{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":84896,"databundleVersionId":10305135,"sourceType":"competition"},{"sourceId":9178166,"sourceType":"datasetVersion","datasetId":5547076}],"dockerImageVersionId":30786,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Feature Description:\n\n1. **id**: A unique identifier for each record or customer.\\\n2. **Age**: The age of the customer. May have missing values (indicated by 1181295 non-null out of 1200000).\\\n3. **Gender**: The gender of the customer (e.g., Male, Female).\\\n4. **Annual Income**: The customer's yearly income in a monetary value, with some missing data.\\\n5. **Marital Status**: Whether the customer is single, married, divorced, etc. Missing for some records.\\\n6. **Number of Dependents**: Number of dependents (e.g., children or others relying on the customer).\\\n7. **Education Level**: The customer's level of education (e.g., High School, Bachelor's, Master's).\\\n8. **Occupation**: The customer's profession or job type, with significant missing values.\\\n9. **Health Score**: A numerical representation of the customer's health condition.\\\n10. **Location**: Geographic location or region of the customer.\\\n11. **Policy Type**: The type of insurance policy purchased (e.g., health, auto, life).\\\n12. **Previous Claims**: Number of previous insurance claims filed by the customer.\\\n13. **Vehicle Age**: Age of the insured vehicle (if applicable).\\\n14. **Credit Score**: A score representing the financial trustworthiness of the customer.\\\n15. **Insurance Duration**: Duration of the current insurance policy in years.\\\n16. **Policy Start Date**: The start date of the insurance policy, stored as an object (likely a date string).\\\n17. **Customer Feedback**: Customer’s qualitative feedback (e.g., satisfaction level).\\\n18. **Smoking Status**: Whether the customer smokes (e.g., Yes, No).\\\n19. **Exercise Frequency**: The frequency of physical activity by the customer.\\\n20. **Property Type**: Type of property insured, if applicable (e.g., house, apartment).\\\n21. **Premium Amount**: The insurance premium amount the customer pays.","metadata":{}},{"cell_type":"code","source":"import os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n for filename in filenames:\n print(os.path.join(dirname, filename))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:50:41.786982Z","iopub.execute_input":"2024-12-03T05:50:41.787429Z","iopub.status.idle":"2024-12-03T05:50:41.832415Z","shell.execute_reply.started":"2024-12-03T05:50:41.787392Z","shell.execute_reply":"2024-12-03T05:50:41.831026Z"}},"outputs":[{"name":"stdout","text":"/kaggle/input/insurance-premium-prediction/README.md\n/kaggle/input/insurance-premium-prediction/Insurance Premium Prediction Dataset.csv\n/kaggle/input/playground-series-s4e12/sample_submission.csv\n/kaggle/input/playground-series-s4e12/train.csv\n/kaggle/input/playground-series-s4e12/test.csv\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport warnings\nwarnings.filterwarnings('ignore')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:50:41.835131Z","iopub.execute_input":"2024-12-03T05:50:41.835606Z","iopub.status.idle":"2024-12-03T05:50:43.10833Z","shell.execute_reply.started":"2024-12-03T05:50:41.835557Z","shell.execute_reply":"2024-12-03T05:50:43.107272Z"}},"outputs":[],"execution_count":2},{"cell_type":"code","source":"train = pd.read_csv('/kaggle/input/playground-series-s4e12/train.csv')\ntest = pd.read_csv('/kaggle/input/playground-series-s4e12/test.csv')\norig = pd.read_csv('/kaggle/input/insurance-premium-prediction/Insurance Premium Prediction Dataset.csv')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:50:43.109904Z","iopub.execute_input":"2024-12-03T05:50:43.110325Z","iopub.status.idle":"2024-12-03T05:50:57.149Z","shell.execute_reply.started":"2024-12-03T05:50:43.110294Z","shell.execute_reply":"2024-12-03T05:50:57.147955Z"}},"outputs":[],"execution_count":3},{"cell_type":"code","source":"train.shape, test.shape, orig.shape","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:50:57.150562Z","iopub.execute_input":"2024-12-03T05:50:57.150956Z","iopub.status.idle":"2024-12-03T05:50:57.160571Z","shell.execute_reply.started":"2024-12-03T05:50:57.150919Z","shell.execute_reply":"2024-12-03T05:50:57.159262Z"}},"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"((1200000, 21), (800000, 20), (278860, 20))"},"metadata":{}}],"execution_count":4},{"cell_type":"code","source":"print('Train Set Info:')\nprint('----'*22)\ntrain.info()\nprint('----'*22)\nprint('Test Set Info:')\nprint('----'*22)\ntest.info()\nprint('----'*22)\nprint('Original Set Info:')\nprint('----'*22)\norig.info()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:50:57.163599Z","iopub.execute_input":"2024-12-03T05:50:57.164082Z","iopub.status.idle":"2024-12-03T05:50:58.489491Z","shell.execute_reply.started":"2024-12-03T05:50:57.164037Z","shell.execute_reply":"2024-12-03T05:50:58.48806Z"}},"outputs":[{"name":"stdout","text":"Train Set Info:\n----------------------------------------------------------------------------------------\n\nRangeIndex: 1200000 entries, 0 to 1199999\nData columns (total 21 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 id 1200000 non-null int64 \n 1 Age 1181295 non-null float64\n 2 Gender 1200000 non-null object \n 3 Annual Income 1155051 non-null float64\n 4 Marital Status 1181471 non-null object \n 5 Number of Dependents 1090328 non-null float64\n 6 Education Level 1200000 non-null object \n 7 Occupation 841925 non-null object \n 8 Health Score 1125924 non-null float64\n 9 Location 1200000 non-null object \n 10 Policy Type 1200000 non-null object \n 11 Previous Claims 835971 non-null float64\n 12 Vehicle Age 1199994 non-null float64\n 13 Credit Score 1062118 non-null float64\n 14 Insurance Duration 1199999 non-null float64\n 15 Policy Start Date 1200000 non-null object \n 16 Customer Feedback 1122176 non-null object \n 17 Smoking Status 1200000 non-null object \n 18 Exercise Frequency 1200000 non-null object \n 19 Property Type 1200000 non-null object \n 20 Premium Amount 1200000 non-null float64\ndtypes: float64(9), int64(1), object(11)\nmemory usage: 192.3+ MB\n----------------------------------------------------------------------------------------\nTest Set Info:\n----------------------------------------------------------------------------------------\n\nRangeIndex: 800000 entries, 0 to 799999\nData columns (total 20 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 id 800000 non-null int64 \n 1 Age 787511 non-null float64\n 2 Gender 800000 non-null object \n 3 Annual Income 770140 non-null float64\n 4 Marital Status 787664 non-null object \n 5 Number of Dependents 726870 non-null float64\n 6 Education Level 800000 non-null object \n 7 Occupation 560875 non-null object \n 8 Health Score 750551 non-null float64\n 9 Location 800000 non-null object \n 10 Policy Type 800000 non-null object \n 11 Previous Claims 557198 non-null float64\n 12 Vehicle Age 799997 non-null float64\n 13 Credit Score 708549 non-null float64\n 14 Insurance Duration 799998 non-null float64\n 15 Policy Start Date 800000 non-null object \n 16 Customer Feedback 747724 non-null object \n 17 Smoking Status 800000 non-null object \n 18 Exercise Frequency 800000 non-null object \n 19 Property Type 800000 non-null object \ndtypes: float64(8), int64(1), object(11)\nmemory usage: 122.1+ MB\n----------------------------------------------------------------------------------------\nOriginal Set Info:\n----------------------------------------------------------------------------------------\n\nRangeIndex: 278860 entries, 0 to 278859\nData columns (total 20 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 Age 274175 non-null float64\n 1 Gender 278860 non-null object \n 2 Annual Income 264905 non-null float64\n 3 Marital Status 273841 non-null object \n 4 Number of Dependents 250974 non-null float64\n 5 Education Level 278860 non-null object \n 6 Occupation 197572 non-null object \n 7 Health Score 268263 non-null float64\n 8 Location 278860 non-null object \n 9 Policy Type 278860 non-null object \n 10 Previous Claims 197572 non-null float64\n 11 Vehicle Age 278860 non-null int64 \n 12 Credit Score 250974 non-null float64\n 13 Insurance Duration 278860 non-null int64 \n 14 Premium Amount 277019 non-null float64\n 15 Policy Start Date 278860 non-null object \n 16 Customer Feedback 260511 non-null object \n 17 Smoking Status 278860 non-null object \n 18 Exercise Frequency 278860 non-null object \n 19 Property Type 278860 non-null object \ndtypes: float64(7), int64(2), object(11)\nmemory usage: 42.6+ MB\n","output_type":"stream"}],"execution_count":5},{"cell_type":"markdown","source":"# Train Set Statistical parameters","metadata":{}},{"cell_type":"code","source":"train.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:50:58.491303Z","iopub.execute_input":"2024-12-03T05:50:58.49183Z","iopub.status.idle":"2024-12-03T05:50:58.530373Z","shell.execute_reply.started":"2024-12-03T05:50:58.491773Z","shell.execute_reply":"2024-12-03T05:50:58.52905Z"}},"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":" id Age Gender Annual Income Marital Status Number of Dependents \\\n0 0 19.0 Female 10049.0 Married 1.0 \n1 1 39.0 Female 31678.0 Divorced 3.0 \n2 2 23.0 Male 25602.0 Divorced 3.0 \n3 3 21.0 Male 141855.0 Married 2.0 \n4 4 21.0 Male 39651.0 Single 1.0 \n\n Education Level Occupation Health Score Location ... Previous Claims \\\n0 Bachelor's Self-Employed 22.598761 Urban ... 2.0 \n1 Master's NaN 15.569731 Rural ... 1.0 \n2 High School Self-Employed 47.177549 Suburban ... 1.0 \n3 Bachelor's NaN 10.938144 Rural ... 1.0 \n4 Bachelor's Self-Employed 20.376094 Rural ... 0.0 \n\n Vehicle Age Credit Score Insurance Duration Policy Start Date \\\n0 17.0 372.0 5.0 2023-12-23 15:21:39.134960 \n1 12.0 694.0 2.0 2023-06-12 15:21:39.111551 \n2 14.0 NaN 3.0 2023-09-30 15:21:39.221386 \n3 0.0 367.0 1.0 2024-06-12 15:21:39.226954 \n4 8.0 598.0 4.0 2021-12-01 15:21:39.252145 \n\n Customer Feedback Smoking Status Exercise Frequency Property Type \\\n0 Poor No Weekly House \n1 Average Yes Monthly House \n2 Good Yes Weekly House \n3 Poor Yes Daily Apartment \n4 Poor Yes Weekly House \n\n Premium Amount \n0 2869.0 \n1 1483.0 \n2 567.0 \n3 765.0 \n4 2022.0 \n\n[5 rows x 21 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
idAgeGenderAnnual IncomeMarital StatusNumber of DependentsEducation LevelOccupationHealth ScoreLocation...Previous ClaimsVehicle AgeCredit ScoreInsurance DurationPolicy Start DateCustomer FeedbackSmoking StatusExercise FrequencyProperty TypePremium Amount
0019.0Female10049.0Married1.0Bachelor'sSelf-Employed22.598761Urban...2.017.0372.05.02023-12-23 15:21:39.134960PoorNoWeeklyHouse2869.0
1139.0Female31678.0Divorced3.0Master'sNaN15.569731Rural...1.012.0694.02.02023-06-12 15:21:39.111551AverageYesMonthlyHouse1483.0
2223.0Male25602.0Divorced3.0High SchoolSelf-Employed47.177549Suburban...1.014.0NaN3.02023-09-30 15:21:39.221386GoodYesWeeklyHouse567.0
3321.0Male141855.0Married2.0Bachelor'sNaN10.938144Rural...1.00.0367.01.02024-06-12 15:21:39.226954PoorYesDailyApartment765.0
4421.0Male39651.0Single1.0Bachelor'sSelf-Employed20.376094Rural...0.08.0598.04.02021-12-01 15:21:39.252145PoorYesWeeklyHouse2022.0
\n

5 rows × 21 columns

\n
"},"metadata":{}}],"execution_count":6},{"cell_type":"code","source":"train.describe().T","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:50:58.532073Z","iopub.execute_input":"2024-12-03T05:50:58.532458Z","iopub.status.idle":"2024-12-03T05:50:59.431226Z","shell.execute_reply.started":"2024-12-03T05:50:58.532423Z","shell.execute_reply":"2024-12-03T05:50:59.429863Z"}},"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":" count mean std min \\\nid 1200000.0 599999.500000 346410.305851 0.000000 \nAge 1181295.0 41.145563 13.539950 18.000000 \nAnnual Income 1155051.0 32745.217777 32179.506124 1.000000 \nNumber of Dependents 1090328.0 2.009934 1.417338 0.000000 \nHealth Score 1125924.0 25.613908 12.203462 2.012237 \nPrevious Claims 835971.0 1.002689 0.982840 0.000000 \nVehicle Age 1199994.0 9.569889 5.776189 0.000000 \nCredit Score 1062118.0 592.924350 149.981945 300.000000 \nInsurance Duration 1199999.0 5.018219 2.594331 1.000000 \nPremium Amount 1200000.0 1102.544822 864.998859 20.000000 \n\n 25% 50% 75% \\\nid 299999.750000 599999.500000 899999.250000 \nAge 30.000000 41.000000 53.000000 \nAnnual Income 8001.000000 23911.000000 44634.000000 \nNumber of Dependents 1.000000 2.000000 3.000000 \nHealth Score 15.918959 24.578648 34.527209 \nPrevious Claims 0.000000 1.000000 2.000000 \nVehicle Age 5.000000 10.000000 15.000000 \nCredit Score 468.000000 595.000000 721.000000 \nInsurance Duration 3.000000 5.000000 7.000000 \nPremium Amount 514.000000 872.000000 1509.000000 \n\n max \nid 1.199999e+06 \nAge 6.400000e+01 \nAnnual Income 1.499970e+05 \nNumber of Dependents 4.000000e+00 \nHealth Score 5.897591e+01 \nPrevious Claims 9.000000e+00 \nVehicle Age 1.900000e+01 \nCredit Score 8.490000e+02 \nInsurance Duration 9.000000e+00 \nPremium Amount 4.999000e+03 ","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
countmeanstdmin25%50%75%max
id1200000.0599999.500000346410.3058510.000000299999.750000599999.500000899999.2500001.199999e+06
Age1181295.041.14556313.53995018.00000030.00000041.00000053.0000006.400000e+01
Annual Income1155051.032745.21777732179.5061241.0000008001.00000023911.00000044634.0000001.499970e+05
Number of Dependents1090328.02.0099341.4173380.0000001.0000002.0000003.0000004.000000e+00
Health Score1125924.025.61390812.2034622.01223715.91895924.57864834.5272095.897591e+01
Previous Claims835971.01.0026890.9828400.0000000.0000001.0000002.0000009.000000e+00
Vehicle Age1199994.09.5698895.7761890.0000005.00000010.00000015.0000001.900000e+01
Credit Score1062118.0592.924350149.981945300.000000468.000000595.000000721.0000008.490000e+02
Insurance Duration1199999.05.0182192.5943311.0000003.0000005.0000007.0000009.000000e+00
Premium Amount1200000.01102.544822864.99885920.000000514.000000872.0000001509.0000004.999000e+03
\n
"},"metadata":{}}],"execution_count":7},{"cell_type":"code","source":"train.describe(include='O').T","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:50:59.43264Z","iopub.execute_input":"2024-12-03T05:50:59.432995Z","iopub.status.idle":"2024-12-03T05:51:01.776373Z","shell.execute_reply.started":"2024-12-03T05:50:59.432941Z","shell.execute_reply":"2024-12-03T05:51:01.77506Z"}},"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":" count unique top freq\nGender 1200000 2 Male 602571\nMarital Status 1181471 3 Single 395391\nEducation Level 1200000 4 Master's 303818\nOccupation 841925 3 Employed 282750\nLocation 1200000 3 Suburban 401542\nPolicy Type 1200000 3 Premium 401846\nPolicy Start Date 1200000 167381 2020-02-08 15:21:39.134960 142\nCustomer Feedback 1122176 3 Average 377905\nSmoking Status 1200000 2 Yes 601873\nExercise Frequency 1200000 4 Weekly 306179\nProperty Type 1200000 3 House 400349","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
countuniquetopfreq
Gender12000002Male602571
Marital Status11814713Single395391
Education Level12000004Master's303818
Occupation8419253Employed282750
Location12000003Suburban401542
Policy Type12000003Premium401846
Policy Start Date12000001673812020-02-08 15:21:39.134960142
Customer Feedback11221763Average377905
Smoking Status12000002Yes601873
Exercise Frequency12000004Weekly306179
Property Type12000003House400349
\n
"},"metadata":{}}],"execution_count":8},{"cell_type":"markdown","source":"# Test Set Statistical parameters","metadata":{}},{"cell_type":"code","source":"test.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:01.77758Z","iopub.execute_input":"2024-12-03T05:51:01.777954Z","iopub.status.idle":"2024-12-03T05:51:01.802275Z","shell.execute_reply.started":"2024-12-03T05:51:01.777919Z","shell.execute_reply":"2024-12-03T05:51:01.801058Z"}},"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":" id Age Gender Annual Income Marital Status Number of Dependents \\\n0 1200000 28.0 Female 2310.0 NaN 4.0 \n1 1200001 31.0 Female 126031.0 Married 2.0 \n2 1200002 47.0 Female 17092.0 Divorced 0.0 \n3 1200003 28.0 Female 30424.0 Divorced 3.0 \n4 1200004 24.0 Male 10863.0 Divorced 2.0 \n\n Education Level Occupation Health Score Location Policy Type \\\n0 Bachelor's Self-Employed 7.657981 Rural Basic \n1 Master's Self-Employed 13.381379 Suburban Premium \n2 PhD Unemployed 24.354527 Urban Comprehensive \n3 PhD Self-Employed 5.136225 Suburban Comprehensive \n4 High School Unemployed 11.844155 Suburban Premium \n\n Previous Claims Vehicle Age Credit Score Insurance Duration \\\n0 NaN 19.0 NaN 1.0 \n1 NaN 14.0 372.0 8.0 \n2 NaN 16.0 819.0 9.0 \n3 1.0 3.0 770.0 5.0 \n4 NaN 14.0 755.0 7.0 \n\n Policy Start Date Customer Feedback Smoking Status \\\n0 2023-06-04 15:21:39.245086 Poor Yes \n1 2024-04-22 15:21:39.224915 Good Yes \n2 2023-04-05 15:21:39.134960 Average Yes \n3 2023-10-25 15:21:39.134960 Poor Yes \n4 2021-11-26 15:21:39.259788 Average No \n\n Exercise Frequency Property Type \n0 Weekly House \n1 Rarely Apartment \n2 Monthly Condo \n3 Daily House \n4 Weekly House ","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
idAgeGenderAnnual IncomeMarital StatusNumber of DependentsEducation LevelOccupationHealth ScoreLocationPolicy TypePrevious ClaimsVehicle AgeCredit ScoreInsurance DurationPolicy Start DateCustomer FeedbackSmoking StatusExercise FrequencyProperty Type
0120000028.0Female2310.0NaN4.0Bachelor'sSelf-Employed7.657981RuralBasicNaN19.0NaN1.02023-06-04 15:21:39.245086PoorYesWeeklyHouse
1120000131.0Female126031.0Married2.0Master'sSelf-Employed13.381379SuburbanPremiumNaN14.0372.08.02024-04-22 15:21:39.224915GoodYesRarelyApartment
2120000247.0Female17092.0Divorced0.0PhDUnemployed24.354527UrbanComprehensiveNaN16.0819.09.02023-04-05 15:21:39.134960AverageYesMonthlyCondo
3120000328.0Female30424.0Divorced3.0PhDSelf-Employed5.136225SuburbanComprehensive1.03.0770.05.02023-10-25 15:21:39.134960PoorYesDailyHouse
4120000424.0Male10863.0Divorced2.0High SchoolUnemployed11.844155SuburbanPremiumNaN14.0755.07.02021-11-26 15:21:39.259788AverageNoWeeklyHouse
\n
"},"metadata":{}}],"execution_count":9},{"cell_type":"code","source":"test.describe().T","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:01.80435Z","iopub.execute_input":"2024-12-03T05:51:01.804764Z","iopub.status.idle":"2024-12-03T05:51:02.384217Z","shell.execute_reply.started":"2024-12-03T05:51:01.804723Z","shell.execute_reply":"2024-12-03T05:51:02.382806Z"}},"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":" count mean std min \\\nid 800000.0 1.600000e+06 230940.252013 1.200000e+06 \nAge 787511.0 4.113644e+01 13.537829 1.800000e+01 \nAnnual Income 770140.0 3.280387e+04 32201.063749 2.000000e+00 \nNumber of Dependents 726870.0 2.009337e+00 1.415241 0.000000e+00 \nHealth Score 750551.0 2.561304e+01 12.206882 1.646561e+00 \nPrevious Claims 557198.0 1.004873e+00 0.982803 0.000000e+00 \nVehicle Age 799997.0 9.571891e+00 5.772200 0.000000e+00 \nCredit Score 708549.0 5.929047e+02 150.116374 3.000000e+02 \nInsurance Duration 799998.0 5.018949e+00 2.593759 1.000000e+00 \n\n 25% 50% 75% max \nid 1.400000e+06 1.600000e+06 1.799999e+06 1.999999e+06 \nAge 3.000000e+01 4.100000e+01 5.300000e+01 6.400000e+01 \nAnnual Income 8.048000e+03 2.398100e+04 4.466000e+04 1.499970e+05 \nNumber of Dependents 1.000000e+00 2.000000e+00 3.000000e+00 4.000000e+00 \nHealth Score 1.591735e+01 2.458016e+01 3.451777e+01 5.795735e+01 \nPrevious Claims 0.000000e+00 1.000000e+00 2.000000e+00 9.000000e+00 \nVehicle Age 5.000000e+00 1.000000e+01 1.500000e+01 1.900000e+01 \nCredit Score 4.680000e+02 5.950000e+02 7.210000e+02 8.490000e+02 \nInsurance Duration 3.000000e+00 5.000000e+00 7.000000e+00 9.000000e+00 ","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
countmeanstdmin25%50%75%max
id800000.01.600000e+06230940.2520131.200000e+061.400000e+061.600000e+061.799999e+061.999999e+06
Age787511.04.113644e+0113.5378291.800000e+013.000000e+014.100000e+015.300000e+016.400000e+01
Annual Income770140.03.280387e+0432201.0637492.000000e+008.048000e+032.398100e+044.466000e+041.499970e+05
Number of Dependents726870.02.009337e+001.4152410.000000e+001.000000e+002.000000e+003.000000e+004.000000e+00
Health Score750551.02.561304e+0112.2068821.646561e+001.591735e+012.458016e+013.451777e+015.795735e+01
Previous Claims557198.01.004873e+000.9828030.000000e+000.000000e+001.000000e+002.000000e+009.000000e+00
Vehicle Age799997.09.571891e+005.7722000.000000e+005.000000e+001.000000e+011.500000e+011.900000e+01
Credit Score708549.05.929047e+02150.1163743.000000e+024.680000e+025.950000e+027.210000e+028.490000e+02
Insurance Duration799998.05.018949e+002.5937591.000000e+003.000000e+005.000000e+007.000000e+009.000000e+00
\n
"},"metadata":{}}],"execution_count":10},{"cell_type":"code","source":"test.describe(include='O').T","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:02.386029Z","iopub.execute_input":"2024-12-03T05:51:02.38643Z","iopub.status.idle":"2024-12-03T05:51:04.074536Z","shell.execute_reply.started":"2024-12-03T05:51:02.386394Z","shell.execute_reply":"2024-12-03T05:51:04.073387Z"}},"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":" count unique top freq\nGender 800000 2 Male 401089\nMarital Status 787664 3 Single 263705\nEducation Level 800000 4 Master's 202552\nOccupation 560875 3 Employed 188574\nLocation 800000 3 Suburban 267190\nPolicy Type 800000 3 Premium 267629\nPolicy Start Date 800000 158776 2022-08-30 15:21:39.134960 98\nCustomer Feedback 747724 3 Average 251217\nSmoking Status 800000 2 Yes 401859\nExercise Frequency 800000 4 Weekly 204514\nProperty Type 800000 3 House 267151","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
countuniquetopfreq
Gender8000002Male401089
Marital Status7876643Single263705
Education Level8000004Master's202552
Occupation5608753Employed188574
Location8000003Suburban267190
Policy Type8000003Premium267629
Policy Start Date8000001587762022-08-30 15:21:39.13496098
Customer Feedback7477243Average251217
Smoking Status8000002Yes401859
Exercise Frequency8000004Weekly204514
Property Type8000003House267151
\n
"},"metadata":{}}],"execution_count":11},{"cell_type":"markdown","source":"# Original Set Statistical parameters","metadata":{}},{"cell_type":"code","source":"orig.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:04.076071Z","iopub.execute_input":"2024-12-03T05:51:04.0765Z","iopub.status.idle":"2024-12-03T05:51:04.098852Z","shell.execute_reply.started":"2024-12-03T05:51:04.076452Z","shell.execute_reply":"2024-12-03T05:51:04.097656Z"}},"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":" Age Gender Annual Income Marital Status Number of Dependents \\\n0 56.0 Male 99990.0 Married 1.0 \n1 46.0 Male 2867.0 Single 1.0 \n2 32.0 Female 30154.0 Divorced 3.0 \n3 60.0 Female 48371.0 Divorced 0.0 \n4 25.0 Female 54174.0 Divorced 0.0 \n\n Education Level Occupation Health Score Location Policy Type \\\n0 Master's NaN 31.074627 Urban Comprehensive \n1 Bachelor's NaN 50.271335 Urban Comprehensive \n2 Bachelor's NaN 14.714909 Suburban Comprehensive \n3 PhD Self-Employed 25.346926 Rural Comprehensive \n4 High School Self-Employed 6.659499 Urban Comprehensive \n\n Previous Claims Vehicle Age Credit Score Insurance Duration \\\n0 NaN 13 320.0 5 \n1 NaN 3 694.0 4 \n2 2.0 16 652.0 8 \n3 1.0 11 330.0 7 \n4 NaN 9 NaN 8 \n\n Premium Amount Policy Start Date Customer Feedback \\\n0 308.0 2022-12-10 15:21:39.078837 Poor \n1 517.0 2023-01-31 15:21:39.078837 Good \n2 849.0 2023-11-26 15:21:39.078837 Poor \n3 927.0 2023-02-27 15:21:39.078837 Poor \n4 303.0 2020-11-25 15:21:39.078837 Poor \n\n Smoking Status Exercise Frequency Property Type \n0 Yes Daily Condo \n1 Yes Monthly House \n2 No Monthly House \n3 No Rarely Condo \n4 No Rarely Condo ","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
AgeGenderAnnual IncomeMarital StatusNumber of DependentsEducation LevelOccupationHealth ScoreLocationPolicy TypePrevious ClaimsVehicle AgeCredit ScoreInsurance DurationPremium AmountPolicy Start DateCustomer FeedbackSmoking StatusExercise FrequencyProperty Type
056.0Male99990.0Married1.0Master'sNaN31.074627UrbanComprehensiveNaN13320.05308.02022-12-10 15:21:39.078837PoorYesDailyCondo
146.0Male2867.0Single1.0Bachelor'sNaN50.271335UrbanComprehensiveNaN3694.04517.02023-01-31 15:21:39.078837GoodYesMonthlyHouse
232.0Female30154.0Divorced3.0Bachelor'sNaN14.714909SuburbanComprehensive2.016652.08849.02023-11-26 15:21:39.078837PoorNoMonthlyHouse
360.0Female48371.0Divorced0.0PhDSelf-Employed25.346926RuralComprehensive1.011330.07927.02023-02-27 15:21:39.078837PoorNoRarelyCondo
425.0Female54174.0Divorced0.0High SchoolSelf-Employed6.659499UrbanComprehensiveNaN9NaN8303.02020-11-25 15:21:39.078837PoorNoRarelyCondo
\n
"},"metadata":{}}],"execution_count":12},{"cell_type":"code","source":"orig.describe().T","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:04.100399Z","iopub.execute_input":"2024-12-03T05:51:04.100741Z","iopub.status.idle":"2024-12-03T05:51:04.269607Z","shell.execute_reply.started":"2024-12-03T05:51:04.100696Z","shell.execute_reply":"2024-12-03T05:51:04.268332Z"}},"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":" count mean std min \\\nAge 274175.0 41.020771 13.549683 18.000000 \nAnnual Income 264905.0 42089.085329 35444.517255 0.000000 \nNumber of Dependents 250974.0 1.998048 1.412312 0.000000 \nHealth Score 268263.0 28.584290 15.966208 0.035436 \nPrevious Claims 197572.0 0.998117 1.000795 0.000000 \nVehicle Age 278860.0 9.520283 5.767915 0.000000 \nCredit Score 250974.0 574.362049 158.792037 300.000000 \nInsurance Duration 278860.0 5.007764 2.581349 1.000000 \nPremium Amount 277019.0 966.118667 909.404567 0.000000 \n\n 25% 50% 75% max \nAge 29.00000 41.000000 53.000000 64.00000 \nAnnual Income 13588.00000 32191.000000 62164.000000 149997.00000 \nNumber of Dependents 1.00000 2.000000 3.000000 4.00000 \nHealth Score 16.14989 26.451244 38.966369 93.87609 \nPrevious Claims 0.00000 1.000000 2.000000 9.00000 \nVehicle Age 5.00000 10.000000 15.000000 19.00000 \nCredit Score 437.00000 575.000000 712.000000 849.00000 \nInsurance Duration 3.00000 5.000000 7.000000 9.00000 \nPremium Amount 286.00000 688.000000 1367.000000 4999.00000 ","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
countmeanstdmin25%50%75%max
Age274175.041.02077113.54968318.00000029.0000041.00000053.00000064.00000
Annual Income264905.042089.08532935444.5172550.00000013588.0000032191.00000062164.000000149997.00000
Number of Dependents250974.01.9980481.4123120.0000001.000002.0000003.0000004.00000
Health Score268263.028.58429015.9662080.03543616.1498926.45124438.96636993.87609
Previous Claims197572.00.9981171.0007950.0000000.000001.0000002.0000009.00000
Vehicle Age278860.09.5202835.7679150.0000005.0000010.00000015.00000019.00000
Credit Score250974.0574.362049158.792037300.000000437.00000575.000000712.000000849.00000
Insurance Duration278860.05.0077642.5813491.0000003.000005.0000007.0000009.00000
Premium Amount277019.0966.118667909.4045670.000000286.00000688.0000001367.0000004999.00000
\n
"},"metadata":{}}],"execution_count":13},{"cell_type":"markdown","source":"# Categorical Columns","metadata":{}},{"cell_type":"code","source":"train = train.drop('id', axis=1)\ntest_id = test['id']\ntest = test.drop('id', axis=1)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:04.27492Z","iopub.execute_input":"2024-12-03T05:51:04.275272Z","iopub.status.idle":"2024-12-03T05:51:04.601525Z","shell.execute_reply.started":"2024-12-03T05:51:04.27524Z","shell.execute_reply":"2024-12-03T05:51:04.600283Z"}},"outputs":[],"execution_count":14},{"cell_type":"code","source":"cat_cols = [col for col in train.select_dtypes('O')]\n\nprint('Train Set:\\n')\nfor col in cat_cols:\n print(col, ':', train[col].unique())\nprint('--'*45)\nprint('Test Set:\\n')\nfor col in cat_cols:\n print(col, ':', test[col].unique())\nprint('--'*45)\nprint('Original Set:\\n')\nfor col in cat_cols:\n print(col, ':', orig[col].unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:04.603287Z","iopub.execute_input":"2024-12-03T05:51:04.603871Z","iopub.status.idle":"2024-12-03T05:51:06.854213Z","shell.execute_reply.started":"2024-12-03T05:51:04.603814Z","shell.execute_reply":"2024-12-03T05:51:06.853013Z"}},"outputs":[{"name":"stdout","text":"Train Set:\n\nGender : ['Female' 'Male']\nMarital Status : ['Married' 'Divorced' 'Single' nan]\nEducation Level : [\"Bachelor's\" \"Master's\" 'High School' 'PhD']\nOccupation : ['Self-Employed' nan 'Employed' 'Unemployed']\nLocation : ['Urban' 'Rural' 'Suburban']\nPolicy Type : ['Premium' 'Comprehensive' 'Basic']\nPolicy Start Date : ['2023-12-23 15:21:39.134960' '2023-06-12 15:21:39.111551'\n '2023-09-30 15:21:39.221386' ... '2021-04-28 15:21:39.129190'\n '2019-11-14 15:21:39.201446' '2020-10-19 15:21:39.118178']\nCustomer Feedback : ['Poor' 'Average' 'Good' nan]\nSmoking Status : ['No' 'Yes']\nExercise Frequency : ['Weekly' 'Monthly' 'Daily' 'Rarely']\nProperty Type : ['House' 'Apartment' 'Condo']\n------------------------------------------------------------------------------------------\nTest Set:\n\nGender : ['Female' 'Male']\nMarital Status : [nan 'Married' 'Divorced' 'Single']\nEducation Level : [\"Bachelor's\" \"Master's\" 'PhD' 'High School']\nOccupation : ['Self-Employed' 'Unemployed' nan 'Employed']\nLocation : ['Rural' 'Suburban' 'Urban']\nPolicy Type : ['Basic' 'Premium' 'Comprehensive']\nPolicy Start Date : ['2023-06-04 15:21:39.245086' '2024-04-22 15:21:39.224915'\n '2023-04-05 15:21:39.134960' ... '2024-05-28 15:21:39.100695'\n '2021-10-26 15:21:39.203442' '2020-03-04 15:21:39.103737']\nCustomer Feedback : ['Poor' 'Good' 'Average' nan]\nSmoking Status : ['Yes' 'No']\nExercise Frequency : ['Weekly' 'Rarely' 'Monthly' 'Daily']\nProperty Type : ['House' 'Apartment' 'Condo']\n------------------------------------------------------------------------------------------\nOriginal Set:\n\nGender : ['Male' 'Female']\nMarital Status : ['Married' 'Single' 'Divorced' nan]\nEducation Level : [\"Master's\" \"Bachelor's\" 'PhD' 'High School']\nOccupation : [nan 'Self-Employed' 'Employed' 'Unemployed']\nLocation : ['Urban' 'Suburban' 'Rural']\nPolicy Type : ['Comprehensive' 'Premium' 'Basic']\nPolicy Start Date : ['2022-12-10 15:21:39.078837' '2023-01-31 15:21:39.078837'\n '2023-11-26 15:21:39.078837' ... '2022-04-26 15:21:39.291118'\n '2022-11-13 15:21:39.291118' '2024-01-14 15:21:39.291118']\nCustomer Feedback : ['Poor' 'Good' 'Average' nan]\nSmoking Status : ['Yes' 'No']\nExercise Frequency : ['Daily' 'Monthly' 'Rarely' 'Weekly']\nProperty Type : ['Condo' 'House' 'Apartment']\n","output_type":"stream"}],"execution_count":15},{"cell_type":"code","source":"#check for duplicated values\ntrain.duplicated().sum(), test.duplicated().sum(), orig.duplicated().sum()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:06.855564Z","iopub.execute_input":"2024-12-03T05:51:06.856024Z","iopub.status.idle":"2024-12-03T05:51:10.739139Z","shell.execute_reply.started":"2024-12-03T05:51:06.855954Z","shell.execute_reply":"2024-12-03T05:51:10.738062Z"}},"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"(0, 0, 0)"},"metadata":{}}],"execution_count":16},{"cell_type":"code","source":"orig['Policy Start Date'].head()\n#just check the detail and it seems all the times are equal so just consider the month date and year","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:10.740887Z","iopub.execute_input":"2024-12-03T05:51:10.741351Z","iopub.status.idle":"2024-12-03T05:51:10.750224Z","shell.execute_reply.started":"2024-12-03T05:51:10.741301Z","shell.execute_reply":"2024-12-03T05:51:10.749007Z"}},"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"0 2022-12-10 15:21:39.078837\n1 2023-01-31 15:21:39.078837\n2 2023-11-26 15:21:39.078837\n3 2023-02-27 15:21:39.078837\n4 2020-11-25 15:21:39.078837\nName: Policy Start Date, dtype: object"},"metadata":{}}],"execution_count":17},{"cell_type":"markdown","source":"# Null Values","metadata":{}},{"cell_type":"code","source":"train.isna().sum()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:10.751645Z","iopub.execute_input":"2024-12-03T05:51:10.751988Z","iopub.status.idle":"2024-12-03T05:51:11.419337Z","shell.execute_reply.started":"2024-12-03T05:51:10.751929Z","shell.execute_reply":"2024-12-03T05:51:11.418181Z"}},"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"Age 18705\nGender 0\nAnnual Income 44949\nMarital Status 18529\nNumber of Dependents 109672\nEducation Level 0\nOccupation 358075\nHealth Score 74076\nLocation 0\nPolicy Type 0\nPrevious Claims 364029\nVehicle Age 6\nCredit Score 137882\nInsurance Duration 1\nPolicy Start Date 0\nCustomer Feedback 77824\nSmoking Status 0\nExercise Frequency 0\nProperty Type 0\nPremium Amount 0\ndtype: int64"},"metadata":{}}],"execution_count":18},{"cell_type":"code","source":"test.isna().sum()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:11.420855Z","iopub.execute_input":"2024-12-03T05:51:11.421296Z","iopub.status.idle":"2024-12-03T05:51:11.865485Z","shell.execute_reply.started":"2024-12-03T05:51:11.421248Z","shell.execute_reply":"2024-12-03T05:51:11.864235Z"}},"outputs":[{"execution_count":19,"output_type":"execute_result","data":{"text/plain":"Age 12489\nGender 0\nAnnual Income 29860\nMarital Status 12336\nNumber of Dependents 73130\nEducation Level 0\nOccupation 239125\nHealth Score 49449\nLocation 0\nPolicy Type 0\nPrevious Claims 242802\nVehicle Age 3\nCredit Score 91451\nInsurance Duration 2\nPolicy Start Date 0\nCustomer Feedback 52276\nSmoking Status 0\nExercise Frequency 0\nProperty Type 0\ndtype: int64"},"metadata":{}}],"execution_count":19},{"cell_type":"code","source":"orig.isna().sum()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:11.867262Z","iopub.execute_input":"2024-12-03T05:51:11.86776Z","iopub.status.idle":"2024-12-03T05:51:12.031729Z","shell.execute_reply.started":"2024-12-03T05:51:11.867708Z","shell.execute_reply":"2024-12-03T05:51:12.030526Z"}},"outputs":[{"execution_count":20,"output_type":"execute_result","data":{"text/plain":"Age 4685\nGender 0\nAnnual Income 13955\nMarital Status 5019\nNumber of Dependents 27886\nEducation Level 0\nOccupation 81288\nHealth Score 10597\nLocation 0\nPolicy Type 0\nPrevious Claims 81288\nVehicle Age 0\nCredit Score 27886\nInsurance Duration 0\nPremium Amount 1841\nPolicy Start Date 0\nCustomer Feedback 18349\nSmoking Status 0\nExercise Frequency 0\nProperty Type 0\ndtype: int64"},"metadata":{}}],"execution_count":20},{"cell_type":"code","source":"#Policy Start Date\n\ntrain['Policy Start Date'] = pd.to_datetime(train['Policy Start Date'])\ntest['Policy Start Date'] = pd.to_datetime(train['Policy Start Date'])\norig['Policy Start Date'] = pd.to_datetime(train['Policy Start Date'])\n\ntrain['year'] = train['Policy Start Date'].dt.year\ntrain['month'] = train['Policy Start Date'].dt.month\ntrain['day'] = train['Policy Start Date'].dt.dayofweek\n\ntest['year'] = test['Policy Start Date'].dt.year\ntest['month'] = test['Policy Start Date'].dt.month\ntest['day'] = test['Policy Start Date'].dt.dayofweek\n\norig['year'] = orig['Policy Start Date'].dt.year\norig['month'] = orig['Policy Start Date'].dt.month\norig['day'] = orig['Policy Start Date'].dt.dayofweek","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:12.033353Z","iopub.execute_input":"2024-12-03T05:51:12.033683Z","iopub.status.idle":"2024-12-03T05:51:12.867125Z","shell.execute_reply.started":"2024-12-03T05:51:12.033649Z","shell.execute_reply":"2024-12-03T05:51:12.865909Z"}},"outputs":[],"execution_count":21},{"cell_type":"code","source":"train_policy = train['Policy Start Date']\ntest_policy = test['Policy Start Date']\norig_policy = orig['Policy Start Date']\n\ntrain = train.drop('Policy Start Date', axis=1)\ntest = test.drop('Policy Start Date', axis=1)\norig = orig.drop('Policy Start Date', axis=1)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:12.869012Z","iopub.execute_input":"2024-12-03T05:51:12.869529Z","iopub.status.idle":"2024-12-03T05:51:13.308879Z","shell.execute_reply.started":"2024-12-03T05:51:12.869476Z","shell.execute_reply":"2024-12-03T05:51:13.307411Z"}},"outputs":[],"execution_count":22},{"cell_type":"markdown","source":"# Visualization","metadata":{}},{"cell_type":"markdown","source":"# Numeric Column Visualization ","metadata":{}},{"cell_type":"code","source":"num_cols = [col for col in train.select_dtypes('number')]\nlen(num_cols)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:13.310667Z","iopub.execute_input":"2024-12-03T05:51:13.311104Z","iopub.status.idle":"2024-12-03T05:51:13.400432Z","shell.execute_reply.started":"2024-12-03T05:51:13.311062Z","shell.execute_reply":"2024-12-03T05:51:13.399192Z"}},"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"12"},"metadata":{}}],"execution_count":23},{"cell_type":"code","source":"plt.figure(dpi=100)\n\nfig, axs = plt.subplots(nrows=4,ncols=3,figsize=(10,6))\nindex = 0\naxs = axs.flatten()\n\nfor col in num_cols:\n sns.histplot(train[col], bins=50, ax=axs[index])\n index += 1\n \nplt.tight_layout();","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:13.40208Z","iopub.execute_input":"2024-12-03T05:51:13.402458Z","iopub.status.idle":"2024-12-03T05:51:26.922185Z","shell.execute_reply.started":"2024-12-03T05:51:13.402424Z","shell.execute_reply":"2024-12-03T05:51:26.92082Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":24},{"cell_type":"code","source":"plt.figure(dpi=100)\n\nfig, axs = plt.subplots(nrows=4,ncols=3,figsize=(10,6))\nindex = 0\naxs = axs.flatten()\n\nfor col in num_cols:\n sns.boxplot(y=col,data=train, ax=axs[index])\n index += 1\n \nplt.tight_layout();","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:26.923772Z","iopub.execute_input":"2024-12-03T05:51:26.924173Z","iopub.status.idle":"2024-12-03T05:51:29.466854Z","shell.execute_reply.started":"2024-12-03T05:51:26.924134Z","shell.execute_reply":"2024-12-03T05:51:29.465672Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":25},{"cell_type":"code","source":"plt.figure(dpi=100)\n\nfig, axs = plt.subplots(nrows=4,ncols=3,figsize=(10,6))\nindex = 0\naxs = axs.flatten()\n\nfor col in num_cols:\n sns.histplot(orig[col], bins=50, ax=axs[index])\n index += 1\n \nplt.tight_layout();","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:29.468607Z","iopub.execute_input":"2024-12-03T05:51:29.46913Z","iopub.status.idle":"2024-12-03T05:51:35.010328Z","shell.execute_reply.started":"2024-12-03T05:51:29.469079Z","shell.execute_reply":"2024-12-03T05:51:35.008606Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":26},{"cell_type":"code","source":"plt.figure(dpi=100)\n\nfig, axs = plt.subplots(nrows=4,ncols=3,figsize=(10,6))\nindex = 0\naxs = axs.flatten()\n\nfor col in num_cols:\n sns.boxplot(data=orig,y=col, ax=axs[index]);\n index += 1\n \nplt.tight_layout();","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:35.012558Z","iopub.execute_input":"2024-12-03T05:51:35.014016Z","iopub.status.idle":"2024-12-03T05:51:36.875692Z","shell.execute_reply.started":"2024-12-03T05:51:35.013886Z","shell.execute_reply":"2024-12-03T05:51:36.874551Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":27},{"cell_type":"code","source":"plt.figure(dpi=100)\n\nfig, axs = plt.subplots(nrows=4,ncols=3,figsize=(10,6))\nindex = 0\naxs = axs.flatten()\n\nfor col in test.select_dtypes('number').columns:\n sns.histplot(test[col], bins=50, ax=axs[index])\n index += 1\n\nfor ax in axs[index:]:\n ax.axis('off')\n \nplt.tight_layout();","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:36.877145Z","iopub.execute_input":"2024-12-03T05:51:36.877487Z","iopub.status.idle":"2024-12-03T05:51:45.853015Z","shell.execute_reply.started":"2024-12-03T05:51:36.877451Z","shell.execute_reply":"2024-12-03T05:51:45.851683Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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OhRHDt2DACwb98+pKam4vvvv0e3bt0wcOBALF26FFFRUSgsLATw5G7Dzs7OWLFiBVxdXREWFoaXX35Z4SZCkZGRmDhxIsaNGwc3NzdER0ejWbNmfPYuERERUSXq1ePdv3//ap+3uH///noHpC3mzp2r0Euel5fH4puIqqTMvHn58mXY2dnBxMQEfn5+iIiIgIODA5KSklBUVKQwUqhz585wcHBAYmIievXqhcTERLi7uyt82RgYGIiQkBBcuHABXl5eSExMVFhHaZvSR+QUFhYiKSkJc+fOlZbr6enB398fiYmJVcbNkUJEVIrnkkTU1NSr8C599mCpoqIinD17FikpKQgODlZGXLCxsQEA5OTkwNbWVpqfk5Mjbd/GxgY3b95UeN/jx49x584d6f02NjYVrm8sna6pTenyyhgbG8PY2Lgee0ZETZGy8qavry9iYmLg4uKCrKwsLF68GH379kVKSgqys7NhZGQES0tLhfeUHylU31FAeXl5ePjwIe7evYvi4uJK26SlpVUZe0REBBYvXlzrfSUi3dUY55JERJqkXoV32eGGZS1atKjCo7zqy9nZGTY2NoiPj5eSc15eHo4fP46QkBAAgJ+fH3Jzc5GUlARvb28AT74hLSkpga+vr9Tmgw8+QFFRkXTHzLi4OLi4uKBFixZSm/j4eKk3p7SNn5+fUvaFiEhZeXPgwIHS/z08PODr6wtHR0f8+OOPMDU1bXCcqsSRQkRUqjHOJYmINIlSr/F+44036nR9X35+Ps6ePSvdvTIjIwNnz57F9evXIZPJMH36dHz44Yf45ZdfcP78efzrX/+CnZ0dhg8fDgBwdXVFUFAQJk6ciBMnTuDIkSMICwvD6NGjYWdnBwB4/fXXYWRkhAkTJuDChQvYunUrVq9erXDyN23aNMTGxmLFihVIS0vDokWLcOrUKYSFhSnt2BARVaauebM8S0tLdOrUCVeuXIGNjQ0KCwuRm5ur0KbsCJ6GjAKSy+UwNTVFq1atoK+vX6+RQnK5XOFFRFRWQ3MiEZGmUmrhnZiYKD1fuzZOnToFLy8veHl5AQDCw8Ph5eWFBQsWAABmz56NKVOmYNKkSejRowfy8/MRGxursI1Nmzahc+fOGDBgAAYNGoRnn30WX331lbTcwsIC+/btQ0ZGBry9vTFz5kwsWLBAeoY3APTu3RubN2/GV199BU9PT/z000/YsWMHn+FNRCpX17xZXn5+Pq5evQpbW1t4e3vD0NAQ8fHx0vL09HRcv35dGsHj5+eH8+fPK1ymExcXB7lcDjc3N6lN2XWUtildh5GREby9vRXalJSUID4+Xi0jhUqKHyM1NRUnT56UXqU3iiMi7dLQnEhEpKnqNdR8xIgRCtNCCGRlZeHUqVOYP39+rdfTr18/CCGqXC6TybBkyRIsWbKkyjZWVlbYvHlztdvx8PDA77//Xm2bV155Ba+88kr1ARMR1ZOy8ua7776LoUOHwtHREZmZmVi4cCH09fXx2muvwcLCAhMmTEB4eDisrKwgl8sxZcoU+Pn5oVevXgCAgIAAuLm54c0338Ty5cuRnZ2NefPmITQ0VLpvxeTJk7F27VrMnj0b48ePx/79+/Hjjz9i9+7dUhzh4eEIDg6Gj48PevbsiVWrVuHBgwcYN26cEo5W3dzPuYHIPx+hTfqTZ5HnZWZgbSjQo0ePRo+FiGpHWTmRiEhb1KvwtrCwUJjW09ODi4sLlixZgoCAAKUERkSkS5SVN//66y+89tpruH37Nlq3bo1nn30Wx44dQ+vWrQE8uW5ST08PI0eOREFBAQIDA/HFF19I79fX18euXbsQEhICPz8/NG/eHMHBwQpfcDo7O2P37t2YMWMGVq9ejbZt2+Kbb76RnuENAKNGjcKtW7ewYMECZGdno1u3boiNja1ww7XGYmbtiJZObmrZNhHVHc8liaipqVfhvWHDBmXHQUSk05SVN7ds2VLtchMTE0RFRSEqKqrKNo6OjtizZ0+16+nXrx/OnDlTbZuwsDDeC4OI6oXnkkTU1NSr8C6VlJSEixcvAgC6dOkiXatNRESVY94kInqKOZGImop6Fd43b97E6NGjkZCQID0vNjc3F/3798eWLVukIY9ERPQE8yYR0VPMiUTU1NTrruZTpkzB/fv3ceHCBdy5cwd37txBSkoK8vLyMHXqVGXHSESk9Zg3tVthYaHCXdOPHj2Ko0eP8k7qRPXEnEhETU29erxjY2Px22+/wdXVVZrn5uaGqKgo3hCDiKgSzJvaLTk5GWFROyG3cwYAZJ47AgMzK7Rp9+TnyTupE9UNcyIRNTX1KrxLSkpgaGhYYb6hoSFKSkoaHBQRka5h3mw8pc/1LsvT0xNGRkYNeo/czlm6c/q9zAwYWljzTupE9cScSERNTb0K7xdeeAHTpk3DDz/8ADs7OwDA33//jRkzZmDAgAFKDZCISBcwbzae+jzXm88CJ2pczIlE1NTUq/Beu3Yt/u///g9OTk6wt7cHANy4cQNdu3bF999/r9QAiYh0AfNm46rPc735LHCixsOcSERNTb0Kb3t7e5w+fRq//fYb0tLSAACurq7w9/dXanBERLqCeZOI6CnmRCJqaup0V/P9+/fDzc0NeXl5kMlkePHFFzFlyhRMmTIFPXr0QJcuXfD777+rKlYiIq3DvElE9BRzIhE1VXUqvFetWoWJEydCLpdXWGZhYYG3334bkZGRSguOiEjbMW8SET3FnEhETVWdCu/k5GQEBQVVuTwgIABJSUkNDoqISFcwb1JtlH9OOJ8LTrqKOZGImqo6XeOdk5NT6aMfpJUZGODWrVsNDoqISFcwb6pfZY8KS01NBTToiUXlnxPOu6qTrmJOJKKmqk6F9zPPPIOUlBR06NCh0uXnzp2Dra2tUgIjItIFzJvqV/5RYQCQee4ILNt7oaUa4yqv7HPCiXQVcyIRNVV1Gmo+aNAgzJ8/H48ePaqw7OHDh1i4cCGGDBmitOCIiLQd86ZmKH1UWOmreSs7dYdE1CQxJxJRU1WnHu958+bh559/RqdOnRAWFgYXFxcAQFpaGqKiolBcXIwPPvhAJYESEWkj5k0ioqeYE4moqapT4W1tbY2jR48iJCQEc+fOhRACACCTyRAYGIioqChYW1urJFAiIm3EvElE9BRzIhE1VXUqvAHA0dERe/bswd27d3HlyhUIIdCxY0e0aNFCFfEREWk95s2mp7CwEMnJydJ0UVERACjcVMrT0xNGRkaNHhuRujEnElFTVOfCu1SLFi14t1Uiojpg3mw6yt+lPPPcERiYWaFNO1cAvGs5EcCcSERNS70LbyIiIl1V/hFk9Xn8WNm7lN/LzIChhbU0rYz1ExERkfZg4U1ERFRO+UeQKfvxY6pePxEREWkWFt5ERESVKH0EGfCkx7o69enBrm795dcH8JpwIiIibcbCm4iIqIGU3YNdfn28JpyIiEi7sfAmIiJSgrr0kNd1fURERKTd9NQdABEREREREZEuY+FNREREREREpEIsvImIiIiIiIhUiIU3ERERERERkQqx8CYiIiIiIiJSId7VnIiISMsUFhYiOTlZYV51z/mua3siIiJSLhbeREREWiY5ORlhUTsht3MGAOTeuIIw/1S4uT19/FjZwrp8ez4XnIiIqHGx8CYiItJwJcWPkZqaKk2npqZCbuOs8NzwyL3n0Sb9MYCKhXj59jUp30NeVFQEADA0NJTmsYediIio9lh4ExERabj7OTcQ+ecjqbDOPHcElu290LJMGzNrxyoL8fLtyxfyQPU95JnnjsDAzApt2rkCqLnHnD3sREREilh4ExERaYHyhXVD2pcv5GvqIb+XmQFDC+ta95gDgNyu/j3sAHvIiYhIt7DwJiIiaoLq0kNeXk095nVtX9dr1omIiLQNC+9yoqKi8OmnnyI7Oxuenp5Ys2YNevbsqe6wiIg0FvOmbqhLj3ptesxRUrf21V2zXtNQdVX3mLNHnpSNeZOo6WHhXcbWrVsRHh6O6Oho+Pr6YtWqVQgMDER6ejratGmj7vCIiDQO82bTVdce84a0V3WPeU2FtarXr6z3kHZg3iRqmlh4lxEZGYmJEydi3LhxAIDo6Gjs3r0b69evx3vvvafm6IiINA/zJpVS5jXo5TW0x7x8+/J3aU9NTUXU/kuweKadWtZfm/fwBnW6g3mTqGli4f3/FRYWIikpCXPnzpXm6enpwd/fH4mJiWqMjIhIMzFvUmNSdg972bu0S+9X0/pr857yvf51fcQbaQbmTaKmi4X3//e///0PxcXFsLa2VphvbW2NtLS0Cu0LCgpQUFAgTd+7dw8AkJeXV+128vPzcfdaGh4XPHzSPusaDO7fg5GBTCumAeB+1p9ISipCfn4+ACA9PR13r13Vmn3S9vibwv7k57er8bNUulwIUW07Uh1tzZvKWAenNWDarIX0O1FcVIh7f12qU3tZUUH172/E9dfmPVkpx7Do6ANY2JwCANzJSIO+qRksbNoCAP65cxNfzpsMb29vVIe5U73qmjcB5eXO8ucLmq78+Yy2xV+etu9P+fgB7d+Hxj7nZOFdTxEREVi8eHGF+fb29mqIpvEl/aDuCBpG2+MvT9f254UfPqt12/v378PCwkKF0ZCyNPW8SaRqL+z/sdZtmTu1hzJzp7afL2h7/OXpwv5o+z405jknC+//r1WrVtDX10dOTo7C/JycHNjY2FRoP3fuXISHh0vTJSUluHPnDlq2bAmZTFahfV3k5eXB3t4eN27cgFwub9C6SBGPrWo15vEVQuD+/fuws7NT6Xaoao2VN/m5fYrHQhGPx1O1PRbMnepV17wJMHdyPzSLruwH0Ph5k4X3/2dkZARvb2/Ex8dj+PDhAJ4ktvj4eISFhVVob2xsDGNjY4V5lpaWSo1JLpdr/S+0puKxVa3GOr7srVGvxs6b/Nw+xWOhiMfjqdocC+ZO9alr3gSYO0txPzSLruwH0Hh5k4V3GeHh4QgODoaPjw969uyJVatW4cGDB9JdJ4mISBHzJhFR3TBvEjVNLLzLGDVqFG7duoUFCxYgOzsb3bp1Q2xsbIUbYBAR0RPMm0REdcO8SdQ0sfAuJywsrMqhPo3F2NgYCxcurDCsiBqOx1a1eHybJlXnTf5ePcVjoYjH4ykeC+3SGOebuvI7wf3QLLqyH0Dj74tM8HkSRERERERERCqjp+4AiIiIiIiIiHQZC28iIiIiIiIiFWLhTURERERERKRCLLyJiIiIiIiIVIiFt5pERESgR48eMDc3R5s2bTB8+HCkp6crtHn06BFCQ0PRsmVLmJmZYeTIkcjJyVFTxNpr2bJlkMlkmD59ujSPx7Zh/v77b7zxxhto2bIlTE1N4e7ujlOnTknLhRBYsGABbG1tYWpqCn9/f1y+fFmNEZM2i4qKgpOTE0xMTODr64sTJ06oO6Q6WbRoEWQymcKrc+fO0vLa5KPr169j8ODBaNasGdq0aYNZs2bh8ePHCm0SEhLQvXt3GBsbo0OHDoiJiakQS2Mfy0OHDmHo0KGws7ODTCbDjh07FJbXJlfcuXMHY8aMgVwuh6WlJSZMmID8/HyFNufOnUPfvn1hYmICe3t7LF++vEIs27ZtQ+fOnWFiYgJ3d3fs2bOnzrE0RE3HYuzYsRV+T4KCghTa6MqxINXT9rwJ1PyZ0Ra1OefXBuvWrYOHhwfkcjnkcjn8/Pywd+9edYfVYJXVCSojSC0CAwPFhg0bREpKijh79qwYNGiQcHBwEPn5+VKbyZMnC3t7exEfHy9OnTolevXqJXr37q3GqLXPiRMnhJOTk/Dw8BDTpk2T5vPY1t+dO3eEo6OjGDt2rDh+/Lj4448/xK+//iquXLkitVm2bJmwsLAQO3bsEMnJyeL//u//hLOzs3j48KEaIydttGXLFmFkZCTWr18vLly4ICZOnCgsLS1FTk6OukOrtYULF4ouXbqIrKws6XXr1i1peU356PHjx6Jr167C399fnDlzRuzZs0e0atVKzJ07V2rzxx9/iGbNmonw8HCRmpoq1qxZI/T19UVsbKzURh3Hcs+ePeKDDz4QP//8swAgtm/frrC8NrkiKChIeHp6imPHjonff/9ddOjQQbz22mvS8nv37glra2sxZswYkZKSIn744QdhamoqvvzyS6nNkSNHhL6+vli+fLlITU0V8+bNE4aGhuL8+fN1ikWVxyI4OFgEBQUp/J7cuXNHoY2uHAtSLV3Im0LU/JnRFrU559cGv/zyi9i9e7e4dOmSSE9PF++//74wNDQUKSkp6g6t3qqqE1SFhbeGuHnzpgAgDh48KIQQIjc3VxgaGopt27ZJbS5evCgAiMTERHWFqVXu378vOnbsKOLi4sTzzz8vfaB4bBtmzpw54tlnn61yeUlJibCxsRGffvqpNC83N1cYGxuLH374oTFCJB3Ss2dPERoaKk0XFxcLOzs7ERERocao6mbhwoXC09Oz0mW1yUd79uwRenp6Ijs7W2qzbt06IZfLRUFBgRBCiNmzZ4suXboorHvUqFEiMDBQmlb3sSx/4lybXJGamioAiJMnT0pt9u7dK2Qymfj777+FEEJ88cUXokWLFtKxEOJJnnJxcZGmX331VTF48GCFeHx9fcXbb79d61iUqarCe9iwYVW+R1ePBSmfuj/rqqDNhXd55c/5tVmLFi3EN998o+4w6qWqOkGVONRcQ9y7dw8AYGVlBQBISkpCUVER/P39pTadO3eGg4MDEhMT1RKjtgkNDcXgwYMVjiHAY9tQv/zyC3x8fPDKK6+gTZs28PLywtdffy0tz8jIQHZ2tsLxtbCwgK+vL48v1UlhYSGSkpIUfpf09PTg7++vdb9Lly9fhp2dHdq1a4cxY8bg+vXrAGqXjxITE+Hu7g5ra2upTWBgIPLy8nDhwgWpTflcFxgYKK1DE49lbXJFYmIiLC0t4ePjI7Xx9/eHnp4ejh8/LrV57rnnYGRkJLUJDAxEeno67t69K7Wp7vhoSt5KSEhAmzZt4OLigpCQENy+fVta1tSOBdWPJn7WSVH5c35tVFxcjC1btuDBgwfw8/NTdzj1UlWdoEoGjbYlqlJJSQmmT5+OPn36oGvXrgCA7OxsGBkZwdLSUqGttbU1srOz1RCldtmyZQtOnz6NkydPVljGY9swf/zxB9atW4fw8HC8//77OHnyJKZOnQojIyMEBwdLx7BskVA6zeNLdfG///0PxcXFlf4upaWlqSmquvP19UVMTAxcXFyQlZWFxYsXo2/fvkhJSalVPsrOzq70GJQuq65NXl4eHj58iLt372rcsaxNrsjOzkabNm0UlhsYGMDKykqhjbOzc4V1lC5r0aJFlcen7DpqikXVgoKCMGLECDg7O+Pq1at4//33MXDgQCQmJkJfX79JHQuqP13Jm7qqsnN+bXL+/Hn4+fnh0aNHMDMzw/bt2+Hm5qbusOqsujpBlVh4a4DQ0FCkpKTg8OHD6g5FJ9y4cQPTpk1DXFwcTExM1B2OzikpKYGPjw8+/vhjAICXlxdSUlIQHR2N4OBgNUdHpHkGDhwo/d/DwwO+vr5wdHTEjz/+CFNTUzVGRppk9OjR0v/d3d3h4eGB9u3bIyEhAQMGDFBjZESkLNp+zu/i4oKzZ8/i3r17+OmnnxAcHIyDBw9qVfGtzjqBQ83VLCwsDLt27cKBAwfQtm1bab6NjQ0KCwuRm5ur0D4nJwc2NjaNHKV2SUpKws2bN9G9e3cYGBjAwMAABw8exOeffw4DAwNYW1vz2DaAra1thQTr6uoqDZ0tPYbl78rM40t11apVK+jr6+vc75KlpSU6deqEK1eu1CrX29jYVHoMSpdV10Yul8PU1FQjj2VtcoWNjQ1u3rypsPzx48e4c+eOUo5P2eU1xdLY2rVrh1atWuHKlSsAmvaxoNrTxM86PVHVOb82MTIyQocOHeDt7Y2IiAh4enpi9erV6g6rTmqqE4qLi1W2bRbeaiKEQFhYGLZv3479+/dXGBrm7e0NQ0NDxMfHS/PS09Nx/fp1rb2WorEMGDAA58+fx9mzZ6WXj48PxowZI/2fx7b++vTpU+ExGJcuXYKjoyMAwNnZGTY2NgrHNy8vD8ePH+fxpToxMjKCt7e3wu9SSUkJ4uPjtfp3KT8/H1evXoWtrW2tcr2fnx/Onz+vUHTFxcVBLpdLX4L5+fkprKO0Tek6NPFY1iZX+Pn5ITc3F0lJSVKb/fv3o6SkBL6+vlKbQ4cOoaioSGoTFxcHFxcXtGjRQmpT3fHRxLz1119/4fbt27C1tQXQtI8F1Z4mftabuprO+bVZSUkJCgoK1B1GndRUJ+jr66tu4yq/fRtVKiQkRFhYWIiEhASFR4f8888/UpvJkycLBwcHsX//fnHq1Cnh5+cn/Pz81Bi19ip/t0Ie2/o7ceKEMDAwEB999JG4fPmy2LRpk2jWrJn4/vvvpTbLli0TlpaWYufOneLcuXNi2LBhfBQN1cuWLVuEsbGxiImJEampqWLSpEnC0tJS4Q7fmm7mzJkiISFBZGRkiCNHjgh/f3/RqlUrcfPmTSFEzfmo9HFiAQEB4uzZsyI2Nla0bt260seJzZo1S1y8eFFERUVV+jixxj6W9+/fF2fOnBFnzpwRAERkZKQ4c+aM+PPPP4UQtcsVQUFBwsvLSxw/flwcPnxYdOzYUeERWrm5ucLa2lq8+eabIiUlRWzZskU0a9aswiO0DAwMxGeffSYuXrwoFi5cWOkjtFSZt6o7Fvfv3xfvvvuuSExMFBkZGeK3334T3bt3Fx07dhSPHj3SuWNBqqULeVOImvOHtqjNOb82eO+998TBgwdFRkaGOHfunHjvvfeETCYT+/btU3doDdZYdzVn4a0mACp9bdiwQWrz8OFD8c4774gWLVqIZs2aiZdeeklkZWWpL2gtVv4DxWPbMP/9739F165dhbGxsejcubP46quvFJaXlJSI+fPnC2tra2FsbCwGDBgg0tPT1RQtabs1a9YIBwcHYWRkJHr27CmOHTum7pDqZNSoUcLW1lYYGRmJZ555RowaNUrhufe1yUfXrl0TAwcOFKampqJVq1Zi5syZoqioSKHNgQMHRLdu3YSRkZFo166dwt+TUo19LA8cOFDp37rg4GAhRO1yxe3bt8Vrr70mzMzMhFwuF+PGjRP3799XaJOcnCyeffZZYWxsLJ555hmxbNmyCrH8+OOPolOnTsLIyEh06dJF7N69W2G5qvNWdcfin3/+EQEBAaJ169bC0NBQODo6iokTJ1YolHTlWJDqaXveFKLm/KEtanPOrw3Gjx8vHB0dhZGRkWjdurUYMGCAThTdQjRe4S0TQgjV9acTERERERERNW28xpuIiIiIiIhIhVh4ExEREREREakQC28iIiIiIiIiFWLhTURERERERKRCLLyJiIiIiIiIVIiFNxEREREREZEKsfAmIiIiIiIiUiEW3kRERFSpmJgYWFpaqjsMIiIAwLVr1yCTyXD27Fl1hyJJS0tDr169YGJigm7duqk7HJXi34SGYeFNOisxMRH6+voYPHiwukMhIlKgS/lJJpNhx44d6g6DiBrB2LFjIZPJsGzZMoX5O3bsgEwmU1NU6rVw4UI0b94c6enpiI+Pr7RN6XGTyWQwNDSEtbU1XnzxRaxfvx4lJSWNHLFmSUhIgEwmQ25urrpDUTkW3qSzvv32W0yZMgWHDh1CZmamusMhIpIwPxGRtjIxMcEnn3yCu3fvqjsUpSksLKz3e69evYpnn30Wjo6OaNmyZZXtgoKCkJWVhWvXrmHv3r3o378/pk2bhiFDhuDx48f13j5pDxbepJPy8/OxdetWhISEYPDgwYiJiVFY/ssvv6Bjx44wMTFB//79sXHjxgrfth0+fBh9+/aFqakp7O3tMXXqVDx48KBxd4SIdE5N+an02//4+Hj4+PigWbNm6N27N9LT06U2ixYtQrdu3fDvf/8bTk5OsLCwwOjRo3H//n2pjZOTE1atWqWw7m7dumHRokXSdGRkJNzd3dG8eXPY29vjnXfeQX5+fr33rXQY6M8//4z+/fujWbNm8PT0RGJiokK7I0eOoF+/fmjWrBlatGiBwMBA6SS+oKAAU6dORZs2bWBiYoJnn30WJ0+erHB8fv31V3h5ecHU1BQvvPACbt68ib1798LV1RVyuRyvv/46/vnnH+l9JSUliIiIgLOzM0xNTeHp6Ymffvqp3vtK1FT5+/vDxsYGERERVbYpzVFlrVq1Ck5OTtL02LFjMXz4cHz88cewtraGpaUllixZgsePH2PWrFmwsrJC27ZtsWHDhgrrT0tLQ+/evWFiYoKuXbvi4MGDCstTUlIwcOBAmJmZwdraGm+++Sb+97//Scv79euHsLAwTJ8+Ha1atUJgYGCl+1FSUoIlS5agbdu2MDY2Rrdu3RAbGystl8lkSEpKwpIlSyCTyRTya3nGxsawsbHBM888g+7du+P999/Hzp07sXfvXoW/A7m5uXjrrbfQunVryOVyvPDCC0hOTq5wbL/88kvY29ujWbNmePXVV3Hv3j2F7X3zzTdwdXWFiYkJOnfujC+++EJaVttcHRMTAwcHBzRr1gwvvfQSbt++XWG/du7cie7du8PExATt2rXD4sWLFb5IkMlk+Oabb/DSSy+hWbNm6NixI3755Rcpjv79+wMAWrRoAZlMhrFjxwIAfvrpJ7i7u8PU1BQtW7aEv7+/9p+HCyId9O233wofHx8hhBD//e9/Rfv27UVJSYkQQog//vhDGBoainfffVekpaWJH374QTzzzDMCgLh7964QQogrV66I5s2bi5UrV4pLly6JI0eOCC8vLzF27Fh17RIR6Yjq8pMQQhw4cEAAEL6+viIhIUFcuHBB9O3bV/Tu3Vtqs3DhQmFmZiZGjBghzp8/Lw4dOiRsbGzE+++/L7VxdHQUK1euVNi2p6enWLhwoTS9cuVKsX//fpGRkSHi4+OFi4uLCAkJkZZv2LBBWFhYVLs/AMT27duFEEJkZGQIAKJz585i165dIj09Xbz88svC0dFRFBUVCSGEOHPmjDA2NhYhISHi7NmzIiUlRaxZs0bcunVLCCHE1KlThZ2dndizZ4+4cOGCCA4OFi1atBC3b99WOD69evUShw8fFqdPnxYdOnQQzz//vAgICBCnT58Whw4dEi1bthTLli2T4vzwww9F586dRWxsrLh69arYsGGDMDY2FgkJCTX8xIioVHBwsBg2bJj4+eefhYmJibhx44YQQojt27eLsmXFwoULhaenp8J7V65cKRwdHRXWZW5uLkJDQ0VaWpr49ttvBQARGBgoPvroI3Hp0iWxdOlSYWhoKG2nNMe0bdtW/PTTTyI1NVW89dZbwtzcXPzvf/8TQghx9+5d0bp1azF37lxx8eJFcfr0afHiiy+K/v37S9t+/vnnhZmZmZg1a5ZIS0sTaWlple5vZGSkkMvl4ocffhBpaWli9uzZwtDQUFy6dEkIIURWVpbo0qWLmDlzpsjKyhL379+v9rhVxtPTUwwcOFCa9vf3F0OHDhUnT54Uly5dEjNnzhQtW7aUcuDChQtF8+bNxQsvvCDOnDkjDh48KDp06CBef/11aR3ff/+9sLW1Ff/5z3/EH3/8If7zn/8IKysrERMTo3Acq8vVx44dE3p6euKTTz4R6enpYvXq1cLS0lLhb8KhQ4eEXC4XMTEx4urVq2Lfvn3CyclJLFq0SGpT+vPavHmzuHz5spg6daowMzMTt2/fFo8fPxb/+c9/BACRnp4usrKyRG5ursjMzBQGBgYiMjJSZGRkiHPnzomoqKgqj6+2YOFNOql3795i1apVQgghioqKRKtWrcSBAweEEELMmTNHdO3aVaH9Bx98oFB4T5gwQUyaNEmhze+//y709PTEw4cPVR4/Eemu6vKTEE8Ly99++02at3v3bgFAyj8LFy4UzZo1E3l5eVKbWbNmCV9fX2m6NoV3edu2bRMtW7aUputbeH/zzTfS8gsXLggA4uLFi0IIIV577TXRp0+fSteVn58vDA0NxaZNm6R5hYWFws7OTixfvlwIUfnxiYiIEADE1atXpXlvv/22CAwMFEII8ejRI9GsWTNx9OhRhe1NmDBBvPbaa9XuHxE9VbaA7NWrlxg/frwQov6Ft6OjoyguLpbmubi4iL59+0rTjx8/Fs2bNxc//PCDEOJpjin7pVpRUZFo27at+OSTT4QQQixdulQEBAQobPvGjRtScSfEk8Lby8urxv21s7MTH330kcK8Hj16iHfeeUearimvlu5rVYX3qFGjhKurqxDiybmmXC4Xjx49UmjTvn178eWXXwohnhxbfX198ddff0nL9+7dK/T09ERWVpbUfvPmzQrrWLp0qfDz8xNC1D5XDxo0qEKsZf8mDBgwQHz88ccKbf79738LW1tbaRqAmDdvnjSdn58vAIi9e/cKIZ7m9NJzcCGESEpKEgDEtWvXKj1m2opDzUnnpKen48SJE3jttdcAAAYGBhg1ahS+/fZbaXmPHj0U3tOzZ0+F6eTkZMTExMDMzEx6BQYGoqSkBBkZGY2zI0Skc2rKT2V5eHhI/7e1tQUA3Lx5U5rn5OQEc3NzhTZll9fGb7/9hgEDBuCZZ56Bubk53nzzTdy+fVthiHZ9VBf72bNnMWDAgErfd/XqVRQVFaFPnz7SPENDQ/Ts2RMXL16schvW1tZo1qwZ2rVrpzCvdJtXrlzBP//8gxdffFEhr3/33Xe4evVqg/aVqKn65JNPsHHjxgqfzbro0qUL9PSeliPW1tZwd3eXpvX19dGyZcsKuc3Pz0/6v4GBAXx8fKQ4kpOTceDAAYXPeufOnQFA4fPu7e1dbWx5eXnIzMxUyEcA0KdPnwbtc3lCCOnGdMnJycjPz0fLli0V4s/IyFCI3cHBAc8884w07efnh5KSEqSnp+PBgwe4evUqJkyYoLCODz/8sEK+qy5XX7x4Eb6+vgrtyx730niXLFmisJ2JEyciKytL4e9I2e00b94ccrm82r9Xnp6eGDBgANzd3fHKK6/g66+/1ol7ChioOwAiZfv222/x+PFj2NnZSfOEEDA2NsbatWtrtY78/Hy8/fbbmDp1aoVlDg4OSouViJqWmvKThYWFNN/Q0FD6f+lJWdm735ZdXtqm7HI9PT0IIRTaFBUVSf+/du0ahgwZgpCQEHz00UewsrLC4cOHMWHCBBQWFqJZs2b13s/qYjc1Na33eqvbRnXHo/S69d27dyucrAJPrrskorp77rnnEBgYiLlz50rX5ZaqKf+UquxzW1Nuq0l+fj6GDh2KTz75pMKy0uISeFIAaoKLFy/C2dkZwJPYbW1tkZCQUKFdbR/jVZrvvv766wqFs76+vsJ0TX9narOtxYsXY8SIERWWmZiYVLqd0m1Vtx19fX3ExcXh6NGj2LdvH9asWYMPPvgAx48fl46VNmLhTTrl8ePH+O6777BixQoEBAQoLBs+fDh++OEHuLi4YM+ePQrLyt64BwC6d++O1NRUdOjQQeUxE1HTUJv8NHnyZKVtr3Xr1sjKypKm8/LyFEbsJCUloaSkBCtWrJB6nH788Uelbb8qHh4eiI+Px+LFiyssa9++PYyMjHDkyBE4OjoCeHKyfvLkSUyfPr3e23Rzc4OxsTGuX7+O559/vt7rISJFy5YtQ7du3eDi4qIwv3Xr1sjOzlbozVXms7ePHTuG5557DsCT3JqUlISwsDAAT87h/vOf/8DJyQkGBvUvdeRyOezs7HDkyBGFvHHkyJEKIyXra//+/Th//jxmzJgB4Ens2dnZMDAwULgRXXnXr19HZmam9CXusWPHoKenBxcXF1hbW8POzg5//PEHxowZU+/YXF1dcfz4cYV5x44dU5ju3r070tPTG3S+bGRkBAAoLi5WmC+TydCnTx/06dMHCxYsgKOjI7Zv347w8PB6b0vdWHiTTtm1axfu3r2LCRMmKPQcAcDIkSPx7bff4scff0RkZCTmzJmDCRMm4OzZs9LdJEv/OMyZMwe9evVCWFgY3nrrLTRv3hypqamIi4urda85EVFZtclPyiy8X3jhBcTExGDo0KGwtLTEggULFHo7OnTogKKiIqxZswZDhw7FkSNHEB0drbTtV2Xu3Llwd3fHO++8g8mTJ8PIyAgHDhzAK6+8glatWiEkJES6o7GDgwOWL1+Of/75BxMmTKj3Ns3NzfHuu+9ixowZKCkpwbPPPot79+7hyJEjkMvlCA4OVuIeEjUd7u7uGDNmDD7//HOF+f369cOtW7ewfPlyvPzyy4iNjcXevXshl8uVst2oqCh07NgRrq6uWLlyJe7evYvx48cDAEJDQ/H111/jtddew+zZs2FlZYUrV65gy5Yt+Oabbyr0+lZn1qxZWLhwIdq3b49u3bphw4YNOHv2LDZt2lTnmAsKCpCdnY3i4mLk5OQgNjYWERERGDJkCP71r38BeHLHeD8/PwwfPhzLly9Hp06dkJmZid27d+Oll16Cj48PgCe9ycHBwfjss8+Ql5eHqVOn4tVXX4WNjQ0AYPHixZg6dSosLCwQFBSEgoICnDp1Cnfv3q114Tp16lT06dMHn332GYYNG4Zff/1V4Y7uALBgwQIMGTIEDg4OePnll6Gnp4fk5GSkpKTgww8/rNV2HB0dIZPJsGvXLgwaNAimpqa4cOEC4uPjERAQgDZt2uD48eO4desWXF1da3u4NRKv8Sad8u2338Lf37/CSS3w5MT21KlTuH//Pn766Sf8/PPP8PDwwLp16/DBBx8AeDrk0MPDAwcPHsSlS5fQt29feHl5YcGCBQrDQ4mI6qI2+encuXNK297cuXPx/PPPY8iQIRg8eDCGDx+O9u3bS8s9PT0RGRmJTz75BF27dsWmTZuqfTyQsnTq1An79u1DcnIyevbsCT8/P+zcuVPqmVq2bBlGjhyJN998E927d8eVK1fw66+/okWLFg3a7tKlSzF//nxERETA1dUVQUFB2L17t1YPWyTSBEuWLKkwbNjV1RVffPEFoqKi4OnpiRMnTuDdd99V2jaXLVuGZcuWwdPTE4cPH8Yvv/yCVq1aAYDUS11cXIyAgAC4u7tj+vTpsLS0VLievDamTp2K8PBwzJw5E+7u7oiNjZUeSVtXsbGxsLW1hZOTE4KCgnDgwAF8/vnn2Llzp/RlgEwmw549e/Dcc89h3Lhx6NSpE0aPHo0///wT1tbW0ro6dOiAESNGYNCgQQgICICHh4fC48LeeustfPPNN9iwYQPc3d3x/PPPIyYmpk75rlevXvj666+xevVqeHp6Yt++fZg3b55Cm8DAQOzatQv79u1Djx490KtXL6xcuVIasVQbzzzzDBYvXoz33nsP1tbWCAsLg1wux6FDhzBo0CB06tQJ8+bNw4oVKzBw4MBar1cTyUT5CzCImqCPPvoI0dHRuHHjhrpDISIiIiKq1KJFi7Bjxw6lDt2nxsGh5tQkffHFF+jRowdatmyJI0eO4NNPP5WuDSIiIiIiIlImFt7UJF2+fBkffvgh7ty5AwcHB8ycORNz585Vd1hERERERKSDONSciIiIiIiISIV4czUiIiIiIiIiFWLhTURERERERKRCLLyJiIiIiIiIVIiFNxEREREREZEKsfAmIiIiIiIiUiEW3kREREREREQqxMKbiIiIiIiISIVYeBMRERERERGpEAtvIiIiIiIiIhVi4U1ERERERESkQiy8iYiIiIiIiFSIhTcRERERERGRCrHwJiIiIiIiIlIhA3UHoCtKSkqQmZkJc3NzyGQydYdDpPOEELh//z7s7Oygp8fvELUR8yZR42Pu1H7MnUSNS1l5k4W3kmRmZsLe3l7dYRA1OTdu3EDbtm3VHQbVA/Mmkfowd2ov5k4i9Who3mThrSTm5uYAnvxA5HK5mqMh0n15eXmwt7eXPnu6ICIiAj///DPS0tJgamqK3r1745NPPoGLi4vU5tGjR5g5cya2bNmCgoICBAYG4osvvoC1tbXU5vr16wgJCcGBAwdgZmaG4OBgREREwMDgacpPSEhAeHg4Lly4AHt7e8ybNw9jx45ViCcqKgqffvopsrOz4enpiTVr1qBnz551iqU6zJtEjU8Xc2dTw9xJ1LiUlTdZeCtJ6VAfuVzOJEjUiHRpmN3BgwcRGhqKHj164PHjx3j//fcREBCA1NRUNG/eHAAwY8YM7N69G9u2bYOFhQXCwsIwYsQIHDlyBABQXFyMwYMHw8bGBkePHkVWVhb+9a9/wdDQEB9//DEAICMjA4MHD8bkyZOxadMmxMfH46233oKtrS0CAwMBAFu3bkV4eDiio6Ph6+uLVatWITAwEOnp6WjTpk2tYqkJ8yaR+uhS7mxqmDuJ1KPBeVOQUty7d08AEPfu3VN3KFqnoKBAnDhxQuFVUFCg7rBIwzWFz9zNmzcFAHHw4EEhhBC5ubnC0NBQbNu2TWpz8eJFAUAkJiYKIYTYs2eP0NPTE9nZ2VKbdevWCblcLn2uZs+eLbp06aKwrVGjRonAwEBpumfPniI0NFSaLi4uFnZ2diIiIqLWsdSktj9D5ggi5WkKubMmERERAoCYNm2aNO/hw4finXfeEVZWVqJ58+ZixIgRCnlUCCH+/PNPMWjQIGFqaipat24t3n33XVFUVKTQ5sCBA8LLy0sYGRmJ9u3biw0bNlTY/tq1a4Wjo6MwNjYWPXv2FMePH69T/PwZNg3826c5lPWZY483qV1ycjLConZCbucMAMjLzMDaUKBHjx5qjoxIve7duwcAsLKyAgAkJSWhqKgI/v7+UpvOnTvDwcEBiYmJ6NWrFxITE+Hu7q4w3DswMBAhISG4cOECvLy8kJiYqLCO0jbTp08HABQWFiIpKQlz586Vluvp6cHf3x+JiYm1jkVZVJEjCgsLkZycrDDP09MTRkZGDYqViDTbyZMn8eWXX8LDw0NhviaNJiICeH4M6N7fahbe1OjKf4hSU1Mht3FGSyc3AEBJ8WOkpqYqvEebP2RE9VFSUoLp06ejT58+6Nq1KwAgOzsbRkZGsLS0VGhrbW2N7OxsqU35a6xLp2tqk5eXh4cPH+Lu3bsoLi6utE1aWlqtYymvoKAABQUF0nReXl5Nh0Eit3uaI5SBJzRETU9+fj7GjBmDr7/+Gh9++KE0/969e/j222+xefNmvPDCCwCADRs2wNXVFceOHUOvXr2wb98+pKam4rfffoO1tTW6deuGpUuXYs6cOVi0aBGMjIwQHR0NZ2dnrFixAgDg6uqKw4cPY+XKlVLhHRkZiYkTJ2LcuHEAgOjoaOzevRvr16/He++9p9T91bWipSlS9t++utCE35+6/q3WhJirw8KbGl35D1HmuSOwbO+Flv9/+f2cG4j88xHapD8GwBNiappCQ0ORkpKCw4cPqzsUpYmIiMDixYvVHYZEnSc0RNT4QkNDMXjwYPj7+ysU3po0mkiZlP0Fo6YXNepW1+Oj7OOp7PXV5/dHFcegLn+ra4pZ3b/DLLxJLcp+iO5lZlRYbmbtyBNiarLCwsKwa9cuHDp0SOGxFTY2NigsLERubq5CT3NOTg5sbGykNidOnFBYX05OjrSs9N/SeWXbyOVymJqaQl9fH/r6+pW2KbuOmmIpb+7cuQgPD5emS+8SSkSkalu2bMHp06dx8uTJCss0aTRRZTRltJC6ixp1F001qWuhquwvRlQxkquuvz/qPgY1xazu0W4svImINIQQAlOmTMH27duRkJAAZ2dnheXe3t4wNDREfHw8Ro4cCQBIT0/H9evX4efnBwDw8/PDRx99hJs3b0rXC8bFxUEul8PNzU1qs2fPHoV1x8XFSeswMjKCt7c34uPjMXz4cABPhr7Hx8cjLCys1rGUZ2xsDGNj44YeJiKiOrlx4wamTZuGuLg4mJiYqDucOtOk0ULqLGq0oQe/roWqskde1WV9qvoiQ93HQNO2VxYLbyIiDREaGorNmzdj586dMDc3l3pRLCwsYGpqCgsLC0yYMAHh4eGwsrKCXC7HlClT4OfnJ93MLCAgAG5ubnjzzTexfPlyZGdnY968eQgNDZWK3smTJ2Pt2rWYPXs2xo8fj/379+PHH3/E7t27pVjCw8MRHBwMHx8f9OzZE6tWrcKDBw+k6xJrEwsRkSZISkrCzZs30b17d2lecXExDh06hLVr1+LXX3/VmNFEldGm0UKqLvyqW39d16dr1w/Xlbp7f5siFt5ERBpi3bp1AIB+/fopzN+wYQPGjh0LAFi5ciX09PQwcuRIFBQUIDAwEF988YXUVl9fH7t27UJISAj8/PzQvHlzBAcHY8mSJVIbZ2dn7N69GzNmzMDq1avRtm1bfPPNN9LNfwBg1KhRuHXrFhYsWIDs7Gx069YNsbGxCkMka4qFiEgTDBgwAOfPn1eYN27cOHTu3Blz5syBvb29xowmqoyujhbShKHWyrx+WBvxXieNi4U3EZGGEELU2MbExARRUVGIioqqso2jo2OFk7/y+vXrhzNnzlTbJiwsrNqTwdrEQkSkbubm5tLTIUo1b94cLVu2lOZrymiixqQJPbjqHGqtiesn3cbCm1SusseHoUSNARERERGVoUmjiRqLLvbgEmkyFt6kQBXfftb0+DAiIiKixpSQkKAwrUmjiRoTe3CJGg8Lb1JQvkjOvXEFYf6p0vVLpepajNf0+LDqlBQ/ftJLXsX2NWGoFBERERERUVVYeFMF5YvkyL3n0Sb9sbS8sZ/beD/nBiL/fCTFUH77HCpFRERERESajIU31cjM2rHaYUg19ZIr45rusjGU7wFPTU2F3IZDpYiIiIiISDOx8KY6q6nwLd9Lruxrusv3gDd0/RyqTkREREREqsTCm+qsNoVv2R7qul7TXRt1WX9NhTWHqhMRERERkSqx8G7i6vuoL1UX1spUm8Kad/UkIiIiIiJVYeHdxOnio75qGgpf2XI+V5yIiIiIiFRFT50bj4iIQI8ePWBubo42bdpg+PDhSE9PV2jz6NEjhIaGomXLljAzM8PIkSORk5Oj0Ob69esYPHgwmjVrhjZt2mDWrFl4/PixQpuEhAR0794dxsbG6NChA2JiYirEExUVBScnJ5iYmMDX1xcnTpxQ+j5rotLe3pZObmjeyk7d4TTY/ZwbiNx7Hu9vP4f3t5/D8m0H8c/Df2q9nIiIiIiISJnUWngfPHgQoaGhOHbsGOLi4lBUVISAgAA8ePBAajNjxgz897//xbZt23Dw4EFkZmZixIgR0vLi4mIMHjwYhYWFOHr0KDZu3IiYmBgsWLBAapORkYHBgwejf//+OHv2LKZPn4633noLv/76q9Rm69atCA8Px8KFC3H69Gl4enoiMDAQN2/ebJyDQUpVOhS+qi8Tqlte2iN+8uRJ6VVYWNhYoRMRERERkY5R61Dz2NhYhemYmBi0adMGSUlJeO6553Dv3j18++232Lx5M1544QUAwIYNG+Dq6opjx46hV69e2LdvH1JTU/Hbb7/B2toa3bp1w9KlSzFnzhwsWrQIRkZGiI6OhrOzM1asWAEAcHV1xeHDh7Fy5UoEBgYCACIjIzFx4kSMGzcOABAdHY3du3dj/fr1eO+99xrxqJC61fTccCIiIiIiorpQa493effu3QMAWFlZAQCSkpJQVFQEf39/qU3nzp3h4OCAxMREAEBiYiLc3d1hbW0ttQkMDEReXh4uXLggtSm7jtI2pesoLCxEUlKSQhs9PT34+/tLbahpKdsjXnr9OxERERERUX1ozM3VSkpKMH36dPTp0wddu3YFAGRnZ8PIyAiWlpYKba2trZGdnS21KVt0ly4vXVZdm7y8PDx8+BB3795FcXFxpW3S0tIqjbegoAAFBQXSdF5eXh33WD3qexdzIiIiIiIiqp969Xi3a9cOt2/frjA/NzcX7dq1q1cgoaGhSElJwZYtW+r1/sYWEREBCwsL6WVvb6/ukGql9C7mvLEYkfKoIicSETV1zK1EpEvq1eN97do1FBcXV5hfUFCAv//+u87rCwsLw65du3Do0CG0bdtWmm9jY4PCwkLk5uYq9Hrn5OTAxsZGalP+7uOldz0v26b8ndBzcnIgl8thamoKfX196OvrV9qmdB3lzZ07F+Hh4dJ0Xl6e1hTfZZ9ZrenP4NYE5R8/BgCenp4wMjJSU0SkaZSdE4mIiLmViHRLnQrvX375Rfr/r7/+CgsLC2m6uLgY8fHxcHJyqvX6hBCYMmUKtm/fjoSEBDg7K15L6+3tDUNDQ8THx2PkyJEAgPT0dFy/fh1+fn4AAD8/P3z00Ue4efMm2rRpAwCIi4uDXC6Hm5ub1GbPnj0K646Li5PWYWRkBG9vb8THx2P48OEAngx9j4+PR1hYWKWxGxsbw9jYuNb7StqLN1ujqig7JxIREXMrEemmOhXepUWpTCZDcHCwwjJDQ0M4OTlJdw6vjdDQUGzevBk7d+6Eubm5dE22hYUFTE1NYWFhgQkTJiA8PBxWVlaQy+WYMmUK/Pz80KtXLwBAQEAA3Nzc8Oabb2L58uXIzs7GvHnzEBoaKhXGkydPxtq1azF79myMHz8e+/fvx48//ojdu3dLsYSHhyM4OBg+Pj7o2bMnVq1ahQcPHkh3OaemrfRma0RlKTsnEhERcysR6aY6Fd4lJU/uwuXs7IyTJ0+iVatWDdr4unXrAAD9+vVTmL9hwwaMHTsWALBy5Uro6elh5MiRKCgoQGBgIL744guprb6+Pnbt2oWQkBD4+fmhefPmCA4OxpIlS6Q2zs7O2L17N2bMmIHVq1ejbdu2+Oabb6RHiQHAqFGjcOvWLSxYsADZ2dno1q0bYmNjK9xwjYiolLJzIhERMbcSkW6q1zXeGRnKuS5YCFFjGxMTE0RFRSEqKqrKNo6OjhWGkpfXr18/nDlzpto2YWFhVQ4t11a8i7ny8ZpvKk9ZOZGIiJ5ibiUiXVLvx4nFx8cjPj4eN2/elL6ZLLV+/foGB0bKUXoX89JnUWeeOwLL9l5oqea4tBmv+abKMCcSESkfcysR6Yp6Fd6LFy/GkiVL4OPjA1tbW8hkMmXHRUrEu5grH6/5prKYE4mIlI+5lYh0Sb0K7+joaMTExODNN99UdjxERFqHOZGISPmYW4lIl9Sr8C4sLETv3r2VHQuRTih/XT3Aa8B1HXMiEZHyMbcSkS7Rq8+b3nrrLWzevFnZsRDphNLr6t/ffg7vbz+HsKidFQpx0i3MiUREysfcSkS6pF493o8ePcJXX32F3377DR4eHjA0NFRYHhkZqZTgqO54F3PNUPa6etJ9zIlERMrH3EpEuqRehfe5c+fQrVs3AEBKSorCMt74Qr14F/PGV/7xYvyyo+lhTiQiUj7mViLSJfUqvA8cOKDsOEiJeBfzxlX+8WI1fdnBa8B1D3MiEZHyMbcSkS6p93O8ieipso8XK/9lR2U94lH7L8HimXYA+BxwIiIiIiJdV6/Cu3///tUO8dm/f3+9AyLSNVX2iP//Qr18YQ6wB1zbMCdSeRzZQtRwzK1EpEvqdVfzbt26wdPTU3q5ubmhsLAQp0+fhru7u7JjJNJ6pT3iLZ3c0LyVncKy+zk3ELn3PO+CrsWUmRMPHTqEoUOHws7ODjKZDDt27FBYLoTAggULYGtrC1NTU/j7++Py5csKbe7cuYMxY8ZALpfD0tISEyZMQH5+vkKbc+fOoW/fvjAxMYG9vT2WL19eIZZt27ahc+fOMDExgbu7O/bs2VPnWJoqPt2AqOF4vklEuqRePd4rV66sdP6iRYsqnNyRavEu5rqh7FB10j7KzIkPHjyAp6cnxo8fjxEjRlRYvnz5cnz++efYuHEjnJ2dMX/+fAQGBiI1NRUmJiYAgDFjxiArKwtxcXEoKirCuHHjMGnSJOmxPHl5eQgICIC/vz+io6Nx/vx5jB8/HpaWlpg0aRIA4OjRo3jttdcQERGBIUOGYPPmzRg+fDhOnz6Nrl271jqWpoxPNyBqGGXl1oiICPz8889IS0uDqakpevfujU8++QQuLi5Sm0ePHmHmzJnYsmULCgoKEBgYiC+++ALW1tZSm+vXryMkJAQHDhyAmZkZgoODERERAQODp6fTCQkJCA8Px4ULF2Bvb4958+Zh7NixCvFERUXh008/RXZ2Njw9PbFmzRr07Nmz1vtDRNqpXj3eVXnjjTewfv16Za6SalC+V2X5toP45+E/6g6LGqB06PnJkyelV2FhobrDonqoT04cOHAgPvzwQ7z00ksVlgkhsGrVKsybNw/Dhg2Dh4cHvvvuO2RmZko94xcvXkRsbCy++eYb+Pr64tlnn8WaNWuwZcsWZGZmAgA2bdqEwsJCrF+/Hl26dMHo0aMxdepUhUfzrF69GkFBQZg1axZcXV2xdOlSdO/eHWvXrq11LEREqlDX3Hrw4EGEhobi2LFj0heSAQEBePDggdRmxowZ+O9//4tt27bh4MGDyMzMVPjys7i4GIMHD0ZhYSGOHj2KjRs3IiYmBgsWLJDaZGRkYPDgwejfvz/Onj2L6dOn46233sKvv/4qtdm6dSvCw8OxcOFCnD59Gp6enggMDMTNmzcbeFSISNMptfBOTExkL4calPaqVDaMmbQPh57rDmXnxIyMDGRnZ8Pf31+aZ2FhAV9fXyQmJkrbtLS0hI+Pj9TG398fenp6OH78uNTmueeeU7jeODAwEOnp6bh7967Upux2StuUbqc2sRARqUJdc2tsbCzGjh2LLl26wNPTEzExMbh+/TqSkpIAAPfu3cO3336LyMhIvPDCC/D29saGDRtw9OhRHDt2DACwb98+pKam4vvvv0e3bt0wcOBALF26FFFRUdKX49HR0XB2dsaKFSvg6uqKsLAwvPzyywo995GRkZg4cSLGjRsHNzc3REdHo1mzZuy4ImoC6jXUvPzwRyEEsrKycOrUKcyfP18pgRE1ZRx6rl0aKydmZ2cDgMLQx9Lp0mXZ2dlo06aNwnIDAwNYWVkptHF2dq6wjtJlLVq0QHZ2do3bqSmW8goKClBQUCBN5+Xl1bDHRNSUqSq33rt3DwBgZWUFAEhKSkJRUZHCF4mdO3eGg4MDEhMT0atXLyQmJsLd3V0h5wUGBiIkJAQXLlyAl5dXlV9YTp8+HcCTywOTkpIwd+5cabmenh78/f35hSVRE1CvwtvCwkJhWk9PDy4uLliyZAkCAgKUEhgRkbZgTqydiIgILF68WN1hEJGWUEVuLSkpwfTp09GnTx/pfhXZ2dkwMjKCpaWlQtvyXzZW9kVj6bLq2uTl5eHhw4e4e/cuiouLK22TlpZWZcz80pJIN9Sr8N6wYYOy46Ba4s3UiDRPY+VEGxsbAEBOTg5sbW2l+Tk5OejWrZvUpvy1go8fP8adO3ek99vY2CAnJ0ehTel0TW3KLq8plvLmzp2L8PBwaTovLw/29vY17zgRNUmqyK2hoaFISUnB4cOHlb5uVeGXlkS6oV6Fd6mkpCRcvHgRANClSxd4eXkpJSiqWunN1OR2T4aJSs+EVnNcpDp8zrf2UHVOdHZ2ho2NDeLj46XiNi8vD8ePH0dISAgAwM/PD7m5uUhKSoK3tzeAJ8+6LSkpga+vr9Tmgw8+QFFREQwNDQEAcXFxcHFxQYsWLaQ28fHx0hDJ0jZ+fn61jqU8Y2NjGBsbK/WYEJHuU1ZuDQsLw65du3Do0CG0bdtWmm9jY4PCwkLk5uYq9HqX/7LxxIkTCuur7ReWcrkcpqam0NfXh76+frVfalaGX1oS6YZ6Fd43b97E6NGjkZCQICWo3Nxc9O/fH1u2bEHr1q2VGSOVU/YRNfcyM9QcDana/ZwbiPzzEdqkPwYA5GVmYG0o0KNHDzVHRqWUmRPz8/Nx5coVaTojIwNnz56FlZUVHBwcMH36dHz44Yfo2LGj9AgvOzs7DB8+HADg6uqKoKAgTJw4EdHR0SgqKkJYWBhGjx4NO7snN198/fXXsXjxYkyYMAFz5sxBSkoKVq9erXADoGnTpuH555/HihUrMHjwYGzZsgWnTp3CV199BQCQyWQ1xkJE1BDKyq1CCEyZMgXbt29HQkJChXtceHt7w9DQEPHx8Rg5ciQAID09HdevX5e+bPTz88NHH32EmzdvSvfRiIuLg1wuh5ubm9Rmz549Cusu+4WlkZERvL29ER8fL+XJkpISxMfHIywsrMr4+aUlkW6o113Np0yZgvv37+PChQu4c+cO7ty5g5SUFOTl5WHq1KnKjpGoySu92VpLJzdptANpDmXmxFOnTsHLy0vq0QkPD4eXl5f0yJrZs2djypQpmDRpEnr06IH8/HzExsYq3OF306ZN6Ny5MwYMGIBBgwbh2WeflQpm4Ml1k/v27UNGRga8vb0xc+ZMLFiwQHqGNwD07t0bmzdvxldffQVPT0/89NNP2LFjh3RNZG1jISKqL2Xl1tDQUHz//ffYvHkzzM3NkZ2djezsbDx8+BDAk5w4YcIEhIeH48CBA0hKSsK4cePg5+eHXr16AQACAgLg5uaGN998E8nJyfj1118xb948hIaGSkXx5MmT8ccff2D27NlIS0vDF198gR9//BEzZsyQYgkPD8fXX3+NjRs34uLFiwgJCcGDBw8wbtw4JR45ItJE9Sq8Y2Nj8cUXX8DV1VWa5+bmhqioKOzdu7fW6zl06BCGDh0KOzs7yGSyCs9+FUJgwYIFsLW1hampKfz9/XH58mWFNnfu3MGYMWMgl8thaWmJCRMmID8/X6HNuXPn0LdvX5iYmMDe3h7Lly+vEMu2bdvQuXNnmJiYwN3dvcI3lkSags/51jzKyokA0K9fPwghKrxiYmIAPOlpXrJkCbKzs/Ho0SP89ttv6NSpk8I6rKyssHnzZty/fx/37t3D+vXrYWZmptDGw8MDv//+Ox49eoS//voLc+bMqRDLK6+8gvT0dBQUFCAlJQWDBg1SWF6bWIiI6ktZuXXdunW4d+8e+vXrB1tbW+m1detWqc3KlSsxZMgQjBw5Es899xxsbGzw888/S8v19fWxa9cu6Ovrw8/PD2+88Qb+9a9/YcmSJVIbZ2dn7N69G3FxcfD09MSKFSvwzTffIDAwUGozatQofPbZZ1iwYAG6deuGs2fPIjY2tsIN14hI99RrqHlJSYl0XWBZhoaGKCmp/Z2+Hjx4AE9PT4wfP77CIyMAYPny5fj888+xceNGaRhjYGAgUlNTpR6VMWPGICsrC3FxcSgqKsK4ceMwadIkbN68GcCT62ACAgLg7++P6OhonD9/HuPHj4elpaXUu3P06FG89tpriIiIwJAhQ7B582YMHz4cp0+fVujdIdIE5Yee5964gjD/VGmoG8BrwBubsnIiERE9pazcKoSosY2JiQmioqIQFRVVZRtHR8caO2b69euHM2fOVNsmLCys2qHlRKSb6lV4v/DCC5g2bRp++OEH6ZrBv//+GzNmzMCAAQNqvZ6BAwdi4MCBlS4TQmDVqlWYN28ehg0bBgD47rvvYG1tjR07dmD06NG4ePEiYmNjcfLkSfj4+AAA1qxZg0GDBuGzzz6DnZ0dNm3ahMLCQqxfvx5GRkbo0qULzp49i8jISKnwXr16NYKCgjBr1iwAwNKlSxEXF4e1a9ciOjq6PodIaXgXc6pM2ed838vMQOTe87wGXI2UlROJiOgp5lYi0iX1Gmq+du1a5OXlwcnJCe3bt0f79u3h7OyMvLw8rFmzRimBZWRkIDs7G/7+/tI8CwsL+Pr6IjExEQCQmJgIS0tLqegGAH9/f+jp6eH48eNSm+eee06h9y8wMBDp6em4e/eu1KbsdkrblG5HnUrvYv7+9nN4f/s5LN92EP88/EfdYZGG4TXg6tUYOZGIqKlhbiUiXVKvHm97e3ucPn0av/32G9LS0gA8uZNu+eK1IbKzswGgwjUv1tbW0rLs7GzpzpKlDAwMYGVlpdCm/N0rS9eZnZ2NFi1aIDs7u9rtVKagoAAFBQXSdF5eXl12r054F3MizdYYOZGIqKlhbiUiXVKnHu/9+/fDzc0NeXl5kMlkePHFFzFlyhRMmTIFPXr0QJcuXfD777+rKlaNEhERAQsLC+nF5ymSpuDN1xoPcyIRkfIxtxKRLqpTj/eqVaswceJEyOXyCsssLCzw9ttvIzIyEn379m1wYDY2NgCAnJwc2NraSvNzcnLQrVs3qc3NmzcV3vf48WPcuXNHer+NjQ1ycnIU2pRO19SmdHll5s6di/DwcGk6Ly9PKcU3r+mmhqrp5mtFRUUAoHDDGt6MrX4aMycSETUVzK1EpIvq1OOdnJyMoKCgKpcHBAQgKSmpwUEBTx7JYGNjg/j4eGleXl4ejh8/Dj8/PwCAn58fcnNzFba5f/9+lJSUwNfXV2pz6NAhqdgAgLi4OLi4uKBFixZSm7LbKW1Tup3KGBsbQy6XK7yUgdd0kzKUveZbpq+PyL3npd+piR9/g5DPf5amw6J2KnzZQ7XXmDmRiKipYG4lIl1Upx7vnJycSh/rIK3MwAC3bt2q9fry8/Nx5coVaTojIwNnz56FlZUVHBwcMH36dHz44Yfo2LGj9DgxOzs7DB8+HMCT63yCgoIwceJEREdHo6ioCGFhYRg9erR098vXX38dixcvxoQJEzBnzhykpKRg9erVWLlypbTdadOm4fnnn8eKFSswePBgbNmyBadOncJXX31Vl8OjNLymm5St/F3QDS2spem6Kj8qA2i6PebKzolERMTcSkS6qU6F9zPPPIOUlBR06NCh0uXnzp1TGBZek1OnTqF///7SdOnQ7eDgYMTExGD27Nl48OABJk2ahNzcXDz77LOIjY2VnuENAJs2bUJYWBgGDBgAPT09jBw5Ep9//rm03MLCAvv27UNoaCi8vb3RqlUrLFiwQHqUGAD07t0bmzdvxrx58/D++++jY8eO2LFjB5/hTYTKL3+I2n8JFs+0A9C0H1+m7JxIRETMrUSkm+pUeA8aNAjz589HUFCQQvELAA8fPsTChQsxZMiQWq+vX79+EEJUuVwmk2HJkiVYsmRJlW2srKywefPmarfj4eFR4004XnnlFbzyyivVB0ykg0pvxlaq/DXg5QvtzHNHYNneq9495rpE2TmRiIiYW4lIN9Wp8J43bx5+/vlndOrUCWFhYXBxcQEApKWlISoqCsXFxfjggw9UEigRqUb5m7FlnjsCAzMrtGnnKk2XLbR5+cNTzIlERMrH3EpEuqhOhbe1tTWOHj2KkJAQzJ07V+qtlslkCAwMRFRUVIXnYROR5qvuGnAW2lVjTiQiUj7mViLSRXUqvAHA0dERe/bswd27d3HlyhUIIdCxY0fpDuFERE0JcyIRkfIxtxKRrqlz4V2qRYsWTfJmSkRElWFOJCJSPuZWItIVdXqONxERERERERHVDQtvIiIiIiIiIhVi4U1ERERERESkQiy8iYiIiIiIiFSIhTcRERERERGRCrHwJiIiIiIiIlKhej9OjJSjsLAQycnJ0nRqaipQosaAiIiIiIiISKlYeKtZcnIywqJ2Qm7nDADIPHcElu290FLNcRERkeYo/yUtAHh6esLIyEhNEREREVFdsPDWAHI7Z7R0cgMA3MvMUHM0RESkacp/SZuXmYG1oUCPHj3UHBkRERHVBgtvIiIiLVD2S1oiIiLSLry5GhEREREREZEKsfAmIiIiIiIiUiEW3kREREREREQqxMKbiIiIiIiISIV4czUiapCS4sdPnj9fBh9zRERERET0FAtvImqQ+zk3EPnnI7RJfwyAjzkiIiIiIiqPhTcRNZiZtSMfc0REREREVAVe411OVFQUnJycYGJiAl9fX5w4cULdIRERaTTmTe1XWFiIkydPKrwKCwvVHRaRzmLeJGp6WHiXsXXrVoSHh2PhwoU4ffo0PD09ERgYiJs3b6o7NCIijcS8qRuSk5MRFrUT728/h/e3n0NY1E4kJyerOywincS8SdQ0sfAuIzIyEhMnTsS4cePg5uaG6OhoNGvWDOvXr1d3aERao/Rma+w5axqYN3WH3M4ZLZ3c0NLJDXI7Z3WHQ6SzmDeJmiZe4/3/FRYWIikpCXPnzpXm6enpwd/fH4mJiRXaFxQUoKCgQJq+d+8eACAvL6/GbSUlJUn/T09Px91rV/G44OGT92ddg8H9ezAykGnktCbEwGnNns5KOYZFRx/AwuYUAOCfOzcR/kp/uLi4oLa8vb1rbFP6WRNC1Hq9pFyNlTfz8/Nx91qalCfvZ/2JpKQi5Ofn1zv28rlXGetU5fq1LV5SD+ZOzVfXvAmoLnfW9XNfU3tlr6+pb1/b9kcTYqjP+vLz29X4WVJa3hQkhBDi77//FgDE0aNHFebPmjVL9OzZs0L7hQsXCgB88cWXml83btxorDRB5TBv8sWX9r6YO9WjrnlTCOZOvvjSlFdD8yZ7vOtp7ty5CA8Pl6ZLSkpw584dtGzZEjKZDHl5ebC3t8eNGzcgl8vVGKlm4vGpGo9N9UqPz/Xr1yGTyWBnZ6fukKiWasqbVdHGzwRjbhzaFrMmxCuEwP3795k7tUhTyp010bV90rX9AXRzn5SVN1l4/3+tWrWCvr4+cnJyFObn5OTAxsamQntjY2MYGxsrzLO0tKzQTi6X68wvnSrw+FSNx6Z6FhYWPD5qpqq8WRVt/Eww5sahbTGrO14LCwu1bbupq2veBJpm7qyJru2Tru0PoHv7pIy8yZur/X9GRkbw9vZGfHy8NK+kpATx8fHw8/NTY2RERJqJeZOIqG6YN4maLvZ4lxEeHo7g4GD4+PigZ8+eWLVqFR48eIBx48apOzQiIo3EvElEVDfMm0RNEwvvMkaNGoVbt25hwYIFyM7ORrdu3RAbGwtra+s6r8vY2BgLFy6sMDSInuDxqRqPTfV4fDSLMvNmVbTxZ86YG4e2xaxt8ZJqNEbeBHTz903X9knX9gfQzX1SFpkQfJ4EERERERERkarwGm8iIiIiIiIiFWLhTURERERERKRCLLyJiIiIiIiIVIiFNxEREREREZEKsfBWkaioKDg5OcHExAS+vr44ceKEukNqdBEREejRowfMzc3Rpk0bDB8+HOnp6QptHj16hNDQULRs2RJmZmYYOXIkcnJy1BSx+ixbtgwymQzTp0+X5jX1Y/P333/jjTfeQMuWLWFqagp3d3ecOnVKWi6EwIIFC2BrawtTU1P4+/vj8uXLaoyYVEWb8mlt8p4mqywXaaKa8oOmKS4uxvz58+Hs7AxTU1O0b98eS5cuBe9vS6qiTXmzJosWLYJMJlN4de7cWd1h1cmhQ4cwdOhQ2NnZQSaTYceOHQrLtfGcpqZ9Gjt2bIWfW1BQkHqC1RAsvFVg69atCA8Px8KFC3H69Gl4enoiMDAQN2/eVHdojergwYMIDQ3FsWPHEBcXh6KiIgQEBODBgwdSmxkzZuC///0vtm3bhoMHDyIzMxMjRoxQY9SN7+TJk/jyyy/h4eGhML8pH5u7d++iT58+MDQ0xN69e5GamooVK1agRYsWUpvly5fj888/R3R0NI4fP47mzZsjMDAQjx49UmPkpGzalk9rk/c0VVW5SNPUJj9omk8++QTr1q3D2rVrcfHiRXzyySdYvnw51qxZo+7QSAdpW96sjS5duiArK0t6HT58WN0h1cmDBw/g6emJqKioSpdr4zlNTfsEAEFBQQo/tx9++KERI9RAgpSuZ8+eIjQ0VJouLi4WdnZ2IiIiQo1Rqd/NmzcFAHHw4EEhhBC5ubnC0NBQbNu2TWpz8eJFAUAkJiaqK8xGdf/+fdGxY0cRFxcnnn/+eTFt2jQhBI/NnDlzxLPPPlvl8pKSEmFjYyM+/fRTaV5ubq4wNjYWP/zwQ2OESI1E2/Np+bynqarKRZqopvygiQYPHizGjx+vMG/EiBFizJgxaoqIdJm2583yFi5cKDw9PdUdhtIAENu3b5emdeGcpvw+CSFEcHCwGDZsmFri0VTs8VaywsJCJCUlwd/fX5qnp6cHf39/JCYmqjEy9bt37x4AwMrKCgCQlJSEoqIihWPVuXNnODg4NJljFRoaisGDByscA4DH5pdffoGPjw9eeeUVtGnTBl5eXvj666+l5RkZGcjOzlY4PhYWFvD19W0Sx6ep0IV8Wj7vaaqqcpEmqik/aKLevXsjPj4ely5dAgAkJyfj8OHDGDhwoJojI12jC3mzMpcvX4adnR3atWuHMWPG4Pr16+oOSWl0+ZwmISEBbdq0gYuLC0JCQnD79m11h6RWBuoOQNf873//Q3FxMaytrRXmW1tbIy0tTU1RqV9JSQmmT5+OPn36oGvXrgCA7OxsGBkZwdLSUqGttbU1srOz1RBl49qyZQtOnz6NkydPVljW1I/NH3/8gXXr1iE8PBzvv/8+Tp48ialTp8LIyAjBwcHSMajsc9YUjk9Toe35tLK8p4mqy0WaqKb8oInee+895OXloXPnztDX10dxcTE++ugjjBkzRt2hkY7R9rxZGV9fX8TExMDFxQVZWVlYvHgx+vbti5SUFJibm6s7vAbT1XOaoKAgjBgxAs7Ozrh69Sref/99DBw4EImJidDX11d3eGrBwpsaRWhoKFJSUrTumhxVuXHjBqZNm4a4uDiYmJioOxyNU1JSAh8fH3z88ccAAC8vL6SkpCA6OlpjT6yJytOGvKeNuUgb88OPP/6ITZs2YfPmzejSpQvOnj2L6dOnw87OTmNjJtIUZUeGeHh4wNfXF46Ojvjxxx8xYcIENUZG1Rk9erT0f3d3d3h4eKB9+/ZISEjAgAED1BiZ+nCouZK1atUK+vr6Fe4+nZOTAxsbGzVFpV5hYWHYtWsXDhw4gLZt20rzbWxsUFhYiNzcXIX2TeFYJSUl4ebNm+jevTsMDAxgYGCAgwcP4vPPP4eBgQGsra2b7LEBAFtbW7i5uSnMc3V1lYaWlR4Dfs50mzbn06rynqapKRcVFxerO8QKasoPmmjWrFl47733MHr0aLi7u+PNN9/EjBkzEBERoe7QSMdoc96sLUtLS3Tq1AlXrlxRdyhK0VTOadq1a4dWrVrpzM+tPlh4K5mRkRG8vb0RHx8vzSspKUF8fDz8/PzUGFnjE0IgLCwM27dvx/79++Hs7Kyw3NvbG4aGhgrHKj09HdevX9f5YzVgwACcP38eZ8+elV4+Pj4YM2aM9P+memwAoE+fPhUewXTp0iU4OjoCAJydnWFjY6NwfPLy8nD8+PEmcXyaCm3MpzXlPU1TUy7SxOGANeUHTfTPP/9AT0/xlEtfXx8lJSVqioh0lTbmzbrKz8/H1atXYWtrq+5QlKKpnNP89ddfuH37ts783OpF3Xd300VbtmwRxsbGIiYmRqSmpopJkyYJS0tLkZ2dre7QGlVISIiwsLAQCQkJIisrS3r9888/UpvJkycLBwcHsX//fnHq1Cnh5+cn/Pz81Bi1+pS/k3BTPjYnTpwQBgYG4qOPPhKXL18WmzZtEs2aNRPff/+91GbZsmXC0tJS7Ny5U5w7d04MGzZMODs7i4cPH6oxclI2bcuntcl7mk7T72pem/ygaYKDg8Uzzzwjdu3aJTIyMsTPP/8sWrVqJWbPnq3u0EgHaVverMnMmTNFQkKCyMjIEEeOHBH+/v6iVatW4ubNm+oOrdbu378vzpw5I86cOSMAiMjISHHmzBnx559/CiG085ymun26f/++ePfdd0ViYqLIyMgQv/32m+jevbvo2LGjePTokbpDVxsW3iqyZs0a4eDgIIyMjETPnj3FsWPH1B1SowNQ6WvDhg1Sm4cPH4p33nlHtGjRQjRr1ky89NJLIisrS31Bq1H5k92mfmz++9//iq5duwpjY2PRuXNn8dVXXyksLykpEfPnzxfW1tbC2NhYDBgwQKSnp6spWlIlbcqntcl7mk7TC28has4PmiYvL09MmzZNODg4CBMTE9GuXTvxwQcfiIKCAnWHRjpKm/JmTUaNGiVsbW2FkZGReOaZZ8SoUaPElStX1B1WnRw4cKDSvw3BwcFCCO08p6lun/755x8REBAgWrduLQwNDYWjo6OYOHGi1n75oywyIYRovP51IiIiIiIioqaF13gTERERERERqRALbyIiIiIiIiIVYuFNREREREREpEIsvImIiIiIiIhUiIU3ERERERERkQqx8CYiIiIiIiJSIRbeRERERERERCrEwpu0XkJCAmQyGXJzc6tt5+TkhFWrVjVKTERE6hYTEwNLS0t1h1ErMpkMO3bsqHX7RYsWoVu3biqLh4iISNlYeJNKjB07FsOHD68wv7ZFckMo82Tz1q1bCAkJgYODA4yNjWFjY4PAwEAcOXJEKesnIt03duxYyGQyyGQyGBkZoUOHDliyZAkeP36s0u2OGjUKly5dUuk2aiM7OxtTpkxBu3btYGxsDHt7ewwdOhTx8fH1Xue7777boPcTEVWnps6aa9euQSaT4ezZs7VaX1XnxdS0sPAmqsbIkSNx5swZbNy4EZcuXcIvv/yCfv364fbt2yrbZmFhocrWTUTqERQUhKysLFy+fBkzZ87EokWL8Omnn1baVlk5wNTUFG3atFHKuurr2rVr8Pb2xv79+/Hpp5/i/PnziI2NRf/+/REaGlrv9ZqZmaFly5ZKjJSIdMHQoUMRFBRU6bLff/8dMpkM586da/B27O3tkZWVha5duzZ4XXX1ww8/QF9fv0E5lNSDhTep3eHDh9G3b1+YmprC3t4eU6dOxYMHD6Tl//73v+Hj4wNzc3PY2Njg9ddfx82bNytdV0JCAsaNG4d79+5JPUyLFi2Slv/zzz8YP348zM3N4eDggK+++qrKuHJzc/H777/jk08+Qf/+/eHo6IiePXti7ty5+L//+z+Fdm+//Tasra1hYmKCrl27YteuXdLy//znP+jSpQuMjY3h5OSEFStWKGzHyckJS5cuxb/+9S/I5XJMmjSpVseFiLRH6YgZR0dHhISEwN/fH7/88guApz0hH330Eezs7ODi4gIAuHHjBl599VVYWlrCysoKw4YNw7Vr1wAA+/btg4mJSYXRQ9OmTcMLL7wAoPLRP+vWrUP79u1hZGQEFxcX/Pvf/5aWVdaDk5ubC5lMhoSEBADA3bt3MWbMGLRu3Rqmpqbo2LEjNmzYUOV+v/POO5DJZDhx4gRGjhyJTp06oUuXLggPD8exY8eqfN+cOXPQqVMnNGvWDO3atcP8+fNRVFQkLS8/1Lz0GH788cewtraGpaWlNKpg1qxZsLKyQtu2bRViLSwsRFhYGGxtbWFiYgJHR0dERERUGRMRab4JEyYgLi4Of/31V4VlGzZsgI+PDzw8PBq8HX19fdjY2MDAwKDB66qrb7/9FrNnz8YPP/yAR48eNfr2qf5YeJNaXb16FUFBQRg5ciTOnTuHrVu34vDhwwgLC5PaFBUVYenSpUhOTsaOHTtw7do1jB07ttL19e7dG6tWrYJcLkdWVhaysrLw7rvvSstXrFgBHx8fnDlzBu+88w5CQkKQnp5e6brMzMxgZmaGHTt2oKCgoNI2JSUlGDhwII4cOYLvv/8eqampWLZsGfT19QEASUlJePXVVzF69GicP38eixYtwvz58xETE6Owns8++wyenp44c+YM5s+fX6vjQkTay9TUVKFnOz4+Hunp6YiLi8OuXbtQVFSEwMBAmJub4/fff8eRI0dgZmaGoKAgFBYWYsCAAbC0tMR//vMfaR3FxcXYunUrxowZU+k2t2/fjmnTpmHmzJlISUnB22+/jXHjxuHAgQO1jnv+/PlITU3F3r17cfHiRaxbtw6tWrWqtO2dO3cQGxuL0NBQNG/evMLy6i4JMjc3R0xMDFJTU7F69Wp8/fXXWLlyZbWx7d+/H5mZmTh06BAiIyOxcOFCDBkyBC1atMDx48cxefJkvP3229IJ+eeff45ffvkFP/74I9LT07Fp0yY4OTnV+lgQkeYZMmQIWrduXeE8Kz8/H9u2bcOECRMA1K5zo7rOmsq+qLxw4QKGDBkCuVwOc3Nz9O3bF1evXq00zpKSEkRERMDZ2Rmmpqbw9PTETz/9VOP+ZWRk4OjRo3jvvffQqVMn/PzzzxXafP3117C3t0ezZs3w0ksvITIyskK+3blzJ7p37w4TExO0a9cOixcvVvnlTwRAEKlAcHCw0NfXF82bN1d4mZiYCADi7t27QgghJkyYICZNmqTw3t9//13o6emJhw8fVrrukydPCgDi/v37QgghDhw4oLDODRs2CAsLiwrvc3R0FG+88YY0XVJSItq0aSPWrVtX5X789NNPokWLFsLExET07t1bzJ07VyQnJ0vLf/31V6GnpyfS09Mrff/rr78uXnzxRYV5s2bNEm5ubgpxDR8+XKFNfY4LEWmm4OBgMWzYMCHEk7wTFxcnjI2Nxbvvvistt7a2FgUFBdJ7/v3vfwsXFxdRUlIizSsoKBCmpqbi119/FUIIMW3aNPHCCy9Iy3/99VdhbGxcZS7s3bu3mDhxokJsr7zyihg0aJAQQoiMjAwBQJw5c0ZafvfuXQFAHDhwQAghxNChQ8W4ceNqtd/Hjx8XAMTPP/9cY1sAYvv27VUu//TTT4W3t7c0vXDhQuHp6SlNBwcHC0dHR1FcXCzNc3FxEX379pWmHz9+LJo3by5++OEHIYQQU6ZMES+88ILCMSYi7Tdr1izRvn17hc/2+vXrhampqcjNzRVXrlwRzZs3FytXrhSXLl0SR44cEV5eXmLs2LFSe0dHR2FlZSWioqLE5cuXRUREhNDT0xNpaWlCiIr58q+//hJWVlZixIgR4uTJkyI9PV2sX79eal/274AQQnz44Yeic+fOIjY2Vly9elVs2LBBGBsbi4SEhGr3bf78+eLll18WQgixZs0ahb8BQghx+PBhoaenJz799FORnp4uoqKihJWVlcLfgkOHDgm5XC5iYmLE1atXxb59+4STk5NYtGhRnY811Q17vEll+vfvj7Nnzyq8vvnmG4U2ycnJiImJkXqXzczMEBgYiJKSEmRkZAB40ms8dOhQODg4wNzcHM8//zwA4Pr163WOqezwIplMBhsbmyqHrQNPrvHOzMzEL7/8gqCgICQkJKB79+7SN6lnz55F27Zt0alTp0rff/HiRfTp00dhXp8+fXD58mUUFxdL83x8fBTa1Oa4EJH22LVrF8zMzGBiYoKBAwdi1KhRCpfBuLu7w8jISJpOTk7GlStXYG5uLuUAKysrPHr0SOpBGTNmDBISEpCZmQkA2LRpEwYPHlxlT3JV+ejixYu13o+QkBBs2bIF3bp1w+zZs3H06NEq2wohar3e8rZu3Yo+ffrAxsYGZmZmmDdvXo05v0uXLtDTe3paY21tDXd3d2laX18fLVu2lHL+2LFjcfbsWbi4uGDq1KnYt29fveMlIs0xfvx4XL16FQcPHpTmbdiwASNHjoSFhQUiIiIwZswYTJ8+HR07dkTv3r3x+eef47vvvlMYuj1o0CC888476NChA+bMmYNWrVpVOUIoKioKFhYW2LJlC3x8fNCpUyeMGzdOunSorIKCAnz88cdYv349AgMD0a5dO4wdOxZvvPEGvvzyyyr3q6SkBDExMXjjjTcAAKNHj8bhw4cVzgvXrFmDgQMH4t1330WnTp3wzjvvYODAgQrrWbx4Md577z0EBwejXbt2ePHFF7F06dJqt03KwcKbVKZ58+bo0KGDwuuZZ55RaJOfn4+3335boThPTk7G5cuX0b59ezx48ACBgYGQy+XYtGkTTp48ie3btwOo3w2IDA0NFaZlMhlKSkqqfY+JiQlefPFFzJ8/H0ePHsXYsWOxcOFCAE+GiypD+WGYNR0XItIupV9EXr58GQ8fPsTGjRsVPveV5QBvb+8KX15eunQJr7/+OgCgR48eaN++PbZs2YKHDx9i+/btVQ4zr43SorVswVz2umoAGDhwIP7880/MmDEDmZmZGDBggMLlPGV17NgRMpkMaWlpdYojMTERY8aMwaBBg7Br1y6cOXMGH3zwQY05v7L8Xl3O7969OzIyMrB06VI8fPgQr776Kl5++eU6xUpEmqdz587o3bs31q9fDwC4cuUKfv/9d2mYeW07N+rSWXP27Fn07du3Qs6pzJUrV/DPP//gxRdfVIjhu+++q3JoOgDExcXhwYMHGDRoEACgVatWePHFF6X9BID09HT07NlT4X3lp5OTk7FkyRKFbU+cOBFZWVn4559/aoyf6q/x7whAVEb37t2RmpqKDh06VLr8/PnzuH37NpYtWwZ7e3sAwKlTp6pdp5GRkUJvsrK5ublJz5v18PDAX3/9hUuXLlXa6+3q6lrh0WNHjhxBp06dpOvAK1PTcSEi7VL6RWRtde/eHVu3bkWbNm0gl8urbDdmzBhs2rQJbdu2hZ6eHgYPHlxl29J8FBwcLM07cuQI3NzcAACtW7cGAGRlZcHLywsAKn1UTuvWrREcHIzg4GD07dsXs2bNwmeffVahnZWVFQIDAxEVFYWpU6dW+HIhNze30t75o0ePwtHRER988IE0788//6xyvxpCLpdj1KhRGDVqFF5++WUEBQXhzp07sLKyUsn2iKhxTJgwAVOmTEFUVBQ2bNiA9u3bSyMmSzs3pk6dWuF9Dg4O0v/r0llTl46Y/Px8AMDu3bsrdEgZGxtX+b5vv/0Wd+7cUdhWSUkJzp07h8WLFyuM+Klp+4sXL8aIESMqLDMxManVOqh+WHiTWs2ZMwe9evVCWFgY3nrrLTRv3hypqamIi4vD2rVr4eDgACMjI6xZswaTJ09GSkoKli5dWu06nZyckJ+fj/j4eHh6eqJZs2Zo1qxZnWO7ffs2XnnlFYwfPx4eHh4wNzfHqVOnsHz5cgwbNgwA8Pzzz+O5557DyJEjERkZiQ4dOiAtLQ0ymQxBQUGYOXMmevTogaVLl2LUqFFITEzE2rVr8cUXXzTouBCRbhszZgw+/fRTDBs2DEuWLEHbtm3x559/4ueff8bs2bPRtm1bqd2iRYvw0Ucf4eWXX672pG3WrFl49dVX4eXlBX9/f/z3v//Fzz//jN9++w3AkxPHXr16YdmyZXB2dsbNmzcxb948hXUsWLAA3t7e6NKlCwoKCrBr1y64urpWuc2oqCj06dMHPXv2xJIlS+Dh4YHHjx8jLi4O69atq3SYe8eOHXH9+nVs2bIFPXr0wO7du6WRTsoUGRkJW1tbeHl5QU9PD9u2bYONjU21N30jIu3w6quvYtq0adi8eTO+++47hISEQCaTAVBN54aHhwc2btyIoqKiGnu93dzcYGxsjOvXr0tfBtTk9u3b2LlzJ7Zs2YIuXbpI84uLi/Hss89i3759CAoKgouLC06ePKnw3vLT3bt3R3p6Ojt31IBDzUmtPDw8cPDgQVy6dAl9+/aFl5cXFixYADs7OwCQ7ky5bds2uLm5YdmyZZX2rJTVu3dvTJ48GaNGjULr1q2xfPnyesVmZmYGX19frFy5Es899xy6du2K+fPnY+LEiQrF73/+8x/06NEDr732Gtzc3DB79mypx7179+748ccfsWXLFnTt2hULFizAkiVLqrwre22PCxHptmbNmuHQoUNwcHDAiBEj4OrqigkTJuDRo0cKPeAdOnRAz549ce7cuRqHmQ8fPhyrV6/GZ599hi5duuDLL7/Ehg0b0K9fP6nN+vXr8fjxY3h7e2P69On48MMPFdZhZGSEuXPnwsPDA8899xz09fWxZcuWKrfZrl07nD59Gv3798fMmTPRtWtXvPjii4iPj8e6desqfc///d//YcaMGQgLC0O3bt1w9OhRzJ8/vxZHrW7Mzc2xfPly+Pj4oEePHrh27Rr27NlT614jItJcZmZmGDVqFObOnYusrCyF8645c+bg6NGjCAsLky4B2rlzZ4OeHBMWFoa8vDyMHj0ap06dwuXLl/Hvf/+70ifnmJub491338WMGTOwceNGXL16FadPn8aaNWuwcePGStf/73//Gy1btsSrr76Krl27Si9PT08MGjQI3377LQBgypQp2LNnDyIjI3H58mV8+eWX2Lt3r/SlA/DkC9TvvvsOixcvxoULF3Dx4kVs2bKlwhetpALqvrsbERERERGRMh09elQAkJ7cUNaJEyfEiy++KMzMzETz5s2Fh4eH+Oijj6Tljo6OYuXKlQrv8fT0FAsXLhRCVP4UiOTkZBEQECCaNWsmzM3NRd++fcXVq1eFEBXval5SUiJWrVolXFxchKGhoWjdurUIDAwUBw8erHRf3N3dxTvvvFPpsq1btwojIyNx69YtIYQQX331lXjmmWeEqampGD58uPjwww+FjY2NwntiY2NF7969hampqZDL5aJnz57iq6++qnT9pDwyIRpw21EiIiIiIiLSSBMnTkRaWhp+//13dYfS5PEabyIiIiIiIh3w2Wef4cUXX0Tz5s2xd+9ebNy4scZ7C1HjYI83ERERERGRDnj11VeRkJCA+/fvo127dpgyZQomT56s7rAILLyJiIiIiIiIVIq37iQiIiIiIiJSIRbeRERERERERCrEwpuIiIiIiIhIhVh4ExEREREREakQC28iIiIiIiIiFWLhTURERERERKRCLLyJiIiIiIiIVIiFNxEREREREZEKsfAmIiIiIiIiUiEW3kREREREREQqxMKbiIiIiIiISIVYeBMRERERERGpEAtvIiIiIiIiIhUyUHcAuqKkpASZmZkwNzeHTCZTdzhEOk8Igfv378POzg56evwOURsxbxI1PuZO7cfcSdS4lJY3hRp9/PHHwsfHR5iZmYnWrVuLYcOGibS0NIU2Dx8+FO+8846wsrISzZs3FyNGjBDZ2dkKbf78808xaNAgYWpqKlq3bi3effddUVRUpNDmwIEDwsvLSxgZGYn27duLDRs2VIhn7dq1wtHRURgbG4uePXuK48eP13pfbty4IQDwxRdfjfy6ceNG7ZMOaRTmTb74Ut+LuVN7MXfyxZd6Xg3Nm2rt8T548CBCQ0PRo0cPPH78GO+//z4CAgKQmpqK5s2bAwBmzJiB3bt3Y9u2bbCwsEBYWBhGjBiBI0eOAACKi4sxePBg2NjY4OjRo8jKysK//vUvGBoa4uOPPwYAZGRkYPDgwZg8eTI2bdqE+Ph4vPXWW7C1tUVgYCAAYOvWrQgPD0d0dDR8fX2xatUqBAYGIj09HW3atKlxX8zNzQEAN27cgFwuV8XhIqIy8vLyYG9vL332SPswbxI1PuZO7cfcSdS4lJU3ZUIIoaSYGuzWrVto06YNDh48iOeeew737t1D69atsXnzZrz88ssAgLS0NLi6uiIxMRG9evXC3r17MWTIEGRmZsLa2hoAEB0djTlz5uDWrVswMjLCnDlzsHv3bqSkpEjbGj16NHJzcxEbGwsA8PX1RY8ePbB27VoAT4bx2NvbY8qUKXjvvfdqjD0vLw8WFha4d+8ekyBRI+BnTvvxZ0jU+Pi50378GRI1LmV95jTqGu979+4BAKysrAAASUlJKCoqgr+/v9Smc+fOcHBwkArvxMREuLu7S0U3AAQGBiIkJAQXLlyAl5cXEhMTFdZR2mb69OkAgMLCQiQlJWHu3LnScj09Pfj7+yMxMVFVu6u1CgsLkZycrDDP09MTRkZGaoqIiIioaeHfYiLV0vTPmKbHRxVpTOFdUlKC6dOno0+fPujatSsAIDs7G0ZGRrC0tFRoa21tjezsbKlN2aK7dHnpsura5OXl4eHDh7h79y6Ki4srbZOWllZpvAUFBSgoKJCm8/Ly6rjH2is5ORlhUTsht3MGAORlZmBtKNCjRw81R0ZERNQ08G8xaTtNLxw1/TOm6fFRRRpTeIeGhiIlJQWHDx9Wdyi1EhERgcWLF6s7DLWR2zmjpZObusMgoiZA00/OiNSFf4tJm2lD4ajpnzFNj49/vxVpROEdFhaGXbt24dChQ2jbtq0038bGBoWFhcjNzVXo9c7JyYGNjY3U5sSJEwrry8nJkZaV/ls6r2wbuVwOU1NT6OvrQ19fv9I2pesob+7cuQgPD5emSy+6JyIi5dKGk7OaqPrko7FPbrT9ZErXfh5E2krTC0dqGF34+61Mai28hRCYMmUKtm/fjoSEBDg7Oyss9/b2hqGhIeLj4zFy5EgAQHp6Oq5fvw4/Pz8AgJ+fHz766CPcvHlTuvt4XFwc5HI53NzcpDZ79uxRWHdcXJy0DiMjI3h7eyM+Ph7Dhw8H8GToe3x8PMLCwiqN3djYGMbGxso5EEREVC1Vn5ypulBS9clHY5/cqHp7/HkQEekGfrnylFoL79DQUGzevBk7d+6Eubm5dE22hYUFTE1NYWFhgQkTJiA8PBxWVlaQy+WYMmUK/Pz80KtXLwBAQEAA3Nzc8Oabb2L58uXIzs7GvHnzEBoaKhXGkydPxtq1azF79myMHz8e+/fvx48//ojdu3dLsYSHhyM4OBg+Pj7o2bMnVq1ahQcPHmDcuHGNf2CIiKhRNUahpOqTj8Y+uVHl9vjzICIiXaPWwnvdunUAgH79+inM37BhA8aOHQsAWLlyJfT09DBy5EgUFBQgMDAQX3zxhdRWX18fu3btQkhICPz8/NC8eXMEBwdjyZIlUhtnZ2fs3r0bM2bMwOrVq9G2bVt888030jO8AWDUqFG4desWFixYgOzsbHTr1g2xsbEVbrhGukfThwRqenxEuoKFkmbhz4OIiHSJ2oea18TExARRUVGIioqqso2jo2OFoeTl9evXD2fOnKm2TVhYWJVDy0l3afqQQE2Pj4iIiIiIqqcRN1cjUjdN71nR9PiIiIiIiKhqeuoOgIiIiIiIiEiXscebiKrFa8yJiIiIiBqGhTdROSXFj5GamqowT5cLzZoKa15jTkRERETUMCy8icq5n3MDkX8+Qpv0xwB0v9CsTWFd9hrzpvbFBBERERFRQ7HwJqWrqQe1rkOX1THU2czaUWU3M9PEodt1uXlbU/tigoiIiIiooVh4k9LV1INa16HLujbUWRf2R5VfTBARERER6RoW3qQSNfWg1vXxWLr2OC1d2x8iIiIiIqoaC28iLVP+GuuioiIAgKGhoTRP3UPXiYiIiIjoKRbepHLlC8XU1FSgpOrlgGoLx/LXWJePR9OVv8Y689wRGJhZoU07VwDaOXSdiIiIiEiXsfAmlausULRs74WWVSxXdeFY/hrr8vE0VENvnlabLwbKXmN9LzMDhhbWvOs4EREREZGGYuFNjaJ8oVjd8sZQ9hrryuKpi8oK5aj9l2DxTDsAdf8ioaFfDNT0RYa29/gTEREREWkbFt7UYDUNJdd1VRbKVfRA1+b4NPSLgeq+yFB1jz8RERERESli4U0NVtNQcnVrjB7e6gplTTw+1cXb1L9IISIiIiJStnoV3u3atcPJkyfRsqVi6ZCbm4vu3bvjjz/+UEpwpHwNvf64KjUNJW9MNQ39Vkfhq0nHpyaa+EWBLmDeJCJ6ijmRiJqaehXe165dQ3FxcYX5BQUF+PvvvxscFKlO+WHGungH7JqGfmt64ats9enB1qYvCrQF8yYR0VPMiUTU1NSp8P7ll1+k///666+wsLCQpouLixEfHw8nJyelBUeqUXaYsS6orIdbbqO8m6dpO1X3YNf1LuqqGnWhqZg3iYieYk4koqaqToX38OHDAQAymQzBwcEKywwNDeHk5IQVK1YoLTii2uDNwmqmyh7suj4OrimMuiiLeZOI6CnmRCJqqupUeJeUPBmf6uzsjJMnT6JVq1YqCYqorpT5eLCa8HFcFdX1cXC6NuqiOsybRERPMScSUVNVr2u8MzKa9tBdatrYw65cdR2qrq2YN4mInmJOJKKmpt6PE4uPj0d8fDxu3rwpfXtZav369Q0OjEiTNWYPu66r61B1bca8SUT0FHMiETUlevV50+LFixEQEID4+Hj873//w927dxVeRESlCgsLcfLkSelV2dD80qHqLZ3cpJEEuoZ5k4joKWXmxEOHDmHo0KGws7ODTCbDjh07FJYLIbBgwQLY2trC1NQU/v7+uHz5skKbO3fuYMyYMZDL5bC0tMSECROQn5+v0ObcuXPo27cvTExMYG9vj+XLl1eIZdu2bejcuTNMTEzg7u6OPXv21DkWItJN9erxjo6ORkxMDN58801lx0OkcerzOK6mrLLjpe7nqGsC5k0ioqeUmRMfPHgAT09PjB8/HiNGjKiwfPny5fj888+xceNGODs7Y/78+QgMDERqaipMTEwAAGPGjEFWVhbi4uJQVFSEcePGYdKkSdi8eTMAIC8vDwEBAfD390d09P9r797jerz//4E/3p1zqOTQgVSGVMghkvOhCc30mZ9hZiGMFdLmtKGwLWPOmnZS2zCH2+YwLJLDUIoSShrGMnrXNpKMSu/X7w/fLt46p/f73bse99vtfbu5rut1Xdfzenn37Hp2XdfrCsOlS5cwadIkmJmZYerUqQCAmJgYjB07FiEhIXjttdewbds2eHt7IzExEe3bt69wLERUO1Wp8M7Pz0fPnj2rOxaiGknVr+OqbUrtrzp+az7zJhHRM9WZE4cOHYqhQ4eWuEwIgbVr12LhwoUYMWIEAOD777+HhYUF9uzZgzFjxiA1NRWRkZE4e/YsXF1dAQAbNmzAsGHD8Pnnn8Pa2hpbt25Ffn4+Nm/eDAMDAzg7OyMpKQmrV6+WCu9169ZhyJAhmDNnDgBg2bJliIqKwsaNGxEWFlahWIio9qrSreaTJ0+W/gJIVBc8fyt0/SbW1brtoivEZd2KrW1U2V/ainmTiOgZdeXEGzduQC6Xw8PDQ5pnamoKNzc3xMbGAgBiY2NhZmYmFd0A4OHhAR0dHcTFxUlt+vbtqzTwp6enJ9LS0qRb42NjY5X2U9SmaD8ViaUkeXl5yMnJUfoQkfap0hXvx48f46uvvsKRI0fQsWNH6OvrKy1fvXp1tQRHVBfwinrdwLxJRPSMunKiXC4HAFhYWCjNt7CwkJbJ5XI0a9ZMabmenh7Mzc2V2tjb2xfbRtGyRo0aQS6Xl7uf8mIpSUhICJYsWVL+wRJRjValwvvixYvo1KkTACA5OVlpmUwme+mgiOqa59+DXVdvxa7tmDeJiJ5hTqy4BQsWIDAwUJrOycmBjY2NBiMi0k75+fm4cOGC0jx1vsK2SoX3sWPHqjsOIqJarbryZnBwcLErHw4ODrhy5QqAp1eR3n//fWzfvh15eXnw9PTEF198oXSFJT09HdOnT8exY8fQoEED+Pj4ICQkBHp6z34lHD9+HIGBgUhJSYGNjQ0WLlyICRMmKO03NDQUK1euhFwuh4uLCzZs2IDu3btXy3ESUe2mrnNJS0tLAEBmZiasrKyk+ZmZmVLhb2lpiaysLKX1njx5grt370rrW1paIjMzU6lN0XR5bZ5fXl4sJTE0NIShoWGFjpeISnfhwgX4h+6V3qCj7lfYVukZbyIi0hxnZ2dkZGRIn1OnTknLZs+ejV9++QW7du3CiRMncOfOHaVRfgsLC+Hl5YX8/HzExMTgu+++Q0REBBYvXiy1uXHjBry8vDBgwAAkJSUhICAAkydPxqFDh6Q2O3bsQGBgIIKCgpCYmAgXFxd4enoWO3klItIke3t7WFpaIjo6WpqXk5ODuLg4uLu7AwDc3d2RnZ2NhIQEqc3Ro0ehUCjg5uYmtfntt99QUFAgtYmKioKDgwMaNWoktXl+P0VtivZTkViISLVMrO019grbKl3xHjBgQJm3AR09erTKARER1UbVmTf19PSkKyfPu3//Pr799lts27YNAwcOBACEh4fD0dERZ86cQY8ePXD48GFcvnwZR44cgYWFBTp16oRly5Zh3rx5CA4OhoGBAcLCwmBvb49Vq1YBABwdHXHq1CmsWbMGnp6eAJ4+fzllyhRMnDgRwNNXAx04cACbN2/G/PnzK3wsRFQ3VWdOzM3NxbVr16TpGzduICkpCebm5mjZsiUCAgLw8ccfo02bNtIrvKytreHt7Q3gaY4bMmQIpkyZgrCwMBQUFMDf3x9jxoyBtfXTAULfeustLFmyBL6+vpg3bx6Sk5Oxbt06rFmzRtrvrFmz0K9fP6xatQpeXl7Yvn07zp07h6+++grA01voy4uFiGqvKhXeL94OU1BQgKSkJCQnJ8PHx6c64qJq8uKzDLVhxGwibVSdefPq1auwtraGkZER3N3dERISgpYtWyIhIQEFBQVKI+a2a9cOLVu2RGxsLHr06IHY2Fh06NBB6dZzT09PTJ8+HSkpKejcuXOpI/MGBAQAeJpXEhISsGDBAmm5jo4OPDw8yh2ZNy8vT5rmyLxEdVd15sRz585hwIAB0nTR89A+Pj6IiIjA3Llz8fDhQ0ydOhXZ2dno3bs3IiMjld6bvXXrVvj7+2PQoEHQ0dHByJEjsX79emm5qakpDh8+DD8/P3Tt2hVNmjTB4sWLpVeJAUDPnj2xbds2LFy4EB9++CHatGmDPXv2SO/wBlChWIiodqpS4f38X/eeFxwcjNzc3Apv57fffsPKlSuRkJCAjIwM7N69W+kvfkIIBAUF4euvv0Z2djZ69eqFTZs2oU2bNlKbu3fvYsaMGfjll1+kRLlu3To0aNBAanPx4kX4+fnh7NmzaNq0KWbMmIG5c+cqxbJr1y4sWrQIN2/eRJs2bfDZZ59h2LBhFT6WmurFZxkqO2J2SYMQqLp4L3q9Vmn7K285UU1UXXnTzc0NERERcHBwQEZGBpYsWYI+ffogOTkZcrkcBgYGMDMzU1rnxVF1SxpRt2hZWW1ycnLw6NEj3Lt3D4WFhSW2KXrWvCQcmZeIilRXTgSA/v37QwhR6nKZTIalS5di6dKlpbYxNzcv9/VmHTt2xMmTJ8tsM2rUKIwaNeqlYiGi2qlKhXdp3n77bXTv3h2ff/55hdo/fPgQLi4umDRpktIziEVWrFiB9evX47vvvpNux/H09MTly5elvwyOGzcOGRkZiIqKQkFBASZOnIipU6dKyTMnJweDBw+Gh4cHwsLCcOnSJUyaNAlmZmbSXyljYmIwduxYhISE4LXXXsO2bdvg7e2NxMREpb9SaquiZxmAyo+Y/WLhDqj+dVflvV6Lr9+i2qSyeXPo0KHSvzt27Ag3NzfY2tpi586dMDY2VlWY1YIj8xJReSqbE4mItEW1Ft6xsbGVulVm6NChSieRzxNCYO3atVi4cCFGjBgBAPj+++9hYWGBPXv2YMyYMUhNTUVkZCTOnj0LV1dXAMCGDRswbNgwfP7557C2tsbWrVuRn5+PzZs3w8DAAM7OzkhKSsLq1aulwnvdunUYMmQI5syZAwBYtmwZoqKisHHjRoSFhb1Ml9QKzxfugHped1Xe67X4+i2qLSqbN19kZmaGtm3b4tq1a3j11VeRn5+P7OxspaveL46qGx8fr7SNio7Ma2JiAmNjY+jq6kJXV7fM0XtLwpF5iag8L5sTiYhqqioV3i9enRZCICMjA+fOncOiRYuqJbAbN25ALpcrPWdoamoKNzc3xMbGYsyYMYiNjYWZmZlUdAOAh4cHdHR0EBcXh//973+IjY1F3759ld7P5unpic8++wz37t1Do0aNEBsbq3QVpqjNnj17So2PzyoSUWWoKm/m5ubi+vXrGD9+PLp27Qp9fX1ER0dj5MiRAIC0tDSkp6crjd77ySefICsrC82aNQPwdNRdExMTODk5SW0OHjyotJ/nR+Y1MDBA165dER0dLT0epFAoEB0dDX9//yofCxHVHeo4lyQiqkmqVHibmpoqTevo6MDBwQFLly7F4MGDqyWwomcNS3qG8PnnEItOHIvo6enB3NxcqY29vX2xbRQta9SoUanPMxZtoySqelZR3S92f/F5aVXvj6iuqq68+cEHH2D48OGwtbXFnTt3EBQUBF1dXYwdOxampqbw9fVFYGAgzM3NYWJighkzZsDd3R09evQAAAwePBhOTk4YP348VqxYAblcjoULF8LPz0+6Gj1t2jRs3LgRc+fOxaRJk3D06FHs3LkTBw4ckOIIDAyEj48PXF1d0b17d6xduxYPHz6URjknIiqLOs4liYhqkioV3uHh4dUdh9aprmcVSxp1PPTo7zBt3urpdlX8YvcXn5dW94vkieqK6sqbf/31F8aOHYt///0XTZs2Re/evXHmzBk0bdoUwNMBi4oGmszLy4Onpye++OILaX1dXV3s378f06dPh7u7O+rXrw8fHx+lgX7s7e1x4MABzJ49G+vWrUOLFi3wzTffSK8SA4DRo0fj77//xuLFiyGXy9GpUydERkYW+yMmEVFJeC5JRHXNSz3jnZCQgNTUVACAs7MzOnfuXC1BAc+eNczMzISVlZU0PzMzU3oFhaWlJbKyspTWe/LkCe7evVvus4rP76O0Nqp4VrG8QlsaKOy5Z6orsz2g8lesn39emohU62Xz5vbt28tcbmRkhNDQUISGhpbaxtbWttit5C/q378/zp8/X2Ybf39/3lpORC9FleeSREQ1SZUK76ysLIwZMwbHjx+XBvDJzs7GgAEDsH37dunKy8uwt7eHpaUloqOjpUI7JycHcXFxmD59OoCnzyFmZ2cjISEBXbt2BQAcPXoUCoUCbm5uUpuPPvoIBQUF0NfXB/D0WUUHBwc0atRIahMdHS29o7aoTdHzjNWp1Nd7VdOo49m3rsHf47L0rGZlX7XFV3URqYY68iYRkbZgTiSiukanKivNmDEDDx48QEpKCu7evYu7d+8iOTkZOTk5mDlzZoW3k5ubi6SkJCQlJQF4OqBaUlIS0tPTIZPJEBAQgI8//hj79u3DpUuX8M4778Da2loazMfR0RFDhgzBlClTEB8fj9OnT8Pf3x9jxoyBtbU1AOCtt96CgYEBfH19kZKSgh07dmDdunVKt4nPmjULkZGRWLVqFa5cuYLg4GCcO3dOZVdyikYJb2znhPpNrKt1ezJdXaz+9RI+3H0RH+6+iBW7TuC/R/9VeFsPMm+91PpEVLLqyptERLUBcyIR1TVVuuIdGRmJI0eOwNHRUZrn5OSE0NDQSg2Ice7cOQwYMECaLiqGfXx8EBERgblz5+Lhw4eYOnUqsrOz0bt3b0RGRiq9ZmLr1q3w9/fHoEGDpOca169fLy03NTXF4cOH4efnh65du6JJkyZYvHix9CoxAOjZsye2bduGhQsX4sMPP0SbNm2wZ88erX2H98u+aouv6iKqftWVN4mIagPmRCKqa6pUeCsUCum27efp6+tDoaj4fcn9+/eHEKLU5TKZDEuXLlUa9OdF5ubm2LZtW5n76dixI06ePFlmm1GjRmHUqFFlB6wBHHWcqHaorrxJRFQbMCcSUV1TpVvNBw4ciFmzZuHOnTvSvNu3b2P27NkYNGhQtQVHxW/99g/dW2wwNSKq+Zg3iYieYU4korqmSle8N27ciNdffx12dnbSK7Ru3bqF9u3bY8uWLdUaICnf+s3Bz4i0E/MmEdEzzIlEVNdUqfC2sbFBYmIijhw5gitXrgB4OtCZh4dHtQZHxb343m1pVHQNx0VEZWPeJCJ6hjmRiOqaSt1qfvToUTg5OSEnJwcymQyvvvoqZsyYgRkzZqBbt25wdnYu91lqenlFV8Cra1R0IlId5k0iomeYE4morqpU4b127VpMmTIFJiYmxZaZmpri3XffxerVq6stOCIibce8SUT0DHMiEdVVlSq8L1y4gCFDhpS6fPDgwUhISHjpoIiIagvmTSKiZ5gT1Sc/Px9nz55V+uTn52s6LKI6q1LPeGdmZpb46gdpY3p6+Pvvv186KCKi2oJ5k4joGeZE9blw4QL8Q/fCxNoeAJBz5wY2+gHdunXTcGREdVOlrng3b94cycnJpS6/ePEirKysXjooIqLagnmTiOgZ5kT1MrG2l8YFKirAiUgzKlV4Dxs2DIsWLcLjx4+LLXv06BGCgoLw2muvVVtwRETajnmTiOgZ5kQiqqsqdav5woUL8fPPP6Nt27bw9/eHg4MDAODKlSsIDQ1FYWEhPvroI5UESkSkjZg3iYieYU4korqqUoW3hYUFYmJiMH36dCxYsABCCACATCaDp6cnQkNDYWFhoZJAiYi0EfMmEdEzzIlEVFdVqvAGAFtbWxw8eBD37t3DtWvXIIRAmzZt0KhRI1XER0Sk9Zg3iYieYU4korqo0oV3kUaNGnFURCKiSmDeJCJ6hjmRiOqSSg2uRkRERERERESVw8KbiIiIiIiISIVYeBMRERERERGpEAtvIiIiIiIiIhVi4U1ERERERESkQiy8iYiIiIiIiFSIhTcRERERERGRCrHwJiIiIiIiIlIhFt5EREREREREKsTCm4iIiIiIiEiFWHgTERERERERqRALbyIiIiIiIiIVYuFNREREREREpEIsvImIiIiIiIhUiIU3ERERERERkQqx8CYiIiIiIiJSIRbeRERERERERCrEwvsFoaGhsLOzg5GREdzc3BAfH6/pkIiIajTmTSKiymHeJKp7WHg/Z8eOHQgMDERQUBASExPh4uICT09PZGVlaTo0IqIaiXmTiKhymDeJ6iYW3s9ZvXo1pkyZgokTJ8LJyQlhYWGoV68eNm/erOnQiIhqJOZNIqLKYd4kqpv0NB1ATZGfn4+EhAQsWLBAmqejowMPDw/ExsYWa5+Xl4e8vDxp+v79+wCAnJycMveTm5uLezev4Eneo6ftM25C78F9GOjJtGK6JsTA6do9/SDjT+Tmtir3Z6louRCizHakOprKmw8y/kRCQgFyc3Or4zAAAGlpabh387rK9qHt21f3/rj9qu2DubPmq2zeBGp27nwZ6s5blcX4Xl5Ni1HjeVOQEEKI27dvCwAiJiZGaf6cOXNE9+7di7UPCgoSAPjhhx8Nf27duqWuNEEvYN7khx/t/TB3akZl86YQzJ388FNTPi+bN3nFu4oWLFiAwMBAaVqhUODu3bto3LgxZDJZGWvWPDk5ObCxscGtW7dgYmKi6XBqJPZR+dTdR0IIPHjwANbW1irfF1WPmp43a8vPOY+jZqlpx8HcqX1qeu6sqpr2s6Ft2H8vr6J9WF15k4X3/2nSpAl0dXWRmZmpND8zMxOWlpbF2hsaGsLQ0FBpnpmZmSpDVDkTExP+4JaDfVQ+dfaRqampWvZDJautebO2/JzzOGqWmnQczJ2aU9m8CWhP7qyqmvSzoY3Yfy+vIn1YHXmTg6v9HwMDA3Tt2hXR0dHSPIVCgejoaLi7u2swMiKimol5k4iocpg3ieouXvF+TmBgIHx8fODq6oru3btj7dq1ePjwISZOnKjp0IiIaiTmTSKiymHeJKqbWHg/Z/To0fj777+xePFiyOVydOrUCZGRkbCwsNB0aCplaGiIoKCgYrcx0TPso/Kxj+qm2pQ3a8t3mMdRs9SW46DqU5vy5svgz8bLYf+9PHX3oUwIvk+CiIiIiIiISFX4jDcRERERERGRCrHwJiIiIiIiIlIhFt5EREREREREKsTCm4iIiIiIiEiFWHjXAcuXL4dMJkNAQIA07/Hjx/Dz80Pjxo3RoEEDjBw5EpmZmUrrpaenw8vLC/Xq1UOzZs0wZ84cPHnyRM3Rq9bt27fx9ttvo3HjxjA2NkaHDh1w7tw5abkQAosXL4aVlRWMjY3h4eGBq1evKm3j7t27GDduHExMTGBmZgZfX1/k5uaq+1BUorCwEIsWLYK9vT2MjY3xyiuvYNmyZXh+TMa63kek3UJCQtCtWzc0bNgQzZo1g7e3N9LS0jQd1ksrKe9rk/JyszaoSP4k0mYVyZ/lnW9euHABY8eOhY2NDYyNjeHo6Ih169YV29fx48fRpUsXGBoaonXr1oiIiFD14amFuvrw559/xquvvoqmTZvCxMQE7u7uOHTokFqOUZXU+R0scvr0aejp6aFTp06VD1hQrRYfHy/s7OxEx44dxaxZs6T506ZNEzY2NiI6OlqcO3dO9OjRQ/Ts2VNa/uTJE9G+fXvh4eEhzp8/Lw4ePCiaNGkiFixYoIGjUI27d+8KW1tbMWHCBBEXFyf++OMPcejQIXHt2jWpzfLly4WpqanYs2ePuHDhgnj99deFvb29ePTokdRmyJAhwsXFRZw5c0acPHlStG7dWowdO1YTh1TtPvnkE9G4cWOxf/9+cePGDbFr1y7RoEEDsW7dOqlNXe8j0m6enp4iPDxcJCcni6SkJDFs2DDRsmVLkZubq+nQqqy0vK8tKpKbtUFF8ieRNqtI/izvfPPbb78VM2fOFMePHxfXr18XP/zwgzA2NhYbNmyQ2vzxxx+iXr16IjAwUFy+fFls2LBB6OrqisjISLUeryqoqw9nzZolPvvsMxEfHy9+//13sWDBAqGvry8SExPVerzVTV39V+TevXuiVatWYvDgwcLFxaXS8bLwrsUePHgg2rRpI6KiokS/fv2kE7Ds7Gyhr68vdu3aJbVNTU0VAERsbKwQQoiDBw8KHR0dIZfLpTabNm0SJiYmIi8vT63HoSrz5s0TvXv3LnW5QqEQlpaWYuXKldK87OxsYWhoKH788UchhBCXL18WAMTZs2elNr/++quQyWTi9u3bqgteTby8vMSkSZOU5r3xxhti3LhxQgj2EdU+WVlZAoA4ceKEpkOpktLyvjYpLzdri/LyJ1Ft82L+rMj5Zknee+89MWDAAGl67ty5wtnZWanN6NGjhaenZzUfgeapqg9L4uTkJJYsWVI9gdcQqu6/0aNHi4ULF4qgoKAqFd681bwW8/Pzg5eXFzw8PJTmJyQkoKCgQGl+u3bt0LJlS8TGxgIAYmNj0aFDB1hYWEhtPD09kZOTg5SUFPUcgIrt27cPrq6uGDVqFJo1a4bOnTvj66+/lpbfuHEDcrlcqZ9MTU3h5uam1E9mZmZwdXWV2nh4eEBHRwdxcXHqOxgV6dmzJ6Kjo/H7778DeHo7zqlTpzB06FAA7COqfe7fvw8AMDc313AkVVNa3tcm5eVmbVFe/iSqbV7MnxU53yxtO8/n4NjY2GI5zdPTs8xtaCtV9eGLFAoFHjx4oLW/60qjyv4LDw/HH3/8gaCgoCrHp1flNalG2759OxITE3H27Nliy+RyOQwMDGBmZqY038LCAnK5XGrzfNFdtLxoWW3wxx9/YNOmTQgMDMSHH36Is2fPYubMmTAwMICPj490nCX1w/P91KxZM6Xlenp6MDc3rxX9NH/+fOTk5KBdu3bQ1dVFYWEhPvnkE4wbNw4A2EdUqygUCgQEBKBXr15o3769psOptLLyvjYpLzdri/LyJ1FtUlL+rMj55otiYmKwY8cOHDhwQJpX2jlpTk4OHj16BGNj4+o9GA1RZR++6PPPP0dubi7efPPNaotf01TZf1evXsX8+fNx8uRJ6OlVvXxm4V0L3bp1C7NmzUJUVBSMjIw0HU6NpVAo4Orqik8//RQA0LlzZyQnJyMsLEyrTu5UaefOndi6dSu2bdsGZ2dnJCUlISAgANbW1uwjqnX8/PyQnJyMU6dOaTqUSqtNeb+25GbmT6pLqiN/JicnY8SIEQgKCsLgwYOrMTrtoK4+3LZtG5YsWYK9e/cWuzCizVTVf4WFhXjrrbewZMkStG3b9qVi5K3mtVBCQgKysrLQpUsX6OnpQU9PDydOnMD69euhp6cHCwsL5OfnIzs7W2m9zMxMWFpaAgAsLS2LjXJeNF3URttZWVnByclJaZ6joyPS09MBPDvOkvrh+X7KyspSWv7kyRPcvXu3VvTTnDlzMH/+fIwZMwYdOnTA+PHjMXv2bISEhABgH1Ht4e/vj/379+PYsWNo0aKFpsOptPLyfmFhoaZDrLDycrO2KC9/EtUWpeVPS0vLcs83i1y+fBmDBg3C1KlTsXDhQqVlpZ2TmpiY1Jqr3aruwyLbt2/H5MmTsXPnTq1+JOlFquy/Bw8e4Ny5c/D395d+vy5duhQXLlyAnp4ejh49WuE4WXjXQoMGDcKlS5eQlJQkfVxdXTFu3Djp3/r6+oiOjpbWSUtLQ3p6Otzd3QEA7u7uuHTpklLBFBUVBRMTk2InRNqqV69exV458Pvvv8PW1hYAYG9vD0tLS6V+ysnJQVxcnFI/ZWdnIyEhQWpz9OhRKBQKuLm5qeEoVOu///6Djo5ymtDV1YVCoQDAPiLtJ4SAv78/du/ejaNHj8Le3l7TIVVJeXlfV1dX0yFWWHm5WVuUlz+JtF15+bNr167lnm8CQEpKCgYMGAAfHx988sknxfbj7u6utA3g6Tnp89vQVurqQwD48ccfMXHiRPz444/w8vJSzQGpmTr6z8TEpNjv12nTpsHBwQFJSUmVO5et9HBspJVeHN122rRpomXLluLo0aPi3Llzwt3dXbi7u0vLi14nNnjwYJGUlCQiIyNF06ZNa9XrxOLj44Wenp745JNPxNWrV8XWrVtFvXr1xJYtW6Q2y5cvF2ZmZmLv3r3i4sWLYsSIESW+Kqtz584iLi5OnDp1SrRp06bWvCrLx8dHNG/eXHodzs8//yyaNGki5s6dK7Wp631E2m369OnC1NRUHD9+XGRkZEif//77T9OhvTRtHdW8IrlZG1QkfxJps4rkz/LONy9duiSaNm0q3n77baVtZGVlSW2KXic2Z84ckZqaKkJDQ2vN68TU1Ydbt24Venp6IjQ0VKlNdna2Wo+3uqmr/15U1VHNWXjXES+egD169Ei89957olGjRqJevXrif//7n8jIyFBa5+bNm2Lo0KHC2NhYNGnSRLz//vuioKBAzZGr1i+//CLat28vDA0NRbt27cRXX32ltFyhUIhFixYJCwsLYWhoKAYNGiTS0tKU2vz7779i7NixokGDBsLExERMnDhRPHjwQJ2HoTI5OTli1qxZomXLlsLIyEi0atVKfPTRR0qvlKvrfUTaDUCJn/DwcE2H9tK0tfAWovzcrA0qkj+JtFlF8md555tBQUElbsPW1lZpX8eOHROdOnUSBgYGolWrVrUiRwuhvj7s169fiW18fHzUd7AqoM7v4POqWnjL/i9oIiIiIiIiIlIBPuNNREREREREpEIsvImIiIiIiIhUiIU3ERERERERkQqx8CYiIiIiIiJSIRbeRERERERERCrEwpuIiIiIiIhIhVh4ExEREREREakQC28iIiIiIiIiFWLhTbWOTCbDnj17AAA3b96ETCZDUlKSRmMiIqKagb8XiIhIE1h4k8rJ5XLMmDEDrVq1gqGhIWxsbDB8+HBER0erfN82NjbIyMhA+/btAQDHjx+HTCZDdnZ2uet+/fXXcHFxQYMGDWBmZobOnTsjJCRExRETkTaYMGECvL29NR1GjRUREQGZTAaZTAZdXV00atQIbm5uWLp0Ke7fv6+2OEr6f3rx9wIREZE66Gk6AKrdbt68iV69esHMzAwrV65Ehw4dUFBQgEOHDsHPzw9Xrlwpcb2CggLo6+u/9P51dXVhaWlZ6fU2b96MgIAArF+/Hv369UNeXh4uXryI5OTkl46pNPn5+TAwMFDZ9omodqmuPKkqJiYmSEtLgxAC2dnZiImJQUhICMLDw3H69GlYW1tXedsvc+xV/b1ARKQphYWFkMlk0NHhNVNtxv89Uqn33nsPMpkM8fHxGDlyJNq2bQtnZ2cEBgbizJkzUjuZTIZNmzbh9ddfR/369fHJJ58AAPbu3YsuXbrAyMgIrVq1wpIlS/DkyRNpvatXr6Jv374wMjKCk5MToqKilPb//C2FN2/exIABAwAAjRo1gkwmw4QJE0qMe9++fXjzzTfh6+uL1q1bw9nZGWPHjpXiKrJ582Y4OzvD0NAQVlZW8Pf3l5alp6djxIgRaNCgAUxMTPDmm28iMzNTWh4cHIxOnTrhm2++gb29PYyMjAAA2dnZmDx5Mpo2bQoTExMMHDgQFy5cqELvE5G69O/fHzNnzsTcuXNhbm4OS0tLBAcHS8uFEAgODkbLli1haGgIa2trzJw5U1r+/CMyRczMzBAREQHgWS7bsWMH+vXrByMjI2zduhX//vsvxo4di+bNm6NevXro0KEDfvzxx0rFBjzNO++++y4sLCxgZGSE9u3bY//+/dLyU6dOoU+fPjA2NoaNjQ1mzpyJhw8fltknMpkMlpaWsLKygqOjI3x9fRETE4Pc3FzMnTtXamdnZ4e1a9cqrdupUyelGEv6HVFYWAhfX1/Y29vD2NgYDg4OWLdunbROcHAwvvvuO+zdu1e6+n78+PESbzU/ceIEunfvLuXy+fPnK/2uqUgfElHd8P3336Nx48bIy8tTmu/t7Y3x48cDKP/8dfXq1ejQoQPq168PGxsbvPfee8jNzZWWR0REwMzMDPv27YOTkxMMDQ2Rnp6ungMklWHhTSpz9+5dREZGws/PD/Xr1y+23MzMTGk6ODgY//vf/3Dp0iVMmjQJJ0+exDvvvINZs2bh8uXL+PLLLxERESEVvwqFAm+88QYMDAwQFxeHsLAwzJs3r9R4bGxs8NNPPwEA0tLSkJGRoXSS9jxLS0ucOXMGf/75Z6nb27RpE/z8/DB16lRcunQJ+/btQ+vWraXYRowYgbt37+LEiROIiorCH3/8gdGjRytt49q1a/jpp5/w888/SyeBo0aNQlZWFn799VckJCSgS5cuGDRoEO7evVtqLESked999x3q16+PuLg4rFixAkuXLpX+GPjTTz9hzZo1+PLLL3H16lXs2bMHHTp0qPQ+5s+fj1mzZiE1NRWenp54/PgxunbtigMHDiA5ORlTp07F+PHjER8fX+HYFAoFhg4ditOnT2PLli24fPkyli9fDl1dXQDA9evXMWTIEIwcORIXL17Ejh07cOrUKaU/NFZUs2bNMG7cOOzbtw+FhYWVWvfF3xEKhQItWrTArl27cPnyZSxevBgffvghdu7cCQD44IMP8Oabb2LIkCHIyMhARkYGevbsWWy7t2/fxrBhw9CtWzdcuHABmzZtwrfffouPP/64wn1IRHXHqFGjUFhYiH379knzsrKycODAgQqdvwKAjo4O1q9fj5SUFHz33Xc4evSo0h8kAeC///7DZ599hm+++QYpKSlo1qyZ2o6RVEQQqUhcXJwAIH7++edy2wIQAQEBSvMGDRokPv30U6V5P/zwg7CyshJCCHHo0CGhp6cnbt++LS3/9ddfBQCxe/duIYQQN27cEADE+fPnhRBCHDt2TAAQ9+7dKzOeO3fuiB49eggAom3btsLHx0fs2LFDFBYWSm2sra3FRx99VOL6hw8fFrq6uiI9PV2al5KSIgCI+Ph4IYQQQUFBQl9fX2RlZUltTp48KUxMTMTjx4+VtvfKK6+IL7/8ssyYiUh9fHx8xIgRI6Tpfv36id69eyu16datm5g3b54QQohVq1aJtm3bivz8/BK393zeKmJqairCw8OFEM9y2dq1a8uNzcvLS7z//vsVju3QoUNCR0dHpKWllbg9X19fMXXqVKV5J0+eFDo6OuLRo0clrhMeHi5MTU1LXLZp0yYBQGRmZgohhLC1tRVr1qxRauPi4iKCgoKk6ZJ+R5TEz89PjBw5Upp+8f9JiOK/Fz788EPh4OAgFAqF1CY0NFQ0aNBAyvnl9SER1S3Tp08XQ4cOlaZXrVolWrVqJRQKRbnnryXZtWuXaNy4sTQdHh4uAIikpKTqD540hs94k8oIISrV3tXVVWn6woULOH36tNJfCAsLC/H48WP8999/SE1NhY2NjdJzgu7u7i8X9P+xsrJCbGwskpOT8dtvvyEmJgY+Pj745ptvEBkZiX/++Qd37tzBoEGDSly/KDYbGxtpnpOTE8zMzJCamopu3boBAGxtbdG0aVOlY87NzUXjxo2Vtvfo0SNcv369Wo6NiFSjY8eOStNWVlbIysoC8PQKydq1a9GqVSsMGTIEw4YNw/Dhw6GnV7lfwy/mycLCQnz66afYuXMnbt++jfz8fOTl5aFevXoVji0pKQktWrRA27ZtS9znhQsXcPHiRWzdulWaJ4SAQqHAjRs34OjoWKljKPrdIJPJKrXei8cOAKGhodi8eTPS09Px6NEj5Ofno1OnTpXabmpqKtzd3ZXi6dWrF3Jzc/HXX3+hZcuWAMruQyKqW6ZMmYJu3brh9u3baN68OSIiIjBhwgTIZLJyz1/r1auHI0eOICQkBFeuXEFOTg6ePHmitBwADAwMiuUd0m4svEll2rRpA5lMVuoAai968Xb03NxcLFmyBG+88UaxtkXPQ6ta+/bt0b59e7z33nuYNm0a+vTpgxMnTpR4AlgVJR2zlZUVjh8/Xqzti7fmE1HN8uJgXzKZDAqFAsDTR13S0tJw5MgRREVF4b333sPKlStx4sQJ6OvrQyaTFftjZUFBQbF9vJgzVq5ciXXr1mHt2rXS84IBAQHIz8+vcGzGxsZlHldubi7effddpWfSixQVpZWRmpoKExMT6Q+MOjo6VTr27du344MPPsCqVavg7u6Ohg0bYuXKlYiLi6t0TBVRVh8SUd3SuXNnuLi44Pvvv8fgwYORkpKCAwcOACj//PXmzZt47bXXMH36dHzyyScwNzfHqVOn4Ovri/z8fKnwNjY2rvQfKKlmY+FNKmNubg5PT0+EhoZi5syZxU6asrOzyywmu3TpgrS0NOm56Rc5Ojri1q1byMjIgJWVFQAoDdhWkqJRwyv7bCHw9Io1ADx8+BANGzaEnZ0doqOjpQHbSort1q1b0lXvy5cvIzs7W9pOSbp06QK5XA49PT3Y2dlVOkYiqrmMjY0xfPhwDB8+HH5+fmjXrh0uXbqELl26oGnTpsjIyJDaXr16Ff/991+52zx9+jRGjBiBt99+G8DT57V///33MvPMizp27Ii//voLv//+e4lXvbt06YLLly+XmosrIysrC9u2bYO3t7c0Ou+Lx56Tk4MbN26Uu63Tp0+jZ8+eeO+996R5L94ZZGBgUG6+d3R0xE8//QQhhHSSe/r0aTRs2BAtWrSo8LERUd0yefJkrF27Frdv34aHh4d0vlfe+WtCQgIUCgVWrVol5cGisSmoduPgaqRSoaGhKCwsRPfu3fHTTz/h6tWrSE1Nxfr168u9LXzx4sX4/vvvsWTJEqSkpCA1NRXbt2/HwoULAQAeHh5o27YtfHx8cOHCBZw8eRIfffRRmdu0tbWFTCbD/v378ffffyuNIPm86dOnY9myZTh9+jT+/PNPnDlzBu+88w6aNm0qxR0cHIxVq1Zh/fr1uHr1KhITE7FhwwYptg4dOmDcuHFITExEfHw83nnnHfTr16/Mq+UeHh5wd3eHt7c3Dh8+jJs3byImJgYfffQRzp07V+axEVHNFRERgW+//RbJycn4448/sGXLFhgbG8PW1hYAMHDgQGzcuBHnz5/HuXPnMG3atAq9LqtNmzaIiopCTEwMUlNT8e677yq9PaEi+vXrh759+2LkyJGIiorCjRs38OuvvyIyMhIAMG/ePMTExMDf3x9JSUm4evUq9u7dW+7gakIIyOVyZGRkIDU1FZs3b0bPnj1hamqK5cuXS+0GDhyIH374ASdPnsSlS5fg4+MjDexW3rGfO3cOhw4dwu+//45Fixbh7NmzSm3s7Oxw8eJFpKWl4Z9//inxSvp7772HW7duYcaMGbhy5Qr27t2LoKAgBAYG8tU9RFSqt956C3/99Re+/vprTJo0SZpf3vlr69atUVBQgA0bNuCPP/7ADz/8gLCwME0dBqkRf6OQSrVq1QqJiYkYMGAA3n//fbRv3x6vvvoqoqOjsWnTpjLX9fT0xP79+3H48GF069YNPXr0wJo1a6QTVR0dHezevRuPHj1C9+7dMXny5GKv+3pR8+bNsWTJEsyfPx8WFhalnjh6eHjgzJkzGDVqFNq2bYuRI0fCyMgI0dHR0u2RPj4+WLt2Lb744gs4Ozvjtddew9WrVwE8vQVx7969aNSoEfr27QsPDw+0atUKO3bsKDM+mUyGgwcPom/fvpg4cSLatm2LMWPG4M8//4SFhUWZ6xJRzWVmZoavv/4avXr1QseOHXHkyBH88ssvUj5ZtWoVbGxs0KdPH7z11lv44IMPij2nXZKFCxeiS5cu8PT0RP/+/WFpaQlvb+9Kx/fTTz+hW7duGDt2LJycnDB37lzpSnHHjh1x4sQJ/P777+jTpw86d+6MxYsXl/se7pycHFhZWaF58+Zwd3fHl19+CR8fH5w/f166SwkAFixYgH79+uG1116Dl5cXvL298corr5Qb87vvvos33ngDo0ePhpubG/7991+lq9/A0+cwHRwc4OrqiqZNm+L06dPFttO8eXMcPHgQ8fHxcHFxwbRp0+Dr6yudJBMRlcTU1BQjR45EgwYNlPJueeevLi4uWL16NT777DO0b98eW7duRUhIiIaOgtRJJio7AhYREREREVEdN2jQIDg7O2P9+vWaDoW0AAtvIiIiIiKiCrp37x6OHz+O//f//h8uX74MBwcHTYdEWoCDqxEREREREVVQ586dce/ePXz22WcsuqnCeMWbiIiIiIiISIU4uBoRERERERGRCrHwJiIiIiIiIlIhFt5EREREREREKsTCm4iIiIiIiEiFWHgTERERERERqRALbyIiIiIiIiIVYuFNREREREREpEIsvImIiIiIiIhUiIU3ERERERERkQqx8CYiIiIiIiJSIRbeRERERERERCrEwpuIiIiIiIhIhVh4ExEREREREamQnqYDqC0UCgXu3LmDhg0bQiaTaTocolpPCIEHDx7A2toaOjr8G6I2Yt4kUj/mTiIizWDhXU3u3LkDGxsbTYdBVOfcunULLVq00HQYVAXMm0Saw9xJRKReLLyrScOGDQE8/UVmYmKi4WiIar+cnBzY2NhIP3ukfZg3idSPuZOISDNYeFeTotskTUxMeAJJpEa8RVl7MW8SaQ5zJxGRerHwphonPz8fFy5cUJrn4uICAwMDDUVERJpUE3KCpmPQ9P5rejx1Ef8PiIi0CwtvqnEuXLgA/9C9MLG2BwDk3LmBjX5At27dNBwZEWlCTcgJmo5B0/uvafFouujU9P4Bzf8fEBFR5bDwruNqwslDSUys7dHYzkmjMRBRzVETcoKmY9D0/l+kyXg0XXRqev9Fatp3goiISsfCu46rKScPRERElaHpolPT+yciIu3Cwpte+uShpl41ry4ve3y1vX+IiIiIiKhsLLzVrDYWYbX9qvnLHl91909N+0NAbfxOExERERFVJxbealZbi9SadMudKgrBlz2+6uyfmvaHgJfdHgt3IiIiIqrtdDQdQF1UVIQ1tnOSihWqPkWF4Ie7L+LD3RfhH7q3WGGn7V72O1Td38GX2V5d+P+qjN9++w3Dhw+HtbU1ZDIZ9uzZo7RcCIHFixfDysoKxsbG8PDwwNWrV5Xa3L17F+PGjYOJiQnMzMzg6+uL3NxcpTYXL15Enz59YGRkBBsbG6xYsaJYLLt27UK7du1gZGSEDh064ODBg5WOhYiIiIhYeGud/Px8nD17VumTn5+v6bBqHP5xQ7vw/+uZhw8fwsXFBaGhoSUuX7FiBdavX4+wsDDExcWhfv368PT0xOPHj6U248aNQ0pKCqKiorB//3789ttvmDp1qrQ8JycHgwcPhq2tLRISErBy5UoEBwfjq6++ktrExMRg7Nix8PX1xfnz5+Ht7Q1vb28kJydXKhYiIiIi4q3mWqe23qpORE8NHToUQ4cOLXGZEAJr167FwoULMWLECADA999/DwsLC+zZswdjxoxBamoqIiMjcfbsWbi6ugIANmzYgGHDhuHzzz+HtbU1tm7divz8fGzevBkGBgZwdnZGUlISVq9eLRXo69atw5AhQzBnzhwAwLJlyxAVFYWNGzciLCysQrEQERER0VO84q2FeHWQqG66ceMG5HI5PDw8pHmmpqZwc3NDbGwsACA2NhZmZmZS0Q0AHh4e0NHRQVxcnNSmb9++Ss/Re3p6Ii0tDffu3ZPaPL+fojZF+6lILERERET0FK94ExFpCblcDgCwsLBQmm9hYSEtk8vlaNasmdJyPT09mJubK7Wxt7cvto2iZY0aNYJcLi93P+XF8qK8vDzk5eVJ0zk5OeUcMREREVHtwCveRESkFiEhITA1NZU+NjY2mg6JiIiISC1YeBMRaQlLS0sAQGZmptL8zMxMaZmlpSWysrKUlj958gR3795ValPSNp7fR2ltnl9eXiwvWrBgAe7fvy99bt26VYGjJiIiItJ+LLyJiLSEvb09LC0tER0dLc3LyclBXFwc3N3dAQDu7u7Izs5GQkKC1Obo0aNQKBRwc3OT2vz2228oKCiQ2kRFRcHBwQGNGjWS2jy/n6I2RfupSCwvMjQ0hImJidKHiIiIqC5g4U1EVIPk5uYiKSkJSUlJAJ4OYpaUlIT09HTIZDIEBATg448/xr59+3Dp0iW88847sLa2hre3NwDA0dERQ4YMwZQpUxAfH4/Tp0/D398fY8aMgbW1NQDgrbfegoGBAXx9fZGSkoIdO3Zg3bp1CAwMlOKYNWsWIiMjsWrVKly5cgXBwcE4d+4c/P39AaBCsRARERHRUxxcjYioBjl37hwGDBggTRcVwz4+PoiIiMDcuXPx8OFDTJ06FdnZ2ejduzciIyNhZGQkrbN161b4+/tj0KBB0NHRwciRI7F+/XppuampKQ4fPgw/Pz907doVTZo0weLFi5Xe9d2zZ09s27YNCxcuxIcffog2bdpgz549aN++vdSmIrEQEREREQtvIqIapX///hBClLpcJpNh6dKlWLp0aaltzM3NsW3btjL307FjR5w8ebLMNqNGjcKoUaNeKhYiIiIi4q3mRERERERERCrFwpuIiIiIiIhIhVh4ExEREREREamQRgvv4OBgyGQypU+7du2k5Y8fP4afnx8aN26MBg0aYOTIkcXeGZueng4vLy/Uq1cPzZo1w5w5c/DkyROlNsePH0eXLl1gaGiI1q1bIyIiolgsoaGhsLOzg5GREdzc3BAfH6+SYyYiIiIiIqK6pUqFd6tWrfDvv/8Wm5+dnY1WrVpValvOzs7IyMiQPqdOnZKWzZ49G7/88gt27dqFEydO4M6dO3jjjTek5YWFhfDy8kJ+fj5iYmLw3XffISIiAosXL5ba3LhxA15eXhgwYACSkpIQEBCAyZMn49ChQ1KbHTt2IDAwEEFBQUhMTISLiws8PT2RlZVVqWMhorqpOnMiEREREdU+VSq8b968icLCwmLz8/LycPv27UptS09PD5aWltKnSZMmAID79+/j22+/xerVqzFw4EB07doV4eHhiImJwZkzZwAAhw8fxuXLl7FlyxZ06tQJQ4cOxbJlyxAaGor8/HwAQFhYGOzt7bFq1So4OjrC398f/+///T+sWbNGimH16tWYMmUKJk6cCCcnJ4SFhaFevXrYvHlzVbqHiOqY6syJRERERFT7VOp1Yvv27ZP+fejQIZiamkrThYWFiI6Ohp2dXaUCuHr1KqytrWFkZAR3d3eEhISgZcuWSEhIQEFBATw8PKS27dq1Q8uWLREbG4sePXogNjYWHTp0gIWFhdTG09MT06dPR0pKCjp37ozY2FilbRS1CQgIAADk5+cjISEBCxYskJbr6OjAw8MDsbGxpcadl5eHvLw8aTonJ6dSx01E2k8VOZGIiIiIap9KFd7e3t4Anr671cfHR2mZvr4+7OzssGrVqgpvz83NDREREXBwcEBGRgaWLFmCPn36IDk5GXK5HAYGBjAzM1Nax8LCAnK5HAAgl8uViu6i5UXLymqTk5ODR48e4d69eygsLCyxzZUrV0qNPSQkBEuWLKnwsRJR7VPdOZGIiIiIaqdKFd4KhQIAYG9vj7Nnz0q3hVfV0KFDpX937NgRbm5usLW1xc6dO2FsbPxS21a1BQsWIDAwUJrOycmBjY2NBiMiInWr7pxIRERERLVTpQrvIjdu3KjuOAAAZmZmaNu2La5du4ZXX30V+fn5yM7OVrrqnZmZCUtLSwCApaVlsdHHi0Y9f77NiyOhZ2ZmwsTEBMbGxtDV1YWurm6JbYq2URJDQ0MYGhpW+ViJqPZQVU4kIiIiotqhSoU3AERHRyM6OhpZWVnSVZ8iVR2ULDc3F9evX8f48ePRtWtX6OvrIzo6GiNHjgQApKWlIT09He7u7gAAd3d3fPLJJ8jKykKzZs0AAFFRUTAxMYGTk5PU5uDBg0r7iYqKkrZhYGCArl27Ijo6WrptVKFQIDo6Gv7+/lU6DiKqe1SRE4mIiIiodqhS4b1kyRIsXboUrq6usLKygkwmq9LOP/jgAwwfPhy2tra4c+cOgoKCoKuri7Fjx8LU1BS+vr4IDAyEubk5TExMMGPGDLi7u6NHjx4AgMGDB8PJyQnjx4/HihUrIJfLsXDhQvj5+UlXo6dNm4aNGzdi7ty5mDRpEo4ePYqdO3fiwIEDUhyBgYHw8fGBq6srunfvjrVr1+Lhw4eYOHFilY6LiOqW6sqJRERERFQ7VanwDgsLQ0REBMaPH/9SO//rr78wduxY/Pvvv2jatCl69+6NM2fOoGnTpgCANWvWQEdHByNHjkReXh48PT3xxRdfSOvr6upi//79mD59Otzd3VG/fn34+Phg6dKlUht7e3scOHAAs2fPxrp169CiRQt888038PT0lNqMHj0af//9NxYvXgy5XI5OnTohMjKy2IBrREQlqa6cSERERES1U5UK7/z8fPTs2fOld759+/YylxsZGSE0NBShoaGltrG1tS12K/mL+vfvj/Pnz5fZxt/fn7eWE1GVVFdOJCIiIqLaSacqK02ePBnbtm2r7liIiLQScyIRERERlaVKV7wfP36Mr776CkeOHEHHjh2hr6+vtHz16tXVEhwRkTZgTiQiIiKislSp8L548SI6deoEAEhOTlZaxkGFiKiuYU4kIiIiorJUqfA+duxYdcdBRKS1mBOJiIiIqCxVesabiIiIiIiIiCqmSle8BwwYUObtk0ePHq1yQERE2oY5kYiIiIjKUqXCu+hZxiIFBQVISkpCcnIyfHx8qiMuIiKtwZxIRERERGWpUuG9Zs2aEucHBwcjNzf3pQIiItI2zIlEREREVJZqfcb77bffxubNm6tzk0REWos5kYiIiIiAai68Y2NjYWRkVJ2bJCLSWsyJRERERARU8VbzN954Q2laCIGMjAycO3cOixYtqpbAiIi0BXMiEREREZWlSoW3qamp0rSOjg4cHBywdOlSDB48uFoCIyLSFsyJRERERFSWKhXe4eHh1R0HEZHWUmdODA4OxpIlS5TmOTg44MqVKwCAx48f4/3338f27duRl5cHT09PfPHFF7CwsJDap6enY/r06Th27BgaNGgAHx8fhISEQE/v2a+E48ePIzAwECkpKbCxscHChQsxYcIEpf2GhoZi5cqVkMvlcHFxwYYNG9C9e3fVHTwRERGRlqpS4V0kISEBqampAABnZ2d07ty5WoIiItJG6sqJzs7OOHLkiDT9fME8e/ZsHDhwALt27YKpqSn8/f3xxhtv4PTp0wCAwsJCeHl5wdLSEjExMcjIyMA777wDfX19fPrppwCAGzduwMvLC9OmTcPWrVsRHR2NyZMnw8rKCp6engCAHTt2IDAwEGFhYXBzc8PatWvh6emJtLQ0NGvWTCXHTURERKStqlR4Z2VlYcyYMTh+/DjMzMwAANnZ2RgwYAC2b9+Opk2bVmeMREQ1mrpzop6eHiwtLYvNv3//Pr799lts27YNAwcOBPD0aryjoyPOnDmDHj164PDhw7h8+TKOHDkCCwsLdOrUCcuWLcO8efMQHBwMAwMDhIWFwd7eHqtWrQIAODo64tSpU1izZo1UeK9evRpTpkzBxIkTAQBhYWE4cOAANm/ejPnz51fr8RIRERFpuyqNaj5jxgw8ePAAKSkpuHv3Lu7evYvk5GTk5ORg5syZ1R0jEVGNpu6cePXqVVhbW6NVq1YYN24c0tPTATy94l5QUAAPDw+pbbt27dCyZUvExsYCeDrSeocOHZRuPff09EROTg5SUlKkNs9vo6hN0Tby8/ORkJCg1EZHRwceHh5Sm5Lk5eUhJydH6UNERERUF1TpindkZCSOHDkCR0dHaZ6TkxNCQ0M5kBAR1TnqzIlubm6IiIiAg4MDMjIysGTJEvTp0wfJycmQy+UwMDCQrroXsbCwgFwuBwDI5XKlortoedGystrk5OTg0aNHuHfvHgoLC0tsU/SseUlCQkKKPZ9OREREVBdUqfBWKBTQ19cvNl9fXx8KheKlgyIi0ibqzIlDhw6V/t2xY0e4ubnB1tYWO3fuhLGxcbXuq7otWLAAgYGB0nROTg5sbGw0GBERERGRelTpVvOBAwdi1qxZuHPnjjTv9u3bmD17NgYNGlRtwRERaQNN5kQzMzO0bdsW165dg6WlJfLz85Gdna3UJjMzU3om3NLSEpmZmcWWFy0rq42JiQmMjY3RpEkT6OrqltimpGfPixgaGsLExETpQ0RERFQXVKnw3rhxI3JycmBnZ4dXXnkFr7zyCuzt7ZGTk4MNGzZUeDshISHo1q0bGjZsiGbNmsHb2xtpaWlKbfr37w+ZTKb0mTZtmlKb9PR0eHl5oV69emjWrBnmzJmDJ0+eKLU5fvw4unTpAkNDQ7Ru3RoRERHF4gkNDYWdnR2MjIzg5uaG+Pj4incKEdVZ1ZUTqyI3NxfXr1+HlZUVunbtCn19fURHR0vL09LSkJ6eDnd3dwCAu7s7Ll26hKysLKlNVFQUTExM4OTkJLV5fhtFbYq2YWBggK5duyq1USgUiI6OltoQERER0TNVutXcxsYGiYmJOHLkiPQ8n6OjY7HBeMpz4sQJ+Pn5oVu3bnjy5Ak+/PBDDB48GJcvX0b9+vWldlOmTMHSpUul6Xr16kn/5qtxiEjTqisnVsQHH3yA4cOHw9bWFnfu3EFQUBB0dXUxduxYmJqawtfXF4GBgTA3N4eJiQlmzJgBd3d39OjRAwAwePBgODk5Yfz48VixYgXkcjkWLlwIPz8/GBoaAgCmTZuGjRs3Yu7cuZg0aRKOHj2KnTt34sCBA1IcgYGB8PHxgaurK7p37461a9fi4cOH0ijnRERERPRMpQrvo0ePwt/fH2fOnIGJiQleffVVvPrqqwCevsbG2dkZYWFh6NOnT4W2FxkZqTQdERGBZs2aISEhAX379pXm16tXr9TbF/lqHCLSlOrOiRXx119/YezYsfj333/RtGlT9O7dG2fOnJFeWbZmzRro6Ohg5MiRyMvLg6enJ7744gtpfV1dXezfvx/Tp0+Hu7s76tevDx8fH6U/btrb2+PAgQOYPXs21q1bhxYtWuCbb76R8iUAjB49Gn///TcWL14MuVyOTp06ITIystiAa0RERERUycJ77dq1mDJlSonP5ZmamuLdd9/F6tWrq3ySef/+fQCAubm50vytW7diy5YtsLS0xPDhw7Fo0SLpqndpr8aZPn06UlJS0Llz51JfjRMQEADg2atxFixYIC0v79U4eXl5yMvLk6b5WhyiukfVObEk27dvL3O5kZERQkNDERoaWmobW1tbHDx4sMzt9O/fH+fPny+zjb+/P/z9/ctsQ0RERESVfMb7woULGDJkSKnLBw8ejISEhCoFolAoEBAQgF69eqF9+/bS/LfeegtbtmzBsWPHsGDBAvzwww94++23peXV8Wqcf/75p9RX4xRt40UhISEwNTWVPhyZl6juUWVOJCIiIqLao1JXvDMzM0t8ZY60MT09/P3331UKxM/PD8nJyTh16pTS/KlTp0r/7tChA6ysrDBo0CBcv34dr7zySpX2VR34WhwiUmVOJCIiIqLao1JXvJs3b47k5ORSl1+8eBFWVlaVDsLf3x/79+/HsWPH0KJFizLburm5AQCuXbsGQHOvxuFrcYhIVTmRiIiIiGqXShXew4YNw6JFi/D48eNiyx49eoSgoCC89tprFd6eEAL+/v7YvXs3jh49Cnt7+3LXSUpKAgDpZJavxiEiTanunEhEREREtVOlbjVfuHAhfv75Z7Rt2xb+/v5wcHAAAFy5cgWhoaEoLCzERx99VOHt+fn5Ydu2bdi7dy8aNmwoPU9tamoKY2NjXL9+Hdu2bcOwYcPQuHFjXLx4EbNnz0bfvn3RsWNHAHw1DhFpTnXnRCIiIiKqnSpVeFtYWCAmJgbTp0/HggULIIQAAMhkMnh6eiI0NLRSr5LZtGkTgKej5z4vPDwcEyZMgIGBAY4cOSIVwTY2Nhg5ciQWLlwoteWrcYhIU6o7JxIRERFR7VSpwht49hqae/fu4dq1axBCoE2bNmjUqFGld150kloaGxsbnDhxosIxlYWvxiEiVajOnEhEREREtVOlC+8ijRo1Qrdu3aozFiIircWcSERERESlqdTgakRERERERERUOSy8iYiIiIiIiFSIhTcRERERERGRCrHwJiIiIiIiIlIhFt5EREREREREKsTCm4iIiIiIiEiFWHgTERERERERqRALbyIiIiIiIiIVYuFNREREREREpEIsvImIiIiIiIhUiIU3ERERERERkQqx8CYiIiIiIiJSIRbeRERERERERCrEwpuIiIiIiIhIhVh4ExEREREREakQC28iIiIiIiIiFWLhTURERERERKRCLLxfEBoaCjs7OxgZGcHNzQ3x8fGaDomIqEZj3iQiIiIqGwvv5+zYsQOBgYEICgpCYmIiXFxc4OnpiaysLE2HRkRUIzFvEhEREZWPhfdzVq9ejSlTpmDixIlwcnJCWFgY6tWrh82bN2s6NCKiGol5k4iIiKh8LLz/T35+PhISEuDh4SHN09HRgYeHB2JjYzUYGRFRzcS8SURERFQxepoOoKb4559/UFhYCAsLC6X5FhYWuHLlSrH2eXl5yMvLk6bv378PAMjJySlzP7m5ubh38wqe5D0CADzI+BMJCQXIzc2tUJxpaWm4d/N6lddXxfZqWkyMR/vjyc1tVe7PUtFyIUSV4qaXpy15szpU98+Ntu2/psVT1/dfWgzMnURENZdMMPMCAO7cuYPmzZsjJiYG7u7u0vy5c+fixIkTiIuLU2ofHByMJUuWqDtMInrB9evX0apVK02HUScxbxJpr1u3bqFFixaaDoOIqM7gFe//06RJE+jq6iIzM1NpfmZmJiwtLYu1X7BgAQIDA6VphUKBu3fvonHjxpDJZCqPt6JycnJgY2ODW7duwcTERNPhVIg2xgwwbnW7f/8+WrZsCXNzc02HUmepK29q63dUFdgXytgfz1S0L4QQePDgAaytrdUYHRERsfD+PwYGBujatSuio6Ph7e0N4OlJYXR0NPz9/Yu1NzQ0hKGhodI8MzMzNURaNSYmJlp3UqKNMQOMW910dDhUhaaoO29q63dUFdgXytgfz1SkL0xNTdUUDRERFWHh/ZzAwED4+PjA1dUV3bt3x9q1a/Hw4UNMnDhR06EREdVIzJtERERE5WPh/ZzRo0fj77//xuLFiyGXy9GpUydERkYWGziIiIieYt4kIiIiKh8L7xf4+/uXeIuktjI0NERQUFCx2ztrMm2MGWDc6qatcddGqs6b/L9+hn2hjP3xDPuCiKhm46jmRERERERERCrEUYmIiIiIiIiIVIiFNxEREREREZEKsfAmIiIiIiIiUiEW3losJCQE3bp1Q8OGDdGsWTN4e3sjLS2tzHUiIiIgk8mUPkZGRmqK+Kng4OBiMbRr167MdXbt2oV27drByMgIHTp0wMGDB9UU7VN2dnbFYpbJZPDz8yuxvab6+bfffsPw4cNhbW0NmUyGPXv2KC0XQmDx4sWwsrKCsbExPDw8cPXq1XK3GxoaCjs7OxgZGcHNzQ3x8fFqi7ugoADz5s1Dhw4dUL9+fVhbW+Odd97BnTt3ytxmVb5nVDOp+vunDaqS7+uK5cuXQyaTISAgQNOhaMTt27fx9ttvo3HjxjA2NkaHDh1w7tw5TYdFREQvYOGtxU6cOAE/Pz+cOXMGUVFRKCgowODBg/Hw4cMy1zMxMUFGRob0+fPPP9UU8TPOzs5KMZw6darUtjExMRg7dix8fX1x/vx5eHt7w9vbG8nJyWqL9+zZs0rxRkVFAQBGjRpV6jqa6OeHDx/CxcUFoaGhJS5fsWIF1q9fj7CwMMTFxaF+/frw9PTE48ePS93mjh07EBgYiKCgICQmJsLFxQWenp7IyspSS9z//fcfEhMTsWjRIiQmJuLnn39GWloaXn/99XK3W5nvGdVM6vj+aYOq5vva7uzZs/jyyy/RsWNHTYeiEffu3UOvXr2gr6+PX3/9FZcvX8aqVavQqFEjTYdGREQvElRrZGVlCQDixIkTpbYJDw8Xpqam6guqBEFBQcLFxaXC7d98803h5eWlNM/NzU28++671RxZxc2aNUu88sorQqFQlLi8JvQzALF7925pWqFQCEtLS7Fy5UppXnZ2tjA0NBQ//vhjqdvp3r278PPzk6YLCwuFtbW1CAkJUUvcJYmPjxcAxJ9//llqm8p+z6hmUvf3T1tUJN/Xdg8ePBBt2rQRUVFRol+/fmLWrFmaDknt5s2bJ3r37q3pMIiIqAJ4xbsWuX//PgDA3Ny8zHa5ubmwtbWFjY0NRowYgZSUFHWEp+Tq1auwtrZGq1atMG7cOKSnp5faNjY2Fh4eHkrzPD09ERsbq+owS5Sfn48tW7Zg0qRJkMlkpbarCf38vBs3bkAulyv1pampKdzc3Erty/z8fCQkJCito6OjAw8PD431P/D0uy6TyWBmZlZmu8p8z6jmqanfv5qgovm+NvPz84OXl1ex3w91yb59++Dq6opRo0ahWbNm6Ny5M77++mtNh0VERCVg4V1LKBQKBAQEoFevXmjfvn2p7RwcHLB582bs3bsXW7ZsgUKhQM+ePfHXX3+pLVY3NzdEREQgMjISmzZtwo0bN9CnTx88ePCgxPZyuRwWFhZK8ywsLCCXy9URbjF79uxBdnY2JkyYUGqbmtDPLyrqr8r05T///IPCwsIa1f+PHz/GvHnzMHbsWJiYmJTarrLfM6p5auL3ryaoaL6vzbZv347ExESEhIRoOhSN+uOPP7Bp0ya0adMGhw4dwvTp0zFz5kx89913mg6NiIheoKfpAKh6+Pn5ITk5udxnWN3d3eHu7i5N9+zZE46Ojvjyyy+xbNkyVYcJABg6dKj0744dO8LNzQ22trbYuXMnfH191RLDy/j2228xdOhQWFtbl9qmJvRzbVRQUIA333wTQghs2rSpzLba/j0jKk1F831tdevWLcyaNQtRUVFqHxy0plEoFHB1dcWnn34KAOjcuTOSk5MRFhYGHx8fDUdHRETP4xXvWsDf3x/79+/HsWPH0KJFi0qtq6+vj86dO+PatWsqiq58ZmZmaNu2bakxWFpaIjMzU2leZmYmLC0t1RGekj///BNHjhzB5MmTK7VeTejnov6qTF82adIEurq6NaL/i4ruP//8E1FRUWVe7S5Jed8zqnlq0vevpniZfF9bJCQkICsrC126dIGenh709PRw4sQJrF+/Hnp6eigsLNR0iGpjZWUFJycnpXmOjo58rIaIqAZi4a3FhBDw9/fH7t27cfToUdjb21d6G4WFhbh06RKsrKxUEGHF5Obm4vr166XG4O7ujujoaKV5UVFRSleU1SU8PBzNmjWDl5dXpdarCf1sb28PS0tLpb7MyclBXFxcqX1pYGCArl27Kq2jUCgQHR2t1v4vKrqvXr2KI0eOoHHjxpXeRnnfM6p5asr3ryaojnxfWwwaNAiXLl1CUlKS9HF1dcW4ceOQlJQEXV1dTYeoNr169Sr2Wrnff/8dtra2GoqIiIhKpeHB3eglTJ8+XZiamorjx4+LjIwM6fPff/9JbcaPHy/mz58vTS9ZskQcOnRIXL9+XSQkJIgxY8YIIyMjkZKSora433//fXH8+HFx48YNcfr0aeHh4SGaNGkisrKySoz59OnTQk9PT3z++eciNTVVBAUFCX19fXHp0iW1xSzE09GUW7ZsKebNm1dsWU3p5wcPHojz58+L8+fPCwBi9erV4vz589Lo38uXLxdmZmZi79694uLFi2LEiBHC3t5ePHr0SNrGwIEDxYYNG6Tp7du3C0NDQxERESEuX74spk6dKszMzIRcLldL3Pn5+eL1118XLVq0EElJSUrf9by8vFLjLu97RtpBHd8/bVCRfF+X1dVRzePj44Wenp745JNPxNWrV8XWrVtFvXr1xJYtWzQdGhERvYCFtxYDUOInPDxcatOvXz/h4+MjTQcEBIiWLVsKAwMDYWFhIYYNGyYSExPVGvfo0aOFlZWVMDAwEM2bNxejR48W165dKzVmIYTYuXOnaNu2rTAwMBDOzs7iwIEDao1ZCCEOHTokAIi0tLRiy2pKPx87dqzE70RRbAqFQixatEhYWFgIQ0NDMWjQoGLHY2trK4KCgpTmbdiwQTqe7t27izNnzqgt7hs3bpT6XT927FipcZf3PSPtoervnzaoSL6vy+pq4S2EEL/88oto3769MDQ0FO3atRNfffWVpkMiIqISyIQQQg0X1omIiIiIiIjqJD7jTURERERERKRCLLyJiIiIiIiIVIiFNxEREREREZEKsfAmIiIiIiIiUiEW3kREREREREQqxMKbiIiIiIiISIVYeBMRERERERGpEAtvIiIiIiIiIhVi4U30EoKDg9GpUydNh0FEpDL9+/dHQECApsMgIiLSaiy8iSpIJpNhz549mg6DiIiIiIi0DAtvIiIiIiIiIhVi4U1ap3///pgxYwYCAgLQqFEjWFhY4Ouvv8bDhw8xceJENGzYEK1bt8avv/4qrXPixAl0794dhoaGsLKywvz58/HkyROlbc6cORNz586Fubk5LC0tERwcLC23s7MDAPzvf/+DTCaTpov88MMPsLOzg6mpKcaMGYMHDx6osguIiFTi4cOHeOedd9CgQQNYWVlh1apVSst/+OEHuLq6omHDhrC0tMRbb72FrKwsAIAQAq1bt8bnn3+utE5SUhJkMhmuXbumtuMgIiKqaVh4k1b67rvv0KRJE8THx2PGjBmYPn06Ro0ahZ49eyIxMRGDBw/G+PHj8d9//+H27dsYNmwYunXrhgsXLmDTpk349ttv8fHHHxfbZv369REXF4cVK1Zg6dKliIqKAgCcPXsWABAeHo6MjAxpGgCuX7+OPXv2YP/+/di/fz9OnDiB5cuXq68ziIiqyZw5c3DixAns3bsXhw8fxvHjx5GYmCgtLygowLJly3DhwgXs2bMHN2/exIQJEwA8fRxn0qRJCA8PV9pmeHg4+vbti9atW6vzUIiIiGoUmRBCaDoIosro378/CgsLcfLkSQBAYWEhTE1N8cYbb+D7778HAMjlclhZWSE2Nha//PILfvrpJ6SmpkImkwEAvvjiC8ybNw/379+Hjo5OsW0CQPfu3TFw4ECpiJbJZNi9eze8vb2lNsHBwVi5ciXkcjkaNmwIAJg7dy5+++03nDlzRh3dQURULXJzc9G4cWNs2bIFo0aNAgDcvXsXLVq0wNSpU7F27dpi65w7dw7dunXDgwcP0KBBA9y5cwctW7ZETEwMunfvjoKCAlhbW+Pzzz+Hj4+Pmo+IiIio5uAVb9JKHTt2lP6tq6uLxo0bo0OHDtI8CwsLAEBWVhZSU1Ph7u4uFd0A0KtXL+Tm5uKvv/4qcZsAYGVlJd1CWRY7Ozup6K7MekRENcn169eRn58PNzc3aZ65uTkcHByk6YSEBAwfPhwtW7ZEw4YN0a9fPwBAeno6AMDa2hpeXl7YvHkzAOCXX35BXl6eVMgTERHVVSy8SSvp6+srTctkMqV5RUW2QqF4qW1WZP2qrkdEpE0ePnwIT09PmJiYYOvWrTh79ix2794NAMjPz5faTZ48Gdu3b8ejR48QHh6O0aNHo169epoKm4iIqEZg4U21nqOjI2JjY/H8UxWnT59Gw4YN0aJFiwpvR19fH4WFhaoIkYhI41555RXo6+sjLi5Omnfv3j38/vvvAIArV67g33//xfLly9GnTx+0a9euxLt7hg0bhvr162PTpk2IjIzEpEmT1HYMRERENRULb6r13nvvPdy6dQszZszAlStXsHfvXgQFBSEwMBA6OhX/EbCzs0N0dDTkcjnu3bunwoiJiNSvQYMG8PX1xZw5c3D06FEkJydjwoQJUp5s2bIlDAwMsGHDBvzxxx/Yt28fli1bVmw7urq6mDBhAhYsWIA2bdrA3d1d3YdCRERU47DwplqvefPmOHjwIOLj4+Hi4oJp06bB19cXCxcurNR2Vq1ahaioKNjY2KBz584qipaISHNWrlyJPn36YPjw4fDw8EDv3r3RtWtXAEDTpk0RERGBXbt2wcnJCcuXLy/26rAivr6+yM/Px8SJE9UZPhERUY3FUc2JiIioWp08eRKDBg3CrVu3pMEuiYiI6jIW3kRERFQt8vLy8Pfff8PHxweWlpbYunWrpkMiIiKqEXirOREREVWLH3/8Eba2tsjOzsaKFSs0HQ4REVGNwSveRERERERERCrEK95EREREREREKsTCm4iIiIiIiEiFWHgTERERERERqRALbyIiIiIiIiIVYuFNREREREREpEIsvImIiIiIiIhUiIU3ERERERERkQqx8CYiIiIiIiJSIRbeRERERERERCr0/wG/AWKDoGmxVAAAAABJRU5ErkJggg=="},"metadata":{}}],"execution_count":28},{"cell_type":"code","source":"plt.figure(dpi=100)\n\nfig, axs = plt.subplots(nrows=4,ncols=3,figsize=(10,6))\nindex = 0\naxs = axs.flatten()\n\nfor col in test.select_dtypes('number').columns:\n sns.boxplot(data=test,y= col, ax=axs[index])\n index += 1\n\nfor ax in axs[index:]:\n ax.axis('off')\n \nplt.tight_layout();","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:45.854296Z","iopub.execute_input":"2024-12-03T05:51:45.854678Z","iopub.status.idle":"2024-12-03T05:51:47.631621Z","shell.execute_reply.started":"2024-12-03T05:51:45.854645Z","shell.execute_reply":"2024-12-03T05:51:47.630414Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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Ig05MSJE/jyyy9x+/ZtKJVKlW0SiQT5+fkiJSMifcXCm4gIwK5du7Bnzx54enqKHYWIiDTs22+/RdOmTbF7925UrlyZX7YSkcax8CYiAlClShVYWlqKHYOIiErBjRs3sHXrVjg7O4sdhYgMhFav401EVFrmzp2LcePG4fbt22JHISIiDXN3d8fNmzfFjkFEBoRXvImIADRt2hTZ2dmoUaMGypQpA1NTU5XtaWlpIiUjIiJ1Gzp0KEaNGgW5XA43N7cCfX79+vVFSkZE+oqFNxERgN69e+Off/7BrFmzYGtry/v9iIj0mJ+fHwBg4MCBQptEIoFSqeTkakSkESy8iYgAHD9+HAkJCWjQoIHYUYiISMOSk5PFjkBEBoaFNxERAFdXVzx//lzsGEREVAocHR3FjkBEBoaTqxERAZg9ezZGjRqFQ4cO4dGjR8jMzFR5EBGRfvn555/h6ekJe3t7YWLNiIgI/PrrryInIyJ9xCveGqZUKpGdnS12DIP1+u+e/w7ikkqlWn3fdMeOHQEA7dq1U2nn/X5ERPpn6dKlmDx5MkaMGIGZM2cKfXz58uURERGBbt26iZyQiPQNC28Ny87Oho+Pj9gxCED37t3FjmDQ4uLiYGFhIXaMIh08eFDsCEREVEoWLVqEFStWwNfXF7NnzxbamzZtitGjR4uYTL14AUhcvACkPbThAhALbyIiAK1btxY7AhERlZLk5GQ0atSoQLu5uTmePn0qQiLN4AUg7cELQOLShgtALLxLUVbD3lAa8VdeqpRKQJH38mcjE0CLhzrrI4kiD+XObRA7RrGlp6dj5cqVuHLlCgCgbt26GDhwIGQymcjJiIhInZycnHDu3LkCk6zt3bsXtWvXFikVEekzVoGlSGlkAhibih3DAJmJHcBgKcUOUAJnzpyBt7c3LCws0KxZMwDAvHnzMHPmTOzbtw+NGzcWOSEREalLcHAwAgMDkZ2dDaVSiVOnTmHDhg0ICwvDTz/9JHY8jeAFIBHwApCotO0CEP/6iIgAjBw5El27dsWKFStgYvKya8zLy8PXX3+NESNG4MiRIyInJCIidfn6669hYWGBiRMn4tmzZ/jyyy9hb2+PBQsWoFevXmLH0wheABILLwCJRdsuALHwJiLCyyverxfdAGBiYoKxY8eiadOmIiYjIiJN6NOnD/r06YNnz54hKysLNjY2YkciIj3GwpuICICVlRVSUlLg6uqq0n7nzh1YWlqKlIqIiDTpwYMHuHbtGgBAIpGgUqVKIiciIn1lJHYAIiJt0LNnTwQEBGDTpk24c+cO7ty5g40bN+Lrr79G7969S3SsI0eOoEuXLrC3t4dEIkFsbKzKdqVSicmTJ6Ny5cqwsLCAl5cXbty4obJPWloa+vTpAysrK5QvXx4BAQHIyspS2efChQv4+OOPIZVK4eDggPDw8AJZtmzZAldXV0ilUri5uWHPnj0lzkJEpG+ePHmCvn37wt7eHq1bt0br1q1hb2+Pr776ChkZGWLHIyI9xMKbiAjAjz/+iB49eqBfv36oXr06qlevjv79++Ozzz7DnDlzSnSsp0+fokGDBoiMjCx0e3h4OBYuXIioqCicPHkSZcuWhbe3t8oan3369MGlS5ewf/9+7Nq1C0eOHMHgwYOF7ZmZmejQoQMcHR2RmJiIH374AVOnTsXy5cuFfY4fP47evXsjICAAf/75J3x9feHr64ukpKQSZSEi0jdff/01Tp48id27dyM9PR3p6enYtWsXzpw5g2+++UbseESkhyRKpVLb7jsvdZmZmZDJZMjIyICVlZVaj/38+XNh/cQnjftyUgsyLPm5sDz7MwDNrZ+o7r/fZ8+e4datWwCAmjVrokyZMu91PIlEgu3bt8PX1xfAyyvM9vb2GDVqFEaPHg0AyMjIgK2tLWJiYtCrVy9cuXIFderUwenTp4X7y/fu3YtOnTrh7t27sLe3x9KlS/H9999DLpfDzOzlxC3jx49HbGwsrl69CuDlVfynT59i165dQp7mzZujYcOGiIqKKlaW4tBkH0riaNOmzVv3OXTokMZzkOYZ6t9v2bJl8dtvv6Fly5Yq7X/88Qc6duxYqmt583MokYZo2edQ3uNNRISXBWd+fj6sra3h5uYmtKelpcHExERtH4aSk5Mhl8vh5eUltMlkMri7uyMhIQG9evVCQkICypcvrzKpm5eXF4yMjHDy5El0794dCQkJaNWqlVB0A4C3tzfmzJmDx48fo0KFCkhISEBwcLDK+b29vYWh78XJUpicnBzk5OQIzzMzM9/rd6LPlEql3o4eeP78udgRSkQqlULCpXzo/1WsWBEymaxAu0wmQ4UKFURIRET6joU3ERGAXr16oUuXLvjuu+9U2jdv3owdO3YUuDf6XcnlcgCAra2tSrutra2wTS6XF5hd18TEBNbW1ir7ODk5FTjGq20VKlSAXC5/63nelqUwYWFhCA0NffubJWRnZwtXm/SNrr0vTV3tIN00ceJEBAcH4+eff4adnR2Al33imDFjMGnSJJHTEZE+4j3eREQATp48iU8++aRAe5s2bXDy5EkREmmvkJAQZGRkCI87d+6IHYmIqESWLl2KEydOoFq1anB2doazszOqVauG48ePY9myZWjcuLHwICJSB17xJiLCy+HTeXl5Bdpzc3PVOqT21ZWV1NRUVK5cWWhPTU1Fw4YNhX0ePHig8rq8vDykpaUJr7ezs0NqaqrKPq+ev22f17e/LUthzM3NYW5uXqz3a+ikUini4uLEjlFixbmarWvvSyqVih2BtMireTeIiEoLC28iIgDNmjXD8uXLsWjRIpX2qKgoNGnSRG3ncXJygp2dHeLj44XiNjMzEydPnsSQIUMAAB4eHkhPT0diYqJw7t9//x0KhQLu7u7CPt9//z1yc3Nhavpyspz9+/ejVq1awv2JHh4eiI+Px4gRI4Tz79+/Hx4eHsXOQu9HIpHo5PDmQ4cOvXGCNU6sRrpuypQpYkcgIgPDwpuICMCMGTPg5eWF8+fPo127dgCA+Ph4nD59Gvv27SvRsbKysnDz5k3heXJyMs6dOwdra2tUq1YNI0aMwIwZM+Di4gInJydMmjQJ9vb2whWY2rVro2PHjhg0aBCioqKQm5uLoKAg9OrVC/b29gCAL7/8EqGhoQgICMC4ceOQlJSEBQsWYP78+cJ5hw8fjtatW2Pu3Lno3LkzNm7ciDNnzghLjkkkkrdmIcNVVPHNopv0RXp6OrZu3Ypbt25hzJgxsLa2xtmzZ2Fra4sqVaqIHY+I9AwLbyIiAJ6enkhISMAPP/yAzZs3w8LCAvXr18fKlSvh4uJSomOdOXNG5X7xVzOL+/v7IyYmBmPHjsXTp08xePBgpKeno2XLlti7d6/KUNh169YhKCgI7dq1g5GREfz8/LBw4UJhu0wmw759+xAYGIgmTZrggw8+wOTJk1XW+m7RogXWr1+PiRMnYsKECXBxcUFsbCzq1asn7FOcLERE+ubChQvw8vKCTCbD33//jUGDBsHa2hrbtm1DSkoK1qxZI3ZEItIzXMcbXD+RSGO0bP1E0gz+G+iv1/8fBvBqtz4y1L9fLy8vNG7cGOHh4bC0tMT58+dRo0YNHD9+HF9++SX+/vvvUsvCz6FEGqJln0N5xZuI6P8pFArcvHkTDx48gEKhUNnWqlUrkVIRaQddm0yN6E1Onz6NZcuWFWivUqXKG5dTJCJ6VxotvF+8eIHk5GTUrFkTJias8YlIe504cQJffvklbt++jf8dCCSRSJCfny9SMiIiUjdzc3NkZmYWaL9+/ToqVaokQiIi0ncaWcf72bNnCAgIQJkyZVC3bl2kpKQAAIYOHYrZs2dr4pRERO/l22+/RdOmTZGUlIS0tDQ8fvxYeKSlpYkdj4iI1Khr166YNm0acnNzAbz8gjUlJQXjxo2Dn5+fyOmISB9ppPAOCQnB+fPncejQIZUJery8vLBp0yZNnJKI6L3cuHEDs2bNQu3atVG+fHnIZDKVBxER6Y+5c+ciKysLNjY2eP78OVq3bg1nZ2dYWlpi5syZYscjIj2kkfHfsbGx2LRpE5o3bw6JRCK0161bF7du3dLEKYmI3ou7uztu3rwJZ2dnsaMQEZGGyWQy7N+/H0ePHsWFCxeQlZWFxo0bw8vLS+xoRKSnNFJ4P3z4EDY2NgXanz59qlKIExFpi6FDh2LUqFGQy+Vwc3ODqanqzK/169cXKRkREWlKy5Yt0bJlS7FjEJEB0Ejh3bRpU+zevRtDhw4FAKHY/umnn+Dh4aGJUxIRvZdX9/QNHDhQaJNIJFAqlZxcjYhIjygUCsTExGDbtm34+++/IZFI4OTkhM8++wx9+/blRSIi0giNFN6zZs2Cj48PLl++jLy8PCxYsACXL1/G8ePHcfjwYU2ckojovSQnJ4sdgYiINEypVKJr167Ys2cPGjRoADc3NyiVSly5cgX9+/fHtm3bEBsbK3ZMItJDGim8W7ZsiXPnzmH27Nlwc3PDvn370LhxYyQkJMDNzU0TpyQiei+Ojo5iRyAiIg2LiYnBkSNHEB8fj08++URl2++//w5fX1+sWbMG/fr1K9bxwsLCsG3bNly9ehUWFhZo0aIF5syZg1q1amkiPhHpMI0trl2zZk2sWLFCU4cnIlKLHTt2FGu/rl27ajgJERFp2oYNGzBhwoQCRTcAtG3bFuPHj8e6deuKXXgfPnwYgYGB+Oijj5CXl4cJEyagQ4cOuHz5MsqWLavu+ESkwzRSeGdmZhbaLpFIYG5uDjMzs3c67uzZsxESEoLhw4cjIiICAJCdnY1Ro0Zh48aNyMnJgbe3N5YsWQJbW9t3ja9WSqXyvyf5ueIFIRLDa//Nq/wtaBFfX9+37sN7vImI9MOFCxcQHh5e5HYfHx8sXLiw2Mfbu3evyvOYmBjY2NggMTERrVq1euec6sLPoWTQtOxzqEYK7/Lly79xYoqqVauif//+mDJlCoyMireU+OnTp7Fs2bICMwuPHDkSu3fvxpYtWyCTyRAUFIQePXrg2LFj7/Ue1CUnJ0f42fL8RhGTEIkrJycHZcqUETtGAQqFQuwIRERUStLS0t54ccbW1haPHz9+5+NnZGQAAKytrYvcJycnR+XzYVEXrNSBn0OJXtKGz6HFq3pLKCYmBvb29pgwYQJiY2MRGxuLCRMmoEqVKli6dCkGDx6MhQsXYvbs2cU6XlZWFvr06YMVK1agQoUKQntGRgZWrlyJefPmoW3btmjSpAmio6Nx/PhxnDhxQhNvjYiIiIh0VH5+PkxMir7uZGxsjLy8vHc6tkKhwIgRI+Dp6Yl69eoVuV9YWBhkMpnwcHBweKfzEZFu0cgV79WrV2Pu3Ln44osvhLYuXbrAzc0Ny5YtQ3x8PKpVq4aZM2diwoQJbz1eYGAgOnfuDC8vL8yYMUNoT0xMRG5uLry8vIQ2V1dXVKtWDQkJCWjevLl639g7MDc3F35+0qAXYGz6hr2J9Ex+rvAN++t/C0RERGJQKpXo379/kf9Pev0KcUkFBgYiKSkJR48efeN+ISEhCA4OFp5nZmZqrPjm51AyaFr2OVQjhffx48cRFRVVoL1Ro0ZISEgA8HLm85SUlLcea+PGjTh79ixOnz5dYJtcLoeZmRnKly+v0m5rawu5XF7kMUtziI/KkHtjU3Z4ZLC4LioREYnN39//rfsUd2K11wUFBWHXrl04cuQIqlat+sZ9zc3NS60I4OdQope04XOoRgpvBwcHrFy5ssBQ8pUrVwrf6D169Ehl2Hhh7ty5g+HDh2P//v2QSqVqyxcWFobQ0FC1HY+IiIiItF90dLRaj6dUKjF06FBs374dhw4dgpOTk1qPT0T6QyOF948//ojPP/8ccXFx+OijjwAAZ86cwZUrV/DLL78AeDlZWs+ePd94nMTERDx48ACNGzcW2vLz83HkyBEsXrwYv/32G168eIH09HSVq96pqamws7Mr8rilOcSHiIiIiPRTYGAg1q9fj19//RWWlpbCiEuZTAYLCwuR0xGRNtFI4d21a1dcu3YNUVFRuH79OoCXyzPExsYiKysLADBkyJC3Hqddu3a4ePGiStuAAQPg6uqKcePGwcHBAaampoiPj4efnx8A4Nq1a0hJSYGHh0eRxy3NIT5EREREpJ+WLl0KAGjTpo1Ke3R0NPr371/6gYhIa2mk8AaA6tWrC0PNMzMzsWHDBvTs2RNnzpwp9nq4lpaWBWaFLFu2LCpWrCi0BwQEIDg4GNbW1rCyssLQoUPh4eGhFROrEZF2q1ChQrHv+UlLS9NwGiIi0jXasDYwEekGjRXeAHDkyBGsXLkSv/zyC+zt7dGjRw8sXrxYreeYP38+jIyM4Ofnh5ycHHh7e2PJkiVqPQcR6aeIiAixIxARERGRAVB74S2XyxETE4OVK1ciMzMTX3zxBXJychAbG4s6deq89/EPHTqk8lwqlSIyMhKRkZHvfWwiMizFmd2WiIj0Q+PGjREfH48KFSpg2rRpGD16NMqUKSN2LCIyEEbqPFiXLl1Qq1YtXLhwAREREbh37x4WLVqkzlMQEWlcdnY2MjMzVR5ERKTbrly5gqdPnwIAQkNDhXmHiIhKg1qveMfFxWHYsGEYMmQIXFxc1HloIiKNevr0KcaNG4fNmzfj0aNHBbYXd24KIiLSTg0bNsSAAQPQsmVLKJVK/PjjjyhXrlyh+06ePLmU0xGRvlNr4X306FGsXLkSTZo0Qe3atdG3b1/06tVLnacgItKIsWPH4uDBg1i6dCn69u2LyMhI/PPPP1i2bJkwUSQREemumJgYTJkyBbt27YJEIkFcXBxMTAp+FJZIJCy8iUjt1Fp4N2/eHM2bN0dERAQ2bdqEVatWITg4GAqFAvv374eDgwMsLS3VeUoiIrXYuXMn1qxZgzZt2mDAgAH4+OOP4ezsDEdHR6xbtw59+vQROyIREb2HWrVqYePGjQAAIyMjxMfHw8bGRuRURGQo1HqP9ytly5bFwIEDcfToUVy8eBGjRo3C7NmzYWNjg65du2rilERE7yUtLQ01atQAAFhZWQnLh7Vs2RJHjhwRMxoREamZQqFg0U1EpUojhffratWqhfDwcNy9excbNmzQ9OmIiN5JjRo1kJycDABwdXXF5s2bAby8El6+fHkRkxERkSbcunULQ4cOhZeXF7y8vDBs2DDcunVL7FhEpKc0Xni/YmxsDF9fX+zYsaO0TklEVGwDBgzA+fPnAQDjx49HZGQkpFIpRo4ciTFjxqj1XFOnToVEIlF5uLq6Ctuzs7MRGBiIihUroly5cvDz80NqaqrKMVJSUtC5c2eUKVMGNjY2GDNmDPLy8lT2OXToEBo3bgxzc3M4OzsjJiamQJbIyEhUr14dUqkU7u7uOHXqlFrfKxGRNvrtt99Qp04dnDp1CvXr10f9+vVx8uRJ1K1bF/v37xc7HhHpIbWv401EpItGjhwp/Ozl5YWrV68iMTERzs7OqF+/vtrPV7duXRw4cEB4/voEPyNHjsTu3buxZcsWyGQyBAUFoUePHjh27BiAlzOsd+7cGXZ2djh+/Dju37+Pfv36wdTUFLNmzQIAJCcno3Pnzvj222+xbt06xMfH4+uvv0blypXh7e0NANi0aROCg4MRFRUFd3d3REREwNvbG9euXeMQTCLSa+PHj8fIkSMLTJ45fvx4jBs3Du3btxcpGRHpq1K74k1EpEscHR3Ro0cPjRTdwMtC287OTnh88MEHAICMjAysXLkS8+bNQ9u2bdGkSRNER0fj+PHjOHHiBABg3759uHz5MtauXYuGDRvCx8cH06dPR2RkJF68eAEAiIqKgpOTE+bOnYvatWsjKCgIn332GebPny9kmDdvHgYNGoQBAwagTp06iIqKQpkyZbBq1SqNvGciIm1x5coVBAQEFGgfOHAgLl++LEIiItJ3vOJNRARg2rRpb9yu7qVlbty4AXt7e0ilUnh4eCAsLAzVqlVDYmIicnNz4eXlJezr6uqKatWqISEhAc2bN0dCQgLc3Nxga2sr7OPt7Y0hQ4bg0qVLaNSoERISElSO8WqfESNGAABevHiBxMREhISECNuNjIzg5eWFhISEN2bPyclBTk6O8DwzM/N9fhVERKWuUqVKOHfuHFxcXFTaz507xxE/RKQRLLyJiABs375d5Xlubi6Sk5NhYmKCmjVrqrXwdnd3R0xMDGrVqoX79+8jNDQUH3/8MZKSkiCXy2FmZlZgQjdbW1vI5XIAgFwuVym6X21/te1N+2RmZuL58+d4/Pgx8vPzC93n6tWrb8wfFhaG0NDQEr9vIiJtMWjQIAwePBh//fUXWrRoAQA4duwY5syZg+DgYJHTEZE+YuFNRATgzz//LNCWmZmJ/v37o3v37mo9l4+Pj/Bz/fr14e7uDkdHR2zevBkWFhZqPZcmhISEqHwwzczMhIODg4iJiIhKZtKkSbC0tMTcuXOFkT/29vaYOnUqhg0bJnI6ItJHLLyJiIpgZWWF0NBQdOnSBX379tXYecqXL48PP/wQN2/eRPv27fHixQukp6erXPVOTU2FnZ0dAMDOzq7A7OOvZj1/fZ//nQk9NTUVVlZWsLCwgLGxMYyNjQvd59UximJubg5zc/N3eq8lpVQqkZ2dXSrnooJe/93z30FcUqkUEolE7Bh6QyKRYOTIkRg5ciSePHkCALC0tBQ5FRHpMxbeRERvkJGRgYyMDI2eIysrC7du3ULfvn3RpEkTmJqaIj4+Hn5+fgCAa9euISUlBR4eHgAADw8PzJw5Ew8ePBDuRdy/fz+srKxQp04dYZ89e/aonGf//v3CMczMzNCkSRPEx8fD19cXAKBQKBAfH4+goCCNvt+SyM7OVhkhQOJR98gPKpm4uDidGBGji1hwE1FpYOFNRARg4cKFKs+VSiXu37+Pn3/+We2F3+jRo9GlSxc4Ojri3r17mDJlCoyNjdG7d2/IZDIEBAQgODgY1tbWsLKywtChQ+Hh4YHmzZsDADp06IA6deqgb9++CA8Ph1wux8SJExEYGChcif7222+xePFijB07FgMHDsTvv/+OzZs3Y/fu3UKO4OBg+Pv7o2nTpmjWrBkiIiLw9OlTDBgwQK3vl4iIiMjQsfAmIgJUltkCXs7wXalSJfj7+6vM/K0Od+/eRe/evfHo0SNUqlQJLVu2xIkTJ1CpUiUhi5GREfz8/JCTkwNvb28sWbJEeL2xsTF27dqFIUOGwMPDA2XLloW/v7/KzOxOTk7YvXs3Ro4ciQULFqBq1ar46aefhDW8AaBnz554+PAhJk+eDLlcjoYNG2Lv3r0FJlzTFlkNe0NpxP9tlSqlElDkvfzZyATgUOdSJVHkody5DWLHICIiNeAnmFIkUeRBKXYIQ8MPjaKSvPrd64Dk5ORSO9fGjRvfuF0qlSIyMhKRkZFF7uPo6FhgKPn/atOmTaGTxr0uKChIq4aWv4nSyAQwNhU7hgEyEzuAweJnBiIi/cHCuxTxW2siIiIiceXm5qJjx46IiooqsI43EZGmsPAmIgLw9OlTzJ49G/Hx8Xjw4AEUCoXK9r/++kukZEREpE6mpqa4cOGC2DFKHUdeioAjL0WlbSMvWXhrmFQqRVxcnNgxDFZ2drYwE+/27dshlUpFTmS4tP13//XXX+Pw4cPo27cvKleuzGV7iIj02FdffYWVK1di9uzZYkcpNRx5SSQuFt4aJpFIuPyHlpBKpfy3oCLFxcVh9+7d8PT0FDsKERFpWF5eHlatWoUDBw6gSZMmKFu2rMr2efPmiZSMiPQVC28iIgAVKlSAtbW12DGIiKgUJCUloXHjxgCA69evq2zTpxFPHHkpLo681B7a8Ltn4U1EBGD69OmYPHkyVq9ejTJlyogdh4iINOjgwYNiRygVHHmpPTjyklh4ExEBmDt3Lm7dugVbW1tUr14dpqaqy1adPXtWpGRERKQpN2/exK1bt9CqVStYWFhAqVTq1RVvItIeLLyJiAD4+vqKHYGIiErJo0eP8MUXX+DgwYOQSCS4ceMGatSogYCAAFSoUAFz584VOyIR6RkW3kREAKZMmSJ2BCIiKiUjR46EqakpUlJSULt2baG9Z8+eCA4OZuFNRGrHwpuI6DUvXrwodB3vatWqiZSIiIjUbd++ffjtt99QtWpVlXYXFxfcvn1bpFREpM9YeBMR4eWstgEBATh+/LhK+6v7/fLz80VKRkRE6vb06dNCJ9JMS0uDubm5CImISN+x8CYiAjBgwACYmJhg165dqFy5MifX0RJKpfK/J/m54gUhEsNr/82r/C3Qe/v444+xZs0aTJ8+HcDL2b8VCgXCw8PxySefiJyOiPQRC28iIgDnzp1DYmIiXF1dxY5Cr8nJyRF+tjy/UcQkROLKycnhUodqFB4ejnbt2uHMmTN48eIFxo4di0uXLiEtLQ3Hjh0TOx4R6SEjsQMQEWmDOnXq4N9//xU7BhERlYJ69erh+vXraNmyJbp164anT5+iR48e+PPPP1GzZk2x4xGRHuIVbyIiAHPmzMHYsWMxa9YsuLm5FVjH28rKSqRkhu31ey2fNOgFGJu+YW8iPZOfK4z04H3H6ieTyfD999+LHYOIDAQLbyIiAF5eXgCAdu3aqbRzcjVxqdxrb2zKwpsMFuedUL/Hjx9j5cqVuHLlCoCXI58GDBgAa2trkZMRkT5i4U1EBODgwYNiRyAiolJy5MgRdOnSBTKZDE2bNgUALFy4ENOmTcPOnTvRqlUrkRMSkb5h4U1EBKB169ZFbktKSirFJEREpGmBgYHo2bMnli5dCmNjYwBAfn4+vvvuOwQGBuLixYsiJyQifcPJ1YiICvHkyRMsX74czZo1Q4MGDcSOQ0REanTz5k2MGjVKKLoBwNjYGMHBwbh586aIyYhIX7HwJiJ6zZEjR+Dv74/KlSvjxx9/RNu2bXHixAmxYxERkRo1btxYuLf7dVeuXOGXrUSkERxqTkQGTy6XIyYmBitXrkRmZia++OIL5OTkIDY2FnXq1BE7HhERqcGFCxeEn4cNG4bhw4fj5s2baN68OQDgxIkTiIyMxOzZs8WKSER6jIU3ERm0Ll264MiRI+jcuTMiIiLQsWNHGBsbIyoqSuxoRESkRg0bNoREIoFSqRTaxo4dW2C/L7/8Ej179izNaERkALS68A4LC8O2bdtw9epVWFhYoEWLFpgzZw5q1aol7JOdnY1Ro0Zh48aNyMnJgbe3N5YsWQJbW1sRkxORroiLi8OwYcMwZMgQuLi4iB2HiIg0JDk5WewIRGTAtLrwPnz4MAIDA/HRRx8hLy8PEyZMQIcOHXD58mWULVsWADBy5Ejs3r0bW7ZsgUwmQ1BQEHr06IFjx46JnJ6IdMHRo0excuVKNGnSBLVr10bfvn3Rq1cvsWNRISSKPCjfvhupk1IJKPJe/mxkAnAt6VIlefW7J7VwdHQUOwIRGTCtLrz37t2r8jwmJgY2NjZITExEq1atkJGRgZUrV2L9+vVo27YtACA6Ohq1a9fGiRMnhHt2iIiK0rx5czRv3hwRERHYtGkTVq1aheDgYCgUCuzfvx8ODg6wtLQUOyYBKHdug9gRiEiP3Lt3D0ePHsWDBw+gUChUtg0bNkykVESkr7S68P5fGRkZAABra2sAQGJiInJzc+Hl5SXs4+rqimrVqiEhIaHIwjsnJwc5OTnC88zMTA2mJiJdULZsWQwcOBADBw7EtWvXsHLlSsyePRvjx49H+/btsWPHDrEjEhGRmsTExOCbb76BmZkZKlasCMlrozkkEgkLbyJSO50pvBUKBUaMGAFPT0/Uq1cPwMuZiM3MzFC+fHmVfW1tbSGXy4s8VlhYGEJDQzUZl4h0WK1atRAeHo6wsDDs3LkTq1atEjuSwZJKpYiLixM7hsHKzs5G9+7dAQDbt2+HVCoVOZHh4u9evSZNmoTJkycjJCQERkZcXZeINE9nCu/AwEAkJSXh6NGj732skJAQBAcHC88zMzPh4ODw3sclIv1ibGwMX19f+Pr6ih1F4yIjI/HDDz9ALpejQYMGWLRoEZo1ayZ2LEgkElhYWIgdg/Cy8OO/BemLZ8+eoVevXmorurW1DyUi7aETX/EFBQVh165dOHjwIKpWrSq029nZ4cWLF0hPT1fZPzU1FXZ2dkUez9zcHFZWVioPIiJDtWnTJgQHB2PKlCk4e/YsGjRoAG9vbzx48EDsaEREGhEQEIAtW7ao5VjsQ4moOLT6irdSqcTQoUOxfft2HDp0CE5OTirbmzRpAlNTU8THx8PPzw8AcO3aNaSkpMDDw0OMyHpHqVQiOztb7Bjv7PXsuvw+gJdXmyScUZg0YN68eRg0aBAGDBgAAIiKisLu3buxatUqjB8/XuR0uo19qPZgH0qvCwsLw6effoq9e/fCzc0NpqamKtvnzZtX7GOxD9Uc9qHag33o+9PqwjswMBDr16/Hr7/+CktLS+G+bZlMBgsLC8hkMgQEBCA4OBjW1tawsrLC0KFD4eHhwRnN1SQ7Oxs+Pj5ix1CLV/cp6qq4uDgO8yS1e/HiBRITExESEiK0GRkZwcvLCwkJCYW+hhNUFh/7UO3BPpReFxYWht9++w21atUCgAKTqxUX+1DNYh+qPdiHvj+tLryXLl0KAGjTpo1Ke3R0NPr37w8AmD9/PoyMjODn54ecnBx4e3tjyZIlpZyUiEg3/fvvv8jPz4etra1Ku62tLa5evVroazhBJRHpurlz52LVqlXC58l3xT6UiIpLqwtvpVL51n2kUikiIyMRGRlZCokMj67PKKxUKoVvlc3NzXV6iAxntCVtwQkqi499qPZgH0qvMzc3h6enpyjnZh9afOxDtQf70Pen1YU3iU8fZhQuU6aM2BGItNYHH3wAY2NjpKamqrS/aZJKc3NzmJubl0Y8ncc+lEg7DR8+HIsWLcLChQvf6zjsQzWLfSjpE52Y1ZyIiDTDzMwMTZo0QXx8vNCmUCgQHx/PSSqJSG+dOnUKq1evRo0aNdClSxf06NFD5VFc7EOJqLh4xZuIyMAFBwfD398fTZs2RbNmzRAREYGnT58KM/QSEemb8uXLl6jAfhP2oURUHCy88d+95JxVkkj3vPq7Lc6cEFS4nj174uHDh5g8eTLkcjkaNmyIvXv3FpgsqCjsQ4l0l6H2odHR0Wo7FvtQIsNVkj5UojS0nrYQd+/e5aQWRDruzp07qFq1qtgxDBL7UCLdxz5UPOxDiXRfcfpQFt54eS/OvXv3YGlpqdOzDVLhXs0WeufOHVhZWYkdh9RMqVTiyZMnsLe3h5ERp60QA/tQ/cY+VL8Zah/q5OT0xv7qr7/+KrUs7EP1G/tQ/VaSPpRDzQEYGRnxW14DYGVlxQ5PT8lkMrEjGDT2oYaBfaj+MsQ+dMSIESrPc3Nz8eeff2Lv3r0YM2ZMqWZhH2oY2Ifqr+L2oSy8iYiIiMigDB8+vND2yMhInDlzppTTEJEhMJwxRUREREREb+Dj44NffvlF7BhEpIdYeJPeMzc3x5QpU2Bubi52FCIincM+lAzJ1q1bYW1tLXYM0iPsQ+kVTq5GRERERAalUaNGKhOZKZVKyOVyPHz4EEuWLMHgwYNFTEdE+oj3eBMRERGRQfH19VV5bmRkhEqVKqFNmzZwdXUVJxQR6TVe8SYiIiIiIiLSIN7jTURERERERKRBHGpORERERAbByMhI5d7uwkgkEuTl5ZVSIiIyFCy8iYiIiMggbN++vchtCQkJWLhwIRQKRSkmIiJDwXu8iYiIiMhgXbt2DePHj8fOnTvRp08fTJs2DY6OjmLHIiI9w3u8iYiIiMjg3Lt3D4MGDYKbmxvy8vJw7tw5rF69mkU3EWkEC28iIiIiMhgZGRkYN24cnJ2dcenSJcTHx2Pnzp2oV6+e2NGISI/xHm8iIiIiMgjh4eGYM2cO7OzssGHDBnTr1k3sSERkIHiPNxEREREZBCMjI1hYWMDLywvGxsZF7rdt27ZSTEVEhoBXvImIiIjIIPTr1++ty4kREWkCr3gTERERERERaZDWT672zz//4KuvvkLFihVhYWEBNzc3nDlzRtiuVCoxefJkVK5cWRg6dOPGDRETExEREREREf1Hq4eaP378GJ6envjkk08QFxeHSpUq4caNG6hQoYKwT3h4OBYuXIjVq1fDyckJkyZNgre3Ny5fvgypVFqs8ygUCty7dw+WlpYcfkSkY5RKJZ48eQJ7e3sYGWn9d4l6iX0oke5iHyo+9qFEuqskfahWDzUfP348jh07hj/++KPQ7UqlEvb29hg1ahRGjx4N4OUSEba2toiJiUGvXr2KdZ67d+/CwcFBbbmJqPTduXMHVatWFTuGQWIfSqT72IeKh30oke4rTh+q1Ve8d+zYAW9vb3z++ec4fPgwqlSpgu+++w6DBg0CACQnJ0Mul8PLy0t4jUwmg7u7OxISEoosvHNycpCTkyM8f/Xdw507d2BlZaXBd0RE6paZmQkHBwdYWlqKHcVgvfrdsw/VT35+fnj+/DksLCzwyy+/iB2H1Ix9qPjYhxLprpL0oVpdeP/1119YunQpgoODMWHCBJw+fRrDhg2DmZkZ/P39IZfLAQC2trYqr7O1tRW2FSYsLAyhoaEF2q2srNjhEekoDs8Tz6vfPftQ/XPixAnk5ubCxMQEubm5uHz5Mpo3by52LNIA9qHiYR9KpPuK04dq9c08CoUCjRs3xqxZs9CoUSMMHjwYgwYNQlRU1HsdNyQkBBkZGcLjzp07akpMRESkP8aPH//G50RERFQ8Wn3Fu3LlyqhTp45KW+3atYWhbnZ2dgCA1NRUVK5cWdgnNTUVDRs2LPK45ubmMDc3V39gPaRUKpGdnS12jHemVCqF2wrMzc11+ht9qVSq0/mJSLeMHTu2yPbw8PBSTkNEhoifQ7UHP4e+P60uvD09PXHt2jWVtuvXr8PR0REA4OTkBDs7O8THxwuFdmZmJk6ePIkhQ4aUdly9lJ2dDR8fH7FjEIC4uDhYWFiIHYOIDEB2djZOnTpV6LZTp04hOzu72CuHEBG9K34O1R78HPr+tHqo+ciRI3HixAnMmjULN2/exPr167F8+XIEBgYCeDmWfsSIEZgxYwZ27NiBixcvol+/frC3t4evr6+44YmIiHTUmDFj3ms7ERERqdLq5cQAYNeuXQgJCcGNGzfg5OSE4OBgYVZz4OUQjilTpmD58uVIT09Hy5YtsWTJEnz44YfFPkdmZiZkMhkyMjI4qcX/0PUhPtnZ2ejevTsAYPv27Tp9hYZDfArHv1/x8d9A/2RnZ6Njx45Fbt+7d69O96f0H/79io//BkXj51Dtwc+hhSvJ369WDzUHgE8//RSffvppkdslEgmmTZuGadOmlWIqwyGRSPRmWIlUKtWb90JEpElSqRTNmjUrdLh58+bNdfrDIxHpDn4OJX2i1UPNiYgMVXp6utgRyMAVNYHa7NmzSzkJERGR7mPhTUQksjlz5mDTpk3C8y+++AIVK1ZElSpVcP78eRGTkaH73yKbRTcREdG7YeFNRCSyqKgoODg4AAD279+P/fv3Iy4uDj4+PpzEikTVvHlzYWikhYUFmjdvLnIiIiIi3aT193gTEek7uVwuFN67du3CF198gQ4dOqB69epwd3cXOR0Zuri4OLEjEBER6Txe8SYiElmFChVw584dAC9ni/by8gLwcjbX/Px8MaMRERERkRrwijcRkch69OiBL7/8Ei4uLnj06BF8fHwAAH/++SecnZ1FTkeGLigoCElJSahXrx4WL14sdhwiIiKdxMKbiEhk8+fPR/Xq1XHnzh2Eh4ejXLlyAID79+/ju+++EzkdGbKUlBQkJSUBAJKSkpCSkoJq1aqJnIqIiEj3sPAmIhKZqakpRo8eXaB95MiRIqQh+s+3335b4PmePXtESkNERKS7WHgTEWmBe/fu4ejRo3jw4AEUCoXKtmHDhomUigzZhg0b8OzZM5W2Z8+eYcOGDejdu7dIqYiIiHQTC28iIpHFxMTgm2++gZmZGSpWrAiJRCJsk0gkLLyp1OXl5WHZsmWFblu2bBk+//xzmJjwIwQREVFxaXRW8xcvXuDatWvIy8vT5GmIiHTapEmTMHnyZGRkZODvv/9GcnKy8Pjrr7/EjkcGaM2aNe+1nYiIiFRppPB+9uwZAgICUKZMGdStWxcpKSkAgKFDh2L27NmaOCURkc569uwZevXqBSMjrvBI2qFfv37vtZ2IiIhUaeRTXkhICM6fP49Dhw5BKpUK7V5eXti0aZMmTklEpLMCAgKwZcuW9z5O9erVIZFICjwCAwML3T8mJqbAvq/32WS4TExM8M033xS6bciQIRxmTkREVEIa+T9nbGwsNm3ahObNm6vcq1i3bl3cunVLE6ckItJZYWFh+PTTT7F37164ubnB1NRUZfu8efOKdZzTp08jPz9feJ6UlIT27dvj888/L/I1VlZWuHbtmvD89T6bDFvv3r3x888/q0ywVqZMGfTs2VPEVERERLpJI4X3w4cPYWNjU6D96dOn/FBHRPQ/wsLC8Ntvv6FWrVoAUGByteKqVKmSyvPZs2ejZs2aaN26dZGvkUgksLOzK2FiMhRRUVEqw8qjoqJETENUctnZ2RzJQ0RaQSNDzZs2bYrdu3cLz199cPzpp5/g4eGhiVMSEemsuXPnYtWqVbhy5QoOHTqEgwcPCo/ff//9nY754sULrF27FgMHDnxj8Z6VlQVHR0c4ODigW7duuHTp0luPnZOTg8zMTJUH6adq1aqhXr16AIB69eqhWrVqIiciejuFQoHp06ejSpUqKFeunDBJ5aRJk7By5UqR0xGRodLIFe9Zs2bBx8cHly9fRl5eHhYsWIDLly/j+PHjOHz4sCZOSUSks8zNzeHp6anWY8bGxiI9PR39+/cvcp9atWph1apVqF+/PjIyMvDjjz+iRYsWuHTpEqpWrVrk68LCwhAaGqrWvKS9Fi9eLHYEohKZMWMGVq9ejfDwcAwaNEhor1evHiIiIhAQECBiOiIyVBq54t2yZUucP38eeXl5cHNzw759+2BjY4OEhAQ0adJEE6ckItJZw4cPx6JFi9R6zJUrV8LHxwf29vZF7uPh4YF+/fqhYcOGaN26NbZt24ZKlSoVuX7zKyEhIcjIyBAed+7cUWt20i5t2rQRHkS6YM2aNVi+fDn69OkDY2Njob1Bgwa4evWqiMmIyJCp/Yp3bm4uvvnmG0yaNAkrVqxQ9+GJiPTOqVOn8Pvvv2PXrl2oW7dugcnVtm3bVqLj3b59GwcOHCjx60xNTdGoUSPcvHnzjfuZm5vD3Ny8RMcm3TR27NgCz8PDw0VKQ1Q8//zzD5ydnQu0KxQK5ObmipCIiEgDhbepqSl++eUXTJo0Sd2HJiLSS+XLl0ePHj3Udrzo6GjY2Nigc+fOJXpdfn4+Ll68iE6dOqktC+m2U6dOvfE5kTaqU6cO/vjjDzg6Oqq0b926FY0aNRIplTiUSiWys7PFjmGwXv/d899BXFKpVPRJvjVyj7evry9iY2MxcuRITRyeiEivREdHq+1YCoUC0dHR8Pf3L7DWcr9+/VClShWEhYUBAKZNm4bmzZvD2dkZ6enp+OGHH3D79m18/fXXastDuquooeVt2rTBoUOHSjULUUlMnjwZ/v7++Oeff6BQKLBt2zZcu3YNa9aswa5du8SOV6qys7Ph4+MjdgwC0L17d7EjGLS4uDhYWFiImkEjhbeLiwumTZuGY8eOoUmTJihbtqzK9mHDhmnitEREBu/AgQNISUnBwIEDC2xLSUmBkdF/U3s8fvwYgwYNglwuR4UKFdCkSRMcP34cderUKc3IpIXu3r371u1vmoCPSEzdunXDzp07MW3aNJQtWxaTJ09G48aNsXPnTrRv317seERkoCRKpVKp7oM6OTkVfUKJRFjWQVtkZmZCJpMhIyMDVlZWYschNXr+/LnwTa82fNNF6qerf7+NGzdGfHw8KlSogEaNGr1x+NPZs2dLMVnJ6eq/ARWtOBOp8aq3fuDfr/g0+W/w+uegrIa9oTTSyDU3KopSCSjyXv5sZAKIPNTZ0EgUeSh3bgMAzdUBJfn71chfX3JysiYOS0SkN7p16yZMUObr6ytuGKL/sXbtWnz11Vdv3E5EukVpZAIYm759R1IzM7EDGCy1X11+Txr/2uvVBXWxb2YnItImU6ZMKfRnIm3wtmHkHGZO2qxChQqFfu6USCSQSqVwdnZG//79MWDAABHSEZGh0sg63sDLNRTd3NxgYWEBCwsL1K9fHz///LOmTkdERERqVNRQcg4xJ203efJkGBkZoXPnzggNDUVoaCg6d+4MIyMjBAYG4sMPP8SQIUO47C0RlSqNXPGeN28eJk2ahKCgIHh6egIAjh49im+//Rb//vsvZzsnInpNfn4+5s+fj82bNyMlJQUvXrxQ2Z6WliZSMjJ0zZo1U1lCrFmzZiKmISqeo0ePYsaMGfj2229V2pctW4Z9+/bhl19+Qf369bFw4UIMGjRIpJREZGg0csV70aJFWLp0KebMmYOuXbuia9euCA8Px5IlS7Bw4UJNnJKISGeFhoZi3rx56NmzJzIyMhAcHIwePXrAyMgIU6dOFTseGbDw8PA3PifSRr/99hu8vLwKtLdr1w6//fYbAKBTp05aN9kvEek3jRTe9+/fR4sWLQq0t2jRAvfv39fEKYmIdNa6deuwYsUKjBo1CiYmJujduzd++uknTJ48GSdOnBA7Hhm4Q4cOCQ8iXWBtbY2dO3cWaN+5cyesra0BAE+fPoWlpWVpRyMiA6aRwtvZ2RmbN28u0L5p0ya4uLi883Fnz54NiUSCESNGCG3Z2dkIDAxExYoVUa5cOfj5+SE1NfWdz0FEVNrkcjnc3NwAAOXKlUNGRgYA4NNPP8Xu3bvFjEZEpHMmTZqEMWPGoGvXrpgxYwZmzJiBbt26YezYscJklvv370fr1q1FTkpEhkQj93iHhoaiZ8+eOHLkiHCP97FjxxAfH19oQV4cp0+fxrJly1C/fn2V9pEjR2L37t3YsmULZDIZgoKC0KNHDxw7duy93wcRUWmoWrUq7t+/j2rVqqFmzZrYt28fGjdujNOnTwtLjhGJ5fU1vXnVm3TBoEGDUKdOHSxevBjbtm0DANSqVQuHDx8WRmSOGjVKzIhEZIA0Unj7+fnh5MmTmD9/PmJjYwEAtWvXxqlTp9CoUaMSHy8rKwt9+vTBihUrMGPGDKE9IyMDK1euxPr169G2bVsAQHR0NGrXro0TJ06gefPmank/RESa1L17d8THx8Pd3R1Dhw7FV199hZUrVyIlJYWTUZKoXi+6Xz1n8U26wNPTU7j487q0tDRhuDkRUWnS2DreTZo0wdq1a9VyrMDAQHTu3BleXl4qhXdiYiJyc3NVJtBwdXVFtWrVkJCQUGThnZOTg5ycHOF5ZmamWnISEb2L2bNnCz/37NlT6MNcXFzQpUsXEZMREemHffv24aeffsLOnTvx/PlzseMQkQHSSOG9Z88eGBsbw9vbW6X9t99+g0KhgI+PT7GPtXHjRpw9exanT58usE0ul8PMzAzly5dXabe1tYVcLi/ymGFhYQgNDS12BiKi0uTh4QEPDw+xY5CB+9+r3a+386o36YLbt29j1apVWL16NR4/fgwfHx+sWbNG7FhEZKA0UniPHz9e5QrOK0qlEuPHjy924X3nzh0MHz4c+/fvh1QqVVu+kJAQBAcHC88zMzPh4OCgtuMTEb3Njh07ir1v165dNZiEqKCiiu7Xt7P4Jm304sULbNu2DT/99BOOHTsGLy8v3L17F3/++acwiSURkRg0UnjfuHEDderUKdDu6uqKmzdvFvs4iYmJePDgARo3biy05efn48iRI1i8eDF+++03vHjxAunp6SpXvVNTU2FnZ1fkcc3NzTlhERGJytfXt1j7SSQS5OfnazYMEZEeGDp0KDZs2AAXFxd89dVX2LRpEypWrAhTU1MYGxuLHY+IDJxGCm+ZTIa//voL1atXV2m/efMmypYtW+zjtGvXDhcvXlRpGzBgAFxdXTFu3Dg4ODjA1NQU8fHx8PPzAwBcu3YNKSkpHKZJRFpNoVCIHYGISK8sXboU48aNw/jx47lGNxFpHY2s492tWzeMGDECt27dEtpu3ryJUaNGlWjIpKWlJerVq6fyKFu2LCpWrIh69epBJpMhICAAwcHBOHjwIBITEzFgwAB4eHhwRnMiIqJ39LZh5BxmTtro559/xqlTp1C5cmX07NkTu3bt4oghItIaGim8w8PDUbZsWbi6usLJyQlOTk6oXbs2KlasiB9//FGt55o/fz4+/fRT+Pn5oVWrVrCzsxPWbCQi0ma///476tSpU+jKChkZGahbty6OHDkiQjKiootrFt2krXr37o39+/fj4sWLcHV1RWBgIOzs7KBQKHD58mWx4xGRgdPYUPPjx49j//79OH/+PCwsLFC/fn20atXqvY/9v//Dl0qliIyMRGRk5Hsfm4ioNEVERGDQoEGwsrIqsE0mk+Gbb77B/Pnz1dJ3EhEZCicnJ4SGhmLq1KnYt28fVq5cia+++gojRoxAjx49sHDhQrEjEpEB0tg63hKJBB06dECHDh00dQoiIp12/vx5zJkzp8jtHTp0UPsoIaKSOHTokMoM57zaTbpEIpHA29sb3t7eSEtLw5o1axAdHS12LCIyUGodap6QkIBdu3aptK1ZswZOTk6wsbHB4MGDkZOTo85TEhHprNTUVJiamha53cTEBA8fPizFREQFHTp0SHgQ6Spra2uMGDEC58+fFzsKERkotV7xnjZtGtq0aYNPP/0UAHDx4kUEBASgf//+qF27Nn744QfY29tj6tSp6jytVlMqlcjOzhY7hsF6/XfPfwdxSaVSSCQSsWNolSpVqiApKQnOzs6Fbr9w4QIqV65cyqmIiIiISN3UWnifO3cO06dPF55v3LgR7u7uWLFiBQDAwcEBU6ZMMajCOzs7Gz4+PmLHIADdu3cXO4JBi4uLg4WFhdgxtEqnTp0wadIkdOzYEVKpVGXb8+fPMWXKFOGLzOKYOnUqQkNDVdpq1aqFq1evFvmaLVu2YNKkSfj777/h4uKCOXPmoFOnTiV7I0RERET0RmotvB8/fgxbW1vh+eHDh1WKzo8++gh37txR5ymJiHTWxIkTsW3bNnz44YcICgpCrVq1AABXr15FZGQk8vPz8f3335fomHXr1sWBAweE5yYmRXfzx48fR+/evREWFoZPP/0U69evh6+vL86ePYt69eq925siIiIiogLUWnjb2toiOTkZDg4OePHiBc6ePaty9eXJkydvvJ9R32U17A2lkcbms6PCKJWAIu/lz0YmAIc6lyqJIg/lzm0QO4bWsrW1xfHjxzFkyBCEhIRAqVQC+G9CoMjISJUvM4vDxMQEdnZ2xdp3wYIF6NixI8aMGQMAmD59Ovbv34/FixcjKiqqZG+GiIiIiIqk1iqwU6dOGD9+PObMmYPY2FiUKVMGH3/8sbD9woULqFmzpjpPqVOURiaAseF+8SAeM7EDGCyl2AF0gKOjI/bs2YPHjx/j5s2bUCqVcHFxQYUKFd7peDdu3IC9vT2kUik8PDwQFhaGatWqFbpvQkICgoODVdq8vb0RGxv7TuemgnR9ng+lUilMimpubq7T8zRwngnD8scff2DZsmW4desWtm7diipVquDnn3+Gk5MTWrZsWezjHDlyBD/88AMSExNx//59bN++Hb6+vsJ2pVKJKVOmYMWKFUhPT4enpyeWLl0KFxcXDbwrItJlai28p0+fjh49eqB169YoV64cVq9eDTOz/4qeVatWcXkxIqJCVKhQAR999NF7HcPd3R0xMTGoVasW7t+/j9DQUHz88cdISkqCpaVlgf3lcnmBK+q2traQy+VvPE9OTo7KChWZmZnvlVufcZ4P7cF5JgzHL7/8gr59+6JPnz74888/hf4qIyMDs2bNwp49e4p9rKdPn6JBgwYYOHAgevToUWB7eHg4Fi5ciNWrV8PJyQmTJk2Ct7c3Ll++XGDuDiIybGotvD/44AMcOXIEGRkZKFeuHIyNjVW2b9myBeXKlVPnKYmI6P+9XuDVr18f7u7ucHR0xObNmxEQEKC284SFhRWYxI2ISFvMmDEDUVFR6NevHzZu3Ci0e3p6YsaMGSU6lo+PT5FfnimVSkRERGDixIno1q0bgJfL6Nra2iI2Nha9evV69zdBRHpHIzccy2SyQtutra01cToiIipE+fLl8eGHH+LmzZuFbrezs0NqaqpKW2pq6lvvEQ8JCVEZop6ZmQkHB4f3D6yHpFIp4uLixI7xzrKzs4UVIbZv367TV/B0OTuVzLVr19CqVasC7TKZDOnp6Wo7T3JyMuRyOby8vFTO4e7ujoSEBK0ovF/NHQIAyM8VLwiRGF77b17lb0EknOmLiEhPZWVl4datW+jbt2+h2z08PBAfH48RI0YIbfv374eHh8cbj2tubg5zc3N1RtVbEolEb4Y3S6VSvXkvpN/s7Oxw8+ZNVK9eXaX96NGjqFGjhtrO8+q2nJLeslOat+u8fh7L8xvfsCeRfsvJyUGZMmVEzWAk6tmJiEhtRo8ejcOHD+Pvv//G8ePH0b17dxgbG6N3794AgH79+iEkJETYf/jw4di7dy/mzp2Lq1evYurUqThz5gyCgoLEegtERO9t0KBBGD58OE6ePAmJRIJ79+5h3bp1GD16NIYMGSJ2PISFhUEmkwkPjhgiMgy84k1EJLLVq1fjgw8+QOfOnQEAY8eOxfLly1GnTh1s2LABjo6OxTrO3bt30bt3bzx69AiVKlVCy5YtceLECVSqVAkAkJKSAiOj/75vbdGiBdavX4+JEydiwoQJcHFxQWxsLNfwJiKdNn78eCgUCrRr1w7Pnj1Dq1atYG5ujtGjR2Po0KFqO8+r23JSU1NRuXJloT01NRUNGzYs8nWlebvO66OTnjToxdV1yLDk5wojPbRhpB4LbyIikc2aNQtLly4F8HKJr8jISMyfPx+7du3CyJEjsW3btmId5/VJhApz6NChAm2ff/45Pv/88xJnJiLSVhKJBN9//z3GjBmDmzdvIisrC3Xq1FH7BL9OTk6ws7NDfHy8UGhnZmbi5MmTb7yyXpq366gsoWdsysKbDJY2LCepscL7xo0bOHjwIB48eACFQqGybfLkyZo6LRGRzrlz5w6cnZ0BALGxsfDz88PgwYPh6emJNm3aiBuOiEhHmZmZoU6dOu91jKysLJUJKpOTk3Hu3DlYW1ujWrVqGDFiBGbMmAEXFxdhOTF7e3uVtb6JiAANFd4rVqzAkCFD8MEHH8DOzk7lGwaJRMLCm4joNeXKlcOjR49QrVo17Nu3TxiCKJVK8fz5c5HTERFpv8LW2C5KcUcRAcCZM2fwySefCM9f9c/+/v6IiYnB2LFj8fTpUwwePBjp6elo2bIl9u7dy1n0iagAjRTeM2bMwMyZMzFu3DhNHJ6ISK+0b98eX3/9NRo1aoTr16+jU6dOAIBLly4VmJWXiIgKKmop2/fVpk2bNy5DJJFIMG3aNEybNk0j5yci/aGRwvvx48e8Z5CIqJgiIyMxceJE3LlzB7/88gsqVqwIAEhMTBRmJCcioqJFR0eLHYGI6I00Unh//vnn2LdvH7799ltNHJ6ISK+UL18eixcvLtAeGhoqQhoiIt2WnJyMvLw8uLi4qLTfuHEDpqamHElERKJQW+G9cOFC4WdnZ2dMmjQJJ06cgJubG0xNVWdQHDZsmLpOS0Sk844cOfLG7a1atSqlJEREuq9///4YOHBggcL75MmT+Omnnwpd4YGISNPUVnjPnz9f5Xm5cuVw+PBhHD58WKVdIpGw8CYiek1hM5e/Pillfn5+KaYhItJtf/75Jzw9PQu0N2/eHEFBQSIkIiJSY+GdnJysrkMRERmUx48fqzzPzc3Fn3/+iUmTJmHmzJkipSIi0k0SiQRPnjwp0J6RkcEvMolINBq5x3vatGkYPXo0ypQpo9L+/Plz/PDDDwa1nJjKTJj5ueIFIRLDa//Nv2lWWENX2Gy87du3h5mZGYKDg5GYmChCKiIi3dSqVSuEhYVhw4YNMDY2BvBy5FBYWBhatmwpcjoiMlQaKbxDQ0Px7bffFii8nz17htDQUIMqvHNycoSfLc9vFDEJkbhycnIK9An0Zra2trh27ZrYMYiIdMqcOXPQqlUr1KpVCx9//DEA4I8//kBmZiZ+//13kdMRkaHSSOGtVCpV7k985fz587C2ttbEKYmIdNaFCxdUniuVSty/fx+zZ89Gw4YNxQlFRKSj6tSpgwsXLmDx4sU4f/48LCws0K9fPwQFBfFzKBGJRq2Fd4UKFSCRSCCRSPDhhx8WmBwoKyvL4JYYMzc3F35+0qAXYGz6hr2J9Ex+rjDS4/W/BVLVsGFDSCSSAsPxmzdvjlWrVomUiohId9nb22PWrFlixyAiEqi18I6IiIBSqcTAgQMRGhqqct+imZkZqlevDg8PD3WeUuupXPk3NmXhTQarsFEw9NL/Tk5pZGSESpUqQSqVipSIiEi3XLhwAfXq1YORkVGBUUT/q379+qWUiojoP2otvP39/QEATk5OaNGiRYH1u4mIqCBHR0exIxAR6bSGDRtCLpfDxsamyFFEwMsvgTmzORGJQW2Fd2ZmpvBzo0aN8Pz5czx//rzQfa2srNR1WiIivXD48GH8+OOPuHLlCoCX9yiOGTNGmBiIiIiKlpycjEqVKgk/ExFpGyN1Hah8+fKoUKHCGx+v9imusLAwfPTRR7C0tISNjQ18fX0LzPCbnZ2NwMBAVKxYEeXKlYOfnx9SU1PV9baIiDRu7dq18PLyQpkyZTBs2DAMGzYMFhYWaNeuHdavXy92PCIirefo6Cjc0uTo6PjGBxGRGNR2xfvgwYPqOpTg8OHDCAwMxEcffYS8vDxMmDABHTp0wOXLl1G2bFkAwMiRI7F7925s2bIFMpkMQUFB6NGjB44dO6b2PEREmjBz5kyEh4dj5MiRQtuwYcMwb948TJ8+HV9++aWI6YiIdM+NGzdw8OBBPHjwAAqFQmWbIS1rS0TaQ22Fd+vWrdV1KMHevXtVnsfExMDGxgaJiYlo1aoVMjIysHLlSqxfvx5t27YFAERHR6N27do4ceIEmjdvrvZMRETq9tdff6FLly4F2rt27YoJEyaIkIiISHetWLECQ4YMwQcffAA7OzuVyT0lEgkLbyIShUbW8X7l2bNnSElJwYsXL1Ta33U2yYyMDAAQ1mBMTExEbm4uvLy8hH1cXV1RrVo1JCQksPAmIp3g4OCA+Ph4ODs7q7QfOHAADg4OIqUiItJNM2bMwMyZMzFu3DixoxARCTRSeD98+BADBgxAXFxcodvfZTZJhUKBESNGwNPTE/Xq1QMAyOVymJmZoXz58ir72traQi6XF3msnJwc5OTkCM9fnxiOiKi0jRo1CsOGDcO5c+fQokULAMCxY8cQExODBQsWiJyOiEi3PH78GJ9//rnYMYiIVKhtcrXXjRgxAunp6Th58iQsLCywd+9erF69Gi4uLtixY8c7HTMwMBBJSUnYuHHje+cLCwuDTCYTHryiRERiGjJkCDZu3IiLFy9ixIgRGDFiBJKSkrBp0yZ88803YscjItIpn3/+Ofbt2yd2DCIiFRq54v3777/j119/RdOmTWFkZARHR0e0b98eVlZWCAsLQ+fOnUt0vKCgIOzatQtHjhxB1apVhXY7Ozu8ePEC6enpKle9U1NTYWdnV+TxQkJCEBwcLDzPzMxk8U1EourevTu6d+/+XscICwvDtm3bcPXqVVhYWKBFixaYM2cOatWqVeRrYmJiMGDAAJU2c3NzZGdnv1cWIqLStHDhQuFnZ2dnTJo0CSdOnICbmxtMTU1V9h02bFhpxyMi0kzh/fTpU9jY2AAAKlSogIcPH+LDDz+Em5sbzp49W+zjKJVKDB06FNu3b8ehQ4fg5OSksr1JkyYwNTVFfHw8/Pz8AADXrl1DSkoKPDw8ijyuubk5zM3N3+GdERFpr+KsBFEYKysrlaUaX5+IiIhIF8yfP1/lebly5XD48GEcPnxYpV0ikbDwJiJRaKTwrlWrFq5du4bq1aujQYMGWLZsGapXr46oqChUrly52McJDAzE+vXr8euvv8LS0lK4b1smk8HCwgIymQwBAQEIDg6GtbU1rKysMHToUHh4eHBiNSLSatbW1rh+/To++OADVKhQ4Y3FblpaWrGO+baVIIoikUjeOEqIiEjbJScnix2BiOiNNFJ4Dx8+HPfv3wcATJkyBR07dsS6detgZmaGmJiYYh9n6dKlAIA2bdqotEdHR6N///4AXn7DaWRkBD8/P+Tk5MDb2xtLlixRx9sgItKY+fPnw9LSUvhZE1eZ/3cliKJkZWXB0dERCoUCjRs3xqxZs1C3bt0i9+cElUSkC168eIHk5GTUrFkTJiYaXciHiOitNNILffXVV8LPTZo0we3bt3H16lVUq1YNH3zwQbGPo1Qq37qPVCpFZGQkIiMj3ykrEZEY/P39hZ9ffZGoToWtBFGYWrVqYdWqVahfvz4yMjLw448/okWLFrh06ZLKnBqvCwsLQ2hoqNozExGpw7NnzzB06FCsXr0aAHD9+nXUqFEDQ4cORZUqVTB+/HiRE4pDosjD2z9Zk1oplYAi7+XPRiYAb+UqVZJXv3stodGv/17/prFx48aaPJVOYIcnAnZ4otK2Dk9beXl54auvvkKPHj1gZWWllmO+Wgni6NGjb9zPw8NDZU6MFi1aoHbt2li2bBmmT59e6Gs4QSURabOQkBCcP38ehw4dQseOHYV2Ly8vTJ061WAL73LnNogdgcigaaTw5jeNhWOHR0SFqVu3LkJCQvDdd9+hc+fO+Oqrr9CpU6cCM/EWV1ErQRSHqakpGjVqhJs3bxa5DyeoJCJtFhsbi02bNqF58+Yqt/HUrVsXt27dEjEZERkyjRTe/KaRiKj4FixYgPnz5+PAgQNYv349+vXrB2NjY3z22Wfo06cPWrduXazjvG0liOLIz8/HxYsX0alTpxK/lohIGzx8+FBYXed1T58+NbhVG6RSKeLi4sSOYbCys7OFpUK3b98OqVQqciLDpQ2/e40U3vym8T/s8MTFDk978Hf/ZkZGRujQoQM6dOiAqKgo7Ny5EzNnzsTKlSuRn59frGO8bSUIAOjXrx+qVKmCsLAwAMC0adPQvHlzODs7Iz09HT/88ANu376Nr7/+WjNvtISUSiXXFBfR6797/juISyqVGlzR+K6aNm2K3bt3Y+jQoQD+WyLxp59+euNys/pIIpEI/T+JSyqV8t/CwGmk8OY3jf9hh6c92OGRLpDL5di4cSPWrl2LCxcuoFmzZsV+bXFWgkhJSYGRkZGw7fHjxxg0aBDkcjkqVKiAJk2a4Pjx46hTp857vxd1yM7Oho+Pj9gxCBC+xCRxxMXF8f9hxTRr1iz4+Pjg8uXLyMvLw4IFC3D58mUcP368wLreRESlxejtu5Tcq28aXzHkbxqJiN4mMzMT0dHRaN++PRwcHLB06VJ07doVN27cwIkTJ4p9HKVSWejj9VnTDx06pLKs4/z583H79m3k5ORALpdj9+7daNSokRrfHRFR6UhKSgIAtGzZEufOnUNeXh7c3Nywb98+2NjYICEhAU2aNBE5JREZKo1c8eY3jURExWdra4sKFSqgZ8+eCAsLQ9OmTcWOpJWyGvaG0ohr8ZYqrgwhKokijxOzlkD9+vXx0Ucf4euvv0avXr2wYsUKsSMREQk08gnm1TeNs2fPFr5pbNy4MRISEuDm5qaJUxIR6awdO3agXbt2KkPAqSClkQlg/G4zvdP7MBM7gMHiEqQlc/jwYURHR2PUqFEYOXIkPvvsMwQEBODjjz8WOxoRkebW8a5Zsya/aSQiKob27dsjLy8Pv//+O27duoUvv/wSlpaWuHfvHqysrFCuXDmxIxIRab2PP/4YH3/8MRYtWoTNmzcjJiYGrVu3hrOzMwICAuDv7w87OzuxYxKRgVLr5ZXMzMxiPYiI6D+3b9+Gm5sbunXrhsDAQDx8+BAAMGfOHIwePVrkdEREuqVs2bIYMGAADh8+jOvXr+Pzzz9HZGQkqlWrhq5du4odj4gMlFqveJcvX/6Ns5YrlUpIJJJiL41DRGQIhg8fjqZNm+L8+fOoWLGi0N69e3cMGjRIxGRERLrN2dkZEyZMgKOjI0JCQlQm/yUiKk1qLbwPHjwo/KxUKtGpUyf89NNPqFKlijpPQ0SkV/744w8cP34cZmaq99JWr14d//zzj0ipiIh025EjR7Bq1Sr88ssvMDIywhdffIGAgACxYxGRgVJr4d26dWuV58bGxmjevDlq1KihztMQEekVhUJR6Eigu3fvwtLSUoRERES66d69e4iJiUFMTAxu3ryJFi1aYOHChfjiiy9QtmxZseMRkQHjuixERCLr0KEDIiIisHz5cgCARCJBVlYWpkyZgk6dOomcjohIN/j4+ODAgQP44IMP0K9fPwwcOBC1atUSOxYREQAW3kREovvxxx/RsWNH1KlTB9nZ2fjyyy9x48YNfPDBB9iwgWv4EhEVh6mpKbZu3YpPP/0UxsbGYschIlKh8cL7TZOtERER4ODggPPnz2PTpk04f/48srKyEBAQgD59+sDCwkLseEREOmHHjh1iRyAiKpJaC+8ePXqoPM/Ozsa3335b4J6abdu2qfO0REQ6Kzc3F66urti1axf69OmDPn36iB1JqyiVyv+e5OeKF4RIDK/9N6/yt0BERDpHrYW3TCZTef7VV1+p8/BERHrH1NQU2dnZYsfQWjk5OcLPluc3ipiESFw5OTkoU6aM2DGIiOgdqbXwjo6OVufhiIgMQmBgIObMmYOffvoJJiaceoOIiIhI3/ATHhGRyE6fPo34+Hjs27cPbm5uvD3nNebm5sLPTxr0AoxNRUxDVMryc4WRHq//LRARke5h4U1EJLLy5cvDz89P7BhaSWWCTmNTFt5ksDhZLRGRbmPhTUQkMt6mQ0RERKTfjMQOQERkqBQKBebMmQNPT0989NFHGD9+PJ4/fy52LCIiIiJSMxbeREQimTlzJiZMmIBy5cqhSpUqWLBgAQIDA8WORURERERqxsKbiEgka9aswZIlS/Dbb78hNjYWO3fuxLp166BQKMSORkRERERqxMKbiEgkKSkp6NSpk/Dcy8sLEokE9+7dEzEVEREREakbC28iIpHk5eVBKpWqtJmamiI3N/e9jhsZGYnq1atDKpXC3d0dp06deuP+W7ZsgaurK6RSKdzc3LBnz573Oj8RkaEpab9LRIaHs5oTEYlEqVSif//+KuvzZmdn49tvv1VZy7sk63hv2rQJwcHBiIqKgru7OyIiIuDt7Y1r167BxsamwP7Hjx9H7969ERYWhk8//RTr16+Hr68vzp49i3r16r3fGyQiMgAl7XeJyDDxijcRkUj8/f1hY2MDmUwmPL766ivY29urtJXEvHnzMGjQIAwYMAB16tRBVFQUypQpg1WrVhW6/4IFC9CxY0eMGTMGtWvXxvTp09G4cWMsXrxYHW+RiEjvlbTfJSLDpDdXvCMjI/HDDz9ALpejQYMGWLRoEZo1ayZ2LJ2nVCqRnZ0tdox39np2XX4fACCVSiGRSMSOQWqk7vW7X7x4gcTERISEhAhtRkZG8PLyQkJCQqGvSUhIQHBwsEqbt7c3YmNj1ZpNHSSKPCjFDlFSSiWgyBM7BQGAkQmgY32ohP/taL136Xep+Pg5VHvwc+j704vCm0N8NCc7Oxs+Pj5ix1CL7t27ix3hvcTFxcHCwkLsGKTF/v33X+Tn58PW1lal3dbWFlevXi30NXK5vND95XJ5kefJyclBTk6O8DwzM/M9UhdfuXMbSuU8RETF9S79rlh9qC7i51Dtwc+h708vhppziA8RUekJCwtTGQrv4OAgdiQiIp3BPpTIMOn8FW8O8dEsqVSKuLg4sWO8M6VSKXyrbG5urtNDZP539mui//XBBx/A2NgYqampKu2pqamws7Mr9DV2dnYl2h8AQkJCVIanZ2ZmauyDoz71QSQu/j+ANOFd+t3S7EN1nT79P4B9EOl84c0hPpolkUh0flhJmTJlxI5AVCrMzMzQpEkTxMfHw9fXFwCgUCgQHx+PoKCgQl/j4eGB+Ph4jBgxQmjbv38/PDw8ijyPubm5ykzsmsQ+iIi02bv0u6XZh+o6/j+A9IleDDUvKQ7xISJ9FRwcjBUrVmD16tW4cuUKhgwZgqdPn2LAgAEAgH79+qmMEBo+fDj27t2LuXPn4urVq5g6dSrOnDlT5AdGIiJS9bZ+l4gI0IMr3uoY4pORkYFq1arxyjeRDnr1d6tU6tx81xrRs2dPPHz4EJMnT4ZcLkfDhg2xd+9eYVRQSkoKjIz++861RYsWWL9+PSZOnIgJEybAxcUFsbGxJVrD+9Xvnn0oke5hH/r+3tbvvg37UCLdVZI+VKLUg57W3d0dzZo1w6JFiwC8HOJTrVo1BAUFYfz48W99/d27d3nVm0jH3blzB1WrVhU7hkFiH0qk+9iHiod9KJHuK04fqheF96ZNm+Dv749ly5ahWbNmiIiIwObNm3H16tVifduoUChw7949WFpa6vSkB1S4V5OW3LlzB1ZWVmLHITVTKpV48uQJ7O3tVa7kUulhH6rf2IfqN/ah4mMfqt/Yh+q3kvShOj/UHHj/IT5GRkb8ltcAWFlZscPTUzKZTOwIBo19qGFgH6q/2IeKi32oYWAfqr+K24fqxRVvojfJzMyETCZDRkYGOzwiohJiH0pE9O7Yh9IrHFNEREREREREpEEsvEnvmZubY8qUKVwzk4joHbAPJSJ6d+xD6RUONSciIiIiIiLSIF7xJiIiIiIiItIgFt5EREREREREGsTCm4iIiIiIiEiDWHgTERERERERaRALbyIiIiIiIiINYuFNREREREREpEEsvImIiIiIiIg0iIU3ERERERERkQax8CYiIiIiIiLSIBbeRERERERERBrEwpuIiIiIiIhIg1h4ExEREREREWkQC28iIiIiIiIiDTIROwAREQHx8fGIj4/HgwcPoFAoVLatWrVKpFREREREpA4svAEoFArcu3cPlpaWkEgkYschohJQKpV48uQJ7O3tYWSkm4N4QkNDMW3aNDRt2hSVK1fWuX6IfSiR7tKHPlTXsQ8l0l0l6UMlSqVSWUq5tNbdu3fh4OAgdgwieg937txB1apVxY7xTipXrozw8HD07dtX7CjvhH0oke7T5T5U17EPJdJ9xelDecUbgKWlJYCXvzArKyuR0xBRSWRmZsLBwUH4O9ZFL168QIsWLcSO8c7YhxLpLn3oQwsTFhaGbdu24erVq7CwsECLFi0wZ84c1KpVS9gnOzsbo0aNwsaNG5GTkwNvb28sWbIEtra2AIDz589j9uzZOHr0KP79919Ur14d3377LYYPH17oOY8dO4bWrVujXr16OHfuXLGzsg8l0l0l6UNZeAPCsB4rKyt2eEQ6SpeH53399ddYv349Jk2aJHaUd8I+lEj36XIfWpjDhw8jMDAQH330EfLy8jBhwgR06NABly9fRtmyZQEAI0eOxO7du7FlyxbIZDIEBQWhR48eOHbsGAAgMTERNjY2WLt2LRwcHHD8+HEMHjwYxsbGCAoKUjlfeno6+vXrh3bt2iE1NbVEWdmHEum+4vShHGqOl99UyGQyZGRksMMj0jH68Pc7fPhwrFmzBvXr10f9+vVhamqqsn3evHkiJSseffg3IDJUhvL3+/DhQ9jY2ODw4cNo1aoVMjIyUKlSJaxfvx6fffYZAODq1auoXbs2EhIS0Lx580KPExgYiCtXruD3339Xae/VqxdcXFxgbGyM2NjYEl3xNpR/AyJ9VJK/X17xpjdSKpXIzs4WO8Y7UyqVyMnJAQCYm5vr9Df6UqlUp/NT0S5cuICGDRsCAJKSklS28d9ct7EP1R7sQw1bRkYGAMDa2hrAy6vZubm58PLyEvZxdXVFtWrV3lh4Z2RkCMd4JTo6Gn/99RfWrl2LGTNmaOgdGCb2odqDfej7Y+FNb5SdnQ0fHx+xYxCAuLg4WFhYiB2DNODgwYNiRyANYR+qPdiHGi6FQoERI0bA09MT9erVAwDI5XKYmZmhfPnyKvva2tpCLpcXepzjx49j06ZN2L17t9B248YNjB8/Hn/88QdMTIr3sTonJ0coxoCXV8yocOxDtQf70PfHdSOIiLTI3bt3cffuXbFjEBHpjcDAQCQlJWHjxo3vfIykpCR069YNU6ZMQYcOHQAA+fn5+PLLLxEaGooPP/yw2McKCwuDTCYTHpzRnMgw8Io3vZFUKkVcXJzYMd5ZdnY2unfvDgDYvn07pFKpyInenS5npzdTKBSYMWMG5s6di6ysLAAvZ7kdNWoUvv/+e66tq8PYh2oPXc5O7y4oKAi7du3CkSNHVJb6sbOzw4sXL5Cenq5y1Ts1NRV2dnYqx7h8+TLatWuHwYMHY+LEiUL7kydPcObMGfz555/CZGsKhQJKpRImJibYt28f2rZtWyBTSEgIgoODheevZkWmgtiHag9dzq4tWHjTG0kkEr0ZViKVSvXmvZB++f7777Fy5UrMnj0bnp6eAICjR49i6tSpyM7OxsyZM0VOSO+KfSiROJRKJYYOHYrt27fj0KFDcHJyUtnepEkTmJqaIj4+Hn5+fgCAa9euISUlBR4eHsJ+ly5dQtu2beHv71+gL7ayssLFixdV2pYsWYLff/8dW7duLXDOV8zNzWFubq6Ot6n32IeSPmHhTUQkstWrV+Onn35C165dhbb69eujSpUq+O6771h4ExGVUGBgINavX49ff/0VlpaWwn3bMpkMFhYWkMlkCAgIQHBwMKytrWFlZYWhQ4fCw8NDmFgtKSkJbdu2hbe3N4KDg4VjGBsbo1KlSjAyMhLuGX/FxsYGUqm0QDsREQtvIiKRpaWlwdXVtUC7q6sr0tLSREhERKTbli5dCgBo06aNSnt0dDT69+8PAJg/fz6MjIzg5+eHnJwceHt7Y8mSJcK+W7duxcOHD7F27VqsXbtWaHd0dMTff/+t6bdARHpG1BsH8/PzMWnSJDg5OcHCwgI1a9bE9OnT8frS4kqlEpMnT0blypVhYWEBLy8v3LhxQ+U4aWlp6NOnD6ysrFC+fHkEBAQI90kSEWm7Bg0aYPHixQXaFy9ejAYNGoiQiIhItymVykIfr4pu4OXQ38jISKSlpeHp06fYtm2byv3dU6dOLfQYbyq6p06dWqI1vInIcIh6xXvOnDlYunQpVq9ejbp16+LMmTMYMGAAZDIZhg0bBgAIDw/HwoULsXr1ajg5OWHSpEnw9vbG5cuXhZv8+/Tpg/v372P//v3Izc3FgAEDMHjwYKxfv17Mt0dEVCzh4eHo3LkzDhw4INxbmJCQgDt37mDPnj0ipyMiIiKi9yXqFe/jx4+jW7du6Ny5M6pXr47PPvsMHTp0wKlTpwC8/LYyIiICEydORLdu3VC/fn2sWbMG9+7dQ2xsLADgypUr2Lt3L3766Se4u7ujZcuWWLRoETZu3Ih79+6J+O6IiIqndevWuH79Orp374709HSkp6ejR48euHbtGj7++GOx4xERERHRexL1ineLFi2wfPlyXL9+HR9++CHOnz+Po0ePYt68eQCA5ORkyOVyeHl5Ca+RyWRwd3dHQkICevXqhYSEBJQvXx5NmzYV9vHy8oKRkRFOnjwpTOFPRKTN7O3tOYkaERERkZ4StfAeP348MjMz4erqCmNjY+Tn52PmzJno06cPAAizR9ra2qq8ztbWVtgml8thY2Ojst3ExATW1tbCPv8rJycHOTk5wvPMzEy1vSciouK4cOEC6tWrByMjI1y4cOGN+9avX7+UUhERERGRJohaeG/evBnr1q3D+vXrUbduXZw7dw4jRoyAvb09/P39NXbesLAwhIaGauz4RERv07BhQ+GLw4YNG0IikahMLPmKRCJBfn6+CAmJiIiISF1ELbzHjBmD8ePHo1evXgAANzc33L59G2FhYfD39xdmlkxNTUXlypWF16WmpqJhw4YAADs7Ozx48EDluHl5eUhLS1OZmfJ1ISEhCA4OFp5nZmbCwcFBnW+NiOiNkpOTUalSJeFnIiIiItJfok6u9uzZMxgZqUYwNjaGQqEAADg5OcHOzg7x8fHC9szMTJw8eVKY+dfDwwPp6elITEwU9vn999+hUCjg7u5e6HnNzc1hZWWl8iAiKk2Ojo6QSCQAgNu3b6NKlSpwdHRUeVSpUgW3b98WOSkRERERvS9Rr3h36dIFM2fORLVq1VC3bl38+eefmDdvHgYOHAjg5RDLESNGYMaMGXBxcRGWE7O3t4evry8AoHbt2ujYsSMGDRqEqKgo5ObmIigoCL169YK9vb2I746IqHg++eQT3L9/v8B8FRkZGfjkk0841JyIiIhIx4laeC9atAiTJk3Cd999hwcPHsDe3h7ffPMNJk+eLOwzduxYPH36FIMHD0Z6ejpatmyJvXv3Cmt4A8C6desQFBSEdu3awcjICH5+fli4cKEYb4mIqMSUSqVw9ft1jx49QtmyZUVIRERERETq9E6Fd3p6OrZu3Ypbt25hzJgxsLa2xtmzZ2Fra4sqVaoU+ziWlpaIiIhAREREkftIJBJMmzYN06ZNK3Ifa2trrF+/viRvgYhIdD169ADwsp/r378/zM3NhW35+fm4cOECWrRoIVY8IiIiIlKTEt/jfeHCBXz44YeYM2cOfvzxR6SnpwMAtm3bhpCQEHXnIyLSWzKZDDKZDEqlEpaWlsJzmUwGOzs7DB48GGvXri328apXrw6JRFLgERgYWOj+MTExBfZ9fTQREREREalHia94BwcHo3///ggPD4elpaXQ3qlTJ3z55ZdqDUdEpM+io6MBvCyYR48e/d7Dyk+fPq1yP3hSUhLat2+Pzz//vMjXWFlZ4dq1a8Lzwoa8ExEREdH7KXHhffr0aSxbtqxAe5UqVSCXy9USiojIkEyZMkUtx3m1PNkrs2fPRs2aNdG6desiXyORSIpcepGIiIiI1KPEhbe5uTkyMzMLtF+/fr3Ahz4iIiqerVu3YvPmzUhJScGLFy9Utp09e7bEx3vx4gXWrl2L4ODgN17FzsrKgqOjIxQKBRo3boxZs2ahbt26JT4fERERERWtxIV3165dMW3aNGzevBnAy6slKSkpGDduHPz8/NQekIhI3y1cuBDff/89+vfvj19//RUDBgzArVu3cPr06SLvz36b2NhYpKeno3///kXuU6tWLaxatQr169dHRkYGfvzxR7Ro0QKXLl1C1apVi3xdTk4OcnJyhOeFfRlLRETiUyqVyM7OFjuGwXr9d89/B3FJpVLRb6crceE9d+5cfPbZZ7CxscHz58/RunVryOVyeHh4YObMmZrISESk15YsWYLly5ejd+/eiImJwdixY1GjRg1MnjwZaWlp73TMlStXwsfHB/b29kXu4+HhAQ8PD+F5ixYtULt2bSxbtgzTp08v8nVhYWEIDQ19p1xERFR6srOz4ePjI3YMAtC9e3exIxi0uLg4WFhYiJqhxIW3TCbD/v37cezYMZw/fx5ZWVlo3LgxvLy8NJGPiEjvpaSkCMuGWVhY4MmTJwCAvn37onnz5li8eHGJjnf79m0cOHAA27ZtK9HrTE1N0ahRI9y8efON+4WEhCA4OFh4npmZCQcHhxKdi4iIiMiQlKjwzs3NhYWFBc6dOwdPT094enpqKhcRkcGws7NDWloaHB0dUa1aNZw4cQINGjRAcnIylEpliY8XHR0NGxsbdO7cuUSvy8/Px8WLF9GpU6c37mdubq6y5jgREWm/rIa9oTQq8TU3eh9KJaDIe/mzkQnAlUNKlUSRh3LnNogdQ1Civz5TU1NUq1ZNZbkaejPeWyMu3lujPbTh3hpt1bZtW+zYsQONGjXCgAEDMHLkSGzduhVnzpxBjx49SnQshUKB6Oho+Pv7w8REtYvv168fqlSpgrCwMADAtGnT0Lx5czg7OyM9PR0//PADbt++ja+//lpt742IiLSD0sgEMDYVO4YBMhM7gMEq+aULzSrx117ff/89JkyYgJ9//hnW1taayKRXeG+N9uC9NeLShntrtNXy5cuhUCgAAIGBgahYsSKOHz+Orl274ptvvinRsQ4cOICUlBQMHDiwwLaUlBQYGRkJzx8/foxBgwZBLpejQoUKaNKkCY4fP446deq83xsiIiIiIhUlLrwXL16Mmzdvwt7eHo6OjihbtqzK9ndZ9oaIyFDl5eVh1qxZGDhwoDCTeK9evdCrV693Ol6HDh2KHJ5+6NAhlefz58/H/Pnz3+k8pYWjhsTFUUPag6OGiIh0W4kLb19fXw3EMAy8t0YEvLdGVNp2b402MjExQXh4OPr16yd2FK3EUUPag6OGxMVRQ0REuq3EVeCUKVM0kcMg8N4asfDeGrFo27012qpdu3Y4fPgwqlevLnYUIiIiItKAd778mpiYiCtXrgAA6tati0aNGqktFBGRIfHx8cH48eNx8eJFNGnSpMAtPF27dhUpmXbhqCERcNSQqDhqiIhIf5T4E8yDBw/Qq1cvHDp0COXLlwcApKen45NPPsHGjRtRqVIldWckItJr3333HQBg3rx5BbZJJBKuJPH/OGpILBw1JBaOGiIi0h9Gb99F1dChQ/HkyRNcunQJaWlpSEtLQ1JSEjIzMzFs2DBNZCQi0msKhaLIB4tuIiIiIt1X4ivee/fuxYEDB1C7dm2hrU6dOoiMjESHDh3UGo6IiIiIiIhI15W48FYoFDA1LTjUz9TUVFiHloiIim/atGlv3D558uRSSkJEREREmlDiwrtt27YYPnw4NmzYAHt7ewDAP//8g5EjR6Jdu3ZqD0hEpO+2b9+u8jw3NxfJyckwMTFBzZo1WXgTERER6bgSF96LFy9G165dUb16dTg4OAAA7ty5g3r16mHt2rVqD0hEpO/+/PPPAm2ZmZno378/104mIiIi0gMlLrwdHBxw9uxZHDhwAFevXgUA1K5dG15eXmoPR0RkqKysrBAaGoouXbqgb9++YschIiIiovfwTguiSiQStG/fHu3bt1d3HiIi+n8ZGRnIyMgQOwYRERERvacSF97Dhg2Ds7NzgaXDFi9ejJs3byIiIkJd2YiIDMLChQtVniuVSty/fx8///wzfHx8REpFREREROpS4sL7l19+wY4dOwq0t2jRArNnz2bhTURUQvPnz1d5bmRkhEqVKsHf3x8hISEipSIiIiIidTEq6QsePXoEmUxWoN3Kygr//vuvWkIRERmS5ORklcetW7dw4sQJzJo1C5aWlmLHIyLSOWFhYfjoo49gaWkJGxsb+Pr64tq1ayr7ZGdnIzAwEBUrVkS5cuXg5+eH1NRUYfv58+fRu3dvODg4wMLCArVr18aCBQtUjrFt2za0b98elSpVgpWVFTw8PPDbb7+VynskIt1S4sLb2dkZe/fuLdAeFxeHGjVqqCUUEZGhUSqV+Pfff/Ho0SOxoxAR6bzDhw8jMDAQJ06cwP79+5Gbm4sOHTrg6dOnwj4jR47Ezp07sWXLFhw+fBj37t1Djx49hO2JiYmwsbHB2rVrcenSJXz//fcICQnB4sWLhX2OHDmC9u3bY8+ePUhMTMQnn3yCLl26FLpaBREZthIPNQ8ODkZQUBAePnyItm3bAgDi4+Mxd+5cDjMnIiohuVyOsWPHYseOHXjy5AmAlyOIunfvjrCwMNja2oqckIiodCiVSty5cwc2NjaQSqXvdaz/vUgUExMDGxsbJCYmolWrVsjIyMDKlSuxfv164fNsdHQ0ateujRMnTqB58+YYOHCgyjFq1KiBhIQEbNu2DUFBQQBQ4LPvrFmz8Ouvv2Lnzp1o1KjRe70HItIvJS68Bw4ciJycHMycORPTp08HAFSvXh1Lly5Fv3791B6QiEhfZWZmokWLFsjKysKAAQPg6uoKpVKJy5cvY8OGDTh69CjOnj2LcuXKiR2ViEjjlEolnJ2dcenSJbi4uKj12K9WiLC2tgbw8mp2bm6uynK4rq6uqFatGhISEtC8efMij/PqGIVRKBR48uTJG/cpTUql8r8n+bniBSESw2v/zav8LYjknZYTGzJkCIYMGYKHDx/CwsKCHwqJiN7BggULYGxsjEuXLqFSpUoq2yZOnAhPT08sXLgQEyZMECkhEVHpMTIygouLCx49eqTWwluhUGDEiBHw9PREvXr1ALwcbWRmZoby5cur7Gtrawu5XF7ocY4fP45NmzZh9+7dRZ7rxx9/RFZWFr744osi98nJyUFOTo7wPDMzswTvpmReP4/l+Y0aOw+RtsvJyUGZMmVEzVDie7xfV6lSJSQmJiIuLg6PHz9WVyYiIoOwe/duTJgwoUDRDQA2NjYICQnBzp07RUhGRCSO2bNnY8yYMUhKSlLbMQMDA5GUlISNG9+98ExKSkK3bt0wZcoUdOjQodB91q9fj9DQUGzevBk2NjZFHissLAwymUx4ODg4vHMuItIdxb7iPWfOHGRlZQnDy5VKJXx8fLBv3z4ALz8kxsfHo27duppJSkSkZ65fv44WLVoUub1FixYYPXp0KSYiIhJXv3798OzZMzRo0ABmZmawsLBQ2Z6Wllai4wUFBWHXrl04cuQIqlatKrTb2dnhxYsXSE9PV7nqnZqaCjs7O5VjXL58Ge3atcPgwYMxceLEQs+zceNGfP3119iyZYvK8PXChISEIDg4WHiemZmpseLb3Nxc+PlJg16AsalGzkOklfJzhZEer/8tiKXYhfemTZswbtw44fnWrVtx5MgR/PHHH6hduzb69esnfMtXEv/88w/GjRuHuLg4PHv2DM7OzoiOjkbTpk0BvCzwp0yZghUrViA9PR2enp5YunSpyhCktLQ0DB06FDt37oSRkRH8/PywYMECDoEnIq2WmZlZYJjj68qXL6/RIYhERNpGXRP1KpVKDB06FNu3b8ehQ4fg5OSksr1JkyYwNTVFfHw8/Pz8AADXrl1DSkoKPDw8hP0uXbqEtm3bwt/fHzNnziz0XBs2bMDAgQOxceNGdO7c+a3ZzM3NS60IkEgk/z0xNmXhTQZL5W9BJMUuvJOTk1G/fn3h+Z49e/DZZ5/B09MTwMv7ET///PMSnfzx48fw9PTEJ598gri4OFSqVAk3btxAhQoVhH3Cw8OxcOFCrF69Gk5OTpg0aRK8vb1x+fJlYcbLPn364P79+8JyEQMGDMDgwYOxfv36EuUhIipNSqUSRkZF3/EjkUi0YjIQIqLS4u/vr5bjBAYGYv369fj1119haWkp3Lctk8lgYWEBmUyGgIAABAcHw9raGlZWVhg6dCg8PDyEidWSkpLQtm1beHt7Izg4WDiGsbGxcIvQ+vXr4e/vjwULFsDd3V3Y59U5iIheKXbhnZeXp/LtXEJCAkaMGCE8t7e3x7///luik8+ZMwcODg6Ijo4W2l7/RlKpVCIiIgITJ05Et27dAABr1qyBra0tYmNj0atXL1y5cgV79+7F6dOnhavkixYtQqdOnfDjjz/C3t6+RJmIiEqLUqnEhx9+WOS3sCy6iciQZWdn48WLFyptVlZWxXrt0qVLAQBt2rRRaY+Ojkb//v0BAPPnzxdGSubk5MDb2xtLliwR9t26dSsePnyItWvXYu3atUK7o6Mj/v77bwDA8uXLkZeXh8DAQAQGBgr7+Pv7IyYmppjvlIgMQbEL75o1a+LIkSOoUaMGUlJScP36dbRq1UrYfvfuXVSsWLFEJ9+xYwe8vb3x+eef4/Dhw6hSpQq+++47DBo0CMDLq+xyuVzlXhmZTAZ3d3ckJCSgV69eSEhIQPny5YWiGwC8vLxgZGSEkydPonv37gXOW5qzSXIZBzJoWraMg7Z5/UtHIiICnj59inHjxmHz5s149OhRge35+fnFOk5x/p8jlUoRGRmJyMjIQrdPnToVU6dOfeMxDh06VKw8RETFLrwDAwMRFBSEP/74AydOnICHhwfq1KkjbP/999/RqFGjEp38r7/+wtKlSxEcHIwJEybg9OnTGDZsGMzMzODv7y8M17G1tVV53etLPcjl8gIzR5qYmMDa2rrI5SDCwsIQGhpaoqzviss4EL2kDcs4aBt1DakkItIXY8eOxcGDB7F06VL07dsXkZGR+Oeff7Bs2TLMnj1b7HhERO+s2MuJDRo0CAsXLkRaWhpatWqFX375RWX7vXv3MHDgwBKdXKFQoHHjxpg1axYaNWqEwYMHY9CgQYiKiirRcUoqJCQEGRkZwuPOnTsaPR8RUWmYOnUqJBKJysPV1fWNr9myZQtcXV0hlUrh5uaGPXv2lFJaIqKCdu7ciSVLlsDPzw8mJib4+OOPMXHiRMyaNQvr1q0TOx4R0Tsr9hVvABg4cGCRxfXr98QUV+XKlVWumgNA7dq1haL+1XIOqampqFy5srBPamoqGjZsKOzz4MEDlWPk5eUhLS2twHIQr5TmbJJcxoEMmpYt42AI6tatiwMHDgjPTUyK7uaPHz+O3r17IywsDJ9++inWr18PX19fnD17FvXq1SuNuEREKtLS0lCjRg0AL+/nfrV8WMuWLTFkyBAxoxERvZcSFd7q5unpiWvXrqm0Xb9+HY6OjgBeTrRmZ2eH+Ph4odDOzMzEyZMnhc7Xw8MD6enpSExMRJMmTQC8HPauUCjg7u5eem+mCFzGgeglbVjGwRCYmJgU+aXj/1qwYAE6duyIMWPGAACmT5+O/fv3Y/HixRofeVRcnCeDDJoBzpNRo0YNJCcno1q1anB1dcXmzZvRrFkz7Ny5843LLxIRaTtRC++RI0eiRYsWmDVrFr744gucOnUKy5cvx/LlywG8/KA+YsQIzJgxAy4uLsJyYvb29vD19QXw8gp5x44dhSHqubm5CAoKQq9evTijOREZnBs3bsDe3h5SqRQeHh4ICwtDtWrVCt03ISEBwcHBKm3e3t6IjY194zlKc4JKzpNB9JKhzJMxYMAAnD9/Hq1bt8b48ePRpUsXLF68GLm5uZg3b57Y8YiI3pmohfdHH32E7du3IyQkBNOmTYOTkxMiIiLQp08fYZ+xY8fi6dOnGDx4MNLT09GyZUvs3btXWMMbANatW4egoCC0a9dOWBZi4cKFYrwlIqJ39uLFCyQnJ6NmzZpvHCJeFHd3d8TExKBWrVq4f/8+QkND8fHHHyMpKQmWlpYF9pfL5W+cvLIopTlBJREZlpEjRwo/e3l54erVq0hMTISzszP+r717j4uyzv///xwQZ9AAtRRQUTHPq3js4GHdSpJIPym2buunlDzUpmgq1SbrmUrM1kN709WsFF3X7KRWGiaSWn3QDrql5lfzgCtloLUKHhpUZn5/+HPWCVAOc3ExzON+u82tud7XNdf1HIi31+s6vK+oqCgTkwFAxZhaeEtS//791b9//xLnWywWJScnKzk5ucRl6tWrp9WrVxsRDwAMd+HCBY0bN04rVqyQdOWWm+bNm2vcuHFq1KiRJk2aVKr1xMbGut5HRUXpjjvuUNOmTfXWW29p5MiRHsublJTkdqY8Pz9fERERHlv/tRgnAz7Nx8fJsNvtatq0qesWRADwZqUe1fyqESNG6OzZs0Xaz58/X+ZRzQEAVwrZb775Rtu2bXO7mic6Olpvvvlmuddbp04dtWrVSocPHy52flhYmHJzc93acnNzb3iPuNVqVXBwsNvLKMWOk8GLly+9ivtbqMYKCwv13HPPqVGjRrrpppt09OhRSdLUqVP1+uuvm5wOAMqvzIX3ihUr9MsvvxRp/+WXX7Ry5UqPhAIAX7J+/XotXLhQvXr1ctu5/s1vfqMjR46Ue73nzp3TkSNH3J4Kca3u3bsrIyPDrS09PV3du3cv9zYBoCJeeOEFpaamas6cOapZs6arvX379nrttddMTAYAFVPqwjs/P195eXlyOp06e/as8vPzXa/Tp0/rww8/VIMGDYzMCgDV0qlTp4rtP8+fP1+ms1xPP/20tm/frmPHjikzM1NxcXHy9/fXkCFDJEnDhg1TUlKSa/nx48dr06ZNmjt3rg4cOKAZM2boq6++0tixYyv+pQCgHFauXKmlS5fq4Ycflr+/v6u9Y8eOOnDggInJAKBiSn2Pd506dWSxWGSxWNSqVasi8y0WC4PtAEA5dOvWTRs3btS4ceMk/feS0tdee61MZ5+///57DRkyRD///LPq16+vXr16aefOnapfv74k6fjx4/Lz++/x1h49emj16tWaMmWK/vKXv6hly5Zav349z/AGYJoffvhBLVq0KNLucDh06RKPFATgvUpdeG/dulVOp1P33HOP3n33XdWrV881r2bNmmratCmP7wKAcpg1a5ZiY2O1f/9+Xb58WS+//LL279+vzMxMbd++vdTrWbPm+o/b2rZtW5G2wYMHa/DgwWWNDACGaNeunT799NMiA6q988476ty5s0mpAKDiSl14/+53v5MkZWVlqUmTJj4zyAcAGK1Xr176+uuvNXv2bHXo0EGbN29Wly5dtGPHDnXo0MHseABQaaZNm6b4+Hj98MMPcjgcWrt2rQ4ePKiVK1dqw4YNZscDgHIrVeG9Z88etW/fXn5+fsrLy9PevXtLXJZnLAJA2d1666169dVXzY4BAKYaMGCAPvjgAyUnJ6t27dqaNm2aunTpog8++ED33nuv2fEAoNxKVXh36tRJOTk5atCggTp16iSLxSKn01lkOYvFosLCQo+HBIDq7MMPP5S/v79iYmLc2j/66CM5HA6353MDQHUWHx+vkSNHKj093ewoAOBRpRrVPCsryzU4T1ZWlo4ePaqsrKwir6vPWgQAlN6kSZOKPWjpdDo1adIkExIBgDny8vIUHR2tli1batasWTpx4oTZkQDAI0p1xvvaAS5+PdgFAKBiDh06pHbt2hVpb9OmjQ4fPmxCIgAwx/r163Xq1Cn94x//0IoVKzR9+nRFR0drxIgRGjhwoAICAsyOCADlUqrC+/333y/1Ch944IFyhwEAXxQSEqKjR4+qWbNmbu2HDx9W7dq1zQkFACapX7++EhMTlZiYqN27d2v58uUaNmyYbrrpJj3yyCMaM2aMWrZsaXZMACiTUhXeAwcOdJv+9T3e145wzj3eAFA2AwYM0IQJE7Ru3Trdeuutkq4U3U899RQHMwH4rB9//FHp6elKT0+Xv7+/7r//fu3du1ft2rXTnDlzNHHiRLMjAkCpleoeb4fD4Xpt3rxZnTp1Ulpams6cOaMzZ87oww8/VJcuXbRp0yaj8wJAtTNnzhzVrl1bbdq0UWRkpCIjI9W2bVvdfPPN+utf/2p2PACoNJcuXdK7776r/v37q2nTpnr77bc1YcIEnThxQitWrNCWLVv01ltvKTk52eyoAFAmpX6O91UTJkzQkiVL1KtXL1dbTEyMatWqpccff1z/7//9P48GBIDqLiQkRJmZmUpPT9c333yjwMBARUVFqXfv3mZHA4BKFR4eLofDoSFDhuiLL75Qp06diixz9913q06dOpWeDQAqosyF95EjR4rt7EJCQnTs2DEPRAIA32OxWNS3b1/17dvX7CgAYJr58+dr8ODBstlsJS5Tp04dZWVlVWIqAKi4Mhfet912mxITE/WPf/xDoaGhkqTc3Fw988wzuv322z0eEAB8QUZGhjIyMnTy5Ek5HA63ecuWLTMpFQBUrqFDh5odAQAMUebCe9myZYqLi1OTJk0UEREhScrOzlbLli21fv16T+cDgGpv5syZSk5OVrdu3RQeHu42YCUAAAC8X5kL7xYtWmjPnj1KT0/XgQMHJElt27ZVdHQ0O4sAUA5LlixRamoqZ3oAAACqqTIX3tJ/70Xs3bu3rFYrBXcpWRyX5bzxYvAkp1NyXL7y3q+GxP+rlcpy9WeP67p48aJ69OhhdgwAAAAYpMyFt8Ph0AsvvKAlS5YoNzdX3333nZo3b66pU6eqWbNmGjlypBE5q4Wbvn7D7AgAqqBRo0Zp9erVmjp1qtlRAAAAYIAyF97PP/+8VqxYoTlz5uixxx5ztbdv314LFiyg8AaAMrLb7Vq6dKm2bNmiqKgoBQQEuM2fN2+eSckAAADgCWUuvFeuXKmlS5eqT58+euKJJ1ztHTt2dN3zjf+y2WxKS0szO4bPstvtiouLkyStW7fuuo8ngbH42Zdsz549rmfV7tu3z20et/IAAAB4vzIX3j/88INatGhRpN3hcOjSpUseCVWdWCwWBQYGmh0DulL48btAVbR161azIwAAAMBAfmX9QLt27fTpp58WaX/nnXfUuXNnj4QCAAAAAKC6KPMZ72nTpik+Pl4//PCDHA6H1q5dq4MHD2rlypXasGGDERkBoNr76quv9NZbb+n48eO6ePGi27y1a9ealAoAAACeUObCe8CAAfrggw+UnJys2rVra9q0aerSpYs++OAD3XvvvUZkBIBqbc2aNRo2bJhiYmK0efNm9e3bV999951yc3NdYxSARzKagkcymopHMgJA9VGmwvvy5cuaNWuWRowYofT0dKMyAYBPmTVrlubPn6+EhAQFBQXp5ZdfVmRkpP70pz8pPDzc7HhVBo9kBAAA3qpM93jXqFFDc+bM0eXLHIEFAE85cuSI+vXrJ0mqWbOmzp8/L4vFookTJ2rp0qUmpwMAAEBFlflS8z59+mj79u1q1qyZAXEAwPfUrVtXZ8+elSQ1atRI+/btU4cOHXTmzBlduHDB5HTm4pGM5uKRjFUHP/uySUlJ0dq1a3XgwAEFBgaqR48eevHFF9W6dWvXMna7XU899ZTWrFmjgoICxcTE6O9//7tCQ0MlSd98841mz56tzz77TD/99JOaNWumJ554QuPHj3fb1rZt25SYmKhvv/1WERERmjJlih599NHK/LoAvECZC+/Y2FhNmjRJe/fuVdeuXVW7dm23+Q888IDHwgGAL+jdu7fS09PVoUMHDR48WOPHj9fHH3+s9PR09enTp9TrKc2O5q+lpqZq+PDhbm1Wq1V2u73c38eTeCRj1cEjGeFNtm/froSEBN122226fPmy/vKXv6hv377av3+/a9914sSJ2rhxo95++22FhIRo7NixGjRokP7v//5PkrRr1y41aNBAq1atUkREhDIzM/X444/L399fY8eOlSRlZWWpX79+euKJJ/TPf/5TGRkZGjVqlMLDwxUTE2Pa9wdQ9ZS58B4zZowkad68eUXmWSwWFRYWlivI7NmzlZSUpPHjx2vBggWSbnwkUpKOHz+u0aNHa+vWrbrpppsUHx+vlJQU1ahR5q8GAKZYuHChq9CdPHmyAgIClJmZqQcffFBTpkwp9XpKs6NZnODgYB08eNA1bWEALQBebtOmTW7TqampatCggXbt2qXevXsrLy9Pr7/+ulavXq177rlHkrR8+XK1bdtWO3fu1J133qkRI0a4raN58+basWOH1q5d6yq8lyxZosjISM2dO1eS1LZtW3322WeaP39+lSu8GaDSBAxQaaqqNkBlmatTh8Ph8RBffvmlXnnlFUVFRbm13+hIZGFhofr166ewsDBlZmbqxx9/1LBhwxQQEKBZs2Z5PCcAeNrly5e1YcMG1w6an5+fJk2aVK513WhHsyQWi0VhYWHl2iYAeIO8vDxJUr169SRdOZt96dIlRUdHu5Zp06aNmjRpoh07dujOO+8scT1X1yFJO3bscFuHJMXExGjChAklZikoKFBBQYFrOj8/v8zfpzwYoBIwV5kGVzPCuXPn9PDDD+vVV19V3bp1Xe1Xj0TOmzdP99xzj7p27arly5crMzNTO3fulCRt3rxZ+/fv16pVq9SpUyfFxsbqueee06JFi4o8BxcAqqIaNWroiSeeMOTS7l/vaJbk3Llzatq0qSIiIjRgwAB9++23Hs8CAGZxOByaMGGCevbsqfbt20uScnJyVLNmTdWpU8dt2dDQUOXk5BS7nszMTL355pt6/PHHXW05OTluV2JeXUd+fr5++eWXYteTkpKikJAQ1ysiIqIC3w6Atyj1Ge+PP/5YY8eO1c6dOxUcHOw2Ly8vTz169NDixYuve1alOAkJCerXr5+io6P1/PPPu9pLcyRyx44d6tChg1uHFxMTo9GjR+vbb79V586di92mWUcaAaA4t99+u77++ms1bdrUY+ssbkezOK1bt9ayZcsUFRWlvLw8/fWvf1WPHj307bffqnHjxsV+hj4UgDdJSEjQvn379Nlnn5V7Hfv27dOAAQM0ffp09e3bt0J5kpKSlJiY6JrOz883rPhmgEpzMUBl1VEVfvalLrwXLFigxx57rEjRLUkhISH605/+pPnz55ep8F6zZo12796tL7/8ssi80hyJLOko49V5JUlJSdHMmTNLnRMAjDRmzBglJiYqOzu72EErf30bTmmUdkeze/fu6t69u2u6R48eatu2rV555RU999xzxX6GPhSAtxg7dqw2bNigTz75xO1gYlhYmC5evKgzZ8647Wvm5uYWufVm//796tOnjx5//PEi426EhYUpNzfXrS03N1fBwcElDkZotVpltVor+M1KhwEqqw4GqESpLzX/5ptvdN9995U4v2/fvtq1a1epN5ydna3x48frn//8Z6UfgUhKSlJeXp7rlZ2dXanbB4Br/fGPf1RWVpaefPJJ9ezZU506dVLnzp1d/y2rqzuaW7duLfGsdUkCAgLUuXNnHT58uMRl6EMBVHVOp1Njx47VunXr9PHHHysyMtJtfteuXRUQEKCMjAxX28GDB3X8+HG3g5Hffvut7r77bsXHx+uFF14osp3u3bu7rUOS0tPT3dYBAFIZznjn5uYqICCg5BXVqKFTp06VesO7du3SyZMn1aVLF1dbYWGhPvnkEy1cuFAfffTRDY9EhoWF6YsvviiS8+q8klTmkUYAuJGsrCyPrMfpdGrcuHFat26dtm3bVmRHszQKCwu1d+9e3X///SUuQx8KoKpLSEjQ6tWr9d577ykoKMh1JWRISIgCAwMVEhKikSNHKjExUfXq1VNwcLDGjRun7t27uwZW27dvn+655x7FxMQoMTHRtQ5/f3/Vr19fkvTEE09o4cKF+vOf/6wRI0bo448/1ltvvaWNGzea88UBVFmlLrwbNWqkffv2qUWLFsXO37Nnj8LDw0u94T59+mjv3r1ubcOHD1ebNm307LPPKiIiwnUk8sEHH5RU9Ehk9+7d9cILL+jkyZNq0KCBpCtHGYODg9WuXbtSZwEAM3nq3u4b7WhK0rBhw9SoUSOlpKRIkpKTk3XnnXeqRYsWOnPmjF566SX9+9//1qhRozySCQDMsHjxYknSXXfd5da+fPlyPfroo5Kk+fPny8/PTw8++KDbY2uveuedd3Tq1CmtWrVKq1atcrU3bdpUx44dkyRFRkZq48aNmjhxol5++WU1btxYr732WpV7lBgA85W68L7//vs1depU3XfffUUuDf/ll180ffp09e/fv9QbDgoKKjLgT+3atXXzzTe72m90JLJv375q166dhg4dqjlz5ignJ0dTpkxRQkICZ2MAeI2VK1ded/6wYcNKtZ7S7GgeP35cfn7/vcvo9OnTeuyxx5STk6O6deuqa9euyszM5OAlAK/mdN74idU2m02LFi3SokWLip0/Y8YMzZgx44brueuuu/Svf/2rrBEB+JhSF95TpkzR2rVr1apVK40dO1atW7eWJB04cECLFi1SYWGhJk+e7NFwNzoS6e/vrw0bNmj06NHq3r27ateurfj4eCUnJ3s0BwAYafz48W7Tly5d0oULF1SzZk3VqlWr1IV3aXY0t23b5jY9f/58zZ8/v9RZAQAAUHalLrxDQ0OVmZmp0aNHKykpybWDZ7FYFBMTo0WLFhUZYbysfr1DeKMjkdKVy30+/PDDCm0XAMx0+vTpIm2HDh3S6NGj9cwzz5iQCAAAAJ5U6sJb+m+Re/r0aR0+fFhOp1MtW7ZU3bp1jcoHAD6pZcuWmj17th555BEdOHDA7DgAAACogDIV3lfVrVtXt912m6ezAACuUaNGDZ04ccLsGAAAAKigchXeAADPef/9992mnU6nfvzxRy1cuFA9e/Y0KRUAAAA8hcIbAEw2cOBAt2mLxaL69evrnnvu0dy5c80JBQAAAI+h8AYAkzkcDrMjAAAAwEB+N14EAFCZCgsL9fXXXxc72jkAAAC8D4U3AJhswoQJev311yVdKbp79+6tLl26KCIioshjFgEAAOB9KLwBwGTvvPOOOnbsKEn64IMPdOzYMR04cEATJ07U5MmTTU4HAACAiqLwBgCT/fTTTwoLC5Mkffjhhxo8eLBatWqlESNGaO/evSanAwAAQEVReAOAyUJDQ7V//34VFhZq06ZNuvfeeyVJFy5ckL+/v8npAAAAUFGMag4AJhs+fLj+8Ic/KDw8XBaLRdHR0ZKkzz//XG3atDE5HQAAACqKwhsATDZjxgy1b99e2dnZGjx4sKxWqyTJ399fkyZNMjkdAAAAKorCG9fldDplt9vNjlFu12b35u8hSTabTRaLxewYMMjvf//7Im3x8fEmJIEn0YdWHfShgPehD6066EMrjsIb12W32xUbG2t2DI+Ii4szO0KFpKWlKTAw0OwYMEhGRoYyMjJ08uRJORwOt3nLli0zKRUqij606qAPBbwPfWjVQR9acRTeAGCymTNnKjk5Wd26dXPd5w0AAIDqg8Ib12Wz2ZSWlmZ2jHJzOp0qKCiQJFmtVq8uaGw2m9kRYJAlS5YoNTVVQ4cONTsKPIw+tOqgDwW8D31o1UEfWnEU3rgui8Xi9ZeV1KpVy+wIwHVdvHhRPXr0MDsGDEAfCgDlRx+K6oTneAOAyUaNGqXVq1ebHQMAAAAG4Yw3AJjMbrdr6dKl2rJli6KiohQQEOA2f968eSYlAwAAgCdQeOvK/ReSlJ+fb3ISAGV19e/26t+xN9qzZ486deokSdq3b5/bPG+4H4w+FPBe1aEP9Xb0oYD3KksfSuEt6ezZs5KkiIgIk5MAKK+zZ88qJCTE7BjlsnXrVrMjVAh9KOD9vLkP9Xb0oYD3K00fanFyiFMOh0MnTpxQUFCQV5xdQtnk5+crIiJC2dnZCg4ONjsOPMzpdOrs2bNq2LCh/PwYtsIM9KHVG31o9UYfaj760OqNPrR6K0sfSuGNai8/P18hISHKy8ujw0OVMmjQoFItt3btWoOTACWjDwWA8qMPxVVcag4AJuGyTgAAAN9A4Q0AJlm+fLnZEQAAAFAJuJkH1Z7VatX06dNltVrNjgIAXoc+FADKjz4UV3GPNwAAAAAABuKMNwAAAAAABqLwBgAAAADAQBTeAAAAAAAYiMIbAAAAAAADUXgDAAAAAGAgCm8AAAAAAAxE4Q0AAAAAgIEovAEAAAAAMBCFNwAAAAAABqLwBgAAAADAQBTeAAAAAAAYiMIbAAAAAAADUXgDAAAAAGCgGmYHqAocDodOnDihoKAgWSwWs+MAKAOn06mzZ8+qYcOG8vPjWKIZ6EMB70UfCgCVg8Jb0okTJxQREWF2DAAVkJ2drcaNG5sdwyfRhwLejz4UAIxF4S0pKChI0pV/dIKDg01OA6As8vPzFRER4fo7RuWjDwW8F30oAFQOCm/JdWlkcHAwO42Al+IS5/L74Ycf9OyzzyotLU0XLlxQixYttHz5cnXr1q1Un6cPBbwffSgAGIvCGwB82OnTp9WzZ0/dfffdSktLU/369XXo0CHVrVvX7GgAAADVBoU3rsvpdMput5sdo9ycTqcKCgokSVar1auP6NtsNq/Oj6rpxRdfVEREhJYvX+5qi4yMNDFR9UIfWnXQhwIAzEThjeuy2+2KjY01OwYkpaWlKTAw0OwYqGbef/99xcTEaPDgwdq+fbsaNWqkMWPG6LHHHivxMwUFBa5iTLpyjyiKRx9addCHAgDMxHMjAMCHHT16VIsXL1bLli310UcfafTo0XryySe1YsWKEj+TkpKikJAQ14sRzQEAAK7P4nQ6nWaHMFt+fr5CQkKUl5fHwEC/4u2XSdrtdsXFxUmS1q1bJ5vNZnKi8uMyyeLx91sxNWvWVLdu3ZSZmelqe/LJJ/Xll19qx44dxX6muDPeERER/A6KQR9addCHFo8+FAAqB5ea47osFku1uTTPZrNVm+8CeEp4eLjatWvn1ta2bVu9++67JX7GarXKarUaHa1aoA8FAAASl5oDgE/r2bOnDh486Nb23XffqWnTpiYlAgAAqH4ovAHAh02cOFE7d+7UrFmzdPjwYa1evVpLly5VQkKC2dEAAACqDQpvAPBht912m9atW6c33nhD7du313PPPacFCxbo4YcfNjsaAABAtcE93gDg4/r376/+/fubHQMAAKDa4ow3AAAAAAAGovAGAAAAAMBAFN4AAAAAABiIwhsAAAAAAANReAMAAAAAYCAKbwAAAAAADEThDQAAAACAgSi8AQAAAAAwEIU3AAAAAAAGqvKF9yeffKL/+Z//UcOGDWWxWLR+/Xq3+U6nU9OmTVN4eLgCAwMVHR2tQ4cOmRMWAAAAAIBfqWF2gBs5f/68OnbsqBEjRmjQoEFF5s+ZM0d/+9vftGLFCkVGRmrq1KmKiYnR/v37ZbPZTEgMAPAUp9Mpu91udgyfde3Pnt+DuWw2mywWi9kxAADlVOUL79jYWMXGxhY7z+l0asGCBZoyZYoGDBggSVq5cqVCQ0O1fv16/fGPf6zMqAAAD7Pb7SX+G4DKFRcXZ3YEn5aWlqbAwECzYwAAyqnKX2p+PVlZWcrJyVF0dLSrLSQkRHfccYd27NhhYjIAAAAAAK6o8me8rycnJ0eSFBoa6tYeGhrqmlecgoICFRQUuKbz8/ONCQgA8JhznYbI6efV/2x5H6dTcly+8t6vhsSlzpXK4rism75+w+wYAAAP8Mk9mJSUFM2cOdPsGACAMnD61ZD8A8yO4YNqmh3AZznNDgAA8BivvtQ8LCxMkpSbm+vWnpub65pXnKSkJOXl5ble2dnZhuYEAAAAAPgury68IyMjFRYWpoyMDFdbfn6+Pv/8c3Xv3r3Ez1mtVgUHB7u9AAAAAAAwQpW/1PzcuXM6fPiwazorK0tff/216tWrpyZNmmjChAl6/vnn1bJlS9fjxBo2bKiBAweaFxoAAAAAgP9flS+8v/rqK919992u6cTERElSfHy8UlNT9ec//1nnz5/X448/rjNnzqhXr17atGkTz/AGAAAAAFQJVb7wvuuuu+R0ljy8iMViUXJyspKTkysxFQAAAAAApePV93gDAAAAAFDVUXgDAAAAAGCgKn+pubdzOp2y2+1mx/BZ1/7s+T2Yy2azyWKxmB0DAAAAqHQU3gaz2+2KjY01OwYkxcXFmR3Bp6WlpSkwMNDsGAAAAECl41JzAAAAAAAMxBnvSnSu0xA5/fiRVyqnU3JcvvLer4bEpc6VyuK4rJu+fsPsGAAAAICpqAIrkdOvhuQfYHYMH1TT7AA+q+QHAaKqmj17tpKSkjR+/HgtWLDA7DgAAADVApeaAwAkSV9++aVeeeUVRUVFmR0FAACgWqHwBgDo3Llzevjhh/Xqq6+qbt26ZscBAACoVii8AQBKSEhQv379FB0dbXYUAACAaod7vAHAx61Zs0a7d+/Wl19+WarlCwoKVFBQ4JrOz883KhoAAEC1YFjhff78ec2ePVsZGRk6efKkHA6H2/yjR48atWkAQCllZ2dr/PjxSk9Pl81mK9VnUlJSNHPmTIOTAQAAVB+GFd6jRo3S9u3bNXToUIWHh8vCY5wAoMrZtWuXTp48qS5durjaCgsL9cknn2jhwoUqKCiQv7+/22eSkpKUmJjoms7Pz1dERESlZQYAAPA2hhXeaWlp2rhxo3r27GnUJgAAFdSnTx/t3bvXrW348OFq06aNnn322SJFtyRZrVZZrdbKiggAAOD1DCu869atq3r16hm1egCABwQFBal9+/ZubbVr19bNN99cpB0AAADlY9io5s8995ymTZumCxcuGLUJAAAAAACqPI+e8e7cubPbvdyHDx9WaGiomjVrpoCAALdld+/e7clNAwA8ZNu2bWZHAAAAqFY8WngPHDjQk6sDAAAAAMDrebTwnj59uidXBwAAAACA1zPsHu/mzZvr559/LtJ+5swZNW/e3KjNAoBPOHr0qNkRAAAAUEqGFd7Hjh1TYWFhkfaCggJ9//33Rm0WAHxCixYtdPfdd2vVqlWy2+1mxwEAAMB1ePxxYu+//77r/UcffaSQkBDXdGFhoTIyMhQZGenpzQKAT9m9e7eWL1+uxMREjR07Vg899JBGjhyp22+/3exoAAAA+BWPF95XB1izWCyKj493mxcQEKBmzZpp7ty5nt4sAPiUTp066eWXX9bcuXP1/vvvKzU1Vb169VKrVq00YsQIDR06VPXr1zc7JgAAAGTApeYOh0MOh0NNmjTRyZMnXdMOh0MFBQU6ePCg+vfv7+nNAoBPqlGjhgYNGqS3335bL774og4fPqynn35aERERGjZsmH788UezIwIAAPg8w+7xzsrK0i233GLU6gEAkr766iuNGTNG4eHhmjdvnp5++mkdOXJE6enpOnHihAYMGGB2RAAAAJ/n8UvNr5WRkaGMjAzXme9rLVu2zMhNA0C1Nm/ePC1fvlwHDx7U/fffr5UrV+r++++Xn9+V46mRkZFKTU1Vs2bNzA0KAAAA4wrvmTNnKjk5Wd26dVN4eLgsFotRmwIAn7N48WKNGDFCjz76qMLDw4tdpkGDBnr99dcrORkAAAB+zbDCe8mSJUpNTdXQoUON2gQA+KxDhw7dcJmaNWsWGeQSAAAAlc+wwvvixYvq0aOHUasHAEi6cOGCjh8/rosXL7q1R0VFmZTIs5xO538nCi+ZFwQwwzX/z7v9LQAAvI5hhfeoUaO0evVqTZ061ahNAIDPOnXqlB599FFt2rSp2PmFhYWVnMgYBQUFrvdB36wxMQlgroKCAtWqVcvsGACAcjKs8Lbb7Vq6dKm2bNmiqKgoBQQEuM2fN2+eUZsGgGpvwoQJysvL0+eff6677rpL69atU25urp5//nnNnTvX7HgAAAC4hmGF9549e9SpUydJ0r59+9zmMdAaAFTMxx9/rPfee0/dunWTn5+fmjZtqnvvvVfBwcFKSUlRv379zI7oEVar1fX+bMc/Sv4B11kaqGYKL7mu9Lj2bwEA4H0MK7y3bt1q1KoBwOedP39eDRo0kCTVrVtXp06dUqtWrdShQwft3r3b5HSe43ag1j+Awhs+i5MWAODdDH2O91Xff/+9JKlx48aVsbkqhYGB4NMYGMgwrVu31sGDB9WsWTN17NhRr7zyipo1a6YlS5aU+HgxAAAAmMOwwtvhcLjuNTx37pwkKSgoSE899ZQmT54sPz8/ozZdpTAwEHAFAwN51vjx4/Xjjz9KkqZPn6777rtPq1atUs2aNbVixQqT0wEAAOBahhXekydP1uuvv67Zs2erZ8+ekqTPPvtMM2bMkN1u1wsvvGDUpgGg2nvkkUdc77t27ap///vfOnDggJo0aaJbbrnFxGQAAAD4NcMK7xUrVui1117TAw884GqLiopSo0aNNGbMGJ8pvBkYCD6NgYE8KjExsdTL8uQIAACAqsOwwvs///mP2rRpU6S9TZs2+s9//mPUZqscBgYCrmBgoIr717/+5Ta9e/duXb58Wa1bt5Ykfffdd/L391fXrl3NiAcAAIASGFZ4d+zYUQsXLtTf/vY3t/aFCxeqY8eORm0WAKqta58WMW/ePAUFBWnFihWqW7euJOn06dMaPny4fvvb35oVEQAAAMUwrPCeM2eO+vXrpy1btqh79+6SpB07duj48eNKS0szarMA4BPmzp2rzZs3u4pu6cpjxZ5//nn17dtXTz31lInpAAAAcC3Dhhb/3e9+p4MHD2rQoEE6c+aMzpw5o0GDBum7777jbAwAVFB+fr5OnTpVpP3UqVM6e/asCYkAAABQEkOf433zzTfrgQce0J133imHwyFJ+uqrryTJbdC1ipgxY4Zmzpzp1ta6dWsdOHDAI+sHgKooLi5Ow4cP19y5c3X77bdLkj7//HM988wzGjRokMnpAAAAcC3DCu9NmzZp2LBh+vnnn+V0Ot3mWSwWFRYWemxbv/nNb7RlyxbXdI0ahh5PAADTLVmyRE8//bT+93//V5cuXZJ0pe8bOXKkXnrpJZPTAQAA4FqGVajjxo3T4MGDNW3aNIWGhhq1GUlXdjbDwsIM3QYAVCW1atXS3//+d7300ks6cuSIJOnWW29V7dq1TU4GAACAXzPsHu/c3FwlJiYaXnRL0qFDh9SwYUM1b95cDz/8sI4fP37d5QsKCpSfn+/2AgBvVLt2bUVFRSkqKqpcRXdKSopuu+02BQUFqUGDBho4cKAOHjxoQFIAAADfZVjh/fvf/17btm0zavUud9xxh1JTU7Vp0yYtXrxYWVlZ+u1vf3vdwYVSUlIUEhLiekVERBieEwCqou3btyshIUE7d+5Uenq6Ll26pL59++r8+fNmRwMAAKg2DLvUfOHChRo8eLA+/fRTdejQQQEBAW7zn3zySY9sJzY21vU+KipKd9xxh5o2baq33npLI0eOLPYzSUlJSkxMdE3n5+dTfAPwSZs2bXKbTk1NVYMGDbRr1y717t3bpFQAAADVi2GF9xtvvKHNmzfLZrNp27ZtslgsrnkWi8Vjhfev1alTR61atdLhw4dLXMZqtcpqtRqyfQDwZnl5eZKkevXqmZwEAACg+jCs8J48ebJmzpypSZMmyc/PsCvaizh37pyOHDmioUOHVto2AaA6cDgcmjBhgnr27Kn27duXuFxBQYEKCgpc04yTAQAAcH2GVcQXL17UQw89ZHjR/fTTT2v79u06duyYMjMzFRcXJ39/fw0ZMsTQ7QJAdZOQkKB9+/ZpzZo1112OcTIAAADKxrCqOD4+Xm+++aZRq3f5/vvvNWTIELVu3Vp/+MMfdPPNN2vnzp2qX7++4dsGgOpi7Nix2rBhg7Zu3arGjRtfd9mkpCTl5eW5XtnZ2ZWUEgAAwDsZdql5YWGh5syZo48++khRUVFFBlebN2+eR7ZzozMzAICSOZ1OjRs3TuvWrdO2bdsUGRl5w88wTgYAAEDZGFZ47927V507d5Yk7du3z23etQOtAQDMk5CQoNWrV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Category Columns Visulaization","metadata":{}},{"cell_type":"code","source":"cat_cols = [col for col in train.select_dtypes('O') if col!='Policy Start Date']\n\nfig, axs = plt.subplots(nrows=5,ncols=2,figsize=(12,20))\nindex = 0\naxs = axs.flatten()\nfor col in cat_cols:\n sns.countplot(train,x=col, ax=axs[index])\n index += 1\n\nplt.tight_layout();","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:51:47.633547Z","iopub.execute_input":"2024-12-03T05:51:47.633935Z","iopub.status.idle":"2024-12-03T05:51:56.69678Z","shell.execute_reply.started":"2024-12-03T05:51:47.633898Z","shell.execute_reply":"2024-12-03T05:51:56.695479Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":30},{"cell_type":"code","source":"plt.figure(figsize=(12,8), dpi=100)\ncorr_matrix = train.select_dtypes('number').corr()\nsns.heatmap(corr_matrix, annot=True, fmt='.1%')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T05:59:12.601986Z","iopub.execute_input":"2024-12-03T05:59:12.602411Z","iopub.status.idle":"2024-12-03T05:59:14.057309Z","shell.execute_reply.started":"2024-12-03T05:59:12.602377Z","shell.execute_reply":"2024-12-03T05:59:14.056076Z"}},"outputs":[{"execution_count":34,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":34},{"cell_type":"code","source":"new_order = ['Age', 'Gender', 'Annual Income', 'Marital Status',\n 'Number of Dependents', 'Education Level', 'Occupation', 'Health Score',\n 'Location', 'Policy Type', 'Previous Claims', 'Vehicle Age',\n 'Credit Score', 'Insurance Duration', 'Customer Feedback',\n 'Smoking Status', 'Exercise Frequency', 'Property Type','year', 'month', 'day','Premium Amount']","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T06:06:49.708418Z","iopub.execute_input":"2024-12-03T06:06:49.708921Z","iopub.status.idle":"2024-12-03T06:06:49.716584Z","shell.execute_reply.started":"2024-12-03T06:06:49.708881Z","shell.execute_reply":"2024-12-03T06:06:49.714822Z"}},"outputs":[],"execution_count":38},{"cell_type":"code","source":"train = train[new_order]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T06:07:10.963063Z","iopub.execute_input":"2024-12-03T06:07:10.963571Z","iopub.status.idle":"2024-12-03T06:07:11.206265Z","shell.execute_reply.started":"2024-12-03T06:07:10.963531Z","shell.execute_reply":"2024-12-03T06:07:11.205053Z"}},"outputs":[],"execution_count":40},{"cell_type":"code","source":"set(train.columns)-set(orig.columns), set(orig.columns)-set(train.columns)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T06:12:53.324665Z","iopub.execute_input":"2024-12-03T06:12:53.325197Z","iopub.status.idle":"2024-12-03T06:12:53.334323Z","shell.execute_reply.started":"2024-12-03T06:12:53.325153Z","shell.execute_reply":"2024-12-03T06:12:53.332791Z"}},"outputs":[{"execution_count":43,"output_type":"execute_result","data":{"text/plain":"(set(), set())"},"metadata":{}}],"execution_count":43},{"cell_type":"code","source":"orig = orig[new_order]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-03T06:13:16.324457Z","iopub.execute_input":"2024-12-03T06:13:16.324919Z","iopub.status.idle":"2024-12-03T06:13:16.361834Z","shell.execute_reply.started":"2024-12-03T06:13:16.324881Z","shell.execute_reply":"2024-12-03T06:13:16.360365Z"}},"outputs":[],"execution_count":44},{"cell_type":"code","source":"#Concat train + orig\n\ndata = pd.concat([train,orig], axis=0)\ndata.shape","metadata":{"trusted":true},"outputs":[{"execution_count":47,"output_type":"execute_result","data":{"text/plain":"(1478860, 22)"},"metadata":{}}],"execution_count":47}]}