5jYsO/uO347mQ4dqmddO3ojpdaFNXawq50kBF3RbMEQE5AMryidjUMTxhBj0TqIJojBSCSZGGJYtatY6mMs9XWDXkdrE3SeIKT+04gz/UDta8+aCVNu34HW1RuJtDZh53+U2VcCrg/ooYQrPLk0G5b6LNYhuETJBRcOpXt3t439gWgNtq3YvTvAjOnZOLZm+IjOTJ2WRUrq/vKFYcPTGTAwupIliPjl5OTU/OVvmpK8vBL+8X8zmxx/tPiNPyFF7W2MWwpB5xpSpROQolerx3K4cvQxPRk6LL3R5xuG4NkXzqy1e5eLS1tGkkHQvp+A83ss9SaO3oClvqvMsli5rHON582amc2EiZmUlFhApMPdjO8iXUQdx+T1Fy7j+ceu4e7f9mDsuG5MnZbF1GlZTJiYSVycyfx5eZSWWi3ymoSAR588leTkQ6fE7mA88lhMEXm/LfU+tmq978uW4InHFpCWFs+YsVUNtqP1enIczeyZOdUy17t0SWDCxEyGDktn8pSs5gq3lhhUg7ymevVK4ec3jKl23FZLKbN+iqahGYAlCJIQdK8QSUoBA60lQiShCYMQaPIBgWJdrWVqAftOlM5v4PytQ8h5hpDzQCPOTEKKxm00OXoOAecutG6c11xT0domYP+FgPM7oGU+N11ihys8uTQbSq/B0ZtiHYZLFHi9Bvf85ahYh9Gm2bs3yPJlu5gxPZtgwGbAwDSGDU9n9+4A6enR+0LZtkLKmleUth35Yn/80fmsWd08Ph/1IYSPBPNpBI0XIBpHdb8FKXpVmse6tDxCCJ585jRSUhp+k5qU5OW1/53Luee3vmjp4tJUws7H2Ho6im2VJtVKb8TRsyvHrF9bewbH0iU7mTqtBx6PoGPHOH77i0688eJl/PyiX3LHL+L4z78T6NM3jQXztzNjejYzpmczd04uZWUte+N0zc9Hc8yxvVp0jraAz/gV+0yjw+p9lC6MaTyNZcf2Up58fAGZ3ZMIBKr+bDTE6yk5xUfHjlWzsgMBiwXz81i5Ir9RJXwNIRxWZGbWXlp6MPfedwxeb9U1gKV+pMy+OCrj65pQrEcIP4oFKMqAIIrlKL0KrbeCDmGIUSjykfSlNrNyzW4C9q/RDTXbamFCzmsEnb818uwSlG5852RLvUGZfXGre6o5ejNl9gWE1QutOq9L6+EKTy7NiuV8EOsQXKLkgguHMmlydfNUl+qEQg7r1u5mxfJ8du0sa1AXmlDIwTSrf9QeeA3LUvzx9981Q6TRIUUmCZ7XkfQEWqNDzv4OUgfjkae2wvwu+xh5RFd+nH0l554/uMafy5o48qgeTJ9zJaec2q+Fo3NxaRkcvYTq3aBC7LsZDYXimDWj9pKOkpIwCxfkccSobqxbW8DIUV15/OGuFO5NZMLETFJS4pg5I7ulwgdgwsRMBg1Kq8x06de/I3/5v2NadM62ghRdMEXEH8hS7xB2XoxtQI3knru/p6zMIjHJy969De1OFsHjkWil2bWrqsl4r96pVUr3hg1P54hRXVukgUpysjfqddDkKd0559yqHW3DzieU29cCTevsq/RGILXiOgqBHzDRFKHYiqPXIoS/wsotjshfqpf823o6IfVkk2JpTiz1DUHnTzGNwdFzKbXPoMy6CVstbtG5tC4maP+LUuvUis9ql0OV2PbkdDnkCKu38elbEaJ12tS7NI2nnjudqRNeoLg4FOtQ2g2Oo5kxPZuJkzJZumQngUD1jl8H0j0ricK9oWrG4lKKKovELz/fyPJlOxk+onFtihuKIfqQ6PmAoPMoYfUaUI4gvSI1PZFI6npz4SFyk3fg/JNIMB9HCNfjqbXp3TuVF146i4L8cr74YiNzZ+ewZvVutueVUB6w8JgG3TISOWJ0V847fzBTpvaIdcguLo1G6Vws9XmdY3Zt71HtM/pgAgGb+fPymDI1q1Jk2rypsLnCrIZh7P+O8PkMDEPiT/AQ7/eQmOjh2RfOID7e02Lzty0cbL3fi0eIlu9G29wsWbyD119dAYBjK0LByM+bEA3LdoqP95DVI5msHsmsP8Dk+8AuitN/3N+0o1OnePoP6MD6dXub+Ar2k5joZdPGwnrHGYbggX+fUOVY2PmQgHM70HgfIUEHNIVo9mCISYCNo+cjRU+UzkfgR7EOSW8EXhy9FklfFDuAAIJMNFW91kLOg5hiIqYc1ei4mgNbLaHcvpWmvD/Nh8LWn2HbnyHFQDzyDDzyBIxGlvEdiNYhbD0HS31a4b0X+26NLi2PKzy5NCua7dj6CzzCzWJoD/Tqlco/HzqBn1/1caxDaXfMmZ3LqNFdWVxPd6JevVKZkZ1dbXFZk6nofx6axzPPn9HcodaKEMn4zd/j05cRcp7EUt9XlOB50ASBukW16PAgyUKxAQAphuCTl+ORP3EF6hjTKT2eiy8ZzsWXDI91KHUSdB7HUh/jN/6CKav7hLi41EbYeZ+weqnerki2HZ2AYxiiQRmv0RIXZ5CRkcSmA4SspGQfhXuDGIbAshxmzdyfUfXn+45m9JhuNVzp0ESKTOLN5yi3rwI0SkdEA63L2o0Idd+fp6N1RGgSUhCfELkFa4joJKUgGLTJyS4mNTWuyroiJaW6cTdAQUE5XbpG/J+ay9heCEEoVP/64NrrRlfZTLPUdwScX9NUUSViJp6PYnWFd5MJeFA6F83OijzGFBAGWttIuhHJiEpGsxsphuHog98Lm4D9SxI9nyJEPLHAUaspt68GAjGZvy6UXkvIWUvI+SeCTEw5CVOMxRDDkaIPQlQv4dfaqRAIS0CXoNiOo1Zi64U4ehHVs1BdDnWEbmtFra2EozdQap0Y6zAOSQwxhkTPodHy9nDhpus/5eX/Nr4e/HBm6rTI7ndtn6QH7o7Xh99vsn7LLTEzitW6BEt9h62/xlYLD+oy4yOSteQFDuzC5+fgRZIgDSHSECQgSEWK3hhiBKachBSt7S3l0t4Jq+8IOQ/hkScSZ9wU63Bc2gmW+oKAfXdFFmfdhEJxjOp7daWBeE0MHJhGSqqPeXObt7V3YqKHocM6M3dOLpMmZzJ7Vt3iwMmn9uXNt89DtIQC1sYJ2H8grF4HQIpBKL2eOOMufMZlMY6sbjZt2suoYU+hdaThyKgx3Zg9M7vBXe38fpNg0GbAgDQyMhNZuSKfXbvKiYszSOsUT25O7eWindLj6dUzhQULGtI9rmai2XTr3j2ZuYuuJikpsp5x9GZKrbNojmxqyaCKzax94pcXsDBEpGOz0usjYkfF84J0BJ0BhaIAQ/TG0XNrvLZXXoHfvLvJMTYUW82i3L6pstlB+0Ii6IIQqYABOlAhOO0FYmNS3pbxyNOINx+JdRgxwc14cml2HL0QW83DlONjHYpLlPzroRNZsXxXvQsJl+rMmJ7NuPEZLF2yg3C4+hdsQ0oxAgGb999dw2VXjGx0PPs6kQjRcAs/IZLwGmfi5UwAlC5E6W1odqP1XjSlQCDSMUaH0RUdR6ToiKAbUvTAEH0RorqHgotLYwjYfyesnscrf17h3+HiEh22mg94kfSrzLisDZ8vyIffzOD4SRNrFQN27w6wdu1uJk3pzuyZOY2KadDgTmitEULQqZOfgoIA27YVVWailJfXnUUydlwGz7145mEpOgHEGb/DUj+iyUXpNQiy8MgT6j8xxnz5+cbKzalg0Gbjhj0NFp0gskaQUlBUHGLjxr106BDJcho1uhuzZ9X9M1mQX05GRtO/m3v1SqWkJFzvuIcfO7lSdNJaE7DvoKmik6AjkIxiK5GsKYOIsLE/noigZCIZjWIB4EdTEunypjUCB6V3ELE5rr5mC6uX8aoLMeSAJsUaLY7eSsh5HEu9U2M87QOFZjtaN13UrBlBbebwLu0LV3hyaRGCzsMkyldjHYZLlMTFmbz93vmccOwrbNrYfD4AhwsH+34cSEZmInl5te9CHsxrryxvlPC072bG0QsJq3fRei9e4ywMMYKAfTfx5sMNFoSkSEWK1AbH4uLSXEjRg8huajxgo3UJYfUqHnkGUmTGOjyXNoqjN2OIAZjmOAL2H6I6JzGpqE4xoKAgYoQ8e2YO4ydkRJX5NHlKd7Kzi+nUKZ7S0nC93Ut9vtqX5aec1o/nXjyTxMTD1xdPiCQSPa9TZl2JYiM+4yKkaPslh1s2F1b+XWvYntd4AcY0JeGQTUZmIjt3RHxxohWxtm0rJjMzid59UpkxvWFm+B3T/AwZ0omFC7bX62157XWjOeHEPpWPbf0Vjl7YoPlqQtIfRT77s6wVkVtZm6rCRDoCo0J03o4h+gE2DusxRB80BuhOaHbVMItD0HmYBPlYk+OtC1stJOQ8U+Fd1l4Fp9bCFZ0OFdyudi4tgqNnY6nW69Ll0nTSOyfw3kc/JSMj+ha5LvsJh2v2LNi4cW/U3cMAZs/KIXtbw1Ot9+2AG2IgtvoRR6/GYCSl1oUodgGN98HQWmOrOVjqe7SOribfUt+i1C6UrvtGy8WlLnzGRSSYb6L0NsLqIwLOvVhqRsWOtYtLzYScpwg4dxKw74u6XXt6lxySkqLzelqxIp8xY6sKHhMnZdKnbyojRnZm6rQsBg/pxKyZOWRvK2bxoh1VjKBro6ZEJq/X4M/3Hc0bb517WItO+5CiO3HmXUCkG1Z7wOvd72c4eUr3JvmEKRXZZOrZM5VQyCEzM4mVK2oSUKpTuDdIIGDjOJoePVPw+aLzWRw3PoOOHeKYMT2bQMCuM/7RY7rxf/84tsqxsPO/emaI5g2JjJGkI+jK/iwYg/3ChIUhxmHQD8VWNIEKI2wDpXce8PdVaGpvqmPrL1G65k68TUHrUsLO65RYZ1Bmn4+tv8QVnVwOJ9yMJ5cWI2j/GdMzCSFqNjx0aXv07p3K9zMu52cXvMPCZvABOJxwHFVjd5q9e4JMnZrFjCh9nrSGr7/azJVXH9GoOCKG4X9DIAmrV9Dk4pOXRlWaEXJeQutCTDkJrQM4LEHprRhMQwiF0huQcgCGyDgo5hBgRNLftYUhB+GRx9Y8iYtLAzHlSCSZWPpblN5EnHF+mzMZDzsf4pHHIIQr3McapQsxxGBsMvHIowmrV6I6zzBsunaLq9Xn6ZjjUrnzz99y5QVTyc0tZ+GC7Ywbn4FhCHbuLGPO7KYZN/fslUJRUQi/36zMKDnq6J7888ETGDioU5OufegR+T4LqafRdgl+888xjqduuh2woTdrZk6DDMUPxuORFBeHKrvY9e7TgRnTt9Vz1n727AmwalU+AwakIQSEQw7bt1fPwBo8pBOJiV5KSkLMn1c1u08IQU0Wwd26JfLamz+plrln6wX1RFX/G2KI0YCF1oEK/6Z95+zfDItYA5Qj6YkmD4NxaF0KaDRbgS5oHUKQGblWrbM5WOorfMYl9cYVDY5aR1j9l7D6ELd7m8vhjJvx5NJiKLYSdP4e6zBcGkjXbol89tXFXHbFCKQ8PH0kGkNcnIlhCKYd1YOBg9KqPDd7dg5jx0VfDvDJx+sbNHfA/jPl9s0oHVl8euSRmHIqihyk6I9XXlrjeUrvwlZL0boYWy3DIy5Bij4onYspxxFn3Eq8+S985tloCrDVasrsS7HU9CrXCalnCKmn0Ho3iubpmuNyeGOrpVUeS9kJn3EBfvN3mHJCjKKqHY883hWd2ggB+3YMMZgkz6dYKvqOreVlSeTmVG2UEBdn4PFElsob1lvs3tUJf/z+LJH58/KYMzu3QV5+tdGtWyJrVhcQCNiMGt2Vt947n48++5krOtWAIXoT2Tt3IhssOvpy9lgwYmTnyr/vE4waSyjk0KNnSmXWkWVFsq0NI/r1WlFhiE0b97J1SxF79waZMjWr2pi0ND/z5+WxZvXuas/V9BqSk328/f75ZGRW/RzUOgw0LTNNMphIplIOitXUJt5oChCkIEQykEzkZ8QAEpGMROlNRPygvEAykt61ztkcpYGO3kCZdR2l9ikVpviu6ORyeONmPLm0KGH1EqYaj0eeGutQXBpAXJzJo0+cyq9/O5lnnlzEjOnb2LRxL0VFtacmH0hyso8OHeIQNQlXWlMesAmUWwQCNrZ9aKQZz5qZQ3KyF600hiExDFHpu+A4mhXLdzFxUma9u+L9+3cke1sR4XA5Xm90LX01ASz1KaY4Fq/Ro/K40gXEGw8iRHVTZq01lvqcoPM3TDERTSkJ5pt45ek1zuEzfo5XXo4mUM33Kc64Oao4XVyiQesQIedhHH0cgk54jZNiHVK9xKr9tkt1NKWU2RfilRfjkWdXZDzV3/p90dwplJfbxMeb/PRiH2Mn5HHcKZ+zddNACvemMHLMPBISi/B4hrVI3KZHcvyJfbj51nEce1ztN8QuFeV2xh8IOvcCSUDbbmgxdlwGU6dlsXlTIUVFIWxbkZbmp2evVFavzmfvnoa1lc/JLqZbt8hrlobA45F065ZIXl5p1Guq3bsDkYynsMOaNVVL4rt1S2T58ujK9yCyZnz9rZ8wfESXGp5tWo6DpD/gw9Hz6hhlEDEbBym64Oi5SAaBUKBtIIgQCShdgCYfg8iaR1Ne6xUdvbrRMWsdJuQ8Rkg9CdTeKbMqCbjClMuhjis8ubQ45fYdJJq9MOSQWIfi0kB69Urlr3/fXzKVv6uMvXuDWJaDZSlCIYdAwMKyIouorl0T6ZQeX8XPoD7CYYfycotgwKakNMzOHaXk5ZawY3sp27YVsWlTIZs37WXb1iIsq22LVMXF4UrDTr/fZMzYbpVGnMGgw5zZuRxzbC8WLsijuLhqVxiv12D8hAw2b96Ox3ZYvf7v9B2wDq88G488AyGqejQpnU3IeRIhMnDUfABCziNI0QtHr0JUdHKp6fdOa0W5fQOOXgKEUDqHeM+z9XbCE8KHwNf4N8jFJQqE8BFn/IZS+2cYohdSdKjSJTVoP4imBK9xMYboC4Cj14O2EKJDq5sNW+o7pOiJIfrUP9ilxYl8Bs7H0UvxG/9HJCvm5XrPWzS/DxkZXl7/4Bv6DFheeXzIiHlYlhePJ/KZ7YnOBqpBCAG3/XICJ53cr/kvfohiiFEAmGJqnaXklvqRkPMUPuMqPPK41gqvCj6fSWKSl9zcSGZWfIKH3NwScnNLyOqRjGEICvID9VwlgmlKhBCsWxvJRHIczeAhnZBSsG1bdJlF+2wBtAbTFOwuiMydnOxl2PAuzJ6VHXU5oNdr8PLr5zDtyJ61zGUSEQcbnpUmGVzRTbc+8Wa/x6ajl2CIMTh6CVIPRLMr4vOmI13xNHtAWBHrAHrVWm6n9Ba0dhAi+vVs5LxtlNnXo/SaBp1HHZ5TLi6HCkLXVKR7GODoDZRaJ8Y6jMMGQTcSPe8gRddYh+LSTnEcRXZ2MevW7mbhgu0Vf/IqF0xtlbHjurFg/n6/rK5dE+k/oCPBoM38eXkkJnoZPqIzSxbvIBCwGXlER/r2N+nUKUj33gVcfPlM4uK8JHrerMyq0DpMuX0Ltv6qxjkFqUjRD1NOJc64tcpzWgcqzv0WAEOMJN58we1e59LmsNQ3lNvXAgKfvBGf8SuUXkWpfQYAUvQn0fwQxQ7Krasw5US88mocvRqvcVqrxKh1MZogUnSuf3CLx1JyWJf7OXojAft3aL0HxWYAvPLSqESn11+4jAf/0ZE3PvqaPv1X7L+mY7JmxRjyd3TCsj0YhsM3n/fnpRea1hb+YM67YAjP//fMZr3moY7WxRRbY/AZvyLOuKHWceX2b7HUWwi6k+T5rNomTmvx1BML+c2vIt/Z8Qkeysv2iyl9+3WgsDAY9Xpm6LB0Vq3MryIOTZ2W1eBOdQCpqXEUFgYZNjydDev3EgzWnx24D49H8t9Xzub0MwfUOa7EOrXBQowhJqD0LjTZRJOxeDBSDEPpDUTK6iKCnGQkCI3Ah6PnI8hEk0+k/K46SZ5ZDbpvsdV8yu3r0bjdoV1qxyNPI958JNZhxARXeHJpNaQYTKL5ZoNburu41MW2rUUsXbKDJUt2smTxDhYt3N6mxKhJk7sTCtlsWL+nSpaTEJCRkUR+fhnhcCSTK6O7F60U2/NsTFNwzQ3J5Gwr5q771pLVcw9+85+gQwSce+rwH4gDwhhiOFJk4TceQIhIlpLWRZTaF6L0WiCyU+w3H0CKmtLjXVxiS9B5HEEqIecBNEV45OkovQdHz6oc45WXE2f8iqDzDxy9Bb/xB4RIQorurRJjyHkJn3FZq8xVExFT85MBSVi9hM+4KmaxxBpL/UC5fSWCtIpOdtEtb+fPOoZ/3jeOfz7+Plm91gGwbdMgvvxkGv+4zyQlxUtqB5OJkzVSav77fHmTfXoORErB+s03k945NoJIe6bcvgWld5FgvoIQ1VPRlN5OiTWl8rFXXhIzI/LteSUM7v94tZ+dfdlHmd2TMAzJtq21d7XdN3bCpEzmHlS2P2p0VxYvani3z+QUH4MHd2LbtiK25+0XVBMTvZSW1izIQCTz6oWXzuSscwbVO0e5fWuD/NYiRuJGRblbY0XeBAwxCK3LUKxB0g8h0nD03MoRkiEVInXNa8ZE8+OoqzUsNZ1y+zoONDt3cakJV3g6DHGFp9hgiqOIN59tcOqqi0tD2Ly5kOk/bOXzTzfw3bdbKCuLtsa++fF6DbJ6JNO1a0Rw9XglG9bvITenpHK3skNHOOGkLsycXk5uTgkej+bsczUff+Dlimv8bNoQ4on/fobPZxPveY5S6yfUbNbZtbLBsBSdUXoT8eaDeORxWOo7AvbtaAoBMMXJxJuP1lte5+ISK8LOO9j6Oyz1aZ3jBB0qd5glffCbD2LK4S0en9bFhNX7DRKeIka7osab5MYQdt5EE8Ijj0aKHmhdhKM3YsrRzXL99oTWFo5eimYv5fYt1JbFcCC/u+XXdM0o57rbXsIfH7nB/dNvfsE7/3MoKmyd0pebbhnH3+6PTQlYe0frUKRkSvSscVMz5LxI0DlQaPKSaL4bM+uHU054lZkVHW5TUn2Egg6hkF25FujYMY4uXRNZvaqgjqvAEaO64o83WbJoR2UHRGh81lNDaYjoBBBynifo3Bfl1UWFILSy8QECkmEoViDoCZRXlOxVF5gkA1GsrfEaCeY7mHJUvXPZagFl9uU1Xt/F5WAOZ+HJ9XhyaVVs/QNB5x785l9iHYrLIUzv3qn07p3KZVeMJBi0+earTbz/3lo++Wh9nTt4LUE47LBxw152bC+lrMxCSoFSmmlHZjF7Vg5+v4fUDiF27bDIzYl4IFiW4K03BCedatGnr82Q4aV4vDkoQii9BkMMI7KrJnEq2xRLDNENRy8FEkELoJSg/Q+0UUTA+S3gYIrjMeVUvPICV3RyadN4jXPx6LMAsNWciiyW6hxY1qDYRJl9CfHmw3jk0WhdjhDxWOpHTDEVrW2k9FY531bLCDlP4JEn4jXOwVYzCKt38MmrMOoQsDQhLPVZVMKT0rmEnKcIq7cQxBNvPoIpJ0fzNtSJISciMJCiO1oH0TiHpegEIIQHSRZl1p1EIzq9+d9LKS0V/OLOx6scLy4ySU2VrSI8nXRKX/7816NbfJ5DFSF8GGJorc8rnXPQkTBh9S7+GAlP55w7qFJ4KioMMWRoJ1at3C8y7dkTJBCwq5XoH0woZGNZDmPHZTBndk6l/+Xu3bULH92zkkhM9JGfX9akrHDDEDz3YnSiUyBgsXVLEevW9Scn7woK9/opLvLiOJCUbJGRWUTfgdkMHraoUviVDEKxqpHReTHEcBy9FcUKwEQTAvJrPUMIf63JkYL6NwgcvZVy++e4opOLS/24GU8uMSHO+B0+4+exDsPlMKO4OMRrryzn2acXVxpzxgKPR9KvX0c6pUe6zU3/MZusngYpyfGsWF5CZnf4ds5s4pOWY4hxOHp+lfMjaegetC5EiGS0LkWxGkFnIgutPMBPZCHkAWwMMRQphhFn3IQUma37gl1cmkjIeY6g89cGnSPFICRd0IRx9BzijRcQ9MY0slC6sNLXzFJfUG5HPGJMcTy2/hoAQQrx5rOYckyN19e6hGJrJH7jfrzGeTWOUTqfgH0Htp7BgQa4PuN24oybGvR69s8bRghvxfW3o3UxCA/l9m3EGbfjkUc36rqHAvvK7erj3/fdzFOPKd77YgFDRlTvljV/1jFccMbAFu+6+uSzp3HRxS2fnXe4EnQeJuQ8fNBRSYL5Mqac1Orx5OWWMKjfY/WOk1IweUr3WrOXvF4D21b4fAYTJ3Xnu2+3VByXSCmr+DT1H9CR8jKr0tgcIp5SXbsmsmzpTkpKot+Mk1Lw1LOn89OfVRX7wmGHNasLWL5sJyuW57NqVT7r1+4hN7c4KpNywxD065/IkGGCwUNKGTwsmynHflVp6B91fGIYWpcgRRpahxAiAa13Agm1ilmR7Kqan0vyzK7TikBrhzL7vIoNv5oRZFX4VLm0HfbVBsSGwznjyRWeXGKEwG88jNeouXW7i0tL883Xm3noX3P44futrT63lIK+fTuwfv0ehg5LxzAEKSmwfFkBhYWKxetW0KnLPh8bgSFGV/F0kgxAsa7ikQdBElL0wdGrK8qOchD0RbOV/aacgiTPdKTIaMVX6uLSPNhqJpb6jrD6LwcKOA3BI8/AEJMwxVik6FOZ8WerOZTZF9VylonPuA2fvKbSK20fkZuOC0kwX6/o3FSdUusiHD2nhlhOx2/8u9bz6kLp3dhqBh55JgHn9zhqNiDwGpfhM/aLLraaj6Vm4jXOwhC9GzxPe6XMuhRbz6z1ea0FvTr+nKnTUnj1w/trHOM4Jn+76yaeeqzlshjGjO3GV99dimm6mactRdh5nYDzh2rHvfIa/ObvYxARHHvkSyyYn1f5eOjQdFaurDkjZ9z4DNauKajWBfdAkpK8DBjQkYULI/5OkyZ3Z/asSKZXly4JCAE7dpTVeG5CgoeRR3ShoKCcdWtrzig9kIceOYlzzx/MqhX5LF++i2VLd7J0yU5WryogHG7c5/LBZGYm0blLAt17BHj8vw806FxDjAPCKJ2HpgxBHJo9SPqjWF9lrGQ0ikUHraf2I+hIsndBteMHEnbeJODcWccIL4JUNLsa9DraJn4i68nYWVc0DxKIbYfsw1l4ckvtXGKEJuD8Gik6YcqJsQ7G5TDkuON7c9zxvVm0cDt//78ZfP7pxlabWynN+vWRRd7KFVUXnE//t+gA0QlA4+hFSPqiiMQoROIBmzUWmj04eg+CVCJPJCBEHFrv3/UUpCNwu0q6tE9MOQVTTgE7hK3no3T1G4X6sNRH2CwA43K0+gCfcStCeLBrNeoHsAk5/yLsvIhXXojPuAkh4iqvF2f8tpp4pLWuMJm1qmUr7o/lY5TeiSFGEWf8spqoVRdSpGHr7wnbz6N1gDjzzwi81b5LDTEQYaQdVqKT0vnYOpLBFA7HsWHtcIYMr/pvsH7NEUgp+L8HP6r5Gkryn39c16Kik9dr8PTzZ7iiUwsjRIdYh1CNiy4ZVkV46tAxrtI0/GDmz8uja9cE+g1IY9GCmkvvSkrCbN1ahM9nEAo5LFu6k3HjMwgEbHw+g4W1nAdQVmYxa2ZEpOrbtwNdukYM7m1b4TgawxB4vQZKQ7Dc4p//mM0vbvmiCa++brKykklK9uE4mo/eL2Lys1dwyTUvE8ncrs+0WxAxJF/HvrI3TfkBz+1HcgRQgmRQtef2Ycpj6o03rN6oZ4Q6REQnaM5Swkg55TpiIwDVNac44P+xFacOVVzh6ZAgCSinsbvAsSNMmX0dieabGDI6g0IXl+Zm9Jhu/O+d85kzK4d77v6+chEWC268zeaUs96r4RmNJgB0BPaga1mARbKe1lR4HCw66Aq7sNSHeI2zmztsF5dWw2/+BaV3UWIdB9S8i18Xmu0Enb8DIEQypphGyHkwivN2E1KPYemv8Mmb8cjT8MgzamyUodiMrWci8CPJwpBDUXrnAX5sERw9v0KYCuM37652HVstRbMjIhqLVAzRB6VzsNQPGIzF0l/gkSdiiqk1+rUJkYxBcpTvzKGBIJnITapg+jcn8sxjg7jvX2H6DdxfCvPmS0dx6ZWCnn1XVzl326ZBpHfLJhRI5N//aNld/YsuGUb//h1bdA6XfWXp1TMcTDmlxvGtwU9/NpQ//fH7yhK32bNy6ixH27GjjB07yhgxsjNSCpYu2VllfHyCB8OUjBjZhSWLd1BWZuHxRASno4/tiWEIHKf+4paNG/eycePeese1JD16plBaGsb0SIYMTef3v84nUH411976dD1nCiAFrcup6dZWiKQqlVVC+HD0khqtDPbhlZfUOaPWJTh6eT1x2fU8f3gSMXNviwVX+qD/uzQ37lbLIYFC0PZ2daKjhDL7KpTOq3+oi0sLMnFydz7/+hLeeu98hg1Pb/X577s/wJ33vgKi5pR6TRn7FjGCpBpG+NE6UCE6LaN6OrQHQwxuzpBdXGKCFJ2JNx9D0q9J17HUlwScP9GQnU2l1xFwbiWsXqy1O6sh+pDiXUmydwFJ3m+JNx8hwXydJM/3eOSp1caH1TuU27cSdt48YJ4cNAWU2zdQZp9HyHkIS31DqXUWQecuED6SPcuJNx9ymwQcgBA+Es13ESQyZ0Zvjjm+sIroVFzUkT27Pdz5l+o3su+8cRx+fxmrlo9o8ThPObVpP7su0SFFZwyx30NLkIbf+BseeVTMYkpK8nHxpftjikYUAli2dBdLFu+kY5qf8RMymTylO/0HdMSxFWWlFrbtMHVaFhMmZjJrZjZKaX74bivHn9Cbfv3a/j3C1GlZzJyRzdIlO1k4fzs+n4HW8Oe74JarfkNZacpBZxhENuO8RISCUjQ5QMnBlyayMb//89rR8xBk4ug1NcZiilMw5cg643X0atysmMbiCjuHK67H0yHDvvTA9vnPKUV/Es3/IcTBXywuLq2PUpo331jJX+/9kW3bilt0LsOA198rYNJR71H376+o8CJYi+QIFEsOerYjkezHQjRFNZzdnSTPxwhxeGVAuBy6aK0IqacIOQ3zAWk6Ar/xj1oNxetCa03I+Tch9QTVb1oS8cpzAE9E2CKlSsc+AElPvMZ1CFLxGic3+hUcyljqW7blfMhPzxxAWanNe199gGObdO+5nnvu+CVX3/ApWb2rtk/fntub1cuH8fADgwiHNCuWt9znfp++HZi36Bq83pqFS5fmRekcwuo9DDESU0ypVTBuTTZvLmTUsKdQqvp3vs9n4PUaDTL9Tkn1oTWkp8ezcUP1rKX4eJOOafHk5ZbUOGesSUvzU1YWJhjcX7kxfERnUlLjWLemgF27yumUHsejz6xlyjFfEMlqcgCNwQQ0xSi2EinHq1kMEnRFih6AwNFLEKRVNGI5eFwaiZ5PkaLuDciw8w4B5zeNfckubQKDmquFWvae+nD2eHK3yQ4ZNO1VdAJQej1l9jVo3fLti11c6kNKwc8uGsai5dfx9weOI62Tv9qY5vDmmHKkZtXW2Uw66l3q+/0VpKMrWoQrNlTzaxIiI9LJpQbRCeJJ8Lzsik4uhxRCSOKMG4gz/khk17s1SCLefKRRohOAEII483b8xj+pXhJSSli9TFg9T8Qb5OAbyDhMeRIGI/DIkxo1/+GARx5Ln6wHGTO2B7m55dx4xXmcdfyp2LaH8jKziui0bOFkAAJliXzx8QBWLi9tUdEJ4N8Pn+iKTq2IFN2JM27BI49sE6ITQO/eqZx0St8an+vaLZGRR3RhxMjOUV+vqDBEcVGo1uyp8nIb23IYOqz1s7nrY8TIzvTuk1pFdAJYvmwXmzfuZe/eIFOmZlFWZvPXu/dlitlExIEkHNajWE3EcqT2DCTNDhw9D0cvwhDDahSdwEe8+US9ohOAahPeTQJIIGL8XbNXlcs+anp/arOoad/31G0Z1+PJpc3g6IWU278k3nzULR1waRN4vQY33jyOSy8fwX8emsfTTy5k756Iv1JT2mx36QpPvLCLcZO+BFFe/wlQYVCZVvEokYiPyX6U3kDN3UYSiTcfwBA9Gx2vi0tbxmdchaAjAeduIgao9fsdCrIQwg+YSLoiREe03o5G4+gVQFXxwRAT8coz8MhTmyUz15RjwfFRuwdITZ13goTVC/g8lyOEe5NRF0IIJkzM5PVXV7BgXkSMnzD4RkpKyjjrvJOYcswXzP7xeK65eBC3/24IJ5/5LZ99EiYUalmvzOtvHMOxxx0+Zu8utXP1taP47JMN1Y7blmLG9GxMUzBlaha2rfB4JKWlFhrN0sU7a72mz2fg8Ugsq/r6ZMeOMgoKyunTtwObYuzltI/09HjCIYdlS2sWcXJzI2VzM2dkExdn0KNXIiCQYihah9BsouH+tlZFmdzBxBNvPhH5bI4GXdrAeZuKiRQDMMVIDDESQwyv6M66vzFFZPM+hCYUMVbXJSh2o3Q2Sq/H0RvROg9FAdBc8QtaS6SJdAgsbOTZrpDUFnBL7VzaHF55RY1Gqy4usSYYtHnn7dU89/TiKl1poiWrB/zlH4Uce/JXCNnwhZ+gJ5qtGGICjp5b73gpBuGTN+A1zmjwXC4u7Q2tSwk6jxJWNRvRSjEIr7gYj3E0goxaxRul83H0Uiz1Jbaaid+8u9kzjJQuoMQ6FoEfzb7OlvvEJkmccSdB52FqujkwxTHEm8+4GzT18NmnG7j4p+9W2ySYMi2Vl979D+eeeAtLFteUIdoyDB2Wzo+zrsDjaRtZNy6xxXEUA/s+xq6d1ZskjBjZuUYxRgiYNLl7rU1QTFMydVoPvv9uS63zjh3XjQXza+901xokp/gYPjyS0bVp4162b69dBJl6ZA9QmtzcEm79zXbOu/gDImJHKQ0TnUwkPSs2DjxEhAi74v8mhhiBz7gMKbKiulrQeYyQ868GzN8QfBhiEFL0wRDDMMQRGGJIg7qf1kdEuCtA6QI0O1A6D6VzUToHpTeh2IJrjt4yHM6ldq7wdEjTeip0cxNn/B6fcU2sw3BxqZV5c3N55qlFfPDeWoLB2r+ck1Pg9t8GOfO89XTqsoCas5KiQzIYxWoMMR6nomV4bQg64Tf/jkce2+j5XFzaI7aaT1i9iqW+Bmw88mx8xtUYon+Dr6W1ajGBR+tybL0QS31KnHEHggQcvRilt+ORxwAJBJ3/I6xerHZuoucbDOFmzljqR0wxssYsNKU0QsCcWTm8+spy3v7fasrLLVJSfcxf/QIDul3UqrF+8MmFHHNsr1ad06Vtc9vNn/PCc0uqHe+elQxocrKrG2WndfKTnOxj86bCGq857ageTP9hW61zJiR4KCtr+DqktkyqhtChQxxDh6WzeVNhZTZTfYwa3RXbcti0qZDVuc8hRJjoTb0NJMMQQuLotUTK8aoj6FaRVQ5eeSlxxm/rFXnCzvsEnF9FGUd9JGOKKXjkNAwxCin6IkRsi5K0DqH0Omy9DEcvxFYz0BTENKbmIfb3xq7wdBhyeAhP7RmB3/gPXuO0WAfi4lIne/YEeO2V5bz4/FLWrd2NEJqzz9P85Pwijhi7hdSOK6Mup6sLQRaaHYBG0AVNbh2jDeLN5yvarLslOS6HJ0rnAxopovdKaWuEnKcIOv9A0gfFJvb5VHjlJfjNe2MbXIzQ2gGCBJ0HARulN5Hgeane8/J3lfH4owt49umFnH6Wn1dfar1sp3v+fBS/+s2kVpvPpX3w6cfrufD8d2p8rmu3RBISPDWahY8bn8H8eTVnXU+a3J3Zs2rOiIJItlF5mdUguwAhoEuXBHbtKm+SOXl9se3DMATHHNsLpaGoMMiGDXtIT/fy3YJoM4w6Yoj+KL3pgIzSOuYTY3D0wgMejyfBfA4hEmo9R+siiq0p1CZm1U1ipGROjscUUzHEiDbjP1YbWitsPYOQ80iV98ql4bjC02HI4Sk8eYHou2TEHi8J5kuYcnysA3FxqRGl96L0FpTeitKb2FO4lPjE5QhZGMXZDd11MTDEOBydA9S9cDPFKSR4HmvAtV1cXNoaWltoHUaxFkMMp9Q6FZ9xFR55BkIkxjq8mKF1MeX27XjkzzBkbyQdG+S79cF7a7j+2k8alfXRGK6/cQz3/+uEVpnLpX1RWhqmZ8ZDtWYSJSV56dDRT/a2Ig6+Wxsz5v/Zu+/wOKqr8ePfc+/Mrqp7L4A7xTRjm06AkISEVEjvIb2+aW8qyS+9kPomhCRvEtLe9EpCSIfQMcVgG2yKccG92+q7O3PP749ZyerSrlZalft5njyRZmfuXAlrd+bMuefMYM2avV0CSNXVIdXVIXv3dh8QOfmUaaxbW3hh7PMvOIZsLmbVXb099OrZKadOY9MTh2ho6N/f3dnnzOGRDfs5dCipq3nqaeO54ZbeOpiGGI5HJMjX6evtPO2vvwTDIhyPddgjkAuoCn7Qa0Ao526kKfoAfQefagjkdAJzDoGci5ETR+xSaVUl635AS3w1fileccZy4MkXFx9TRlLQCSBLY/QmaoJfYc2Sck/GG+Ni3Uzs1hDrWmJ9BKePduk6VV1Q07hCY/5JLQMr0/PBp56F9LumRQAAiMNJREFU5vwCx/Y8b7hpiT9PYM4iNE/H6QGqgmv8ZyEgMo7K4GqMTCQb/xbM6aCHsHJcv45/3guOZ9XdO7jmG/cO7kSB17zuVB908npUU5Ni+YpZPWYB1ddnqa/PsnDhRHbvbugQtLn//t3MPWYcM2bUdMh+amzMMWVqFem07bZYfrEB102bDrUFgQo1d+64fgedjIGFCydRWRV06B5c0bW5MMJx+YzWDLFuxLGuX5dWVk4j1sdJ6kRpl6ATQKS3knHfosK+q8dxQvMsxoUXEOkDxO4+HNtRbUCkFmEKVpZgzSkY5o+a7HMRIW3fgJWTaYrejnKw3FPyRhAfePKGuToao9dRE/4GI7PLPRlvDHG6n8jdRqS3E7m78svcysfKqcR6H0YW97FnCpEZQzInz/MGj5E5hObp+a8ng0zu44ixw8hEAKw5FcN0nG4vqJv45774VF7xqpP5+FX/4fZbn6S5ufRP7p952UL+55pLSz6uN7pcePFxfS4/27jxEGedPZu7O2UbbXuyjm1P1nHW2bNZv34/dUcyAGzdcoRzz5vLHbdv6zLWoUPNPZ7HGMEYYfGSyax/uOMStR3b+1eTqbMZM2vauvL1h3Owe08j1TUp9u07mkkUR2BYlHQgpRmnW1G2EOuWgueUZET1/Tefib9FaC7DyoIe9xGpIZTzx9wDv8CcSXX4Gxpzr0Qpb7H6wWVIopljcoFYyY3MPD9vTFF205h7DU4PlHsq3igX6yZa4m/QkHse9bkzaY7fR879ocxBJwMYnB5GmI3T9T3umTIvo8J+kGz866Gbnud5gyJtryz3FIY9K4sQqcGa43vdT7XrTe9JS6fxuz++mOc+v/RZZJe/8AR+8rPnY8zoyHLwBs8lT5vf7fbly2dSVR22fX/3XTs47/zuO67dfdcOFi2a1GFbNhvTXZJNNhNTW5siCAyTJ3dMI5p7TJK2vfHxjlks7TOPps/oue6RMcKs2bWce95czj5nNnOPGcfuXQ1s6qEQek/qjmS61JKac8whHI8T6yqcrgUGUqMtTf8CCTlaosHqXDfyWZlHdfhzhFnlnsogcvigU+n4wJM3Ijg20Ri9FtW6ck/FG4Vy7lYaci+jIXcJmfjrxLqO4fBBI8zCcBLCHJSdQF9p7ilS5jUYmTkU0/M8zxs0qnU0R5+iMfdaGnNvoDn6NDn3N3orTRq5O3t4vecsj4WLJjF5SjfreIp0xYtO4Ac/eg7ptF9U4PVt+YqZzJ5d22V7U3PEsmUzmD9/Qtu2tb3UZrr/vl2cdfbRlQH33rOT40+YwnHHTeiwX2NjjgkTK6iuDjl0qAVrj0antm45QhQ5stmOS/Ta15Has7uR6nYBsfZqx6WYM2ccd9y+jbvu3MG2J4u/Zl/z4B5OX3Y0ezvo/pRF6iv7qgIrZwJCpP/A6WjO6BkYK8dSE/4WK6eWeyreCOADT96I4fThfPCpuHRfz+tMtZmm6J00Ra8l1lXlnk4XRmbjWIfyJFaWouzpaU9C82zS9k2IGJ8p4XneiBO7R8jE38HpAVQdDdFLybofEen9KEfIuh/SFL0Npxu6HKuaQbUJK2d3qaWimiPWo++dnbOnP/jhc7nj7oG/Z06eUsk1334m1/34uVjrL6+9/hERnvaMrllP6x/exx23b6OhIYsxwsJFE2luyrFi5SxOPGlKt2OtunsH55w7h3PPn8Mxx45n964G9u1r5Jxz51JZeTQQuu3JOk45bTrOKXFc+EO21jpRnTOqFi2axEPrerpOKVwqbRGBVMqyf18p/6YqenxFWIBlaf5BtwKOnPt7Cc89+hiZQXXwa9L2v4GuQVTPa+U/Gce8KoycVO5J9FusD9IYvc5nPnkDphrRGL2BnPtLuafSrSR12eS/no3roY6BMI3q4Mf5TilJppOvh+Z53kiSc7fREF1BS3w1LfEnifUhnD6CYSE14fUYmYEwkQr7Iaw5sZsRBNUmnD6CaozTo/VplN04fZjYPQTk62V1o7dlceMnpHt8raIi4EMfPZcHH3ozr37tqaOmiLA3dC54yrHdbleFvXubcE55YuMhcjnHvffsZMP6/Zxz7lzSadtl/zvv2M66tXuprQkRI7S0RNx5xzYWLZ7EwkUT2/Zdu2YPNTWpoue8fMVMzjxrDiK0LQmsqAhpaipdvTRjBNVk2eDqewXoucNcP0cEauhpmZ4wHiPjiVmD42iAO3LD78HkcCMSUmHfyrjwDirtZ7GyrNxTKhEBSppuN6b5wNOY19RrzZjhKNbVNEavxKnvpOAVLxN/k1jvKvc0emRkLrGuwnAyQk2XDnqQtPutCW8kMOeSsi8pwyw9zysV1TpUi+saNfI10LocLuf+TuT+gWEe1eGPycTfI3L3UB38H2n7pm6PFkmhKCJTybqf034pjTCHwJyN0HNAfu/eRt7xrhWEYfeXxUuWdB+sOv6EKdx212v5yFXnM358z1kUnteb884/ps99Zs6qZWG+jpMqrFu7h+NP6D7zqe5Ilocf3k9FRcAFTzmGCy48hs2bDrPpicOcd/5cZs2qYd688Zx40tTi5nveXO67dxd337UdEZg8uZLzzj+GffsaixqvJ6vu2s55588llbLU1Sm5bN+/p54JljMwLKanTgRGFhHraoSpWFlJEqSCeITdJ5WTSA0p+zJqwt9SG96SPCyQZYzckIMvLF5KI/VfgVdSI+8PKtaHaMy9GKc7+t7Z8zpxepCM+0G5p9EjYSaq9QizcDyB49FOr88lbf+LquD7GJnUwyie540kIuMQGZvBC2Fiu+9yZNz3MbKIlvjr5NyvSNu3Y80JPR7vdCcN0fnEuoFY19MU/dfRsUUwMh1H1w5fraZMqWLL5sOcfc6cbl9f//A+lp3RsVvo+Rccw79veRVLju/+5t/z+mvGzBoWLJzY6z7jxqVpqM8yf8EEAOrrs9TW9p6xtHNHPTfftBUjwpLjJzNv3gQ2bNhPZVVITU0adY5Fi3u/huicwCcCW7YebvveuWTp3u23Pcljj5a2CVAqZbn9tm3Mnz+BcePTHNrfPnhsECYD07GyEmE6woQex7KynJh7QTJ0vO85ugRRNcJwGkZmEOv9SD7DStnRbYMCr3dG5pK2b8oHoe6m0n6Z0DwXobiAZ/mMvPvk4cpXPvRGLMcmGnIvpDq4rtcLUs/rLNb7gKY+9xtqVs7A6R6U7SgRhlq00zyFCdSGNyLSc2cZz/O8kSTJUuqwhUj/kb/eH0fQR6tyYSJp8xasLMXJRlR34XQfRo7e4Nheygrce89O/nT9Y122jxuf5uSTp7Fl82HC0HLscePZuuUIr73yVL78taeTSg106Y/nJc45dy5PbOya2dzq0UeS5XVR5Nj0xGEAtm49gkiSAdWbw4daqKoOWLxkEjt31tPSEtHQmEVIutQ9sfFQly5yrVIpSxS5tlpQk6dUcfhQ95mZfc2jEOm0ZfnK2aCKc4oNDLlc621rDVZOQrUZZW2HGm4wDssSlBZEUkCAagux3oeVFcR6b6cztS4NDBHSIOB0N4Y5OLbmX3Mo+0Z597bBZWQKKXs5KS4HINbNxO5+Il1NrKtx+jg+wDP6+cCTN6Ipe2iIXkJ18B0Cc065p+ONED3VS4JKktapmaGbTDuqOZTtQDWGSV0ynYycQMo8zwedPG8UUT2CyPhyT2NYEqZTGVyNlXm97yeVVATvBiByt2HlFJxuJdYHCORcwBHregI5k9g9ijVLOhzvnGKtdCm0vHTpVO64fRsnLZ2KKjQ15njP+8/ik5++sIQ/pefBWWfP5qc/Xtvj60n9pm0sWnx02ee2J+tYtHgijz/Wc8AK4MEHk8DMsjNmMH1GLY9s2Mdjjx5k3Lg09fXZHoNOIpDJdOxwd+RwS4/7l9LyFbO4/dYnO2ybNjMJBFk5EdWDiEzC6PH5ayJLssQ2BBQhINb780eOx8oZ3QSd2suhOJxuxjAdkTToTlqX7aoeAfGBp1KxMg9r55HihUCy1DzS1cTuQWJdR6xrUUqbQVe81r8B2+5rrxg+8OSNAg00RldSab9Ayj6/3JPxRgDVzllEM0ieaO0lWdOfIVmJ7LoePKiS8xlm4Hii02u1VNpPEpjlQzwnz/MGU8b9lLR5U/7p/NgTufuI3cNdthsWUBP+HZHCqkLE+iiR3kXKvpKW+KcYMxvlMFn3J2J9AmjAcjTwpKq85Y03dNvda+/e5LPi4Yf2MW5cile95hQ+8amnFPYDel4/rDyz76YgqrQtZ5s9u5ZcLqayKsXSpVN56KF9vR6bShm2b69n9f27OW7eeFRh/Pg01TUpdu7ovlu0Kl0yqnI5x3nnz+X223peuloK+/Z1vE479wIlTG0GwqTzJXtAH89PtPsxhGmAQdmdz3TvjaA8gZWFxHoPaCVQBbR2t/MGk8g4QrmQ0FzYti3WJ4jczeTcn4l1XdnmlghpXzvQK46v8eSNElma4/eRib9b7ol4I0Dnrm/COIwci2ERQmvmwdAGnayswJHcfIlM4Gj6d6t6RHqvAeF53shTYd8xZoNOqjkao1fg2NzlNWtWFBx0AqgOf45hBhCimqEpfh9GFpBzv0F1d5cC5SLCy195cpdxjIGG+iT7tbIy4GWvOJlPffYi37XOGxSLl0xm/Pieuye2slaoqUkxaXIle/c2sfbBPaxfv5/Zc3pvY5/NOvbuaUQEZs8eByR1ouYvmMD06T1nUXe3fK6US+q6IwIH9ncMPL3/w0lgzTAr35myodNRVSQPDmvatih7UXb375zMRmlIMpuApNnBEZLsqemITC/iJ/EGwsoC0vYN1ITXUx38kdA8l4F3NiyWDzqVgs948kYRpSX+Ik73UWE/6i8OvR5Zc1qHbNmjS9fSCBUIE3E8NIQzkvyT+Narue7fmnsrnOl5njfSJDVU2l/QJ0+VrSyj0n6o4PEidxdN0dtQ6mmKrqTCfpbG6EU05C4nZV5OaJ7Z7XEfueo8/v7XJ9i582jmx1lnz+HOO5KuXS96yYl89gsXE4a+ppM3OESE006fwS3/2drrfnGsZLNxhw6MzinV1SkqKwOamzs/tOpo0uRKDuVrNC09ZRqPP3aQPXsK60aXyURMnlLJgf3NBR3XX6qwYOEkDhw42kDotOVrktfIgnYthyBMRKjCsRGowjAXZX+/l2sJUxCSJXtGTsbpQ7Rek1k5ddg3cnG6m1gfRnU/SjOQQ7UB5SDKEVQbSd5rBQgQqUYYhzAFIzOTh6+yoENdvOEkMKcQmK8T63vIxN8m5/5A38GgwVoaJ/gsuOL4wJM36mTddSgHqbRXI+L/iXtdGRYiTEVJnqCpHsGxEyun4vQJWp+oWDktHxDqPg29NCxWlhLrmrYt2umiSpiIlRX5p3ye53mjhHa+SU5uJCrsxxAZV/BwLfE1KEnGQqxrcPo4obkMp09SGXymx+OMERYsnNgWeJo+vZr1D+8H4A1vWsaHPnquLyTuDbrTl/UdeALIZmPWrtnLjBnV7N6dBI0ee/QAZ541m1V3997tOZcPWgWB4bZbnux1356seXAPK8+azer7dvUZ6CrGijNnsXvX0euu8y+EIJVkRRqZRazbMXIiTtcD5IMnU1ByGD0JkRSqMUYWEmv/Ak/KXoRakAA0B6SBFoSZVAafLfFPWDpOd9McfZhIbynswB6XJ07GylKsWUYgZ2LldETCgU+0RKwcS1XwBZy+k0x8LVn3W3oOQPUWdPLBo3Lwd+XeqJRzf0T1MFXBtxCpLPd0vGFGREiZF5Jx3waSDomQJtZVCNOT2gFArA8O/lyYQqwdi4iLpDp8HhqZTUVQ+NN/z/O8Ya2HJYZOtwKnFjyckRmk7f+SZJE+QmguQrQKw5xej5s6rZqamhQiEIaGSZMr2bB+P3PnjuM97zuLqVN9Qwdv8J162ox+77to8STq6zOEoSGXS0oDPLRuLxMnVXDoYPdd5wDq6rKseXAPqZRh5VmzuOfunQXP0xjBOWX5ylmseWA3dXXZgsfoTiplWL5iFnfftaNDAfO3vSsJHiUPA5OC4U73YFiUr4c5vsPDO8tyRIJ8lk//KDuB2ag+QRKwqAAgbV87bB/6Od1DQ+7F+aY0paEcItJbiOJb8m12agjkHELzDELz1KIeCAwGI7OpDD5LWt9KS/yNfAZUIdlNAwk6KR2zqVprwvpgVl98jSdv1Ir0PzRGr2q3XtvzjkrZV5N0sWuVfMS2Bp2SJR+D/5QnSQPvPTga62NtT/Y8zxv5VIe6ccHwknP/oiX+Npn4+11eC+RpBOaCosattF8mNJcgjCeUi5KCteZpWHNCn8ee/5RjOG7eBJavmM2G9fsZPz7Nn//2MubMHR43Wt7od8qp0/q976OPHKCmOsWKdkXJGxtznHDClH4dn806ntxy9Pp49uxaVqycxZLjew+yTJtWBcBdd2zntlueZMmS/p2vP1asnM2dd2zv0jVv+dmt1z8da2A5diLMQfPNWIRZWFmO0z2A5Otltga3xwG91cEKEGYgHIthPtBCEkgYvvX3mqL3dhN0kh6+7h9hER3zUhqI9B80x++jLreMhtxzaY4+Tc79HaeHC590iRmZQ1VwNTXh3wjk6UN45pijv9+x/XleCJ/x5I1qsa6mIXox1cGPMDKz3NPxhhEj00mb15Fx1/awx1AVEowQJqC0b4fc+UMs26UTn+d5I1cxRbNHk5b4K7hOmZ6tkgyDCUWNKyKoNtIYvRqhknGp+/s+KO+UU6czfnwFq+7ezvQZ1Xz9G89g/vzh29AhCV62kNRrGb43x17/LVg4qV91miCp67R3byM2MG0ZSAD3rNrJgoUTeWLjoT5GSDrHLT15Kk9sPMTsOeN44omDzJxR0+sxBw40t3WATKUshw6Xps7TzJk1rFu3t8v2RUugouqRHo5qRGnEcBIiNcS6iliTDC6ndYAg1KLUYVgEZBCpRjXX9l6RZLxngQhla1JgHGjNXMm635K2rynJz1hKqi357K/OWTY9fQ1QhTAl/8Cz+2wwpfv35YQj1oeI9SGy7oeAwcpJBHIBgbkYK6eW7bPNygKqw+8QuXtojj+Tr9E12JSOHbB9tlNfxvaVjzcmOH2chtyL8rV6PO+otH0LVpaWdQ7CLJSD+e+SDCvVzheMgtPBbV3seZ43VELznB5eGYeVkwY0tkg11cH3qQn/UNBxjz5ygAcf2I1qUmz80mctHNA8SsnpPrLx72mOvkBj7k3UZc+nLreYutxS6nLHcyR7Gg25F9ESfQ2nxdXt8crPGOH4fmYsARw82MLDD+1j+YpZTJ6cZE5HkWPypP6VmIhj5ckn65g2vZpMJmLJksls2nSIysqe8xJag06Q1Jqa0Uegqr+OHGnh+OO7/uzvfE8DrUub4h4yv5OOwB1v+pUjKIdR6oAcjgdwPESsq3Cszhfh3k8SdGo9Zj9JMPfoUkWnD9MSf3ugP17JiVRQFXwXwzH9PsZwXFJInIUkS8UGms3piHUdGfctGqMrqM+dRXP0USJ3R9myegOzkprgj1Tazw5RQx6f7VQIUR3sppjDU6wbacgNZUqeV27CRKqCHxCY08o9FW8YUc2Scd8jF/8232Fp6Bk5EdUmhHk4NmJkAk7X5V9NYWQxVfZqrDm+LPPzPM8rJdUM9bmLUXZ1ea02vAtTgtblqjEiNv91E2AQqUC1BZGKDvvGsWPpkm8zbXo1L3/lybzxzcswZnh0xo3cKhqj19H+Zrh3AWnzBtL2/WM+s24kevMbbuAXPyssW0ME5h4znsbGLAf2NzN37jgam3IcPNB3NtL4CWmOHM5QVRVw4klT2bWzgYmTKghDywOrdwOwYuUs6uuzPLJhf5fjl6+YxX33Fl4nqrPJUyqZNKmSxx872GH7w1vvY9yEB7ByOrGu7nTUdJIyCYcBOhQc7w9hUrsHf70LzbNJ2//CyoJ+jz8UVB2R/ods/Dsi/TftA2k9C4Ces+oMCxCZkK8/aoC6/CtpWstS9EWYQcpcTsq+FCO919gbLE730xJ/gpy7cQjP2nedp9BcRlXwzaGZzjDjP5EGle+AMpwoh2iMXkHO3VzuqXjDiEiKCvt2alM3UxveSqX9LKF5CYE8BSvLMMwDBrewrNP1SStfacIyq13QCYQJpM3LfNBphFHt702i5409SYvvrjexALE+PODxM/H/0Ri9qu37rPsNDbnXkI1/3W1G0O9/+wg7dtTz5a89nTe/9YxhE3Ryuo2m6G30P+gEEJFx36El/sJgTcsbREuWFF7IWhUa6jOceup0UinLtm11jBuXJgj6/nd85HASSGhqiti1q4FFSyajDsZPqKC6OmTO3Fo2bzrMls2HqKzqmgl1+HAzZ587B2uFGTOqWbp0KgsXdlyimk73fT+0aNGkLkGnxcfDuAlrgAriTn+3VlYCB7FyNDNR9TBC/wu0dxd0Srq6LcfKyrb/GU7G6Q6acm+kIfdKIremm9HKQ8QQmoupDr9FbXgXafs++s5k6n0pp+OJ/DK+AMMCDKeQ1CJtfSDQ978rZTcZdy31uQtpzL2FyN3T9w9TYkamUBVcQ6X9KoN9HX/UmMzn6TcfeBpUhVTX94ZGM03Rm8nGvy33RLxhyMgcUvZlVAWfpzr8ITXhb6lN/ZvxqXWMC9dRE/6TquDHVNovkDbvIjRXYOVshNkMNNDseBwIOtV6AuUwRobPkg+vb04Pd8mo8DzvqCS41LmOXghUEbt7BzS20520xJ/HyGxy7m805J5L7B4mMCcT61qsWYzTXagePf93rr2P8ePTLFw0aUDnLiXVehqjt3b5TOivrPsBkbuvxLPyBtviIgJPkCy7e/LJI0zKL7PbsvkwZ51dWKbJju31RLmYxx8/yJoHdtPYmGPXzgbmzZ/AaafPpKWb2lMbHz/EXXdsp7o65ODBFh56aB8zZtYwfXo11dUhZ587hwULJ3He+XMxBmpqujZtMQaCsOs11AeuOkJyL5Wh65ImIXkPOXqcshPDsf3+ea2sACYD0zAsQZiIkXkky/ruRTVDrOtw7CHWHTi2AFkaoytoit6N0wP9PtdQMDIxeZAa/oPQPI9iiot3dDi/RPExrJyMlWQppNBaM7c/YQRHpP+gMXopDbkXluXhf8o+n5rgdwhzh/zcXke+uLg3BkU0xx/AsYcK+/ZyT8YbIUSqsSzoMc1aNYfjSWK3HqfriXU9sa5F6buromERiuB0P8rmTq/mcLq7BD+BN1Ry7kZCeT6R/o2UvZyc+zeG2T5rzfPyhKou24wswcqSfE2W4hmZxbjwIUSE2D1Chf0kVo5HpLLdU/eQ1hvWhoYsD63byxe+dAkTJw6PgLHT/TRFbxhgN1OlJf4SNeZXJZuXN/gGEvzc+PghpF2s4fbbtnHqadPZsaOO/fv6XnZXW5ti1d07yOUc2Wzy8DyOlXvv6XspXV3d0SVehw+30JKJEBHuuiPpujZuXIpZs8dx+FAL5543lztuP1q38tzzj8E57VAkHeCMFa37OKwcizIDp48Arq3himp9h3kcDdSOgz7fSzS/Tw6YjnIIp9sxMhcrK4h1A+AQHEoGK2cS6yNYOZmc+xORe4Dq8CdY6X+waygYmUZV8DUi91pa4o8RD7jQdgux3oOwAMOJONaTBLUKC2zFupqm6PVYOZW0fS+hOX+A8+o/axZTE/6Wxuh1vkt0GfmMJ68Pg99Ovlwy8Vdojj6Kqs9M8wZOJMTKAlL2OVQEH6Q6/DG14f1UB78iNC+Gbm60AAyLcWzCSDXKJjpnAUj+YsgbOVLmMhzrCM1zAbByMiKlb8leruKdnjdQVs7AyOIO2wwzsbIApwOvF6MkN6zWHE9gTkektdhyiNMdGJmCiOHaa+7l9JO/S7oi4JnDpJh45NbQkHs+sa4d8Fix3kvkBj6ON3SOmzehQ/CoUJ0r9655cE+3Rbu7U1+fZcbMgRcLf2jdPo4cztDQcDQYVVeXZfu2OhoasmSzMZWVAeecO5cFCydy/327EKFD0CkMlcnTjy67jfUBnG5A8sW0W7OKHZuxsozWW1pHHcKsboPbncV6H8IEDMfj8g/9lCPE+jCx3gPUA5n8suB6Yl2FEOB0DxCi7KYx92JiNzwDGYE5lerg94Tm8pKMpzyBYz9WziRZehdTTA5LrGtoil5DQ+4VQ7ps0chUaoKfY+W0ITun15EPPHl9GKqW8uWRdb+gKXojqt23FfW8gRAxBGYFVcEXGBfeRYX9BIajGVPCLBx7ST68UwgdLw6FyaTtW7Fy4tBO3BsQkfE43YlIckFmZBpGZhG5e8jGvy/hefxHuDcyiaSpDn5KTXAjVs4CkkyFwFxakhpPznWfJRqY02mJv9L2/a9+8TB7djdy5etPK8kN90Bl4utojF6MUkjwLU1vl/NZ98sBz8sbOhUVAdOnl/bf4p13bOe88+f2GdCaMLGCbU8OLOOwP57ceoTq6hR33rGNJzYeoqkxx+23duzc+/o3x4h0zhhXjHQOojXnu921bt8NGAxz6U9QRNmH4xGgoW08aOpl/wNo/hwQoeyjIXox2Xh4ZhaKBFTaz+XrlRYvqXW1kqRWkmvXETpV9Jix3kVjdDlN0btwun1A8+svkXFUBz/GyulDcj6vI3/VWrTe3r2lh6+94SjS/9AQvRSne8s9FW8UE6klbV9NTfgPKu03MRyLkVm0dmOJdVX++/Yf4g4h7Ws8lVkxhcKtObXLtsCsJGVL8+TR80Y6I1MRmUiFfQdgUZqwclyy3E77XhbUE9UsYqb2+HravIXm6FPceuuNrH94HyvPnMU73rWy6POVgmqGpujdtMSfobAHfpUknxk9Zz/m3A2+2cEIM3Va39k6hXBOuf22bZx2+gxm9hJgPXyohWklPnd39uxpZP/+noM7AC951Y5ut7c+KG5fo02oBfZiOAXDQgyzUOrpq4h2YToHWDLttjXRHH+YxtxbUR38wF2hRFKk7Xv6syc9r3SJcdyDlWkk4YPW+9smBla5R8m5G6jPXUJL9MUuSycHg0gt1cGPsHLGoJ/L62jM1ngSqgnk6eWehjeMZOLvUGE/iEi63FPxRjERIWUvIzSXkHW/II53Qv7pdnJBdTQ1XTmEkeMwMgGnBzBSXNFRr3fJTZkgkkY16fDT+j6Qja8nE3+NiuDTBdUjsDK/3/s63YswqS1DyvPGipb4y0TuFowsxJAUQhaZTNb9mLR9S1FjiqSwvTzdt2Yxd9x8GsvPeydTp72bz33xqTQ159i5o45Zs0u/JLYvSdDpTUR6WxFHN9P3pXwDOfd3UvZ5RYzvlUNl5eCUuXhg9W5mz67lrLNnc/dd3Qd2GhqHdqWDCASBIZc7GjxNp2HB4u6aDJi2JXEi6bYGYso+DIuBGJHJoKlkeXtJG4xl+9wW6d9pjPZTHfxq2GUkh+Yysu6HxPpAL3tZksD3eJIMsBiwGE5FyWFYgOqRfDOc9v9GWwN8lSTvScXIknHfJet+S4V9H6F58aD+DpPg0w9pjK4kVt+EYaiM2atcIzOpDr9T7ml4njdGiaRJ29cSmAtoyF0KRDh2YmQprl0hyMboNYTmOTjdQnXwA0RqyzfpUSrW+2mOP0MgT8Hp48S6gdBchNNtRHo7ANn4B4NWCNPItPxTvuS/rWqWWB8gMGcOyvk8b7gQUij7Ud0PtKAaEZrnkYl/UHTgqT9+/P2Yj33ofUkL+tOm8+Dq3VTXpIY88KTqaIreW2TQqVXfWR059xcfeBpBjCntaolFiyfx+GMHAdixo54dO+o57/y53H5bx+VtlZUBzU1DG3hSpUPQCeCqT7Ug5hBJIORoHdbk+qj7mmXKfowsIgk+CUpMUlszhH40eSly9iRZT60BKIvTTUR6B6EMXeHs/hARqoJv0ZB7B3A4XwfP0bEDe/JeYpiLI7kOtXIKsa4GJV9wvTUg2Lk+bgorJyT7DoBygOb4I2TcT6i0VxGYcwY0Xm9EaqgOfpQPPt3T9wHegA2vcKw3LPhi2543dKzMJ5Cn5b+rQwhJnhq1ypBzv0WpJ+v+ROw2lGGWo5vIbAI5h6z7XyK9GWU3WfeLtqATQKT30RR9sNf25E4PFL2kpX1AUSTlC8p7Y0KF/QS14V0EcjGOreTcXzDMJtY1g7pkpaIy4OGH6njFq04hCAxnrJjF0pOnDdr5etIS/z8i/eugnyfSu/213QjS2lGuVA4e7JqFcvddOzj7nDmce95cZs+u5bwL5jJ9RnWX4uQDYa1gbdcgWhj2fPsporz8tXeSBHU6/h5U92A4NV/cOtPxNQ7mi4I/gtJCrA+SLAPrbflYKWSBaoS5GBaiZHD66CCer3hGZlAbXodhIZDDsAzDUgyLMSzEygqMLE2y7TkBw0Ji3YgwFSvL8kXVe5JFNSzZ8jWnj9AYvZLG3BuJdVNJxuyOSBXVwQ+wsmLQzuEd5QNPXhcittxT8LwxJW1fASQdWmJ9AEPXYuKquxHSRLoKp/uGeIajl2ozUXw3OXd9H3s2kXO/oTF6LU3Ru4jcXR26b6k20Jh7EZn4WyWa1xGc7i/JWJ43XImEGJlOyr4GSBOYFSAhQpqW+H9Kei6nu2mK3o9qI9/53mU85cJjecWrTua7195PEAz95XBL9DWy7mdDdLYGHIN38+aVVlOJs44O7O8aeIoixz2rdtDYlGP//ibWPrgXY4SVZ87i9GUzmDmrhlNPn87xJ/TdES+V6v6+obY2TSrd9bXOGU7tfe3aRlIVG7t9TdmDYw2xrsLpfoRJnfZoABry2SutQavDtGYTD55GQFCOkAS7SllbqrRExlGT+g6V9hso+/OZTQqExPoITh9C2YFjA45tGDkOYQKxrkZ5so+xY2LdmA9slUak/6YhdynN0ccG7dpXpJrq4Dpf82kI+MCT53lemQXmHMaF91NpPwvU0F2XEOUILfEXiNy9RO7fqA7fC5uRJQJypMxLEXouSHxUEzl3A43RK2iMriQTfxen+2iK3oljCyLTSzKrwJyPakPfO3reKJDURMsQuVXE7gGUg2TdD8m5vw94bFXF6ZNARMq8CpFqrDXs29fEk1uPMH5Cmv/cvGXA5ylES/wtMu6bQ3pOp48P6fm84tUdyfS9UwnEsfLg6t1kMjGNjVkOHWzhnlU7eWD1bvbsbmDNA3vYsb2OM8+azXnnzeXEk7r/jMxmY2pqUl2WCB4+3EJzU/+vVY45Fi5/2V/6uXfrcrrudL69PdjvOfR2vt4oT+a73YGRk0pwvsGVss+mNryRCnsVyuF8YLoeKyuxcmY+q2w8Ttflazr1Ldb7kuYQ1GE4rYSzjci6n1Gfu4iW6KuDUoD8aPDplJKP7R3lA0+e53nDgEglKfsyqoIv4dhIdyX4kq53jQTmAn8TUSIitVhzCrGuRylsmZzTx2iJv0h97kwivQVIEcjyAc8p1q2gE4n05gGP5XkjgeQzErLuJ6Ts5dSGt2HkRJxuHfjYIjjdiZE5BPluk3V1GdY/vI83Xvln5s+fyLnnzR3wefpDVWmJvkQm/sqQnK89p9v63skbFrpbGjeYgsCwYOEk5i+Y2LbN5ZOS6uuzrLp7B7ffvo2DB5q7rT9lrZCusJxz7hxWrJxFRUVxJYS/++OdiPSvHpOyi55rN/WcUVWcgO4rlXftAGhYQCDnlvj8gyOpNXolteGtVNgPI8wk1nuIdRWxrgIK7/Yd66MkHfA2AiGGpUCpauc1kXHXUJ+7iEz845I/gBWppSr4EUYWl3Rc76gxW1zc8zxvOArNMwjlJiK9E2VHp9degtMtSQBKZpVphqNPrGuJdR1Q/FM0w0KsWYKRY7p9XbUZkcpuX+sscv/EyHFk4u+QMq9FpLSFZj1vuIn0fgBiXUNL/C3S5i1U2S+RcT9BVQf0N5CJf5ZfzgyZ+LvcevMsGusWAclN9ctf+nt+8/sXsXzF4L6nqtbTFH1oSGo6dcfprrKc1ytMQ0OWlpahzWiOIseRwy2IwOIlk5k6tYo7bu8aqNy9u4Fx49NMnlyJtcK48RWEgUEkqRnVWqzcGDh92QxqalJJsDX/86TTAZueOMSuXUk275LjJ5PNxmzdcoTj5itLT/tXIbNGmIYWERzpnwqghSRHo6f/HjEdO7kJlcGnhl1Hu74kAahXkzIvIet+QSb+FsqBIkc7gjIOYT7K5rbleqjiWFeS+SoHaYk/STb+GZXBJ0pagNzIBKqDn9CQeyHK9pKN6yV84MnzPG+YsWYRzu0i1o6BJ6fbqLDvL9OsRqdYnyAb/wCl2KUNAZX2k0ltALGIdH0CCuDYhWiIkb4zK9L2DTTkXoGyD+UAQt81NjxvJMvE32739VeI3Vqqgq+Tc38CGqmwn8TIxJ4H6IFqhDCz7fuc+xcbHn4pH//I0ZputbVpFi+ZPKD59yXnbqE5+tgg38gYesv0cLp7EM/tlcrBA0Ob7dRqz55G9uxpBKC6OmTKlCqOHGnpUo+p7kimz6WAzsEDq3djDFzwlGOJYyWTiXn4oaRGT01NioaGLI8+kgQ3KqsCPvelPSCFZR0rRxCmouwjqeNUuiVYQk0+C7q7v6kQYRLCsSjb0HzgKW3eRGDOLtkchlprt+UkAPVrMvF1+e53hcqirKM1S8zpFqycgNGlODaTBPIGvpzUsZHG6JWE5nIq7ccQGT/gMSHpNFwd/ojG3AtRDpdkTC8xskKynud5Y0DavoGq4EtU2E/TvhtLzv0V55/AFC1yD5KNf91p29049pAUBC1ESFXwfWrCv5GyL8OaxVhZ0OPeVub3K+h0dP8FgCCU5kLK84azztk4kd4JBASygpy7gebow6g29ns81ZjYrSPWtSibUE2W5NSEv+H2Wx3V1UffV8+/4BjGjUuXfHmTapacu5GG3Mtoil43BE/Pe19e5NjZ6+ve8DDUy+y688Dq3ezf34RzyrHHjeec8+YybVoVEyZWcNY5czht2QyOPW48fSUiOgeNDTnq67M4p5y0dCqLl0ymublj8fTmpoizzm/fzr6/GY6ZfNAJksLihajFyqlYWYlhXv6sR4PUSvvmHjb/P5PfbwrCXERal/yBldNJ2/cVOIfhSaSStH0NteHNVAXfI5ALKSxk0EJr0EmYizApKQjPQxwtvr4MQ2mKeefc76nPPZPI3VWS8SC5ZqsKvk1pOiL6rPVWPvDkjQrOFdfC3POGKyPTCeV5BHJOW4cQZRuZ+DtlntnIJVQSmAs6bMu5G0mevBVaEyJNaC7OF0UemOQG9R9kot8SxfeSczeRdT8nSeH3icne6Fcd/phALuLoZWkjLfFXqLAfAgyR/oOW+Ov9Hi8Tf4P63PP59Cfu5hMfmUY2l2177de/exEXXXxc2/e/+dV6Hn1kP1Evnbb6SzUi526hKfoAdbmVNEXvyNdKKb+kwLo33B0+PHyuZ+NY2brlCHfevo29e5toasxx953beXD1brZuOULtuDTnnDuH2XN67hp377072fj4QR7ZsJ/77t3Fmgf3sGhxkmE4e3Zy3GteH2PD9pk1rUGLCQXMtn0NpiqSQFF7ptN300kKlDfls3Cq80Gkrs1dDPMwnEDrdYJyECEgzi8Rhkoqgy8jMro+r0UMoXkq1eF11Ia3kjbvQphR0BhKC0o2X7B8Gcl/pxhYjYhgZQVC+4d2xQVplN00Rq+iJb62qOO7E5gzqbSfKMFI3dUHG5tG11+IN2YZU1HuKXheyRlTQ5q3Eun9ZOIvAZBzfyFyr2wrkuv1X3P8QSqDr6Jah8g4VDM4fQQwGObi6H8h46CEbXdFUoTydDAQ6yaao08DjkDO8fWdvDHBynyqwx/QFH2EnPslAJH7NxX2g4TmOQRyAYE5v19jNUdfIOv+l6a6y3j5y1/MkuM7LlVVVe66azvWCs9+zmLi2HXZp1BO95CNf0TW/a5TpsRwUofTvRiZVu6JeL1obMj2vVOZZLMdu8jVHclw5x3bEYGFiyYxeUolYZAEeFTh0KFmjDFMnFjB9m11bN58mHTaMnVqJeom8+ijBzjr7Nm87FX3YWUlIMS6FmE6Rmbg9EmsLMmfzeQDPVmEWRiZAwiqh3E8ShIwioEUVk4CrQTJARnQAEihNCCSBGEdW0AjYDyGJYhUEOsGDHNRIpStCJNQDrYVyqZtJjOJuT9/Pqi0H8fKvEH7vQ8HRmZREbybtL6TSP9JJv4hsd7bjyMPAjGx1mCYiuFMHEkwPtb7gMlYFqOkcGwAppIEDYupSefIxF/G6RNU2i8gMvBspZR9GZGuJed+NeCxPB948kaRgRYg9bzhKDArEVdJhi/lt7SQdb/wgaciKI5cfAux3kfavgVhJiLTUT2EyBQooINWrA+Ti/+OkiFlnzvwuamSc7+nOf4krUsGQvOcAY/reSOFags59/u27x27aIpeS2ieS6xrSckLOuwfu0fJuRsJ7fPaMg9j3UjW/S9GTmLmlC8za2qaTPwTQvNUjMwGIJOJmT69mvMvOJZNTyRt1uPYYW3hiwBUYzLuWjLxtZSiZslgi3UtRi4p9zS8XrS0xH3vNMyowsbHD7Kxh2a71goiwoknTWXixArq63Ps3FnPuefNpak5x7HzDxHrPfllb7NxbCTWHFZmoNqMYwtWFmKYC1Th2EysD5As2VIMi3A0YJiIUEPyaf8QolNwPEZS/6khv++JCHNQdgM54BDKFJJspiyOJ47+XBxs91McXR7o2NL2dcq8mpR9SSl+jSOCiCWUSwnNpUTuflrirxJrb0vcWv89H8jn/aSB04AH27bHrOVoYK8RI/MH1Awh5/6A6hGqgmsR6ZrBVqhK+wliXYfT9QMea6zzgSdv1HBsRnQ8QohIqVp3el75RXpf/kIpqRESuVuJ3P0ohzGcDNKMlWPLPMvhTTVDTfBTmqIPkrLPJed+iZXltH4MGplOrDX0p06ElXOSuhIyHkvPSwwKEevdZOJr2s4vTCc0TyvJ2J43EohUUBNcT8Z9j8jdhJIj1k3g/kbavqPL/o69ZN3PiHVdfinHcUAllfbzhOaZiKSTcZncYXlIRUXArXe+jltv2cqG9fu56sM3ccvNW7n4ksIyFlRzNEVvJdKbBvJjD6nI3U1ofOBpOBuNz0/jWAFl/cP7Omy//75dWBtRM34jRpbidDPCNAynIpJG9QiO3YAj1g0c7R4X0loD0cg8nO5HkHzmU9y2sulo4CgpOm7ldGLdBuwHLFZORZmD03VowauhKkjbt5M2byv49zFaBOYMaszPyLmbaYk+1yFo19WBHjrlzQW2kVyLLQE2Ag7D0nxNqOJEehNN0TvywaeBhTtE0lQF36Ah9xyO/hv0iuEDT4OkNfvGZ+EMHcMxQJMPOnmjjpHppOzL2pbbKbuJ3C2A0OI+Q1XwDV+7sA+xPkysDwFZsvFfsHIMoXkqTjeT0YcIzWU43U2sq/scK5DlVATvLun8AnM2IpPzWVeWyuALiPglxN7YYs0SqsyX+7evzCMw52NlCS3xtcR6JwCBnN8hAyFlL+tybBAYLn7qPC5+6jwmTqrgD79/pODAU3P8kR6CTgHC+AG0Ix88kd5e7il4faisHDu3Zi0tEVe82AG727outhUL7xQIEiZh5IT8d3G+ccDhfOZTb0KsLCPW1iyp6Vg5jVgf79fn/VG1WDkWI4sJZDmBeTpGJhVw/OgVmosIwvPJuv8jE/8PypECjt6GMBsjs3HakCy5031JgxWtIClUXpxI/0Vz/FGqgi8WPUYrK/OptB+jOf7IgMcayxfsvrj4IGkNNvmg09ARCdqCTqp1yZNSzxsFQvMs0I6ZOBl3DRl3DdacjpLr4UivlXKQyN1GVfC1fGZEQM7dmm+XDE3RB/t1EWrlDAJzITl3a8nnmNSwESrtZwnNU0o+vueNJkbmEMglpMyrqQ5+CowDUpgCsz+PPXY8a9fsQQtIeWiJv0XO/a6HV6NhGXQCcPoYTneUexpeLyZNrir3FIbUuRf0L4NEZDaqjcS6lVjXYGUZQt+BHyun5Av870WYhZAl1geB3rtkWllKhf0A1cEvqQ1XMz61hprwT1QFXyZlX+qDTp2IBKTta6kJbyZlXk3X4u49U46guhdlE4YZJIHFxzEsJmmyUryc+w0t8TUDGqNVyr6UQJ5egpHGbrHxsRNW98YU1QB0TiHve543rFmzDOOO7VQAu5KUeSmBWVa2eQ1nqjEiyZtAzv2DWB+kOf48KfP8pPgoVYgasgU0s4r1QZqj96I0EZnLMDKNlHlt27KegUib1yNMIWVfPOCxPG+0i3UrRs9AaSQwp1IdXIsSY2Ruv8e4+87tvOnKG9izp5F//mMTT3/Ggj6PybnbyMRfG8jUeyEM9k1Jzv2btH31oJ7DK95xx40v9xRK6phjxnHSydNYuHASs+fUMmlyJbU1KaqqU6RShrnHNlEdPAOlAad7cbqRSB/A6Qbad5t1ui7/1bh8BtP9GE7sVIepsxSqR0iyEGcDGZRDvc7XyBIq7EcI+9nMwOvIyAQqg0+Qci+nOf5UWyZq7xpwbWUOApJ6WvU4DlCK98NM/DWsLCY0Aw8aVQafpSF3/7B9uDDciRbyiMfzRhjVRkSqyz0NzysJp/uozz2FjqnHtdSEf8IwEaUeYUZbsGWsy7l/k4m/TSDnktO/4/QxIMDIIqrsl8m5G0nbt1GfOwcrZxHp34s6T9q+jwr79qKOjdwqnO5H2Udono2RgXXX8ryxJHL30xx9iOrw1xiZWPDxf/vrRt7yxr9w8EAzIvC615/Gl776NMKw+/dQ1Qbqc0/PFyYejgKSgss9s3I2NeHPhmY6XlEWzfsme3b3npEzGCZOrODQoeKXNkGSQXjJ0+dz4UXHcs65c5k6rbhrcKf7idy/yLo/5TOW2t+uBhiOR9mLsje/zSKM6xBYMpyCSCVOt6Hs7OOMVVTYd+cfJPm8jFLJub/SHH22H7//zqZj5VicZlE20L/mDa2Be0P7oGWihprw+pJ0H8zGf6Y5/q+ijw/NZVQF3xzwPEYiv9TOG+UGlqLpecOJUEXavLHTVkcm/hZZ92sao7eQcd8ty9yGG1UlkDOxciIZ98180AmECQjVSTc76oEKjJyEcgSh8CfNwmTS5pVFz1NkBi3x1QhVCIXfOHveWJaJv4ljM6p9NwXoTFVZ/9A+jhxuyX8P133/QW7695aez+d+NIyDTtBX0Akg1ntwuq/P/bzyueji48py3oaGbFHHnXDiFD581Xncde+VrHvkrXztG8/geS84vuigE4CRKaTsS6kJf05teDNp81aE1gczEY6H2gWdkoYc2hZsqMXKSpIlW6v6CHoEhOaF1Ib/JG3f4INOJRaaZ1Ib/itfhL2QDnN7cLobEYeV0+hfXaRjgfl0DToBNNAUvQvV4v6Nt5eyz8HK2QMeZyzyGU+e53kjhGoWpYGG3HNQklazwiRC8wKMTCGQc3Dsxch8VHdj5YyStJIdiZqjq4h0NU4f6fKakROpDr6LagNN0ZtxPElyQWQprGNJNdXBdQRmRZdXYvcYsT5Myr6gm+MSmfhHCJUoWdL2VQWc1/M8gFx8G0iE052k7Stoib9B2rwRkd4fOm1Yv483v+EGHnxgT5fX/vWfV7HyzNndHleXfQrKtpLMvZwq7FWk7ZXlnobXg3/9cxOXP/fX5Z5Gr+bNn8AVLzqRF734BE44ceqQnFM1R6T/JBv/Jl8oP+5hz9aAV29ZY9WkzItI29djpPu/d6+0Yn2C5uiqfAZboUqzDDlt3kJF8IEBjxO7dTREzyvqWJ/x5Hme5w17IimMTCJlnt+2TTlI1v2AlvhqYt1AaJ6KMJ6cuwU3jG+QVGNUG1AtoMBSASrsx/KdLrtyuo3IPUBL/NV80AkgS6FtctP2bQRmBZHr2lWnOf4EScvnjtr/vNn452Tdn0iZVxR0Xs/zEoE5G9QlHZCAlHlZn0EnSNq4V1WFzJxZ02H7xEkVnL5sRrfHON2Nsg3DwJdqlFvW/bbcU/B68dRL5nHa6dPLPY0uZs2q5W3vWM5Nt76aNQ+/hY9/4oIhCzoBiISE5llUhz+kNryTCvtJArkQqOm0ZyM9BZ2MLKbCfoxx4R1UBh/3QachZGUBNeEvqLRfIGkG0V4lvWdEFRJ0Cunu+gsg475H7B4uYKzuWXMygZw74HHGGp/x5HmeN8JE7l6aovd3evJuCM2lVAXXkIm/Q0t8NTXhTVg5DqdPIkxBZHh0y3G6l4bcC/J1jZ6P08cJzeVdsn5U61DqMDKnyPPsoTF6I04f6ubVgT89qw5+TWCWE7uDiEQYmYbTHWTjn5Nx385nVn27rdhx5O5HtR5rFpN1fwCNCc0lWHPigObheWOVaiMt8eeoDD5b1PFbthzmPe/6O//+52YAUinLzn3vJZXqWuMpcnfTGL0cK2cW+cR+eKkOfusbUwxj/7l5C8991i/LPQ2OP2EKlz5zAZc9ZzErz5w1LLt1q8bEupZI7yR29xHrIyj7AIMwBStLsGY5oTwVa44v93Q9kuvA5uijRPrv/JYAw3yULMqWEpwhBCYAXZcVWzmN6uB3A/63nIl/Rkv8scJnNoYznvxCVs/zvBEmMCswMgfVAMfm/NYKDAtRVawkNxM592eMeR2Z+PuAEpgLsXJ8WZ/wqTYRuVUkKfIRufyT9zheC2QJzRUYmdC2f+TuQmQqgZzZr0yG9oxMx8r8HgJPA3/m4nQrsBwjE2mJP0OFfReZ+Cdk3feSM+genO7CyFwy8U+J9SGMHIO6/fmi5yuoMO8a8Dw8b6yK9YF2dV0Kd9xxE/jDn17CO956Iz/50Vqy2Zht246wYEHXVumt3bPidu8nwqwiiuYmy32dbgGaip36gGXdj3zgaRi78KLjuPCiY/nPzVuxVojjwc8TCEPDSUuncsbyWaw8azYXXHAMs+d0zkwZfkQsgZxOwOm+m/UIYWQa1eH3yMa/oTn+NElnu8dKeIYc3QWdIOlOnHM3kLLPGdAZrCwd0PFjkQ88eZ7njUDVwXeIdR2NUWth6yYy7hvk3PVUh79GmEsgy3C6HWEcWfcrsu6XhOYKKuz7MDJ06fGtnO6nOfoQkd5E19R4JRNfS879hergx4jUIjIOa1bSkLuEQC6iMvhcQV3fIndP/uZucMT6AHAFIkJl8DEy8XcIzYVtgafQPJ3ArAQgMBeQyX0fI9uJ9X6E2qKzNDzPSzjdTmieOuBx3vXuM3nwgd08tG4fUdR9IOtoAfNGhDko2xGCgkPYhuNQbcLKyWXNnMq5v+J0W1tGpjf8fObzF/OUc380aEGnY44Zx/IVs1i+chYrVs7m1NOmU1Hhbw29oZOyLyIwZ9IUvZtYHxyy82birxOayxApvuqQkVndbBWS8Equ6HFHM//u4nmeNwKJ1GLp+rTFsZXm6MMYmUBL/EWMnEjsVqEcSI6jCtV9OMIOmUVDwelWYt0AQMq8gKz7aYfXlUPEeoic+ysp+2IAYnc/EBPpv2iJ0/1OT87E36cl/jylyGzqiUjHGhxKljjfPS+Qp5O2b0u2a46m6C0o2xBOQ5hGZfChHi5aPM/rr5R9aUnGWbxkMp/8zEW84Dm/YvX9u1mypGuAW9tlJynbAdpqxBkW4NhCz8WOWyU3JcpGYq1vC2CVR0xL/G2qgs+V6fxeX045dTof/Mi5fO7Ttw94rKnTqjj1tBmcvmwGZ5wxk+UrZjFtevFd5zyvVIwcQ3XwK1riL5N1SYb+YHNsJtJ/Esozih5DmEyypK99kEnxQaee+cCT53neCKXUUWE/QTb+CY5NbduTjKJE3GmZWc79E+UgsW6iJvgZIrWDMzdVnD6GNUvatllZTFVwNUodgVxA1v2O7paaRHoboT4PkTSheRYt8dUoe8m5v5CJl5O2r+nxvLFupCn3pvxN4GAyhPJscu5WjByLlWMBQ9q+BtVDpO3bEQmJ3N00Rx9pm4+VuVQE78TKwkGen+eNDU4PYqTr0rhCVVeFVFYGzJ83odvXlSM9z4F99B10MoBBpDp/X3UA4cQhuMXqWc79jljfnH//8oajD33kPKqrQq695j527Kjvdd8JE9LMmFnLnLnjmDdvAgsXTWLJ8ZM56aSpTJ/ROcvY84YPkZDK4MME7iyaow+0PSwtXhrI9LpHNv4ZoRlA4EkMwtSilluPVT7w1A9J/fVGRPp+047c/QgprDl58Cfmed6YZmQOaftqIncbTjf1fQCg7CDndgA15NwN+aUql2HNiTg9TOT+gZG5SbeoARARIncbohMRpiIiiNR26AJiZQGxrutybM79Bad7MLIQ1d0oe9tea4k/Sc7diJWFWDkFx36sLCJytxDrlnyqdmHd6Yr6+ZhETv9GwBlk3DdImVdgZDGx24DIVERCmqNPkHW/B1qX6Iwjbf8Lke67rXieV4yBd8asr8/wnWvvo7k54sCB7t8/nO7qZYS6Ps8hzEGY2KGzpeNxoBboPaAweHK0RFdTHX6rTOf3+uOd7z6Td777TJxTWloi6usyNLdEOKeEgaGqKmTc+DRh6AsceSNbaC7ChjfQFL2XWO8qwYg9B6AivROn+wsq4dCZkanE6gNP/eUDT/2QVL3v35MCp9tx7ERdBiPHlqWOiud5Y0tongMuS6S3FXBUA83xR5Mit24nGu/HcQin64EKqoIvE8hTEUkXPa+UuRIRQy7+N9YsQ3U7SiOBOQvVOqyc3W3gCSDW+4j1vh5eu5dY7wV+QZLmrEBU9DwLJcxFSJE2V5J1vwQMmfh7OLZRE/yZlCwCIG3fjNO9RPo3AAyTSZbaeJ5XKgO5aQBYdfcOvnz1nWzedBiA+vpst/s5fbTocxiOBcbll+YdavdKLl/raXXRYw9UpH8lcncN+GGDN/iMEaqqQqqq/MMLb/QyMp3q4Kdk3LfJxP9Dcdd3SbBJmJ7PVu0uY9URuVtI2SuKnqswoehjx6LiK2p53UrZ51Fh34rIJCK3Kp8t1ZFz3V/UeJ7nFSNln0tVcG1+vXlhnK4n564n0jvyQSeAFpqid5DJF8kuVmvRxtA+FciAVJN1v8m/WpkPHnV7JEZOBFL9OEuOoQw6WTmbwKzIdxNswch8ACqDz1ET/Dyf2ZU80zEys8PyHCVqe83zvNKJ+5nx2Z0zz5rNb37/Iu5Y9TqqqkK2bet6g6LqiAcQeHIcyC8dOdTNq+UPIjRHH0O192Upnud5Q0XEUGHfTnXwC4TiOzErh+ktKzbSO4seGxi0chWjlQ88deJc3+nS/WFlPin7bEQE1WZUj44r4lNhe9M+Dd3zvP4RqabCfphALirZmNn4l0Ru4EVNAYzMAAxOt6Oq5NwNpM076Jx4mzKvoCb8N7XhDdQEvy/JuUvJyDFE7mbAkHN/w7KYlLkSIxMRSdpOqzahWk9L/O0OqeK+jornDY7YrSVyPQWy+yedDqgdl+JPf3yUurqOQRjHNqClyJEtluPRHlp7D0Uh3b44NtESf7Xc0/A8z+sgMGdQG/6FQC4dwCi9BJ7c3QMYF4RxAzp+rPGBp06MKf0/IJHKthuS5PuxF3jqLvOrp/0G0trS88aywJxDVfBNrJxKpf0SVk7Lv1JV1HjKThqjKwd8QwfgdCfOHaLCvp9Y70UYh9JC2v5X2z7CXCrsx7FyXHIMvdVUKY9Y1xCaF2GYTWiehdMtBOaEDvtEejd1uZVk4i912N65C57neaWRss9v6yhZrG1PHmHP7ka2bD5MNtOxULjTJ4oe18iJOA7SU6cj1caixy6lrPs+OXdT3zt6nucNIZFxVIfXUmE/Rf8y4cHK8vxXdUDP77HKLpxuK35ufqldQXzOvzckkjpZRyUBpq61Trrb5nle/yRZRVAd/AqwOH2SlHk9WfdTYr2nyFEjYr0fq2cMKCgsTMJKgDHTgKRQb87dRNq8mUBWoBzEymlthbdz7p80R58o+nzdMSzKPwQQnO5AiwhsqTaCQHX4K0DJuB+Rdb8ntE/F6T4id3OHroLtOV+A0vMGjdBza/hYt6C6n8As73Gfn/x4LQAvuOIEpkztGKzvb/OGjkKsnIzTg2gvXTYdGzAcNwSdOPuiNEXvpSb8A1bmlXkunud5HaXtKwnkDJqit/fj/dJi5SxiTTKahFk9dp+L3P2k7Nyi5iQDrDE41vjUkgKodv+0yitcTwGm/mZGeZ7XM5EUIpaK4D3k3K8xMoOUeS2BXEzKvLzg8VriL9EQPZtYtw5gThVtQSeApugdtMSfQNmHUo8wOSkCqU0AZOPfFRUY6vH8jEdkPGCI9eGixhYmYWQiTh+jKXoPydtVGseTZOLv0xJ/rMegE4BqT0ttPM8bqMCc0eNrTrcR9ZLNs3HjQb759SQ4f/4Fx3Rz/OaC5iLMxnAcqtpL0CnAyjLAITKpoPEHTx1NuTejWq4ue57nlUr7Mi+jhTUnUBP+idBc1seeSqwPAxMQ5qC9ZCbFuqbo+RiZ1vdOXpsxG3hS1SKCHD4bZyCS33nv9ZuSmljOB6A8r0Qqgk9Raa8mZV6Akdlk3R+LGEVx+giZ+Cu4EgVP0vZdCONpyF1GU/QmGqOX0By/h5b48+TcP4j0HyU5TyvlCE63EOt2TL7rXOFjHCTWtfkuVHeTdT9AOURSP0AxLOn1eMdmVLvrrOJ53kAZ6fmJdWjOpyL4QLevtbREXPnq62lqyvH2d67ghS8+scs+/S1ebmUZVs5EmI7jcRwP9LJ3hNNdwExifaRf4w8Fx0aaovf66zDPG+Ey8Q/KPYVBIVJDVfBNKuzH6Kk5Q6wPAhZIo2wnaezQfZAo1oeKnws+46kQY3ipXeG1hHrqRqTqxnRdop6WzXWW7NN1P+eaMKYK1aTjU2+/S+diREy35xvr/x08rzutBa2tnEylORkTL6El/jyBnE6ka4D+P9nOuRsQplEZXDWgOSUNF/ZjZTmOzYTyIpQd+YyiBTjdjGEeSkRozssvUUvj2IzTxws6lzAxH2hSVA8DjfngWUhPNVf6knPXkyyz+yYQJtlUTMaxp4+5TAF8BxTPG2yRuwMry1AyQH2vQan3vOvvPPjAHs4+Zw6f/cLF3e7jeqwfNR7DVEQm4XQ/sa4nKUJe0695ikxG9TFgeHU7jvTfZNy3qLDvKPdUPM8rgtOdZN3vCdy5BGZluaczKNL2dVg5mabo7d00b8gCWaycSawtGCbieLLbceICryvbK3SpnTANelkWPtqN4cBTDtWgJIW+fbDD5YNG6aKONiappdA5sNf6tE1VMcbk9+35v5f/7+B5fQvNeWTjyaTsS4mjdQX3U8q6/yPlnoc1Jxc9B5FKUvYKUvaKtm1JF7gvkDIvQ8SQtm/ucIzTvWTdr8jEXyvoXMohlJZ88chDGE5D2UyxQSeg08WLQ9mPkXlYnY6IEukddNdFJTAX+fcpzxsCRk5E2Y+SIRv/lsCcQ2gu6LBPNhvzyY/fws9+uo65c8fx3e9fhjHdPBzTnfnMxq6sHJcs0+jyRtrQr3kKVQy3oFOrTPw/BHJ2r0sYPc8bnlQPAhlG+2qdwCynJvwTTdFb81lOHanWY+V4Yt0GVNL9e3MdTg9iiljybJjar72MnIRoGqUOtLj75dFgzF4BK43EbmO5pzEqiFicbse5ZlTjvg/o97hH3yz7WqLneV7/GDmGmvDfGOaiFLPsK0vW/arknZhi3UTavg1H1+5R2fgGYl2DYRZVwY8KGNViZUXbd8J8kpu8Uix3CxFmA8l7XqzrQeqI9F56at0btHUZ9DxvMBmZiJG5WFlIZfChDkGnOHb8/GfrWLns+3zrm/fy7veeyV33vZ7j5k3sdqzubmaOqhjALFP52qHD9VI8pjn6EKrDMzDmeV7PrFlKTfgXcu5P/V4qPFIZmU518AtC8/wurznWE+sqoAnDRHpamqdaXE1RkVq6ZrgKSZALwCQd9rQFREFCkiWAY9OYzXgyMgljJ+GcA1rasm684lizYFDGFRHf6c7zSkzEYjiRtHkbkd5LrPcWdHzW/Zyc+yspeyVWFmJlJUa6v2nrr8Cc2strZyQ1U2QLOff3fo8pTAYENEOSmbQJSrIeX0gyppry3xusLCbW3uq5gJWlJTi353nF2LG9jttue5KvffluampSvO0dy1l2xkyWr5jV63GRu6Pb7YZjiHV10fOxclq+qO3wfbDmeIKs+yVp++pyT8XzvAIZmYqReWTir1EVfLPc0xlUImmqgq/SHE0i667rZo/DOBrpKdvdcbDocJCR2Th9tHUmJEGn1utDl782dKCWZPnfwiLPNPKN2cBTK2MMqql+1yny+s/pXmJdR2ie2q/9+/PfwP938rzSSLrevR+ne6jPnV3w8cohMvFXWkfDyEmE5hLS5u0lWcLcYa5MIet+hOqRJE2533Pci2oVIlMxmsFxBOUIRk7G6boiZ1OBlVOI9d788hsLVBL3q+vV2H3K5XlDZduTR6iqCpk8JXmgeMftT/Kp/3crd925nXPPm8s3r30mK8+c3a+xVLPkXE+NDiZCDzVD+kdJlsIMb9n4OlLmVf7ay/NGoMjdQqSril5KNtJUBldB1EzW/aKbVxcAPTVyaC76nIZ5OFoDT8n7upXT8/eshlgfI3mvz18DSlT0uUa64ZrfO2SSNGdLNwv0vQFKWkzmiLXr0pnuFBt0UlWcK75ei+eNZUamY6T3bmx9U5w+RCa+DuVASebVnkhI2l5Jyr4SI8cijC/g2GmAQWldGphDNI0wh/4WAG7PMAunO4BahJlYORVhHEefbvUwD2YzlgtKel4p5dxNPXbYnHvMeFRh06ZDvPZV1/PMp/2cu+/azv9ccyl//ecr+h10Ss5zQ4/vaSIDWWYHI+US3PFkH8sNPc8browsALI91qkbjSrspwjkKZ22GqzUAj3VVyo+sG5Nx2toYRaxPozjQWJdjeWkfD0/H2sY8xlPImG+iHUL4JfblVpoLi3ZWD0HphRjul+z22VPnzHleV2EchGZtjTh4lXYt+cDzoNDmEAgZxKbc8m5G/t1TKz3AGBYjHIYKyeTBJ8qEOYnWVHs7v8cZCpChDIB1PRzqU0l1cGvsWZmv8/jeV73IreWyD2ImBqMdC3semB/E6ee9B3q64/WJvrIx87nda8/raDzqEZk4msGOt2ex+9nAfLhIHK3EJjTyz0Nz/MKFJrnkXN/BK0Z7XXG24hYqoL/oSF3OY7W+lau17ISMoAYQGieQyb+PrQ94GzBymmoHkBkYtLJmSMIE1Faij7PaDDmA0/QGtCoKioooXoEkf4/ffdKT8T0+79d6z5JEXTjg1CeB6TsG8m633XTjrZQgx28d2Tdz8i5v/Zzf4MwCSMLiPUBDCfhdA9G5gCCUofIVFT7H3hS6hFqQHM4emqx3lEg5/ugk+eViLILkcq2FuHJElzFyARaWiIufdrPOgSd3vK2M/jAh84p+DxZ93McW3qZR/FLM6AW189s8OEgqUXled5IY+V4lIhM/BWqzNXlnk4HqjFONxDrw8T6aL7hTRphXL4+1SwMx2FkfsGd00XGURV+l4bcC+jayS6kc60nGcBDUyvzqQqupil6e/JzsY9YDyfn0KPnass6G8Nd7cZ04Ek1l894yqFqMKb/9TdUXT7gUUMhsQvVTMF/PKWgGpe87spwUmgAaTT/LjyvUEYmYuUMIv1b0WMIUwhM4Td3BZ1D0jjdSf/TlQUj84h1FYYFyXuvJsvdHA8le+hcDEvarc9vf/Q0lL0dtjldj5UzcQUsKTQyvd/7ep7XlwDD3LbvRMa3Pcj/xtdX8egjyd/mhAlpLnn6fD79uYsKvkZwepBM/LU+9lkLTINO7xH9YeWEtmzMkWC0d8XyvNFKJE3KPK+fdSiHRqybycTfztfP60/dTouR+Vg5CSunYOU0rJyISKr3o2QBVcHXaIreTPsmDlaW4XQHyva2be0/U4oRmmdiZVm7LPjWwFYVSTfldg8qZOx2Ch3TgSeRsN3/K85FGNO/X4lIsja/kGAVgGMblqGvZj9aAy2tmU5+CZ3nDYw1JxLFAwk8VTM069cL+TuPifURYDJKDqerks3tpuno6WIsjZFjibXrTaXT7Vg5jliPAH0XiXS6p4A5e57XG8t5ZPWnXbZf/YU7+MbXkmDOkuMnc+PfX87UacXVVWuJv5h/+t47wzRcEYEn7eZ9ZTgbjNp9nucNjQp7FRl3HZG7j8AsL+tcnO6gIfdcji5LSwjje3nPjXH6OE4fJ8cf89vSWDmdwJxDKBdiTfddg0PzVCrsx2iJP3l0NF1F+2tJYXIJavZBVfBV6nPP5miGVRWGCTh2tNsrQMdwqaeRUdlwCIhIv4NOOoB/MWO5heJgaA02tQafPM8rTtq8Gij+g9exF3RwOzSpRij1BR1j5USsLETz3acMx/fzSEOsD7f7bh5Ji1xQdhDrWvrbBt1I7+3aPc8rgNSR0z+h2vGp8f/9eC11dRnmL5jI769/cdFBp8g9QM79tp9zKXx84Zhel/ANT2O3C5PnjXQiaSrsWzHD4B5UyUA3dY76E+g/ygIZYr2bTPxVGqLnUpc9j+boC8SuawmEtH0Nafu+jiNIawBOMFKaUghGjqEq+EK7LU04ttLx/TNCZOzer/rAU1GSmyvnRvYHsWqUr3U0OviMJ88rnsg4AhnIUjlDXIIC5a1it4Fs/KsO23Lu98R6XwGjVBHrQ6juB6rzFxoBVk7rx7HNdOxUJ1hZipVlWDkTK6fTn8BTIJdSYa8qYM6e5/Uuxul6XLtlEgBnnzuX9/332fzn9tcw95jiam+qav7JeH9vDAq/jDYyo+BjijPwRQ3ChPz/F94B1PO84cXIhHJPASvzqbSfY2AhiK4NpZSdZN3/0hBdSkPuhWTj61E9ep9eYd9Opf08kCzPO1poXDFy7ADm0mlm5lmkzOtKNt5o4wNPRRCpQFX7nSE1XIkEiNhRFXzyPK94obms6GOTG5O4ZJmHsT5IS/wVGnNX0hz9P1qiL9Mcf7agMYzMA6pxPAE0otqCSCVJ8cq+s5AMx2LlDAyLcGxH9RCxribWVf2sz2JJ2ze3Lc32PG/gjMygJvwnVuZ32H7kSAsvuOJ4JkwoPnMz0r/msxn7R4rIElU9XPAxhRKOwbB4wOMohwFKemPmed7woZqlJfoaUTx0zQ5S9kVU2i9RfHC8BWEuhlPoLlM/1tU0x++hPvcUMvEPUW3Jn/cl1AR/yGewQ1KjD6ycVOQ8uldhP4yVs0s65mjhr4aLNJqya0Zr/SfP8wpjzalFH6vsIef+XrL3RpHZKIeI9D9k3U/JuGuhoGV2BqdbgUMIs/IXKI3Eeh+qdRiZhdA180A42tnEsQulBcehfAHyjQX9DIGcQzCA36nned2zMq/LtpmzamlqGljR1pb42n7va1hMrA8UNL4wr9/dMAdCsCClezhqZUXJxvI8b/jIul+Qc3/JP5QbOin7AqqDnyAU13xF2YaIxTAbYXKX14XJKLtoiT9Dfe4CMvH3UW3BmhOoCa8nNC8gaQxhCMzTB/bDdD63BFQF38JwTEnHHQ184Mkb1VT7V4PF8zzyGQS9dwnpjjCZQJ5Z0lpG2fgXQPHZmMlyugbAYGRGfllOAEzF0UKsmzHS+aIgxMhxGE7L32hZVPcBORzrgAkIx/Xr/IFcQGXQe1csz/NK55OfvpDXvOJ6du4orA5cq8itxen6fu+vxHRuyd0XI1MLnFUf47EAK8u6bHdsznfdKwUhZS4v0Vie5w0nobkEx05ivWXI75kCcxa14d9JmdfS3fK5vsT6OBCgtHQKjhs0/8DQyhko+2mJP9eWAQUhVcFXqA7+QHXwoy7Zs6VgZAJV4ffAL1PuwAeeCuR0L7HbWe5pFEy1oe+dRiG/xMXz+i9Zdlt47TrlAMpeKoNPDHgOkVtDffYSIv1nj/uYfnQGjXVX/qtMvr1tFiWDoBhqMUxCtanDMVaWoprF8WB+/X+IMBNownASVpag7MfKmX2evyK4CiOT+tzP87yB++c/NvGsp/+MXbsa2LOnse8DuhHpzf3cU7ByKkrhS1OU0l6LiYwn1scRBu+9JjTPxZqBL9vzPG84Sjq7N8cfJdLiOxsXS2QclcHHqQ1vImVeQ2GBmgYcWzHMJda1WDkjv90BDsdmVOtIipELyj5a4k9TnzuP5igp3RCY80r687RnZRFVwTfz5/fAB54KZmQaRrqm9A13IqM74urc4HbT8ryxo7ilck53dukyVQwjU/LdTXp78qZILynMRk4EdnXamsHITIwch+OhpGYTB9teTYroOkTS7Y6pw7EGyOXT0BXI9BnIt3Ky72DqeUPowouO5d3vPQuAH/7gAY4c6do1qS9OH+/XfsIcYl1T8Pgwvt/n6K8kqF7f4b2slITpVNiPDcrYnueVn5FpVAc/xLCQTHxd2VaKGJlNZfD/GBfeRaX9PFbOon9hihYcG7FyKrE+gOEEhNaadNn80uYAKyvbjlAOkHU/oDF6AXXZc2mOPknk7hmU7uiheQoV9uMlH3ek8oGnInS8MRm5WoutjQYihS8P8jyvIxGLUFvUscoucu76Ac8h5/6KcqDH162chsgUlChfu+m4dq+mMXJiD8V7c/mi4PcC07FycofziMxC1eWfjnUV68NALl9o/OFefwan+3p93fO80gpDy4EDzQDc9K/NhGHhl7eq/Vs2V2xXOitLKHRpXnlVUhV8x2duet4oF5izqA5/mP+uvA2nRKqTIuDhz6kN76LSfo5ALgGqejkqItZ78pmfNSi78uUWWh+kZoh1VbdHKrvIuh/TGL2U+twFtMTX9ngdWKy0fRUp88aSjjlS+cDTGCZSfOeX4WY0FXv3vHJK23diWFDk0QO/YAnk/PxFBkANKfMqDPMR5uS3WZwewcp0lJ35NOsTMJwKhDhdj5IshzYszT/lmgiMaz0DRqaieijf9SkpqClUIFKJY0sPM2sm1gdw9FwDRphI2ryL6vD/BvIr8DyvCAcPJoGnbdvq+PP1hWcWJTXq+i7IXexNidPOWZjDWQ3Vwfd9cwTPGyOMzKYm/C0iR2stqRZXL69UjEwlZV9Kdfi/jAtXUx38nLR5R35JXdeaUMp+HKuxchqqjd3Wv+uNsoNM/GXqcxeTcz2XeyhGhf0QoXluSccciUrX8sIbU1Rdh/pJqhFgfQDI84Y5VWX7tjrC0DJjZtcluGn7OnLuX6CF1i+xBOaSvnfraxSzBGIBKqkJfkXO/Q2RCaD1GLkAaCIJMLVmFSmODd2OpTQjVGNkFqo7EBYBAapPohxOajVpc35bA0oDVk7p8clYV5VAc/5rQ3X4S6wsKvpn9zyvOPv2NnJgfxOVlQHNzRGPPdZz1mRPkpuZH/e5n0h1suq2AMKxKFsLnlM5GOZRFXwLa44v91Q8zyuTnLuRnPs7VcH/lHsqQLKyJZCzCEyypFq1mVjvJ3KriHQVsa4FskBMrPcAKdAswlSUQxRSv1Q5SFP0NqqD/yMwfdf07N/8hUr7pbIH88rNB568onQu2i0lbNvreV5p7d3TyL//vZl//n0T/7l5C/v3JUW13/qO5XzxSx2DRZG7k1jvKvgcVlZiZEpJ5pu2r6dSPoWR6eTc7cS6BTiI6BSUJ4FqrMwk1u29jqM8QdwugKbkAIeRBageJtZ7kmwqmZrvjkJ+KV73hJkItVg5gUjvJmVeRKzrEZkEGmGYOfAf3vO8gk2dVs2Xv/Z0Hn5oH3fcvo0D+5v6PqiT0FxMc1wDfRQAVyKSBQP9r4ViZDKxDvfAUyVp8zrS9u1D3lrd87zhxcpZZPX35Z5Gj0QqCeS8tuLgqs1Eeh+Ru4NIb8XpI8l2ii19ENMSf4Ea84cSzRhEQqqCa8m5v5RszJHGRwu8QaWaGRE1sZxziPgueN7osXbNHv50/aP8/a9PsHbNHrqrmfjAfV2XfrTEX+zX+KF5Djn3ZyAJyFTY9wxovu0FZiWxe5Sm+LPk3A1AsmxO2QHsxcqZBWQltdeYn28VkMYwH0j1ayxhMtXB90EqMcwcEe9rnjfWzD0mWVK7eEnhTWBEqkibV5Jx3+l1P6drMZyabzzQX8Px2iKNYRZGlhCYcwnNZRiZUO5JeZ43DBiZRHX4/XJPo99EKgnlfEJzPvAhnO4i524mcjcT6V0k2fKFiXUNTg+UtKmYSJqUvbxk4400PvDkDaqRcnNmzHC8KPS8/tu1s56bb97Cbbc8ya3/2cq2bb3XITFGOGNF1wwdYTawro+zCcL0/FcTqQ6+jzUnFDnz7uXcX8m59q19FZFaDK1r9tNAsd0sFWEaIlWAxehpOB7sYd8UafPfpO2Vfimx5w1zuVyShbRsWXHZh2n7FrLud30+JRdJF7TcrtTd7PpmMbI432HzBIwcgzAZkXEI1Qg1PqvJ87xRy8hM0vblpO3LUc0Q62oit4pY1xDrBpS9/RilFummlpRXPB948oZc5/pQnucVrrk5x+23beOmf23mpn9vZsP6/QUd75xSUdHxI0A1JtYH+zxWmEisD2FYSIW9isbotVQHPy5pTZC0fRtGFtAc/1cyXx7GcmZ+SVzxrcOtnIHqPiCDaku+mHhjp71qCc3FVNiP4HQPaOyDTp5XJk4Po+zD6W5ifRChmpR5RYcHW/fft4ubb9rMX/6cBHieeOIgZ50zp6cheyQyjsrgczRFpetAZFiIY2PJxuvpLFaW5peenIWVZfnAuud5XnEit5rALEuug9CiO3qWm0iaQM4mMGe3bVNtxrEb1SNAE0qMIEBFPjA/CWFih2Lr3sD5wJM35MZC0GmkLDH0Ro44dmxYv59b/rOVf/1zE3fcto2Wlv4XS+xOY2PH1t6x3oOyu9t9han5JWoWIwtx+gQ14Z+J9HaUfUS6GkvpAk8iqS5/Q8Utr8uPx+z8k6sAqESowPFwl/1C82Iq7UcQSZbsGJla9Dk9zxuYyK2mMXo5SdHYo5zupjL4SNv3jz9+gE/9v1sBSKUsx59Q/N9taJ5KyryRrPteL3v1PxAtUlNwMfL+CQjkXEJzKYF5aslq7Hme5wFE7hZa4q8S6/2AoTr4IYFZWe5plYRIJZZ5hbyVeyXgA0+eNwh80MkbqIMHm7ntlq3ccfs2Vt+/m3Vr99DcPLBAU2dbtxxp+1o1Q3N0VY/7GplFhf0kOXc9Sj1gcLqRnPsXgVxKylxW0rkBBHIBVpYS60MDHsvILJwewPUYvKqkwr6LlHnjmAiOe95IYOQ4uivinXW/hKiRrRuv5NvXPM6PrnsQgClTq7j6y5dwxvKBFfqvsB/A6WNEeku3r8e6AZgGfS7XqCXOF7ktFSOLSJmXEJrnlbT2iOd5XgdicW4rQgXKEVriL1Al38HINFQdkPP3O15BfODJ8zxvmNiwfh83/Plx/nbjRu6/bxfODcpj8jauXcVxxw4cm3vc18rpON2IkWlE7jFCuRSlMlluF75hUOYnUoGVs0oSeIr1fqysINZNXV4zHEN1+BOMHDPg83ieV0pK922wG8i6X5CqeZQ//P48Xv7Kk7niRSdw4UXHEQQDDxyLWKqCa2iIXobr9v2nDisnEGtvgSeDlRMHlKnZXiBPIW3fSGDOKcl4nud5vUmbd2LlRFQbaI7/m1gfpCH3fGrD24EGYn2YQM7ucxzPa+UDT57neWX221+v5+tfvZu1a/pT7LB0Uinb9vXadX9hfjcr5YTJKAcxMgtIE5rLUT1MyrwVx4Ok7YsGdY5CKQvgKsJ8lNbgU4pAzidt3+iDTp43DKm21q5LEchKIr297TUji6hKvZnHN19EOl36y1mRaqqD62jMvQjH1i6vx7oKK6cDQqxrgBioxspSVA+hNJYk6GRkKZX2YwRmxYDH8jzP6y8RIZRLUFWa46tIaiHtpjl+N4ZFpAb5+s8bfXzgyfM8r0xyuZi3vulGfv3LrrWGBtu8eRM4dLAZgAdW7+ai85vYvH8axh4NfgkTqLAfJNZHcbof4TBGLiO0l9MS/zdWziAwZw3qPF2/Oo/0b6RY7wEmtW0xzCQtnyQws0p0Ds/zSsnIPCrt/2BkCi3x19u2h+Z5VNovUzvN9nxwSc4/herw/2jIvQxle5fXY30g2Y/FiIzH6daSZThBDRX2faTMq/zyX2/Eit2jGJmd1DrzRqg6rJxKrHcBkHN/IW2uGrHFxr3y8Z9knud5ZeCc8ppX/LEsQSeAisqACRMqAPjhDx7AOUWk45KW0Dwfp1upsB/ByGQy7loit5Zc/HsidzdCxaDOsT57CTn3ZwI5t4SjHu2IZ81pBIEPOnnecCWSImWfQ6SrifXe/NYqUvKOIZuDkdnUhL/CyJIe93E8Rqz39rNFd98CuZTa8B+k7Wt80Mkb0YwsIHLr8zWBvJFpHKF5FtDa4U3zBcc9rzD+08zzPK8MfvHzh7gh3/q7lQxhd404Vv5z81Y+95nb+O2vNwCwZ+fStteTJSQxGfctsu4XQBphNsoBcnorNeEfybgf49qWwpReZfA5xoWrMXLSIIwuCBMHYVzPG35Us33vNIxph/eZJjLuk4gMbrZTe0ZmUhP8lkCeOajnsbKM6uDnVIfX+mwCb1QQCRDGk3N/7bbGojf85dwNZOPvkywnToiEPR/geT3wgSfP87wy+PY193bZpoNbS7yDiZMqaGjI8oXP3kFDQ5Z3vDfHjDlJO3JhMtXBj8i5G5J5cRiljtrwXxgW4HQbkbsfp9tRGgdtjoFZiUgqXz+l1BQriwdhXM8bfnLuRuqyZ9OQeylO95V7OgVRzZFz13fY5nT3kM9DpJrq8FtU2s8DtSUcOUVonkN18Btqwt8O+vJlzxtqgV2CiNAc/TfZ+Fflno5XANUWWuIv5OvcuXbbD/Z8kOf1wAeePM8r2Ei7cRluNqzfN+SFxDvrHOQ6tG82FfaDVNqvURP+hVg3EZpnIsxAqKHCvgORdH6NfyOR/oOa8M9YOXbQ53q0ZXhpU8Ji7bmLn+eNJoFZgbKXWO8hE/9vuadToBzK4Q5bRKaWZypAyr6E2vBfhOaFQPFZV4aFVNgPURveTlXwPwTmjNJN0vOGmdA8C2EiGXcdLdHX0KF80uYVTaSCtH11N6+EqB4Z8vl4I5svLu55XkFUFSnp096x50/XP1bW86dSltX37eyw7fmXP4W0XQBAzt1GS/RxasK/AzWE5pn57TfSHH+cCvv/ergQGRyheT4gxG4djid72bMSaO73uE63o9qISPUAZ+h5w5uR2Rg5HqcbyLqfknIvxJqeaxYNF7Fupjn6YJftoXlaGWZzlJGpVAVXE+tbycbXkXV/Aur7cdxiQrmY0DwLa5b2ub/njSaVwSepzz2VjH4T5UgSjJIpWJlf7ql5vUiZN5J1f8Bp+2vXGNV6RMaXbV7eyOMznrxhSzVT7il43RARRAa3qPRod/O/y5tpM3NmDRUVR587vPilJ/GMSxe026M+H+CxVAYfwuSzC4RpgCU0Fw7ldAnNJaTMazAyt22bMAlhGsIcqoOfAAHVwXVYOa3f4wo1tE8d97zRrNJ+Iv9Vlqb4PcP2MzZ2G6jPXUbO3UjkbibW+7rs0xoMLzcr86gMPs248B6qgutIm7cSyKVYOYdALiA0zyNt3klV8C1qw7upDf9GRfABH3TyxiQjswlkBQBZ9xucbqEh9yyao4/htLeHSl45iZh8cfGjWeeR3kJW/16+SXkj0pjNeHJ6mGx8HRCD1GA4BivHYmQBIpXlnp4HiKTLPQXPK7nGxiz33rOz7x0H0ey549i69WiKdEXF0eUi2fhXxPo4wsQuxXsDs5y0eRNZ9wcq7H8N2Xxbz+30+UTxnYBiZAEp82pEDFbOImVeDAjVwa+oyy2DftSeEpmAiM/e88aGwKwgZV5J1v0fTh+hOb6KSns1MpRdDfoh527E6Qaaou471wlTMTJ9iGfVO5E0oVw45EF5zxt5WjOMm2mOPw1kybqfkXM3kLb/DSiBnIE1x5dxjl5ngSzHBtfSFL0NSJZJukGpv1laqg6lDkGAcWX/vIt1K063EpoLyjqPchmzgSdlPxl3TTevBFg5ldA8n5R5ESKpIZ+b53mj15oH9pDLlTfLprHhaIer2bNref0blwGg2oDTbYTmIlLm8m6PDcxKlIZkyeUQf4Cn7BUE5kIi9x9y7kYy7loMUxA7HSPzcbqJTPxtIOrXeGP1g98buyrsJxEmkHHXkHO/wzCLiuA95Z5Wm8jdSdb9ttd9hku2k+d5hasMPkVDbh3KLto/IFKO0BJfBUBorqDKfKlMM/Q6a4m+TMZdS2heQlLSoAlIut2pfnbIH+CpRih7cLoTp7tRduX/fy9Ok2Y4qodRjgANtAbKIMDIAgI5k8CcSyDnDFmpBdUsmfgaMu47hOYZY/b6c8wGnnoWEev9xPH95NxfqQ6u88Enz/NKZs2aPWU9/9xjxrHmwaNzePu7VnD6shlE7g6a409TYd9FYM7t9linTyIyG/QwSVvdof8IMTKZlL2ClL2C2K3HyHxEKmjJfYZYH+znKCnS5k1YOXMwp+p5w46IUBG8F4ln0BJfRcZdS+DOJTAryz01MvHPaYk/BWR73MfIEtL2rUM3Kc/zSsrINCrs+2iO39/jPrGuG8IZeb3JxD8l474DQM517UioHB60uq9JdtBGnG4k1o043YTTHSj7Ka5MQoTTR8nqo2TdT0g6il5OhX1fuyY2pRe5NTTHH+xUI2ts8oGnXsR6J1n3E9L2DeWeiud5o8S6teUNPM2aVcu2J+sAWHryVN7xruSGM9I1CBUYObHHY40cA0BMhEj5Pz6sSebq9BCheRZx/GA/jqqhOvgRgVk2qHPzvOEsbV9OrPeSc9fTGL2WQM4jMBeQMleUrdxA2r4c5QiZ+BtA5/pTQoX9b1LmVb4ZgOeNUK2Z0qG5hIw7CacPd7uf003k3N8IzaVdjvWGVib+Jj0FeYwsQSjdsmdVJdJbybk/Erm7UErZ/TkEcp22Zcm5XxK5v1EZfInQPLWE5wOne8jE3yTrfomvJ5oo/53DsBPQfplG5Fb5wJPneSXz8EP7ynr+bDZu+/rlrzy57WvVfVQHf+jXhZ2VBX3uM1git4bI3YRjM6F5HlZOoTF6NU4f7cfRhqrgGh908jygwr6fnPsrQhWR/gt1B0nbV5Z1TmnzJtAGMu7bHbZX2qtJ2SvKNCvP80qh9fpCZBwV9q091nGDiKboPVj5HkZm43QbqvXUhH/vUnvSGxyqdUS6GuVAj/uE5rklWxWUc3+lJf46Th8vyXjdnKHHV5TDNEVvKlnHZqf7yMTfI+t+SteHKGObDzx10bk2SEtZZuF53uijqjz6SM8f4kNh546jLb8ffGAP2WxMKmVJmReOiKeJgTmVwJyKaguxbqAx93IcT7S9LswgMOcQmouBanLuj+TcTUA9KfOKMbuu3vM6SzpMnYXTXSiNqB7B6X6MTCnbnLLuJ2TcTzpsC81LfNDJ80YZYXwfr08EDLFuIZCzCOzZQDNQMxTTG/Oaov/C6Q6O1kfqysq8AZ/H6T6ao6uI9J8DHmtglJb4UxiZSWieVtQIsXuYjLuOnPsLvS0ZH8t84KkPVvyTcc/zSmPz5sM0NfX81GUoTJpcyZ49SUHPxx7dz49/uIY3vnkZ1pxU1nkVSqQCYRwp+1JiXYPTXYAiTCA0l2HlRIxMJ5CzqLQQ6T1Y8V1yPK+90DyX5vhjCJNRDqHUA0MbeFJVoI5I7ycTf4v2BYeFiVTYnrIiPM8buXrvXK3spzL4P6zMH6L5eK0idweR3k9SmLsnlkDOGdB5nG6nIfcKlG0DGqd0HE3R20ibt5Kyr8PIxD6PUG0i524k635NrPcNwRxHNh946oM1J/e9k+d5Xj88sfFQWc8/95hxHDzQ3Pb96ctm8vo3nl7GGQ2MlQVYmyz7U63vtrOKSHJxK1qNkalDOj/PG+5Ccxkt8eeBFEbmErv7MWYOTjchUo2ROYM+h4y7lkz8lW5fS9t3Y2T2oM/B87yhlTwIEnrOqIloyD2NQM6nKvjmkHdOG8uEKQg1aC+Bp0AuRmRc0edwuo2G3MtQdhY9xuCIybhryLj/JZBzCc3TsHIKRhYgkka1Bcd2YreGSG8h5/5D7wE6rz0feOqD7aXQrud5XiH27C7vh9OECRWsW3u0WOOlz1yAMcN/eV1/9HZRGrsNGJk7hLPxvJFBJE2FfT/N8YeJdQ/N8Soy8bdRjqDUUxV8b9CXp8buwW63WzmLlClvzSnP8waHSA2BnEekt/WyV1Jsujn+KJX2sz74NESsWULavo2W+OM97hOY8wd0jqboQ8Mw6NRelkhvJopvbretYx1or3Cm3BMYzowswsisck/D87xRonWJW7m0z3YCsMHo/whQjYDIZzt5Xg9C80KsLCWpnwKOJ1EagRzZ+KeDeu7IrSLSm7psF2ZQFXx9RNSd8zyvOBX2w/3aL+duoD73VGK3YZBn5LVKmZcj9HzdpBwseuyc+wex3lX08eXjg04DNfrvOgYgbd5c7il4njeK7C1z4GnPnkaqqpJE19e9/jSe/ozydacbOtYvmfa8XohYKoOvA63LJsL8MpgakqUwhVFVYt1Czv2HbPwXMvFPiN0jqCpOt+F0By3xt6nLnk9T9DY6L7UxsoTq8McYmTawH8zzvGHNmuMJzbP7ta+yn4z7Nqq+aPNQEDFYOaXH1wO5sOixM/G1RR/rjWx+qV0PhNmE5rnlnobneaPIvn1NZT1/FDkWL5nE+of384ffbeC/P3gOc+YWv0Z/JPAZE57XNyvzqbSfoSX+LEaOA2KEKpzuJ3aPYmRxv/6WIncnTdG7UfZ32G5YAGJx+livx4fmpVTajyNSMYCfxvO8kaLCfjTfBazn7mmtcu4GIKTCfshnMQ+BiuCjNORuo3OHNitnEJieg1K9UT1CrA+129JbnS9vtPEZTz1I29ci4uNynueVzsGDzX3vNMjS6eR97ciRDA8+sLvMsyk91TqcFp8C7nljVWguRpiQ3BRoBcoRRCwt8Rdpit5AJv4+LdH3idw9qLZ0O0bO/atL0AnA8UQ/gk6XU2k/44NOnjeW6CSS7Mr+ybk/UJ+7mEz8E1Tj7ofsYXt7sXuElvhaIrc631nTA8i5v+F0G6qNRO5OOgedwFAV/E/R40d6N+DabfG/+7HEB556EJqnl3sKnueNMoeGQeCpujoEQBWOPW58mWdTerGuw8ikck/D80YckSpEZgCNODYhTCbW+1EaUTK0xNcCjVg5vsfgkFJf1LlT5tVU2i8i4i9LPW8sEXFA94HsnjXSEn+CTPxNYt2E0yTYnXP/pi57JnW5E8m5W7o90ukhmqPPEuktpMxLCMwynxndjpVTqM89jbrcClriq7q8bjgOYXrR40fugYFMzxvhfEpPNwzzfQckz/NK7siRTLmnQC539EnTFz93B/973XOoqgrLOKPSUc0gUvwFkeeNVU6fJBP/nFhvBUDZibAEsDh9AiOLsLKEiuC/+hjJFnReYSIV9qOk7OXFTdzzvBEt0luBXFHHZtw3yLhvAGA4FsceWoNYmfgrqB4mZZ9Hzv2NyK0m1rWE5jIq7Lt8h7weGJlFaJ5Pzv260yuWlHk5FfYDiBT2Pt+eFFE30Bs9/KOlbgSD3DrY87yxKShzF7l58yawYf2+tu+D0HJgf3nrTpVSrKuTWjKe5xWoisjdRPtlD8oWksvE5Bml00dojj5OLr49eV0zbUtUVFsD2u2XUPTOyplUh7/2QSfPG8OSmnID59hK+8ypWB/CyNR8k4NfkLavpDr4GWn7Kh906kPavoHOjSXS5m1UBp9EpHpgg/ul1GOaz3jqRmAuLPcUPM8bhSoqin9KVAqZTExd3dH1+v/6xyZmzKjmC1+6pIyzGriki9YDGFniU+Y9rwhGplAZfJbG6GUcDR5ZDCei7AJCDCcTuwPk+BE59xuchgRmDuiSJCvKjMfKGYiZjBCg1BPpalyHQrIgTKbCfpCUfeFQ/5ie5w0TqhFgiNxtg3aOxuiVAFQF/4uRYwbtPKON4RiEmSg7AcHKUtL2bSUZW6gsyTjeyOQDT11YAllZ7kl4njcKTZrU/QduVXVIU2Ouy76lLkY+e04tO3cercHS3Jxjxoz+F/UcrpTtWFmKSKrcU/G8ESswKwjN88i5PwBgORVHCuUg0ILSCOzGsBCn+zAyl4z7B4brcewH10KSIZUGQmAGhhRWlpMyV+B0B0aWEJpLEEmX7ef0PK/8HFtoyr0Jx7aixxAmIzIDw2Sc7gAiHNsQJgAhyhHS5vWEZmQ/XBtqIikCc2b+s0BJmdeU8D3bB57GMh946sRwrO+o4nneoFh68jT+c/PWLts7B52g9B3wqqpDHnvsQIdtp5w6nYcf3tfDESOHr8nneaUhjCeQi4n0JmJWA5OAOmJt/761EaghZV5Mmo8hkkM5lG9vruTcXWTjnxGaF2JlPoohtCeW5efxPG94EipxbCn4uJS5kgr7ThRFGN8hy9npIVBBZDyqDYiYgS8NG4NUHU53AWBkUUkbbllZWrKxvJHHB546seb4ck/B87xR6vIXnsA137i3LOeeOaOGJ5441GFbdXXI9657Tlnm43ne8FNhP4BjJ7F7Gs3x/wOSm4/QPAsrZwAhRiZhmIc1J7Q7cmLbVyn7DFL2GUM6b8/zRhYjs6kJ/0Hk/kVL/HUg28veaULzHIRqKux7kw6c3Y45sa00ka/jNBARsa4CoNJ+CpHSZcZbOQ1hKsrIeOhp5QxifRyoK/dURgUfeOrEyJJyT8HzvFHqjOUzWbR4Eo8/dnDIzz1jZtfA05vecsaQz8PzvOFLpALLfIyZh5F55NxNhOYCAnNOuafmed4oY2Uh1i7EyGJa4qtx+liXfQzHUGG/TGiXl2GGY5PSBCjCZKycUtKxRYTAPJWc+2VJxx0ssW7GyiJi3QIc6Gt3rw8+8NSJYXa5p+B53iglInz5a0/n+c/+Jap9718qkyZVsGd3Q5ftGzbs57nP98F2z/M6EhECWUlgfM1Lz/MGV2guJjQXE7kHgCYgjdMnEZlEIGf7mnBDTKgAKgnNc0hq9pVWaJ42YgJPcBBYBDRjWIgS5Tu+esUob2/vYUg51PdOnud5Rbro4uN47/vPHtJzLlo8mY0bu763xXH/W597nud5nucNlsCcTmDOJTDLSdnLCc2FPuhUBiIVVNrPUxl8HJHShwoCOQcYOY1tYn0SoQLHRpSdGE4u95RGLB946kR1f7mn4HneKHfV/zufs8+ZMyTnGjcuxaYnug+ob9l8eEjm4Hme53me540MKfvcQRtbJE1onjlo45feLoRJQDWQRaQKuq0y5vXFB546cfjAk+d5g8taw3U/fi6Tpwx+W9lTTp3Ovn1N3b62bu3eQT+/53me53me57VKmSvKPYWCODZimJcst9MjwDigAsPCck9tRPGBp058xpPneUNh9pxxfOd7z0YG8aGJtdJj0KmiIiCVsoN3cs/zPM/zPM/rxMoKhLnlnkZBHA+RZD3lEGYCWRTFl8zuPx946iTWNaj21tLT8zyvNJ5x6QLe+V+DV7z3rLPn8OgjXbtwVFYG3HbXa1m2fOagndvzPM/zPM/zOhMRUub55Z5GwRxrAIMwEViAkYkYFpV7WiOGDzx1ohwm0v+Uexqe540Rn/j0hVx40bElH/fMs2bT3Jzr9jXnlObmiKc9bX7Jz+t5nud5nud5vUnZlyNMKPc0ipDCcRfCASBGpBZf86l/fOCpG9n4D+Wegud5Y0QQGH72q8s5fdmMko0pAps3HWL1/bu7fb2yMuC4eRN41rP9UxrP8zzP8zxvaBmZTmVwdbmnUTDHw0mtJw4S6wM43QxM7rKfMAvDUny45Sj/m+hGpDfnC4d5nucNvtraNL//00s4+ZRpJRlPFWbOqu3x9cbGHEeOtJTkXJ7neZ7neZ5XqNBcQspcWe5pFExkQtvXyj6gCSsrMJwIVGFlBcouHI/+//buPkaq6z7j+PM7986ws7PB7C4sC+sXWAO7kOA3wPitcRwHV5WTtLZVOY3TNFb6IkWq+qaqqVpFtaWqrapEqdMorq26L2mVum2cJqoa1U3cRkmr+AWb2BgbxwYkwIYFQmDf2J259/SPpZSFnd2Znblzlp3vR0Ji9p57zqP9gxXP3nuOTI37xfKljuJpRpOaTP85dAgALaS7u6Bv/NvPacPAxb81qZWZ1NGRr3i9VEr19qHhutcBAAAA5qst+h1FdnPoGDXx/uQFXxlT4p9Xqj3n/i55OfXL6+0ACRcmiqcKziR/ptQfDh0DQAvp7i7oib/5sHK5+v5pbivEc56W9/S/76trDQAAAKAeZjkV4yeUc3eHjlKlbqV6q6qR5z8ZBYqnWYxovPzp0CEAtJhrrl2pX/uN7XXNMT5W1tDQ2Kxjvv4ve+taAwAAAKiX2RIVokeUd58IHWUObYrs6qpGRnajEv9sxnkuLRRPsyj7/9Zk8pXQMQC0mN/+9C3q66u8R1M13th7QgODlV/bO35sVGnq61oDAAAAqJeZqRB/Rjl3X+goM4psmySnxD9XcYxpmZyuldQj7080LdulguJpDuPJH7PROICmKhRyevAXr6trjjh2mpxMZrx2zbU9evqZn5dzHP8KAACAhaEQ/ZFie3/oGBfx/rQi2yApqjjGWb9SvSxpqOrX8VoJxdOchjWRPBo6BIAW88DHNiuK5lcMRZHpppv7tH/fj2e8/qXH7tbgxuV1pAM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OBJECTIDNAMETypeShape_LengthShape_Areageometry
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...
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" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "\n", + " Shape_Length Shape_Area geometry \n", + "0 200.706891 40.754665 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 191.174978 186.085694 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 93.790123 7.610383 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 49.631419 25.366584 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 24.637100 1.646954 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the Terrestrial Ecological Regions datasets used\n", + "\n", + "terrestrial_eco_regions = gpd.read_file(r'/home/naza/Downloads/CI_BiodiversityHotspots.geojson')\n", + "terrestrial_eco_regions.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5dfaee28-4208-4158-adcd-181e606c54d3", + "metadata": {}, + "outputs": [], + "source": [ + "# Functions defined for mapping each datasets (terrestrial ecological regions)\n", + "def map_terrestrial_regions_to_sdg(row):\n", + " return \"SDG #15: Life on Land & SDG #13: Climate Actions\"" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "3f55aadb-ceb5-468b-9f1d-1b1e0f606041", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_AreageometrySDG_MAPPING
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...SDG #15: Life on Land & SDG #13: Climate Actions
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...SDG #15: Life on Land & SDG #13: Climate Actions
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...SDG #15: Life on Land & SDG #13: Climate Actions
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...SDG #15: Life on Land & SDG #13: Climate Actions
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...SDG #15: Life on Land & SDG #13: Climate Actions
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" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "\n", + " Shape_Length Shape_Area \\\n", + "0 200.706891 40.754665 \n", + "1 191.174978 186.085694 \n", + "2 93.790123 7.610383 \n", + "3 49.631419 25.366584 \n", + "4 24.637100 1.646954 \n", + "\n", + " geometry \\\n", + "0 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... \n", + "\n", + " SDG_MAPPING \n", + "0 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "1 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "2 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "3 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "4 SDG #15: Life on Land & SDG #13: Climate Actions " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Implement the mapping function defined and save the datasets \n", + "terrestrial_eco_regions['SDG_MAPPING'] = terrestrial_eco_regions.apply(map_terrestrial_regions_to_sdg, axis=1)\n", + "terrestrial_eco_regions.to_file('TerrestrialEcoregionsoftheWorld_WWF.geojson', driver='GeoJSON')\n", + "terrestrial_eco_regions.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "d07132e2-0a9b-41b3-8f5e-1e041e7834ce", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(15, 10))\n", + "terrestrial_eco_regions.plot(ax=ax, column='SDG_MAPPING', legend=True, cmap='plasma', legend_kwds={'bbox_to_anchor': (1, 1)})\n", + "ax.set_title(\"Regions of High Terrestrial Eco Regions and the Corresponding SDGs\")\n", + "ax.set_axis_off()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Outreachy_Naz_Task4/Outreachy_Naz_Task4.ipynb b/Outreachy_Naz_Task4/Outreachy_Naz_Task4.ipynb new file mode 100644 index 000000000..54503db8c --- /dev/null +++ b/Outreachy_Naz_Task4/Outreachy_Naz_Task4.ipynb @@ -0,0 +1,663 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "affc06c5-2ca6-4539-9bf3-1760f73ad861", + "metadata": {}, + "source": [ + "## Visualisation Prototype" + ] + }, + { + "cell_type": "markdown", + "id": "ea3a1af1-4c7b-4bc6-91e8-3948ed2244d4", + "metadata": {}, + "source": [ + "### Introduction\n", + "In a data-driven world, the ability to distill complex information into visually comprehensible formats is paramount. The Visualisation Prototype we present is a powerful tool that bridges the gap between raw data and meaningful insights. It is a window into the art and science of data visualization, where data transforms into compelling stories, patterns emerge from chaos, and understanding blossoms from the numbers." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6b9b3014-d560-41c2-8f34-6f606951b175", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialising and importing libraries used\n", + "\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "import io, requests\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from shapely.geometry import Point\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "id": "61b3ad4d-fa9c-43f5-a9ce-bd2d2e6c4a4c", + "metadata": {}, + "source": [ + "#### BIODIVERSITY HOTSPOT VISUALISATION" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "52f17974-a9ce-404d-843e-07a102c8393b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_Areageometry
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...
\n", + "
" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "\n", + " Shape_Length Shape_Area geometry \n", + "0 200.706891 40.754665 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 191.174978 186.085694 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 93.790123 7.610383 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 49.631419 25.366584 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 24.637100 1.646954 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the Biodiversity Hotspot datasets used\n", + "\n", + "world_biodiversity_hotspots = gpd.read_file(r'/home/naza/Downloads/CI_BiodiversityHotspots.geojson')\n", + "world_biodiversity_hotspots.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2b8ccd09-969d-444a-b8c4-726ac0a03fbf", + "metadata": {}, + "outputs": [], + "source": [ + "# Functions defined for mapping each datasets\n", + "# For Biodiversity Hotspot\n", + "def map_biodiversity_hotspot_to_sdg(row):\n", + " # Some biodiversity hotspots using the \"NAME\" row from the list above\n", + " marine_biodiversity_hotspots = [\n", + " 'Chilean Winter Rainfall and Valdivian Forests', \n", + " 'Indo-Burma', \n", + " 'Japan', \n", + " 'Mesoamerica', \n", + " 'Horn of Africa',\n", + " 'Sundaland',\n", + " 'Mediterranean Basin',\n", + " 'Coastal Forests of Eastern Africa'\n", + " ]\n", + " \n", + " # verify whether this hotspot is known for marine or land biodiversity\n", + " if row['NAME'] in marine_biodiversity_hotspots:\n", + " return \"SDG #14: Life below Water\"\n", + " else:\n", + " return \"SDG #15: Life on Land\"" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "edaf2721-3a91-4354-b21b-7a5d8f9ee022", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_AreageometrySDG_MAPPING
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...SDG #14: Life below Water
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...SDG #14: Life below Water
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...SDG #15: Life on Land
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...SDG #15: Life on Land
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...SDG #15: Life on Land
\n", + "
" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "\n", + " Shape_Length Shape_Area \\\n", + "0 200.706891 40.754665 \n", + "1 191.174978 186.085694 \n", + "2 93.790123 7.610383 \n", + "3 49.631419 25.366584 \n", + "4 24.637100 1.646954 \n", + "\n", + " geometry \\\n", + "0 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... \n", + "\n", + " SDG_MAPPING \n", + "0 SDG #14: Life below Water \n", + "1 SDG #14: Life below Water \n", + "2 SDG #15: Life on Land \n", + "3 SDG #15: Life on Land \n", + "4 SDG #15: Life on Land " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Implement the mapping function defined and save the datasets \n", + "world_biodiversity_hotspots['SDG_MAPPING'] = world_biodiversity_hotspots.apply(map_biodiversity_hotspot_to_sdg, axis=1)\n", + "world_biodiversity_hotspots.to_file('CI_BiodiversityHotspots_Mapped.geojson', driver='GeoJSON')\n", + "#world_biodiversity\n", + "world_biodiversity_hotspots.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b7069d47-2a0e-444f-93bc-913d2520d548", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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OBJECTIDNAMETypeShape_LengthShape_Areageometry
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...
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" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "\n", + " Shape_Length Shape_Area geometry \n", + "0 200.706891 40.754665 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 191.174978 186.085694 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 93.790123 7.610383 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 49.631419 25.366584 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 24.637100 1.646954 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the Terrestrial Ecological Regions datasets used\n", + "\n", + "terrestrial_eco_regions = gpd.read_file(r'/home/naza/Downloads/CI_BiodiversityHotspots.geojson')\n", + "terrestrial_eco_regions.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5dfaee28-4208-4158-adcd-181e606c54d3", + "metadata": {}, + "outputs": [], + "source": [ + "# Functions defined for mapping each datasets (terrestrial ecological regions)\n", + "def map_terrestrial_regions_to_sdg(row):\n", + " return \"SDG #15: Life on Land & SDG #13: Climate Actions\"" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "3f55aadb-ceb5-468b-9f1d-1b1e0f606041", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_AreageometrySDG_MAPPING
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...SDG #15: Life on Land & SDG #13: Climate Actions
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...SDG #15: Life on Land & SDG #13: Climate Actions
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...SDG #15: Life on Land & SDG #13: Climate Actions
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...SDG #15: Life on Land & SDG #13: Climate Actions
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...SDG #15: Life on Land & SDG #13: Climate Actions
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" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "\n", + " Shape_Length Shape_Area \\\n", + "0 200.706891 40.754665 \n", + "1 191.174978 186.085694 \n", + "2 93.790123 7.610383 \n", + "3 49.631419 25.366584 \n", + "4 24.637100 1.646954 \n", + "\n", + " geometry \\\n", + "0 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... \n", + "\n", + " SDG_MAPPING \n", + "0 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "1 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "2 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "3 SDG #15: Life on Land & SDG #13: Climate Actions \n", + "4 SDG #15: Life on Land & SDG #13: Climate Actions " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Implement the mapping function defined and save the datasets \n", + "terrestrial_eco_regions['SDG_MAPPING'] = terrestrial_eco_regions.apply(map_terrestrial_regions_to_sdg, axis=1)\n", + "terrestrial_eco_regions.to_file('TerrestrialEcoregionsoftheWorld_WWF.geojson', driver='GeoJSON')\n", + "terrestrial_eco_regions.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "d07132e2-0a9b-41b3-8f5e-1e041e7834ce", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(15, 10))\n", + "terrestrial_eco_regions.plot(ax=ax, column='SDG_MAPPING', legend=True, cmap='plasma', legend_kwds={'bbox_to_anchor': (1, 1)})\n", + "ax.set_title(\"Regions of High Terrestrial Eco Regions and the Corresponding SDGs\")\n", + "ax.set_axis_off()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Outreachy_Naz_Task5/User_Documentation.md b/Outreachy_Naz_Task5/User_Documentation.md new file mode 100644 index 000000000..50634981c --- /dev/null +++ b/Outreachy_Naz_Task5/User_Documentation.md @@ -0,0 +1,2 @@ +## User Documentation +This is a comprehensive guide to deciphering integrated Land Sector Data and harnessing visualization tools