{ "cells": [ { "cell_type": "markdown", "id": "rili7kp4jsn", "metadata": {}, "source": [ "# [Imports](#toc0_)" ] }, { "cell_type": "code", "execution_count": 1, "id": "0861f057", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import lightgbm as lgb\n", "from lightgbm import LGBMClassifier\n", "import xgboost as xgb\n", "from xgboost import XGBClassifier\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.metrics import (\n", " roc_auc_score,\n", " average_precision_score,\n", " f1_score,\n", " fbeta_score,\n", " precision_score,\n", " recall_score,\n", " confusion_matrix,\n", " make_scorer,\n", ")\n", "from sklearn.model_selection import KFold, StratifiedKFold, train_test_split\n", "from sklearn.utils.class_weight import compute_sample_weight\n", "import mlflow\n", "from mlflow import MlflowClient\n", "import optuna\n", "import plotly.graph_objects as go\n", "import tempfile, os\n", "\n", "optuna.logging.set_verbosity(optuna.logging.WARNING)" ] }, { "cell_type": "markdown", "id": "9wwx5h3559", "metadata": {}, "source": [ "# [Chargement des données](#toc0_)\n", "\n", "## [Lecture des fichiers CSV](#toc0_)" ] }, { "cell_type": "code", "execution_count": 4, "id": "d8874081", "metadata": {}, "outputs": [], "source": [ "df_full = pd.read_csv(\"df.csv\")\n", "df_red = pd.read_csv(\"df_red.csv\")" ] }, { "cell_type": "markdown", "id": "zb1j2c50cd", "metadata": {}, "source": [ "## [Sélection du dataset](#toc0_)" ] }, { "cell_type": "code", "execution_count": 5, "id": "3ed1c72b", "metadata": {}, "outputs": [], "source": [ "use_reduced = False # flip to False for full run\n", "df = df_red.copy() if use_reduced else df_full.copy()" ] }, { "cell_type": "markdown", "id": "n557jot7frr", "metadata": {}, "source": [ "## [Aperçu](#toc0_)" ] }, { "cell_type": "code", "execution_count": 5, "id": "66c701c4", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "int64", "type": "integer" }, { "name": "SK_ID_CURR", "rawType": "int64", "type": "integer" }, { "name": "TARGET", "rawType": "int64", "type": "integer" }, { "name": "CODE_GENDER", "rawType": "int64", "type": "integer" }, { "name": "FLAG_OWN_CAR", "rawType": "int64", "type": "integer" }, { "name": "FLAG_OWN_REALTY", "rawType": "int64", "type": "integer" }, { "name": "CNT_CHILDREN", "rawType": "int64", "type": "integer" }, { "name": "AMT_INCOME_TOTAL", "rawType": "float64", "type": "float" }, { "name": "AMT_CREDIT", "rawType": "float64", "type": "float" }, { "name": "AMT_ANNUITY", "rawType": "float64", "type": "float" }, { "name": "AMT_GOODS_PRICE", "rawType": "float64", "type": "float" }, { "name": "REGION_POPULATION_RELATIVE", "rawType": "float64", "type": "float" }, { "name": "DAYS_BIRTH", "rawType": "int64", "type": "integer" }, { "name": "DAYS_EMPLOYED", "rawType": "float64", "type": "float" }, { "name": "DAYS_REGISTRATION", "rawType": "float64", "type": "float" }, { "name": "DAYS_ID_PUBLISH", "rawType": "int64", "type": "integer" }, { "name": "OWN_CAR_AGE", "rawType": "float64", "type": "float" }, { "name": "FLAG_MOBIL", "rawType": "int64", "type": "integer" }, { "name": "FLAG_EMP_PHONE", "rawType": "int64", "type": "integer" }, { "name": "FLAG_WORK_PHONE", "rawType": "int64", "type": "integer" }, { "name": "FLAG_CONT_MOBILE", "rawType": "int64", "type": "integer" }, { "name": "FLAG_PHONE", "rawType": "int64", "type": "integer" }, { "name": "FLAG_EMAIL", "rawType": "int64", "type": "integer" }, { "name": "CNT_FAM_MEMBERS", "rawType": "float64", "type": "float" }, { "name": "REGION_RATING_CLIENT", "rawType": "int64", "type": "integer" }, { "name": "REGION_RATING_CLIENT_W_CITY", "rawType": "int64", "type": "integer" }, { "name": "HOUR_APPR_PROCESS_START", "rawType": "int64", "type": "integer" }, { "name": "REG_REGION_NOT_LIVE_REGION", "rawType": "int64", "type": "integer" }, { "name": "REG_REGION_NOT_WORK_REGION", "rawType": "int64", "type": "integer" }, { "name": "LIVE_REGION_NOT_WORK_REGION", "rawType": "int64", "type": "integer" }, { "name": "REG_CITY_NOT_LIVE_CITY", "rawType": "int64", "type": "integer" }, { "name": "REG_CITY_NOT_WORK_CITY", "rawType": "int64", "type": "integer" }, { "name": "LIVE_CITY_NOT_WORK_CITY", "rawType": "int64", "type": "integer" }, { "name": "EXT_SOURCE_1", "rawType": "float64", "type": "float" }, { "name": "EXT_SOURCE_2", "rawType": "float64", "type": "float" }, { "name": "EXT_SOURCE_3", "rawType": "float64", "type": "float" }, { "name": "APARTMENTS_AVG", "rawType": "float64", "type": "float" }, { "name": "BASEMENTAREA_AVG", "rawType": "float64", "type": "float" }, { "name": "YEARS_BEGINEXPLUATATION_AVG", "rawType": "float64", "type": "float" }, { "name": "YEARS_BUILD_AVG", "rawType": "float64", "type": "float" }, { "name": "COMMONAREA_AVG", "rawType": "float64", "type": "float" }, { "name": "ELEVATORS_AVG", "rawType": "float64", "type": "float" }, { "name": "ENTRANCES_AVG", "rawType": "float64", "type": "float" }, { "name": "FLOORSMAX_AVG", "rawType": "float64", "type": "float" }, { "name": "FLOORSMIN_AVG", "rawType": "float64", "type": "float" }, { "name": "LANDAREA_AVG", "rawType": "float64", "type": "float" }, { "name": "LIVINGAPARTMENTS_AVG", "rawType": "float64", "type": "float" }, { "name": "LIVINGAREA_AVG", "rawType": "float64", "type": "float" }, { "name": "NONLIVINGAPARTMENTS_AVG", "rawType": "float64", "type": "float" }, { "name": "NONLIVINGAREA_AVG", "rawType": "float64", "type": "float" }, { "name": "APARTMENTS_MODE", "rawType": "float64", "type": "float" }, { "name": "BASEMENTAREA_MODE", "rawType": "float64", "type": "float" }, { "name": "YEARS_BEGINEXPLUATATION_MODE", "rawType": "float64", "type": "float" }, { "name": "YEARS_BUILD_MODE", "rawType": "float64", "type": "float" }, { "name": "COMMONAREA_MODE", "rawType": "float64", "type": "float" }, { "name": "ELEVATORS_MODE", "rawType": "float64", "type": "float" }, { "name": "ENTRANCES_MODE", "rawType": "float64", "type": "float" }, { "name": "FLOORSMAX_MODE", "rawType": "float64", "type": "float" }, { "name": "FLOORSMIN_MODE", "rawType": "float64", "type": "float" }, { "name": "LANDAREA_MODE", "rawType": "float64", "type": "float" }, { "name": "LIVINGAPARTMENTS_MODE", "rawType": "float64", "type": "float" }, { "name": "LIVINGAREA_MODE", "rawType": "float64", "type": "float" }, { "name": "NONLIVINGAPARTMENTS_MODE", "rawType": "float64", "type": "float" }, { "name": "NONLIVINGAREA_MODE", "rawType": "float64", "type": "float" }, { "name": "APARTMENTS_MEDI", "rawType": "float64", "type": "float" }, { "name": "BASEMENTAREA_MEDI", "rawType": "float64", "type": "float" }, { "name": "YEARS_BEGINEXPLUATATION_MEDI", "rawType": "float64", "type": "float" }, { "name": "YEARS_BUILD_MEDI", "rawType": "float64", "type": "float" }, { "name": "COMMONAREA_MEDI", "rawType": "float64", "type": "float" }, { "name": "ELEVATORS_MEDI", "rawType": "float64", "type": "float" }, { "name": "ENTRANCES_MEDI", "rawType": "float64", "type": "float" }, { "name": "FLOORSMAX_MEDI", "rawType": "float64", "type": "float" }, { "name": "FLOORSMIN_MEDI", "rawType": "float64", "type": "float" }, { "name": "LANDAREA_MEDI", "rawType": "float64", "type": "float" }, { "name": "LIVINGAPARTMENTS_MEDI", "rawType": "float64", "type": "float" }, { "name": "LIVINGAREA_MEDI", "rawType": "float64", "type": "float" }, { "name": "NONLIVINGAPARTMENTS_MEDI", "rawType": "float64", "type": "float" }, { "name": "NONLIVINGAREA_MEDI", "rawType": "float64", "type": "float" }, { "name": "TOTALAREA_MODE", "rawType": "float64", "type": "float" }, { "name": "OBS_30_CNT_SOCIAL_CIRCLE", "rawType": "float64", "type": "float" }, { "name": "DEF_30_CNT_SOCIAL_CIRCLE", "rawType": "float64", "type": "float" }, { "name": "OBS_60_CNT_SOCIAL_CIRCLE", "rawType": "float64", "type": "float" }, { "name": "DEF_60_CNT_SOCIAL_CIRCLE", "rawType": "float64", "type": "float" }, { "name": "DAYS_LAST_PHONE_CHANGE", "rawType": "float64", "type": "float" }, { "name": "FLAG_DOCUMENT_2", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_3", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_4", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_5", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_6", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_7", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_8", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_9", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_10", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_11", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_12", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_13", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_14", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_15", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_16", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_17", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_18", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_19", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_20", "rawType": "int64", "type": "integer" }, { "name": "FLAG_DOCUMENT_21", "rawType": "int64", "type": "integer" }, { "name": "AMT_REQ_CREDIT_BUREAU_HOUR", "rawType": "float64", "type": "float" }, { "name": "AMT_REQ_CREDIT_BUREAU_DAY", "rawType": "float64", "type": "float" }, { "name": "AMT_REQ_CREDIT_BUREAU_WEEK", "rawType": "float64", "type": "float" }, { "name": "AMT_REQ_CREDIT_BUREAU_MON", "rawType": "float64", "type": "float" }, { "name": "AMT_REQ_CREDIT_BUREAU_QRT", "rawType": "float64", "type": "float" }, { "name": "AMT_REQ_CREDIT_BUREAU_YEAR", "rawType": "float64", "type": "float" }, { "name": "NAME_CONTRACT_TYPE_Cash loans", "rawType": "bool", "type": "boolean" }, { "name": "NAME_CONTRACT_TYPE_Revolving loans", "rawType": "bool", "type": "boolean" }, { "name": "NAME_TYPE_SUITE_Children", "rawType": "bool", "type": "boolean" }, { "name": "NAME_TYPE_SUITE_Family", "rawType": "bool", "type": "boolean" }, { "name": "NAME_TYPE_SUITE_Group of people", "rawType": "bool", "type": "boolean" }, { "name": "NAME_TYPE_SUITE_Other_A", "rawType": "bool", "type": "boolean" }, { "name": "NAME_TYPE_SUITE_Other_B", "rawType": "bool", "type": "boolean" }, { "name": "NAME_TYPE_SUITE_Spouse, partner", "rawType": "bool", "type": "boolean" }, { "name": "NAME_TYPE_SUITE_Unaccompanied", "rawType": "bool", "type": "boolean" }, { "name": "NAME_INCOME_TYPE_Businessman", "rawType": "bool", "type": "boolean" }, { "name": "NAME_INCOME_TYPE_Commercial associate", "rawType": "bool", "type": "boolean" }, { "name": "NAME_INCOME_TYPE_Maternity leave", "rawType": "bool", "type": "boolean" }, { "name": "NAME_INCOME_TYPE_Pensioner", "rawType": "bool", "type": "boolean" }, { "name": "NAME_INCOME_TYPE_State servant", "rawType": "bool", "type": "boolean" }, { "name": "NAME_INCOME_TYPE_Student", "rawType": "bool", "type": "boolean" }, { "name": "NAME_INCOME_TYPE_Unemployed", "rawType": "bool", "type": "boolean" }, { "name": "NAME_INCOME_TYPE_Working", "rawType": "bool", "type": "boolean" }, { "name": "NAME_EDUCATION_TYPE_Academic degree", "rawType": "bool", "type": "boolean" }, { "name": "NAME_EDUCATION_TYPE_Higher education", "rawType": "bool", "type": "boolean" }, { "name": "NAME_EDUCATION_TYPE_Incomplete higher", "rawType": "bool", "type": "boolean" }, { "name": "NAME_EDUCATION_TYPE_Lower secondary", "rawType": "bool", "type": "boolean" }, { "name": "NAME_EDUCATION_TYPE_Secondary / secondary special", "rawType": "bool", "type": "boolean" }, { "name": "NAME_FAMILY_STATUS_Civil marriage", "rawType": "bool", "type": "boolean" }, { "name": "NAME_FAMILY_STATUS_Married", "rawType": "bool", "type": "boolean" }, { "name": "NAME_FAMILY_STATUS_Separated", "rawType": "bool", "type": "boolean" }, { "name": "NAME_FAMILY_STATUS_Single / not married", "rawType": "bool", "type": "boolean" }, { "name": "NAME_FAMILY_STATUS_Unknown", "rawType": "bool", "type": "boolean" }, { "name": "NAME_FAMILY_STATUS_Widow", "rawType": "bool", "type": "boolean" }, { "name": "NAME_HOUSING_TYPE_Co-op apartment", "rawType": "bool", "type": "boolean" }, { "name": "NAME_HOUSING_TYPE_House / apartment", "rawType": "bool", "type": "boolean" }, { "name": "NAME_HOUSING_TYPE_Municipal apartment", "rawType": "bool", "type": "boolean" }, { "name": "NAME_HOUSING_TYPE_Office apartment", "rawType": "bool", "type": "boolean" }, { "name": "NAME_HOUSING_TYPE_Rented apartment", "rawType": "bool", "type": "boolean" }, { "name": "NAME_HOUSING_TYPE_With parents", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Accountants", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Cleaning staff", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Cooking staff", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Core staff", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Drivers", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_HR staff", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_High skill tech staff", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_IT staff", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Laborers", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Low-skill Laborers", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Managers", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Medicine staff", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Private service staff", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Realty agents", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Sales staff", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Secretaries", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Security staff", "rawType": "bool", "type": "boolean" }, { "name": "OCCUPATION_TYPE_Waiters/barmen staff", "rawType": "bool", "type": "boolean" }, { "name": "WEEKDAY_APPR_PROCESS_START_FRIDAY", "rawType": "bool", "type": "boolean" }, { "name": "WEEKDAY_APPR_PROCESS_START_MONDAY", "rawType": "bool", "type": "boolean" }, { "name": "WEEKDAY_APPR_PROCESS_START_SATURDAY", "rawType": "bool", "type": "boolean" }, { "name": "WEEKDAY_APPR_PROCESS_START_SUNDAY", "rawType": "bool", "type": "boolean" }, { "name": "WEEKDAY_APPR_PROCESS_START_THURSDAY", "rawType": "bool", "type": "boolean" }, { "name": "WEEKDAY_APPR_PROCESS_START_TUESDAY", "rawType": "bool", "type": "boolean" }, { "name": "WEEKDAY_APPR_PROCESS_START_WEDNESDAY", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Advertising", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Agriculture", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Bank", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Business Entity Type 1", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Business Entity Type 2", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Business Entity Type 3", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Cleaning", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Construction", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Culture", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Electricity", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Emergency", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Government", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Hotel", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Housing", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 1", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 10", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 11", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 12", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 13", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 2", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 3", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 4", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 5", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 6", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 7", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 8", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Industry: type 9", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Insurance", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Kindergarten", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Legal Services", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Medicine", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Military", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Mobile", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Other", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Police", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Postal", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Realtor", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Religion", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Restaurant", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_School", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Security", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Security Ministries", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Self-employed", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Services", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Telecom", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Trade: type 1", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Trade: type 2", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Trade: type 3", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Trade: type 4", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Trade: type 5", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Trade: type 6", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Trade: type 7", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Transport: type 1", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Transport: type 2", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Transport: type 3", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_Transport: type 4", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_University", "rawType": "bool", "type": "boolean" }, { "name": "ORGANIZATION_TYPE_XNA", "rawType": "bool", "type": "boolean" }, { "name": "FONDKAPREMONT_MODE_not specified", "rawType": "bool", "type": "boolean" }, { "name": "FONDKAPREMONT_MODE_org spec account", "rawType": "bool", "type": "boolean" }, { "name": "FONDKAPREMONT_MODE_reg oper account", "rawType": "bool", "type": "boolean" }, { "name": "FONDKAPREMONT_MODE_reg oper spec account", "rawType": "bool", "type": "boolean" }, { "name": "HOUSETYPE_MODE_block of flats", "rawType": "bool", "type": "boolean" }, { "name": "HOUSETYPE_MODE_specific housing", "rawType": "bool", "type": "boolean" }, { "name": "HOUSETYPE_MODE_terraced house", "rawType": "bool", "type": "boolean" }, { "name": "WALLSMATERIAL_MODE_Block", "rawType": "bool", "type": "boolean" }, { "name": "WALLSMATERIAL_MODE_Mixed", "rawType": "bool", "type": "boolean" }, { "name": "WALLSMATERIAL_MODE_Monolithic", "rawType": "bool", "type": "boolean" }, { "name": "WALLSMATERIAL_MODE_Others", "rawType": "bool", "type": "boolean" }, { "name": "WALLSMATERIAL_MODE_Panel", "rawType": "bool", "type": "boolean" }, { "name": "WALLSMATERIAL_MODE_Stone, brick", "rawType": "bool", "type": "boolean" }, { "name": "WALLSMATERIAL_MODE_Wooden", "rawType": "bool", "type": "boolean" }, { "name": "EMERGENCYSTATE_MODE_No", "rawType": "bool", "type": "boolean" }, { "name": "EMERGENCYSTATE_MODE_Yes", "rawType": "bool", "type": "boolean" }, { "name": "DAYS_EMPLOYED_PERC", "rawType": "float64", "type": "float" }, { "name": "INCOME_CREDIT_PERC", "rawType": "float64", "type": "float" }, { "name": "INCOME_PER_PERSON", "rawType": "float64", "type": "float" }, { "name": "ANNUITY_INCOME_PERC", "rawType": "float64", "type": "float" }, { "name": "PAYMENT_RATE", "rawType": "float64", "type": "float" }, { "name": "BURO_DAYS_CREDIT_MIN", "rawType": "float64", "type": "float" }, { "name": "BURO_DAYS_CREDIT_MAX", "rawType": "float64", "type": "float" }, { "name": "BURO_DAYS_CREDIT_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_DAYS_CREDIT_VAR", "rawType": "float64", "type": "float" }, { "name": "BURO_DAYS_CREDIT_ENDDATE_MIN", "rawType": "float64", "type": "float" }, { "name": "BURO_DAYS_CREDIT_ENDDATE_MAX", "rawType": "float64", "type": "float" }, { "name": "BURO_DAYS_CREDIT_ENDDATE_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_DAYS_CREDIT_UPDATE_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_DAY_OVERDUE_MAX", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_DAY_OVERDUE_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_AMT_CREDIT_MAX_OVERDUE_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_AMT_CREDIT_SUM_MAX", "rawType": "float64", "type": "float" }, { "name": "BURO_AMT_CREDIT_SUM_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_AMT_CREDIT_SUM_SUM", "rawType": "float64", "type": "float" }, { "name": "BURO_AMT_CREDIT_SUM_DEBT_MAX", "rawType": "float64", "type": "float" }, { "name": "BURO_AMT_CREDIT_SUM_DEBT_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_AMT_CREDIT_SUM_DEBT_SUM", "rawType": "float64", "type": "float" }, { "name": "BURO_AMT_CREDIT_SUM_OVERDUE_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_AMT_CREDIT_SUM_LIMIT_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_AMT_CREDIT_SUM_LIMIT_SUM", "rawType": "float64", "type": "float" }, { "name": "BURO_AMT_ANNUITY_MAX", "rawType": "float64", "type": "float" }, { "name": "BURO_AMT_ANNUITY_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CNT_CREDIT_PROLONG_SUM", "rawType": "float64", "type": "float" }, { "name": "BURO_MONTHS_BALANCE_MIN_MIN", "rawType": "float64", "type": "float" }, { "name": "BURO_MONTHS_BALANCE_MAX_MAX", "rawType": "float64", "type": "float" }, { "name": "BURO_MONTHS_BALANCE_SIZE_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_MONTHS_BALANCE_SIZE_SUM", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_ACTIVE_Active_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_ACTIVE_Bad debt_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_ACTIVE_Closed_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_ACTIVE_Sold_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_ACTIVE_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_CURRENCY_currency 1_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_CURRENCY_currency 2_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_CURRENCY_currency 3_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_CURRENCY_currency 4_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_CURRENCY_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Another type of loan_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Car loan_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Cash loan (non-earmarked)_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Consumer credit_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Credit card_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Interbank credit_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Loan for business development_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Loan for purchase of shares (margin lending)_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Loan for the purchase of equipment_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Loan for working capital replenishment_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Microloan_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Mobile operator loan_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Mortgage_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Real estate loan_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_Unknown type of loan_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_CREDIT_TYPE_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_STATUS_0_MEAN_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_STATUS_1_MEAN_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_STATUS_2_MEAN_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_STATUS_3_MEAN_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_STATUS_4_MEAN_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_STATUS_5_MEAN_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_STATUS_C_MEAN_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_STATUS_X_MEAN_MEAN", "rawType": "float64", "type": "float" }, { "name": "BURO_STATUS_nan_MEAN_MEAN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_DAYS_CREDIT_MIN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_DAYS_CREDIT_MAX", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_DAYS_CREDIT_MEAN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_DAYS_CREDIT_VAR", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_DAYS_CREDIT_ENDDATE_MIN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_DAYS_CREDIT_ENDDATE_MAX", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_DAYS_CREDIT_ENDDATE_MEAN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_DAYS_CREDIT_UPDATE_MEAN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_CREDIT_DAY_OVERDUE_MAX", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_CREDIT_DAY_OVERDUE_MEAN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_AMT_CREDIT_MAX_OVERDUE_MEAN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_AMT_CREDIT_SUM_MAX", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_AMT_CREDIT_SUM_MEAN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_AMT_CREDIT_SUM_SUM", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_AMT_CREDIT_SUM_DEBT_MAX", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_AMT_CREDIT_SUM_DEBT_MEAN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_AMT_CREDIT_SUM_DEBT_SUM", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_AMT_CREDIT_SUM_OVERDUE_MEAN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_AMT_CREDIT_SUM_LIMIT_MEAN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_AMT_CREDIT_SUM_LIMIT_SUM", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_AMT_ANNUITY_MAX", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_AMT_ANNUITY_MEAN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_CNT_CREDIT_PROLONG_SUM", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_MONTHS_BALANCE_MIN_MIN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_MONTHS_BALANCE_MAX_MAX", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_MONTHS_BALANCE_SIZE_MEAN", "rawType": "float64", "type": "float" }, { "name": "ACTIVE_MONTHS_BALANCE_SIZE_SUM", "rawType": "float64", "type": "float" }, { "name": "CLOSED_DAYS_CREDIT_MIN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_DAYS_CREDIT_MAX", "rawType": "float64", "type": "float" }, { "name": "CLOSED_DAYS_CREDIT_MEAN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_DAYS_CREDIT_VAR", "rawType": "float64", "type": "float" }, { "name": "CLOSED_DAYS_CREDIT_ENDDATE_MIN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_DAYS_CREDIT_ENDDATE_MAX", "rawType": "float64", "type": "float" }, { "name": "CLOSED_DAYS_CREDIT_ENDDATE_MEAN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_DAYS_CREDIT_UPDATE_MEAN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_CREDIT_DAY_OVERDUE_MAX", "rawType": "float64", "type": "float" }, { "name": "CLOSED_CREDIT_DAY_OVERDUE_MEAN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_AMT_CREDIT_MAX_OVERDUE_MEAN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_AMT_CREDIT_SUM_MAX", "rawType": "float64", "type": "float" }, { "name": "CLOSED_AMT_CREDIT_SUM_MEAN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_AMT_CREDIT_SUM_SUM", "rawType": "float64", "type": "float" }, { "name": "CLOSED_AMT_CREDIT_SUM_DEBT_MAX", "rawType": "float64", "type": "float" }, { "name": "CLOSED_AMT_CREDIT_SUM_DEBT_MEAN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_AMT_CREDIT_SUM_DEBT_SUM", "rawType": "float64", "type": "float" }, { "name": "CLOSED_AMT_CREDIT_SUM_OVERDUE_MEAN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_AMT_CREDIT_SUM_LIMIT_MEAN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_AMT_CREDIT_SUM_LIMIT_SUM", "rawType": "float64", "type": "float" }, { "name": "CLOSED_AMT_ANNUITY_MAX", "rawType": "float64", "type": "float" }, { "name": "CLOSED_AMT_ANNUITY_MEAN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_CNT_CREDIT_PROLONG_SUM", "rawType": "float64", "type": "float" }, { "name": "CLOSED_MONTHS_BALANCE_MIN_MIN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_MONTHS_BALANCE_MAX_MAX", "rawType": "float64", "type": "float" }, { "name": "CLOSED_MONTHS_BALANCE_SIZE_MEAN", "rawType": "float64", "type": "float" }, { "name": "CLOSED_MONTHS_BALANCE_SIZE_SUM", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_ANNUITY_MIN", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_ANNUITY_MAX", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_ANNUITY_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_APPLICATION_MIN", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_APPLICATION_MAX", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_APPLICATION_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_CREDIT_MIN", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_CREDIT_MAX", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_CREDIT_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_APP_CREDIT_PERC_MIN", "rawType": "float64", "type": "float" }, { "name": "PREV_APP_CREDIT_PERC_MAX", "rawType": "float64", "type": "float" }, { "name": "PREV_APP_CREDIT_PERC_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_APP_CREDIT_PERC_VAR", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_DOWN_PAYMENT_MIN", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_DOWN_PAYMENT_MAX", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_DOWN_PAYMENT_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_GOODS_PRICE_MIN", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_GOODS_PRICE_MAX", "rawType": "float64", "type": "float" }, { "name": "PREV_AMT_GOODS_PRICE_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_HOUR_APPR_PROCESS_START_MIN", "rawType": "float64", "type": "float" }, { "name": "PREV_HOUR_APPR_PROCESS_START_MAX", "rawType": "float64", "type": "float" }, { "name": "PREV_HOUR_APPR_PROCESS_START_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_RATE_DOWN_PAYMENT_MIN", "rawType": "float64", "type": "float" }, { "name": "PREV_RATE_DOWN_PAYMENT_MAX", "rawType": "float64", "type": "float" }, { "name": "PREV_RATE_DOWN_PAYMENT_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_DAYS_DECISION_MIN", "rawType": "float64", "type": "float" }, { "name": "PREV_DAYS_DECISION_MAX", "rawType": "float64", "type": "float" }, { "name": "PREV_DAYS_DECISION_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CNT_PAYMENT_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CNT_PAYMENT_SUM", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CONTRACT_TYPE_Cash loans_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CONTRACT_TYPE_Consumer loans_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CONTRACT_TYPE_Revolving loans_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CONTRACT_TYPE_XNA_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CONTRACT_TYPE_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_WEEKDAY_APPR_PROCESS_START_FRIDAY_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_WEEKDAY_APPR_PROCESS_START_MONDAY_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_WEEKDAY_APPR_PROCESS_START_SATURDAY_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_WEEKDAY_APPR_PROCESS_START_SUNDAY_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_WEEKDAY_APPR_PROCESS_START_THURSDAY_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_WEEKDAY_APPR_PROCESS_START_TUESDAY_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_WEEKDAY_APPR_PROCESS_START_WEDNESDAY_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_WEEKDAY_APPR_PROCESS_START_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_FLAG_LAST_APPL_PER_CONTRACT_N_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_FLAG_LAST_APPL_PER_CONTRACT_Y_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_FLAG_LAST_APPL_PER_CONTRACT_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Building a house or an annex_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Business development_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Buying a garage_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Buying a holiday home / land_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Buying a home_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Buying a new car_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Buying a used car_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Car repairs_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Education_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Everyday expenses_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Furniture_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Gasification / water supply_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Hobby_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Journey_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Medicine_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Money for a third person_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Other_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Payments on other loans_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Purchase of electronic equipment_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Refusal to name the goal_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Repairs_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Urgent needs_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_Wedding / gift / holiday_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_XAP_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_XNA_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CASH_LOAN_PURPOSE_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CONTRACT_STATUS_Approved_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CONTRACT_STATUS_Canceled_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CONTRACT_STATUS_Refused_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CONTRACT_STATUS_Unused offer_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CONTRACT_STATUS_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PAYMENT_TYPE_Cash through the bank_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PAYMENT_TYPE_Cashless from the account of the employer_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PAYMENT_TYPE_Non-cash from your account_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PAYMENT_TYPE_XNA_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PAYMENT_TYPE_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CODE_REJECT_REASON_CLIENT_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CODE_REJECT_REASON_HC_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CODE_REJECT_REASON_LIMIT_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CODE_REJECT_REASON_SCO_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CODE_REJECT_REASON_SCOFR_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CODE_REJECT_REASON_SYSTEM_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CODE_REJECT_REASON_VERIF_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CODE_REJECT_REASON_XAP_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CODE_REJECT_REASON_XNA_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CODE_REJECT_REASON_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_TYPE_SUITE_Children_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_TYPE_SUITE_Family_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_TYPE_SUITE_Group of people_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_TYPE_SUITE_Other_A_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_TYPE_SUITE_Other_B_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_TYPE_SUITE_Spouse, partner_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_TYPE_SUITE_Unaccompanied_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_TYPE_SUITE_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CLIENT_TYPE_New_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CLIENT_TYPE_Refreshed_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CLIENT_TYPE_Repeater_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CLIENT_TYPE_XNA_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_CLIENT_TYPE_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Additional Service_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Animals_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Audio/Video_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Auto Accessories_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Clothing and Accessories_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Computers_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Construction Materials_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Consumer Electronics_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Direct Sales_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Education_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Fitness_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Furniture_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Gardening_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Homewares_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_House Construction_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Insurance_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Jewelry_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Medical Supplies_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Medicine_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Mobile_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Office Appliances_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Other_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Photo / Cinema Equipment_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Sport and Leisure_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Tourism_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Vehicles_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_Weapon_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_XNA_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_GOODS_CATEGORY_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PORTFOLIO_Cards_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PORTFOLIO_Cars_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PORTFOLIO_Cash_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PORTFOLIO_POS_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PORTFOLIO_XNA_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PORTFOLIO_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PRODUCT_TYPE_XNA_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PRODUCT_TYPE_walk-in_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PRODUCT_TYPE_x-sell_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_PRODUCT_TYPE_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CHANNEL_TYPE_AP+ (Cash loan)_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CHANNEL_TYPE_Car dealer_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CHANNEL_TYPE_Channel of corporate sales_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CHANNEL_TYPE_Contact center_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CHANNEL_TYPE_Country-wide_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CHANNEL_TYPE_Credit and cash offices_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CHANNEL_TYPE_Regional / Local_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CHANNEL_TYPE_Stone_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_CHANNEL_TYPE_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_SELLER_INDUSTRY_Auto technology_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_SELLER_INDUSTRY_Clothing_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_SELLER_INDUSTRY_Connectivity_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_SELLER_INDUSTRY_Construction_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_SELLER_INDUSTRY_Consumer electronics_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_SELLER_INDUSTRY_Furniture_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_SELLER_INDUSTRY_Industry_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_SELLER_INDUSTRY_Jewelry_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_SELLER_INDUSTRY_MLM partners_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_SELLER_INDUSTRY_Tourism_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_SELLER_INDUSTRY_XNA_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_SELLER_INDUSTRY_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_YIELD_GROUP_XNA_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_YIELD_GROUP_high_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_YIELD_GROUP_low_action_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_YIELD_GROUP_low_normal_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_YIELD_GROUP_middle_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_NAME_YIELD_GROUP_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_Card Street_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_Card X-Sell_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_Cash_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_Cash Street: high_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_Cash Street: low_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_Cash Street: middle_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_Cash X-Sell: high_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_Cash X-Sell: low_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_Cash X-Sell: middle_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_POS household with interest_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_POS household without interest_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_POS industry with interest_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_POS industry without interest_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_POS mobile with interest_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_POS mobile without interest_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_POS other with interest_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_POS others without interest_MEAN", "rawType": "float64", "type": "float" }, { "name": "PREV_PRODUCT_COMBINATION_nan_MEAN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_ANNUITY_MIN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_ANNUITY_MAX", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_ANNUITY_MEAN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_APPLICATION_MIN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_APPLICATION_MAX", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_APPLICATION_MEAN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_CREDIT_MIN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_CREDIT_MAX", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_CREDIT_MEAN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_APP_CREDIT_PERC_MIN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_APP_CREDIT_PERC_MAX", "rawType": "float64", "type": "float" }, { "name": "APPROVED_APP_CREDIT_PERC_MEAN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_APP_CREDIT_PERC_VAR", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_DOWN_PAYMENT_MIN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_DOWN_PAYMENT_MAX", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_DOWN_PAYMENT_MEAN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_GOODS_PRICE_MIN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_GOODS_PRICE_MAX", "rawType": "float64", "type": "float" }, { "name": "APPROVED_AMT_GOODS_PRICE_MEAN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_HOUR_APPR_PROCESS_START_MIN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_HOUR_APPR_PROCESS_START_MAX", "rawType": "float64", "type": "float" }, { "name": "APPROVED_HOUR_APPR_PROCESS_START_MEAN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_RATE_DOWN_PAYMENT_MIN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_RATE_DOWN_PAYMENT_MAX", "rawType": "float64", "type": "float" }, { "name": "APPROVED_RATE_DOWN_PAYMENT_MEAN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_DAYS_DECISION_MIN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_DAYS_DECISION_MAX", "rawType": "float64", "type": "float" }, { "name": "APPROVED_DAYS_DECISION_MEAN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_CNT_PAYMENT_MEAN", "rawType": "float64", "type": "float" }, { "name": "APPROVED_CNT_PAYMENT_SUM", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_ANNUITY_MIN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_ANNUITY_MAX", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_ANNUITY_MEAN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_APPLICATION_MIN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_APPLICATION_MAX", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_APPLICATION_MEAN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_CREDIT_MIN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_CREDIT_MAX", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_CREDIT_MEAN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_APP_CREDIT_PERC_MIN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_APP_CREDIT_PERC_MAX", "rawType": "float64", "type": "float" }, { "name": "REFUSED_APP_CREDIT_PERC_MEAN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_APP_CREDIT_PERC_VAR", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_DOWN_PAYMENT_MIN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_DOWN_PAYMENT_MAX", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_DOWN_PAYMENT_MEAN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_GOODS_PRICE_MIN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_GOODS_PRICE_MAX", "rawType": "float64", "type": "float" }, { "name": "REFUSED_AMT_GOODS_PRICE_MEAN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_HOUR_APPR_PROCESS_START_MIN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_HOUR_APPR_PROCESS_START_MAX", "rawType": "float64", "type": "float" }, { "name": "REFUSED_HOUR_APPR_PROCESS_START_MEAN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_RATE_DOWN_PAYMENT_MIN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_RATE_DOWN_PAYMENT_MAX", "rawType": "float64", "type": "float" }, { "name": "REFUSED_RATE_DOWN_PAYMENT_MEAN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_DAYS_DECISION_MIN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_DAYS_DECISION_MAX", "rawType": "float64", "type": "float" }, { "name": "REFUSED_DAYS_DECISION_MEAN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_CNT_PAYMENT_MEAN", "rawType": "float64", "type": "float" }, { "name": "REFUSED_CNT_PAYMENT_SUM", "rawType": "float64", "type": "float" }, { "name": "POS_MONTHS_BALANCE_MAX", "rawType": "float64", "type": "float" }, { "name": "POS_MONTHS_BALANCE_MEAN", "rawType": "float64", "type": "float" }, { "name": "POS_MONTHS_BALANCE_SIZE", "rawType": "float64", "type": "float" }, { "name": "POS_SK_DPD_MAX", "rawType": "float64", "type": "float" }, { "name": "POS_SK_DPD_MEAN", "rawType": "float64", "type": "float" }, { "name": "POS_SK_DPD_DEF_MAX", "rawType": "float64", "type": "float" }, { "name": "POS_SK_DPD_DEF_MEAN", "rawType": "float64", "type": "float" }, { "name": "POS_NAME_CONTRACT_STATUS_Active_MEAN", "rawType": "float64", "type": "float" }, { "name": "POS_NAME_CONTRACT_STATUS_Amortized debt_MEAN", 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" ], "text/plain": [ " SK_ID_CURR TARGET CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY \\\n", "0 100002 1 0 0 0 \n", "1 100003 0 1 0 1 \n", "2 100004 0 0 1 0 \n", "3 100006 0 1 0 0 \n", "4 100007 0 0 0 0 \n", "... ... ... ... ... ... \n", "307506 456251 0 0 0 1 \n", "307507 456252 0 1 0 0 \n", "307508 456253 0 1 0 0 \n", "307509 456254 1 1 0 0 \n", "307510 456255 0 1 0 1 \n", "\n", " CNT_CHILDREN AMT_INCOME_TOTAL AMT_CREDIT AMT_ANNUITY \\\n", "0 0 202500.0 406597.5 24700.5 \n", "1 0 270000.0 1293502.5 35698.5 \n", "2 0 67500.0 135000.0 6750.0 \n", "3 0 135000.0 312682.5 29686.5 \n", "4 0 121500.0 513000.0 21865.5 \n", "... ... ... ... ... \n", "307506 0 157500.0 254700.0 27558.0 \n", "307507 0 72000.0 269550.0 12001.5 \n", "307508 0 153000.0 677664.0 29979.0 \n", "307509 0 171000.0 370107.0 20205.0 \n", "307510 0 157500.0 675000.0 49117.5 \n", "\n", " AMT_GOODS_PRICE ... CC_SK_DPD_DEF_VAR \\\n", "0 351000.0 ... NaN \n", "1 1129500.0 ... NaN \n", "2 135000.0 ... NaN \n", "3 297000.0 ... 0.0 \n", "4 513000.0 ... NaN \n", "... ... ... ... \n", "307506 225000.0 ... NaN \n", "307507 225000.0 ... NaN \n", "307508 585000.0 ... NaN \n", "307509 319500.0 ... NaN \n", "307510 675000.0 ... NaN \n", "\n", " CC_NAME_CONTRACT_STATUS_Active_MEAN \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 1.0 \n", "4 NaN \n", "... ... \n", "307506 NaN \n", "307507 NaN \n", "307508 NaN \n", "307509 NaN \n", "307510 NaN \n", "\n", " CC_NAME_CONTRACT_STATUS_Approved_MEAN \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 0.0 \n", "4 NaN \n", "... ... \n", "307506 NaN \n", "307507 NaN \n", "307508 NaN \n", "307509 NaN \n", "307510 NaN \n", "\n", " CC_NAME_CONTRACT_STATUS_Completed_MEAN \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 0.0 \n", "4 NaN \n", "... ... \n", "307506 NaN \n", "307507 NaN \n", "307508 NaN \n", "307509 NaN \n", "307510 NaN \n", "\n", " CC_NAME_CONTRACT_STATUS_Demand_MEAN \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 0.0 \n", "4 NaN \n", "... ... \n", "307506 NaN \n", "307507 NaN \n", "307508 NaN \n", "307509 NaN \n", "307510 NaN \n", "\n", " CC_NAME_CONTRACT_STATUS_Refused_MEAN \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 0.0 \n", "4 NaN \n", "... ... \n", "307506 NaN \n", 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"\n", "## [Fonctions de logging MLflow](#toc0_)" ] }, { "cell_type": "code", "execution_count": 6, "id": "1d8830f1", "metadata": {}, "outputs": [], "source": [ "log_model_fn = {\n", " LGBMClassifier: mlflow.lightgbm.log_model,\n", "}" ] }, { "cell_type": "markdown", "id": "log323w8xvo", "metadata": {}, "source": [ "## [Gestion des runs](#toc0_)" ] }, { "cell_type": "code", "execution_count": 6, "id": "5p13d1dx40i", "metadata": {}, "outputs": [], "source": [ "def delete_run_if_exists(experiment_name, run_name):\n", " client = MlflowClient()\n", " exp = client.get_experiment_by_name(experiment_name)\n", " if exp is None:\n", " return\n", " runs = client.search_runs(\n", " experiment_ids=[exp.experiment_id],\n", " filter_string=f\"tags.mlflow.runName = '{run_name}'\",\n", " )\n", " for run in runs:\n", " client.delete_run(run.info.run_id)" ] }, { "cell_type": "markdown", "id": "rdqlr7eglu", "metadata": {}, "source": [ "## [Pipeline sklearn](#toc0_)" ] }, { "cell_type": "code", "execution_count": 7, "id": "pc3u4ngxy", "metadata": {}, "outputs": [], "source": [ "def cost_score(y_true, y_pred):\n", " tn, fp, fn, tp = confusion_matrix(y_true, y_pred).ravel()\n", " return 10 * fn + fp # positif = à minimiser\n", "\n", "\n", "scorer = make_scorer(cost_score, greater_is_better=False)" ] }, { "cell_type": "code", "execution_count": 8, "id": "nn9v7jz2vkk", "metadata": {}, "outputs": [], "source": [ "def find_best_threshold(y_true, y_proba, n_steps=100):\n", " \"\"\"Retourne le seuil qui minimise le coût métier (10*FN + FP).\"\"\"\n", " thresholds = np.linspace(0.01, 0.99, n_steps)\n", " costs = [cost_score(y_true, (y_proba >= t).astype(int)) for t in thresholds]\n", " best_idx = np.argmin(costs)\n", " return thresholds[best_idx]" ] }, { "cell_type": "markdown", "id": "twkds8iz6k", "metadata": {}, "source": [ "# [Préparation des données](#toc0_)\n", "\n", "## [Features & target](#toc0_)" ] }, { "cell_type": "code", "execution_count": 9, "id": "c41f5bd7", "metadata": {}, "outputs": [], "source": [ "X = df.drop(columns=[\"TARGET\", \"SK_ID_CURR\"])\n", "y = df[\"TARGET\"]\n", "\n", "\n", "# Fix noms de colonnes pour LightGBM\n", "import re\n", "\n", "X.columns = [re.sub(r\"[^A-Za-z0-9_]+\", \"_\", col) for col in X.columns]\n", "\n", "# on enleve les inf pour eviter de faire bugger certains modeles\n", "X = X.replace([np.inf, -np.inf], np.nan)\n", "\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.20, random_state=78\n", ")" ] }, { "cell_type": "markdown", "id": "cn45l9kye4j", "metadata": {}, "source": [ "## [Statistiques du split](#toc0_)" ] }, { "cell_type": "code", "execution_count": 11, "id": "df81edcb", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "TARGET", "rawType": "int64", "type": "integer" }, { "name": "count", "rawType": "int64", "type": "integer" } ], "ref": "6762525e-483b-40c4-a137-75acba1f08c4", "rows": [ [ "0", "226073" ], [ "1", "19932" ] ], "shape": { "columns": 1, "rows": 2 } }, "text/plain": [ "TARGET\n", "0 226073\n", "1 19932\n", "Name: count, dtype: int64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_train.value_counts()" ] }, { "cell_type": "code", "execution_count": 12, "id": "1356b14b", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "TARGET", "rawType": "int64", "type": "integer" }, { "name": "count", "rawType": "int64", "type": "integer" } ], "ref": "68a67371-803a-4b47-8d7d-57d79d2b77da", "rows": [ [ "0", "56609" ], [ "1", "4893" ] ], "shape": { "columns": 1, "rows": 2 } }, "text/plain": [ "TARGET\n", "0 56609\n", "1 4893\n", "Name: count, dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_test.value_counts()" ] }, { "cell_type": "markdown", "id": "sttzzbfevtq", "metadata": {}, "source": [ "# [Configuration MLflow](#toc0_)" ] }, { "cell_type": "code", "execution_count": 16, "id": "3dbxv71rla6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "if mlflow.active_run():\n", " mlflow.end_run()\n", "\n", "mlflow.set_tracking_uri(\"http://127.0.0.1:5000/\")\n", "EXPERIMENT_NAME = \"OC_P6_optimisation\"\n", "mlflow.set_experiment(EXPERIMENT_NAME)" ] }, { "cell_type": "markdown", "id": "ut02x0xok5p", "metadata": {}, "source": [ "# [Modélisation](#toc0_)\n", "\n", "## [Fonction run_cv](#toc0_)" ] }, { "cell_type": "code", "execution_count": 25, "id": "5e89d4a0", "metadata": {}, "outputs": [], "source": [ "FBETA = 1.5\n", "\n", "\n", "def run_cv(\n", " model,\n", " model_name,\n", " X,\n", " y,\n", " n_splits=5,\n", " tags=None,\n", " use_sample_weights=False,\n", " optimize_threshold=False,\n", "):\n", " delete_run_if_exists(EXPERIMENT_NAME, model_name)\n", " skf = StratifiedKFold(n_splits=n_splits, shuffle=True, random_state=42)\n", " aucs, pr_aucs, recalls, precisions, f1s, fbetas, costs, thresholds = (\n", " [],\n", " [],\n", " [],\n", " [],\n", " [],\n", " [],\n", " [],\n", " [],\n", " )\n", " sw_key = \"model__sample_weight\" if isinstance(model, Pipeline) else \"sample_weight\"\n", "\n", " with mlflow.start_run(run_name=model_name, tags=tags or {}):\n", " mlflow.log_params({k: str(v) for k, v in model.get_params().items()})\n", " mlflow.log_param(\"model_name\", model_name)\n", " mlflow.log_param(\"sample_weight\", \"balanced\" if use_sample_weights else \"none\")\n", " mlflow.log_param(\"optimize_threshold\", str(optimize_threshold))\n", " base = model.steps[-1][1] if isinstance(model, Pipeline) else model\n", " mlflow.set_tag(\"model_family\", type(base).__name__)\n", " for fold, (tr, val) in enumerate(skf.split(X, y)):\n", " sw = (\n", " {sw_key: compute_sample_weight(\"balanced\", y.iloc[tr])}\n", " if use_sample_weights\n", " else {}\n", " )\n", " model.fit(X.iloc[tr], y.iloc[tr], **sw)\n", " preds_proba = model.predict_proba(X.iloc[val])[:, 1]\n", " if optimize_threshold:\n", " thresh = find_best_threshold(y.iloc[val], preds_proba)\n", " thresholds.append(thresh)\n", " else:\n", " thresh = 0.5\n", " preds = (preds_proba >= thresh).astype(int)\n", " aucs.append(roc_auc_score(y.iloc[val], preds_proba))\n", " pr_aucs.append(average_precision_score(y.iloc[val], preds_proba))\n", " recalls.append(recall_score(y.iloc[val], preds, zero_division=0))\n", " precisions.append(precision_score(y.iloc[val], preds, zero_division=0))\n", " f1s.append(f1_score(y.iloc[val], preds, zero_division=0))\n", " fbetas.append(fbeta_score(y.iloc[val], preds, beta=FBETA, zero_division=0))\n", " costs.append(cost_score(y.iloc[val], preds))\n", " mlflow.log_metric(\"roc_auc_mean\", round(float(np.mean(aucs)), 2))\n", " mlflow.log_metric(\"roc_auc_std\", round(float(np.std(aucs)), 2))\n", " mlflow.log_metric(\"pr_auc_mean\", round(float(np.mean(pr_aucs)), 2))\n", " mlflow.log_metric(\"pr_auc_std\", round(float(np.std(pr_aucs)), 2))\n", " mlflow.log_metric(\"recall_mean\", round(float(np.mean(recalls)), 2))\n", " mlflow.log_metric(\"recall_std\", round(float(np.std(recalls)), 2))\n", " mlflow.log_metric(\"precision_mean\", round(float(np.mean(precisions)), 2))\n", " mlflow.log_metric(\"precision_std\", round(float(np.std(precisions)), 2))\n", " mlflow.log_metric(\"f1_mean\", round(float(np.mean(f1s)), 2))\n", " mlflow.log_metric(\"f1_std\", round(float(np.std(f1s)), 2))\n", " mlflow.log_metric(\"fbeta_mean\", round(float(np.mean(fbetas)), 2))\n", " mlflow.log_metric(\"fbeta_std\", round(float(np.std(fbetas)), 2))\n", " mlflow.log_metric(\"cost_mean\", round(float(np.mean(costs)), 2))\n", " mlflow.log_metric(\"cost_std\", round(float(np.std(costs)), 2))\n", " if optimize_threshold:\n", " mlflow.log_metric(\n", " \"best_threshold_mean\", round(float(np.mean(thresholds)), 2)\n", " )\n", " mlflow.log_metric(\"best_threshold_std\", round(float(np.std(thresholds)), 2))\n", "\n", " sw = (\n", " {sw_key: compute_sample_weight(\"balanced\", y)} if use_sample_weights else {}\n", " )\n", " model.fit(X, y, **sw)\n", " log_fn = log_model_fn.get(type(model), mlflow.sklearn.log_model)\n", " log_fn(model, name=model_name)\n", "\n", " thr_info = (\n", " f\" | Threshold={np.mean(thresholds):.3f} ± {np.std(thresholds):.3f}\"\n", " if optimize_threshold\n", " else \"\"\n", " )\n", " print(\n", " f\"{model_name} | ROC-AUC={np.mean(aucs):.4f} | PR-AUC={np.mean(pr_aucs):.4f} | \"\n", " f\"Recall={np.mean(recalls):.4f} | Precision={np.mean(precisions):.4f} | \"\n", " f\"Fbeta(β={FBETA})={np.mean(fbetas):.4f} | Cost={np.mean(costs):.1f}{thr_info}\"\n", " )" ] }, { "cell_type": "markdown", "id": "zswd2yxlc9", "metadata": {}, "source": [ "## [Entraînement initial](#toc0_)" ] }, { "cell_type": "code", "execution_count": 15, "id": "n5zywru980t", "metadata": {}, "outputs": [], "source": [ "# ini_tags = {\"dataset\": \"reduced\", \"phase\": \"initial\", \"optimisation\": \"default\"}\n", "\n", "# run_cv(\n", "# LGBMClassifier(random_state=42, n_jobs=-1),\n", "# \"lgbm_ini\",\n", "# X_train,\n", "# y_train,\n", "# tags=ini_tags,\n", "# use_sample_weights=True,\n", "# optimize_threshold=True,\n", "# )" ] }, { "cell_type": "code", "execution_count": null, "id": "be27877f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2026/03/31 09:04:56 WARNING mlflow.lightgbm: Saving the models in the pickle or cloudpickle format requires exercising caution because these formats rely on Python's object serialization mechanism, which can execute arbitrary code during deserialization. The recommended safe alternative is the 'skops' format. For more information, see: https://scikit-learn.org/stable/model_persistence.html\n", "2026/03/31 09:04:59 WARNING mlflow.utils.environment: Failed to resolve installed pip version. ``pip`` will be added to conda.yaml environment spec without a version specifier.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "lgbm_ini_full | ROC-AUC=0.7825 | PR-AUC=0.2742 | Recall=0.6704 | Precision=0.1932 | Fbeta(β=1.5)=0.3801 | Cost=24355.8 | Threshold=0.511 ± 0.021\n", "🏃 View run lgbm_ini_full at: http://127.0.0.1:5000/#/experiments/3/runs/875bb36e1cd945a1a597d2d52f963d41\n", "🧪 View experiment at: http://127.0.0.1:5000/#/experiments/3\n" ] } ], "source": [ "# ## Entrainement sur le full\n", "\n", "# ini_tags = {\"dataset\": \"full\", \"phase\": \"initial\", \"optimisation\": \"default\" }\n", "\n", "# run_cv(\n", "# LGBMClassifier(random_state=42, n_jobs=-1),\n", "# \"lgbm_ini_full\",\n", "# X_train,\n", "# y_train,\n", "# tags=ini_tags,\n", "# use_sample_weights=True,\n", "# optimize_threshold=True,\n", "# )" ] }, { "cell_type": "markdown", "id": "xt50m5un85c", "metadata": {}, "source": [ "# [Optimisation Optuna](#toc0_)" ] }, { "cell_type": "markdown", "id": "igxfkqjl8ak", "metadata": {}, "source": [ "## [Fonction objective](#toc0_)" ] }, { "cell_type": "code", "execution_count": 17, "id": "gd372y7s0ob", "metadata": {}, "outputs": [], "source": [ "def objective(trial):\n", " params = {\n", " \"num_leaves\": trial.suggest_int(\"num_leaves\", 20, 300),\n", " \"learning_rate\": trial.suggest_float(\"learning_rate\", 0.01, 0.3, log=True),\n", " \"n_estimators\": trial.suggest_int(\"n_estimators\", 100, 1000),\n", " \"min_child_samples\": trial.suggest_int(\"min_child_samples\", 5, 100),\n", " \"subsample\": trial.suggest_float(\"subsample\", 0.5, 1.0),\n", " \"colsample_bytree\": trial.suggest_float(\"colsample_bytree\", 0.5, 1.0),\n", " \"reg_alpha\": trial.suggest_float(\"reg_alpha\", 1e-8, 10.0, log=True),\n", " \"reg_lambda\": trial.suggest_float(\"reg_lambda\", 1e-8, 10.0, log=True),\n", " }\n", " model = LGBMClassifier(**params, random_state=42, n_jobs=-1, verbose=-1)\n", " skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)\n", " costs = []\n", " for tr, val in skf.split(X_train, y_train):\n", " sw = compute_sample_weight(\"balanced\", y_train.iloc[tr])\n", " model.fit(X_train.iloc[tr], y_train.iloc[tr], sample_weight=sw)\n", " preds_proba = model.predict_proba(X_train.iloc[val])[:, 1]\n", " thresh = find_best_threshold(y_train.iloc[val], preds_proba)\n", " preds = (preds_proba >= thresh).astype(int)\n", " costs.append(cost_score(y_train.iloc[val], preds))\n", " return np.mean(costs)" ] }, { "cell_type": "markdown", "id": "wzbi3x7aeik", "metadata": {}, "source": [ "## [Lancement de la study](#toc0_)" ] }, { "cell_type": "code", "execution_count": 18, "id": "japt8kfxp9h", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d850d5402a474fe2bea9819bc6d2e47e", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/100 [00:00[Logging MLflow — meilleure trial](#toc0_)" ] }, { "cell_type": "code", "execution_count": 20, "id": "t76zlw8axo", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2026/03/31 06:47:18 WARNING mlflow.lightgbm: Saving the models in the pickle or cloudpickle format requires exercising caution because these formats rely on Python's object serialization mechanism, which can execute arbitrary code during deserialization. The recommended safe alternative is the 'skops' format. For more information, see: https://scikit-learn.org/stable/model_persistence.html\n", "2026/03/31 06:47:22 WARNING mlflow.utils.environment: Failed to resolve installed pip version. ``pip`` will be added to conda.yaml environment spec without a version specifier.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "lgbm_optuna_best_full | ROC-AUC=0.7883 | PR-AUC=0.2826 | Recall=0.6829 | Precision=0.1963 | Fbeta(β=1.5)=0.3862 | Cost=23868.6 | Threshold=0.333 ± 0.031\n", "🏃 View run lgbm_optuna_best_full at: http://127.0.0.1:5000/#/experiments/3/runs/b298ae7fcceb49118aa342716d79bb95\n", "🧪 View experiment at: http://127.0.0.1:5000/#/experiments/3\n" ] } ], "source": [ "best_model = LGBMClassifier(**study.best_params, random_state=42, n_jobs=-1)\n", "run_cv(\n", " best_model,\n", " \"lgbm_optuna_best_full\",\n", " X_train,\n", " y_train,\n", " tags={\"phase\": \"optuna\", \"dataset\": \"full\"},\n", " use_sample_weights=True,\n", " optimize_threshold=True,\n", ")" ] }, { "cell_type": "markdown", "id": "gfa7tfa9bc7", "metadata": {}, "source": [ "## [Artefacts — courbe coût vs. seuil (OOF)](#toc0_)" ] }, { "cell_type": "code", "execution_count": 21, "id": "fp7fbye43vp", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "mode": "lines", "name": "Coût", "type": "scatter", "x": { "bdata": 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"" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Top 10 feature importances (LGBM)" }, "xaxis": { "title": { "text": "Importance" } }, "yaxis": { "title": { "text": "Feature" } } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feat_imp = (\n", " pd.Series(best_model.feature_importances_, index=X_train.columns)\n", " .nlargest(10)\n", " .sort_values()\n", ")\n", "\n", "fig_imp = go.Figure(go.Bar(x=feat_imp.values, y=feat_imp.index, orientation=\"h\"))\n", "fig_imp.update_layout(\n", " title=\"Top 10 feature importances (LGBM)\",\n", " xaxis_title=\"Importance\",\n", " yaxis_title=\"Feature\",\n", ")\n", "fig_imp.show()" ] }, { "cell_type": "markdown", "id": "0j9zczpa83de", "metadata": {}, "source": [ "## Évaluation sur X_test" ] }, { "cell_type": "code", "execution_count": 23, "id": "h748u82jnxa", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "int64", "type": "integer" }, { "name": "Métrique", "rawType": "category", "type": "unknown" }, { "name": "Valeur", "rawType": "object", "type": "string" } ], "ref": "ffed9c10-5eba-4987-92b7-bc39b20d2f05", "rows": [ [ "0", "roc_auc", "0.79" ], [ "1", "pr_auc", "0.28" ], [ "2", "recall", "0.71" ], [ "3", "precision", "0.18" ], [ "4", "cost", "29678.00" ], [ "5", "f1", "0.29" ], [ "6", "fbeta", "0.38" ] ], "shape": { "columns": 2, "rows": 7 } }, "text/html": [ "
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MétriqueValeur
0roc_auc0.79
1pr_auc0.28
2recall0.71
3precision0.18
4cost29678.00
5f10.29
6fbeta0.38
\n", "
" ], "text/plain": [ " Métrique Valeur\n", "0 roc_auc 0.79\n", "1 pr_auc 0.28\n", "2 recall 0.71\n", "3 precision 0.18\n", "4 cost 29678.00\n", "5 f1 0.29\n", "6 fbeta 0.38" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "colorscale": [ [ 0, "rgb(247,251,255)" ], [ 0.125, "rgb(222,235,247)" ], [ 0.25, "rgb(198,219,239)" ], [ 0.375, "rgb(158,202,225)" ], [ 0.5, "rgb(107,174,214)" ], [ 0.625, "rgb(66,146,198)" ], [ 0.75, "rgb(33,113,181)" ], [ 0.875, "rgb(8,81,156)" ], [ 1, "rgb(8,48,107)" ] ], "text": [ [ "40921", "15688" ], [ "1399", "3494" ] ], "texttemplate": "%{text}", "type": "heatmap", "x": [ "Prédit 0", "Prédit 1" ], "y": [ "Réel 0", "Réel 1" ], "z": [ [ 40921, 15688 ], [ 1399, 3494 ] ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, 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}, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Confusion matrix X_test (seuil=0.335)" }, "yaxis": { "autorange": "reversed" } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "preds_proba_test = best_model.predict_proba(X_test)[:, 1]\n", "preds_test = (preds_proba_test >= best_thresh).astype(int)\n", "\n", "test_metrics = {\n", " \"test_roc_auc\": round(float(roc_auc_score(y_test, preds_proba_test)), 2),\n", " \"test_pr_auc\": round(float(average_precision_score(y_test, preds_proba_test)), 2),\n", " \"test_recall\": round(float(recall_score(y_test, preds_test, zero_division=0)), 2),\n", " \"test_precision\": round(\n", " float(precision_score(y_test, preds_test, zero_division=0)), 2\n", " ),\n", " \"test_f1\": round(float(f1_score(y_test, preds_test, zero_division=0)), 2),\n", " \"test_fbeta\": round(\n", " float(fbeta_score(y_test, preds_test, beta=FBETA, zero_division=0)), 2\n", " ),\n", " \"test_cost\": round(float(cost_score(y_test, preds_test)), 2),\n", "}\n", "\n", "ORDER = [\"roc_auc\", \"pr_auc\", \"recall\", \"precision\", \"cost\", \"f1\", \"fbeta\"]\n", "metrics_df = pd.DataFrame(\n", " [(k.replace(\"test_\", \"\"), f\"{v:.2f}\") for k, v in test_metrics.items()],\n", " columns=[\"Métrique\", \"Valeur\"],\n", ")\n", "metrics_df[\"Métrique\"] = pd.Categorical(\n", " metrics_df[\"Métrique\"], categories=ORDER, ordered=True\n", ")\n", "display(metrics_df.sort_values(\"Métrique\").reset_index(drop=True))\n", "\n", "# Confusion matrix\n", "tn, fp, fn, tp = confusion_matrix(y_test, preds_test).ravel()\n", "fig_cm = go.Figure(\n", " go.Heatmap(\n", " z=[[tn, fp], [fn, tp]],\n", " x=[\"Prédit 0\", \"Prédit 1\"],\n", " y=[\"Réel 0\", \"Réel 1\"],\n", " text=[[str(tn), str(fp)], [str(fn), str(tp)]],\n", " texttemplate=\"%{text}\",\n", " colorscale=\"Blues\",\n", " )\n", ")\n", "fig_cm.update_layout(title=f\"Confusion matrix X_test (seuil={best_thresh:.3f})\")\n", "fig_cm.update_yaxes(autorange=\"reversed\")\n", "fig_cm.show()" ] }, { "cell_type": "code", "execution_count": 2, "id": "fbad1b27", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0f854af071114ace85d88339a68bd46b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Downloading artifacts: 0%| | 0/5 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import shap\n", "\n", "# Sample X_test pour limiter le temps de calcul (500 observations suffisent pour le global)\n", "shap_sample = X_test.sample(500, random_state=42)\n", "\n", "explainer = shap.TreeExplainer(best_model)\n", "shap_values = explainer(shap_sample)\n", "\n", "# Beeswarm — importance globale + direction d'effet\n", "shap.plots.beeswarm(shap_values, max_display=15, show=False)\n", "fig_shap_beeswarm = plt.gcf()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c937c9c4", "metadata": {}, "source": [ "### Exemples individuels\n", "\n", "Deux clients représentatifs : un prédit à haut risque (proba élevée), un prédit à faible risque." ] }, { "cell_type": "code", "execution_count": 14, "id": "53cd865e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Client haut risque — proba=0.917, TARGET réel=1\n", "Client faible risque — proba=0.018, TARGET réel=0\n", "\n", "--- Waterfall : client haut risque ---\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Waterfall : client faible risque ---\n" ] }, { "data": { "image/png": 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5554rffr0Kbsex+jVq1eQZ9qzzTgHGRkZMn36dHnvvfdk1apV8sorr1geD0EzPpP4TM+cOVO9Zx06dChXW3/++Wf183HHHSeDBw9WgY4RAk18TqNVyxSRHTmaTF91KEkBsxlTVmpycReHYEKi0Dte9Su/mAkPRBQ6BhlEMWDv3r1lAQZGzHXofP7555+ydu1aadeuXcDjnH/++ZKcnKz+H6Pa/mZBcFx0ZtHhQ8cM2rZtK1OmTFEBDwIbs+bNm5d12qMFZh8wY6B3Nq+55ho54ogjVGf8nHPOKWsvRrcxu3HbbbfJhx9+qF4/ZmhwX0CQ8b///U91mnHdDTfcoAK2jRs3yp133qlG7K+//nrVOdZhZgMd/r///lsdyxhkfPnllypAREfZavYBWrZsKZdddpnH43xp1qyZCo7wvqKDPWDAAMv7YZbm6quv9rgOny103NH5xmupCHObx44dKx07dpTZs2fL77//Lj169FCfKx0CEZxXBCZ5eXnqXKxYsUKdx4q0Fd+Ha6+9VgWN1UnTWg75b6cm5rAAdRnX9nBKh1SRJd6TiV7qJYi4nCIt64ic2LNVZTWXiGyM6VJEMQBBBHTv3t3j+k6dOqmO7OrVq4M6jh5gBIKRY3T+0FHUAwzA/+O6rVu3Sm5uruVjMUJvlRoULTArU79+ffX69u/f7zGajk4tRr8vueQSlSK1YMEClaYGOM8IPvDzW2+9pdLA8P8jR46UgoICue6661RakhmOh/OF2YycnJyy65F+hsAEs1LhgJmls846S5YtWyZffPGFmhWIBvjMHH300epcbdu2TfLz8z1uxznFLNIxxxyjziECpd9++81j9iKW1EsU2X7oY1JGv65p7eBWntp6nUt23RAn8y6Jk1quMO7sR0QxgzMZRDEAHWI9n9wIHV+9wxzu5wN0us3QBozKozYDo9ZGP/zwQ9nsCDq9GLVu3759UM/pdrsDpnAZmdNggoV279u3TwVc+jEwg4G6gJNPPlmNuqPz/+KLL6qUKVyHGRro0qWLPPbYYzJ69GiVIoVAAx3i4cOHy4gRIyQxMdHr+ZBqhXOGmRGkDCGlB0HHjz/+qB7nb6Qd5wOdbvNmavgZaWlItTK69NJL5fvvv1ezLUOGDFGXaAqSkUJlfi1IpcI5R5oVAg39XOEzZkyHChWCGbyvCACN8B4hhQ/fnWiDtKYEl0iBRYyeX1qmIolBNnvoZ25JiBPpXE9kzBFFksDCbyIKUfT9liSisMMIODrEeo6/eaQY9ROYPbC6vTz0WQqrvH59ZsM4Ko8OG9JTkHqEThwKmFG/gQ44Zgv0mg5/0CE0FlsHgrSnYCAFB516nBt0XO+//34V0KCmQQ+A3n//fXX+0MlFvQU670jHQVoYUnf0IANuv/12NVOAdCek+eAYSMvxldKEc3PxxReroASpPggy8HxIGUJKk/E8mqH+xarwGjNab7zxhmqvETrPKF5Hate0adPUa7AKFCuTHhjhHOI9ffPNN9WCA0j1wzk3du6RRobPCdKrkB6F21DTgteGxyAtzZhaFQrU1+Bihtmml156SQXA0WZHjkiDRJF4i68xAgbIOxhsBDJjc+kM3PfrRU5smC1Du5UvKCei2MUggygGIJ3EV2dLDyxwn3AFGfrqPlbHMz6fDrUauBihaBcj6kg7QgfSXLxshhmZU045RcINHUpcdBhJxwj/o48+qmYm9NF0tBEj5/rswOWXXy633nqrGlVHZ16f9cD7gM4raj0QmCDAOPbYY/224YorrpAXXnhBzYyceOKJagUkdHIxy+Fv9S0c97zzzvMqsse5Qq2HFbT5tddeK6tzOPvss6UqWQVGCKweeOABVUhvhBQ1nFdc36RJk7LzjvcL5wrtN8+WBQs1Q2eeeaZHuh8gEDZ/VgPVQ+EYqL8BrByG1C/984ygCkE13hPd9u3by14PIHWtbt26ZT8jFQwzafpiDTgmPneNkmrK1myRJp5NVvTrtmWHXsTtdtVUM4z47uq/R8yvA/+P64zfU/PrMP+MIBJBrP46wnGu+BzV61yRvTHIIIoBGOE157Lr9PqHcKZ/6Meyqq0I9vnQoUFHGp3FLVu2qKDDH/whNM4YhMsFF1ygOqsILtDRQ3CAjqbe2UIxMtKYUOCOP7oYQQfcD/dBLQU66sZOPWYt8IcWf7QRnOh/xH3BsZAOhJF7FGajhuamm25SaUL+ggykDqHtwRR+6zD7hCV6MdODIv1gZpHCSQ+M0Ilevny5mpVAJxufG2OgjBkcrPSFmSCcP9S/6PB6EdxhFqm8QQYK4bEKWkULv80Bnr5ymA6fK2MnDYydMjAGGFYrrhmPuWyPW45q4hB04YzhBK7LKdJk1b7QXwM6hjU6d/D7OtBpNA8EmF+H+ee0tLSwnys+R/U6V2RvDDKIYgBGo/SOmnl2wV8qVXnpaVJWxd16eo95hNiK/kfNV4BkhNdmzp8Ppo2BIE0Hy536quHAaDpg5B8XM6x2hJQeXzMHwcJsBlakQvoQ/rAjbce83G+44Lmef/55VWdSGbND/pgDo9NOO03NBD399NNq2V/s5QEItjCKunjxYrnooossj4UADEGLVa2LXf29XZMz2jnl7A4O+ezgMrb1E0XO7eiQr9ZqHsvXph+MVdYdrJF3OUTq1BTJNH2NGtRhqhQRhY5BBlEMwGgsZgOQ624cWULKEpZBNY82heP5ALUeWMHKCG0A7GsQiL56UzCdRH1fjnDXZPiDTi5qFzDLgkDEXFiPkXSkHqG2BMvCVmRUHDMqqOfA6D464YFmdioCAedTTz2lVpvCbIavlcCqAvYowWpdSDH7/PPPVYoaRsyRooYgCwER6mCMkNqD5Wkxy4Ti+HCtwFUdbN4v8tc2t0w42Sld6h/a8RsBxNjZnqtE/TKidGChzTulkUftmiKbr3XJ5JWaLN2tSU6RSPeGDjm1x6E9XYiIgsUggygGIIccaTwY9TUGFOgEI9Aw75GBzj2Km81pGsFCOgc61Ni8DsW3xmJvXIdUFONMAmYqzDMFSD1CCgxSZIJJg6qsmgx/kK6D14QCbKQvmQMndM7RGcYeDygar0iQgXOKpW//+usv9TpDqQsoD9QjYOnYX375xXLjxKqEegxsPIhieQRY+AwjgMDyvlgRyyqIwH2xHwaK5WMpyGidIjJseok8OcAlN/dySmINkbk7RC7/riRgqlRukcj4xZoMbuGQ4R0caiWqbdkim/bkSXrD4Gb+iIh0DDKIYgA6icjrR9oOlj5FnjqWYUUHDB02c5CBGQHUC5hH+1F7gOv1wAApSijM1lObjBvJoYOK4yCFSE8VwvOhcNC82zRmA9AOtFNfXQqdcnTScV9zLnBV1mT4g1Qp5CWjjVYzMwik0CnGCDx20zavjhQqdKhxCdamTZvUSlRWRfMnnHCCqnnxV4D5zDPPqHQj7E8RqG6kMuHziY0gEWhg00N9mWMUvptnMXTYKBH1PJhFOv7440NeJWvNmjVqRS+rNDnU2IRS51KV0lMcsjvfIVf/6Jarf/R/X30GQ1fkFrntN+89McYfvkXSB3vWZBARBcIggyhGoNOPzibSbdD5ROcJnX/MNAS70gc6/lgtxAijxYAgwRhkoMBv2LBhqnONC54DHT2sjmQuFsSoPI6LlC7MYKDjjtQjrBqEPPxohIANhdhY+QgF2L6gs/vZZ5/JzJkz1fkIZmf1cNHPvRWsjoURfn/vPWohUNBuVWtS1bCs7ieffFK20zk+ywjafK06hlSvm2++uWwWKdQg49dff1UXK/hsRmuQ0cazJjwsyrsMMBHFNoemb0dLRERE1dqm/Zq0GmexG18FzDzPJQNacMlRIgoNhyeIiIhsolltrBKlVcqO60REoWC6FBERVeru3fjXHxTEB9pskYLjcjqkUXyRbM+vGbZT5ta86zSIiAJhkEFERJUCG+JhBahAHn/8cRkzZgzfhTDp0qimbN8UvtOJjRGJiELFIIOIiCoFVq/66quv1Gph/mA3cwqfeto+iXOmSnGYJiCCWd2NiMiMQQYREVUKbJaHHbupajWJL5BwLumCJYylI5ewJaLQsPCbiIjIRtrXryElXDeSiCKMQQYREZGNHIYlpsIIe+AQEYWKQQYREZGNuHevC+vxcnNyw3o8IooNDDKIiIhsJKVGidSqEb7jZe3PCt/BiChmMMggIiKykTZtWkurMK4663Bwt28iCh2DDCIiIhvJycmRDqki4QoN2rVtF6YjEVEs4RK2RERENpKRkSGd66fJDxsqvsRUWi0R964VIi06h6VtRBQ7GGQQERHZzBPHuuSJY8NzrAULCsJzICKKKUyXIiIistlO6+FUt27dsB6PiGIDgwwiIiIbWb58eViP16BBg7Aej4hiA4MMIiIiGyksLAzr8dasWRPW4xFRbGCQQUREZCPJyWFcv5aIqJwcmqZVfPkJIiIiigq5ubmSlJQUtuNlZmayLoOIQsaZDCIiIhtZtWpV2PfdICIKFYMMIiIi8rvvBhFRqLhPBhERkY20bNky7Mf83xq3/FjBzf2cDpExfZ2SVitce5ETUTRjkEFERGQjBQUFYd9348Xv3PLRck1cFYgPit0iJQUH5PVTWJhOFAuYLkVERGQjO3fuDPu+G6szNXFrIkXu8l/inCI14xPC2jYiil4MMoiIiMjvvhtrM8NzgrIPHOCZJooRDDKIiIhspHv37mE9XnytZMnIDc+xCovCu1EgEUUvBhlEREQ2snr16rAeryApTcK1oZbLxVJQoljBIIOIiMhG8vPzw3q82cu3he1YqampYTsWEUU3BhlEREQ2UqdOnbAeb2teTQnXorO7d3PPDaJYwSCDiIjIRpo1axbW4x2oUV+tDEVEFAr+2iAiIrKRFStWhPV467JK97gIh6SkpPAciIiiHoMMIiIi8mnVXi1shd9xLPwmihkMMoiIiGykefPmYT3etvwaYTvW/gP7w3YsIopuDDKIiIhspKSkJGzH2pevSW6JK2zHI6LYwQWriYiIbGT79u3SuHHjsBxrfZZISrzIMwOcclZ7hyTVEPlnuyZ3zHDL/F2BH39Vd4dc3MUpneqJ1I0XyS5KC0u7iCj6McggIiIiS+syNfnmbJf0aCjy7Fy37M4TuaGnU2ac55LDPyyRNZn+T1yvxg5Zn6XJ/9Zqsr9A5IzWhXJax0SebaIYwHQpohigaZosWrRIJk+eLO+++658/PHHMmfOHCkqKgp5k6+//vpLPv30U3WcDz74QL766is1curP33//LePGjZP33nvP532ys7Nl1qxZqm3jx4+XDz/8UL777jvZt2+fRMI111wjDofD56Vnz55l97388svVdY8//rjXcdxut3Tv3l1q1Kghs2fP9ntM82XJkiVBtzcjI0NuuOEGadOmjVrBJyEhQRo1aiT9+vWTRx991PIxON9DhgyRBg0aqPbVrl1bDjvsMHniiScsPxsnn3yy33Y9+eST6nb8q5s2bZrX60Lb0tPTZfTo0VJYWGh5rHnz5slZZ52llmONj4+XmjVrSpMmTWTYsGHyww8/lN0PbQl0HleuXCmh+P777+Xcc8+Vzp07q7aaX1O069q1a9iOVdMl0r+ZQy7/3i2PzNHkjQWaDJpcIiWayMP9A3chbvzZLSO/d8sL8zR5f6kmUxcFiEqIyDY4k0EUAxBQoDPWunVr1YnMzMxUP+/Zs0dOPfVU1YkK5MCBA/L111+rzmfHjh0lJSVFdRD37t0rOTk5Ph+3e/duFeCgE4tgx9d9vvnmG3UfHBud3YKCAtVxzsvLi+guwdddd520bdvW6/oWLVqU/f+bb74pv/76qwoyhg8frl6D7u6771bn+qabbpL+/fvLs88+69XRR6CGzvOAAQPKVcCL84f3ddeuXeoY559/vuqUr127VnXW33nnHXnggQc8HvPggw+q9taqVUs9NzrUeC/xPtx3330qOMBrqlu3roTD4MGD5ZRTTlFBF4LSzz77TJ577jm13Cpev9Fjjz0mDz30kPo8nHjiiSqgi4uLU8HCTz/9pD6Hf/75pxx99NFlj+nVq5dceOGFls+N4CQU06dPV+1DgIOgLdxLwla29evXS4cOHcJyrGa1RXbkaDJ91aHvLmYzpqzU5OIuDhWEFIZQAuJ0sr6DKFYwyCCyOXQc9QDjpJNO8tgVGB01dETbtWsX8Di//fab6iCiEx3sWve4/++//6465AhOEDSYFRcXy88//6wCC3R20TmOJmeffbbq6PqTmJgoEyZMUOcXHd1///1XXT937lx55ZVXVIfv+eefV9fdeeedHo/FeUEnGx1m823Bwij7jh075K677pKnn37a6/Z169Z5/Dxp0iTVkW/ZsqX88ccfHsHMCy+8IFdccYV6PSNGjJAff/xRwgGBgvH1jR07VgVvCGo2bdqk2gKffPKJCoDQJgQ55s8mAlsEQWYIBsp7/szuvfdeeeaZZ1SA9frrr8uoUaOkOsnNzQ3bsdJqOeS/nd5L2KIu49oeTumQKrJkd+Dj1EsQSXCJ9GxdP2xtI6LoxnQpIptDEAFI2THq1KmTGh1evXp1wGNg5Bmd2B49eqgAA8EDgoNAENwg3Qkj+L6gA7x//3454ogjVICBlXHCuTpOVTn++ONl5MiR8t9//8nDDz+sgoeLLrpIzd589NFHalS+sqxZs0b9e/rpp1vejtQkI31WA8GG1WwJ0tUQGGHWAEFIZUAHHmk9OD/G9Kv7779f/YvUPqvgF58RzAYZZzHCDQFLuGZwIgGzU+FSN0Fku8VEpX5d09qBZ0Fh63Uu2Xp9nNxyOGcyiGIFZzKIbA6zB0iHQn6+EQKM+vXrW84umGGkGTDbgHz1zZs3q84hUqZ69+4t7du3t0yvQqoObsesSaBjo/P4v//9TwUzgLb16dPHIy3JF7QF6VXBQo5/MCli+kzQli1bvK7Haze/Lox6//LLL/LUU0/JggULVAB3xx13yJFHHimVSQ8iXnvtNfVc/maDkLqGwA7pUajXsOJ0OlWAhNkG1MYcc8wxldJu/bzqn029bV26dAk5iEC9kNX7hOAuXCstVRetWrUKy3HcmqZmHwosYv78g2MMiUH2IoZ+5pbaNUQuSM+RC3smh6V9RBTdGGQQ2RzqJVC86nK5LEc8d+7cqWYOrG7XZWVlldUPoHM9aNAgNZuBTqGeRmWsQwCMgCcnJ6taAX/0Y2PUHJ1NzAggYJg/f74KaIYOHRqwNgFF40izCdYFF1zgN/AxQn2Dldtuu02lFpmDl4kTJ6rX8MUXX6jOslX6Urih7gPBAAryv/32W3XOEdwdd9xxctppp3m8t0jhCqY4WJ99WrZsWdhSeBAE4LOCwBLnDrUDCFAxi2VsG85bqPC6rQJSXKcHsrEC75lxYYLy2p5dunxtvMWvhoSDvYe8wBOayozNmtRwijSrqcmFFW8aEVUDDDKIbA5pTRiZtqJ3PnEff0GGvtIQRoWNnVbUeaBz/88//6j0Gn12AOk7mO1A+o6v5zYfG+kpWOlIPwaKbqdMmaI6noGCDNREoKg4WLh/sJC+Y9Xp9dWJwwwMZokQuKGT7++8hktaWppK00Jb9RQnXFAP0rBhQ3nxxRfVzASg6B8QAPpTr169sgAuHN5++211MQcyWKFMp7ct2ADQCDMfKK43Q1AcSZgJQzCPAFQ/n5h5018jakww64fPjTE90Visbv4Zs32YndG/K+bnwGcPx/T3HDjXxpQw888YfEio01C25zikiUX2lX7dtmzrxRysaR5pg2gXfvb1OvC7ATNUlXmuquL94HP4PldkbwwyiGwOHV78obai1z7gPv7oHWXkyBs7zfgjitQMpAWhk4JVoPBcWM0KNR/o/AaiH88YpOidQzwef9DR2fBX04D2B7sSU6iwWlOgwm8dRulR+I3ziiAJy/ZeeeWVYRlVDgSF03qHfevWrWqZV8xsoKgehdwIlLACk96RRB2MP+go6SlyobIKLFHUjxkkdOIwS4W6D6yGZawf0NtWnsAGnT4cP9rowZrOfD6R2mbs0FqthmX+2fy9Mj8HZm+MgZrVc5hrTsw/oyOIzvesrZoc3dQh+GYaw4mjmjgkp0iTVSGtMO2Q/fsxc1m6cIQ5rc/8OvCdN37vK+NcVcX7wefwfa7I3lj4TWRz6MSh429VTO0vlcp8DF8zAPpKU3pNBEbUERQgyEAqlH7RC8Xx/8ZOpP4H2OrY+nW+9lIwdu6RjhPsBfevDFj1aPHixXLttdeqWRg8z8UXX1xpz+cLAhwEFlgZ6rLLLlPnD8vYgl4fsnTpUr/HwMpjYJzFwWcFMNJrRV/K2Oq9RICKIADteemll9QMGGa8jOlowbaN/AvXKDGOM3urplaYOrvDoWPWTxQ5t6NDvlqreSxfm55SetG5HKW7fBNRbOJMBpHNIV0GufAYNTaOwKHTj30ygtlDALUSy5cvt9wPw9yxRAcUx0ZNghWsGoQZD2x2prcPqVW+jo2Ojp524AvuV1k1GcFCcIU6A3SmkZ6EEVjssYFibAQfkdrMDUXbqBPZtm2b+hn1Gkhzw94P2Fixb9++Xo9BUIQVsUBPswI8DjATYVWYjc8ImOtzrGBmAzNECIT0fULQNqzshOMgBQ+F/xQ6zGThexUOG7I0mbPNLRNOdkqX+od2/EYAMXa2Z/D8y4jSwYo275RGHrVrimy+1iWTV2qydLemisXP7xiedhFR9ONMBpHN6RvJYYTdCJ1MBAPmZUKRRqPnxhs7l+g0Y+TZuBM0ZgU2bNigUpv03HekBp1wwgleFwQWmDHB/xs7qHh+BBJoj3HEHwEQAqOmTZsGTOfSazKCvYRSkxEMzBKhM472owBbT/FA0IHzj3+x2lRlwV4TyKH3tbEcYDUp3SOPPKL+RWoXOqRmmIlZtWqVCgKMGwTiNeK9euutt9QmiUb4bCBgQKoJalGCgVW4kFpl3CgQ+3fAeeed57W/B+Dzh/1AkJJHla91ikNOn14sk1docnMvpzw70KkCjeOmlARMlcotEhm/WJMjGjtkbD+nvHScU7o0YC4+UazgTAaRzSE/GCsJIQUFnUDk7mPvCuxNgFkMc5CB3ZSRznTNNdeUXYeZBIx4Y2M9zFBgpBodaqxig3+N+2D4Wi4Uz49ZDvOeDcgFx/4b6IRjRBudcqReoX0ILqxG2quyJgOd9IULF3pdjzQvzFQANoFDkHTLLbd4tBfBBuokBg4cqNKmsBpXoEL48njvvffUpoF47sMPP1waNGigdgHHcrp4TpwbrEClu+SSS9RsATr5CD7OOOMMld6GOgys0oTXgvoNpHwZIZ3p0ksvlffff199BrBbPHKsEWB8/vnnKi3v1VdfDXpPEDwHdgJHO/G5OvPMM1Xgg+ACO35369bNY8dv1P6gsB0B1VlnneVxLKxUhR3EreDcmD93/uCziuWIQd/tG4EcZtzgxhtvDLg6VyQZA8qKSk9xyJ58h1z9o1uuDrAvoz6DoStyi9z226GBA6wudUGLDHn/3NB2YCei6olBBlEMwMwB0oPQscRynsitRwcOS4cGm7+Njgsehw439r/Q997AqHVFi/mQFoP2oXP3999/qxkPzGCgfeYiyqqGUXsrmJlBkIGUI6REoXAdm8SZYS+Kyk6buv3229VMEkb3sVM3gjl0yhFEXn311fLEE094FfbiOswqoT0ILJBuhmASnfHHH39cRo8ebRksIPUKy+OicBvBBgJCvHe4DjMSwRbJG2cusLM3dvlGkAFYJQsrjaEd+DxgKWMEs0gBQqBz6623eqVrIYULF181KqEEGfievPnmmx7XzZ49W10An/loDjIQDFltZFgebVJQ8B2+2QeHgwkURLHCoWH5CCIiIrIFzAqGa0WzlXs16fSexW585YCZjFt6O+TZQdz1mygWcEiBiIjIRvRVwMKhVZg3587IyAjvAYkoajFdiogoSlkVPpshhSjcK2XZEVbX8rVfjA7nMVyrMkVSuFKlICHOIfXj3bKnIDxjkprHbhtEZGcMMoiIonxlMH9QW3HvvfdWSXuqM9R4YDGBQPdB/Ud1h9cZzg0g2yS7ZU9GeIKMhITwruxGRNGLQQYRUZSaNGlSwPtwL4ngYO+SQKk6+j4g5Kmx64C4HKlSEoZJiEB73hCRfTDIICKKUtg0kMIDK2nFioqu9mbWPLFI1CJ0YQgysrKwBw9nM4hiAQu/iYiIbCTYfUqCdUTbBlLsubk3EVFADDKIiIhsRN80MFxq5VvvJl8e2M+FiGIDgwwiIiLyqZ5khe3sFBYU8kwTxQgGGURERDbSsWPHsB6vRUqc2kgvHPLy88JzICKKegwyiIiIbGT79u1hPV6H9u2kWe1wHQ0V5EQUCxhkEBER2cj+/fvDvu9Gh9SKHweLUzWywWaHRBQcBhlEREQ2Uhl7UbStW/EZCLVC1YHwFZETUXRzaJoWhpWviYiIKBq43W5xOsM3hrhjxw7JS2gsG/ZXrLvgdDikzu6F0rtX+HYjJ6Loxc34iIiIbGTRokXSs2fPsG/u1yYMsxkbSuqGoUVEVB0wXYqIiIiqRIMGDXimiWIEgwwiIiIbadSokUSrNWvWRLoJRFRFGGQQERHZSGJiYqSbQETEIIOIiMhONm7cKNGqdevWkW4CEVURzmQQERFRlcjJyeGZJooRDDKIiIhspH379hKtMjIyIt0EIqoiXMKWiIjIRtCRr1WrlkSrrAJN/t4e+p4bSXEOOaZ5xZfRJaKqwSCDiIjIRjIzMyVa9ejRQ75br8mp07H9d+jeHbBfruhTL+ztIqLwY7oUERGRjdSoUUOi1fLly2V9lkh55yNyndE7Q0NEnhhkEBER2UjXrl0lWhUWFsq6TE3inPabpSEiTwwyiIiIbGThwoUSrZKTk2VdlibF5cuWkvz8/HA3iYgqCYMMIiIiG9G00Iuqq0paWpqs3idS3hbGxbGUlKi6YJBBRERkIw0aNJBotXLlKtmwv/yPb9y4cTibQ0SViEEGERGRjdSpU0ei1f5il+QUlf/xW7duDWdziKgSMcggIiKykfXr10u0Kk5pEekmEFEVYZBBREREVWLt3hLbztIQkScGGURERDbStm1biVZLd+SJy2HPPUCIyBODDCIiIhvZt2+fRKuteTXFUYEgY+/eveFsDhFVIgYZRERENhLNHfF9znrl3iODiKoXLjhNRERkIy6XS/2bma/JXbPc8vlqTXKLRPo0ccjzg5zSu7H/qQS3pskHSzWZvlqT+bs02Zsn0iZF5PxOTrnzSIckxHk+3vFcseVxnjzWKfcc5TmWuWI3lpYqf8oTl7Alqj4YZBAREdlI9+7dVaBw6vQSWZghMvpIpzRIFHljgVsGTS6Rfy9xSftU34EGApKR37ulbxOR63o4pVGSyJxtmoz90y2/bHLIryOc4jDlPJ3YyiGXdvW8rlcjz59L3JrszK9Yt2P/fmyykVChYxBR1WC6FFGM7AC8aNEimTx5srz77rvy8ccfy5w5c6SoKPgF68eNG2d5ee+997yea/Xq1fLzzz/Lp59+WvZ833//vezatcvy2GjH/PnzZerUqTJhwgR5//335csvv5SVK1dGbPfiUaNGqY6Urws6crprrrlGXffggw96HQft79mzpypYxTnxd0zz5e+//w66vXv27JGbbrpJ2rRpI0lJSZKQkCCNGjWSo48+2rJd8Oeff8rQoUOlYcOGqn21a9dWr+vRRx+VwsJCr/ufdtppftv14osvqtvHjh1bdt23337r9brQtvT0dLn99tslPz/f8lgLFiyQc845R5o1aybx8fFSs2ZNadKkiWrDN998U3a/DRs2BDyP//33n4TinnvukcMOO0zq1q2rzgv+xXl57bXXxO2O/lyfxYsXy7SVmvy5TWTiyU4Z288pN/ZyyozzXKroeuxs/6+hpktk9gUumXNRnNzX1ylXH+aU9052ydijnTJjsya/bPL+TnZIFbm4i9Pj0rWBZ5CxNVukRKtAQYaI5OXlVejxRFR1OJNBFAMQUCxZskRat26tOk+ZmZnqZ3RMTz31VK9RSV/S0tKkc+fOHtc5nZ5jFSUlJfLbb79J/fr11So3WHIyNzdXli9fLl988YUMHjxY2rdv79EJ/+6772Tnzp3q+m7duklxcbGsWbNGZs6cqdp61FFHSaRcddVV0rFjR6/r0eHVofP5448/ynPPPSfDhw9X51j3wAMPyMKFC1UgcsIJJ8gLL7ygzpFu9uzZ6ryccsop6twYoSMeDJwjPOeOHTvkmGOOkREjRqiO/Lp162TevHkqEHzkkUc8HvPYY4+pYAABCTruXbt2VQXDCAoQlEybNk0FRQhAwmHgwIHqefB+b9++XT777DMVlCxbtkwFoEbPPPOMjBkzRnXwjz/+eOnVq5f6fwSvOM8IMn766Sd1PnV4/Zdcconlc7dq1Sqkts6dO1d91vF+IFBDjcPXX3+tgjgEwwicoxk+X9PWa9I4SeTsDoe+2w2THDKio0M+WqZJQbEm8aa0J11Nl0P6NfO+/qz2Dhn7p8jyPSInWJzSvCJNFXWb06l06zK1sKWCEVH0Y5BBZHPoIOkBxkknnVR2PTr/GMleu3attGvXLqhjJScnewQIVhB0oDPZtGlTj+s7deqkZir++usv9Xx6YIPZDXSOEVz069ev7P5dunSRKVOmqOAkkkEGgrAzzzzT730wyv7RRx/JoEGD5NJLL5V///1XdYYQXDz77LPq9b788svqvrfddpvHY3E/BBlHHHGE3HnnneVqIzrl27Ztk1tuuUVeeuklr9sRbBihg49AokWLFjJjxgw1+6F7/vnn5brrrpO3335bzjvvPPnll1+CDkL9QRBjfH0PP/ywel4EDXiP9eB1+vTpaiYBMxg//PCD+hyYZ70QHJk7mwgkynv+zPCazZ5++mnp0KGDmpXDOY7m/Rrq1asn8+dpqvbCaXrvUJcxbpEmq/aJdA8xftyRUxokIPXKbOJSTd5YUCK4R+d6Ivcf7ZQLO3sOQKzPkgoz/14houjFdCkim0MQAcb0Hr3THxcXp0aHQx0l9ZdmhSDDqiOAEXOM/iPdwZjyoKfl1KpVy+P+6ERiNB5trA4wg4DZCgQW999/vzpP6KRj5B4j33gtlWXVqlXqX8yGWDHPiKATD2iXMcDQvfnmm+rzgRkpBAGVAZ10zD7g/CAI1t19993q34kTJ3oFGIAZjSeeeMJr1qey4XOIomN8XnNyciSapaamyvYckSaeXylFv25bduizCs/M1SS5psjQNp6BS7+mIo8f45QvznTKmyc4xeUUuegbt7y5wDMta32WJnGOis1mbN68uUKPJ6KqUz3+ehNRuWVkZKiRaKR9mDtNSGnC7cHCiDiCEnQM0WlGOtSRRx6pRvKDgc4ZghDj/dEu/IzOOTqe+BnpUug47969W3Xeg+Ert98Kns+c5uUvFWnLli2Wszq4GGG2AqPvGOlG+1FTgtqOAQMGSGXSZ6JQI4Pn8hfQ4P1DKhpG5Y3pRkb4vIwcOVJ1+FFXM2TIkEppt95h1FcM0tuG9DSkSYWioKDA8n3C5xypT+WBGTYE1EjvQp0QalEQ+Ji/S5UNRdyFQW6UHe8qHVjIK+6m/t8s4eBf/TzrBaF8euIvt/y8UZM3TnBK3QTPIGP2hZ5diSu6O+TwD0tkzO9uubyrQxJrlN5/XZaomQ4iig0MMohsDh17dDqtcpkxe4BaCIy6B8p1Rm4+RsRTUlLUaO6mTZtk6dKlqgN2xhlnBNyJF/dHQIN0K+PsBIp60YmdNWuWqgHQ4XgnnniiSvMKxgcffCDBskrn8gWdbSs33HCDvP766x7Xoc1Ip0FghLQfdJaRflTZkCaEWQmkQaFWAbNWqGPAaP/pp5/ucb5RbwCYqfDn2GOPVf+uWLEiLG3E7BWCAASo+CwgIENAgUC1f//+Hm2zqoEJBDMuSP8yw/u8devWcrUZgdiBAwfU/yMoRTofPmfBBqjhMmuzJoOnBFdwvnxk6fc4MU6kwCIwyT8YXOD2YE1e4Zb7/3DLld0dcn3PwK8dNR2jejnlup/c8u9OkWOal16/ep9W4cJvLE5ARNUDgwwim8OsgK9OkR5Y4D6BgoyzzjrLqwOGIlh0DLGaTe/evX0+NisrS6XeIKjp27ev1+3onCPFA3n1GNXGqDQCGOTGIwBp3vxgL8UPX6lCVjCDE6y77rpLrQ5lhhoSK3gdeD0I3DCrEOwsT0U0aNBAzQShWBqdbRST44KCdNyGmg09WNJ3gzbPwvg6R9nZ2WFpI1YNw8UIK1/hOv2zp7etPPUOffr0kVtvvTWsndIPP/xQvX4ERZ9//rn6XGKxhGAL8vWaKHzuEUwDjodAS3+NCNgRyBg/kwjcjQsLpBbvkgknN/L4PuH902tlsnNy1PFrxMVJk9oiuY0bS+NEt2zPcXk9B9KooEbebswj+nxOzOLgu4jZi0u/c8tJLYrk5QH4PeIK6nW0OPgW7s3H3EVpO/er6ZOKdDs0MS82Z263r9ehn6twvB98jvCdK7I3BhlENodRbF+pRPoqR+Wte+jRo4cqckbai68gA+vaY2UewHKpiYmeVaP4o4/latHhNObgIwUIheKY4Tj//PMDjh4HE4iUB9oVqPBbh84K2oqgDe1Bis0VV1xhGViFG0bsUceg/2FH2hZSnRB0oJAbMxd4LQiCDu034Bs60+XtpFu9V3jvsfoT0o+wPO0777yjiv5Rq6PT21aewAYdlwsuuEDCCTN0unvvvVctnIDZNQR0wa5YhSJsI/P5RBBqDnqNnTLokZ4mPTyuKT1Ph3gGZQdKSqR3mkt+36KpVCvjc/y9XZOkOJH+HRr6fU6kmOG+Z33pliMai3x+dkJZ2lMwr2Nd5qEVrXSdG8XJyixNtINBR+gckpODz0Z9n+22eh3hfj/4HOE7V2RvLPwmsjmM2iHIMC6bGkwqVbCdSf34VjDKhQADnW6s0mT+Aw/YvwNtM48OI/Bp2bKl6nAG0+nEMrnBXqzORTg89NBDqgN9+eWXq5Fv7KmAICOU/UjCAX/Y0QYsDXv11VerEcfx48er21BDE0wa1B9//OGVVqUHiHoKkZn+PpkDSUCBOYIArL6FZXyRToYanwsvvLBsL5Rg2xYpKOzHLAICpGiGWqbhHRyyM1dk+qpDQ/+7czWZulKTYW0dHsvXrs3U1MVo+Z7SzfxaJ4t8fbbLI8Awysj1rrI4UKjJS/+51SpUh5eW2yjpKQ6JY6+DKGZwJoPI5lBLgVx4jBobR5XQ8cdotXmkKRQ4BjqWeuGuETqiX331lergIsBA2o4VdPrBatM9feOzYDZAwxKylVGTESyskPTUU0+pYOmVV15RHW0sKYuaDKRcYU+ISMD+FCgIR5oCoCYGdRAosv7111/luOOO83oM3gs9tQkrZOn0QBCBoVXROFLc9FS6QDAjgBQ37HmBGSvs7YG2YQYLRfNYWhdLAkcTfVUpzL5FM6SiIMjAjt3YuXvZHinb8btEE3m4v2dP//gppUH3hmviyoKEIdNKZF++yOgjnPLNOnw3D30/29Z1yNFNS4OO1+e75Ys1pYFLy2SHbM8WeW+JWzbtF/nwFKeqzzAGGcUV3Muwqovuiaj8OKZAZHPoUALqJowwWowgwbxHBtJosKKSka+ZCmz0hg4pZhysZjAQYKAj6W9DN+ymDFiJyQj57xs3blS504HqBwDPE+wllJqMYCAIQmcc/6IAWx/J1/dWeOONN9T+IJUFmxlinwwr2GvEXEyNJWDhyiuvVDtmm2FFLOxdgcJx48pSF198serA4jWaZ5dwHGzkh9kq434s/qBWBLNh2GFcDyQRqMFll13m9ZkAzELdd999qsanMuCzi5kAq+dF8AjBrngWKUhjdDkd8u05Ljmvk0Neme+W0TNLZxZ+HeGSjvX8pyvtyRPZfACrWonc87tbLvnW8/L2wkORQv9mDmmU5JDxizW58We3vPivWx3/5xFOuaiLZxejTQpClYrl4oerRoiIKh9nMohsDp0+bISGUWbk5yMgQIEtRt4xi2EOMhAc4A85UkN0//33n5oJweg/cpiR/oM6DHRsMbJoLIJGYIFjoLOG50V6CS5G2GhNz8XHSkgYVf/nn3/UCDFydhFgIAjCLAdWHgpmNZ/KqsnASDtWQTJDIIEVptDpRsE1dq5G7YNx9B1paFhtCrUQSJtCLn+gVbjKA7UfSM/CpoWHH364CuowS4XCeTwnzre+NwZg1gDtxS7g2Kti2LBhqh4GwSVeLwIMXD958mSPAk28V9gBHelC2DwPM1T4DCHtCelPWEEKxebGOgt/8JwISJDWhfoRpE6dc845KtDAOcUKWZgxQeE9zhveB3yGsSKaeQYGASl2XPdVWxFoE0kdXjveQ8wAIUDEDBxWp8JnGv9iaV3U3UQzfNfx3UtNcMj4IS4ZH2AFYn0GQ9c6xSHancF1D05s7ZQTg1sATtLrVrzYV5/5JKLoxyCDKAagk4vVU9CBwko5qMNAYIBdpoNZ5QPBBTqgSGNBAIDHYClb5NCj42ksHMftes4+Ojt6Co05XUnviKJdWLkKBeQIWrDGv76HBwqmrTaLq0p6LYPVDMz111+vajBQY4BgzSolCue4stOmsIs4gj+sKIXib5x/nEMEAAhuHn/8ca80E9SPoKOO29DJR0CBWSOcb+zGjT0y9BV4jJB6hU4/dgTHcq54v/HcuA6BDAKPUDz55JOqSB3t0Av8cZ6QToUZDswA4XbMdCB4QhB18803e+2jgRSu0aNH+wy0gw0yUNCN2S7M0v3+++8qcMJnFTOCN910k1ouuKqXsA1VVdcABatV4AnJgKL93BPRIQ7NKhGaiIiIqiWkrgW7v0xVq/dyvuwrKv/45lsnOuXaHgw0iKoDflOJiIhsxF8NVKS1SCqs0OOtdnUnoujEdCkioii1fv16y1W3jFAzEExhfKzD6lqB8vmxHLPVSmnVDWqcrDaQjAYd67tk6X5Rq1yVB5MviKoPBhlERFEqmJ2lH3zwQVVDQf6dfPLJqgjeH9SooFieKk+rOm5RZWDlDDIQCBJR9cAgg4goSqEYO9DGgSiEpsBQcK/vFeJLixYtbHEqg92NPBLqFO2RYnf5V4JLTAxu5TIiijwGGUREUQpLzVJ4YM+PWIEVsVJTUyUaNU+sWE3G7t0ZCKPC1h4iqjws/CYiIrIR7GkTrQYexgCBKFYwyCAiIqIqUbJ3s9SoQM8DCx0QUfXAIIOIiMhGsFt7tMrNyZZmtcv/+Ly8/HA2h4gqEYMMIiIiG1m5cqVEq4SEBGlfgXKRnJzscDaHiCoRgwwiIiIbKSgokGjVrl07aVfXUe6UKYda/5aIqgMGGURERDYSzZszLlmyRNqkOMRdzn0ymjcv//K3RFS1GGQQERHZSJMmTSSapdct3fEbsxmhXGD7tq2Rbj4RBYn7ZBAREdmsJqNnz54SjdLS0qRuokNuPTz0tKekOJEhSXuxbWKltI2IwotBBhEREVVZkAEvDnaV6/EbNqSEuUVEVFmYLkVERGQjLVrYd6Sf+2QQVR8MMoiIiGykqKhI7GrNmjWRbgIRBYlBBhERkY3s2LEj0k0gImKQQURERNVD69atI90EIgoSZzKIiIhspFu3bmJXOTk5kW4CEQWJQQYREZGN2LluISMjI9JNIKIgMcggIiKykfz8/Eg3gYiI+2QQERHZSe3atcWuevToIRMWu+W6n9yiBbhvYpzIryNccnha6Bv/EVHFcSaDiIjIRuy8T8by5ctlTaYmJZpIkdv/ZX+hyD87AoUiRFRZGGQQERHZrCNuV4WFhbI+SwLOYgDmL1jDQRQ5DDKIiIioWkhOTpZV+zRxBzlBkV9QUNlNIiIfGGQQERHZSLNmzcSu0tLSZF1W8PevERdXmc0hIj8YZBAREdmIptm3DmHBsjWyL4TFsxo1alSZzSEiPxhkEBER2ci2bdvErrbl1wjp/lttfC6Ioh2DDCIiIqoWCmrbNxWMyG4YZBAREdlIly5dxK7W7XOLM4RtL+rUqVOZzSEiPxhkEBER2cjGjRvFrpbvyhdXCEEGC7+JIodBBhERkY3k5OSIXW3Jq6k22gvW3n37KrM5ROQHgwwiIiIbSUpKErvaWZIc6SYQUZC4gDQREZGNtGnTpsLHyMzX5K5Zbvl8tSa5RSJ9mjjk+UFO6d04cK7SP9s1mbjELX/v0GRRhkixW0S707q7sTNHk3tmueWbdZocKBLpXE/k3qOccm5Hp+XSvBuy3CGNjzbmErZEEcOZDCIiIhtZunRphR7v1jQ5dXqJTFquyaheTnlmoFN25WoyaHKJrN4XeA+Ob9e5ZfxiTRCOpKf4vt/+Ak2O+aREPlutybU9HPLcQKfUqSky4iu3TFrunROVkStS6A6t27J///6Q7k9E4cMgg4iIiMpMW6nJn9tEJp7slLH9nHJjL6fMOM+lCq7Hzg5cEHF9T6dk3eSSeZfEyYmtfM98vL1QkzWZIl+c6ZRHj3Gp5/ntPJccmSZyxwy3FJZ4BjSh7PSty8sPYec+IgorpksRVTPz58+X3bt3q8uBAwekdu3acuGFF1red8uWLbJ+/Xp1371790pJSYmcdtpp0rRpU8v7Z2dny3///ac280LxaHx8vDRo0EB69OghTZo08bjvsmXLZMeOHZKRkaFGC5HKcM0113gdE9evWbNGrXiDduC4CQkJUr9+fendu3fQO/KiTV9//bXlbS1btpSTTz5ZIu3999+Xyy+/XBwOhxpN7ty5s9d9lixZIt27d1f/36dPH/n777+97lNQUCANGzZU7y/OP87xk08+KWPGjAmqHd26dZPFixeH3P6//vpLjj76aPX/n3/+uZx55pmW98Prg+OPP15+/vlnr9vx+lavXi35hg4ePhvvvPOOOJ1OmTNnjnrtRtOmTZNzzz1XbrvtNnnhhRc8ztWQIUPk+++/t2wLzhPgHFk9v37cYNSrV099LvFZxbno1auX133QtjvuuEMuuOACmTRpkkQj83c1VNNWadI4SeTsDocChIZJDhnR0SEfLdOkoFiT+DjfwUPjWsEt//T7Vk0aJooc1/LQeKfTgedxyuiZbpm5WZMTWx861vqs0HcydzldIT+GiMKDQQZRNTN37tyyzn9hYaHf+6Jzj0tqaqrUrVtX9uzZ4/O+6PxPnz5d3G636hynpKRIbm6uLF++XHXu0dFDZ163YMEC1RlGp6y4uNjnijYIbH777Td1v7Zt26p16/XjfvHFFzJ48GBp37590K+/U6dOXp2oWrVqSTQYP368ep1ZWVny0ksvydtvv+3zvjVq1JB58+bJ2rVr1Xkxevfdd1WAgfvoTjnlFI+f4cUXX1TB17PPPutxva8gMpBXXnlFBYA1a9ZUbfcVZOh+/fVX9d7iPQwWPl8IJGbPni1V4fDDD/c6PxMmTFBB8ujRoz2C3OTkZOnZs6ccc8wxKnBHkONyHeqk4r168MEHpXnz5jJu3DiJVsY2l8f8XZqqvUCH3wh1GeMWabJqn0j30tiuQgpKRBIteiFJB6/7d6fIia09ZzJcDk1KtODXsG3atGIBFxGVH4MMomrm/PPPV50hmDp1qhQVFfm875FHHinHHnus6nQsXLjQb5CxatUqNfJ70kknSevWh/6yowM8efJkFRQYg4xhw4apWRSMamOU2VeQgZFrq9kTBAtoP0aM27VrVzY6Hkjjxo1DCkqqyqZNm9QI/dVXX61mETAT8Oabb6rXb6Vv376qo/3qq6+qgMRo4sSJ0qpVK9Uhz8vLU9dhNgkX88wJgow777yzwu1HwPjNN9/IcccdpwJBBID4vCBosoLPgv7c//77b9DPg8/Tn3/+qZ7r1FNPlaoogjafH8y+IMi49NJL1ayP2a233qoCEzwOgZzuoosuUu8H3lt89qMVZjAxCFFe23NEBjT3vr7JwVh+W7Ym3RuGsFmFDx1TRX7eKLIxS5NWKQ6PGQ7Ymu05c1GemYzNW7aI9Dz0e4uIqg5rMoiqGT3ACAZG+IMd1dSDFfPyl/gZAYB5FB0d0WACA3SyrUbWcVzMSKDTpnekg4W2YvYkmmAWAEHBjTfeKJdddplK30Fw5gvSfJAyhEDLCKPl6LSPGDFCqtJ7772n0t6uuuoqueGGG1TQ8cYbb/i8f1pampxzzjkqvc7f6zRDyhdmSu666y6JVk899ZQKPl577TUVOMLTTz+tUtuuuOIKOfHEE6W6QBF3fnFwF6Q2Ql6xSLzFr42Eg8OSuD0crjrMqeo8RnxVIn9u1WRtpiZP/l26opXV86DoPJRZDCKKLAYZRKQgBQQwuq7XZOzatUt++eUXiYuLk8MOOyzsZwrPgSAEnc5gYRQc6S7oFKNzi1kDvXMUCO6H2ZpgL8EeF6ZMmaI6prggyEAwiBoEf0aOHKnONUb1dS+//LI6JzfffLNUJZxTBD5nnHGGDBgwQM0AfPzxx34f8/zzz0tiYqLcd999KsAKRosWLdSMAGYSAp2fSMH5x2tHgH7JJZeo+ppHHnlE0tPTVeAR7TBLqJu1WZPEl0qCuqzcW/oYpDAhlcks/2Cn3yrFqTwOa+iQSac6ZW2WSP9PSqTd+BJ55T+3vDS4tGtS23NcQ9Zmhv4ctaMklZIoFjFdiogUzDb0799f1QkYC6xRm4HcfNR1hDu9CKP9SH1CEBNMxw8pROikYoYGAcrKlSvVSDPSegYNGhTwGChs/+STT4JuI4p7MWMTyHfffSebN2+W66+/Xv2MoAmF6EirQXE8Rv2toEgcI/pvvfVWWeoQCpWRSqUHfVUBdTuYPbnyyivL0rtQLP3MM8+odDa0x0qzZs3UyP7rr7+uZnKQZhQMHBev89FHH1XnwDxLFg0QVGPWZezYsaoYHvVPH3zwgaqHCgUWXMDnVX8cPoMIXvXPFY6L+htjWtr27ds96o7MP+MzhbRBfSbR/BxY7AGfHzxHp/oOeecEtwqajSlemZmZqk7L+HOT2qllaVEb9haIpiV6PMemTDzeKU1rO4J+HSKN/L6Oczo0ltPbuWThLpG9WfulX8sEmbOr9DPYKgnHLC57jt15CPpDm8lATRja6etcVcX7wefwfa7I3hhkEFEZjEpjNBudRwQXKGBetGiRqrnQazDCAcdFwTD+EPvqwJqho27urKNAHR181JNg9NZXZ974+lBAHSzcPxhIK0KH4rrrriu7DilHmN3AyPdjjz1m+TgEIwguEIygY4Nzgg7ME088IVUJNSHoaCHVS3fTTTepmQrUjPh7j9BWrLKEFCMEWcF0wlEvgPsi2MAFMyHRCEXeX375pUoJGzVqlArCQ4UVq4zM3yF8Bsx1L+aFDcw/mz/n5udAqpveaU6r5ZCremKm0DxbWM/nzz0bOeT3LTXF2KXHc/w3r0SS4jTpkCoSHxfk61haEvB11HSJHImbmpRuqvHzxtLHnNohQerUOdQZbZzkkE0HJOQlbI0d2ki8H3wO3+eK7I3pUkSkoLAbqVHoUKLAGMXf+BedYIzE/fPPP2E5U8j712dKhg4dGnRH3go6D1gNSJ8ZCQQzJhjhDfYSzAwLRoBRSIxztWHDBrXEMC5Il8If1EDLnKLzipoUrOaEC2aMkE5UVZDmhFkFvdBcbz9mmbp06aJSufytYobXiRmMnTt3ykMPPRT08+K+CGixJCw+XxVRmaOiWJ0KBg4cKNUFVgiriOEdHLIzV2T6qkPpgrtzNZm6UpNhbR0ey9eijgKXcEHdxVsLNTkt3SEd6nm+r+3DO5lKRJWMMxlEVLYkLdInzKNw+BnXl6Y+VAxG6xFgoGgbwYv5ucpDH7E17sngCzrRwdzP2FnztTqUDitI4ZgIwrDvhxV/y7wiFadDhw6qPgH7M5x33nlVmj6EZYsRIICv9mO1K6s9UHT33nuvCpAwoxPsSlcILu+++251f8xkYBU0M31pYn8LA2DUPpTFEGJBRVdfQ5DRt4nIyO/dsmyPSINEkTcWuAV74z3c3/P7cPyU0lmHDdcc6k5gtagPl5UGHvN2lv772JzSmp1WySKXdD10jC7vFcu5HR3SMtmhVo96c4Em9RJE3jrR+3vXtq5DZm52S3EIxd+NDu6jQkRVj0EGESmocfDVWUMqTbCFvf4CjK+++kqNiiPAqMgSm+bUKwhmRgSvMdw1GR999JGafUB9gVUHGHsxoGbB314S2JNBnwW45ZZbpCphvwfM2CA1ymolMgQC2LfDX5CBoAi1C9dee63cc889QT839svAucH+IlYbF2I2CelXqDGwgtkrfK6Mhc4kajEEfYavPFxOh3x7jkttiPfKfLfkFYnahXviUJd0NM0uWEGw8IBpZ3D954HNPYOMHo0cMmGJJjtzNRXMYMO/h/s5pZHFhn7pKQ5xhzhpkq2W1i7/bCkRlR+DDCJS0FFGwSJGtVGYp8PP6Mij4LqiMxgIMFAToe/SbAXBDFKq0PE15jJjtsCcBoKiTn2PBqT7BBLumgwUyWOVpOHDh3vUM5hnAVDTgg0IzcsD6/DYrVu3lu2CXlWQEjVz5kyVEuRrNSu8bz/++KPlpoFGCEKwp8SHH34YdACJWSIEZxdffLEKcqyCl379+qmZIKz2ZE4je+CBB9S/2IeFwis1wSHjh7hk/BD/9zPOYOgGtXSKdmdw2difnBb8xoFtUkTcIRZ+43tHRJHBIIOomkGRs57Djo43OtooTAV0ypF6o8OqS0jBAT0lZvXq1WqFD8Byq/ryseho/vTTT/Ltt9+W7fiN4AKdaHQG9dx0HY6rb+6nzybo7cAx9U3OEFigo4pAo2vXruq++v11KDTXO+CYbUDBNIorUWyuQ4E37oMOrL66FFZFwrFwXOPOzYFqMsIFKyrpGyT6gg7wk08+qWYMfK2+hNcUiR2kUZSO9+ess87yeR+sMoUgCUvr6q/XFxR/YyUyBEzBrsKEwAEb32GzSCuY6UBKGTbOQ31Lr169VMdx1qxZKsDE5wyzLXSIcZDATtLrhl57Y961nIiqDoMMomoGy7aa6yMwog7omBuDjN27d5fdZny8MXdbDzJQ6I1Rfqwmhfug84mOIjrlGF03j04jhQUBj1U7EOzoQQZShhBgAPYbwMWqI+5rlF+HfRtQWI3H45gY5cbIP4If7Bhe1bAhINK/kE6FjrW/vTDQ+cbyp8Eu8VpVMDuAABL7eviCAAozLSgODxRkYI8NLByAZW9D8dxzz6md5q32JUHAi88VAok//vhDzaroGzxiBSyc21CXlbU7u54PzGSECgMYRBQZDi2U3aaIiIgo6hdxqEhNRrRCd6XWi0WS5w4uFQtzGGM6b5fHTi1/qicRlR+XsCUiIqKoh6WKW9QJbVzUzXFUoohhuhQRkc0gPQ1F3YGkp6dXSXuoahlTJu2mbXKJrM5yqY0Cg1ErQBomEVUeBhlERDaDgu4xY8YEvB+zZe0JCzvYNYCs79gvcc4GUhTkitqJDDKIIoZBBhGRzYwYMUIV8lNswhLQdtUssVCKQ9iyB4tfiLSszCYRkQ8MMoiIbAb7Wfjb04LsTV8xzo6O7tBYtEML5BFRFGPhNxERkY1Y7Z5uF/G5pXv8BKtB/fqV1hYi8o9BBhERkY342tjQDuq6M0O6PzYsJaLIYJBBRERE1ULdWvHSIDH4+2fn5FRmc4jIDwYZRERENtKwYUOxq3bt2knbusHfHxvyEVFkMMggIiKykVq1aoldLVmyRNqnOsQVZPTQvHnzym4SEfnAIIOIiMhGNmzYIHaWnhLc/bBh37Zt2yq7OUTkA5ewJSIiomohLS1NumU5pFltTQJtl1ErTqR3in33DCGKdg6NW74SERHZRnZ2ttSuXTvSzYiaWR1uTEkUGUyXIiIispHSXa4JGjRowBNBFCEMMoiIiGwkMzO0vSTsbM2aNZFuAlHMYpBBRERkI3FxLLckoshjTQYRERHZdlanbt0QNtYgorDhTAYREZGNLFy4MNJNiBo53PGbKGIYZBAREdkIF408JCMjI4LvBFFsY5BBRERkI/Xr1490E4iIWJNBRERkJ1lZWZKSEuS22DEwq/P7FpHX5ltv3de7sUPu7uMQh8NR5W0jsjsWfhMREdnIggULpGfPnpFuRlRYtmyZfHmgk9z3u3WQoYnI3lEuSU1gkEEUbkyXIiIiIlsqLCyU9VmauJylAYX5QkSVh0EGERGRjaSnp0e6CVEjOTlZVu/TpNh6IoOIKhGDDCIiIhvhjt+HpKWlyVpugE4UEQwyiIiIbGTv3r2RbkLUWLZilWzNjnQriGITgwwiIiIbcTr5p123q6CGuFl8QRQR/E1ERERkI4cddlikmxA1ipKbR7oJRDGLQQYREZGNLF68ONJNiBpr9rLimyhSGGQQERHZSElJSaSbEDVW7MyTGuzpEEUEv3pEREQ2kpqaGukmRI0teTWlhDUZRBHBIIOIiMhG6tevH+kmRI0MqcvCb6IIYZBBRERkI2vWrIl0E6LGmr1MHSOKlLiIPTMRERHZQma+JnfNcsvnqzXJLRLp08Qhzw9ySu/GjoCP/We7JhOXuOXvHZosyhC1O7d2Z+DuyR9bNDn209IgIuMGlzRI8nyunEJNsopcFXhVRFQRnMkgIiKykdatW1fp87k1TU6dXiKTlmsyqpdTnhnolF25mgyaXCKr9wUuiPh2nVvGL9YEIUJ6SvDPedOvJVKrhu/7rM8K4UUQUdgxyCCiqDB//nz56aef5JNPPpFx48bJpEmTJFqsW7dOLr30UtV5S0xMlBo1akjDhg3l+OOPl48++kg0zbMj5Xa75fnnn5cePXpI7dq11f0bNGggJ5xwgvz444+Wz9G4cWNxOBxll4SEBPWYI444Qu666y7Ztm2b5eOMj7G64HyWx5IlS+T888+Xli1bqtccFxenCorRnvvuu0/27Nnjcf+ePXv6bceVV15Zdt9Ro0ap61wul8yYMcPrub/99lt1+4033ujztWLDOZyjRo0aSb9+/eTRRx+VzMxMr2Nt2LAh4Dn677//fL4PeN14H4YOHSqLFi2S6iA7u2q3uJ62UpM/t4lMPNkpY/s55cZeTplxnktcDpGxswMvIXt9T6dk3eSSeZfEyYmtAs98wLiFmmw+IHJVd9/3X7+fFd9EkcR0KSKKCnPnzpX4+HjVoSssLJRo8fHHH8tVV10lxcXFMmDAALnwwgslKSlJdV4RFF1yySVy4MABuf7669X98f+DBw+Wf//9V9q3b68ei9e0evVq+eKLL1Rn9c4775Snn37a67nQiR8zZoz6/7y8PBVYzJkzR5599ll5++235bXXXlPPZ9aqVSvVcbdy1FFHhfyaX3jhBbn77rtVEDBo0CDp3bu3Cpa2b9+u2vPkk0/K119/LQsXLvR4HDrkjz32mHqcGYITMwRjeJ6//vpLdeiDYXytubm5snHjRvn999/lwQcfVOcHQd+JJ55ouUGd1bnTj+nrfcD7+eeff8oPP/ygXjsCkvT0dIlmu3fvlubNq24TummrNGmcJHJ2h0PvYcMkh4zo6JCPlmlSUKxJfJzv97dxreDee93ePE3un+2WR/qVzpj4si5TxCGalM6REFFVY5BBRFEBo+bJycnq/6dOnSpFRUWRbpLMmzdPrrjiCqlVq5YKEBBkGGEG45VXXlEdcN15552nAoyLLrpIPvjgAzXirtuxY4ccffTRKmjo2LGjOrYRZgwQgJh99dVX6rhXX321tGvXTh3DvJqQ1ePK4/PPP1fHatGihZpR6Nq1q9d9li5dKq+//rrX9QgubrnlFjXDEIy2bdvKP//8I9OmTZNzzz03qMf4eq0IwjDzgeMg+DEHDvg52HNk9T5gJuvDDz9UARiCGTpk/i5N1V44TYEi6jLGLdJk1T6R7g3Dd8YemO2WtCSRa3s45NE5voOM9Vmamk0p5oQGUUQwXYqIooIeYEST0aNHq1kVjNybAwzA6Ds61foIOTrM3333neo8T5gwwSPAgLS0NNWhBoz4B7tp2rBhw+Thhx+WgoICeeihh6QyITULECBZBRiA6994442wnF/MXj3wwAMV3kDu2muvVbNGWVlZ8sgjj0i4nXLKKWWpc9EOqWtVaXuOSJNa3tfr123LDl8vf1GGJm8v1OSFwU5xOf3PUKzL0rhHBlEEMcggItvIz88P+oJUnUDHmj17ttSrV8+jnsCf999/X/2LWQfUYVg5/PDDpUuXLrJ+/Xo14xGsm2++WR3z77//9prlQSrXli1bvC5bt271qhfxByldWP4UsywDBw6U8sBzWrUFAZIZ6h8uv/xyWblyZdiCFpg1a5bXbXh+q3ZhdikYy5cvV//WrVtXoh1mmsoLBdX5xcFd9M9WXrFIvMUiTgkHcyVwe7jc/EuJDG3jkJNaB+6+rNorTJUiiiCmSxGRbWD0PVinnXaaNG3a1Ofty5YtU535Nm3aqFqDYOAx0LdvX7/3Q30AOoKoQ+nTp09Qx8aIf7NmzVQtCGo1jOlAKEhGepPVY1AMHWz6EtoDCDLM9u/fry5GTZo08ai/QEce6Vy+0rDOPPNMr+ufeuopVeSPGhXMRCBVqbwwg4THo3YEM1A1a9Ysuw0F91bnCJ8BBEZG6DwjAAHMjOCxKOTHzNRll10m0a4iqYazNmsyeErgYm1YPtIlneqLJMaJFFhMROUfDC5wezhMXuFWBeZLLg9ufBSF4UQUOQwyiMg29JSWcOyKvHfvXvWvsd4iEBQJA2Y/gkkN27dvX9DHNrYFbTMGGejYW6UIITgydrQD0dtTp04dy5kUfabGOLrfqVOnsp8x0/Luu+9aBmVYAcoKZgZuu+021X6kpVU01QlF+Xgd6GgbXzuCuVtvvdXr/lbvL4IUc0CCWZcXX3xRhgwZElJ78F6hpgcBn77yE4IY/RwjGMLnxvh5xPMjgPP1M2Zf9FWwrJ4DgRaOWZ7n6FTfIRNOdqrgCp9T/Tmyc3LU8WscfG/z8wuktpaHT4tKi9p6wC179mR6PMfyrVhDto40re0I+nWUlOD9cFqeq9EzSuT01kVS05UoG7JKZ1G27s3Bu64CikK3Jo4DO8qeo3ZNkdwgZlEOZGdLakLlvR9V8Z5X1+cge2OQQUS2Ec4VdfRAIScHnZjg6H989QDFF31GAKsYlWdpUnMQg87gBRdcIBWlt0cPlozQQdc72Ch+RlG8GUb6UXgd7MyJDkvi6qtnWQUCocCKU/oyw0bo2AR7jrAaGAr6AbNG7733nqxdu9arxiYY5vfKHNQgEDIHvMZOmdXPqO3x9xwIkBBslec50mo55PJu6ACaP5vmwPPQjFPPRg75fYtIqqkdK/OSJSlOkw6pwb8OlwtTIprludqc7ZDN2TXls3XGaZPS19n7wxLp0VBkwWWHnqNtXZFduRJQHcPzVMb7URXveXV9DrI31mQQkW2ggxnsJVChMeom0FFFoS9qHoKBxwCWZPVn8eLF6t8jjzwy6NeGVCSk9aSkpPhN86oIvT2okbAqJkYnHRd02MMJnRUUf2MGQl86tjwQCGDpX3RsQpnBsWqP/lrvuOMOFVAhVQ2zORWpd6gqq1atqtLnG97BITtzRaavOlT/sztXk6krNRnW1uGxfO3aTE1dyuPzM5xel/M6lh77g6FOeXGwZ5emfV2HuBxcWoooUjiTQUS2gT0SwlWTgdF4pPjMnDlTJk6cqOoFAsEqUyhgnjJliloNyiptCPssoKOKjf1QBB4sjKwjBQj7XvgqKq8o7OuB1CsEGXjd5S3+Lo8bbrhBpSNhmdhQzosRlgYG7O0RTpgZeemll+T0009XQcf3338f1uNXdwgy+jYRGfm9W5btEWmQKPLGArda2enh/p4d/+OnlAb3G6459N3YmKXJh8tKg4F5O0v/fWxOaV1Iq2SRS7qWHuPM9t7jogt2lR4PxeANkjxTcNLrMiWHKJIYZBCRbYSzJkPvtB5zzDFqw7jOnTtL//79ve7z6quvqroCBBgo+D7ppJNUoTBWpDIvY7tr1y4ZMWKE+v/777/fctM6K9gnY+zYsSrwwc7WlQkF2MOHD1f7QmA5Xn12prIhR1t/7meeeSbkxyPdavz48eq9wKxIuGEZYRTs//zzz2qp4mAL9iMBu7RXJSwl++05Lhk90y2vzHdLXpHIkWkiE4e6pGO9wB197GeBvS+M9J8HNj8UZISqTYpIicZAgyhSGGQQUdSkeOg1B1g+FulMGPXXc4E7dOgQ8Bjh3uUY6UPIx8csBkbHMbKPmQQUQ2KVJ3Q4sRTtW2+9VfYYzGJgx2+sdIW0KQQ+DRs2VLMD2NAP9Q5YatVqWVyk+jz33HMe6VHYbRqrR6HeA7MkVp3bPXv2lD3ODO222m3bl7PPPlsdC4EVdvrGa8bMgr7jN14Tlt5FZ968twnes5dfftkyeMIMidXqUkbnnHOOek79fbdifK1Ie9u0aZPa8RufH6RxYYd2q042dgb3dY7OOOMMNYsTCGanzjrrLBUgIpCMVvj+VLXUBIeMH+KS8QHq4o0zGLpBLZ2i3Vm+QOKh/i55yDv2V9JTGGAQRZJDC2URdSKiSoLRenRirSDHHiPJkYJcf3QwkUK0c+dO1ZlGkTRGthGAYLdyI9yOJU+RvoWaDnT6UEvRq1cvtdkdZjvM0EHGTIexLgAde6RVHX/88aog2iq9K9AqLahxePzxx0N+zUuWLFGzJghyMjIyVF0KAp309HQZOnSoWhHKOBuEmg3stO0LgpUZM2ao/x81apTaMdxqWds//vhDbXyIP01IoTLuLG5+rVj1BoEOlq5FMHfTTTd57WOBYBDLEPuDFbH03dfxPiDNzbysrQ4zOwgYEdj4WjEr0hYsWFDlG/JFo60HNGn+duBNHveOcqkgiYjCi0EGERGRjTDIOLSxYPwLxVIcIGWKQQZR5eDqUkRERDbSvXv3SDchKjgdDmlaK7iNBYko/FiTQURkc7t37/bardvXjuJU/aE+BQsVkEh6sls2ZQe3wAIRhReDDCIim7v88svlm2++8XsfdEqXLVtWZW2iyoNFA6hUI+d+qeGsL0Wc0CCqcgwyiIhs7sEHH5SLLrrI733Mu/tS9aXvPE8izRILxc3lbYgigoXfRERENoLVzLCnColMXlog53/nP12Khd9ElYOF30RERDayYsWKSDchaiTk7Yx0E4hiFoMMIiIisqV6khnpJhDFLAYZRERENhLune+rs4a1a0qdmpFuBVFsYpBBRERkI9idnUq1a9dO2qTwbBBFAoMMIiIiG9mxY0ekmxA1lixZIh1SsTFfpFtCFHsYZBAREZFttUlxMMggigDuk0FERGQj3bp1i3QTokZaWpqki0OKfWyWUa9msSS4uCM4UWXgPhlEREQ2snLlSunYsWOkmxE1sgo02XLA+rZd65bI4D7dq7pJRDGBMxlEREQ2kpeXF+kmRJWUeIekxFvfViubu6MTVRbWZBAREdlIrVq1It2EaqNBgwaRbgKRbTHIICIispGWLVtGugnVxpo1ayLdBCLbYpBBRERkI8uXL490E4iIGGQQERFRbGrdunWkm0BkW5zJICIispGmTZtGugnVRk5OTqSbQGRbDDKIiIgoJmVkZES6CUS2xSVsiYiIbGTbtm3SqFGjSDejWpmxyS1bsq1vOy3dIXUTHFXdJKJqj0EGERERxaQePXqof0fPdMu8ndb3OTc9X6acXbtqG0ZkA0yXIiIispHOnTtHugnVbiWudVm+75MvNauuQUQ2wiCDiIjIRjZt2hTpJlQbhYWFklukyd583/fJz/NzIxH5xCCDiIjIRrhiUvCSk5NlvZ9ZDCguLq7oW0IUkxhkEBER2UhiYmKkm1BtpKWlyfosze99nE52lYjKg98cIiIiG2nbtm2km1BtrFq1StVj+Fs7qnZtFn0TlQeDDCIiIhtZsmRJpJtQrWAmI85Pb2j//v1V2Rwi22CQQURERDGpZcuWsjZTk2J3pFtCZD8MMoiIiGxWZ0DBKSgokNX7RPxVZcTHx/N0EpUDgwwiIiIbiYvjPrvB2rFjp2wIkA3Fwm+i8mGQQUREZCNbtmyJdBOqjX1FLskPsEJtXl5eVTWHyFYYZBAREVFMSmjK3dGJKgvnVImIiGykU6dOEo0y8zW5a5ZbPl+tSW6RSJ8mDnl+kFN6N/a3gGypf7ZrMnGJW/7eocmiDFGF2tqdgbswf2zR5NhPS9T/Z9zgkgZJns81Z+UOVLH4PQaXsCUqH85kEBER2cjWrVsl2rg1TU6dXiKTlmsyqpdTnhnolF25mgyaXCKr9/nfDA++XeeW8Ys1tZ9Fekrwz3nTryVSq4bv+6AewxUgxikoyA/uCYnIA2cyiGLY/PnzZffu3epy4MABNWJ34YUX+szzXr9+vbrv3r17paSkRE477TRp2rSp1323bdsm69atk+3bt0t2dra4XC5JSUmRrl27qo3CHA7Pv+pfffWVuq+Vs846Sxo2bOhxXWFhocydO1e1B6vDJCcnq2N37tzZ69iapsnixYtl+fLlqi0JCQmSnp4uRxxxhNSo4af3UUXef/99ufzyy1W7ly5dql6D1b4H3bt3V//fp08f+fvvv73ug/OA84T3sUGDBpKRkSFPPvmkjBkzJqh2dOvWTZ2nUOzYsUMeeugh+fnnn9V7jvcF70WXLl3koosukmuvvbasaBZtw2dHh89E3bp15aijjpLnnnvO63UHanvjxo3V85vPD+Bc4n3G8Tt27CjnnHOOXHPNNVKzZk2PY0ybNk3OPfdcue222+SFF15Qxwh2j4knnnhC7r33XolG+AxEm2krNflzm8jUYU4Z3rH0MzGio0M6vFsiY2e7ZdJpLr+Pv76nU+7uI5JYwyGjfi6RVUEEJuMWarL5gMhV3R3y8n/W999VXEvUrww/hysqClC0QUSWGGQQxTB01LE8Izql6CD6s2bNGnVJTU1Vnbc9e/b4vO8///wjOTk50rp1a6lXr54UFRWpoOPXX39VndEBAwZ4PQadwqOPPtrr+jp16nj8jODmm2++UR1WdIzRls2bN8sff/whubm5KngwmjNnjuo4oi2HHXaYZGZmqp/R/lNPPdUrKKlq48ePl/r160tWVpa89NJL8vbbb/u8L4KiefPmydq1a712dX733XdV59IYOJ1yyilegdSLL76o3oNnn33W43qrYNGf77//Xs4//3y1URnet7PPPlsFkghG8T7fcMMN6nkeffTRssfgs6B3zNHW2bNny3fffSd//vmnek+aNWvm9TwIAhBYmSGYMevVq1dZkIzj4zzNmDFDbrrpJvW6v/76a8sgToe2oc26Xbt2qfOEoGnkyJEe9z3xxBMlWkXjkqvTVmnSOEnk7A6Hvm8Nkxwq0PhomSYFxZrEx/n+LjauFdr3dG+eJvfPdssj/UpnTHzZUVwr4B4ZDmdkf0cQVVcMMohiGDqJemdt6tSpKhjw5cgjj5Rjjz1WjUAvXLjQb5CBTiHW6jcu/YhRYnTyVqxYoYIDdDjNy262b98+YJvxeIzS9+vXTx0H0HH88ccfZcGCBWrkWg9MMOOiBxgnnXRS2TFwOzq26IS2a9dOImXTpk0qCLr66qvVLMLnn38ub775ps8lM/v27as65q+++qoKSIwmTpworVq1ErfbXbYaTo8ePdTFPHOCjvSdd95Z7nYjYDzvvPPU5wVtPuOMM7zu89FHH3nMXECtWrW8nhefwcmTJ6uZhOeff97rOAMHDpQbb7wxqHa1adPG8nXdddddKlgYMmSICpTNMxo68ywePjt4XIsWLSp0vqpahw4dJNrM36Wp2gunKahHXca4RZqs2ifS3XPCskIemO2WtCSRa3s45NE5voOMFbtLAmaOJ9fxDmiJKDDWZBDFMKvRYF/QQUSAEQyMips7ypgxQCdQ7/xbQWoTZlTwry/oJCIgMRe3IohBBxuBg07/f2MqDeCxOMbq1aslkl555RXVZnSiL7vsMhU8ocPtC1KOEMAhIDTC6/z3339lxIgRVdBqkfvuu0/NYIwePdoywICLL75Ybr311oDHQsdff18ryzPPPCPHH3+8mvHCObe7UNPeqsL2HJEmtbyv16/blh04/SlYizI0eXuhJi8MdorLzyxEsVuT3QWBx1oxy0hEoWOQQURVBilUkJSUZHnbe++9p0bkJ0yYoGYmkNpkhOADo+NILzJvONaoUSP1LzrqOvw/ghv9Nh0ei2MY7+sLnjM/Pz/oi78AyWzKlClqNgYXBBkI+t555x2/j0HaDmYikDKme/nll1VQd/PNN0tVQA0GzmE4RvdXrVql/kUanq8OHlKwzBfzZyOQ6667Tv377bffVrjNsQ4F1fnFwV3070NesUi8xRhFwsGvMW4Pl5t/KZGhbRxyUmv/XZzN+0XcqpSciCoD06WIqEogiEDxNVKVkEplhOtQyIuOP4IC5MKjCBqr5GCkXE+tQnEzajIwq2KGWRbUdaAuw/icuM5qBgbH2LlzpzqevxkaFIt/8sknQb/OCy64wKuOxApqETCyfv3116ufkcJz8sknq/QjFDSbz5EOReJI/3nrrbdUTYlewIxUqubNm0tlQ5ocAr2WLVsG9TqNcK71jeIQJKCuA6lfCJCuuOIKn7MmuJihBuSzzz4L+rmRXgcbN24UuzMH1eE2a7Mmg6cEKGQ4aPlIl3SqL5IYJ1JQupKsB30jPNweDpNXuFWB+ZLLA4+hrt8f3ICAr/Q6IvKPQQYRVbri4mI1M4EcfqTHmFOpBg0a5PEzVn9CfQFqOFCzoHemcRzwFRTgev0++v191Tfox8B9/AUZiYmJqoA6WLh/MN544w1VoKuPsAOKpTG78dprr8ljjz3ms8OD84FgBMXNv/32m1qZC6sdVQU91c0q0AsEMzCobzBCMIXXa7UYAFx11VVy3HHHeV0fai0NFjcAYxBaVecL50ovxkbQitF9PUBDeiDeRwTYOryfTZo08fkzglAE5fqiBebnwPFxzMp6jk71HfLmINRvaSqI179HmMkz7imBQLJJ7dSytKgNe7EUbC2P59iWXVqI0bS2I+hzJVLXZ7tv/7VIzu0YJzVdIhuyNDVbua+g9HVjpamde/dJu4ZJ6jkCFXzrNM3zjqG+H1XxnlfX5yB7Y5BBRJUKnY8ffvhBjX4jmDD+wfEH90MHFB1THAPpOXqKFEbEreB6YxoV/h8dH1/31e/jD24P9wwBOl9IOUJR9oYNG9QFkC6F1zxp0iSfQQaMGjVK3QcrUSHIQKoRloytCvqsUnk666gpQWoXYJYKK2JhGWJ/Swn37NlTzQ5VlF6EbpWqV5nMCxyYN3ZD0GjspIH5O2L+2TzLZX4OdKyNK3WF+znSajnkuiPMwTRG+80j/oce07ORQ37fEq9SrfTibzzHP4tKJClOpEOqSHxcsOeqxGe7t+W61F4ck5br98ExS2csen9YIj0a1pEFl5V+59NTguvompewDfX9qIr3vLo+B9kbgwwiqvQZDHQosUpQMKtHGWHEDCNhSJNCZx8japh10Gs7zEEDAgrjHzWMwqFDb5US5S+VygiF2b4CFSs4pq/ZEx1WkMIxsdRv7969Le+D4GHw4MGWt2HJWKwghPoNpP9gpaeq2vMDnQrMCuA9NY6WB3tujAEDZnFQlI89LJDuZV6WN5ywmhhghoyq3vAODrWM7fRVmgzvWNq5352rydSVmgxr6/BYvnZtZmlQ0LZu6KPdn5/h/d37dIUmk1dq8sFQpzQ3fFxbJos4RJPSLf6IKNwYZBBRpQYYyMFHKgyWlg0Vin4xra5P1+P/0cFFXYA5cEAdBxg37sP/4/lxmzH4QNtwjGBmVRCMhLsmA8u7YvbBuIeEDgEVVm16/fXXfQYZ+nKr2AgPbrnlFqlKWKlJX3Z27Nix5T4ORkax8hNWxcJKVNiUsbKghgX01Ds7i8YlbBFk9G0iMvJ7tyzbI9IgUeSNBW4p0UQe7u8ZGBw/pXQWYsM1h7ooG7M0+XBZafAxb2fpv4/NKU1japUscknX0mOc2d47yFiwq/R4KAZvkHQooKjpckj9+JKAK0yVJzWQiBhkEFElQADw008/qQ4+9tYwLzdrhLxezFKYR/+xhwQKs5HDb0xpQi4+rkcRub5Phr5sJ4IQ42g4/h+7muM2Y0CBvTYQaAST1x/umgxsprds2TIZPny4z/0fsMIWiqKRkuQrvQePxWwCZhZ8zYZUFtR/YJWmp59+Wm1+aNVx//jjj1XaTqBlbLHZHnZrRyH8okWL1IaJ4Xb33XfLL7/8omYxsDGf3eH7oS8XHS2wlOy357hk9Ey3vDLfLXlFIkemiUwc6pKO9QLPJKzP0tTeF0b6zwObHwoyQtU8oSBgkFG6UWn0bXBIFO04k0EUw7B8KIr5AOk7CA7++++/slFm44goRv71lXnQiQHsM4FCPkCHX1+FBTs+Y+Uk5IVb7UeBXF89lxc1FyjuRgcQMwAINjDzgH0TrHYBR8CycuVK9Rik62BGAAEJ6hqw47NxFgHPgw4sVqrCrApWRNq3b5/aZA1BRzBBRrhrMvR9GrAJnS+nnXaaPPnkkzJu3DifnXTM6OD2SEBhPgrU8RqGDRumVm7q37+/2vEbgQ922UYg9eCDDwZ1PKwehZkZ7LhtXJoXZs6cWba5oNntt9/uEZyivuO5554rm4HCZwhtQbCLgBPHjoWVgqJ1X4fUBIeMH+KS8aVbo/hknMHQDWrpFO3O8gUSD/V3yUP9rW9LT3bLkv0ixX4WmvK3SSkR+cYggyiGobOOmgfzSDugE24MMlA4q99mfLwO9RZ6B07ffwIdTlzMMPKuBxnomCKtCQEMOpOogUB6AnbxRtBgTlVAihRGzufOnas2oUNwhIJpdHQRUJghSEHggZkPBCMIXBAQYQS+qlc4QWcFKUFoz5lnnul3L4ynnnpKPvjgg6A2tIsELLeLQOLhhx9WswRYihYjvngv8D4gAMJO5sGmmCH1C7M32LUdxd46bDxo3nxQh31BjEEDZq1w0VPs6tatq4JSzGSg7iMWAgyoqvocO+jerJb8r3RVZZ+4EhJR+Ti0UHaOIiIiIrKJx79bL/cv9VxW2ezMdg75/Ez/C0QQkTfu+E1ERGQjmA2i4DRLRL2Ff1n7ozP9jCjaMV2KiIhUfYue5haoHoPILg5vXU/EMwvUG/M9iMqFQQYREaldt8eMGRPwTDDDNvrpu5tTYI2TRGo6RQr97P5dsyZrXIjKg0EGERGpvSpat27NM2ED5p2Zybdt27ZKy+RUWZPp+z4spCcqHwYZRESklnitzB23qepgOWfjCl3kX4dU8Rtk5OTkYr96nkaiELHwm4iIiGISlspOr+uQGuwNEYUdv1ZEREQ2Eswmk1QKm4a2SXFIiZ/i7qSkJJ4uonJgkEFERGQje/bsiXQTqo3s7GxJTxFx+wkyiouLq7JJRLbBIIOIiMhG9u3bF+kmVBsJCQlqJsMf7GRPRKFj4TcREZGNuFzcnTqU1LLckkp9O4hiFmcyiIiIbKR79+6RbkK1sWTJEkmOd0hKvO/7pKSkVGWTiGyDQQYREZGNLFq0KNJNqHZQl4GkqTin5wXX5WVnRbp5RNUS06WIiIhsxO32s301eUhLS1P/jjnKKat97JXRW9smIvV45ohCxCCDiIjIRurVY4c41CBjeEffiR0bNnAHdaLyYLoUERGRjdStWzfSTbCVBg0aRLoJRNUSgwwiIiIbWbduXaSbYCtr1qyJdBOIqiUGGUREREREFFYOTdP87HNJRERE1UlWVhaXXQ2jzMxMpqARlQNnMoiIiGxk//79kW6CreTk5ES6CUTVEoMMIiIiG9mzZ0+km2ArGRkZkW4CUbXEJWyJiIhsxOHAFnIUTsgsP1DoeV1SDWzYx3NN5AtrMoiIiIj8BBibD4i0GlficX3/piJ/XMixWiJfmC5FRERkI0uWLIl0E2xl+fLlsi7Te42c+bsi0hyiaoNBBhERkY0UFxdHugm2UlhYKOuzvK93a+5INIeo2mCQQUREZCPc8Tu8kpOTZV2WJjXMPSZuAEDkF4MMIiIiG2nQoEGkm2AraWlpaibDbQ4qWPNN5BeDDCIiIhtZs2ZNpJtgK6tWrZJV+zQpMQUZTge7UET+8BtCRERE5Me6TO/r3G7WZBD5wyCDiIjIRlq3bh3pJthKg6YtZU9+pFtBVP0wyCAiIrKRnJycSDfBVtbutV6ti5seEvnHIIOIiMhGMjIyIt0EW1m0ZX+km0BULTHIICIiIvJhS25Ny84SdgInIt8YZBAREdlIjx49It0EWymo3VRc7C0RhSwu9IcQERFRtFq+fLl06dJF7CwzX5O7Zrnl89Wa5BaJ9GnikOcHOaV348CbV/yzXZOJS9zy9w5NFmWIFLtFtDt9d4cWb82WYndtr+sdTm6UQeQPY3MiIiIbKSwsFDtza5qcOr1EJi3XZFQvpzwz0Cm7cjUZNLlEVu8LnML07Tq3jF+sqb300lMCP9/6A3HWm3szXYrILwYZRBTTO/l27Nix3I+/44471Aozv/zyi9jV4YcfrnaQPnDggFQHb731lnpP3n77bYlVycnJYmfTVmry5zaRiSc7ZWw/p9zYyykzznOJyyEydnbgvSuu7+mUrJtcMu+SODmxlf/ZCNRdbC+o6eO2cr8EopgQdJAxbty4oC/V5Y9RRToVLpdLvvnmG6/bZ8yYoW6/6qqrfB6ja9eu6j6DBw/2eZ+zzjpL3QeXSZMmWd7nscceK7vPPffcU3b9hg0byq73dfn9999D7mj4O94ll1zidY70S1xcnNSpU0c6dOggw4cPlx9//NGyYE5/jm3btlm2QT+uVedhz549ctNNN6nnqFWrlnrOevXqSb9+/eSll16SoqIiy2MOHTpUHROpBcXFxZbnP9DlggsuKGt/QkKC5couK1eulHPPPVeaNGkiNWvWlKSkJNXWW2+9Vfbt2+ezo4TLq6++6nW7/h6ffPLJlq/L3/kL5tKtWzd1Hps3b+5zpZrzzz9f3fe5556zPGdOp1N1dvr06SOffvppuT9PwdDP16OPPmp5e3nOF0Wvb7/9Vq655hpZu3ZtpJsStcGznU1bpUnjJJGzOxwKEBomOWRER4d8uUaTgmL/vf/GtRySWCO4VKc9eSL5JRyPJarUmgxzh3j79u2yYsUK6dSpk+o4GaGjZXfY6XPs2LEyZMgQ1aEN1qJFi2TZsmXSuHFjmTNnjqxZs0batWvn8/41atSQ999/Xy688EKv2yZOnKhu99WBRkfxsssus7ytffv2Eiq8Trxmq/e3V69eXtddfvnlKqAqKSlRHWm8dgRm06dPlzPPPFM++eQTiY+Pl4qaNWuWOl5mZqbq0J5++umSmpqqgpVff/1VbrvtNlm3bp288sorXoHJzz//rN4LfJZxnOOOO07dduONN0r//v097j969Gj1xxud9VCKLBEkjhw5UnVy8Xnp3bu3FBQUyE8//SQvv/yyfPHFF/L111+r98vK888/L1dccYXq9FfEiBEjvL6r6JTjszxmzBj1WdKlp6fLzp075YYbbpDrrrtOpk2b5rEm/JdffimTJ0+WQYMGqUDJ6M4771TnFK9x6dKl6v2+6KKLJDs72yP4DvXzVBnWr1/PFWKqIcwcvfPOO3LeeedJ27ZtPW7DZ+ziiy+Oib9DvqxatUp69uwpdjV/l6ZqL5yG30mAuoxxizRZtU+ke8PwPNe6LN+3YSCFiHwLunds7pSiY4KOGToTgTqsyA/F6K2d4A/bv//+Kx999JHqTAcLnUr88cOMzxlnnKH+feaZZ3ze/5hjjpE//vhDNm/eLC1atCi7/q+//lKjeMcff7zPVI1mzZqpDl+4YPbm2muvlYYNg/vtfeKJJ3oFR7t371ajyZ9//rlcf/318t5771WoTQh2EVSgQ4ug69JLL/W6Dzq5+KNrhhkRBEBvvPGG6qyg06IHGSeccIK6mIMMjMyHck4XLFigPh+1a9dWHfNjjz227LYnnnhCXnjhBRW0YIYHnydzIIHPGd7np59+Wh555BGpiKOOOkpdjDALgRmcUaNGqdkms6lTp6ogCJ9zfXYhKytLdeQwU/Tuu+96Bdk4l0cccUTZzx9//LHq9GFGBsGS/oc51M9TZUhMTJTqBIFx/fr1I92MqIbPI75vZF/bc0QGNPe+vsnBX5/bsjXp3jA8Rdnrs3zPiqAfRES+hT0Mx6jtV199pTqTmNKeMGGCfPbZZ+q2efPm+Uyn0h9ntmXLFjX6jQ4kOjQYUcVMQKTdcsstahQeHcX8/PygHoNgC+1HR2/YsGEqXQadbX9Feug05+bmqtduhA4bOoUYwa9OkNuNdCmkCyGFBjMMFfHggw+qTi9SJ6wCDDj77LM90sl0CHCQj4/3YuDAgapdVqlLFYHABDNN999/v0eAobv99tvV7AbSqd58803LlCScM9y2a9cuqWqYbUKHDa9DT2NDoIDOLtL1MOMRCIJpwMxIsN+VSNdkPPnkkypIx+wO7oP36bXXXvOZrofvMAImBAB4TKtWrSzT3ADBLGatEODgdwhmMjHQYO6w4LkGDBgg//vf/9T9MTiB9L9QIPhGENuyZUvVLnzvjjzySMvftXv37lXfFfxeQbswC4nfT1b0tgVbD4HvKM4P0u/QDnymMAuO3586zHQi2EZb9XODzxdm2cypjAjOAQMB5rRFX23A9wcBML5PCETwXmGAArPJVq8B37n77rtPvf/65+CBBx6oFh1LnMPqVMSdXxzcRU+zzSsWiXd5Hyvh4HgHbg8XzGS4HCy+IIqaJWyRFoH0D/yBaNOmjc90nmCW4UPtAGZLkD6BPwxbt25VI/v79++Xvn37BvVHNtgNc/CHBKOrwcAfKHRs0ZFAGs5dd90V8DFTpkxR7cboPv6IYYQbf0CRsnPKKadYPgadC8wUIThBRxXnAB01jIojhQ2jyb6g44MgzQzHwDk1pr8Ea8eOHeqcmuEPd7DpCWjzSSedVJYmdPPNN0t5obOE14N6jFDoM0F33323et+REoSaiQ8//LBC7THC+zRz5kyVunXllVf6vB/SjX744Qf1WsyzJOhooWODoPahhx5Ssy5VCZ8TfMaRdnf11VerzyxmhlDLgk5jMDDjCehYmmc0w/F5MsrJybH8zON5goXv2eOPPy6tW7dWMzzo4GImx18xLd5DfJ+QFodOKAZFkKbXvXt3lVKmw+cUwQpSWZCSh/Px3Xffqc8hZivNgQmCcHSMTz31VPX5DOV3Ke6LlL+FCxeqGToE4fjdjDS3c845R33WcWz9vpg1xe9c/F5BMINUN8xAVbSIGGmM+P2Nupijjz667Pcfggq8dvwOBPwexPcSAT/+duD7g98PCPgQ4OKcAs4bjon6N7w/COgCpS0iyEGaIo6DGVYEWkuWLFEBHAa//vzzT/V+G7344ouqDUgzxAwjPgN6YI33OZpZfaei1azNmgyeElzgtnykSzrVF0mMEyko8b49/2BwgdvDBTMZvv5SludvKFFM0cppxYoV2ttvv63+Nfr444/V9cuXL/d6zNy5c9Vt+/fv97oNj/vf//5X9nNOTo42fvx47eeff/a67+zZs7Vx48ZpWVlZAduptyeYi/m1WLn99tsRsajj4vmTk5O1pk2bavv27VO3//bbb+r2K6+80uux/fr10+rXr69lZmaqnzMyMrS4uDjtzDPP9LovrsNxcM6efPJJzeFwaLNmzVK3vfvuu+q26dOnq3bg/+++++6yx65fv15d5+uC9ubl5Wmh6N27t99joh1W58iXRx55RN3nhhtu8HqOrVu3Wj5GP+5bb72lfsbnCD83a9Ys5Ndz4YUXavHx8dqqVavUz4WFhVpKSop21FFHaSUlJZaPwXN16NDB5zHRfhxz165d6udFixapx/Ts2dNvW/bs2aPu17JlS9UOePPNN9V1OE/FxcVaq1attDp16mhr1qzxeI+HDBmiVUTjxo3VZ9LqO2l06qmnqs9grVq11GM2b97s8zP73XffqdvR1k8++US9Llx/6623luvzFAz9fAW6mM8XXovxPcV7UbNmTfWZ2rlzZ9n1+EwmJSV5fP6Mn0m8x/n5+WXX//nnn+r6s88+u+y6v//+W103fPhwr8/Y4MGDtYSEBG3lypVl1+ltfu2117TyePTRR9XjX375ZY/r8XurYcOGWseOHbWCggJ13Ysvvqjue/7553u0TT+G+TOC64499lif74PxHOG7hutuu+02ze12e9wfn21ju8znBT/js4Jzs2XLFq/zbvX3waoNo0aNUtfddNNNHm14+umn1fUjRozwenyLFi203bt3l12PzzR+X/ft21cLBT5Txs/GgQMHPM4l3gPj88C2bdv8/rx9+3aP12F+jnnz5lX6c4TrdWw7UKJNWFx6efWv/dq4+QVlP785N1d7c25O2c+79pc+R7t3irSh04q9jjl+UYkmzxZpi3a5g34d13ybpx7j63Wc9XmR5ni2UN3HfEl8sbBKz5Udn4PsrVJmMjD6ilSgisAIHvLlMaVuTrHAVDBGoTCrEWiUDSN4xql2f/zNCljBc2MGAyOfmPb3V1uBUUoUemPkMCUlpWy0FikHKE7GVH6jRo0sH4sZE6QFIc0CKTdIOcOoG2Y/9FQ0K1jBx1ykDBiVK0+NDEb8MZJuVYBsHK0NRt26ddW/FVmJDLNCgBHvUF5PXl6emglCkbhedI/XhtHdDz74QH22DjvssHK3y9y+QAXb+mcYn3PMPhkLsAGza6jJQOoURn0xEl3VMOqNEVyMIGMkHmkvvmCWwwgpOvgMm78f4fw86VBgjlF/M6RvBjNDhZFzvAf4LBi/j02bNlWpib5WekMKmXERA4zYI+Vn06ZNZdfh+4uRT9zXvIIa0pR+++03+f777z1+d+I8+1upzh+MvCPFB+fDPLuD3yOYSdy4cWPZTClqZfC7zFjMijQ5zCSUF2Z1MFuABQf01fCMjDPHxt/lSBHFZw2Px8zDf//9J3///bc6T+WBWUKkgSH9ydgGpMHhdzdmx/F7wVijg5kjY/0L3gv87cF7h5kf8/c02L8r5noR/O4y19mYF2gw/2xePcr8HDivxhqryniOcL6Oy8vWvDDXhZlrpvB7vr70bFQiv2/RVKqV8Zh/b9ckKU6kQ2rwr6P0fdR8vo4WyQ6VLmW1YJXm1qr8XNntOcjeKiXIwB+Liq66gD8wYLVMrA5/FAKp7A80/gi//vrrMn78eJXS4gvSIDAAiJSE+fPnewRBCDKQCuAr5QpfdNwPKTVIYfjnn39U2kWglZkQxOh5yuGA9xT59eEo1NXfX6ti40D0ToLeKUFqAP7oB7tSFTrMSKtBRxCF2caOLeo0kJMdjrQkvX14rooGSwhO0RlCcDR37twqL5ZGyheCDHT2kOrmDwIiLFKAjg7aiWDOKpAI5+dJh/oKq888UnWCCTL0BQIwuGGGGgV/z2v1/uvvLSAVCb8DfKVG6nUr5j/Q5V2BDa8Z3w1/q9ehw4wgA4MgGPwwLi4BeG7UpqBeozwQ3CFFC2ljCDb9wf2Q/oRADzU/ZlbXhbJABAIE82cNqZYYsEGdHwY8jEGGVb0RBkcQmGFAINggIxJwvu1seAeHWsZ2+ipNhncs/XuwO1eTqSs1GdbWIfFxhwLJtZmlgUDbuuVLbUpPcUj0V+EQxVCQ4WtJV3/5i+a6Cf1ndPx8/XEKJlcYgUiwNRno4IWyHK3+GKz6g3x15M5bFR/j+TGqCPgjagWj08jH9xWcIQ8ZRYpY4QdtxPNVZ+ismjtneg6+r9kNdEJA/zwgQEHNAPLt0Uny15ky0gtCMbJuNfuEUU8sG1vRlYfQeUNHBJ0S5ITrM1hmCBoAnR1/HResTIZ8eYzGRvNGYwiIjatLxYJgarnwewC/AzEooc/kmZmXHa3IMqx4PgQI+Iz7+t0b7s5oeevv4LTTTlPLSGP1OXyG8N3G7zosyIBBmKouuA71b0E0Wb16tWWgbKcgo28TkZHfu2XZHpEGiSJvLHBLiSbycH/Pv6HHTykt3thwzaH3c2OWJh8uK+0XzNtZ+u9jc0o/X62SRS7peugYbVJQnG79/XE4WZNB5E+V/hbVR+QwumYcwUY6E6bHjUGD3iHDH1l/qRmBYHUUvXMaCAoOy7P7L4p6n332WRUomPdWAPyRxEgaRm0x9W+GlCcUCKMAEaO+VpDygFE4zIKgKNPfqGq0w6gozgk68ehY6NDJRgEmXqPV+4CRYDDehsdj5S103FCoGQhWksHxkS6iF70aoZODAn3MGCA9qSLw2cXzYKYKq6yZ95MwBg/6a/EHATeCDCxZjNQaCj99OW69WN0Is4gVPTY+3/h9hhXNKhtmJbCRIlYvC7TsLe6LdE4E68bfLfhdjbRUc8CN399WgwFYJc08m4oUC8yq4He8rwEjzGziu4eZXsxeG4Miq41DQy24RbobZolwPhC8GP/2oG343VqeWdVoFW2ruIWby+mQb89xyeiZbnllvlvyikSOTBOZONQlHes5girmfsC0M7j+88DmnkEGZjJ84pbfRNETZOiBA/KD8cdHt3jxYq/ZBkxVY4QXewfgD4R5VAl50xg9DDSCWJk1GcY/eBj5RsfhqaeeskyV0vOdrUZ4O3furDqNGJ32FWTg8Vi2EX+I9Z2VqyN9nwx0OJCbbkxJQJoLct4RMCD/3TiKi5kPdIIwW2Gsl8Bmcsgnx7nDuUVOvlWgic4PlrFFhx6fNcwMWQUZCOYQZCAoqGiQARhFRloW2on31rwEKdqDFXYQOGHju0CwkhlW0cHqRxR+CPQwm4TAHzNGel0G0opQw1ARWI0LG2ti5hO/l8wpZOjMo7Mbrj2FsDLUww8/rD73+H6YZ0mxESFW/wPUoMyePVvVTWBfE/2+GDzBd9UcZGBFJwTs6KDrqzJh8MBcs4Lj4LuMmVxsvGieVcHsBO6j/x7Hd1Of8dHPiT4LbKQHBPh9Euz7iloi1JdgMEI//ksvvaRmGRGIVbc9U/yxU8DkS2qCQ8YPccn4If7vZ5zB0A1q6RTtzuBSultbT0ArjDGIoijIwNQ9Ag0EDvpsBlJdUPRsTgvA6BdGtfSRZYwC4v5If8IfM/xxw9KCgX6ZVlWREf6IoROJegnzCB12dkb7fe3AihFqpE9gXxHk7/sqFEanAZdg4Q80NluzgrzwLl26SChQiI/OilUKBzoaWOPeCK8bnTN0JLD/BJbSxLKTGGVDp8a8LwTOITr5GMlEIIHcf4zAIkBABw8dEQRxxhx15KyjsBQdGaSSoSOBzw1qCDB7hOANI9DIx0f7se8DjukrLx6vA2kGKARFmpO+PGZ5ofgeBb9Ib0PHEgEWlvPE5x8zEvi8IFccm94Fs6M3ljRG8SsCq+ou1M9TVcBnA4sl4HOG/WwQ0CMFCLOU+Kxh2ePyBvgINrGsLTq5+IyhQB4zCPgdiO8Glm9FoTgGVcIBQRLquFAvht+5WGQCAyl4DgQU6MzrMzYIulGLhL1rMOKPGVksgIAZR/wONadBof4Mn2nsU4ECaX1pXARJ5r1mEBhjpha/izBQgGPju4zXjNkQ/I7H73GcH7QLvwPw/5hVwe9+BHrmWRN9YQAERQh28N1B6hc2J7WC+2GwAW3Ba9aXsMWMJV4f6ojsBH9rKTxq13RIarwm+wqq58AeUcwEGRixwogRUgbwCx5/aPTUAfyyN8PoLoISrKeOVBnMXqBDguvwRyLaRp7wBwx/HI2zMlgJCu3GHz9fOb76ecEfaXQ2Q9lB3B+cYxSmW8G5CzXIwIwQ6k6sYITe3CnU17XH+4znQ5oCOvdYachX8TACBvzBx4gv0qBw7hCAIe0Iz221ARiuQ8EuRm2xOg9mQvA4pN9hlggzSdgHA8dG8Sg+b/6CU3TiUWSNzhlmICoKe0zg84r2oxOFIAqfBXz2EfxghDeUWTR0UvFa/G3iWB2E+nmqKhjtxiAHPkf47CDwQHCP2Vd03AMVMPuD2UgMRmDmE6P+CDbxOUVQhYUfyjubagUzMkg1wqwXZif0oB4BOL4X2K9Ch9kT/F5G6ieCX3xOMWuIRRLweATcRljxCisAIoBG8IBAAN9rBEgIWIzwfAgoELxh1g7BFH6PI8DCd0OHIACzPRiIwJ4Z6Pxjdg/fE3MtG1Jb7733XvU7At8fBKyYefQVZOiDW1gwA68Px8d5R0CD98S8R0Z1h0DK16AWhS6tZr7sK/Dub1R0gRsiu3NgHdtIN4KIKNphUQd0utEZx2ACUbTCqnkMMsJn6Ie75cdddeXgirVlEpxuybs9POmNRHbEMJyIyAApmeY6LqQeok4DI/X+dpYmigYVWSyFvHVsFC8uZksRhaz6rtFHFYbc60B7OCA1hJvnRD87vpd4PeZ9I6ygbiaYJWSDhdXAkF6HlD7Uy6CGATUwCD6QPleRdKmKQoqceWM9Xzn55d1fg6o/pI9R+LSq7ZYiixWUq+n6K0RVhkFGDEN9hL5fhS+ohUBhJkU3O76XSE26/vrrA94PswzhKpYGLNKAwGX69OmqoBm1DW3btlXFzuXdfTtckKqFZYwDQc2Br/oEsj8semFcqpcqplbBLuyY4X0DowwivxhkxDAUPGL1J3/C2XmjymPH9xJFueYlUa0E2gMiVB06dFCri0UjpGoFc06wghkRhUezROtFNjRzkQYReWDhNxERkY1gyWHMwFF45OQVSPIbLhZ+E4WIhd9EREQ2go0WKXy2b90sTS22MXI4WZRB5A+DDCIiIhvBLu0UPqjNapdqcQN3ACDyi0EGERGRjWAHdAofbB7Zrq5D4kw9JsYYRP4xyCAiIrIRrI5G4dOuXTtJr+tgUEEUIgYZRERENrJs2bJIN8FWlixZIm1SREpMi0k5nexCEfnDbwgRERGRH21SvIu83W6LHfqIqAz3ySAiIrKR6rYnTrRLS0uTuGSRPmmesxm9k3bjbEeyaURRjUEGERGRjTi4E3XYgwz4+2LPLtOGDdab9BFRKaZLERER2cjWrVsj3YSY0KBBg0g3gSiqMcggIiIiCtGaNWt4zoj8YJBBRERkI507d450E4iIGGQQERHZyebNmyPdhJjQunXrSDeBKKpxJoOIiMhGsrOzI92EmJCTkxPpJhBFNQYZRERENpKQkBDpJsSEjIyMSDeBKKoxyCAiIrKRdu3aRboJRETi0DTNsLUMERERVWcLFiyQnj17RroZtofuE/YkuezbElmbpUm8U+Ttk1zSLtV7d3CiWMSZDCIiIqIQLV++XAUaU1dpMnuryG+bRSb8u5/nkeggBhlEREQ23KGaKldhYaHsyRPJKy792eUUSUhkPQyRjkEGERGRjdSoUSPSTYgJycnJsi7L87r9WZzJINIxyCAiIrIR7pNRdTNG67M8y1oLCguq6NmJoh+DDCIiIqIQrVq1StZnibgMdd5xrjieR6KDGGQQERHZSMeOHSPdhJixLgsrTB36uUGDBpFsDlFUYZBBRERkI9u3b490E2JCy5YtZc0+TYrdh67bsXNHJJtEFFUYZBAREdnI/v0sPq4KBQUFsiazSp6KqFpikEFERGQj8fHxkW5CTNi6fadsy/a8rnat2pFqDlHUYZBBRERkI6zJqBq7CmpIiefiUhIXx8JvIh2DDCIiIhtZtGhRpJsQE2o28S6wz8xi/hSRjkEGERERUYj+WrWT54zID87rERER2UijRo3EbjLzNblrlls+X61JbpFInyYOeX6QU3o3Nqwf68fyPZrc9ptb/tiqSU2XyKnpDnlhkFMaJh16/EOzS+ThOab8J4M/LnBJ/2aH7r9xv0NqOEWKDKtLcQlbokMYZBAREdlIYmKi2Ilb0+TU6SWyMENk9JFOaZAo8sYCtwyaXCL/XuKS9qn+A40tBzQZ8GmJpMSLPHGsU7ILRZ6b55bFGSXyz8UuqXlwN72zOzilXap3kDHmd7dkF4kcmeZ5/Y7iWuI23T07G5XgCWF41UTVH9OliCiiMjMz5ddff5UpU6bIhAkT5N1335XJkyfLnDlzJDc3N+LvzsqVK+Xcc8+VJk2aSM2aNSUpKUk6dOggt956q+zbt8/jvi+88II4HA654447vI7z/vvvq9vq1asnWVlZXre3atVKHXvHjtJ19s866yx1f3QYFy9e7HX/t956S93+6KOPlut1aZqmzne/fv0kNTVVFazi+VE0fN1118n69estH/e///1PPa/T6ZQZM2ZY3mfDhg3qPsYLzl3z5s3l8ssvl127dpWrzaG2Q7dlyxa55pprpF27dlKrVi1xuVySnJwshx12mNx8882ybt06j/vr597X5bjjjpNotnHjRrGTaSs1+XObyMSTnTK2n1Nu7OWUGee51E7bY2cbphF8eOIvt+QUifw6wiU393bKmL5OmTLMqYKWiUsORQmHNXTIxV2cHpeBzR2y5YDI8A6OsmBEt60gyavwOz8/P3wvnKia40wGEUVUTk6OCiZat26tOoDoNO7du1eWL18ua9eulXPOOSdiI7OTJk2SkSNHqo7lkCFDpHfv3mpt/J9++klefvll+eKLL+Trr7+Wbt26qfufeuqpKsD466+/vI713XffqdeGwAS343jGzdM2bdokPXv2lMaNG3t1WsaMGVPWqQ4HnO+TTz5Zfv/9d2natKnqVKenp6vr586dK++995788MMPKsBCcGD02muvqaDkwIEDMm7cOBk0aJDP58F5ueyyy9T/Z2RkyLfffquCrX///Vc9T0JC+Ud8g23H9OnT5ZJLLlHvGwKqM888UwV6e/bsUW148803VYCLzxo+f0Z33nmn1/sBbdu2LXe7KXTTVmnSOAkzDYc+/0hzGtHRIR8t06SgWJP4ON/fjc9Wa3JaukNaJh+6zwmtnNIh1S1TVmpyTQ/fz/3JCk0QR1zU2XtMdu2+Eq9ulMvpCv0FEtkUgwwiiqhmzZqpixlmDn7++WfV0UXnu6otWLBAjbrXrl1bvvzySzn22GPLbnviiSfUrAUCiuHDh6tOMzqomAWoX7++LFu2TM1WpKSklD3mzz//lP79+6t/f/zxR48gAx16OPLII70CCXRov//+e5k1a5YMHDgwLK/tggsuUAEGggsEUubO/ubNm+WBBx7wehwChd9++03OO+88NeOC12F+nUZ4X9FRN543BB5LlixRAdr5559frvYH246FCxfKhRdeqN4bPN+JJ57odaytW7fKgw8+aPk8OP4RRxwh1U379u3FTubv0lTthdP03UBdxrhFmqzaJ9K9ofVjtx7QZFeuyBFp3kEIHv/tOt81GPDxcre0qCMyoLnn9TmFmmQVe3ehrIJSoljFdCkiikro3ENhYWFEnn/06NFSVFQk999/v0eAobv99ttVoIAgCKPhur59+6oUMAQTxpkKdNyRZtOpUyevmQ4EEXD88cd7PQ+ev6SkpOzfipo/f76aFUHw8tFHH1nOJrRo0UImTpzoNYuBFC204YorrlApVZgNwDGChTSlAQMGqP9fsWJFuV9DsO1AgIMZjIceesgywNADIaTomWcxqjMEYXayPUekicXbo1+3LVvz+1jjfc2P35svaibEytLdmizKELmgU2manNEGH5uqb9u+zfcLIYoxDDKIKCoUFxer1CAUTiKHHiPteoc3GOhM4vHBXAJ11nGfmTNnqnScK6+80uf9UJcBX331Vdl1+gwFZmHMMxW4DQGLPtOhQ0CCeojBgwd7PQdG/k877TSZPXu2Go2vqA8//FD9e/bZZ6vnDAVqODBbg9eAtKO6devKxx9/rOo7goW0JEDKUnkF0w79PcTMkp6yFardu3erz6L5ghS/aIYgN5qLuPOLg7vo72desUi8RRZSwsGJBNzui36b5eNd/h+PWQy4qIt3V2ldVvCfeaJYxXQpIooKGNk2jv7XqVNHdbqRNhWMzz777ODKLoEh7cjfrsirV69WsxgoxvaVCgR9+vQpK3TG/WvUqCGnnHKKKiZG4bpxpgJpFD169JChQ4eqkXi8Vvy/PsvRq1cvadjQOufjpZdeUjUdDz/8sAwbNsxrhiEUehH54YcfHtLjEOSgGPzuu+9Wr1MPVBC0IP2pe/fuXo/BLBQ65bBz50754IMP5JdfflHBG9LMyiPYdujvIYJUFHkbofYEdT9GWHrUPKuD98fKI488YplOFi308xKNZm3WZPCUwMXasHykSzrVF0mMEymwGBfIPxgc4HZf9NssH1/i+/EIcCYt16Rbg9KCcLPNaiYDgYbnbbWS7DMjRlRRDDKIKCqg8Bsj0pjRwAgyVsgJZaUWpCLhscEINIq+f39pLkSgFBq984p2okONzh3SkLBPAWYrMKKM14SAAjMSmDlAgTIKwFFHgE6sPstx1FFH+SzsRlH2pZdeqgqykdpz/fXXS3mhUBrQrlC8+uqrEh8f7zGzM2rUKNUmFF7jdjPUTZhnorp06SKvv/66Kjgvj2Db4e89xH3uuecej+swE4L6DaOnn37aciYtlDoNBDNoA9oMCITRgUUQDfjc4D3BjIsOgacxuDb/jDoUBK3658X8HAiOcczKfI7yvo5O9dNkwsmlMwOYzcN3SH+O7JwcdfwacaVdkzqSIwcOaNKkVqJKezI/h54K1bS2w+dzunKROlav7L7G14HrUuM1KczLlnjT61ieV0827hd58lin5euol4jaC+/va834mhF5z6vrc5C9McggoqipwdDrMBBwtGnTRj7//HMVOGCUP5C0NNMi9hWgBw+B0mL0jixGwI2zC0cffbQqFseoO1akwkyFnrKDY2MWRa/L8FePYfTMM8/Ip59+qv5FwFFeegchlJQanAfUcaCeBB0N1HUYaxpw27PPPus1E4DZEhTHIz1t1apVqnYFAWR5V5UKpR3+3sMRI0ZIy5Yt1f+j8B0rhPkKXCta+G0OaPXPuA6fG2MnDcyzd+afzZ9183MgJQ2zZpX5HBV5HZd30zuYqR63I6zwVPocPRuVyO9bNImrUcPjOf7erklSnEiHVN/P2Su9kTRMLJZ5OzSv1/HPdk16NXaWfSeMr+Pjn0pUCHFhZ4c0SfZ+HelqFsMbVo+rV695lb/n1fU5yN4YZBBRVMIfL6SwYEYgmCAjLy8v6NoA/HHEvhD+VufBrARmU/ytnoQlUPWgyJiiguVhEWSgLkMvwj3ppJPKbj/mmGPUsql6gThGC/0tBaufj5tuukmNrqMjXd4/1kgnQruwIhZWTwoG0pxwfrFaE4ImK6hLwX4iRnj/sJKV7qKLLlKd34svvlgdK9Ri61Daob+HCPAQDBpTphDA4gLz5s0TuwmlRqY6wB4VWMZ2+ipNhncsDVB252oydaUmw9o6PJavXZtZ+trb1j103TkdHPL+Uk0279ekxcFlbH/Z6FarUt12uPeIelGJJlNXaXJMc/FY9taoje8sSiI6iEEGEUUtzGKgoDsYmPUIV00GRsJRVIxNAlFkrBd4m2GvDEBhtlUuP+oykC6AWgtjoIQg5J133lFtRicYI/7mEUErWGoVj8OMgNWGf8FAB//FF19Uz40aj2D2IMFzIr0KqzSZgzPUPaAtSFcyBxlmOOc33HCDev6nnnoq5I0EQ2kH3kO8zwiosDcHArRYgeDObkFG3yYiI793y7I9UrbjNzbCe7i/Z1H28VNKCy02XHPo8zHmKKdMXVUig6eUyC29nWr37mfnuqV7A5GRZbMqh/ywQZM9edZ7Y+jQhninWwrcnvcJ5ntMFDM0IqIIysnJsbx+69at2rhx47SvvvoqqONs375d27x5c1AXX89pNG/ePK1GjRpavXr1tNmzZ3vd/tJLL2HIVOvYsaOWnZ3tdXuTJk205ORkrVmzZtqgQYM8btu3b5/mdDq1rl27qmPccMMNXo8/88wz1W1z5871uP6FF15Q17dr1079+8gjj2ihOv3009Vjhw8fruXn53vdjnN02WWXaQUFBdqKFSvUfYcOHerzeIcffrhWq1YtbdOmTern9evXq8cMGTLE67547UlJSVrjxo21vXv3Bt3m8rRjwYIFWnx8vHoPf/zxR8vH3Hbbbeq4H3/8ccBzX11kZmZqdrM3z61d+X2xVv+1Ii3pxSJt4CdF2tztbq/7tXq7SF3MlmS4tZOmFqvH1n2lSLvo62JtR7b34+H8r4q1Gs8XaXtyrW/Xpb+Zo8mzRWWXuOeLtLu+312BV0lkL5zJIKKI+uOPP9RqPygERs4v8veRt4+8cqS7YN+JYIQ71xezCxg5v/rqq1VuPmYfMBuBmRWskPTPP/+ovP6pU6dapv1gd2mseIVUHew4bYTReBSIL126VP18wgknBN0urFyFmYA1a9aU+7V98skn6vVMmzZN1YYglUvf8RtpVCjY1jdI1GdrsFSsL5g5QCE1itIxy+APXjuKtlF8/dxzz8njjz8eVJvL0w6kZqHmAucfs0t4T1Bgj9WtkMaGDRexVDJmc6w+P5MnT5YZM2Z4XY/RamzUGK3Fq1h9KxIbWFam1ASHjB/ikvGH9rC0ZJzBMOrawCE/DA9uN+5PTgvufp0b1pD12aVrTOmQzkdEB0U6yiGi2LZmzRrtu+++0z766CNt/Pjx6vLpp59qf/zxh3bgwIFIN09bunSpdvbZZ6uR97i4OC0hIUHNItx8883anj17fD7unXfeUaPhuPz6669et48cOVLdVqdOHW33bu/RT3+j6ZMmTSo7dnlmMsDtdmvvvvuu1rdvXy0lJUVzuVxaYmKimpm5/vrrtQ0bNmjFxcVqFgBtzMjI8HmsLVu2aA6HQ83MFBUV+Z3JALxenMdGjRoFNZtR3nboMLNx9dVXa+np6eo1YhYJx+rWrZs2atQobe3atZbn3telbdu2WklJiRat5s+fH+kmxISLPt2uZjyMMxm3fLE10s0iihoO/EcPOIiIiKh6My5fS5Xnrv9tkudWNS2byYhzijza3yn3HMV9jomA3wQiIiIbwTKqVPkOa17HayHb7Tu289QTHcSaDCIiG8Cu4263/52UUUvgbwfzSMASwXv27PF7H5fLpTbFwyaGFBg2UdP3AaHK06q29/eNySFEhzDIICKyAX3fB3/uvvtutXRsNHnkkUfkhRdeCBgcoZiZKUDBQVBGlS/uwBYR8QzakxKTeOqJDmKQQURkA1jlCntF+BONKw5dddVVAXfVxp4XweznQYc2XKTKl+jSpF6CyN78Q9clJJZvN3siO2LhNxERkY0sXryYgUYVwHLWx051ydwdhwq/r0/fIa+c2bwqnp4o6jHBlYiIyEaw1wxVvs2bN0v7ug5xRed2KUQRxyCDiIjIRurVqxfpJsSE7OxsSa8r4jQEGfVSee6JdKzJICIishHsaE6VD7VCbVwOKXIfWsg2vwAFGiz+JgLOZBAREdnI2rVrI92EmNCuXTtpY1oROjc3N1LNIYo6DDKIiIiIQrRkyRJJT/EsyHAICzSIdAwyiIiIYmzPFAqP5nWkrPBb00SaNGnCU0t0EIMMIiIiGzlw4ECkmxAT0tLSxOV0SIs6pT+jNCM5Z2Okm0UUNVj4TUREZCO7d++W5s25V0NVBBnw36UuKXaXzmhsWplV6c9LVF0wyCAiIrIRh4N1AVUpNeHQ+d5ft26VPjdRNOOO30RERERh2jujdu3aPJdErMkgIiKyl6VLl0a6CTFrzZo1kW4CUdRg4TcREZGNFBUVRboJREQMMoiIiOykLusCIqZ169aRe3KiKMOZDCIiIhtp2LBhpJsQs3JyciLdBKKowSCDiIjIRlavXh3pJsSsjIyMSDeBKGpwCVsiIiKiMFmXqcnnqzXBSsIjuzk8lrgliiVcwpaIiMhG9u3bJ6mpqZFuRkzSNE3eW6LJVT+41c8jO+TJe6cf3BKcKMYwXYqIiMhG8vLyIt2EmLV8+XJZn6VJDadIHHpYcfGRbhJRxDDIICIispFdu3ZFugkxq7CwUNZniri10p9ZCE6xjEEGERERURgkJyfLqn2alBwMMrhnCcUyBhlEREQ2cthhh0W6CTErLS1N1mUd+tnlckWyOUQRxSCDiIjIRlauXBnpJsSshctXy978Qz+npKREsjlEEcUgg4iIyEYKCgoi3YSYtS2vpsfPe/fujVhbiCKNQQYREZHN6gIoMgpqN+OpJzqIQQYREZGNNGnSJNJNiFlr97k9OlaJiYkRbA1RZDHIICIishHWZETOil354jL0rFj4TbGMQQYRERFRGGzJqynFpZt9K9nZ2TyvFLMYZBAREdlIixYtIt2EmLWzJFkObpFBFPPiYv4MEBER2UisbACXma/JXbPc8vlqTXKLRPo0ccjzg5zSu7EjqMcv36PJbb+55Y+tmtR0iZya7pAXBjmlYdKhxz80u0QenuM7bPjjApf0b1Z6f03TZEOW22P8lkvYUixjkEFERGQjO3bsUJvC2Zlb0+TU6SWyMENk9JFOaZAo8sYCtwyaXCL/XuKS9qn+A40tBzQZ8GmJpMSLPHGsU7ILRZ6b55bFGSXyz8UuqekqffzZHZzSLtU7yBjzu1uyi0SONJzm3XkiBW7PBJG8vDwRiQ/XyyaqVpguRRTDMPK2aNEimTx5srz77rvy8ccfy5w5cyI6EnrNNdeIw+GQn376qey6adOmqetweeSRRywfh9uOOuooj+vwOp555hnp0qWL1K1bV2rUqCH16tVTOyJfddVVkpubK0uWLCk7djAXowcffFBdhxVk9u/fb9kuve233357hc+Nua1Op1OSkpKkadOmMnjwYHnttdeksLDQZxuMl4SEBGnbtq3cfffdHu/3k08+6XE/FK7Wrl1b0tPT5YwzzpD//e9/5W6/8di+zsevv/5adp+TTz7Z47aGDRv6fW+ee+45y2OG8j6F+hmjyJi2UpM/t4lMPNkpY/s55cZeTplxnksQG4ydbSiK8OGJv9ySUyTy6wiX3NzbKWP6OmXKMKcKWiYuORRUHNbQIRd3cXpcBjZ3yJYDIsM7OMqCETDu9K2z+j4SxQrOZBDFMAQU6Li2bt1adbwzMzPVz3v27JFTTz3Vq1MdDV566SW57bbbpE6dOgHve+KJJ8rMmTOlc+fOMnLkSBVgbNq0SQVW77//vjz00EPSvHlzefbZZz0e98UXX8js2bPl8ssvl65du/o8/qRJk6Rx48ayc+dOefPNN1WHvSr06tVLLrzwQvX/Bw4ckLVr18qMGTPkpptukhdffFG+/vpr9ZrNEIiccsop4na7ZevWrapjjSBs2bJl8tVXX3nc99xzz5U+ffqo++7bt0+WLl0qv/32mwoyjj/+eHX/8i7PiWBv6tSp8sILL3jd9sYbb6jbfQW6eA/vvfdey9tOOumksLxPoXzGolG3bt3E7qat0qRxEmYaDv2OQprTiI4O+WiZJgXFmsTH+f799dlqTU5Ld0jL5EP3OaGVUzqkumXKSk2u6eH7uT9Zoam6i4s6e47Trs/ynvHAQABRrGKQQRSjsBOtHmAYO2foWP3555+q49quXTuJJhh5R7vGjBkjr776qt/7/vzzzyrA6N+/v/zxxx9et6OT3aBBA4mPj5c777zT47ZVq1apIAOB1vDhwy2Pj2OjLU8//bS89dZb8uGHH1ZZkNGmTRuvNsNdd92lAqYhQ4bImjVrpGZNz92He/bs6fG4Bx54QDp06CDffPONrF+/Xh1XN3DgQLnxxhs9Ho+ABrMZv/zyi1xwwQUqGCuPY445RgUs33//vcdsBWaWcN2AAQPUc1ipVauW5Wv3JdT3KZTPWLTCe9+pUyexs/m7NFV74TQNhKAuY9wiTVbtE+ne0PqxWw9ositX5Ig07yAEj/92nf/S7Y+Xu6VFHZEBzT2vX5cp4nJoUqIdOm5qampIr4vIThhiE8UodKSge/fuHtejcxIXFyerV6+WaDNs2DDVCURqF4IEfxBAATqsVpo1a6YCjPJCahIej/Su8847T430z58/XyIJsxKYZdi8ebO88sorAe+PIAszNUibw2xGIAhAEZA0atRIzWTo57g87yOOhU6/0fjx4yUnJ0euvPJKCZdQ36dQPmPRKj8/X+xue45Ik1re1+vXbcvW/D7WeF/z4/fmi5oJsbJ0tyaLMkQu6OSdPlk6k+H5OMwKE8UqBhlEMSojI0P9kUSH0QgBRv369dXtgaBzig5NsBfcvyLQ3kcffVQVU95xxx1+76unCyG9B4Ww4YQR9++++06lH6HWAyP+qF14+eWXJdKuu+469e+3334b8L5IhdqyZUtIu0QjRQqzGXgs0q3KAzMsQ4cOVXU3xn0EkMKG2ZRjjz3W52NLSkpUm60uaFNF36dQPmPRCjU01a2IO784uIv+OySvWCTe5X2shIP5GbjdF/02y8e7/D8esxhwURfv7tPqfZjFYLeKSMd0KaIYhRFjFP9a7UiLlBTkr6ND52/HWnQQP/nkk6CfEyk2Fc1zxzGQEvTZZ5+pUWlfNRNIGUKR7t9//y2tWrVSxd+oZUD6FOoNkpOTy90G84g76jrwXAhoUEuAmoJI6devn/p348aNXreh0613xjds2KBmPvAvUqZ69+4d9HPgPFZ0Z2nUj0yZMkXGjRunisBxLMww3HPPPX4ft23bNp/7QGAGB+9FRd+nYD9j0aq67ZMxa7Mmg6cELtaG5SNd0qm+SGKcSEGJ9+35B4MD3O6Lfpvl40t8Px4BzqTlmnRrUFoQbrY20/sx+B1LFKsYZBDFqOLiYp9FiXpggfv4CzIwqo1C4mCVt1DYDKsInXDCCao498cff/Sbj//www+rEXcUey9YsEAmTJggo0aNkhtuuEGef/75cj3/xIkT1UpHZ599dtl1l112mVx77bXy0UcfqSLzSEEKlB5QmL399tvqYhy179u3ryqMDgVmBfQajfJCXQbSklAjgSAD6V34rN18883qc+cLzruvmQjcFq73KdjPWDC1Twja9dQ8BOborOrBNlYfwnnE7KFu+/btHjNL5p8xM4dCdj1dx/wcSGND4FiZzxHO19GpvkMmnOyU7JwcdfwacaVdk/z8ApV+pHfU8bmIL8QSTvVVWhPSnszHXL4Vt9eRprUdPl9HvRrIk3Kpx5tfx9b9bkmNR9H4oe6R/hyzt4ps3C9yb0/MvpV+Bzyfw/v9RyBbFe95dX0OsjcGGUQxCmlRvnK3MYOh3yfQMYwjx1XluOOOUxcUd8+aNctn3QX+OD7xxBPqgj+GWB71888/l08//VStbIS2oxMZCoxsI1g57bTTZOHChWXXY3UudIaQyx/JIGP37t3qXyxta1VvgFF6BJfoKKAQHMvfhgqrkEE4ZqUef/xxdU6nT5+uZpmwv4OewmUF5xiPq+z3KdjPWCBYDctfKhNSx4ydNKvUNfPP5j0wzM+BYM343lTGc4TzdaTVErm8Gzqd5s+TeVACCxmUPkfPRg75fYsmjU3tXJmXLElxmnRI9f068EoaJhbLvB2a1O7j+Trm7XJIr8ZOy3YjVQqtvK5PiuXraF9XZLMp7sbvndq1PVNSo/39qMrnIHtj8iBRjMIIFYIMPaAINpXKCGk3GDEP9mLOma8IBAloX7D7T6DThVoCjG6/9957ZTUAocIoOkbzUPiMFCP9cvTRR6vz+ddff6llciMFK4MBUsTMsFoYOugogMYMVHkCDNALpyu6ghFmlBCoXnLJJWqEE3uXhEs43qdQP2PRAosa2B32qNiZKzJ91aE6r925mkxdqcmwtg6P5WvXZmrqYnROB4d8vU6TzfsPXf/LRrdalepcw7K4uqISTaau0uSY5uKx7K1Ru1SHxDkrVndGZCecySCKUUgjwYjxrl27PEabkJKAFVGCKQRGMFLVNRnGEemzzjpL7bcQagEy6jUgmOJ2IwRJmAnBsr9Wy6hiNSJsOIcObnlTsSpKX7EJy+9WBhREf/nll2o2xNfyvsFC2oS+nC1GRIOZoajK96kin7FIqugCC9UlyOjbRGTk925ZtkfKdvwu0UQe7u85fnr8lNKBlA3XHOryjDnKKVNXlcjgKSVyS2+n2r372blu6d5AZKSaVfH0wwZN9uR5741h1CbFIeZTX5HaL6LqjkEGUYxCPjxGpBcvXuwRUKxYsUIFGsHskRGpmgzjSDM2nrPanO2///5Teb96kbIRUmXAuC9EMJBmhXQk5PWb95AwFhujoDkSQQb2f8D+EpjFQGF1uOn7ZCAwRec7HAXR2BARn7Ujjzwy4MxZJN4nf5+xaIXiePOqcXbjcjrk23NcMnqmW16Z75a8IpEj00QmDnVJx3qB8/1bJDtk5nkuuX2GW+6Z5ZaaLpFT0x3y/CCn5SZ+Hy/XpIbTepZDl54iHntkQEEB6kpY/E2xiUEGUYxCvi06ichdR2Fry5Yt1c7OKBpF0BFMkBGpmgwdnhu7cmMXZ6vdzNHRxj4gSJHBijsoXJw7d67aHRvpYKgHCMU777yj/sVz+oJiYczuYAlZYwCGvH4Um1vNKKE4PRTYOA+FyfpsEjZfw2vCzBSCR+xlYd6IL1QomsesBWYFUIOh7/iNQEN/jeGAWodQ6h3wevXXboZABZsIVuR9CuUzRpGVmuCQ8UNcMr50YtIn4wyGUdcGDvlheHCB7SenBb4fZjLMSoMMotjEIIMohqHzjfSl5cuXq/x0dLy7desmRxxxRLVZ/eOpp55SnUW9GFmHgl90xtH5xlKkWVlZKo0Eqy+hU4mOvdUsh7/RYewcnp6ers6RLxdddJFqDzqlxs7rv//+qy5mqIsINcjADBQueI9Q3I7VnlAfgZkMbDpX0QADkCKEC9Ki8LnAyDj2m0DdBArIIwUr3owePdryNhRyt2/fvkLvUyifsWiF5Zqp6qUfWnCqTHX5PUpUGRxaLCRvEhERxYjVq1erYIuqFrpTSS8WSb67tG4jzilyeVeHvDMkPGmARNUNV5ciIiKyEaSUUdXDrEXTxEKvmTeiWMV0KSKiCMLO09ipOhDUyYS7cD4cUKMRzCpdSF+iqmG1RwpVjQ71nLI+B1sIlmKyCMUyBhlERBG0cuVKVZweCOojKrpkbGV47bXXZMyYMQHvx85W1Ql11TQKn9Z13CpNqujglkD6btlEsYhBBhFRBGEvh0mTJgW8H/aTiEYjRoxQr4GiB1YCw27uVPVSSvZKsfvQJpc1GWRQDGOQQUQUQbVr1w7bJnSRgCVzcSEikWaJhWWpUnBg/37uk0Exi4XfRERENmLcXJOq1oCuLXjKiQ5ikEFERGQj4do5ncpx7vdv8fgZ+xARxSoGGURERDaCnd8pMorzDkgDwyJwhUVFfCsoZjHIICIiIgqDhIQESU859HNBfj7PK8UsBhlEREQ20qlTp0g3IWa1a9dOOqQ6xOU4eIVD/x+i2MMgg4iIyEa2bt0a6SbErCVLlkiblEOxRf169SLdJKKIYZBBRERkI9iFnSInva5Dit2iLvn79/CtoJjFfTKIiIhsVhdAkZGWlibHJzlk/BCnYDKjU8EOEWnEt4NikkPTNOO+MURERFSNlZSUcBnbKLFhwwZp3bp1pJtBFBFMlyIiIrKRxYsXR7oJdFCDBg14LihmMcggIiIiqgRr1qzheaWYxSCDiIjIRho3bhzpJhARMcggIvp/e/cB3lTVxgH8TdJBWWVT9ipbZYmCoAy3iKIoiIrgHrhxo4ALB6i4ByiIuABBEecnIKCoDNl77yXQQoHO3O/5n/amN7c3adqmTXrz/z1PlGaeO5qe95z3PZfITmJjY0PdBMrBegyKZJzJICIispGdO3eGugmU48SJE9wXFLEYZBAREREVg0OHDnG/UsTidTKIiIhspFmzZqFuAhlkZGmy/Vj2v5tUEnHqlwMnsjnOZBAREdnI/v24AByFgzZt2sjygyLNPs5St2cXukPdJKISwyCDiIjIRo4dyxk2p5Bbt26dbE3OvuYx5i82Hg11i4hKDoMMIiIiG4mJiQl1EyhHenq6bEsWcTlEkCWVkpLCfUMRg0EGERGRjbRs2TLUTaAcFStWVDMZehlGRkYG9w1FDAYZRERENrJixYpQN4FyJCQkyJajmmTmlGK4XC7uG4oYDDKIiIiIisHGjRtlU1LuzxUqVOB+pojBIIOIiMhGqlevHuomUI4sTWSvoQwjKckQcRDZHIMMIiIiGylXrlyom0A5oqo2UIEGUSRikEFERGQj27dvD3UTKMemw1le+6JMmTLcNxQxGGQQERERFYPVxlwpFH47WfhNkYNBBhERkY0kJiaGugmUY8+pGIk29LROnDzBfUMRg0EGERGRjfz333+hbgLlSImtIW7WZFCEigp1A4iIiCh4InUFo6RUTR6b75YZmzQ5mSFyVi2HvNbdKe1r5lwJLx/rDmvy0Fy3/LFHkxiXSK/GDnm9u1Oql837+i1Jmjzzh1t+26HJ8QyRuuVF+jV3yIvneqdDrdqfKllabh0Gl7ClSMIgg4iIyEaioiLvT7tb06TX9CxZcUjk0Y5OqRYn8t5yt3T/OkuWDnRJ08r+A43dxzU576ssiY8VGXWuU1LSRcYsccuqQ1my6EaXxLhyX7/8oKbet055kaFnOqVqnMjOY5rsOm7xvie8j0VqaqqIxAZvw4nCGNOlbGrZsmXyv//9T7788kv56KOP5IsvvvD7/IMHD8oPP/wgEyZMULcff/wxbKbc3W63PProo+JwONTVUnfu3Gn5vPHjx6vnGG+xsbHSqFEjeeKJJ+TUqVOe5z799NN5notVP5o3by6vvvqqZGXlrggyePBgr+c5nU4pW7asnHHGGTJu3Dif7T527Ji89NJL0q5dO6lYsaL6w1+lShW54IILZM6cOZ7nHTlyRC666CL13t9++63P99uwYYM0a9ZM7YNdu3apn9Fe83YYby+88IJ67fHjx6V3795ej6E9aFfLli3llltukeXLl0tRj9O8efOkb9++Uq9ePbU/o6OjpWbNmnL55ZfLr7/+6nnu77//7mnHddddZ7mt2DZ9KU6r4+Xrhs8OVEHOg/zOxd9++02qVasmNWrUUMfULDk5We0bvPbtt9/Oc0ymTZtmuU/vv/9+z3NGjhxpuQ993f744w+v/Yn7GjRoIOnp6V6fY2zLkiVLAnpv4y3Q1YyM74vzzsrKlSvVMdSfZ9VGX7cePXpYvueMGTMkJiZGPeezzz6zfA62G8cPz+nUqVOex/fu3SvnnHOOejxcvht9Oe200yTSTNugycK9IhMvccqIc5wypJ1Tfu/vEsQGI/7Mudy2H6P+dsuJDJE5/Vxyf3unPNXJKVN6O1XQMnG15hXMDPwxS1pUEVlyo0seP9spt53hlOe6umTCpd6zGCfSNUnO9A4yMjIygrjVROEt8oY7IsTixYtVBxt/NM0dCrMDBw7IrFmzVMe5Q4cO6r41a9bI999/L1deeaXqGIcSOtTolFetWlV11D755BOvzpZZly5dpE+fPqqDiNciYHrllVfUPpk9e7bXc9H57datm2RmZsrmzZtVoPX444+rTtnHH3/s9dybbrpJTj/9dLU/8Tiee8cdd6j9h86q0ZYtW2TgwIHy119/ScOGDeXmm29W7V+/fr3qbJ9//vnyyCOPyOjRo9X+veKKK1RQiEAJbffVQUMb8Vp0wtAGQOfpxRdfzPN8dIIvvPDCPPc/8MADUrduXbUdCC4RXCAYnThxotx7773y1ltvSUEhgEMbXnvtNbUv8bk4l9AGXPEWwcfFF1+s9tlll13m9dopU6aoILBt27Y+3x/nYaVKlTw/nzhxQiZPnqz2x1NPPSWVK1f2PFaQIKOg54G/c7F79+4yZMgQef755+XOO++UqVOnel6naZravzNnzlSfg/2ckpK76gyCMRz7a665xqtd6LzjuONxX52TFi1ayK233prn/ri4OBVYmCEweu+99+TBBx/0uT8QAODcNELbFyxYIP3795czzzzTcz8CwYJe/A3bg98F/E527NjR67GffvpJdu/e7Xeb9XPYDIG/GUaOcSxwbPF9iIEB/G76888//8h3332nzrvSaMWKFdKmTRuJJNM2alKzrMjVzXIDU6Q5IYVp8lpN0jI1iY3yPZvxzSZNLm/skPoVc59zQQOnNKvslikbNLkjZ3f+ul2T1f+J/Hi1U+KiHXIyQ5NYF1aNyvve24/l/RwMUhFFDI1sKTk52fPvKVOmaJ9//rnP506fPl375JNPtJSUFM99+DfumzVrlhZqX3/9teZyubSHHnpIa9u2rVavXj3N7Xbned64ceMw3KQNGTLE6/6lS5eq1+CxRYsWqfuGDRumfh49erTXc3/55RetUqVKmsPh0Pbv36/uGzRokHru1KlTvZ77xRdfaLGxsVqFChW0zMxMz/2HDx/WLr/8cvWaAQMGaBkZGXna07JlS/X4+PHj1X1r167VmjRpokVFRXk+1ygpKUm77LLL1GtwPGH9+vVas2bNtLJly+a7D48dO+Zp0+LFi/M8vmDBAq158+bq8ZdeekkrCByLd955R4uOjtZq1KihtsXs6NGj2vPPP6/Nnj1b/Tx37lz1WQ0aNFDb3LNnT6/n57dte/bs0Tp37qzeY9u2bVphFeQ8CORcPHjwoHb++ed7HSfjOVi+fHltx44deY7JWWedpd537969Xu2YPHmyur9r167qeSNGjPA8pu/DSy+9NN/t1PdnTEyMVqtWLa1y5crq8wM9P4y/BxMmTNAKS29zhw4d1L646667vB4/cOCA1q1bNy0+Pl5r1aqVem5B2mhl5cqVat+fe+652nXXXaeO6ZYtW/I8D+9ZtWpVrXr16up3GvvL+HttPOcOHTqkhbNly5ZpkSZxXIZ26bTc46UbvzJLk9EZ2sqDef9m6HYfc6vnvPJPVp7HbvwhU6vydu53+NC5meq5s3dkaR0mZah/x7yeofWfmakdPun9GTM3Z3+2fnOOydCu+z5vG4nsiiG1TSENJhAYjT106JA0btzY6yqx+Dfu27Nnj5w8eVJCBZ+NNBKkjWD0F6PFGE02z0j4g5kEjPYCRqn9wcgvthsjz1u3bvX7XIyaJiQkqDQO7ENj2swvv/widerUUSPd5vzo9u3by7PPPqtmmjAKjxmFJk2ayLnnnqtGW63SOdatW6dmRTBiXxyjq127dpWXX35ZpQqNGjVKzRQECiPjGO3HqPOnn35qmQaDWQjM9vTs2TPPUpsY2cfsQEGOaXGzOg8CORcxoo+ZDaSIYTYDs1wowsXxxnPffPNNqV+/vuVMCkyaNMlzHz5v+vTpKj0H50Yw4FxEetrRo0fV8Q4VnA9nnXWWSuPMzlHPtnr1apW2hNk8zIIFA2ZGsO9vu+02ufrqq9VIsnmW0gi/YzgemIHD7FNphJm2SLPvhEgtiwud6/ftTdH8vtb4XPPrj6SKmgmBTUez7+/3vVtaVHHItCuc8nhHh5oJ6T0jS31n6LYlizjE+3Pxu0cUKRhkRDi9c4xOkRlyyyGQ/GN0lNFZCOSGjnSgNm3aJH/++afqBKPTh04CVudAakmgEEghLQiQLuEPOoSBPhd597ih06Kn8mDb0KlBhxu1HL6u7tq5c2eVzoDPQvCAlKd+/fqpwMO8bfijhVoN/HFCmgeea4b0EvNt3759BdrX6PShfgRBk57LHwikvaxatUpq164tl1xyiRQEtgUpRkjtGTp0qNcf6FCyOg8CPReRt490Hpx3SGNCjRPSry699FJV+2IF5wJS8YzvhU7uwoULVXqZv0GDtLQ0y+Ovt98MKX4I7t544w3Zv3+/hAKOO7YLdUuolwCcq0hrQoCL34X8vrfM24sBEWPdFWAfIF0SqaCoh0FqFvYzjgmCRSv4fUYQieOOwNj8nnYaZApXqHtIzQzspn9nnMoUlbZkViZnjAeP+6I/Zvl6l/dzUnIy+DrWdMjkXi7p2yy7HuP5Lk5VEzJ7pzHI0CSKvSyKYKzJiHD6LAX+CJvpMxuBjGpj5B6d2kBgJN+Y0+0PakVQcKnXHLRq1Up1hvVOtzEXX4f2otOBTgs6asg/R44ycvXPO+88r+eik4PnIkjCKCpqCvAz2te0aVOv5yKgwGMIlP79919VGIwOOTqbejChv5++nb6gA4MR7UWLFqkOOkbzUZOAz0VHFvdjOwHvpxeKW+Xe4xj6qkNAznug+xq1IZh9Aew31FAEYu3atWpfI0ApDBTC47NwTL/++mvLQvDiFsh5EOi5iE4qZjEQqCG4QD0KghHMavmCGTEULaPjj8ACgQpqIBAE3H777apNvuDcsDr++J22+t3F4gGoLxo+fLg888wzfhcvKE445qj/QWA1YMAAVX+CfYWAS5959MVc16NDHQlqnYxF5PgdQICB7zMEs/hdw4wSvrMQ+FnBcUd9zAcffCBjx46VJ598UkqTbdu2+a1xCnfzd2nSY0r+xdqw7maXtKgqEhclkua9ToOSmhMc4HFf9McsX5/l/Rz9/wNaetdgXN/SIU8uEFm4B7UcucvcZpo2AwNJRJGCQUaE00e6rVIT9PsCGQ3HaiwYUQ3mKBs6WD///LPqLOkFsUgDQMcAKSpItcAouBlSHMxpDhjB/Pzzz/N8waNIFzcdUlNQtGyVsoSOoxGee+ONN8r777+fZ0YH4uPj/Y7kosMDGPGGWrVqqVWmEGQgnUMPMpYuXaqKs9FpsCpsxTZhZDbQwt9A2oROd6D05/rbXn/QAb/vvvtUgTMKwNEhLGn5nQcFPRcRsI0YMUIdNwQmeByBhC8ITBCsIhDBscdMCRYCwGwiPsNfkIHz4rHHHstzv68FG/BZmBFDKhbOG6yWhXOvpGE2BbNCX331lUpnQlCGQnusvJUfrJqGfWROBTv77LM9P+szIwjCsfCCeT8juPIVZOB34e6771azIEgrM//uFwQGJxDg6N89KPjH6Lt+vQR8Z2CwwpjihAEb4zEx/4zzEbPP+upb5s/Aohd4z+L8jOLcjhZVY2TCJU5JTcXfFM0ziINjiu/X8uXLe97DkXJApGqCSmtC2pP5M9bvxfdrBald3vd2VFApTXHq9ebtwH2VY9wSm5P2Wjvno1FkbtyO6lWzZ/6PpmmezzhyyiWaOPKcp6XteBTnZ5C9MciIcHq9gHmpTuN9gay5XtDVZQKBDhrys5GPjlQVHZbgROfrww8/tAwy0FFHqhI6FAhoMMLuq4N3ww03SK9evVRAhU4ZZh98dc6wGg86/ggK0LHE6jNIxzCmL+Hf+h9EPXiwgi9nPQ3D2DnHKlMIWtDxwmirvrQp0q+Q5mIFbcdIcFEZ21SQdAv9uQUJTMwwco9aE9R0YPsDnUUJlvzOg8Kci1j9CI8jyEB6XH5at26tOslYbQvnAT4PwVd+tQn4A17Q4486JdQoYHlcBCi+lnUtTvg9QcCGQADLbGPWAStKYVvyy1vH+ZHfDB1qaTAzguOI3zEs661/r6FuCDNTSAX1lRaJ44HzAstQIwBFMFYY5u8TYwdZ/84w11CYgz7zz+bvM/NnYPbNeNG34viM4tyOhFiRwaehE5o96GH4lJyb17uo/7at4ZAFuzWpaXrP9ScrStkoTZpV9r0dzcuLVI/LlCX7tTzbsWifJu0Scn8HO9R0yDjRZE+K93ZsTcpOk6oe5/B8RuNKWfLXXre4DYEGZhdjYqqVquNRnJ9B9sYgI8LpaVJWxd16qoWxINwXjC75ynE2Q0cCN3/QqUbnA++LEV3czPTlV81pAfgDG2inC68N9LlYGlcfxUYQgxoCpGIhbxupU3qHW19aEylVGDW1gs6Nfo0F5IgbU1nwOd98840aaUbqCEZ40SG7/vrrpThh1Ap57VCQGRCkDSEQ1TtxhYHtQycdKSzPPfec2gclyd95UJRzsSCQboXrQGCJ42HDhqnPs0qPCxbMGCGYRbCMlKJQQKCAcxyzNxilRnCF/RCM4lgEGEj7w8irvjS3GZZB9rWUL4I7zIAgHQ6/58X9+xfsmqLSXpdRUNc0c6hlbKdv1OSa5tmd+v9OajJ1gya9mzi8lq9FGhM0qZR7X99mDvl0jSa7jmlSL2cZ29k73LLxqMhDHXKfd2WiQx6YIzJhtVsFQs6cEfnxq7L//l3YIPe5jeMxe4br3RT75hOFJQYZEU6fgcAqOOY86EALoAEdr2DWZOA6E/Pnz1ftQ9qJ1SglcqWRz/3OO+9ISUOnGKPAWEkK7bjnnnvU6DA62yh+RucFo/LIebfKwf37779VnQhGwY2j3HqBKophsW3odO3YsUN1gAubjhQo1IEgUMAIKNJYAoWABBf/QicbHWTMJBUGZpxwDQbM4Phb/aekleS5iGugIA0I16nBrEZBgr2CwogiUoJw3BHUBPJ7HmwIyLHNuI4NoP4kGDCrhuAJAQZWSzN3uBFQv/vuu2oGxd/1QpDShUAD10wJ5WpcBYXts1rFzO5BRqdaIjf/7Ja1h8Vzxe8sTeTZLt7V1+dPyZ6l335HbhfoqbOdMnVjlvSYkiUPtHeqAu/Ri91yejWRm9WsSraEcg4Z1skpw/90yyXT3NIn0SErDmkybqUmA1o4pGOt3Oc2indIpts7Lcg4w0RkdwwyIhw6rug8oaOEjr+x2Bv3oRDYqii8uGsyUMyK5WaxyotVShRGKJHugDoLFOmGopgOMybXXnutKgTG6Lte2ItCZnS0kc+NlBTUhxhTXtAZR2cV+wsdIPNqUQg6UHuBkVg95SpYnS9fMFuCegiMnmO51UCOuQ4pQRhxf/jhh2XQoEGqtsLcOcZ2oFOH88S8jK0OARpy33FcUStgVdQfCiV5LmIpY3RocY6URAE8ahLQyceKaAiSSxrSAZEGiPMDqRloSzBgMQIU0GOWzapoG3nkCK5w3KwuCGhsHwJ8zGRhRsPqAoDhKBIv+IaL4f3Y1yWPznPLW8vccipDpGOCyMRLXdK8Sv75/5i9mNffJQ//7pYn5rslxiXSq7FDXuvuzHMRv6c7OaRyrFPeXuaWB+dqklBOZFgnhwzv7L3fGxtmSnTZfydZ/E2RgUGGTaHjo19RGB1H5CEjfUfPq0RajrFTiz+2WM0GI9KAQlOMAqJTGIhg1mRgqh9tAfMVkI0dW6RA4ErVGPUPxYpE+EOOwm+knOD6Bkibwig0clSxStDhw4fVjAY6O5iRQCdKv+I30qWQbmWVDoMRSKw0hI4mjhm2Fddk8AVpJmPGjLF8DMfWnHqENiEQwOswW4XPwBWO8ccPS69aFRH7g44YtgMFfehkI/0LQRZmrBBcoYYBARNWa0Jn1h8EJyhKxrUmMDNWkGCnOJT0uYiA01ftjb+VhKyOP94LdSYIXHxBIIfACTM1WN0pFPA7Y1w8IRD6OWyGIADL3yLVEClXOJ+tYDQZAQ2+91AA7ivI0N8Twe9dd93lSXEMd1YLRESCymUcMv5il4zPp6TLOINh1LqaQ365xhXQd9697XHzH8w1ireufSOKFAwybAqrtJjTl1BIqhdiGYMMpE0gFxwjerjhCxSrP2B1nVBc1AmpIkgnwmf7uggZRouRloQOPjoJoQgyAPsRnU+ke2AGAClS+v2oL0D6DEZBkUqDomp0btD5xkX4fI3aInjBe2I0H51cXFvB30oc+KPlqygVeeTmIAPpSIAAAJ14XN8Co7VI/ypsTQFWpcJsDs4ZLEuKUWKkkiG4RXCFgnnM6OQ3Uo1tx/Kq6KwjnSzUSsO5iMDV1/HH8fUXZAACWAQjKDgvLfRz2AzfZVhEQL9Aoq+aKMBStvie0xdZ8AeDBFghTF9KOtxhWWxjrReFBlaiinJiGdvc72+uqkSRxIHLfoe6EURERBQcRV2EgIKnzjsnZW9qdkqs0yHSr7lDvrw8OFezJwp3kZe4SUREZGPhUs9EIvXLetcqYnaaKFIwXYqI8sByxKgb0et6fEE6Trite44iYtTD+IMllJEmlt81KCh/SNfTr3LvLw0OqUn6xR6peIUizZWstagWLUuTRDJylrFl8ghFEgYZRJQHVhdDMTcKY/1BUSyu1hxORo8erVb8CqRgOhQrKtkNFjbAQgX5QY0Rri9DxQ+roTFdKjzUr+AWtyEpPda0miCRnTHIIKI8MOKMJW3zuwBZuM1iAFb8wtWaS9sMTGmFi+mhKDq/maOSvsAiUTiokP6fZGm51yyJZpBBEYSF30RERDaCvP9KlSqFuhkkIl/OXy/XL0r0FH5fWCNJfh5Y8he+JAoFFn4TERHZSH61VFRyerZtxN1NEYtBBhERkY1g0QYKD8cP7pLy0bk/42K4RJGCQQYRERFRMc0qGa/8nZGRwf1MEYNBBhERkY1wZanwUaZMGWlaWUS/5ndamvd1M4jsjEEGERGRjaxZsybUTaAciYmJ0qSSQ6JyelsOT7hBZH8MMoiIiGyEKTnhY/Xq1dIo3iGZORfjq1SZq35R5GCQQUREZCPx8YYiAAo51GTgeny4KF9yUnKom0NUYngxPiIiIhupWbNmqJtAOXDRzyplHXJlYnaa1DWVD4lIFe4figi8GB8REZGNLF++nMXfYWr79u3SsGHDUDeDqEQwXYqIiIioBFSrxqt9U+RgkEFERGQj9evXD3UTyIfNmzdz31DEYJBBRERkI6mpqaFuAhERgwwiIiI7OXjwYKibQD6wHoMiCWcyiIiIiErAiRMnuJ8pYjDIICIispHTTz891E0gHw4dwhK2RJGBQQYREZGNbNy4MdRNICJikEFERGQnaWlpoW4C+dCmTRvZdUyTZh9nStPxmfLrdjf3FdkWZzKIiIhspEKFCqFuAvmwbt062ZykyaajIpuTRD5dfpL7imyLQQYREZGN1KlTJ9RNIB/S09NlW3L2v6McIrExMdxXZFsMMoiIiGxk/fr1oW4C+VCxYkXZlqxJNHpfDq42RfbGIIOIiIioBCQkJMjWJBG3lv1zRkYG9zvZFoMMIiIiG6lbt26om0B+Vv7alKRJVk6Q4XK5uK/IthhkEBER2UhmZmaom0B+bEnK/Xd8fDz3FdkWgwwiIiIb2b9/f6ibQD5Uq11fjqTm/nzkyBHuK7ItBhlEREREJWDzYc4yUeRgkEFERGQjp512WqibQD6s3H3c6+e4uDjuK7ItBhlEREQ2smXLllA3gXzYfSraq+PFwm+yMwYZRERENnLq1KlQN4F8SCtXW1yGnldKSgr3FdkWgwwiIiIbKVeuXKibQD6s2psimW7uHooMUaFuABEREQVP/fr1uTtFJClVk8fmu2XGJk1OZoicVcshr3V3SvuajoD2z7rDmjw01y1/7NEkxiXSq7FDXu/ulOpl875+S5Imz/zhlt92aHI8Q6RueZF+zR3y4rne18HYdjxaci6RoXAJW7IzBhlEREQ2sm7dOmnbtq1EMremSa/pWbLikMijHZ1SLU7kveVu6f51liwd6JKmlf0HGruPa3LeV1kSHysy6lynpKSLjFnillWHsmTRjS6JceW+fvlBTb1vnfIiQ890StU4kZ3HNNnlXeMtmqbJ/rRoi9S22OBuPFGYiPh0qaSkJFmyZIl8++23MmnSJJkwYYJ888038u+//0pGRkaeHfbRRx/5veF1RsuWLZP//e9/8uWXX6rHv/jiCwknU6ZMEYfDIU6nUxYvXuz3uVu3bpWbbrpJGjZsqFbEiI6OlurVq8v5558vkydPVl+g+MOG9wvkNmLECPW+NWvWlDp16qh///fffxITEyMNGjQQt9v3nPKsWbPUe1xyySXq5x9//NHvZ6G4rqC5r2iX8T3KlCkj1apVkzPPPFMee+wx2bt3r9/Xr1ixwvNa43HPysqSFi1aSGxsrPz111+Wr33vvffU66699lrPfX/++afa1wkJCWrfV6hQQe2n3r17y6+//iqFhfO9e/fuUrVqVfW+2M7GjRvLoEGDZM2aNZ7nvfHGG177A+dM2bJl1bY8//zzlsfLvA/NtxdeeMHz3Msvv9zrMbQFo3ytW7dWbVm6dKll+3HOoc2pqan5ngfGG45loAp6fun3d+vWLd826+69916v94yKipKKFStKs2bNpF+/fjJnzhzL9yrsfjOejzj2eO2tt95aoONnvOH707jtvm74LiwI4/bhe9rK008/ned7pSDbqdu9e7f6vapdu7bl9Qvw+TjvcVzxfUfha9oGTRbuFZl4iVNGnOOUIe2c8nt/lyA2GPFn/vlKo/52y4kMkTn9XHJ/e6c81ckpU3o7VdAycbXmFcwM/DFLWlQRWXKjSx4/2ym3neGU57q6ZMKl3rMY/50SSc3y7nalp6cHcauJwkvEz2Rs2LBB1q5dqzpriYmJ6g8IOo8IPNCp7tOnj/pjr+vRo4fljsQf8mPHjqn3MULHHZ1JdGjC8cvkgw8+kCpVqqi2o2OLIMvK559/Lrfddpu6kux5550n119/vepgbt++XQVRAwcOlOPHj8tTTz0lO3fu9Lzu6NGjMmrUKNURNf9ht9qX2E/4A/7bb7+pjh06GFbef/999X/ze+K1Vq/BcUWnrqAqV66stkkfccK5gcBg9OjR8uGHH8o777yjtt0KOuX4TARNn3zyidpngA7pV199JWeddZYMHjxYVq5cqc4R3a5du+Txxx9Xgde4ceM8+x8BHjpAvXr1Uh3P5ORk2bRpkyxcuFClR1x00UUF2jYEBX379lUdJ+z3Sy+9VJo3b67OUwTH06ZNkxkzZngCP91VV10l55xzjno9jjUC1eHDh6t/6+31tQ/NEDSZPfnkk+qcxLl26NAh9buFIA23e+65R958802f23TGGWeoY2P06aefyurVq+XBBx/0BLOA87egCnp+LViwQJ3Hl112WcCfgd8zHAd0itHRxfnx/fffq+NxzTXXqE661Yo0hd1vOH74HAQU+Bwcf/14v/jii2ogxvh9OX78eOnUqZM6d4xwTujwPYigycrZZ58thYHgCZ+N72Qz/H7gcauBoUC2U1e3bl155ZVXZMiQIXL77berAFyH/YD7EPjhnEKwEq4QJEW6aRs1qVlW5OpmuccJaU5IYZq8VpO0TE1io3wfw282aXJ5Y4fUr5j7nAsaOKVZZbdM2aDJHW2y7/t1uyar/xP58WqnxEU75GSGJrEuEZcz73tvSxbL7w4i29Ii3MGDB7W0tLQ89y9atEj78MMPtVWrVuX7HsePH9c++ugjbfr06XkeS05O9vx7ypQp2ueff66Fi/3792sul0u75ZZbtG7dumnVqlXTUlNT8zxv8eLFWkxMjFa5cmVt3rx5eR53u93a2LFjtUmTJuV5bNu2bRjy0Xr27OmzHTVq1NBq167t+Rn7Ea+54oorLJ+PfRobG6tek5mZqe774Ycf1GvuueeegLc/P+Z2Gc2cOVOLi4tT7Vi4cGGex9PT07X4+Hjtwgsv1AYOHKiet3v3bq/nPPPMM6rNd999t9f9Xbp00ZxOp/bdd9957mvYsKF6j5UrV+b5rKysLG379u0F3j58Lj7/vPPOU+ew2aFDh7TrrrvO8/vx+uuvq+ePHj3a63n4bLQN+8P8Pv72oVmvXr3U+69bty7PYxs2bFD7AI+//PLLXo+1adNGff6pU6f8vu/ff/+tFVZBzy88t169elp0dLRqH45Rfm0eMmSIet2MGTPyvN+BAwe0du3aqcfvvPPOoOw3HY4/jtOnn36qnjdx4sR898OgQYP8bnv79u21YNG3r0ePHlrZsmW1I0eOeD0+f/589fj555+v/j98+PAib2f37t01h8Ohffnll577evfurV737rvvauEO50ukSxyXoV06Lfvvg9H4lVmajM7QVh50+3zt7mNu9ZxX/vH+vYUbf8jUqryd4fl56NxM9dzZO7K0DpMy1L9jXs/Q+s/M1A6f9P6ML9dlf7Z+i3otQ7vt57xtJLKLiA+hke5jHs2CJk2aeEbi87Nx40Y1dY7RRzOMeoWrt956S41G33nnnWr0FCPWGBE0e/TRR9Wo30svvaRmMcwwovfAAw/4HNEvqCuvvFJq1Kghs2fP9hpFNc6+pKWlqRH1UK0xjhSlZ599VrVj5MiReR7HfsRMA9JV7rvvPvU8zBQZ4fVt2rRRo/9z585V940dO1alRd14441yxRVXeJ67Z88eqVWrlpx++umWI2HmGbT87Nu3T40KI30EMxnly5fP8xzMbmDU3Or3wwifjRtmerZt2ybFATM3M2fOVOfa66+/7nfEOpy+W6677jqVNoeR76LA78Mvv/yi0hSRlrR///6g7DfMzOF8w0wLZtqQZuVrNjPUMGt58uRJlXZq9Pbbb6sZPnxv+FLQ7cTvL34nMPulfy9i9uOCCy6Qu+++W8JdfqmckWDfCZFaFots6fftTdH8vtb4XPPrj6SKmgmBTTldhH7fu6VFFYdMu8Ipj3d0qJmQ3jOyvNLqMJPhcnh/7uHDhwuzeUSlQsQHGb7o+dX5XY0TXyBIIUBKFdKtigPytgO9+atjMMMfzpYtW0rHjh1VZwh/eCdOnJjns/HHGWkYvvKYgw2dZtQinDhxwjL9Bh02BBdIaTBDRxd51eYb0keC7f7771cpGv/880+ezhtSqdBJx3Zg/+LcmDp1qtcfHHT8kDaFcwf7FsWaw4YNUzUv5oAEAQYCDaTMBAM+F21GpwvpTEWB9zlw4IDaHnSszbDNVscEN6QEBQoBFtKhDh48qM7JUCjo+TVmzBiVloWalaIGRti3PXv2VG1A4BCM/aYPNNx1113qPERgi/S7HTt2FKmtSNmy2k84hwtby9ChQwc1+GOsb9LrcC688EK/y7YWdDuRbvTaa6+p8xrfjUj9wu8JApNwTpOyK9Q9pGYGdtPPr1OZotKWzMrkZD/jcV/0xyxf7/J+TkrOr3XHmg6Z3MslfZtl12M838WpakJm78w937cmacKzhyIJgwwL+GOEnHT8MckvcMCIEWoRUCib34hvYWHkMtBboCOcv//+u/oDixxvvcgUo/N///2312g06lXQOWrUqJFXbUpxwwiiuWAaVq1apdqEDgcCJDN0AurVq5fnpheIBxPqKJDjjxkL48ghahMWLVqkaif0cwKjp6ifMBfvolYFMxrY58hVx4wRAitzh+mZZ55RHTcELZg1QCcJRdMYJS+M5cuXq/8XZgUanO/oMOL8wfagFgT7oHPnzqoo3WrWxOqY4IZ9UhCtWrVS/0eNRSgU9PzCDAQ6tji+6LQWFWa+YP369UHZb/j9wjmI+iBAZxq/7++++26R2ok6Eqv9hCABs3qFhdlSfAfoC2yg1gmDEZiN9acw24n6C9QM6TOqr776qqrZKA2svhtLs/m7NIkbmxXQbUNOvX5clEiaxRhGambu477oj1m+Psv7Ofr/B7T0Dh+uz/l54R7vFasyNe/nFaZWkKi0iPjCbyso7MUIFkagK1Wq5HcH6n/s8QesuBSkaBTpL4HAyB46ycY/zkjrwSpR+MOLEVjQV1ixSqcpTgjuEEigM4EOC0ZiQS9eRRqSFRQvW6VtodizOOj7BftJT1lCGzGaZty3mHVBES1SvczFzlipCjMUWCQAHRukZJghnQ2jq+jo4HlI3cANwQc6TkhrQqAbKBT6Q37nt5XnnntO3XQIBrHfzbNgOszo4Hyzgo5nQejph1ZpdCWhMOcX9hX2DRYCwHmA1J7C0o8XAr2i7jcsroBFBnAO6aPzOJcQCOB8fPnllwtdlIrfX+M5osNARVEGY/TfIyz8gGAcQQbOe/zO+Dr/irKd+gpk+D3HoEFh4LsBgwb64g6YJcf3g34eYGABx9P43Y3AHLOXvn7GYJK+8pfVZ2zevFktBlGcn1ES26F/Rouq5WXCJU410ILZK+PfI5zTxu8xR8oBkaoJKq0JaU/mz9h8ELlQcVK7vMPndpRJRyZDRU/alLHduK9yjFticwbdauc0pYZhHQlsR3wsBopccjRN83xGzXJlxeVwS5Yh0MBseGk7HsH8DLI3Bhkm6MBh2U4EDe3atfO78/Blh9WV8AVnNYIbLMEePcMXxc8//6yWuEQwhZv+ZYcvA/zhRWcWf3iRJgUYLSxp6HCjo44VnJCHjdSa6dOnq/2NVZmsYMZlwIABJZ5Wp+8nfAGjw4/OM0aoMCOmO+2009RSs3iNOWhDpwfnXteuXf0Gm7jhM/C+WMYXI+uYNbn66qvVakKB1qjonU7MQBQUAryLL75Ynf+Y+UIbkC7kK7UQncpgHZOiBEfBUJjzC3+ksVoYblheFbURhaUHCQUNVKz2G36vcL506dLF6zzFClrovKMGBEFVYeD8Ko7fQ3T6zz33XJUu9sgjj6hBCPzfXzBU2O387rvv1IpUSF/E9/wtt9wiP/30U4HbrH836My/+/j9MA8OGTtlVj+b/96YPwOzNMZzpDg+oyS2Q/8MbMng09ApRYBqDlK9XyOS/Z5tazhkwW5Napg6tKuPlZWyUZo0q+x7O06rX0Wqx2XKkv1annYv2qdJu4Tc79kONR0yTjTZm+K9HUiNEsmS6nEOz2c0jnfnSZfKHjCIK1XHI5ifQfbGdCkDLFuLP0IolsQfsvxgtAgdX6uC72BCsWOgt0By3DECiLxu/IFu37691w2jDkiDQRCip1kg+MByvhhFKknozOJLDSP2+GzUNKAQHx2Cwiw/GmxI+0COOWpZ9CUjkR+OfYiUKfO+RWoTOnsff/xxkT4XfzDxflg2FqljGBXCexckdUpPkzJ2ugKFYAkdyJtvvlnVnmCWAr87CAqLG7YX9Jmt0mLo0KFqsADF9jg/Cks/xnr6U2H3Gzo26Fzj+wKpXsbzFB1vMBdYhwsUXqO+BOcgZkasarN0hd1OBN/6crVYlAGvxXei/ppwl18tYSS4pplDDpwUmb4xtybiv5OaTN2gSe8mDq/la3G1btyM+jZzyKytmuw6lnv/7B1u2XhU5FrDsrhXJjpU7caE1W5VO6Ibvyq7PvLCBrnPbRQvedKliOyMMxk50ElCpxsBBka4ApnKQ8E3RtDwmuKEFKZAYQ3//NZIx8gzRjRRjGreToyAoUOEtB6MmmM0Huvfz5s3T6UjIG2npGCKFnUimBnA7IreGQiX1V3Qucb+Qi2FPuWNgm10fDATZJUW8sQTT8hnn32mVuMKVmcC+deYjULePzpPgUAxK0bWMTKLDhUCpcJCzQHOF1xTALMxSDMsDsjFR+ocgirjNRlKA4ykI80HgTPOgcLAbBFqYHDM8XtRlP2G3yXMRGGm0GrFMhxPXP/GnIoSDjBrh9FTBMhY7c7fymqF3U7MlGJ/43ccMxmod8P3PFIbMchhHp0NN/rqiJEeZHSqJXLzz25Ze1g8V/zO0kSe7eI9vnr+lOzBue135HaJnjrbKVM3ZkmPKVnyQHunKvAevdgtp1cTuVnNqmRLKOeQYZ2cMvxPt1wyzS19Eh2y4pAm41ZqMqCFQzrWMgYZjlK1AiVRUTHIyLmQHgKMpk2bBhxg4A8Qlp7Tr35dnIJZk4HCT3Q6UDjs62JZWL0JnRnMGmBFFVzcDGk86JSiQ4u0AzMsI4k/0sFaxlaHzjiCDCztiuOENDZ/KUUlBbMrSH1BEIZgDdBRQf43inMfeughy9dhVPWHH35Qx8Cq0+MLAhMUj5vToTAqjs4Wgt2CFHGjk4SAEbntWAoY6SfmqXDk42KUGOdDfnn02Ac4p3DlZWxjsGGZaLw/UsUQBJfkIgTBgospIvj8+uuvLVfh8gcj9xhNxwwkguxAa4x87TcMNCCNC7/bVqlXCJ5xDmPWE0tYhxOc66gZw+pQ/fv39/vcwmwnUqSwrDMuFqp/R+J4odYKQWJh06ZKEr7nC7Oog53gYng/9nXJo/Pc8tYyt5zKEOmYIDLxUpc0r5L/3/h6FR0yr79LHv7dLU/Md0uMS6RXY4e81t2Z5yJ+T3dySOVYp7y9zC0PztUkoZzIsE4OGd7ZO5hpbBGvZy+EwOJvsqfS95c6yFB/gc4rOlhYKQgpUEYIIKxqIgIt+MYfeT1vHyNqmLbXV0bBZwYyCxLMmgx01gGrFPmCTic60EiFwagrRqaRJoBOaffu3VUghtF7/PFGrjI61hhFx6hgsOFzEPxhmVh9BN5fEIjjqRetW3XysNpPQaBTp7+fnh6Fzg1GhtFpwcyFvmIN/o1COH+jzEjxQICCPHHs30AhdQOdRKTxoZYGMyfY58gbx0wEtq2go5doA4IUdKhQa4BOrH7Fb2wfjmugNR7YZqRR4TWo08AVoa32oRnqnsyF8Bg11q9cjWsU4PcTS6+io4xVx0LZ6S3q+YUVprCfsTqX8SrvRghC8T2EVe4Q6CFFCjOJ+P7o16+fOm5WAt1vOLbYDux3X7Ud2BbUOmCZ68LsbwzA+NpP+A4588wzpSgw0+CrLktXmO3E/kYQhwETzNwav2vwXAx46GlTCDYovFUu45DxF7tk/MX+n2ecwTBqXc0hv1yT/3cgzpN72+PmPwMdwUe0U5MMd+55VZTV1ojCXcQHGfr69ggEsKyr1YivuZOPP+JbtmxRnez8VsdBSpU5BxupWfp7F3eqlZFeOI0/uH379vX5PPzxxgXmsOyjntpxww03qI4jlltFh+ePP/5Q74eZDuR5jxo1SgUAxQGjhxghx6wBUnP8Qdtw8xWwFDTIwGyO3snCaD4CQ8xeoWOCjpsxNQ0j/hhl9Tebg1QPBK6YOcAqXoGOyCM4RHCCIm90cvQVVrCKDwJCrAxWUGjrjBkzVCoaZqJQT4JOFNqE7UIgiuMf6GpAaAdeg2OFYMNqH5rhvDIHGbjoI6AdepCPWRxsI1YcC6Winl8omMdMHH5/fEHdBiDAw/ajUBJpkDj3cZ0MXwLdb1jlCvr06ePzvRCsIPUO31UIVgq631HX5euYP/XUU0UOMgJRmO1EnRMCDQwYYHUms9KSNsXi2vDkdDikZmy67D6VO8DAVZbIzhy47HeoG0FERETBgZksffldCi9dJhyVhYezZ9ainCKDWztk3MWBzRgTlTZcXYqIiMhGkI5H4alFtWiJNvS89GtREdlRxKdLUWTBRblQ7OkP8rHN64OXFnbfvmBCypnxSu2+IO2oKBeQI+uRdv3aHb6gZgV1ckR2Ur9C9gpXOiaTkJ0xyKCIglxwrNSTXw2Ir6sHhzu7b18wYQW1QK7ijEJ21FtQ8KDuCwXu/mAlO/36HlQw+S1IQqFTIf2QuLXcZZd9LQBBZAcMMiii4EJ42VdYtecfaLtvXzBh1TQsbpAf7q/gQ4E1iv794Wxb4WEVPF4rIzzVifOeaY5hkEE2xsJvIiIiG1m+fHnEXycjXB08liY1P3J5Cr97JxyR6dcXbNVDotKChd9EREQ2whSc8HXs4C6pyBIvihAMMoiIiGykJK+/RAWDa3I1jM/92deFIonsgEEGERGRjaxatSrUTSAfcFHZ5pUd4sy56Hd6PqsBEpVmDDKIiIiISkBiYqI0ihdx5QQZaamp3O9kWwwyiIiIbKRGDRYSh6vVq1dL40oOyXTjIhlYficn2iCyIQYZRERENkvJofCFmQzEF7goX1VeGJVsjEEGERGRjezcuTPUTSAfEhISpHG8QzB/gVsj2cN9RbbFi/ERERERlVCQAe5Hsrtfy5cfEZH63PdkS5zJICIishEuYVt6VKpUKdRNICo2DDKIiIhs5MCBA6FuAgWoWrVq3FdkWwwyiIiIbCQ5OTnUTaAAbd68mfuKbItBBhERkY1ER0eHuglEROLQNA0rqRERERFRCUpKSmJdBtkWZzKIiIhsZPny5aFuAgXoxIkT3FdkWwwyiIiIiELg0KFD3O9kW7xOBhERkY1wxaLS5eAJTV5b4pZI0rqaQ25qzXFuu2NNBhERkY0wz7/0QFns3F2anD/FLdER0udGJXCmJrLnLpfULo/rnpNdcSaDiIjIRrZv3y5t27YNdTMoAOvWrZOtmS3UvzMiazJD3Fx2yPYiJG4mIiIiCi/p6emyLVmLmFkMiiw8rYmIiGwkMTEx1E2gAFWsWFG2JolkcVSfbIhBBhERkY0cPnw41E2gACUkJMimJI2pQ2RLDDKIiIhs5OjRo6FuAgVo48aNaiaDyI4YZBAREdmIy+UKdRMoQCcznXI0jbuL7IlBBhERkY2cfvrpoW4CBchdqT73FdkWgwwiIiIbWblyZaibQAHafDSL+4psi0EGERGRjbjdEXbBhVJszb6T4uT16MimGGQQERHZSJUqVULdBArQnlPR4mKQQTbFIIOIiMhGKlWqFOomUICSo6pF3JW+KXIwyCAiIrKRrVu3hroJFKC1B9PDYl8llBN56VynzOnnlGP3u0R7JEq61eMUCxUNgwwiohBbvXq1OBwOueOOOySciofPOeccdUVitO2SSy4JdZOIbEXTNNl7KkrCQfMqDnnibKfUKe+QVYdC3RqyCwYZRBS20OlGB9fXzXw9AH/Pf/jhh4v03kV14MAB9ZnTpk2T0uD666+XFStWyG233SajR4+W++67r1g/77HHHpOXXnqpWD8jUjRq1CjUTaAAHDwpku4Oj27Y0v2aVHknU5p/kiWvL2X+FgVHeITQREQWbrzxRmnWrFme+5cvXy6ff/65dO7c2XK/Pfroo1KjRg2v+7p27RqU9y6sQ4cOybhx49S/r7nmGglnJ0+elLVr10rfvn3l9ddfL5HPnDBhgiQkJMiTTz5ZIp9nZ8eOHZP4+PhQN4PysTU5fHZRSoaI4EYURAwyiChsnXfeeepmdsUVV6j/33rrrZavu+mmm+S0004rlve2g+PHj0tsbKzExMRYPr5jxw6VylG5cmWxg7S0NMnIyJDy5ctLJDh8+LDUq1cv1M2gfGxL1riPyNbCY56OiChASUlJ8ttvv6llOjEb4ct///0n6enpxfLeRviMBx54QOrWrSvR0dGqI9ulSxf5448/PM9BipR+FWbMZugpWdWrV8/zfp988okkJiaq98IqQTfccIPldvz7779y4YUXqudERUWp98JzsQ1GqKXAZ+3cuVMuvfRSNcKN28aNGy23B89v1apVnrYa07zeeust9ZwyZcqoYAUzQu+++26e98LzOnXqJNWqVVPbU6FCBVXnMX/+fK/n4f1xvPTaFP2Gn/XHrWpCkF5lbpueBrdw4UK57rrr1LGMi4uTn3/+2TNLc++996pOONpUtmxZOfvss2XOnDle752VlaVSuBo0aKC2E+9Ru3Zt6dWrlwpawhm2n8Lf1iQRl4OBBtkXZzKIqFR5//335dSpUzJgwADVSbTSsWNHSU1NFafTKU2bNlUpOIMGDQrKe5tddNFFMm/ePGnXrp0MHDhQ9u/fL19//bVccMEF8uOPP0rPnj2lQ4cOKoULtQ0IQPr06aNei6Jqo7lz58pXX30l/fr1Ux3aH374Qb744gs1o/DOO+94nodACDMu6CDjuQhwUD8xZcoUWbp0qfo3Ov9G3bp1Ux3uIUOGyIkTJ3wuc4raizPOOCNPW7ENcMstt6jUJvx8//33q9oVtBMd93379skLL7zgea8PP/xQBTRoY61atWTz5s3yzTffqH2GIKB9+/bqefis5557TgUhDz30kOf12K7CQsCFmRrMSKHTjWABwQGCnnXr1qk23HzzzSoow/FCADZr1iwVuAG254MPPlABCGbGsJ1YtQnBCAIV8/4NJ23atAl1EyjAmYziCAfxnjEBlpSl8YLjVIwcGubEiYhKidatW6tOImon0Bk2wsjz+vXrVecYHWrUFXz66aeqI/niiy/mm+/v772tIABAZxYdeHQ+EdQAgg4EFy1atJA1a9ao+zAqj9mM22+/XT766COv99EfQ6cYQYKe6oUrNzds2FDl2BtnKHAf0n+wAlTVqlU996NTfPfdd8uoUaM824oZgF9++UXOP/98FZwEwldbZ8+erYInBGwTJ070eg1mKJYtWya7d+/2tAltNgczf//9t5x77rly+eWXy4wZMzz3YyYGNRmrVq3K0x4ECRdffLFnNsI4k/HUU0/J1KlTPXUumMnADAz2IfalMSUMgd6YMWPks88+85qpwiwKjhUCIf3zGzdurGaQsD2lDY5ffumCFHrnfZkpC/YE/32x9Ozv/QOLMlp8kikbjnjf17eZQ6Zd4ZLuX2fJvF3F10XcdadL6lbgrJudMV2KiEqNxYsXq8ABAYBVEPDqq6/KzJkz5fHHH1cd5DfeeEN1GjFjgBH2o0ePFvq9raBzCxiF1wMMQNCBEXO8H9KUAoXOt7FziPc866yzJDk52dN2pGGhZqJ3795q1gWdYP122WWXqRH2//3vf3nee9iwYVJU48ePVx1+zIYYPxc3pBFh9sgYCOgBBoIldOTxPMxOYJYGAVJxwoyMueZk+vTp6rO7d+/u1Xa0GzMWOF6oVwGkvR05ckS+++67IrUD72FMr0pJSfF8BiCQQQ2FEWaE/P2M2TLj+KD5M/Dv4v6MktgOu39GnJosDX4nfv1hTQb/lBXQbV9K0D+eyIPpUkRUarz55pvq/4MHDw74NXXq1JH+/furEXmkL2HmIVjvvWvXLtXpRgfVrHnz5iolCB3X+vXrB/R+SOkxw4wM7N27V6VNoRZDT0XCzYq5k2RMdyoKpDuhM4XAx5c9e3KHZjG7gxkVpG+Z6xis6lGCSa+BMUJAgQ6ev6JotB+zGpglwTK+SBfDfkdqF4I4zBShPiNQ+vHTmYvPEQgZZ6MAMyr+fsaMj7/PwPsh9aw4P6MktsPun9EkPkuiHG7J1II7mn/gpMina5ikQqHHIIOISgV0DpEzjz/YBb1oHVJf9GtVBPu9g8nftTnMma2oG8FshhWrDry5/qMw0AYEVZMmTfLZVj0AQdoZOuWoG7nzzjtVKhr2L16PmSbMwhRVZmamz8eMnWxj+xHwvfzyyz5fp9eBYGZm+/bt8uWXX6o0sUWLFqn/Y0lf/BszIuEKhfYU/hpXckjxVGUQhQcGGURUKmDVJaQNXXvttarjWhAbNmzwzGoE873RYUXe/z///JNnOVx99SZ9paZgrfiDzjqgk49Ao6Qv8obtxepXSAfzBzUbmL1A/QP2qxFmA8yF9f72T7ly5fKsmgVbtmwpUPsxAo3jjEL0QC62iBmMe+65R93gmWeeUWl3KFRHKl64woxT27ZtQ90MykejeJGsIM9iFMWwTtltaV01+/8DWzmka85X5ot/c2aECo41GURUKmBFI8CKRr5mI3DBOzMUgmPVJYyiY2S9MO/ti15sPHLkSFV3oPvzzz/lr7/+UgGGniql1yf4qwsJRI8ePVS6D1ZpQhqS1X5AalVxwNW/YejQoarw3Gzbtm2ef+udePMMDOpX0NE3wzKxKHC3guAQaWfGx5EH/+233xao/bi4ID4bBeBWjO23KvjWL9CInHuiomocHz4BBrzQ1aVuA1pmdw1vPd3puY+oMDiTQURhDyOzS5YsUcvRmq/crUPnHWlRmFFAPQTyohFgoCOKEXXUXFil0ATy3r4gZx+1Hlh6FsvmYgUkfQlbjNS//fbbXh1l5G5jpSekC2FUHe0p6EX/UAyOFbOQKoVaEPwfsxtYlhYj+6iDwPsXx5WzsX1IJ8M2N2nSRAVt2C4ENQh4kEakpzBhtuC1116Tu+66SxYsWKCOB2pUEHzVrFlTXYfCCMX2qJnB/sD2YDtRH4PgDJ/5yCOPqH2MWREcawSOeB+rgMUX1Flg5S/MQqBNKLTHErsopEdgiKJ5vSAdAWLLli1VLYu+jTiuuCYJlvENZ1h9jErHTEY4cYzxnX5IVBgMMogo7I0dO1bNFPi7QB467Fg1CKtJ4WJvWDEI96GTiJWVrC7mFuh7+/Prr7+qkXFcEA5pNOio4joFWOnKHLRgxgTXgcBnYsYBufOFubI4ZjOQooXlW3///Xe1FCxmAtDpvvLKK+Wqq66S4oJic6RK4bodkydPVgEc6j2QSmVcwQrpOrjmB+7DkrIIGrByFoIsBB4IxoxwMT8U5aMjj+tQYAYEy+UiyMDMCWYWkHr1yiuvSI0aNeTBBx9U74l9ECgcGwQ5I0aMUCuD6RcQRACEwAbXzdAhwEENBrYR9SPYRjwHr8XqYeHM33VQKHxUKuOQCtGaHM8IrxkNomDhdTKIiIhsBNd5YU1G6dD0gxTZnFJGIhGvk2F/rMkgIiIiCoGGZdPEyYkMsikGGURERDaCdD0qHZpXjxEXgwyyKQYZRERENoJrlFDp0KCCWzJzF6YjshUGGURERDaCRQWodCifdkh4BQqyKwYZRERENhKMq7tTyagdx4CQ7ItBBhERkY3geixUOvRs20RYkkF2xSCDiIjIRjZu3BjqJlCADuzdJTXLcneRPTHIICIiIgqBlJQUSazMXU/2xCCDiIjIRurXrx/qJlCAypQpI4mVHBLFnCmyIQYZRERENpKWlhbqJlCAEhMTpXElh7Awg+yIQQYREZGNHDhwINRNoACtXr1aGsULr5VBtsQgg4iIiChEGsdHXq5UtMMtcVGhbgUVN4emabwODBERkU1kZWWJy+UKdTMoAPv375cKVWrK3F2R1RWrX94tZ9RklGF3DDKIiIhsZP369dKiRYtQN4PIJ56jkYHpUkRERDaSmpoa6iYQ+cVzNDIwyCAiIrKRChUqhLoJRH7xHI0MTJciIiKy2Sgxrr9AFK54jkYGzmQQERHZLN+dKJzxHI0MDDKIiIiIiCioGGQQERHZSN26dUPdBCK/eI5GBgYZRERENrtOBlE44zkaGRhkEBER2ci+fftC3QQiv3iORgYGGUREREREFFRcwpaIiMhGMjIyJDo6OtTNIPKJ52hk4EwGERGRjWzbti3UTSDyi+doZGCQQUREZCMnT54MdROI/OI5GhkYZBAREdlIuXLlQt0EIr94jkYG1mQQERHZSHp6usTExIS6GUQ+8RyNDJzJICIispG1a9eGuglEfvEcjQwMMoiIiIiIKKgYZBAREdlI7dq1Q90EIr94jkYGBhlEREQ24nA4Qt0EIr94jkYGBhlEREQ2smfPnlA3gcgvnqORgUEGEREREREFFZewJSIispG0tDSJjY0NdTOIfOI5Ghk4k0FERGQju3btCnUTiPziORoZGGQQERHZSEpKSqibQOQXz9HIwCCDiIjIRsqUKRPqJhD5xXM0MrAmg4iIyEYyMzMlKioq1M0g8onnaGTgTAYREZGNrF69OtRNIPKL52hk4FAHERFRMcjKypKNGzeW+L7dunUrV5eisGY8R5s1ayYulyvUTaJiwCCDiIioGCDAaNWqFfctkR9r166Vli1bch/ZEGsyiIiIbDCTgRV7zjrrLFm0aJGUL1++xD6XQqc0HvP9+/dLz549Zc6cOZKQkMCZDBtjkEFERGQDx44dk/j4eElOTpaKFSuGujlUAkrjMd+9e7fUq1dPXSujbt26oW4OFSMWfhMRERERUVAxyCAiIiIioqBikEFERGQDWK1nxIgRXFkqgpTGY460rm7dupWa9C4qPNZkEBERERFRUHEmg4iIiIiIgopBBhERERERBRWDDCIiIiIiCioGGURERBHA7XZL586dxeFwyOWXXx7q5lAx2LNnj7z00kuqsLpWrVpSrlw5ad26tTz66KNy+PBh7nMqUQwyiIiIIsB7770nq1evDnUzqBh9//33MnLkSKlataoKLMaOHSvnnHOO+n/btm3V1baJSgpXlyIiIrI5XGW5VatWqgM6dOhQ6dWrl8yaNSvUzaIgW7NmjQowEhISvO4fP3683H777erYjxkzhvudSgRnMoiIiGxuyJAh0rhxY3nggQdC3RQqRkiNMgcY0L9/f/V/zmRRSYoq0U8jIiKiEjVt2jSVRrNw4UJxuVzc+xE6kwU1a9YMdVMognAmg4iIyKaSk5Pl/vvvlzvvvFM6deoU6uZQiOCq4DBo0CAeAyoxnMkgIiIKY0lJSapwN1AIKqpUqaL+/dhjj6lVpbDiEEXGMTd77bXXZOrUqXLHHXdIz549g9hKIv9Y+E1ERBTGtm/fLo0aNQr4+Zs2bZLExERZsGCBWsr0s88+kxtuuMHzOJawZeG3PY+5GQq+EVxcdtllMmPGDImOjg5yS4l8Y5BBRERkQ23atBGn06lGsY2aNm0qPXr0kI8++kgqVaok1apVC1kbqfh88sknctttt8lFF10k3333ncTGxnJ3U4likEFERGRDCCBQk5HfqlPvvPNOibWJSjbAuOCCC2TmzJlSpkwZ7noqcazJICIisqFJkyZJenp6nvuvvfZa6dChgzzxxBOWKTZUuk2cOFFdEwP1F5jBYIBBocKZDCIiogjCmgz7wqzFVVddJRUrVpRXX31V4uLivB4vX7689OnTJ2Tto8jCmQwiIiIiG/j333/VamJYnQoF32YNGjRgkEElhjMZREREREQUVLwYHxERERERBRWDDCIiIiIiCioGGUREREREFFQMMoiIiIiIKKgYZBARERERUVAxyCAiIiIioqBikEFEREREREHFIIOIiIiIiIKKQQYRERERFcjgwYPF4XCo22mnnZbncVx5/IUXXpAmTZpIdHS0+j+8+uqr0qJFC/V4YXzwwQdSv359SUtLy/PY2LFjPW3C7b///uNRDaGoUH44EREREYWXX375RS655BKfj3/66afq/9WqVZM33nhDKlWqlOc57733ngwfPlyGDh0qZ5xxhtSqVUuOHTsmr7zyiowZM0acTu9x7meffVbd1qxZIy1btvR67JZbblGfOXPmTBXcjBw5Uj788EO5//77vZ6HNqNN06dPlxkzZkhpkJGRIStWrJCDBw/KoUOHVPDUrVs3ad68eb6vxWs2btwo+/btk+PHj0tsbKzUrFlTzjzzzDzHJDk5WRYvXiwHDhyQ1NRUKV++vCQmJkqbNm0kKioqKO0xY5BBRERERB7oZMJbb70llStXzrNnLr74YpkzZ46UK1dObrzxRss9N2HCBLnwwgtl9OjRXjMNmZmZMmDAgDzPv/vuu+Xll19Wz0EAoXv77bfVe2FWpFevXuq+QYMGyeuvvy733XefmrHQYYYEt82bN5eaICM1NVX+/fdf1emvUqWKChgKcpz2798vjRs3lqpVq8rJkydVkIYgq0+fPur9ICUlRe2PmJgYad26tQpGEGwsXbpUzfbgeAajPWYMMmUzptoAAAZmSURBVIiIiIjIY+XKlRIfHy/33nuvVyc+UOioogOMmQkjBAtXXHGFlClTJs9ratSoITfccIN89tln8uKLL6oZiXnz5snDDz8sffv2lWHDhnme269fP5V2NXfuXOnZs2epPnJly5ZVgRr+j5mDggRHp59+utp+l8vluQ9padOmTZPly5d79s2mTZskPT1d7Xs98MBskaZp6jHMViDwKGp7zFiTQUREREQeCBDatWtXqADj1ltvlbi4OMnKypKnn35avUfnzp1l27ZtKni54IILfL72oYceklOnTqm6i127dqlgAjMTEydO9Hpehw4dVGf5u+++K/VHzeVyqQ59YSQkJHgFGIDgELNPSUlJnvsQYID5c/Azjo8xda0o7THjTAYREREReTqkGzZskK5du1oWTqMTi0JuXzAbgceR8vTmm2+qYKBBgwaycOFC9Xj79u19vhapPBdddJG8++678u2336r6APwfqTtmeJ8///wzKEcNReh6Rzw/GPEvTPBVUjA7gUDNmOZWu3ZtFThiZggBGmaSkC61du1atc/9Hc+iYJBBRERERAo6nujcYzYBNzMEIM2aNfO5t5CiM3v2bFWvgXQrfZT8mWeeUf9v1KiR3z2N9CgUcKPw+Mcff/SsSmWGOgSkVgUD6hpmzZoV0HNRT1KhQgUJV5s3b5YTJ06oYEJXr149VQy+bNky2bFjh+d+zFZ17Nix2NrCIIOIiIiIFKQ0AVKU6tSpk2evNG3aNKD3wAi5MQ3n8OHDahUjq1kJo3Xr1nmCCGNBshlG6jFij2Lnoqb3oGj6sssuC+i5SAXzNYOAFLFAuFyuYpkNQYrUH3/8oVaYMgeCCIywwheCPMxk7Ny5UwUd2B6rJYiDgUEGERERESlIq0EwgBF7rEZU2PfwFyD48ttvv8kjjzyiAhkUJP/6668qfcpXpx6C0VlHClTdunWL9B5YhSnQ2ZB+/fpZLvtbFAi2fvrpJ3XMUPdiDPAwuzF//nzp37+/J8hDsIF9uGjRIrWUrVUxflExyCAiIiIizywEOqCFDTAwmo6ibax8ZJ4twPK1uJ6DVbrR1q1bVScYKTwINjASj2tw+Aoyjh49qmYwfM0sFARmIKwu7mcFnXHzNT4AQQOuJxGIskEqrNahngQBhr6CFFLVzClwWK3LPIuEWhlcZwO1N0UNsqwwyCAiIiIiT5DRqVOnQu8NPd0KF+AzwipRgFWmzI/hOg5XXnmlKkDGkqkoLr/nnnvUErhInzJfnE9/H6v7CwNF0EWtyUDgUJgL1hUVAreff/5ZXWwP1xGxuq4J0sr0JWqN9Kuu67NCwcYgg4iIiIhUATQKrvWAoCgX8jMHEljGFpYsWeL1GDq4AwcOVAXluO6FPqKOIMPq4nw6XDAOK1kFQzBqMkoimEhJSVEzKXpqE4IEFNkjSEJ6GmoxrCBo2717t5plMqZpbdmyRaWb6dfOCDYGGURERETkCRBwEbbJkyfn2SNt2rTJkwZlNZOBgnFzxxWF3CgwRirULbfc4rl/5MiRaplaBBJdunTx3F+9enV1UTisIDVq1CgVCOhwpeojR46o2Y9gCEZNRlGsXr1apTqhrgKwAhRWiALsM6SuIfjDbAuW7sVKUfD333+r59avX1+le6GOxapIH8cNKWzff/+954rfKPzGfQgozelVgbQnEAwyiIiIiMiT6oQrc+NmNmnSpICCDPMshg7BxfDhw1X6DmYEkBr1/PPPy1133SV33HGH5cX5Pv74Y7WUrvGK31OnTlUd69J+tW/jPsMshW779u3qpgcKvjr1WLELEDDgZqYHGVhVCgEZgrM1a9aogAQpX1i+FgFIsNpj5tCKKxGLiIiIiGxp8ODBMmfOHJW2hNWoAlktCXUDmNF49dVX1ZXBCwMd5IYNG8oTTzwhDzzwgNdjqampqnOM9x89erSakUHBM4VG3vJ4IiIiIqJ8IN0GaU24OnggUBvw2GOPqQBALzouKMywoEAcsx9mmPFAe/D+FHqcySAiIiKiAsGyqHv37lX/xtKoRVmRKphBDwrIdVhSFgEJhQaDDCIiIiIiCiqmSxERERERUVAxyCAiIiIioqBikEFEREREREHFIIOIiIiIiIKKQQYREREREQUVgwwiIiIiIgoqBhlERERERBRUDDKIiIiIiCioGGQQEREREVFQMcggIiIiIiIJpv8DBOy9nD8SFf0AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Probas sur le sample SHAP pour choisir les exemples\n", "proba_sample = best_model.predict_proba(shap_sample)[:, 1]\n", "\n", "# Client à haut risque : proba la plus élevée\n", "idx_high = proba_sample.argmax()\n", "# Client à faible risque : proba la plus faible\n", "idx_low = proba_sample.argmin()\n", "\n", "print(f\"Client haut risque — proba={proba_sample[idx_high]:.3f}, TARGET réel={y_test.loc[shap_sample.index[idx_high]]}\")\n", "print(f\"Client faible risque — proba={proba_sample[idx_low]:.3f}, TARGET réel={y_test.loc[shap_sample.index[idx_low]]}\")\n", "\n", "# Waterfall client haut risque\n", "print(\"\\n--- Waterfall : client haut risque ---\")\n", "shap.plots.waterfall(shap_values[idx_high], max_display=12, show=False)\n", "fig_shap_wf_high = plt.gcf()\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Waterfall client faible risque\n", "print(\"\\n--- Waterfall : client faible risque ---\")\n", "shap.plots.waterfall(shap_values[idx_low], max_display=12, show=False)\n", "fig_shap_wf_low = plt.gcf()\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "agn2763r4a", "metadata": {}, "source": [ "## [Artefacts — logging dans MLflow](#toc0_)" ] }, { "cell_type": "code", "execution_count": null, "id": "0p4gsgq7s91m", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "🏃 View run lgbm_optuna_best_full at: http://127.0.0.1:5000/#/experiments/3/runs/b298ae7fcceb49118aa342716d79bb95\n", "🧪 View experiment at: http://127.0.0.1:5000/#/experiments/3\n" ] }, { "ename": "NameError", "evalue": "name 'test_metrics' is not defined", "output_type": "error", "traceback": [ "\u001b[31m---------------------------------------------------------------------------\u001b[39m", "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[18]\u001b[39m\u001b[32m, line 11\u001b[39m\n\u001b[32m 9\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m mlflow.start_run(run_id=best_run_id):\n\u001b[32m 10\u001b[39m mlflow.log_param(\u001b[33m\"\u001b[39m\u001b[33mn_trials\u001b[39m\u001b[33m\"\u001b[39m, N_TRIALS)\n\u001b[32m---> \u001b[39m\u001b[32m11\u001b[39m mlflow.log_metrics(\u001b[43mtest_metrics\u001b[49m)\n\u001b[32m 12\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m tempfile.TemporaryDirectory() \u001b[38;5;28;01mas\u001b[39;00m tmpdir:\n\u001b[32m 13\u001b[39m \u001b[38;5;66;03m# Artefacts Plotly\u001b[39;00m\n\u001b[32m 14\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m fig, name \u001b[38;5;129;01min\u001b[39;00m [\n\u001b[32m 15\u001b[39m (\n\u001b[32m 16\u001b[39m optuna.visualization.plot_optimization_history(study),\n\u001b[32m (...)\u001b[39m\u001b[32m 22\u001b[39m (fig_cm, \u001b[33m\"\u001b[39m\u001b[33mconfusion_matrix_test\u001b[39m\u001b[33m\"\u001b[39m),\n\u001b[32m 23\u001b[39m ]:\n", "\u001b[31mNameError\u001b[39m: name 'test_metrics' is not defined" ] } ], "source": [ "N_TRIALS = 100\n", "client = MlflowClient()\n", "exp = client.get_experiment_by_name(EXPERIMENT_NAME)\n", "runs = client.search_runs(\n", " exp.experiment_id, filter_string=\"tags.mlflow.runName = 'lgbm_optuna_best_full'\"\n", ")\n", "best_run_id = runs[0].info.run_id\n", "\n", "with mlflow.start_run(run_id=best_run_id):\n", " mlflow.log_param(\"n_trials\", N_TRIALS)\n", " mlflow.log_metrics(test_metrics)\n", " with tempfile.TemporaryDirectory() as tmpdir:\n", " # Artefacts Plotly\n", " for fig, name in [\n", " (\n", " optuna.visualization.plot_optimization_history(study),\n", " \"optimization_history\",\n", " ),\n", " (optuna.visualization.plot_param_importances(study), \"param_importances\"),\n", " (fig_thresh, \"cost_vs_threshold\"),\n", " (fig_imp, \"feature_importances_top10\"),\n", " (fig_cm, \"confusion_matrix_test\"),\n", " ]:\n", " path = os.path.join(tmpdir, f\"{name}.html\")\n", " fig.write_html(path)\n", " mlflow.log_artifact(path)\n", "\n", "\n", "mlflow.register_model(\n", " f\"runs:/{best_run_id}/lgbm_optuna_best_full\", \"lgbm_credit_scoring\"\n", ")\n", "print(\"Modèle enregistré dans le registry sous 'lgbm_credit_scoring'.\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "512078c0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "🏃 View run lgbm_optuna_best_full at: http://127.0.0.1:5000/#/experiments/3/runs/b298ae7fcceb49118aa342716d79bb95\n", "🧪 View experiment at: http://127.0.0.1:5000/#/experiments/3\n", "Artefacts SHAP loggués.\n" ] } ], "source": [ "with mlflow.start_run(run_id=best_run_id):\n", " with tempfile.TemporaryDirectory() as tmpdir:\n", " for fig_mpl, name in [\n", " (fig_shap_beeswarm, \"shap_beeswarm_global\"),\n", " (fig_shap_wf_high, \"shap_waterfall_high_risk\"),\n", " (fig_shap_wf_low, \"shap_waterfall_low_risk\"),\n", " ]:\n", " path = os.path.join(tmpdir, f\"{name}.png\")\n", " fig_mpl.savefig(path, bbox_inches=\"tight\", dpi=150)\n", " mlflow.log_artifact(path)\n", "print(\"Artefacts SHAP loggués.\")\n" ] }, { "cell_type": "code", "execution_count": null, "id": "bfca9133", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "OC_P6", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }