From e6313c4b17acdeef96a95ca59d600c459694d644 Mon Sep 17 00:00:00 2001 From: Patricia Ryser-Welch Date: Sat, 11 Jan 2025 12:23:10 +0000 Subject: [PATCH 1/9] analysis --- .../Simple analysis/UK real estate.ipynb | 1 + 1 file changed, 1 insertion(+) create mode 100644 Data engineering and science/Simple analysis/UK real estate.ipynb diff --git a/Data engineering and science/Simple analysis/UK real estate.ipynb b/Data engineering and science/Simple analysis/UK real estate.ipynb new file mode 100644 index 0000000..4a9b260 --- /dev/null +++ b/Data engineering and science/Simple analysis/UK real estate.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":10378395,"sourceType":"datasetVersion","datasetId":6047000}],"dockerImageVersionId":30822,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Exploring United Kingdom Real Estate\n\n","metadata":{}},{"cell_type":"markdown","source":"We use the [real-estate in United Kingdom](https://www.kaggle.com/datasets/patriciaryserwelch/geonames-gb) to explore further the data and properties that could positively or negatively impact analysis or any model fitting for prediction purposes. ","metadata":{}},{"cell_type":"markdown","source":"# Upload libraries and data","metadata":{}},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport matplotlib.pyplot as plt\nimport matplotlib.colors as mcolors\nimport seaborn as sns\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n for filename in filenames:\n print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:10.793747Z","iopub.execute_input":"2025-01-11T12:05:10.794119Z","iopub.status.idle":"2025-01-11T12:05:13.023228Z","shell.execute_reply.started":"2025-01-11T12:05:10.794089Z","shell.execute_reply":"2025-01-11T12:05:13.022058Z"}},"outputs":[{"name":"stdout","text":"/kaggle/input/geonames-gb/geo_locations.csv\n/kaggle/input/geonames-gb/summarised_property_price_data.csv\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"def addlabels(x,y):\n for i in range(len(x)):\n plt.text(i,y[i],y[i],fontsize=20,horizontalalignment='center')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:13.025347Z","iopub.execute_input":"2025-01-11T12:05:13.025914Z","iopub.status.idle":"2025-01-11T12:05:13.031163Z","shell.execute_reply.started":"2025-01-11T12:05:13.025881Z","shell.execute_reply":"2025-01-11T12:05:13.029895Z"}},"outputs":[],"execution_count":2},{"cell_type":"code","source":"font = {'family' : 'normal',\n 'weight' : 'bold',\n 'size' : 22}\n\nplt.rc('font', **font)\nplt.rc","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:13.033261Z","iopub.execute_input":"2025-01-11T12:05:13.033683Z","iopub.status.idle":"2025-01-11T12:05:13.066067Z","shell.execute_reply.started":"2025-01-11T12:05:13.033649Z","shell.execute_reply":"2025-01-11T12:05:13.064891Z"}},"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}}],"execution_count":3},{"cell_type":"markdown","source":"## Property prices overtime\n\nThe distribution of the summarised prices is shown and described in the [metadata description](https://www.kaggle.com/datasets/patriciaryserwelch/geonames-gb). We find out the data is reasonably clean and few cleaning pre-processing operations may be required, which enhances usability.\n\nThe size of the dataset has been reduced by 90% - the statistical summarisation has positively simplified the dataset. It may demand some computing resources to process. \n\n","metadata":{}},{"cell_type":"code","source":"source = '/kaggle/input/geonames-gb/summarised_property_price_data.csv'\ndata = pd.read_csv(source)\ndata.shape","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:13.067052Z","iopub.execute_input":"2025-01-11T12:05:13.067318Z","iopub.status.idle":"2025-01-11T12:05:15.871401Z","shell.execute_reply.started":"2025-01-11T12:05:13.067292Z","shell.execute_reply":"2025-01-11T12:05:15.870263Z"}},"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"(807245, 16)"},"metadata":{}}],"execution_count":4},{"cell_type":"code","source":"data.dtypes","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:15.872466Z","iopub.execute_input":"2025-01-11T12:05:15.872914Z","iopub.status.idle":"2025-01-11T12:05:15.885173Z","shell.execute_reply.started":"2025-01-11T12:05:15.872878Z","shell.execute_reply":"2025-01-11T12:05:15.884155Z"}},"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"Month int64\nYear int64\nLocation object\nProperty Type object\nOld/New object\nTenure object\nPrice:Count int64\nPrice:Min int64\nPrice:Mean float64\nPrice:Std float64\nPrice:Q1 float64\nPrice: Q2 float64\nPrice:Q3 float64\nPrice:Max int64\nPrice:IQR float64\nPrice:Range int64\ndtype: object"},"metadata":{}}],"execution_count":5},{"cell_type":"code","source":"data.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:15.887846Z","iopub.execute_input":"2025-01-11T12:05:15.888182Z","iopub.status.idle":"2025-01-11T12:05:15.926062Z","shell.execute_reply.started":"2025-01-11T12:05:15.888150Z","shell.execute_reply":"2025-01-11T12:05:15.925106Z"}},"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":" Month Year Location Property Type Old/New Tenure Price:Count \\\n0 1 2023 ABBOTS LANGLEY D N F 2 \n1 1 2023 ABBOTS LANGLEY S N F 1 \n2 1 2023 ABBOTS LANGLEY T N F 3 \n3 1 2023 ABERAERON D N F 4 \n4 1 2023 ABERAERON S N F 1 \n\n Price:Min Price:Mean Price:Std Price:Q1 Price: Q2 Price:Q3 \\\n0 674500 887250.000000 300873.935395 780875.0 887250.0 993625.0 \n1 438250 438250.000000 NaN 438250.0 438250.0 438250.0 \n2 210000 344166.666667 116198.465280 310000.0 410000.0 411250.0 \n3 171000 285250.000000 81385.400001 260250.0 305000.0 330000.0 \n4 157500 157500.000000 NaN 157500.0 157500.0 157500.0 \n\n Price:Max Price:IQR Price:Range \n0 1100000 212750.0 425500 \n1 438250 0.0 0 \n2 412500 101250.0 202500 \n3 360000 69750.0 189000 \n4 157500 0.0 0 ","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
MonthYearLocationProperty TypeOld/NewTenurePrice:CountPrice:MinPrice:MeanPrice:StdPrice:Q1Price: Q2Price:Q3Price:MaxPrice:IQRPrice:Range
012023ABBOTS LANGLEYDNF2674500887250.000000300873.935395780875.0887250.0993625.01100000212750.0425500
112023ABBOTS LANGLEYSNF1438250438250.000000NaN438250.0438250.0438250.04382500.00
212023ABBOTS LANGLEYTNF3210000344166.666667116198.465280310000.0410000.0411250.0412500101250.0202500
312023ABERAERONDNF4171000285250.00000081385.400001260250.0305000.0330000.036000069750.0189000
412023ABERAERONSNF1157500157500.000000NaN157500.0157500.0157500.01575000.00
\n
"},"metadata":{}}],"execution_count":6},{"cell_type":"markdown","source":"Some standard deviation were set to NaN. There is only one observation. Therefore, we set it to -1, to prevent errors and miscomputations.","metadata":{}},{"cell_type":"code","source":"data.isnull().sum(axis = 0)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:15.927865Z","iopub.execute_input":"2025-01-11T12:05:15.928156Z","iopub.status.idle":"2025-01-11T12:05:16.113282Z","shell.execute_reply.started":"2025-01-11T12:05:15.928129Z","shell.execute_reply":"2025-01-11T12:05:16.111802Z"}},"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"Month 0\nYear 0\nLocation 0\nProperty Type 0\nOld/New 0\nTenure 0\nPrice:Count 0\nPrice:Min 0\nPrice:Mean 0\nPrice:Std 183259\nPrice:Q1 0\nPrice: Q2 0\nPrice:Q3 0\nPrice:Max 0\nPrice:IQR 0\nPrice:Range 0\ndtype: int64"},"metadata":{}}],"execution_count":7},{"cell_type":"code","source":"data['Price:Std'] = data['Price:Std'].fillna(-1)\ndata.isnull().sum(axis = 0)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:16.114682Z","iopub.execute_input":"2025-01-11T12:05:16.115151Z","iopub.status.idle":"2025-01-11T12:05:16.300848Z","shell.execute_reply.started":"2025-01-11T12:05:16.115108Z","shell.execute_reply":"2025-01-11T12:05:16.299838Z"}},"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"Month 0\nYear 0\nLocation 0\nProperty Type 0\nOld/New 0\nTenure 0\nPrice:Count 0\nPrice:Min 0\nPrice:Mean 0\nPrice:Std 0\nPrice:Q1 0\nPrice: Q2 0\nPrice:Q3 0\nPrice:Max 0\nPrice:IQR 0\nPrice:Range 0\ndtype: int64"},"metadata":{}}],"execution_count":8},{"cell_type":"markdown","source":"### Monthly and Yearly distribution\nWe discover the number of observations has increased between 2017 and 2024. It may not reflect the actual activity of properties sales or exchanged titles. \n\nThe location may have been more refined between 2017 and 2024. Therefore, the monthly distribution appears to be negatively impacted. It appears no data for 2011 may have yet to be included within the dataset. It may cause some inaccuracies in predictions and analysis. The number of entries through time should be used for any data consumption.","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(20, 12))\nsns.histplot(data=data, x='Year', bins=24, kde=True)\nplt.title('Distribution of number of observation per year')\nplt.xlabel('Year')\nplt.ylabel('Frequency')\nplt.grid(False)\nplt.show()\ndata.Year.describe()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:16.301894Z","iopub.execute_input":"2025-01-11T12:05:16.302280Z","iopub.status.idle":"2025-01-11T12:05:20.428999Z","shell.execute_reply.started":"2025-01-11T12:05:16.302240Z","shell.execute_reply":"2025-01-11T12:05:20.427899Z"}},"outputs":[{"name":"stderr","text":"/usr/local/lib/python3.10/dist-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}},{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"count 807245.000000\nmean 2016.660658\nstd 6.304367\nmin 2001.000000\n25% 2013.000000\n50% 2019.000000\n75% 2021.000000\nmax 2023.000000\nName: Year, dtype: float64"},"metadata":{}}],"execution_count":9},{"cell_type":"code","source":"plt.figure(figsize=(20, 12))\nsns.histplot(data=data, x='Month', bins=12, kde=True)\nplt.title('Distribution of number of observation per year')\nplt.xlabel('Year')\nplt.ylabel('Frequency')\nplt.grid(False)\nplt.show()\ndata.Year.describe()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:20.430196Z","iopub.execute_input":"2025-01-11T12:05:20.430474Z","iopub.status.idle":"2025-01-11T12:05:23.822089Z","shell.execute_reply.started":"2025-01-11T12:05:20.430449Z","shell.execute_reply":"2025-01-11T12:05:23.820995Z"}},"outputs":[{"name":"stderr","text":"/usr/local/lib/python3.10/dist-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}},{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"count 807245.000000\nmean 2016.660658\nstd 6.304367\nmin 2001.000000\n25% 2013.000000\n50% 2019.000000\n75% 2021.000000\nmax 2023.000000\nName: Year, dtype: float64"},"metadata":{}}],"execution_count":10},{"cell_type":"markdown","source":"### Location\n\nWe discover and confirm the concept of location varies through the dataset. It appears more granularity in the locations exists after 2017. However the majority of the locations are present in both time periods. Only St-Helens is not listed after 2018. ","metadata":{}},{"cell_type":"code","source":"len(data.Location.unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:23.822920Z","iopub.execute_input":"2025-01-11T12:05:23.823263Z","iopub.status.idle":"2025-01-11T12:05:23.890809Z","shell.execute_reply.started":"2025-01-11T12:05:23.823232Z","shell.execute_reply":"2025-01-11T12:05:23.888618Z"}},"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":"1152"},"metadata":{}}],"execution_count":11},{"cell_type":"code","source":"rows = data.Year < 2018\ncol = 'Location'\nbefore_2018 = data.loc[rows, col]\nlen(before_2018.unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:23.893366Z","iopub.execute_input":"2025-01-11T12:05:23.893977Z","iopub.status.idle":"2025-01-11T12:05:23.927100Z","shell.execute_reply.started":"2025-01-11T12:05:23.893931Z","shell.execute_reply":"2025-01-11T12:05:23.924466Z"}},"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"135"},"metadata":{}}],"execution_count":12},{"cell_type":"code","source":"rows = data.Year >= 2018\ncol = 'Location'\nafter_2018 = data.loc[rows, col]\nlen(after_2018.unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:23.928877Z","iopub.execute_input":"2025-01-11T12:05:23.929321Z","iopub.status.idle":"2025-01-11T12:05:23.988633Z","shell.execute_reply.started":"2025-01-11T12:05:23.929283Z","shell.execute_reply":"2025-01-11T12:05:23.986868Z"}},"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"1151"},"metadata":{}}],"execution_count":13},{"cell_type":"code","source":"before_2018 = set(before_2018)\nafter_2018 = set(after_2018)\nbefore_2018.difference(after_2018)\n\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:23.989930Z","iopub.execute_input":"2025-01-11T12:05:23.990350Z","iopub.status.idle":"2025-01-11T12:05:24.077928Z","shell.execute_reply.started":"2025-01-11T12:05:23.990305Z","shell.execute_reply":"2025-01-11T12:05:24.076570Z"}},"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":"{'ST. HELENS'}"},"metadata":{}}],"execution_count":14},{"cell_type":"markdown","source":"We discover again that London and metropolitain cities are likely to have the most property exchanges. Smaller localities are likely to have a lot less. T\n","metadata":{"execution":{"iopub.status.busy":"2025-01-05T11:40:17.821040Z","iopub.execute_input":"2025-01-05T11:40:17.821400Z","iopub.status.idle":"2025-01-05T11:40:17.827906Z","shell.execute_reply.started":"2025-01-05T11:40:17.821373Z","shell.execute_reply":"2025-01-05T11:40:17.826919Z"}}},{"cell_type":"code","source":"group = ['Location']\ncol = ['Price:Count']\ngrouped_by = data.groupby(group).sum()[col].reset_index()\ngrouped_by.sort_values('Price:Count')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:24.079178Z","iopub.execute_input":"2025-01-11T12:05:24.079602Z","iopub.status.idle":"2025-01-11T12:05:24.584736Z","shell.execute_reply.started":"2025-01-11T12:05:24.079563Z","shell.execute_reply":"2025-01-11T12:05:24.583852Z"}},"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":" Location Price:Count\n522 KELSO 1\n785 PORT DINORWIC 1\n606 LLANSANFFRAID 2\n423 GRETNA 7\n403 GATWICK 7\n.. ... ...\n556 LEEDS 254153\n736 NOTTINGHAM 295664\n112 BIRMINGHAM 330038\n647 MANCHESTER 381448\n614 LONDON 1665495\n\n[1152 rows x 2 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
LocationPrice:Count
522KELSO1
785PORT DINORWIC1
606LLANSANFFRAID2
423GRETNA7
403GATWICK7
.........
556LEEDS254153
736NOTTINGHAM295664
112BIRMINGHAM330038
647MANCHESTER381448
614LONDON1665495
\n

1152 rows × 2 columns

\n
"},"metadata":{}}],"execution_count":15},{"cell_type":"code","source":"locations = pd.read_csv(\"/kaggle/input/geonames-gb/geo_locations.csv\")\nlocations.dtypes","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:24.585864Z","iopub.execute_input":"2025-01-11T12:05:24.586208Z","iopub.status.idle":"2025-01-11T12:05:24.831587Z","shell.execute_reply.started":"2025-01-11T12:05:24.586178Z","shell.execute_reply":"2025-01-11T12:05:24.830166Z"}},"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"Area object\nName object\nRegion object\nLatitude float64\nLongitude float64\ndtype: object"},"metadata":{}}],"execution_count":16},{"cell_type":"markdown","source":"### Type of Property\n\nThe property type appears to be the same across the whole dataset.","metadata":{}},{"cell_type":"code","source":"len(data['Property Type'].unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:24.832917Z","iopub.execute_input":"2025-01-11T12:05:24.833342Z","iopub.status.idle":"2025-01-11T12:05:24.877448Z","shell.execute_reply.started":"2025-01-11T12:05:24.833307Z","shell.execute_reply":"2025-01-11T12:05:24.876510Z"}},"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"5"},"metadata":{}}],"execution_count":17},{"cell_type":"code","source":"rows = data.Year < 2018\ncol = 'Property Type'\nbefore_2018 = data.loc[rows, col]\nlen(before_2018.unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:24.881186Z","iopub.execute_input":"2025-01-11T12:05:24.881479Z","iopub.status.idle":"2025-01-11T12:05:24.905596Z","shell.execute_reply.started":"2025-01-11T12:05:24.881454Z","shell.execute_reply":"2025-01-11T12:05:24.904655Z"}},"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"5"},"metadata":{}}],"execution_count":18},{"cell_type":"code","source":"rows = data.Year >= 2018\ncol = 'Property Type'\nafter_2018 = data.loc[rows, col]\nlen(after_2018.unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:24.907194Z","iopub.execute_input":"2025-01-11T12:05:24.907462Z","iopub.status.idle":"2025-01-11T12:05:24.948746Z","shell.execute_reply.started":"2025-01-11T12:05:24.907438Z","shell.execute_reply":"2025-01-11T12:05:24.947382Z"}},"outputs":[{"execution_count":19,"output_type":"execute_result","data":{"text/plain":"5"},"metadata":{}}],"execution_count":19},{"cell_type":"code","source":"before_2018 = set(before_2018)\nafter_2018 = set(after_2018)\nbefore_2018.difference(after_2018)\n\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:24.950021Z","iopub.execute_input":"2025-01-11T12:05:24.950330Z","iopub.status.idle":"2025-01-11T12:05:25.020354Z","shell.execute_reply.started":"2025-01-11T12:05:24.950300Z","shell.execute_reply":"2025-01-11T12:05:25.019262Z"}},"outputs":[{"execution_count":20,"output_type":"execute_result","data":{"text/plain":"set()"},"metadata":{}}],"execution_count":20},{"cell_type":"markdown","source":"We discover terraced houses (30%) are likely to be properties with the most exchanged titles, after semi-detached houses (27%) and flat. Others (3%) appears to be the least, with detached houses (20%) and flat (21%). \n\nThis interpretations may suggest real-estates in the UK could be mainly composed of terraced houses, flats and semi-detached properties. \n","metadata":{"execution":{"iopub.status.busy":"2025-01-05T11:40:17.821040Z","iopub.execute_input":"2025-01-05T11:40:17.821400Z","iopub.status.idle":"2025-01-05T11:40:17.827906Z","shell.execute_reply.started":"2025-01-05T11:40:17.821373Z","shell.execute_reply":"2025-01-05T11:40:17.826919Z"}}},{"cell_type":"code","source":"group = ['Property Type']\ncol = ['Price:Count']\ngrouped_by = data.groupby(group).sum()[col].reset_index()\ngrouped_by.sort_values('Price:Count')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:05:25.021432Z","iopub.execute_input":"2025-01-11T12:05:25.021841Z","iopub.status.idle":"2025-01-11T12:06:25.672060Z","shell.execute_reply.started":"2025-01-11T12:05:25.021795Z","shell.execute_reply":"2025-01-11T12:06:25.670893Z"}},"outputs":[{"execution_count":21,"output_type":"execute_result","data":{"text/plain":" Property Type Price:Count\n2 O 413560\n0 D 2790506\n1 F 2909812\n3 S 3693681\n4 T 4117586","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Property TypePrice:Count
2O413560
0D2790506
1F2909812
3S3693681
4T4117586
\n
"},"metadata":{}}],"execution_count":21},{"cell_type":"code","source":"grouped_by['Percentage'] = grouped_by['Price:Count'] / np.sum(grouped_by['Price:Count'])\ngrouped_by","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:06:25.673104Z","iopub.execute_input":"2025-01-11T12:06:25.673462Z","iopub.status.idle":"2025-01-11T12:06:25.685048Z","shell.execute_reply.started":"2025-01-11T12:06:25.673431Z","shell.execute_reply":"2025-01-11T12:06:25.683845Z"}},"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"text/plain":" Property Type Price:Count Percentage\n0 D 2790506 0.200393\n1 F 2909812 0.208961\n2 O 413560 0.029699\n3 S 3693681 0.265253\n4 T 4117586 0.295694","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Property TypePrice:CountPercentage
0D27905060.200393
1F29098120.208961
2O4135600.029699
3S36936810.265253
4T41175860.295694
\n
"},"metadata":{}}],"execution_count":22},{"cell_type":"code","source":"plt.figure(figsize=(20, 12))\ncolors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red', 'tab:purple']\nplt.bar(grouped_by['Property Type'],grouped_by['Price:Count'], color=colors )\naddlabels(grouped_by['Property Type'],grouped_by['Price:Count'])\nplt.title('Comparison: Number of properties exchanged overtime per type')\nplt.xlabel('Type of Property',fontsize=20)\nplt.ylabel('Number of exchanges')\nplt.grid(False)\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:06:25.686120Z","iopub.execute_input":"2025-01-11T12:06:25.686441Z","iopub.status.idle":"2025-01-11T12:06:26.015330Z","shell.execute_reply.started":"2025-01-11T12:06:25.686411Z","shell.execute_reply":"2025-01-11T12:06:26.014168Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}],"execution_count":23},{"cell_type":"markdown","source":"### Old/New\n\nThe old and new properties appears to be the same across the whole dataset.","metadata":{}},{"cell_type":"code","source":"len(data['Old/New'].unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:06:26.016880Z","iopub.execute_input":"2025-01-11T12:06:26.017371Z","iopub.status.idle":"2025-01-11T12:06:26.059478Z","shell.execute_reply.started":"2025-01-11T12:06:26.017320Z","shell.execute_reply":"2025-01-11T12:06:26.058375Z"}},"outputs":[{"execution_count":24,"output_type":"execute_result","data":{"text/plain":"2"},"metadata":{}}],"execution_count":24},{"cell_type":"code","source":"rows = data.Year < 2018\ncol = 'Old/New'\nbefore_2018 = data.loc[rows, col]\nlen(before_2018.unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:06:26.060516Z","iopub.execute_input":"2025-01-11T12:06:26.060907Z","iopub.status.idle":"2025-01-11T12:06:26.085145Z","shell.execute_reply.started":"2025-01-11T12:06:26.060875Z","shell.execute_reply":"2025-01-11T12:06:26.084093Z"}},"outputs":[{"execution_count":25,"output_type":"execute_result","data":{"text/plain":"2"},"metadata":{}}],"execution_count":25},{"cell_type":"code","source":"rows = data.Year >= 2018\ncol = 'Old/New'\nafter_2018 = data.loc[rows, col]\nlen(after_2018.unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:06:26.086181Z","iopub.execute_input":"2025-01-11T12:06:26.086456Z","iopub.status.idle":"2025-01-11T12:06:26.129200Z","shell.execute_reply.started":"2025-01-11T12:06:26.086430Z","shell.execute_reply":"2025-01-11T12:06:26.128123Z"}},"outputs":[{"execution_count":26,"output_type":"execute_result","data":{"text/plain":"2"},"metadata":{}}],"execution_count":26},{"cell_type":"code","source":"before_2018 = set(before_2018)\nafter_2018 = set(after_2018)\nbefore_2018.difference(after_2018)\n\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:06:26.130177Z","iopub.execute_input":"2025-01-11T12:06:26.130431Z","iopub.status.idle":"2025-01-11T12:06:26.201179Z","shell.execute_reply.started":"2025-01-11T12:06:26.130408Z","shell.execute_reply":"2025-01-11T12:06:26.200009Z"}},"outputs":[{"execution_count":27,"output_type":"execute_result","data":{"text/plain":"set()"},"metadata":{}}],"execution_count":27},{"cell_type":"markdown","source":"We discover 10% of new properties have been purchased.\n","metadata":{"execution":{"iopub.status.busy":"2025-01-05T11:40:17.821040Z","iopub.execute_input":"2025-01-05T11:40:17.821400Z","iopub.status.idle":"2025-01-05T11:40:17.827906Z","shell.execute_reply.started":"2025-01-05T11:40:17.821373Z","shell.execute_reply":"2025-01-05T11:40:17.826919Z"}}},{"cell_type":"code","source":"group = ['Old/New']\ncol = ['Price:Count']\ngrouped_by = data.groupby(group).sum()[col].reset_index()\ngrouped_by.sort_values('Price:Count')","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"grouped_by['Percentage'] = grouped_by['Price:Count'] / np.sum(grouped_by['Price:Count'])\ngrouped_by","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:09:52.256068Z","iopub.execute_input":"2025-01-11T12:09:52.256397Z","iopub.status.idle":"2025-01-11T12:09:52.266339Z","shell.execute_reply.started":"2025-01-11T12:09:52.256370Z","shell.execute_reply":"2025-01-11T12:09:52.265302Z"}},"outputs":[{"execution_count":29,"output_type":"execute_result","data":{"text/plain":" Old/New Price:Count Percentage\n0 N 12400707 0.890526\n1 Y 1524438 0.109474","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Old/NewPrice:CountPercentage
0N124007070.890526
1Y15244380.109474
\n
"},"metadata":{}}],"execution_count":29},{"cell_type":"code","source":"plt.figure(figsize=(20, 12))\ncolors = ['tab:blue', 'tab:orange']\nplt.bar(grouped_by['Old/New'],grouped_by['Price:Count'], color=colors )\naddlabels(grouped_by['Old/New'],grouped_by['Price:Count'])\nplt.title('Comparison: Number of properties exchanged overtime per type')\nplt.xlabel('Old/New',fontsize=20)\nplt.ylabel('Number of exchanges')\nplt.grid(False)\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:09:52.267663Z","iopub.execute_input":"2025-01-11T12:09:52.268192Z","iopub.status.idle":"2025-01-11T12:09:52.589004Z","shell.execute_reply.started":"2025-01-11T12:09:52.268157Z","shell.execute_reply":"2025-01-11T12:09:52.587868Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}],"execution_count":30},{"cell_type":"markdown","source":"### Tenure \n\nThe tenure of the property appears to improve through time. Some unspecified tenure was present in the data prior 2018, but none after 2018. This observation may suggest some analysis including the tenure may not be as accurate until 2018.","metadata":{}},{"cell_type":"code","source":"len(data['Tenure'].unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:09:52.589998Z","iopub.execute_input":"2025-01-11T12:09:52.590325Z","iopub.status.idle":"2025-01-11T12:09:52.638016Z","shell.execute_reply.started":"2025-01-11T12:09:52.590296Z","shell.execute_reply":"2025-01-11T12:09:52.636711Z"}},"outputs":[{"execution_count":31,"output_type":"execute_result","data":{"text/plain":"3"},"metadata":{}}],"execution_count":31},{"cell_type":"code","source":"rows = data.Year < 2018\ncol = 'Tenure'\nbefore_2018 = data.loc[rows, col]\nlen(before_2018.unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:09:52.639333Z","iopub.execute_input":"2025-01-11T12:09:52.639719Z","iopub.status.idle":"2025-01-11T12:09:52.664927Z","shell.execute_reply.started":"2025-01-11T12:09:52.639669Z","shell.execute_reply":"2025-01-11T12:09:52.663913Z"}},"outputs":[{"execution_count":32,"output_type":"execute_result","data":{"text/plain":"3"},"metadata":{}}],"execution_count":32},{"cell_type":"code","source":"rows = data.Year >= 2018\ncol = 'Tenure'\nafter_2018 = data.loc[rows, col]\nlen(after_2018.unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:09:52.665975Z","iopub.execute_input":"2025-01-11T12:09:52.666270Z","iopub.status.idle":"2025-01-11T12:09:52.708522Z","shell.execute_reply.started":"2025-01-11T12:09:52.666232Z","shell.execute_reply":"2025-01-11T12:09:52.707604Z"}},"outputs":[{"execution_count":33,"output_type":"execute_result","data":{"text/plain":"2"},"metadata":{}}],"execution_count":33},{"cell_type":"code","source":"before_2018 = set(before_2018)\nafter_2018 = set(after_2018)\nbefore_2018.difference(after_2018)\n\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:09:52.709443Z","iopub.execute_input":"2025-01-11T12:09:52.709712Z","iopub.status.idle":"2025-01-11T12:09:52.789361Z","shell.execute_reply.started":"2025-01-11T12:09:52.709689Z","shell.execute_reply":"2025-01-11T12:09:52.787927Z"}},"outputs":[{"execution_count":34,"output_type":"execute_result","data":{"text/plain":"{'U'}"},"metadata":{}}],"execution_count":34},{"cell_type":"markdown","source":"We discover free-hold (73%) are likely to be properties with the most exchanged titles, after leasehold (27%). Less than 1% of tenure is unknow, which is very small.\n\n\n","metadata":{"execution":{"iopub.status.busy":"2025-01-05T11:40:17.821040Z","iopub.execute_input":"2025-01-05T11:40:17.821400Z","iopub.status.idle":"2025-01-05T11:40:17.827906Z","shell.execute_reply.started":"2025-01-05T11:40:17.821373Z","shell.execute_reply":"2025-01-05T11:40:17.826919Z"}}},{"cell_type":"code","source":"group = ['Tenure']\ncol = ['Price:Count']\ngrouped_by = data.groupby(group).sum()[col].reset_index()\ngrouped_by.sort_values('Price:Count')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:09:52.790458Z","iopub.execute_input":"2025-01-11T12:09:52.790810Z","iopub.status.idle":"2025-01-11T12:13:08.251015Z","shell.execute_reply.started":"2025-01-11T12:09:52.790738Z","shell.execute_reply":"2025-01-11T12:13:08.249837Z"}},"outputs":[{"execution_count":35,"output_type":"execute_result","data":{"text/plain":" Tenure Price:Count\n2 U 296\n1 L 3818965\n0 F 10105884","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
TenurePrice:Count
2U296
1L3818965
0F10105884
\n
"},"metadata":{}}],"execution_count":35},{"cell_type":"code","source":"grouped_by['Percentage'] = grouped_by['Price:Count'] / np.sum(grouped_by['Price:Count'])\ngrouped_by","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:13:08.252248Z","iopub.execute_input":"2025-01-11T12:13:08.252778Z","iopub.status.idle":"2025-01-11T12:13:08.263206Z","shell.execute_reply.started":"2025-01-11T12:13:08.252718Z","shell.execute_reply":"2025-01-11T12:13:08.261916Z"}},"outputs":[{"execution_count":36,"output_type":"execute_result","data":{"text/plain":" Tenure Price:Count Percentage\n0 F 10105884 0.725729\n1 L 3818965 0.274250\n2 U 296 0.000021","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
TenurePrice:CountPercentage
0F101058840.725729
1L38189650.274250
2U2960.000021
\n
"},"metadata":{}}],"execution_count":36},{"cell_type":"code","source":"plt.figure(figsize=(20, 12))\ncolors = ['tab:blue', 'tab:orange', 'tab:green']\nplt.bar(grouped_by['Tenure'],grouped_by['Price:Count'], color=colors )\naddlabels(grouped_by['Tenure'],grouped_by['Price:Count'])\nplt.title('Comparison: Number of properties exchanged overtime per type')\nplt.xlabel('Tenure',fontsize=20)\nplt.ylabel('Number of exchanges')\nplt.grid(False)\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-01-11T12:13:08.264473Z","iopub.execute_input":"2025-01-11T12:13:08.264890Z","iopub.status.idle":"2025-01-11T12:13:08.610393Z","shell.execute_reply.started":"2025-01-11T12:13:08.264849Z","shell.execute_reply":"2025-01-11T12:13:08.609116Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}],"execution_count":37},{"cell_type":"markdown","source":"# What can we explore using this data?","metadata":{}},{"cell_type":"markdown","source":"We have discovered the dataset is far from being perfect. For example, there is no monthly total value of properties titles exchange. It can be computed using the number of observation _Price:Count_ and _Price:Mean_. \n\nWe should be able to overcome issues with the location using the geo_location datasets. Some better groupings and statistical analysis should be possible to create. The geographical data should help merging with known datasets that hold more population, economical and other socio-economical data. \n\nThe number of titles exchanges per tenure, type of property, old/new, month and year can be used to create some classes to help build some predictive models, using some random-forrest or other type of classifiers. Some possible time series analysis may be possible too.","metadata":{}}]} \ No newline at end of file From 5be189d03826c285d39049c53f94c17945db0ce1 Mon Sep 17 00:00:00 2001 From: Patricia Ryser-Welch Date: Thu, 16 Jan 2025 20:47:45 +0000 Subject: [PATCH 2/9] normalisation --- .DS_Store | Bin 8196 -> 8196 bytes Data engineering and science/.DS_Store | Bin 8196 -> 8196 bytes .../database-normalisation.ipynb | 1 + 3 files changed, 1 insertion(+) create mode 100644 Data engineering and science/Structuring data/database-normalisation.ipynb diff --git a/.DS_Store b/.DS_Store index 3a1ce3043c6fbce2c6eebff830a09962c572324b..8724e38c94ab058a2d818d4400049de9b998ae43 100644 GIT binary patch delta 16 XcmZp1XmQxkB0Tw`h~ws?!uC7>I!y*& delta 16 XcmZp1XmQxkB0O19)N%7sVS63`G}HyK diff --git a/Data engineering and science/.DS_Store b/Data engineering and science/.DS_Store index 961cd9e49a881f63f1b60748d7a929de5d61d351..d68b93a78c8602fb5f474f74d3e57e8599fd21a7 100644 GIT binary patch delta 562 zcmZp1XmOa}&nUJrU^hRb*yKDxoy`^kx=i)_48aVU47m&i3^@#`3ZJvO8^km zQx6OSxM!s1rr*6h=NKpm2x`pDM+5>X`p|-5vYc@6<}E_A88=q%VBE|u@ttM!KcPS% HZ!04JuG@nX delta 46 zcmZp1XmOa}&&abeU^hP_&*VHooy`^kx=fRmMEy5!5t+@n*`H?z^JaF5?<^ZD*_Z)Y C)()-! diff --git a/Data engineering and science/Structuring data/database-normalisation.ipynb b/Data engineering and science/Structuring data/database-normalisation.ipynb new file mode 100644 index 0000000..d68caf7 --- /dev/null +++ b/Data engineering and science/Structuring data/database-normalisation.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":4930282,"sourceType":"datasetVersion","datasetId":2859052}],"dockerImageVersionId":30380,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Database normalisation of olympic data. \n\nDatasets are often denormalised relational databases into large _flat tables_. It is worth considering reversing this data engineering task, so that we understand better the structure of the data, prepare better data for model fitting for advanced statistical methodologies and machine learning algorithms.\n\nIt is worth eliciting the data semantics from the existing data. The dataset description can help us understanding how real-life objects have been represented in the dataset. Categorical data may be identified, ranges of values, and other logical grouping of values. It could help identifying dependent statistical variables. The outcome could also let us transforming the data into other type data, such knowledge graphs with a semantic layer. \n\nSome reading about [Database normalisation](https://en.wikipedia.org/wiki/Database_normalization) can be useful.\n\n## Which dataset are we using?\n\nWe use a dataset based on the Olympics game. We aim to explore whether Decision trees or random forrest may be able to predict a medal winner or not from the data. We use the \n[Olympics 124 years dataset](https://www.kaggle.com/datasets/nitishsharma01/olympics-124-years-datasettill-2020).\n\nWe are assuming all the athletes stated in this dataset have all agreed to have their name added to the data. The name of those athletes are most likely to have been in the public domain at the time of the Olympic games occured.","metadata":{}},{"cell_type":"markdown","source":"# Import libraries and data","metadata":{}},{"cell_type":"code","source":"\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport os\nimport matplotlib.pyplot as plt\n\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n for filename in filenames:\n print(os.path.join(dirname, filename))\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T14:17:50.352161Z","iopub.execute_input":"2024-01-12T14:17:50.352846Z","iopub.status.idle":"2024-01-12T14:17:50.367584Z","shell.execute_reply.started":"2024-01-12T14:17:50.352799Z","shell.execute_reply":"2024-01-12T14:17:50.366535Z"},"trusted":true},"outputs":[{"name":"stdout","text":"/kaggle/input/olympics-124-years-datasettill-2020/Athletes_summer_games.csv\n/kaggle/input/olympics-124-years-datasettill-2020/Athletes_winter_games.csv\n/kaggle/input/olympics-124-years-datasettill-2020/regions.csv\n","output_type":"stream"}],"execution_count":99},{"cell_type":"code","source":"path_summer = \"/kaggle/input/olympics-124-years-datasettill-2020/Athletes_summer_games.csv\"\npath_winter = \"/kaggle/input/olympics-124-years-datasettill-2020/Athletes_winter_games.csv\"\npath_regions = \"/kaggle/input/olympics-124-years-datasettill-2020/regions.csv\"\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:05.248242Z","iopub.execute_input":"2024-01-12T13:55:05.248872Z","iopub.status.idle":"2024-01-12T13:55:05.254197Z","shell.execute_reply.started":"2024-01-12T13:55:05.248823Z","shell.execute_reply":"2024-01-12T13:55:05.253153Z"},"trusted":true},"outputs":[],"execution_count":3},{"cell_type":"markdown","source":"We upload the data stored in the three csv files. ","metadata":{}},{"cell_type":"markdown","source":"## Summer data","metadata":{}},{"cell_type":"code","source":"summer_df = pd.read_csv(path_summer)\nsummer_df.dtypes","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:05.255607Z","iopub.execute_input":"2024-01-12T13:55:05.256624Z","iopub.status.idle":"2024-01-12T13:55:06.236846Z","shell.execute_reply.started":"2024-01-12T13:55:05.256588Z","shell.execute_reply":"2024-01-12T13:55:06.233775Z"},"trusted":true},"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"Unnamed: 0 int64\nName object\nSex object\nAge float64\nTeam object\nNOC object\nGames object\nYear int64\nSeason object\nCity object\nSport object\nEvent object\nMedal object\ndtype: object"},"metadata":{}}],"execution_count":4},{"cell_type":"code","source":"summer_df.shape","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.241170Z","iopub.execute_input":"2024-01-12T13:55:06.242400Z","iopub.status.idle":"2024-01-12T13:55:06.252596Z","shell.execute_reply.started":"2024-01-12T13:55:06.242345Z","shell.execute_reply":"2024-01-12T13:55:06.250129Z"},"trusted":true},"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"(237673, 13)"},"metadata":{}}],"execution_count":5},{"cell_type":"code","source":"summer_df.Season.unique()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.254388Z","iopub.execute_input":"2024-01-12T13:55:06.258451Z","iopub.status.idle":"2024-01-12T13:55:06.290075Z","shell.execute_reply.started":"2024-01-12T13:55:06.258390Z","shell.execute_reply":"2024-01-12T13:55:06.288815Z"},"trusted":true},"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"array(['Summer'], dtype=object)"},"metadata":{}}],"execution_count":6},{"cell_type":"code","source":"len(summer_df.NOC.unique())","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.291609Z","iopub.execute_input":"2024-01-12T13:55:06.292348Z","iopub.status.idle":"2024-01-12T13:55:06.322120Z","shell.execute_reply.started":"2024-01-12T13:55:06.292299Z","shell.execute_reply":"2024-01-12T13:55:06.320802Z"},"trusted":true},"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"233"},"metadata":{}}],"execution_count":7},{"cell_type":"markdown","source":"## Winter Olympic Games data","metadata":{}},{"cell_type":"code","source":"winter_df = pd.read_csv(path_winter)\nwinter_df.dtypes","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.324718Z","iopub.execute_input":"2024-01-12T13:55:06.325147Z","iopub.status.idle":"2024-01-12T13:55:06.726074Z","shell.execute_reply.started":"2024-01-12T13:55:06.325112Z","shell.execute_reply":"2024-01-12T13:55:06.724853Z"},"trusted":true},"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"Unnamed: 0 int64\nName object\nSex object\nAge float64\nTeam object\nNOC object\nGames object\nYear int64\nSeason object\nCity object\nSport object\nEvent object\nMedal object\ndtype: object"},"metadata":{}}],"execution_count":8},{"cell_type":"code","source":"winter_df.shape","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.727859Z","iopub.execute_input":"2024-01-12T13:55:06.728291Z","iopub.status.idle":"2024-01-12T13:55:06.737599Z","shell.execute_reply.started":"2024-01-12T13:55:06.728254Z","shell.execute_reply":"2024-01-12T13:55:06.736193Z"},"trusted":true},"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"(48564, 13)"},"metadata":{}}],"execution_count":9},{"cell_type":"code","source":"winter_df.Season.unique()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.739709Z","iopub.execute_input":"2024-01-12T13:55:06.740211Z","iopub.status.idle":"2024-01-12T13:55:06.752217Z","shell.execute_reply.started":"2024-01-12T13:55:06.740146Z","shell.execute_reply":"2024-01-12T13:55:06.750987Z"},"trusted":true},"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"array(['Winter'], dtype=object)"},"metadata":{}}],"execution_count":10},{"cell_type":"markdown","source":"## Regions ","metadata":{}},{"cell_type":"code","source":"regions_df = pd.read_csv(path_regions)\nregions_df.dtypes","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.758031Z","iopub.execute_input":"2024-01-12T13:55:06.758440Z","iopub.status.idle":"2024-01-12T13:55:06.774525Z","shell.execute_reply.started":"2024-01-12T13:55:06.758405Z","shell.execute_reply":"2024-01-12T13:55:06.773403Z"},"trusted":true},"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":"Unnamed: 0 int64\nNOC object\nregion object\nnotes object\ndtype: object"},"metadata":{}}],"execution_count":11},{"cell_type":"code","source":"regions_df.head()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.775846Z","iopub.execute_input":"2024-01-12T13:55:06.776212Z","iopub.status.idle":"2024-01-12T13:55:06.797201Z","shell.execute_reply.started":"2024-01-12T13:55:06.776178Z","shell.execute_reply":"2024-01-12T13:55:06.795828Z"},"trusted":true},"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":" Unnamed: 0 NOC region notes\n0 0 EOR Refugee NaN\n1 1 LBN Lebanon NaN\n2 2 SGP Singapore NaN\n3 3 ROC Russia NaN\n4 4 AFG Afghanistan NaN","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Unnamed: 0NOCregionnotes
00EORRefugeeNaN
11LBNLebanonNaN
22SGPSingaporeNaN
33ROCRussiaNaN
44AFGAfghanistanNaN
\n
"},"metadata":{}}],"execution_count":12},{"cell_type":"code","source":"len(regions_df.NOC.unique())","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.799004Z","iopub.execute_input":"2024-01-12T13:55:06.799720Z","iopub.status.idle":"2024-01-12T13:55:06.807683Z","shell.execute_reply.started":"2024-01-12T13:55:06.799674Z","shell.execute_reply":"2024-01-12T13:55:06.806610Z"},"trusted":true},"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"234"},"metadata":{}}],"execution_count":13},{"cell_type":"markdown","source":"## Comparisons of datasets","metadata":{}},{"cell_type":"markdown","source":"The number of columns is the same for both summer and winter datasets. The columns appears to have been harmonised, which is quite helpful. ","metadata":{}},{"cell_type":"code","source":"all(winter_df.columns.isin(summer_df.columns))","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.809849Z","iopub.execute_input":"2024-01-12T13:55:06.810670Z","iopub.status.idle":"2024-01-12T13:55:06.822388Z","shell.execute_reply.started":"2024-01-12T13:55:06.810618Z","shell.execute_reply":"2024-01-12T13:55:06.820722Z"},"trusted":true},"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":"True"},"metadata":{}}],"execution_count":14},{"cell_type":"code","source":"winter_df.shape[1] == summer_df.shape[1]","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.824176Z","iopub.execute_input":"2024-01-12T13:55:06.825398Z","iopub.status.idle":"2024-01-12T13:55:06.834026Z","shell.execute_reply.started":"2024-01-12T13:55:06.825348Z","shell.execute_reply":"2024-01-12T13:55:06.832939Z"},"trusted":true},"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":"True"},"metadata":{}}],"execution_count":15},{"cell_type":"code","source":"winter_df.columns","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.835713Z","iopub.execute_input":"2024-01-12T13:55:06.836488Z","iopub.status.idle":"2024-01-12T13:55:06.850321Z","shell.execute_reply.started":"2024-01-12T13:55:06.836425Z","shell.execute_reply":"2024-01-12T13:55:06.848792Z"},"trusted":true},"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"Index(['Unnamed: 0', 'Name', 'Sex', 'Age', 'Team', 'NOC', 'Games', 'Year',\n 'Season', 'City', 'Sport', 'Event', 'Medal'],\n dtype='object')"},"metadata":{}}],"execution_count":16},{"cell_type":"markdown","source":"# Merging all the data in one large dataset\n\nThe data is merge in one dataset to support analysis of the datasets, its structure and values. ","metadata":{}},{"cell_type":"code","source":"data_df = pd.concat([summer_df, winter_df])\ndata_df.shape","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.852269Z","iopub.execute_input":"2024-01-12T13:55:06.852903Z","iopub.status.idle":"2024-01-12T13:55:06.977612Z","shell.execute_reply.started":"2024-01-12T13:55:06.852813Z","shell.execute_reply":"2024-01-12T13:55:06.976362Z"},"trusted":true},"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"(286237, 13)"},"metadata":{}}],"execution_count":17},{"cell_type":"code","source":"data_df = pd.merge(data_df, regions_df, left_on = 'NOC', right_on='NOC')\ndata_df.dtypes","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:06.979650Z","iopub.execute_input":"2024-01-12T13:55:06.980437Z","iopub.status.idle":"2024-01-12T13:55:07.172302Z","shell.execute_reply.started":"2024-01-12T13:55:06.980395Z","shell.execute_reply":"2024-01-12T13:55:07.171029Z"},"trusted":true},"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"Unnamed: 0_x int64\nName object\nSex object\nAge float64\nTeam object\nNOC object\nGames object\nYear int64\nSeason object\nCity object\nSport object\nEvent object\nMedal object\nUnnamed: 0_y int64\nregion object\nnotes object\ndtype: object"},"metadata":{}}],"execution_count":18},{"cell_type":"markdown","source":"\n\n","metadata":{}},{"cell_type":"markdown","source":"# Do all cell contain a single value?\n\nMost of the cell contain a single value, for the exception of _Games_ column.","metadata":{}},{"cell_type":"code","source":"data_df.head()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:07.173939Z","iopub.execute_input":"2024-01-12T13:55:07.175005Z","iopub.status.idle":"2024-01-12T13:55:07.195424Z","shell.execute_reply.started":"2024-01-12T13:55:07.174957Z","shell.execute_reply":"2024-01-12T13:55:07.194371Z"},"trusted":true},"outputs":[{"execution_count":19,"output_type":"execute_result","data":{"text/plain":" Unnamed: 0_x Name Sex Age Team NOC Games Year \\\n0 0 A Dijiang M 24.0 China CHN 1992 Summer 1992 \n1 1 A Lamusi M 23.0 China CHN 2012 Summer 2012 \n2 1072 Abudoureheman M 22.0 China CHN 2000 Summer 2000 \n3 2611 Ai Linuer M 25.0 China CHN 2004 Summer 2004 \n4 2612 Ai Yanhan F 14.0 China CHN 2016 Summer 2016 \n\n Season City Sport \\\n0 Summer Barcelona Basketball \n1 Summer London Judo \n2 Summer Sydney Boxing \n3 Summer Athina Wrestling \n4 Summer Rio de Janeiro Swimming \n\n Event Medal Unnamed: 0_y region notes \n0 Basketball Men's Basketball NaN 45 China NaN \n1 Judo Men's Extra-Lightweight NaN 45 China NaN \n2 Boxing Men's Middleweight NaN 45 China NaN \n3 Wrestling Men's Lightweight, Greco-Roman NaN 45 China NaN \n4 Swimming Women's 200 metres Freestyle NaN 45 China NaN ","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Unnamed: 0_xNameSexAgeTeamNOCGamesYearSeasonCitySportEventMedalUnnamed: 0_yregionnotes
00A DijiangM24.0ChinaCHN1992 Summer1992SummerBarcelonaBasketballBasketball Men's BasketballNaN45ChinaNaN
11A LamusiM23.0ChinaCHN2012 Summer2012SummerLondonJudoJudo Men's Extra-LightweightNaN45ChinaNaN
21072AbudourehemanM22.0ChinaCHN2000 Summer2000SummerSydneyBoxingBoxing Men's MiddleweightNaN45ChinaNaN
32611Ai LinuerM25.0ChinaCHN2004 Summer2004SummerAthinaWrestlingWrestling Men's Lightweight, Greco-RomanNaN45ChinaNaN
42612Ai YanhanF14.0ChinaCHN2016 Summer2016SummerRio de JaneiroSwimmingSwimming Women's 200 metres FreestyleNaN45ChinaNaN
\n
"},"metadata":{}}],"execution_count":19},{"cell_type":"markdown","source":"### Games","metadata":{}},{"cell_type":"markdown","source":"A brief inspection of the data shows the column _Games_ contains several values - the year and the season. Both values are available in the dataset in the columns _City and Season_. Counting the number of event per Olympic games (see below) suggests the values in the column _Games_ have the same values. We have the same number of rows. ","metadata":{}},{"cell_type":"code","source":"columns = ['Games']\none_col = data_df.groupby(columns).count()[ 'Event'].reset_index()\n\nprint(\"-- columns -- \\n\", one_col.dtypes, sep = '')\nprint(\"--rows and columns--\\n \", one_col.shape, sep = '')","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:07.197013Z","iopub.execute_input":"2024-01-12T13:55:07.197430Z","iopub.status.idle":"2024-01-12T13:55:07.596562Z","shell.execute_reply.started":"2024-01-12T13:55:07.197396Z","shell.execute_reply":"2024-01-12T13:55:07.595337Z"},"trusted":true},"outputs":[{"name":"stdout","text":"-- columns -- \nGames object\nEvent int64\ndtype: object\n--rows and columns--\n (52, 2)\n","output_type":"stream"}],"execution_count":20},{"cell_type":"code","source":"columns = ['Games', 'Year', 'Season']\nthree_cols = data_df.groupby(columns).count()[ 'Event'].reset_index() \nthree_cols.dtypes\nprint(\"--columns--\\n\", three_cols.dtypes, sep = '')\nprint(\"--rows and columns--\\n\", three_cols.shape, sep = '')","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:07.598061Z","iopub.execute_input":"2024-01-12T13:55:07.598420Z","iopub.status.idle":"2024-01-12T13:55:07.873139Z","shell.execute_reply.started":"2024-01-12T13:55:07.598388Z","shell.execute_reply":"2024-01-12T13:55:07.871824Z"},"trusted":true},"outputs":[{"name":"stdout","text":"--columns--\nGames object\nYear int64\nSeason object\nEvent int64\ndtype: object\n--rows and columns--\n(52, 4)\n","output_type":"stream"}],"execution_count":21},{"cell_type":"code","source":"sum(three_cols.Event == one_col.Event) == three_cols.shape[0]","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:07.874626Z","iopub.execute_input":"2024-01-12T13:55:07.874976Z","iopub.status.idle":"2024-01-12T13:55:07.883344Z","shell.execute_reply.started":"2024-01-12T13:55:07.874945Z","shell.execute_reply":"2024-01-12T13:55:07.881777Z"},"trusted":true},"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"text/plain":"True"},"metadata":{}}],"execution_count":22},{"cell_type":"code","source":"sum(three_cols.Event == one_col.Event) == one_col.shape[0]","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:07.885270Z","iopub.execute_input":"2024-01-12T13:55:07.886017Z","iopub.status.idle":"2024-01-12T13:55:07.895069Z","shell.execute_reply.started":"2024-01-12T13:55:07.885972Z","shell.execute_reply":"2024-01-12T13:55:07.893781Z"},"trusted":true},"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"True"},"metadata":{}}],"execution_count":23},{"cell_type":"markdown","source":"We remove the _Games_ column from the dataset, it contains some redundant content. Other columns provide those values.","metadata":{}},{"cell_type":"code","source":"col_to_drop = ['Games']\ndata_df = data_df.drop(columns = col_to_drop)\ndata_df.dtypes","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:07.897097Z","iopub.execute_input":"2024-01-12T13:55:07.897648Z","iopub.status.idle":"2024-01-12T13:55:07.957183Z","shell.execute_reply.started":"2024-01-12T13:55:07.897599Z","shell.execute_reply":"2024-01-12T13:55:07.955953Z"},"trusted":true},"outputs":[{"execution_count":24,"output_type":"execute_result","data":{"text/plain":"Unnamed: 0_x int64\nName object\nSex object\nAge float64\nTeam object\nNOC object\nYear int64\nSeason object\nCity object\nSport object\nEvent object\nMedal object\nUnnamed: 0_y int64\nregion object\nnotes object\ndtype: object"},"metadata":{}}],"execution_count":24},{"cell_type":"markdown","source":"## Sport and events\nThe event columns appears to describe a specific event within a competition. Some gender appears to in the description but not in all. So no further transformation may be required. ","metadata":{}},{"cell_type":"code","source":"data_df.Sport.unique()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:07.959924Z","iopub.execute_input":"2024-01-12T13:55:07.961208Z","iopub.status.idle":"2024-01-12T13:55:07.997109Z","shell.execute_reply.started":"2024-01-12T13:55:07.961165Z","shell.execute_reply":"2024-01-12T13:55:07.995975Z"},"trusted":true},"outputs":[{"execution_count":25,"output_type":"execute_result","data":{"text/plain":"array(['Basketball', 'Judo', 'Boxing', 'Wrestling', 'Swimming',\n 'Softball', 'Hockey', 'Archery', 'Triathlon', 'Football',\n 'Rhythmic Gymnastics', 'Athletics', 'Badminton', 'Fencing',\n 'Gymnastics', 'Volleyball', 'Baseball', 'Water Polo', 'Shooting',\n 'Weightlifting', 'Cycling', 'Rowing', 'Sailing', 'Diving',\n 'Modern Pentathlon', 'Art Competitions', 'Synchronized Swimming',\n 'Handball', 'Canoeing', 'Table Tennis', 'Tennis', 'Taekwondo',\n 'Beach Volleyball', 'Trampolining', 'Golf', 'Equestrianism',\n 'Cycling Track', 'Equestrian', 'Canoe Sprint', 'Rugby Sevens',\n 'Canoe Slalom', 'Trampoline Gymnastics', 'Artistic Gymnastics',\n 'Artistic Swimming', '3x3 Basketball', 'Karate', 'Sport Climbing',\n 'Cycling Road', 'Marathon Swimming', 'Cycling Mountain Bike',\n 'Skateboarding', 'Speed Skating', 'Short Track Speed Skating',\n 'Curling', 'Figure Skating', 'Snowboarding',\n 'Cross Country Skiing', 'Ice Hockey', 'Freestyle Skiing',\n 'Alpine Skiing', 'Biathlon', 'Ski Jumping', 'Tug-Of-War',\n 'Cycling BMX Racing', 'Bobsleigh', 'Military Ski Patrol',\n 'Nordic Combined', 'Luge', 'Skeleton', 'Rugby', 'Cricket',\n 'Croquet', 'Polo', 'Motorboating', 'Surfing',\n 'Cycling BMX Freestyle', 'Basque Pelota', 'Baseball/Softball',\n 'Roque', 'Lacrosse', 'Jeu De Paume', 'Alpinism', 'Aeronautics',\n 'Racquets'], dtype=object)"},"metadata":{}}],"execution_count":25},{"cell_type":"code","source":"columns = ['Sport']\ndata_df.groupby(columns).count()['Event'].reset_index()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:07.998379Z","iopub.execute_input":"2024-01-12T13:55:07.998761Z","iopub.status.idle":"2024-01-12T13:55:08.255909Z","shell.execute_reply.started":"2024-01-12T13:55:07.998699Z","shell.execute_reply":"2024-01-12T13:55:08.254667Z"},"trusted":true},"outputs":[{"execution_count":26,"output_type":"execute_result","data":{"text/plain":" Sport Event\n0 3x3 Basketball 64\n1 Aeronautics 1\n2 Alpine Skiing 8829\n3 Alpinism 25\n4 Archery 2592\n.. ... ...\n79 Tug-Of-War 170\n80 Volleyball 3692\n81 Water Polo 4132\n82 Weightlifting 4134\n83 Wrestling 7443\n\n[84 rows x 2 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
SportEvent
03x3 Basketball64
1Aeronautics1
2Alpine Skiing8829
3Alpinism25
4Archery2592
.........
79Tug-Of-War170
80Volleyball3692
81Water Polo4132
82Weightlifting4134
83Wrestling7443
\n

84 rows × 2 columns

\n
"},"metadata":{}}],"execution_count":26},{"cell_type":"code","source":"columns = ['Sport','Event']\ndata_df.groupby(columns).count()['Year'].reset_index()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:08.257266Z","iopub.execute_input":"2024-01-12T13:55:08.257614Z","iopub.status.idle":"2024-01-12T13:55:08.527341Z","shell.execute_reply.started":"2024-01-12T13:55:08.257583Z","shell.execute_reply":"2024-01-12T13:55:08.526253Z"},"trusted":true},"outputs":[{"execution_count":27,"output_type":"execute_result","data":{"text/plain":" Sport Event Year\n0 3x3 Basketball Men Team 32\n1 3x3 Basketball Women Team 32\n2 Aeronautics Aeronautics Mixed Aeronautics 1\n3 Alpine Skiing Alpine Skiing Men's Combined 569\n4 Alpine Skiing Alpine Skiing Men's Downhill 1164\n... ... ... ...\n1105 Wrestling Wrestling Women's Flyweight, Freestyle 68\n1106 Wrestling Wrestling Women's Heavyweight, Freestyle 64\n1107 Wrestling Wrestling Women's Light-Heavyweight, Freestyle 18\n1108 Wrestling Wrestling Women's Lightweight, Freestyle 67\n1109 Wrestling Wrestling Women's Middleweight, Freestyle 68\n\n[1110 rows x 3 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
SportEventYear
03x3 BasketballMen Team32
13x3 BasketballWomen Team32
2AeronauticsAeronautics Mixed Aeronautics1
3Alpine SkiingAlpine Skiing Men's Combined569
4Alpine SkiingAlpine Skiing Men's Downhill1164
............
1105WrestlingWrestling Women's Flyweight, Freestyle68
1106WrestlingWrestling Women's Heavyweight, Freestyle64
1107WrestlingWrestling Women's Light-Heavyweight, Freestyle18
1108WrestlingWrestling Women's Lightweight, Freestyle67
1109WrestlingWrestling Women's Middleweight, Freestyle68
\n

1110 rows × 3 columns

\n
"},"metadata":{}}],"execution_count":27},{"cell_type":"code","source":"len(data_df.Event.unique())","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:08.528480Z","iopub.execute_input":"2024-01-12T13:55:08.528824Z","iopub.status.idle":"2024-01-12T13:55:08.567115Z","shell.execute_reply.started":"2024-01-12T13:55:08.528795Z","shell.execute_reply":"2024-01-12T13:55:08.565774Z"},"trusted":true},"outputs":[{"execution_count":28,"output_type":"execute_result","data":{"text/plain":"1071"},"metadata":{}}],"execution_count":28},{"cell_type":"code","source":"data_df.dtypes","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:08.574717Z","iopub.execute_input":"2024-01-12T13:55:08.575319Z","iopub.status.idle":"2024-01-12T13:55:08.583808Z","shell.execute_reply.started":"2024-01-12T13:55:08.575274Z","shell.execute_reply":"2024-01-12T13:55:08.582830Z"},"trusted":true},"outputs":[{"execution_count":29,"output_type":"execute_result","data":{"text/plain":"Unnamed: 0_x int64\nName object\nSex object\nAge float64\nTeam object\nNOC object\nYear int64\nSeason object\nCity object\nSport object\nEvent object\nMedal object\nUnnamed: 0_y int64\nregion object\nnotes object\ndtype: object"},"metadata":{}}],"execution_count":29},{"cell_type":"markdown","source":"# Do each row has a unique identifier?\n\nThe current data has yet some unique keys. Any row cannot be represented uniquely. The dataframe has an index that is unique. However, no logical grouping of the data has yet to be completed. So we explore how logical grouping of data can be made. ","metadata":{}},{"cell_type":"markdown","source":"## Games\n\nFrom our previous discussions and evidences, we can conclude the real-life concept of a game can be uniquely identified by the composite key year and season. We explore whether other fields may be needed. We identify the entity games as follow: \n\n__game__(year, season, city)","metadata":{}},{"cell_type":"code","source":"columns = ['Year','Season','City']\ndata_df.groupby(columns).count().reset_index()\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:08.585703Z","iopub.execute_input":"2024-01-12T13:55:08.586517Z","iopub.status.idle":"2024-01-12T13:55:08.860322Z","shell.execute_reply.started":"2024-01-12T13:55:08.586446Z","shell.execute_reply":"2024-01-12T13:55:08.859186Z"},"trusted":true},"outputs":[{"execution_count":30,"output_type":"execute_result","data":{"text/plain":" Year Season City Unnamed: 0_x Name Sex Age \\\n0 1896 Summer Athina 380 380 380 217 \n1 1900 Summer Paris 1936 1936 1936 1146 \n2 1904 Summer St. Louis 1301 1301 1301 1027 \n3 1906 Summer Athina 1733 1733 1733 990 \n4 1908 Summer London 3101 3101 3101 2452 \n5 1912 Summer Stockholm 4040 4040 4040 3884 \n6 1920 Summer Antwerpen 4292 4292 4292 3447 \n7 1924 Summer Paris 5233 5233 5233 4148 \n8 1924 Winter Chamonix 460 460 460 403 \n9 1928 Summer Amsterdam 4992 4992 4992 4119 \n10 1928 Winter Sankt Moritz 582 582 582 492 \n11 1932 Summer Los Angeles 2969 2969 2969 2662 \n12 1932 Winter Lake Placid 352 352 352 329 \n13 1936 Summer Berlin 6506 6506 6506 6304 \n14 1936 Winter Garmisch-Partenkirchen 895 895 895 884 \n15 1948 Summer London 6405 6405 6405 5233 \n16 1948 Winter Sankt Moritz 1075 1075 1075 1071 \n17 1952 Summer Helsinki 8270 8270 8270 7993 \n18 1952 Winter Oslo 1088 1088 1088 1088 \n19 1956 Summer Melbourne 4829 4829 4829 4256 \n20 1956 Summer Stockholm 298 298 298 258 \n21 1956 Winter Cortina d'Ampezzo 1307 1307 1307 1282 \n22 1960 Summer Roma 8119 8119 8119 7906 \n23 1960 Winter Squaw Valley 1116 1116 1116 1108 \n24 1964 Summer Tokyo 7702 7702 7702 7659 \n25 1964 Winter Innsbruck 1778 1778 1778 1765 \n26 1968 Summer Mexico City 8588 8588 8588 8489 \n27 1968 Winter Grenoble 1891 1891 1891 1872 \n28 1972 Summer Munich 10304 10304 10304 10211 \n29 1972 Winter Sapporo 1655 1655 1655 1652 \n30 1976 Summer Montreal 8641 8641 8641 8600 \n31 1976 Winter Innsbruck 1861 1861 1861 1850 \n32 1980 Summer Moskva 7191 7191 7191 7005 \n33 1980 Winter Lake Placid 1746 1746 1746 1745 \n34 1984 Summer Los Angeles 9454 9454 9454 9249 \n35 1984 Winter Sarajevo 2134 2134 2134 2123 \n36 1988 Summer Seoul 12037 12037 12037 11931 \n37 1988 Winter Calgary 2639 2639 2639 2635 \n38 1992 Summer Barcelona 12977 12977 12977 12934 \n39 1992 Winter Albertville 3436 3436 3436 3435 \n40 1994 Winter Lillehammer 3160 3160 3160 3158 \n41 1996 Summer Atlanta 13780 13780 13780 13772 \n42 1998 Winter Nagano 3605 3605 3605 3603 \n43 2000 Summer Sydney 13821 13821 13821 13820 \n44 2002 Winter Salt Lake City 4109 4109 4109 4109 \n45 2004 Summer Athina 13443 13443 13443 13443 \n46 2006 Winter Torino 4382 4382 4382 4382 \n47 2008 Summer Beijing 13602 13602 13602 13600 \n48 2010 Winter Vancouver 4402 4402 4402 4402 \n49 2012 Summer London 12920 12920 12920 12920 \n50 2014 Winter Sochi 4891 4891 4891 4891 \n51 2016 Summer Rio de Janeiro 13688 13688 13688 13688 \n52 2020 Summer Tokyo 15121 15121 15121 15121 \n\n Team NOC Sport Event Medal Unnamed: 0_y region notes \n0 380 380 380 380 143 380 380 0 \n1 1936 1936 1936 1936 604 1936 1936 9 \n2 1301 1301 1301 1301 486 1301 1301 1 \n3 1733 1733 1733 1733 458 1733 1733 40 \n4 3101 3101 3101 3101 831 3101 3101 89 \n5 4040 4040 4040 4040 941 4040 4038 114 \n6 4292 4292 4292 4292 1308 4292 4292 15 \n7 5233 5233 5233 5233 832 5233 5233 116 \n8 460 460 460 460 130 460 460 7 \n9 4992 4992 4992 4992 734 4992 4992 86 \n10 582 582 582 582 89 582 582 8 \n11 2969 2969 2969 2969 647 2969 2969 1 \n12 352 352 352 352 92 352 352 0 \n13 6506 6506 6506 6506 917 6506 6506 173 \n14 895 895 895 895 108 895 895 24 \n15 6405 6405 6405 6405 852 6405 6405 171 \n16 1075 1075 1075 1075 135 1075 1075 30 \n17 8270 8270 8270 8270 897 8270 8270 216 \n18 1088 1088 1088 1088 136 1088 1088 9 \n19 4829 4829 4829 4829 857 4829 4829 53 \n20 298 298 298 298 36 298 298 0 \n21 1307 1307 1307 1307 150 1307 1307 36 \n22 8119 8119 8119 8119 911 8119 8119 337 \n23 1116 1116 1116 1116 147 1116 1116 0 \n24 7702 7702 7702 7702 1029 7702 7702 195 \n25 1778 1778 1778 1778 186 1778 1778 54 \n26 8588 8588 8588 8588 1057 8588 8588 191 \n27 1891 1891 1891 1891 199 1891 1891 46 \n28 10304 10304 10304 10304 1215 10304 10304 284 \n29 1655 1655 1655 1655 199 1655 1655 31 \n30 8641 8641 8641 8641 1320 8641 8641 212 \n31 1861 1861 1861 1861 211 1861 1861 41 \n32 7191 7191 7191 7191 1384 7191 7191 195 \n33 1746 1746 1746 1746 218 1746 1746 27 \n34 9454 9454 9454 9454 1476 9454 9454 359 \n35 2134 2134 2134 2134 222 2134 2134 115 \n36 12037 12037 12037 12037 1582 12037 12037 372 \n37 2639 2639 2639 2639 263 2639 2639 59 \n38 12977 12977 12977 12977 1712 12977 12977 211 \n39 3436 3436 3436 3436 318 3436 3436 81 \n40 3160 3160 3160 3160 331 3160 3160 12 \n41 13780 13780 13780 13780 1842 13780 13780 181 \n42 3605 3605 3605 3605 440 3605 3605 13 \n43 13821 13821 13821 13821 2004 13821 13821 232 \n44 4109 4109 4109 4109 478 4109 4109 24 \n45 13443 13443 13443 13443 2001 13443 13443 183 \n46 4382 4382 4382 4382 526 4382 4382 14 \n47 13602 13602 13602 13602 2048 13602 13599 108 \n48 4402 4402 4402 4402 520 4402 4402 3 \n49 12920 12920 12920 12920 1941 12920 12917 120 \n50 4891 4891 4891 4891 597 4891 4891 4 \n51 13688 13688 13688 13688 2023 13688 13675 137 \n52 15121 15121 15121 15121 2449 15121 15119 124 ","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
YearSeasonCityUnnamed: 0_xNameSexAgeTeamNOCSportEventMedalUnnamed: 0_yregionnotes
01896SummerAthina3803803802173803803803801433803800
11900SummerParis19361936193611461936193619361936604193619369
21904SummerSt. Louis13011301130110271301130113011301486130113011
31906SummerAthina17331733173399017331733173317334581733173340
41908SummerLondon310131013101245231013101310131018313101310189
51912SummerStockholm4040404040403884404040404040404094140404038114
61920SummerAntwerpen4292429242923447429242924292429213084292429215
71924SummerParis5233523352334148523352335233523383252335233116
81924WinterChamonix4604604604034604604604601304604607
91928SummerAmsterdam499249924992411949924992499249927344992499286
101928WinterSankt Moritz582582582492582582582582895825828
111932SummerLos Angeles29692969296926622969296929692969647296929691
121932WinterLake Placid352352352329352352352352923523520
131936SummerBerlin6506650665066304650665066506650691765066506173
141936WinterGarmisch-Partenkirchen89589589588489589589589510889589524
151948SummerLondon6405640564055233640564056405640585264056405171
161948WinterSankt Moritz107510751075107110751075107510751351075107530
171952SummerHelsinki8270827082707993827082708270827089782708270216
181952WinterOslo10881088108810881088108810881088136108810889
191956SummerMelbourne482948294829425648294829482948298574829482953
201956SummerStockholm298298298258298298298298362982980
211956WinterCortina d'Ampezzo130713071307128213071307130713071501307130736
221960SummerRoma8119811981197906811981198119811991181198119337
231960WinterSquaw Valley11161116111611081116111611161116147111611160
241964SummerTokyo77027702770276597702770277027702102977027702195
251964WinterInnsbruck177817781778176517781778177817781861778177854
261968SummerMexico City85888588858884898588858885888588105785888588191
271968WinterGrenoble189118911891187218911891189118911991891189146
281972SummerMunich103041030410304102111030410304103041030412151030410304284
291972WinterSapporo165516551655165216551655165516551991655165531
301976SummerMontreal86418641864186008641864186418641132086418641212
311976WinterInnsbruck186118611861185018611861186118612111861186141
321980SummerMoskva71917191719170057191719171917191138471917191195
331980WinterLake Placid174617461746174517461746174617462181746174627
341984SummerLos Angeles94549454945492499454945494549454147694549454359
351984WinterSarajevo2134213421342123213421342134213422221342134115
361988SummerSeoul120371203712037119311203712037120371203715821203712037372
371988WinterCalgary263926392639263526392639263926392632639263959
381992SummerBarcelona129771297712977129341297712977129771297717121297712977211
391992WinterAlbertville343634363436343534363436343634363183436343681
401994WinterLillehammer316031603160315831603160316031603313160316012
411996SummerAtlanta137801378013780137721378013780137801378018421378013780181
421998WinterNagano360536053605360336053605360536054403605360513
432000SummerSydney138211382113821138201382113821138211382120041382113821232
442002WinterSalt Lake City410941094109410941094109410941094784109410924
452004SummerAthina134431344313443134431344313443134431344320011344313443183
462006WinterTorino438243824382438243824382438243825264382438214
472008SummerBeijing136021360213602136001360213602136021360220481360213599108
482010WinterVancouver44024402440244024402440244024402520440244023
492012SummerLondon129201292012920129201292012920129201292019411292012917120
502014WinterSochi48914891489148914891489148914891597489148914
512016SummerRio de Janeiro136881368813688136881368813688136881368820231368813675137
522020SummerTokyo151211512115121151211512115121151211512124491512115119124
\n
"},"metadata":{}}],"execution_count":30},{"cell_type":"markdown","source":"We extract the columns year, season and city as one logical grouping and store them in a new dataframe. ","metadata":{}},{"cell_type":"code","source":"columns = ['Year', 'Season', 'City']\ngames = data_df.loc[:, columns].copy(deep = True)\ngames = games.drop_duplicates(subset=columns)\nprint(\"--columns--\\n\", games.dtypes, sep = '')\nprint(\"--rows and columns--\\n\", games.shape, sep = '')\ngames.sort_values('Year')","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:08.861821Z","iopub.execute_input":"2024-01-12T13:55:08.862883Z","iopub.status.idle":"2024-01-12T13:55:08.948264Z","shell.execute_reply.started":"2024-01-12T13:55:08.862843Z","shell.execute_reply":"2024-01-12T13:55:08.947301Z"},"trusted":true},"outputs":[{"name":"stdout","text":"--columns--\nYear int64\nSeason object\nCity object\ndtype: object\n--rows and columns--\n(53, 3)\n","output_type":"stream"},{"execution_count":31,"output_type":"execute_result","data":{"text/plain":" Year Season City\n7074 1896 Summer Athina\n5716 1900 Summer Paris\n21672 1904 Summer St. Louis\n5733 1906 Summer Athina\n5722 1908 Summer London\n5730 1912 Summer Stockholm\n5715 1920 Summer Antwerpen\n5765 1924 Summer Paris\n19335 1924 Winter Chamonix\n5724 1928 Summer Amsterdam\n15112 1928 Winter Sankt Moritz\n19324 1932 Winter Lake Placid\n1700 1932 Summer Los Angeles\n23 1936 Summer Berlin\n14996 1936 Winter Garmisch-Partenkirchen\n98 1948 Summer London\n9337 1948 Winter Sankt Moritz\n9338 1952 Winter Oslo\n3083 1952 Summer Helsinki\n5794 1956 Summer Melbourne\n5731 1956 Summer Stockholm\n15048 1956 Winter Cortina d'Ampezzo\n9410 1960 Winter Squaw Valley\n5753 1960 Summer Roma\n5795 1964 Summer Tokyo\n9333 1964 Winter Innsbruck\n5798 1968 Summer Mexico City\n9331 1968 Winter Grenoble\n5723 1972 Summer Munich\n14988 1972 Winter Sapporo\n14990 1976 Winter Innsbruck\n5797 1976 Summer Montreal\n5872 1980 Summer Moskva\n4905 1980 Winter Lake Placid\n10 1984 Summer Los Angeles\n4906 1984 Winter Sarajevo\n44 1988 Summer Seoul\n5035 1988 Winter Calgary\n0 1992 Summer Barcelona\n4921 1992 Winter Albertville\n4922 1994 Winter Lillehammer\n6 1996 Summer Atlanta\n4899 1998 Winter Nagano\n2 2000 Summer Sydney\n4902 2002 Winter Salt Lake City\n3 2004 Summer Athina\n4897 2006 Winter Torino\n8 2008 Summer Beijing\n4907 2010 Winter Vancouver\n1 2012 Summer London\n4903 2014 Winter Sochi\n4 2016 Summer Rio de Janeiro\n4323 2020 Summer Tokyo","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
YearSeasonCity
70741896SummerAthina
57161900SummerParis
216721904SummerSt. Louis
57331906SummerAthina
57221908SummerLondon
57301912SummerStockholm
57151920SummerAntwerpen
57651924SummerParis
193351924WinterChamonix
57241928SummerAmsterdam
151121928WinterSankt Moritz
193241932WinterLake Placid
17001932SummerLos Angeles
231936SummerBerlin
149961936WinterGarmisch-Partenkirchen
981948SummerLondon
93371948WinterSankt Moritz
93381952WinterOslo
30831952SummerHelsinki
57941956SummerMelbourne
57311956SummerStockholm
150481956WinterCortina d'Ampezzo
94101960WinterSquaw Valley
57531960SummerRoma
57951964SummerTokyo
93331964WinterInnsbruck
57981968SummerMexico City
93311968WinterGrenoble
57231972SummerMunich
149881972WinterSapporo
149901976WinterInnsbruck
57971976SummerMontreal
58721980SummerMoskva
49051980WinterLake Placid
101984SummerLos Angeles
49061984WinterSarajevo
441988SummerSeoul
50351988WinterCalgary
01992SummerBarcelona
49211992WinterAlbertville
49221994WinterLillehammer
61996SummerAtlanta
48991998WinterNagano
22000SummerSydney
49022002WinterSalt Lake City
32004SummerAthina
48972006WinterTorino
82008SummerBeijing
49072010WinterVancouver
12012SummerLondon
49032014WinterSochi
42016SummerRio de Janeiro
43232020SummerTokyo
\n
"},"metadata":{}}],"execution_count":31},{"cell_type":"markdown","source":"## Sports and events\nThe previous discussion suggests that events and sports are unique. They could be a logical grouping too. However, at this stage, we keep both as unique entity. \n\n__sports__(sport)\n\n__event__(event)\n\n","metadata":{}},{"cell_type":"code","source":"sport_values = data_df.Sport.unique()\nsports = pd.DataFrame({'sport': sport_values})\nprint(\"--columns--\\n\", sports.dtypes, sep = '')\nprint(\"--rows and columns--\\n\", sports.shape, sep = '')\nsports","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:08.949500Z","iopub.execute_input":"2024-01-12T13:55:08.950481Z","iopub.status.idle":"2024-01-12T13:55:08.988707Z","shell.execute_reply.started":"2024-01-12T13:55:08.950441Z","shell.execute_reply":"2024-01-12T13:55:08.987556Z"},"trusted":true},"outputs":[{"name":"stdout","text":"--columns--\nsport object\ndtype: object\n--rows and columns--\n(84, 1)\n","output_type":"stream"},{"execution_count":32,"output_type":"execute_result","data":{"text/plain":" sport\n0 Basketball\n1 Judo\n2 Boxing\n3 Wrestling\n4 Swimming\n.. ...\n79 Lacrosse\n80 Jeu De Paume\n81 Alpinism\n82 Aeronautics\n83 Racquets\n\n[84 rows x 1 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
sport
0Basketball
1Judo
2Boxing
3Wrestling
4Swimming
......
79Lacrosse
80Jeu De Paume
81Alpinism
82Aeronautics
83Racquets
\n

84 rows × 1 columns

\n
"},"metadata":{}}],"execution_count":32},{"cell_type":"code","source":"event_values = data_df.Event.unique()\nevents = pd.DataFrame({'sport': event_values})\n\nprint(\"--columns--\\n\", events.dtypes, sep = '')\nprint(\"--rows and columns--\\n\", events.shape, sep = '')\nevents","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:08.990423Z","iopub.execute_input":"2024-01-12T13:55:08.991320Z","iopub.status.idle":"2024-01-12T13:55:09.039471Z","shell.execute_reply.started":"2024-01-12T13:55:08.991275Z","shell.execute_reply":"2024-01-12T13:55:09.038349Z"},"trusted":true},"outputs":[{"name":"stdout","text":"--columns--\nsport object\ndtype: object\n--rows and columns--\n(1071, 1)\n","output_type":"stream"},{"execution_count":33,"output_type":"execute_result","data":{"text/plain":" sport\n0 Basketball Men's Basketball\n1 Judo Men's Extra-Lightweight\n2 Boxing Men's Middleweight\n3 Wrestling Men's Lightweight, Greco-Roman\n4 Swimming Women's 200 metres Freestyle\n... ...\n1066 Racquets Men's Singles\n1067 Racquets Men's Doubles\n1068 Motorboating Mixed B-Class (Under 60 Feet)\n1069 Motorboating Mixed C-Class\n1070 Sailing Mixed 18 foot\n\n[1071 rows x 1 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
sport
0Basketball Men's Basketball
1Judo Men's Extra-Lightweight
2Boxing Men's Middleweight
3Wrestling Men's Lightweight, Greco-Roman
4Swimming Women's 200 metres Freestyle
......
1066Racquets Men's Singles
1067Racquets Men's Doubles
1068Motorboating Mixed B-Class (Under 60 Feet)
1069Motorboating Mixed C-Class
1070Sailing Mixed 18 foot
\n

1071 rows × 1 columns

\n
"},"metadata":{}}],"execution_count":33},{"cell_type":"markdown","source":"## Athletes and Teams \n\nWe group logically the name, gender, age and team name. We discover that repetitions of teams appears in our grouping. So we keep separate the athlete and the team.","metadata":{}},{"cell_type":"code","source":"columns = ['Name', 'Sex', 'Age', 'Team']\nathlete_df = data_df.groupby(columns).count()['Sport'].reset_index()\nprint(\"--columns--\\n\", athlete_df.dtypes, sep = '')\nprint(\"--rows and columns--\\n\", athlete_df.shape, sep = '')","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:09.041228Z","iopub.execute_input":"2024-01-12T13:55:09.041694Z","iopub.status.idle":"2024-01-12T13:55:09.670677Z","shell.execute_reply.started":"2024-01-12T13:55:09.041636Z","shell.execute_reply":"2024-01-12T13:55:09.669502Z"},"trusted":true},"outputs":[{"name":"stdout","text":"--columns--\nName object\nSex object\nAge float64\nTeam object\nSport int64\ndtype: object\n--rows and columns--\n(193812, 5)\n","output_type":"stream"}],"execution_count":34},{"cell_type":"code","source":"athlete_df.sort_values(['Team'])","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:09.673758Z","iopub.execute_input":"2024-01-12T13:55:09.674410Z","iopub.status.idle":"2024-01-12T13:55:09.868013Z","shell.execute_reply.started":"2024-01-12T13:55:09.674374Z","shell.execute_reply":"2024-01-12T13:55:09.866584Z"},"trusted":true},"outputs":[{"execution_count":35,"output_type":"execute_result","data":{"text/plain":" Name Sex Age \\\n65729 Harald von Musil M 44.0 \n65636 Harald Fereberger M 23.0 \n88807 Jos Pablo Eustaquio Manuel Francisco Escandn y... M 44.0 \n88277 Jos Eustaquio Luis Francisco Escandn y Barrn M 38.0 \n88614 Jos Manuel Mara del Corazn de Jess Escandn y B... M 42.0 \n... ... .. ... \n18181 Axel Gustaf Estlander M 35.0 \n26185 Carl-Oscar Girsn M 23.0 \n33651 Curt Magnus Wilhelm Andstn M 30.0 \n21487 Bertel Jusln M 31.0 \n79572 Jarl Oskar Wilhelm Andstn M 27.0 \n\n Team Sport \n65729 30. Februar 1 \n65636 30. Februar 1 \n88807 A North American Team 1 \n88277 A North American Team 1 \n88614 A North American Team 1 \n... ... ... \n18181 rn-2 1 \n26185 rn-2 1 \n33651 rn-2 1 \n21487 rn-2 1 \n79572 rn-2 1 \n\n[193812 rows x 5 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
NameSexAgeTeamSport
65729Harald von MusilM44.030. Februar1
65636Harald FerebergerM23.030. Februar1
88807Jos Pablo Eustaquio Manuel Francisco Escandn y...M44.0A North American Team1
88277Jos Eustaquio Luis Francisco Escandn y BarrnM38.0A North American Team1
88614Jos Manuel Mara del Corazn de Jess Escandn y B...M42.0A North American Team1
..................
18181Axel Gustaf EstlanderM35.0rn-21
26185Carl-Oscar GirsnM23.0rn-21
33651Curt Magnus Wilhelm AndstnM30.0rn-21
21487Bertel JuslnM31.0rn-21
79572Jarl Oskar Wilhelm AndstnM27.0rn-21
\n

193812 rows × 5 columns

\n
"},"metadata":{}}],"execution_count":35},{"cell_type":"code","source":"columns = ['Name', 'Sex', 'Age']\nathlete_df = data_df.groupby(columns).count()['Team'].reset_index()\nprint(\"--columns--\\n\", athlete_df.dtypes, sep = '')\nprint(\"--rows and columns--\\n\", athlete_df.shape, sep = '')","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:09.869273Z","iopub.execute_input":"2024-01-12T13:55:09.869777Z","iopub.status.idle":"2024-01-12T13:55:10.508882Z","shell.execute_reply.started":"2024-01-12T13:55:09.869745Z","shell.execute_reply":"2024-01-12T13:55:10.507761Z"},"trusted":true},"outputs":[{"name":"stdout","text":"--columns--\nName object\nSex object\nAge float64\nTeam int64\ndtype: object\n--rows and columns--\n(192254, 4)\n","output_type":"stream"}],"execution_count":36},{"cell_type":"code","source":"athlete_df","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:10.510351Z","iopub.execute_input":"2024-01-12T13:55:10.510811Z","iopub.status.idle":"2024-01-12T13:55:10.529622Z","shell.execute_reply.started":"2024-01-12T13:55:10.510776Z","shell.execute_reply":"2024-01-12T13:55:10.528088Z"},"trusted":true},"outputs":[{"execution_count":37,"output_type":"execute_result","data":{"text/plain":" Name Sex Age Team\n0 Gabrielle Marie \"Gabby\" Adcock (White-) F 25.0 1\n1 Eleonora Margarida Josephina Scmitt F 16.0 2\n2 Jean Hauptmanns M 26.0 1\n3 Luis ngel Fernando de los Santos Grossi M 23.0 1\n4 Luis ngel Fernando de los Santos Grossi M 27.0 4\n... ... .. ... ...\n192249 zlem Kaya F 26.0 1\n192250 zman Graud M 33.0 1\n192251 zzet Safer M 26.0 1\n192252 zzet nce M 23.0 1\n192253 zzet nce M 27.0 1\n\n[192254 rows x 4 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
NameSexAgeTeam
0Gabrielle Marie \"Gabby\" Adcock (White-)F25.01
1Eleonora Margarida Josephina ScmittF16.02
2Jean HauptmannsM26.01
3Luis ngel Fernando de los Santos GrossiM23.01
4Luis ngel Fernando de los Santos GrossiM27.04
...............
192249zlem KayaF26.01
192250zman GraudM33.01
192251zzet SaferM26.01
192252zzet nceM23.01
192253zzet nceM27.01
\n

192254 rows × 4 columns

\n
"},"metadata":{}}],"execution_count":37},{"cell_type":"markdown","source":"Two entities representing the real-life concepts of _athlete_ and _team_ should be created. We propopose the following data dictionary:\n\n__team__(team)\n\n__athlete__(name, age, gender)\n\nThe composition of those fields appears to be composite keys. However, we will create a numerical primary key\n","metadata":{}},{"cell_type":"code","source":"columns = ['Name', 'Sex', 'Age']\nathletes = data_df.loc[:, columns].copy(deep = True)\nathletes = athletes.drop_duplicates(subset = columns)\n#athletes['id'] = range(1, athletes.shape[0] + 1) \nprint(\"--columns--\\n\", athletes.dtypes, sep = '')\nprint(\"--rows and columns--\\n\", athletes.shape, sep = '')\nathletes","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:10.531142Z","iopub.execute_input":"2024-01-12T13:55:10.531556Z","iopub.status.idle":"2024-01-12T13:55:10.712895Z","shell.execute_reply.started":"2024-01-12T13:55:10.531519Z","shell.execute_reply":"2024-01-12T13:55:10.711492Z"},"trusted":true},"outputs":[{"name":"stdout","text":"--columns--\nName object\nSex object\nAge float64\ndtype: object\n--rows and columns--\n(198610, 3)\n","output_type":"stream"},{"execution_count":38,"output_type":"execute_result","data":{"text/plain":" Name Sex Age\n0 A Dijiang M 24.0\n1 A Lamusi M 23.0\n2 Abudoureheman M 22.0\n3 Ai Linuer M 25.0\n4 Ai Yanhan F 14.0\n... ... .. ...\n286232 DOUEIHY Gabriella F 22.0\n286233 ELIAS Nacif M 32.0\n286234 FATTOUH Mahassen Hala F 31.0\n286235 HADID Noureddine M 28.0\n286236 KABBARA Munzer Mark M 18.0\n\n[198610 rows x 3 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
NameSexAge
0A DijiangM24.0
1A LamusiM23.0
2AbudourehemanM22.0
3Ai LinuerM25.0
4Ai YanhanF14.0
............
286232DOUEIHY GabriellaF22.0
286233ELIAS NacifM32.0
286234FATTOUH Mahassen HalaF31.0
286235HADID NoureddineM28.0
286236KABBARA Munzer MarkM18.0
\n

198610 rows × 3 columns

\n
"},"metadata":{}}],"execution_count":38},{"cell_type":"code","source":"team_values = data_df.Team.unique()\nteams = pd.DataFrame({'team': team_values})\n\nprint(\"--columns--\\n\", teams.dtypes, sep = '')\nprint(\"--rows and columns--\\n\", teams.shape, sep = '')\nteams","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:10.714689Z","iopub.execute_input":"2024-01-12T13:55:10.715149Z","iopub.status.idle":"2024-01-12T13:55:10.755924Z","shell.execute_reply.started":"2024-01-12T13:55:10.715104Z","shell.execute_reply":"2024-01-12T13:55:10.754813Z"},"trusted":true},"outputs":[{"name":"stdout","text":"--columns--\nteam object\ndtype: object\n--rows and columns--\n(1196, 1)\n","output_type":"stream"},{"execution_count":39,"output_type":"execute_result","data":{"text/plain":" team\n0 China\n1 China-2\n2 China-1\n3 China-3\n4 Denmark\n... ...\n1191 Newfoundland\n1192 Kosovo\n1193 South Sudan\n1194 Lesotho\n1195 Refugee Olympic Team\n\n[1196 rows x 1 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
team
0China
1China-2
2China-1
3China-3
4Denmark
......
1191Newfoundland
1192Kosovo
1193South Sudan
1194Lesotho
1195Refugee Olympic Team
\n

1196 rows × 1 columns

\n
"},"metadata":{}}],"execution_count":39},{"cell_type":"markdown","source":"## Medals and National Organisational Committe\nThe medals and National Organisational committe are explored as two separates logical groupings.","metadata":{}},{"cell_type":"markdown","source":"It appears we have four types of medals with a unique value. So we could consider as categorical data. ","metadata":{}},{"cell_type":"code","source":"data_df['Medal'].unique()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:10.757105Z","iopub.execute_input":"2024-01-12T13:55:10.757416Z","iopub.status.idle":"2024-01-12T13:55:10.779246Z","shell.execute_reply.started":"2024-01-12T13:55:10.757388Z","shell.execute_reply":"2024-01-12T13:55:10.777583Z"},"trusted":true},"outputs":[{"execution_count":40,"output_type":"execute_result","data":{"text/plain":"array([nan, 'Silver', 'Bronze', 'Gold'], dtype=object)"},"metadata":{}}],"execution_count":40},{"cell_type":"code","source":"data_df['Medal'] = data_df['Medal'].fillna('None')\ndata_df['Medal'].unique()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:10.780799Z","iopub.execute_input":"2024-01-12T13:55:10.781173Z","iopub.status.idle":"2024-01-12T13:55:10.830864Z","shell.execute_reply.started":"2024-01-12T13:55:10.781140Z","shell.execute_reply":"2024-01-12T13:55:10.829519Z"},"trusted":true},"outputs":[{"execution_count":41,"output_type":"execute_result","data":{"text/plain":"array(['None', 'Silver', 'Bronze', 'Gold'], dtype=object)"},"metadata":{}}],"execution_count":41},{"cell_type":"code","source":"medals = pd.DataFrame({'medal': data_df['Medal'].unique()})\nprint(\"--columns--\\n\", medals.dtypes, sep = '')\nprint(\"--rows and columns--\\n\", medals.shape, sep = '')\nmedals\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:10.832184Z","iopub.execute_input":"2024-01-12T13:55:10.832528Z","iopub.status.idle":"2024-01-12T13:55:10.866323Z","shell.execute_reply.started":"2024-01-12T13:55:10.832497Z","shell.execute_reply":"2024-01-12T13:55:10.865036Z"},"trusted":true},"outputs":[{"name":"stdout","text":"--columns--\nmedal object\ndtype: object\n--rows and columns--\n(4, 1)\n","output_type":"stream"},{"execution_count":42,"output_type":"execute_result","data":{"text/plain":" medal\n0 None\n1 Silver\n2 Bronze\n3 Gold","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
medal
0None
1Silver
2Bronze
3Gold
\n
"},"metadata":{}}],"execution_count":42},{"cell_type":"markdown","source":"The National Organisation Committees can be represented with three columns - NOC, region and notes. The key appear to be composite, that is NOC and region. The NOC was the column we merge the olympic results with the regions. It is a logical grouping.\n\n__noc__(noc, region, notes)","metadata":{}},{"cell_type":"code","source":"columns = ['NOC','region']\ndata_df.groupby(columns).count().reset_index()\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:10.867925Z","iopub.execute_input":"2024-01-12T13:55:10.868508Z","iopub.status.idle":"2024-01-12T13:55:11.138374Z","shell.execute_reply.started":"2024-01-12T13:55:10.868449Z","shell.execute_reply":"2024-01-12T13:55:11.137469Z"},"trusted":true},"outputs":[{"execution_count":43,"output_type":"execute_result","data":{"text/plain":" NOC region Unnamed: 0_x Name Sex Age Team Year Season \\\n0 AFG Afghanistan 131 131 131 83 131 131 131 \n1 AHO Curacao 79 79 79 78 79 79 79 \n2 ALB Albania 80 80 80 80 80 80 80 \n3 ALG Algeria 596 596 596 590 596 596 596 \n4 AND Andorra 172 172 172 172 172 172 172 \n.. ... ... ... ... ... ... ... ... ... \n225 YEM Yemen 38 38 38 38 38 38 38 \n226 YMD Yemen 5 5 5 5 5 5 5 \n227 YUG Serbia 2583 2583 2583 2454 2583 2583 2583 \n228 ZAM Zambia 214 214 214 185 214 214 214 \n229 ZIM Zimbabwe 316 316 316 314 316 316 316 \n\n City Sport Event Medal Unnamed: 0_y notes \n0 131 131 131 131 131 0 \n1 79 79 79 79 79 79 \n2 80 80 80 80 80 0 \n3 596 596 596 596 596 0 \n4 172 172 172 172 172 0 \n.. ... ... ... ... ... ... \n225 38 38 38 38 38 0 \n226 5 5 5 5 5 5 \n227 2583 2583 2583 2583 2583 2583 \n228 214 214 214 214 214 0 \n229 316 316 316 316 316 0 \n\n[230 rows x 15 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
NOCregionUnnamed: 0_xNameSexAgeTeamYearSeasonCitySportEventMedalUnnamed: 0_ynotes
0AFGAfghanistan131131131831311311311311311311311310
1AHOCuracao79797978797979797979797979
2ALBAlbania8080808080808080808080800
3ALGAlgeria5965965965905965965965965965965965960
4ANDAndorra1721721721721721721721721721721721720
................................................
225YEMYemen3838383838383838383838380
226YMDYemen5555555555555
227YUGSerbia2583258325832454258325832583258325832583258325832583
228ZAMZambia2142142141852142142142142142142142140
229ZIMZimbabwe3163163163143163163163163163163163160
\n

230 rows × 15 columns

\n
"},"metadata":{}}],"execution_count":43},{"cell_type":"code","source":"columns = ['NOC','region','notes']\nnoc = data_df.loc[:, columns].copy(deep = True)\nnoc = noc.drop_duplicates(subset = columns)\nprint(\"--columns--\\n\", noc.dtypes, sep = '')\nprint(\"--rows and columns--\\n\", noc.shape, sep = '')\nnoc\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:11.139994Z","iopub.execute_input":"2024-01-12T13:55:11.140340Z","iopub.status.idle":"2024-01-12T13:55:11.238518Z","shell.execute_reply.started":"2024-01-12T13:55:11.140309Z","shell.execute_reply":"2024-01-12T13:55:11.237365Z"},"trusted":true},"outputs":[{"name":"stdout","text":"--columns--\nNOC object\nregion object\nnotes object\ndtype: object\n--rows and columns--\n(233, 3)\n","output_type":"stream"},{"execution_count":44,"output_type":"execute_result","data":{"text/plain":" NOC region notes\n0 CHN China NaN\n5715 DEN Denmark NaN\n9423 NED Netherlands NaN\n15653 FIN Finland NaN\n21169 NOR Norway NaN\n... ... ... ...\n285562 SSD South Sudan NaN\n285567 LES Lesotho NaN\n285635 ROC Russia NaN\n286196 EOR Refugee NaN\n286231 LBN Lebanon NaN\n\n[233 rows x 3 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
NOCregionnotes
0CHNChinaNaN
5715DENDenmarkNaN
9423NEDNetherlandsNaN
15653FINFinlandNaN
21169NORNorwayNaN
............
285562SSDSouth SudanNaN
285567LESLesothoNaN
285635ROCRussiaNaN
286196EORRefugeeNaN
286231LBNLebanonNaN
\n

233 rows × 3 columns

\n
"},"metadata":{}}],"execution_count":44},{"cell_type":"code","source":"noc.loc[~noc.notes.isna(), :]","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:11.240272Z","iopub.execute_input":"2024-01-12T13:55:11.240722Z","iopub.status.idle":"2024-01-12T13:55:11.255430Z","shell.execute_reply.started":"2024-01-12T13:55:11.240679Z","shell.execute_reply":"2024-01-12T13:55:11.254326Z"},"trusted":true},"outputs":[{"execution_count":45,"output_type":"execute_result","data":{"text/plain":" NOC region notes\n126933 UAR Syria United Arab Republic\n169843 YAR Yemen North Yemen\n248002 SKN Saint Kitts Turks and Caicos Islands\n248046 TTO Trinidad Trinidad and Tobago\n256789 AHO Curacao Netherlands Antilles\n262079 YMD Yemen South Yemen\n263093 ANZ Australia Australasia\n263179 SCG Serbia Serbia and Montenegro\n263772 IOA Individual Olympic Athletes Individual Olympic Athletes\n265344 YUG Serbia Yugoslavia\n269554 ISV Virgin Islands, US Virgin Islands\n272340 ROT NaN Refugee Olympic Team\n280508 CRT Greece Crete\n280812 ANT Antigua Antigua and Barbuda\n281499 HKG China Hong Kong\n284068 BOH Czech Republic Bohemia\n284918 WIF Trinidad West Indies Federation\n285061 NBO Malaysia North Borneo\n285479 UNK NaN Unknown\n285481 TUV NaN Tuvalu\n285542 NFL Canada Newfoundland","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
NOCregionnotes
126933UARSyriaUnited Arab Republic
169843YARYemenNorth Yemen
248002SKNSaint KittsTurks and Caicos Islands
248046TTOTrinidadTrinidad and Tobago
256789AHOCuracaoNetherlands Antilles
262079YMDYemenSouth Yemen
263093ANZAustraliaAustralasia
263179SCGSerbiaSerbia and Montenegro
263772IOAIndividual Olympic AthletesIndividual Olympic Athletes
265344YUGSerbiaYugoslavia
269554ISVVirgin Islands, USVirgin Islands
272340ROTNaNRefugee Olympic Team
280508CRTGreeceCrete
280812ANTAntiguaAntigua and Barbuda
281499HKGChinaHong Kong
284068BOHCzech RepublicBohemia
284918WIFTrinidadWest Indies Federation
285061NBOMalaysiaNorth Borneo
285479UNKNaNUnknown
285481TUVNaNTuvalu
285542NFLCanadaNewfoundland
\n
"},"metadata":{}}],"execution_count":45},{"cell_type":"markdown","source":"## Some logical grouping\n\nSome columns have not been use - they are artefacts produced by data transformation.\n\n\n","metadata":{}},{"cell_type":"code","source":"data_df.dtypes","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:11.257018Z","iopub.execute_input":"2024-01-12T13:55:11.257362Z","iopub.status.idle":"2024-01-12T13:55:11.270993Z","shell.execute_reply.started":"2024-01-12T13:55:11.257333Z","shell.execute_reply":"2024-01-12T13:55:11.269658Z"},"trusted":true},"outputs":[{"execution_count":46,"output_type":"execute_result","data":{"text/plain":"Unnamed: 0_x int64\nName object\nSex object\nAge float64\nTeam object\nNOC object\nYear int64\nSeason object\nCity object\nSport object\nEvent object\nMedal object\nUnnamed: 0_y int64\nregion object\nnotes object\ndtype: object"},"metadata":{}}],"execution_count":46},{"cell_type":"markdown","source":"The logical groupings into some entities are listed below:\n\n__game__(year, season, city)\n\n__sports__(sport)\n\n__event__(event)\n\n__team__(team)\n\n__athlete__(name, age, gender)\n\n__noc__(noc, region, notes)\n\n__medal__(medal)\n","metadata":{}},{"cell_type":"markdown","source":"# Do we have any primary keys?\n\nWe had some unique identifiers, to support the data being stored in a relational database. The data can become a reference dataset to be used for groupings or certain classifiers - i.e., tree-base ML.\n\n__game__(id(PK), year, season, city)\n\n__sports__(id (PK), sport)\n\n__event__(id (PK), event)\n\n__team__(id (PK), team)\n\n__athlete__(id (PK), name, age, gender)\n\n__noc__(noc (PK), region, notes)\n\n__medal__(id(PK),medal)\n\n","metadata":{}},{"cell_type":"markdown","source":"# What are the relationship between each logical grouping? ","metadata":{}},{"cell_type":"markdown","source":"## Athlete and games\nWe assume athletes may have participated to at least one Olympic games. Olympic games have more than one athlete... A lot more. So we can positively argue that the relationship between a games and atheletes is many to many. ","metadata":{}},{"cell_type":"code","source":"columns = ['Name','Age','Sex']\ngrouped_data = data_df.groupby(columns).count()['Year']\nprint(\"minimum attendance :\" , grouped_data.min())\nprint(\"maximum attendance :\" , grouped_data.max())","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:11.272334Z","iopub.execute_input":"2024-01-12T13:55:11.272699Z","iopub.status.idle":"2024-01-12T13:55:11.861964Z","shell.execute_reply.started":"2024-01-12T13:55:11.272669Z","shell.execute_reply":"2024-01-12T13:55:11.860750Z"},"trusted":true},"outputs":[{"name":"stdout","text":"minimum attendance : 1\nmaximum attendance : 44\n","output_type":"stream"}],"execution_count":47},{"cell_type":"code","source":"grouped_data.sort_values(ascending = False)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:11.864041Z","iopub.execute_input":"2024-01-12T13:55:11.864523Z","iopub.status.idle":"2024-01-12T13:55:11.931292Z","shell.execute_reply.started":"2024-01-12T13:55:11.864478Z","shell.execute_reply":"2024-01-12T13:55:11.929974Z"},"trusted":true},"outputs":[{"execution_count":48,"output_type":"execute_result","data":{"text/plain":"Name Age Sex\nRobert Tait McKenzie 65.0 M 44\nAlfrd (Arnold-) Hajs (Guttmann-) 50.0 M 28\nMiltiades Manno 53.0 M 27\nAlfred James Munnings 69.0 M 25\nWilhelm (William) Hunt Diederich 48.0 M 19\n ..\nIrena Paweczyk (-Kowalska) 29.0 F 1\nIrena Soukupov 23.0 F 1\n 27.0 F 1\nIrena Svobodov (-Pettinari) 19.0 F 1\nzzet nce 27.0 M 1\nName: Year, Length: 192254, dtype: int64"},"metadata":{}}],"execution_count":48},{"cell_type":"markdown","source":"## Athletes and teams\nWe surmise an athlete is part of one team and a team has many athletes. Some teams have quite a lot of athletes. So we assume a one-to-many relationship would be sufficient for this dataset.\n","metadata":{}},{"cell_type":"code","source":"data_df.sort_values(by='Name')","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:11.933141Z","iopub.execute_input":"2024-01-12T13:55:11.933597Z","iopub.status.idle":"2024-01-12T13:55:12.475063Z","shell.execute_reply.started":"2024-01-12T13:55:11.933553Z","shell.execute_reply":"2024-01-12T13:55:12.473912Z"},"trusted":true},"outputs":[{"execution_count":49,"output_type":"execute_result","data":{"text/plain":" Unnamed: 0_x Name Sex Age \\\n207460 1560 Gabrielle Marie \"Gabby\" Adcock (White-) F 25.0 \n192156 215054 Eleonora Margarida Josephina Scmitt F 16.0 \n192157 215055 Eleonora Margarida Josephina Scmitt F 16.0 \n130443 92099 Jean Hauptmanns M 26.0 \n196895 51334 Luis ngel Fernando de los Santos Grossi M 23.0 \n... ... ... .. ... \n86812 114965 zlem Kaya F 26.0 \n86667 79870 zman Graud M 33.0 \n87068 207676 zzet Safer M 26.0 \n86756 102956 zzet nce M 27.0 \n86755 102955 zzet nce M 23.0 \n\n Team NOC Year Season City Sport \\\n207460 Great Britain GBR 2016 Summer Rio de Janeiro Badminton \n192156 Brazil BRA 1948 Summer London Swimming \n192157 Brazil BRA 1948 Summer London Swimming \n130443 Germany GER 1912 Summer Stockholm Wrestling \n196895 Uruguay URU 1948 Summer London Cycling \n... ... ... ... ... ... ... \n86812 Turkey TUR 2016 Summer Rio de Janeiro Athletics \n86667 Turkey TUR 1972 Summer Munich Shooting \n87068 Turkey TUR 2016 Summer Rio de Janeiro Athletics \n86756 Turkey TUR 2008 Summer Beijing Weightlifting \n86755 Turkey TUR 2004 Summer Athina Weightlifting \n\n Event Medal Unnamed: 0_y \\\n207460 Badminton Mixed Doubles None 78 \n192156 Swimming Women's 100 metres Freestyle None 33 \n192157 Swimming Women's 4 x 100 metres Freestyle Relay None 33 \n130443 Wrestling Men's Heavyweight, Greco-Roman None 83 \n196895 Cycling Men's Team Pursuit, 4,000 metres None 219 \n... ... ... ... \n86812 Athletics Women's 3,000 metres Steeplechase None 211 \n86667 Shooting Mixed Skeet None 211 \n87068 Athletics Men's 4 x 100 metres Relay None 211 \n86756 Weightlifting Men's Light-Heavyweight None 211 \n86755 Weightlifting Men's Light-Heavyweight None 211 \n\n region notes \n207460 UK NaN \n192156 Brazil NaN \n192157 Brazil NaN \n130443 Germany NaN \n196895 Uruguay NaN \n... ... ... \n86812 Turkey NaN \n86667 Turkey NaN \n87068 Turkey NaN \n86756 Turkey NaN \n86755 Turkey NaN \n\n[286237 rows x 15 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Unnamed: 0_xNameSexAgeTeamNOCYearSeasonCitySportEventMedalUnnamed: 0_yregionnotes
2074601560Gabrielle Marie \"Gabby\" Adcock (White-)F25.0Great BritainGBR2016SummerRio de JaneiroBadmintonBadminton Mixed DoublesNone78UKNaN
192156215054Eleonora Margarida Josephina ScmittF16.0BrazilBRA1948SummerLondonSwimmingSwimming Women's 100 metres FreestyleNone33BrazilNaN
192157215055Eleonora Margarida Josephina ScmittF16.0BrazilBRA1948SummerLondonSwimmingSwimming Women's 4 x 100 metres Freestyle RelayNone33BrazilNaN
13044392099Jean HauptmannsM26.0GermanyGER1912SummerStockholmWrestlingWrestling Men's Heavyweight, Greco-RomanNone83GermanyNaN
19689551334Luis ngel Fernando de los Santos GrossiM23.0UruguayURU1948SummerLondonCyclingCycling Men's Team Pursuit, 4,000 metresNone219UruguayNaN
................................................
86812114965zlem KayaF26.0TurkeyTUR2016SummerRio de JaneiroAthleticsAthletics Women's 3,000 metres SteeplechaseNone211TurkeyNaN
8666779870zman GraudM33.0TurkeyTUR1972SummerMunichShootingShooting Mixed SkeetNone211TurkeyNaN
87068207676zzet SaferM26.0TurkeyTUR2016SummerRio de JaneiroAthleticsAthletics Men's 4 x 100 metres RelayNone211TurkeyNaN
86756102956zzet nceM27.0TurkeyTUR2008SummerBeijingWeightliftingWeightlifting Men's Light-HeavyweightNone211TurkeyNaN
86755102955zzet nceM23.0TurkeyTUR2004SummerAthinaWeightliftingWeightlifting Men's Light-HeavyweightNone211TurkeyNaN
\n

286237 rows × 15 columns

\n
"},"metadata":{}}],"execution_count":49},{"cell_type":"code","source":"columns = ['Team', 'Year']\ngrouped_data = data_df.groupby(columns).count()['Name']\nprint(\"minimum attendance :\" , grouped_data.min())\nprint(\"maximum attendance :\" , grouped_data.max())","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:12.476295Z","iopub.execute_input":"2024-01-12T13:55:12.476641Z","iopub.status.idle":"2024-01-12T13:55:12.737693Z","shell.execute_reply.started":"2024-01-12T13:55:12.476610Z","shell.execute_reply":"2024-01-12T13:55:12.736211Z"},"trusted":true},"outputs":[{"name":"stdout","text":"minimum attendance : 1\nmaximum attendance : 936\n","output_type":"stream"}],"execution_count":50},{"cell_type":"code","source":"grouped_data.sort_values(ascending = False)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:12.739250Z","iopub.execute_input":"2024-01-12T13:55:12.740044Z","iopub.status.idle":"2024-01-12T13:55:12.752215Z","shell.execute_reply.started":"2024-01-12T13:55:12.740004Z","shell.execute_reply":"2024-01-12T13:55:12.751114Z"},"trusted":true},"outputs":[{"execution_count":51,"output_type":"execute_result","data":{"text/plain":"Team Year\nUnited States 1992 936\n 1988 886\n 2020 856\nUnified Team 1992 832\nUnited States 1996 827\n ... \nBrandenburg 1936 1\nMainz 1936 1\nBrazil 1994 1\n 1998 1\nKonstanz 1936 1\nName: Name, Length: 5376, dtype: int64"},"metadata":{}}],"execution_count":51},{"cell_type":"markdown","source":"## Sports, events and medals\n\nWe can see sports may have several events. So the relationship is one to many between sports and events. Modelling the relationship between the medal is a bit more complex. It appears to link a game, an event, some athtletes and a medal. We discover that a many to many between all those logical grouping would be suitable. \n","metadata":{}},{"cell_type":"code","source":"data_df.sort_values(by=['Sport','Event','Medal','Year'])","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:12.753868Z","iopub.execute_input":"2024-01-12T13:55:12.754199Z","iopub.status.idle":"2024-01-12T13:55:13.032962Z","shell.execute_reply.started":"2024-01-12T13:55:12.754169Z","shell.execute_reply":"2024-01-12T13:55:13.031451Z"},"trusted":true},"outputs":[{"execution_count":52,"output_type":"execute_result","data":{"text/plain":" Unnamed: 0_x Name Sex Age \\\n269307 3278 DOMOVIC BULUT Dusan M 35.0 \n269325 7999 MAJSTOROVIC Dejan M 33.0 \n269358 10955 RATKOV Aleksandar M 29.0 \n269377 13817 VASIC Mihailo M 28.0 \n268385 2124 CAVARS Agnis M 35.0 \n... ... ... .. ... \n278701 90558 Adla Hanzlkov F 22.0 \n100658 155091 Sara McMann F 23.0 \n70585 114017 Alyona Vladimirovna Kartashova F 26.0 \n1121 108583 Jing Ruixue F 24.0 \n81230 147979 Mariya Ruslanovna Mamoshuk F 23.0 \n\n Team NOC Year Season City Sport \\\n269307 Serbia SRB 2020 Summer Tokyo 3x3 Basketball \n269325 Serbia SRB 2020 Summer Tokyo 3x3 Basketball \n269358 Serbia SRB 2020 Summer Tokyo 3x3 Basketball \n269377 Serbia SRB 2020 Summer Tokyo 3x3 Basketball \n268385 Latvia LAT 2020 Summer Tokyo 3x3 Basketball \n... ... ... ... ... ... ... \n278701 Czech Republic CZE 2016 Summer Rio de Janeiro Wrestling \n100658 United States USA 2004 Summer Athina Wrestling \n70585 Russia RUS 2008 Summer Beijing Wrestling \n1121 China CHN 2012 Summer London Wrestling \n81230 Belarus BLR 2016 Summer Rio de Janeiro Wrestling \n\n Event Medal Unnamed: 0_y \\\n269307 Men Team Bronze 189 \n269325 Men Team Bronze 189 \n269358 Men Team Bronze 189 \n269377 Men Team Bronze 189 \n268385 Men Team Gold 118 \n... ... ... ... \n278701 Wrestling Women's Middleweight, Freestyle None 58 \n100658 Wrestling Women's Middleweight, Freestyle Silver 220 \n70585 Wrestling Women's Middleweight, Freestyle Silver 175 \n1121 Wrestling Women's Middleweight, Freestyle Silver 45 \n81230 Wrestling Women's Middleweight, Freestyle Silver 29 \n\n region notes \n269307 Serbia NaN \n269325 Serbia NaN \n269358 Serbia NaN \n269377 Serbia NaN \n268385 Latvia NaN \n... ... ... \n278701 Czech Republic NaN \n100658 USA NaN \n70585 Russia NaN \n1121 China NaN \n81230 Belarus NaN \n\n[286237 rows x 15 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Unnamed: 0_xNameSexAgeTeamNOCYearSeasonCitySportEventMedalUnnamed: 0_yregionnotes
2693073278DOMOVIC BULUT DusanM35.0SerbiaSRB2020SummerTokyo3x3 BasketballMen TeamBronze189SerbiaNaN
2693257999MAJSTOROVIC DejanM33.0SerbiaSRB2020SummerTokyo3x3 BasketballMen TeamBronze189SerbiaNaN
26935810955RATKOV AleksandarM29.0SerbiaSRB2020SummerTokyo3x3 BasketballMen TeamBronze189SerbiaNaN
26937713817VASIC MihailoM28.0SerbiaSRB2020SummerTokyo3x3 BasketballMen TeamBronze189SerbiaNaN
2683852124CAVARS AgnisM35.0LatviaLAT2020SummerTokyo3x3 BasketballMen TeamGold118LatviaNaN
................................................
27870190558Adla HanzlkovF22.0Czech RepublicCZE2016SummerRio de JaneiroWrestlingWrestling Women's Middleweight, FreestyleNone58Czech RepublicNaN
100658155091Sara McMannF23.0United StatesUSA2004SummerAthinaWrestlingWrestling Women's Middleweight, FreestyleSilver220USANaN
70585114017Alyona Vladimirovna KartashovaF26.0RussiaRUS2008SummerBeijingWrestlingWrestling Women's Middleweight, FreestyleSilver175RussiaNaN
1121108583Jing RuixueF24.0ChinaCHN2012SummerLondonWrestlingWrestling Women's Middleweight, FreestyleSilver45ChinaNaN
81230147979Mariya Ruslanovna MamoshukF23.0BelarusBLR2016SummerRio de JaneiroWrestlingWrestling Women's Middleweight, FreestyleSilver29BelarusNaN
\n

286237 rows × 15 columns

\n
"},"metadata":{}}],"execution_count":52},{"cell_type":"code","source":"columns = ['Event','Year', 'Season', 'Sport','Name']\ngrouped_data = data_df.groupby(columns).count()['Medal']\nprint(\"minimum attendance :\" , grouped_data.min())\nprint(\"maximum attendance :\" , grouped_data.max())","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:13.034746Z","iopub.execute_input":"2024-01-12T13:55:13.035869Z","iopub.status.idle":"2024-01-12T13:55:13.727840Z","shell.execute_reply.started":"2024-01-12T13:55:13.035820Z","shell.execute_reply":"2024-01-12T13:55:13.726118Z"},"trusted":true},"outputs":[{"name":"stdout","text":"minimum attendance : 1\nmaximum attendance : 43\n","output_type":"stream"}],"execution_count":53},{"cell_type":"code","source":"grouped_data.sort_values(ascending = False)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:13.729339Z","iopub.execute_input":"2024-01-12T13:55:13.729682Z","iopub.status.idle":"2024-01-12T13:55:13.757052Z","shell.execute_reply.started":"2024-01-12T13:55:13.729650Z","shell.execute_reply":"2024-01-12T13:55:13.755787Z"},"trusted":true},"outputs":[{"execution_count":54,"output_type":"execute_result","data":{"text/plain":"Event Year Season Sport Name \nArt Competitions Mixed Sculpturing, Unknown Event 1932 Summer Art Competitions Robert Tait McKenzie 43\nArt Competitions Mixed Painting, Unknown Event 1948 Summer Art Competitions Alfred James Munnings 25\nArt Competitions Mixed Painting, Drawings And Water Colors 1928 Summer Art Competitions Stanisaw Noakowski 17\nArt Competitions Mixed Painting, Unknown Event 1932 Summer Art Competitions Acee Blue Eagle 17\n Miltiades Manno 17\n ..\nCycling Men's Road Race, Individual 1996 Summer Cycling Damian John McDonald 1\n Daniel Valter Rogelin 1\n Daniel Wilhelmus Maria \"Danny\" Nelissen 1\n Dariusz Baranowski 1\nWrestling Women's Middleweight, Freestyle 2016 Summer Wrestling Yuliya Anatolivna Ostapchuk-Tkach 1\nName: Medal, Length: 284744, dtype: int64"},"metadata":{}}],"execution_count":54},{"cell_type":"markdown","source":"## Events and NOC\nSo we assume an event as one NOC. But a NOC can organise several events. However, each game has different organiser. So, we need to relate the event the game and the organisers. ","metadata":{}},{"cell_type":"code","source":"data_df.loc[:, ['Sport', 'Event', 'Year', 'NOC','City']].sort_values('Event')","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:13.758719Z","iopub.execute_input":"2024-01-12T13:55:13.759210Z","iopub.status.idle":"2024-01-12T13:55:14.108968Z","shell.execute_reply.started":"2024-01-12T13:55:13.759164Z","shell.execute_reply":"2024-01-12T13:55:14.107758Z"},"trusted":true},"outputs":[{"execution_count":55,"output_type":"execute_result","data":{"text/plain":" Sport Event Year NOC \\\n136184 Shooting 10m Air Pistol Men 2020 GER \n282422 Shooting 10m Air Pistol Men 2020 MYA \n240152 Shooting 10m Air Pistol Men 2020 PER \n260082 Shooting 10m Air Pistol Men 2020 ISL \n258964 Shooting 10m Air Pistol Men 2020 UKR \n... ... ... ... ... \n278701 Wrestling Wrestling Women's Middleweight, Freestyle 2016 CZE \n223537 Wrestling Wrestling Women's Middleweight, Freestyle 2008 POL \n124681 Wrestling Wrestling Women's Middleweight, Freestyle 2016 NGR \n270262 Wrestling Wrestling Women's Middleweight, Freestyle 2008 GUM \n258000 Wrestling Wrestling Women's Middleweight, Freestyle 2008 UKR \n\n City \n136184 Tokyo \n282422 Tokyo \n240152 Tokyo \n260082 Tokyo \n258964 Tokyo \n... ... \n278701 Rio de Janeiro \n223537 Beijing \n124681 Rio de Janeiro \n270262 Beijing \n258000 Beijing \n\n[286237 rows x 5 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
SportEventYearNOCCity
136184Shooting10m Air Pistol Men2020GERTokyo
282422Shooting10m Air Pistol Men2020MYATokyo
240152Shooting10m Air Pistol Men2020PERTokyo
260082Shooting10m Air Pistol Men2020ISLTokyo
258964Shooting10m Air Pistol Men2020UKRTokyo
..................
278701WrestlingWrestling Women's Middleweight, Freestyle2016CZERio de Janeiro
223537WrestlingWrestling Women's Middleweight, Freestyle2008POLBeijing
124681WrestlingWrestling Women's Middleweight, Freestyle2016NGRRio de Janeiro
270262WrestlingWrestling Women's Middleweight, Freestyle2008GUMBeijing
258000WrestlingWrestling Women's Middleweight, Freestyle2008UKRBeijing
\n

286237 rows × 5 columns

\n
"},"metadata":{}}],"execution_count":55},{"cell_type":"code","source":"columns = ['Sport','Event','Year']\ngrouped_data = data_df.groupby(columns).count()['NOC']\nprint(\"minimum attendance :\" , grouped_data.min())\nprint(\"maximum attendance :\" , grouped_data.max())","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:14.110710Z","iopub.execute_input":"2024-01-12T13:55:14.111223Z","iopub.status.idle":"2024-01-12T13:55:14.374339Z","shell.execute_reply.started":"2024-01-12T13:55:14.111175Z","shell.execute_reply":"2024-01-12T13:55:14.372912Z"},"trusted":true},"outputs":[{"name":"stdout","text":"minimum attendance : 1\nmaximum attendance : 648\n","output_type":"stream"}],"execution_count":56},{"cell_type":"code","source":"grouped_data.sort_values(ascending = False)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:55:14.375912Z","iopub.execute_input":"2024-01-12T13:55:14.376336Z","iopub.status.idle":"2024-01-12T13:55:14.390522Z","shell.execute_reply.started":"2024-01-12T13:55:14.376301Z","shell.execute_reply":"2024-01-12T13:55:14.389297Z"},"trusted":true},"outputs":[{"execution_count":57,"output_type":"execute_result","data":{"text/plain":"Sport Event Year\nArt Competitions Art Competitions Mixed Painting, Unknown Event 1932 648\nFootball Men Team 2020 344\nIce Hockey Ice Hockey Men's Ice Hockey 2002 312\n 1998 306\nArt Competitions Art Competitions Mixed Painting, Unknown Event 1936 300\n ... \nSailing Sailing Mixed 18 foot 1920 2\nAeronautics Aeronautics Mixed Aeronautics 1936 1\nArt Competitions Art Competitions Mixed Architecture 1920 1\n Art Competitions Mixed Music, Instrumental And Chamber 1936 1\n Art Competitions Mixed Sculpturing, Reliefs 1948 1\nName: NOC, Length: 6537, dtype: int64"},"metadata":{}}],"execution_count":57},{"cell_type":"markdown","source":"## The model\n\n__game__(id(PK), year, season, city)\n\n__game_athlete__(game_id(PK,FK), athlete_id(PK,FK))\n\n__achievement__(game_id(FK, PK), athlete_id(FK, PK), sport_id (FK,PK), event_id(FK,PK), medal_id(FK,PK), medal_ref(PK))\n\n__sports__(id (PK), sport)\n\n__event__(id (PK), event, sport_id (FK))\n\n__team__(id (PK), team)\n\n__game_event_noc__(game_id(PK,FK), event(PK, FK), NOC(PK, FK))\n\n\n__athlete__(id (PK), name, age, gender, team_id(FK))\n\n\n__noc__(noc (PK), region, notes)\n\n\n__medal__(id(PK),medal)\n","metadata":{}},{"cell_type":"markdown","source":"# Why was this exercise useful?\n\nThe data is even more documented - we can potentially analyse each real-life objects and concepts.","metadata":{}},{"cell_type":"markdown","source":"We can discover Winter Olympic games started in 1924, but the summer ones 28 years earlier. We discover some cities have hosted more than once some Olympic games - the maximum is 3 times.","metadata":{}},{"cell_type":"code","source":"games.groupby(['Season']).count()['Year']","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:56:03.157600Z","iopub.execute_input":"2024-01-12T13:56:03.158040Z","iopub.status.idle":"2024-01-12T13:56:03.170054Z","shell.execute_reply.started":"2024-01-12T13:56:03.158006Z","shell.execute_reply":"2024-01-12T13:56:03.168793Z"},"trusted":true},"outputs":[{"execution_count":59,"output_type":"execute_result","data":{"text/plain":"Season\nSummer 31\nWinter 22\nName: Year, dtype: int64"},"metadata":{}}],"execution_count":59},{"cell_type":"code","source":"rows = games.Season.str.contains(\"Winter\")\ngames.loc[rows, :].describe()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T14:00:41.037450Z","iopub.execute_input":"2024-01-12T14:00:41.037906Z","iopub.status.idle":"2024-01-12T14:00:41.055416Z","shell.execute_reply.started":"2024-01-12T14:00:41.037867Z","shell.execute_reply":"2024-01-12T14:00:41.054273Z"},"trusted":true},"outputs":[{"execution_count":65,"output_type":"execute_result","data":{"text/plain":" Year\ncount 22.000000\nmean 1972.000000\nstd 27.512768\nmin 1924.000000\n25% 1953.000000\n50% 1974.000000\n75% 1993.500000\nmax 2014.000000","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Year
count22.000000
mean1972.000000
std27.512768
min1924.000000
25%1953.000000
50%1974.000000
75%1993.500000
max2014.000000
\n
"},"metadata":{}}],"execution_count":65},{"cell_type":"code","source":"rows = games.Season.str.contains(\"Summer\")\ngames.loc[rows, :].describe()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T14:00:58.980178Z","iopub.execute_input":"2024-01-12T14:00:58.980580Z","iopub.status.idle":"2024-01-12T14:00:58.997201Z","shell.execute_reply.started":"2024-01-12T14:00:58.980548Z","shell.execute_reply":"2024-01-12T14:00:58.996051Z"},"trusted":true},"outputs":[{"execution_count":66,"output_type":"execute_result","data":{"text/plain":" Year\ncount 31.000000\nmean 1958.645161\nstd 38.322794\nmin 1896.000000\n25% 1926.000000\n50% 1960.000000\n75% 1990.000000\nmax 2020.000000","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Year
count31.000000
mean1958.645161
std38.322794
min1896.000000
25%1926.000000
50%1960.000000
75%1990.000000
max2020.000000
\n
"},"metadata":{}}],"execution_count":66},{"cell_type":"code","source":"no_games_per_year = games.groupby(['Year']).count()['Season'].reset_index()\nno_games_per_year.describe()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T13:57:59.184451Z","iopub.execute_input":"2024-01-12T13:57:59.184920Z","iopub.status.idle":"2024-01-12T13:57:59.207682Z","shell.execute_reply.started":"2024-01-12T13:57:59.184883Z","shell.execute_reply":"2024-01-12T13:57:59.206574Z"},"trusted":true},"outputs":[{"execution_count":63,"output_type":"execute_result","data":{"text/plain":" Year Season\ncount 36.000000 36.000000\nmean 1966.277778 1.472222\nstd 39.488596 0.559904\nmin 1896.000000 1.000000\n25% 1931.000000 1.000000\n50% 1974.000000 1.000000\n75% 2000.500000 2.000000\nmax 2020.000000 3.000000","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
YearSeason
count36.00000036.000000
mean1966.2777781.472222
std39.4885960.559904
min1896.0000001.000000
25%1931.0000001.000000
50%1974.0000001.000000
75%2000.5000002.000000
max2020.0000003.000000
\n
"},"metadata":{}}],"execution_count":63},{"cell_type":"code","source":"no_games_per_city = games.groupby(['City']).count()['Year'].reset_index()\nno_games_per_city.describe()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T14:02:38.231684Z","iopub.execute_input":"2024-01-12T14:02:38.232175Z","iopub.status.idle":"2024-01-12T14:02:38.253597Z","shell.execute_reply.started":"2024-01-12T14:02:38.232140Z","shell.execute_reply":"2024-01-12T14:02:38.252057Z"},"trusted":true},"outputs":[{"execution_count":67,"output_type":"execute_result","data":{"text/plain":" Year\ncount 42.000000\nmean 1.261905\nstd 0.543679\nmin 1.000000\n25% 1.000000\n50% 1.000000\n75% 1.000000\nmax 3.000000","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Year
count42.000000
mean1.261905
std0.543679
min1.000000
25%1.000000
50%1.000000
75%1.000000
max3.000000
\n
"},"metadata":{}}],"execution_count":67},{"cell_type":"markdown","source":"We can describe statistically accurately. For example, it appears repeating athletes may slightly skew to the left the age of the athletes. The arithmetical mean is slightly higher for our athletes data frame than the whole dataset. Therefore, we have correct the error. ","metadata":{}},{"cell_type":"code","source":"plt.hist(athletes.Age, bins = 40)\nathletes.Age.describe()\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T14:20:33.396027Z","iopub.execute_input":"2024-01-12T14:20:33.396443Z","iopub.status.idle":"2024-01-12T14:20:33.648653Z","shell.execute_reply.started":"2024-01-12T14:20:33.396407Z","shell.execute_reply":"2024-01-12T14:20:33.647568Z"},"trusted":true},"outputs":[{"execution_count":111,"output_type":"execute_result","data":{"text/plain":"count 192254.000000\nmean 25.855160\nstd 6.065129\nmin 10.000000\n25% 22.000000\n50% 25.000000\n75% 29.000000\nmax 97.000000\nName: Age, dtype: float64"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{"needs_background":"light"}}],"execution_count":111},{"cell_type":"code","source":"plt.hist(data_df.Age, bins=40)\ndata_df.Age.describe()\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T14:20:03.528473Z","iopub.execute_input":"2024-01-12T14:20:03.528919Z","iopub.status.idle":"2024-01-12T14:20:03.798278Z","shell.execute_reply.started":"2024-01-12T14:20:03.528884Z","shell.execute_reply":"2024-01-12T14:20:03.797056Z"},"trusted":true},"outputs":[{"execution_count":107,"output_type":"execute_result","data":{"text/plain":"count 276763.000000\nmean 25.622916\nstd 6.359116\nmin 10.000000\n25% 22.000000\n50% 25.000000\n75% 28.000000\nmax 97.000000\nName: Age, dtype: float64"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{"needs_background":"light"}}],"execution_count":107},{"cell_type":"markdown","source":"The percentage of male to female athletes appears to affected by 1% error approximately. The normalised version appears to have correct quite a large error for the amount of data. ","metadata":{}},{"cell_type":"code","source":"athletes.groupby(['Sex']).count()['Age']/athletes.shape[0]","metadata":{"execution":{"iopub.status.busy":"2024-01-12T14:32:27.886632Z","iopub.execute_input":"2024-01-12T14:32:27.887370Z","iopub.status.idle":"2024-01-12T14:32:27.940401Z","shell.execute_reply.started":"2024-01-12T14:32:27.887313Z","shell.execute_reply":"2024-01-12T14:32:27.939455Z"},"trusted":true},"outputs":[{"execution_count":114,"output_type":"execute_result","data":{"text/plain":"Sex\nF 0.272277\nM 0.695720\nName: Age, dtype: float64"},"metadata":{}}],"execution_count":114},{"cell_type":"code","source":"data_df.groupby(['Sex']).count()['Age']/data_df.shape[0]","metadata":{"execution":{"iopub.status.busy":"2024-01-12T14:33:01.140574Z","iopub.execute_input":"2024-01-12T14:33:01.141006Z","iopub.status.idle":"2024-01-12T14:33:01.373450Z","shell.execute_reply.started":"2024-01-12T14:33:01.140970Z","shell.execute_reply":"2024-01-12T14:33:01.372152Z"},"trusted":true},"outputs":[{"execution_count":117,"output_type":"execute_result","data":{"text/plain":"Sex\nF 0.284254\nM 0.682648\nName: Age, dtype: float64"},"metadata":{}}],"execution_count":117},{"cell_type":"markdown","source":"The normalisation of the data exploring medal per team for each game. The relationship helps grouping our data.\n\n__achievement__(game_id(FK, PK), athlete_id(FK, PK), sport_id (FK,PK), event_id(FK,PK), medal_id(FK,PK), medal_ref(PK))\n\nWe discover that potentially older athletes may be achieving better. The expected age appears higher. ","metadata":{}},{"cell_type":"code","source":"columns = ['Year','City','Season','Event','Sport','Medal','Team','Age']\ngrouped_data = data_df.groupby(columns).count()['Name'].reset_index()\nrows = grouped_data.Medal.isin(['Bronze','Silver','Bronze'])\nmedals = grouped_data[rows]\nteams_medals = medals.groupby(['Team','Year','Age']).count()['Event'].reset_index()\nplt.hist(teams_medals.Event, bins = 50)\nteams_medals.describe()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T15:24:53.748157Z","iopub.execute_input":"2024-01-12T15:24:53.748612Z","iopub.status.idle":"2024-01-12T15:24:54.559008Z","shell.execute_reply.started":"2024-01-12T15:24:53.748573Z","shell.execute_reply":"2024-01-12T15:24:54.557568Z"},"trusted":true},"outputs":[{"execution_count":171,"output_type":"execute_result","data":{"text/plain":" Year Age Event\ncount 11837.00000 11837.000000 11837.000000\nmean 1975.82918 27.180113 1.963082\nstd 35.43089 7.144196 1.873691\nmin 1896.00000 10.000000 1.000000\n25% 1952.00000 22.000000 1.000000\n50% 1988.00000 26.000000 1.000000\n75% 2004.00000 31.000000 2.000000\nmax 2020.00000 73.000000 25.000000","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
YearAgeEvent
count11837.0000011837.00000011837.000000
mean1975.8291827.1801131.963082
std35.430897.1441961.873691
min1896.0000010.0000001.000000
25%1952.0000022.0000001.000000
50%1988.0000026.0000001.000000
75%2004.0000031.0000002.000000
max2020.0000073.00000025.000000
\n
"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{"needs_background":"light"}}],"execution_count":171},{"cell_type":"code","source":"# create data\nx = teams_medals.Year\ny = teams_medals.Age\nz = teams_medals.Event\ncolours = teams_medals.Event\n \n# use the scatter function\n#plt.scatter(x, y, s=z*1000, alpha=0.5)\nplt.figure(figsize=(20,20))\n\nplt.scatter(x,y, s = z *100, alpha = 0.2, c = colours)\nplt.colorbar()\n\n# show the graph\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T15:06:47.165294Z","iopub.execute_input":"2024-01-12T15:06:47.165781Z","iopub.status.idle":"2024-01-12T15:06:47.985666Z","shell.execute_reply.started":"2024-01-12T15:06:47.165739Z","shell.execute_reply":"2024-01-12T15:06:47.984319Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{"needs_background":"light"}}],"execution_count":157},{"cell_type":"code","source":"teams_medals_more = teams_medals.groupby(['Year','Team']).agg({'Age': ['min','median', 'max'], 'Event' :['count']}).reset_index()\nteams_medals_more.sort_values(by = ['Year','Team'], ascending = False)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T15:27:32.732158Z","iopub.execute_input":"2024-01-12T15:27:32.732623Z","iopub.status.idle":"2024-01-12T15:27:32.776450Z","shell.execute_reply.started":"2024-01-12T15:27:32.732587Z","shell.execute_reply":"2024-01-12T15:27:32.775103Z"},"trusted":true},"outputs":[{"execution_count":180,"output_type":"execute_result","data":{"text/plain":" Year Team Age Event\n min median max count\n1840 2020 Venezuela 21.0 25.0 36.0 3\n1839 2020 Uzbekistan 24.0 27.5 31.0 2\n1838 2020 United States 16.0 30.0 56.0 29\n1837 2020 Ukraine 19.0 26.0 38.0 13\n1836 2020 Uganda 20.0 22.0 24.0 2\n... ... ... ... ... ... ...\n4 1896 France 18.0 19.5 21.0 4\n3 1896 Ethnikos Gymnastikos Syllogos 10.0 10.0 10.0 1\n2 1896 Denmark 21.0 25.0 29.0 2\n1 1896 Austria 19.0 21.0 23.0 2\n0 1896 Australia/Great Britain 22.0 22.5 23.0 2\n\n[1841 rows x 6 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
YearTeamAgeEvent
minmedianmaxcount
18402020Venezuela21.025.036.03
18392020Uzbekistan24.027.531.02
18382020United States16.030.056.029
18372020Ukraine19.026.038.013
18362020Uganda20.022.024.02
.....................
41896France18.019.521.04
31896Ethnikos Gymnastikos Syllogos10.010.010.01
21896Denmark21.025.029.02
11896Austria19.021.023.02
01896Australia/Great Britain22.022.523.02
\n

1841 rows × 6 columns

\n
"},"metadata":{}}],"execution_count":180}]} \ No newline at end of file From 09cecca44b4087efbd5e49bf05b4cdb5fd8beaa7 Mon Sep 17 00:00:00 2001 From: Patricia Ryser-Welch Date: Fri, 17 Jan 2025 15:27:07 +0000 Subject: [PATCH 3/9] structuring data --- Data engineering and science/.DS_Store | Bin 8196 -> 8196 bytes .../Structuring data/structuring data.pdf | Bin 0 -> 1112094 bytes 2 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 Data engineering and science/Structuring data/structuring data.pdf diff --git a/Data engineering and science/.DS_Store b/Data engineering and science/.DS_Store index d68b93a78c8602fb5f474f74d3e57e8599fd21a7..7a8e86c30c45f259a7412e1b6b7a4e18cc25cee7 100644 GIT binary patch delta 132 zcmZp1XmOa}&nU4mU^hRb#N<3doy`^kp3FQ+<;4X_Ir&Kp3=G>Ry9g9=iC0$}ni=RQ zSQt+}C?L()Ir*-DJY(17eZne}8-<@tP7qe)DGM&j%gN762kK#*EH4_gd5ee*(`I&w P?<|wWMf`9nv19@Ooogr` delta 54 zcmV-60LlM^K!iY$PXQLOP`eKS7L#rfEVDQeNduE;6y%dR7EiOw6+8m5fENL?2N?GR MvlSNd0kMD-0q{H$2mk;8 diff --git a/Data engineering and science/Structuring data/structuring data.pdf b/Data engineering and science/Structuring data/structuring data.pdf new file mode 100644 index 0000000000000000000000000000000000000000..bb0802ea6654c9c2d011715d8f46e5332bad6603 GIT binary patch literal 1112094 zcmeFZWl$x})-{N`yK``NJGi?$jnlZhyF&wwyEhI^V6?(WdI4bOdL-ieu*n29gq z`*qKc%8J}ol{Aci<7C5Eu05vrN)}onh=WbR#loL ze#ZUeCbmdkixM7nVGIDd2wB1v4SP-A270yY>f0LKNKH2Uyk8uSCF9X}){MZcrWbjr zAe}AElhhsR#&k54Ief8Ke6Dn*-0Zod`7aI|Fa|5WVS7bCs_6pnN3b`ox< zyuZKgJVcDq61Rvkj$-H{s41S*liC*6R+LO+mlm^^mY?fxs9gDMmYibisg-&=yfbIb z+^`@DERL1z6ym*qQ;B_XaS|yxGJj=@d{3`W9Rcyj1Y z4&8e!hcQa^d&d!MN3W1oiLaW^cR-Hjr)iH_Bzh9v@!og7>qSqaACd6X$b%ghK!4ZzhkFVMuleprAUDva+79S49Vy1``S7)!MFkyPtP>71tR`uI_fCSe3vDP2BL;eJ3vsDD>y3O6 zFt#~$;7y#(h;DL!7bxzbvKeiIe31XU4X-l1Z-Gvc#<8DhLa!*l7^HD!Yvz3IIqLF( zuS0)jz^MUMly%)BZ7bTX9U~x<=&-g-i9t4o;$maVLW!#)MJVf(U@H|7YCDQ0o0Smc z$FEU=?3oUYQ|*C>#XK5sv#k6*q_K1{U+O1~w~>_UwZ6xYA!Ors68pPiPQ56F*;gE1 zzx`^?q&Xj}@`_pMUHdj%l(RfkUtuis2&M`Hn9^t=qdGH1@A z${Kk14k^kBs!lm_-`R%-=)I2>>|Gv_xfM?D;7sjI{u4i6Xa9hX<$r)r&C}rvZAwPw z|2jIE+PMH&zsxECCKXd>dsio8Q)dACe`JW-+qrz%odN%V_v-?AQxi)g5ql4S4)a$A z3o|P_fQu8T2ls{7|19XA8~+RCN>291s-`Xgov+fwBmhimrXDT;CTZKRl12VA75&dt z8lVSY61BIncT#mQGBySLLlUCSEC7yw%KdsgfJxlLMN-w}i!T0Ull-!={Nsbl7gv1o z$d{l0%2!ik0dW3zwwB^|D^uhDut?jo0J#43v@Z`>0l@#d=>K&6AM1a){vR>=ult!) zUBA2hD{B989>An&Y4Q(KadH5dq)aW%Exsbi#{E^5uV^_r*#ARn02e1$Q@Hx6-8rl56DsB!| zAT!H5T-JU3FJJ3hobtNXt+NoYDahQV|G)ILt7xuu7BM z@D${g8kx>2x(8VrvsTWN+(%jFed7uW+1{uA6*}4>%MFN!^dU{TS0@)2=_l9f3pxgj zA`(r?NYPG)N#F$pI0xO-&=TCtqk;cRS=*C)0kSI*Q9c5#clv+n-uoHTiBlrZfBjuq ze3t2&IPQya+SWiS1qQ!Y5=Vc0#vTU94LcNyOqkCc62E&CJmMd8V;^;+OuiiiGx-J2 z82BL}A%wGm{T<<5C?y8)a(R{cGye!>pa@{=~ z8aKFx;hmj5ofcgEbv^7>T2l9BeQ1{pqv)YPj+fGm+V*)po(kh2QKU0{c=qs7 zaCO(P7XZg0`n`pA)^IAqL`%i-(5zk=^vHTBZS74&L6|7T4wZ&P>!(a|Q%jkI{ih{T z=}&l&C@1Y3JL<5Mcr!)tAzaT*au_q^`qA2ngIe@m!2aRKR0LzP11h|15kMI$B8nn} zgz=|T!gsrEt)5GA*2z{w-)-1@14r&iDV86}{IHs2C zyb{!AbKa`e(&vEmg5uNE&|%kfnSjyiJ(J#J5mL_p1GEqn94_N-oGvG*2S6LxGk$AP zMN;4LOoc=Q4jG+F4oB-!TeLyYk2*PdYNLTZ#0G+v<%mi(r3~yfuP-~s)prwC*_~91=ECj_6NxZDfNjHewS<1=va4LbEl)D9Vgnn1|rho7-51>w-RzMBM8E{sHoM=ITtWTg2#%fu8S zDzOQ+R>o}x67PkfuWg!92tgqzV7C|H%up{&2nTU(qx=r(hr=CwwU$kq8MB^4bF~c> zBbBTeJc(DRONd357;=q-I5%V@PVbNYNfd^_2vKoLU3}YEyO5#JF4OtXjRku9i%MQ=TzSYKo)r^&x_VN$#c{ZsZcNFCBMdtdb`4BIeEb^wAhtpF zTfebC!QBP1qR-w2_NIsR>ii?j7$_q|WU?m`t9*qRDP2ZtwnAEmpw~&yKF6ynct$-c zL-0-!p=PEF2hYzUe#sOJlQaJNu&!7t3@gB-7UU-B zD9EO8x&=x1aQ`l;mp*GX>GjYt%6Zn<;3$s*k%=kDQVS+mQnv_`ajq`s zrO%I-@W-E@BV>w--|9N2>^>jT?3JHkejHMl>@wy;1>q$#xR>%eK>`w5vjmJ<$RA!c@Edog@KG z8im%hi9)APib+HjmzGN%pA)LQ3F#^HRZz`4a|2KA*a|`l)x* zDBEeX5d9EmznJ;TvYMt-eql+)MTRD$afT>%#@2w;$|OxU1(L=+Fr@u--0blKx~_r? zem-{?Q~91z2@>B`eS$R{XBvNqul;dfm6GfNZZKJ?%JnVUY=kRUUg=$IYALvJB_Mhx z=md_n1wqWCHK{y5cNbFeDJUZFb+i;#Mo|Q#)LSHi+N#O_pq+6a<%D1bHgo?8$mk_s zHZtj;w)$o?Jrcab8Ky<}Ye0blms%dh60jUlFtK zH|AEC&(0vQyXShhnfCFwAXf1CuLtkZ(~P3O*|yXliED*&J*S45x+Fwv@=NjAA}3?ZA|uTV55n}vF|U3&o>fMhXyex# z6xSR@&2R?>hZn{?QEsBEIxHPQ<1DYCN_9zXj&mB>JPAP*aiLJxBmi5zRC(r5H3MTc zG!%n8GwWA+V3T+l<-H;dM|I6KjbaaO9z-jhje&oDF7n#5qsmYu3ajuoUseDhA{Fq( ziWY41zul#{-op6~OY)&^5uU0{Ed+^E@EQ&eg{?DZW^DIfzhR4cvE_%!+>dn=B+HR1 z!)l`R1>1GjwE$To?_`7xSyy z5|8Xig=;-8@VxRw5fP;gjqA{w$0K}Qr*)ByI1&4CnsXKXJQ>{ON6pRIp=d3EJXG=? zv^-Ml`$LV5d>O>{556t4sRM=;fscn{Pz(AT0pq}ZbU_`Sd8CVW)?THb?$+Eu;X zOcQladDJ^O%5R~+3yLS{`C_lgxvD{4(BO44vNjSFR`GeT6C?gcP3n-2$b9O613{Y{ zg1XO8^vDJ@j0eWr!MBG6cB^$aHRwESuWD7|-3gA9c2P{~Ny#l5Ni(;P$B+$&dkBQd zy;h7Vu~Mh0ljkEa*WXx9p>!)La;ism2q@LKc)X##{VjQ0ITb%H^)w#q>{~XWR`Oa= zTD_}){a!TZq=~uhZ>h>u<|N0$En)WSAFaT!x~N|W($aLZj``r=7rq)|Y5Bpz z5t8({jsP%F#eh<(plg<#BA!mfTqovPIx7et4GS-=G8S3VO_h_TG_}soH3p^NL#6!U z0h41gm4c0#VA%M4bnD6$x7J^UmecbLG845Pl?^O^I$EH2e+aR^n^hA2L@R&m6$l3R zA+{(mFVxq}B?=A#&uDR}1#gtEOH7mJu^u%_=u}JXaAkgU*l#%w?TE@mEai$( zXq@01N?!!T1_;4`e#u{-gZh`9k_Q9vMZ{M*4=dAG{Cud{sQAffMm8n@-vS`QYdq`+ zwZ->RLbSJ%M#3~0U_A_fSPA$clxQw05==!f&IB64u^B0%)HT}ev`;p*zQpv|%#Mx3 zxX&+iB%vo1%zyi~P>sB^yDsd60lRZ`ZZS!OPa98m1Ps zIF;YT?XzlTYz_$9L2*HwoAZk)P?;U6sDSQyx4%fs+bk`N|3DBDpRgwQ8L2*%+LD4- zd-0_HZctmZm^hKo9AI2T=B2#bGEEhXHuz%T$w=>NtMWP2qR|ac-;H7h0_?_x;Z#-7 z6e;)o6d^CMg=7$c;!)!kiU0>p2#$3NiSg)qQvkVSoM^;l!{B0I=W9lBRIV2t`uVSZ@7v8= zG1(q(9!ZT;B1ME!AHNU>p&=U3f+AN*;5z2jXvj3=>Ss?<2g|j4%p>!MgY0QSstNKC z?-@2p_&&bJMskHY5*@O#Dekd%+X_L9(|5QrUd!D6NQ}%s2(C~xDSBZ22HtT)XzDhw z1y@t8TQzlhYQwJcO2GHF3i^r!Zr;rpfPe%duymwK3T|cNpeCK5@SQ$uID_Zjb*QM{ z^ymJ{;#)HL!@^>S9y(Ye(T%)z^8BU#czJ@H12`z?mr7r*l3SXLvNTAVzR;lfGdj%> zapvQxNZFt1K4q;hm?22=w_kM!HTK1$>vT^w2E+s}N^U?CkLNgODinho;0iE^H@a6b3PXl&$c8V|jK>ZGB& zlJ`W<;$lQXRz<@CY{t*-jJJT>bEt6eMDeR(xTJJUo8JLA_8MY#@^AOMRN0a71x{Ke`AK0xvU@ z(iJDk1=5L%Rrj_hpdr!A}q1iv=3)UHQSf;q6*AJ8HA2z{Mkr9 zKmZG(c;^HoDtbit<1<@;A^^$>xuaXto|YhG%;1>Z@ZPLcdBZ;duloDrNCoi_R`vzi z6|{IZ;}tziI-{BygyajsLHi|1V zf&uimy`fe~Uxyk$=>#+5PDs)Tcq2Sk4h{9G2YrlKW)i!1U6wH7egijhm41y4wpGK8PC8#RCmEU+0RJmLWUgMkVt9i~^ z&Nr=1HI3$!=YdE8da_ih~7u^;YEnO}C zY9Izc?%)dHYmK~cvvv=sMd3<2Eqlso33{FvU45MPv|T+}}?;MeS=U^u2YRrV=h!};U zLdAjd5h@U}2%%On$66$e^_zMezASB@u2``S?o}`;$+oHFp3`tIYCG`pRW~yaN6Le6 zg>06Wnhq>j^8cA6L{SfwI$IM&^g@5m8L~toI=7#st$NNKbx?>)Zi$rH_QRxWGwTd} zU5e9Omgs`&tn4>XFYKw+_N_G#Jbve3J}VCKq$0np9q;FFIQiJROR_N~g$hNBbEFp-?i} zlhNwQ;wXghyZW4V8Y&4t)dek=wzf$@V5xup?=|jfVE3P(fUrX2!3VaC;_e?=3=1b~ z@MvxEEMfJCbX>D2qSY*}*?>^_IK!GD0NAz=SpOV?tO0)~;-?swC?XU`9u%ihnw#V< zcmaA*50d$jrR)Wk?{h|vlc1<;Q2rlD+!YY{fNUnOL*c$y zS6g?BM4y#IK22d>pDZ3*+Fdd5qD`04-0FMvx5rs=!rvm249rUdqryfnhFA9>gks8{ zKyb&SD>6|7TM3z0>#dNp6#4K{J=r<%c`S<-RL)#nq!KjZnT>cvGevTwnaYPNeqYrw zH^byfa4Z232~Gn*SJ7PsrI8}a8DO0b!<}BfCp1cpuNaPe00d|ZU4I*S|M1m`2i2$A zj)vpt#zis7l+Iych7mRPT4lPd*+^C2n#+w%=BwX(tAIA9f+Y0i1iqb2UzY?uc5Szr z-zqR6OflwgZ|Qf?yw++SHmtvR!MgF2`yp-d+h2WyI#(Ski5#003GUhqJ>roxaOoRfq)p1kom|{O3+Qvwu>(!JXG|S#V@^_g;5Os0~ z)d(C9f1}rK?x}8>%pI=Ix#P_Bx=e^`=s}OMb%Q*yLNUYFwX5!n_pF%5{mdGFIpOk~ zMR!$p_RH;P6*6f7#je}iZE?g#BIsx|`y63NL>hX^UUg^i?Hfalw~npq%)qOExXyQv zmCTZVSo618+lz;;(nH|K@HbpY7pm%)^$IM1lq%zpRfGC$wIdUb8KD%}FZiA_Q|f+g z^r}esQ-)o;|bdW92q0J=BZX0tG*uz z6^7DpmSBpieV~}0>ZUIAx4d49tRfZhGK&4ZOr5W;Wq74TvWX!a)OP9cU6%VgdX8ow z^EFRk9#@YHcq-TR(aA8IV(3*a3K|~?{aa)JKf3Q@d;12Nxf1rb__{hCS84TVZ#{_? zcj)VX2v1AMIJ6o+?!;*vQSNEMzkT7Pz>s$Dfg47 zJbf_Afze6DU{id~(Va*Pi+@dAQ$k@S%lZn z*Od{XAChJW7|@;}7wP969hK8f$Ga)glCkp!o0{6_uP>7=Q9q%3<3Z)!;=(^5A?c{zjQs$c!>Kfh8fJ`KaCN zZdfu7C6ZUUQ9Rv_T*Z|_daLNTsmF6*s>35M$ipaPVWiv+i9X-$@d~!jZ_f!erm|+< z(W@$^jJK;jHZL`lh^pjlBtF|%%tCaPTAIUAK0|b1xEYFU=hO)F7O)JfCPja4d+Mm^G|w@mkG~D3E@;zFh9)nTSls4r!*`Mi{@X9#J(;jbiU%BVCh^ z?#x@*H(;=@s2!v#i9;7~T)|`7x4=NlW!>HUrnj6b@5DCJKw6<*&tuXJPYDKb4tit> zQ-rq1{@ZX)q0lZoCbVPoq;`cIN01jn<%--jn7-9Jc7dgPd4f@&?skK3iv&<6Oi+Ht zs>T2TJ&yzhCP||@(_rYRSs=a0qMf4o3hWd@k=dTe8q$ zY@5XzErVA}P&q`7kK?YY0>+{Kg&7QsgY{-K>9PxZEG6qqcG7BTuS!@`okb=gR?jra zEZZ05;kzX!?X3Ifwdyz?A%KN9nA(tLpCYg;lGNgHy8ey6&; z_uE{$h~WpVntXOgUJTx8AjNCdjSvExLm0-x+0n?2v2FVU3;CK&sOZX6twkAYSMImLoK#Jrdb6P z$+KWERa0Hmn@^t0e^8g||D~tAOg_IOa@~73rh=gCK6^jyv`I4+7-hSnH*Lb^1}ckC-O)SBMUM1*7rL$c$e)6eXh(6phTY18?a7DVD-az0>C7apuY=P> z`+U23n{a#z6%#y&Cd(-0pnz%B$zxFIz$rcR4vHg1*AOCcGA`m zF;i6AtO@JsMglA4&MvH)U|=rJy-)xytf?c9MK4Ixy&wo9s*$trRs(|*dA^ARVRj?J ziKLhr?hTY4xm|kAj6EVMc2z2CGI1?(vHTRs39bQK5_7=IGt;VXL1JC%$=sc^4Z~aQ zD|^j(A=ok1P$8QLnwP~1p(1hW9@L3Jvvxr#`J-oW09}epWIJni9MvAvN~;!Fuwot* z-O_9}eW*<4C0xdY)jRgI9n|Th70nI6iP=4_f#)YJbFGc3t%#4~kq&bFkn`8H@P#z& zZ);qxWVM$xy}WGwm5te=!;0>{U*wsz|D=Wy;1J;N$l9DwU0etI3!_q5hzu2lqPX`d z8=MnvwSqL}2OCTU2&ibOk(==Yw!h-N9!{BvwcUCNH~idoC5EijCa$$v*-5TTbd#gv zUXwm`Nq7osd16585|PVXNNTWlj#&}RZ9Z^DeqK~SkRiCj2agN<#lCrW`Xa}lXXajX ztjFN7)OI-J#$Qi&8p{7|3SyvYVpdKtS&#;>-x3#5@)k_I+VI)|f0Rb^yFF?l&;c{y4fI6VG@u%YEV*EO8-7MU<2 z{1tfu`X5<>&J-{NtS$KP=Y>;^s}hg;ZL-|0^I=a`Ht}uJ-RBXIsOyuPaBKXkbvch z=hi0VBEbXv>w1IjIlmA8XufTAgSsMSZ)3OJl%V~&7)gQ z4h`qS#p9!3b(*-D)03hV?sA`gwulHjZ8Zc0H!*kg&IJ33Bd)u&Wh)ib|DNqz*q4dV z=*&OV5r;nyj}!8uNX_9I9^^C^Zl-$&Pv|_xs&DxtH}IY=tHYDFw>O&%w0W0u7m1r) zskMuB!p|Ed%YCG!$SIQZC~L$=1=5=a5wa-%APu+`MxwTQ%5^*#Vct9P&q}PXAoZ3s zeOTOO&x}XIi-?8!}dLI6W^5rCCAll>$cU30{_o2b|r*Y1x%SQP7 zUG`t-`0cd4egL{|Ph95?D ztV@V>Q=P0PLfJCW65OL0LWg)=NbaL`vKQ-m-;@JgZ%3TA$D?{^`~}pGzma%p&IIgS zYt*(yXSfhin($ac}L^bZ{!m1)&nH3O3H$|$vNT~yJ7IWA4D^u!Frb_DJm_lR z1J;Og5+3AZ-8vLzH=MCq`-tf*YZbMP>gJV9Qd-Fb2l`o;Tgp3Y8iy-t^%acvlCGQr z@6D{}^-X_(e>zZ=!1IM@20|W{$#0p$`9C8ngc>^_%>f%T8B`9Qc?{&U(2lE=dENzJ z`pNQ)7FwU6SVS+~hpw@Z9_vk9Hs?9j zH92j$YYk%zl$|}|wJ(+MzK`##b4NSd{E8ujSvZb1D*YqoB8mcp4*ThOiT=w?{_8t= znvb46PiccFQ{$kqXq5C@kYv}jKV619Z-hy@wrXvC=S@xQ9>^vyiqA@wBuL^nrJ$Zb90E8a zzzgvonqso+hlzxcZ}3qtZVUqqwh`Fz)I?|7{^ETPlvd{aiwCa}!JQ~QDk-Yu9OcnB z)Il}WDVt#C)M6J+S+Zr>Hw{eK+EKN9EJN|3jnKsGA#X16LBSnz!;i|c%Zz~g{GH*+7Y{y zYVPhnt>oT+t;DU&(!Qmv@})@XF_UJEXeR;FO;eZCk+l*+lTgy9)0O;QC$T#3pUq?@ z7d=m9m(ZK*sO^{i2g{549vuw|NdT%N;&@9*EA zJMS$lj`o93jNg6zj~Z>=Z6kFoDX9x94=?tha}i-ZSX`#&`CotGXL!@Q{pJ7>nUBMQ zXIWpi6VBW*+$MHJdVqLxWL7h(=t2K}EmA#FY1R5U;)&eRWD*u@FJqZGsGy*6>rG2Q zRY9OLhS0;%8>s91o&O3;=dWPmk)rO&O?Pkhjku|j8S3f}_mE}jdIGVI1Sq|KI?;!6SLdg;;bkRo5%Mzn29dF?UI2^pOl3!&kXX7M8>DZbMTBqCBu zeIV)OHgr{#bkr0#wl_4jt=SYWj3=?udyyj}A(-eu#d4@$R?sQ1-9&Axi8c(6QW1WOdRmhb3ny)y8wvY7o{Z4YODoZDssE(Vfr-|~j0j7&9mcZkF`y&#XRFKb^=qCt< zlcU2gbYU_CuHhT5xUkk8JBiFScGgmJ$ryB~d4M0RC{8jLl0h@4+sowVx7wSMv&D5T z=S%B~M*en>vkDUIqb!=gJUY#PWdv$xi83!9i0?Spn{1Ap@7Dd;9t#p9X@oqq{c&i6 z!I+p;0`0<5Gh=z78hW@-6eS?|I?b=dK06dWp#%v~|K6boPCgSR9W=t+%7m%at5~zJLmja_)LB{MSkg;z}i)1*wuFsV&h-bYVVHgWNwlx zv#Tu3{4UKHCjf76&0!RYg>1?O>72MZFG?v0>a*)v`ok-L?Of{ zKrCrAP&P`N*C-x@1Os9SxYb=#8osv=`O`Qq3k(?{G<|JI(aYHsU*filq;nT`XD8Gf z2DZGqV>vs;uLAXkd04wB&{LzVw5+PSypGxWTBP#hzMw=OUQo%JjH01Y_F%PJdtyYU z??&c5-^tcwVSC4GZno~E%7c(+bs$T=!q0bcw@9Z^F1zlyO|boF&Nr{JqpFmU&+n7vuZQ;S?t`mCM;ADP-mmC$TwV1hkNYwC5sZCm7Dqe$ z`$n53&OG#etil~)Px*O_JB;&;R>sxPtS*^FNt1ykZs#6+d^kN7=%h&RG{;ZSoh1hM zaDFTZ;3IQ>r1< z)6|f|ojCTQKsV##9f(mIQiE=|V9YDAY+S1LUjRPv^B?u&G`pKL-@Z|$*)(eR=a@Lp z$|bzfX0op&b-GFAv>XTx>(duaVegg1FF&5oIQKV>1&aX}O*Zs}-LTr$WyzaZYk3WT zDT^~H339AI*|KAP|A}fq*4By=-?gy9tc+Jc1OkO-g7xdrLp2D5<_}+AW#$!eS z6|XVHo9u8l7lb0aa)PY%GT?p7Z)?z0$|2;>MSAe?BY1E zvfjJL?KyM{uaKNVBqJ@Dnw+bzjh(3-r@5%5w3MT`d3|gPdS(Qv3R}bsIVq(X&ov+UC9~m~? z9?v<9kE)&wUlkaXbz9pbwobF@Me>;|dK;nY10R))YlWE#Xc_3-)0K;&|8k4T@q|ao z7$9B~W8*Qq8T6Coqwe{TJ9QsKH7pE zV?`r7nC#k_Two3o52HT+{=GB_`~_P0OOEB*%5Wgy{6NDT!&D@GbFqRFu9#W1bClC- zWTouFaWnkOua*0A{x72-#)6DgsPv!N$mb2Y;;`5=heCI_la23T5(>wLstx3S!lxP% z@2L_e&A8?*F4Cgn^TMlHp4_KhUDaj_G+*hz*=V%Qfr>bQnPH)yRbNNv)Cfm2^Ijl@ zgM()MN)&I-h%rXU>I=;hq(7jhJ@oF01iz0)P<8_TvVI1k5>m1@60J@I=Q#S6}}T5%zM`?3v#n&`V9Is$aR@!ZwAVFR}%$< z5%dFbZt?bT;~tO{iDObASgD_3PzrBCN_#`NfSP(w^IlW_{u_5Y-0@Wt1{}T*Pi1vS z3SRaj#&vG|t*p08&U{UhMJ{8M_?F@9Na+M2PS62Ny6C-7>ZCxTo!aAPW)9?EoG=Ij zKM=ac1^535wm#G2 zD@n&qA)sJdIWTP_VA=qiIRqg&axZ@6MpbR^BDOkGK-wyujg!a@=XaaHamUmm&EjQY zBdtO!`5{IVisixkfGQc~{oR3&mfmvg$?3`=pCnaQ)jPQxZ*dNd<*=Psmj(*Z zgIx$6J|@GOZ=5-Rx%%k4e`p7{CDI%$L%GNUs39uiWjuuY^+ctGlg%;^z_8JR5OqsG zr@>2WdOM7q?%gz-A?a7nTin9kyNBrbgWgEDvRgb|RPU(Jx;lZrD4t;k`--O^f+=y|(jR z!ry=1G`b3|)!UsPPN1h$RWbuxfAe9nb81V7ypgQQ0-L_-I!n>cUG$)P`yv&CE;IG!+E8)qzh;nLDMf~h)*0b-QaXXR zgoJg_T6WS#kGLOOwDWo30IvQZB}icvR>HXRYuKGap2gDQ${(Fv-8j2YVcaM`9DkI8 z21N+_sNOuQ2n8g_f~S=+3w?@LlyUr3ay~Zel~!=r)oV3Luq2h#CKPT!dUU!Qf_z~! zt%Sj=N>WB%NtiC<&Pc^pR}G$q(b`P0dBHgo=;qHyl8Aw z1#-n{n;9_p$MExE(9X0Q50rv&I|r1gr{!IXkR5L`nAu{N$x>nVh}?k5&t#mZb!_3@ z3A+2g4pFr);Z}ehOcJJqRkl+~On*~`S{JL4GIrEI}2_C0!KRSF5+)?pwhT0S*?qfhU(lev_ixcs1A5z zNkT;fjjnf{Kf%Rnj$xXd;A6octjzB_>6X{YB56cNcFRyOy`?31j3hOt3&NUcB}82+ z@=~sXG!}K{R?k`tsjSJlgwESH7~M|qH<0Gy zvhPyBK_EdO`tx$BqX;X&kdyGmw&<+==M;CUR6a4Yr%SR}qZZsqnvHF}HTXq|y|liI zt0~*mBu2^mSQKrCbLf^w=mf@@lMLZU=oEAR78&k!%;%(U;8mAg=$KnVt13RoTZUZC zE_TdE!UVaNT~)e;ETnuX0|e6`K!}4EhAo#l6}NKn0@LVrDnTZNasqh*dLgB#8yB%} zIiRJVWmFn}CS4@TGM%clkHvPZXjlK{-4mrjrXfm{K2>Y+NUSvLYM}dh0A+;08O1l6 zBiaZ$FQgir-<(O79i61S#pB$!Nc?^|<7h7@fRi0yiERcUcC&H;5ry-Z0faEY!n0Z8 zX`LJYNtx!3(ZwA@9*z|Tp@TvD5q(;i6WCcS5~CfK$`~jKTl9YH7G)FM`O>oTJDU1U zVE{J(p~0gsDyER!G!(;BpvaldObZ1C4LSCu9`9?=+!GdQQ6G!`&+MT`+#Bxh0``6y zvaYms(L4pY|AUm0C@VIcrR?%wQ@J;U1R$bS5}O}oncJ4%^)g#j(U1^*XFrxoXAOW++4`1)t!8AqbMK4UHa-)N~h{%*KF(-nY|`s9TiEe9heOrKX|Ut41ciZ5g;&$Np8VQ3JN$*VIwFh`iB$&0L!ivMO;IGP~0 z{;5YGuw;K(Tvp%ub+sv~M8whs65c}!a+TW9BLj;MhQX7DT8%)OoE^6%COJgK&Td2E zOseWSO?khf7m*&0Hvmg-eqs!DD%GdLX`IY3p!lbqv`K&GOyuBg;ZO6(WQP07ugB;8 z7IGto7@;ve`;lzRvJ9h3S}bL!97$W9u*IJNoL{SieSI0gR&f0O{-H8>JK39RCI*&^ zo7zUurNw5==II6S2U?YZh>D|}8k_uv3Fc^F#;$-THr7SvF-hwR%Xv-#7mBg62AdDC z3(T1MHF0#vW(Il;|Dyxm7q$=4nHnW?lo`d0IoByd(kX)gD{;f3@npyQ7ZEk|l$LyZ zek!rWp|>@KJcSM_tyvYt$lQKf(^C@nHp7Uvbge)nRwt(O>>=Dq)YJLG!Amyi|R4yZ`YVe$Y%Mr!y+%eu`g5QQoG^P zI)^uR_2Uu)-FxI&<4~pvV}oqyAzqdNL1EBsgxjo^wRnoHlA}^*>qyL-v~F#|thRy0 zt^Kt+gxrZDmH@R)>L}nu$S~QoaUsuo`D^}(qOgiKBUx6&(Nm4A?VDdu7tqqVC5&P@ z2sJ&uVDEub+g*dZNgW<$Lvr}WvvQ(sq_%y${m;CIT^vFABJ^R}n@mkD+7hS5UpT=4 zDZkVA9*~m8xvm0Gf%mygM<^xH4Sy6(!#HJ_J#7kF25Jad_(Cvmfyv|E&kR9IWKKj$EWtgZrW~rlnJLS}h zH_SO*m`5&Bep0u5OE;RE-u5x1*wM&%Zh`N`o23*XilxjPQp94W)dvOue{D}-jtUWm z>I5czG@+;T@N9$OAe})w)NVa!=7nkJf0E84SgPb6E^b|Kq0Cc*c60r@RZUt;kA^>Y}kFleb?DXW37D zQ*cr)He0ELVKZr!&W=2_^_kS>bmmUI?j(3LXYu=y#WJK#;IkVy1P{;kaoR!XuDIeh zwSVuf_p1I+O zIH391u?i3Db?Ulx5M^K)wVPT=dnIW#X%NdnQ;K=W_Bt4zX*`OI#diSaG#ON+UMeCZ zFAD>U6zGY2uHC%?!G3a3UeBqDPL7vb`wa~?Qo)n6ZA?V5{$ROde}M(lJl8i?800P_p!&LZ{aNJkPW4iK_;nwz7o zEzwf>UeXauy5mTDl%qAqRvf`3tdu&U^qNf48YvF=G8J*8Un5!!eG*CNs@t^3chA1` z6K5|JS5)KK(CnBN5!wNQC~|W*{#%Zz83cIY62vU z9wV&ORAqofgzsZepn;UB1b;ur;J_S;4K{LI2?`n9TPCDJ*d?~Vo^&LW`bbyx0aHof zVAd8kbE)&nyC~`?#4aFdbBCwo`6PM1tW>0dL0C$oM14%4%sC`y7Rg&AXRai<>qz!O zlKlZeaf#FgD&bc{(BTFxpgz7n~13X1c`<)Muc08#B->?CY#f4mysuqn#NeZ0W8JR zT-4}#lPokOB&#aw7f15pd-ttpsgFZ}8uV>S3e=zmlnF~{ainVikWW{6)*9^qK$wN+ zZrF^tCe&&N87zFg){xiLJvR7U^Z-ff7NZU9zN*&LR@;?E>mjWak=d3yK+abia}6Y^ zM~H4RU#uM{w2nVW& z7#Dv()YzcID8?}e11K^E4=lC%G7{!8M3M4#*<^G=RKS`+cqh!u=rb0Al0h_O(y4by zgLz!@3BK|YX*lQVP9_y0q}YSgBuG6mq~QSRjT2ffk(RS;N4!vb*p;!7bY0bTrjhCp zNfXAFMUmEgb4S^g%)+Jqeye=8x3oFckq)I3P=m3L>6KcjsOs_gNVWLU#V_zWkjIpw zi?|MEYTyh=V{)h_Q0NQvrM@Jnp{vu<$%U3^z!Ya^e*iuhh(mH3p7hAQLuL>m< z?n2@m#Qn0dv+Ysu3`@Wn6>5MpD%8m73jsB*tl75YmF6@Lt}?7YeU%~YLy|Msl{o8` z?8~9z65QFB*z>P27yrauew(>A%^5qxkucAZw9pVg-=6egU;L^I2Rz5WxAOP%Ha$6K z!OKh6|G!xgKYRGaf%;SRm`5N%TX^JB362qKKBFWQ1O}5;fRzU#H@YhnF4S_ljZlN> z6ypL3O^|BnGzwds0yQSH!)z0)YC8P_4^4db&1YVGD>fyk&uBpad2UrhVop)VfC&W$ z&{d#8paSh551-yw+yrs=5 zXwDciKkR8dNh4l(_?{$(YvuiAhO2d^ZW#e6rj5J30AQ+73wzkLK-7r(Wk8M5>Ofb)z@(Cc zBGO>lxb8l!Rj+RZPgTau9$m2#`4wt5iG(<|(A?C7^uBHo; zCY97ika7>PFHY)?B2|H;?Xk}wqbsUVTr_54)(4M_q$aqIcSwPA?N%JXEe~MIw zSz{LPNwdwd?~#-_!_%js1~{WaO?~|A?9*G`d*PY4Umm||-hI_^(-=rK>Fb6v6s|+l zjRJin?LA5^|e z0%tI30%~Xg6_T%&<*S~2?u{|u_`(0&JNCctdFWd|`tPcq9@xq>2KzR@;M|6mW&;A9 zXdEdnQp1uzFLi6SkgO)DTtl*}ZKdtbMjI*9x^jEioE|o{%bwcH6*DBmNTzu1z1&O_ zoiOlu7G=Vy2?Y_?xTzXO_t`xlWmuw5OHD~Mz=k@T3|(ADs;%xQvIgjCe{lPj9g!Qo z0iTUjh~Y3W>)QGc9zM0(-TS>M?{C?FvpWnaUG@X{Z6|7( z;4IC7!oIVWx=ST(Wu1t0z$P9%cQH0Qj}9C}j4MH3*u$a%XClVMEm95K*7QfiZTJYF zce4V8pW`BWiv!XmpaxSCwK;PxIP2b-Jmp7Y#{7KDm!qCL={z?B!$~Zsh7Fxgwzrx^{10MK#e=wbD3#8D&}tC%7WO+!+cew45;b6Knk`4 zY6ja9`P>~s{dv-I$(*vhD`Tgr7a2bo^-wo$G{VZs!A}aPLH9s6hCK5Hq#7)vhEPDn z0zm?V*}2Ecv})nJq9D_uGgJ7&WtFu}aRx2&WkC&8QD{)O8t2d&tIqOyn@AF}AfIL8 zC%cM27ORi(mFGz9Nj7x@$z3L9&mtLE?q@gxG^J352+#o-QK3f4Tof5H@7rU>{N%3j zKl$}jk39CPb+hkv=5FJ!EpcTmQon<}s%>4@xw6;D*{djJu9PyCiRnwFv_&9i-fWVz zki<@viZ<@{nDOMCt-qVOwJd&JUeMJ0SL_}$IlLft>tJ(D6JkMF)Yu;eWK=nmDp`d5 z@}B$0J^I9t|MlPR|HXY{zVWYZ*4qg+80L_T;l}~U0BWeK5kjW21}Hkf3-8YS{;wbW z(QhC9-f!;v-aWqtI5-?GSRfHix^&m>bD7zI8n`>PT3ff7q_(hAcc04RNV1+}8AwSl z7VmSVX%Ue^;x%%zmK2Kw8LW#A#kwa}A^{w~#ZqWcm-J3VFHp}NO*ui>@Nk5VH!NX^ zE^0_ud{WROkgI}~>k#OHzqHh$U^nG^iTP`wSoGml8B*0_ICm}OJKz2OOB0^+ck>7j z3cDJUSktb-%c5!U70jCy`jjNEddT_8F>F={4#7-;8?|Bc63^i091KcP?g)0SWV2XiTM>RD=(Lm5nM@PrEzB%TV|NXbOfAy2c zzVn@je|i_V2f+Xj0Q~1T3qY_34tGnFJ!coeP^u5NH69-cYFxEPrOE?hS3GGuFJ^8g zU6;*W$t3?{0*g(}aeef=a;-ahhTaTEl1Xw|Ak`oe0|FbMMseTJPL8{)9s6_a?TprD zH_Naji%>a{>~Q{a>@R=$z&($Q3*3JMmQP#?su@5A@1yc2sc;Dqo z%iX;$)7UKX>f(@vE^h7vd5QUr9QZQhYKx`q0J8k(Xl6r4;SC zlsapZ?@Hf&8Ex8rvjfQ~YQbd8^01U%uS3XV@imlOR+38;^!OZ5qeMO9=TI@Ip$4W5 zsv9CS9VxoVigrHs&;u(T|7lUkc0+oCwYk}BXAu2@@ou)m+R5px)ShPUh~-OnlTv@u zb>7*0cq9diG#rI}Sm=y%wVZdPY;bj4a%hrB!4|10j?|pgUig#d+DxIR1>zWu7?4aXA`H5=uraHq$1IPRuaZ{fHNx8O!>oG5B&1Clb(FZf9Jm7j{=_k(SK;K zZsC$X7=jucsA!`C4z=^7%y*^ECuxf8lnKM~e3H4qkTl3wUy)oHS}^EWq4xpEq%}_Vh8ax+YCwU0ZTZV^&93c~^f$eS1-T>#$VV&^j#T*R&SY)fYC@ z7B#jNHfr2LIC14Ja|EKn=~WxZ#9C+^=F28h#eWM>NM)m1+>=05_8YHPld} z2GC;J0%&&7JB)*?m&_~jUeI?Y(3Eyf>g|CaxnFca4Z(fkZbk|dr`6i)k2x!SN%KY0 zlVYq29?2{W&x=?R3aQ4`e$lQ#jk70_0^+C8!B-ts7lEblU`N~<(zVO?}o&wrz-mQ4_5aX>Z z)1#_sc)PzJYQSU!KVxNWj_n>y-%e6yk)#joiStPIX3`XCt~)VM9!c7cO1T?J)-sZ} zLN%>?c299eff^NyfHNd>v7EK|{GJW}J!Xve!bOMIZ@Rp7g*`REm5XSl#S${Rvlok5 zi&PR2(Wekeok^b|ZT2UWK2Py^EpgkfV}_r+JAe;MU0hGjBNLeNE$zRlWcuS_wOsfB*HDnmFTagc?NN4huCj zc*!p4I<=WsQx^PrdRumZ(9%jw2EZ4mFdksn6FJ>eoV}Xc0#L*2^sE0u*SOGc9y7uV2rkc9${y~_Dk>G=M!%+c=hRQG~k1SeIF^9-)S}l@*sML;3LzCI;Fd^X% zOalVYcnrkPW6;62??5D*_+>#2^~tg>ot@T-LEI5SD=qqgqRgb$eXA^&L#^po$zY$s z=>Y5cV2)-*1hpb$mss^;<3UGlu+W@DIAu3GZy}vg430Ba z6KxWyykNVszz{p1^cJJJjDiJOhp@_mpvb`PO%at&MqdbOSem^!;B*Z-d4zykH9hY0 z=DWQ&eZnh$y6e6NADi?N?E{J}2p$vo(=jx@6sSRtEm{`F4M8*xX6_(q)7hlAdlRN{ zsoO}$8PXSng(*q@F*bdLcNFvChBjrPk=w03zZ*IG0i=p1{362LnVhc4JUqjf5+Lnl9<-o z3M=Xy(v>Lj+YW*fsmLY9(iG&i<*Ud1^7muD^Pf4TRZuI`SsquzA_%Y;)46XrLVO6y zj={JAvE0HiMi%B8wx4H_CkRsutdRYK&iI`AZ+-v%@BiR8rw*QM=|kyC+P$I0Q#UJm z;0@#Cu-rD(?J>2Vlb9NWBEo2lSQMIX>MENR`3dJX|T{#|Js!@}{(I_xP zD4~oHQK+p95kC$r+RP#L$6>TN+s%BNNUk+lRvgPakk?tHbt3cEfgDl6sXF>CR((4| z;9?M(&Lhh}>NvpnT!G0~s*5E}33BBnSH)S<5>1+~aP^l-d!nuWg1zCQt23JPTp1_| zC0%ETIYwLHV{bYEM+}Kx#wTqt4IcA%JO#wzY8yMZzCY)@o0r=g^Y6X?k#F38KMKYg z?Nop7lVt=|!U2bvUTPB)Wb{}?hXS`oG_&8ZdV%Hm4vn5dSA>*qfVWOrD#*;S=DspZ zaWKh5r1VQd;%ryiVv@5)!orl9>*S0zBz+}GUpk@!l`)RZ+$d*+k)&m$Xj*^id{fb8 z`ND$QS$eyR=GF28H0FvX z;B$yhLBcS6pfuB#8Xh?ev1$t`H;~c+lHbdv4RDt3ShzbXq0-XZT+G7tj7xsKGQ!35ApuXLpm+US=^|?rhjsQxH*|x2GyEvNHcv zO-ZF?V8HVKiTe()IIr|-CE1ie`L`t5wf}XMEvt7>1Jorq*>aK98$t*npJ52BO{^t&kvdJ!a;$6kz8S{+B63l$xz2~0yeb0Md5!!PA z5#xhGM>ocdfBgMF{AMmAG^(X{2)7mMaOyh_BbvmR=7FxjaSZJ;Im%+)BIhuuBkky* zSBd)7vOcAxy02%(KmOC-e=z57XD*-de?LN|1&Rx7bC7D_3@~TvG2K#E_moNdYS1kQ z3o=|uj68$;^teXaB~;)>+{-C-jE=ik+;h96KP0dHe&yH)J5Id2?cfe)A71AOtsvtB z2jamE$s`?_It!-24gc$P#`2GU`!YlXfSg8E?q{s=*OuQe2KkA37-=*FI<}yFV}MiciQz*Goq~unV1e z*k^^E*M?KhpPo7D7-IMI`JvI4Yleb@r0BFV@5=5~TRz)lHCh7Cb31+7(dm9Z$vbJt zbwELipdUQ{)L`1>W$({eZMn4V$!=ltZbQLwZ9|xNv<}zDq|FwC|Kl8_%M}hqDhSt& z^ojvPWQx*3X?&Y9szMN5F@C#pJiKBYQ(&SiMw45F^FBNI@__mRuX>JmQ-OB_*T0?@+)xzTlvge613AzNjOTnpX8gmy zzV*+uJufjjhsHr;sL}>Il&Z66nskb3|4Fo=!T_ZbpA^MnwDq;CNUeh8jVQ9ZdpP6L zGLa^OU$A2STk96Sefos`tQDWlGq=D}!5*KA->0taf3fAsc!zqtN2iig15ElW3=>%M zS`{J=$6E=D4>-D}G~Q|@!L?dv_Q-XfV5W`ZCr6zY9Ci7ZjeAZ9K13(c1V-q=G{D55 za5wS5b9|oyoIkn0@ZuYT8VGYYO!}Bfr`%47z`vqNvRAP(zm{y`d!~_o+lVaJ_ znW)E&Lveq)>wuF|B}X}1+a?wDND(MwJ;Ut>Sr~%0R=m|_y@4|@5cd4(dmp@SK6mcj z^FF`$n}7P%taMz=PzJ2U_n@oU^QT>l!los=p{K`b<;F zBAI*jsXMjFJE(hAjWIC+;cjFnQUv4xpO4z^5M(&OD_a0bc~*R z#&`Zn$HgZvpowYGse5J)kIfFb@44(+U1Du0byXDl&ib2oBOI=GzSyhdA{BgSx}Q&g zV|f>KC_*8aLLEH!Vzk53TQ1+U#_pWRzO1c(s2(a2E61sB6Bz@z0-`+xzM$B@MrggL zW&@KP+q(w)N98X{dcv!uo>j{0WnxB^GN8uDfbDiAT)AZTn>3}9uopp=occM_MBo2B z)ciZb;24Ey8B`PV^+bx$CRp+oxmV@6)p0zU3cXtRKFu)w=HK9_+!||c7Al!Ow`ctJ zo!`Cp@x^cUjy2cghE6?RLk(~SqPXdnqDUcuYXmKKYDue_7RR5pE5a*BZdR)z>Pc)f zNloR{guAF7I7(iGI&a&y<(r*=7i@F9No;ul&eR{L`}t%nM>$-eRrIL9YG~g*b!$Wq zRJD{W+;wXH;p;K&1arN8>Ikci?0HZ>?}*F7V;&3aeC8Z>w{l>7b=EVtrmJOe9KQ~~ z0>2KscnWIpN4$;ce(#%t8nhANUUaI+qx!MW7%we?(wBtf%?~e_>-%bJY`w*;67#@} zEsPi45J4-AN~r_~6Vhmi5y)hNwu-5R$t~xkAp_qp8QEv_S?Jt3LD&w+#%OZS%CgUC zv+XsRkl))=Q`{VDlDtzFw@v%}Q{&@p_G%${h3ff9*Ytr)KWA0CgCx`JfBy^rjkC9}F#@%z%w!2@M@zy`j_{9vx zfaqUm&;7-$*)#s(pFM-4>%>wV3YdcQ7qS{a4HhJpv``}(Qz1epBc|?nsX{0lZJcP& zrIn!U!-lloy5#Rj779;?3GX=ktfqqkW1$y;=U%~Hamt|w0cRI~clx(>5x;eMxb*~M z<59QuM_tWryv)zsT6iL2vGrBUBWEs#*>t5}ZA&}&){GgqzCYW0`=}uAgps#rx}Q%) zHMwWh`DZk2RJ{+A?EUhTgGRn{f7WSH)dST)r$nlRgPefqKw~hsQKXgP)W&`J{0Hk_ zzBPNs-~IMCzj^PkX8gl1X8h`}-ZgtZLT)tauGXu)8}xov#J8OI*2}L|Yu&4ik(IKF zLG>i&LPFVs_542%HOSB4w@|=AhzFE6>j{h#}nOT8*I{tYCgh5Qi3U31WN)nSjt zhuzIjFh1Vrxaf%E+rsv41{#C^o?0@UCE%$Wk8X@9S&E$A=L)fm(YoH$S)U3i@P zWpMJUpft1aJhPj;MXa2~!TBq17Ox0qFTZ*_cg#4bFu*hn{ZOb30#0@EaaGGx9q)`T z>qtxVSA=`s$aXMh+L8Q|B-g>nK1~Xos>8Nv^Bpwo6FMY0xhGKg&?bJTdiI6x`4{AY zC3&<+^2Ds<&fa2Pe)||1hDRbbg`yXq=CUCBp;|cleac|uPhN@%LOG;BC?2k9N%9Gg zaJbUSDV!J{&`9(k|HVS#?apRqL+PEKrT|VVZ>+afA`Inb*+zvr1O|D(jC{0ckk z_4^P1W|MVAa!`NqSA~x+W*xgExP4j9anTh_Yo$dp_W=5oY-?rKZhh8vlJku&d#{>v zT;6h5HByVj*N74Y6zzmwj?aZc09;AOWYWPgL1^ghzyG`6zWvsm-@mu;*T0+f_AlR> z@wdNsO|N&a5qr0&0vjs@x-^1=h4#a+**zC5VIG|IkeuQH!fCHmp>+{ z#804~9VsRawTc4T;0b+hYVZ2v?;@=dZg15ShUX2k$V!EGiOi!y?b}2GYDKI(Tj4vFqPlVSW6)?egPSW*$ECH=ph* zYi!5w0)v{0r11PTxA~J>>`k#6^tV7*TQ#oT;rDbS6VX$uRTz6+B-@OcwJw6UHaOGL z``H%PoAGtDM->@=0m4I(RBBSKi2903N;DqmG{hr$wyA_Ui{Wav$xw{&#LLcWk(Q-H3@TR zq;AlK0gypv0QdJ#UIe_TMM2zP0N{+ur4WUWRkyh8vL<~K7zI@$fyYQ^P(!6peJP`{ z6myGW+A5MKx-^=_ z8)l&_bH9gHzU(!OY>SW=i`+x!9%U}ub$kB4hsO?nFEG%zzcu6?P?kE1ssoJT222kT7+|$ZT?OEI3zC3YR7iQDB~CmtUX+{~ z>CId`fA#M^Uis^}8{U0)*4s-qe(xI_+M;3BN&_l{%rdEenZ~b47ulkTtQBKM&&_)M z-5M#Ua}ue7p8;x69fm>%C;^fQg$8g2kHU_w8?}W#4aNRVWjK292xu(BbKm;nkk<02 z#o3kRZ2x0Bb(x71IjN(AZ4#Xf1p774ObOc%Pf>a^4b(uI-X$|8){njVoMV)UFuKL7jzo5ns3zqC8@D+JFVEX`;%0Uc`kRXS#twRf zuRZJk;Q{x@iD?kbPyJHUIsRiLHQn!hQ&6MQY0;3I)~)%&9n3V=dJsGwPMp>e=z@@C9D7O-Pyl-|DD1D?j&SC2oR*hr021K=X#H^Z#?IO zlyh3czo6utmZA-ieXi$~L)D|hr068ol4T##XYA1>eXD!%nf}>U@@xxvyi^kVt+eEh zMk%;)H}+pFKKu3Zbw^#9Fs^SC2+|D%8-f zHcD(LtC@lt;32JH!SD;R1dv<0;336Xod!xlV3z%x%~dWzW1v+>t`(7{@#j>zg@d)`KeIP0uexl zQ7rJofnG}j>J<4C#;P%SQisy7o?NdcF(ut1)#T3rHFO*~9<Xe{oa#G?+ZSE3DuTAw4Lefjkx-f+pY$ z#B5VJVLYD>YKBxgnE59*i$Q7ptBhW?IN`5jZ+REk=9e1F_&&Hfw9t-~6+2hn2uhY5=5KxXRoHw885 z;c8Km@Y3-`j?c{f3(Oci%fNg~-}G;Sa<^W4_|Z3Ze?Qm!pFW<8JnC;gS^RhJ&HrTi z0%UI?YeM#B9F^&@j4t+d50_mfF(;m0*~$w(l+WCk$2^qob0{zLEH~PTaIFpO{f6`( z^obxdoAr;a$Ri6p)Q=VpKHP8Usz&74pdk%}So?)8`s&F0X6AQOQoAHl&>PxYijKMe zG8YHe0@!Ea*rGR1qwiNMIEoRss zJZwnauSz@c8e9I;6LA4b;fE%9uIu-H^`VW^Tszk#=fjpT3Km5+FAdE%3wdD~m9##J zz1A<$+`)bIp(7TD&tLR*E{Zr^;p&;?cU+&o1p}cpCDRUbA?%ZAn$V{mF{T|R`IofS z_XWe9-6l&h;7mW!!FtrxI!G-z+Ef~Z*my$5MwI-_?vxjWS^2U2?%U1A+r@3Hg8n<5 zBoL|KGOd4^5^LVIkpxtTx=?kJ3NxA~yjsbH26DfJ9-(g#Y9Q}G2x~%o8pFbK8%1r@ zp5$r`=m)9^s6M0I0HqCP(6p50-mT!?tm3dxero2rH}gE2c|Hw={&j_{s`S*{7Xyj+ zL=Rb7?n~oD2Xgx~tu#&16M2#mG)W=0!ZlH2q=8sr)FEERJuwq-RokJ0)kG&4rEUeUbZJef-L5kEd>R1TmUVmBOu- z_*83_9=iPYvD5Ew-%~xR%IlTQx4-_uF}IJlAFuD8zDa+Y&-+uM2KNF7Fb;i)MyO60 zXm6@l>g5nZk_#!Nt75V~iDEB};%y4%eCC< zz~;TJ4>7g8Oe&TQ>qsv|DH2g@b$WS{uYr9)lfHxG?IOj84gBL{`RCJP4z?FZ$dbR4 zCw(V>zKuNolHA`+9ZVS3)*+-)>c=4CQRr1l{fJbFx_05XCZMqM;Sv(#TKm?`RSU^Q7aRL)DJ0Jf9M_V?oxlwq{0Kd1y!Fut?b{Qbu$%-E3%L zx3qV|9}k;JrAD(GUBmbf*KC?Es6k9$bdjTr0S;q`_0Y06-TIsq!!3sv)&)w*SZ|>M znj+3olJS`_^DC0Rmt>$Cb)J--(ihXN0f2xi_XygQCU}P;yw2U&d){{cuJ>F67ctUT z24$=YVsBw2nX@X^1(&S!$$HD$KPlvBhST{(2bcI`SCdX!x5wRp?_XNBkNlPPLPBjl_pft~5w91d!PfGzvL4 z2ye?s8x#za!)OzrXrMQ0sjvoORjLOw8F^20p{IX&I;erE6wRmr5P)?i{W*GsJL^mD zRB|J$IRW)tKn-xlvkCE3Au_|P*20Y1!pW*qeOZyAy-_I>qAm|2I^C^&4K=9E$u)o) zsZ_7)R~nwm;Mv<>oA8X>XZELN-zm{wttKu_<4&!_vjI#)%_Epf!LAvCShmQLfty=hhmM#A6l8?Ur z+N}CXkhrN_CQ)L5$gm#%Khov~E|E6q%e^F7CuJ#nNzQIkc!(6(mie1aBp)G9*OJ(k z?G>shp!ns;QCaJyQ$5@V~#-=kcb{jCDcTUxsFGWhGd;MmW7>bGye|$0W$} z^hhMJeN8V0TB^j8)QvGf9q8abKfArGTnDU}W?KOxLYUOgz?i!Dd8h&^G zfX;y1J%UC_EnF7gFw_VoYHG2L9FA5k5w$5gUZOTl@@-TZ-x*T&5L~EiJE&Q7d|Nv8 ziA|+_P}WIv4n$l&6n^lMo1NVv*Ko^#oYf&YD_QKV%tUim$@)!(iGWB7^FA;=vrb8JMTAkRVAYWDTD@PL5@&08 zi6||jic?UQUe$KLsw=i>qFg|FWn=P%G(^T+pP{YTBS-+l=jKOx8%orwAh{vJ$#g4%8o^Ivb(g*c2ro$-UJBPxY zW>~9hR?|j?Zk*kyngP$1GTe@CLV8dtG8m+I|CAxn;ydCv8qh&4rZk{%oY~ZK*e}K= zw(@GJnr6vLWp3q0k0Qyc!%oh2&K}lhZo$^$MdHmz&j<0-)C#G7+RoYOKJS}?8aRjd zh*kFrn|6gJd>WE&8I-doD9?1uQgOEM2$M- zh>lK|s1=Gs+p2yJ(pDlOLGosQV$xF51>y$mkUXf9f8$n z{s{ur4T{mpyY8LY9%p;u_N6Q9+#hc7&&AzY$;#W}pI{zRWEIL?#eDVgh2YX8$B9?Y zSqk(-@7|WkMsh zd67%>=mx?`3d0a&JB2bO{aaq$oS{McaU;pz^gYF*eM`$w;fFLeLKLQd^V$no+Eia^& z%WNp{Z7Kkz@oMDzH1K`v`M#Z;l;L(z6eTS9G*FLIcLkVeO}F(Br%yo*(jDlkMGF{M z3U62wS){#LD1KE?q-&C5I$Ov-oY&!mqMaY zBUtM<5EifH@~g^A57L{YT1ZlrY85cYExqzW94{&@V?-%|ZWhrN91oDJrm1NaN~}is z$v{Z&`Y_EUtM5jcj#(;U@Fmwv^f&Sa>uj!Fu)B6*hqa-1P&qI(I129stUVa`2&em8 z)4l$tphjv?p&_whOqozK>YLT^DKm8y%G{vn!DZ%=1+(sO-n+?N9$NUIom2_*-QvOV zF_BoJ#KxhAf2 z5}lf~isXUieEZumfAj12|K`JwVIc79-@o%$fBlO~_NT5pyS5GtwU15qLtp@f19%#S z4k|S;0-|O>Zw_i`A1hK%)L6_UiqnZjf|lVfuC~Gro_P9{ecGfQ>dZq_r^G`-_&DJL zbDWH+dow)0Pj|3?@`80)vWw2{&6eA_!eO~X3T_nu2HqQH{>}d`eLp7 z9v+jtIt`Oyuu9rmm1mmq{Re0><<5r~N?l{CX?%(4hL}Hvje{+QD-S-?2R={Dc8E$r z&rnRG8^NprOdv%;7Rq_3TNTJDU@oQ#oflweBBBi~89>$-Sx~=P!m2VP7Iijcyh=;G zJKWI*BR_>e4?j8qY*t`)B=|X?28C&a7!b5ieJ-SSkukuz7F<^dsjxqwrm+Y(V}hDu z)T9_KnQ`sq=z|l>XvGkj0f7QtL*nVS9u^gF451m?^k{`nZ)}0RaHsNOnVeB3i7ppa zCAX27*uhtf+qEeHm2&rb`J*y1o87}@*Kiw~dQmMk7}44ZB$uK)Ppd#@&G+HyTZ6MU zUJ0oa%8`@74D=Q?S>y5W)38^kBW{nV%;Rl`C(Q8LwuItk`=I`m0sj54Mer!%bxZ&49=vBA=<9R(L<%=Y3O9BQa=9Dmca@Gh zgG|n|w338$?yHpK#OKkko-h;dxuFMH+QAmK-_x`wlCC0{iA~5wW01kn22#?8vOX@F z3gQ5PSb=OIcpdfn9-a__Ridg6lZQbm-TrBn&6c}uzVm(bsn>H$Mz&dC>C)iJRiUM8 zgYvcnWv&m+UdQ6D3#wWkR5Od2x4`?!Hm@*nMfk8`=ntGH;n2$M>a%|l`|kHYe6(o8 z@8>RifA-P?U+uoU_n7TByM8(2uO+?X3ZW7pfE$4&Iw}T^q7@w2IaOqOGpq(~!!$(( zIT_O3pb!{Kp-~}kLwX*n`BwKm2(8T9dtcVm_ot_3PA1!iduO5 z$BYdCM=+8q97P{3wP+jBj$jrQ654_ZO>%o@9X!O)_6Dkn0~EHx%LF*8qe8r78AmD8+--lAGL7GcqX_3zUdW@II04 zfiix&tp_LrSwbv~mS;Ku*FdVIm^&al+Nefd+pB@NRT6f3ohHt2C@m^6uhXHAuxq56 zXX)f|;BZ06sJ^)mxFMqF8afZ98fmkESTR#q2XpKnu(9Bws)hapX2r`H$!o)NS?qGu z!f^f~q(xbc=FlMaqt7v_*oX<4hkT?^f~u6PN)?8)JF`cZ?m0i}nD@*Br>eAu zZoP3pPBo4Aw_sw^eXi+Ve^XF{5(x+=b~kc;4U=Gd3 zfR6_J@0*bOrlqa$_n772V7C469GKTFTzm4fgBQNo|NFP!@d^wW=o=o@YJqZq8oJUX z3cwTsC=6<$8Ov$Derf;(8js@@%ig3bqhcGZRa`e+U$U~?gOnaqz1&PPtV!-!U7mw3 z_mHvx+FegHPfg~Z;9mPK^1_9+!R*DMsTP4;u$ryRxTV1y^N{Qn!PzSU(zwYC!h^To zAwAogf()`fh@S9(Y!cu90Bv4}QB?B-452M!pdRW0T}#tM_sg8lwXWCimsIzQHPo99 z6GjYlf)y6w)cysxM{<%n8^Gm5ArUD>Z3Lmy*o`J>V9gk-LX2YT`9^Z3$>7sWI5<#D zWlEaU!)8H0qi*77fg0MnXhIm;VFbd4j14HXUlZT2k>U&|efErvn$kfrn4Vuaq5llsAR*--urF)Cvcmr{&74vwU(Ue!U zNd*rZ$2uCiwaJf3th+Jcy14B5Sa+vzlIq83o<};K*(X})o?v;i+&i~vTqRbj^g|*^ zcwx(XuJH@~v!B!rj|-$gY>`|=jUAB80XH_OhHxX0Sl@i+x>tq7qn@UP18X!lYKc?+ z_|knB=2q+BNzt<=#uNr_MBW~eSO|h z#=X6gZA-Z<1yY%%d(06QJ$ig?ZBNM@WY9WT62%8p86*AUp+H;*sS6Ki^W4!DF38+9cIWt`D^6R(3YUhZS}-}5EY4=ei^Z%ww5qKL;jIiVeD%N= z%^-#xs*^E64S3N>BV4cwZGOa@|43{AIG7ABF{)@kzk&=&wY7=?4|am3d+@3t*15O@ zgr784g3>^%pK3s(CkxV&AfkXKlNtnhOK>4jm(Y5tPm4ahRuEGzW!4byR^rt<$*L5w zMFd(kd~kSgBA*QP0xIS|1JnRp05t%18ahoujf%FGLsf;)=|4e@XG6JPXHRnPI5jX4 z(ffj|NFQ9mr!RKDh8j%fg?j@s=LJIITOxU0L_B-7p>^XAvxL{n^{!p&XH_liob;YM zQNsG%vA#T6c_MifL+;-bq{RwFwZJH)PBlC+__Aqeu}|u(SP?+-28=eX>!=aPM1 z%l9!C?_+#&ENVLESKRpFb!CMkE{2tc z;IN8eT8NTRvk*xpv%2~JV!!@UWAdH;rqT&CrqOd#A|**hE$41Ojo|RnS`P1KK-Q?# zh%xPBV=|OnVLCLSQ>T~nXGRn*h~!yB=57hk+7gtyHY5XQ`r?SZ+4s}dgr$ASNdG(_ zYbop1Y@gT_j&~2aB_cD7*|qf|0W&3KQv`G79p=m+pD!4pUq5;LiMzAaZtK7M#Xm zA0)|JNIF=}6+n%Gy$7Az`gAwKwpM5F&^|fE4~^W!$X^kX2Gx^Q5DlOf1?Ddg=Bx}Y zT@_UEINTE$Me+RkDj}mzV%k@ z%@c3?iE$t&#DimYb=72;rAWygTa6u5i zpq)pFk=*#pDpDgPX8SLhJNQ~%3_(YL{nHZfqS4?6?e$`zPo=73qI#gKW}=}<-ZLy3 z7?^CW60_q-(mm2urqcF+ABJ&yKe%1^n+x}PMhMiO`1yeP&3@14gjJjSrl3^^1=^u; zsz^j62yCIv$fg1rM1$QD#pct_^RIiXy!YtyJBhpQrtf~1v*ULBrVD<*-+S%jZ8jC1 zgA*bt?j3|iKznQo5G0w&Y7bkuhjzMAl7Kslp9$84lNTQiX()VrutA!mLrw`J@n}_c zYDZ8;4>B|N=L7^SiwavF$g*NZZ}N{^5)y0`9pV@piz|-=9hAvh1PFi{ z(jZAxG!4*~cE@i&QuB(ajA~IIr zOxVKUZ3=ubJD|lZh;0^iZ%at=x1p(of0-10OY)A%xE|=NC)q!cjMGwR1*cIXlfhC< z*z5tNB*fB0X8C~Ll=)) zJ1mzED-{WiLreCY+~=m^#>y?Q`&>azXQzkVvzG!?&SD85z452!2fuj8E5>N%k_yZyD>i`)pa#nf+YpvGeRB2jh=;3#LzmyWyD=(uYv7}e zp^w%wZ<;$?pLN`0!QK-U-Gh@7IW$oK4WP;hCek4RqR`>DKz7)V%!#Rq2CN>p6^}`| ziiR5)B4BzQnW#SxYEV=`cmVJRJ$?-}fN}hGKuwdxICuB)DX3X~*m0@#mAQwUrl96! zc?%#82#gg7Xhp&eSzLIPFe7iKakE@ z60uBL&&Y3g9oYZ$NpNRgJNrz?H$ltC(S%nNdqaL#(2L-QwZ^2xHXe-0%jW23Hkp z00ag&hT8-!3N{zY4P!)$bpqiQpa#DeP=h8f{4ZIRuRQM*g_?}r{|+@pX8<*{?>qCD zg6F6%+o#HN+wUH?FfwyxWa0*9;d>^obq@1(UL5-m&Z&D>{A>?{u;&xW>%D}rT0&ZEjxvdEeU+du;U)P4+1d$2qgV5Cs z8;zLK4k`;yGAV~$Aq`CM`nXneH8#uA{;K&AI-hs;4-RJ5mo1LFtgyZ~XP0&LxM~73 z)=f|Y#SZ>Hmc;)e)adx`x}uAkLR&4@8clhy>!G3o-Vt5ynclh-@HD(PokW9FIb8d+ z%4yx$koG~klI}+Y!YZn`gO=6uz*)1SE=z5$E<8+UhR(BggL}g)Yma%yd}ZU9zDj-A zU2Z0hJTBCawZz+qlC^~vw@a;`L(X0I zN*)K_5w?TjAlSj1#Bl(WNY5`E5i4MpnBUc3)YjfU2H}Df3ww==yP4~?(Ds@~Z4K5B zZY{m$vNkMqH7oE$W|~hiH;|uyxhBt}G`~WwM58x~k2p->MZ@p!2F|Pq$O6<@1m~{} z;cN)yZ3so-DbFf6d3|sWr8nN$@3<$t>vH$4BiEP(Z99I)NF_j3(CyK)drPLg7+QuWP({Vw1h&v43EFIk z*>IQj2F&lktSCi=hdkF_m$H*&!dc=Na>BF%g_*f*TePW?>?5jz%NoA5I^XG--{Zv* zxho^mRs|GUG8482WUL6uTNC}tGPGoUVA=$HI}7&`wv8s=m6`*y_W)`jFqjT%RITyd z!huI^-CNu}EN|Rc!HQYVieBS&V_i__Rv-U|Wi*q3TZ{y0gG5xTlGh8ReHajeWU|TS z0Jobe|Fzo97yVb-xq<*Mw{e=k?;M^iGOe7Y`)wgG!}$eeCd$F+(xt=8XnB{i8mQJ^ zvl_%e&<+0?Uq6-AsLS2erI*yjw(5ez8m^t5>tHCbHx%2T3s}*Vh;turPcEl~fo2Pp z(-ynIE-2KXieze>0Y*Xe^^JqGIWB_r73`YD)>jtWxGXs2Jo|vtto>JdI#pDmWJ);5 zpxe=q<4+4#+{yens&1AqXOm~{!LaIeK3ofC#i|=6OWpWu+!Iy?7JSGkn-fuE#>)OO zEX9JEK8IP1--}b8=HyM8c|Z+t14QLB|FA_ttOXHaYkY#Y`A1ta!&e1|ZwiR`Eb`Xn zxP)QkAwf}4k1# zgS+{MP=lX<{WWStWsq_zNa>(>oI?f7u7H|lhb~XCn)%jFiw>N-Q%1=UZQ6*QF& z5kO(eb~?8Jjn#k}r-k4NX+Ry^D1Ysyw=yKZIsz(M2`}&F$`Y-&0KRRje zTT|px$=wpc+7!aF@bTIIB-V{z7}3$-Q^mW|l;>SrSPdcs**29BV?Ap+l@n+!gj?78 z(7bh_9LU(Lg7X12>w|MQv640g<*fAMeB_b$_VuI>uHBhwbE#;O>T0|)vNwmttPZ=m zHYjk{-P@PB+)WYDTUgP{!a`RD_&z8u8xkr|bOzcW#(9HKLy0$_MoR`1n#}U*mT@#( zs5@|5>0UG9Ise;hn@}7HW-^y-&?Mr-idk z?&%8=w^l@QR|cgm3+As4$v7Qx&nhB+O<2YXXodqa>(YHx+=GODM3?8ND+JW+M{l?i z6{u+fD0yAXfOd4p&3m5(hg&dwmIp;H3yQL2`mG5J-00`W;un=jMEuE-XN^@%UbcTJ zC#|!iP9}%yW(2k^hy)Q*A<~z~u$vYixwiD*pk~ow$3@mx=UZR<)ZsGH9oSh&2xBGC z!UyC8nEr!02!^s5fG!9?X#n-JL5-onlkl$4dK||2Wt3oF~2ip** z4-!h)zi^wLE`S2g0E@7FaP)(<0*z6*xa1$P_~7})2QDt5NP8K8gYC2M(3SZIF30Cp zx2v_Zl^acEu!xx?&JQ_TQO@uR|I+)>R{yls0ojZF6SutJSUh;PHvHBWuNO;v*h?eo z%>%MOXFl6_kN_^I55z#9` zf;WUktz!lGVQ;~kLeB2Er4%hELvmV2o8?A-htNf$+igrZYaVu+5v~9 ztAaR?&K*WE{m+9M++8FhkdD9`rq>E!Yl0f=HM|+Hn%O�gwST$knVl;lAL=RRmBA z_MN$tTLx)5pauyCoZ2{`Va3@tI9$=(Itm2>ip7M^T0&Y0K@+FAvb?nen?1j|`EhqY zdvYwbr6I1Np06h}?Hra}bA}rHYz=>P7;|l)|MrLozlw@eDe=xlSuW*l?^Z6eJiA#V zom8sO{vejf1RBMNUKUa{{<(kL7opi3LunlfXtN=lN1M=tQ&xB-F7?cM*D>iG=cg-u z9yq_q#IJ5M7`6qlmIj8J2Zesd47l|4S(-$)z{PDN>*n(CuvG!RS#8~z&W!R3@DTau zHw85mz)k79sakeHduQ#Wphh5Qn#8bnOz)z8>Ek#Sf!LxUB5M?nf_t0{njH%nf9%ZIx!&pzO|_|Rp< zP?q+t*kV{SGxs>2@(;(7paa)T3!C~p<2XjZXo4DKx?V#KPQagu)fBmC3r-n02La$D z;|R&bM86{j4lsGYYB;A)L(ANN8q9G+5lX0oBlVw7*8pe0T@fkcFJPtDL{eaPfEvnh4qd+fFcyOqMu|cSg|AYnkQ(}Bv@(khKLl&R*?sFgUVU@z zNoL2`5XvAb>eaUQR_+>~b0Wr7+Mg=qw#_>t8tIeHaPV{zQ= zbElxCc0e0vK+Ub35ju=zq8&i2?~?-kp-4$aQ01E;2Ssh+Oyf0 zo_uuf?jq+~n?1rSMG6$|GX_Ric{3IShng`1w>n)dADcw;_~I*9HwDL-M@Cq&{3}L< zXp^G?d(caqO>ZbI4CNtCI$R>GKpYd?&MwYCUs_jN-G~yO0`+BqPLB!>E~8pHDDBBa zqZ8aDjH%yIl;E6#EuMjmmISbR45M@;xnHUB?F~6s&>bJ}lCd$eaw8*aZaBv>Ftw-9 zcRl09Cf~fpA=%4=vhO_#g}DvItDG|wYN*@iSvA*sI;c?;TyP0shg1+&(K2Odt3_im{;mhsH7INh-!! z0AUfJ1{z5C4?uH1YtOm4`z|gz?6l;F%d(>`0Gwq!(tNv|3@&>P`6#y<=1Uc!DOV)WlUd_lnd;68C$bxG|bkYH^8osNNTCnhD#&`7%LO_DTgbCzPL6$2gARO%; z87wTV7!@goWjegKprow5*BPwTe7|Il)06BYtS1R|Bb^Ep5rwwObQ6D41qz=7H51%r zAO?VO3Tj3SP;qN%1Yv?2uo^(k;v??sPkA~$%U^lQXR+&Zs?zol|_|=v`Qsvu7EoEv3n_7EIMtiem-AR&;l*!)GNr`|~ z_F<$pF853+HFvye8JM=zH+9bSxR0+s``7Ewe}DPGCueTXvGd*N%*q}VbW2ofmEJ2o ze{+XHfPU(sog(VIRT>6+n$X2NR%RdwyDv zSvI+!VMiFV+_dT2BU3#rnfz_coY|4=waizf;=&J6$zS<$mxQG)V`T)~iJB;KBw2e& z)(Hdu7(p);)PTHct+7KVfX5gew78F7Vae;JH$rT?2yqbmw97Pyi;43aoS(k_q;Ao)cI1El$mN>M!$YZ~kg zuny?qktf8|*XdY|(&Q$J!oBH%oE4HG5dVL&|H>!(FVEfYh%C)wYi9rsxDC)|%Zc;I zXJW{KSVVf&+D@Vw)JUZgkxVKCgZauQ<R)HZs18kVYKY6C`(3vd}l@LuU2m)NZ(1 zVH^^=cnq>}z#8&1e+V@|`zM*~)jna%L&9(qLo+ZuoY>ueU=hqT3-Gh_3``%Kgn1_X zTG8ev6ly0Y#|0Ce!-Apqp0<&RaY($dvj%j8-7|4IIu>U!%8_-1?C`#S<3%BO6aucP z@CV=jLZ|_5yoMSKz-bg4UI$R~cb^Gh*Ml1`I(l^qYWl<|J!2R#CM!|*V@$Amo|=y4 zMC59as6p};&DUVd0)gU1Vj8Y3cwjn`=V}d456%MJ&Q@F!qNF+G%bwLT5k$!DCIK+r|7}K#4#{u+`dYpsUJ18 z3(@AKm_!Q<7&x#`JuGavgISY?^dCsdH`H>RclJl9$-$tya|Vn{$omvsQO5Ke>a@>q zWw~1Umwdy_nH!z6j*&nrkJ&xW-N`6|h;eyv`iV>{alf@15jVqXpPjcfvQ|gt@@~03Q^IAtZeUoS#8B!=v zg70i?Li;m{{>N`6IVTm?C~5HmISifY3*vcvL7Fh7W%}cb|N0fAXpj^BQ3qnwV-U}e z=^DB(XsHXC=lXH^ob88E;GTWdo5h&L_thGxxj2<`$uU1#u!sCITh8p>!lM zI}bYs2m^-GI|0u*T9d*ReHi}=PjCWujZRuJ7*^q7iHc_b+;bldrkQVIwy{{Sx#LgTrOO+pZW!o4D}K6`K^-^;B~cf zXh{rXh$hVD2E&ZfNG1$Z()>Q;s$5g3Ps}ZIVc>K!%rpgye76zFjW)hG}p)HJyzUimhVcxv)2pwKCQK9 z;~pPQdT^(yT!-d3I5)>=C-f^kKNh#^{_y(9`PF4wq}aC;{g+MJxT-~HnQ4i8F- zgi7_xyrTKmrxu=c-f-+X5}3Fbv{Il%L<#3Q8mr>PDKz-0SM|U7_ose1bq$hDK@B*9 z0lF8QBT_}bHvbCA*lWzP6_#I?)jibm50Px>j_fDPoQ<*`Kmm>(u};-P^ypaED5>xa zWhtz4(`TV8gl0(O(?U&N)yT)6Ut71!W7EECv-bHd-go`0!>&ud_5EPa5ik}in>QMv zgzO&^p^*?O7nw#8TR*glk+eB1^+8RGf*4RzK{((W&)FK5wfRf$Dpyx4Xy+m$SNI36@$z5keBJit z%Ye?7L-8*haxU)Zh}_Dt4J3Y+;QNhK|L1w&Qb;TDuRsLKJk zib-bPw4vcYa?vUyv~V~vX_`)jAs1Re4RYPzMTP-tHbmU?W%ICL;4=LUs9#tFzp6_)I+=T(a9s%doFV%Jo&17QOD3!&&<}-<%O9;I zri^RQn4nBQ&=h|emAIJ!v5PL9yiuR+TVCPF&vh$iyVn$W)fIVhvmTd}RQHYaN|gwI zC~lZ$^PzDAmkS&i3cWc8Z08^H1k{uWu_;IzziRdY`?+?P_qyHuUxXU;c8SnNiUDCd z8Twy9Q4kGDg$=rb1ICOaD$Y?!Q?#+0FXenqGOns}cgyR7HR3+0$)j~pB`bxy8Z^KP zIfi#*RnXj&smB3Nu#oV|AM=^1S8@oM>BO98h$p_8Aa~#q5BTxu{gO;eO)=m`V z@gg41$r-EM+$~tas{?~A{aCBqeSUcO(677Y+xtGPDf2BFZa=gMX!m7dj#C>8Z<^K^sHE_CCLlQW>BI)+->82xh0Ch6ben#%gf6 zaM6D17e4ZkL;?cPE0^)w+S-*W#Jot>)yl_9g_7D4!MIQWi75z=ppPv`K0q?}8M6<+ zW;K8U%0Q5}DRfYmUDI)#4BTA`_DPa{Y_Q1sXvBReE>>b1V9>qB@|)j=JY5!2zBw?# zHX?d7`%8V!erRb(+7*)J3=dD7*Jum}fx!dFL&1kuqrh!U55B#a>-lN0=Pd8Y3+d0j znsQGkB)M1Q`?OYi)D?#{R3+6n4x=U zUB_^|0&4ip-7|L|{pjFnTgD?m4bB>@4cw8b<7tW>{0yu{phrhPl`w&#jOn#BdJ+pK zdvgr@ZN{8)BV0TAU;!B&l<__zsqS*lSK9VCiC_@UT}TU5jrPUVRo`!G&+2IG5J*tj zr@}dtnguHa@e4TobWo#`^fi@L^gg*GxEI=ym_EVD?|Bg1_~>B~mp3ssi7pQ~`?V6X z-XqNFX5xywS&KZAm$Pygh4AKv6)n15X8EvkpREd4&}?iwG~Qf5Hv@E95u^LzUi2Qn6Wg?-QRLJ<%Y z6gvfFtb5PX(()?ZVxHV&Is`J^9;LFwQVY)AdK|+oWITQua5rxD(d)~PxwzbYaX*9I zClb@vV+b=;wC@;S|4mBspP|NN#5$E3#sUDVLCXV_9<5^S!X37NnvV{XLK0srdy(H4Pa&es)o5@U45T10z^n_?!I# zNjo8@p2uwr3AGFkTNf0zmKpSEOw85?$eDPB548YleA{ZgYD+y!`L+)pZTDt;8W9am z?_95tg#j_<{t-LFZ*}Q0!vYg^|J~#nsdzk)CByfr)ZA1Fo{AhW+6;A7BRO>ct_6!_ z6&~rHm4_RISZF{d3*&O9pyr3iw(7H4)ECfZf-dHM zrJ}s27rd)YCVyF6me^4Cvax~R*FPv2oq)*+s-Mk?bh>W(9y;|h=P05lJSfy)k^-m> z=cK0aB%uM+P6hs$x^FW3Yv22U@D5rYn6c6CHoGikzJK=opn?N2i4T*aWjUW3)4n1J zJ4pNiLWf#n>CNsw5aHuw=KjxgGO&+YfdTBRY0F z#-tzYuzr8xOABqS2F1i!(<4&& zxt{AfTJ0^B^nmC{3%(#(9+HA@$V4T4V=%XCP_4{tZ(vqe`_)w4uH$94wKmCQNVp+p z$4Q4UoK7^DzBfv5=$>dVRmS^~XV zE-%mHW>=S_wzM_A%r9}i^W6FIi)y9v39l?JzuMwT*xlNJb{Nx*jKT&-h#6)|I<)9D z)ZpIzcTQd$(5AmlG}h9tOp7{rnCU!LA%%|mO(*~*}G=4aU2j0ve~NC z_O1n9eh8p;Jc^N1doDEss2+nsBEoPn3N`$SA=o*-_8z6&Hf~&ZB0nVjWkY6eVVHDtd@OHpY)|Re!U`j zvow9XIs-rFl%9JU4+FX4_>%$`gK&d@J6Zasc(skP6$-yOjm9Q5>|b!gVk zqaPnQz5N_>Dxe0!U=84bC-j#6EKq}42apZ|ZP1#B*a327BJCS44qE0>~y^B>aO0$pC`xPR!R<3;E&^-?~QE>Plus=AEX>l!2}$m2${rqXEuL3nHe` zkbjccXcSUKPoFL>j6C)t)n)1uuI?F&JdYHsM3_bglOJ40xREzw%n0l?jO1av;M4!# z-g!XTaa8M?2ag;taKT)#4HyToG2jTsIX}S0+1S1ga*mQE+mc43$vG#DMx!{&!OGHT zMw92{oa5x2bI#{}J!KAlpu3i(Yj|rtb+1}|s_Rr$SMRR<_pV*LYR7E8H9YTw10~L> z1^eJ2D%s5j?==ZKZ%sYE(b$c$)H^<}mcMtr`!66FOLqpdEM5CvLc{nba+A9>vDE%sI}Hzd31g1d+n{>Q)Oj9%|5*&>DaOO zLkC#+le4F2y~?%6;8XjXT6+iB$&D3WR1Pcz<(W?iHMHUHpaw+{*hu?XM}R#cbv8@{ zu6gQBpytA-Llo{h)Vv>L=3V}L_{C4I{7_+l@8D>l289fz& zBIHcY@kuwHBE9)HWX|s&A9G`IIO{-T-l|MOHbZ_Uedj^j_K6hf#S1)^HRlf<^;P3?r zhyD5p^A#`67QMYix$(6_2SUq_M7B6%Y&FmA%YS;y&il7+x?xM!jhoW%NDSYt*YmoW z#lROJh>d2FSI?Ssrj`JfS7TCs{sfL=-gb|(RDF(~aLr50f3f7f$5&-T0kB2V@GL?N z5iUvm7f3Z@xX1%)u#cUUmU*&_D=<>irU(rby)&cFm>h0xogW(Q>%gc6wfUHK>D2UC z!)!p=->2=XRgQFJHMOs?S)=sF*l{A)Z#vP|;2Ighh99Vr6vh8N)Qk=V#+v%3k8P4R z{A_6%wA#k@<_7j}?V6w9bID8rJrl1i`0pD-Ydsd&<7v4iEdRIR1)FrWm>Ny=qoxg{ z9#j54_TWu1yNVjSMu*!1V*?BTnQRIybO9_vQ$!mOv1kljz+eipN1Q6YI6dx`wB){# z1>e}z)d?}b&EA+)R>=340TlhP8^;Ty{a&lW;jQfJ?Wj~~Rh}lMYggoD#_!*uYi_S{ zwqlT}@zojJwVizMMpUG5`$_T8ACb9r>arO^qu zrsQ0ooO*q7^uy`#&feaU(W#lmb&Jxi#mZLZp|FO+3>C9UX8o`}U6g8QKWIr~B)j*y z!28FK-IkekT}I~06Q|HNph^H$Ox=Sw=jPwDJ`bse87R`nr{=`~>eGT603E*@z*@`D zFyjt(=25q|Dcd_#{oTh}y7pS^{=TlBd7QKdIyBn?$Df%z{Ls{izX+(oS{SI2##1LA zUnqQaR&fWsFjpPc9k_Sq;l1SIs|i_xzlf@9gcb| zFEga_HtafK7@ZHJ*;qHlP_B#dX5i z0<)IM+xK7k2#bA|*3QnbXCdFFha%H2dv@6i5u5&>LJe5RHpqY>8;MNgB{?wSZ7EwG zD2kjj=d$>!DKOO2 z>?L)zww4aovhkIN-_I!0kcc9Bx_@}Sddo~j`qXf9M~!LZXlCHhIyMld@3Auj>xoA3 z?Y=P6H$UDrHA0yUd~tEkYcn-|h(v4KoYR!r{Td zsPu)E?Aauh5%LvNt_)+b;=p6e;kLGmGGeYvignd>qgZ3b-!Bs~_SjVIZ1{z~B@n2W zHm@5qxb4MGmC2~BROzZ6HA})G^Gc8Dy6U%|E`9KYr52~zXtmf~{_g&Xp5bX}JJWeo zRU@Ak)BqRgYEV?ds+gMG_}nt28lVPSYoxyQM^64?NyJZ|T3za>VZ$-ZBjII)7CO?Q z;xh1rz_^JN0)Jsb%(N5~BOMT9II~Y{h$t+)D?8)5^z>iFCSAH>%@r#`f3o!b#|jFT zmX!Q_RmkqgEcMv$YQP&#;ady%uWcMe_#fle)NN z2l5Q&VOU!U15~6M+An!cMXH%vn3`T#arp3^IqPo7%6|XkDNvnBK&F0NePb(()<<{k zzIT0Ef8Q8tVKzDcl%a;L?3>yrSQR@TKqM=6xhtESFs<2Rvu?N7Zr52m@R)!cI6c{} z+#0BQ=O3X)8c#8*Dt&KC_lH2m>Iq|hXLr%UP-|dv*o$##X2I1N&ifJ#cScuUp5f}A z=>clMVb9`}fwa$ce^;QUWI`E>+!D|{i(8!WgAYy~e{!ber8(t_1w(kio)B>2@aXM; zK6GjNvndw!D+hPnc5v@+GYW1?jlN|={vGQ#Jd(dDeE%`z7ATBiOv~69J7@tl%=!T} ztm7aZ1A~H-r9XRk^(9ZdR>Q0mlLB*r*Ej6B=<(N{58p@+fdX^`dIf<9m;Y?3hWE_D zhh}nNqJMrw+T;oorlFaI=E6Ds(ttmGbkM^RC$=aLv=jw2s{@*_K*M2oPrrS5=um?% z-K>ZFf@tOVBKO~hs5_y9CLj4Opt${J^WZ=G)2k(tP z`QoNi7}V8Hje-yCLDx1a^%-bL{}%z~3I?h&_VhoqHTR~}@U0q+-`l==X&pmYl`*Ovp6}|LY8je+@Qruxd~4aSUwRqCAvT;p=x~1bf%|^^ z)T8?x_J)z^F$O8~SY*w#PEH(BR(AyEnx-e(7G_-oy=*Gg-Zz35_;QVrH;G^)&6Lf| zGZDio3}a8=I1LyE{}}9EF$XC@W@}p#Qi2Ym66UhELloSelmC6 z@?E=6*R{C2hu9qsJAYJ>ydWWma~54!^j?V1-*@YR#{=rN35m zu%?^+zXDUk(>0@mm?bYgviGTkIN*y-l@Vx}Dg&>O`UvQw7OiR|F<+waCsKp`{i|RU z#$qw#7JLviOiZ|kN1VgMRK@4DYj6^|mm3AVT@tp_?i#qBNjCS1V{kNJnjJ-q|2uI?4in%lCr+>^Ba-q?&xn}1JpXHi>k zSxtx1Q&UmjbfUTWP+Q}PX0NhF=W~@dn~nsk9t>3eB~bKYpm6z2ad^PAen6cuSGRLk zwfw~ClpnwI+E+tjf0mSVdrrdLIcb<7-5j^}sjYd5+R9V?U2f*%@fd<;dve?}I$SqB z*)%iVJTX}}G>j!i^U$cXx$R5KpSj@i2ho^K^-GrItF{;19ku3$Rm<4$jjhfkfnr=5 z!eGCR7%5He{Rw`;c{GyLD?< zx3;9EIisp9Sz8%ptXONV2sM?**;VNt!)irgw56Ke&ciH~VcL>Bm+4TgudJzQZ>{Hy zLD^ZWZ}$(_-FAz5b3=)x`dH7d-KSi~*V*+sHeHrQlWA5Hh;T{buXB%GlXBwj^b`61 zmUzvF$+ifUXKGV9%0_UcVe-R?T?daEwqYbfyAMcD3hh`{y;1Z7Q= zqPgv$(Xuouam((bCRbx&xo-IfQPn*y>VXbbZ=1TO6<5)X3)8yx=G~QLI*%uR@7`4j z2|90Gh1GjpX|Ax<6>8mul{%ff9vK5^Us}I5&n(F~vcMT%GIR6**TmwWue*P`TxrkQ zv`_DBr1SI+&)Zy0MWxy!h1IRS6D(f+u$qkJGS}k2O6Eb8XUPUV}z#Sfz9hL4-L6s#k=2KvHXY2q;TQ# z_kOl|&DGJdH>RZBoSA)HV)8>rcf47BD#c~o-r(I`=h@-6Z>zU$YnDj5v&JRDu3C36 zR5#Qq8tc`K4Z5Z#LraULwawPv;ppg0sZhSMdFx%_YeSD5()9JU&d;?^Pc@H?oVIyl zH*Cv0aEz}rmR)QiB00R6LF$nZAP6R3t54mfV`)yTm^+<{ckz z4our7hZKW-Qt__R;)G_6_i_F2uZv9xp$W36~t*2Y4x_$25Uy0X&u{fy9|jwYpmCt z=+R|6SRi?Lzj2>Ml~k)*-Btc1Q&iLCe+*bx_GnVaY6}M)Ss`g}UKbhugRq!8x90yL zFX5i_xIb<#Sm98ubZ|S#$!wfm9dA)28mf|X<=HisEUziA#|Gwm6ewwXXC7bNL63 zDo7pe(I(fJqqOC0L4b)-n7L|=t~AN2UT4+k>LuU1XAD&X&6?h3pVgtSain-lk5v~n zRckgG3!~f`Dva^!uvR4y;gZBl(so?C?${FtR2y155?v(;-m-U9np<;@Uzv0G!K0@m z>#Wi4YF;H9Ag{G5V`{YF4rMUls#SzYmpZc180u1lA3yZS8%sZb&9AZ=?N7zWJn)4MdePtA*-l3tF)-V ztUJ}(pdIS5PYl*fj&{yYOUj2&>1dys>M32b@di%EYH2TG%abv#@;#>E^SdN zS0!iO`^*ckXJ@A2QN7KP>N6&J^-GRyXBBq5R~K%p4l$R<`Sq+|%4v2zxpyO7G_l4M zVy=)#;nt*h6p6U6wNykpR4*1Ex;ioPqBS3U`Sq8t3=6$@`LbU|gx!!B&n6H5XH))j zM-MNnu6)1Qw6fk1>eEEId8e94mm<_vvD#B1k<_K;1&P4R5+TG^xyD`E>J zgq$2_D=z^x$TCdufi{Z?XGv&WHnMzUY_x8$U)|Pttj@XBu1nXICE3cOEM;pgRiO@T zbd4#w-k9!Jq`HfDTMn1&^P04)#uQ72l`lJVkq6AXvs{WC=dpBGQG%x`(x(gao5HZE z_G)50s)Bum-~Ik&zrN}2Dp^$KHM?JTA_vh^*De zC{91KV%4?R-?4l9ku0lXi`R&MCH+WG9eUBZNd!9p=U;Fv&d!f}#%fM>7`N70v#o{~ z)8aq#oiAK;>!ax=eWy5^v1eaeMCm=l7jXFe zn$jq*DXqy9@3ll&HE}k5ipxw`rYVp1nK7V>c4^*MoQ$zmtx=s=RdpoNj2VALyt6vV zQJHS3SZ}S`_w;?sI%&Z*(D-sWxfmUOQs-KEVoDz19$(JSt~|KWW(3C6OWHvP(+ ztjq4YXym~TQ%GrZ`EYiI-c9RHPvTHtFb{$ zsKH+J$JJQx2$w0`X^dC| znP@y{xKwQYie4_xr-}5c#OC(AcLFax7~*RT@!TDs?;wmvM@Vu@;l}XyKlAmkeer^e z_ZV~u9%VwSp*k@5R%~QweDb|7EeSoeYpwD`w6iM7r(RcU+}`MD>*?wr9iE<-+$8*M z*z~v9C#5&$<=t}=nzp)4>eC5T$5Qd<+h~ZdRVBNtW8JDSr)HH?_klyZ%BflF)kOLw zu_4u3k!L?$;6A;@Tao2aMtiLxK3A@}D$A^d(-X~xB#SY_ZeH&;ZS?G?W%P4x(~FvQr)JU?zT|7CfQw;?W>@RMtSTBW<#P?pKLd#IgA-DbEe0X=`j+L zJthLIm+mxWIE*uXrN`}hM`sIefDj!&DINa@`53nj1jd`@I`rdpNBU}Zw)l5>+@Eejm8bXRs+Hg40Qk`aBlm~2@M7t*1p$3Zx@MgHB zI>n(oV<;PFEorSks@8-QY`G<7b&gi~p3r9H*(-;IB_HS0|ZDGo6NXrwt)L9{1vIy$H!3g9s^JBLRUY zO<%d{z|MDz4}=&_r`uGKr;jc@zI%LS~4! zRmWLMLlsBX`Bf?UvUF2ru0y%aYdGBGQuQ_0OylYiG5ymydM3u41Kp=OYPL35*3}zw zyt??xQ#)OjxMp2qlP;w}mt3bws#QmLD?_~HA+=Sh4sBk&V^#U_RF^KZ#vE@`BImG~ zmGr%H8CF-Ej5jOO=$VK>UL%x=a+b&Y6p3CHppod(Cc0n;W1?M`RBu5_L7q&gHN}J2 zHAX%q#8Z5lG_NMjqfT>b(mlFVj}{`wIuz2QzZvqy=4$%a&i`%C_rLoQ!&E*VeRz)V77z zG(~uQac&3niL13ldQFHZ5gub~jgf&;X0vU%Qx)#gXVf^s?MRzC!D~Rw$hR4jy=wYu zwq3u@YR<7aQXO^-mco6OP)9kRwiuT$#oM{T-+QcQ_-Lb7Gu)8gR2%8G0q^*&PIi=} zI*JqQRrJj8MoVa&@dK}BxvT13XT@???uk;bqr zMw{rI8*iPPV#)xWWPRUg)9i?Qw#_r$j@HiJ)>B>IP}1VpkM*M6I#g>f?x@3~?kRh`v-Bg`nRwQc6lB|j|h7%L*huUjSw$?K0r{AXeO^iLa zxB6k{1iSRL6<(-_a7iMs6|q0ssfaKYBUgkQ%3=THT1SS>v#G(I?yMkiqja}9(WZ(v z7snXOV@(wz#F;CDA*bGyXIIBr%HOZ6j%?6uaA**R-s)6uav7!IFl=)e;pqK7$9|7} zztdV?*Pv=`*L8Ftb(^}|>ZgWl#`|iRbYca;qUxTRL}{qYXMrC^qo3A6y_0MqJJmHi z*)%`Z5}5N(;pBC=wd}oBRGdNAE{HU)jk{~G#v!=7lK{cpA-KD{ySrN;NN|VXE+M$P zyPVGV|L3fkHM7>7i@7}9&@|Q6Rr}pm&wi?^q_MVbVsYNW)}FPAtMW}RXRL%Pz47$7 z!rh{Yn#7M?OI@Hf<6c{Q7aK9bCP#logfgxiOJD84Er*WV=gF|SS=mVh!C+yZ$UF!v z!f7UxZ(j~y*%^Nmg}HYAi9cZ7e;IE>2?bxJqL?Gt`xW1mhqyq1*t$|w1>L>^BfttF zf-3}G9tFKHhPq+@2S83D^5>_8AzGO$!y0UojajperE_N6Yc1`p&NqSDnfLe6ispob z(uRb6nOCwY%)XE%TKZX)LJ_QxvJ6< z-9PIdvj?A#f1bG=yM4p{Q~g`PY{9I`uyHW`nClY8!~mm&C2l^OW(~SJsIBh<;U4hgbr&~41-9yiTK;8 zej5w{CZ#9o-k*k%qmZ?1uYp;h!j$t#(RYvLxwIxpo5DbPo*E--fJx0(#%P0wYhuP} zR`R_eWq+ZySYX0o$D`53E-XoC{)e*OhB{X-Sh zraxw-x0F7|y=Er^`S2znz4jriVM#|pGH(+0Wa_S*Ec794}VM2im*6h?6I(LP2={DTjRbFVm zhQKCFCq7MBoOAih!k@1z3x#JEH2zhUi?EZK_cXfZQC(F(E9+EPr>hU`zuf<9*eZ6Y z-&hthkl5hiJWVG7_VTh5AU9dLyP7%MrJ4zUB2db|5{4^PQwWGC4MAw;&CE&?tcuTB z;Y-zHuFv2LS4cN0NfKXBQefieBP5fiN|~0d%*()gO_U=XVGmBv5TnHBLp~ zh(0Vi)2|Od6q#fHLkfY4t1YKtD4{fU3kcoINy4iv4A9Oc=nz&R_U^c4*ZczW5Kxx~K1&iP9Tow7zhdb9t1p7i9>pLO}E zosoWM{?NcI=El;yICpepYk5j)@FsUaSF17nJp~CLfd}OjA7B5rslA8J!phOt(Z<#A zb3G_RCU+iK0%tlY3gRXXrY1?(Ys^0_3ZlvnRewGgdc!l|hV7-{>5eCp%7hbB;b@;` zxI=!YNWqySIr{0eouKJB#Yg}}&jQD7hoLcTQo$}WMdKs*T@^M-_HX#MIUa+5whS7? zjRZ_u77X&xG!zp-?w1cj)=)o*-A2NisOsf8;w-WKz?yj!sZq4H zWaOr;v#{WJ8HjKnN=2iLo4Zf6etPcK%LnD9v0X2ldmzJUF7XNw7$8&vd{n#BlguXD z{ur6ArMuoptCFVc#_J>{(e^0Dc_*8-UtaP?W1^@EJKajE=G%iz8C+C;jaoqbj$ze^ z^`IX}I+SZE=>8t^)eEw@AWRO8u>px0$V!jg)iIcbg1Q}U?CKr;6F7b)=Xd=EcLI_! zJOM<^MrGeF<B-cDOa1@>LbzW-V0 zfGR1SJXa7Z4>!YV@_EErGdL{He|zn@-+Wi>|32!=4;UEmUZNd8CKA8S=RbAX%ogNx zBBlKst=o-xDKGsi_i!Q&?71+>zUNMPm_RF>1QwqoIpnoglM&Y`frmBsofw^K+#?ET za}~qO>z#xtzxNx`?$?c|FzGElbDM~4IVB7w_nAZKeX8;R) z+Q#jc-Y3&flI~^k-a-N&TSFE2CSgmVSP@4H8>JRWz>{}IZdF7A1lsPr-qrc(4p=TY zO$iLY=4@Qx(w9$mU8mHcrta_7uiZVjLA3Qb4!x{c-*MWQv%5fQ2qkrAdN+Q&!}>$P5`%E@0c7a3efZgJTcL!^?WaG4KAxrw!bi|h^8DUC*wp$5arMWQVNyGe zE33|1cVZdpIxuXW`bpm*kUnn9gi5}tZtAChgFtQBXR+ep#wo?BDWrx1v=%p?{b>ne zYQ5@{J^Smn;jf#c>PY`2fWMs5dtDBCvP3L|zTcU%Z z-(WO&wKE*S|9n^!CvcDVM2s3%o(-#Z>3z<1-8hEDqm9_Z_r07hB|aX4EI2G|cxVXB zP)Y4x2Wy449k@o%$jHWa4JY&{A}^18DB>w1(wn3t_;fp`bg;Mg*XQBy#?z#m@9Pd} z_w{dvs;@N^2brAKg+)ah-Zv9@AFl^mT3RQIHC|gGxa+h4uilm0ix9*>hiu!IQ6&))a-L;KG?va=RsWEfIyBK-1vJw`vjDdl{IdF;4fwMGw+R#U^=MyY}M-Fn2! z@r9W}ZPU9{SQ$^V%bT|!v1?zvCwrkvBZ%pu;|6unEn7`hRa8{;5s8`ddR|TG?J`V= zDo{OWx=-W1rez%}RyZ*`n<)C0%YHq&KA$6guQQ|I2A(5Bzk&+>x1?8HvX(P&rxJ#pUOy z$??U7-+qR<>-icl2S=0bA1(kpTM$33Vm6uRq;*|qsRNAu*5JhCU@e5Q0-1Px=G()Eu5bA()#V-+5Mj9^3V;? zbu>e9!%EyA6BVS>@Ao-5$X#e%d2M= zZf|eN3JQWDsnJ`6(UL*<`1m8dJ@Ahaj(8Q41G$|xZ{iijm{giMx>eNlFxX1jP zGzj!aq(w^TL746&3@on^di2l=hFN@Wa!!>9I=tfUawhkuQA&~fGT804*aBs9bJ`-> zX|y|}Uj!hyjN%_Zew38JObcTe4@iAhHU{B^=a=er`wA#KU2ckmM(!Fmg%IHL!iC&V z`QEdudU|*qXU)E2he-fD1sp13;>q2BX%JnA!Hb7{;>G| z1S-Ms5k#92=q~ZGfy>y{seT!c`-xV(0QsDL!mV>G+y%tP)dpj@LL?`7GGt0JIODqyS44-qH!@~w_9PPh1E1LUP4%dhfe5TJ)}cA$tYa8 ze7Rz3|8dCLi0}zP>>JKznRr?QLqlv*ukSAxFW!RlxU@>S;w-;U>(jeo(Kq#%?+b1pay{OZw7%QXvKDHx>^Xy+0mA7G)A>Z+?A!GC$}^pC-cK zvsp3(TzXUhv?G)#6a@-nC{+(NU2r@)5E!t6+-!SEpXz7;e@8`4Z72d~jMxU=0V|9{ z(`tYPlMxnJL_fBcYM>|Lv3+ofNH-YMBTOP5&OP48o})lmkF(#yeE57)=VyOK#{Qt7 zq(qB>jSZ6?PcA5!i(q#Rf|-(z9EP)Gh3uP;U-2M`=l4e|VsfB7?{h#^NQoN3;<2YE z%ZKgS*(~zAnE>;P_A$&UU`zXNLwJlMH{Q4Td{IG2@7=w5Y!wkTQE2&<`4Ya0_`r zBL*mR`8@O@3c$zyy$xcMeLbRLNntu#f9qcDTgevhO!gWJKGhQffL8{v6qiTCjfQPfg(H%_?pgyu z5TXK5KZH}dcPwT<8howz!f-|CXFgG^B{*H8Ps3G)o53?upw@>sjv(|z5(vJ}5BOat zr2EqMG!j4fPV5enIZ)@wgYnnn4r>PFXH?Ce?JX=ltO&PoeeJ#Ml`iEadLJvHMITr z%HGHdk(HGUME36mKR+3Zy2p1@G8RoGBP&y5XEGKw7bEBYydz_4Xb%2|hNX$K1sM+) zCmD;hsinDvGZ`B@FByxNy^X!2+IK@^a1(J;S4(44DMv#OL>5s?XD4M-M=^Wb@Ah`4 zcFtrxWGwQgcIMzdSXnu_xXD-~Ep41l9l^hC44qBIO^xkMOvwZV5&wIH?vQ6WE;?Vd zmLAQs>!Z%k&*S6K(M8m;z#a=5hF(IL6{1(PS5!hpo$>Ts7y+n`EDVVR4Lm*1*swqI zIj5fAc@#Y8_F8)GcMCmpdR)6O_c5>Oycc|UJ8RL8+hC1{z<7Ln(AU`4csE0uaeaM+ zhDLxVh4g)HvHrTP@%pr~u_Y8Pm;v>c6wwWe_pb*UsOCLgAaVwl4NoCIuMpe_9kfg2 zqKbde%;b_1gIjE3ZkBm@CBE(oF^I#W$FyE`%Ptz>@`snPEi&O7;%ky0-P$d+ z1MEil^rq9yY%bB7{S@=uLNtC!`W^YM!1jC_mor$S0QJH`aJIRZdRxf{YA3y`?2M zIBL=Cf(2lJX@EhjswesFo2)E`IwmGKaTp6X*~IIPW`&L;rCZpSiq>!9Egp<7RZ&q-L_|deL9~rp{htJZ7Bb&WN8BVNBw%1Xc(t_fEvMymq8+MJjJj0^GT#C{ zykAg@-9^qYu%X*}z*`n2s7i{G$a%Rbdgw; z7L*oN)3Gop{ML-K)0HWbE+y`uSZuc8{Lr@U{_JwT8Z#rO2zfd?zX;PJFF(P=SX1q_ zvb?;yva*tN7!v>hWI;?g@$qSE6K3fxeoe(OE2WWy_58J(Y4u4K(NTFQKhou7Hbb7z z*G`k6`*Y&;f|@#!rp?on_mRHqjGIygh`Y_at(l>d4*^|>z%{(lrC^EM& zGPAU`zSx`}9;~Tr4+}H*W2u9Lh80Eb11rCxKh?88q@LcJfWULxgNuuUt8;y0LowrVKy*^!9T3DGOA!4VFtoSrKCLIyQW=k=eO`LYp-ey(q*Yk{}ox7-2|}394!yxma`$T1%32jfznA; zyTu2nOm|Zjnw(K0^b~8)bD`nTh;cwhyX7`6eXRRQGS(7WO^~)N_YeQ;t{*sW#^@Lcy0=&ze=K! z3<(Pbz&)eE3_kNLYi8mdT9ng`Tw7_rbdNe{{;|coJBbteu-o{}B0%Y6?RC)g))@v1 zh(U-6&&A3E39#~-E@rpg>`&>(=jJ9feBbJm0MDieK{%6Td_-DFA0%YEzP8e+nuuAZ z5D^uDO3M9tdc!=vEGsD|C8L0Oqn;U5b70&5Ed}H#hKPu_CU^>UgQD8qbQ{fNL!|SJ za(e~WNkKbAJua=7!)`A!R5&Qdp2no#K*3-Mv460HpGAV zJAI_05o4kw@=}vOyZH`nkMC(!{aD(q)@>2wcIyvCA;x`aY6q*efpCZ3{xH<*?=JO*$VmyomOkc=M3Pwp`xrx5pjEPa^ps>3 z<%N0n<|dcp6V3r4Ix26`*QQ-9OMJOhQ`3X$vA?aBa_ft>e_Ae<8=Syl1}w@;1mRNf zUp_C*H6Gerwj;XjG<*zB4$mF)#T5=SJHr6fn|o&`s!+@Fk^ZJGsijHzq~*$BPFxV) zcWLRdDt~>P0hT=f&FOL(1ewNJ9A@2wPA<2(R9imR^Yupik9V-nlYDkg9|9s%k+lNS zsf3&lH+!L99?t$YdL7)?Xmiz0Y5g>k8S0oHpl1adOFg5VPvMo;GO{o+&vur`?55Q3 zL&2gHwkBu)2(1NPS^H02&KP2Dmz9l=X=eU3dn@fYYrj7ia(^6Y*r8R-<#+icB=o_7 zY5p%DVQiZ6>^@hh(JE#0_}-2b1id_*uI9El{5{5&n?0D!#=*rVAOZywn3WfmQo$98 z&r&7wO5GIa(i@!dIiDk<6jm2zHW#$TP~KU;4$wz5;xcMAc)so1w%?QRc%Keb%$Xx1 zMnz8LGSTx&6=MCjpP;6uHlG6bjFUYIK3)893);)g?r#&b*HdBBJpL7CpJaexEo!Gc zN|QRaDV2D;8?_VavmKsVU%7!_OBh07cxzK&WolQ&&!8;a`MS&W;9Xw)jH*T3)n@CD zEn`|GT&x@cjc=~+eS_E6a%s%E`-9kE$)*Dy=}}ko^n9=So_@?GHcG%e(Z-UjwpgDG z{bWchol?w34t+wqcRsQ;Ei6O$1G>79#S<_tg^`cu3LpA<&zvg;B^d|Tz0ai6^_koL zpsRoQ1}SnXMVGGIdCyA1)bz{3PwSx@4j2bQuvi5l6OZGsxUH+e;H0(hd3qDNQK1`aZUdn9YW3&4*|~&h|K)dhZ>CqQt+A6i}itf zh7D0nPvo~(SzJ}%yC>$=`rcgqD!cddcr~lVZlj{z>j4Y{J;?C){3l46eKvXh`|B59 zi~Zm7ny#-7Peztk8JJ=Bb{o>ja?x=FggoYi7!)XOgI=jU&5cXw!n1Oy}^9N+*;PA2U5rXtqgA9jaE z;&0Yszo=K&;k~7^RYCa@ZiwG#J|G#5ig!9Qytt;^UJ`tD5N?8W?-r)`3T3u9R*~28 zQGU66)X1KC;IBWdh?}Nc+3LIF`nMDA4keBtE0aXX_j-3!&6mF)JRw>Cyj>;o9a14X zD=Y7L<&Vwv9POV=pMJ|lUB?9)R7W zXDP2?D2XYu1L&;}GZLY2Ks0QEmh0PJ+Wy=VQ~T<+I~?e}6_wH|2>jD#8Di zSihhB;jYu~^nO2;+3A0A>#6@ym=xw}JE_%7Mr{biWZ1k9oB7ExvG8wu{2!uQHn>KZ zleHS!@xuidg=*rzoo@yH)MZS%ot6i^NfM^Y-Nz*Sp0B5aRZE*V7I(mHOmGZkhN3zX z@^=3~CGvXOwp4>=Jyo^ry@KZBs{Y2$osbG@Sx=SxY-OUV@A)=?=l*%G zao9jp!PH~)sL1Pjky%MeCY*%NyFN^fMGensnk1ncfwIity8!u`oNskppu&l}WJ3M*jh2Ut#ql)@MvW4PPPFK+hXh7WdM^gETk zuQw-SR-z6j(>Z*L>(Zif+5%G9<|wbZ40o}RLvKN1CZ7jY zWqFqS_NMwOMMcIBaR0X+IqLtTF;yVb;c+(GHYeq3uh;0TXLS0QAolXmz&RJzXvS6^ zrhu0*7i6%D6}=Lu#oOuy7aWhu%HZ}AkTi(PU@Zd~1PgrKPGQ;Fipax4@D}r@lUyB` zA}x?9ranD>>f3o~uGLob67Pnry~hdt=Bzx08$HRhnVZ}cm{}{sLK{a;Ii!#+80H#Y zHl_Q^^+pex$)Ntjh)aLtRq|DXicB8h9(pCa+~3aqi6vJ+!fQYaVTK%X-G?|`0go3U zsGX?$V+a|TfghGzfnw7u85^gNotDuU;u^ltLdqc+LX1am&?JnADgRn6y~zi~-!F~e zb+tS5roF_HMB<=!zs);0N>iPe^b>&>0rNy8Hq#@};&l#!N;OUp` zixQS@`KC)asUR!Lwp%xYdP?Y$NkvGVtS*(DsYt5X+s3Glm6LyrZR>P z?VukgdJ^4G@*{*RT zb%p#;c+TheAP@y!o2=5g1D-bTuYT5>0ZWsihL@3yS%z_(=yCK2gFaXcAr_2Ba>(yn zC%C^5ih`aKU&Z*gs2DlPt)f4Kx!ELx+lfpRmFiyD0wZL4+YN>m72iSup+n>8?amXa z0#Zo7YZuo%rs2h&(bVfn-vm(1pJIQ?$#W~PW{U(JC8doWIxUiex5C`Vv4S&-g#WwplS-?KpTU`Mq<*RtFR zyaf6y;I)lkRX4n&;!~3RZSAUA zY+knRJ~_*xJ@DAA`8=ktB~f6@KhkZ}N1NdPgKs(WBia`8~{@Bk%qkvEp^oNtE8wrGrX= zzGh#cCY+vst^P)m_)h3>_M@qI`D$FI@%$lhChg1knGW1zOl)>`qT*DBoI5vA1@v{i zm8=?&3Db@gh}|!9vub*iw7n@P(DoaWr5fZ`^6gW4aP^N;NF|VCf^mPW*b^CEHhWT5 zxMpuKXWXSzBl=^S+w7Wf?MtA+pOG)It>4`ZL)sVyF;CHEDcCfCA|Q7{n|#u>WZ4PL zry7HgO_Jykj(1HugeHvYW2384vtI8}Lc{O)KtRz2#|j2&x_ikqW>8dbbvagDMQUrNoC;ZPI4VWnd4Ia9{AK%c}(f~=;uiFK^ zb_0>u%_Vz-S%WUwKaz!`47mR^h4*)PkXK899u?`=PYe)tUFvn4B#QO%AOd{`ajwc* z9aNU#o3KykMXp7c$47xh!XQ4UN4<&*?E#$L!VL6Auvk8TgP5mra-} z#y(yk?vrBVfUL=}Pl>QkkL0Qix*>=@BEJJSkruyS&;U;%uo+3fG=K*77sIIXYEuit z3veogOu0PSUnWwo{Xke@pkFV6Rr}hj^g;?)MRZMsZ#FRV7Ow~A=uBA#utFH8K*W2} zatAFu1P&zE2Uzv`#lX9#0t1X6zcXzDJ3T%S7}7yB;Na&9MYcTrV6Vq-_n2VdxuFEq zM!sm0(xP4R?RoNY%;$dk0LDIc_IxbUVP^h3A2HRC=PH+IV0i(hTqh zlfKac+yglS46tz{V}lGbEF&5WMFevvJLR1hu<|8#k?v_J(+fjMfaBae{DL06*LQzV zvl+WIU3Qq&>z6JBeczv1?!$$8W8_37H}yX)SD7o^xo~11AjO?cjE!ce@z66)5BEnP z(kw7)@=<7_Ip9mU2&iQVzJ1qQvS^zMq( zPmYsR|IPDL>&2RPR`BHYcm#wh$Y!^2n2)U+haA)`u2tAmTvU0#Kcn4;izW*{s`x2F z0A8R1JH1yQ!S*p$Vjg?Cp4{nv--KWs=GD%piEmjoA{S^td>9{uxTq^HtM_Gid9`69 z9=KyvI;H!=^Cq_l##E#7;!+PjC&WJ?J?7~ld7(#dCa{##&D-iFktRuR#qPg9}$ zPUm4jbicpJ)=>x+*jIsAILwO`BM5ecrYF|>gypmp1L5zNNI|7xh_H1WQO&+3yyPzA zoeVGG)gn7;L^oQTL+p{K)e}<=S86boK>K{q z?rFfIFQ`10p+O+FGJ8%*Dgg=t8Y=o=(i>VpIJ`3wc*SNYs}$RtI-wLvC^Xw5)E2qy zn9=puzPkmwcf?fuU51?~xHsDuoU?-@`SpAA9D9%$ES8n>cM_-3^L>3vwCl^_NY-k* zRAocMO=N{4c+E?3c?UA8!q0qPPyjpNY&i&Iu9TNwFT=jiqzkQv`uvl7oCY~Ia|To} zO8%OE3Mki?4|@!>>8;iMG%D1AWJc6jra&~7HCshL?PTVNodAsHE-N!0=%pM|%$DrZ zK-ANu4;WJ&SGftB(w_#o9=B330^EHQ$OSrwRgg4%MqkFY#-oFffuqT}ZjpuV)@g zF5nz)3iDkBvDsjBm%$#kC%Ru)t<6*xEpUd_$nDWg{Bah-iLdn>DXYG?X*`>$SgJ#Q zKRhlk=|a+m6&d>lhyT4DguZzs@%nt5iv@DmD5=bL4$u0LcG+UUotJFhnD-PYa|)edMSsp^E2WyD;Sc_SCVR4-hWkM4EO4!zkNv_vfZ-_ ze!ZEB*huttd26>2YpulIH?NJ@68Ps$ri{pF7SXC6A*g5{VwRFwv&;2l-MA_Eug~)B z=^hxT5lp1G$0jl!BJS7-|A0e)hk;Cd`0##vhPi!~e)U|{)Ym|QIlWEzo3&(8N-Yw0 z$UPln)2qIhfe*)PP7~OR2Lvx!)1bQq{y=qc8facVE)TTH{op?5cmMI&w{Wce5N=qv z(FHfy!wNrL&3kw;DD)3@x0rN#gd2GU1AxHJb=B_k^$y>X>dVLXvo;39P&`b6T`|Sp z+asK4y}LamShZNN@lctJ@}+T2l88x0=fuZnc6sZruTz%E{bsPX+pxFreBNFFyOAE& z_|rLaJ@l3T6q`5A`C9Lec81X|MCvrA^0)*$+^U|BL$=kzWFWJIoE+!VA?)2|$!F`5 z3$;OyeGuPz4^8RaD>81wzoLQx;TXg?xoj{F)F1mcj0DEZ7T3ET>aRv`aO?Cihu8i5 zAH%`r_b3RHx0eTSf!*ikc_GSNiQweoZ)F7?3$K$i>1hwnM6Mvc4H(g?>I@-w4!eV@o$`frd?tv{%}rIKN63Y$o%-gxJ@#BwyLNHi4f{(H0G zXYuQ1>emnEZ6rxN8h3CNIJ&~DKV4}&;LrnqWiM?H)k`DTH3)jVwqB`-y}kVc!_c*Q{2K1p)8`#` z47d{t(NRR0!bs@>G&(zE8xipK+Ozm@lz7O;TWn#))jwd9LCYa1NT^vnoGv2!$0!5! zeNMP_>R&cmb=@vR-ugqOz}P$({Jz;n07I!JP#ygCR#sLv-nZpjTR|^wCw70!YdgFP ziZ=%e1hkzrm}IheP5WB&3-oH0dkhB18OTNX288}3&vX$#5Bi7dTXKNsCqmm(?CJ9s1ov?9x2E0c#q8{^ zl3~wuuq=*rt&@}6>*zJPf^{e84ff9I2P^wD1x&TMhF;h*Bi=Z0tEyzPMvfXq7qe=; zR!>YSSbS(AJqI$>_OH*Srmx}X(=|iNQl+)sT8GQYeGZ?Ci;Ei=&#g!I_wIHA7tyl7 zrIA{VFaCPeA!V^7%PDDDIc)}ux69$I{bBCEmbD3v;-O$EV-?RV!2>0)rJ8SuzJn5>0Mt82r+Ti1GCmNVLl1Jo26>_ap3eSe z3P_9Eg_shF@4$E6mr|^VmUdE6|CiO@QrmVkBHjdjWgS(|ccZ70F^yWCn)32;lR`vr z&4(FMFI7Wbr_*!q_nzDy?qpgj7WOWwP>0{rVhpdA+aUyU}J7s zTvb2?#|J9)XDtJRWy5(*!7jKd@c}d{8}q+f7&sX}*?s%n5t6~+B;26ug+}z*^L3!& z^r9Ct;Rv7ImWK=y19^^*!^7hGZpjMZQ$@=B{#0Q}n11I-77A|6OHXcj|0*%|wN|T} z-u`7$;N_l_-}!N52F%zd6%yH|0vm)46xBo=sgUpK;S6OM8u4i-jRb?)yB> zdxL9g2Cgh`wDQ{jxzA~Ly;x~<+vxInks>QlY=?OP@#aP5 z-ks0c`^WiBr(dZg(J0Bu<|L(dS;*{PV>4)&*6B6U(3+pE{yh1|R>Jg`pBmL_G;_JH zOkqehXVyy31()e9zj@1>93BdHlk1&N-Y=GJrv2z>3Wm2uAH~jwwB6aIiBSS=3$(uL+`%(_2Jt_q`X zpKkWYWo0r2sqKtRmeUg;#o#=C@vdlP5Ll>ni+l9|fCK~fhKCB z6g+;L#}U>7;0&vSTIr;;yrN7Fr`P0~$Ia~Q?EajlKbUxs43V^TL%wt{k;7+xUp=2O z8ZlR<7#kIVNDAlq1uB* zccgVTW)1uIc0r01iHi0Y(F_a>DJiCZwtc?EkBE>#AN@~|6V9cjp_xn<^jV#!Pueju zE~Fg(4@Kk!_5S$a*u>n{uDGnE6!2DHp|p*=ww3Su^Ry>jML_4kzaO+5>QWLq%1~i> zM3DJy^_C{mp63TjIbSd9&C zr#t)SN1W4MBg*WI4?qLB(=h{%pVj@VMd@l@SQu&&oH(W z91*)5(Wm_esqloXDhTvi9@NV6QXA6)EQO{n#><+bNtS6yMwQgPu5bfSP?7>(=$t( zYr&~QMO(=i7D8>lmvz+GSVcv}$;n9{u+{Zo`ir}Tdb>G)KeV+sw>GvlHMFy`DX*(4 zfm}fPC8pZ-%O&8ZF7^5D3^uxLTErT!5$yzG$5VA+fLerA!t{%af-SKCw3sob8oLvc z90P;(iC(AYN>eZsSQ;EqOh>lRD|WWFrk0k5c4k&aCgpWy(5@A9^ul)(o-Sec@pj$r z(9fhVgC`ihpi+g?wGu))8X9tHO1RjH@(OFKqr>APLOcQje0;*J^z`&*M0T+KY68BQ zw$PijH#8)G8Gn$iB{d}#sIK(C$7C@(JzeeT^~WLcvh*iHS#6Dm71ddRtPV2t_*xz? z{~ENK<5@q|}6zBn@SC)vsSwRK9!(QXU4wOCtUz?Uj|4k&!8`pCm3E3`1_wvaqQUa?;YWvNAF<++oOI zIjciWXra=xP}9?slcU;Q?QUbUu<;dpzPUYFu_8y}sUQ0V~s*e0}fgAIT3=aoMUEUv(Qchl(mNO3kJ{F&%T*zO>}lM8qlJqVytRKM9bv2_b3TDzql--bnfSNxg=as#iED{+X*NRE^GK z1Nf%-)nkoKAqq%Cic6u9n-9p9ZhG_o7j8G`|H18+aCeqca|W}m$ykgH$w189|M=Gb zlM2rEe`&5r#!ki}@{gWv_n+4PMeJ6U68&EsZZZ? zV()LXHNr&==goTN+pyNg%0bK0iur}l(k}?**FZp@vnHfJM}a2R`AM%12Iknn0~8)Q zB&sH4&z6}PKLkJ<7NAgm1i@dKIyn+P@uEd29`YbXf#RT3Z zV^_)-h$dTD;k~VDr3*5MYZ!>8_3RsxP#e9(fo)`3q^Q$V8z;y-Yi5Q+?w7nk``_K6 zybl>;=PzIRN^yk(C}ptOO(ph9%Sz?M$H$RT)22+`9?(B_dU!1-M*A7F^LlWvLJq&E z93~?KM_9Cn@CRtdGn*g=`z>tw;c?Nz;rr%TV_CT9L->U7D!0nOjo1r7h*3gQ*$H_< z`J8B@vm%akby(CSfKSw8^L#&eCPmVTwA+#wp-|huM~*Xbq%LH{FWLyU>4n0GhjY$H zT|_7R2JayzqRfK@Jt!6t zkDe&}G)+^E_bI5dKulTSmeQHv7rbuJb3WWO83*heq)#v~9cs=HWf`K`f2E#}2wtjh zY*XAFI~xwS=g*dGD~=#)OCRnQ;UxrPh<;xZyzmG-^o*n?JmHnNXuKvBB#_)Xfub0y zLLxIBwV1FiMmoV^7aBIKz%U&TX9#}>d{6Y2(O1JoBU#Wwx^enfdE9+2Gj#TVr@#`U zg@#g1+G-(J1TJ7!4Aa0@gE#~2`m_esS|oXuVFCM&9IIh<-$VBpY$0L*2CT2;TtKfoSBZWK=d(>gWXU2k>vf zz&;L@fN~{gicoZq0UaayhS+714jCdE#Uw15P%2ziD*BA30CgEF3SAljnojbh(a$DQ zj(A$adP=oad1U(3Xo*6~$#gVWO0q-}qAQBLvTed1!X9EJswm}l^O|7Bbj~-WPH`Vu z9~P-3_OzR{oza@4ss!tllQb`CrR1eFw={j`JX(EnKiT)v*H$Q%Ug2J~fTH@Z1(I7$ zeF7me5}Ac5M&U-8MiE9q+nj?c)E$Wdi7gmP6~agLv(zQz1fp{#9ox1@)iw+N=xrrLXSdqjH#dyT(UVf#P^kL;@WCDBRI?a^^J9Q$okJ5ztS z>MZp>I_OiLKG}WpPN7IKOMy&@tCas@zks!nQ)yeNG!L?(u`;w;v3glxu8Nr|n{vyY z%F*Ze*nJH~6dNZobrYGjxkXxZTGZS` zmE>47S@i2vE(!!y@@n#myQR9d{eJgMldT#=iDdPb7ep3x8|E4oZ5dNmCRELQD*9H$ zH^gJy>=1b+xT8%|ACV)IC=)ZPptd}}u5R#as%Z+@df$SEql&YAxUharORHLPF`u`e zf5f}UBkPF)NgzryDhKB;jy~fVqZ-o*BdHd>7L2BC({cTC|LQ=dwXU(xaH!ReapPp^ z-~FF86-*nh-Df_0nY#6VaoQEzr|wbjDPCw^Sm6Z1+`~FiAC{e6{|9Gp9Tmr#tq%uF zu;5Oh(ctb78n@sO+}(n^ySqbh_uy{9-7Uf0-K85oa%RrlGryTT_ug;SAI+++>UtNo z_q(6{Y@=)q@SH;+Fc+-F= zop+!Y;#-5C;`aJ!_98E|?u|gP(8&Qc0aL=sy;`9L65k~-CAJ`C1?txwYjiGsw@VUY z67r~6N~TK2%mV7}>t+PW^}?!Xv{-m4+8KIS^B9F%hRxIv)`oi8R7rvkF_CmCu&1>d-ZFJE74z%Kig9g)`BE~8_SB93$Y$84EctTW(VCj4%EQX&ZNN!;!EM2l^STqP^YY3; z%av-XzMA&0$?xl06+5GsxtEQtD#snldK$L6$Y#-o(RIwlHSM1(&Bf-54)YIv@uI)& zwja7To@6WzEG=}dS$fYvL_+nw0}^63lu9D=#F-r<_#M55*4VR&fBf)NM~^e6RYxI^vsLseRFGSF+Up1X4;aGx^S? z#p9Xb*?tlPj+`fK%}mlc_A)!DKeKE1}iBn}+Ud~VL zCi+9Y=N3~(seGSTi#xa;=Wi|d4EMKZoXyS(i^5jRI{0pV!8uO`*8{N!$FldbiCK|+ z&K_`}OP7z9#=C2G0as7|ieuUSj!QL&7$k&*1oiBV42fQ`CnJ#pk=8%JE9+mt>%Xfj z{Im3sh4Bx}`;QvKNV#g69!8WEFs5wAH1YTNCfgb;RTN2bNyHFhcq{bnd{!i)=ge?h zD5LD3ac2(>&Sxt;`r)L|E5i9`)C`O`%XtHb!{o&T&$LXgV5yw z!zo=3;>^(eQ4s-C0+f1yS=b(wbgWv})fb~;p0BL>T_W&WEU6c>Dr5Z4s%9AqwX4MH znkoi?^Eurkx`(&thm7o&onmu*8}0R24R)l*IcsSUl7(5edEoC9w|0@`QcWb?_I7AD z*j(ZLg@>VIKRlbJ9MDS|x`h3eN_L$AP`kb1z~=gzoQ5Tt{88FKt7dI}c6ANw4W1#v6Wm zK~iIfU;OL)VPg5q|Nd_^q;h{0jLPZR{jU4`+pA(wFtWFHv@Us2#K&=GT-BY)+%1{}VKfpl z`lcp$o#dl$0IEI_Y)H65x$es55BaIwVv#aTUvBwu<-`68hFJxHl0J1!RnM$6pYEmS z)w3rrozpX$mp!g6wU?`9D8WSy7X>qV7~%v9s)Rrao9V)Wg4+E%R47~$>FqF9R}dr> z1wB1pA(2Ffuz1J7v-YYm4psB1;3=EavG=h&OgAKOlpCf(SnkJ!5NuimN>2boA|^>b z^ZV`jEBFF3dZ_Z`_yiP07tB$4fHs1@Au4?WtdTyDMzfzrFYxN}(uLMp#aTI>mQOML z30XNl{F$$_O_R%v0&z9Nx{!yqDT%K253tB)0?rQsSoyE{ zfr@Bv#2~Q-?c=z7G9WmNhr8n--o5Fdi4%))K@)6}e`R7YtKio6(?OJW6`1Q%L+L51 zKe7>C{B%&#k$ythq=^rb+Z#jOhtl%-rf-FybYZ{>2}1Z21T;3qq_IZOAcUbwaQ&26 zro@Dack-hzbz^5>Myevv<d1inTtazU(V;N-3jPG5yvqeRi6ooE)GGi_wyB zB+i%E0OLP~_66P`-x7WePRLJMDqvSk82uSqBjU(|_ zdF=p#>R8IGAQ#N;@#gg$Lrx%!?if!MkBQ4oktsFncjj0g@d7rQ&F0#}F75L+O?HjZ z&NjR3_Tv;({S{5GLrDFT1#_;-^WX@?vUt->Tdnr?<4(gHMRu{T_-S)Lr`qHhCC)ik zedrI_4lxgfUL$;dcMP*K<_y{Hvrp&C52h1EA7awc{56N*$d~SMzNbjk#6ZOkDMjoG zuntPWVY5~J-^71? zaQAp-pfH?$7)&TFqJj7}fvit9g|@$20$@Uhl0_!#>*IE<3=a-gH{ zIdWxa6@pauqW&Hg#JTF%xJeKK)2<9+UCrfxx-dBRc(PsjiJlX2@e^I(GM>)^Qv3`d zn2YnVJmNdNA#l)h@N3MKn0^YcM~#?$V#K{EQfxJ7O^ua%-hd{A`6*0sxX!qR=|D=X z@LhaQZ%Wd66N~>FHI|B$DJdbGNZmyip_DCPzX6#+GZ8VaF!LEYcA_K0`|=NZcn4Xq zH4KVhxK^t=Uk*quB9aYZFrtAbDR0va3qBgX$DQIrQxORo_%dlYNhW&r0|~b`u^b7l zn75qCesED*nNIf;yH;$E_d4ZRvau{e!LJ^5qk8=*K~vN^#@^iKSi41NbuwLm9hRO< z6RKvhTXl$t4J?T6duteH}7?n8=I*2HGr8 zVqo=n!sM)bn1xEElT#bot{amX+LC*ym?ZHmz3&Lw<_%BxpA2{D1H-ZGua6jse8v^% zC>F;&)pZ-hNhP(oFKzXy&>lqYsLipl4iS-{d_M+xBpf4&+uMLhCy-c-S0Q*bWn4#a zBKW=-l|WEzipc>F>_eYRQ;fdi&mf2F7WQ^hk~KgNhhXN11CzlhWNlwMqw^>}!Vke} zQ(6eg9_A`qDZim==3|y}JPm)#eka}cKO0pMobXzGwE9kUS5yJF?{1U)6lba2Fj&F} zj3E2cx^sl(<0x6E)DoH#6h6Zk!5EPiMAc+X3v)>~iy!1W$Y(0NwGAlSc-usN>gT@I zMn+T1Is&sClJQ-~GS zB=ks_gNeVb$XrgkMCOYQbuxG4H<1jniu`%GqY|;=y=?P4Ih|=!R;cwr>~r$SBFoW5SZcD#9v1mxu8e2pbg)(N|gR8mHfg{ z%3hkO*k1W4C@nqqc}$E>Te`eK)iQ5Up#I8y#oT(cvWBbGeR^7IGRYOVT{bJhJZ1x7sHNi|yPF1UwmX1imtX~5fk``gEqagG(UMLlj)V=FAHk8DeZ zPW|O;%RfF1ep>R#c!0YCB4~xbL8$KI4v)u@RehvIqDiigbxdN@H8aQ6qiS5%a~-l9 z9A2gVRl0oWGY4g%WMO?Ib>uj2IS<8-#ja>M{Pp(Na=lXZO#|jHt18PzPa_lSWb?+^ z(_*d4_E_G9j#;lPu;;t?!TiC^NRCJx{WJaU(G$3xjv!32u)N^B!Rq;o8uY%Q8HwY% zxr0)cxnBcno0@wbBO)t-TMFAX69r3iKiC%Qmv4%XYT?+?rzy%aCxIKhOa2)MYmM$! z+*YwxJ607|-c39$S1T4P)>5-6IPA7ly}O|k6kO71GK=g74Z+_BzC;%gS`vD@y15R2 z!smTz``X6b*5I;oIe!&(rG4tT8hpsoXA(QXl*Q4J*%85r%mZqLRE5BW(1CG)QGa_0c?9W=RD*;DJ@<}xH)7Aw{?Cbd%y%TAErQLNSG>tZMa4Mjy--8 zRIGL^0?CAEi5R)4Wz-|rB9l7S3U?wio894J$(_Mh12QHt19@5wC(C1h&Znkk+qHq2 z&85}xu!?<*EzQo#*g@l&}wL_B%Ok>P& z8bVLP=ZB8Z#s%e<^9r2>OPxd=DBiYazj}?*lG-cLzJOK7Ub9cU8q+&L0}Lx2%lA9M zn5i`M71x^0mY9}_hI3x>)iu{TeLnG}E7VA`bgfsax>;<nY z{ZiUKPjV{?>g~Hy+^=OZ?NARgZ(tvsN5kSXP@J6^V6q!O&7AZ3>^N=sY@lk&1xWV0|Fr(R) z{rR}SUVd-<1?9FU)k)@Q=<0bdTI;-h@-pu(T8zO>`|IKPKIdipfUFq3tG0Q|v19YY zYaRD|S$t(?6PC-#^-atX-}3ru(@)$P*Bj%@v86`i<--=brWJRJyYZ`55$E7jx}b2+ zIjD+vY{=4pd9Vej6Uo8ViQo+B;PjsBV$VJLK05PR;e4buGfaogtHSl`MN`f~`<<$e z>RKYjOxE?ML?FRoB}n?Ik#6Ecrstjeb{`i^Kf?-!xfVC0v#aLD)i|HkwD?aKXj z&;E%T`0ca(g&JV~Ym1|Q=bHUV4REk<{!{y*NF@oYC4Q8)D@@OPB*L+dH$f2AjQT%d z(a_I{2YrdDg5j{$@+0nRT_wMziN%?TZ3@^Em9>LD`oL0bUVy$zC$UoTtHD0s=!M z9nepgR-4QgpT^QTIb}2%Roy9NayiGjjWHT6jxRPvx1IYWtU~j!6m9rzF&nEFf?|I_ zpX~VKO3*5P$Y%(weI~_tjVdHUNDts@SvPbdOcpg zoUnO`*wt-_Xqss5xtEp!c#hO?LakC4KBF>ggUFV~$6h*ueIR?)&{3YkHf>=}ri?dV zm~tGGu_u)A^u;mvs__OZgY%%gcoWiXDZE?&L@?uT_V`{!n5p88GnC%)FxL!nThkJj zrM9sdp^$LT%bR4EoXbqjq=`V?XipebUGj~3FXDwOYA8!zpnqY>O(1+DL7 z5<304zw5r0tknB9%EJM*Xtrd|+a>^CsXd?5hR`$5+1qz=Pan^Y(wThFE1>Dk3b?A( zTXTljp`g02WKmS8dJpV1$<^Sc!#7NAY^vhDK08A(+rnyICjn4n8T-1^5Z@UqS!b8e ze8qONYKGaM&Qe=((TaE!J>}3^AC9$>Y@-j(Zl!y6BYwhvg5}SHy>b3AyVQ^+g?t2- zS4O9+ZiW{!{V>p4*SUP_W;3~L{~;~8>(XuMdt=3`2a5cbzx(IE>J#(7MvVV6lf(RX zZs#9N&L7J5zhZL!xb;tJ<^Rm&{K?)B{n5AV3lq^F6oR@aQUWHh0{o z>xlGAo>nv&Ewf#mp`)1IN~Lu}e4%V6Oy=F<`<_r4XDD96;NUH9@Q_*zF`lKT42I?W zuU!`;g-C%85Si9-@W$iVDC^$14MFX;2h zC#xtI`da^rV$Yhyc?`QbO8BhHMKK*J4CEuEdC$HX82(vu{I_jLm|#fCqZm7-E~N|w z6d%7H{P77?d|l4h8uEp~r*h9ItTD2}wviT`{O`ou88aV=^LKq3_X`+1_#XBvW_~>o z264b7)xtk~pmB{yIpUh7B3^~gsO_srs*9?dg|AVrfM#S{>7o7N?|{9=RM#ZKmdxdM zJ0hOlls$=?ZWtuWF=QP6;i`fPB@KQd#Ft7rEylv%tpXuy<3r1?{z za{Sn1N#n-EWXgGc+Ffp+{7?uRs^WGbd(I#96!)CFQ%PDd?y)zlq|x-w)y7hp!5G#$ z3UQIvTBT^?+e1Q$gW*q(y~f!TA8c%lu;eypEF(PZFWnyb-43=N`=xl47_XUxt$Jc< zS?*!zawQnl(;TU=dYp>b~62K#5f=prZ6Z$tWAS0bT|Y350V8iJX2_*O3Wk%9t(?N80}%1B{`(k`Uk>{&5Wdd@QyxFZ&{i1l&W>>G4g8y(W-eB zsu87TaU`b;?`dZ_p$d(rQOHvRH%%AvA(wFH4`*ei3%;I}X1bnkzdupKQ z#T#a!60_hv(;6Wb?J#@2HpAW!Sz7z?oll%y?PiOoo*cGbCRRA{BdZ(%& z6>&7hdu=~+UjRR2zTE7#{#>6R?Pg{qqi^7j{%n23-8ifaanhS^E0aN(-h`3+RR?6A zm0Fw9^+P8awb`G!u`pe3VkjZdgWLXncfwMqUo9>%=*`fx*)&*(-I9#N#llm|#rzH_ zy~tVSg@WeR-EO&=cW{ylS=zCx*z_iqi4tKikA6~yeZZ>D+M3N$89HG`G7<({@1Z8`U-T<~+;FqEX8N13%LExl(fYj>e0 zn9h}-7NIkC$h!V!DC+j5W+9g0G2@|9THtJl{ynig5v*GS3y@OFkL2sLT)QZq*T)9t z4hH78z50BCh-OUifE&wd5fosjb?}^RHh6>e+~la#j7W5Ux6132)or80&uDeicbiQF zPCd`UX*0GzS0^_L!^xzROKED7)p~K_87b;#YjwLz^>&`5Lj8z8L@_2_k~N)`a4Bot z!;8r|7tMe#g3HQ^ii#w|V(G6BAI)Y2XO;%a^t^BGZf)Ehon6$+*%8D?U~0D@FUsUC z=^J`FW5ybLZXhFE8)|$AHJ2+1*$4Wr<-OA_&yq|4kT%`EP-c z{|dwWVI=>9@n#UPva)^+*D(JLVgFZ{X3C!I$1R-gR(sB8q2S24=ToX?MnLeP|luz|ZCgvJkBy8mye&Yt$HY z`QlH(uwk+qHs)DM0QxUNDdJzCT7oL`kmItw<8BPw4saQ$9LyvikMu85|5?uw2PjM=C3FvvfOzn z+44;&5a_+dbX!0y*SC+zLucgk?0gPWV@<@%@poiYh9{|^$X*dHRJHonh6k;)L#LP# zOd-+T{ANqxmLt9UrU9g;eG44FJQ<4GgT|eWR&%fwqR#>pwh&UwM@_feW z*}B+G09kINGu-%@`CpZV<*&(({~Kjt`Fn`+A4vBPiTV%9@?YBV$F2Xrwd4Omx_`zg z|9hy*@~2b$8yf#7QDm?md|_&fpZM%!Br+kZ(_X zvsOdTOuha9fBqpBPTeG%O=~9ky0<=ND%6KUBeM!jNcr%oCRVd*8P?LYJ_lLSjkHOw zPLs*t>f2@g^5lbEYLt#wPG8@N6Wc1U7hv9`4wMF@-{^jrTd68&v_1fVslg^(&rjkA z+8pcXnn%FX{MKIOmMsT-DpG6L$G3NN?xaoW0M&hsA?SI+QDF#oU#V3R zPV-$+0q`T^vesD(a!EIIX`)1B6FV>t=6$53BR)Cus(20cWwGNv7CMv);k8+71oCoP zF`T&aMRvZBoPcS8eDr6#1G)AUzh$ly%o|S(j7_54qOkFA1#8)-G>w{$UymT8yQs|f zoFy+J>$MiZyJKq%YMXvrz(Jfr&Yl8(vV4?fN;r;ylyE|eTneq}bXp(cl$72xAnv(D z>w23gb-B&5YF=0nRU)>O&R1$z#hUA*DqIr@HzhX~G#R#4o4v&EQC29D6Ny5~7D#0| zZ<|k2i@J#dyO%Nrjme-@#eOLklTLq~L@=hB)wVJEDoe~J+5X1jNu3$bNm7-kQzOhI zF_Wgncy7sjDLW%y&dl01#5hxM8K~4#i+I}*h?qN$Y{6q#igAP zAS;oZ3ozWbJIupY;Y#%T?)K#3pDpH+uVDN6T6~!t(<^r&D8We+`kbwPZZ>5xx@`8$ z+TslHDAAa%AX}ryi-{w z$L%exo-UsRe4=cy%QLQJ-Gd#-GegcJTG6D1q(>78+x6W%VjJZQp*eH5pAmt%0)a8O zgVfBNiwkfW5A6dQWwG9*@?(LGhFgPhA@`H<%0+=}%1KRzq$ z6Ubx_6w!P{P=rT@R6BW6fY{v4_GkSTE-Zn|>Vh+AW?wm}s!ex~G>si3RIHQ*VIR{ue1})2FSG%CyK+R^GRj5iExaI0FGjWDFRa_PW8iWMBl8n3D4*VUvb@H~)RvPihjlA?ObdW;{Ce6fO6B@bH^& zu=uMtF;K{uRhA@kpD5^(Oa^`P`_3(UzdT^md8e%gxuwrE<6^Vmnp5|q_kyf=%h9w6 z8gvAEzJ^cjVbrD3y=SSKUsC!(WFaK%nm83mMfq)7f_TIxk2PUBZ~2j)s+keO!}l~< z?c-Q2)~MN*DARQ)w2=17+-_3P3f;{;`_L>8bGq^#S=&tRr6pd<@WYCNNoos&bAZ>~ zCR59Lt?OIsp#wS`HYWwK{VPOw=2-I|oWbJxrFKoda7vC`UWD__q*Wjiu%eO?Yuzt5 z@RgAfQ5h5QT#Mi&-eY+c;-~s6M|aDvl-WW^QSH=1R7ZFdhTs?DgcFdpDmM-zTe?pm zwI_e#TlI*ti`^_C$Hmy0CxVar=!Xu@t*PyGUXK7q**?{OV;ld&`!T9}pXpK0NWFVYsTv~c@brHdHu^xSvl zCm7-wPOf~p;sZgXf_EaZX8!5DNs!=1Fii#~d-YEJQGhvvf1R84ZhNYleh@h{0aX~< zJZCxH@&?>PU3@VQ?CF*PB3Z`w!m^9`&68j!*i?R=H}&_St`SXW)A$>d(?=m*I%vZ` z-ks>tb|quXB51<6^^9z6ebm+S{S+|xVRw+80yeq{F2UjXq`ad z6)QpIfQpyKQ3}|pMd<{V(r~)PKHby;{Hx%z{$J@&*8i9O{6nbzSD^5ZTmK^{WcXw3 z!fV0JAD=>h|CIPo32yNJULjsV-hYjC_>BrBELn(H{|!s}$GJZj^*7D`AErStv2(Hi zV;lq%^J^j>gT!l6pPh~M@0kun4t9=4@PC~U!TR?^yx$kSrUo*+4u~)?vT<A*V;qo)yctg2Fukz`e`N$%Sx@R^Mv_?`3o>B#NE1Mxwe>k z(8D#J4)2hiL;06!epQ1ALJ72cD_m8QLlghw@0Fn#BnO$%LId0K$m-b z)I?n}*qQ<2_3&*Y%O(Y1QXe9?{)eZ}hCzG%FnK(1HO)T*4Rxry`cWK`ual!_!`*|l zU5@5EQ~#Ss^XEvuG2^WYIXmH7WvTM`Nz*E7y;fhVuOb5TJkqK4nC3k)1fM<$b=98c zJ#2*aUc2{#-s74(TEKwgd6}**fxhx8tLSV;ND0MKK5?UZ0iYW0A&e793m7{KP1Uf# zYNf||uGl3nCR**iI=fJ#i?KU@rm#?={F#OY%4!x`m#Xy28x^-LhYHZ2%tTETA5{*SmokMS>^A3OK9_RJd@QqXVj8HgjT zz0HJGB2E+`{aDj|ary@Nc&I+Td_0AheIki}VfIvDJL#NEzj(|tdBUg(+q)YM){{9+ zbEg>NYjbh$yXB9MSpmaV>+7d|G!9B)R(vNhfQgB0RQ&_DF48C_lPcm8=j@%zh)*OR zC35`Tb-PD8&;^`BX-Xtws>7a$F>wYnl}&jruoNvq?F}(!2)0dBz_?scfsF@g6=3** zQg5i=zgWEgH9(OQR{6CatH9eqE(W<{L)sIhNqXV$#PfKIFgwxM>4&GJc`L$yeqtd( zu6LhK= zf}rXdedS5{ALxP4@AcC-V?ajJp=PYrTXxT?)zer z`n8eDmwi;5t-G)B>8@PpuVGFx#sI-mnL{QN<`RH!pPcGAvxL#em8uxH56xz7`Sig3 zK~7_P;0Sq#Ux-HgNia?QA=+P}dX9mp+GQt8*;^_&xv_Gyv9j()gB)a7lPqZ>9)oNC zf*`~mck$fUZ!ot22)hnDl)XRaiU)_W++5hd?+u>BUGsw5t^W-1Vi~#M^X!vQ;6%P< z5Bch71Tp=1Pxy3Oe|Hv`la);IlGlSdOW6KAAhhgo!o%5-03v*9t}F7H%06N1sa}_` zDbL^~T_n$28^g6Fmr_1IQ04U(=Kmbaz8byzy7G{WX)`x4oUfClLK-`uIM=-d)(geJK9CH`9S45hVOl7W$&H?8W<%eC&;h;)B`YX<1i%coDtu zqQ3yBV`_iiD|z9M*ai`HcZMf^49PVxGAtITxhTS;|8~NHvuidIyJSM-KR}k5f3vOK ztR*B6v1X7I9YMS@KyLrAb+B~4G%|1$jTiM((snU9BIDyr*M)muAabFSQu?K{E{Va{ z2yUi=JdHv(5B6rHM=D$M*}2VWS;fBO;m*`74ajHbJNjcX1-l#k$9rmz`*b*OL$pX} zsN8;_SI72kpv8FpO?2vZbVI0hXTmpcT0@W_(caPm@I`L%0o`o;2OYEX_5~LYu;+q& z@6HtHH1v^;oNUvFT6F})d(*qkhJ z(!crRUA13s-I`15rQOcJWLj3-n!!(iPS2zbnsq*pe~lj8-ubueQ~l$%(P#cEh$rW? zIPNd}H6E0O&M>XSqqu3%=hsva6qF3!m3(~$I+#B*6iFyKypU6rHScv-f`!^hw)iml zE<_2lDjI9Fhk74IU9pnA3g@j8?>Q_3(9Rhi3k#GxbD}F>B_;KEp{*p^yOiLCGb7gP z{nA?|x~S>ym&q+5Hn0Kl$UB1i4o`y3N0G9%1?%xgn3N|_T)e{VJyy-`#zXuM|s8Y_bipOrHS(zVS{CZ;WDH_jafB}{N04>Y?tfVzo zV7)KV%Z%JN2LgZFqf(s(HRFJTEx-bmV&83_)r#Fzqt4f~?-=J<{2270y$}cK&nogS zba<~SYOTYfqB#42YuFtA?PY|@8&Oks=!_}4NLp})sKyg4jyWu)(OrlLi)tXS_pR`l zReGQsZPu35ZWqFlPI#4OlB_s9{tJuj+Q>WZ^_u~glg&m3vp5vM@_l=5nN9O9#a}=yeY~C}KDC0HsR+9~v2s;W0bFB+|9v z+Bo8+G;N@{zYJIV zGmbn)qG#%q0QSmrb6+sB4S=|ZL&Bly6m#Zb^P~*tr0nq-`&BS5Itwdbcb(eD8-xlZ zXYlWJ_f6=RzRI-kZD4BD_7cN1JrV~H<&DrHkS)(DAI%e_{Ov+xAM7skWR#Sq_HkFr z!;8xO`F+jju`>aO~H}MD9u|*-XtY`;RkfA)NJfGF8)8yjsK9^2nCN1%L zG5{+1Hfk7_$e6b7!cYN*Xu`$k(xMC~NxZ-jB2mo1N2b<%6EP8b$3Mk|_*M~az#(SLr9 zKd;!|K6_vYxW`2;UwGm4FdFL=P^Nm|6$~Dn48WQ+XURzVg@ZWQ6$0!MRfzJ>k1TK% zjq}PELQmq9j=G89wHA8q5QfGQaw3f3%=-$YfO65fRSbo3(12r*robEdv)pyS{YOu5 zx0C9*v;ucu4&Q30s+gR{J%hoUO=YTRgd%U1`rtF7OAI(KH}FKs%SO+h)FaiHD}Zmo z2Yd+942tal>*L|o@95YqR$B9wPAHWvY<*f<7|(mSWm|Dm-Mo^zx4!P(lSSL&Q1>ly zvn;$=>PCvX8Q8+#@p*6Nd_rQJ$<Kn-iqWXlu5h2nJzGy$g16`i~t|f47x!Y0uf#U@Vc^u#G>Bp_ypX) zwz^%S8R^7fyHHCVXtY43F}RoMp5R^cI=W|AD`4n8%W$D0`SeB;$?0UV-C35}^QmL# z=4hLg`TAZH<+7{Pp`n9$5&IL*?ppOI)%FIb}`;PCQL`&CskQ|MKz-xsP#QGnyxu)}g$ zd2NXpkLs;T%jCrgXsxmwxQzxryZk(_VKNvPfAa9^%j5+DhrV>8WNUxM2W-YY|9lKv zutt0S66)pT0ra{IfJ{EzyNDl{=?{K~MBs2A^z+8# z9lPAIDKs)Ns_aRX$#}e(ejN^!h5f6vU^W7DwZ}KtQFCtX;M4WVyJkyB=|)VYSQnqz z`Vk%m;C(6o>%69M&DCTTlY8&2E?hGU_}U6(p8VGo|2g)S~a`V?&ifRhDtu*3%^DEL9)lSV)Ylj&d-lfG=maZ z%_Y6JBhCX+MSb1@m9UtIK`fgqfyQPskNUz~o3d=$Vx9U7BoeD}Mc~a_MU#o9TkORY zvj=Pl((_u64HHAfQY*A{$wZ^Yt|qD+3^}QQN!br?utJ z$>q*Y@jUzXJ)G9M^(u@F0|GfWp3rwhfqf^Sc(ok3zG^1M;Q)>pwi_@N)TJ(@}{i7(3l z7xx|o7p^LORuxgSk6b(L!V?{4igC~BT!6b{>A6~p`Ll2J7E6uR$U73#S^d)A5)$9@ zxp!@!E1p=4wXmI7TL6@H5GZ$)RJ3@_hPM?>#?_;}5w&ezQyZlA}znGf9H; z(*Qz~NJV|YZvCJZmqclIXX|Ew%0C6JLexQszi{_t1PQbDY0o(3Wl)|J&JBy3_RX-h zSw^<>7%-vyUQzO%NB{$ZT=r3;(Nf~~sGI}kK_o7v;|sp4A{|c;p#sB!iQC4;=uW{l z$Kt_?wTq)CWI~jMm`ab*iOxXhgPn_e9p0xvH;YKai?jV^gNm(A(DKwx6ao_uiukto z?y?$nK(Xk|$Lr%HV??GODNF{h^Xlj=a+)5`VRHmwrXxb1304XXR$Ys%2$oIx1a&$_ zQ=PIm_g3NtD<~V zi5!XXlDar6#QJq^Jr`B>A*NP`9SnwO>CNzZtq}w6T3szIg;&%Ew&6DGb?mkGFFSjo z&tL{3=3u@)izG5Hg}8@4z9r}5{mJS)RIOR7LBbO+HeS6?3hxb8{WFJoyOJoZTbDsz)kPgcJ!t!IIL zB6omKs{W7OXP$T5o19GoxySk)V))E9hqIj_ci*$egP@>lyFJu|fr zY2L{oQR+0vy%218NCKS{KV=9gbq1Q zB^%Sp>@LfbrN-v!NcM7933^gVn}>(s@>jqAf=(9f`Z{ZVsCoy#vvuXQsc4e863%_l zg}cB5dNBG${MH>Ls0=g)*MW=t5KFpy*XD_-01g90EUB1---1bJ7Mek433sctN>+!2 znJd2-iZgf_9(d)$3Z>KD9&}y~kGRQx1jnY4(5bWXIoyXZp?3u*2Y1j?_aB`esB@a? zw7c_p$cWDE)-e=&#(2fNWIubiTI+1}OK-;p?bLxdEEXL`ZY?AHFb49^XaSFQ;nA{} zbFwAM@LY=E-QK;eA{lLGEsHX)SbVFdjqQV(0R2#84$IXq!9ymB8?r#~_0Dy)(lmev zl}f{dW_1TWfxIsYunFYKs5fP|@9d^0(6Y!juG;UIJBt8_ zO5|-O^=m}Wm1}if7i)kFv1U;6Foigv=JW6wDvf@NVSI=>i~Dw1#1Oo%+XwfB(M{C# zbp+uwb~EZB*{(=cL7Hrd_(BZ4m9itDQGqq!6t~fpL(UsbGzSv4k(46q1?zmNHji?B z7qC3OM8n!*Otcgg3GgSF&Gh)~mkKb_2UhX*sKLe8A>^cMIjOR`RF#xxlhyGE-+7!* zrI1**WG&C52Zkn%plsolB|tR0#hw}MHXTZ3Wjl_`>5QAi14vY?T29X*v~VE%@&p)( z4QgC~@%XpE`tg2Q96l#dfGzsRWp8g}Pg0LY^Er5xercR&$ou}iUb9pQ0l#|*#ZG|- z9Aa^>n+H9#2T}wCimG@~R@XywmDoN@oXhpG@h8h2wWu|g*w~2CB5mWUC>{`;3 zBDJesgMmnmdN;Ntj)(ntSwfd}2=~Cw*Up2-uXP`{mbapDA|^*owp%I{+JSSgi8(3yjSk3AeOs_s^ngdtYjXKb=B}m1fM#aeJa?U4|I?| zL4A9?TIYHt$x)AAcS(eRFR6$rcrt%Pv8wYC5s= zFhARt{UN#BYnKYZqsPbPrPxIc{JH?j#Qhf;9I#&S@H*~QFEW&2|V`GcgUSpA6L+HPTa%g7moERYJ;K#3L0 zV&%2c^*Y*a#pCF{{rEZqf2@RWrFHFS|BUZPiR@*(zc*dOD*f}DTS9Nht-D!&)#ocy zZvo}kt@1+dm~3w8Capco_&ySdCz?Sb^mZLgcveJyL7?e9Q3pvIYh83kIn|ya%Ck(;xKu2L$h+rWbqob%-x$)MhB};9l*ZB zMWCag%XstRA+4O`Q526%@A^t-M)<|w`T439oywDA}tQU|M8RNmCJ??1Lz^$p&m+vmM{J=V_6k^!(b0} zb$AoD<9P0+CoTxNy-TED;Zs{$}M0Oa*1hi?Ji$eFyY@^|jYPWbu-( zRX+Bi7Kc4PQ>t!u4%Pp+ty(Ho;Z23bC-DAG^b_#|Vw;@yyK?nvH_{1@e(|N3WF})get7w1jw)2V!nmCiCr{utMXG%C$upOFVP zYf$eA6Bd2_wKkek`PUd``0EnGtXho~n59yz9IXChsekMe^46F!SXA)MQ6r~LpSpYR zUe~?r_)n#;)e+=BEq$vA_POcg4^p*3AIOsr|M&N}pA{z`3=v0`26uh*$;Wy|m3#8L z@5=j9{#au1v$=Cd0MI4?&{j*mr00Lj)~z3W_~9EP-+bkjp(96+o<3tbhJYG6BLAbu zzFWf@ryIgT-*_%o1q4|r$&Q`aVkWLX+2y0oG`sxiO!1NTSrT`qjGs4ei7y;MXL|ay ztu^8UHX>QEVkMj@_Ky(Hf(`P>SgL;^hC|7T;ja!KK71@NoPjzf>?g|y{&(_}$-_sC zcy-uoc;AH!zrqF|Y56~W<}{Y*{BYVdDE!39lfe05WF}>JhLaD(=;D8f@%)9@#!VZi zygTLPS6+tGS+j1f^Y3ztdXqH#<7x%F+xXU&8OkS#e}Mwk4$AX|mtGW6xLabMeEONg z3dmcl^5iLLq=^5*UOfBu?L(!Hdh0FQri(l^@M&lQmKEK)ZJUcvj(o>7tm7YE-o+;s zyV)6MYw8Nvmy>^zd~n`!mCe7T>JJHCMtle{|29pXP5w9D*v8@kqia;6lRu(s!3loV zt5@&T>C?a;xLQFf>L=KfP;X2b&rqViyq+8MsfKgkU%=?O#~7{ zhhmsFZuxfqzM%fc7k`LGoFW&$wwEqjhTTcnxzBP^g^@_ZMh&qLHz@@8$HeDey?WUqAi%;68a9|Ya~5g}uLhP( zmAO}@iRmJil^6@E@qoOSRA?gowDN)UaF?e~p{3IwFQ4r8RgChnTVyzt@+YQI~yY^_(np5j9^S_gZI3A`lWLr_2CqbBmO-^U(%lq?DUyzs&cdW`QI z+O)y`Wl8mmk#GI_^621lb7nqfH zf#qKl9r@!MwhMF|N`5cFez6!bmKoQVFj9>~fyOgu&J4gKL4L&RuOs;rEUCv=T?LR| z3ZC_4F-!vIQEynoVa3Xo7*yk)4*Cy0^bp#T<0nouBdKitcInb(-+=?@lSND!)E_Ir zjP;u;AJw1y<&#~13Y@+jS(;5g@5;&>s?}08M(FhH;vZ%F9xD?c4BA)uV|!fwZOTS5 zDAd+PTz?P}Tysq;SHFXw9SpJWEHCGc`iVw(BTPQg|1MqjjVk~Rp>bLLVc~TC1!|ub zf28^heHTPRtXgS7Om2xr9_rN#`M?PiCQ!ZOWH{hz-@yYx{>AQsF$^9SLFQ`4%$Y&` zhuxvWw0`~iyc{POsS~a9XrD)sDJ^jQOp?E;tU&$diO*P5v0gn9g2>^KM;=8+>)LCt zwK9oz=+NPutSSk?KJ-v8iYhKH09ySSvt|b64@KRwZEL44ohjI)Pc(v|U+AzFy^Sqc z_@$v0jm(%e3tbY(3n~41^XKO;e>l^e_;%xsHz_Zm|J)03rcAq84Udf-3ug*nItH0u zj4@O8aCLTqGbOY52WNWd2=`8s+o}I1P!|kOl26N)EfJ_Y`5=?uwryK-5|<(WLarX; zV1xPz`is6^eEkhKBo%Jds1aIELH;2|@+I7TIBja*etnZ}dFI(?*{_rb{$r{>Sd~|k zHi)z@@TcP+Z|a}`PccxC693o>@MiTE!olWhLW>3_)NL+CT+nd~2_-ZcE! zjW#>cBe8{6H|4#|xq z`-M+@cJSatK;ZN4>UI~FuXOquv|mt0CZ8xMmht%GkJA?1$65+b=tv&cU@rd-QG~31 zDY{(sYYUXFd=S@(pt9v>u)++LOO#EuOw~2$e*wa(jz%eMIUT>J`0RqNc$ugKU5HT= z_4DMZlaFX)&^0T-75l#&cQ%}B@C}{A~LLn^&8LcVe=-=&sFC| z3aTnO^&g0lG=7gj!AWW&L*_7*8ii@q4`#*lGK6-?H_IdZ`hjNdb>^so$ar@UQ~ zX+xgV^^F69P}$-;8o|=s$by3Y1}0SYSif{HL4L``gP~gc!M-OA+ zeSKh~#*NT^#9B`ds4-BDH`@BeW?@~sc2(wr{Of!1Of=G>WlLbM(#PyYi*!=l-UIrG z#CGf|56Z`~s^J0U@1BcG=6ekI%L? zjs8$F#-ko<=r#b zFXYqy_S=m@MI#d?PM|{4`zPQ7#vox3DF$?LOqYlh_Vt{JVa%&I{zU>2>=Hutmcq>M z=~;9>Hf-SVfhXnJx7>QG9Lkr_Q=+2YhW{;Fx3;hwz3Ek!Hb+s~owZ+tlyPeA-R!CE z_hC40GCr8ME|T~se|*N6XL)ZU)2?@R6`ARuQOw}Li*MNiK)cF{Cs|$;to2`5eX&K0 z7DB-mxAN!T(a2LzKdq8n@Fntl=7ZJnTs`3w2Eyep|BBr*i6$$)A?y#*M?MXW`UPJu zICh+SxZ5AmYFoca&NTSWSf>lkd8hwSaw9wYI;wK|-U!rpmUA0EG+U6R$apM9(4D^@u9lQA1V2)Ehzx7Eg? zQ*VRz+rE8!r{O4#xd1F~?n|H{dk`e}-=Lj3|C?kN;iz9?LazFi+AnGONCZpJwumQg z&g!SiXR=v4jw*KD_17C^k78xN1E^n2*U~`3Qj+5K9?*aK>8CZmg>!M&p5W%} zY3x`1LMHtOVkG7FRA}rv4JYa-jmo9gR7|9WaGU9eOKNqKD zmp$SV#^fOXCM7XNr!IQIHg4XuV)cqnojck0jp)1ym%WsCjMT4JAHhuTM;^h@Vkqe0$H~wILuD%z(F}&Q#2TrGJ*E@Mhn7j8rVCn1k-+#Zub6mla z5#ayO(IYb4j^$9T6DEw`xM>pxFEQ6D_u@PzfvS9%-_w)weakJk4tnO9wl~XY5R|jk zck8XUVzH@PZ@W#-=^fF7hq2cc-$?x|+j_a`H&s4K`Y9;nl$MGSCi-r9$t?O~dOt zYsz}$OQ>Ik5m3lfznJld@o#vryh~)w`gM8g59Sg&oyP$ZgN$KTLcKAGScy@+m4B$W zImK6u-g4_Ln55jc?ak(e^;a}<>ut9_J!l}5oG0uJ2M-?-3B>M13}Zgg`|i6JosvCZ zcTpQhA%@wwfscz-+VLBa#*G`#oj)JL*gpC6(`&E0){#Z3Fi(7|ru^;g8Rc&aRL#Ef z$LA9#Pw7S*R-7VP`2#B}Qa?2~l+*aaR(Hsb0?^PyOmWEv1GH3sUV7;zIl=qyxwrd* z1q+bs88?0$(OfPdr_Eud7h}Qvo?NjN8jWBu8{axV|02#b2mXAsd^zJ`J+1sP99N-0nE(`6(8wWwvqX|` zgAsr$SFOfG=KfC(P$uyW7mtN)F@+y9d2ixmY9kZq6*&<(yG1@R8q@o)aQolt)UQU@ z+2ylr1pvXAty4k;gf0Mt5fWVo@JGh)#S5ad3FDeDJg>Q%MiGfT@$lq-GJ z)mNjTjq4=?08$-}_m!5=v-ghs9uKVxn5lkEb{HdIr$~r~q%R{1%_34Ag z9j0cu+x0-^=T^S-G6M;*l_*B{VUqif@*V8B{XNXj)$w~(%nzg+ zzek33A58Ia{1ZRMz-d0F*@#&@!X$aeocax$HaS0qu03QaO)tN^40`$1W9p)sdZRRo z4gHT8B=9u;4<0-iPlN|_^l@GmrD0*<0RD8JFBU9N^T!xqoYY&o-*XRnuB@Cjd$yLu z`IldQMa-Z4V^t`W)xu2birf?#PzEho+$-=RFDvk({0GoObu6QN5Ns4$(Gw=9y-DS+nL?;zm!NyKuh4 z?H%<#G_bIEh8xt5V1B$$9!aOxK1GzB_UJ+G|^DVGzgA$J5k@80xoOyLL`uOTWQv zYZLwnHS>;2S-(Z3Y5bStp9M+=|Lq7{`n62*vC$Fzqj>g>n$E(X$jrmmV4JQAIDSv+ z7YS{g)GCAhW}+XMjZ69m4vE(~taa_T*Df;h}c@eDW{r9vk`}eQbgaki{q|jUVFaYsm`% zxWLcx<52Hw)u558v3l6mx$Ne+A~%=jmNd=FX*noS@|pQ>1kjRu>$i2o_ot zRe?+@=gyP6Bt8^CWBuNIb2}wNce8yvim7}!48YRY4f5a%Oi8I6VEBxgGmvdY?V$E? zqgF~z`AdRY3S0bi`l&?p8*wk3sXUQimKPr4n9lTBI#a#ZrGLTIu04C?m1AdP=P_GZ znB_g{S)k;O6asY@zhR*aEeZNVhCB-jSPH}38;R&Xn6O{Ww7vVD?#N@~r(@?%^7P6_ z9(`14;v1{^IZ6?aadi{Zvvg=P;|5D@fSKkda$nGBj2#u2GL8yvR!RywogZ@*R znBae>&N974^zyE|?v(Tz>7zqdhwk%AohX85C>}EWY9si*`s%A>tq=MaL}mBgcb^&% zE{z>G7AKSJx2eEj`EJ6XEXxTu`l&pY_rXj=u?t%MYMVLbPi+w+jhkv==ubHKM{_2- z{zLw{{+{Y8BG>@~2FNkL=FFLc0$BA9YNrLhTD%AouW(8K#Qa>)55@*By~5Z)^-~)= zS`tAQNFf)8eLCa}zdoG$Ax`oqR{7Rjql|{jFI|5RfrL33jc(Hw*TuifctXPiw*3MH zWWe0*{W*RQ$X_-5M+}@aeox0C69f7?`^CZV5wBZwk6<8~v#<3V*6R>o3r>8% z#7S6_lVNsF`^5$X`RM0*Ow2L7V%%K|L@Y|*WS_)!*cF_xllXbpsfsnA&T>%{0g#J8 ztt0j8H&7X1G&tCUWQ<5;Stotv@?8~JwE&F*Cm%CDJTpE!{n1Ks^2v!m98YCjANSW# zi2?ryJ~PNL7Kvc9fSq8e0zbPjUkR%x=_Sle#NuqIILuZ)aq0xVaf~Md>aln-mUwdf zBLRZ*Al{o37>(c1`D-fwzMRBiicg(B&GC<+j7~nEeDaB~XB<;L^^1q*Q@`XbjQB6g zfE5d~`7bvzAM!_Z1j%EY29-JLsav(;MF07Fb*470=89by<%3PPzSjS58Lz4G z$H)*TJqjigdH22dRQ~~JDu0|_yI~!|LIqpQzQlS9au*kS0d|2JW~LLE1>RTUy4f0UG9KUDr6ZF@vT}N9;iJ#>pZA2}_*^8XP$yhKIZ^~rwUwilM8v|eyAwe6TAXA}FSNR~nN8a+le;I^el<4vPvc+L#ES|WCL`RMqY3dHE zn(x_-6@c|YH?_S<>Gyir4D*2Kk3 zw$_k|Mn_^(av%c?H8A@oq?9exBevTpKH_LN-cYQQq=wn@9z1p zPW{@wU$f!!WLEed{UX z0g=sn@BI&S9)Lb`ADtRAVE9u^H;TdGN%=PcrEKv7@IN)br=}+(fyE5rel1R z(o#%rW7sel)a>kI-rl!wKa+gESh;Wiekskuciz>FGv`5f>Zz@IGk%V9r)Z(ul!e!lpkPS+y+o;@GH9RH1*H=)xL8;C3O_{L-+t>2v$ zge_C>WZl%lzH@EhDkT<6Fzlf~1ZQr(K`&JAf zL`as2zSAGUA`M#7;}0k0nSoEVDelN=i6(2M-YrD_wpMZw>wp+p$X6FCQVq7cc$V#Sd@3`KFT(T0oFb7tW8C=LhJ! zGxh@Wli&@zi;}GS2z}h$_NKPT+n^8B@$c{fkHC+!uT1jK6F+O4exCR&FU8tNK3O-~ zQ2goGsUz2%7mannA><=se0-&b z{WRUPFizVTf^A=5pDB?&Z~gSMPoa%p+F_8OJaEvUpnhT|wHC%Dm}*Y>1jg^dr!ziL zy9M1ORNB$WT;Gc$Z0#AN(l z+`iyX?Ng!%7=Wt{Z0{aq!e?nSAuB$o@-KY)_64PvwtmAQA13^((mrK$y?Pb4=Cpu7 z<;H)tUqsi?|IVGeP$5O{IjAo{ABzc?3y}zRhX?-HH41oxt}h+*@7hld`q-5Nl!Nw* zsg7c6CO%jH9-PX@@q78j=OM0N+I~R(0tE^9-i>c&4yAq(NKBo|K%!%(&drjo;Jq2rWdHM7u_QyG2?rMZS0Mxlo3>8 z9J{bABGIBMdK+Op%hQuTlL-o2~WtXZ{oEkbBuBW=yv7sl-mD=TxWYXUZ28&-yXLu04-W$_`^ zetY+RIA~w*zR#Wo^NB|8x#u3v;-Q_IpDgyv?jc6k_{nI$m@69Gvd03M{Vn_n>_vCW z9H<@TlHU{lnfgei@8(8f1t+`(26$W6<#!zR6X+vvkf;98Ayx%{#=OJ%x%ybyKbNAw z=bFIola52hPb+G22rNZl36QrZ)%W4A1pa002mQ;#9KR>mqEWMNh{%UKjNrW7gf$yo z{bED}&g%y=p`8A>%B5J0Qf2dBS?X77pUN4~&v4K;NrSBNk&*dE!mqwIl=7^M(X-pi zj?dhYU60lOe*VQ5wpt>X0(k=KobX0tO3ptH8-`sEj3#uu`ySL({KjY$6Jlk26jd%L ze-7HWPsdaCe7jdEr_$$LqCd!Frs5B^h?EWe4p(3qM{z-;>mOk` z$M4~OJ&h$pl^IvR6lo&IQOwp?njL+drUn?7ijGWWY z*M<$lF0_v8_(6bwJ&76Rs9z}3<5tOWUiBwQJ_yuN68vx7z7_r`xNc#PJ|;uqt+xjT z?qXN;B>R02BQC(J2!0&5x2V+hyOjT-uMQ2$r^f>iIQqN4HA{AgoE2@7^%IiJDgO=~ z00pMrN5AzJt4V(X^2cOteJ;uk95@J1bW^Bs=J5g8;*e(b@h5iTVI(qY^hgwQ^{a~r zDG_YI{pn|)8AXXirp=h)Uf~Mb7vDNR{Y;gQ=Rat_H7+0e?nM8^M+Ec}ZV}Vifd*>; z2nR3>Deiv{A3pqAS()qy2koPt10R6@ox5~WZEVn>VG{lDRdYljP&+ zUy=BM0f3F)SOo$7SLMMsdZ?XSlNl&6Ok{BWrG5L`RgLle%?hmWgZ!TE=T5s|7Ot|A zjUD|sLaN+y66N$X@L!gClWWoFP~^c9@$->KGFH@*F+LHZWt9zSbUZkvbsE({(musX%0pL=;fF9(lXcr1Ls8o3M4Gm zq)B7EINaQXNfXRnSnaS;Ba9-R_0epA(&DebHs`qr&$DoF&UNBE^LxCVuz(;6XOupN zmw>3PZdQ+cxbCj-kI4cedY(n4fAHZ47-RhYhaaF3jRXA?2m1~()nMuHDWGZ~B|smC zxCHr-crN(_smWcQeuDmZ`DC}RVw8_!F9s5u`MGK=#%ielW9{~NFx7{9^%9R6w_n)T zb1yunCJeJha%pK`HGcHkXR_ZfzFgq!7u#!MZTTep88=~^8g)+l1@wV`8(@pE2l&_9 zF^x2dzTr9eOTY-T7=WLr&Yp2y516Bb?j%PaJ@{^t9d>dA{Uytmf{fC?_x}3;SOKK^ z0NBMpr+&C#;etH%2l+i=J74^HTjyH||D2y|@&E3-ySev!@BQ}zT#+APb1J^!A16+l z=;YJ5QDcJq>{*zgvH0u7j>6#Q1}pz=fDv{MY37rr4G)m&sD)!FTW8^z8bH*Kgw{id2Xt>_z@Y_g|`hVs3)Q zHcJ1w=h=B0xRE-?8&mvmaIVk|ZQA7HeYc)sS^YcRE3UN%8KZp$8& z#7+TVcmmX$obm&xK^HL88?CBf3^N3C5F}%x>1!=4>MblGzxSM^uW=zN`8^xM81)wV zOkY=4c0&wfK2gRnu(hcl>W9Y`AL4Tm#DdUCjfMRm>HP>ew72s&)=tlfZ%#g`_?#*q zhYxazZ&$1I^TFpN{%wAbuRn!rpPKsZ)~y@GETTq!34)ZL}%rWi72e}8#Q(qZj@a0AG$(g20Hr>?8gLWo{0{A;UB+T_@((fv3-FjV$%vo zA4yIdDKTglW)kcd@@IZ8&S!f49KcO641)p%=aS-os6oBDbsbAHXU_z_v5{imN*gI) z4`%D|K@u0r75y)!IH^72rdw`q*ViTtv0Cr36DKn9kC)2Hf1r$SzvPJDL{{njV_N+Q z$hOw;4f>M_KZ70(s*vdeD2BF`8WS8?=Z8hb|jmGTZ}GRnu=h}Zvc>c7^n zT0vUCYO#6N_HjSbkwaqX`U zrZQT5>`id^go^RnMxDXu>KzCxZOi=hC|;ieHp*U_r?c7i@Y@% z1AR22H5-cgxyUVp&mqqZK{1w&Mx=vV9VPiheS1hO9ibZ1OE(GUz zOg^5B34j(k7qmf<@W5inAelgAJt3_YIe!u)`A=e8P`WUAt&0&KN zj#T~n^*3+XN`doPd|W2`m24RCL7qk4g8b|GhkC_9%soO6;=M8Q_l-BU0ZX88{SDZq zU2!P#!PKdaK6+6Nuh9s`kmEcS6w;C)fT0wWjFk^aVJUK;7TP|#L~1_xBMz|&_%>$D zJMN{BQ+4=1cnDLk%B}1<9>+IKf&hQTUB6zkEU?lRf0t6wa-mDB%nL!3JCcX{;DM^B%@qG54-!2CpvC}s)y zkMVn;PmQ%VF@{k{xfsJ}9D6=0sSjE%r=Qyo_7*XPG5vfnBNKh=1&~{ z^K&(Z(UNL+D5>%hyZaJ$hoOc*8H{qo^vqHG8HMl$#UTHar%w}9?K^br&{59wSvlpS zESYZ^)#LcjDgRocpASBR;h_H5IcStOc7@Z|0sqpcZz@3qt1@9lU^2MC?82{PO{(=9 z%xbHsUu-!9NObfu8I2_514V^=xc;8~AU*EzQ=h8>boh^xMx-h6p{&10mh{Hd_>((L zh@RjJ8^KiUp)(EAS7$0kBF_wd7VQhCpS>{R-BGTr#E9#KUo8TLQBp~QGG2%?HeF5Hj^o)<+!nK6S?0S5Q7d{ok;8Blh@k@_FRZ zN3d&vp)7_89{A!aaSS2ew+~mLHgb{|Fx*k)k72i#P6R7dB-O9%K&o}(#1rX1U_fg9 zI{rx^7yr&bYPCB3)Ia%M81|b<{+@qTwk-028aw++TfgWAb^6()X)~t2t$nHfl#Lj! zng{(vbPfIQ)TOi0#b^Y3Tn6b695m1=C>KDEai=Fo|M?eQ2^E!*`qsKN*N$`gk7I0ZNFA=M zyy1p6dI5H!7UyOZs{1|D*b=d{vJqOtaO`B;x4oo^zF{Y&g(MB zIEnkX$hLNkfd(ZPm7R7a)VUZ#%9MqKKJ$C*C1(f(y(np~>nq5(~)3)2CD^Ixincz$lff ziqV$hln*vHRQ?0w_Y(9UD-U2*QfI$y+qOlIKYI2dgrnabo&4^*4RjeCvHGdgxTx># z*m+ir8p(T1Z;=K#_iK3RCAR`z6l>Ng{^;h~O274W*Q3|NnSX~4w_{#yPW#pFp)C3d z{NZL9fqu5{X)LAw(&YnN};>$0qC_oB{K5Ica^ha96qGm9+Jn&7{LnEtrN_Y4m ztDnG9aAe=i@HMkl%Cq!vu)OXO)bV4+N6Mzo>d=_g~Jlqe9WD4f?MM6FL0e$sd)8 z;V4?a@Riu!+U<)CRjFUE9=4g7IeRvCC_@4OYZ^QK0TJz2MV*2^R-Sh^;!^$k^$=gp zoc$3N`I$Ir61M8YN&VEVS63Ixvs`7wPpkF`_>-#tF3F?xk!Qf_olBN1LDmd|uh1{R z^Hyp5_UVh~-hO+0eg}Fpl@oL~^srkwKtA9f8Vi}QL(|^Q>E||nzyf{xM0_uk;i)PL z&F|?Y8NU~sKcDL$=?5_k>`v=<%l7S8wZy72WbckUy5dOjQm{LB;3R&q3aBjCL($%G#~nB`Z@z?) zJP~>N>4DC^u-+X{+4|)K93-X|qN$5>JZl1DsdTMhP-DI1;oo;v?9Lv4sxx&Az?ovM zkT}!Wk)z*DnKA{t#yd{1av+|Ip*1{1JB(r%`_o8a#bVe3DLzOw8dGLU6wlorK<_M-MI5pkc#ru_~R#pT7P28Noy&NTlOk&~fi%g>kL$m7=1R zW5%HJ^%Vrc!liz^Bwc>?+J87KAyf}b%D#DYMixxkDoe)g^sOGMHyYs zo5L+}xsTgX3|(&6prKK@NMx#PnSuRt6{&F7_19mIJ*U)u0Rr_KG|smjSWHqKBmyut3Tfz#Y1>tak2N2c&SCN|(h zvAMjA{-3jf%S zN-5wxKIn-9)W>JAM&mPB)$j1F3EliLXVS(0=pszY?@?l$pNpvhR&MC`!LeyXn3H(Z zci)?$EP*3#cF!{UtV+BZo2dAhcZ*_MHxNNrX8-8FKp2lv;o{P*l(f&snjw%c!OkNDgPJren1 z!RL5uN1tyB>4^Z5h7Hn}u2?GyOCRr?Rz4z07AA2|KSh7Md{k}1q(8b*9dtgB-%Hki zZtaGL{meC zALa@&U}yo|aJ?BghtpVtNVLwtMOyjW35?=91Pn<$V83pPF&MqA{cUOS0Z~1ukBe+;`AzbE_W;+0q6m06U9ae$#v7`%tP)S=3AtoW z4-DYTN#LivDGLD1gZ$%6c6^J^&*fm1`-1ebn?R8N_U(zKj#Y5>1;%MqR-!uw$NWSi zojVcaQRzq($_eu|;Hd%1HuujZ3I68-WtM+ke@`!2Kmsb81Mc(pB zs^6UQVS%EhFX@pS{7>OpSW+KMP;logr$1=mbD=8tk)Asz5co&QV~a-MOR81AaD$w* zzcI)5_{rm~9CKA(T_IT%B)N7E)i2~+g({*R+~V8VonH{NukIT?wd2ZRg+ z@F7^g#+nK^{>h2Ye7i*c&GYw^5_U;MV@lgIjL71-qH!aoEj@T~GD{XNoRzyai9lX*g4r53*HqhNU%7hvsm$ zk=`xzpG2U}H8;k(+poXw`Z4dkGi%oDfloiJCsDj<(`LX8y!fFbhb1E|B%%>)`1`;E z58mANW_=LLV^ggqI-92QOG%UB3`!@pFXB1IsO+y{0Xb8AE>Iw#msS3N0$HzH-%z-* z_QgL8*AXn+h!I@p&9mmWVY?XGS?`gh&k4aMMJ zve>WU^HMBC6RRwjKfdnrl6$M(WXCuieL;MK zf0Bw-E?%-&_K1&PQV}>(xPbjA`F7kL*c9W^7M4Ee=i0l`(w91--voV@mrHGLZs+(% zuLqXnbEM?D{sqxR5v0jX6D0H!_%|=EuP=UC`B(Yy7V1DY`Jg<#xtU4i=_l)tmrwZg zN9N}eGwuA`^!jgRoH=wbkY`L2r<*lzv2FWyC!dj{M`P}c7EiKYVChyFNQNyn5tbNa zh;qk0MeoH+xUi?*1tQB=E(d#A?AI*cDiL*B`$b#HJS7r&Ys{D+{*Yn0anh7`-OB;` z(1i+8m`T*3V}~UEft+@UhA0M&IQ+yUyC8nXMH7v*Y9+6nH~yH>3wh(4?4K(SbPFJ0 z?wH^|wn}Wrj@meWy4S?XmtTHa`G?G-8XwxrLH^}j6m2xEU%P)Ui(p!u^Dh_y2)cmN%0El}I{KxFKibsIE+6i%K?&18LO)p;fsoZ7tfLsLT&}#4=pT`E zZEANHHTBPmG>bLne{)D2I? zRgB+L`+_7#jT*_~Bpii6lz$8fzWHXE2dWPYJ~k4;p1HUkVnH3v`+T0PgOpf;^mqn4 z#vVU`w5owA+?9`flIk~4`J-5E(9em_)K%%+=YgoMj8UOH@gI?Ykbe;@^GhlpQ^@=k zedU#*DxdR}7cgQOSA~ZC=HKQc;*PFby#@d%1J8{7*|;D-20ulT!c}Jf;`nDnM);Sz zO#KSLCipMTB+9_QzErd3%`tJ?*)K-Y2JKg0K>5F>)iv98Zdds%Ui`K5xtZu=uPDd| zqlPg0(FjG~+q^w#!%{x_?qzTfAff6jlfB0~lPOUYHaiQ{$>q+ek7#B&) zXE*2Pn)sjZD1uGGH+VoWAe2!uoBR(RImC&{iQM5ia)MvjMjX9wj=mXUA^htSNuYo1 z_=(2sj7z`=Zi#5yM{kULQ<>Lq%$juaNz4DG=?@ht5B(8+yA=KO^lJm(vgqe7F35>G zO~yBz3F;34AxVQpKULYF#Lb(vP&3C}z(%Wz(Pqt>nfn6z-}dI4-ELN}uQTV)i1h_Z z;C@RVd6FHB#%YFG>{s#m*ootAqb?!GFRnb6pMOWO%PfCqze)ZjN&cSyT9psyWhDCd zRQXR1?hT=9#|i#p+?Ua`Xyo7|M;q=oQ78*OR(A_A&UW~o) z!i#E0j=ti5^A^qZJpRPUKn4=DdAOWZU zMyagwP^rSAKN3jO?gHcY(%aXPZ*ne=pOhPs?FdAU|smfTC(fbuQRLt(<3yISxd3U9(&ADD&H+r(uDsPUKIBs z*H*1wg*Q_A%Ll0SOYx6;zTJbZC|V_YdCYa~*ts)ClqKnBkUm=LxDj~-`p#ET4)JL#$oQof$5zHum>#esq-qO}DkQ4QbWqC|}Mv%A0<}r&oNorp_jP-A=%;9R2=qJ@LUW7SeYhU@u|AP-cKu=s8 z3glUMYwRz;*^UAH3^r2WnjQbkSFY^RrHkVq2f8++>L(gIj(;3%FUQ32l86tTe2N!; z^3fky1lqqf9zPHeB=E~gAAn$@>!1q4D>ZBO=9_OGAt0FeFu1=47AWX?*PX_&FzB>F z1FVaSKswdFX3U&%-E~~e%zXegXkwo@ecH(xk!Drw z*U>kmQsNU8qY}rrrw<7fh<|tb6R(}b_!G^Uob`*K$Y~~Au&duUM~`+6YV+2uM!RBm z|6JS?jUd0|=u6Nwv|00J?k)rXCg@6upRugXHLY8_k_ZnbO`e3^rW_}jbqmF_foz>+ zR9j#0t|=}>io0uZYjG_Og(AhBmg4SCf#B|5+$rwvMM9Bc#oY;-KnOSe-TS|5-L-D= zEg#M~*?Z5N*?VT57nz!ghSY!ogHg3BqI_)9GZACv3qr&%mc32B3A971mqZ=SK-^~+ z9;Tel`NZJ$aJ;0ML_R)gUU~9DLMO$+Y&{NVRP|)WayYP8`Q>(npW?mKqs0K?6p4`g ztzz7~m$J-Pu2IOCt+1Y+*~DCFrjqnW{Eq2@7u8!GA(>W#YtXGua@OtGWI4~irIr#1 zYJ!KYd5(pZSZCPxO66)gQ;@)}#ypRP!x9Awr?2U;Q`<3{%`7}(pElH0lCG9+sWU&) zR-7vkSD^Nm&J{>lKB{nAs?}s%)y}u4!qRIEsbH2s=D(z=q>Sb!J_97D@2=B`B(;uj zMy2KwP&i)dG&T24sh(uMyi(zvDDo%yc^k@Vg$P61d+)G%3n4+>)3M|Z3F_fZlbF#4 z1hEt(7XfQXN|<}qZ|MdkMLr?ljpcPCKT9hjF=gHTR>*0!7xCK8Wk^ebpSL$u9GvMl z>DC(q;sa|r{^s|=^knPECCt=#+;c1>jbf$6eP6HqjJ;NhH0Lo*poh2E0ciKu+cc967Fe0^_Pg3OI1h-d48>MmvSqEI3Jx@E1;=rkDB8u3~y)#sX?l($J1eMKz&DOS%JH;7xu zw<#7=#m{ng{P!2fG2dBHAq03;ntcdicL-rVZsovi6e)yW7xH#(aUv;`4i$f>33Bzy zmRKiJVzw-%2up8>L@SeVqkR^KjNkFS3cs+cH?X&dC*|!5$p%x!xe|D^I_tT3>4iQ` zy-?TmwZdI$NQhH-3uhG7_av1uu=OAHR={Df35X`yfalY0RB(MU9~ z9(?u6n1Y;t+$#S`mat71g=_hY8%`Qm@!lVtXX7cCif7~~Cz+8ZHhPeHq{x+~r5!WU@ zPa_8(^h$3WxkkAx-|t~{NZ9D`rX8L>%$>AFLb>(7sANgjI8JNqFZCV_$7RRk?)t?j zWNlWvJo;-D(2Umy()n`-DM}fbJmxV6@?%}ee3l5J=Sd#von=UbcmIlbChb13S`o}v zorYAbTn+m)OTAJvz;aEtofvfetPwNfoIF;8VuIajIDMYqn}N$%C}|SJ3fO7oZmuMv zu@3}(<}#^OJRwQcqX0*UlX>(e#Qz!re;K!Oa+qVuBtZ=zZ3J-$R1^)+)W59Um8W0n?=FU3_wA?#K<#BCZNc0}s&ot7 z#FheC;-b?ODU=O`Sw$&MG?05sPbeMjg1bMdUJ$qI&R!*XIgQuA;!jgjC%R?$f!Nuj zkIx>QKdnu({P`MEItAjSG*u2vun|9JGjmw|%pPXzgdFp+3{Cob+Scl zwJ@TQVr99fjV$pMJW{GaH3^b2H|_deM(pnl5g*vLs4|_1&`+)Y z*f#?QxagdpR|f#!tLu7w*CVhcU=JY4#Icb;{VUT~uc&KL*OnZg#X0^~?mpP2_dfJ# zcK9sT&xerLY+g;!IH+>de8=xtE&q>Boqb5cu7)Q!_Eul$o!Fhi8p^7Idcs7Z;;53V zk38jg!%o_3nV4nvdsRErw!|NZr5ZX>sYUw`KU7o<<&V`Q|NupG?pYAUvz)+eVig2Qg}TE6NEEKGd%hW<5pjruWg>P z*p{@fa?6Kv2}*E4!P43M3!3!>221+41o7O$ePfAw4?vFC0(|&>xw3JOt0U1ATdjH_3$X&fR*9FnQ z*0rVGrU%osPG1b;4wpZ!2;#VT|9{9eX+{5=Ryb+bh)H z@(!8T|7rEK&%q=u0%q5xS`+*$f##B?sjVK)dxe9pEya2xenj#r4pYU1t$h7}Y!TWS z({S@zE>nL5wpCW*$)u7RYT>K|MSblA`N;ur{{#rdu=_p@Quz4agDb&itLQUt084$RImA>jAyX&8)+12)*WID3 zZ8v5}=6g8Vy=9H$qqYCjU~{W7!pjh#;Hcv6-0qTwEd;;SG`IuEEzCYny(#mL4g57x z2nTTPo}!j)IYGC45G>A6YbH-Sb(WQKWS5dTtjUw&A7}k0o7KENIkXg28lHBi+ zFgv5~0927;5>&H@JOyZ#-8Pc`AKG;c(LdUC7-o>WmSqBv&$oNwIp%***G4pwihFov z|M=$|DV6hJ1vuoosvZIAmo$3V#Ty751DXUilj$^{YsD*ODBqsjo&H{iPJ|U`mi=5+ zkc%$(yh<+Clw|`ndIe#aJin7vhgfd;!d-z6qXT|6YSJ_jgAOY{ibgO)cr2vQO-&0k zyUfzO(p{eiIozG|AL@GeGDb*=2?X~Cg-CGpzkrOH=^P`SL_2(#b^GikBd|7`^Ty+; zW$MNblkZK7Hkh`9z7zv>%57{c0DR43ca7ffk^b$n|Uc*_y0Ru!OG4p}k3I3trVCoP!I-kJn1HP|%CsK9b z>oku)oXmu|8N42;{FqtDg(YY9uIh7Mv`jYQgy;)h__wzhTK_~XzVQik;w@*8QMotF z9Xv$i(rih{L^vfMIj^(hZ^!)dfwD=zpa4ziVN17y-Y@v{FQH(5IAxwKkXY*<>c5$L z%AIjDFv-&;YOBxYFarH$x`Lwe102k4`uvLm0;UWu;Ot}UV0)Jp@Wf>Ogz`U#>%nLf zBl(0)JRv0|31v-9c?>2tx+2d^OR>n*r5Y6Ax2oAMkUh_TOTbzQ9Vzz zXyBAp_U!l=aPb;GEw5$$QAV!7iBvQ)95ltFuh*8#A}GZq3V-jJ%~N?ph8G#!uceVs zPu~L{!)xFK@i3eucs?70;j0Lzp)6^lrBUp;rvR;`rA<0XF#{E)isNk3T#D;P1XsQU z(^tH;NkHfJox*E{mZHqFm`cV002nMz5k`n5p=jENKqziWSs5MvqV1oa8vlBz)oJg% zTJax8Tz3>phsXGa(eGG;uSXr z6xZ}=!AF3mFU=nMl>h~mNS3niOQWelh|M^9ypm)gQA}vg*!vWXLI2J@X#SpGY084T zx3qhtlzm&I&CQ%{bPis*O~MxmZZ%w87yAf(%~eeX)~~o$NI1C*sx@!`wCwuTBNClZ zlPek*r`FZA%ah|8G@sw+RY>R|jdDfpTU*OFzu=VX$-ZhrCsUh!%i{3l{{INqOn8_r zFL4yEpsn&HbprG+e}MlNbNz*kl19?d)V~shBn50UMK<(*iut2ma;`Q1mfHXp06m5i z(O;;YJilCB9@VgEKJ`E!6E>jm=P$Wtj7)BqN%m_z%eR6sJ}HC=)TK`&ABx-|Y#Mc> zVq3XORLQ!K$;j!->bFoai3gxdmmKcP3VT1pud@27Apn*%;&hQU3^nmtf$Na~C9m&} zm-QRm7q4XMP1S-4E1{)8mEiZmz&g1zkZ`TPHplH}{7+#NK|kN-1(@!J51j-#yx!eS z(HPN%gVW(OZ151q0o;>E-G|p{43Mt1nbzbqoqu}=H`i*`Ra5fua8U^t^UNjn=)v6} zOxO^ne;_UJp6y-yKY;$(AtQPPaYZJhEv+=5PG|lyVbWe@mCStAWJ|oW6_;n8yi$DD zQD6A~h%2N7I7k|UTp@og=%wdD4;$P%1{LD=!!Y<+;AG_Lb(#;#qh zm}+Z0)W(q+R@CZclGPQ*QZ5@+lmLqzL_-1t5?9(=vg*PpbJVOWy_t5Tjea<>o<;Rd zF;Qwp!V(Q{VrWCXL-{1y1qX$;g#GHVa1c0#=J|0m=%#uTc7PiMDYmgb*xBRXA8Lhf zr%&kn(J+c+zL*|eU4ze_W0Vn2YN>^9VO~p)D-2U(EckZe^6>W&up+w|JoU*MWp^{i zAjk?zO)tOMyA@f8Kk#zZLL(dqY^zs0=|4o!!cPYzm|NPcNBGtoQW9887N zW0fF1y#Y_R124S?k~ojsG(eD*By5LQGGMPDH&M%XARxz3FOf;#Bxq&RcVzzI`b`f{ z^!^>7bx<9&tlI|*K&$ifF!Nctr@4II2D}I+ULys<>kTghm+yCbNPoX~UZ3qn3a04| zjHwT7nd@&G3(_(B`~ymo<^57I7&$pSITkLqK==SyB;%%G!H1Kusa=4Xw8>$T-LTQ3?hObp!?XK{dsQMFI@)J-Gv}}k z9wh`zguz=8IQ!mxLm&ok(2EW3`zzylGB~*KAO88bzI|D zIADO=xq>jzzLXl8z|P7g|^j2GM{ zFBY1DH0?r!m)D*?gtUGc{hG(kk=)WkrJh*#ORPz{IHT{Fu78zYW&cC}w;bf$WHD+j z-Vk-Elxh`MC4=^36cHuVj6bC9>(?@2oW0FLZ+%33jjEEpd9(TNt|o{&$-$1LAt(=s zkydVgt|v5oFWBh4?S9&YQX$k4+>zH&@rXJt>;uG~OS|wBdJuuPwm~RiCQk|f-pt8a zz{@YmsyaYRKxNg&&ZHj(VK%Zd+9Rggb$-EMQgFiQb$tx2g?6RfC6?cRx?7|esTtc_ zx|?X%e(!o%`hviB4}Amp{@iEOS&{r8GCBzHsDC ztPU)frP_&ET~hxOdXk3UJ&RF8>(C3LYNHl4H{aoke--S!Z*^H<#EO44odva{7Yf9+ z5$Eb*p*c&*lzd}4r_!%dn9B6?=4B0VyWTv1gMYtdR;T{*!gF^^S<|OW_+)p6vyO_q zL6_d>z}(|EyUSvXxl+(8NZ5$ExP$>8*DB_M!WqV_s(fy$+3G4Qe+YeYu6$j9k zQ>p*G^)-n-530N`uAklbRZqd)@e+3seQya|n@oyLW$WqXF>vq4L}p0W`IukQ&b+k$ z!4u$RL@D-y!si=iG*NHrVB4z@ugLIvkBqpXxlgElM}NL(RZT()|An*1kOP0_3GKUX zKxmcnR0g*c1~~jP=1)yAl?;8vQUU~R)1L#-4dC=&qjkxpgw5(+cX1T%5Y421b=W}y z+WFpF|9N%bb6+3ycYWWBU?A+0J5b>K)@UW5_>3j!X-tkThL({SWk@*dc2~+Zy22eZ zbp~oggBGD#4fj%6Rh90Vp#O$Dpscx!@%Y$C8pB(#H+1kJfeQ~K^&^5tKnPk+pr<2O z(9_*R6}O@KfJ$KrV=&<+d)J0cG_IBlL~G`|^nQJum{6%+vR_60RVhlhEC(C^6s)l{ zMSwL=_3J%3?#kl7=m8TG^)Txf_y(fbufj*e2H`{D3Yi0~qnNzO?_p;RnZrP+;@&IV zwKTabhXP*tOZ4dmtoUNWEtNUse1FXgYPA_=$#1gCe^M%5%tBQVUJB`bsox|{q8udo z0D+pksWf$HG7!LSd$T7Zh zLV@Uho&_CWkaxmNHhTlES$0%>|Faq?M7nY6Fm8$is-iYEmXQDEEWP@chbru!8diKk ze1;OAj<~6ah?dR-_!@qx`cXM;{rp9PWGNnN9hC%h>=m8L9 z;*ZAOAG!1qP2#xq-C?7%iv1632c~HQTrw+?59NVS6WH7hQx9C~FBBjB)qR8+y2Vd< zXG&y9i3$v;nId&uqR_nx&}{o}swaTJ>3?hdK|@0)3UZACA948Lv-$%yLlpZBrC~&G zQi%W;=Epq+ZZCh~tMwDljS>I3 zLBSm&p%kks-wnV1|FeeAR$HnOI<7fTW7EtEtJm45vPi13aQJEbi7y4_Z&&f|_Aq+>pU=a$IqtUk=YAk_6BtXW!(w@e zsljMrh&6=3xi9I#PBVMlSA{k0UR++Y`!6bbL6@emeN#qJ@J-*#Qy;J(WRL@b`*MZr zP2vwb1Hw2&0WWu^FX0xF86`(S(6OLz+d+@zL4y;fu~JZ7A@0vJa~A7t!O_OjMsiFh2T@67xOm zA?QUnHPp1?S#{(Vx(PeqEFu-ytABZ{Z_22ttX{+@3IuNhvMq{HkN33LUSO9mb+o8b zleb4fPi;Z-(N9Z3&r7Ob`0~&aLt${zQ9-2?cD`=jtB6A-g8hf{wYG1+i*O~O&J)Q@ zXgHMMoIXg7*d=GD1;nbS@U_8j2rE)Ey%PG*(9Nfw%{4gH`fP)1{}$f7<%aEWYorY+|(s zX^qd3PCu*Ya8YEf7w1n1H1=Zh!IDd86hzarU=E zOS$n|ven6AjLN83n9}aZ1 z`&}egZ_-nyR*>Erp6|;&b9Em@;CFlUyGFk$ozqa_c2*XCm6yXH*kN<{ca|F;xL`wk zrA|gh2HGVyT-4HAgVXon;w?8c@VtfRWc={v5Df#izWGd*orPz1Wp$STZ`X~p76)&A z7gnOP5rbFi!#S^8e!`RqAIJr5#lHL^y#2!XNs1Y-;Ge}Pi4+_bD28v}o4!0Q`J~s! zSwQw4w8?1k&AgeZD_+w#Fn(F?^13wkT9@-#P59N~_i#a*6Gc9=5rT|4yyub&$B=3OHAY*4Lqo#u#9@{SO2g=;XKFk^eG?I$Jb9iQ;)g0 z*(kz*u%&uaZhS|>dPn25tArrvt{Iv53{61`V_`cSwJ+r=gq;ibZDve)p6N#p!9n}bAJtxy9Hs3&x z6eKmF(39%=zvqj>v)&Yi+EnzAO}~RFvcdv_V)00NRhg2cJtaX!bWF^NBK8a3o1m3d zt}OLza^5sdpXOtc+eq<@U}9Ksk){^G0PyT68b&BaL_ZZV=*Z_eJ3-cIqKEM>p5Gk_DM(0T9< zBf+dQF9kg}2v;?%*DroKH~5|;j29fACVmFH4x;j5Dhh;hC=IfC(?;SGc_~GA7Lsa6 zlPug!5iu*94AoA~>D)N{{G`%W%S;Ge3K zlR(p_)umhw0$xz}p*XN(=kc`uaxNTBe~z&UHVs9a((n$_gHEP|5Tf_ zXoF7>j>z`z4j6dPZyCbl0LR(Pf9bo7F@;(LH%i8kaFSEd57ReT$B_DhPbrlq)c>IP zKGb>juye&Lrsmhj`z7Uhu3`YJU$4AV12L(jdp{HEinEPqp_aNI@7e1$%LS`K9=^5h z%pD`s9IANygU*ZJL`HEQ^wMx2t+Bn*$Op zp+3WJ6oz{ht_T+aaXcSUZG}L?1YHd8s+_d`GBEL5iD$hs=y~Y5^a$GwyzG(h>Caws zY{I?`t7@_aeulH|U-noekNaIL1a1MtQBc@JU!S(I@&XbJ2?;4JvW%qnDx3-Vr8Pgp zG{EC8$(&S#2%;)`nz0}$K5!W{MpGY68I62u=>?zw;Wk-M7twMU*kl*%*q*HTp4Oha z@Nox%XsYD$)GE}ce8clx5hblHr+`sIZ*zZKVX)*D!Xo-YrlciwS#!Axuw5tcY3gP0 ztXF14FQF*~P{uN%`|zgpp_GcI&qlxI#rNOsXd4f0o|dM9X8{s>J%K|M8yY^7je<-y z{cz)dS6}iS8%R$r&TBH@qZP<}{rWdm_|-3064MISB1Su8>2E_)NQ>d*7UAhpNE9Wi zlwLVCaOXm*wiNS^H0{h$yJQ+?kCTixk5Pty_s!+FU-JV&SISJ5ebGqVAHkp$9v}Q4 zJHC&C>sqw4E`NW#>(u}J~jYReu)N;^y`Z(zByx{EUErnOK#g&_ZlYt zt~K<#AhgsX^~ZH4U&BND`c&ijj2_kM?S`OWEH(31;C@U|zrcJ4v~yYhsM229rGqTY2tvQi6Y&Wj^xd zbeHclbNZ8i~-J*txvyzP$nD33ExeBWqJU(B0V=>U$GeyK*!E0$$Kq=}XHl%sv zmGo>=Td*GQ?zia3*7YtWqJF}}!>Fvn!)yaZGbzJ@bW`6=65s4bJN?ikl2nilQp_69 z9i;sk4Vg5h9|fh%a$C3@qu^pZB!tijUrB~|KKyk9%HoQLty#rzw(+!cJl&Q{p67LP zOC>8gr_%m=_c?X!r)Qh;?v)0C0m)7R!|gxwUg0zb(UJV%HnA3e(+Yg;(Dx+6Gwjr^ zhTZF7+U&jN5u2hek+t7GDYcYypKF;QiUX}2a2usf;;V@tEzK|?N9805Z(#p%1%=#@ zQQZ=hJ9qk{UQb9TYauq_lt3zT#d+7>lS0x>~ z`u0xgHB6pEDzCrWYKp{klHx3QZ&|=AZp?1<;c>s=`Q}YAnE0PDuK1(S2l1V*tf= z9wNLYNJb)x05mS`_Ur-`k1b*ZkrH20vyYMjF5C+2V#I6>X|qym(n+d0ot4X=en>eC zfx!E_!Fej++|5c3UnpL{g@Gyf;UsP8F0R&YE$>cKZ3bK-rF`ZtRA6|8`?8g9yGDYH zZZUjFGT`JeATP#G9JS6q7MereS`IoMN%V#+h}Zb-_dUU$(r*5R6*v<`yRKy^VQkSP z3hQoMk=2AG0TK_^=P0ScT1FzIRmm^LP`~KSVup)37psV*M00c)gCi;P=%qv7`u#16 z7oZ-tfrZ#cXg?87ln)taNce^a__va&Cdm!oxAjEvDwa^{@W15yxZcq5B7M#|8v4E9 ztI+PFWU2R2dl#iFz1?%~H69--u*2AT$x(3td+k;)WBzjB2Ex{rvWLOPf zCOu!_R}(|F#P?(OV#z#T|D|(*?c#*L=+;Z{NnkitLlmiT!7Vk`Fr`G#uQFN`+1 z?2dvtQ}P-Y%+jn@9KI*qxiHX}EABP%zR4grAwQ*ns*Aa()?T_prk?5Mk>13MU5|sA zl~|c~wlcKF=J%U6MKs@xaJ)(`;F=gQm_2MNc&75~_t!=5*u|9Tjj=TuZgnG0{dB`_a2ccOW(2?d%9FX4 zQzsR!X{Wo*+U~aV z2luu9Z*Jasx;eQGKcs$fY|W(f$C9-rEi~+KNu-46Z^&iZA<=K7Rxa_w+;+l&==h9C zqT{lUffosZw+wFxssdp*1-hLodN_2?Mvc*-zlIiBhi`_%WNfyPkw;T6g5>Yy9u6X^ zNh4yyc?no&sQA#+^?V3O)x5F&>k!jvKj#_}OAFSOYZ-Vxc&<5&8B=o9S?76troz{8 zFf$9Dq4rq#bi%izVs@tU+t-jEuO4Oad`8q1=sP{ZEP}s8`ShSM@`?F3=8@KQMR>=zKNb(}WHXL$f-%%Y2EC|LzTc#ur<(HTNMN!8=2Eia(5&U6S{7Rg%%cH;WP+u?y6}8++c(hG!O0Pyr6tEYIFao*~yN={^PD?pn-*0jr0*x14WiNH3PRQ4@t60YdmAgly zNeKB3G(VU-1aBCcjDB-mlqzW51PpSb^5C`&={QqV!8F)5j;*6PcHX@^pb4$ejPm28 z<*TP0f=lI;Ay&$ET}3(CK|u*YHIA)-skma~sA8SOschxEMq6PajfsSyof1vZnj?if zZ$|E#P?G!g!%;DsPoUXk{~ad_YD&zEt%YXa*XCyQuL8AyUB=Emu#wkC!H`+mf$giI z1lnn>ZRm~*|yvtoH=m;rzWV0^<8HJ=b<>-EiD8T6ArW=*;lBV;+69V)Xb>>`+)n)YEYcq2xS!mWM#B zgiIe3hzzuA^RiHskwTMzU8 z?nj>MlO1K!vZnJ9{YGvdWei+oqvAcG)e?^&xf~#cpVy2C6$s!5n+MG2Y#==i-&x;N&SneRmDyT;`}u&B{lmQ?@>C-cV}nvT{A6s% zZPlh6t1fuP?dN%;d5JQIGAHork`9AS$ok^%V{(Wpy2k->LA5J#Of-pW4YPT>fj-4p zyrdWTF8$5j^A}Hv_cWxWTi*#OiFBW<{M**O64osQ!pycUtoUr4B;V}hq8oLR=vU_@N|<=G}8!mWO) zQ6hM66w!Ad_~vg(#ict>SAp6mmGDx|lBh4E(I4Hgj6XJVsV-D3-)Dkmvl0I6h1?Ff zXO|sg`BR%ixIw<9$>2l2Zus`H6--SCb9)AgCb zLTByx&P)*%EqsWa09kl=XoNrSf##n`1Xeh8)$_Scx>@tjPH128be%QYAq+IOlEY6g zTql?^ep1OkPiD{<{g8zc_(*)IGRAH`c0wBSNYIX{E9NN)n52LGuf&f&WB^=fO z7d}I#ro-WZkPmrezFKAAau3dSR$xHOA`U}Q1R2##19`Op;F{930{ATesoI+eww-Xp z50*l!bK%-RezpQ_-T6*;*m?Us9$Rmz{Pimc5D3!BC1o3W8;Xp1Xy4NO<7!2tov9NI z6;-ONHn?`&I)I~)ld<5nnSTN7mY%Z5sR+5^6Nj^u^CF?sPOXl-i+?6Q z8#=|!ZsCl2``e%xE`D@Ys8gJHzx0fMXFW2ZcbWv7K>N_mARW8*=^F_5MSIx0=48`( zH*Rj_>kNl>K)v-m0b6SKV^y{N##jALux%Fq=ej#>0cUNJw|@xdMZTSfwcf(xC3tfG z7OtyiyWY70@;mAoS-GhQl!?days|9~aT8j1Q#31Z>`1e*V4XTMcx1m%J^<#>ByfY5 zNGt%lh)Zo;hsV7mqaSD!BhX%=Fh`YT5_vY_ECK);>VB){d-R4|bIM)J(L=j9Lzw*^ zUa}fL8Ri0~t6@EBm+i&c)R7P1oM~Q_hIQi+MuS8}dDzl{o z_y3UWbb&3Xgr&M7*c7mZNld^+8gV@ZWKchE=&w6omIm8>Wrt(~Oa1%RrQVOz=9hX| z9BVe#cJWM?HtGQ^OLxh6^fk~a80Lbjhe*2IsMa!sXPYvQC;B9@)zc&>jT!TUVI z6J>U#pOk{zJIR&1#Uti(zhUPztR3}n)Q0w4TCoeYKa&l;jsZuKGF&0?tgW*QlXqoP zHvvq^GCX`L7RI^;oU zbyTEiD9Xb_kq*1-ypvt@!;h7-x&in`_hEKbP_t!KjsfM(L)>h|Uv%veB?7LxZNsk| zI$OXu2njz0TQRIKb&J@tZoW+Ul4R%pE|%g@7ik$J?%NwO+`LYY;qJ{eH|}(=PD+`wp308anKzz7vtbnG9?v3^<~91aRbI#yy*FI<;Qmn zaC{_DD|g_kP4}t`fJ%gjMRLD*)bqu}TNCQXI%j(k%|2}$oZ<;XY}&<(P*wk0I_gzl zE;a&KoSM=cZ#w;j&(GrTN!Oe;og?}XMv(tQgbC@#23(Gy0$RAKJrXFX|t_@UXajemGe@{9iX)M%N$D|4+}jE2}g*>C?aJ#Q)0dRXNgEs zG^-80;9W^Y`|)+wxiRaR@eNnXGW@vg+il@KTGGc1V5CK!NcS0&!(c5)XD*z|OF#*y zL~oK4-HGZCV(gz4P0&_zn49Z$=bj=`@u4JI9-j}yi+}wAI zAD&lAcEn0{>_L)wp-e_^)5Xk0C^BeJ^QMQrb*ve%bY4QS&S(;68h>A1ii4#t9me$h zjc=~)W~Fj190BYC;r1jk6d|IqlB;Q4hT=N!CkW!TSVM zx$st#Wd$h^d! zHVFB1qz%X~#ITd6$~&RKPbhk`>!>J3M%e8;ZF-9JmCjV)v3Jarbt3GP7YFyDkQy!a&?*~(6i&KYEgpP-#pkYzR=d)^ z;cQHYVY7Xm8#isX#GQTlOgndt4q+wG%{Be)$H*xDU8lw^#viC`xc1|y?}kQhSCz2= z)UN3DSKMrp+0sIW`Q49-)3ih3aFxP(0!mu$VkF5qa^@^IUe6k!^ef#p(iV#tCDn&go-EMV(;O|#qESFe4apMn_4t?VF?lUNo zhOZ+q2^r<%CDe-rKE%LXYOG->#~po5&Iw*sSK=NK#*`-fH8Ui$wI>`pE@*C#=~#{y zOKucy(g%x6N8-Kg0xC&|i=MS3K|nA*EOFs+S$n?E`emn1@Hn4Pkyj})7PC8}fv>T)?Di1N)Fmoj zK_WKH#P_1Zj#TTw8~8^7nRY!eHs?FWF%HF%>Q(>NR1F1kKUWFJDxH^MhhCY$X;gG! z>5+XO@6|_rGZDhRRIm2@e}43f24SCqEC#IS^LY9Mdya!Ach)4k%=dQIoGS0VK}5jg zk0-M%O@W6(+J1qRN>D8S#{?Ep3W8vZh;NO>UR2&&AqxpsvSR$}QWoXk$1{*eGRZSZ@^J5+Fj|Dyd{2;hQYPbQKgHDbtGw|(2J0Yaz zbAO7ITHAu6nVJ^e2WJCe#5{bqGlwa>$hmMbQb&*3XFm?v$ZwOcZx2o7&!IQmW(BE& zJp>ZRkFw?DBKu>VYAl(p5O3e1KizUo-&8$JS8i?QPp^!AbHF;zTi3iNQF7cV3EDYJ z-T*{Fj%}I!A8|#=<)LC-(CbOj0anvD!P-X@l}`S}HYlQLXnq(?<@A(lp$d2?e!^o< zCxT7tYIeOjU*!Y5BPHUjZ<}oSv&rLm(HP$TDSUb;V*6`QkI{mC>Jc%fZWtZCsbzSk zJ!fau30|gx3wL>LwMIR~oT_4BmQPv}jF|rvjoeW=`Y4_&I{L$m6N@2>EGC9@be=8Z z_0u4hy%Ur5NhNLLpg@I~GoP@9k@>_1QAoBlR_n9}9 zuV4BpS%vHF;B&;K$v|gV+0fOV<%EH@f5lFsEY6z}7a^v}$TvciS+A$wt=SW}c{hCg zBAmhB{;0j2CQK=z%ZJ(4aWbauqN@0_Y7SGdiFFvF=G)AMS0H@8@VPRE&wW4w17=(I z_n2{N|G5JEKxztkSgu{OQ4l2#Nv3HVXOw}>hpy2|X92UMD`rF8t+6V+2`l1DKG6Xa zQw!SfQr){5XiddAXAYmpe`kE?Tw);j&J-Ij#OQ~-@co38LOHw1eor_P-<1qIl_m}S zLsR_CPj?ZXu7+R!8#novS<1_Q3^T)GX@xmng<4g5*eNC^+nix(+g3n1p8eL6UV0yT z;Oa&GDw(}yW0>fzVz!O}$D8aAvN3|G%FY{zLnhYUG}00x=c#O3mCzj(u7h%@U-Kx0 zJn-?mpN5){bQql|4o>lhabRAibRaokNiwlq)Y|i}3rl-OW4JcQ(z9|4?4|=4z}4LE zOnVq`8Dv`Md(lv7HHVkQ`vt7DUnO08^@qKg5-)Z&u1)mSZWuFy-&u!(90cILs=9<4 zoq!nT`qqbC&BC5F5ua+|`m*P|*6c2|{A>iA?{TjmPiOc3^^{OP$%T9h&xb*w{t9Nz z^aK&aGC&6I>x9%BKjABcBWwl66O?H>yo;gwKFxTd@=^cUj04Kdoo@S6b>~b%1%>D! z^(2lk$~P})U}nBQHbMao2W*$qTPP>yX+zHtz23WPqJVr+=wAIMy}+Q)yVtXr_kk1;RvTD>}=>51qo7C zAUpLQ=Ihbm<-^_8L*U|OS$oTA=`yw$^Isd(YsxNSgpb~V_|lqy_m>(+bX129=!)-P zHn?Q0nvytY{ka@cO2Kqda|?n2u&Vri84S+DIum?RWvtv?;-84e0rdXYS_PQr)-E3k z{H3Y)wI~CYk8;MU1QH>^)4o3}o zOgyGlV4KkglA~~HDEf}A6!fl=w0(BkttyT5vZU!1^{M?2_qG70F}LNY<*8#$j2$c> z+zqGiuwRv{0mRneiAr?QgpmvZ=k_*Dx`WrZG_2EP8^o|4)}s1Mq3=|?X}-4vRnZd0 zgGIsadA|a#-%_X34Q*!7!SObwP6W9%L(*ngRYHX{$L3 zac0>*;h*T>;K`&`ZvtC1?h9{*M+vDIQv%<}?2bHfG?)(|iTi~GslVQZ^>DS84>EA~ zg6XR~bPfHqc-zLUvZ5VaNJ|i~kVa*Te%#GBj=R55oAX1F<1nku5Lp*;n<&l@XX&?n z-cDiaNYjR~uFbMz9>IxO#EfPkL)IZ9{f+mO8=iS{=PSvd?BA3^;T=O(%bdV3aQ@Nsw=dc>Pk6@v4Wr@fw<=)~8B8It8vj3yLZ&uK zNU`XFJKpcd#j4@m7N*a(5jjWgzSu4^HyuITO-~QwAJke>o;+2SJ#Z}f_}eZO61C1` zzLGhLztV0;F(2Vm4tMC2524v&H-$vUUlW1+^bZWHs}jjo5B640e<6H|j1sU@m~ycB zw$jf>#8?qraK;D5DZYlpBm>#0wY>s~MNHC#rPjil$!89)iGSI*?58hil&XRoQ4ucO zid`2+rHxt1fW>!SwdD~)03GT~iXl%HDwaCb;FcElvdXrj{ma1(XpmKOp%v8KU8%lBmuq(UMH_q8eqw3eUqK zUi#`9z5B>+6_ektq5$%v)yU9oL~PG66lCq}Uq`ocWlath3v{YgyZ<@A`sbCV>OI~; zoJURLotAb*p-KkVJ}0|Otbc|8i&Doj87D}o)bcGlK1Hf`!3d|mf}V#f6UQm}N!a_4 z^&f_aQVbG11`mLeN$b-FRhOb9p>Uj; z7*@B;j(O(fY|4vJSKRAc-8}r7YZv`#RT0$jidhs3_& zyq03E6yJl#L{S#eeav82cJFLf=FE4im9ekPIQvu&7PQpk#N~MPazEZ$_1?#e3iLHk zSKX!J4*BTV>TVa}y?Pe`k6w_!`^v|kn#s-;{5D3CGX(jKBDtk__umaYO0+OY(nk@t z3{zNm()MPeM{<8mt@g5@c$a?#!o+{8Gewr34-7ou7cyYu)5zvWSXz?EtEoqJ6-9I@ za?iQ#&BL(r7U7ib)%uQ#;~Og&?}%Ytq{d46-WJPcwo`Q4qN2fe@uXcbH$B&!OPlx? zX_-T3FNU5eFI!~7Z&W5Ay6(O28P6N@lnEC$6K6yw&E@5thrwd?)`665&y4Pr^9eT8 zmHg7TeDA-~y#dUUgZiHKPd@O=V@q8HExU2Rwn!fe>P#!Co#&@123*oI|8eHo{>aQ{e8n+h4#NjfnFcJ#6NU& zApR73E{;^i31rjR)E5^TC=jU*+Qy@`2rV*-W2yn2kMG)jKIXP>4PvqJxgBtPJ`bk9t8KfiRhdhFe>HvgWy!ImaxIqbLg)3NIz!$Jf{1SaR< zK+d@I2zU463XKM3h==!o&K%c+p@ms5bfzjaxf3RdqK7N=gnzXjLKFio7EVDM6Ih5b zK@}3+2l#=F(`5a@5L6XpE0)NS8dfo{ySl;Fy{ilk%8Nr4tyro$>6U;7BdGoBQ(x)^sfOw2ubP>Y7oeIreHUK^5Sq<0q>PE?COT7R%f| z8Cl>o3B9$`ZhK64)Q1{Oo^7p{hV(Ek_2CSHdL`VX6_?)O9QKB4|G72}y}b};@ico~ zj)EQQOF6H$?D#^e^mM~8EX0r$^IwKVBM?F>rWDmA;DrJ$wJ`i$RI)bnNLfknM)06e z8oLd{D867kgIaoReip&Kb}H(I%1?IHEV1ac;5r~l1L5z8zW!WjZA@1Q!vYUN0$D3` zMPRx__hedLm*1KaSp6??L-Y?&KC`yGNb7qtM2&;}R^qhohTT

!a#aJh1;D7X4mxPjq9l>Z+o7`qwK|V#b(7sY$Cav@K46CtE~Y7SA0%KoOMSl zc;U{jf`muQW9JQ>jv4TmR5l4`1m38_lUt`Bh;sbGn}4Kos`Pz3X$pW^806eV3%A=b zYmrM)Z2KguC|OM*!uhTElur=ND*EN{b}uY_=`fjg2DcHVLl5pdM_+S5UL50pu)I^x zYwy?Ej0Ff@NP7Bz>24NgW(Q1Fey92J`%NqSa`jJcg#9ucFR>WqjhrQ4t!@2e-EoNG zourf4+d5`_zIACR17$zy2*q6>*ScUdN#}LOIrCS$Dk8fLaF@qS`;g0bLGy7i{Ih~V z!^$`N0RjZIHq>6{{zF@DseK4w|4;^jghwWs2JqWo?_3n3t2Tj>jenIEJxioL(+mOM zPOCHg;c6FKz<(oV&g;H8>{ZvG4itH4sO~7Vpi3WsW$K+>Z|p0K&o?YEhRQ$O3+BmE zVxb)YvR(tNUJ2(u6Rqu6Z&LYXX6a8MfZD~@{r8KoUxpK{s1xp+2z~ABTkJdfi#@A< z+K$RX?zmzR#GNwBHCHa5@wlgDwXYniDlKkZI8zjTcIpTj}G5Z&l%Rk@`x+QCc-cRV~RCI+HWubaa7Pq13II^+0OmVd4djYgyQxlb2y_N zu8o?H1DYT8)W5^1st9>|1aFi-@3z~j?BPJGrOe}P=Yh}cNq#6e{JRb=iZI7z280&B z3pwnX@LtR|Ti|OY@sL(}0`$px%up}`(oegnw5S2~i>E3$P;3=1@4OjSsCXWA!K z&>Ky?*ltPwnq;ifQKGNDy>F6<$|NCV;-*|=>-NMM;vX+eYO6e#v`#}|KebFJi>dAV zwY!E!I5E?kQ28y2I91PqGbAb9C7ycD{1=hZ63>iPJL4Hk$*305qTpmzo{|Lrj|9En z$xaExVt6g4b5r#3lIb0#ED}|~Rq@qHX4Y-##*ke4U8=7GcFb2>FjJzVF7nE&)mKl4 zuLnm~;GUf6UxK^+3b2kq5sz||Y<;(EcKkG2wn_LER)4%)-w8`u{AMouAnbqAwz_n} z8%-=e_~hs$BwEoZiasW@Jb8r1m{h6dGyb??afzkE^AnC=Q)%%kfPI$K5=5i_`9*}N zV^w*b>4uy-4D&SfL6A*Q&G1jtyOFKb&10OvBXJ5b7+*7N1^WFiAPc4rWFbmKt0_Q5 zPXVe4$r4$E_%a5AfnPYz-HnnsltuE5)L$7zAAdw>O+9m`eOh-4wmOAW6nGx->E^^E zABBVuMwJ>u6Ox8+ajFcA42rhcEfO_jmdNQHSul8JU|L{utssOqL* zEGfj9ZZ&;LZ)b@oN3N}MOJ(4I!80hwM)!n`AG1WDo4xt0tg=Hj>&haVapA{ z1D!AP$jlk8OSQw1r2qUt3n;o>uZL{HDLEp;z(?P8ko0)^AkZhFrXKCZQ|!y*{ex4) zYv`Hsp$NG3JZuxr$?{A2xwQMo#M0yq&*#BC-Z$xz!iKb+-V9t?W;W1nbF!BYE`Qq_ z);x*N{yadG_Pvq0VgEu%y1b(CjXNZ-NWxhmomZfT0>!!kd@ z1$%GM^jBS=`(_ZOsvsk)dOXUqWfyaJL^APMZF%GJGDAV!&uN2fp<@5JeD9(BThHGd zvBcWp1FerMffF14@sIcDTj@(lC^Iu1<-#`%irhX?^=d$#_w}Nn!ig9oEgm8MVuD4f zYfO0!|=N2EubsIrJ@WickNbrn_&$pcCg59;_ z+#_Yb|3KzXAh^C>&byHKjXNZZbp2*5@_&LuxJ;#pqFA7Lo6e|;xE07ZW_Ui-2qDRF z!&#^R`V$CBMkhG0r9+3bX-G|qNQfwJ9mi!L#U$Xe2>TzlY~A7?z^mhpj=JJGSM5K1 zOZW8;Bg4(douAp#^urQ}nV`&n{)5{TNg2%3^jdLH!BPmn+@_j0rnj168#l0YmPL*O z1u$?2|8^#s$_HeP)v8lYD#d;(&3e5tjid^wc;Iv3q(&Fx>RG=UcWnz`^&0doLBQ%v zir&3<M1J97 z7?v__rU2fHLVlCzo*t@Gd8G;FTf5?NZx@T{cs75Ms&z-DLi&U?Zg9Z`jJod^RHi?V zZ|&!xXx85)FVb_qH0`{7kUma zf|rd%uMNUJn+PaN^g1>|3r>k<+$lJ_c<}?4^7```PQS6`k|uPZxKOC%+5e9D?OB5j z-AMH*+5B-t@xq7Rfu*!pdVoNd+3qHWSvLfd?Jh-h9hj68t|&i2MZ}ZWrtm9DaDK5^ zZWzi4<9W>uSPK(EzJhy**iPwk%jcf6NiGBq+x-lx#IH}1LRVPgaUBZK>WK^jZbdoC zvt4blMiYl8`XK~jPfrI}XkZmBN7T$qw=`smI=8a6+N%I^i%w1yBwz3rE_qf>p>$bf z|Dw~ZvvQ}k@@RSe^em8llFGL4tL94Kwc1jsl!yakGQz)D-tPh%D2oZC=(LHyg`Oc7L@_$LPSf5VF@Imy=WYZ72@I(M2;2mc`q`ovvk{tnAdO z=we)bqUh-Snu3eA=M+(iIVD+e?Hgh9&EJfJ(C*c)&bc9zoFp8^Y5Q3_CAB-k}2>$N!vCle^i2BAnE|Q!{eV@tujp zkzxgdubV#plTX6GmK znzY0gKQFolfpm%0r`@1hXnKp%ce78M>j7U;xDSXwO;rq2Woris-V86iWX`K4eZDa~c9=%8Dg=8=*&z7w<5ZGG2bMMwzv zf5ECS1a;}E({g6x*lZySM*AyvnKSG;l=X|9g|%~zd!tBcIl-S=m8p-Bhgx4Tk2bEG zLo>Q?%5Br#^VBdVLzZvYitK=TEXp67dSp&Yentf8!4Z*)Wm8Ouhp3N3*118o%3dS= z-hAo4KOasv(MFn2%9Yg~A9;CjO?giq0hKr!u1GeH(Kx-~-gr2}wQx20K=x;5owk^M zwu$D6vhs$8cJn%NhAlYR`58#-pTPZ%wnxX&mz=2|^PpHFAiDWC#C;10MK_!j6?mC@ z`WmIyZRa>R$du$I_~R~JK_=hoH$3>`VzipQ2m#SEwV9qbBK_JGpQR6-dRt&-f7hra z^qiR~qtE9;Dr6Zfls7FjutD&S!=ci%KBW^8k()?dmCvNg7K)L+(*uNto7~cN??%bF z-dk$W3_mYF#k-=m4})WpfvNNQM5}6ATT?h4-4|Si56N~>!gB_jx{|NVKAy<_;6<&~Ab5cdzj7$~Dq&!E}h?`BY&(eOeO@{i|OEq3vuE8udX!F*n+^^C1amzz1jn`e$tSG{3*_{?DL`+UQ4 z<7z-sB*j8=Imsc4HO)z83VK60HRo5(T)3K}t6%6Rv5aXf<(>AesSr1k*t3whEu07V zr5n0;H8iI`6Q6(Hi5Qk>s5Hv@>@}5pq)x$wEHfK$R&y3*`2NBvz$R%hb_J>2gKGooS76NP}h|5*e8E>C<+y^q=oM zsRX<%YB4o)&VZX47|?f_ANEo2%4lBmiv|)TR3qol0K;6K({RBw5`U z*P%SQUYIRuEn3R~tU8ZjiUrkY5>cW&hoJt<^L*~RR`)z;%P#S4W_M7rx<0nvE|IdQ z_~3Tdwf80AMPb#%R~+Fh=1b@0t?k1~hjhM`b=`|6gFBpvU}c=r){<$adJY_Vq?`%P zLKcFADm;e`t{`fY&kP-Ew-b^EL5Dt~o_$8+F90lC@bW)+1*2YsY*JV8GOrK})x znZw&Qqo8kzEx=&;z$12#(LLuu#QjS2H|{*voC)+mS5#KNiEnvgvBY zJDx(Zn=Sd0qK#P!Cd_yO)NZSE;omd0x!8ak)rzEaFM_T;Kga%avzM-+=sjMjY!+7p zhMM|Hb8*c<`i(zsxX!)>Sl}$obc5khM@;+p zCApzD7)KYPW5>ADkE@HFriJA_rcU{__CXN~>N@t5R|eg5H+X20*UenI17?Sxkg2HXPVo#hig`=Xt~sX5(vx9@Wqlzvb&InMb^nePOeCWX zocF~#uQ{bp4((DK7c4j72n5Q5hoA_XCo=cp6HF*{Eja5WmdcZILa8!eNdjy1sS)K|EfR?Go2oy$d|VZI)M~*h_0*~R z_Ro3U`>vRH^3asjv$m1)<=Aym(XkuRou(;v6m`s)>^6ec5TB837e$=GzdfWxp!esu z0uJ5>K{<&tF_U;T`-^@j@czvqbAn{>fhe9vKU2RMZTi-vC$N7zu+2jBI_TF4LgN|2 z9hS(^KF=#cqN5qzEyR<%bGU_Bvh^OJoaGO2aC&it+F-qSKTD>2y?&Z2twfH0a;L!8 zIrcnRS2EM;n~n|EQ+jAjxP5|Ij+6&YY(C>XqVoH1n~^ayUOb3pGj6ZUhhD?~$RF94 z&0QpOcYDdhDGbzH!e&sPK1BD$@oP9#3_v;V;qEBJ=m%hg#dF8c#aDMgnTQ z_*~Dwn)uHyxXF-VLQS@;gntQX(<|)Fi*{(v<@>jNUsuCxzH-DYqSeT~I}&4s;ju}F zPFnO2|E{*_PW+MGU(LThC^(c?)46FlX~8?-$hA7pV6_wyE>#^pbm%}F zHm#iJLt3zXuo$SHeGZQ1U)f`uDyKt6S)WYr)B|^%C;8FU(sWf+ zRYNautUf_{U6dDvybd`Qx)LqLcF2?`7|w|D41uWXa?Z1+AYL{p`iP@qp8b!2w5Ey* z-)(BXK?Zk(R7ZW#zDlmL?mTVOd)ag>-kf2yT+x0wVBd4b4-p$lI9$9lYLS#WBo zcaGHGN3BqxN#G@Oed6{Zgr0fe+=+WPUg=UZ^@vC|cQYJZu7HsQH--|G7AVBa@z>m; zhpg*3sNJ{x893o0A-Xva8?1LUYd$;HHgk&G_qM&U2&WJ{1|7~)+=?M7C3eyWLCBX_ z6Wq07?>d3LB{g?6YTg$7#0L9OyBW$%@6a8y@B5ow{=p2k1ld?0@yNE-(?-L?oIzN6 zO8@=!9-B#F`&Y8(cWKY`)b1%xm>R1v3L{BL~#@o@zU;7ur z7>e`@#Nlvu`?7k4evR=I{*tPTUa={UARF9WJ$w0-QsJV3JG$|U&nTSXnOAyxgl%5U zY#M}|)GHQ-5Uxj3aROVIZWn%Q>}*-2%qF-e>j=8})NY|{8B`}tK!z>?+jG2#e06TV z_Ot32&Wfm=B;!}0DRxJ_FgO>tQ*lCEY*2NBUb9*TL4Btqg>v~i$vQHeoKZCIM)w5<0eg|xYepL*``||qT@gexDsdA66n$|br zB^NJfbs~m|!(0uXNDA6THLV!q^c=Un*(U$d?oBgZ6rZD?yI;L?I z?NDt@l&(+c+oTa4wu(nqj}-iGm++EbpIL%T7fnc;&~6H3(_Gfv_otH70GbUqpMf~s zDm)VJgcfAT5E|?%$|ppW5k3sv_M#B~0|a?mC~5pfVT?lSB>OZoWu_mfUs=0#{}S-Y zKpcj@sJ2oreovE&b4)2bk>Q+i{Uig~$Yds3GD#ouL`TEn@)>W`fa}#|t+^hRB|aoD zC>dU`jP7ry`6PCH;wEC%~tzDo$*Vou~u8&A5>(92?$dPfny^f zcq^RYXpZ<~0Da7z#nX8I>e*ry_%kx7RY{YUb@8hc);pp>VH;@TuST{`^UWfm4e^hD ze}5$72p>1hq%W#b^S#(|H;GHs7}5euIs+GIRW}${+qDWFLG_~iW&?BcGrM$-D}9w0 ziy;k&AY50EW7r-C|z1eKO4RzR1BQQRzA-Z z2~5OMVl>wH@G-B;UpEYg`m4H+e_6W_Te(Aekjvnf$(LtX%{Wkq&-0$|skT6OhVOlb zzHJUqfC-~n( z;nVL?>urJvU-jOeytM>}I|pd^4|mIBd{vC$66ho3aFuz1!WJ0xC?ojf>!~OK&dINi zQer3-gq4X(U-zk=~ng#S>vZIXvtb$kyIQBFc}QS&2;#LVRcJ^I{BTmcB1~HR5t^DNU3=eB-~n9|^wrYzud` zEi>6KMn8qJe&fRT=lz3cnZz$t-OwC}^V6I8r7bnFnbvugj3f*)TgjkL;qwePKM9Ss zdkbTERbsY7$Z>reuE!ppqFS2$zNZTymVk%PNm8NL5W*+r5U2Wq<1#YzuZngyrNp&EGel9{vWdY2|u->PQcpCs@ob!;*VYuAo#1`aEwjMJah%tYq76 zO*-|tvL?Jb#{)6O!`hC(vm@uS&8K(-V9t!uJmvZWWd|waUN72g*9(1|nq;v!92wvnSauKu1alm(V#X*c^JMgYQ)>pJ!It>~?Bd?QR^y z2MV?}f{33-O+P_1^!4oPEBO7je&3m$U{*G;F;P$pM$Gynl{DNcp)n$_KP2{i$Qn}n z9Xk?ok2ms}JCgWye5t|!O87d!#6HsE+b^N95Ll_QGD@g0Rj+i<1mdD9gFU946B^ZB zNJ5}l$#hHQ0`~A5+qV5L-CJXB(N>crCDy5XHj$9&yE=}@JbLKQi>>RggoQulMYRft z4KY3|#ikO}WOf-=!fzvu!K-cXZ4*VWLxOdGnWawCU5u_Z)r@Z?Y_Pc$^Z4c#ER^SE zuHq%3$;FR+76ohXCJGAfQI~^0$0w{*Vze0A{Iq)<--s*#6J4~qe)lYiyhJ9J0Ks?5 zUC*zUymAytuW>ZW-s=@6-9mZcTCQsg!T&oPeL3NQkJy_UTx+4=(**JJmZBO*q^W_a z)Z*%>rv_!3Y=5#!GUB{7zfJuv7L97zfg;xkmLvRN_%|JftywjohC7hFhTyB8ZBT8b zwE=wzsonQRTZLWMj#q1mUYetUB%MlBQRtLTVb-x`x)?q-n{6k(8;m*K`}6jB`pc2V zHIG=xMw#@_9rN9xy|!p*+#X8JYrS>xlZ5`F7ooHl(aoZdM2{CC5lH--NycW$_C__B zdkyP(b>Da%_d%Gn?|B|D zfl}v(32k~e?brFr&y!C$A8K7;H>2X=PSNm-@Ye9?sl_8bgQiOjHJ02@y<)hbE`SuX z3HQTIKB)DqMvAwip#r+VYJ`1FD-P!;e7+g+iCL%s&HjT^-?x{)!G@9fa6PLHqg$g> zQUjWVROMZ^4k~6Qm)MU(Ldv>4ZRic1_f?kPtsOq8jNPq(Ix7)7sGC$)g*G<~G}|Cl-cxMQloGF10JaeAZd|>AT;`>=!bPRB&S0s_8kl>_BAYxKSF6EX zhSwg0D_Yf+q5wc#+Wo>|qva!SSu?{=^evL2mDoQ2V(MF?F4$Mrpa6;GVDgRynv-~9 zdgL$Qa%Hzun4?>p^ANeu)WX8wf-h=}17#rGMIKgJQoK~uG&k8Tx<>}6B%l*Zxly)_ zpvkOP6m!0LJEr3)?y%_5&cmE^b|Q)Cp}sj7{gy}NBC@UIec+@|9vr4=p1BunC%!h&T27IF!R+i56@bcw#Ynnp%D2z$G?=on6W`G#u=`5v0Z5N=jT<(s0q(3p>*X)? z5rqD*_`ccAKb=#^y2w|foZTdN`hFPv;}moRh+|rh!gE;&#hlJ~x2nBOmx8d2SZve= zS|$9It1MbVR{1{sF?Pzj*7i+c5a_<#W)D{28e)+)_zvo38yc(-#_D*JT`A8%H)}#c z4eQ0zvMI)Xew@`-AVnr;0zLL-EM9Z>RX0<(T&ee!;&(+FbACCrD{+I!D(Ts zD5;KGs5wkh!2tOZt|x=w-i-Fs5+bP0QSA)Lbqg*AdBgik=`^{vUYj@aq2f3A9J|ouqkf8t4lShmvkP zjnTRv*H^Hp*4_qbY`$l!m3&wS@$CraaO$m=q7rz3tXV#va@I15m2a*j1bx0kiZJ|Q z{8p{u8(TV>y|`4fx5~DIBK-K{q$!|p7~Q3jPi~P&nl}V@2?{+eEEtYR?ngd+?2)tI z`XBQnlH5!+V$5cGz3q$7rRXKZLW8iSG9oCX@)P|Gwq>Ys52ia_?GBWqvP8K!Gfi(U zFZ*2-WzdW$Q#=?ps{;b=90WZiDP(DDt7fw?xgv8bqSvM{abLr&1=ulrSbi$l#`q2T zaSAZW09il<-Uhaoq|?KLB5aDQn6s+(sJSkuuXZiSEX!P+>&Yi&2z(UJ3_gztE`cHK z0Tbi2)i=GThRtp7(d*H6cTyVY&l0Qr!6YF}>d{4GQq{lzqC53Ewom|Dl5x-tW{@F6MM(EuLR91H&;#>uBpbZuy)5{U zb{=ihg{kXc1JbP!d6a)IRr=b}=FtAl)66bQ%piQ-AC14$y8ND#%3$a}KE zDscAvfAX8RUpwr|NIIGt!PmdK7!*E^Ncyo>B(o&D4emGKHE}TE!RZF8MH&R!KckrA zmTWW})+QGrMj|6RN=RY?dKQ1eHeXq@6y0Ex2y~DzN@oiq_)qxj#Pe0;R^lLC%d|La zc346s-D3@4EJ#l2Q58Y)et^>c(j+YKoEZT;Opv3>Jkq8Lw!vIG9`)(@aE2 z*Wr893;Q;+UFS_UL+fEiDsL{J>f(dm^yakL#b?`L`l81M$7CMp{**m{-m`V*?`aDl zNv7>BiNC*;wTYPPr;gF@XzGCYrYVFf#Cblev_-c z$JGt%*{xYV2W#f^6!Ec1NnAGbU-IS-#kWLF+jeIb66X0ab_o44syEQPI3o#>3yF$= z7j0(c4Lx41Z-4dqNuXIZAfg*W71hXepZWN3qRwWq?>O^+#sRsMb_KU#B2SJ5jc1hs zaT$J|;+@y_5xnDDkK748)P%YC)(D?zmB%hrl zC=5-^nl0tp~Cz`D%+T!C=X1{@^U$eaB}( ztXn1`ya_ zUOUn2!9dz24P4ZZIA4f3aqz{P%_tdx>(hjZ18)J>8G9QGGr;KdycCHODYh|sGSzOg zG_%!FJ&~Vwz>|4p1BSMT(s@^<&NwI|cgCkbuGKsYQ%4 zHv(iU>hTT9NZ2nJ0tq@>kjM??Y2wQ~ZRpsl6TCE`i5dOBE1~m35x`Dm^Jee|jzv;( z_T&gNajA{*9^gd$f`3s=>ai6?p+g&F%~7&Vam@8E`@pVy@~(E@t6_95a0stD<>z!I zD`cba+u%g>GUcrlvCkF-rE{d9k?cBOdYumaW|gBx_kco7Ukm_GTH%_qiI`tKzR z77}?+fnZO654pBdl`ZAu$w~o=ahoVkN7gg&(MhuHpK1UL^Gk;CCiZ+LhGHT_o34(j zY_sr@We0|SFVS=7J+$(%zDP=r{EZmK!Kv$^{yBMuT?P5Cy0?@m{2~lICWW&Uff@j@lo-PJv`%W7vlY-X25-0@D z2>ze>&IS6r$th)?CQ2-@df|q{^Zf20Qcm_I`1kyMk(EQe6h=Em#e^$Z8g?`hBX)8>o+jhq;$+c)x`&VP?D z;>U@H88U20iU)S9SS5Z@K|gIE7cu3jwte-rCM0}L zdf=0aGcref^umo>f2q8clhD9QxdcJL+kMK-GUm&fRxwcm31R^6ZKjIv`H~k9MD=wW*ts?g0h`8JwITA`O56olf+72i}^LcC>;kFI@=`w~tYjb4` zzh3Ih^)bk#f6sTOvIJ!eYQFAyC-aH=^avomv%cgNE77v-B2o?ht(yWtSnR0^6N&Vb z0}{(pvq@~B8{1xI;R!M?nHU8>SOK$$5dp7jB5Sfo>^T0@UpRO8Wis{qmcKANr$U?phEzlFGqnv)>|@6)`m!BFK|nus_2WaA)KxMA!Hdsi z!0{BKgMv_Z38=!6t0HgwFzqNzz0RENR=6uttS}6yT|zTi!X#Og@2r)lP_KbmIbl5y z8^JIbBwwn4o%rF#L*;nI3sq&_VkjBiz5WW5NHzWREQt#K7|}4k3}wClHq!e4TBFZ4 z6#mB2JS&7g3wo!yNBVz`1rqIiZ+qTzD-5;$-p!GpBO~yCY#kc9iC!;vCKvep zx8o_1{pzvM_Z|Jq?InFNeTh+j!O-d$T=w*#U7X0Am({L26P z;of?`Z?aw&VFIS5t73BnKfKj&??;m?Iq0u~-W8*r;b0`DBYQml|4xN8;Z!4T*eWaE z_($U-!G4jA%gq*n-*oH1H?Qb&tB$PJrGWyW?3^xmR1s4~)9^f2KqbC{LA^2gXe|DZ(HvuY!+MM-g4ySRE`D0Alyd_%GZ!UAZy;7w(<~ z>2RqOS#PDa;90GB?FTBlz48ImVO^9dRFf{A$cV5 z%!G9n_lqR$O$GSdHXWoD)!+^RpZ@|m{r?8?bI5w5B5j+E=V*wr@OhBo@{L&$rkRNl zci+~v6W|IxAD$P7Khw<6nE!WDGNS~8HgIPaf|~{$EfL}{)b1bq(7T>TOF-O0zO>xOIqxp%*=K=#F&W;U?Q!L-OUv5I{*Jg%$B$p z!lpi1Tnzi{FTIx)x3AI?eER%*;=d4FpvH9$HM3JFpUniPR5aTa=?KqCv&>19{iz)= zK_D`O;e$BWv^=r82hjeJ`!M`}_WUFmd)6s4-7jmkSE!`d1Bv3%(upCnXrUWr`w=XA zSlvCA!yvvUtixCgNyO$Bn|_=%t*oV20S8M2IM@*b?x5|UO5Q9>doLQ53W>^mKdX=P zY7Q81YHUw?a;9XUJk|WMO4t zPRY23X@=R%MBzTO(Ud3nb#x|#>@Ens*>uVi>XL8DOW^uB?|`3WphjZw}kqJ8Yz|&2KTg4 zm5)9)+(=&rKaLI}er}z5AMqyYmXFaq%1HJ<7eWy|^KrnYeKf6YoC94oWBj0qrs=?d z7NhRW*^yAFDK=$M%tom@9+PMQV0f zMy~gr4?yMuRCW;GY|Z<%z`L*zZv?=Wf9IL4$pe4?z@B$cEj>Ycyk8Q%GvQg+mtPaT zZ4#M1f1uKrJIal|+xdd-Ti1VHz3$tBo;ATdTs8rU`~+@5=gUavjsI)Bo^)SUbdV;w zrm$u~_QZd`RZ1G@V4%W-jcX@++`e#kC1b6kf{lzsA@O5wR&fm_?k8D3?MalO4bp7pDqrm&)#AC4&fgApwwEScGIHT-! zX2fBo&n->=SyJcAAM7xU9n0)(X*o;%gkUOb7Gp)v%diADJxcLg+~NVZw3IB4OcJN0`FXWz@oh_$XHeAMo_dAvmLiC2IL75(b1@>mC0lrg#hi~Ck%}-v#R6ya?guyn9ldt^XHY# zZ)6gn%Lv_k%yljDA7!-0n@e{;Rw^{=EpRS989b&U%KUj(fPYhJ!SBf~+Q~U7Y?s_)QaVx#MWy?xgMhx!v{5aWMS3ktN^K6Pp1}@MQ1&F!CyZ85Q zcQ;!}xmEwLXDZpo9RS!I4Fk=qn>r7;H2!nJxM*0hnjvt=Un8ehSi{e2K1+0_Q7Kz= z7@;#AP5uy`ZrgxnFl+V7wr_vvW6Xj+z&eR$WW9NhCXuVvg?egyr23hL9=K9mTDgSi}k5wn%2;VeNGBvK3R&Sk=`546D zC6wof@RxBe)NaKNXT^&BI4gEd&J6w;Fov> z|9!B?z5wI^CW=l0Ua4uO`(9o&zs3NWHb2kKYO^CYz1E`WZyw9BOtw;^@)h*4mCOjL z2xKcpKz*P^3hFq(Ypjy!^+No1{H%6@KmH%kA>{77@Xr+-E^oeD(P0C;4sZ3Asw)ke z{53fIzWv>svMW`qywknm{p}fG&l3?5UP)mwjZn)|sI(R?|vSD053g`{!fD+qYVu(H{T!RH@46F+_=d~jsSranLR z;CGMRrc8L5EE1rxP}Ja(f2NCS|A8(QNsN^Y5(@+FILO7@lsE`j^puu^9e4GWNX49Q zdYF%$voZya*K!@KT3Lt_L}utCMF#$hXL;<6vZa>*0Hlu8S?G8iv;73I&o|aM)uUf$ z83pi18+`6&vhWHoca{MAY2j?@0F3-;(W?D+K7$&6>BVg%&vXpOqX~L8Y4Y0>S-j(p zu+~egIH7u*oBgF?cFrP@mF=BZ1X%5_^_8Hp@GoQEUyYGCQ9ZEa)-Rr>0K6*zOm8k* z5er%K+l==LXT}Z69INjG(X!Mh6FN-_87>`&nA2$UJZ++Yn)WlHS-KnnMNzJcF33#| zl|PxIzS``dH?J;M+~p%k-Pa>kZK!PrbEz)iP{bXagF|+A<9+U#m7{S}%+{GmudNYg z=CO&Ot9B#)+SsXb0&sOIh;3u~My|5t-$wvR6P&AaKw;z(iyN(NFupCM2MOjw4#Mmu z^lMZojj{*u5M5hR6S<_Js!;Vjt4ezB%aO)CV$*V1;K9e|XqT!m7e% za{&O|ZR_N-PS<0G9dpAB%BFX(7YM0D?9~gYM`PlwwELX@YN%nAH%PH2A|WcP(a`T6 z!VsRI6#+avj*`;}(A%|+WEhI~f$;pX?-r1d4Ib7^q)Y2_cez_Ky*{eAHF2e|NJ}V@ zEGK`S&*Mv)%$DK;7n$&Wm5eH z4;&u~@|I^A5#h<;9W6{^jgQB6QKqnA@a?*Q6u|c~|H~4-pDc6)L`*CZ-zCvleq33d z$oy6_pj|bHXm;H5`!pdBbaCBQxT-UyshGgkG-pj)hETnDKHAN?RT@EIJlqraMB=hA znM^G`JZ}@dKYScQY&&10OnI+ybMo%?$83GBVcGFigSg@dMX5Zoq$A8AAAz zVVO1{aUVEXJ z+e#3hs}0F}>?gZoIhYq8dZG)@I=*}CuWjx#ze8Y%ye{@c4ZRvN-PFFAbfIDdFx{A) zk0a6s6=wLP?%7h9*m(=GY1!$2@g^P=_9QA9);r|x!|a6VVtnzewo$57=fcnE@hS9K zHMX)s!@loE@j)$2nIzw=o}bV2rPSB6bsy36^#VXRa)T8Y?;oso89PLgloi{~9=`ik zVQl>09sMyUw52(KpJMz$iL_G z)N&ihoxRFR@bROPBA(Af66j#(Vnfpaj^_~RT-44qL`F#B$q=m%pK0u7M_5@KnClvN6kCaQa9n9 z&I0Ib0v92mv(9&)jTEg5Fgb#dOs>%_`MIWf3-+6<_-UD0bW)rgfLCeV2XRWn{2a}( zDc(nrYCL)``{aoIeNOv88oxv;g_FuAj$UR#cc_!&(^~WhL+7d*?TDRyr)iI8jMVqw zfb<6iQH-@UApAt_3{iZIPyx8@rnM3{w%%>uJm8^FUEbG>leF0rA3R@lu-^ft$Tac1 zqxIJ3vsQC|y2I)dpPBh&1>&jnZV3{21lbLB?;Q)Z@t(c+JKOifa;8=9wp4EGWybN~ zN%d-6wtOevKG8VE33>f3w=ZQ1^GzIWZ?|Ur_>%;RKa-1YZUDiQq#sdH!^l1!NPUm1 zv_!#pS!7Por`}M}Et%uX; zMxIvQ24g20W|E_Xh={7)KC}FLTIx&!YIS%^{V*Z~V1G6A-lGzC+eekrEryyFfFN)X zkQLxO9&QX+FRoJ1B@QE>h;kGSTA>uMBlNlGI zU~D{=i#p@r9x3mQw(D`oV6f&Ee!*VM+vnPUE-Us$RsO$UJTF!mF#`Yq#G=q3%XqB& z4C6ZsZP~cmtLOT2=9Mcznq+QRG(a$E7k=A-5!k>ai>XF63`oY;0{<*=7$+XT73Iwu z#RciU6Dw|T?U4bbauI!k5n(z^=P@`spG=0Yz=#0F*0>*Iyc-}O>h{@&nWo{1V12=` zf4i7Y>w5w^jO5kgd9RA7gGAk59FE)oy#Z!N(0ZAg>t?nwZ#ku}^cdZNE}^<0B2EdHni}p~;MoG6BRrNqo0< zho_)hsBW%=4Npqvs_%c(c?)=8omu;T$ijaCl8pMgSHF`Yzb)^r*Fx870_t!)sm6wO z{Ee6AzjhCzjWxse5W`D%9)ZL0iCU+F@{&CARNvACdxM_I5z+UTwLQik1_Yc<_Ya|G z+hzzfD&-E`H_}x(mG#lz(1m}RSNu6uMxCIB$%5k)e>6f!Kr)M1M+i_*-CpwT&+6BQ zuQ1kI$KMy!qJw6_z@+FQm`aA^tZA}=j$aiq9{4q4x46~2T48HCQ170akfh^u32ndM z)}r1ic=Bca;S+4FjFxzEnnhRQ07q?`C_2>8h2*9qST<)hY(H53()Df?o%p*=)8(g@ z;^V4u0MIc=tGh<011(`KH2+hmWS2PXKyI?Qad1v&G7e#G(+JPm1KyVkqva~JV$Vc3 zE$3bsY7+Nl2nvTKgv$LDX`$9yoT&Xx(m%&YGsQ31@xbjHEw~=6RD?y8XAYM$P(sJy zRLNqKi$9}oZ*tFy4AR({{vJ=$;M8nXfWfQg>}SO4eq1Q9n7z}5N2^hc#J(5Ln%+Z; zvn}5k-B;^P>v5s!IFc1J+7Lz3J>eKOF@ z%et3CL`n;PL2=z!fdVz*>&Lf^>!R^11c8ud?DJduX5YEBTehO+YhlGbZ;Oj{kSCqf zaHg@;@iyCnmQt~ZxP75a#&7{+B_cC#2C;o5-0$N;u>5!F5XlVYcYsK5{!QTR{{ay} z?!JjzPbgLHJCYOr8P9meamO7;{gve&o)>!WfB*Yc8(yZbezm2LNTJeHWr+v3+i$;p z-P*MTs>M?kYYq}|_yzorIQ$4!H=fE}pxyNcA}1-LhQI_-2DdQWaUa{J)8#W7f;wBL zu>1x%AJjy;d^X5-qSz(5o7G&;2xR?66dSnkR4#C+cQ(bGXMCAo?5D?05|lkP;RZF0 z#`Sa19ss{-S^7!rpi9x;P=^>nX*JY_R>RMq{NyKbL*fBMZd)A^9giYBu@1?)5Z5pw z>6H8Tv`Y>#W4FAwj>0LDUKwq%>20z0;cyQY3dcaaloE0L9`Shemu+-vV^bjX{*n6L zhu6TMNPcq1uV;2iXpJLam^BX7y}rg3$I5EAlhJD-!%U3pX9OR5=;1p%SOGC)oPN%8 zo+EO_&g~e0v|khIw_qWQz(K}QOeo^0g&W9lYb)utK0{OsULlttLZz+#_?dFi3Lbl- ze4f|O=ej_~M#j)UN^~NNED^LXERp)ATia5>zh^DG4Oj;YE)iSt>vG-=D2k&NiU;a7 zkb@n{ssaAoDZv3c?!S#i9{>`1=*5-d;&9lb(s3tCT}I(74IK4ITOwe#bYjIy)6LHj zq(F)Sz}lpH6*xB4B~D&Gfjpm5zb+$oNARh^x;vscY+hqCxDk`&9q)Wc)g;;6{=Fxj zFy|g#zJ2%IZ{><1#P8uLMWD=@ITP!Z*~dpH&^*!o>SGG2xvWM(FD46k@{HT3nXNYM z2gmQBDsv&BW!n?phkv;>+WoPtw!B!maut3;f&@w+EAY~nz7zyr@yb`^Q*4D){p6qW ztWzqxnRPtFU2S<6{~j_ymqjccXer?!e8?e(&`>aL3ydgb3blMs={q;AnQ%tY9M4H+#1oR5y?$pyxwJw+RN9tbnva2dHj>)xZ z6+WEssL7mty(P$brxFCGeqK`N>8GDw0P_!-Q*u;=N}XQN6DP}O8!+_DE(x5pcF-~) z@AyCOdC#lg7YF2Qzky-kA3W8^%^_}8~hd5 zyyE89-0V4}l%{{-(Z6}dBy}l$#T8cye?CO0YuO6mEZc4O-732nKQ^&{NL-ofJtL}6 zt-Cxdfb$GDODPYt%K2RE9W@Pt^iD?QFlp_ONJOA3)RAI1mzZ)KN!kL@L99At0FUY*|4-KT~88lb8DI zT|jjgKDXXx*V?lh1~l@zVS?%sAai|a{>EF`ddClGS+G;JV39PEM8pI zAt{$<=#a=~S!A9B~DZ%D+mjLikmDdF92V( z$Zi|vv5LY&m3Rxog<2V+FWzoY@%O&>y#NCL>Cb#R#;0%6DQv9xJ?L=R;P^e1RRuE} zHwBvVlg%j%tC&8&{p;V_-iHAMAX_Y^KJ%F;c5y+gc<}F8kz2alzsIfeq1MVW`u4Zq zYqw++Mk00C!`YU)sl~c{-~k5;e_({-F1zgdk&k@TdtnDBscP`~TpV$-ui>Os_f6=MTaWlRy0E;%dl|0h$nPWLtU|PfF>~-6i873uDk9!4ct9% zDUMLJ#pIzceBrszeJ-Z@x4!kL1K=UY>MWV7;4wr~?2Z6ff|S=@kOU^luDk3S^Czq7 zC6`?Kf)|*+G4@A_V$<)ZKmFNHe)7{h?|eO&q=zh`XD(T?gd(VF>M1@q(YC(H5^j^W zml$FP9B?2e*vxPUnjD*2dCoSmD#7EyRo)@bggN+djAfRtx{a=bwzl$&Q#0Z4i+z;| zNZ_fBDXUY%vu4dk>)-;GIh?-N!KmP@w$9BB*XAs^AghTzT ziJ-yOt-M}<`Tf;k!cRm^#mC4QaM3__!UWxkMY6RA!G%ALKZ`8B0xkj)efZ1MlX>3s zrZ)?+5=w#S7R9)UT78s~4=`W(WbceiDYZ0ApD}|FJHfbr@4^>d7&;Aj;Sr@m(VrWq z$(=WEJ^??d(6+7wP!ArUs_%dQdonSA+`sJTYrTfH5syXTueabrLJ?&|sPKt$x z5JW+C`fFpFck|iC1uwejBH;?7?z7Ln5W$R{fIlwQ_zsqfE_#s=U>)3N-+ghSx(5SD z`Admwg(X@(K%>b#=7L&e&Ehg=BTSyNWWeYARGlzwW&Mqj9Ea&xo^(Rb2MURJIsOc1^fkMBas*g*0E7Av`_UWgep;A{~ z`7)z@mR0ltRBnw4{ypY9{KEjTOvHv8h5#ig+uhUH7QLRHOlB4a<`q|70Vb6ii1U>E zmtPSFp!laAR{et?eBan8%e1Nz^Pr#gO|&2U;D>r8NIaQ%+kB412&!7*I z&u&zV$t!>ROrh1oMb??GZ6DgErrrQF6Z8B{d z-@&PbvDI6Q*S>P8I#Mo5#@8nl1>-3eCeA#cI26RaP>(P5<~%H_=hPtZN%+$R*0>W- zI|R&6|&eA?lS5f-UjSm3r(N%-klR%fkx5ME{wxcDFsB%XWt5 z7v2VBIFk_?>N)=S<2?QiOGLIjul9WMo>(IGGti$Yj9BPGKx0&RrR(=K3YW;>_`QoR z#?-QB>eOk7Wf@T9P?sA}YL_z|!3zznU6g?i$=@(#xhj7K3ZcN%N*;aqpxjo@;pF&e zuzM=-ft#Is;DHkF)Fv4PBMl5Jr9FbND}Be4Lq5-2-}ctZtLEpZQXoYE;3iM_2e~)Y z6FMAJl(=SO*&s7_#O}L^KUp8$9YF`{f)oxkCDtCZq*kw9&7Cvi&ydL{P`e$m91Wty z3*W*m7A^?iyaO5BQ;E%?oC|s1)*&9ldPoG_<(J2muyZF!#0yeLuMiq?rsY1D_>@|0}o^2GnX?0X8MIu;k))vgzv=B97?Y?RS{eg}DY_T=D8z&w7@J3SejmJf^=N(j>6ceVz~p>k?o*x(qsa7Ihk$ z8I#woC#y3|p}0<`Pn-yBX6>&dN17ZdJW@0ks^CJ zz(Us`&RgH|mal#N>*{7~gwjo7n}NV=L@!mO2Lf|!x}Ty%)iHs2uy<~_{(6195}xEh zy1La#)y&$~ATRu)&f2ADQNyR-HFov`XzBB?9>x0N@f(~{46CrQf}0iV-}pw*fO-|Nuc#y!`;vz=F=gu1 z_#;Oj|JcXeyS{w+K|&s2gbCH+-0*dWSA5-1g!R_DceX#?_VjwuO_%|h`qV=Y9Y&W? zj73%71SjZAIf|(FI$a*3LXgQle#Q!A;Jv^e{^G+bI}HEc@Fp_tvSDXi^SOO=LkESx z95gWe9eGc%gCh(Tj-^}WQy{&DN&?QOLg-Ibl~%PhpnYg5Lt@XuK~x8bb5a&l zq^=~MZ?7Zn7*qI1acHbcG)I`IZxo_vSQF2EZPp7m01TyIMi z-F(-5ErlOQZ8N#TPr+h}MW3iHCQibKr_GqMdD87#Gny#ZxE$C0pf&D>8`K?N<4Rv{ z5jj9aoVLl>Q+8dK3K_wvQ_NV1tpG+)K0_bDI$6k(1Ox4gjnfu5&J>|;j0qJk8Hgne z3L)MY5IgSpING@|CZQ^ZO~CBKnXj8u1sur1&;5ZU^PyJ#$XRs=~%sz6U04 ziX~$Hz3>oJQ`%Rpe+i}Lhc6<|jV%Lex7}QT6sA^Sd-Pi$L41s%g`CiI7@m9#r80ir zv^znr$9867mbNo7c(VG9!%G_t$YPxu%;8J{aX1@Rl2Ke2pnehK>X?vVRRuvpZeYAP zze$fa1yW|gQ=ak^yivE2{i|??jjY3^^!t&yaJNL05%=0m(@aL`A|#7DNdq z6bTA~0+P%w;O-2&>Z-e9Krx}9s~C1&U3Fj$%jTT(|MUNz`rUiFy6%1N-R|k`>3;8C znAdgdR-LLkb?VfqQ>RWr@MEnEY6NvRvn14|>{3S%&zThW-f$1bsDb}04Fo9_4Qjwq zOOmmuXvSLGp6TO>Pwg@lyy^E=_ROmUY}k^@mwnp5ZJXJ(IS%FQX-j6j#Fyal9brD$MI*p;Zkr;u`OhJY8FrmjK7V=@1vCNN+F-U`jPmF)GIzS)>?8OiWTa&|sH59MiU>+7= zE-OePf#a{?%(bnX!c+Xwi++8T#1;}UtkF1s;n@i=ggK5uPCm(p1J2S($tGh>$`vaF z#5aN^34?#1$bhK{4w$HgN@GnA=mHR8seuXy*JTqQM zpsv?Sa0>nJ^>*9kRrP?2H{zdcD>zA@0kGEQqpphcj8|THC0}b50!o91f!sXtO>=Q} zKH)CjW2%9k6Cw%?`CG%$Up0G|n3o5QH;qlwh)dInigzx3_uY5LDcO;+!JlQUxE24h zmz!d|3eYYh$+M*;K(sxUE!_SP10)PT)F(Gmg5HFGS1l@w+mR;hD*@PNuZ@U-wRzaz z8Asb?qR-Utn>7I0d#}CdzC<2);)y5JQ_}Cj<#6Rkxh$DomS!QKG~>|kHF3ICZ6GtF zZ#kg>RsvJP=cbpare`q{NVquUs|#CExzwhlE%1l8RZcW}Vl3Nb0<^^zo5xn-o*)je z1{ZQ%o@9Xre0O8W@hi&njXwmHP=Qgm`OqoU-_4Cmv#UJ0HpPZ&czmc*6EphFQ~h2; z`2nsjfNY4k3Mg(}r*McYv5v|f0msKs}G zJbN|J4)jyWO^eU?(~uvpmyE1o1;9`Uncn-}2a^uaq`(LFguHjh5d?k5nW0 zu~efG#Ex)$Hk`ybSd)d!hzuDr^E0VTxFOBJvRKZCTNl+PQK4~mF=Bj(5hKgnSZzgQ?IXE@+H|+yv$-r(*{v)D&3vJR$I%=2H3t>vZ)8^V zOsu4gD{$nIw$4Sv*`Wt>^t4#t{n~_#(e4WQ?voj{7^JcBf{kHcaof?>YP&~nqKlPCUb7OB)6wpRk%3T+ z1OplRI?L*!82u6d#AH-8(Ne2+0VPxOIdhApR?t!!r1*+D0nuWgu9s#zP&iw}#?7Gc zaI!BOuA%TFfmY>FtaBkP>WL{15IC&~ODCo4OI4_yN6Ru?W9ha1oiYr>I;+}3ktC(+ zuU;IF^)I>|o>NZ2U)MFH`5{ulP{Z1+iq(|7l%u)cUn0jPP_GpfWPL7E2tHF&`DWWzV@}$i@~16C$A@Q zf39ucce9FNKZ2U@z$eL$;x4H$RieV-=w&`sdU7TuC%)kxOEzEPD<5v!zwZs9hKgx!gsqAKb?P@TyALk7Vwgr`+eGCUXsiLZGmruX~Pk! zkgdph=dC6I2D($z@R%hwFA=Gdag87(btQeu6r=rXbH^8mrgmMAl}oU8b#AiaaIgfbT)Jd>cC2IR(q&3qDh)C?L!2FMBk79`S;cn( zsAD6;CEvad_Zo)MybC{cwFZz8{4gz!=LnVtTp=1XzB|cUiI`d~I=U&wFJEuC;YJ|5`ifT*o-?OrJfhy=6KQJ=ahc#K1*ZhS zVlIORR;!o9Facrp4M^1Kd_tUHVgh6?R+Ip`#rK;eV^>EXKFp|7cyjUMeBRS z-1p(Nos2-wC1G4BqXUa3Ru<2B&U2-W6nbeRle;TPs#6u?(N-wIxr$F!K$d>*`qITE zF-ISL6fjv=#^u(Ai+#fm$c(cv!Lb1GH3grjYB9$}N}EEz7g(`c$C*bdMjTq`K|5&H zX%zqwYZc&G;(+vfka}WV5vQpQR~4b+FbSg2z)&~f$J>Qcnc}p$7IJ??HX&oW66Em6 zhd@}QYy`68*FC`lN6*-0lN$EcTWux6L6Vq+lpaS10c7TSxdaZc#kNA0L;qS;#lI}# zSYd6q-FAYbqjr#)^e|O*3IJJZDY5Remg5UL{paOzJg);I5wDm$nzNvA=#z<*dC)0b zC(ArbPYS1Kr*J#>ZJsB$cFdSp1mk)63|g9b+h=;9=f17aUtBAYH1?WsUxVn%e<2oK zMk93u@wMs*78HDvIs&lqMhUO-_-FL_^PeY$G6si+hR7Q)Ns=^^^tyKK8i)LquY8&P zwHvO#e(v0P4ej^JL1z{hr=Nkrk)AW;1eF$XYk=VU1`}xU5u*pYrupWx(o z+;Jzv9{~VQ(Il`$Sw37Y^jJ9(Gd#T1K`CG>$~+s6HqjJs`at3<>67fNb19~~{oW;) zn(HtsBjH&Ps4zD(zU*Z$N9(mw*c!7Gww*UpLv5oI@8>ZuzSvH7#9M(TaX~Aka#+TJ zOn*r|^{V}gCiZ)9!eEV```Ycde(SeGBeKta_H#gkI76eX(im|dtg<>NA6xX1c-LKb zBV{3*joxlkeKfvET6Jz|3q5n_v8hsqn?X9N<}SG40uo~r%K$N$R?&=IROR(w!Q8Zj z>G4TGeG0TBK6%CKZ)jz`xfIicssSqqDXmJiyZM%qCm(U%UfS=C((j#p_Bp~ory&Bi zZG{KU`7borV9X%>Lr>ldw%u+@TfhjVc;29y?iSL_PH=g#OX2duR)Til%2r8FP10)< z6U6RCb7a8e3M^-WNv*BxLmziI)paQ!yBx3$Y5~h%n;q7{H&{)VD#c8`Q!;aQ+Q6V4 zxd<&;tSAE@vjz$}Oz&WN+_0nJLxqP+E`4?Iz_!h{+f+-(3m^4|XU3lb+rI;*7r5xg z)_5M{+r_?2;D;SuGBT}`JmH5h5ClaIT4F-8!wz->Q~@@!9*pbIui+-@5pHe;JNxe2 z<8%YW0B4Sg0nJswYF@|#XK*Qsi3C9&urKj-uEl;wmbpJJa2}4sSW5XNU_l{(zVX+* zUz(7;Lt|-RMtVkNs9&67o04%Fg{68O zrQbUS>zX{?6lg9#$bJt#2?Jl?P{tSkZ20<^4Mc)-0n>FXpq$E2qYFV+)=W?by zseB-i; z>}B11?|qiPls22oZ$PNp?->o0kBN>!hSU$u7XmSxA+PTd-*7{rUiKM#`-}+YBU_=!Pi#mwTuxOamUoC)p;{`&M;&aB!Fm{05c-yD z3sR=xX*^KQaaY1-PMDWbO|7J?lDlnrJ)cjO-=P?!BjG-5n!GQa6ch^-(?=zv^*-xLHV?QQ_}>@B5U) zbMq}XSHCL8G;fxqP>b0DD$wV<-Ze`6Q{r-|RhYZ4W|u#>;pzn33P?z)R$77O;AHS%W_BUA0FQ$DXl8<;!{G#Lfhn$m;&?zeAJ z4FsVJF1+AE?hLSpz=iYYZv+(}wviHb1mQ)CY7SrU)zlF|DI|%-$Sly0ijX;XHx*5E zk|L?q#GXJG@;m zB~3&w#&dK6-C(o`!^UY5b1Rqa0(H2YJ%c!!4Mo;*f_YWAu@RZsi%@{{)N(@fdxsr% z7&XBcgdkgmU-&{|3M_=lAX`e)}C>+k3)|tH^|k z5h|8NNEoIQ?v}50bu&x ztE*+aAkO3}u?rRc30)jeT)%hxamNGK{RMe41^f~mrtctgS_NuhQZ=^;On~?+LIT-Y zqi$bWrFxq1muqJcelXXfDqNKw}eJk#4_7B-0SOLDHi6!J6HVg}Pu+twyJq zShneuM)7D7!)0DpL)@cPH|1sd#@FgeQj8zeMwBE#lkE!iucj<6zsNH-@4P+?H@nNp zrivWzxX79A3E$In3FwksD!@sK>#j2+|3v?QhZ75~zkt z`6^C{Buq*ls(d=;=wpb9^?S|b2kG}ZP5p7XNqDUM85*|h8$d7^o-?P4;pY6=?3}~4 z8xnF-D_&pnk~6_Z!pTv(YU_ml-DCINWw=t!TN~4mfLU&Yt0D9AU-?RUIcS;k*!5ZI z_&Ucomt-o2w%ejmbT}vL7Ny3gQ#jF`zA#k<1K>P1Er29QCi`B2ZLZ&Q z`#mJ*q)N%_{r5j$1qt)iCeI-}Za!5FeU2-&AC`_g1vLL+Smm1nfGvBlkUxty3Umoy ztAL~qdgZzhLlb9;yWV4n@L*_*4mp}4bhN?1QAe?ZP-98{p$~mnwbHR-BuPMRw&|v0 zVxF~?pU#okWB06H(C>kpT=sjY@eNUVmN>Ag!Z|uH^UxvcJt4UG4c(r1x$?Up)UNmE z%4!9OnqkYO*2vC&Tq|2@g*}nWF1w6)RMuoTVvpFG+%m#+;+ZrB6XPp7_?G+~axrY3y2?*zbj{ zKpP=U6Da@noPEyO3NVFfz#vi35Ug}Gm}-rk%!_PzT#R3}YL#MGz@mFcnXg?QZo4BM ze-T2CiK97odNq1Hk`0&19Fx-TFPM}F$i?-V%q zX1+*}?5|+kkA%eVr)N0kC!K0o*zc8&97*=kk9|~Fh5aDv)0=FjxgJ0(!DQXk3HbWQ zH(XUw5R49I!nJPk{6vGqD(UlM<0Y>rXTxc4_XA4X1wZ+<**OG3c3lMNFq1%&3Gve4 z93D{Jms-@5o`PIegmY<_Ud*M%mPfdBVP#z~?YMe6pyB6p0VqnS0T}Uf_TAtx+}06; z@-RkCd|iIfL5krZp6%pj8CFRYgvA96iceiwii7IEz}g0f{(^!Og!LeXgAP29G|%4g z*}_sG59B!xe@q6zG`W0m%294)c?NFq{99Mfibh>Cl9uS3o3wV6j$kqrR&bZ>zJ=~l>lcm6LSiE(?aC82Qn>#wI3oAbGz=G{ix{+3}=>m0~NXy$*4K!~l zXUVA*CRL9-@`xxoR&=1Vk_#!W96jVv^B5efWGVOF`|h(rR!W=A=~4 zsv$4+dpCHyY~WNJSNhjD;A)fZ`aR~ju9$642oY>OBAy*z_Iqe7AJ zOhe-Ho5Aka8b=S(Q*rkp|9dCK^^C)ookGKWO%d^@I9#kmqJtaKPx@X1i3>zk4l+Zc zEFvgEjs@iNlT}g-zyHEb7($`n%ZoLg*~o<_KFjQwL372UKGI5L`yIBAyE_SYS&0;c zns>Vc-8FC0@A*>eZEt^@SIGlDBqd;LF}QgLFFiDYM=F953P0x@B8|cW|BorW;8B6X zX=5#si$|$GI=P7(CCm@l4Fsczlz1cY+O~ly!$6bej44>cJByLH!0}i0Y4!MwC-4A- zO1X#@9^(Ntme#QHL<2GgDUa!#lCLhix+EMQzp`6e@|>k5H1DM-z;648!qa6|O|oq8 z*O;Gls!Vb|mt<_C=;C`8r)(C0UIaGJe%|WU#6XrFGpT_lLX;{XWmGMzL}g)AlI7gq zMPjAgdh4wieR1XKbUVpg=g>7yrlkZ{zSZn@EF~{C7UL{&xJjp=_0j?X$4wHGVh9Rj zs$o2?TnmUx^N#i=Nt`e}abvf>ixY2zQBZCdq7hlJ{j4_^mDfsYQp*pw*nD$p<^1q9 z;qp^zE}KIy-8oow8^Y7{U!aNB3u3U2&drNg7h+)V5Bxo85m%WIQ?%pyV>7&dKLx^{x5W5TpH)@~`W z6lhdcmL%nY;+m8$bHV_X_x$rOp!v{0Kw^8UPSvQ!(>qeoaXdsi9E@k;WTtctW7hO( z!OKC?p_=Y}O-)Ux(r_tX#h`?!7z6B*lNc}6ak7T;gIL5kJWe<1R?^=4-?-40u=}t1_hd%g0mm#SP^{&d0arM?e++^Dk z8%XNH^+279!{0s$c$nPFsVYCWvO+m;^?9U;M^K_d2YyvC-l%h-g%Vf*Y#D?v)(S$_3ZSH++du2MLvNKLPZPf~<- zVH8z>ZOjB>pviIu;}BhA`m7zEmE02=*F*=$pbhEwP)87k(tFBm%>|H&j%M9;*-+N==7y;^@*`cAr6y&OK4tJxH6;Ydx(aZTI;=&5~Z>#5){p0sl6ntk#gehLZ5qCr23x>z2pkS*1r5wi2}Z zh9DF99MxZ_OV-@@Q>tdVPsRfrri+^|Uw>$>;OcQaI!UoO9ZoUHA#`VT%<6N#nYqre)NH;>X8#&wRvX4RARKA%e#97d`BERJFb zv@0Crvh&5zKc7x}@o9k{Wc4ZS){jk;lEe^+=s(u)fmQV^3y`=h!dfrSojcDVBnhVB z>zXxdd)5l)r9zsY&n1f{O)h8_=CL$zI9dr#p?s|0jwl3ntN>-UO{(K-Q1{X1H}$Lc%dR7(uAq5NQ6J#Ta=SPYzSLvBXO z?|$#QoH?b2xJycaB(Kf+bD1(VQ>n6IsW^~VyOUN@llXPbLrrHQ_@Vk&zqj2s>IgP4 zF>{JX6UR^Dg0!?BeLmM9)yP`K{%j$?0mPYhEY-a9r7t5pCohoLc|s&m|%-c(#=`@jRE^n0$$1wql3^WAq615eOOq&go-7+@vBk?KykHAQrI zZh6Noozh72Mk@D!fpno<36U^uX{p6JRE7G9n8fA>^_?86LOc=$12;n|FV4PE8Azp| z@NKq9DSXkQzZlJ1*Qw6+dhksXnYkD3@O(5L$|Ai$h+jE3I%gMTM1q|NRfpxk6Rg7AfH&u`2APNT#xn z;qKRD4aHXg#yml`l(9^gOk0otPme4IKBN zVzh;>M1L4E6bF1Hn-Nppd+nx+EBx<`Sg~S|sd}*KEU^>)2C@(bmWgMT#BMT3EA994 zs{h7PXE*}WksJpK`@Q)a#gVmP6x}GAKr05Q$RQNX#DNZHpMCeCO2oT^bVPR>FI+pd zV1ZK7FQnXe-~H4po|1wPZbR-2>l755toT&A^jD<6^i`LN+NnTs7$lfk)>d+QMmAYf z2m3vv+E~BG-fJKOLmM(7IQIq$KU+;d`#sE@Y^3BFhZ^7yECHx9WAl_#P7$4;QdTRl za1J|_=0x<}?|wI$b2^%X16u5Czuk5)L#2fHg$Ir(ItIuN10jCF!i6wivcqJ^u4AXT z7V+$!B@Q&{6w=c#z_-%FP3~AGiyBegeEj1dd)5v+go<%B>Lmg`!ln1$-|g4*=b4#`z&g7C%I?wyb^csefP?S2Lm(Qa7miwQ=)WL>-zP#p?U-*JlxOlm}LjASP>Hg7lQ8) z_Wk*UT3(1M<$;{bWjdiw@&FwndB8OTRs9|iutO_4DD>tyGyq*B6VBCS;cQzbVI!m8ioMbeohI3me)i9?KK1}*61#hHMKTIYd1i{er{oEE66$)ib3W# zzW#M8uT6o5@`JegI3(Vl-RjLRFq{_{uJ*5ExH*4*=9xbWtk|5biIX#rJ1gFHyX_>d za70lE7irb@ualNnI0-c5+sdVDTcH8UtseA7%r1!}ckc>boR%sKH^oTS0#2=dk9hd7 z=VeVK$VfGWfAyZzxZjDdrDM#xeFr?%m) zHetSljo9<>!}`mw)+SU>SEx|Rd+vKrI>&_y`5dQxbK>ISuDk9ns?}RzA4604d^4T32YgPKBTyQOPQ) ztc;Zs?>kg0(;qQS7y`nfXQ>Q{!y+|?1JM;)Q1)>frDf|P;G zYE(4PC#nWtl3;fVDXO4xNIUC^$#~)uTTo3__Bx*{w^8utgyqKdK`R1FVN9X<*ESFm zkq|{GXiDw;LTI|iIFT;KqjXhGkUH36=2s~}k&uO61tC0aH|JGxG{ld=FJD}3!qNo= zUP3K$deJIV^pXXso|d$pQ57bsSJ={pWu^jD7!8l7m%&5$l*3m&UV(ymN{Nd|L{MZ2 z;0v1k<|!;KL384Pg%-DK8F|)R2F+qkFo92hNrfdGK(4A`kj<6A17RoLE(BDT9iSlyp5QolMX?#3_;Ioz7_>D?Sy<(AaOk{nTXO$32TEp6q}p z^_*_653TKOzZdj-)?75AasBt)Yfm8oHwbaOq(NlAICApBO@t^f9fgwfhk5hn$_0U1 zfuHTz$G%*6Y5YP}Mp)s2X5v!===b!21YQaO%U%*zV1`91On~J0D^8q*VzM++0bKliI&{i-TP;zbJ=NmELAXlO{*;Dj+(@GA9p zpgA$H@N@wQ6oG${cZp^@MDN6~&))lhf0%H0d0_kPwg(g)#4^NfU~2Vy^a3js5^H=_ zy}b79rk(?NL}C|hdBZ}fDjN5CDu|YHK*Q%>rznzfnWNU!o)RNHW#`vYmhj`0D-LGA z%n3Xs4^1sX8TS|O+p~=%K$3L$i8Yb3mnLThI1yS%ApM@NsTr!EVYsp}O3GxY67!}v zy-6)oo!thbiTt3oWOJcKZQ-|Pw|dHh4}MOl7@Zcnw$i`*L>O+!p8@{C(ivmuK64$J9viJHoG1u|L@|FYqsu34ypigds3suU_tGH8;w26o)WtqMG2b%@=FF3IINp_EkV_ofXOI z4@*3mD66W_fVtx+A0`VN1jP`{u-0HDBBJCIo6(`K4F4ztyRSqrVHdJ+$4HTgSTb+6WQk&6DVivUE8?i)t9Q7+;SFyfZ#6z?MSSK(Wzmn6!tq$F zmoa8QMV4eiU&nU#h`gR>%a#@umS+#(#1|`&U3NaiGdm~HlZ%s)c;tY<|cH-MRy6)S(s;RY|ble zcteUymoBaKQi~mzrQCSqvi|w9rAwXQ<07a$KqNJBB-uYPH!)=tJsZ$Ed(LbO(W}cb z&oVs&O>C#xMiJ#C2VwkVW#U5W+;h(Z|A?tm)8v>XHYpMM*JejSyIF?dfn@6o0SCf9 zc)9Q|#xK$omKC0W0H^;1CmH*Eq9D0|&=>)SWdG*q>@g@0H&^M9g~7{~=+MxR`UuR6 z{u!QCIDt!_>Z<@M26>|rflJGwBAFRS;>LXPDtSN-Snj#Im>sZ-z_qEd{lMSIPA>ej z0noT8waG{JRjDef;BX$wYRNb8!}B=$H=48k#z#IP*(@Y8yWE$Y`4ZU)E5$JLO1UVg|F!5S73_P@^qa~pr znCIKz-ycwVfz1mBMa`zHd4eyv8$}asRCAvS%1gsfbQk#6#ie70XZNhc+I#&6OBNcFI6X|nvwBqG5 zk8{aUBtz!N@Ui@c3@Q9P^7&MTbRZKFXs#1RTmFhyoNf2}jDB`rwhTE_#+j;8G56V) zR?)v8fw_+v+~&T(A0+T=hKkSUGH}=?_61-(aFX_NxrM_YRiko#BvPUgiW;suvMvq} zz;TEa&vCN9vc4wo=#>S9a)3hfI3^ixB+n>jjF@g#4~v>*%lxQsQq|g5G;)mb1sg9Y zAcQ{@gtD=!FS6~nJVSPJP(oC>ZJH;Df>6Vq;Q48%p5|HlI8YV9s*N@MUZ4S%c=1=1 zTH#_tbj*O>dhGJXI4ylz7oz-L|g0YQq#1?lBRsqo-$r7QLVZudqu62Ys z8A|a)<8U}=$u$`^6P5JOBuh(~a6QfYf}hMT6wVHaQ}`2s!spH@`~p$8WS#3^30(W; zYlYj`P$y2%hNl1nO-4an4a`UorD9-PaDnR{mJ*_8e&IjI zA9tKAS{-sRX^v*3a3lmjWB4U~0*5KDSdy%0D$#i<>luhAKBnmhKl0$0zw+gu{`6-} z?$2GHqG2P5Lr9)F)Yb_U!x_~dM(pwUMV$Wn*S}Gn9XbJ-%6R4@D$KMPSD41qgbA!L zY9CBYSqo2g(;#(tFFwOjO;=T#6J9zZ)00m=iG9};l-02E&?n3sB*bo)YV#^3y1t$% zYqKko*%@Uob0zxBF3G0trUm3PAJyvru(+gbs>(FzYvSCt z>H?6BfS&x2;mMg(PFC_8vlq0@AQMK{ux>LwSrZL>wT(^;%mv+vp_+F?#Y_?}Vjmxx zfsmlOn2@T?RLZY3NLkI>A2E|5Ka7t*H^*ml{;ZVW880XAS*6KtY0nBwNCKA9h))Q> zQzJvx)_F{tQXnw5vNmB~iRtePk353km`)>I0)I01(d3C0_-h+gjbx5Pc-9;T^YH}m zE9B~N&vDGW>)C_s;3LzrwSpMIL_bGc;Wsh;O^r>ur;K`jPa49pY^tXd)8U!OFy)$lRJYwduFcvyW|`bG8T@I}PX@tUTj6M1W*S@QJ$-@Ru3gUvUr=8@_BxZX{;swEx;>Ev zu0vrP;bOIk*e2BE-fqM%!ZMm}=4it)lpkl6cMQ0$TefYr;hJ}WI%bo^I7C4`iuWx@)_pQN0On5o$HV@G5`Nb;N6+)B@FEp~8aoC8vCk z2l)nHJZZQ{a5Ai8zY~e#Lo?SlOC?6vq zJNupq82quZj`YWXmSvcPn-hFt_pXbGA^XiuWC3dyJy}x!l<@m0mLKpC>&7n0Vqj3b zyks)_rQcxB_8InBSE#~ukZ~iVWMC#`nV>J#BU4zvMHx6;Hfj4DQBNkP>gQ%*pa(g* zM?36-dB^t~?mTtk=6oy}Ck=Bkpc(o9$TGYTKiSbvYSPR2mSoi6Aji}+>LAHtE6SP( zz6|DY8`#;ir2Y3(y@`@#K2w1qkng|z7`tSi;F*TA!B$4sWFkOsA){ino1c7j1!2&;Lfc{M#M!^wmIF)5!;Lxm0 zK1r-NkDdQ-gbQ@WU3*5=x1R)Pu&ol8Z(c(EUBr$%`E0aUR6%w5xts$4J$CmN$NXWg z{@#jZ&>*9xUmz0F;C&K(CVy!xISQ0Z%d2BSD&^&vQhY<&v5=5c)+^{foa?qYG*7lt6Lx7VeGmWh`5s&^ug_>eW&OHUOfQ?s`>6B?5W-IZ zb2A8M+1W54PS6J*uhNNj@t!p6p3wJfMz-31jZzkO9Vi=0s6t3yVwuK+K8<1<<1Q{= z`>daf|6wd1PY=(ogm?PXL8S4$-Jbtx_XE%qaqsY0m#l>t`N6LAdKCAjPU!MQOFaP2 zbh$6L%ECc=8sr}yaSmN={7d0qPg*k;R%Us0+OoLK7&$KVY25-|?`5A__JnBv;0q3Q z2DF881C}{3v=E@1?lq}51V!&j%F~T>3eXLqJJ6@;p>rQ%Bx{u@C+3uU~{2Hq0>ek{Al3>Z+I<&mU-CE|||gLjxFbJ+lHMN4(n_k;VBI9sdE#?6-B zw9WlpQT+mhG?HNXFv~Ca%q~2#Uj1-`)H>34=<>YN5Qgs~DsdV(T&Fx;$kB1Dz}OED zv<(7*kdHG!C-n?Z(9q@D^KFDiF@hY=cKp;R+@os`gEPfN59%GE=DIXoebx3=9Kpio zr@|fx`k=6aSv_wQLZQ*2!8p-MFWb$O2a0&L4#ap`A1SZ82a7?q4Ju-O+Bb_wGj88- zM#~oS{dHA7gd_ztA!`1*D`=QcL%BZ*#Y93;Eq6mzea!#+;}%zG35)c>t*Wa1qOpI% zX&{ywddxPqlvVSIcTfWNeQN2`VEL`al0G`gEW^o4O#VGd?5nGUj)WwsfwbUG*!Qb* z%1vMNeQs91N0O8NZHe@e=3n<; zpf_iPfCc;A8``d!=`6x!O_}l5KxQy=^mT2BOSgFMis>)o7sn(m;0-!qMHpuvO4Bq$1 z2-O89=FtTQ2R8Rl7@R(?+=|;G=Jj{^{TJ-&4qu8e%*p$(r6Lj)PrDUyKrv*FOb5nG zJtzFHD+sgR3~4TwOP>cDQ!@>N8vA8oVPVbAvj2Cky??o{Z$Em@pS!t5U#yFIaQp3` z&3ogy2DvD1c0lkb_pzG{F-W;Xj+rZcgZ+_Wi=QbUI9(1jD~DbamBKmwTgrx26BP9Y zIFlM0L4I(RKM)H2Bv%%);+1T ztEwyN*N-#kY;mUy_5T9fW(w{Ajl04L5)Pay5lK=f64&dP_dxHZT<%L_vnE z)OebVI{R~|{OBUd;SK&(KHS7OnQ+;pIB$A_3#xl+7;9x(`v$t-udq73PdBRkFE{x917zX{Tv)>`!SYMDwF z{XN>bi}y7#P4jA>^V$H7^PF7#e_c}baMY=y(t5faBRkl&LE~(+IFPXpYsv-W9l(|! zpX>*Gf7#_Jh(k51{;=pP>|B`!Gm_P;>Yx5DAY$>R{KH$m>@&N!yx_3`@|d^wJr3*t zHUT0~-?Q<1FjZAK4dM`%bYLoJchN_FsV~hN&dotWu6+-7NkAU=-x`GzC+AVbvf7jp z2GxNKa9pIc3MdEuTRj(8YA&u7tGQNhns1(C4*#P+$bL(3h~DHPaeYH5w0W!O_BxgY_g-HL7Zh$_cNtx@F;JKpJ-8ZUoTcym zyA6u!RMHJWpct6e*RW`EzSS}VaJ%zL<-eu#a()*rcv@IkL}--qtV=fL7jlt)8K0`5 zY8#sm(1F4rpk?YT&ah9w!YOYa7y0MbW<7D&CoceDCr64v|&AmJz#f6X#+ql`?4YX`93xJO0NL~WK%r%Wg1#oG9c5mF2df% z5sadz==A*XdPV;>g;wbq@pX}RSHwG711Ohy?R>j`!!fnUuKC(UH$0Fx1)#Op`^)x!}n-NM8;=uGII3dIvWA%W~(77LR?Q7Va|mh8K3=>yX76@cVugjA?G=j*rC+O?UEnz0To=F~t}d z0i|oS?b+ya8R_HYLku4Q5S+t66h61xS+&k>08V|77wYrSOITrso5u3>T<`Ul&y}oS zEs23o8kkg)=kgRc+xxEmZNS0zOcYZmDHx7H^4O!}TQSA?KHq(Fc6bp{w%(0etU7 z`(C=0CFX8Ap#LLA<+=6nfW(dl`2BEaWeMH-zbDZshJ<1bQWDjc{$Z z&EO~+&6dZ#jCZ)0C%~8gZ(_#4p}aqv@}D(rhlGTfPGq-RFV+Be50C%E32!Uw{na|b zKdM|;o#$tLNR=2|mn@1P9QPCDxDJ6!FQuZsh_}CL9VG$fJ=8KUh(==A)C`j`EX;Sl-mYTPI3XHkvfB|v z9B4XyVNk=GMrQDh#z((U&EN<>S)2ms@kt%|P*Kw)^ra|d#L<=f;Cz0mj;ogYHP1v> z;QUC^#&<=&musH0S6V(GV312L z99Hd5EZw&+hv-F$O)LN=Bz6N$7mio%rM}lfbEwA3u~I<;eE-y z1IaUN8~#l5vrs<55jyETZ(*WujOj@Su8X@8+Ei3{(RzlHP_wGp64sb0G#WyP z|C(nDIRU=Dbn4}L8=}lcuI!Szk#Y-x$H8B!g_pZ!`tJ-yfhC0|DS9y-|CWYBnA|t1 z>hR~j2TwDHoFWLwR&)HT(o%Wcd)5FooIv-+65Leia1elJ<7muSbwt(tnw=3WcIX3( z5oJQBYYPAegZ7r164Y0KeSWwL%z7PUWyrdiQ3Vo?rxVAp>Vk;qqsyV3^_MeOTD#;= z5>jb=mAs7Z;7C2|gQ41Y(tlP-J3tVg9tWnlTK%7_nz~D1+dzdLW48<>Y82mq5SurD zMAozo(8l^Bb|8bq4|qP1RoULJx#o07yA5F&>>ms`jM1R0S7Ut70cI-m{oS`t-uvcG z3^D(gDkRq~NVqCmZnHCOQA3lm%1<;P%<>9Y6dX#xK>c;YQk=1n^O} zUUcffOJN)$eUrV6Gxd$@HgtR66PclpqdmH9DzvR zX8vzW^tbWwAEX&)20E??inBAHO8Qsack(bI6_PoL8q?tNYY?r1AYN zV`x$Ai~WflUjX>-y-Th4*hkLS?Wc5%tm96xpYc6Hk|U2X^{@kQ(0BvV27n^DUcZMHc=E5^5P-d4JPSChS}dJ`f34YQx^h|IJ`QTP&o>14K) zTe@$mvG7)d24H=_FzqReeZMUl#MYjGi7rZauun|*2#-B4{tEc4bYc^ktUs;YCveH+ z%!kh1Ew~uZlonMqZAC0uzHJh|=ApH1eW@&#ofK=pO0@>D)Jd2r3C9^ZU1z!+{Q=2% zF%{eLzh1_sjfL+YPfjw(SpPc0yMq@yyqDv9O!^sGj<-I_q*!mcc|!<`W7!-p-MDJI z%m81b5=t0Da>#b)WjFxr1$@1J!sy!^xKOHyFS^OB-Bl;|g+7vKxD|S?t6Gu!;KrC) zAC!0?6$Wra?@Sq(f=J9*n?&h-M}LMG8!*`cz73E{`QnAi_tHcTF>$kbMa2KTIxy>-aZQGQknv83k;67iO zoJZ|FJ_`Rzp(v>=4FWWJh!1^}y6xbf@QU?f^n%O^G3PYf_S&%zYQb(5FMZj8GxIqN^+T9G5o^=vA8; zP2g+*PiBI6{2dpH4LYegURRRaBYYj&NC;RPV~@-r4CAR-RuCJ-aL4m5y{8ReDEjbn zzwUdNx#;kwdU_8fBM`&18dMi$q2)A}WudG+5e%Xd0c}7!@5IyJ98p#sSF|eda=WBw zu$)<1dV7yq>E{1+U00LRpX*?Xut1t{nmfPkBS~Zu&QRs?95ho~#7FWycAgJbHO&Dy z=2n;gcS0I_C-@T0Tj{FtyJmd#z^bcvynoPi07x|0YLO@R18_xSvxd3c?{~^NN?UNm zGKY_8X4%-4%{+)?XB78X@F#X2#@7Oq=Yr>BC-y14#5Z&IdX; z2lyG)nSR{CiFb=^4JYnGFi@s@f6OUd{QZ!%{)jJ^+jj4LUTSMLILX69_M)o|2Y(1q zv#kFfgsM2TR6Zd097Tr(^0d8^*@`Bt;GR9;4*?>zaJS=lV{2g#R zv7Vc89MhGivif)3NvdbZ*%B3)i#^5|a1^n0?;-Ti@9!_zSCWE&SIKARJ?oUMa{%A3 zYc`gh)x>MyA7YCd*qXpYwYklxOZ@NCXxQV*NaFLjl=&1X?i=?pWv@ zU9O;1U8a4*xV^aYfVG&@gbd8*?oh?D?q zQ}L26{M;amO9TfYRpA5SZ(QSuw~bg<&nW zw8D!%{6++gVwnReEXrA#4gorWVYUD$D*jU1m0Z1~Lk`xL4R(aG;bUNds>Hg= zJC)bxan}yvoWC28yUeWJ{yT7i+NZoibTEoRHXGLrdWpgHe&j?DNRvfk(D$oa1(4x= zJ0%f)jB&Rp?2KMhWrD(3PqS$E3)6DkTQCckquDyCvS&RMLbZ}Kr_lbo5d6am9)La1 zcuVed8Mzaq@Fom_T6_9<$_u`;Bo@&@1OrMTRxl#~S)kVyAz!&!? zF!~BJgxJI}#!;oh=gmc?3Z=rsq~96Zd*12?!u{(uFAZ{s1wqR{K4y&Tz;N~riNv9^ zR}>@z#$(H<2s1)itv7ZCgG~I=eo^jw3JJ1J0u*CKYIw&T*65SfiYh1BQ+qCDJv!YeW?c+4jm$&momHo5 zIddX$jETS>UO}o2dU4UFNfE|NMm&+=eLSx!@>-b9ZY!2&!LHuJnG?VZVo>=PJ{`3| z!UbS(Mr&aohqfi=!%%YRXf}&OwP(C|K4xd!S%h9Q1F2irR2QkL;=1gtHow$7`2kLh zWWhW?TC!G=0!k^*XLt=RU4}o2+}Hr>W@w)u#bbDAN>Zi$=%~~UpMbyzNIRsVep0iX z)Qr%b?XRz#TpS3e6+a>5$_-g;Yk{141V-h#3IroivA=z@wH^P%#G|H$E?pi9K5lcI z2(~Yh>6|yF&0VUgDg5f@ERkH{wfh;xD4J4?vf%94Hcq+UZ%{u=TF@RV_R>#X1d|s; z>8VK{S6Fp0eAXBDR zy#yLOy#^V#^+WtbTQ1RuG?Dxn5qw>cqHQ>YQkbAC300;2yzD786397Mm~mJ4E8PD^ zuqnI-(&7Q~&DP*;*5_V%%c z0uJ>bhF9LQVW_gqy3eG0BVb^#O6cTHZwb3D)7jSUn6 z>CQY91Wz6ZZ2ln0!}^AFD`A^vT86itHBjdm!Xi>ml^^L-NAXCkMY zGbv^VU0u8FFFDylZlVtFWh{e^U!jAw7(=o2fh9VfUvR+3v5j?=SDp zO~;87WG1br+!%g(F}4GraDj{1UhBEqM0nx}+t#z>Q4c@S)lb&8BgW0EO@kkd!!ttKM3#IDH4uz+o5mSE{5Hs6at z!iVU%Z#pORbnQ1vw32K=K6cUU>oPCBep)q;dt;~fsqhVp9#%|Szf^OriI$tjN-giU zW2WW2$JbaYkTnJ^DioV{+#i@x5aBZdyDM8EHS6rZ-f~`r5i?*Z{Kd6x>mD)m{kcrC zKgQmh0QjZg!+v{H+Yt%)mY@;R4#HbWdq$<2a}*CJCjSg$=D6d85aiCISM!LL(dRhx zbA+Q@xV0Ed0Jwvpr+tfN55Y=A5cZp(`c@ne{EK2WJFH?K!UTH!c0^KJ2f0>IenQ`(%Yhk*2ZyuJeJ73I! zXT|}4f3gyi8_!?9<_`(dbpF=Wj?&+avE;CL;ot-fjCey|2NiQ1j4e8RjP25|wJ)cJ zBbR|IwBq(_N4nkLwB|w!^8?G!8dYcdd3{11EeuXXAFIgGb~2x@Mk4z~GyOg=#Too` zFh;Xw`bywE%Gk9Cd~HIEgaBzJX$qMYa>~H!N3c5nN8$lSbho4|VQst}F4c~K{2r>n z%(Am~1xOaLfna3+Q)qjm*3MZ&hNSrvH9+nO0i0Wg@uPuDq`TLV75dY*!}$!d|8g7ZlF;( z^vChE{*0w@hw?hGUbkJVqC*#aV2sV}&QS+geXpRqCa9Dt9nWoiK><*5>-e?=icuXI zI4V53G7e)cV-RlIpIu`-16|tl$4qnfB`Li-g5on;K6tQ2Bt%KzZYYa2{5hQVmmuhF z9|qOx-;(5qk|=FSXyatL8_(t<>(xg4e?oH`B?Gf+83{RNiLw~DNO*1=*64hW=ED{c z;s#QVo57fr5YLa-IFhSt3uOLeh6p+s&#b$)&gXH}I-kA2C8JYjm9PR_Ug7T0 z@|%4g`hq~?QY=8RwDab=`bt+>d%?e=VH7y_HCzKb9$%qsn};6qcap#Yakl6sL++ZH zLZ!C*0VEt=@n)?37QW_@?~geS-M3+dg#i`(O#2CJr0+qJ-7dY}O6CEC4kvk=d6tHU z_h(JSbLX=+b{k*CI*`AP(hv*f9+(X$j76IKP%lm%F}4mD4-&BS0o*FXeRApcXq-Nn zgNVMzbTNo&zGM@-zYEbIL)<4(G-KQxYY{3I{xY_(Zq;&|8^TJD0vDHO0v`inL8?Hh zb;Z0vCL6?X>&u;K*)GQP*cKqC}{zh>+^kT&vxTt5pqliF@RSV4;Z;FFN%Z?Wj~zIQ}) zl<_J68;unwW%)!>?Q*(YdAt{O!8jGFGkzy42~;5**k#5?gv9nmds~<%BrZT??(@ru zq-#0&C*Dc&Mn0!*{_WcrjjE01(7n>nsRYL+)MPv-ol$hW;=_jpwcK_E%b={*8Cj3T zPye`fZG5#rGBocO?Fco?=YqZPqXsO$$HNwG14l9KYEtV%tTPN!vmoTGy%JSa?$Hpf za;Ac?jEtf+Xsk))j#WCb;(X7a){mj$90ih@CKTYmC+c_%7kFs{l(<=Wg6ZGNAt9lD z(94(FvQX;!36TY&e+vSm8M)XY8R?LyKjKZDvPX$$8SY*3q()PlKr&2p=j8+iIQ}(X zT;v;#lZ1I4u!Jx3P^m6uJY?jl=p(9bNO158d!0lNRmmXjw_GKD;+quV!XY4lrA;-7 zfyNybgnU_i_m8FGzVb7y`V%9(^=p+fQ55gc{M zkl5ZnQ?>iilY#`gK220#N0#a3}kV~=-6*#36T<}wgk0O}imzHmeUyJ|>i-8A;OJmT~w!6zV ztTpJg29c33gF$U>f^1itEDIre*?3x3n+Yy03RC!7?V3>o-G+eyyca=3%gPt>T7m{& zj0_W7t^jh#eukiz&uA5%EZupM*Cz(!W1*gh_k0&V#3$1PL) zufW&4`z%XolxFv(IbDM&+AR$aqofF{eTTRg(h~E70qZHdUsVKs0~VkN5x*3GO}Cyq zY2MF{o8)^sV^#$n5+RJHYD{6%v?+oxbQ+l#45w(KYf>>6lJX{vB?C5aY!z8v&j2d$ zoaM^l_Uf}u!L7tDo{Bu1--7?Q1W1DOkN>!c9KQ|l&KAQn1U5%T zUsxMw5M)T|-UD3U-#9-g&!dWsaX8ngwvqtXB_V4!NvKon9*V8L*(&*NRdUb2ogRpt zdemlSrGeh^tK&~gFzyN8{ z1gjW_DA@g^gJ&8QFm?0;G$~y`m3TPOOKr}pOcEsyav6u&+fpf{Fd*Y58#_{~Ae%b5 z9~HCudp3{7XmLlyin5`T(@*p>lvIkNdrj-Pd-USU8gOzesBXe}HzDqY7^|9*RX5bu zRzF!rjb)GJft(ZfG9+JpC-EMOe8#EmO~5;BPj8nV9nl^5K)49`be{9uUs~CSOYyQ} zO42Q<+zQGvQ~bjn^0GXnC6~S5!DZh~YH;E&2O6=TZj*b5=x`9h?;KvfOgSb71a>)y zyG1McN+(ok=1*?%FB9q+vGoWPCP%J^@bCb`$>|%)hJ<+g1jbhjbqPZ<5nZYM#J{vf zJ)gAl_ihg*@9J}_3OzUD>3`$!*fm#N;G!n+G(?q~3MLXOm1Qfd8ipmCGQlLYrG%6= zYMhW2o zw4UKq!$ISOhK283=1J`+iW7eDazRtc^ih0`iwf@KR#fCU;x_Utu!;w=?i2=6#swWC z)ZW9-woLs_f2F;C^7j_>6WV8Jj}4Kr{wz~DO~A6A{J6Ba#4Ko!WJ5c>2SdToEmq&e zL54BD{XjAbX>-(h+OSMXFdrsV=Jm0fuHh_-W#>l^V6#MA!HWJkee1b=Ue&IZkHEoA z;}@~J54>RsT^LE?;t!( zYbxK3UNd3Ov8>oa(AIs-jZ#CWrVWnM^bE2VJ`0@Yw>D<_KDKyqTg z*m{QI$ZL^*IOLuTWgc67Hg3F(la6AzjYQ;(Kbk%-YwwuezY4%p#ji|g zJE1}KjvDsDgnpsA4^v?av~F26MK#k#w=NZV12nKv$%2UYcpoGZn7DX1`xGmr1!ka8 zc>J1v?E{srU%O25dD3H}x|b5wuxY4cE-Zq&*Koa-Tc!#n;xgVMev5laGTnmPAGX}) zxR2*}Z|^efx(V|0Ue*AqXg#V^b(MlVpL^n zJSfFZ>unb|)_F?wuZ}O-wPTito9eQKS(t(xU~{?6-Qkc{XglDXFozB;3v+1CHy_e! z{(#@u5y%iy&zAvLAB*ieq$+af>E@v^(ZV{qW}H}u@frFef?A(@U>Ad4Q-(SzD!3fU z>@^LgUBwo;o25@1_1AH12qkw3f5D&n^~7QS38wll$IWuaq;zaPTj55vCk4YQbV#v6 zp^{ml(hk+Qu^-8|NqCjqtG&fPF;;m;aoJlVe+&(YxF&AmN0Z~2Ph-I@Q=-$`9!`?F z>cb(Ip&ykOax?rX3RV853z#kyd*&}BWPCBTOcGsHR_&~5#+KVOscdnoL&>ZY_faH@UM{l^YWzm|3#o<%QUkYq~`W0rL%5A z5v2yg&eYqrB%>{QhhZLS4#naXbnaPBb$Ou&f9V-*b1%%g&Xf9NjTw-vo=LR$D|ipK z`DiNcX2A#oQU}stxgKGn$md?U#HM#0VSi#FPT>>I)m>wIyJqMah;89qgE`^4xy$%< z%Y9jvxIzlw%{4W<%s^W4s}gF#CVNI(W5>3t?gFbLM@@RZg5iOx^3aaEOhx!J`&|Fv?qN$>Bs>7jH{&w9DF$7P2$fJ%B5`s-PBJM%qbSII zUc)?lefuGPzP-MQbH4Jfbev54n|=HQ8H$fcuGd^Cw$$}$Qbh<_zWPW|?F7N%){W}+ zGz3z~9L^+p^MNG^h5Uy9?ugpO*trbCQhz+#v-hi#xWD5I+f36^LHP68jmVCw0DiFa+)xO+)3&AL(6}o(nPOqOL%d8`N zREs!X2du^evvt#UINI|y=E6y{cdlws3R0AU z1Qs8)xg8lBRJ`hOY-A$+H9GG-F>Yb4kw%58?>iB?6%@5t(=l_=yYo^lW{2Xdb`1@cw`$65QGAH!j^k>b^? z==(};9glO=zs29E8e-=HOak1mnSU>Buk}zy&dZTpZcWQ=A74%R$m^%wygxlUQlJqu z^&(F&`8^}P)&AKRz4y*Va6hk`Mh#nZ?euOn%9jEGB+8^VER!@m`vL4{LuvY69t8ru zeejr_xAMc_Vix92gCSA|pzF~J@AE-1=Ly%}IBbQP<6-%>>?BzzPs2s$JzJovl)X9p zF(Nu#`y=+k_b)M~##G_+F-K~KM4Gu!438fDR=UE^CtLtpN3--gh5`Sx*2M3mK?WD$ zp`9h3DShNV1eb5Y2ApvA@iGE+A6u(=L{&hunhrf}gt1fS!}H2zaANCnI0Tl#l_XTX zy*|}KbH(~|qW|`Pbc)%sSzn;r$t4P)Lsj$~_T(t~gm^gXSEXq8sA>DD8ld&g`QiLL zun!2C>sa}$Bf5h+dTh<{a>`imAEHT#eWI9r<}vqa{2{J2!bmM$sRy>2mA&JdH=e(q z?-xqx_^^Y5@S5AYHkdbkTX}8hYsbn70pd45WK-sKWAE3Bcp6S@(Hz9+Y8n&2Vg! z=!m$+m_ch}bvaxQ2o>Qg9QC0mY+eja3y!$OLoP!WQ6!|`Rp|fe|5H(ZCA~lXzt@7G zv~7A!T^0NfG?4aD1LGaMo0aN}jZ=QTjxEd!i1dDU67=Dscb;eVHNy$U{a0HO|B`Oi z$`HK)K7ryH@5@X}D^T<}{L)+%wz+A5B!*KVUP&+5R4R{} zw@_NZ`GTsS(qDkJPPx!MQ|(bSJQ3T@SVIvgXE4omI$MjLrik)J%y9#5tkSDC<;1_E zM>=`u#K822JRLx@&PKhj?@NP?y!!U}nUg?V;xO}tiq&D}HhX1?NW|0E_3s|SR44Zh z=_S|AR&!B*POUj~y)H@p8yD*Zi=oi8koEX$Ix2)ZuB2!pY);6@^LR)v#>g1x>0s{N zK5&SH3#_g-RTsSwSn)847iENaye)LrRAh{73dXXz5I}dlK#5-byw!l z(yQE6-3kUdEuY}C*NLt!mNqC{$gkP_pHSwoJt>^Q{{9uS!pIMQ$AA5piEfXAa0q0b zWnQwepOOhwCwK^#EXZxP6ejhvCUllF+SG!#oy)fJcn1wwiRO)SmHQaJp#+WB624-O z_jS#Yaw(O;Ad(*nB@YR9lNOS z56^?S%BW-=VLv)z8_3RWoBC#ic0a^{dgIACzcLsfROvmPQFiIB%9{lSY~_ve%Ft!t z3Z#Gd2b742m1lO`RKh?pT}#t-V9mQY?vFvA*fg%;kS|cJEbrcV_6t?=5Pm93D%1(V zi)b`RjjdT%&MDbPGV1vwv`ftvYK*Dos^;$?xZ2B$l1jeld1Z!nKu508M7jtR5S^7A z)csUgI^PXf{D_e-7wE2vcnvaI!aiRAUA9v{{3Dx&hTREs`ADrJL3gfQw3?e$E};Yt zwYJi8L<@eql#|U=Zb$y`zS!U=<5qC`No2kwqsmh|d51>kf=b?|8jk=4W1Rw|rR_I| z4U~I0HGj!#@{4-TF>?-O#m8bABor|ny&rGTDE5D3|6wg7r>cyS<^4oSZWYzEqABO5 z{+&lM+@_Abo0bDu-dt?Q@MjBgBVo5PF@e~#z?5oY&c^{&CNAQK)Y;Kd_$QVnpqHH_7q^B4R!uVmj%KGu+m`!Bh{c-#nnVFsj?U2xR;ybfWJVG-p@AE!5%U!0NEJ)xy3Krzd^;!=+RmM= z8A@{Uve;;z;iKX%%*Y0Dvg(MczN|D{SHM|UvM!y#3B}#-3H708%1-8f-&A;au^Q|9 zWYuoG4YO>SMhT!*_4cxVSv#_KB3&bKPUSilH=IBJ_pR8v$>@-HnnfUn>&To6m9W@h z=>3olHX>T1KY%H(GsA6$PKP#OW4MYML zhx+yy3_s;mVP;+|*Nfpqrj%RF`Hf^|={(P7JD#@stS#3u{7-}0oc9@V-3(n}G74&l zhN9RJx4^JGyp$S7+mez&Q37d(6eHZvJN3|keD#-NEa&1y*AJ(o#;)e|kAbMuA}s{# zEBFgOeA*waV`R*=4D-zErQg6~=Gm?zv<-gd74&wtM@+Q`lcCAO-G%eTW3wa3aei1j z$G-Ff!@0p3L(XRpLptd5hLi_c)-OLEO;X~C7}S-YW|-82)Q1wNw?F)4>(_TF@R1*F z-cIPlBi`SRbFnO4P>eSad_W3BrJbA{3WH2I)>rJ|`9&&pHSIv%@B@{YRoY@185 zRqCVQqx9#AKWoEzUw|IKEf-9{i!RaTCmhpKhv5X$NvcR?T7ejNzVz?dwKqeaTHIx3 zW4xYiyPNS@P))UkOFRtz4+44#uLt>oqP84KNnTUYXjyw7NR!pB%Yj|ul6xFECzIO@ zxgf`RPQ$?q&9>&7*l~dgVob*Gd}+Un2q7}8md`193S8vp6j|Z)l3r^^*I}-OB(~aC zw&Yfc+~+J$?Ok_}sq+v)ur({}zIK4*+kYZa+X)_Zj$X^U`GbNg4L#e)iM@#}diCgN zTS-StS^6Kh^jAc{i;vL|{`x%I)0r5y9R0-<@6jP3!g3d~c0{Ks&d0&MYfQ+gQ!MI; z-EbL$KnF|EKHhkGbm}@~9uyZg^o(o8~UBQz_Zu zuDI8`d1Rz(v+q0?C~9&>f-ok$5s)>U zKkBrs;R6_>v050{Y5~2+JQyJErli?D&<&jh+Mw#WyH|9iK$Tv zhp=Q>ITDeJaz&UO_C;5`*C?auylq>~53`N2@_pl6Z`V%{ch1G!VcUP$j*Vp<7Kq#S zVEA%;Kcr3gTvvDq^z}{5-!xD`Y|*?ku)t!VFk0}Li8JFWRYh3oA-IFAa)8e7u^2T zl-kTy@dCwAO2oOhUGQlvY*;-6EbL6s>Ms#JgX=P0;tZ21A?wD|1_x3E$LRQ@w+(0% zvK;V3eV!T@F>J3~Ozf7XA-vie?k~n=Xq_QwK(jprjl%zoUBmI>#k7)xyNwsjzi*7x zlHDT7ET@NSD|A-_C*T+V~e^XhJj1SH9SMEGzF`B8WIeqC^$iIY!8dkk;nzT2b z?$JIdsVvE%r%PD;kcHj{k~y+u%7f+L`M)DIT6XQUbn#UulP6lmXhjO!Fu+qZU<~P~ z@{@dEn1lg?eyz_)e`zChh&;z@in!n?6u?TI#KTnGrZdm8{nmY2qIN(1MHdDzH{Hh4 z*KCE`KGPw5{Fo4hi1CMNLfj|6i7AjJT^6vx;g+xLs>jzu!NWb-xr;@AGp(T{U z^MeYFLhkGl4tJo=`)Ci!!D1s~Id0$h5K2;;ZK2lVc$!hEqTA=wPf|+jjP#O$_uG&= z3S4V!Bsw}D#KG-M5va+O@yz>e0v6w+*-0C5Z6n#Xihw_ z@S-S7B&vugecojIp+1Rk2N1da7$79FPKip_2#Dl&twu`;zy?uzb12wQg_>u5-;1{M z%BLCzoCZ8`2`E4$Wq*{HPdRM#hcXd*PUTs#@syY`J7xZo_;nvyHVY#kj_Oy^Vp$7a z*bD8NNG7Ozv>j&!FHN%RmHbTmotkQ-!0WYHGR*sO?y&EPWpyZmI-e-ZRp9=QlKvY( zUH~QNVf1N8x~ay%H)7GOvi)wVYFF)A$O6^Ywj~~N2r&bEvd>42M3ohSM|}?^*qNes z>m0mR`DogO0UYop)2<0Z4XGRM0^Usew&)AWQ7~MDh)*v{$Mi!|kE0NU4x`d&5ZQHhu ziOq>^8rnmJHn(PAeiZ|EXK>W%F1yLKhQy&l1FBi922Tx~0ez;g-FG_Lbf znFnJzp1lWSXT%XsmBwpt5q+Jr)o;k~#aQA&-qhwFGM@bLaIak=jjRE`ZlDKk1wk5* zH}s;TFH}MAEbveVD$=#JuJSY?C|USO+Z-B!$}zLf+gh0UNqB)8ARRw1lN~v7nN3(W zw~He=jtFWq9mbCc%11O7c|cMSb2(s{Q~?2Cb+!Cztyu2g51ci#Tna^{&EyS`?! z>wL|yDTlqDA-ql`^q#EK1KD8`HC=`@M~LbIAMhR>$nLqJ4E<}$R#w|6jY_70DNL;_ zs8+EHF{Dhl3-JZP$Q_lE3yQ_zQg6JUEQuhT5?Rr3sE@WXM{n?Y^GX?d@AM_2O?w>iHasqZH0oZ zG@ZG{nB{m~&eJgTY~WtTB)AJD^ITF6>)ob{z^7*NV<`FuKmOUQ;pjN7>0+LKUtTlc z_FFfiwU@!Q;NR;KwB+WRv-rTU%J??C854yTa7Mgp`0j~k z@spVS2tz`m=F@b|K;aU!*O~rF?J~?5x@mO{lQ8$o1tfJC&&sl?GZiI2dJhhK zb4^MFkiUrlI(IY9rsaQmZ zg28pT-F0pn#ezr=K15>J?}bvC>~_ zCigE)qQ7`9?2+#Xm`s!^4?D;Ixk-D9aBrTXz4eR%VoEQ}f($)$Tq0RrT(6b}I=A0agLLNGhxDTaKEQvB64=xT?(D)o1S; zIKu^HI<758AYcE0ElCqo?Cn|zBi%iS%A}X8O{`%pTmCE&bNL6z{55#BsdI(Ob;j|k zVL`%r@#36M5!icFB@>gm^OS0R`v#Eq2pI@L-kVjX9Uidj3fi_h^aCoMj?M``4!ZUj z2Cd@f@Ui({^^~lxi{i}WbF7}{B5T$!ZWoYEfeP4`)5vKZu8n#SLM7P0qLd=WS(jG? z+*S4RQhY^>Wed^j3q>!DVHJ~Y0Tgr14RQph&Hx3kWD#;}9_VVrT9wX_x}*_=6z@J` zs56R%xE(>?L&df_O~@Nv25H+>E9rWpi>FHCF!1$1yzjLGoxhhrqS%Y%HFlShhZ=vz z>wQc&qsN6Fa75MDZgT;p#NB@{9N=>W7!4-^8Q{J9m1h5Iu1!uIHPQo))heYR>2>v` zb#Dg6|0~WV7mExZ1gLOOKwx1W1O``rUJ#5Rc|?$xdww33usCxdT+lNb@(}nW_tE*$ z=S6ikKtN01-16;sbF=XJ^Z0PTsOGK-eAG3c(g^QO5kNa@oYb(mv*L+y%{B15dc$tb z-CIEvh1Yy)4(a4<+9-@@DY=vOv0g|Wr16U_d?NYSn@wMLy!G5}87zprhkhx5g#G?= z*pPu_{^c!{v(@Tnx0tDk^H^!I7<{+-M=2O21SfO566e9S43DvB z3m9)Igvf9N=xPd0>;mnL`DYHbpz8&O*en}k$roFA_O*d*5t5U?C*Ra=fz)1R^~xnD zLEoe*J6I>1Se8^3qXm?_hsG$+I@%)HjHm8fH*;-fG4Y3| zO*z@vOo_5Wd-NLH(&ej&VI@%C4_EYSp;JG~MMO|yx?*NMmj3XnvwgOUTCllle3*Q4Z)G!Fg(NDEl5C{Xytt`kQl=#8h!&pTQX)rl z4GJV>_;QW5Ts!106I!3t+F4$sJ`#}E? zUEKScQNop;qpGjW4N5+j-_ux@(#FJ4Y|Ny3ZL{8m2GN5cc{8Y7R#B&+$5M3dPeg`Y zil`DMx)7rjpV?a!_5RCzbVYxB4`XmCY}70!3us3Us%ndPtpYLSm-$qJc_gFw&SU!t z3zXW@>~?nVeOC!4l1A+zdsqwE!}n1je2j1nV)0Q>=biwqQ)N9O4k{Ah2@wwN9L1T* z#2#&YKZ5j@8qAE>gPNO?26jOWB1L~_@Kq1S4pUw97>&vh07TRG z6jMlFMrTjC{Pms@{M@+H;+>&C*zRnL-F@QG4Ud>A0D-otCEzi6b>aM~X85c{EU;5& zG7_TuL~!eYM?K3A*GTEzp_$9U)Im}gyYhDZGi6ukwf3V<2ES0~`D5b?CJ#-i3{kX1 zsJ*Yg<;%V^O5eKk5SCGelOH!*gQf)go)Wg|A`b?VCOx?S3 z{4CMn^@8mFRmUxQg_E444%QTk<5PN3;|C=^4K*@A4S$cg{ZyktzOr-$V(;= zH4Ai!)vJvbtezhWiO{|qyJw|=Ap%kyE;$VB(yK3kV;mzA{5M3+Z}MaG8u6QEJ2>wvJ9P+{KO6GP?;9S+Rcm_FJ2IK980i%1)3nOm%pn?h$|U*%AqPvA7y|)M{GyGIeRZd*X2nC)+^;f)Gbs? z(Mh(bjTEWIeVkg;mN%%|jpdVnD>4-mp!rWQNK6pasPg41UY2fPTV&E<1clHeqBcNW zH7c!BsgNawxr_j@;CiYIpYby=vFA#H!J$S59+3YQ4}yC8UKu~yLrA+ib%`MmS|CA> zJV88=z6xCnFs;f@>Lo?u=*Mb)_sMQiNhmW^DnxK0%4B|Y?TY_i?IGD(@zVN`^oJEVxO(Z|kkVnzg8!VFbfSBH10k3Hh&GiI3$8=ws#h0Z$|dLm&j%rCc?>0o9J z=Xm>z295F0%>HNoBz~fCQn{mojy~FD32g7Qa ze}90YJRFq@j=ap#z|09W#VBcJo%!ecMBEbp`{5!^tD0cmn@`NPYWbj8p-`a^6=a%< zsPG%c7t(rzie>XInOSPPX1?x}UqUadybFU~P;oo?lFa_!sg>}d%d zZlcgG5I~lbzWy#y^r?VDH*~Fmn>v@mb9A5~aQ?{Y%JH{9>3sgHS0pPZ1{jqP~5ri#7u z*#B4eb0$gPTxfbAtffn&P;L+yAW86$?6-$9+@rvj<_skjm{T=SJ18?~t%vz{FDESU(lr2QLPoCHv$EHKA9iq7DTC7-hmw9hSPWVY}5S0>`csqpr zbu07lNCM$?nc?|;$I!Pm&xn!e=DU-ZL^91c{xNj zDzs(^)xTXVe=?u^#wJ+25$Df49P{<=Xm7TW+REe!!f*t+N**xYD7_hJ0{C;@|CEQk znlX8lAFWFgdHe3>t!;-aCLs|l5zG~i4#($5p${Im$-Dm7T$w<)Hc3qJrwBK1Pt<<{ z_C=d|`M0|m;OAKVWI^!@phD)y17FmxEB}@+^c8X^#MR17&zr(+X7Fa{?y27j`#)P9 z@}EhaFZ5Y|#nd#HJq)PVW32dwUn1dB)N9l-5_|`5-{M^9~TN`aVQY5DTRId;OohlG&m%%f+K(WFECAFZZ z{dd%9NPTO&yrwj6;!_gXzfms&?QwM$8wrjW<8&Xqq|Ib|C%g|JuC*XceK7 zi7t~y0yz3A-1M$*VN?#*Pc0<@*)4i*^SNy+eZypo41^PJw4xV`3R*tK`1O_qwuIvA zEB&EW)}1GWez>#wM+O0{#bVR@pBxALj~r7g1tkQdvI%#HqB@G)|MybcWjEJMnkSF3 z-}(YCdW*uqU;LZs9x5*xUh(k=i+d_$$o}Iwfs_qK^oT<_55?9Sj^Qo~AD_eD|C|~$ z=Kq`;Ex2T%$CN*4y#%Z&d8(b5L+j1df2N=9NO2;t3fS3z3AHBwrz=#*_>1DnR_r~1 z{;7|PJ%i>8neKs}R%$IVC=+F{0y5%ixZy3ETF<+p=lrxv`ZZDrNSO6+tPyycF!-on za{qj&@gM8>e3|jr@omAo7JOTqDV;&`yAFmL&23px^t=55#Z>Ti94`1yT$N|=yA&#$ zivPABo{`P(FF;|TOh*3G15lA-1NRo3REfkMS%yP(pa1^7^50G)5(M4~`3%7RtV~7~ z`0>Y}VLslrKf^S^|M-8tZSyC15NG#~V(?^g|7knIo+C5W``khDhjCD2*ay%xq~Dt< zBb-peEFRYJ| z#$_2Qk*M{+F*EW;_5Zs1R?hc!MKDNqAa&-1& ztaa_0)GHQE+NIAYa)H>r?!Og=#`i&{PiHa`0pGW&Zlh4oX_1@=u?}cxh%XFF)pL@@ zvy2ybwOmgx)?~uOHT=gtGz`eoROz@G#={dDmMkg}iZ~a)CLxb0EM1BN3LA&n((7&z zz|$6&^}R2K6SBQdqXv<)j+Hq#UGAdw@ADr3#@fbeU8a5e35w)b0C1@Ur4BwxLQ6z^Z+2=R>(HCZnb$ zjdiosZ`Iwe)@p;cKY{LX(^&Y|`M-X}YUnu*;jo&2^|=<#{d;cFV7L$B2~gT>8xsSw z1bl}Bp$XF9Bfqu++{J&qz?zmVFO%UI=J`GHsiKi1!B5Y`+*YFcB7lQfgH_(WPtG_d z&~-M=i*usK#o*CCjBAt7eLp`@pCIr2@qQ$@M{!!Wv&{bz6TpAbxNvC8X>q$R4YP{x zzJUVmS`DpEgfdjilfZjkOUgDA>hlqLq{w}MPNb=0RkWm`>kCw-_?;~|3|TECH-oUb z4gsedtQ`)wjnzu|DE=?JV|l*7!Lfd5Du+MQZ`&{!(Zl8M17`vOubV9<9oZ2OqlUDd zosm#gRV?GUi$n5XRT@TCh|v5DR(8JXdZN*ijci)hfw#T9AL;FzM8M&ioG6Bpu2Mz4 z4a1W&sHyFTqi6qR_eatHbz#9muH+*n!?m8o-+VeNawp*4nHf(zd6A*#-DwJ46#}mdZT(v5FEmvIbhX%)Yj(!qv#tg*(6e!f3-H*l^+1h zRFO(+gE6wW8`uO(jy`Pr1bw6Zw6W8aN}9kughj)SD`EZRvbwx12pM@~K<^)N_#{)0Sj0OqW6~t@R*9w_c){JJYtF z+R^utw$v!-cAU1x<&HP$%Z;hZEFe>Lz!$Q2h2`%mpF2Az`rkkP8LPWqy$3;xpNrRE zo){bnUi5fUkEUQa75 z27-Y^F_*GW!1D12NamCMNh$mSP2i!_{AF|EB*}*Z3{z09%jC@8@|#Aljxr#3r<%We z@a$U?DWi<&3ozCv4CUV3UtMyWoW_=1Sb&nbXh`l4eWZaAfk$RfvGhsyE!FoQV{q7; zO#mM%P7>h$e#+vqZh*tL`M%$b6cX_%6JHmAEhGbNk@>dfG5xfMdi$bl9Qp@g`w?j? zYmL1rjNBrMz>j*17nMYtR8i|MXQY#g#p97d#{TgOsx8+hziU>7i4FA(o)(T0vLuSz zQ`@X2z^)iFhsao`nJ{RXEf70%4hF{lYK|y!1#BR|CnYf*ksH+bU~2O@Rn1kw-TFT8 zQ0$&@6KsZ;_uB|>D?b7-_u%!O>oK}F~(M6)AbV@g?BZhxquY= z?voNyb24v6I^fXjJYD_62tPjXNNXcHMA}n~_v=4xI4jCBy1}NwhNi?2a#n+WurF(6 z)6C=w_JB?v3+R|UEUl+#idjmrZOZgu^j4ex^(kbUSfA0gBir|J zEd?uQh*B}gSN*)@=O`iej9FMot{<+bmR52tvkwvKr-a%JX*{1u93P3$wCfFhgZ}os z=cj%IJA^l~miXqgc-@F%kO@RddYPSZr^WaMz@y9@t6VCU*Nta-0Qg<-R~{q08UVX- z%;!%abaL!AAgYP5zRQ^$7sHwM)*vq#E1eSiy5GEfZlY7^^r+_IX)6=ZrIDy%hJxKS zGno3KSxss6d?h$aZIrZVDPXgz_h-_Wzu6-RJR4#<&u#P7Can8DZKjHN+4_dNRA>k& z33PyAZdbyr0&c{j(sxhLXbW{QW<)`P(YGr}bjIKfGb}S~4NOCt1xacfUjWt$q;zaT z99=rQ&$R0|{Z6vvNw5DfNx|AgL}AvGoC>pchz-T2op z`Dajl7Ur#&gP|U4NvT*f2J(%RF7~1=#gZS{DfSqViS?4Y#tYy8ehc|UC3v=7fs`fJ zW6GRXgt;)%r10{jVqni3mtp&WyPxHFh@+O--ryxtN+6sAHmPN@aGYV2QEOD)(sf}M z1)&{6Cgx{7-Tig}Ef-H7ld|Oyi99zVFqj;xIc8)c>&*2Psi#rly=x3k{`nUJ$>FqJ zFa?X->voStasREztWe2qhy=gZ`OJo9&~ zE`Hv4Yi}|Z8pJuid*4q2*y*%4%*-!D$@)}CZHCMZBdv_ACPL_AKBqEgq% z)T&}K;9bKR{L$O+4_9?nifU#2Pa6wO^^U<(0&WJ)Rzmer^mp(OFgI5xm>%Y|;-iBu zlguM9zEMEOsc?meW?rWY7?;~Ai-ygCdtA7}Wn!j8_U~W@U%Ar;uavI@(zPYF@==Uo zOrdsWNX(J3awiZ_6GgrNz;zllZnuTf9YUfe*xhYX&K4p_8%7kTV@z5YwaAH0K3Tgp z9oiS%0?RKz?ngysJ6yQ5wePiceMREy72rE%jCFqlZK7uW!*Lp{z~XH zN*u+SX^1auJxVNlsrs7g!=%cLy45T|0!5yGn5?SkxNXfCn;G=_wEFr*yDH%@WWs{f z5Yd5xtMMm#ZQlfPt;T6tz~4X6f>H{Yw`r+3QVgN!^4N{JFOwE}S^YZqSO4hZR(|&R zCvJSjNs&J&RE`C_uP%(zxSdsRDYdrQ7fM?^9|81PRhdl{$E~W}%@xl0foD<|P3*26 z%*=+*#8hLDpOJ-cbGdCuOI77g;go<~){pFuM|d|~S3QyCzub0^#_aaRZ|LNK*Vt6e zbF&ha=I!xhvA^sZJ9J`KKQgMU%&s8cfIAIeIFS_D8_SGVNFSMKx9QrDfA>gIU4 zL(2z~c;1w-md2E)3kQE)%OPo&QqID3@&lLD4WMx;XAiLm_IQC$y;SU_Q9j-I&!&C? zfTpQnIut*M!VI{;Xw#rrl!tgbpvF$S$cDmbS#$u=ru1iD6y7`nCl&yn_U)qboehM} zPpfKFDY$zwU7mipQqCopP00&f$U4V@C}ovFnFvje3k&m`#>EU**l@q<+G1Ww5Z8rf z!n3x-6{A3#Akp=l{7&E~{mb@P)W!Q|IN`v?;0+gpXfVHTkmk*~L_V{5%{&w33f#bI^kOUlS85V=(Z59yJbCy2 z&G^Oz69Mp-eE06V>=3VZ1&sOP14yh3bv_+0IhQOjVnR++7*axP11AvttRLRJ1tAax zc$2w3l)dNdXC8LWDD5Q7SVF9U=w`6tIp#9`9Q4H3OA|+r0Clct3}$uU3vY~Ag#Xnj zX*`6}?jY<|B!4T6m^%+}7f}ysr4XTGIsHN!O(RgSNUg zzc2cNAI`{oO=;5dA<9rpRUMbSkF0zr%m3qrfNV!!sQyHngoNvCa+bX8K;$+804P92 z49tgGYM<222)tcWX?j_nbec`v@OzA+ZG|rCk#!a`e`aVbS+}!>;y=Y0;5X+hMWzg0 z3v+t{H0|*Ka2q)8G^DtM?Qc6P5mtCx$(ZYCGY3lNLX*BHV&LU9) z9-f{)35{Szjailtb%1H{Irpr5-kPjSTUP}TFw0gr20L?p|QS*JjXj;i{=Kr|^ zI=5yBP932;8EzjDg#6?Bd2gzB#|i)WHzvyg^%;5wHEgj$Ap|Cz_h|zr9FsA%p3jZQ zJcwu!;E#g7vVNCx_5>dpGQb*=rca==Y~ykx;*w$M$>~NsOeVLsr!E{?&SPPUf0OdM z2K19RoDJ3MBGwpdUY^i%5TzfZ+Ibz4$WGG-L7Dwo+cZ(^RhSA}lpNvxCE_PjK5DD* zpC}Fafco-RVq3b~o`_hS36jsBu~q&v`_wq(paY`*2hd+uLq0sr_-hk%=ajMNO5dJp z_v9P|ZX+x%g2t0?M@e1k^2z1dnQX`UKFo-rzM)(Nx-oOm{Xl7$)ZKEzI3n(?er15A zK@cIs@OjI2@W4~Z`+*}wY>az>KxRMcat9WpHXUd6%_ztYx)^w0 z&ppz~0FpoKB3f1iwbSFOiGVW%B^b9-Q-i*Z?G`+P2dRaTv@mA0Hs+HCYm--op)~HF z;TvxV^gy?*PX2p(RF~JSH!X|QWUKoZWv#{S#y!s<4 zXT88OQCM^*w?s~70-4BwoGJ_!!q?ewh(y~9X0M^!BiPyR3VJ9}mjL`!8{s!5TEF!p ziG0Utd4)7kRpKht|NiI5%2%1U?AH)A6e`v?pE)49Aop|LpRA;s4}&v1ppR_7HaD?u zuUjgk`8ooth#nzj=VXAxWDV)t^)IANVn!BrY!3$2l$W1989QIpYbrg~so_FK_3?Tv z+F|T>*u2|MrX0GNbOZShuY|F7H&}6Hjh8(em^MdYVTF^Ov}N*)&v$2Ny3CWw*@I|1 zar;ATL(^EyXcnONa7nVh_eT=QJ*M2f1WtaFS#?=RN3NxUQc-FX5s21viorL6p8N@! zgBfGCVA1s3u4TJes`i;eAxn+W@)1c;lF&DXl6L%a059)vXlEDdW597if94 zX3}gq&nDd6{#lwKBr>d|?ae=786%TmwczTcht@Z{$CgqR`Ks@5@_5 z^V}q;{j7Oc0{vR6^~7fus}e){i}=RM)F}zurZQ<@weUlW-$^!vsV3TqWM`q-_0VD= zJ#*dw%$)CWKmFWnPxHdXFmGUg?1zUf(K#dU?dmv9%^j^96<*7noq4o9+Tq}Fm`{$q z8vKHFRSpFZZ4m#Y#QgYs;epbrvbu`TAw%dT;pGp=?z_0y041Ie{`roN+xuNdo1G1nPwj*%FB@W zYU%n_6J`5x%b`AXt8E#GZ%*Xdg&ik$49pIG3Ia_>{)dst#+-pdY9Y>>koS8) zu5etAp%k1Tc5_{JLUe;;u~g>3!ZZKUS$(+3AB11XF~-7{#IZhk+eqB2UnNZ#bYqt^ z3=oCKH<;PjY*|lVvZN1k7^o=83=O18JztwW!QWQaZ490U7(2COT2z1C(DU6V09*=* zeO9gN>@R#2AlqRSwp$v-9|Ln6S3XA%8-|jc6v{rh3cvwE=ql}l1y}r|j}d}wRiV7B zL=zp=vHAD|eMvU9$VBwu?3)dDr0C@0jNIQ)qvu_kxNMhQ@M*P>8CdE8x;wR13kDHT zx1W>i4wCU1ww{WoHjn5X&Xy+aZH->%bt5ZUn;s#phYVNE)&UUClYWHbt(y>&Yzrh~ zUR5vSg?u6d8|ImI-?xqMGjC(CIj>6nktA`>R+1tKWLqbIMlWVFFzkP#oABfQX5OZ1t;uQt8}n_f#4YUjmb)1XbaS^bkB zQt^a`5Y{&#SHiz~X%@SzWHDDau3g2wFOo7#>PtRsuD)-6#nQR9#3935lM5P3a+*Va zdND@qJEz%rVWcZsFokKG@zu$D>x~CM;B1<_Q!O>_?nkrY=NEsd4I8t#jxTPyZ6nIhoQqYHBSgm92}CBoLik_0a*PWt~CKBNztpJd#F1lP&3KkYDokIwRY z!RQCiNhI9L9_^~t#mV1cB8gqI_$ubGX?Ncl6D(@AWaOiC_Dk(2NuQ)Z1N6M649evm zi>-aM0hVqlRuoH7o}V!3pjT~2`l>$%&+P<(yslYpyi^9vD9<4Ve-rofrjqm_Ix94M zB_b4lz2crO?iM(ur^W~@MK44jq3$yI0q zGhJm^!361^vv6;x&Hh)Jy%5XWQ$i+v-iadZPlDTA$*-$aFo1j7IGnLGNui2u_V}zi zkjC`FV^cG*0I)}FO}n?ugf7~{ByM8yIJZnQZ0~|!>n0dF(p;G{nSDLly@djwcho=8 zKaRw{kYO{!lDxf{sp!eBEB<>s)cu; z;6vH9i;>47%5O#N7augK+muoL_PsiyP0>2*_7`NLp-#&S?89I(3Dt2230gDz`{=)68@#GbBper}n>D<@o+Cfw~LRTRltn0tuM6G>*d zpXVE4z06oP7fIhQO`DW$L=Z1@5C7n+XMHcLs}Z*D-_2;uuYMsKDOOmrH|GELI|@p-Nk3KP*QFor=x4`6Sksl#?;&z}a zzn!}HNx_(w5QK+XCI>^FR^=v0`s&#o98r2M4o6&4seq)%e3H`}Z)rsEz)%sK9xvO( z&d`MzeG}tQQB(B$>7JGGCw8axw46h=yXGkZ@AJAC`=)?F_7PaaHYv6rj`Z~rfyL<= z9zci?@mCrV8)YU;I`WyDSfGFWgDQ@V$w=%E{{D7yG}0jVBBlPvIGLHIJYyX+0l8r< zjUSTBL1V&w&Sr1G^$fJHT7J2kBzR)%DHE}hj7U9qt6Ws;+n#&0T3^&+dg%E6G@VX` zH3cTL?JKDzM27PL?$65jO!chV{#?xYSYAl7dXi`4#RO>xI@0pIO-8B9UqafPd2a6$56JeNUV|!8r~Y=Z zkL*pt{8G(G^5jD2ruM5DbnG>hKp{wB6qO_WxWU+mc*$&1vj!B%liOM>qQCjl}t(u9Xu1BIzO#Rwub8|1zlPCG~+EiN~6zi-_P~Y>@sqY@VzJ`|P?&*vx^xo~!RUbIr5Lo&E zc%&n^jM-w3#hAfBj7W0_W{YG(vxBHl|D@QW2A+a(gLZ@dO_U~bn=pTaxB(-y1{rKa zTKR$&l{uy}9lE~UUvGGfNHH{Kek%oK5+xB_-}M}50gE^8oNhav#K#ocs!dm!tIqo(ql5Gi{jZ80?xd9 zLDaepH~UhpLB4f)wUVLznVQt7fprOECfwEM{@;{s8!jYviiB&Cl(r&t)1Z}kk97`6 z9TtmPltur67g)NDKWoTej^Iz)6BEWG(y8CUTS`TY>G03s`*Y8Acq9qc1^X1WM|lcj zP6r@L5Q5iKEYc2KDQjL*&G|6CCK3nMOv=D;25R!dZ5x8aR*rttsq52d1zO8I4k=bM z#iDV1@6Ym!XOty|6#>T}AlS4WB3&*R3u!JLgp&>$OLS;Y*B;egVEZU492UN3AhQbN zP5`KINuORF*$|C`<{b&fyuqldLsOjjGhvf$>1&O+VQ#Cx3H6<;*=W;qFHZsxBb*59;_s4Eg7Y@aM`syIn;BFY*SBhmuY5`kz;L8(_75iT8JR= zSrLEzk&&S+DW+dUBiqNAI?0%?6YbzAo43_j&Qvv{P;M!dN>*x$s-ODp(5#O9PMuOh zO?mSi%j+x@HT2RXcFIv@5h*-bPUB^|lR3WQWhIBrLC#6(+IhWztC;|g%*v|(s+ogM ztmrxL{1kwq-4{}EJ-LYR{dvFehraM3tQ!X*`X@oKIOdJ^$Xr{F2J#&UBPzD2P-SB> zB79?_l{j8brV=z5C6g)W^zdB*8Me)uWCq$iwY6mJb5Qof`0GP?DuL(z^17`kKaS*L zZXUXDbW1Lsd!6*{Nyo*}Bq)JJL|AupV1f4_z{a7fJs5TK&iH$Me-b2fFGRHF6alet zm|*CY4Pt|46o{7aWFch+UF9nQZbDnjc6W#qW{wg91Vvx z@mFzI2oB6vitgs+N&2n5RtFWI#e(hEWzC4c?uD02>5Ftg`V$2L6(#F(@Hyfo$5 z#YDUy0f@2o0p>`hTJJZxn=B*_%RV8`@v)2cP&Q?_ z!y+Y^%E>UcC(-)v#-&kBBp!?0GupcQ$JdMEN7?6Pk(W+Y&pt}{kl-4sYSsr!m>NI{3}^? zw137pbRG88mn3fK8k9Uv+h)hcTw}aF_Ln1!Wpjs7Ra|Le>l0S0y6sMDN~{pCQ@HbG)f>?;I z#u@AWs(c=AJCCvSyU-rS)OKG$3`jPw&l5VZE&cVTBGYxa;L(j(-b19r?;qI6FgclA z+xj})n>uL6qoyo(#`_C?;DeW8F)ZL3O__8J~k!0l<|a2oOUYG-}N zhg)B)%9YusvbB9Pfm86B(pe{G>|-}ZKJ@2 zWc5gTR7v3~qmaXe1{MqmQz~hP{ZIyBbuSE)PYkg&oD>h*>i@!crmSyo1KwMT?9?55 z_KkTCOrkJ1En1#6F|hxAS7_EpI?Ho8Jpz?|sENw#`lJKFUUBzOfh3FGPm0c+}bhK_S5 z0=aaaP+c;FsUr?|bE7q#(;C)j!_xDbi9m5NAbgB)(>DL1_$gD&63m0_#7XZZ{s%mH zg}ij@l>}jHc)22+?0R|04$MIKwzi^wc{YUfbWnIazAr~+rjATcof9#DeP&4$kYHQZpz%>vD*tD>Nmu;TI}fS(d*eY*Gx#ly1H zQ!-}|22FtjgpDR*N7g$+pqcbXQ(cWB!s1uJ&(7^4W*1OjR!1lWU#OwLycL0*s&2Zj z+UENW*hP$c-4&5UZMk=v0V@bFOL3%?1A3?LF~N7e!Cw|dqEV%!cx5tVrHa)~Ngd~c zE{=MhU&bh-ySwN#WPID`xZ)Zzr*34g^L0VjgJX;p;wMjp71Bcd4`*_(x_65s^U$I^ z`!E>f>~&yV}a?DgsOd`%y)-;%-aZ!K{~C5md^j zHRJ4`*q?RZh;q^JtM&05&MQaEKLEW)?^jyA&`7QROBI#9=}oAt=(oW4h3=G#=!qOS zkL&a0R7f|9)`>Ns8lsJC8KRi`KIYXaiG*A+FcWmp*!Z=nX=%-BQXz}`$u1QuZaPzp zR1sOrK2?I>>RagzxSDujL=ib%vWAB>+|^8XzC%%)3ZtSM8@{ggrnHihS{U{I9jV#` zo~(YfNWONOD5j!q-@U;a6*W*(c;GbswZyi3qnYD&Zk!2I1ohYO(*c=K^j4PZ+A4zn z(XGufn945EY_a=EwC!*=bxiF3%zkP?j0C8@NpC(!Xo$*ZHmOCQ%_fCv;8EsJE_>eR zqs)YiYGxUKNb;V)n#^0BN$(|mc~^u2S^@>z$3e)k4g0sU6Zkj`_!OrVolOz)b9)tw z71ku#h?yL)R)1Biu zkpT`e%hHIkQg9{HhUMFz`*GqHKejL{yg|pDpAWiQwpt)z$6wny6(iPXn}RH)9Idq` zf|-RCs0!rd!d}*;Z8|OHL&5r_Y4mheRO9t0#?o}&PM+@dcWt<7Pz+VHl=PRB2f9Oa z+jdhi4PaLl#VU#!QONj#7yz! z6^Kpyv6IPago8-UTo?-?K16%I2$!LV%IG`9FJ*s5{x_C=#P!4u#*7(rO$vE*$Hc6Jg)DYn`bG?k$voT2-jLn6X9p#TOy0eCyyW4}gAU1Gkoiy+r7-gX3Ew-) z+oH@dY=xud8C}ZrElF}<%L}?xU*lz&mE7e+e_^W4h@?Lpc$%MoYy=u<-RVfYdl|9HtWRC)W7_*?CB%Dc=x? zP|zcP-->HA+p7F5^9w%WNWC;yC^kIH_^KFOuc@!bzACt(TG9d{VITQ+D1_j3~%{q0sb@Disn3 z-ZK8XW<%!Ds#GdP$T$9#5!_|t*clj3T*nCfy9pt`SQ{$qi5FVGC-nL1ys`rtqnv0{ z_aCM#6Qm_mZSE)fgb`cpH^N3=8c2BSb?*4s)WGjZIQ7W?LIg~5-)p$f`WkN)hs}xptt_*y-!L zmEcFowKjbZ*igt)hpFy)Yn{lW@J!4flW#%K;ecSibCS);z_0m=J!oxiKC;lGdyl(m zDKmZ(A2{ltuS5;e%}r6H&bPDx*FRbhoV^#iPw4sI#U8PnPUP2`N%zSrHf_$vp8^Ne3`jW(U1A5f-CYtwpgm;sv0 zSapeHy63bwFt)a67SZ=c0o1b~31cfuKMz7jQ)im7$hG9{8-^Y?(biCGU$reP>U~Z? zm`MMnrLIjF!i(>bZOk(^fYh~YS7+>8`HeRCLimauMQHO_juyBVEgUW}1lOGpV$Tqu z+gEgZG)-M1j1r+k%wZbmjj~}CarSN}N1!p{Ref5?8@n_Xg2L|~6a|%ylcMPtKC28MfAGz6^KzM`Ak3E8`71$y-{Z_y> zb3W8Zv&qWwWno1F*sIJlAPMuq-X+gr#OH`nuqdeSgJyH+lNhgio3;@5R8PVhE4ePr zz8FIE7^_0`2!s?vip7$z1T8!bHFY)u8)4D66!jcQ{4LI{VE=-WK=L-N0N3QLjLx~S zKWNjmnl1-{Ap(02_Kg`U-*%ypxKY?4|AP-|b55h~sJVsj1gKLBS=n>Pg;cSNnHhM8 zRIXCf(8P2vSDw3sS#~e?PB}jAz>JM!__U6iJ9@foVNtz>AS^yPs~EFLN9m z1A50X7k6bUj4o%-=rWPUXZ9h^6i3RA;Z}$14zH_bvPHTsGFis+fw52x3?F zP!Tnu2j^U5pMlF8S1>Gcz@tHFkfQ^B{B8e36pGvXX^6FWOE|@kY&avs+&}=WRWce zHUo9cS*o>xBtYA)l%)VkATFNAgQ8CAtG!S$Wn%Z&l(&U9>4mpEp5Oary1HQjKKLU; z)+&sKMnt`7#dgYE>OQ%?VU>+eVv~E&e@%N3h!@4hm?+cWaD^k`FUzDfKHmh)e9QYv zJaq)V;0RM_A6fi5*;1*(LWoE9rR(4RpJy)r z9{2UW2^`64!N3e0hm@#VLpyB9E86t55i@r#a$y~;ch)v;FwMA0hx*1;xv_UP$VuGJ z-#$*9bQ6vcAPMp0dr2d8qhW03B9U>uaM3;A1oBKC;mrf*#O-Xbkx8L z)z(ZuG~&dtHaVxCuxE#CCioEn0chJjFx>`{2>ZUwTxrL<^c5e6I{n8w88h} zO}Q#Zu*+*cXc%<+>NO@)4T`qsR*UZ%U53)Y22EPOr4Lr*j@eRmJrZ+{)>KZQ z?YeEf%|qN_V2iUgMN*mKY+&h%RH_TTmT%OIQx4h&ebhacgiAm?486Ws6L69}KK^j0 zDzLa)7tKEl&O4Oscs^kWr&@cgeu$r`XDp8%7@VQE>O7*(SwOh@foK3lLo2BuZ02Sq zn%uW*mRsUH$)VQo-@+78<1iI3&imr}fQcizi=2iFEANb)_-#AGwqw-(du8zP@3eRl zAswQy6Mwk`tpy+C8z7f1Uh)hfUQ#ON{n4m|=(k?p-Bql6vu7Kmk@gb&20I6cX+Ff~ z5IdKtMDiT&F;jenFEYzwwYF4VJpb6tb?GzE5mKm+HyN4)D0U}b)4@AR=hqL8xxyK_ zXC0p9Xiuw*RLPm^lw`2CIH8rsDnoa*r8<^Kl%%!|Dq&5RrP*xHc(e~%D=5vKe6g94 z)^f(%Lx>z{#OrgJB^mlgs|o_L3hU^`s3i|LNSPhwti2Dl%Yxx_HKY?Hb$=nIl~F3I zbSV=FWz7?XKnEgHgm7H44X)F&v{DnID$5M}X1oNRI;r)6Uh1)LERf!cTHcn%<9Ig9%pZpe^XN?-v~t=V?FBwS*^m5MBMN% z3O2BE6T^EhP~iG)Ko(W`mZHQ!Sh6`>Ovk6>$Xv%H4ehG5GqIOF-e;6qPYq znHDG*L*UIyl4R;vLpFwnS@qk;nnOju(d{JumS%a(R;(4CveyFRvw6)G`Ktf~d)rO$ z+PqZA{`GHvx8{|q%iCnkY9UsasCg~HJ^%1#kCpg3KZ9IgKHI_UZ+3c13xv0ig!HsOeD8j_z*JwNiIcr2Ik;t*k8o|7&(i*N3{x6vG=9G8v}4%hG3;VWm`!s&0(L58Xig|3SnFQAx4BLux!Kq4833afm)S4 zHu;G!yMCh-{2Uzn2N_IK$%GRZ0*mVbXU|^F;fKcPWQZI-ic>5*E>a1V>pG@GuA8*+i?{|JSl9GePC#0#H~^v*xSb8B~5@#nzn$kEt+9y${%E4o}yK)yhZg-BKA;II2FumkaQM2!k(?qk4KZ5(vM;sz6_Y_L>Yua zpG`q6P*?hSSEk)_6?jTtEN~e!)~kxHHr{NJJ^zuo+s6*S1jaZ5PE~y7MyXU30h-#N zaJYH3JM?>ZDLwK)airV^>-NfLKFpN%u%00(iV;fjB3OxQuRkipgXzbVs_e_)D*_<4 zlVKjo*%c>aDvDTfVgADJPOwE(;D?y)OQqdbY{n7v!U~~6FhEOzOaIV}*l^bs_>aGz z!2dM~Id~H84IddH^Y0jJm1c^pIwbd|AfB!l>N?fAbR?Btw^zA+RvOh%%yq2ZF9972 zYre7Kknp1YlED9#z(1ZU1m<<@s5Rz;ElbPt_3aqRc=Racy|shx0`D)C$YP@=L_Cem zY6J)4#kAU56b~vJoCt>Ot)|v#x4%uPYMcn!DGURLG5ypV4FiQ$d$2)r%G*o$(F*C7 zJKfo!t`wvbI$Bl|e+XLUGy$Dw;;RhTdDWrHT2=em8^NsCH0M^1EXD;;9_DTWq;rnv zClRz)*cpcnDAY`u9Hj>ms$I~3FMEo!);f(&2l{8q9m`P#!D7f|hqk|+w3H`s?6C

OsBO)tE(=*|fu64&Eoc)-Dj`Yp@b&o2j;fO8Nu3=G`zcvaGmA58 zE2y9oMwVbxL!Idkc2E1G-C6H$j&zf*8tCazYZ5r7)|2%U{7sFoWNlIfZ6RKJ3=#C@ z?i;#Fh-f3Ll}DwMUB6a%Kvvz|O_P2=g1Bx!@nKGDhaxE69^qE(-d25VSo-J>`X7_0 zDrdbV@y{?@(+873CIuXqu7nKFoV}TWTIX@_!wAgkpPN>#ji-IZ3T-ySkQe%Vf$^_+ zlnHGM_QGZnrr&qgin1o2CZ=4m*k`!^eBTNnsV=Pl&X)LtW}p2X^yFm6ben?HZrd21 z@+ge@1bVQ(FbSR{&D$)QOyusot-v(M#P2)A>uAru%e!_c;h<^o{Zw_blAPvTfVdi% zoGSU$jD8p?{E#MP@DgV|wQ5c=QgTo_dGri6^XE@QkM#5_X-l?+Y3~`g@e~-%(j?~i z9v#FL9N}Mi6dBoP9+4YN!^m~2J2wF}QSix>%va7dCpqmyW}Ukdf|WX^tdwRv_up-gVzKK2&L}zLO{sjp_{vj2E6bdAMYvH&O5ek+J^m-?nVgC7s z4N;LVeQgc9n2AoAUQ|BSs~;O~x^7tpn}vslSFwAh5Y*ToSVVcMp#d;CTy{HGk~XIJ z@KXfy=-SeoaQ!R|yrb$`c0ouz?U9nnK!jitNFArzl44L{ru8MJ&SRd*!UCE5<$VC9 z&p)T@<&iTp0B#Uf7;!b4aZ&eWLs^ajcdrd5XycdtDxV58Id`VYDWt(tbx~th{X2my zifHB8&=IG)UY55;HA(1?jlK#7c1ZecYk#}+Z#DwHiXghqzn&`?vG3i$)j7p9-@U#G zz1;cQwFnmq6r+T|hkYUAl~i zOd#!Am^q~B+-^7;kIip+u2D_Iggan6$+;ziAr|^!4TNW-5&&e-X3ls4P)@Ddma2E? z7Fg1UUI)){;XHY4NmdA}?5D9FGxg1YZrWT~VcywjJQ@)`){pgq3%UqCa0VJv_BISH z#YG5gk;ehvFUGxBoS7XXa& zM3WbT{PS2=_4`|!I$P?rk-^{Efk>+qZ?sa@;_$|Ff^d3efpP_}#qmF`qJjmPxl;4p zWcmgO^!n8plmtT(nn~$bl+I$T@8g&JRh?Lu(6R2FVjn$!z(y4i^Pb0}d57*ybwBB* ztnn$Sjcet$biB@80>9?5w7YZYp}~mCdfo2Xj>VP?4VleJtH)|-e$V^x@Lzs<+;|cg zW4pzCczr%fNS=LvbE0yM({>N23IWvzH+)EhuIZ+MpSvbo?tEl;{0Utq0qvUtapp|* zGHzSUMU2ODJdj|Y7G9p|5tXYAt5)0{N_;YX-mOIcIYwj3j7CT=@HfiviTLqHQl$bltIi>BYGV_ksdQ~(9Rgx@C7!Rjxj@AzoG9ne9j6c?mQ#(S$Fr$@C~@AZ<=q+8~m1av}4e3yr@hcLoZ&In7$AK z$Iv^TZ0JPpY{Az}vq~gWPkdLkrz}^F`W?8i=QS!OlLpT06J>^cH4+3~Sgawd+bwcT-h=ahdO zD$byM*QcY%vmPG8WJpF5LCCV9w>qBbwmc5KNE~OmIi`$LDot^0z;l8~Kr%%9aBxvr zJ+z>#(S#pgEHEdO{VH#93{@2nZUNRHcE$PLHH4*Qf00l-82ct(Bm~V{1p&)EE`(F! ziXE0Gpb|s)GkD|%*UAw%jQQ$|tdFn~PS0}TKHky)XRb}MT;h&I#U51}|B$*>XS=Cy z;BwK@IXvUINSt-)Ng#XIbIr26(lXiRsm#}LykUAG{v`GHG9$B(;=nBD@=~YP@Sbwj z!9b;j{I}&IjscA&Uz0x5U0+j3SX`vUND** z*xOT(nu(wB8V$I;Xxr2H`MaL@`QM|3Y;7nZqIs|$X)A26)4(Y50)>3SV-$3SRpTq+5pN$iRMz}) zdLJ}rD~!{Y53Q+*enB)S3fvp(XvxA&%85WU$}Epg7+&8LNuUBPjx%Hh@^{6QX z)-)SHt;g(4fJi&=JE2t{`z3zbd=E_;!rJU;b?R)Cq8-7agoGns(UtSn&wh9rU$k*# z?Lo5uelI%aEaj|ixGYN^=-d$qzF6dBV6j4+UQ%(|X|OFp^Iu@rr?2dTgeg6|@4z2LA+{+gg z+SOdki>u_sq>nzoI@t{PCr6|x80uV z=zH-ZnG}nrRbo(fo~7h94lSZIQ^EH!7wku!FSdBe?N|8`au|9)++0~S)ytN1WPAW5 z!9kDpqw}EK^><+Wp=V$nRX{J7=>*_>GW}LA7Cp4ZLuy`5>y6D$GVC96)*EAkwXQf- zXM6B-qlNlvE!f`0MfWC@8NAb@D%R4Iez*bawGwoUTKo-@CvjX~i3RP>Ypm-otMykN z(oJ4x+3|yK`;2~#2Rx#L(CQG!B=#)DQ;}Ffaq;aduvHk|Rf(xJ|FWYdZ)01+uR_XR z4Fjhl6YjfPDBW^UMrW32LCeZ20%soR4gN*KdM%qJe!52HMUkzQogw^mn?YO|xp>Vd z`p_IqR`Q6s#kp@F469XmT-w(17=t&f$LJxf#0rInY;HN_o%3F{TBGYkP5F*LlE?(< zJ(tAY{R=4OAsb`cS)FX7CnDNKIEWotbETKv@fT_a##g>639WBYdnI*>o0;``k9=j* z_uSgd&tklFy*X=eP*5ZRc-+MsCt@)nA&vNZ2>W$W)Z0<$`#3Rxk&_NmA4q{(11!Vs z6YvC%2kOBM`}Jdo2VTwaFfBHRTjOuu^Lh-j&XLc$}t!6$K$%9Ug~ zhPTK;lBTj2R7sP+8wVhyX_t9(N_*M)gbS|3G14D40K&ju5_M~N-x}1z&T*T-IB=p- zv$EyNUy=Szlit{BQhdfQAThkIM!SK0Ue}UobJB-CxRR&(;5FziKb)ji0)9>yuxZ;0 zT7Z$FnD1LDRZyX%?)aJ5W$^L2L&^>$uloDOG_R}$2vcuuvt!D}@9gZHrhMIiWii_3 z@#O!_QzxJ%Ebm0HY8!1}{6@B3nP#!(`Fh^$5f!iFSYBP*mN7k1H_5eL%2dK05i4tk z^_T=#ENTsrwblQ41V`zhi~3X8xOnQ)nb-m+$=mLfrg{NhIT&h9`?yodcnx{O=45He z%R;tpu+W5WFynU%KlH2sPNidEjECvh*=W&7=`AA)3D)1UGU$=YX6gNgTZLgvg>gg= z6dbQBAgw7AdQn9oT4dw)BJA8a5}+^|DEs(!bz!EKefSwb@f8s!(G-npPlV&HPeiO= zB$IGU(Dvt905aVVW1f4rpJ2f0s{JHuy>|A3E7OtIJe;o~SyW6E6-9*UWb=`2KD%|v%Mz`KxW8ZWeO3nfar8iqyIGP(&}KS-#DqP< zO68N2hm>v9-qXoJK$mX$dy+cwgX~Mqrt2rUf&TW3zVhm=(K|F24O-S6&dqz7jT@ZAJ{6zto;zK4dz#VvG*OSQ-?H z@%_I1ZeSt7ij?o!>smbJ7(_Nobv0tpy&y`c%n*xxAPG)%SDE-N#XLHR1sWgLsB9Zm zMh+@_KmBWXAxD@vC_ZapEyIgFMoCR=k#^P{g3t<18?AgtZS`}eYjkyn+p?ya&KDf+ zO>cCXI_rX~coL!{LINh=o3V1;dzof2KjWmpdrd8F_KD)@)G14UZ+|%M>Yne2Gj|=s zjw^Zj0-iY)CS=7tzsurPkUIM6THeCP4?^wc;l}snhO-08}_4c)LZCA@;jI2K!PlcsByx@`skaTmZxnH z<$O_6*hYet#qCok6ptuTEnYMTY4#Sr;h*+Uw;mq0HG#3<*(jXeojuUUMMgikftp@Z z&C#V^PrTO=HVI#el9^WPA+fRRamQ>f0w$x+_T_s^RW5UQ>;4Jx%YMuYLFPdM^a5F6 zn>o@}evL_B1IxTUG_E6*LhRHOICrdpkYH}mq3_^>;WHJ|!9Wro>_V`HGj4AW3=fu2 zP`^bMreO(%`P)B{@29+TsSfJs(4*cMH}9vb9|4EQ|I@Ese;;PO2gMe#F_2)Hzzx?Eq4wN!1S&Y>35}Qm3JDr~%GSwfTTu1YrpgwIu0xW z)jH*=9&tnjqco;W5}hU3_S-eMh{@)SNUc|-RH7FV;OVPS`1LKfwJ|=bD>(CIp;7!& zD5e5!sij{#P(me_9Uo=-y$txl~n;Uz1$kwy`cunRR{B50#wRBan`@VvzHaAYCCyAPTn2Qc) z%uFpQS4AQST}IQ~rJ>*kabKCuxIF6je@JfSjZpd3BC2PlvMI_AD=y3j_hHN?PsPzX zvZ2)vZJdv?y{d*BZ}SrJc1Zmnc|yrAIIU(RD+R+N zICn6dfB;A*#W%0%!KY4pya%FqQMfPIqMMBiAhBXO7k+Q|lA_^(i;NA!B3^ zTI?=@`d#}ddVz7uyfR*?D|8e1gwzwM)h8v%s0y4g~?ERF@oSACMu(wPzfuR4RNFzR)z0-iV98&L6^KhzAL{m2pg4 zWEKtRk_HraR&fzn%*V^WU0QTmtsDCx&XJw}-D2lT1=$FinX)&uQpzkcaoDTS(Vnhx z&3aSBw&!_eH&ru>0?IlLki&76^2#o}YZpX)zMIgRPVSDKd+&$=AD`auN8VcDcJuZy zzLHmx6f%B1jC8c=R2yN;KrY4Z)8SOc`rRfB%MXlgc=F7omjYt9$JCiW4be^Z-VV(% zU(V&V3~4F9YyA(B9Y$WRfd8$T!>WB9SHoGXIR!NX>6_O!t1#23J7h${f6 z&vw<@1(%MX6o)TR3{RI2?udlFr`_HG z>y`6=tk(b$Kgs~R_(VH!qsT4%#GUy7PxTRjI+`{~&z^6cO!)vo8tOlr$^4%gy_2R+ zi@pOL3N~BMDwKs;zDD^U(EB|_eW=mQ@KKIH?~CvML+Nf;VI$DUk2P1?IhZsVBhifC z*R3r&;Hj1rb?)aVF_-`Q*M*A?gV_J5;<)&%eB%N3a6oc(6$oF55KjpJQ>uo)luS|I zT~AB0Hb9yn)yK=#udF_HcP|vl z1hg!rz(V}A2JYG6! zXjr$#rCqgwlYA4%1&~xC6ke=ZK`A~Q%&HW{hZW>3d^g9qsgj`bd_!to{-_eBB|3_r6Hz_o3rX{$3 z`~?;lhOMZ-iDD{R>}8wYV<$o(&I>FM$9+$nKXZAay_tMpm+G z1|vCTyZlaQH#A15^#(ZEFxd;>g<}M|#mbfgRCx=s7_i>Z5gNZWY`+ll-bK(1Oo1?yU z4)r$e^T2*`3lwMOg5F^3x`U?v)07eQB_3yij&o5qA0Pcm1 z-}--CY+wwFGnz!w_rHBSb~A$|ya96d5!l;&&PM~QaY=SCM_y?KP;k*L9#i)W0?^o> z7k&fq7O3PJ{DZP@fQdb#-c^(t2a}%+HwN~&J`rDO5aZ<812EVL0P&jr*l~nt=MLUo zI67)m?6{fpaaW@KE6zB$VWFS+e+cYRlF6(M+?ty^z=e%k7P9>W1n`mhe+2PHI3D>i zgFW$K!))bR_?7Ow249kS!QWy=ap5BRe_!B8J>L8H??y@f?!OCkNL$Ym8$Sg}bT?6) z=!`F=C~!9;+PvX74vDRORm|OayrgA!&=hr{l1ZNS!N){eR2|_iak{YzLA3+avG^Vr zrF2~b3AS56-17mmFR#WqE|2DdCLPf8jrh;`jSGc|6Zz+7r*qjmgOa^QF};J!UjCu6 zH|vRmIqwO+1DPmV#G2v+%BIw1zuqsXSUs#cjx%cg#1FVzdI+rJVazsYOr$48pjQM?Qw5t#Uk|ZtjIT~Vn>%fg3O3e^FZwC6JgW3^i)J%Kec>V#_3YmXv zQF!;w2nWYpGyt%47@ufPnHFR4BT+@cz__wuPNuxFX>E%C())f<M8415P&l z=EhcK^Pd->(?P8!8Ey5L*?ZerTSP|he;d+(7_9$tcg#ddDFE=?2+-5xDM{ixftKyT z;CF`HD?G8p5@clY6nXP8Uv5SOsa=xaUpo30D|84JgN-Udp`Qp}|Xf;D9ac|Ral$>;3}D)#+yD*=y5yQM~$KAfoaqZ61flj8dOfT*kY znx&ZwYV57*3A}+7meyAJBKLRug`CLhy~NjHO=t(!)IXET&!7Ru{MJSH=f@9e`P?}U zuC(g*3qDY!yGv3flc8BMirSrEe8JbV`X4zPVp0(c(N|aP%?Z?s9{?norX{vF@&CT} z0;VJib_w!aO2Gy$kx7C+oFOGWEr_aB?SRz0`4(L$`a?$e`(4#Zej_0f(S!f(zxC@> zh1=nx^~e(wDbQNW^9^9}`Z1*mUAKO^Rh!#3uUXQU{W&SGzR;ZcA^=2tAJA4&+e)%= zX)b^)0+p(%m7*-dF3 z@(TA=j=cB}UN-DV*aOg6LBJ7Go>>N#7L=#|ZgLqWksT$T?2n4v9Y{6UV8x2gtAH~U zcw!zv$|pZQO@2Z8&si4Xprl2^oDIav;~gQxK9Yht*rl~if>!|(eKPK1B^w;s#8zI)X~1;*`z<+$&L^=Z73**O{TW#i64Fy3)i zdqge7euL8m0QYXGmJ0Kl$cTT8IovT7OexB3rkm)SS0LJCI;SigAMk}Qfky3rz1lOP z$Vr(xZkvtf?lO6#jLQ7GXZ6!V2Bp|q7Jo@#A97m&TrJN*)0Ul6Al%8Mdy+vWVOGXD z3^&{7#R74i+!}!x=7?)X!bduRyaNs)cFpymZT9A}7G6|>tUFSBcUKT758dTRSd0Jm znQF-sc>KqGFG}yJ5Btw`v|B~n$#1aZ=sWw7hr*C=iph(mT(34s*%UCvj%NE6%iV?-{laS+7-)UB5uQ-=Ywg<69Gwd4=>e@|^$t5eGKCe`KcI;)m7dp?@e zUuu_Iz%$7Q&P0unX#0i^#qo8q+D9!I#E2KdM^!&vIsONuPMazj5$-=(*dn^rXoTJ< zT(U(%%SOcY<$v93hlPfPEB5IxDmX?5Ng5x3B^#<8zZ|D=_7f`|t8W$7b%m{w7iPqbsA!YcmQ zG;a=2@mH4h}ezQl>_mK(cK zJXfK>2U;t7n$HrLQgVu|nNz|3kQcm>6pL-XPIKo9D>e99_p0u7tW?`2+NPF{{=es{ z_<-G-axt32Z>NQTkU%3ceei1?_9)K`vuVCl27~Ol97`>{PofZO82Oc+3)BQHuD)@V zx6jp*D5tu4y{DezmOzBNBMw`o`4SpfGMq5Pkxilx;DIfgU%Z<1&6$tBC=mU(MUo82 zj4H{@kUH?D{l-G`(TQd+g_%ARr4(DFrEYF!@bY!ID2X6oH0-;aG2`>&ziim?jS%bJ zxkTrH8iMGbrkxp-UWtlm4AeW9PemtI>DT;o2?Ktu%W(JxswUGM!k$?u-z3GDe{ zIiS?zqSIe)BY)slv;fDUIu*UOXGmO+_xX1)KwXd{&=j(O+sp!;=U&v}A|dJpEE8KV zOU=4KcVys!`%!5PL`5a|=s$fv9V%|rxqt-Yt0_-R%YI>jHdYXW-s{@(FVc#COzsEJ z*jWs;4w*WeU+`Mw#@BNK&wJ+My9(c!bRlmM!hiZLke6|Yp7R9Z717WaBk+L332Omg zjUof;rsMm5pS$}A2yYHqboOx;9@mTd#HCBrR1#AE%ANC+KeOxPtH%F6tlNc@%^*@J zLz*&)tgODpQb~mYiE(I6W-wkZD?p#Vd!Xa#fz!CHAQ7oPGXEJ18tF$Tc{C50lpODb z6E-RTnV6el<;LVAV9QuqO0w*hf@8By4#q5)OmqTet|Hm!4?V(i7b?<6aAZWB$>$)U z-Y8*ydO^W82O)}FB!B9QV&~^3;v@3z(l+&>qR0)aJ;A|F6kN9==bN6(*+axR6()U~7cUI8t96V2FbPE>Zdl3MNN3!vHFTr0vg z3QQy4R(IUT#dwQ-t2Ii$E}!M}8-q3Q>llQRsM%Rh)Led*f@}V3B==$t2^`cXo){_H zR@s7gaMjSD&Q;#n@&xrmTJso_SYdJ|yu~JukyeRCwzmKL?`T=gc7Mo^W z+#KrK9Z7%^Jvy2D0b^lp;-EKTJfHybhX;xo5efOCPsL5Q=XT|9=fSq)@WmtL6(SI< z?ebkUI!|RMnbs-fr2&9?MC-iXNRPvHGaV`Z>AF7C&C!hIG5qB`ew5ctMvw2k3m8}4F6+k+LUec z`nZkGdfwP%{&5y#FP^r9%RU_SZ5LBrCr;`Iu@bL2Gm@MLJtVaPI9g_HPE_pMOo$)_ zOP$V$iBd1@JFkPdK8s}?PJ{XVB`KHRaC7W^OkNZ`UEd{TuW=rZ)OP4C9t_UTi>Ee% zoQQ&ymVKVRcSvG>HwQ`_6D3(c=T~l2L;jYem}9R0z^moO?vQaQu9gF$tC8GdV%Vqz zB_Ta*(lcuxDfB`yT)e%Zs9QOW>@hmnf}wJJIjJ{<05Cm)y>zHKK4dB{dfmGX#b1`@zlFRKc`nxGjz@yCD6?kMte#kV} zk<89-taCvDJKW<1r`rDauO$kNX4utY!nsOing2aSXoc&-Vv~0f6PWBZs>Gv??!;3A zF9$)kZMRJZH4S-O)JE#B!6B}XL% zqy^O}lW4=`o~}Z^GHm%Q=8KxL{@Ns6a^9wKly0CP%{W=#zI*v0V^FEb!3rk$6-bV< zB20hC6={Q2CmlT8jSvTV1&4I{9bvIab8lz@zwH1QK^xY#y?4m(EfyY2O4$HvGpBra zaFGHM^CpK?O21@-j^cqK!_35ejM*@X7q8tNXyBcc{JZl$A5JRg9{!WmFPDkpp_*Zo zwr1SN7)l}NhK~xQ3Mx!h&p2iR)?`n_r=7ayTRfbJd8oL?NQf(ql z_sLd(3;`i?+TYp*Xj#1`{MhHuRj*TX569hiV!@Vn{s@MfK^<&2&5bM_EH|AEEH|v> z1CogLcE*budwVxG-frwKM~|6&(r${A6Xzb&=Tq-SwtPBeg>*?WMat6a+DbYtk%1wL zOtE!dpz~!0G6pX8!pSN5@Xat9x0iYL18~0&yBP4!BrPR1%lH>e4^^JK?Cl(6BH8c=W`IY|)Ae7Hmn^8_-DW?ow=7;ovsW5((9`xOd63@$`l>Ys7ZRLN~E zm&TXGYjM593EHNBZIWR*EOo~z^dMQEx$fcb$*cB&NX==e@aE0;3oYNKLG=1lI5ciZwG!R8*?dD2~#u@e7MJs?a#SHoE`9 zTWW~5x>t*hg7)*6MzN(jpL({Sv~V9{zrY3AcWsQY(+fjuswi}IwMa=^D3XN+*}wjD zb&w-6i0e?YiXlO>MjLNbsS4|+X750E<`L$Za;)^M&hp_OD+_S%r|xadB~Ld}HQ!Ez!EY#=3{4H1J~=fw$<7 zmzPM*AJp;nIFNfN_(VJ|j2?(-wavYHcbvRP?D`Fkm8I*k$HL&lfic#58==qe^SBa} zDG2bVYf&J$K{XXP)CYM`kYWso598w9f0SU~-lygg?P*cOB>4LcYg!n=^0E>= z^pteMW-hyo)$`!0_ZACZy=1d6;N?>_NDB-tX*ZmRfo5l*$Q4Lq3FqKiPCVvf2kP!j zzHahk2zF7heslN&epc*2h$0;S#6D{5CIoXYTUgqF%SlHaPLuJ}MHUvsn{3ITRdT+y zm!$9_h8`!!hjbckT9aR!HN-%oYX0TtMFNZ*0_on7d)A1O8R}AMo_L>7FAhi#S5#(x zP--g^S{G5QiU@0Wk>sw>0`*Tdu}>oW;rNgin4;V+gpt7LKKLKnE1JL+{WYi? zIGW=vBkc%r1dam7-DtNCa=TgasWS951zcT8_X>l~T;Edv#*QCBn&O&jGAr44P}SzC zT4r-eS)XEN=|Mg<&+Gmam>_IZ-fzF#jXkQce;u|RL zPH}g);_mLQh2ri`k>XaYxVE^vySuv-FWirwGv{V9H*+${B$G*Q_!suK_h!AnciFR+ zA%?YH=vZ!_MzI}+=!dm#(i-O`T!pT!*1$2*-<70FQR?8RM6AgyvGwKMw)wSb`o}7j z4J4BHPR!e_`*YA}%*C3m2O!3Wv(YPhA#-IITTW}JGaw0ac-Op*C4TZ|&NW2av$A20 zvJN&c_Hbrpu@<^ZFVSTjo-o7hcuYGeZ9Q1n_Mtn!D&p6iNazLhK!NBG;i)aFEC;jW z(!>V~oNu};t{k>a7O^D#(w@|vDcieGul&96u;0yL#r^`pV+B;SLHF!X9{;@;1#wnz00gegLHAw@@e~jy$~|}@g8b*3qF}pvBE^4jX^}E z$?-u!q1*&&$TFEOwD+orQj1Gy0J>88d*CNGy%VCLW?H7HbHcRj>~8i=hbh*|5?Ow^}n zM;aLiQl2Xj4zf*S1Qw|u?sz$1^97E|M{2vKA=7{);AuD%M&(v|sT)>?XXfV^h~Oo# z0!kKgBsPB)J_IY`N=jOu52X3-e!#}Ta*yc_3s{kt=}bJw39ogGbGNUANJ)8vCve*) zS8va8#Ha(q%4otgBEWz?$yMmS_`(ZJGO;A@q&QH*Fr`~dYWnF>Zr5jI_#af(O}GZu z<`Ev|Y3oi#ov}rX4=2%#3|yzwipgMA^ls^$6%cdX14u>e=&K9abW1Vl{;h`(Kde16 z%}H~f13WVTBTtwq=I05}3M#kGNQD|o>S2+*{Eas`^%Yo9LBy#NS#wnCp64V2%Cbjj zJ)aHata6;MVW$zSp7qVKn~}B})veHp$=i3-@7gEP)BEfisSZUwEiF^!-ca7hldF z9d6}C>`3}9Jq)N1m8{rh({(yyHombGYk8%n>Q{_Pl)xy%n$bB2x!2?+bCS*v>jeWvbVKd=p8B-hD3^o3!;G^k=~&M*03m!O`3i zUqEOtJ$y8jJt!Zfiy-ZQ`bP2BOLw@8z)01;_d?T&D6jjON($LcLaJ!VTJ?-W1c%0U zm)jhY35Lrl(Uuil>*1cMHOimOhjJhJN)?z@>^6EV<4Px_v%j ze#{#GOqVMpQri$(O{$HNw+^#p|E_tb+YnZyzheL_!B#3v=eV)AV*qNbl&B$IQB(mx zUc$T>JIjZ&3xh6}evbsP3vZGTx{#V#^&A=&GN=4+_0@DI4&TEhf zt3#%u_}P!n(5ZSI11q@J6xE-hQuj+7){mVI68^kV_fA|@hBxtUkWXUep|0|Y%E%w2 zA@=gOdg0?vzkiIAucS%CryLx?t@=idbs^nH_tF4d=YXklPwmXdCP+CetC^gmd-Mx! zo+|_fx33s$6!O?emmA@N%PJZD`I{_joC#Y3W70 zl9dm^fgi1=4r^K6`(&Soq5YNfE&F4wukozX=02#~-%qm+4Ey|}MAnH5ohSC>aDQC6 zJSAz>?5j)GiEgkJV4>}Hp(fQ(P0tFcxq*{84mbIP;z~_pvG&jRP(hRfOMSHHke#U) z0rSW_F~WklH?@zSN`ha!sKZDF1!TZZ6=w9g?M$k%{fy~55YALq991Q3Wn>9JfMI|_ z?$Hgip8Fw`gh@l#v|J3*r^-Sqv!E`WhN z*T@AldLyQ=ZKAa<>$QdRfK?KmERql?>as3(DJ++w?@fwLUg^@CV!}$TVN2Vp)I^}8 z3@wD<8_!iIBSZV?SzX&7Uusps%{y%*>SoWJ-Uz+yMxDOTKJ*pgQ_1|IP*P!6velMe zzAC@uK>4Wj!7>g`z1XaTiSb5eWnhtT9aLnOAFhQ1CXX_unqk_l9zE9TByzPZX9Nro z1F56N8DlP7DywU^%`__YJo&Oh=%x~E{u5IZ$WU=Q5v(KfB0@1;IT#pmeIwV88PS|~ zr9)S0B1$>fQTK)0px5P&)Ku`5n5m^h^9w`Lp`qUrqq1E6*f}k{RJymdO!WO-H#29Ly8OR z0h!FbTx2NKm5OMx%qlLZ`;{_UZN2Qd`r<9InF52}?O3x}$9+Vm^#eapJ9bqM$*i=; zF*6f<)?d7!b>=@`V{cInQuW~2j+)@YOZU$a-QAEj?k!GHXqy#Q`_u*OSSmMUgo6=X*y@qi~7fQ^cL@=>&J)+mt^$f4Tq~F^M!ABDc7|y(z&%NNe+$0@H7qtOUX+%%ji6^bN6>T|#Y}nT zr~j`TwNPbHFKhp*SkFUG2M~8-`;#eeGkpBIr=V?lJ|bH7AaX`h-ENSDnzxi$IJwps z@+KU1qNIoe!$Y9hD}wnhmy?BnK{`ylc`W@EZACRJn&Y+05HS9hbD`eFxcko<<+??t zSWL5|lq0>wy0&yJgc(Odqcw7Bz?2jW&0Y8rt>~LPs`KAtwkq6H!lsJ7%=7a%gG$p* zcasA?WmeO@%#h4rJa4}kK@oo*o2|nfY~DzI`Eg@Ix=c%e}9*T=5l zSpH4_3MAivN(3Q+OTR4(wHvOdtN63&>07w*^Hl=-4~I265fJqj+BI)NrHzkv7n4@QcfyHk7?C#|p;iUsPC$aUf(KstoK#q<%%c$95{q>WNnfvA*mtp;D8x%+z;U z56k2u@BDa{r~Txs#8pOM++d)%TIH4Vyb23uocEaalX%Os_n$;UBreNsvGbB(_^8LX z!;n_2Tdnl&&mEaIl^G`XctU4{6@q`9DuZ{G&z^qY1v*Z_bgg&s6&v1`FI`6@WJ0DT zAAl#}8hOALn<_)ZYCIHZ^^K|-2c5sYi>3IBrtL~>A+~cOBn>VBU?`5oF1Q4UHs3spcdg}j=+N{1?GX`{EA2{g`1PZ<;xnR(Jvuxc(R}eRV=p5& z=sE#fx+QL{PrEQZ!;kUWbnMonz;F?`)Wo+7QEBAur!TIIfBzFp3$1x^{VDBFwL7^^ z(;Z(5@YcdffA;zaoBdpK;wl#SQws90sLtFjucF;%>>BC_Ymwjy;HKUtXBcO4qV8}& z`jlZXTN~)7kTbI#Z+puQ&rlY($oi^&bMfeVnxBA9g$!BCKxcugz>xiJ@G@5H?v>Eq752k&P@bvmOQ51N=TsEi|g z4^`PyEXsLp?si;$EUTmcvOq@t%M$4Db2rRTJKzPQ^r$m&(9oq;g%693Ruh1#;CofQMg+X9s?e8M|k-RsE~5A5lcW$n23J*Q<$$U>uSZ=E%$Lc4=O zLXH_}P#HvBePqdj)uOv3E+kvyF+rzqUHaF{l+vtoKKHCCe~I@`+E$@4F>flBHOzvT z6g;X!PEH@S4id9753D>@jr51~rlz%pX-FIfTja<}k8t9ppe#E|75fj9SR4G&m%o|t zaU>$IQ;laY6G_zB(r;s-1sGtc#b0e*7wgcPBHN%tx_m{`aMrgzwFT_;^)1p&MqiT?i9( z4&ouI9wucre!9*SO~RM=SiaeFNNg9xa9~I_-WKf_N39!^HBOOjecveXoVI(&T07ev zQMSnUlK%k4zRNzfVoq(ZPpT?vdyp2#bQ{xUc4OitRkgW6#-(M0U-qeb2yIwKH*W-x zNmU~elqm3=c+{C*i?u5B@=9^lYw6OhLC^TvSN=4{1a&eWp!=wCCJlNP>?2d~V&7f- z-Br;xT~AN_VWE3PQ5)pL?}awxUAVa4{&z z65!pdVU89ztmGvUwhlu&2gdG3PGeaTU(xhBW7>z~a?VOl#uSrv zC2@Y?Dx7hlW=aRfxDmLSV$4&q=aUYf+zHUdY9qYq`@;DoRjN}q!jf!F5V@5<6h|O^G5)crD<0pW`b)VgN$(N-f9QIaIrg0hy76c<2=1^{F&yp_d z{$nxFzQO9wO=0x3x-bZK*^?MvKDEk=luvaWH zpP?GiiJkpn8-`+ctOJ|(>)5TigfIz`HLG$V^4<$EJOnE#!@uiV;peBM*w*|moGt0M z^_lEDHYHqUO!itOI-Ji0`bMfAFUkl992Q16XuXwi(FPwxB{H3Hf)>G&&G>2`z2@t( z)gBLFjeQ3%@PbD6u^9}yI$&Y`01<|z%2;T6>~Y6@LuHZn({lex5pX%XkmTWXJFIGI zh&O~gZ#8o4I~E?MMH8QFEO)?0pG&L6v=hd7zlYx<;_;20T!0dhe}db#W|4bpr3D7k zEx1$A$m@8wIHJcxg-dq1k0U34jm?rhC+DFzvbVu89fS9 zk0e*cLN~PEvb_`8(&REl7H_#u*#O74W(i#6RTD7-5=x3rAK4}tuPGeXymu=A@nglQ##4 zM?nP|ieGSj#)^{pPl?Kgi=P>-X|XOm`w+7kfyozTslZ06nDauUMSFVn4e^_Kzfs3T zSu@b;;HX!|$|{VuX){YzUf`}!kTUeco&__m!GDTv`aiLaYF97%{SEEd8}*;ms{atR z*rKusZ(ai92a{F8tkz%=bycZPNHLr3Of+2!v zy794>+r-n_W$dnnXSi(oQ1Y_~!7gj4U)(qL1%tYsQAcyjXGb5t-+*K4ODk4*Hr9_r znMm{|C=ccow6VY8vQU+?I7&?&EIekON;O_L1xxDxuV`SQbuO+?5;jO4nbi>jObUv$ z-PDR0h!TigR@$$9thv`rx=!gUoi9u_6C2DDUxrt>CG_|2vVIQXngr+b`}v7`e})q# zb&OHF{ktE^0>%cK`pv^1swOED$Q96Cn*?J$cj5O~2;Db}EYo%>huV`va8)vlKNTxIU1@ zKR8QCZtmQt7Ru0IqdwSfbd^9_EGNX7|=c<7%>q)h9{E zz31`|q3Cd;3}gwNVGv=;K*({rHmCtdUp`R#el&YY5K_ey3e*tp^ogX-Vf4iCox>SZ zHI~%U{%sWUz`zb-xsedh`>pwCO)z%7(NN#}9si#dcG=yXGob71s7U|IEM+7BK@mxk zroqQI!dP~A#~So1I(AO)9oVVm1O5w7{%st8Bx}hFkNg3hK1z*Df^m<2R_7r6ViS4C zK#UT1(t38KCmsP#p-1r-a);+@JwVIEJddUrlhusdmy~2E2=&#b$|W%wVcyX~It2t-SM6y%n^b=KRmt%)!Za z!zud4U|k8qg5VUs_L33ieTHQ#8)Rb8J?hx-eHKrpk6s)@3kYnxH})bs zzt?H&PZ!HL!Gu7w=DX$!D+%({Yr1cGKt?al#!IZ{EZ);Y1e|hQmp6>0;oh0>j z$B4uL7f0ha=jo&6zu17}#!bUnww%o?s%T$L6G5Z+7sqR7CH4$m&`Ob8q-dIk9$f{4 zn{P{Ok`o&rJrX!k$RR&Y!BdXw9OtWITLoJ**lSCb%6nqZf#TXl6FCgMn6w$rgjk52 z-m$N^La8c0+A_iYzG{hynW zml;2K0!>#{9!KXQEBz&rz1{Yp7XY$Zghe9v2qKwqOE>*A`|c>v zjdb}>i%c^R<67kMLO*|wDf@K@OQ*FI(2_p#iCuzpLb`Qt)d*)URXhB4o9aN>iIb5# z3jAG1VPImf=n@vcDj81sT0?ZFT{j(16d{ zWl5EU^PZ@mgjK&x5wg$Ooa_`X2imK_Z&ksiGc(3@;E|xazsa5cxUy`iR6t|i8fH~w zDjZJ*bQIcPymrGM=$xcHCv7i6?I`*oQesl=s0MB0*P9W-mkqxC;zk1EqZxFFqjSkU zyang;G}DjzLV{G;H;>seHy#}k{ho)SQcsqa)E}x#y}B@CLg_*MBMC81WXewJ86TNg ze{)6AgR)U5R&OYC6rUq03k)i*i|nZuvY1b;g-)&WnT|Zfchs?=P$^v-Bn(~-aU>T^ zg7$U~i%rKQ58gz3g>ibs3{Exwnh;^{0_;mZlbRdZuW?K+YIk5_ya!KfGhh?u2g+SF^0Hy#fOt8D0aU<;cI zAM?6!=;VT~m;@%Zy&wG?cm}GISu%J*j}Px6OhKZbf-o^#^l@44f6Y0cXq;0grG!-qd6FuTaDXGZi;^uC_I{nfMt!UQlnV zDM)hBsi3;U4V^|?!t4U0ULt343#H(Ua7+sifOx3#m?PBK7s7+~1cGPwH~nk}FRVn% zkM zG5j+Xn#RMXYx-)PoNbXE(BEuR|Kr(X5BDz-bnR%T&)kpt6GsYuUjy%(uNZw*Y_-sF zy}JT95D-F<_#}YGuY(md9)A;f3pn14tD5}~Eaae82ds~w(B^^9R5O2n_T~TcXLH4$ zT=+WkUvN)&%CD{e06huA64cw);k|&tE>q(e%3sl5mp$Gi?AxA^8T^PpUi7+X`?XZJG+bc z>*TLXpFV!aVWczn_Kd7@Lp5l!?K0bfUuglZ%MlCSdZvR^6ocy!nonB>SZYB;?_Ye+ zON0Yi70?OcY@RXWZ4^B5`32~TTHTkRT;ZV5P9#^rp+8R2li7!oqUI9hk3@i2G0BF! zK?{9U{C@ElUTC~n=Rovm(RhiAn7FiTvMT#7D$o_L+2DrDhV5Ujk*{LbTbjj+_VXT4?en{ zcvBPT(Bn}J>^t^!fFrXpuY)D&fON)zf7>+yrsv#?muEZsV1Gb=z;{TcoLPr2;^V+u zec=0V-YVYf2glrqE10y^vPEa)dZqY_+`;nwjggxQVGd+A&PyZH4+l z;#(TGf>SopHfBQFVeax$zuU*Pw@rKuWDF!b5FwXtoJVE?hIr}u-y8zY7rad&jGYfm zztn2>@GT37H-r;3#yV0Dbb@U0E%8gHFiJy2M12f6qFEG^Y3#r5gDbS6g{rz zfbDw!b`waBWk`uhGI43%+5m(7j^p4zR1wK=02t0Aa%8LZYa8DNuIY}@j?frTmppE2 zA+-RM!8`lEQHBq1FkF+p9+02y)oi(eV=(wdaaZl;V()RD7!MW~)*29E<&HHF_q);G z{5M8#|G?Q9K-rIH=v;0*!aXS=+#W>wZqNU(nV9&pA3(0e%`gCa8~@v%>IVF3*6O~C zbkM(FuZDn~bf!yQE+c*aCMhoJQ2Y3p;^#%frm_H2)FZcjc z_B?^F@U0V|Wji5Jytfby22Co!*zcZQ!<{M%NZG7?fv*R5#huc9O|?187QaPpCnk^! z^1O?E1et~D`uHuR!{=_vVoCdM!|#pk<>Es3fM=oBj9FFnj^M&$pw?`_zhj@hO4=*d zDcS^ySnw)B0cq6ilS?{y8vpY#ITbfNgEtTy*NCv%J11q7NIr-Qq5wUTBL?<^K_~(q zV6|=E`QEeUWOo@GFF=MCASykH(yk|5f3U(om{RdBG40B?jm4v$bO+ro4hY;$0|^*- zAjU5sIJ0~&q&j?^$?yeUE|y8gMDVm}!xy``6FS!Swjk#+n5uQL@6#Q?KMP!-5A68@ z29v%$z%ySH>$SS0ze|eUP1*pxSUCQ*jbu&Hd;9EaEJk*o>bHH^{rAiqFyX7Ln0M_c z*0qrA4B$r=;olQIVLHC4EvwM>e7htlN02(;2k+>zQ(A*g%pG7fP3!t^PYYEW%315R z+dCDbX_EZMO66TZ_+2oKX`vg8F~avADJi(mbKFh$~-M;G;eg!aWlD?&+H7y7ZSZ}!bar) zW711lb@H7IP4IEBb{3;GI-ceZxCXe%E3fYP4!9?D0EP>$wC2t4?cR^MPQI#uG}fb+ zY&sNg{W6q&xnfw$f_9ZwVKbb zN3~#9U%_@whY#Xv3Y3ZMFcI`vX#v;hEeS-Sjmctb05pVxOj4jnhue#5g@(7uO9x+Rkv465CKs z4%7*`dRZvR{G+=U%R)LrQ&{9slPPO~A#OLSr&*SevDO=5lon_~^BpAYNKUg`q5b)I zpYIpv7}9PhxBYu==lJjbhK|f>F)TiixpkZB2wS9%F2s1?X!;ei8)QI2VJ_uZ z)Vos}@_gQMk+FVD>3-+nUY9}R3m-HbPzB{>!#~b=RUf?33JgWCu&b;kKQ?PFCl-#* z!NTs`I96}^y0Wr<*U#CWfUEX`p4u$7afz9TBz{-FdZK^dZFJZX=W}Y}8Xw4Ca^8*I ze(9)Jvm}4f^~-t19P7qZfkFa36j<9phrB{2fG`15yq=q2Fug0K9soXFuXB8t?8hj` zWVeM1bC-F*ckq5hRC1nFAJ2);fF6O=2<1Sd>pT>n!L5O;*ETb!e%ktqP=T#hyHTn% z+VR1L1@ZL`*6gcjTDJ-tJw%hZ6fyFl+i#Vw6qW;;GTj$&niBqcQ(5P(RPcm(_Lzl| ziXF|CgTb=r4IoVV?3MS*mdLon*@g~yaYjY2h)mm?+Qrs)$7OY1!?V9$OC$OcdZ%S% zkT0MQgM7Z*7&)jII3ph)_#x`zlRgjRZ`*%q(Xl{;AH?qL#(>T0(=p%ae8ShH?pM94 zaPW~0Xc?7r0Pan@3N*gBl*!pnI=&Zcg=wdz*hs}9;4tb~(CT)$;DwUI_TxY|cwBU` z%O;|HtRAGpa(Wpe)pM`3h#9*5G9;_7EPK6!f56qy#X6a7rxOBXNNz8t>Hu)`nWqKC zM$0_TH^Z+gN%m$a`l&GP7-+VeJ`5HM$d#bi(>dIDejlL$T%o8b2l^i2_{N(wGlM#5*E#v1Gmnyu6cBCHi0-RrrWv%-7K2>&8pr4n zJ=r-rrMhz!KNVgH-2aMO!2A({e@#&?#N(%VjMS)2Dr)6x=!~0sM+9uFvY2h*f1u?i zkoHwIuJRnS`2@Hk?=Av%+tboh}LQLv{QvV@RaKd9{_kxofc}Uo>u)zOdn>Gv&3ySLb#IzrSk$=&b0kz zaGQ^9H0GSW4cwBS#sj42p#>j@6lyJmDZhx-2_nj$WBy%UXy3Q`UJ<#_cJ5}YU%d*W zL%*J?KhptAWdJloO`ETF>jo>&qOU}U+)c&#-oh(*bej;~;B-4j4*KOIekPD=2d0OJ z;C`lLl@P`eR7a?Kn30prB1O;vKCuG0sHXTv!vS%!UmT+JxO-#WR9;p~N-imqe-q&A z?adtl{YNRC0P9Qm1aOSNTl2li*uZxvdjz~iIa!waNpj=N_(}`DosR(P`>x4s%L(~! z%Ij~Oj>xk}wh`>_c?2Tb=X-jNtWO2+1s*t1V*sgI<79_qXLfJ4Ws?+r6ivm`g<}{m zwZQ>a9%o>}`&5-rNbiG0qBO3qU^tt>4e9qZvj@E87l+)Bqj*pqf2d%6)y8qMrsZL1 z1g{uL^8(~HM!=#YEh=qWr-&DXRu$^T3pR~1jq{*J9PEabV=L6Q&=6lYJ31XjlZ-`iA54O^+@lhrT62mj;Qg9O-h5C37T&I;ExPq&0BLj#x9{`#m zrCUpNm`t8_i;)k&+y7JyS?ma{e&Q1x?V#P`?d4(~d!RU0P$Q4Q=!T%_8)5_i-`Sr! z-sB;Yr_7W-KOwqvY~xDv4&UR6g z{Xh-633EK(^XsUh%-b{)DS83JKq*3lT-2B85R3<)fzqx|yRM4_$*Eo<6L?EX!)8Di+J zVx(Jyo`UDF3Np`Ou14Fj8l(X~7`Jd5J+r2T58&BoRJ)25El2Gof|?eMre`HR1wUFxfp>~O&OJ>(zvR5(B@r&C|`~YuMK^pC1lz(|q z6N|BL+<-{fi02V<%{*Qbjw;R}NBH+pa>rx=0h_6x%$!^_)HA-EBVHkuqH7Y2B!B!g z$T~1UtdQxRnTIrOx?C;<4JCyZ_C*UIfejxNX^hs{a$Q335F1^yf#HFH+O0d^L(U5@ zP6|-#KXUJa{HCylU#tI>2PP{&-Laq`5_-1VlU?BiV7Z?`+i>y^2fWuzSkeC?Et z(cvUu74pLos9p~GL0y}6CCts%&-aQMojW=ue@!%ZMBD~R!l;!V?j3tUP!R5|I|LI8 zeZ=Iurj}h|2R~TmwhiFKips|h9S^=xve>{TZJ?L`gAv!JEbrfq4_RWO>-Q z(6??x-C1K3@wvF^16CxW1(sm?l+whF!TL1A5F>^DUzKwoDpO zZXx^T{$sA#nznmE!Bx*ehjTG|(dgKY17KS!aLDDszpcqzx)Y za(>oB{ZeVx@A6D4(jArw77pvNX>N>8POd_ zR&VK4#dw#Bg(gKCuVL)YHbIwg z6bSA;cef2e>+VBllyOK>z?4wdL5#MKz*T8ab^K0@a>%#Z!xP7p`Z{bTy(p|19<`ZTpSgGOtHhj( zkOcHp3D-m^W`L2f(u)>4abAi9X9I2S z@ndr06l=sHa*SjG(wFR_9mH2{JXamz;aVFHfj}bf zM`^ejK!eBLRr$7i81(Hs@%E$BOVS&i6BOP`-!^}#M}$(|hL3|Fm#5f&vb+=a%JHW( zZ-jd8kt&&iFkEFbFSlE|FNCJ%^g5l1qS6hHePKM%bzv0#XF4ob=+#~nOnfo8)w^|? zCL;=HgM7-D(h6S_J9VF{f&HNN=(+Sf!E*s4iJKTmyEny(;AG?$hKde9MNL!=lE$f_ z=!f3^toT(~ZU#=0zSQokG2ekZF2WOxvDeWm2hEi{Ihzix2paxLyuYv_i18dc*6)X5 ztG%41z=7koF-3vu57FDczK9@ssil?NJcG?OY|S-nC`Bzx_v80X-$^s|2?%<}eybEX z)CV`-k4LP;hgg)@`GS+|5q_P5|%Ek;0grH-nAgJ}qYh3ox;y3b)% z&K0fC?S0wW7dmIf8Nv0~E~vJZ;xAUzJOGI(!6_uH^H{#Jn;pxC+*^ zj%B~;R_Y%o5qY@LW0>MGAWjYa$4rRQmE2SVK;X0;HCXx|&8ac-n)%kBA3EccTY^4> zb4eh0^fzes3eo9bc?|HbCo~=AKYepy$znORy3*|VD*Wc3{-50MocMoozj&zsxLSPf_Gk`(nl4Y=L(iYV+Ca%18gq|fvVq?d zF*N<=>s;WX2Y9xAtBx$E zV6xMW|6qPO=;lA0a!G^QQxtvqG|H^Lr^jX%njxC{QeU+(IDs|QiHb>8BdD~S+;|tk zXC10YJ#3rWnn*P_TT4EsAyCzSj+dst%1wEYQzLG`5eu*^sL8VD&@2MIZeceso3Lms)|#s($y z%lFd_lgH6?G&Z@pn`gbZcy(kGh_i8%fXIlLf0x%rO?7@y$+*wTGaaxM1;m)>5 zaIAoPw}b0VY^MhcF0VE+&4t0m{h9Qad#t6$(Azr2em$An9D1aLnuO~gv|nh=l9YGa-(hX2oA<5~7)6_P9SPUL~8 zZHk-t-XlFS*H{8L1@CQ)tRtwfh?1I_8^bgtaeKk5nuoW)lBjU?;ncqHVwl>kfBCjQ zQHPTI6yuP5-#rQX8LrAvy3#gksz9~w0EW)s{j)#yyVhumC#AbCPPGXIVb)aLvJqE8sjYPs4EX?gV$)7(sZ;scy&Jv(d|kEB`Y^3Jr)c7-c}W>6TkDR;y=7U2KJP>*vGI+3SFfx!-ee z+}S_kS&dUn!z&96pI^LAHeFSclCRrPnq{b?5R9+NQh(V*;gfFtv7A|MqWqn2e3h-y zY6!d}1<->`#!xSOsD1_jY|`>f5gP4T(HvaJDg2Uzc5U?awl|^?GyJnrnxq^F)}hh5 zd-yKIIY#CC%mETi)3M9fiyCM8)Z!0^8zx$LTc|On-eSs#`#p_rmgE)!M};^$4`wX1 z0+-}NMn>Zdw@zw=0|HHTG90LQ>edN0X!QFQ()pCNY)NeLGz=~e&ur~_tT2g3ec--u2#Sj6k+FCJ_-0y`%Gn>*c_xNP zey3Csltb1%f3zt!`keN$s+j;{@i1_cT{qJAB(5_3|73(!+9q?|U7I7Hk>B1iBX>qt zCj^jK7eZP5R|9u*8pW|Qr-6_z)!@3)vD9sQC~(d8roc?c}elvzYh8Og*9%rw1#U z?~cm26OHzRX9RPH*zHo%Y0ZSPp5Z8slt-6l5a=;|0MKf2+tz}DsGG#``(x#NeO;w; zj%O7W_t`2Aka61xydRMID%uZCSs&}ra53M@RFVwPQGBo`dyTX zG_u~=x4)T;WS{APK1c!<{2(*C6G0zN@ZeYP4D3Hs(7O`LQ+99J`dcqXxW=Fe@Xe8X zp%bfe2P_?q4F)9uX-^hSAR?jwyDPS;%4}p_j1pu{F$lRUwd0~C<0y(s*D&s^&A-%# z`027yVh=K<(jHEK9*$OLa6KdUk9#H#{fRNvF`xsD2Y_%QP(}4>S!eb6F3gzl`8~yv zIERJ}cqSi^u0!f4%^4_k@om#6h$9Sk*g@@^QE5W~NpYbL5n2D(VXg{<-Ho1<`0`b3 zO)F|6E5x44%L{SiU(PwqQ9pT{`yHH)Sd-b@ANpJx9Qn`{$!jkDlOC?jmpA3<%f_-5 z9L;->{8Fub-{7@5z+FJ;7K-T%-n_m{qBZ)>dQ0SeVZ_Tm!4IX!^}`mbbq1!qvQPaPb|e*R9#Kd z8slpCTj^w03a!&ZX!2VcZ4=?8nK^Fy;rndfva{MQ3#$V?FbkSPQ)?j`V{qs10ek&T zuM>O>x9s0RM|kpIu0}r<%^%`z4wGTpS%iWS57X8f1-aNN^vI{ye~jkk!fRVA(2E>B zF2U*bK72vBfHD5+UZ&p2LRP0@ShH~`&y>>9u8(QxiA~=ElNtIw=}flrlekd(SzSm7 zs~jop&yzMu{=M*Cj|yO+J<;EfS6Xqf@eRNAb`Ge|F6r#(8%jWv5A1m2ITR7c zd%+lB=tQ7SX^qF!}+G)mEuM? zfCmj%hNlh(`55VS;F@Tt*)&{Or2d!>EXP@QsMquR~7wtd(Xb}0MLO9P(6(XUQB^^ZX`A@xr zjUY$+W)X;lM~}d4Xf9D9=P10fFWC3YGLNSyfnmxBoz(tr-+0K{2IJz=<*!JYcdV}7 zX<^J0(wG6|59YK}<^Rx30XpQ&DP&zhF12}^1^_e@C;SBLaW@0e@(A4b8ViT`SFEU^ ztn?b#{y31TRCCQ%{`Km1I+-XI7 z{OJ7kZBGW6cH=%yw%_v7%d@TqF<|nwP%JP>tM)d7yZy(Hb1eGi5#~0Y% z^vBY_x%9u=}WQ~*V?SH*^rsdH-Rhe)Gq@h+2L|T=5u#KDD=qW~kw(skuWpqEH zk@@%`M4sE=sbTZlphNoXRala6&`RLGOjQsYV`F1VGDT1~5)o;M>Ya$dlnKF0R*$=G zZ9w+l7kZ}uIGOS=;~lfX_qKPoH=%XRPdRDW^EhQAV6AUX_*uPZv71|Sk?N0Pn~Dd< z9n65FMx=6Go`RF{p5B;Kd%i!Up@C(Ki#;aegZst=3}r%*CKG944UJLYj3mW7gRAJy z)HK6DK9J6flVvv8_(KQb07bljkh(AaK$>-gX|oyaR~0)M#Xdjf)2Ew0dzSTE1SAd& zQ(=|0Jw}@0{e*NmNfdXZZcb%#W&x%TCM&H+H6AdERD?N!^jQE@wuN7it;(L~^tI13 zXT1ORU(6Kg-2&Zfjab!ekcwAtNmw&EFLl=g_dhl9B8$v4e*$58;eW9AmSI(XUB5Od z(%s$NAuZA+-5?#(A|c(mh(&jIcXxM#w6q{4AV>_wCxjuAY#3wJEhVV4UB@n*pz^1s=B8rv& zpPB<|ckN{kKu9k7G!Up{@ra`;YJ_a#XEOet%H;b1(9Q(v+TP~xf=8gggCGp?42tes z&P@gapqwin$ImDUO31kO>P%((yIJZcd&OxtCa*Z65z#++y=k9|X6TpSz}FaFBMoyt zR?pGH+(VjR?0zVxddAB9Tu()2;))g=lG{`t9&f$dGbf;mW&xBP zzKZE=YoQrFi@~TRj+krs{L(EIuTraD^iquo9Z@k3X#KX^M11QX)MK`~%YesJRye1C zY@8B617#N;tmps3P{w2hK;Zsp7)a`>AJ+}vj=D#FD=G_^y6xt*j2;w7m%o!H<2qNw zDkaJqUxqih)C6LIEOeD49Ue>r$eGpFYz=GH@^=!K&wR8FIx=!<7(p_<bTAz{QAf8=Z#l2h4XNaEpE2n&0%Lq^ASEM85-3s)n=X^7W6r9vY+ixz_kph3 zB!IXPH9l$ac$JV{Wfn^FotjI04r}0R+T%%Sf$Wn*rEyX;67SeE{429RqKF=^aJUbk0F`zym`Y_S#T1w1UAt@b&JHFmFj#txqCh0T9 z`?&9ZYHKJaH{OG)*!laLu@B1am*UnpjQu3OcRS^1-wV8jC&xX278)s~+=)AWbJ4HA zE0ub}ipk8i`)Z5W8Ca(m?~O{!n%IQ<3SjC0h*O})(i2FoX~yl(^=8X0ctc3x{@L6? zszh=VzOnvt?|>E?Sge^r(fqeu&m#Gsc-?k4v^9?HeLkG#&Wx%d)0b1x_^M8scFs#W zX5_VcM5v(FWtoZg&%Oy`%OGEu@PvOMi<{BgQ*jM=AETnRJ0U#{5XA=wBzwx<9!v_=A%}f(rW)rpku*W6n4i&g;||~sRylN zkK3h=!JaaK1M6o6%;#N18lWZDiy%!mK5O-qOM@dg7i~xF&XF1^1|3|3jg) zhU7n-`-h#ai5ZrJjILaJkzhKd^v`dY`y$Mt{PCFL?k_1mz@ zm*H$)x9xM`L#{^af3KENt{yb~-c+BE*zq!#kN5ntoZ(`wM(PXqR`%;=KJ6wQJgxPN ze8|EqsXnoaKDZ%7xhtFs}}aT3)o9dJmh_% zG`b8(`d(3%2w%(hWQx18()@*s)s`MM@R#D!5`m-z{qI|Qr5%F@K+~&v1@|0hT)+7~ zuTbQ@G(xfJDLxuZ1vJS3eNN4XQj^RAmQ#IFJXiu)eFB0KCjH9hMcz)(vj}M0nm)lE z=0oC#(M{l$et+J3UaG_e%Xf&`Q1$8ONhLKwLy%h$CQX#0AyB#^LDRQhPW?{2g{XE( z1Zc7K=*u}?cFA&-d5?QLC|s|jilu4z)0%oWfE*tbMjn)fe1~dd+dIf)VtU;#jZx18 zCSz;PrEp>mBjCtC{lUACK?onhQ930XC#cau-!8YZzyJ57uVzjQ@67)WVU5XdRm11Q z^GX--TTG>{kP7Dfpl)2*GyG*}p5TG({iYZTX*M zNc?3n1O3oZj(PQDXN%KOxk=G{fThv^jGw&L&rnw{n_DQo9~+{ zT{1f-iV( z6$;ibA@Zx{EydA@=gpOs#t47BnD<;BuM*WHzZ6FdxQ6pvHXB|}ShiQF0GT&HQsa=5 zAR>39?mW>qImoS{vODsi>ZKKjzAPryy8#(N)GBTxw9_JkTz+t)TyT;4(SpVP)7B-X zzBJx_FqDaK1$0Z>ls%kWEk*-b8Uc!Tn|?A>2YNGH=N%QFW($(Bz&S8KSzK{(E&zuE z6&3B?ouSuUCGm~4LEd~YwIdF)b{~?5?#tB#A-nZyGlR?kag?*2%P?%V(h$|H(41xZ!nbhW^nJuQ>xU{vHvhHTp^ZI9zN!PFNVYV-tCE@jJYMA`G zr@v+BTpn({m5IJlA{2vGlz^&lOQH(?zqw?b1ft$-<4PxgJhyb=_uErJY#xjuVXJV$ z4+klq1^uAIzcyVHKpGV2ekFiUJ}V^eoL>WX!lB9!ESGU@Ic2)-JjXG5jTBJ){ZSyl}b&izvg=^unN( zd%{mr_)Ypdf37Mo+CqQQvz@5)Uu1bz{!&+pvc@kG48F$P{I&c~K{h;H^n2`FZ1I!MT4q>1e9=H*lh`nck>*I9!Try>=%!dp8L|*O zg}MweV`*rux0Vd`@-vUOrLR#HQS5n+XXmwy9ONJ=(p@tk*sAI7o&7JkH1XUDEL;QE z?)^~QPSh0l;YEjE29tOM_Lr476h0&#Q+567HIhA2gT+3s6-fT$Qq|S!!-M^(*}fy?%@?pUtH%MemeH6@iJEiMNlrw{@oIhRw3-G{j&_0| zC0pHRA@1bgQ4N*5Mf$3bYpsVrO5@lQp|vD-$(&0SqT_Tx2|WI(RFTysmTy?BSJ`+I z#bT&KVCB=FhVV{7yAQ~{D~X2~)j?VQ=1}#aAO#fOq|&$Fu&L}An0sq`Evgq68foFk zi#c$5))(@m1}uN2;+ygLw1T*&`{SV#Io3ru$uvC&%(gQ3Swf|GHjOuYe2hc210jU7 zO0==)wm+=RZ`uFko9&#h{_lKqPGbYWH&cKjI>H@+;p|{(J;RMB)Khr-+Ds-t zF(OI~o{l$$48O&=O7VbzU)y044bR*pT(4J8g83&-jr6gWdRJhe>uUF)4gW}SV@;D# z##;#K+)sMAua(&%O(ahZIP*l^4Lm3m z+->6irJdQqRqxOsfT+pyU<-uA#209ovd*{Qf7eU<3aQr@f;&%Dkvgm=ek3e*L31n+ zT`js+0^rQ6{~DahKC%BFu(Pd4c$LW0k+Sjy*|OxIBZyT&Jcykiz$5!&14baIE3xsS zR@eODTNTnjmr3mb7(c3P+^o!sB^Brc8pfj@%u}#L0bX_bzsReyB)r+%+7qkpc^v!Q z2~2YfxO!!1{XigfnXR94xB!sW0%L!Hp$f=<%$(ZL1olo7FE=~yx;^mCsIs>zHc`)~ zl{jxS$p=1h;{VhqHt!Z5S{4ki(Qn?azX(4229Q2qQ_7n74hK@ad&cj0Qfm8qfd4hlZxBQHS3e+f`8W z9tuKVRo<5WAz$8$L?Sj(rD9V7f}rF%|Fzxfe?ye~|2!@Kt2{0LzfCLn-(rc`ynopQa7F}^ zyCHVpI7fd92zFc!jNv_+?EFKsvqV$ac7w*>Y0LB-qw~uN5e!miO zP$YgXuA?COxIO{3vLi3ts|4e^QNbe=sVIXl@^N=h=YBm(XNezVFspQb1KgBte1q>L z>gxfBaTt<&$L`*T{1afeekr79PABUhLm(J8n978-yvE)f@>GR);=Zp$VGCXju%XUR zk7Yquv_SqQGK|L`09UJSfy6DkClVI8pmv4`FuPQgjXJML;nDrrh^t%*Ni@x!Pl5=B z1&QUl1>3Kx6gS8L`l8bU@0Hq-()PD(fk`?2+5x^{h$or2-^&yDqNfKEX+M!Xq@ud|1z;Q|l1X8o)0aEx&IE=z zV>tc)4AP5oa-_6PTD&s8Iju;@+^1>0zy!MwB2Bf9y?4k56va=%{yX2<{n{we0W%5o z=#9-UNEryc;t0@5c&PyFd;k#WZx_<0X|@xxPR;*CpjRTJ&jZxy3WO@B=kG&|aceBd z0&2NkNADdUfPYS)pCS6G7RVR-unmLH543}P`?0exOz}Hb0NDMmQ-LG}GO1t%B0td? z5rpu`aghdaFLH-4J*9#YbBCh00$=2_{O=ip`JZq#QQlS;gokpndv^d#d;cpiDn~g- zEmA8)^*m`t)__6zd9;RfD7k$^3d+kg8PKbWD{#W1RMqrx%s@nH=Mb5ECiQq5b_nO?03ExcN&g;s|pfiea zs0#L6gsduF@y}Yl*22h)7V~+`;LnK#5aY2MBP~G$k0R+4AUbVwpV)(B7Hwu9@RU$K zOaFxU%=a#Y!V7UUrm&_!nmjh0@SmAB{snhqWWG0k+b-cdH%?owu=}J zh;}m8i8A9h1Qg*p0LK{HI=poSu$~ZCGIinb^UKrL%h04?R}6@M7ZWT??BG5?y!5e! z$ttVtQ^o5vH#4A-@APUT$Tpeuw0pFo6e0QdxruS@K2PWXnvh+Yv?s0>LrzibDMc+% z8eKy8X-VIu1dgSZ2X_7Jm15u&K%9kd4uDu@xvTh;&Ou|E+SdF~o_)gUPoat^97LMjG003#Yd~b_#Q-`O_bc$& z-!$Uf?d{b85G;gb<9!Yh0J!&%(J<&{drLxxvsarj^eBTzS%CGlxwlqmSc$x6dWV%G zPFjJK>{n_J^$|*uMk0A?OXqji_X>&|fP4GImcxqh(<5xuOck~zeCBpv1`T+yh|RT( z=nQ}d9eB?r=>=6u_2~Slq1<^HJEm6#tzTu^8tf6d5)V(vxm6HdKpqSx?KV&=rr+F5 zh=MaO{9`VHi0nrv*Cm>o&;@rqwTId;5yd9RUipQQ768lNq;8gooLLX)7qhaqL!#R+ z?gUxL;&nMi>0Q4+5JsR&y$*IvwcPF!B*t6NI&jFGjGI+7P#Uz!_SeiE{E(BFxt2% z^+IM^z!9&sy}oh47ticF*OJ8{l$}P|mxKi_!2>AgZb+oT%4*N*ltb|yEeaDtH`Zy@ zZ~mUa1uWmIhvlB^rnd3;(v+R*KsZicJp(Ae3ZTAf@94EoymcpSqj9NVu#4q0pf1aW zv%2uP#_Jn$Sl)~1O&xgd9nwv1JK+85A8;MA6zW1a90zFj$pn!k0y%>2Ur9CmcHlb( zVd6~Bpua9-T_FB{!J%wj{kiK;Z)1oA!HRSCRVHu%1u6R+tAFnZYWxDoOX=hhL&w5I zuPMXGzdYO~4-r<(HWNJrUo~^)7?<-?FB{@}yg;%U%NLufU0I_<^swS+7PQ;vlX6MT z7!iA@jR~RMq`tH-WYM?>x2wjIy?fftr^IG!Th>ykb$5Wk?8pK=O@5B>nGVfZ$c(?A zwY$P>`>plQ{F`piE!e#XUF#}hP%gB2D6Z}zl)c3jjajU=Z(mP}D{+xVf;zsPIb^ZY zP#8fWE0eh3Ii^L!o;Vxl5vUIVbR;YMPp&sz0G!^^Bz+;QC$0`#b8%52A~*6)kV!lV zco-dl=lE&bo*~U(P&umSH`^8aE;RS55nVulM;qiS0$dRcu8&(5dQwJ!g1S2p9>O^3zMUlp zQ$A)DQKD(+bOBh5%UJm6Ov}E`>;K$(1eQE2ox#t~DUpUM{KekQvXXadNH;dx9YiA= z{JEr$Eqq^6`d7zZ0CY$7bGgwDk~Ra!CzP}UYxM~0Mt)&0;DYiYn!MYox_9-SAN7R{ zn?!;*JM&?&r1~pz=_S_9Ouzuia-B!tXJWfLcO%dDFJzfON`R4Eh7+kH>9p02D^JeI}49ug6p%K9i;Ls z!bT&ozB(-(=Jr!B5X1qsX$ai)v`dzsMf6~<5MAAWNRU4O-`f3@qpx#k*#U4{6Bp@LpHKtc#o#I|Gxjl zA3->`R2#wW^5)O6cF#QXt3dxfNaz8Ql`12czbv@tV*4AQji$?qhIQ(=_`~s1o_LP2 zHwc6PmA=)C<57BzT!=&8(;Moj-r#TNb?r` zdj|*l6=XXtpQAJjMpodF<*p@@PlGw6Y}7(vogjtBK;^alB)R%2C}x&Mk`4beHAK) zA@5xrD-hW+!iFHbySd5&IN0zb&g}9(^g^JGIax^vN_0N7dm2r^3YKRP12RhjO#Ex? zcfazYcQw5e@w=|nMZKqCQG%6afJw)^k9j5VG&W2p{CieTl=Hy!OKFU__9BR(V0}(W zd^GVx#l2^8(50+=@W5`f}T}>!Q$r;1VD@-u(l>n38~!u-G(?wPu8qtJK{v--O_Ufa z7ys;II(L22{iN^M`Ae^NV`}0cUA4{4?jW_Skz|p7Q}?p$4stt!K^cp)$NO^AQX&z# zG`-JBJ?!oL-e(QpSi)VPW6bRi=n-eq+(>jOLveJhn7akit{UFmRvPBhGHR?5?Pc4D z5XJvy39}Mmlg(Y?$WF6S_Ip?u@lG_1s!b|w=vFE92sVE@VHMD9S<@)3SLAFZYOFff zTQOZ|=6B+PvF!n_9oz*JNI{kGg9JSWbG}v3M@}Q9|FqDg&XCEeYgU#_Tx9vLo<-;a z6SA)h6Mx-%PTB4+Zk_$|;OR7kgkD45zfFD0q=7*ygp^i6!?cyU#;~OB7~)uKXDQbm zE-W&w4zcl{@QNj&j3Hn9;8_eoY#UStQ$1n*n9QZ=kM$pG$;-as<*r3NC!QnU(&2wf zL$@nmBS|92O`k;Kcx0pQw2^u_mS^jZC{A+3QKdLyOrbR)w+@g5-<;PK=cn9HUgDoI~{iNYq@r9=SEy8pq$ z$M!805|7t`!kjO?V$#9SGexIc*Sb$MW^Rn#t(v=^8EFO6=k*+W`V!tv@1cLzIEn=dFKJ;RuoFt%y+&}O# zFz_pot!?@I`_3Z9EdDn<+M1m8bC>9<4y7ODv4L%2k_*lc)SPIG&D2J-RA~3t;`2?m z(Edklj2_(SH}hs;d`20z8z}v}o&o9=;1x1A$0TrF$!^=iw}-K&Q>d#R7wy10VZ7j1e4WZ01KEYXj1)@!FChGt?9KCs@m+UpBawxE7lDCSLQzo%tpX zVj7a>fI#z1tTvDMOpkI_9IxQ(of>zfKJUz6404cife@3Ue;w#r0)!*}mc1k z)E!1J$%*KjVu%9)4khdM+$mo^lIRA*M*xv8Z^>c>MbF!HjgND2mX!sI`Afy6u}mM{ zv&*2_znPEqw7f*8!VkFYIhX|_(&q@o^XNhTel z-03Tma;$$E{8X{38RcVI+f@6V!BbdX%m1tUtItcf=kH#l@l2tih&kpaD5nYvEKb*m z5Nul4`+>i6TS+g{i$NSb>*Z_t1r!m)gp+-m0#wBk@;?Nl z(F6uo4`$%&N7g6Vk$YeCjVu3sDooGPT=tVjVCWTrqXb^5H@X$NaAIXF>YeFnaz9mL zSeU=w>)XbxabU6&;yyN1$z%R5V()?SnTJ>0W*O_R`55&7Z9dk{|L@Jm;kTBfi<19{ zk8$WDP=lr$V(SRyWnRdfxNK6*R00ANx$5@Qc<-?NpS*5%B*7#_uS@Z0sx+kt^(Hwh zJ|M{Fv$CBC$}qZYX#Wsn1#+0$sP74;*)M^pn?|^_nqHd|ec2S`*Tjr; z(6qmbr||f!bMRX13#_0XI(yglo~1k|pU77>9;MR!g`TkGEWL{Z+-bpPx=XH0d7GY@ zX4MGV5Zg@#%2gc*^#ez_Y9Ks-T7U@72a{MYoyqSeU|xDhv;*SwDvdFBiPG z-Ae!QFW*ug@a7Jghi;sGm8ahn1dvSveKdymZd_~I{5m%z9*w{2fq4dWTBTbRcGHLz z$#O!j&q>ac0p6ii=_7DNeX>F}6J|zDUU@h>1%6QQMrM$Sz`@#g% zsJ)c2(!1USny?Uome~%JDoDAVd>h`9J!kFEwiLU3UZt4Se9;-7*-~( zu0T8il>A*omDtfhT1iRI_{^jd@vIbjwW8LP;ll?&Oh-*Gms%$ikgobV=&j>=I#ZUz9{%9RQ}*6mM+Vgo6my@6KqPs z02ha)D&`4g9Y_#FN%et7cEn#+L&FpCeSnl)Y;_}pxQ0qyE=2%&mn=Jyyiw2coAd8p zXS~kSZI2sXGfx|bnI6xrGnoPlH(ocVs|{8&B$YgD3H~B0KEX&QIclFvxr;SYtE9g= z&<4l#OK1D=$qqw}C<8dPn&;X)OX%(g{z7YdG=#Q%Hv4oTugfKH{W)a{28)j$6`)&g zKDQ=VQgEzjg3b318YKKCB3Q zHGFG^`Za$A`wQE?zo@zrmvDOM{X)yVD-j0G4;5nrchXT6bA?Dag+q4zQb8?nZPKm= zJ5MPoVfAVEKu;=jLjAW1#VB!jRk3%tSm$O|$@!&4A`V%Ec4DI|x2?YvIw=Vqs@Jg} z4YzuOdD6dGOIZc5fV@{N`&1c-X^iLDci%9oOXXo673A1?Vhw08YqKfp$OAkz1xcZd zoD9HIvqE@kW`L(&zn%Sur;ayNVA7HZesm#j^4@+k(3`ayM_-$RmjN}zQed9(dPVec zlg^_3QchlghX!piKJ$uBxZd{Qv&-lA(;$BeW?SKA1D4H%K<)3#H(kQ$I*$92V0|Ge ziU=A_Tf-P+xIY*0HO(}#35x*cGM2!oefG7nL1FY(v@xPs7d+fb%PC^%ZD`V~T4)0f z=C3<&sNtH`9}N$6L`OA}8pTH#Z3+XTFYs_j8#rqz_UGQ3z{aRpk48q{4;9QLn}dCl zkL8CmVZ!ix1$8lVJT^AEweN=4h1&VqkKAk6hK`4Dn`|21@>)ndd8$*cbwpi2Tr0Lb zjn@u0T|{Y3W^|t_0Cc-9mSjZP>1!~YotB&1&j(=94Mo1nY!%e2g|y;ONR&;V8xPv z?(P^~)r!3L`ra7bXZQzE$M^eMNwZ05R1u@WWTz=CU}OFrKPY$`{Xz>595stu|DV@#EU;085iXR7gu4S1^cjLO(Z== z>AHW-=Jt)0%gHOO8(>eaNZP{;qpI^cyf^q@9B$`=>q@b}*xZ==n1?p>wms-;d(F23 z?r6xW-gs-Zv>ZM9!a#2@0 zcI#r^!`bEdI3{p?yMu_BH!Kwm+w}5W+DI53Pt~#aDuVNc*#Sv-U&SxmN5gD{$~V$x z1sPpKVpwuE*YI4=h7o+HmDUxSgj0M1i6}73S||yX%6qP!mB_y6s!d zbt}0}mriU$E;dUT$g|f5&`4j|R6AbT8Bp{xMFfDWOB-5Ts+EasPO+(JGok!`yUvD$ zGmMk_E|Tmc!?76d5~a<{!_|5vm2An{J@mw8 z%edzw@9t8MaM-c9lkvz=7IBs9*!p!?z8V)}buk@`7uuaK>@sj42S7H=CIznzL2f9D zV%WO`M>dKggo}MvYuPbZ5_vw*$t(Gv-br~HgxY9|qR}!9_mM5;3^i}9F%P>}$c|(c zA2{PLfX$8pkT08L7RFllBflw{+wsIZWq{b1?;!T&noJd6`>lqiL%YUyzYBEAbAJc3 zV?o$^2Tiwq`h5key3nCYJ(8O($=;jQTRz4G4SL3*>;YY~+5e)=QeixKtQkxPNz+Y*G7A?S$oIJsm`VU@8M~WL4G?jSt>axvg!7Md3xwQr{9H^ z86@%qdhi-fLn`l^&`iIuA;?x{7cpcBDlaKXAK0FvnJQXHJ{4y9*5xKyTWF>m#qax z^ffgey;e`&hmiHyoye5qF5RbFZdJtT3R$+RLKU=Y!gFH)3T9IR)J#ajP}p?0cHMas zuCe(SzyiWzGV_wX`3CHn`T;s0I6mO{(P`m#o1AIfXY-mOR~@c*mr$RX@B9*U!@fYA zTgyvr2Faud@NE*}>J0cPXB6Hg?QqWD(wF=IKoZxw20Ff3?M)C~enEa=0N4Q@)4)K5 zBq2g-?&)rnXjc!PO9ft>pY8+&|3+l~KMc&3B_7d1Q}2iEHQ<#NKX)~wfV0ZYLh;_j zoku~5TcF&jsxt0k0#pYXJPT2}Acw3sI?!H{c~1)8KK1Fe^(@vkx! z)WaXY3(K9N7nr9XUHJaBEsnP6i&ZvXfF51j-bEhlAlpZn3q>ITp;m?hlwS5*S6$An zir3cf9*9Q&S&3r~nud*NJ{ANR7saotr@5B#YJF}*Y;-#mTR4=DfC`@e>p@O{sKyc- zNoX(1*EzM-zLsM5#B3KtoOS$w9PoENGW89UUui-%$falTI**L7D_J%C1V)UbJAb}< zPUJ@dS;L0+Xtc^Hm-VCxQBA0i#D0S~WS&X|VmsfKwS}T6y&`80<4IkK;+@cY*``S0 zgDDAZYvnfw&{#hjjqb_w9T?#HjBNSim0Ud*#)*vIh&1Z1Oun%lLaqyF!NBC*Mu}~( z6%G61nnmZhwNT=xGt20hLoq&L`|gZgu}uz+#akzb$+xR47R(ZU!JlgoN8{XZP8d4{ zy8sMTKa$bm)Fl`c^0&$Lj6@#&qRVYc%BlMyRr!&%dy9leY3=qW5UZLHlGMsx8r8Ip zeyEnxo+v#0Jz3rRx2EnNTK?5rj%8Uo3TIOwFcL+uVfPVorc1HfuKbIr)=vOQUGI1e zZ+YHyJtXFUaD|*!f+KW>c{)$2DC4zD89>)5F;1LG{TSHzJ8RvC3*QZ1F$4gx|L8|m z>&NV7)*q6q?H^jzrC&rg(G~)iKuuIRhfunl~MEGp^j-@1|C0s0# z-e+j(rpvvr0FR=5S(Wy*%17Cai7mg9@wd*NmwBhu`TSzjmR7p7Pdc+p9W_Puz&I#^~kyfJgpJs7uBQcpZ zFe;GmMB|T*zn14nJ~=i;Foo2;i@6CjfE04c0EY5 zdSHbHkZKSWfK(szIN4#XmH;|tEEX!2^;=oGlBb7hMZ?Rica0R&uvmbP*@YPE`pKgG ztH+a+)DIAutx|698q88Xnn_a?*9WC+HO3r{yeMJswy_X~+=A7Qr)y?RBzh2J^+L_v zev6uG40h>NRS)je=8_qioQ?Sa5GC=2-&S2n$=L&Pd}Blr>AG{_T-PIx9!Crt7sQ~# zUQy9LbUNrZa{DW~{bm(={v+?wXgp#>(;(N!Yg#?mbgCcLZW4)PzM@mznN?wDGGtGG zY+JobKWt`n1tYF@V?RHrzm-*q{>je@18LDPj4U2cd&D%m-$WK^nO1!}>s{wM08ITTC z@jvZZ)PbC&SUDJBRI{%&HGtnOBW#UQY+ueLkz6!PYFkb3*|3$YO0*5P^l5)}%rINb z_oT|FwIMU7Xc3dvrVCcxyGVML&RvFPiy{y#KK>CpPDb9x%Az51h7o^^ieY?htJu}x z-*V9m;lJv;lp_n;`@2(ebWPP$2(tqT#Q>!G?q5iC#9ySEc*3=yokha>vvK|LTnfuw zuexyl#AcTRkEzqQWk7EYyuJ*#3u8f(qi6Pm;D71)WPTGk+~)V2RN#+!PxgpIZ)m+) zbLO@2m2hIw^{I01^rfJs^=vFsQF{ROgs-lbD)UIoBA}xX-GzwQtj-pB1^RJw&Emg7 zs*A;xJbonk3WOZ%y#@j)I=5+SzPGVg{#~KOx8vO-s$c4+>PEfwlQIv9V5^oM(i=Z0Jd>9 zcgHP3p8UqlPjie}!CU)uZ&Z681y53=R^N5Zb70BS)qv`hQNpSkZ6|+4pTjYFWwGE@ z)GBG@Jr9Y9=GZI-d?{L-<4z|+?i;OyKUg~Rf>M(uD3RObUobrFD6 z8xZ^(sm2|u38kb~;*5Id0`-fFZ1qpqd{T9x`+iV2^zxgqm}o$68|nkbTC{D%D0$CI z%yEY11Gs;s|3Rvey5dm*q}u<27}rr#qk*9%0H_N{fMUiNES~g%l~>?3uTfAVL%j)k zndi4=CIp3f!_TF+K1e?x)*vashoH>vqK7%fp;<~d;eC+pnAcG?Ca^@9BC2$%ZMo3- zqZ`HS^_T?{0ByZ}EO_SCy^XnA3k961w*7p;6(YeQa=#$|ClI%|7?>MZ!BomCP@GQ*-nkR53 z(`9)cm$4wK9z)XRe|gX~z1_SbgjY3eK1@lwPowRxpS-}Cgo@W`ccF;e98pFOYWVr> zdrGbFt-BPF8j*)H=>lqof0o}}o4`|Pue`hrs-nXYrrDmtfUdT%wRIJnCoP$o5)dD7 z>Q!jeF{y)Zh+#v}qt>{q-*0#s2X))FYfqBVInGQ^v(z36*4Y^YGf2o$V~yp0r|cg8 z=TkRCA?bLo35q_2vZ#|^`#hb zXHANPSHI@Yg8Q2$g9?yy5twpHkfp&DsoM`Q)nv7sf0=6gXMQBP@&Wp-PbR&GEb;5H z%Rn|DVvfFMn7esTR1xZdkf`azC>0q#MWPk&_T3&>TRt-+^>?_W$@avzdAJpyTDt8a z{O+=LO{l4RfcY#rVmkG5gQkTZmloc7&-%EO_cKNcp383X+vu-3seoX8f_Oc@yll>d zal!Za>wPr@kNpc@1RjiKt?FUCPr6vHV<|hOzTO^Z|L#~=PssUBNhe9C{u8+=VFu?$ zL~F_5b}ELO-#;QMa~lKvvswg~tK_4}#2U5*fwHfg2nURNCGTT)hwoLd13*uq*zg@( z^3O;Uhhx$FeICr_B6a$rFKFU3dy@Xjp645|*y#dSpx`21e6K~m8TIXIaASH9Vscqw zy7gjrAyAC@uenj$bH{~zr5*8pIGC-wtXmCUZaC)*_(f{6R{YklB3#DOhPe1)O}fkM z%&YXI968wbQIkFrK&tU#S#BPvUuWI?<9hZlV_90T+qz<(HvmJ8f{KM$SdL`_L zoWtgvwXg`CYSksGCwEjDFcuS})LRy!CF^e9l+UYSC4_M5Wt&3Cyep0y6xtx^T~vEs zNwF#;`YVp=9T2lNj`)4$?K{-j4{(DG_b1gdTMda6X+33K&7h8Y{r9=7py86&cS7vu zy2`z1E4NE*3uiOx@_3|J0lg6K^N#XTHq}e(UW_v?60mKn2I2?BH+>l&*{$N@7B=ph zv+Ymaiv^`^z_Y69(o21oY z@Wa>G-&XXKLoI}jFq$p!3f5|q9&52O#hRNXyE}OTuaSwf*^#LM8G7~zY{T6bgWLZg z)rwmF;13GLQa112HTCXbQadYpuUVIr(f*kiettb`DG+O{sj>^XTcmtcyDy)E4Uln| zNd{FP^Q9rBc~JM4NA8rl@=UzQ`XW09{5`sk{V7Vj6)g3Hsb735m}1&$m^6(4dF-|jR~uDFxxoi4&Tm@wB=atya_>{D z8!@g~nDkeEMP%)VhI@kd#W?+e6MCQ-rt*u2mb*Jy@*P&+e`>M_HHg2JoC3x0g@2W| zipv*3S^i}H)Nx6OWg2aOMu=;@1}>iRV6asYRMg`(kGj-!C7DP%i`mjaHgVg>{K$#l zfyi%(Gj=?JB87M4@koYC8E}~wEl;YpwmZSf2&bynd~5B5Q_M7Jg~r^5{&8DP``CJo zBoI}d7N_SC!c^n^O11hoQ@slv3^3JmPKIgAS{!FAC!~ry z2;$laPh#;Rd^9ZH-{En8+UW-s*l`Ym3>acZ36~x(=ZPy7!!bJsaCL9?F=gN_<(Akl z3wM^*54^NLNv(M9WZ=sle(qvYi`jCghZP>SXC0!K1gc$pQMz{l*l*?nK3x?zV>Jf? zuW0&=pKe1cWnh@F-)LWjQF_kvQ6t7>+J#Hf+P4n>W*}nY?zTv!{!#mTNC?&}aQZ^B zUPPe5h0hu>PMtf5qY%GVxB#$6-^D@+VHN@5(M%j=PS>ri@V53`B@E7I!*-n1$P$Av zYeZ^J`a16ytBO5Qp-(z}0)CHYrq6dTIlS>jA|qJuuc8)^Zy^1uXGg@)^2a2cczTqN zFpN_Gl~cIBHN-zCZ3C6JbCIZ;x%*ofTJ)K&k~<4=0hMXYwh)oG0t~hwLVK951+#2@ zBtnBpC$v=%9DzLkLe8nr->?&tJ*03P8Rk3srb{WP6FwdYQs zJrZE_H^X}a2;h0#-_YfTE0V_OoXvLwNcB)1tx1rAkN>Q#EGM&?<#`4`g}Ac(yd87uy91gV0eMG+u?($ zlEaS#&tbn)r0cpSW-chvJ!HEZlRpyxF5u8hKx3>m)r}wbf3f$LL3MrIx+m`L?(P;` zLvVKj1cF=8KyVB0?(QDkHMm=F2<{Tx?XI2wIpFVrOTqIo6zG zjWK@Dv$W5)#*sm`fdR?)IoolB{%Li2vvE8$$xt@=oO>i5QuYiE^ZRUOWPBV*FNlZxZ4K7`+5D_+T?z>Xlsfs zp8kQjsTo|jdKG0bj&r;ktJ@CnoZG+V(FYqK^XO*Lv%luiw19cEp1Mf_Eo{O$evC4i zh{#_LWfH$#wq8e&X*QB7OR;XU_~GoArI-wYP0d#nG>b2SI6J==@BY&|dhW-!cYm#; z0aPWRX597=77gI3!7{cq`pSTUvHk6BEUTKd6Olt7`l?-B)9D!37sYy$gG`q+Iwcgk zLQb+=QE%^m{IVfN4TE+;*3I|@dWuaf!84^xwd8#7dMclZ$)*-vnTGxvM{gMLaBnYO zH=kxY&B#1*G|caL-p8Hs+<29leR*K+K)1;6R;~cflr%3pYCVrQU)G58RCwX&2HMl5 z0(@YZF^TqKc|iAi`d`1-Yv4oa>OWm-@8hrxE;ht(Ih!$jFzJd$S0u$qRzfuD0P84g zdO`?fKLVh;anuA$VFrqy$$u$+&cFa`<}Av8%z=R@Ngk{$`~t@XWd(HiO4mt3Qh=4& z5d4=`rX4ay7uzH19|L6VcTf5xO-Z%nQ)nfiQlhs9nUR_3d%vsae~h}Jl6sLwLGI+7 z(k&UbpHK?b>P*EQtpao(1VnRcE>J{mHBR^-{+c`k>gOJAt2!e=qT)G{WFvqpwqHmp zI6U;k)jz(>=-McpOd#{=NwQtXR%gBh#qlKM;Zk(l-7_%1fdK(9z~gxz2uHxk`rkL} z|Err7@ZvJYKFGTYL@8(;fv~UuqKx2w@W<{oiqFQMuhu!Sm_ff(;RmK_8>#1!XbJ?i z>%_l<`rkqQ?;YUZ+vWdTXUh!;tpkj7vnxCYiN4Brq7^<@y*;w-zJLb9xX(Z=*Y3-N zOD8Ay8P?(3mB<^Xj)3t!fV#amk0b?50i|z6fWOVOgQZxQ;8osR)RK9&))v11iTZl> z_IkE>L?fGBV3fDaL;sD`^>h5KfL#J@6ca>*18NB?04?{gY+V41O+AJWAYsd(uW+40 zo?CSU(2i|hRbls@BNW>N(fDDVw+&VB`yjg4OT!be+0{q`{^_?ra=&o9`v@+WD* z7?vgzY6!XyqsH0xSa1JHRwp;C9h?9ne?nEA!ca_4e%pjE=UAc1GAntu!u*eIAP$ zF_n_ZLVakNK-xYamVNy|lE)nY+*-0w>X=*O)W4Ls+9cM|3RYt~f+nWUK`eam9P7&r z>kYNq^JXyVk3QV4`~F}x+hd!c0Bu~(p}Ops6Wz7Tq-4NUc+%_7SAz?{ED>O*&XwM- zmDnSDLEmBr5Wy6T6M*v^yOk|~rnUpX(DlkD7{Uthf$Z$(;q2$mv!_lFlnKH%6!{Me z#zIDwuK}_{k+%qJJFhSe;>;dxp1_IQ;hGePwC!Tcf9SA5N2~tS@Y-Q#OxWj&%E7zZs z=C_Zu)`KJ=%(2FN$*o&NDjXSVy#xxDw3OlApl=UD2&hShmiu&aSey+q)qIxnxt8kM z_vqZeOzslI+yY%bKR)|#LViIo<70W(BO`b?^js{;^Pb&n(Hcbv(IFV}FWr+LAHJc; z(~_VNVR%otloMo2@v?rtqQ9!p5buanEy8HM1l9zV;X`aDG-7-#f9sTb;w1c8}nL$iy#b5-&@yY20Er(4$Pff(}@N7P%^&$`PBEtpQbP5=6iPg{N zsBhg{ouXF4aX{K5xj^`6#5 zjk%l7Brfiw-|nL+HUURsE%UmCs01(6ujBUcOnysYs)X7rwHy5=VX^aY>l-jUA&rCM zgc0Z|J$BCJy2w0VW}4zTAZaM`gT+V$#S#_7C2C7fR=QS{eGWb_iPPh&K;$27-M%eG zzbpbM;;{B5>)R#klMNEcUJ{4fl$33)XV!diw2FIETzGQ9HK1r^>E28f2+SQF^(6W6(QZ9<1%XvH0b(t?Q|+ zw}EQic4lFiApvRlszgc%A=OU!LmovM3jovb7gdYdK+Kjj5>NHvbDNE-p4W=C$Z>E+ zFs$Xf2~?j|(vE)%)h@Rdg5t>cjgx}E(qWjdwdj~9S=K{ml=}n$RJXOA6Fyl%Dx&8f zEc1*;AbkXJIv)iFy8s=pj{DU0*V`uCnv}ZsukJu|2xh9=5Np%JXhmkrp!bsW?Sd4n zCzo3=HUPeB5e0A!|L{9bDQ}n;-zZ*d(?vLF58cCP5zFgjs=DsQ~+sj)3N&IZUn9VDdy1n3){V**Fi zwdY9tbqRc*VOE(X_rA@x?lTWm1A!*tWd9299G#XBo3Ul@rg+aJpl4ne54R8fMc6c} zVRf0JI!^V>r{4<`+o;FT-(CFYya+L&*nNK6C5Q@dZc!hbtu;(blvaJE*|KhSyHRBq zvF9+0-&_uFx{+;^uCA0)^pk=5v_pZrsSM^QLrq!L+$xq5Vm`x>|G9##%Dh|0;*68V%O+eK1W>z8e9h`z!Yuf+2*Sc!e)zl`Tgyze zVwX!86goe5el#-~+FI58t=@m&1WENZ@qGlXfqPY@X<=x};y<`vc1t2aMfG@kLzGdAz}V-6EaPd%K=i*)g5 zPCb&F`=~`xzXsdz+EPX7UM5AjD12Gl@Y1f7A4JMf#pQ8?n3d-5mQn5K_uZ3*<(?(g zQ$#YMyFuvz&H}T2QxgX`t;&}LpBJtEuLQ{{pkxXVsuB5<0QzC#Pm zQqQaq2ZsPo9W(kl7LFn6W^ELiIC zbY4V;zi+02;GQbzg!Js^_uDvMLybD15@4!=F%c=tS`pp-cm+pYNkD{Q#uQ+_@bi^wiiv{MT zx0H~?AG>|f&|M8Gw?Y}s16Dq>+_W4h~rZ8_lNKzJc87>}x zDMz3KS)S|wNFYYrI&`Pgf{C|gKUN*9S(+`G}32AU!n|HkO%SG zCh04==F(Q9DtA;QJiZ8^`vD1OV^5xc?!p4WXlTf(*kQ0q?|o4 zv4dRab++&QXTOhGI*XqjR>CcuHB3SPW^a*IDyhe&CbRoV>Hrv?leZW zNX`Z@p-8r8S}r0$zW=QN!uTeb!ebpkHyHIc5$X}d)Uhr>hqV=RML*-7k&y6pE-JI? z2x3C+3y{!ys{=a{oz*O*nb5n^>Wxy|YNew!-=0hV#vDCQWy#$>KN)$)59ar7u5eYe zs{Exi9KR|@(*MbC;w$E)%;HoZlTrF11qo!({Etk}NURP@MVHoiUba8!eNX|Za0vqoL=qooVH0@c0jJ4GDJ;8KFu0o) z{63RK*Y3{ZA1AtDlAau8((+2Yy(KtO4)4kwwfU!AK%+n(DK?*@ztE4|Q8G%+KQR@4 zoc^jB@nn~OK)Hm&N5s~zlKF`DB-MV(Wzg2ZTtgli91!k1?G}VjYDxv9me9pj1WP0yM`$L5M?8nmVGQw`@o!T^4Zz%XlZ=Pd< zQ1>M6i9l6AU&uiB;^Ge1dlMI_=ttaZYW4&EUWjWAhx<6PDuC~lS!O`;hG~E6ZGI8NhcK>eZ3uG%e8?X z0+*ihQgeI__{CeUe-3tEeXo-ai!gP2#6A+=8MM@SmryJy0lT_IFTHQ142iYJdcldb ztrZUg(zdUtuq1CIZ>S-7;;yP5qAwitLOQ?E`9W9)UNA8sG^fs`=NOcCbK*f_kb%Xx zgMmVIGTru5MNnrvfA@7eA4V|)3-?}gSZgHkbJWv~!JD(6i02!Lroa~tlY)Q=C79kq zIJZ|e^&el(Wq(p%{#Jx;{~^|f7R(E7v#tKAKGuvX6r2bS*v>sqB~H&)mOTIwE|jdm zQoo|Tn_%$PBfzI=_w`z!>q<{QJTk#xKU3h-ynd4>N}-aAIxzGu%19J<6_sZ7I>I5bw$X5znpPlK+Qvl+_nw8L>lBv zis3deWi?V*5;I&vk%?!9H;0j*BB_E$#XRTr_|k9i-2Z50ySJMk#m_)P8G$g^nW)Oexx>K2B8#N`c+cK;6ob+x{Y(H;8=?J$@j8o#q?HV1b^oLRXzr% zqx(Q_W$=Jk^C)t)_BJ>|VYe$OFdCTD zh6MRoQ}txrR?jRrKvGoxC}Ba;V+fvOp)b6PlgHt7ta07>&NLcxpgRXYEh~=Grz#A+ zJcIWjX1aE2>!S8#h}0{mX~d42bqW&$ReQF3;Zn#BJQEnlV`K<`axq|Ma@jH+;+@=q2isBX>?6MW}S)KG7>0HH!h}UAp4iL-w1Ss|LF-{j$`B@8-JQjaTZ0P;CA;g*)Are$xqY(KDces z`prHJqJf^Oe3ndH8acE>&X5UJD2~k9P%qRYlU4C)BVXMD%Inoi6~V2b$eb&4T(B@H zn1(dq7|}~Kb5q>J6LDVC^bcR(?1y%q7Lb)U-?X=I)5sazw)f}!ehesUF>#IL(Yd>M zKCP@PZkAM}iH7bcNfhykaG1Mc$H!7Rj~=HSrffD;c~zc&Xn&ixdr1;rSLVqH!7miS zatkKaQXLuEnq?DTM3l!332wLWqoX+eVZb|e874$rn4rO#&A}?PT1L_R<^9|k6N%|< z0M$lNfA5opo=K=UC5rsW!htSd9_;;6pz?Hggh);ymI+QYFvN5S%5G0e5@hBbt&c^6 zR5M`vyonC%;V-kclJOMKE}nU76+c#d!7V3bq*5h|RnL??tX3Zjxd87UuKz+EBj#9f zFUt^IFM?9D>8FO7&Yn)EW%l=R>2tM4Ej*S z_nMyey;Qnz`}dj#A^@w&BrWiGknd(nXy*t8w7;<$syrjKhdT#1#fom)y(URDt~)2Y zo=3ajB4LHk{c6DPt?5Y+QB|d@&W!*)@Tv+&ws&Z~1lhlIIRaxzu1Yf?Pe-=+LdIng zk)zz*4hL^!^(}I)N3I767`Q7?Q1NQ%h@zPq=4l9IL!P@SXCy7rJ~lpLfNA${2gq}j z1G`&WMKUTc363r2K8p>({0csAm_ zAjYAFD3u5+OMT=hS(w3S{FEZ}ORGljO`9k_aIc?anAhq**F}<_OktGbauayq;|qAI$Kt7At^U^3+6}SU?mJ%W z^hqMetdc^^b4)o*w<@W3OUEqT-D;YBL09JXr3W7|ry8NYR_7;}d zqAaifj`l^OI*O$adtb;Q5pQOK*%*z@V`~y zxL1zg(0&>qePx)3Of9xwQxklwv^Hsrm!9u$F6uq+%co!RA(_w`Id$aie6fO;!)^)y zt7Eu`AjV@IXgZ&TGm-qMZK!{aMD^igpEr0Lj1$j%yEO4F(MQX67?~CGU%6V>!| z4u&c|knNs&aA^9%7>~c(Y5^zsFc28`OpS-$S~?Iaru2u!q{d4Lk|>*pR!#Jeq42Av zGuHY^ifUUDmNrq^{0%+tP=BAZ_U{kh85F$7sbhid@b{=KVc34As?sBTh{S7IrrNVNPJPbF@tpf#}1WsloWTJH6gZzmE&HJzIC z6qOc2MB(;rgiSwTu{T^F$QMb^ZQliLF&*E`J2m0~}B63ILxm)bJ3)KoASvR1D)t`V+H%I69nHs7gHP+OJJI*k!A3(8b zRB>*Fu+Dm@bxGljQCmyoR*on1+i&tuJ*+fdMkhLxe~e&1_zhUBoe;h9Had7UL8WPw z>R8q2=d4LX_@2YAw`R)Q3u9W1#-$FDBo>f{ca?|uMR-L=68`MBB~#TwiNArC!eU&S zSin@52x_fSw`i#4_Ml3gvSJXHKxg>{N7e+04mOYFvNxMtTzn;H0!e2C-qw) zx7^RSur{U_>QUWPdpV1D2U50NaW!z+2qkEIw>!be8{bB`3IeK9{s?-MpQOBU<(P;n z7x+*guu%#Wp_uTSia%v#imMAi8WcM{WJMX}xvI-|u#JTy3NY8XYgoQQYv2dl%%7Kc zf-yp{e3O)WjwO9S7ppW-j?|25{mH;a*_=?TKfie`@rlhR;YcXS6@Fsua#%o9|jRByPz6)_t9~pR~&r4^yZLi3l)YM?O$OM||Q;&S&)+N+m+$ zqS|i2=sybLVqnWpm{(<=goF%>C+tcD0NA-iECZR{7>;mqNqHgr$D#Tqlf_P{+a0c* zPBTjyMbV%b9&WOAfA-|w#xv{*Y{e;DX$aFm1Oo`%Kmk(uWB*T4*=l6H1A$(wU0CDg z6qzw;Dj#!4J#t?gyr~lhYHuf%@=4EG~>${+GaTnyvK3)qV|;n_YYs>A0KfQb$M@4V)Gw#_Eoq7jph24 z4JVQR?w6=H-sp;%=Lc@qBe7arLQ-`N_m#T@7?}x#*v;tOzT~sm85sW3d~c^={-7MNQWdd~a=#Iq7l*)++w@(!0V%JPUUCFXquv4z?=AeT6t zJDZ{RrwUZId|;A94T7PCqvKSqY?2|d9}q(N;5M@$=#qEhagbE|{G{XEl6gN84r#dF zOF&tN@oCtd!K(4Lx_=L~{DZc3?r{!3Ph{Uco*7Z75dY-9RWmuEaS{NhU|Fl-P)d*s zKGIQ}Q(S9qLr4BltU!)Zx$S6gjyZ#(X!?8$^~1!OtQCBoN=24Qa9Dw9ly z!VT3C_m8xi#XsJ2UzWg}k3xO8ji7SyfPwhME^c1v`91yH8+MU9ZLVkdYgm;xzz&ER*G#{$2Xg@eAf z`-`r8h{eMGgz`C2zEGkgFy%Rf#$kN&ft;yS--7;~pYvFWt@AB-z!d~{_RI|io>^r| zEgay8J(5;FOedD5RT9FYAY91Q6ndfY{(_SSv^%Tn$n^`NBGD<@K5IhAP#w1h_2V9D zF$5RT2jQ{bbeEQEMhLhRdPQHST1tB{ThjdOud>B=CcG3nU}E23yi~?B@+6iVxZHP^ zC87J|u}hgsln_%Hcbs;tV}==TxD8Oxz$-F+nwA9r1(2}2DVeb|Id64O#M5U3VwN|W zPs?en%|YdLw|Iv-^%ctG>Gr(oi3}fHtW=T}$6W(4tnD^SLHYRvHxk^H5e$_FbNJ3( zlx``4`ELg1-?T25lomF-#qmGB9yLy9|SQ1rxw`^5*V4Y~G=@gOM zJYg$j=SGi~I|tiCJvnJUhZ|K<@_lH9VvlCsRQY6l;eu%V84ss0;Hw3amdUxr?@5~< zkS8Pz#-Lpo2wMuTIC!Dpqk;4gJVP^f6nX6AH-AV)++|dPen^SUr&~OL#`E zkl71BqEgQ#FVp3DP?|*FhMG_t(}NiZf0;ui&n%4c_ruL~8W8CvdKFTIRvsZL^&y3D zobObf@e@4HRWe&3dMCV2Nll1)2C143atz2bJYTRyB#$xr38`**;kxfC>Euvg#4DAa zFct>K-MkzHz%dVEsw!4ad&;tS%^`vZy2i>?{(*P$Q?VoG5XqC#yQ&+MCgsGe!tYX( zb0~*_00?k$#=oU^*(M)qYd%wAY1Odmtsq$6T@d;Gok!nmk1<@O?m=CMe(7B!E5Z#9 zD76mtSXG^72Wm9h4rSl~VND%p9a2@`D4qTv`>^zAib4VpAM(x>}B!qe3x2&w1zk^uWZ>vF_{z6D|lZXFh5Fr z?U&Z)v7b5|!&MMLTZ1CGV7!583kS>9SERH`$z%B!+%e@%9=pi*c}?$u@Ax%a&t!6T zNrEYrKrq`uUygr}PwvkSmB`Q0&=!~+*dw~3m3Fn>{QN`$yOfY+9a7y%ItzVu4eT`9Tv)0Ps-^=os}&CmjQg;kA=$tqlT zM@)3c29Y1xcX2MRBNC^9<$+_ZCw$OLV_<_+WB>(^YLp(H6?L1qFTHBfF1T!OHj{+WYzgd&Jm~@Es=E3Tc(z`EyWbTmaqML zr^*a#o4UxLw=)?Rw>1H5a#1_K7eft*W3NjRIgY$Vd}H4R!7XBUhidh9Eg}73jBG4D zhFtym;RYC`6UC*HA=jKlM;NM5EBx2Y5PaTkrZv2C&WkzZ%QvDz5hTpH2X3H$><}?K z4F*F`;L$F**uT}pdX%>izqUnCtfglrAumiF$~n_(bAUuA7syM{!T;MDb-kBzB`Czh6>m zT9S~CiR}-TL-VNf)?;3sGW7bs8D~Ey%&rtDLJ7E?9*eX%DA*FmV0kV@YXZxbQqK%k z5+1*Mbxhoj(Ku2Qid!14kFrWEC`(XO{}aAit_S@yaBaJne|q7NnyO<}sD9<+%yOVN zCowxVE5hcpP!R5}^=fvq@Sc8A3eQ0COU(a_Y^Xox%hj1AapG&Ck{?f?J^XpdmHpG- zd?G^Pol*Z*S{LV}Af^P5@p>CDUV`LT(I@b*>dm{@T4OQI*0PJ0Eu`xI0;0otVaW;M zDC={ihlq6Egwp!xKaDHQ=TnG?R`G&wn@oErp>n($<7{Z?C(cOdc7I7s%Xd?Uev72b3OXo3@Y1yO^i}F$SKX&&7VlJQsW@) z)vrVBx3OcoQkf+#m_5EHOqrLd$|_KM9>C_SjUk2~X@_y+Y?tFrI3Xa!MZ}ySN-Km> z(=jnvRC?7v4xk?{RG-B%(z7`If@Y={wvvR0Gr?9x6jjMJV3}7NoTKJV?Zo^!hZ$C? zRok}@jT?Gwnkn2PO$&gXTHpn+Td^XVx-v4V2~!We#GFH+C11U@OS;VJ4*e6ZsY5$xnjS&0mQ;P4@=g2>7=J4o^0i6nI`%5jJ_oDHsq(ZCO9i_KHTkU@LAr+@FH@UGlfun&O zN=|(>AKfO-*|8$1juD#hGt~%Ik?n9maE47)eS$8hK5dT$i%Cbd7}TNdtP;8knXGpB z8>aDP(xh?tk`22Gw?bhvyAnvjt=jW-MsjWn_pcpWazrLOL!qjjfR5mX0|Lq*)*&+n zJBfMJ5qDDxF&R+(&JS?g!EfqHl4#$8;O9m53sq!smSZZ`dqDp$eT@hY(9GO!YU502 zuuCh}_C!tT^4YhhHp|sR1WGTo7(B&~1AB(JiNoPqwK3Y}bhcEzUUJpjEae!Fv(o@% zC=?Kk{E>kx4Ibp|1}Lx;=k# zMaT1nejg?B>KY64=7H{z+_oAh-N$>S$b{S^1TX)9xLZmn0qnFPhgb58#YM|Joz+i% z{!R>?IkLQykm%hnNWf6eLJuIYA*+za!Tyu&f&}}5bG!UMS@9AsRVIP)g&K`{(L4kN z2;l)LdaHFo7!+&R*DvCf_yQ>eANy%KUGSTwMKrYn;;{}#XVn8xRaGFOI|HcnQ}74n z0HMtFZOX=pbSzwHRPspzv2-aGzbCuEx$47i+7}1k2<0}SCjp0rFbZZgBmb-K;qMdf zlbYHKt;IfKlan1vLz}$zTo0;nW@=CfMoh*aZtF(1Nx&GgR!uwzPl6maO|Udj%yaC6<2o^Ty;ai zq#Gmn;KR0VPvBY{>GV$J11Na^{8A0un~MfIJ3s!bvy&z|xI-^NQs#4`OZ2lybTz{W zV&Y>n4un2BqvL2A(ci|cJIiX}I%5s`v;--8g#`03okAkpF zjydrZlN^`+8@|_2kspl0a}~cGl@^DQx8$$cNrCs@J*j_BN^RAjkr?NQ0j0dKDF4(X zAh~->8oVaswSH3Fn;#7zwR5Rpm&`tH%5m?J!WY#&e_03fsg1moDr|cA1bPcaKZggj<5yf2xU0s-+_YBtxpIw zR>PAbtva!OuKLhkXhX1`=M9WG_xwk#jw20dg09*CPhh%F4N2iWEE%g6!yo6QF1O{ZPBDoNSTu*=j%ZbrW zm~kn}($*xQ1g0qwYmHkTysZyV8D$tTDhg%?r?km& zC>NqhKDMf+-)_53>Od;#m~|fm#9!Ze@X}xdt=e8;u-qRc*E3%;>1l?zj|avs5`8ZARaW`|94Tl+^9a&$Gs_^YV@o+Hr$4tPa=hF&(TifO5zd*<*E}3AzwYw z$d>#wZ8Qr$nWv(Frb9R*Io8=J$#hQPyZMLsFX4gA*Gu{)>0=G0ashjYtfn zus{bWETnqCSJapdvaLN;Y|%` zrCX!jfIduW^*vG_7fpwf3&gs+wQ^HbRM;TQbnjuuI526vZ~{p3SyG z)J%%D5v{-zM*JD{M3A}HdnwJ$bzKv%$VliXIdYiCX00_v<3vAlVH{q~#_}rtM^0@o zs&KGn+G<+orenKKF32gT5AgH{`F|j-(e+tQ1AK2{~B^7ZeVse&k z@-^#@4Ia!H*cA;d>STNALS}r=@KcFa?yA-J;(TpmG{5Oz6tjJ2Cs;MY3BJNQ4D-f> zsG`_>kp^qa4yRU*NWQl!^gC3}XeOgZv{9UBwRsg}WRK$p5^UM-pp$$V z23S(&7R$p}+pxiKenLT6d&6NTfB1I50xAzbh58BZC&rNO&$w7BS-xihVoqgN52375 z@|Y;m5lbJbfUi;+OlHT2sJ#W)c0hZQpYNNL`C@jQpRWDP*EDGwQq6d3HDu``B5EOo znJvlzo2Ia*Puq-vr_-{v?%!Chlb%D0&K13BggFCX>l4xf@ak%HGhMMjMQ9nmu!hwQ zikRYr2*Usnbu0mxpo~Fo*vN0OWi^el?;s zy5wAR_~F(}R!N(nKo-gwVv>+a0y>g4@A9K+&s4CACE97e>*g7axvSX3qa<#LVfSj^&Gx+BPO3!Zky(o zw_1RaET_?V5oZ(T-1qpzHF;f3l=%LM&9{+gCq4X#&w$PwcCrJzC+msQfmb{Zmv;~* zm?L{g1*bpwBSAb|rPFYCyBQhAFJ4Lb<8N|vRCZKGdh-ZBs#o^#-cEg`xeG+gjKl$I zf6B1cmSC+2%t5epmyFkNM4?Xq6GX^F4w+00+S0`sp*Z=W92~M$TjEm96!M~IJOZwJ z1gek8^groHN=DbqQ-I8yU?8e8hi>BHLA7BEq4cHx?B|gRw!{8_=tU%9=V<7`R|pfb zpv?FEyA>sU&|T2Jt{oIp8JS>9ry_b(QPHW24(^I1G?wFzZk>^H@oX!Nevg;d zoS1Bqet_CL+uy`UZ%VzjcLTje8$TseJm$Fn+mysw46t`Y3D9E3b!B zkOP5_e{XQeOPDA-+ZAP6yVvtrIWVE3Ef>nn)Wg`OakwA~yftbS5sm6VN4m?ami4_> z%RMW!MUy7{D;lzxfu+DGJyb6{S1Hxa{3lfD6PQ1X?jWj77?jm8-(0{;Pd&gQcDYKQy zi7j>p}5H#u7?ZK{*rx`}MJDC2AfDm**Q z^P=I`7`2QCGhJ~0wEVW%$)o)F5_{kqPTc)1?m|D-QYvh!i}u;z1)!>VrEqhiyz@I- zs)$_i{36(Cxmu&!dH$ohgK&reHs%``<*ju%O^N*0lFSP_k%e@O|C1zf{NGJm`{v|)JG-4+Yvux9d8 zU^X4MQA!b$(i^t(G~M#b-BL3Q5%*~m)h7j$G$ZuuSP9to1jV0^VKy=NXs%w!DzzCk z-^;7C6TS+vZy?Jjds%WPP_-Gtq+m*foLShPr&5zdjdwA;H1g*_cNZMP1DL z(pZ$6_dM=_cBgW!k2LCPu@NZYCxLw|^tdduYP!I<`FWRMbl{!yL!pHvcIoIk70e%r zE5pD=H&REYRLkVyWcrlQ6upZ%_f4wc<3`cdo`v$l-DLy_V<|EH6uUw<7Lz;5Aq@ev znjXoWE?_X%RumBgT-J#J2rZ=S?7x5?pOe!YG@$@=NOHsiB~e_`Nzu%}K-skiOL+-*_i+!axzqB5JG<0+yJ^B(MVw6=w<~HofEjCjQ{x+Jw)V0FiR0RKrJ+! z)*gxLY8h|;-bVEgUAm`3B28ZRg4BtG2JRb{FOr}nh!qDbxh(^jSnW{YYZx)l%)bNJ zHJHHv1iSu}Gzp9Iz_ACKyZxluit7B1TbQb&d)&j5tb%w{h-zaYu~9|Ycm@{}1mO!O z=y(F)Z47Ar|Ck#%s0$VeA3$8w`dfNdvR7eg;MTOZw?SLFs`=^dbV zHfx9aVGIZ+`>cOSHvnMSE5n4O0H=3PSP9_DS)+C3mH^Cm7Vd+aYL^fiJAmYOyZviO zJ}g-i!z~dYad1hD1-e2(TV_+>3Y94VW!0Bk(Y`U?0Eqnu6?L>lk}Ei-VEiO;%g#IV z7)QR}twgfLW}`tnvv5t9F2171+r+-BWs6^-mg$CEl>b+k{ogn1|G_izzx!svJ)NZ( zM>#Y@|Bn#!|096jA<;e1z1L+@GZN061%enA$Q{~@XmJW4Y($=O3J>#J$Nk@M@_~|Ed+te=peH2;Z)9EdW#ba z*$H6=`@vIMM_)@PI)Psy9AES^h1vb`LT8c6Ghh-~S9MzjSSrh2tpkq55(GhGE5N7! zPk^~CZxlzu{5YM_BgvHwsybBWRfI1ty< z^QJ0HK4clB5f2HFa}8Rsh<-?fsC15TFwe4WSwBlAQRjYF6fc*o{`4J*_@0MQ`-^jslu1P8 zV;`oH;NX&v6p7o;Vmlqf$P=#51#bSO@J*=_^)|pS;6V zdjOft&PAyJfP}wV2Uh7=51IOq7|}!J%Xq!Wy}yWbucGk74#jSk2&mFD3rqp~Fq~JB zF2s;~%|%86Ypb;fs2mtrxXtF1Xi(h)ba!Gl=`&DW*$!j6p{(ouzl6pk)Q6S1R_Q~2 zfuJTOz{eF(z;^a84k?uy!D<+59t%y`bguHql)M00Eec=1o=m>VTTWFOr6qTqn1ZU- z*5n`*+~3G}L}e4HkO8gX`5z2CbR!S9;{f>Vr*A&mbaQi=-j9boT@T{`2kvtXaNr&+ zfItH0Vb?CRU1@xOif}60FWzSW2wb4!6!nwb8R9?J0>G{Bh+i#UZh3sJcy4Zi32E^c z9E@umN(MU~6)^6Mo1;ckqs!lAGgGGkQE$F}3A8tMs98ga+5j(3IHr)c)*tVnm|Ag6 zf&bC|_{q*p9Kg8__)a=0FX#_e6kG@Kw38QR0$l&kR(%um8?oNm=`*)UkFX{|{ZlKg zZRTbAP2@m^a9sPvY@wXA#YAcT(GRslyQokHA8r=1Uk|fUsD70z1f7ob=zf3s0E~k5 zhGpQ%FW&^^zs87jS(Vs&3C;1{HK?>e{uqjY;PL-G268jUZ5fj2d$_wO{y@j-xg zD@;H)fP|xVZ9ub%4z3t+QYm>qHTkTV<_)SYRN6W-{%44-Hd(ZfSs$UR8(ix$Q5`)0 z$p_i7S|67f8?t_`NWJyFl}n(7j`SY0AY(es^d9s>g3nawv3mgZSu?c_aN$`TLgiA% z`5{GajYTv~=t*KrR8_)GKpyrJ{Kpj(4i_o8bie4;$1_r#gz1;7D+k>RzLf6-CUBy2 zE_M#mSdzv8s+|?`W``gUeaM9B>dyP@jsfGw@+2wSdQw@|C<$K0*})hu4m4`?iNMbQ zV7G5q@LY$)NigF3&wb@XhOq|DP)2iQNq`cYLJyXV>|RA{M!CVu5yKAPV6QEtV`@hQ zuBmWo%Q5|h_jrzZvX81w1DLA~H)sdUuxYrqSP6_*v8gZIA#Q=;&cAWSeGy4hpmR_^l6XnCkv{U&Kd26U>zv@TBSBZ)UNbq@w z{E}Nj>URuJIHw*=To%uZx6xKM=0;0*pUIO}9-lyzK1fYtAL@YF)&bG4_ly&8 z@|`$2mRQ^4Zt_#@cDV(K8O**nCgLP2k;7B;v0rz04pJmU-N|y>OVvl)G;1O8146;7 z6bOY0ER`%QuE%Ktxc&S$yNZOj3t0O{Vpt9;EQKD6=yht((?>+~KajX=Xz}{7!P_HfXJ`V12(Z5bcg)UpflPc_w7B}x3owy4I|fd^`@Y3S z;^5=h+HDx3>mwSYAOK?{1$gis(*VPamYFXRh2aW}sbsDVYb`-Yg+wc{xe*2#g%{zy zaG}%kl;HpeK5q{gq3&^JKg10$SpuUUGqFVg));BnUjuEoPaQFyouC@p;d z@IB7M1{pkj_qNIVxJjM23urp=PKW-IZfAa4TUop1en zw?AjEiZ-8N*iW8thR(+dYUv<{=m16TUhZEhNoJ_%L)90)6z0^r%QrOnuT$Ua29$q4 zx|emuWxIoz6~r7 zY8!u_15o^z?P!s#?m&RmPef4K31D8nGpcDr8toihnw*f$2DUwrCIlG1po9o;YB?7z z$(j@|F3AqVcAz~d*R)>5jbj<^CqEdS8t3W;dmUfJhGufb#CFV!Hp3gv3{+^j20z7qGhxc}4hP@-;nGpQHOae;G`Qf0 zB*7@qKlsRNq^UJ+gn|Hp$=>UJD}?grp!5+funYXqWzC8=J{WsE4CM&enEt3g69SCsHAcD~(z_hy zpmNe&D~dQWvH;b?3+C4^{BNUfJ9u6CuE%xyMfgC+nNQD`3C;V~+=p97OicdbODx?k z9r&m|5(--dqLB}BdE2ZaPVst@SF}-~#ym%=@sK)gIK{H71KTDzs;e(ST?-38;nNzh zn7xbnCmyK~x@oE8G3Z{5*e&>lWr5hk)mH53a&`>IZE7T z4{ES3>!#wa>+R*j#=sRAXJ#RK2tZo7W`HWQ#7jpPbX{#QVaAcV}ZhEg=RwR@r)WLK$L3$hx= zWc$8T{`Ku?U1R`v6BLio;M85oAPSYi;N&+wNq=GBGzKI8u|)tw&L;Mxt>d&JNlgc* zzaU_y4KlVKKLdG08(IC33PTY4Z|uEQP+r})?uk1D*8suYB{&3k4Q>Hm+zAj|g1@*! zf=h6Bceh}{-GaMAa@PC(zg^v3UAybtoSUxAC55gz)|g|=IiBaoNF3xDTu!Pn!M)M8BscSNhPB{oInb*!8;7r8zIq z*%Mqi6b5L-rQ};e0JMs6xwh>v9R1$9=pd)IK`AAIwwl^yc)UCVDr(ld0g;l=B_VrZ z&bbCYCi3vo@BwMN89eOAEt!4aRsxi_u?7AS$UkH5)hT^N&+@ahbsO8u;g^0 zPlvW#PbBgWfJKn{jVH#Hlbhv9gVhEVP3WxXQ@-f7q}+jeAz`C0PvZkW1u$`u49{5V>qAW3TKba1xzT}yu7Jr$^n#7ErfI|KiJli&w+ISNE}3 z=@a>3rd0cx7!Kom_4LUMQZ-_<@B|W$PFqm*@`%=(Iy?k{Le}uJ>K-Qq^8<@ppc=j2uXDcjwegRgIe86OT2x%M@2dif$4UPJ?l6gj zs*5=Pkx7j(W5bebql<5!BLWRe+B?gnG zu>aW;&TH;Y5w_<;6J`Oz}bXSq(-R_rPWmA z9^tqB^h?8#iKhuVv%lgL4b-YhRO2JgY>FQondgf8ZC(2X*bgT2;YA$cKK5i6?c`CC zZ4p7qh}BeqF{DkcsuJfph~#TRGY$XpZ|_&xIjnXfCCVN|A$lx@6$T6j}*!D>kX6{ zxoX|0&M;=66lgPx&ee-e?Yy0nH+T7T#$+R>{39=34t(2L6^ir6YS`{G4#Hn$dVIok zB6zz9t4HY5{^07|6S;LO2T9CtT^e8yts>|;J z4Z6?d5+i??guwG@F_(NUor{z~(~_4E`o@LiRNklkLlS-@0}~dgq^N&+3V0bXHX(sX z88PF^J~9?&@>+q5poC=Y4kCa^ackoIx0<_lFZK=(o{K-33JA8pq9}bEC;U9Q9i6)v4CK!59FBAQh58b z_OQ?%kFu9lx_|A1s1ki^D0=I;sJyRv?CWcqW7n=C&43QcYO4)xzc>V(=9&BEP*D^cdY zvDKQUFp4<_%IvCF^G7kRu_{j#{uN5rg4veX7?b|)lVTE+IgD}HnD-fZ-LZq`)F&W~SJ$X8} z`V-oUj1fBGJytbeg&KzcjHf{ZEa7ZDORttlynfR;1>rnY^Kh~YWrVDsp_!0q%vC@mtU<_ja^}aT4Ym`V#n$PX_f4d?;}p6TxJWJJH^7 z{<1N5sO~TYH&m^xV~Xm;?liFDorNe7ktWAry-$NkAju7RsmTZ2{49?ccxyo@jQ*Vd z1R1-1&5Px`j>!f~Y02gWj_N^GmO+ILFUEXDjB#HnmXQ(MnY5mNhDJB@&p4HyQIJjt zxSz9#fVmDG5h&Wmq?#g+1XLShjW^`|%@y2EFnuyw&TdRyYUiB%i3pTh4hVq|LHU3; z;1^Nxyohh)txe6xDP zSm;DDKMXRq3ujjXU-fU|LfgKxYEk+9w6a^aCuL|WWFh;T$$d}Hh{)Gz-22`a9((FH z4*7C5K2F{Hetl}`DCS-w@G1l6^AI+B{FXFL*Sr3FQmOuRASo2H5_1x!pT1QP^A<+( zBz?j>|DfPHweJzG_?jgTj^FORY#S6fwfGDhBvxl|TNZ-&pVo1_ZoN^}zec|wF0g{x zY?JtG6s<6m=AC1e&mPk(S#WzA%H0kY6(}=Hvt5r>rAwfvTCp2Nh9wF{87^@_x&`g= zN+sXjrNoHz+?+rqR-MiF$D%TzcwU?2o5oDfu9IEmKc@L-@322cD_^T%MSqns{Govj zz+#i{gzZ;XjvCya$-YI{$peaV>Qa>!5JCdaZJkAZQGNYSLJg$(_DRJ@fKyK6*?lMM zHWWdZ6|UF$m>h6sg~%zyrG;PPR%v0DZh8075RD__9(QW)1flv^iMo!?sKFKUl78I% z)%=Rm0{3K~+6}-^nZa?|*-1GRx*JA$In8eIP{U%Yv-g(y#L2#lpD*7DCu1&T$ze?| zeK!kZ4C%j|Y04rlRCJ&8t-)uUQ2CL8gd<5m()l~6p)0fJo9|QxFoF#cO?M{>6CB7R zT$TMXedrc)nUYS8Bv+H-Xk6O*xqR=`bM-@gy|c)iIBFu;9L>26#)vY1PZHxJv(!Yl zd~ApKN(rDDf5U_yt8)zsbr~W25hvQ7P|P4ktBbWGhr^Yroyv$#%rHcrFxwurwCcw2 zuBdI&+)gpQ=KRr}^jF31?Zv^3EwjA*JNq3><~o}cyBL0Yf+dGl3+OZmcODH=gqBMfT9YS;R|y`e#L~%_oe8mH zZ4s?s_ybG}oXU;HaVoy-#@>C(+04q`M&&sYtVeoaDaFk9 zVwbQseD}*@OuxKe{vDIRtYjwHotABGo}a>afMNhQe~GD!+B)DwmLgla{6sxj*6(3D zvlj4+aatfr#Oua0PYqTGOy5aSD=*8c$CUwtx0xc00%rI zFq;`l7q=qnr+L!5q4R;%g+Av&dW0Vsp$pYI#tUQmHwh|a%6@g`E%D%s^HgzZh!^>? zjlfQKzAwp9rsS8$HxY%_5xNH>M}}mzgVK}S9HfoSCvz2#ny@(K6dz<7tP;Gp}vsX66)bF zVJqGf)@*07{%MX3Jp{zGJ9>7cNCT|6B-Zb>v;791ijsy%zZfW%u^ zMLNq?MI>W=XohNuxh&9~s-WNf2wq8B?jANh{)yoyX&SX%=LPA;UwGQh0&XzI8h6hqmB*V)dusUIiy*nhv$r`!X9^sKM-OG+=5J%x+G~6bKVK zf82~85aIk~je7wVzk(*SA{XIjyTbNd$C&+HHhF;a=kpji3~{%0N57r-A)?3%zw7k?eFn_iu?M~G^6huc#z^iu1oCYeG zRff{C>(s*;R815DZyD!Z;(Xs&SvkAWT`$iw7luZ=q_Mmpd)kb*Cru}uc*Qa(;@`XI zBNxA41XjtVMoX<=^aC`c>PBCcoF43E={~h)Osl_>Z^LDbg$`2?`6aB?h-ZI6P8UnJ zG{58X6RUuV@G>iK3Wuh0>6Kz(IX~PZQT!32lwP|3sZvidwvX$^0SAg63N9?&qlp299ky@iG4d>39;e2sQ=!^*o5wJl_^Bt5fT5xdDRUURNn5CYX>5MiIcCy_@-*rz# zCM7%AlCySLVc6?$>YYB}5fksP*&{jhXw)IYKR^9sAVJL_W@~;%0u=C#luhbwtkNAZ z#uQ|a1!fM8q=5Pl|DNiED+U16pzU zf_Ehuofsf`m!fJI^NXigbhcKx`}Z?w#OD_G5e&qtQ3it_Z(#c!rr-iakc(OxE*cTy z!}kbcZKGz&b9P9HZ)J1gf?ojl;>kP2+2~3QCkkLOg7MPAiP{TDp;om$o!Bd^G<^!% zmb8Lumc-RXIcWyqMgX}C!N3zSoiLIAgZX=Q6#WzN`e1bVqAyTpwZsvI1MwU`>2RD> zEeAmk=D+!0>7U733f!E|BC21G7-qeb>XmRg1Y~p6?2@Ah|DeFX6Sa(Q%DTORq-huT zHZOl^w=xBjXED+bmL}(5Iw~NL0nlx5LAzKa%^(1Di*x|-+>CMz5)fljookE_2NUU< zE<8+p6EBXLN&g4`ZMP9QC{5gQ+jZ*^YH>3{$?W#EX0{~DkiBC*B||4u!6WpL7~Y%1 zE=<9}@gNZJE@eU2vRN1?Uf^#~7ECy3ZUAOYA;Eh^y72y^rnrT0VUnDAZPxR!5#*%i zsE;=Ey*dkeSDmqGE#!bkjIKbZ0=GH`spgjaZ~e!3U&pzxt%M>1&j_%%JV$ET?rS*D zWJZca&tw8onzTxmw`@l=W<%bSjv{NC2#QJ!h_jREh)}=2@dR|`o+#K@w9_0d51Mt)+=8vhnVZ^4Cvu) z!4-e4(tJo(KW2I!N=BXh5s1Zjz??;foKHs2v(+Qg);F~4h{xD~ez5U=&?&Y6IU2#1 zc-tUy5Me)kn{G<^;x(CPQ_xKk^A@AJtw^f%EjzfsRldVfPi-4bsxK4f`oV0ebDDK( zojV8~YY2e`J-GYt)VjXR*k=;`l@W9<;DgV3*u=sDk#wJLlbwre2W1C6Kap=YuFv@@ zBt6~4SEYTUO`D~pt;k~k=4IdY_=Q8J0)Jks=yU{V^#Him~7BwSZL+2fEDE ziJe9)u2utcW(HX~`Y9Q=)eDC>5vGdmn^8?YBlj@(``o?sR~>qo{AXY$nOzQRRA`6G!1+F_ z0>`2s*);p>6{u4$-BS)_eZL1WXB7Oza4|uhe>85KPwU)!W4wx^Ll32Ze)M0-y5tyb zw@q^?K0A&L3mk&4VehOmCIHho)pz2_;@YA<+-*q{w}YVV|#bf*!sNj{IIlJ8PlEGg<^`CDbk0# zvu;l@b^E;tv($4#xmY#YY%Qd^CS`5u$V7laT_WTR!)pnb;5Zs6Tn)#YrMDw@Bgwg% zl`P7biVSb%7{ky^j?-0%=d4ov^_hGrQY~FFq5>azWYSk9^QZNl@Mm!g+~2cic9_q* zIdwx~Tl_8m#JwK*z}T#*lmUwZfg|8Uht3Wd&uhJ7;`C_+i|PluS`)@pZEsnvaKPZp z*PcI0ab2q6X5aY(>j1KpbA`3WuCXD}g)) zHIQePZ`oQeVk)N!00R%-8GeqgK${=a9DbLF+DfYX)ojQmn4UAOY!ixlF?B8aT0Po71h9XCn^P5)IST#&i*_TGP zoS@y1ooMWxy@ao za@ty>bHg&Ml>H&Yt^OyCDD`UxVPhsu({KbubzF4rmt0CqMX;JbFo8lm(p|m_hvAW; zYqe44)}_p!O@QSP1Per~`FMFziaPCaODq_ymY$*bs7f__t<5x^#IUq};%yNyPXAM# zK-QP1rfw(zF;ZEYts#ds^o>a1$03eFozA{m4EqS*Sey-_=k;g@S1Ni_&%#I_rAU~! z9@C^=&GJWt`DBrfb&NG#aCFaP@h&69Y!f?p8{c{+V8ft$;fLK6U1mU+#kaIt@+cAh z*s4~C9JLsLCLBltdB~=niPeq|2Ro>q;$;E@F|xmRD_h}E;^E&Q!lF6riIDqT^w8=W zx9)z5*IJFC>s~-OB>n?bVr1|mFEuYFm{?*PF}hFTG)e}l|2v(M0N^e6DIsf>Q)LjI$1%S(DxuX505bfqBpO} z(M8Zc71?>yU}XtTnImpSvuaOh^Ij_uNe@sW3sStad@p|EY1DJ-7RZ56%%kxR+O_NQ z10pFdjt7pG02F7z?@V#%;VIp@nSakRs2jU5EL-PWE{O2|ifP~Ie1?J7!iN+TFJj=V zd8+q*KgqnnGH2(vAC2l|Vm;+wFP+m9_=pW~iy>@sPV+<&TKZrcbxSQ|;6V0)`i+jf z{%LH*a*q?jh`D*ZL&hhhxl?ZKVTVK8OfZ{s9G0WyB^}O&dNn~`qk}|bIvG$N8x;=| zrI^l*xxRUi&xLfT8yc=)zoBsCw|km+Er+%BYp}akBDp>Nc20d1bnu_spwXyu6_I(D z@6Y@^=KmhwJygfP8$d77`O^Fr=BXA6ayhS#dSv?Wy9^FjQ=gFCD{@7Ug}p{tkSs=L z>vPQCpurvSXEK?`0>UrKPBsS+GC~CWn)Q#^GVDIxHCd!HIRVxQCY76~w@{z0Zf+?F z9K4q!ld{F2Ig!C>y9L%Ph0Q zyrvy|*TEw=Jk*yvP^QqJ+vV=~bBOfeCCqAf7V32p6<&&PaNfr1sNBRkP94Hs&3e`yqvn<0<6P^ z9X6MegUnt^#vp$4L8jH?Msxa6SFljbi<|OuG47Q?-ghm)G-Vbs<-B`~KOg&Qr%d@aRFUc5`$vpqjfE@O(II#64b)w@!Gu=FQehxg?dz9?&m zQvoa?Xjd(Y-a?X31mH`QPB@nv5k4V+3u&Gb;K}_XWL%d#7ia=u@t;l7RX?_#yn2Hc zk{!g!L?3&>Audc(+Q@v9#&bG~+>iW`E&`Sv1^c`?iMTAxWL#^d%){JD+nFokP8@ps*M_t`r z=P=~8V4TgD$nqP-RP~?={iAQhbc3y9o~&NM^W?0U3P3-npSlEtBmIu*i4&ahj!|0J z*1x6MNuJ|OkX_cT3_A*F4%P4T^F;Wwaj`NxT25387Z#&2rT+eBg*~V4SEsRQ) z40h!j7__R~nlMi{LJaX{NxDGUOiicMNmRh=WQ-0I?NW>(^Fi5`F>6G?&n*USAp69d zdN8d-)XHRS;s;bD3?9r@X9xJiw@;MZco=6iDQEM}?+mxsSfTM)gh=736>fTf!n7fM zW7+xx{1y0|7M1mB%(CR+r5V2x*8<@*oB;=>?J?%m;y-sTL`GvP!>fty8<*yLud|*nN>*?AAPY z8&|pb%(uYqt|%7O9mV^IOOUpF-9Qsss?yQ;=vZ2z;vXF__TaXX59DrguVLAk+pdU=OQ^1#`Kz=iGZ#bGMF<-lcLDw+ z$&(+x>%dCFZ4DmfmYfCsZ_~W{gS)iqa9xx;)5SAf)rt&zX<*oqNJ^O-KR-*h#j?Bb z?YGTp#`g!GSwam*Bbt2KN}km$vNKe`;ge@N?#1e|!bV5`mBi-~vK7;_3IuB;!q~T% zp`K}(D|-z5|Lc{go9az25|4GHzwlJmiSfYy^E;)pK>``Hv19M|!SD^auW1lW4ZQPb zPF_TO&T?B2FP-1i^1Wn<9|3Sk-TID3tE$&v$LL)^Wo4vN^<3^QPT%%NTlK5nDb7ty z_jk%SI)?R7)X**5>Dc=!8-;n@kc$~n>ru^sUTeagkA2ZHEkam1&<139$WbOM_p(cm zGLIh7gUtWF3@A-K#`Ye-45thzJ8DnU@T=aixERgPFM7I6MqL*y2RceWL|tXken_!R zC8sGV-jlLK>|vf!rDy}@ygT1W`#n;-;=V^Kgtl|y!p3$0*e|#1xW7+H)$5~B#q2HB zuL3lI%8SxM86nKA{faHkFu*ZNVeB5L7VY3{4lpl1NEoDFq-;?A_D^^ODg^NFAvTXg@nIXt2+bQrAxvO zB^Eg8&Fz3~!X^Iqg=)Qx4lQnkcJ+C#T@mTI_;Vkp@@y6oicT)$x?ib-jovWJP_azQ(&jb18xPuHA_>zAJ7zwdFCKBh*nzD zhBXy1!v%yfJsuFo_zun^X6^&45GF^gOxx0dTNgBcHWrpIY3qsV>07n|FB=B)+Rwlh zyRHqV`B{ujY`08N@;uVvG~&SOHgMLF#{S+@4>wETq@2AB?MCx49`N}!R$b@|Gwc;9 z3rEuh-cGY1$HmUDbOp@EaxL;$&xMuuew!11z2cA3S2@kds6Pf$k7Q=%mUrK1lwui5QU-WuE)-W51c< z*O`Ft9|?Y!e#Qzy#E5igqZMbn<8WXr*T$s&#X&#wPCRnvN$g#^*71G@k6<{AGfl6< zi22SL75pc5jM%y%!+LZQV#HS;kBojO)V5#TKqjZFu-NJJyA1n~{&s%Zhbq}GhwYaP zAC)(YaN}$fql9=5ogc`qms;^SCL$0Ru=U$+l6WJ`JvhWZAA=FJK3c#(wr!a;%BE&eLXSH7o2 zDacZ+)IoacC-HbAU>V-~6(CAnX<-0mf~f>LC?Y4(|K8ARHRHvldVDZBetIRkY`=(qbVUD6URaAKZG#{G1p5CWkB+w#X{xEW$=^Rr+h5iqyil6E6{9S{Lu?#x$3}YsJ-{)RK_g=)Y zwvLXv)g>An+i{Oe+Bui_@9`R#dD6w-Svl3=+uDE_B8}gk^E2d>SzMr0Vx?IsTHs28 zE?B#(_oD%q&NQM5MOJ|uJ`P~ymZK%-?5)TN%ym3Q8@?*%FW56A;%b+nA7>tXrUSWB zdcC>`FN9&I-pB8QNSW|q9U5GWm0%NhlK8v10qK)`{ z1R`4*_~p^{97|c~=O3vSKJbku3P%o(HaPMl57Y3apvSkbnc0E)4#I~77hG6z_rq27 zVwk1cZyK^opeN9g#}$)=3S~P8rGJJz%%`i~ir^46iKF`$xR{G96%q|uAoP5FPn)d^ z@vZKDukl;nU5cO=Ui4E$Zv&oi@U4hZrY*`!Jbg$Hp9pN7vyb%zK5IXyiH=a>Gf9a) z`Yj5~FV8Q$?7W47E6bfTgPVb!txwyjQZBl>0F4D^oRVh!+sYClHG&K5VIZ0=pP_ro zPfE+k?pnKc3{^Wl&nXxhd3TSq-%O+9$9__S56v;*z-~L}CD^x;qnIc1C<%ox+THc5 zp>lp{nMk^l7iE(pg^c-8_kk^GM%*nEo<}^3Ctj4RwWyWBbiiiV-)!an4!5IXof@V! zGJwrgXOfz$5%d|tWHto%!9m#JWdE|mebP)sAnb4$hJ)FP>s(hmfE^wKVTZ#aMU4)g zOl^CO8av-&x^7`dMIe9aoM#@_`Y;z)||NOtj?fDXiiI=5YYrT zU@UY)`eRJgVWPVMckVg<1ZMiTT{W2xhHI5E5js52>y>Atq}Dz!@<_(4$^x}#vhx*j z$nP-sMp$VqVW@G3RsM@qEHchcE)U?_1Cy=~e?6)S@B;YuAqc)58g9_SjCE#??t5Ch(r6?G?E;1P>#RmHj`j>|GBLl5pgttnAllKv+H?G~A!s8}t zhy?z4r)5Q9lhrE%SA<3Qf+K!S*~0d(EFh-lRL3(T5QN4?3IFl0{+^xOBJB-Ce=j!r z=z8o!Px>9u-O4gqwlyxa3>brVU7fdIN|06@1RRA6)s2YJQjvzE^v?5i6@VqjL{x_aibo6_OCVuR{)5L#~ z8VBA7r>y^t_ko*t9SYFIv;23O_%%EZ9Ec{~>t9U$wMpnB1XGV(kfG8v88%Y`!PN5t zn0j;wrXCj1#5ewTns|5Ze&Auj9Q@D2`ak=yz}0{6mMqD`^#8v&=l>C*FY3YBq1pZM z4$b>Vsg8#!Hd+y9TUHBMr>Xy0r~k9-^#Ahr_@4~$Kk4%SvJm1oik!NR81@wfHo~d8u;?A)yB|S@HrPXwL4`<`79|w$P<(hmkr)x_0~aZR$Dm+y`+` zZ1|wAJT4*Y3BZImZ2i&8&3t4wWADrU`(lYc1IUKReOVp>fO-M9VuM(z)Bcw|R--_5 zVwIJr`ViS=59SZB50P&3ChWMbnF1pK^xL}wQv4epyaIo6WfP1$*G{p+;3!9#TUn_B z#zCRLm!*DJhtM9Y3vv0vZ@)^b!fA|1*N|@ke4)nrA3%G)UGdQ>L=flvZa731EY{P2 zu2=5`0mz?fQEW8LEtg6wH**m2-X&;_pBV27MM~l?A8+P+9v}jMNP!SsPljk|cV&>& z=(clax@~5=6xZ@jDBy_?^FCsUsO=X7)eV7Az47`PWc0F4aIK@V1Q5(Q^;?hZktE9j zb#ou-sg=x%_jw0IreF1GW5u!Sl|HcRbN2JvKN8~~^&gNFokZV|JBMI6!;kDbA=arqo8gBul zlhAegln>x9K;DBrOaD>`5X&vzw=MBcI%6bc-W1SvjGMFewQJBFN1CibtaJCi0zZHw z#yJWgzAr)q(03dDf1`}*nWeZtk(#V8{0X`Iot^eMk?}XOiibGij#{kOT(9YZoD)D8 zPSzv4iVG{(7}nY&4I+XF;jH31k2I@}sO})L!5KisRMpd%41h5hADA`c)`E*HN=d1i0JjQkaS)cOyj7zV2uADL5SU)pO6BqoM$F~q!b*hg@ ztZASjl4`p^=6Xt=Zg8(`MHG0Cc5Gx9GKYYD8S<)=o$t?!i}lCb{;Kd1lJ>D z=Pg~M&BR57vMc2%$i<*BBiWL*pzxFD0FzOTT_MXWnG7%oKR3M4apqRu2&U+!8YN`3 zr7p;V*0vY}a7k}u$|*6%mhTBUnfVQS#WjoGt=@IO+)?Ttx(*Zs$ZD4&HB>L0)%L;q2UOk2c$trq3)#@SZ zr`e)eRQsOqvH5$Fk4$%lsTF_P2^^X%X{kyf>|!q572XVhox^6Q?HR^;VO`SZ6~`h{xWH`kDO{iqIcQe!UNpFS1pK~`361CI)N%3oUJQ~H>8PseJn z;ObqZX}_3oGFLtmuWsKnL(od7OP$;YW-z^^FsBO7wEcBV1Qn|dApP{VJ7zwqQ!J+Z z51(|O*T;9xt3Iwt?{u3{wwUZAMX&6DV{#Jwq} zz5K;>@~#7oi`jM~Ul0>!vG6slvT)sUSWrDsWaBx+w-tBA?4$mdBK8ALzCiuaaUh*XK1Y(V9&|Z@G;nFfUhSVuAXjKtx(!a_Re4C+v<&i8Vv(@B zdz3h6n&AUm*lyi~D?xKNypvVnBcy*OKh_z7L812F5XR=49-&sK&8$85{9BgwL5M@m z&_1ByR)vf?E`WK@F{D#p%b`kj;7ONLX!gV#)wxo;2eqyqPVhfDqvO8goYZng0)ro} z;}W7Kg$V@YktT&TbxZnyO2=~_@L!vpTw{q(SG%Zi^i?=Jw)@$2YMyq;QSg@Jq5WPb?=AMMVoTB{r-R$L;JVUb`1kBCm<0@L?6~k;}@a}IYg|ISy5DR<^h(B zp&Yxw(_#s>nu7zloBA`YCJ_2L&)snadC?&%aLrv+6_2_DKbtz0z7os z_FNI}zeKb`Ka;JECdp#(-l^#CoFMR>@fM2qCZ0DkJWT_e#1pbLv}(O~8?n zLrZ>=nQAcJ@Pzr9g);NTjs+RzDN_d7Xp$e>f=f9fK0{V0m^#)VWq_$Y*&qfcgTQ-4 z!RTvqe&qpBq-C-&*Y?X;SKCDRTiR|YaQ0OK6N>a1&w7CXpYee*%S?%%lx2^h`ktc)Sji#4v|eaFv9=iSc-A-h#TY zj9nyy=GmuH&le!tps>TCev#Zd#-2-#Be29n*1XwGb;lAAPQwFDnkh z4sI3~V*nS06F)k%P0MWNSwX(=z^gZV#R-~ntkI|m`qYCJsuw)$PGC;o;fjk7><~=I_Oiqt1^~^&SZ`f}ZJ3}uafH$IA ze1oFWzOCuA%T78Xu$QI`V+smCjC2CtA{vHq4$tWV;CH)D{tj561^2iG9~18?QJdaI zzJ5S}W)t7h7rB;ncYD39{385|v=uXpn?AiAd|kyTp1O1PTPM61#71jec>YqD_ZQti zVWh6%oF?5w8*orJXz9DO!I=W)-$y71^(MGD*Wwg-IkW^Aq2Y6sSBZjd;*t>##Ar>; zs|c>7jP7vw|0YC;6m^^DsL`T4;y_jCqpi!kPXwDma9& zWe+tCyE{Wsr;U)kXcfP%rNIHLa@5ZyKi2WUjNBm}uVW79fHBtE;z04)Fr48L-@B&y zgb<->j#sWA5HJ8210Oz7WWYy)A~2ErTgoLq+OWHl-T_U1(2+d!OtKL#LnqLx@RA9G zDg!8ZBJr>+Dtcl9W^sM;JRA^G@Wblp2?+R{QBU}Q3A@VFdMU0fperv+MK!atsIZ^x znKNJ>_hkN-3c59gQMV-kVddMLEICEe8AzMX`Zbgc|D)_xlL*>BfNgs3$Ho_4H1U)#d?;$(VOYWjT< zh3*=I*He?AE%Y%2FP-MiC`;_et#ue*_!nZ=l<*Ruga*?wS6)n{TO#&VU zm{Kj=Fdldmkfe^f!Q)X!+kw*G=?gwmJ|q#uh`8)ltaU6@ms zI7hcsUqY;3P1m}QiLu{5XF)p#n*S5(wQ$Fk#Xs_IrI)X38p3i;f2lM}VzjKsjlOUAXdbx(ehk2+Xsc5h8+M zXi(k7Dc$%bBvcARX?EW4~#d%R8T>3*1XFN6PU11JgY@btRq;+|=q zUC(h!4WP;T?6Mk9kxU4Vwk;TWtHoz7acU88R+hgs_l$`3%ijqnssFCn6s{WK z@~%RMibpTblgpzj1<8HqJe-n>aT7?&nuN{qQXC5pW@yl;9nMhXbJ^|`P`mkNXTwW) z?!WWd-TV45^M^RXIqQo%CRMaegjbuY`L|!KK{w@mWH&j8425T?wGKJMkSp1;d>%yY zX&CfCYQXXN#vIuEc>M>wow4MleTgt%1EpqvE#E&Ofv(jgohPuY7ws3QP*mbWwti@b zwBjXhy_Ruj@JC;wP$76m?i+WxDE`n$;$s^x466C*#DXFDSGXVrj%p02${*P(A5m?; z4xD+-?wC#(p}_y*A^rgi^95V`K@%`8ox~l^8CC(PRZXwg+we z!%@B$i}lrnUIPJ>H8T#c|KBWq*?_yqxZcj9LX=iYi`}%WYEmf4RNh;{Ng;fZGABXp zYYx;Q?4O!Hi9AAf$S<`F)4rM2PFBB!S+ln!i4A!J=yyv-2~XqQKiwZQ1BGB0mINU+`wjv#Cd5vV;wSDMn>3+qX{Db2 z-*wY<=VvncAIvpLi9M;et3@1);j)odmc%S8z(n!w4#t{uJQw}X+Bz6@ueCX9dC!mCPx&)%$JN~E%kf8u2`kU}kw{pSS8Jnl-#>9vMDaNP2gIn}X} zAjWugvZ}#;BZw(YYj+6MP!UBS8DYcb^}8jo3CM#n7+E-7yw2Digx@ACVN?>jgQj*h zi+mk(ee}B)^pFK30ccA#Tz3Yg-%qx>YoO=VUwstdDHE^7TZPZw`S5{X=bDnGx|LRv z1O&uCWDAIBu@F@Wsabwe}y@5rKf$k3aO64iS1#!hMI;X79WXfJHQhil}UzG(A z`uMZ*Oj}qYg?B%fPVN#wzfI<8g&ZdW{rT?ajCLu)UsZ1t4{>QGQLhVp-w@Xr{uE~u z)x>%x$Y|P&4KNj0h{!@*0^hEO%@8b;!ldiT{%HC$Pbd3{ZipH0H#ZWqW^W@6Sr8Ge zI9xN@%NYQQW;~eXB=rqtQ9jI3!2Fe}6>cGs!% zr)%?%DhinM9dkU-kn6tZw2d!=mkZTwHZ#h8{l;Z%lKW^I>!BhZF{j6X8b@+?mb@-S zx{~&qzMT&F{G-19EX;uE+Pf~-7XaLfdjyf>f-0V(LyUsfENF=ZjhBCWFA32|H7 zbI*sq5ylZ-ghFiTHF?^V#5?b19s||n=0`UD42ps+`~=@$DqqM((STlNz(@OyfqEL* z1(WW~yC@kw2Y=4#pKWFdCyJsyoBWw2`-4NCD9Q@TSr{nwH5WgVFgM)@cTvZ9T zj_KR+C0bNhHe{L$%Pc=9Uih^OHG|k{XHZb=Qa1@CIUOy2bZ=)R&)BwCxIBt6H8zPt z-f-A$7KpH!oKw+sZ4E~oZSKy-YtwKclL`n9H|}Lv?#WJ5)9jjdHsmSh+Ywfv3M>1& z^>v3=?7Qc{^OX3Rdzkljw>mQKNys_#EL@kiX{-1@WASxle?|NF*_b5>`8fyg?JWb3 zx!Ui@M=YoVtQ5B$$~^_$>9iRgLlm%h0U-W?#ufDk9bwR;e@9>Lv4E|4sRhJ#u9B$? zY98^fl2VVuQq*@UVniK^9Hrl+-XqqrI$kE@giG-+sc@A1r}w?@;P!78>! zHtT*_66&4rHxI;wTt4YF*qt_9aLmzrmrfvM=6hAb*3yyS+0b}0Jd@r}I%2FzPHAWOj!z)GN!UgfyUbWwAS3#s;-0XY>iQS1$)qu%6s zU5zLJ@)O-dn_VL<3!lI#t-7SM0NVPv;Ku&7Huk6=+KXa}pFs%Yxe$1ogy{|-yN&I* zana06Dz~jEn)+Jp^KA#IQ_`LW=tn_OSXI)Sp28Xpu=l&&r-K&!A*P;2@;jZNxMxV$ zKv`8o8bkN30tnoR`l(y~gw|uPPAuez@k--YHKpW;7f7YCP%+mr;2$bojP8L39V80} ziP%1#BLNqOq}GeMA!3mzJk$u6S$vSBdM3s--agAxPawxBjHJJY#~{as$_K#(tHt6t ziYQJu(%_FigEr4;oOYjgp!E~^8ibA|%hfn>)S{_kY}5nA#019=*ljl_PJlx2YYqP} zH36@=lZPR%#U2+N_pN{;Hc4=`8eYW~lB656s#^kbWV#IT`#-43i{Ze_#*KBR8JEJ3c zUCYgHl6yX8r$^Iu55W}VA#x@GL1NhvI(xBH@kS;x(4p2F5YtCeFms>3t4jnHFRc;2 zW4=i8#{J_8jpHY5l+C8-dv&x{hNuVz2(AeFB91+fJGGO4f1D>+a1dK zu?N}X_-lZEw4_0fk+#bek6moMD{izGTP{HNgMDk|mf!T{ORjte93_=HH%`A6v6D9S zZco^oT^bfofj^3D1dZJOLgX~zhXUW(XS4v6bt|F<-H8)cvAC%DShy0n+)^K&dDDx% z_P+CFUh^pK`+=mfs2%<6n^|Dwb1u#Oq??1eavR&)#B1ABWzyBiEz!VUZ$BI1!rT)AC@sJg2>z5YSh<%hG08u@$1pF|B(3JLkiw^Qct-lZ z`Tz_u#arH-jRpOPLN;(J8H;G|LHHTz$M%YbV!^|v*#FiB{lZkt|C;7}&tIu?QSEqO z%amSQI_+C15QKwA@ma8Ty>^fFw7+z_1m??e>!0S)qv6zBb|aBnVGaCr{BJoUM^ujzw7{VU>_! z^hJ%q?G;eGGlJpU!ugDhw`*DMr1yN`i9OP%7F-Nu%Co@X9gcxsG2HiW&<;bc2?ok7 z`;?D4NqUQhbzFV(QVyx(jwSAEdAhG&s7mgn+?9~18O$y|J~1w9DK^V~nb zU?KT}I2xF08iJJl4mDv}$iDq7tzdJv(8JK=$pTKQR`fI=oecRgnLH&ObumJh@kHL$ zKS}XJVxjn_JEOFVPg9v5jct+L{tus;3#-c$=mb{BI`d~!>xV87fZhZk<~)Z2_qsam z&cmPZ)4%waGPpK-lIBZJk~^P|Yqa{h zHEiAMHmezVr`ev1)@Bd$OIx#lfWiUyGF8GJk1w-=Dti;nD-{C~^*0JX-PkB|*r$o0 z*G5`F3IZ*me51WC=8py!QIVF&~6i>S?V7+~t z+-)rNOaKZ|&?bY5wV<7!m+k1-je=n0-p7l5Cmo~#SIbMFWEufDs%c55sd#Kg!ikv1 zMEeR`qtJe$Mr))tm{TLvu2~I$Q9tXHr&iXhok6ce|ATwOCSxwW8}}@hU_ME%DzQ_L zT@_M4zu+f*+E0SdgTTAWiWJ?4LOM5RQ`Q@dC{HrDeYArU$7+;$=Iz!P5ilc`nk+@; zUdfgfHsbmLW`LZazMg)!_u>P$k8!g7m$Ol5>FULHC7=9uMLnFME3ph?Vw_#EkRy$W zN8TDhcS8Sfhk2eq%V>)~)i{M@I>e_0-i&Hr{jLM)`TZ`BRSo`;uD++0Vyd`oj&e5A zVIDlc;LyCvs8K4Sg*5EYaBPh{)Ph(KjbhoX=QnguoA&I(fS8}T1k~@$H?giS=Yj5V z{Q=wV;54VD4|0&ldtCnCB6P>lOv0wsX2@QWRYOLyBEPMCn?P~RqzT<24Ei~z(JXbl z;5(+wPh%+}q5*OLJg=;yfpJ01(d5z3s?Css||;Bo*=d<;-ifxdm`OM%@Vw zoSTA=ZbCJ@A~X~ZA5f! zt8OZ{t8kG$I4x_PrQz6(l40>y9xEbpjf8j9aI}M}#0jzLBNCVoWnNDx(m?Z{m2?W zLGtV8)sE3_CxI~|Q&vhjlo1rI^Rtqd{M;BRtu?Y=P#ePR2 zZmoW^$MB_FVyt1&k-LpvPNEUxx}!PI5rs+h2=ZGz?gJ01l1%A$`D=eW6_XQixEgLw z%!F!7J~3;a%5AE#x)q>(#Dz_yZdPdS?l;kZbdbW%;t3Nfjx zS*i849-U+o1Hy5JyMVnOnRyLhpvj9?%vbgergV*Oiw%Va_1C_-@oa#}O*Q|)ImKKEL z5+P3!s^0;2C~M&)7>Mtl0_(dY(*m?2Z>m2#ex0a&as* zfm(=F|5iv_rNGpOt{|8K+1-uBXF)#p25*1RX|NLK)O$z+;%^&@Ra;Y#)pUyz3?X?KT@N*ebuIVP=1t zMoiOf+M$049tKC!jyVyVxMd3?3BstrQW33DuFoJ9DaHJQU=16YAxmEJ9bX-8ya^?}0 z4d1P!Ya#_eT5UOZro`QK0Shsjol|UHR=<)k=%^g@`pW>K+1lSWkvmN;YvA0Q-p>(R zLt1A5|Fcg-&|}DLUhDf#kce?`grf*NS30kxO&pHVXpGKj45u?62~~QK=Pc)lma*aA z*qw0qK{l%u!TtFLvf1EHh&qS0u{Z(Wvq@H@d+t`5(=Cj#+U(>L!Q2Rf%U0lMfG7KO zPnBzODuZl8ETg0EQp|m4U}3?8D~tv2cMEj<>EQOig0LN zbs4gf)p(a*l*A+oizT5zt*E|62I}`+RI3y5l{Le2PKv4zUYa*T0tkg)S`s{G`)X-) z)fOKR_3NtMf%kBq%feyqidxxGMqDRo2E#wgpEj{)diT(NK=Mv#eB_HZ>Q-wvE!5j} zhgI3n-q=9U7oU1(I}42cGih#weAf5n0nUF27aAhRIs!!-EoqIXqjQMRjy1f1=nF_n zghRg)!>`IK-SB8fI_%g{(gSiigLz?qhQz0xj_+f1k%RYYRd0R5MIzQO`2T56sYgvJ zUd6#O>}=ThY_iN)%GCfJ*1{2`-*xB4FrjL71>q(}jGh~NT3u=Wi3QO3QPHv@^CD@5 z_4r#XGd09f1{`!fQ{Am^F6uLQcQ*BN(0YlcDi(%HXH6fgI7JT$%kJU5fWK8USb zC^2xSxflO-LCldIj12qs2^$s(Ye&n#rdft!%cR0{;a%XDR5RF326wktBovNuQeYt5 z`ixl^f0M!q?+U%R;!6Z2LjmqsiP!D}FzetcU1TfYFTxvXe9p{~(W`y}Ox3R}m!yee zz0+2f0{ow=V4VD2G=~eKjqNrE2+^%znDC~VUVnufo;IfQK7WW*M?bJ-rBBT;+Kxs@ z{FBJ`L3G)9BHbk&Lsr}IU6&}@j+{eLG8~U%#6d+Y-C^a3Lfz(Bxw@aC+2W$@CXBa~ayzAUXJ$CYC zkS?Ye{Kdx=+_(y{jt~V!$5V+uzQ;WeTmQ`yYK))xmE(M<1*fE;8M7A z5c0GGcS5+*(z;cHCu=dG4!?Wh@yU3m-eL#J8g|s*%Qsyp5vHoTxP*WH6M!A(gjalw zE|)yOv}{k~nGc!?c73`~BEQqu^A*Fn_N2mOVhwZb!Wd@yB~%u^VTZ+`V{V@Ym3BJX zPd1)oP!Bs9ku&P+lVAJVjpi%ovm2!2stVP^y=%titwlFbmpi?b*^>E%)D7F>Lo1fO zYG)VLMh>neLe<}u#8uFX)waMH5p5Jx(ct>O?+{RL8zSQvTSrV#*b6pVHeb#^`@H*x z{4tTkd6m_|>L)i0ZweEL0g0QY*KGP7Tp2FP!;n$1X7a!QwiX;K)8y(=TyE9SYyirj zFvC}az#6$eRn^oT^B(i%E)B37Ds6(@VzF1O{d>0BedZZbDf zPCM2TDozwg+nT!lAx4hoQVo}f;s#Or14vxB;qM!ued^H8NqWaQAsylaOl7(VOPU(# z8_K4bA&+5JuJ$ksxi8tXR?AJ;%lHJy?qAbFIG#B8kBv zl##(#IQV<$5s#24C+Z{;_d5P!-SFMEVYQ%a^$Bjlq->jf@c36x(!wyr-i;4>fR7

;dmLoRAy3M zn#G(|?YI13-TS9}v)jC}BYLclS3uKq?rhbRGhA>6TW}+KDiM^D4PDZ5|cc~h@jJAsi`jT!0-hvno0iqs6(9RaP ziW_R$-~Ty#_poZoidy22>O;e|T>IKZ3OOK?Y|VIrd`?_fJvIRO4Jk9nhoT=FxT_?6 zm2|K>R!;3mZXD_TP>CF&q3&xemhLzhxzEG;6-8OsH0;bfJu&QC9nGLNghdOl+N~J{ zsxtB;)A=U`d+uMf|0prLCu19e>8o0U}Z;ld6dU{M`z zz~hvI)^aAw+OtRWURL`GHwfAW^>n~VEzq0#3#%DBLuB^+ZrLPx-X+U67gL%5Z?B}m z)>XFz1aXA2d`F+jZx-D#&UMbiMCGuldjtgUmibQMB!@%EjS4tsn%tl2EgDD0B(l>< z@v?l3#bZ2Gxwa^znk{NN;ikSkgZGJIH0F_uu5brt4TW3}ZL<(w%%+-Jig?=N{fMBv ztUGHI7@po?S1;e{smW=i!Ad;OWegH}3jRc?bj{y&XSyfa%Z%d=abGb4 z%p@RfP+`b7=e8z3@p3vDTb53~9XPTJTBI=!(V77x%%KTZ4n)8#dm|i-4A;LjdH#2K zT|y!>|H;EjM}__Gx(RUiL?kDg9-bc(>V@p-z$VzwG{$DTqyd0GvdPL{f8-B;$>_2F zE*Z_uLkh9FnZ83vyjdCQux+K_t(|q>CS%c}{|h?rY*+*M6W%QU)%Ut4JRN{-r~f;! z?eH)(xeNI+nab|)E7*##j$tYv&DZkW&ZyLpyHc;zXRY6KjCZ2 zOwt|+;p>FQQIdN-Gz(jY&luo$Nr35p^Cb|(1AEqfH=feM<-N;$FA*`a!ztz(uwi7a52S+DXgb4QWO(Xyt>yx&o zGytZ+W#HW(->*!@v?3n@Zhp}-BG|@x!W;~s+~jj_K4VGp<=SVX6`M4geRQ@B)_Ein z$*aGD6R}sb<@@`J>HjxhF%d+&TKzsklT!Re9+fY?(XN}&S3Swa8vW=R8>L(H{hZUwwDKN%Vz->^#6x% zb)x)Z0;c?C6q~?5R0jnm*^c9Er~E5{0jRofO()$*8S(6XA%ZK;3|$vw|>>i zEz7c(%7c>nr!n_MHp1^ZDHo+w_xKE0j)#tfJuG&1qkRRemP>J80q@Ua**XiVo}288 z+0LHd`)uAV1l4!{EZ1J}pcHqvVB}KdvpxTV1$(pm!bYNx0*%E{us1B&uNh1tZ{D@E zz5voMKZ2;4)oy`**rjL$Xi`oTJ5Nzx4W}993vWr~{%k<|-Sc`|3y32!!nq+bDN0kw zhNpL2QwilNQ_n)YT00w00wAnJ-+VdB@7MdD<#oW9beSWy-w)7!xmEvmQj=+|aiTsa zZ{UB{PpXyHTXvu_3}=cT{R^4l1^9Udje?1GAr3}sa$lQtb8^cO`;i2 zjrss!P9;u#TZHxs9Hzngry>02Z6ZA^(m)4}8%6}EwyCj*95nxop^(KOXN)un>xb0{ zJ`LL_GkL;eNX9}fj>5bEur|0yxeX0=J{39=t+Mo}vaq|7TARNQ-YtIc z1#sR>v{b)gt{kNZ1?R-1zmE(|fJTCVHfOzR4gVGJ^arSjw-Kzj!5*>veWY=G+lUI1 zH>9^^5@%N_O>oR1U|f%&)rkJKIR+S`a|k32fvr(1_0FtId50L{Wx$j%;6r-Ss05I} z(Zg>4Z?x|;j#qYS+LuN)u{kgg3%cL9x0Ddb*bDNDb1kCU06%enNnc-WsgCSithN_x zykE1at+rlF;Wjs!tWzX2e6RG~Ef6aUBFUCcm<-^nlFjpt6)g-RmCZ)xN6~?cXx#U9 zh(7YiB08a;oT=?7-@YluIw!kipXj!B?z7B6pH$p1M0L(SgUxc|qs3J_BjdXyA`Z{j^+y

yfOrHMmFV+`TL}cip8^F!k+{$H?2onJU|J6ka z0U5VUQNj;+qAWkIJplcmq}EdY#d3t&a#b!5BWREA8Z#MVTuLc{^aj{vFwDJej`vag zhy!3OW3MU$AhOHgIsu1ke90yKDO|tI;D|As%;}m3?PRH4hML3QV3B zVE%mZ0q8fxuIdg@yn@yj7 zPR$RGcB>@E&b6o?K!BHtY1TvY7nXT;xTtxbfq*0ukC#Y-Mkwp&kC9wR-sVQidIE^D zU$Y{$h@n6npfTDzYWbAXQsh{X3!4vdnV(&x;KN=A%c@ zV7KTgt9NaEsQgAvz_Kb34Kpgoo$$nt{u#mh;|WMx+TbE+1l4`3ZA9oi6Zlx9@#b9*s*30%n_pwziPd^aEkLL4(0rT>o==O@BNr8#sbI)d{cV>@IBJIy0G$IG|G?zuV#dTO^OqA>yVzKY5bW1*-0Z8SFBQV9JG;t?r?lBA(IRc0`46v|;%EsuE zaOvj#pmYh|n*gL4WS>&Z?SY0fevhux+{U?ktK3e~-{R)`;l|!~!1-8YRCkUJ(-r5f+9@`LI5nyJ$09N*mZ~`^hrk@=8y6yl>k2XQFAFMSY zJ+>VJ_NSGO`21a9^KlwHdI4K#;<$jFy6^BmNjVp>)m%On{}C|M%RMQ zYzE7k!I&QSGc$Bxr_;8259ejdH5oq#UjRZ|GXAtM^&<_0wmSn3mY4e>RhqkP% zAGp8+KC42m$S0xy)f#fwh32ybZM`m|e~o$NSxxMoxI{?=h5Q$Sx%&4xExHP5UpUxc zwgYiPq_GNQq7j@pSOo^KNxJpy25?-vFUs<-AYuRML-U=zaxH)ZF5Z;M8D;!2SF~gv~aTfb+?p1=_d*tX$BN*#1IPccFJ%p|Rf?%2uUlf^-JE zD0wxMUkYw+NBSLoB&*;#RLKyB)dx=QO8OVpri)cXGApd80zU@GM=A_eVxGZG&1WyL zM2AVuV*k3sCiG&I-l?(X8D$HAZe+4q+F!jw`Y5uw<|8Lu@s9At&X6Cfh)brEY;m+2 zfjP#gsJBDTr|;AyG_5zdL8+M^tC_k2=!Bv>&S)Y!X zWgfxw;Qa4XBG|(P)W!fRgeZx-&xuG%?oDgPk)6{uWl2^JNMYHT)OA+WGE`>uz8kov zAhRl(9c@2&y<<;;^E3A#ef)>U6>f9C3ZAaAK@?wiYYm5fggn&XnkF$I1AT zo>3dJ>nF`12P1)Jgwh)M6q60mWgq-ULb?as9}{vE;Pn&BZQyrG%byz-Q%8RUWIe(p zkoIcD;X>jcW_%8~V9&UNrj6Z#nlIaDK&>pN7jOmD1Ah@V+A$8zfC$YMB0!N@80W0mn z`32HHNWe-7k;$+) z^A36CEXW6Xr^90@ymrCRI_-%aOK=xKq_I@`W3s(J6!4N?%Aks$0Qr$O0YG|CYGeI1 zaKT@p6E3P$RLr{FkKhAH<>X49(<%s5wKqYs+RNqm>;?ZB8RAwc?G1LNZZXJp*KSOkjE;n4f%vkOW zjlhgcFczQ!6g-&2M*xJo{4dwKqK6$2!lj+%37LKs-ey=(L?%S)WNh>^_{S?CiPFPWG>XcG5@iBY7hR-&@9u3ma?k5dkqyGhGhZ&C1LSeQAEj-KdYJTZcH&<`3k=PnV} z(%Pal=cr${V;hn|XvzM_Lg{+)xVqoDW_HB@x>mBbe-gHgUwa%;v}4#tO7S?n2O!U<@QOUWt|@e{>oDd;m5>e&!s2yIY0L`I&_pCw zfd|gad`Wji?Q6hny~hojcwl}Du&o#A)Q^L@ z72al%z{XE`sGc@IHY#tqgJ9@F&LBsbW59u=z9Tt3u!fmf3)ojO2|~+RCeybwE;XiI zY?@ZACiqxF0jVFNFTJz^5c^P*Xw=8`Awed~hJejTn+OtIu`^ z<^c_BjQy(AO(WC#OH{!QnMH~o2K;-_ihk!nYic$@Rp}kZoDe36ad1|x4O@D(Sc{M zcqUU?#ItIP*`aTMsTK)XpNBWFDE0)5-;&ir0QjvSR!Ao<_NdgUGb|qplUndk*;-C2 zOOqW|<6FOju0I#RT^~Rt!jPN*>K&g@N$*qM0k*OA1kd{ThoExQDD)9BO%f(?@LdU- z{QLPiO!l3S4KKC8xAf`3=<-HH!G`XoX>wGRO8i~U^Lq9@agya}b@MLCI6bRE7~x2; zPBsJaVHPE_d}s#K>Yg%MKQ$}$s=QehVrkZ>vtXbg*(eq-OlO9Bj9c$J!9vBWlov}1 zMIXzVZ~Wd3VibUB2&ynExiS|*UFL-Z(xHqWE5HG_1trcs>)L;mCer@-#$LpEJaGQ) z^Yl<- zhr1;hc{X!Fb98l25Mb6SFU9UQt{uX#j;xQ=BsLT&+ARU>9TtzhkiHthMgI%GC8fei z;Yea$L5vtHbya!@O(0o>?Z3GbYB2aItwC9+2Om*?NDYaHBUi%jNEkM3t-=!JH3@tD zP>dS<2xuh<(-u@gHlT&4gp`yP(-_BRZYG-z8B*kQ>agqKbuUj=U>cVvTZ}U$ErJ%T(z)Bm<+=hji&#+qucFUWl7H$Py z4Is82M%fx}WGiu-v-trZ*R25fju&Jz?D4u16wQrxY(p2Vcw=;W{pJxR@X2s@y&ynO z`n|GBAp*6j;vl^Y?{R(uEPy6P;eFPOhqF4INi0f)^%;X{{r*yBZ2ewwI;5z22fVpv zT!$sjz0##7_(ZBKS(}E?maBF3TYDcJDpEqUe{$O2n6Bdp0WPmwIsy&R=A*`l71aK% zyeRR6I_K)pT?_Vy-qjNkZs|I_y#B%iSzOR`v=q9S-dUKGs%kg*AdolZ%e$RQ2Si&JlUxa8i!fC2w#Xy&Wac&VN;)?~kcP{Ll_ zJjw5Ojz3fcW8c}U6(x`U--12^2>O-m$eDO{UA%s2=4uva-L~7&@+^KT+Zi42r$xl2 zN%;VR$f99(okdjq@V@l)VXiw2>?O?Ay+q{J7o3~jcUt7ma1`Q;yakR#{yL+-`WhrH z*TWN1yI3vy1Fq6U^Y(88EH|lY?{f;)>S*q|03{VxcAO651&&X(LUwyEUlhtuHMcbl z28O{G&+vLB`}{wo5&Q3D2S$tMT|4m_qe;!KhPTz@CR-Xt^RE~~H{D9K?U1lHmkn`f z@7Z}!K~;#^isq1^rAx2SUa{*-1f%SZ7UGmN`{)uJkOs(!gLxOmf=0PBUrx-0iznum zdaCuoalI&=Sp--re=k>PXAdwxqNQZ62Fpntie=EdW2%y%q^VoB)lJLRz8| zWRG8(&xO+q_aJz^s%qJ7n$-4bQ|{xD80m-#K8bSv9$u_&QS>YUmT5+EYLlzRH(vR- zB28;7m~wUL9puMOY0nbc<0Nm%5$FRN*=$R{c9Um0Pdcxlflv((IgDBv;o3?RlAUQ{ zcR?RLxaGXH-+9R!0Nnj~IN2LT>A`$-36GY6#w zYO)a%xV|sT@U{fAEF)!*Z3*nShGLzGs%t4L_rC*(lEv5St+oMqK1NhKUp{OpSz(%p zx!67F{1eV_KnH0ANvv6?Ywr?@qkCA9Z175C>wDJx2x!c$WKI5=bQsdQkDS&9;?vK# z7p-;TMiJ2@sA6Kwk6?PfsYLu)M1tZ9!inLn$dFfN}VJr9^Q!j^=Z6(E!3DNB{ zeWFBs<}F1Ue%GbF=!$a!M79YuEaSOj%uqbTER_R>2^E|H4x9ASR0lI@g0JVw4OfPR z{<%(+S`?a5^o}w^^T^8yt&^B?vNx{EP-*(y*^sTaEDd6*5tB@i{#Q zh7i|>OjMG?G%M~8t!rE9)6Z#)=+B8h%Y} zQZ0>fj^h{;M(A}jB3+$sZf+uJv&eIZ0a)}N7tp?fK6_RhN9|33026}ph$q%8gD6}s z%qs-(nV50P?N=;bkL%2DRu3dAz!0)u+F`OVG{XpTF<;;@cr?;8h!`Kbd9dCMFkoJN7LI6#f1&C zE^f&!)2ce__p>E?P{HdTZ7ce=f-ki!4U;x~!b8tvt9!Z>fd@Kk|tY*X6;G@#zm zs^q>a^7~1J0~`qsCGn~Hj$Ffa7xi3BZx*0%X9!3O`RP9V#ci1?*%b2ZLX_=pYkxF- z>Bg%yxT6Pz>f={+rJTtr|`FPtmRnfX_ zhujSVms89`d;iJBYw1lFPCK%yy9ZNCEq{39syu26G0yZCf{L!3{AVf|Kt`Jb&ib;l zZW4+J-_Y0Ix?nB-v`mxUUB+dcaz!B1IQCz{2Kq(lc$^wfui|H4p0m2W&}p4m#@rcA zA8QcG;GnH(lwxs40q0&O0G2MfUJO+>*ghGtkSwziRa)M`kT(~?X&rhzj$iqD z<5RgU8S(aqr1)NNxKjNR7Qz;0x@#vt(d?0Jd#p-r`Mf6=xLI> zDfv?9Z8&crlAU>Xj!$B+8ubS#rBl?R`PZ=k&m80DE<1l?3(cJn;qY9J2W+}HH(?># zn6&|0ZekF$<`4S5P>gF@q(`+haTa}_G*<(~sL!@r!pt=^bp+UklUsdO2U@V~Zs#fuj$G(y+&-4v&EuLG! zuUsz&nkgu|vFrCu-1ztyo&C)Y3@f6vT!mH#x1VeUldkNQ>(M2L=@3iRm}H<;xWfST z4FDDo!wFqsP{H0lUu0J!#^fsHEblXDerSf>&W>J=PG-84 zPsDa-GR7jv11NCLuEP1Gr@d-A{_Nxd9pAJ78Z&nv*eJz)FFGPpC6=no-eK>Uh(2O8 zaX8_DC6?Hdqd{mS!!p`eelJnu)Og4(h`(BH@T)?UjW%!OIL~W4sAjF}*xIeFKW!|E z;!p~4+)i00cLsvubos*vQ@D+OD>vDl(R6yT*N7yYsSam2T4PLzV!N#dj=Qte;=U?< zr8q`bY##ra+3l%A@6jPoEc4(9?UN|^xgR@%15dK~4wiRlOS|zR@_236<8P5BW3)-N z+VJl}4V|ffZZt>G5*uM=M-~fl@W*vtxF_NX>o0oxNEjRQ(k2u!Z5-p{)J@enxcAoO z;SdQutnl$Pkj%>Ha<=?O*qNy~k5`$@ie!|(I4IvKK%P4l2+eh;CU=SPCHWA?5v0t+ z_b#OXw^x%WT?us#pZb$lAt1;mnPLk5(vIm#brnT)4UlB5`F85hLtq3?3p zC`>PcB;8~5%q>LdK5e-R((Nx;e^L7hOA8f=7V|R;>T7F#+243O6mAwNgZ5CF^@kLq zUQYeCmHf)&3m?uq)0qlRJje@-M?vY;2znVTW163o#8*&er%ddP3R?n&EI;77!OS z-2GUpeRNk#HcFlj++Jz^p73%Qg+|6}0?@Wt%&^|h;wPD&Nmn2_X(0UI>%SEDJ$2Sc zNdvpDsq;@6neRzeiDzrdr$4I$L)Xd6xiw(hVxdfITwe>Qq)`7QS3$Z6&n=j zXn{q=Zo+?#;eFfxPx@pFTq{;S9EMRNl6n;0NwCKi zkW~rw^kMr8rU3MM*Aa{eKWq|O{0kDjC6?sOd$17YXqX6P$frOX#e9f-^DTjN)cgvn zs@tUhP-VA-pvISCg>=_pN*b3k&NsiE3zk*|pb?18!oY6C&mOm)27;*3)R)5rOX=3d zyByzj^VpDwsE}`L56Ofhi^yhObhZCk&juFm>0JE31j<_Q+VVDVDHgdJpt-Wvc5)vv zb19U|$8Y050(%yz#uydKL2Ard<&Z;e2}j4&;dWBf zw}@fD;*h!vZq@0JkX@uxU6~6nJ?89n-JwNOcltYm&E+CfpF~G5cQdQHHyWoModi6r zr{4NHS3iq0^qDoZ3$GYAwcPjyO+({Y92zcIn!)wHRfLU^9kN?D6Z4Oh+*Bn>_0k|M z@_|R6a4d{*^=?+)vrmO$v0?upwm->V;i%i~>&at;qtqw;xw~hh!u$3L79({l9=ym` zcZXd6l@1d@Xc7Wtqbv9Ju7yORh@34eemnG$*!sO}0qy?!ss!(T_`a)SghYzi!ZevM z#3;u%efYLzNro%i@=eT->C%_K58vlXB!3hV21X+c^AjBNOg5X5iau|HbobOKI+*oJ z{k1T#VXu$WzASbcJKkDR?XjFfyKS?WC;iQp4tBt&66p1QRRJcax~cE+;iJUk5a<*| zTp;b=hkPcsaByP?c8817_0{F_4yAM#-!mN@l53c2cZW|SOcu|;j9I4gO8!PqPSH~J zN55NS!!^KzLD*XSY?QU##ru48;zwYllyK}IieYn=u;GM=(Pkk%C@c20nXDTp$fwkl zo<;gbHkgpiU>i2TfYqeaaf$}@)wv0ajjed5bWk-`wB+F%hbPkBx7N-N>k(6B11M@! zUl7nqB=`YERbx&fy|>gDqC-c(sJ!~jTeW&l!(d~WY5Lt24yGU}B2X07zqok-$N&YP zaiz-plsd7Jtqhqvshk-hTQb;Haik@5eDdQLb{sF#n@T%R>DyJO74b^LSU9|3OYc;S zif63I0k06{4U4Y)$!JiVsT65lN_YPeD+00a)&OTVq?#*+~WENrD*RLKMVSczRI z4nU}Le@`Ri@k@zBt~vjL^O>}YgKN6{I6X!b!@LeP=dR;H8CDoBANZio(`%R4Ny->m z#JYs`Cc6(|0dbObULPb?g- z-|G}oC%*ctFmedR2JTp|-=E?r>TX8vRIEqF7c`tdMd?-X8mCvKHI?OygB+4uVT-|e zvgY4;a*0?PG<2>CoUbt`&m)u*Bd6OMV*CgK^;!7u8^Am?=>2EmGO}A6aE_FcHVFWN=bhTuuIWGyxv3j*P2pnX zhyb$-pj}0$uH9eS5UB@uo;7#axhOyEQ5Ad1uTm|(v{>Wbta$*;$xMzvd^9X3*rkw@ zq1Hovmv=a*`=5x!2=s|M${(O7y|*ITxn|I_LWy?zL%N@7w=gk;VT&nvYJ~QU>7`+t zNJou+5wt|qfUb;p!od!>J8r)15_!I3hJxouwZMve=L7a8xIU_k* z0rSlppst3Rv3d`*KaDn_(fM-8y_Gttgil2!2_46vuO6o(LwGwgKr>0p{c1+O#afbF z+M@@}Epr5%K4IfpGWg65Mk;klHI}W|(#Rm=;WeG=<%xh;tZGL>bxjLN6$7BtC#nN;p9=8_I#p;Z2i%zU3qy2d$ zP^~jow7Nt)j$3KPA~!Xo2E<^Huwm}Algm)j*tctZCey~cL?t8!9BRUySpX9-JRg> z9^47;9vp%sIKhLv-MO;&Irl!Py1QPz_v?MXQmL$r$(r=hM<1>C)*2S~RAo&&0&-v| z?;q}0W|K~7RuwPfjSBFWJ197LX~-W!)*F?mRB4UM`C>s|Q$0zhtT6ZAYP_vqK{Q-} z>}ECit0IMZyXiTYtj=AsW2u~I8a6X2a%kU4sHH}JIV3DPuPsC)T3kDVfSkPA_*v<3 zlfynOikDyH<(gZdA+bgEKliG#G4O2%KX<9QRRqYT%oyQ&8*6qN+WIyvMe(Vd?h0Mc55@8-k{Jk`dMUju z7^FFaE)B%m1cBqUo3>J(UmIiEFUJ`&(#?tbe}kRb_=os41shFp$c#qQVg>U|KiVNu zKl}uttv}_A%Y4rOs}uY&?Y`z*Vrm@e&mXZKiRE;+b=GWU?L;=0lhF!-lZYy|KYL7X9G&Q3p#QZ2Cu#CG`4;c@OJq;vHT4Kp{OoPgc2+0-56FG zb5xYK)gK9kg+}1fpE4lS?F+AayFaRV8`}W)ef&zhnQp1=ZDj(6TW#QER!`Havb@I% zc>6`qtb3v7+0vcLIl35zvM<)YsVy{ntE2dItUJzVU*}p5G$AEE_9E zNPREPol6<+b-fkz44Qpis*Z-qkJ4l7*p6Z_O@gB-@tXAdFuv41GL_uyZrk&GIicYZ z3OhC5O+$?LY*8m-K)?>)g`;G;>`jnWt(@yAm&tc>gYRJfn`t=yeFd=*8R4px9OR|r zel7VUuqp2kylYKuLiF@KU1-X{8QoInM|uUGh^ZE|LWfc;`H3r_KW4u~Jon8<#jwYw zhb`A*gb{vm_d(6Z1Hvv}22Zl8Zq|;LGW~Z|3;KZXkXxm-CpEn1{6Rqo#$OfG4 zNwf)Y2d)k?)Ap1aU^Lr^I0@Zv{VI1vgO$Bnjrv8pp6N1j4)Te)xj>jX9GDO^YbF#* z9+nl7^$CTdH;oa0KQ=%KGpFV1Y}yyjMJ=+gl!oohm?m0KkT63{Ui`PC7QW*a;all*8=E4v(H96L?2CmQb!_`gU;-QZLU(B7FNJ*H zal_g2`1(R}cQ}Is@qZn;Qu?tu@(hEEFM$jq<{@(7Fnv47og zBNKW#sSQ~vHS#OFwzVM;t%4X$Y~tHP<0d#nB`RB_!;8&^lz*VTT|n6rdn5Ni2FRd6 zI0}#O%YFAbA&^t{HX`e%&s0sY@PJ3V0YR`zbTIZD(~zJ2SczIamiA#)pO>Hy_46HL zQR1AQKDMfpMF}s@QuS3gLfuxX5HQlWC?+%VTqj=>p`ALx-5!kQ|9zK6Q=0)!xHTkk6aDju*ebom3@`LgbxeC z%r<>NeS%<^3Z@zHe+FS-9X_&W8}c-_re*Yd-Z7!of1vnwwM5kfZax*7PO+Lw!fk0| z$>V5;O6Nda!f$7;-+TJ(8OxellIvO(5>1RMK6yC`?yvLY9EEeF`5wst{S^9*_GfTe zmaY=7!PMZI1YJ(~U0ZGHW}vU0ho-b?U|^qeKoQMzH&()H|99&VavvDY<55?hcV=~a z?D(&&$qHt!k5gZ35sn$Y+Yr38&=&3bp7I~%bipb{_I4Kqe8!PP>Mptnp%Dm-rL2ie zdYhYb5PE^LrHj%wLB86UyX|VB5-g>dL2o+%u9dE$Hag(&@DDdC$#5s}pP^a?kk$&C z)}I)pzvVdoLMf4Jw2*SO3GsfQ5y@}7fEOXI463&MR#Y}U7F%+5fk-wZB}%j$krL|- z)$UsxXQH%%egFpta1ohlsToMg$a;jLFalrd<9glFP56_Sy#1l+TIZ|R3O?DioJcdr zI&kI-m6TXZ?5YisLETf_%Il=1{E2cDKPQC2A#!4sz+7v$C(#dz z^4CStD;+l~cb3%LfTuD6Y?3A?7V$}7DW2MYmip&i{SyrTf8ID7kJTGq0C$dpVFP5s z=S3#_F#YyCJ^tkGf9L-6`{nHI)oJe~@9iP)uoJ``m3hGRzrdXzn>wv7_gQ%j;s2s#?E~lt%LW5vR9wus>~qlnhp2n$`qO@FoSQoN;oiKR zt)iyqA*)BF(%Re$n?z#4=ylHs?LI)$pB{8;VX1a`d;!D0=(Jj!^Ydo2FUL2 zIgU#Cc?xQN<<3{HU=#z-kC@?2_;p8kLDa=Qj;dx5_}H5ubgpE&94RR?Ju<&nX3xu7 zPpIlxYY}d@R^SBN2Mc{jh`AIPRO;8`p4a0p>kLKxf+nWG3q6ywN3@#cQp<&j=QRHZ z;0lynlN#dxSmr;s=6@gVZ@tkCa0O@dY_M=0*)xAsOWwC#ep|P2kUEK3kvRl?zxfn1 z_E?Y4*Txbt@7HB-i3=H#ar_(;_!ElzQl*hy4E#Ktc?#{sNM>FAD zGgR;8f$m+o?p?i}8$A$%5A`di+*OaYQJ1)&EbcUed8EqB?GKxKb7F`aee_B#@5PO* z?!zp}@ zex$RehXmTZY5Cu1p;C(+0t#VgPsC>z#I;v^ zwO3(I_hCSsp2gFvwmz54aR+)9EUEvy>^3Hv{A53L^2 zts;#C_HVT>tF?6B73qFiTEXQ9P?`2z%k?BfI00?1=EHbmiokP%+6w|HmT#(?R(`*& z#15GN8lvpB#605&Qi=;QoU|4kp&XJ^59nECKI3HqFNaFPXyFJY6$skND+FcT(6GUcEQEGFaa;5c;zt^e4^lFbzhH?-KMb-ec%=@XmoFGhl!f zQ4rz!_+5X0|FWha2W7(Whmm zv^^(z{Wn)@0fW&~v(Y;y!0(s!FRk`%i{#bBYhuT{>xcKnEev-X_|}JHss;`tR%e)2 zoi#5OnMp-Tn-r=!ZvQK8l9Gh73>P%qqrF>Pdl0l zGNZSzvgCLo9nnoSc6>R^dp+c!taeb%;jY^OEIsdn)-bzj@4Ra7ppDLQoQ*{O9b|F-vHOROS6nF@_^x+60JXvB*cxn}rr` zJb&N#G?w>Rk(VhuQw03XC7-fh%!GcM(Y}Fp^$r6*`T9f72CpPDmXJ6p;W{N<<+3Fz z%TX^zs#(~0TNvyCoOC(mut2COYt}jtXU88sY$mMq*=pOdCZE?*r$=fei{TA$Yk63q+FNvhml$7`Qu#hxmZ ze80*7gn8nGb<@wul3oBiD@QAQba>=#;E!P zO!v@5jg6kxG4t-l0khozUSAg1qg%n$)Fy|G-=~Y|R2c40>zrQ+jQCHz@A*x>NBEb| z@PsU1UpQ>sI($7q6UuOumy7s~+sQIKwc$HQo zYbw!xs&L2n3TC#F7FYY_%W6OeN_00!miK6HsXM%0mvI~e zfM(xp0qCgJ+S1Z@8Jd2coPHiudLE?l>8GLnt=ZbXcwHZjATir5Ri8}qF8`eDwk!U5 zG`?6HhoXMjaUD6C+3h zJ9*b%fH876(B^>eym;5+GWVrS&#?7OA?;&}6O~rS+qyQaLe_%YS3{wX*FXl{GSgVt zDSJ1cIZY=ge_~9j(cIxLftf%>ooP2`!D>BkZ}<-C{v{mqo&lMI_ICB$Hp2 zk@7c|y6@D4Z`8bo9)$L(jEypZe-w_opnHZCK8GBSbC{`}`N{g8_7!xr5pBTGV|iwj zLTvmwU1!c@RJUwBYhK1NiyF7BZ~BnPG=k(Edwe(uoEZL8PuM^2EsSn0t`4e|Wyi9! zhxD{l`PhVeWW4Jkxgfc?!VvwF_w2fV+Y!EXpFMSpcMtG)eh`SAVl#{*#w5ux+ap^PGP8+JA*B#P5Xe@bB^daK?3>xdJ55F+gN;>VGHV;8@bH8QmVNaN!eKOtGtBP zT!~k2LPf&KOCX&GA6cX1GW6+G>rGqf5{jSwBxkUnBoG&z$}D#fzT-V`xa4(GGrUYE zcgn92Loe-gi_Tt~YF5E>dgA4KGfI>>PrRF=vhTH#?3;bqO(eyspF6E$+@1luYd8Z9 zHl@vowA9V1YqxeFVGKoj+?K9Te|VtmZMLcQMfJVUw5u`U5TnX>cfmz)7^n}w*Gx0^ z4tn=~4O9YcoFi}a3jIhA2a`h0JrAMDmu{qZ1L-cr z1E&`3ScSOa@|`u_TEzl{>9qIy)i#xD@}$@YkA{NDC}M{r{_Y+A<@o#Dvxi)^tX}j2 z9(?P0>gJrUxLTn-v+uglMe4t*x=;SbY*6AZJ#}Pm(0ub7l=2aOO08sF2;Klro{H9! zn*ON6R1RtiO(jWh&Dwq^HD*OpJK6#-R<0B{E7bE*o0JM0#tT+<0`?A zNuit&@`o|xEy%_NS8eEy1Xk_-nGb#d#C)%%6G}Cq>%c=8}m5~7Ck%6C5xR+ zr!(rTW|rvptbe==AV&|oTxM}8F45!`R6nAr$6rFFXwjt82=9j1yX!Xue=$KiBtC%l z`3zvVXE`cJLZ1cjOR2REc8^Tq|TeZ~fZmL>Q$3Pof~nm#KY@&{0}Rf>z2N4)r6s zQ6Z5CGJgKQ8U*-|VdrLBhM}K&)+hrFBCc49`jL`~c20V~7i2UC2 zQ6KYL*kXv7Q)e^PA(M>U>I22%^9%Gb)Ob4CvJU8tG4iXC6*JTMmy13HBGerd)Kbmr zUb?k*5QP({n%?rURShi_di(dn`iRhfky=f9Wc!^7hq`*ldbljt_ql$@*vJb3P`tLN zO~p`@$sk4DtY6;|b77xZsOF#E?*~g*#{2E(`lY}hn>R~oROnZ_cE!LEL2BV4mlno> zGjr{;!67Z5bniOf{>q-?))ZAQMC`+?hH=90CS7@v^ujt4zE}vt_Jrp7NEsX@eJ@>c z=RQ{5FL4gwW&LF&MFRM8-)hMPHK)XYE0F&CIe3Q3Hz;qrje+;NzJWMfolpmKL&uwL zKG*|nF*%#kHdw-C*JeV)Q-3ruX`R8RBPQM zvVC_0w8%!2GVB@G^VkW-LG}CaP|-&D=XBo9&dSfP>t`>y*$wh^?NlThTQHQSouh>n zH(T=C6tDj}O=L|=1^OZm0c;XmmM#@pDBh@ZRox75%DRrQs%ri&lBa@mCSmBdVlilJ zA{RM?*Nr$~mS>Wps!No4KLhg=;0iZLO48UkAaSbyZCHpDJPdn{TQLBVHQ~H?zk(AV z+v+(|w7T65WswbfT7d`=t3zXj;c~?kd0DLlFC#EoSfJ$Q>wj&U1v99pn0G8$@4|@E zp(Z#^36w-zAJ-z|VbvBmya8RHEH<+$K-YH#87mV@G2Qa&TnSBCj%E|9&bvKe9e3{~~#sB+@rNn=07QM5Nc5eo=*Ow)5jBT16OwHOZ>#WgMt_me*|-YQpdV z#YIHcP#BnxChI86!%Kj4oDO2RFiQvvd!Jw28dV{ z7>4gswtDEhL%ElIfX?JpG99uZl|4zDbG%TgJx{g@^#s}238iJ%>ak7~P}!T{NffFu z!I%e>AgX$$>)bMQdmQA5e?mp}d{Qaa_ZkeSz4B`CE8~{~08{VQ?=0YC_VyB%dgBHm6+{!SwPW{B#B2rH>!v32>`@;4Q*0U)HM_}jWcD2g8kq{Jr;}Ke(KW$B zGNQeq;tX9V*_o(xtp7e$)P5^wh!9k?RR^V6+ml#*szk(3p1ut+-#bo5*z7Be1LGdT zqI%d8%Q~V@X1}Qny=A4`0q`6v@&~Fac=FtvFo51{Dlj%&II|;-c**)_;@rB?Efh9& z{=N3SHcEa!s_Y>#bj=eoD$&Sq4vdA0y5D((Ak{6_(OG zzA_$v%mh<7*h_HU;`G#FdeaWrMCCVla3dHQ4f)LC`l{H&5Q|5R{NBuBy-=P*D$&y9 z4GAE3`EJSr#xESq{TWJ!qA|+qYCNk^XsVW%dTOd@mQU^HW-%W$9hkR11a{b5b^i8{L2$-;~4Y7H06F z66o*eisgpOPAU_7O<<(!L%H8+YChG18UA4}lHez%x_ABqf{(uS((?TTG?Xm$5Wsc% zbtuR2^#tHi#kmE3wpirfihO{bUlLGD=?cP+UqupoN&S$2W9vd{^f@F4r6&p&qDX+P zi*9pWTw?dA|5j{!KwHmY2 z`>+d~M%5Vkt-n`Lw`YI#3Z3ZDrEaZV?n{())dscBQGi%uDuEdzs6=`~<+r!i3pPlU zz;zstAL~NH>Yzo3vj5f-WAp0#3N}Ij|+j#W$9-!oUky*;sz5}(V#KtY?lBO z8iSKqLMUO`KgJwyUrt-pcNa|?iq2s=IF@Qj17mG0scIy*PI6;ECmfBwEo1r+eYXPO z_pIATyt3Us8P?dKF3PW|Fr!v6#J0SrTiXP8HmzqvC`3qS{0OT4DweyLc#x*aAu)Kb9lbf9bIr^AmPL#emB1q-D7xe#H)qJ*9W-bT4R~FX`EBQUn4K>m8m?YMqx?y{KZt;||S142V-1_la z>FtwgIX5*$)!K;)x|$C_3^NAI|2}KT8qjqxO}D>|CxRaro(hkPk*L7wF?s1jM9Cp$ zCe$B=@*+N!y%nz@$lOOMq47=F3%S5Q!EmCXO{4$>+`z57nt*OsIKOx^zNzCUa~9TvQQ+kDJZi~ z+MLb&-2=Mp<DrkTIPQuL!}X-qb!`JY}wNmu-X`Cxk!hlH5nK zJ^H(0yH-bY?<@)tO5o?%o^pFqdgsPq_%0tGy`*=Pi{*B9AtuPlcSsCZPBwUB8Lz4o z2zS7eg4kW};waX@CTOV|y~ehnO?^I={<+}z@z64TFpEn=@s-u;4`CuDG2y~cfh{&S zod;6}oh1btj5?=ma7_WomF*`52x(Br=K}SMVRPtpYp6)1jt~m8y;j0egyN^UU3eeL@?M6X8Ikb8Ui_;}-H-o{erhT% zf9kmFS?sJohpuFOBd-!qW6{A{=30H-079$i-X`*>Pw+%aEXf@Qw{yFv7AEQo(*@Rp{iz z&hu=CEDHHqb1td8A$Sp~B#%6A(TNAIqkUo9a+wtM>j94{Y_)Ww&^Ml6;Pd%7hRFNX zj>R&m`d7L=Y%TrSmZ)mUMZ15oroXMm^`1otcl0L2e4B(tb?C0!KJt~vj&RUdRQ8Dx zVLSMYWv#?Zu5#!yYrYXHNj%gYevjQHjiEu{uQKXcspg%EbUOG|%o)LTU5m^`o|c)( zx^&`en#j9n3!4GouqpN|CH?+x@Y)-J_Cx;D<&rQEWc;XimKJNxf#zTH*zp=5XIocXvnxcFp&LbOZ^*(uVvYRSOzvy_(r-e@xMwu~D zA5_0v!+!P!<@to(zVjHsQ^V|X1;?Y;#3U3SC#m904*Y|ca_GMcpr~Y5Yw4fl1L%eg zAUk97kc=R9bnDf_=;M*UnI7VArdP>om4`uOz#vhxBY?V)0dD$8f&z-3nwdaG74l*O4L} z`Lcf>9QiW&&g1%l-FfY9dnpWYHr!+PSQW_a>|c49ot!xn^%7Zw9?%L8EFPo1HMadz z@!UF{xXo?!Tw;U{~L^5>L1Ou_ccp~Tg#LXZ3)@r?RMa1rd9T)SuBhWB& z-i*o>8En4BwUL*4;%(i-?!hOwhTds?(pLc7M2jl(3ptWAH&y=M5s3uucS}cFOs50hm5Dsb>GK_Tbb~TYq zbbs;*4XNjfsV3n?qj|1}XBA7y!T&k_FeobUQ#8f>+~?1}&(!`o4*2^e%54S!HMM*q z#%IH-wB=2uc{0q|ptV&-q>oDT`d3i{q;x_uywzZ$0;iA5-CFol!Fzl*${ z#U|-gpC=4ehx>pns|Ml|B)SwcugeyP)jM92>EuvZHCLXBQ7Z@)Y+ruE5O0Ju^ih4g zRxsoe%ozs9jH@0_2nL5oV`kl|Ziz>KTF)#d)FHL-UJ$oQk%ulFE9aq1X(d{?DWJ!0 z)i_tb96SRe+{WxO11i0zuvzmZnj)%m2d?}}A*HaswVFYKDk{|ind_J*^?D_#l1c`x zZ^{>zWg5A}*v|!0hDwB-!BVeB0<2^;8VmJ)4AKO{QM#%sjiK~0lp`=MSVD3M<$RiK zT1avbtVb&RJ0#)ItftOV`NEjyy-qJRsqWZ=XFjKk(vgom*iKd6prxv01IcsJ26 zn7)ktCC(QAOLVV%Ez;1hnr#`;6$P;CO?6XhNzk3wZm;-x-4~Mu$GDg|XRoM;k6Bb+ z*9#ySAg@7(PHXznn-6oUnBG5q!@IkW9)lTJRxM_!*bDB7VH_q{VI!swjPDy}cR5{J zGY9dw6@R)x>Bcf6D8nyAv{wex4^lo6BfF`f0Dp|^%>-&>`XxBQffH@xG4@GpAx*Ai z-}dIHOHHcD(v{SgC^}u>Xm%x=jTwvSr-34zhzP;vDVUN3ol}hyCtb4(ZR*uHc5)|~ zBTH#`RXMT;kdhP|2?PlL%;C1r&543N*hD8$uEpfPhLu#Lz4tBJT%cm)*fXMsh#!Yg z^X4%*r!(DrvieU*ljgjdYYr;DXv$;mjcKPIt`kmtZny^~Az~8*%omEG+WiA6$WAp` z+tD?z6Mn=4^U(KGGG3$L6jU=BN6zX|@$uMElLE8duxIt3<*w??>Y$TOyr&X97=@xX ztS9qv)UjA@qNwq_b4ALdjUq`mQqeAG7zI~u1x?*h_SO6AiE&L~GFyMN)ll9p;(IVo zllF+&(7W|_OUb%9FT0tPlh3KZXfvCrUKMD4+rE0Rx$xH=O)?-H)zg7^u#Qk2K9*V_ z_NNYJtOz|+p%JGIPr`ByKkrwdd+)cRxml=-Pdu+F_BVfrwg$Hgsh4cWRft4R-UC#G z9A9}M25=M%MqU>!$ud)(k0cNSM!JF*vTDh@;fM}j8C1u!3(Zad`DMXF3p&dSN*+Ws z7XsUsPjYZghN2QOTuY(Ep1*cttVMV6H2Cg2nurTi?^}b+CCDp!3o}nIP$05%m3ubz z&9C@N7VFuW=t!T4L(A^#M>yA`qluUz&YuVvmM$XGZgX%96j7VtPRz|<-cKmKHi6m5 z8T-=X!zqnps{uhiQC$j&VMfJ#Y0HN10Nh}C>Y?jjKiL%G_8pj|cq|-L-;+dXFRUR~ z{E}jba~Zd%5hb6eEtgYAZu0n58QGxa-+G3h)YluM^5rqwG%1@BCe3d-Oc*&^O7KV} z1fQonT`~LoD`kP?vaJPr72+LMwNv0j5Fb6%1}(*~pn=8F1->q@Jw!t5sjzy)CcCj30)i z9d%SV+G-<@iJEkl*gr7vsSDYMVMDX^OYse|Ca2bfky5$l{-W(1_Z@&a;zNP#zJje4 z7{`B}S2*DcZi=2EFEJYfaqi3}7ig72Tqq-|NOzA9j zsh%~vE>@NOd3qfMZ&9Zzwe3-qj8?fQo5^zRxdH0u5_giGoj}c*s}m;D7yNgIHeG`m z02p6;NaI#L4v49z3|yx6DXE`(?aAM3WA$YuZt0T+0glXr zDwJHHQo9IEiSTzNAAnCDFL#3QdniGdw06t$aJnlj0bxy`>L zcY&d{GjVCol6x3@`sP=+l{^e22Pi>DDR`l?IY-A3H^6*M;S|JXDNV`~fIWsuTaPmT zr2N0e?m$PC=|<9HtfvC*L#giaiRI5gFfGgpJBj#1$fEJR56olTKbRv_r4AnHij(ZW zItIUo?dZbB);ghNuV$s|;DlbFE03UCk3Vq{Veu!-{zMrFavzI=WgBXIUxn9Hl%B|% zD0^2TeN!zLR`fyCOc6|%-2dFA>}c=U(I>6nUI^b_ge`GJd;**~W*eipo;j{CmWtkX_#nF26Nt*oaS=;OqQ1Vfwk=1PVKE4T?h@ik;W+R(O+m6jW|(k9#M8 zg;R2R^1VK$EVA|s>r!Ih4MnP9&WuU*FH3RF8DF!fGTGV+sM-Q^P7&=x%al)jW?xIh z64GqOx}{XosfNbfqPW(u9%9A*7Sv?k^@Z@mxin};+gfQ(U|1B~ThqFFr+1$;38yNu zi~hS+^$kT@5}t8+?6^7N15i#c0Od3$;fRfi)-a&%*h84}hb7?PnVLStu_!9C8s_}F z?Di@0u^=5ys!E*cyvDQQCYYV=cWP-c_zVx)bo2F)l-nSrS@xe)Ak5_P3+2UTJ~N6& z^9V)%=?XqD0K)uHS?CIC5x%wE%NH-+ zhj!3SQF7Dy5yCcQrMk%LKxI)>KY|EU7Ixt5ZR46``q#y;+v9Mi<{K2lG}^IT^EFVV zt?_@cbsi_@`dn+96lOItL}J_sI?1b?9`mU7N(>%-GYS*m7`5M@4+wv$^K3gj9e}?&VkAF2#9+^=8Uq{a5-TS zRS{zD^LI6gqClZjv^wOyxD$9IxiZH{<3~G_Z&Sw2qxCu{MOzq5G-ewT?aA1SAZdAV zlnT4FiS=tI4KKz2bW>!Z;G5GC;1lziP=QW~C1#!@vBS8) zj$*t6n0oIz2q#q}BDJEQCErozw2{)bG}0Q5s#aNpT1O%6_ZAT{#YMVOTS`0M61Cbq z#aK}GBNprXC)frIcf9!6XtbLp!CKpJ))7O1$)#QZ`j86uAzvd91IR_=TRTQ>Rjl&bpddXFKiEtVs(`Bbc&O%N*5m6o`+g#yRZljnJQ&iTSc#n zPJBTMDj@M@GYFJ`EP0536%K-&+b_?5k-mD*@NfocMLEh=QAQOV0O_L(+>uy~r{LF{ zqi>8zdG`e(eEIIDJ3lV}?duJ%)catU0zDb@ADK58i{1+Vg?-nfbg?gk)ZWWZ1jsjb z>mzG|5@lkLWz&rOJo&`>9iA}=Ktov?>IquWV<`K`8;_v}aR`m@+#8QszBb(yB{5ve zQQ_6>0Mv1q!ei57gS9|KPcHT);clu@#GpV4 zb8mb^fMcUO$MVw*1{f7!;V_DevQ=BTX36mHh_*gbc>==Oo;RMV_{iry@(8R)s47_& z%`L3!)@hi4Nr>xKB>kSd(GzhvNeXUbdKe^#Y0i-Cxrgnd;<7jAjXgT_K87wcHZ0~0 z^R+9=N>J!vjByn-ifcG#4H=v%U9-m)c#)kz=pr*|S-HRj0OTx6Xa!fthCkcQdHAq6 zUpe#P+aoukj!MpwRuvOr?1{1?E!7RTR+(UCocNeZFbWTh;jG_}kV80uA4=B|vg_mU z5}n<=(*1Uq|4t9PG}kS_5hT2Agp<`PW&P9k zJS;tBOtY>1%fX+4>3x74&m}1kf?Z|Wk-;DVS6+7D`y(j0sk=7_k(1l89$y@_FjiW# zmp2hxF%N=SU}!|D^068a%vfe)RI$k|`IN9h8yGL2kbpX9*1kmxWiMl{()k6@(1tRb z#)SKPAxH7qh||2`_qMm*HT#E@nzVjNz*YTs_~Dj(hSZy09KJwJUm#Iez3@XZGWG95 zR_2vDM;Oz|vPSfB$8LJokjOtks2mTfPmoH6&BZh*^U)BP zJAUHU6MWc2ds;V)CR(Di0CapAWN}LRdnpqZu(Nq8$H^A~Bb;>tg;R~-1Js#{* z8~#CCr*be!>eax~Cw)caKw3iW{-lezJo4j!Tqdc0eKC2+k=?s|Pk zHC*Yj|Mqgybat3)5@T>t7_ZI}B$oEY_@lAHxE@ZKZjvf8q9i<8KZ?g5PngINTwZb+ z+HiwrUkE-5p#)hkNe8^TftJ266*N z>2&Cd!XiOgQqf}8N*Fze<3tm9T180R5DQlO#fha=t_)@jSib69%PSeZOG7sKq6@?+ z#;dgxnNRw_ytpMsdN^58^h~69`snS1VOI6vIX2aDPpG+OO?kA8LYU|_z8!Ov)DpGr zq^sBGWE!TesEX^~+UuBuTGDuS!^@B8H8WPohtRLAaN4rxqg@BgGq-|XD+y5P^F}E* zZ+;#_dBh2d{6yLGSPE-*)&aiI6+cun?-6Ge_G!=rsQe9-I@?ye5Q1 z4}5;q`yBF~(g9G1u!<7=v*9|q>EZwd1KIBDXk{wIoYyIPJ5&G^_H;$*VVNX3_-#K&gG9AMGBE(v zQaREvIo6d_IZymN%TUwSA3*!Xe8*4>6|tq+eP)2KnwCbdbF8msJh&a7L_8F2wTthl_VP zrLtvb1hu6+`U`v7Di-DmrnHO({F1>HC4mNj~5Zr8p!=Ri$_!+2uv;lYNQ*#B`6OZ&?@>t{q zFHmI>>TvPO;rk})WM777sCv@UiAx|Vh^t?uJ+fbRHwn}fLteH%JEl4&JsAG!gY257uh}VZwMsr&#ui2;>ZeTMteS5`tNPba z`E~b&V9s#!}u^)#urfb^qJrAp`Yz2$Q9WPY_tOt(8>1E0$-X z{XxLg)HZF#|6ZA+&FhVD0Ap#c5=G)IzvEjwgi=YLt^2ts0<6F=)x#~ba8C5=@%*-S zqqhKPnoOkL*|`0Je$9STEZ{WPgS+a)`PW^o7gZF+ARDX`1{HKf`N4*ynMgw7!O&nswKF8* zdN#63R7N%c3J=`E%hUc#ndg9epZP9l2weUn#awPJuXrVB2hsas)WC9Eln!;G3S1hjYk#N_mv#=uhBTCVWdU!Wc!0@-_+(!bk7s=n zq7c_WoP||uvV&L4{)`Xl$8*bo^fVcqaMd`y;S@i4WmFb$iLToZB9%Yb`S(hot*jci z7?6Ik;u&tcAjIM0^GyD#qr&wb2j}UIHTex!HIw`sRb-?UF|fxe zQ|$EhsRa5qTmnR1jEl71>KseJyfA=N19cL1_IGoU5GLTN=X~hL$Sa>2b3S+)bxB8l@ur%tv&^g8V?6i zpP*jf@uap5*NYe=PNS`=x6_uGi4zI>!4ogHCP+!S7DVo-nlz`a#|4PVlU3o-&6`%A zmTosKTb{6y*0H=RA~%iO81w_wOC5;@&9eac0XEEU|rpEiC^kdq4A#{$B~GzdrE zO%~{*oCAJPIj8E5eG)RcWyV>{p~GzxwNR`$o|WioVe*pM1vR?{c9~R?eHhv2IkmXBw+Z^B}4$E+U9UuQ~B+75j^^E|&Ix!0}Es-Z9_c2gmM; zf`>Xs?8nU%-k8}Nw^rGQ=x`=6)YGzV>7 z*gV><_9XnoG=Pqdx+Gz5Tf>Jb@5go1uHKsxeN(I|R4NrL5EZ`p*0rpX!kGYQVel%% zO4V8b%zgQ#|A4tqwcNILr#R!{t>xXN4CH8apJ@D$knbF% zZHwShU;RtFM=%vs04T?-VIUz9n<)W5;8`L6iAn&~^8FU7KTn?Z?z|0+wSR441Xvo? z`s;0L{Ko!vlEdSmWPJ!WjUMo|uxmiV0oBcE{02mU^B_S98(RS{CP47Oq~SjmJlI!* z&Xd|oqV);6wqWsId1yLHY%Put^1>Cb0x2oz{Z&$E0tx?hccHNXOK)}lr%QK5aY*F@ zOTkL~v(*1icjBLS_5UcY;GWJ}TDz(T1pjZD{r?Bve>M{Y7mVAR;D=dAKnYQ=X3*rmFvz782Z4}EHod%6V;7)eYGo`IO$hO3e-&2KAt zFZjr>cL3x6cCp?RgwU!%R~14mX8ka5&zTSweW$O5N=Wqg9%dEet=|h~Hiq>E;t9(> zgGkHsbn!PW00eCSdMf`d{V;CQ5My}A|6uQ}qUwsaZcW@ma1R#T-QC^Y-JJvo?(XjH zuE7FqEI^Pzu%N-+U4qrxIj5@CZB_TJ-s*qKOWIoOImenZ#`t=V!9v{60Ns>D%wb=b z_Y)fv(IY1}`0mmx$L==~1jvppW#9)cl(<`y{v<;1uq;ZP#ndn5;EXLl(-8a73^P7I z{*T*-JkH`!yHtL=QTBd9eY-$qHQLk$Tzq1D@Ig#>Jizt!&mr8~95TQ@^yOd;XYkmsy*8ef2bh zp)2WAq(i#)fXn@vUjLU63XJ8qYWutZdI{sqz0Y7X$N!@FavSG++`W&W(xOV5^Qo8B zDaHL4fTw3t1O2w|`TcKJ01$jz0+x0A0j}eJ|1&vawK4cR zUA<3T!g~OndA^lx<^0yR=tn zE5}n!@86mPwPhS6VD1~CJ-?nIgIj>v!lmHB@E)hhI^_)44H1kiueG`qD0IBJ89WdDLO zyZ;lZ$Mee74g%x5xo2xYDv8X>^rP3g&-#a=7l3H@c7EM+j`#S9XZoIaHa6^wns?61 zYIwcx>4N_$IBMj>8cl+b+;0G2l%%{}0JPxKgX`?<67m5}NTtf^%w&VmhR;Ud^Lu8V z%(r@y$0U*<$WZ-fzw>+lb1;hR(F{lmz0@j2Cu-)fNLiATC81Yv27RE;Dd)HGIC)MF;zx`XJ+{ z=Q3@!`yaQfNzNv;ouB54&!acI9yJIVZj|}yH=VzLN#!y}3;iybJ>Zutv^B(Ir&Qbc zuv7AA_4MTaJN@g#O@r>?oG;)oajLBaw()UjS%!6jM&cS0Hwb{4db=zUIx1O}fk#sr zReA-3_6(P~eL>)tf|n*kTpk>eV!L5iDcJuLq$eCNdq9%p+V<_o^$n6Aw2@^bd1@j# z&g_AbPp~8$YWUJ~JS~Py;KS)K9(8XCr*#&!OGVrZu)5QW{(lzy^3>U+2m_i$!e-_& z;e{@O>^>hGCKT=Aw0DHje)@;cZ)p*g`}Y#O^IgC9D>$l?Pnc7hNWh>Xx%xNrl%%KlArNGT=;7-?s-%M}lNj$!Mag@d0w2sj{H)PA*D7q|HlXTfrrrfo!9HNc$9p1F6B1fXn(VA{Jn ztV1mkotzj{<$NRMEJ2Zcf$P7Co0=TfUHjQa>)|9RwoY8faOTQyZQpO%vZIDHuy+K! zDAkZXivxNb{^5UulpjKsRVM13+-nYJ#j&H|PJO_ihb*>C%VMTC&-**?;XK+RT;$W0 zB|vNe{c|w>L|v53LgSF+^7!LG52FH72mDyX;)%CsgOg?x|IiSaib4Y1uYbudYMUKa zypjo>d44ka-1r$#01?)w^aa#fzS4zlT88Xq$UZNDE;2V7D2?)!lDiPkTPk|3S{%WU)HV*rhBP2X{T9(K;<*s(1J(i?}L zCU@#idOSx>kpTQN$IHhlhPgmumXqxG*=rAGr~~7&jnw_Sm(jOaQwvY9h^swhTdPx z(9Q27(DB=Cl0iK9FQ)!^)N2M1t+x z5m=t&N3u}fj)sG&lDpW$8Wzup`UTo1I;Y8h>{)*j96^QiU}H%^LAgl114{^0!PG~Q z8o@~&$aRexKZF@qauNF1oZ6lE+;#6l_&}vdTjZg|On!50CZ0vt0W6WBf~pa&A&@LRZ7u* zUEWcK@g%`I9-R16Z1vl?Ywzu`fK9GYjD?4FW<~j-zKeY71Dq9vOYg`P)SiU5$c2Kn zPts_N?$gmy&cwinJg>AsaY?$5LjFJ$(v9kjH3=kK<~F8WhJH{t_eIj?qg=ZG^@0XV zs8Vc%-1tUaTHhHyO(efYo4sWc00?Y}BL)DGh$gRs*Lh#P)gT()?yMfmp%AnO#HBoq zqQIm{xJLHKd8pqx)0fV7J=ZAb7bp{o7pR+GyeqyeA2z1a@m(~D(P}onx0d=ux^$0c z+&%F4JEdf$JWsJ+%buFQVl$As-AN4!E`Yj59yJ3KI`ejJ*`j|tm}iTX>~JmcKSX-L zlpLm$>rBIs2wO`Nh5i^0l<=58)!o>xK`Pi(by%%g1Vf)1S)(oVb1_UPb~00Xj=Mng zNfWN|svF$?+uRyNd^+A~#Pq2%y{X|Np3kB0TVksd{Uv$ugD&x?lVkQY%xg5{4dlc2 z$Q1Pkh$<5C?~799zp4{lbM9P+fn)YKH-o%m){Hkp`K-+GxK_Z`o^+_H6=oF#uD3-Mv|d|EK&R1PZaCpvvi+%mHD9J zytpe7VU3wG0#NFxb}NAxpWdFy2|%^r)tl8?WYUTQbnbkN{s$ zxd!&TH<4hbzl{qd#ZfgX=BG#@vOAOx@Awe0)dzA{U$*WVea53~9S=q<7$CQ@1)Dj% z?j>Vei21S(=xA6B*)#v0+*l9=T|T0LH}C#7RFjzBFSZkPj%ML>v7z?45|FXe<+^0$ zV!=mg^YMSs8kYVLgFc9DqmxE&iWI;NwG_NKRDA49R27&MU=<4ERgh+bki8UG1LXQQ zv8BTA(#+|wD4+7fi5Yify9Jvkn74J+R3%=c*LumH6f^F*-vlz@HdDC_`1O z-0Kw%n_01l(~WI^nE;Kv=EYh~-0n#J#CfOrmwVp*hk2OVn03h1NvL*Cc6NtGb7a%+ zHh6-xA)h2if^vtM!hMO|A|}CQs3=p&NtfFtgy^8YN_cpdwV|`%?U^4_;z5Hcx=14x%e}5E`4}Q6~)n|5~9B7c0f# zYbwsZD57{O;bWIn2g}*Z!6PGSna38#j)Uh|G#u`lhrsmSNe49- z8Y%=ik)UlBbYCegC`XicmrWo06*pi~-#t1vuQrR-HU@L@Oow2C9a)r{f z72_^B>{8Ezu3612pNQkC0HffK9c09MDrTB_8WLv9=N^v^P!z_13IJh1qMZdzvR?vX z(z~4(k6$3`_YoE+Su>t_iW^D1s`aiM3Uvedq}#+}T-t>l9&K#fWPjSLeks+P_Cxnm ziLx~lvAjP4-3c<&+q9hcutXtB$5rsNxE*|jwXLn&{9PH|?{hNxi5yZoPNt7U4W*`e zc{GkST4G6j^%9aNwjjEws+_X<1{B#jyR-_a!>7F`k&W(`qJ}*?IQITHC?*)ZF*vsQ zL3~-Cdd!^)LcRPPQ<4zN!o~2DUO;IIP`kf_Jhns~mT5S1@&+yj#*$tk+(Q>1)suylFJCqAC~rhL~$k^|38^m3z;(-LDmi@Nx- z8(+JIzsaCse05NWEAXHD4L4xTryF1oW5p73O}BB$Z?!(yQ40DU&-<#HZ4EEHpN%BE zWe&7`=J|%(`Zk}B$|I3>Zm^bQ>WsOvEe?$380Snou z&1_QUipb|Owr@a$2~V3O$!RMl)PZJKpaMrRuMa!*{=>V811(%m8m1G(D9907>^^J> zykLFrGU;;0Q-el$q9I&UDfkxX$&a+;BMKT+TDv!Nf?70^BkH!(gBO!uKKLeE;Bl9QM_Xah7hd^q>emzM(xj^pr-T8tB;^X9=;KtxTwY6Z zM3FMQ(4`-VO2u3of;>SY0q#Iv#X-PveNZ$NmLV_at~&a^p$=s$>6Xaw(;(6ePJK4UePYpvxl@np*=-R;o(`PpiK@t?mou!cQAC5W!n{ zX%Px}1>Nd^lJ0g?*_x%fd2z7xlo12OL)A<_ut6^Aq5FaKsSqdl%yRb<5iEg1w8o;y zq~s4}AH;GxHD@R*ITi%x1Oa_8Ib~mZ3cYyWVP`Z!f?H%UmjOBLY&zG{dLD-!*@&TP z@Og(LH`csWUVw1YOTTN6%)y;_gjO8_)g>*w<%{h z=7_EgvkA-UCIS8L$syeJUR_-MVwuC?aZiT2R}{E%@R2h{&NKbMX)a!YQHFB{aN0&0 zxn+jdxuQYk2#1cvYJFBMEG%G-HFXFDqV66S@xrv@P|+FbH1ls(q`G@ZLdc9cOPTV^ zc)VOTpfi~?7bc_X?RRoZ589%?i9{if5!`!+iwDH~t!%;fkgK9fsA`Wwt(T)jG+`5m!OoGT^>jN|9 zxIl%an%D+MM|v>c6H(}ujZHvOMy)}xGZisw3QCJ<-N2YIp=}<&YON^2&B^ z;E%?3x_iB!S<}pT{%DQp)0)zw#}?Ds{3-aZe}}zi3#YIeMmYQefisYen-k$M7y6Jn zA|Q3y{OmH@{Ke-oz}%L6awoAIEGA-hn&$Ey31Fk}zou!mpN}eh*9k#eh?GXcLdRE5 zF5bczRhuhOJ`|lQptC>q!P|6XBl9~#Xy7akim^Z=lbK%BjKS9Keuq`EULpK)C>Lc^ zhxZ3JlgoPR&ayI?gmD z3-K)D-B3ETdz$2$bq+;LuK{qExAW z^-=wIi1|s}vW4_VA*}xR2APBL`>L4jTk_&&MQXZ(_b!?!&IQ=Op|RRMKJy?IKO;Ye!@c4G(A_SXceO@vmf?J zXNwpWswJ!c!0Q=h`JN|;$zvBs%lh&Q&GLJd3SRF*G23dl3D7?3stM$U#|JN0sau^r z6$`pJY5Y|gOyTBVRG%j@Z(M@$OlV7&>x@2m2I0kG$aw%4pAc!E4Y=AZDp+O=9=v>@L*H7#z~+5qJ%(~;F^_2p&OolW$43;>8FvEjzuqtv*5vbh zSX_lf!Z=9~=9f}I z)X7Xu`AjKT8NWQX@Rsq=beLu$69xsf;8#y?V1Wjh*$&GK?lg7lQoevmBX=B0_>GDz zdFzQKiSnaGPR~lDPynb;a&D?57J`StxR2+wWdzC-L2jlJK^FH{tQA zzC)pI=KYaS35Wip?9iEStd8rRn8frRKyTOBw3465N^}05sGTY`0n{#mOl+|uwtk%0 zlw2fwqkiG1R-&N64*_dFWcbI@{Ld?Z-pD-I^V&SP`_EV6{>93}j=U=wc??ft$pofc zVhUekcEZr=ZmvFjpOO3yq0%LGs>z;OTbDk7y!BB`DZha?>69QWXY>Q2I&K4Si zg?LzbCiAezw{93+08tcmp=9a461_WxZZBty&f8N22Ksq6A4D+&iXnf0ed1^xOVe5_g4ehXg2=Wfrlhe;D67#+f5y+(ii!KB9 z_5fy(NGvtO+58+#4=(xqBPNGcE#Gl*$kp~l7*86e{NKJFK1rdwI==?8b){c*J<&aA zm9bE`I#|GhOX0J_M7)$e&CnO-!(`w)t-*fUQ^XWgj&JT%vmpk3p z#sz80ZT!gm1Xgr4v0n-JmJ+J{>YIZLOS+Wq@WH3~eDfseIqGmFeuEJSahY>OwMvOv zM^V1{{Nt9HEt36f8o&i*U7>i7yI|L?q13k;HlO%l9cT6jR{W{7A4;u_w8c)BLJkD^ zCcrI%BEp%8R&K)2n+iS)I|;dDysKs-&DG zG$gB{+ql((7rTjt0{$Hx>Li0sd={H5AMbm9f8sagEX807^+ScMA0kJd@}~2%j~YZL zKv;x9(<+W>iT1e3>#!$kK;0!0D5!adjE-V%gJ}$2V3n~?u@ounN1B~#O#YOLxfskr zA-&NI^alq9a%?2*-=k!}xsGnQebe@Ey8KHlOeAQw?$mtG*!f+veIaa~ zLjs{e@sif4h73XJkgTznKHwaOpQz!CEs(;6116#D#0*ScueKHj;H@#dM$lb8qWsty zFBceBlWv3LO63i#8hEr+javRqWp5sx>MhxTdNl?~wH8;xPiRqmqbcT!N5wgDCn)e+ zt>$ZALEHJfmq`Uwu3f>4jzlvf2_wPxObgxCDEb-nx-o&u+o8hbb6f3kseXPgnvT8* zu13C+JfAxCVHeQTpL3<4)q+_JCFFvgZN@ld`Nsb5f>$tLoq-t$BfFeX^C+gBQtQsT zco-j6wLD>3ui@$zCO#VBNduvV3QkEf1G!JYC-S3RLnEMj2SG!s--Mhx)GHful(Q9`P=GEW!T9z&Z|gp{TnSJ}l^DW=eTK5c@#EAsXH zaU#Zv*_8lRWummARlD_j>eKT5@;9BwBPD0^v9FWgbl_#luy3HKLmo6w>JoNakVsES#Vcl$gwn}%wsa|C6};y zP0buWXS^+Rno<)?yz!;Y!a0@^uHvcAa43BfsWztW^~K4Rc49869O}Ry(1OQtcjnT> z#*u)(KA_}MocxVhh%MJ}t{7a8gv7iPR3pn?#4@kk3I-ZTt07aeQGqHI-OqNE<&AWV z3!NllN2Za3P=t$5$zoqnsGp$Mgt{d~Siid|eRQM*cKzI&`9Lk9xim=GTdjU}TXV24 zR&i;ASc$n=;M49ee^;FW{~_v&#Z5^e`5I^C&n`7l9p1GZX~+>W11Wgt%uXRuoJtWf zscaPo&b^1|8O0u1<>S09zi^#j`oOzWPg= zpgfsiIAiFYgeMbt`yD7kR@8$c`IK@Y)N1LDh6ctgbHyWqv!#u?4NKnHatbN)l$#Ee zvsNYiLEX0FCRQ4)B0d@-2jv6-Rw(|Z%sU0Z6Az;17)hlZ`ghB}*bJKh0Tua!!e^e( zj~`@1+Bc38<-xJZjXo1F1s{}GViL}x%x<#9G#xMBYtg#X3lfj3y&G~HotKN6WnSq| z<tD^m;^n>s+SPaXBF~>PXYZ^VGXZk;QGNdN^O_3CG7*>(9 zn2z#A=itL@sDAsZ;h>pXyv27~Bs~=!EqX4*{mJ;r=!ufkkV?dmaCMKdZie_0276WQ zM?4})_}$A#8`oEl@MWow9dZMegfS`8fpl}C6p>IVBT?S~()d24NmO<-Bme{| z;uwX?>JzW7Y+9q$u8EvNZ(<_~Q?IcwHcMfIBo-wHq)Dc3LUyZJN> zL;CbAI9t~lZA4&)t4EfpZbve5STXSgP`g~eAy|6YtVs)hS6&#mOWH&#?bA#+KZOw{ z9l6gwqoJV*orLvZ{F#?B2t_$1Q?V4ThK5Hyr`G^C3c#PSG#122t4!;zPQGIU@*D6D zU+l0=7Cck?lqfo1G)thNM(pPLt&>N?RSMwC7*Qu*r2>cE-69!rT=zfGa9Av&knb8D zV=W}R(e@nvej%39!6Gf8c z4aBr!rh5Vf5twmUzg1o&D}-wf=wO8%K$DHBj)E5xl2vEaq|=i%?|Fw;l-CAYm4Z-d z4G@ykQ+tckY3kTJ*PZglS(X_BeaYxrg@w|MI(Ayrpta|C+;o9$>ejl+1Qk>o2<-ql zAP~WFSVerIWj>-RV3d6wYlZ1&=sGV;=BAyo7kK-|p~@Eo1+0S#tF!J>K>oYuA_s@Cj`f0cL>2| ze~Q<@QgJvc)MnYh0f=}JnAwbApkXzC{JP*eVu2kUeb@8NrWi8BTsMVOIT7!ZBjCDDuT9uoA|y1uUDl5xDqX2^Haq? zAl*Yef5P9cv#*cO-QLBX#cZP|mrA=COTa$d{2l_Cu0&u70L%C{?U^$0w!gqJ8M$of(6cbf8F~F+9VvyVL1u)% zNFZ3fmpxn=;Vb)_POq4z7~bGnI%DA}ZJyD?`j||~c_Q*etcmN@r{}E}sJ@LFP)kZH zeztKX@qUA&AafH?xj!v@x4ovr;ZlyYz0jfO+@<+;rp;^1K-sZ`i zDXC=Pzrg(yR2xwtsLO4luqsYGA4m)H zVGpHNX!AwquU+Y65Ie5nnY)J_U7X5xAv+w|Zk7zYPhj8FADJC!AAb}_5>ufJZ3`(bhM|e@yqk)O!{&`MQOUcvbg`>ak1j5|JK!ej zFQ<7fGlx>ROv)_{|Jiarq%4NzWioMwwc?Qq)WXV5M0b1w&F5Ld3GXs5v+@|xJgN_{ zio-C%sNd%{Rc&8;3c27j(>e-w0)DG0?fWVDHx!%+D=Bj7L?eo2b=PdfJ7}o`QlaRr9NT`xJy-E@1JN|tGfMqXS=t>4&O-soICOE;iuh( z+tV7Q#UFAlLwr~t#Lvs=R(At>FweS>J-aCIQR=BQLl4>@m&{iSo@_u< zs?UtnY{~dMNjYyrHP{~mGk3#UyahBLT7RP9ZiDiM` z9p-+6miao#jfJV$lwOPHdW?SS+g5a*x(8gjq0_L`is?DBGk1Wf@@rPq;)7?QUqYvm z#5B3W&(v6|Kyt$MB@F>CNZyMlXdQ#bkXvO(lb5nny<7-dq(paK7CXA9>8r9*ky`rX zYmht(;zSQx3JJRYyc?gjI86b>F%M^^thA%NX6YJ*qFkZD%Y88^%g6T$!KcvEpa{$i zoiO7?{=cKSb$-fRvIG-U@lNNmy+%u3xm)|tWd}0|^k+C5QdFvrtBWTp$mX+=o1}Gu zS`-*yY&cYB&WD`T#*Ac?6N8)tcjjve=ml3!ty z!;QnHw0?A-s9##CxVwba=Byz6|LSSqv`QC3Uheg9>sqv zr4l_!q=a8J&Hoy;7a#2f^dEjB{_*?czTo9UV7W#~v$0aj>z-qDI1T@khC&g^KNn{? zwFS3~@0m%-20r710ut1#n`y%pfK<0FI1aagrh}xC z#ttShSqT2iX9;CZqj|siKvBayFSzp&HOVeWW_`3Q;$Dfl2pr9h>)T^0R+SGUdsth4 z?0o~QdM0JuUvqno7@|?o0uKa?)!0L69s=A|s^n%Ll;P~Mwz z{Kj1-(_k~SeO+U8=kKNSeGV-73fvbh%pM|LDqxjZdOA2VEn);1kL7zea{>BG&uQuE z)J|D$>7w%{s$Iqybwxsrev??t0=xAE(Eii?kI60V8j}H@<)+WoY)j~cM?F~DC}>M* zksf*!YNTyl{o|};r|`@7G-K+*t>hyV9hF2GO6Zc;JimS_71x#MT+38hM$VY*Yt*29 ziQdE|3RhxvZ>%YISECB*#05N*Eg4IZzAf%vU(*&fW#ttdlq8 zuA1P**9~=B+po7gW^^5PSDw}x*iPg4#X5krP?-jnd0GVkX}Q*qa2w+h-F-~#%fJs0MeTep3gve zJbvqFmNh1#d4&;XK^?aP@Ornc_6CEycMAgV*#BA#1Y6uqJ}`;XMM&41Zk{qaxyIb3 znH|lT*TM|-Zoo35T|IwlamvY5{>%qyRg+5kex`@&Mf6eR5!=$FEt$&c?0j-JeNyB|diPfc;;q_C}*YSIDY6zr<{ z((qHu^}$zj&ipG^0rgF6;>&jeQ+(IQE~I~nS5dM3y7>Zy={kt5dK z@32Ea?->1@C%Vm3)MQ2yhG73^!QIlq*CB8k-q%c@x~(!s__qqu#rPhq*ty7#&mB3L zimCa^{c3_EM7$h{Jw4lu(X;JGS?Hr0rH$%Hl;pCk7`*ac9z97OhPbK}mZ!O+n4X=S z=9~3vQE;=}snLMI&p-?3PI-ifHA6Vn8pTbEu(5sg{f7FOmy=-5|6XhCu%Thtx4-(K zjwfSOqYydtb8lw00jK`<=diQYN0&?dv2|rIf!d@u`LT24FXK z9)riUWbhjumVpG{Vrb_Iv6OCkO##tt?f=RRH3%!hoAPK<>?vr=d66eac#3f(0fq!RHHB;B5bu~5B1>B7AVNr{Hs8=)kLPbZZOAq{ zHy_0L%_Xr%_h}BU^y!AL!BVftTph%;A}n%qEe-;^4puBqK%1vJO7>M|<4)i9cUlN( z+u%TMvXu%8X)j!`mYNbz@vx)9YI? zO^eD8mr!I?)$mwq@fW4kB4lCJ2p23#tmuJ{*DeF9;cWAk^(tcJD00KaE*;s(NvvVT zn}7Wte&6dY==q%QuT5Q_ya=7I-9L?7*Z16IpPheO=s9z5@Tqguh0lNJ+%%6moLVB< zh%JQ>zMfzw(uM0r(`uev-{jAwb;K%DE2}&J#9_pjFe2QIGGR_FQPK#w8eiuX(H+RT zbf6AA6)cuJ_Dd^_9e08tVHd+rDAA-b{4)8GdjwoZipI>S_tjk6sfAFS zJ~Ac@iXiN`+1dC>YF?(s_DS5NEtqQBmitHq>>04^#a}Hmd8F_%S*thN!7FEGr4nMN z8rxXc{0O5>J26;PJEF^rYLEFI4{4yW>HO-Xt+dA%kC1w`!_!v4rK||WzlUr$EaOwo z9E?{CF*-^UpRi6#6CG2YPP2{^mLdPdWlkk&f@GEXwO=1s2)zthf0#L7e#EKGX+M}< zsR&tNuI>odO%lb!m9F$U$Cdqlt~7O0Y8*>|rR~x@$->E!DB?5KdaucK9ww7t4tkQ8 z%AKHN$F_{@D1#;+{=^+7dStcBFut|R@7i0^I<&=cKG+ya_s#r2(hi!oLX)w5I$UeT zUL|<6KMM34_`aYMJ$z^T9SVUX%)khc20z;&C|U>!pv9_u5fl-|QI>?g)!I6;xCp_=T)P7LXJgKS&THPb@Z{0PCP0nTi79 z+e&H8(}@v$G#)f7898ealO#UW+fI$=G5j#79VlT+kV=c9(Iltol=(5o>z6A4Z^Q{w1H5?? zBqyL`DqV!oq8}!c-0A=t=gL4>hm(zDUvxtx(-h8ZLHrQegjfmt`0)3w3LobeBF1Fj z*Kp?K4dbs#6SGSEajBk!jtW_bT9JLz&6k_d@hfY7=RU?l`s9Ks#-QzC>9Y>F(~A!U zjL2k(C8P*gqjI(2fo22`G+=8%3mAxxkXZpk%>xXz0mdYEpwROss`k(E5ngm)kTZjJ zfY(B2MyL;Ye{&a1Rr+ZdwKIoc{m4$5=s*aW#q4n9C=D_jT-dn|-$yVTp;wF#_6+#n z{!SxeN$j9UJZTfbiAG|%?VjGi)c^i4eX3-2^4#62K#}H4WKwHv_;?ZEN$~&kr2iSG z|8JuJ{cb&qI{&~04kJi{6dnBS|G)pUVS?Vs%JOoLED8RfChq`TSAU1ElHna`(ZFXf zEKQg_bHboomO*ctxcgTqwfYKu;8UG*$dXZtb4eG5h8i7a56smh47xcIQ;#8c1#1^#*?VJ%e8bg1eq< z$M*^Z4z;BXUa`#Y$@~wuKo-$}fT1v8t^JVj#*_QW*qNN-X1;Y?SbQY@H3o_meG8Wdcy{V}Ay~(5^-EhYbApX8f1|C*~w8 zClZu0CMM`>o1>_n54Z%C+=K*E`fYkE@;1cvyVlDTG zR`yOPwX~UDl>{y&DiGn6cz09ZuIGEf&dvx{u54J?yDxyrC%Lo-9GF~9xdIc9{OeBW zUVjfO)HlHVXyUyX?l-herMk>^lGlrfDevDc)p;@rj7LWkGqPR!YFrKMKKPHpfc+ns zw3#2cy6*xVcfD?)z7{IrqXGf&CLrl|-0p8LFb-0yZkYO%-f~jY$6##--ea^EfRsNZ z`##Z`O9U{py%Uy9CEvjghXVhZ*;IGdF9N5w%3VOG=J{TYTK=76`CSC|vR=OyT>lI(F4qEps2^v8*H0jA0793f6q^PcqrcmK zXRraKAeHz20e~DZ%a&-$R!(%>Rr-XUmZs7h_EH(8=@m>M3cH3m>s6BjC^io>A@gy4 zkl)x!L_LkoJad+!(Qm@JyG^Bi$x^j6`-+h_Tk=jFGMj6(1l>7d)H)7}c)q9o9F^Q2xtaQ=`@Xg*q6HNK!M86uzAX)fkf^d5uhQ`L% zNRoaHY!4FOu~0|C^TE3dJbBQzA82WZX2Uo2UeWh%WwKp>ohbomNRR+az-9BDab~<# z!B+(l&svHRU+;ykHSD67TjRG|usxz@oxNcUHqG#9_2T46T&fY!CKi#~@bsFNup&=(+Q*{%`ff^utnnRG zjoEg`SSZmyGKjtTdtLx~=RZP_alf@$=yp#1%V8v&^FBpKi3H>LluMY1FIHmGpNX#Z zm$QArbFZJ+C??z9w>8Fw*u(*Zt%Z^7pSvNGQYp2la{F|ih>_srl`{J5Sk<~_7l&J? zktsEL_v}H#USE(aMRp)|Wfop0tc7NE_ryv5s$hD~$WptPFOfB;c(j)~thsDf9y<{a zqou!9x`3Ta3uS68^lQheRAa*A4Ug0YTa_<8&iw=>$y+8cfXhwlrDez0^So`seY{4M zJlA1-D_bcE-5+k72#EDWx*U3V{IheXzs&+34E zDXRgikepN?8Sfe^W&1acBuyPsKp!-5q14!Dqi;;n9zQ^|)9ZN(tUpfPgZWaWsH$E? z^`XXu+8fcs%>kmm=O0^PW?-@y@LF%j)c5;G|9TZgGR$xgUnNHH_z3*st=wK}m+zEp zuO^#J%YA#^k8t^}q<>3J@+gCBsi}O45VwoWDVJ={K-X%98~^nUs68#W6-6(}9EOlQ zo1{Ggsh;|=C$QUU{TZ00u5Ne0W))A`06gGFyjo)%d;zn-`e;C)?~6t&;pDay#r#~9 z#=&6!NBvK==sMUR;5DhZ*j#9m5zM4RIGO2<+m;z$GRem4A`JJsl=cpDVZJ0)=CxXs zq9epZ&9ILSAn(E4IW~Mst1a3pnt{=FWpOW!Qp41J7Dx*}o!D6ZiY!v-ogenoba-w`xof)X z0jujS*Gq=@4bdBk+RsD89~FM9QTJ>ef^6bl*ub_aky1(HCP{z+;^Kz0@as8i>WEPDX@v%v;K2lj11hL8lzjf=^J6Hp|-g@s4qf=4lvB5qc@p)dD1YgM4bapM*L68nEhz^dtDlyA6YM(##B_D{jYOYOzZIg zKp3)V_u@PI-Dc;*T{&USnc?9GMe*P-|wLT^myg4aKG|}bW ztoo-~??A{R!?0ifX${;V{|0yAQ|gJ9{7#7C$v^P;JE+5VJC`iv8UwyC5oYGYccq37)%8R&jTq;L&j0C8N4>Z zl?yq)qrsr=-L2N2uhXEBEP|#n=a=8kvH?!+)u-8WvQIis`G4Se{ARgA)CKH(4{d)@ z9mi&Ues9ESGKWxowYQx_sxp=Wg44JY43)B$gF!Hp@Et#gT)qb+7G9;KZa=JDgzwVj zaDuj2``wfGWa1c|mchY=;{V%C^9PFRliogDTh)AFrt9 z#^mEJkVs~3HNDq&6m%s74Da3O+~zqSGXW{PKB*v)rWn)h!ZC^nI|Z*(55zP5Wf}%& zQ+>as9P{{A?P@^DQPUoJ@lo zQQrzC(eX|m^d8)8uP&ZbaR!_9u2VqYYWUWz-NWBvzcmto09HfMS+|@`_fz8^0WqKk1Jm;T;_p;_UrlnJS8AOLI?8o1?=oa3F_YmrHnstO$6zxHK*3pqilrc z-4TFMgSJjW%tI{ZS+~`|qch)q{w^3;xDy|Php82?j!dj>eZ6Eg4>Pd@8jY|Q#lH6N zss5UnH-^JUeK@*ek)5cqg?p$A9}6L|wu@@z%#FBKaei5`UhzHzj#b5J1_B?fijUV#b%FkD8DC zLP{gZgH&DBOCK<2L)LE;*I`J^Dh99{$B4aRRpfY2djvJ~z>u-Tr`nR9Y&HHIgF3A% z-+2KPPov9d?NS)zSEaU+o4#7bnxZvgwZA?Y9v@jtYfjsrTeNvrI8Q)p_yC2oMI zfIObB5XpVVNWag80w;YMK6=`Y_n3M-JD=ECsL(nO&|;^39S2JQTZ1~@H!Lk@JBx6tajfkHgzADJ#)poSVS1R4`6R|sRETv&dVwh)Q z3uU5=b@#i3szsZXAdOeQUf8L}rTHm?sbsAC)y;Y7IM3%U@FE*aG37KnX) z3al7WP;C;U3|Z%=Q$%G?D9CV;M^1Rcz^G7aRohhg!PyA(f1i<7(}#$oz;cb`+3=7* z)v<14Z+EBKuks3_=DM{*1bR03%6Q|5E|(D%Znt9ze#r*MF~%?R#_n>kD&I7yNR}&& zG!xL}1f?3;c)J{&RzV0UCSK)y_sq5|gri_IS&j=XEdNs!&f66vI=4AFDl%Y_-JBr; zGs>u8)8<+4e_NB|0grdSs}%Peg@*U)i#r=sW&p3W6@g{^-lSA*z!nMhUQ-GZ)+-&Q zE?844t=J0B`gfa0x`#W@|H0l{Ma9`RZJW3U3liL+aVHQYKyV1b8h3X~aCe8`5*l}R zcXxM!1WAGgcgftH_nTj4t(n=KwdUJ-vh$=neRuU$byd}Io+3s}U;4QmQBb~ci7wXE z+IAq0+mS9?t8i%Pnw5d}ap+Ug2|n8tOJ+18jqAVIqLus3+ow*`b1>DiI6a9)>DJe3#H##F!)_Jb zbPzo8`Ymq_Gg`A`jD1FvYV6T)6Cg#Hzqs2Y73j6~xEaifmWgPmWoNi5Lrcb0B z{^4!%xBHIb8jKb^+)zgjsv#5OL(PLbc?lTAjlnoYg#JMAEg#7*7d|~NeCqYRYfXL&Z^078?54IQxkDn4S*b$>M&*Ielw{Vs@uf=S{`!a3#CiK)GAAl& zcdL1Zsknv1@*a)w%ItTWeXxS*o+(KUi2sQ0hL@lrylt|~HOuQhNTV{Y<5rFzcw-Ta zn%(I*~E{NlE%9G+EQU|i022$+5yuvarIm9c9m^cV75;>c#<*nQHqt$6mUraB|IOQ;? ziPS(vuuX{r{U?`zUkwFGe&cFDLrkD5<B3_-5Wq`e+v3R`$D zS@&eY4l@r5YL*1A)_&CLHJ@;PRd-<=%)VZur%CZUcXbN5r%7cCVv0#-GBZI{+z5*)97EQhzj~vnF+U*L>S7wyH zVGU}^zm4}J&RFMF=3n#|8q1xb!kY8_ z;HN<^5hm%Q%QAw0kE!Rk~39LjTJQ{*;`ZCY&Y!V_H)h8`t=lQe#P_OO{7 z<7&M44bI=O4Okmw|4Sg$z^(z6HGQ?&*{tnt47BY5KB2G_*RxQeLH?D@rGa+h6 zkeCm1_1tt{Fb}ttPUe%o*L3v|0IVES>Rm>O_$|x}zljWW~P4Z$h1v--5|1!Ydc%l545*nc?p_Zw^ zl)oNEJgCE(p?J#0I|AIQWB*8wPPBCh!!T0%ZPN%>!; znKtx2i!)L-XY6Ixj@~iMKg#)xE=HHXdK8Dv#f6>$UOJ=)&sHdMKXCV5nr+h9LYM&5 z_u9});oXEB3&n~^eQni*&XilUn1OUq>G%GaP|2hZ`0E0wf2fuBaihJZUMt}@guQ+y zUU(|%8Pzdu;BpLi9-gQS*SJS7SVjN8Dw z?yI+saPji+UXIB*uLCq$Tte;dlqvzFN+13N=vr6MkoD}RHEWWS&LdGncFZzFdV?nR z3h?PnD(eKbY_|H_B#8;SE#=HQj|X$I&&JARiV5%t5ql%YLNLaw>SPN!s5TWewO7KM zr_<`ZO2^A8znIa|snR0s=;mr4zx2Wq4c;v$h5(M%-^YdNhEA|k6@4LYrvV3Pz4U^H z2alI^%Mr-OUNcoOwrmdH;lfY~!L?u7v=zHktDgc$SYq_Y6aCjMKQe|E6VztC0REM6H%x^Ev>s)EvxDoj9SxGs@y>HnF2x^IPJcS88 zQ)fU-I|DJ@F}RBQ9b0RkQA2^QZsig!;zXSE4fAMg*U&if4UVp&0i_HhMR;xq$d@VX zvQOw@xN>}8o2f#&e5ng<@mjr(lkE!B`#S8Sf&`L>p{Q=Vofj%XJZYi$cywr%L8B5y zXW%?3`(Sc!GQ zTG}W<UuO4N{{+`gIp5L-2 z7rywu9g#^Rgvl-KE6%sv+brD{LHVpVu@odT%Iw4jf0}o+dw4&p=|NTxY;QEzhMQ^> zrp3Q)ylwd63fnM1Q1i4iYZ2$e5)kR|=^}5*8N%+jcGlQ;`fLCWBcO74oi4l!jc4ue z%Z~Auy)Vc07<7w7BG}NG!!qr3Rz~q&NFR3SdD7sJMXLiD;UoDtwLMQlM!+XTwJ+2? z?z1x=L|y1hsLzwZo@r@rI$2j8^&$%YESAK?Po6EW)H}ER0-hPF7H?+RV zDY>Za<5(M)FgVuB-{ zI0oXFZWJdgwROUbcGSURTqosQC0h*|0;5@!)}Zy)>uxP_`A)Uqk#thNL?&<*1@o%q z4?n5D3|f4X7$ zZFDGQZpwD;8jPof*BNT}@pFL%5nYOZt;ccyYB`J=*YXZbJ$?wsqaZyzki_w9NiABp zTQKS2N0pi8rS@9MBik!D1NHW(32`ouQV*)Xm(O_*H?@$R>KswK_<-Mj&jDikgjVKh z2^WlvHOpKU6p&^V)=w({yV$ z_2VJ1`A=g47kR3hIPTY`7x@o>zV4Z8N>QC=Dy}=Ng&&kqFRE5r#N_oL8eGgq+iP|? zVMZs#>}RUj1_h_2y+bUJzbt#Q3~2z)W)mw4dzB|vDVeKRRs8+#)I3#AF*cy~wTS7z zLvuXTO4@5l+Arf>gs0(#0cyovMf-IaQ3%I-cJf?5MS;CDS%X9&Ql3woiDiDzR&UO6 z%c+tbS&qFlZ5!N!<+VQjkeHS3!a%&k&qui~WZXS}!2acyHNA)!nwig7ul7Tx*d1yx z9b(v`y4bd#Q+K+`9n6z_ysu2uI;$9Sun-uSN2woA$hCh6epNz`DM`J_IqpcF;vx5| zY{Ax-`H}o(dThsl5fEt{g}|T8qK^4@O&UFtGmF9Q9F{<$d`rI^hftZZ#-B+{h%SmH zLWqfEqg%mucOPJI;2`wkrLUQ1fFgtSt#}flQK?ayoVSenHypEot~QDG{{3<$(o}M= z)J8;a>-(L3@#&fRNmv-OfTWXnoo>q}Fc2+>G1mpT3 z2Q|#a0#{sGUz-S~Qv>rvsWbJ2u^<4b=<$*^nRZSB(+nZz_A` zT?SF*9`!qD0ufcB9<*zA;c^dGAm38+a~PT!Kb@3MHvy;ypW-c32id}T?pi5hBSI4=G)UtK78tyozKY5Z8=>Y4 z_Y;ky$_qiv={7?^*hzbiC@PXZ!EL;U`G#V0oZY|Q2rg^QjH@I%ihT(>f29hqRDW$G zhQjik@_!z%_b0?%hCz15Q z%!)w_xEz<@GD4O+oj<0VO0M0OO<7Z1A84PuITeJ&E_1CNg$1P74GQ&nEAI9Ml<|9#EV@#AIg zLRra3ep82X7}MbuNW&W;B#uDNrZPh~HTV?|0Com_1;*k) zqw^4qzyXrYC?(}r<;pywo?Vpn=VvM}H{Fc|76^fB*-@QGd)Qm*))2JG#n;51x>u85 zf=Y8g8KwA4XSXtra>A|keXT{D*LBIRtg{?(WXFz64%647|1s7+-KaLdQxmpX^Hv^g zA~NOwza;vqN-+J0O7?{s7z>ZzBV7Kl$aaxV)=}v{1qB?GkX249MPtz_T|U6+0W!+q?vtCybL)LM2dXqZv7O^(keurBKgI716BoX4q4S}a*ByF-&f(rR;xQ!IZHS6rmgx|M^^P{zQ$eSSaypOXYsbJu&$lgk zu#|vu-=pM1)2Y*A0}{Hfo~OjsESmwK%X>rjJNj2S!b0FO_Mu!lOfCb7xEGmQI?EiR z&yDbykr6fV$+|fs>)+;^40>myM6sKlje?Xf)?!Y|*cBt_M9nk&nrR@ZTY|cTg!lD{ zt-(M%>WQK$dE>4XGWI~dpF4WENZ-5qwMdNq)+O65{Mz&kPS<%4Ol;IsZj848c^)FV z8bb#+Q5JD4M3Zcvxc=z7{l2P78@3ncD~(4)Y*H8=YmPFt#yh8qD@Q5hG@?dBF}U9; zL2o+`KKjb{{9~!HKNcz00|u{yNMY95MSG#wh)sYJ;G)Hr$!4zKdUg6PVzFWa>1SmU zIstkbBG&;=yWsDA+c?>a9Vng zS8MaVVQ!0+zZ`q*ll`EP8|fiu|K|6mS$eRUFQD+<=+&B%-B1R3QA>T_^t-ja8t4gB zqeKXe2__Xi;MQ{yrXZj21tw$UZca9D)y>iDd>O~4)-EsGCKlSn>4mfUw75Lblg(vG z*>L|yRMsRE3l`c0ZY*v*jaPZeekX=Ra@i|qv7BbC?>bQsfP!ibgY*hDTM=GkUFHcy z8Pg5>nY7$N3glNP`1KcL%(<_k0IpT0yK;&XClZ)BY8nV=6-8dzFis{r4b;qR@1>U0 z_^)S0b9W)hX)C!5yX)d1FdyoS%oNC_l?aE&*R2LqocSY%OKq$X8yt$)rNKgS>!h8U z6UG2#`C<+so0eBy_Rqi+G=k=q1ZZ>J0M}2o{3R4X+)7hN5YMuYEvd0lpDb81p34ep|N))Fr3Z!TUl6Kze-D+fU9Eh7AtjV_H>|LI_r{cMbb zX7PjiQ(0m|S+>~^gepRR=Jg*+OTuYWKanAUF?{TMN`P<-j(gDPuHY?;B!AjQPDNd5 zWqYmm?}k6{A^(Y1;ww;Kx~z6=^yAPu*X$-txeL3(XNU(}(f`+Su&FY&VJ9WW& zmU5@_5M?@2O)F=cls)_y7P6-&Cr1V5@0%a+-)Ot&y=U|(^zeQ~ejM%|U}rEd)3jzq z?guZG5aVbT7=iufD^gW0AU+F-!Gkx(*gdTd7-+iQ0eS+q2|RD4E2?$BK=pxy$*6Bo!kP-5 zC_>JZQheHUEa{zfX*shiW6G|>so&p6Eza8S{i@n%BS#R4#bYZ1LW`Mdp6|EWYS1ZLDJLY{6qxNJS4czw)MJ9SI{2 zZDjc;du5Hf40@{a*qzKuihMqeVEwHNZqR{q%iH0E(@8+Y?4{k&Nv5qb+uF6$1=M@NjF2?l1u_%!;K908sKS8E&HY%HS{EGu(`synC1I3=5 z&c~{MwbisJet4H31LnlF!CH!**J_P+yENo@OrH%o6{$9V;f7uDdf}artS_a*P>{1L zS_$01s)@*&;PgEU?VHA=po(}7vNIEg9q78*=>EWRmFVbcs;0_RwdF&pCqE9RrinxQ zcY5c}cS-L6bz|g?Xl!M&2Qa#`U`|0+#5W{O4$cW?4wxEAttM^q!J>(yLFFiJcho;G zmJWTALN1mm#`vEm%kD{_)wypL;UW=mC3BqPGdCd9 zDg9LK`>ovay(HfDL!9=Z@y)@v2!!|(uR9Cv@Y&?wnXVf7)~A(kI)#ynOpv}E2kUQD zchR(RavHc)c$*9bLYrOn(*Vs)aGIrm!1bx(H;H#@F2Hj8#I6npt|0&iw@#pO4K2yx z)Vlexh#c31I#^)Q(_-Q4G3i1QMLa4z5YByv&~Qct!kO>03w!WamXJ58xGPG#&U|vt zw%vb{x_YE2Hk6Y*!7C56^R{YE%5^mURd+08F~ z%1fqKpeVDrQEx$i?x9y3965aBJo>dBBaiy@m z1K+C*1L*W;5g^iN7oJO0?d&obsIK4c09P*KvUN!M?WP-a(e_mr(6pIP!PQ_sZ}R90 zS$XTbtuR%*C%npOael4fb?Uwky2eUW1JiR8gXek8guE;&BKGWyLpe)YiSifC$94OS z^g;#-O36mM29Aql7p3iMzRfJ#nqkdtYAg@AtNBc=6YIEve%d5?+e=i)^`!N@a7k$w z7YP35atQpYzk@#5GB%!1F!)Eyn3@cSy{5jpG(=cVD?-_-l zwW~L$&2xtXn3>vp5f*%= zb7&=zG_DfrODHeRNn|kfjXyOD& zkan_t5^8_O984`xhsY;B4TK)NL7wsW1LO@I(EtV-LW=Rjw1PQ@q&mLf@2vepueqwkcl*MQVkbRe z&{5pG`(?C4Utd#ql_n-Szp)_hq0()E96y-g)qvK`uJ?YL8OA}I3OY64hn!dwf<||k zR4Ed|EuZG@Ll^#Doc?{XSa4)lFQn4Agp6PP^I47tg^fYSX&_~-MJ}9i#Xe{9YQtj^ z%WYf~h_tQ3$PWCuG9_pwy5IK52RjY^%`8HLhnVzhpe>;l2o3nfMnUe==0~}TGkY_- zJ}vI2H(@7U?ai==Y4~&^hx^A(UbVXLAt#VVc>YuUH3>QeiFTbRQc>X^>2ORlNYt`$ zIcm2Ze8(Vi+BY55X`uiQ?K(aE7ATjw@O2 zKEd4awTDJ8CmkUb>>BuSg9&Z?`kWp5CC>Z1|9U<;^}3F_$cX_)N@j;2NSZbpP zKyhb6j}{v4({g6{3eAN(2kXbpuC?raTDXXwAJ7J2ztv(%3X6Ym8s^sdvy zP*<3sfyelg7_V>EkOC*#PpkW<#w4h3GUbWa<*npW8Vac!F!*s+u+oA-#lINOFQMk3 z*hQ%bBU<`k)p1Ms)meC>ja;tSd^}&0>%>d-_Ec^xJ1}Ox%S~w_=!j+brgqn9@D*FQ zHAyj!zzF*<;jU*VrB_+qoT|}*_oZpYL%8J)r;|Y*O9?0}_&}N^RV5}A6%Tp30F|Lk z4D-Vs8HHXe5uZLI7U+Izt_qtgUA?f3S9si9cy3R)C^p<}I3**#bcB@t;Tp^tu1wQt z>BE0=kC4|j-c4o?lbYIG=N<&Dc+p@L^g!Q;Os3eB8#llt5}3>;1jCCN!a|%WW!Q3v z{=H2bOjC4X&A+F2zPZH)JipOj4tE&yP+Pv3nD-|Q^D?7u6?{b#2+R_OXncw(f}&D8 zYfn%ej{Rn@JJW9>wNCz(kXBjXv!%6Y)D?}NhmB(VuDl^?*HYpam8m6|6uV$ zLP&_QfVp=p+h%_6O_~_@)%T`8TR2ml%tPK8Z=gMAfa%1`={uJh^;eVz=uz+E#bQhV zJhjXJ`=|E5y|O?#zas+hN`fW-{Yw9r==$&H^#7H3imdqy1@FSRzoG!go+uFO|2Kai zNBPGD9CTZNxS;=w4yAw6I`y)c8T7o$`hPgDB%G~->z|0QW%#mS_bPUJa7L7|PjjF@ z*+HlAB;XBapo!|{q&6J-N>l&+O8@zjeCQU*Uq4>%GQ7n^Dn=l@;8dB z|A=3Q7ShgVD0c$IdH{}l-tQpQ_aFevdmHL2dm&>=>tK-qNR+BRB6ifLOvzmHrnz-Z zj=)RgBr*6*ns{4bpUV^8(y2ZH)QJ<_3lu5*k@VqWdc1HQnr76ARZn}GfB*b?#wz6?*tlurAngYfts5lo@1C&4UQfR>p?F*& zcM4ZpQy-onH#%jM^6Z#^!maotAU#&pY{0VS>SjLs<;&xZyum}lCP2Cx>_Pp6w=PN? zzum!@G##nq!1Z07N@c#KUx7bLF;l0S=3vSNRk^(02qj;*RC@FA@}8#F>w#JU$=! zT5+@K=QYtz6L4GOm4L&q0FL_^;JEAkegKZ60LMK5aNHe$^PI3CpZh|fF$?$U3ZDgg zZJYDC+fD?-yN?`>V~oX5+0`#T!*1Tv98rl-V`hrySqgzV?la)~OHVR*Y%~Bi4WmYY zjxYqy59&_ZLD)7Eg5qX9*zpWlBYH2@XMs;7JZ+UVEK(HLHh_I`$m;kAfGs0JA4e5I zO83^a-qtlTU=wII=6(l_0mehX!dPcl>n2&n$0wye)64+TTtJluI;m;{q+7Al1Wp~p z1h0T^){N~l5gn9(`}tqrY(-S-uGJ^6wT}*-^HBRmF*cv|W}kJaQ>t6nCB!TP;J9P| zx}BZwC4OR?cMGk>+yLZx@3H_(V}Rq%1UPPwDvwDUfaAW60Wsl3z5rmkF2BJx9HAlC zp=}Qoasf?BF>aU-mj%Jy0OWO(H*c}6fVL4FJj@0!uwj$%M1%Ti7~`ztKhS^QBX0lt zgnD!i^mZe-^E$Vo435AICHutIqCZKma|efnA3Y4Si-5|TV{>@8xFabHmO--19*#Cm$ zwoxw#g+C`7+~W@?1pplPMsxS`$!yMc0J_0l-xr?80yDTi6FPyP^X;40RVXJ=9fH3@ zfQhM%-jQ~ND5t%~psR>|!PUcZx5%D1;32$0*mV|ChM-QNlp71^GrSxfvc_q&%_X~g z0nwd#7Awbli3lGyJGYSI-@gjM2jeK;2<5{js|nK(M66)BSmh8hHlX z)K{$qs*|rvi?iC~rIVnoCNer}E#FXPgq?i<=wtIu=pf?MW7?+55r$;B+~E1J?Cfs0 z1W__GefL#(0ZT2{4}_t$TO|%n=QafOsQ5L=5MNb{IVksm*Wi+Os@+5sks28!-S)>q zETacHW#yhEh=(+^)0tg{qD$+!U2=rhJV}QNv{`fy zRZ@wod?K5@PLCLg)6G(#*N15K{z9Kq(qH_;{vn6a+*2I#+|*;@Md;Epjwd5%5&l<}n&RrF{VUTq&-o#HbjrIBh79&c{6Jc98fmi>BhcfygC{?O z;Z;!#-Pgh31zeW5v}XHu?*Xj>z}J4uMNZ+_E`ur5$FvYj4vX*)%ui_oc08yM_H;aE z3uNU`$3SAWWdvQ)G`{HkYnaf$>TUqgm!Iy^8)Iz)<2zOD0a6?9gK1pX$|&wfq>Vx4 zo{`d)EEXlo38W^`231t#Wdf=NtI*$RINS8aU2hj+gM-wCJi1#&1mcX2Yp~k@r;JEkaQo9-$ zJn4I(-!hwrnxPsYa=M2aJavS8MKpW>KxA70ZmeT$jj*3R3tWp28l3L!hzzY{*N6D3 zS#r_JzwrV4@fOm|K~flI50!j>0MUUsNJCuXsn1yu#eyp<@iBA(Lc1KvQ4M)f57Jl8 ziWxrHic~F1!W&rDaqmw1uY(9%=o6Pq`!-=}z^!c_LJPhVR(K@$`e02}g*Ow67!B$D z3^~%3;QFn9U8WHMXw&a{F24XAx0~wCx9@xO5EKxuUmR5OOfI5$3u=cBRW^Bn?m`R# z9QX3M`zZ_U93$`^#*E#p)`X9nSWi7zO2=4#&#+Plr~c(D(#0qJyvnmL6NZUo$fh*{ zx6h+t_1x#{n>T#62JVGxNt2oD5A=-^E<+L^7pds?&|JWqa|f6dN3*A(dOn)GzcFF= zIgnqy5AoWcj*Ex`hemn=gu{2t&x6~i(x~Bxr@lyqVI*2eXKeXA72d~6sptHvR&5$K zI^|Iney$_ktCRMjd?7FD1h^P(n1_a&m5DKj>WkvHRPD!T0EF-YD5+>V{%8uzF*HCG zQS-wwAb!7_K>Do2r|FxH=h!-cY0E}ElcCS7zz6ktt_xursE~Xt*TctMdAQB|B@{NS zmt_5kH2QbhbJ%4Ij%>y|2$~N+zo~pIFH|WaXDk@KQ{t@-{(iuB=)iyT*TcTSi`nht z=7|@uX3U1W_;FH{0Sfg>vHdmTBXr1N$%VO7LNdp08sfM;C&0HC94=NykEG;wn`@Uh zjldr!czV0!KScbxqRMOI$XeF-&*$v+xvya)t5&%7;tU(m4EnL zu4=bjptv@?c6-d%bMUQ+D04@7SN>BFpO(c$rp;Ly?EjAb1J*S>?^LNpv1xX6e6eP_ zZr}P{zU3<0ItzWv@?YN1Rf#;(*7!sACZ*|jmGDrKJOn=FwRD~3;6l#ba@S2`tOGoB zRrn*~PLXk92)e>!R_+@T{<8Z{yI=nT;caHawK`{iM60dp4RcF8vuasK?=VUsUWgUs zb#Ir)hbIFo_G!PDOZ;jtq3|9X=PFX49 zJq^wk;H_Ea9W|W82NK}X9&#Z3qq}CSp(dnJqXXWCCKelm$F-%)MJ+&3x}8Dct>3Mi z->(!y&91e@Dk%cRTQx#-{uua5+FPgtG{XnWzfc92jPq2#`_$M|4BLVvS!85)xpu$` zNjJHN7iVC+2Su+C8J+PIpy^9rwQpG;MeMe$-xjInmRF4qOBf0w@S!0@>R~{YAOzG* z#%!A99k=GBj66(Mgl;-d9^QVI#14;!8#DT*`T4t@{pWAaEI#Fe@1s>ZD!^M(*7L9)#k!t9^2+KVX|l6$f@#`DkM}+7Wa?)t(xR_}%$tdVSD}!Wb~0gKkd!Zd(~-3w_f|Ep`|DTG3Kc z&Y)h;E7%nmI9ek7Eb&tj+Srg=B()%ORmn>Hu<6(6KgR$m6@%euEuVJ<4X3kr(E7-n z`{4(cAHSl6PZoYZnV3Pl1(DlvJ-~6t9kA3mAc)b>oh`f7H=s`UO#C~Ctk-YtzvPod zuo|WDagyV845m~izW^!$zQ5djrBA}b%5Q)|+wXlfo5!fU`uRTK?|zOk=V*tLsXNqc zggKFrP^jzT0>g0Ju3W|r4i`nvfsKOm`gN7U*%H5L8Shq*40JmzeRJ2Qx~G)(}#d%!KNwza ztncc$eu{DW?pRVVK+XPDTeK4*!plv1DdZ6vl5c#Kp3g*kg`y#~4Jdh(NjT5vtSvDu z;^Y?V=0WDts*Px?IDwVVpU^#af;un$z`Z3V9)_gVD~pZZ7*gmJN7`US7# z?^7HREQtF937IroW(^6WxnI%b%8xtZs^PcNp|a&e$q zT0{A9HOW6mn8#GT?eOESuRTh54XIR;I63u9@Tvpb28x@Vsc+$JL!0@xswv znZCg~{BrjU)qz=e<#L6p4kiDR9vKO+Ja$I7>*p!f&9L*klJ-kd2b`iex%^!6#w_Oo zAIius1K{}St=1lZQl(TBi~!DL+loKj<#q8f zB3h*$E!d8f8##=kZZ&8elKMd=&zE+-auG;T^xH`Y)MUAE-KURTar1PAK?G)X2f73+ ztIINm8+rYkJiiLY*0{a*{{7TAn@)}9l{8XbE~gN~dT?8YtQ5$A1^#4S)`7`&8`rm4 zr=e$&j6H;hOmt`m;5W(dm@fv{2(}ZuR$t&MI7>%}$mp8i{Af zAaZMQ-q`ApxU;)iH@J$9#&?$|;`BU?3vkVYKJ&Qo z89%@N%g-4HQOh~gU>tRBU*D+0DDOWS#&NXj)}-kOvd&fTYTjH}sEYD#DWjl&p1O&=B#O&=c+2!3T6Gbj4xMsv zb2omGZ3#($c}HqLi5Wve3bs#u#;BagKm1kF-`mCa3(5@WV*s?8>_ceo3V-tkRC~eG znf`|P{e`yg`(nyvJ8QX>^FD#BJ+D-S^q{j z_6)vD0eJ;q-spEoO(73hQ-p&y9z({345MK34*o05dyAAsm43=}4nGI)U6Sz*5;OVq zmTKxbcPf()uXt}(Z##JCU+LfcjJ{Kt9N8-g8Z^rb^)b-Ri39jb0=nI z1{PzP_9=qJuK=-+=_F=wR!BT_uUCjx@^tiKSq^!oIT4OgN6DcQ2gQs=DE5oY!Z)(c z!F;KC9D%Uepwz06lZOAWe-3}FacZM)OGS1wV4hM%zZ%43usUOm-f<()E=Eew#UHXeUj;`;V#CsE*Uccv7 z26$8dZsT(Nmsd=**tn`-{|SU#2gJoz#v}fvSsk0Km||J<4!aKocgRs1)_Y6*S1z&U zAZJ-i$_0bIV#qeG*3khayReQ_o^lYmu}9BItHP<{zr82acJBIbwbi1GoCA9gF~HJ1 z7E=_Y)DbYFo__v5oqRHo|KYp>_B?xmS;&2#wp2r1px}iuVgJ1sY?>5N2W#0_tlbzI zpGk_%*JMH(@72(gz6VjPN!OciTTefe;?m0>j3o_#ZR$VTJFqvDEJYIh+6Ysl$A36m z-BN;nipt@k@;#X8!M+t#sbeqIEzDU8gt)u@M^z$vu*PPG4!%4Ng!tK$6fJ?D|r3(xd&QkvXw4R^xeGl{ahm;?Ab`J0)S0h5b_Uq7lLzREVT*L(!roU;N~d^*yYc2bmPv407~;h3NCbly z{H!KSt8WNBlTHEguag_(e<`5^ni68cxpe*Mh}gt?U_k+ws$Kbtu?=UaL-n0HGQXJO z#ua8_3-0=gIBoxummkKvXa@-uJTQnek%sfhD4zQ++9~rE@6;IC@rI1iF@)V}ug~LS ztYc|8w*V186Li5!nT3#axz{vbtw>~I6;kVqxNb6Mq;7oQbCVw9Vz%krWrFeWj#y!z z+@6Oej}(wggzf<{r5f&WXZV-p2xtCY&iVQF#LFzqHPnR+jecvY89v?#%D(ESdE^+a zcLF=x_6|4Ok?Xg6DMKZ_@Amk%mk=p%wJIeImCQ0zO4ZEZWnz;q?*_WzZTPmO=mSnpP5x$}8&k|pkC{?k=x+1j!~Oo6avC_f{a8k`WKe4K9FhcvG-TWlMg;GvtmDn7jM_ zliTzHvlmc=Gh$1iYi&Yy z0K+!iF?g|^#)l16j=Dl6H>GE&1QFRJZ;Wa`k}t8&)!a#{G98(*BRvOes7thKv#+K|^%w<~0(VN9o{!v2M}Xnc!>IRYB$&SJ6M;{Kuk zhmq4htmVtaQHK|n!Y~HkDy;lgc50`hkl|L4tDWg*k6i+O2~cHZ;rycWL#OvX;9zZa zrJaTFUCKsI08h(YSrh5)ToQ$rWukz2{*|K~9811h`^o5C4({$Z?rS@-&k$kM@yR6T z&JXE7Cw?60PyQxd=*?X#W=uwK4F%*iQ|GM!FmXz8J9LEUQ>!sk{9u-bj4k0#kEZO@ zHLt!%P29Hg1Du%Ly(k8&#JQ?KCgIQc_x5`9NE$}M+Ko5hlB(u}7^hrm)GU5mV`{E{ zn^kt}@|4hhL2YxMtEaM%hu`>_KiwItCJGk!gJ}(!gEx(Iq#2VeqS`YH@f8Q*NWa`m3v^1i*zpLjc#ogO|g5C}CHQD&9f<`AyaFVTH?1K5! zQBInzqkj{&Q|y)ylVzQL-Aox;L=*$|1V0{TA^=F1=EdUO9IPh3mC=+A^CEm2%iZFT za?g$=b@Q{M5JTf?k;C5>5XpelC{WRg-lgRyE3PKa{;G(*C#mg$IQY({MYkzR`3P$JcUf+h+#en0}ihr!X3EKX4LcMSN)A`XEruUaT`|XP4hXa!%7<5w{YR)N)#_z{Px^^RzD_Ww zGGMGL3}J?I^Cp(DZ0Rs4%4Z?^f1rk{58CCh1oWYZvV8^uPG`xm6vx0t^F$<~AV*SHhtxCb zyni8}>XAxCy5}|)p}c0WG4ks=Rt^(Wmd+m8#k<7ST8_@e=Lc)sqU81Jt!)4@DS^7B zQksH~63&dFIS|Jn+1RrVKw+0g))x@HtNU*25&#B-33Miy)E~3%CNDG(3#lch_G;4A zN}ZoIN2S(p0V?lL$!S{}Y6j ziB(DGqn^H2`fe73b4*Rx8lGm*t>Cw>pZrs>Y4F5-OPjFtsJ!h55)jkY|KSYZxrgg3 z12v|CU}7<_n|=H2`LZ)~%oMZuE#U*o(VzT(nBgAHjk3Ga#z1S^@r}9> zqBK>*zyc$sUWUfLG;_f}O7_t)amRsEJkP;#kZ9<2F2Hf?epp>p^nQ7pQiKyQH&?W9 zVE|YLNh6>ayu0RQO*PY`HDqwmN#H~dgbHh9?ET2`h)h>|KKj%jo~rq(G}y#wtKT?( zkVbdR6OAEKo+CJ*@VAJxOP2((6WIRehAA>v9G<#d|q^!=Zy zIS@&Pwf>#OJ$6ZBJZKhc{=Ygf7S1?SmQ&rVy5@iXAMCwVTvgrsw=3PAO|-QA5K z-JME@gmjlkcS$25-Hmj2cY}nw=R%+O{bRoe`)q&S6Hkw1b6R1g zG7Z{J<|%#@gVO9*Sofd4fn%TWuHD(*_QX(;o%(1rFe1 zn*h=*U!1+VHTp-;um|@D1wYCsFChd(|48*)v{Phcoo49$U~ z=-Te9O*4f+MWEoPwK3Pkz*bS-z>36Uknq~NepB*+ATeVul3NGbTny;*jQ-u!3%018 zRMLyb$2qKzh;u@3j2h{zV=-XZtb)IEhx_@hSl3%B_xRIccOUJRf?pV zHpywc>y%&H%p6zON#Sc2cCzWrBQun{S_hgoL+d45Pj}T2eo#UAp5UkAh(rWh7O+eD zD0~w6bo>3=I}fc-OX;9m5YS_CVg*d|G#C)%?_Jf2OCnTD(UBM0`aNaU;7NDiJ4WwSqvt$~148#CZQ4?T8-Rk+%DW60PoA-|3Zx`!=C z>Gomw*WasxDbIUN3>Z%K(c=Nf5vlUoGL+ru`m<_kSZ;1Nf?HM+p|Z)gy@p~tTSgb@ z9<3tQmG!y<$VVjk9z^!Zgzp{frmxAu9K4p6!q-3vrraj{Al$`nzD~fNIaEj3FfaaEKKh&rs^B0ksl;7$2 z7{Bq`e%+&@^M;b(9ne4s+Lon^E(x@tfif2>GQWM>%5^9tkVo=?uRZqqIiesFjrI*Y zB=S}2Zt0_Kl7v`@SAcst|Md_noYtyOML`<&2Z8I5R-ID(D<|lGz33h7KC|Lk`{aZ` zaSw}0C4(VyTdGB>>5j0kk+6|Ik7JH>VF(pe1E=|Gd49cHmf#k-@ z0`45!BWUzAt(75eM8&oYBoKL}vAB5m%^Y;1H}#o8vHk_^xY)}YpO~d04(;{BN%Gv7 zxA)GD{tZkb7W@X3+1M>1%34E^umTIHi${&arg4e@cB+DmfH7gY#wllY-(Ek*9*6J= zu?FXisy<&0Aw1%}p@jZGV{l(*7qGi)h)qg-`j|078CidJ0Iur4nedHK0c>{Bx_u8S zdE