{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## License \n",
"\n",
"Copyright 2020 Patrick Hall and the H2O.ai team\n",
"\n",
"Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"you may not use this file except in compliance with the License.\n",
"You may obtain a copy of the License at\n",
"\n",
" http://www.apache.org/licenses/LICENSE-2.0\n",
"\n",
"Unless required by applicable law or agreed to in writing, software\n",
"distributed under the License is distributed on an \"AS IS\" BASIS,\n",
"WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
"See the License for the specific language governing permissions and\n",
"limitations under the License."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**DISCLAIMER:** This notebook is not legal compliance advice."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Building the Case for Complexity"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### With automatic parsimonious hybrids (autoPH) \n",
"\n",
"This notebook uses an automated process to train and select accurate and interpretable machine learning models. \n",
"\n",
"It is roughly based on two recent white papers that propose the use of Shapley values in credit underwriting:\n",
"* [Machine Learning Explainability in Finance: An Application to Default Risk Analysis](https://www.bankofengland.co.uk/working-paper/2019/machine-learning-explainability-in-finance-an-application-to-default-risk-analysis)\n",
"* [Explainable AI in Credit Risk Management](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3506274)\n",
"\n",
"And a model selection process introduced at the 2004 KDD Cup:
\n",
"[KDD-Cup 2004: Results and Analysis](https://dl.acm.org/doi/pdf/10.1145/1046456.1046470)\n",
"\n",
"The notebook first trains a GLM for initial feature selection, then attempts a forward selection process with a more complex monotonic GBM model, and then trains an even more complex unconstrained GBM also with forward feature selection. The notebook ends with a bonus section that illustrates an automated, heuristic method for selecting monotonicity constraints for certain features and automatically training a parsimonious hybrid between the constrained and unconstrained GBM. For each trained model the notebook displays detailed assessment and diagnostic information, enabling practitioners to make deliberate, informed tradeoffs between accuracy, explainability, interpretability, and fairness. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Contents\n",
"1. Download, Explore, and Prepare UCI Credit Card Default Data\n",
"2. Investigate Pair-wise Pearson Correlations for `DEFAULT_NEXT_MONTH`\n",
"3. Train Elastic Net Logistic GLM for Initial Feature Selection\n",
" * Elastic Net Forward Step-wise Training\n",
" * Model Details for Model Documentation \n",
" * Compare Global Model Weights for Alternative Models\n",
" * Partial Dependence and ICE for Model Documentation \n",
" * Local Model Weights (for Adverse Action Notices)\n",
" * Discrimination (Fair Lending) Testing\n",
" * Estimate Business Impact\n",
"4. Train Monotonic GBM with Forward Feature Selection\n",
" * Forward Step-wise Training\n",
" * Compare Global Model Weights for Alternative Models\n",
" * Perform Cross-validated Ranking to Select Best MGBM Against Alternative Models\n",
" * Model Details for Model Documentation\n",
" * Partial Dependence and ICE for Model Documentation \n",
" * Compare Local Model Weights (for Adverse Action Notices)\n",
" * Discrimination (Fair Lending) Testing\n",
" * Estimate Business Impact\n",
"5. Train GBM with Forward Feature Selection\n",
" * Forward Step-wise Training\n",
" * Compare Global Model Weights for Alternative Models\n",
" * Perform Cross-validated Ranking to Select Best GBM Against Alternative Models\n",
" * Model Details for Model Documentation\n",
" * Partial Dependence and ICE for Model Documentation \n",
" * Compare Local Model Weights (for Adverse Action Notices)\n",
" * Discrimination (Fair Lending) Testing\n",
" * Estimate Business Impact\n",
"6. Bonus: Automatically Training a Parsimonious Hybrid of Previous Models\n",
" * Select Monotonicity Constraints Automatically\n",
" * Forward Step-wise Training\n",
" * Compare Global Model Weights for Alternative Models\n",
" * Perform Cross-validated Ranking to Select Best Hybrid Against Alternative Models\n",
" * Model Details for Model Documentation\n",
" * Partial Dependence and ICE for Model Documentation \n",
" * Compare Local Model Weights (for Adverse Action Notices)\n",
" * Discrimination (Fair Lending) Testing\n",
" * Estimate Business Impact"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Global hyperpameters"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"SEED = 12345 # global random seed for better reproducibility\n",
"GLM_SELECTION_THRESHOLD = 0.001 # threshold above which a GLM coefficient is considered \"selected\"\n",
"MONO_THRESHOLD = 6 # lower == more monotone constraints\n",
"TRUE_POSITIVE_AMOUNT = 0 # revenue for rejecting a defaulting customer\n",
"TRUE_NEGATIVE_AMOUNT = 20000 # revenue for accepting a paying customer, ~ customer LTV\n",
"FALSE_POSITIVE_AMOUNT = -20000 # revenue for rejecting a paying customer, ~ -customer LTV \n",
"FALSE_NEGATIVE_AMOUNT = -100000 # revenue for accepting a defaulting customer, ~ -mean(LIMIT_BAL)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Python imports and inits"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Checking whether there is an H2O instance running at http://localhost:54321 ..... not found.\n",
"Attempting to start a local H2O server...\n",
" Java Version: openjdk version \"11.0.17\" 2022-10-18; OpenJDK Runtime Environment (build 11.0.17+8-post-Ubuntu-1ubuntu218.04); OpenJDK 64-Bit Server VM (build 11.0.17+8-post-Ubuntu-1ubuntu218.04, mixed mode, sharing)\n",
" Starting server from /home/patrickh/Workspace/interpretable_machine_learning_with_python/env_iml/lib/python3.6/site-packages/h2o/backend/bin/h2o.jar\n",
" Ice root: /tmp/tmpg38glkkl\n",
" JVM stdout: /tmp/tmpg38glkkl/h2o_patrickh_started_from_python.out\n",
" JVM stderr: /tmp/tmpg38glkkl/h2o_patrickh_started_from_python.err\n",
" Server is running at http://127.0.0.1:54321\n",
"Connecting to H2O server at http://127.0.0.1:54321 ... successful.\n",
"Warning: Your H2O cluster version is too old (3 years, 5 months and 29 days)! Please download and install the latest version from http://h2o.ai/download/\n"
]
},
{
"data": {
"text/html": [
"
H2O cluster uptime: | \n",
"01 secs |
\n",
"H2O cluster timezone: | \n",
"America/New_York |
\n",
"H2O data parsing timezone: | \n",
"UTC |
\n",
"H2O cluster version: | \n",
"3.26.0.3 |
\n",
"H2O cluster version age: | \n",
"3 years, 5 months and 29 days !!! |
\n",
"H2O cluster name: | \n",
"H2O_from_python_patrickh_60vphz |
\n",
"H2O cluster total nodes: | \n",
"1 |
\n",
"H2O cluster free memory: | \n",
"32 Gb |
\n",
"H2O cluster total cores: | \n",
"24 |
\n",
"H2O cluster allowed cores: | \n",
"4 |
\n",
"H2O cluster status: | \n",
"accepting new members, healthy |
\n",
"H2O connection url: | \n",
"http://127.0.0.1:54321 |
\n",
"H2O connection proxy: | \n",
"None |
\n",
"H2O internal security: | \n",
"False |
\n",
"H2O API Extensions: | \n",
"Amazon S3, XGBoost, Algos, AutoML, Core V3, Core V4 |
\n",
"Python version: | \n",
"3.6.9 final |
"
],
"text/plain": [
"-------------------------- ---------------------------------------------------\n",
"H2O cluster uptime: 01 secs\n",
"H2O cluster timezone: America/New_York\n",
"H2O data parsing timezone: UTC\n",
"H2O cluster version: 3.26.0.3\n",
"H2O cluster version age: 3 years, 5 months and 29 days !!!\n",
"H2O cluster name: H2O_from_python_patrickh_60vphz\n",
"H2O cluster total nodes: 1\n",
"H2O cluster free memory: 32 Gb\n",
"H2O cluster total cores: 24\n",
"H2O cluster allowed cores: 4\n",
"H2O cluster status: accepting new members, healthy\n",
"H2O connection url: http://127.0.0.1:54321\n",
"H2O connection proxy:\n",
"H2O internal security: False\n",
"H2O API Extensions: Amazon S3, XGBoost, Algos, AutoML, Core V3, Core V4\n",
"Python version: 3.6.9 final\n",
"-------------------------- ---------------------------------------------------"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import auto_ph # simple module for training and eval\n",
"import h2o # import h2o python bindings to java server\n",
"import numpy as np # array, vector, matrix calculations\n",
"import operator # for sorting dictionaries\n",
"import pandas as pd # DataFrame handling\n",
"import time # for timers\n",
"\n",
"import matplotlib.pyplot as plt # plotting\n",
"pd.options.display.max_columns = 999 # enable display of all columns in notebook\n",
"\n",
"# enables display of plots in notebook\n",
"%matplotlib inline\n",
"\n",
"np.random.seed(SEED) # set random seed for better reproducibility\n",
"\n",
"h2o.init(max_mem_size='32G', nthreads=4) # start h2o with plenty of memory and threads\n",
"h2o.remove_all() # clears h2o memory\n",
"h2o.no_progress() # turn off h2o progress indicators "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Start global timer"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"big_tic = time.time()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Download, Explore, and Prepare UCI Credit Card Default Data\n",
"\n",
"UCI credit card default data: https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients\n",
"\n",
"The UCI credit card default data contains demographic and payment information about credit card customers in Taiwan in the year 2005. The data set contains 23 input features: \n",
"\n",
"* **`LIMIT_BAL`**: Amount of given credit (NT dollar)\n",
"* **`SEX`**: 1 = male; 2 = female\n",
"* **`EDUCATION`**: 1 = graduate school; 2 = university; 3 = high school; 4 = others \n",
"* **`MARRIAGE`**: 1 = married; 2 = single; 3 = others\n",
"* **`AGE`**: Age in years \n",
"* **`PAY_0`, `PAY_2` - `PAY_6`**: History of past payment; `PAY_0` = the repayment status in September, 2005; `PAY_2` = the repayment status in August, 2005; ...; `PAY_6` = the repayment status in April, 2005. The measurement scale for the repayment status is: -1 = pay duly; 1 = payment delay for one month; 2 = payment delay for two months; ...; 8 = payment delay for eight months; 9 = payment delay for nine months and above. \n",
"* **`BILL_AMT1` - `BILL_AMT6`**: Amount of bill statement (NT dollar). `BILL_AMNT1` = amount of bill statement in September, 2005; `BILL_AMT2` = amount of bill statement in August, 2005; ...; `BILL_AMT6` = amount of bill statement in April, 2005. \n",
"* **`PAY_AMT1` - `PAY_AMT6`**: Amount of previous payment (NT dollar). `PAY_AMT1` = amount paid in September, 2005; `PAY_AMT2` = amount paid in August, 2005; ...; `PAY_AMT6` = amount paid in April, 2005. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Import data and clean"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# import XLS file\n",
"path = 'default_of_credit_card_clients.xls'\n",
"data = pd.read_excel(path,\n",
" skiprows=1) # skip the first row of the spreadsheet\n",
"\n",
"# remove spaces from target column name \n",
"data = data.rename(columns={'default payment next month': 'DEFAULT_NEXT_MONTH'}) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Recode categorical features into strings"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def recode_cc_data(frame):\n",
" \n",
" \"\"\" Recodes numeric categorical variables into categorical character variables\n",
" with more transparent values. \n",
" \n",
" Args:\n",
" frame: Pandas DataFrame version of UCI credit card default data.\n",
" \n",
" Returns: \n",
" H2OFrame with recoded values.\n",
" \n",
" \"\"\"\n",
" \n",
" # define recoded values\n",
" sex_dict = {1:'male', 2:'female'}\n",
" education_dict = {0:'other', 1:'graduate school', 2:'university', 3:'high school', \n",
" 4:'other', 5:'other', 6:'other'}\n",
" marriage_dict = {0:'other', 1:'married', 2:'single', 3:'divorced'}\n",
" \n",
" # recode values using Pandas apply() and anonymous function\n",
" frame['SEX'] = frame['SEX'].apply(lambda i: sex_dict[i])\n",
" frame['EDUCATION'] = frame['EDUCATION'].apply(lambda i: education_dict[i]) \n",
" frame['MARRIAGE'] = frame['MARRIAGE'].apply(lambda i: marriage_dict[i]) \n",
" \n",
" return frame\n",
"\n",
"data = recode_cc_data(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Assign modeling roles"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"y_name = DEFAULT_NEXT_MONTH\n",
"x_names = ['LIMIT_BAL', 'PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3', 'BILL_AMT4', 'BILL_AMT5', 'BILL_AMT6', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT3', 'PAY_AMT4', 'PAY_AMT5', 'PAY_AMT6']\n"
]
}
],
"source": [
"# assign target and inputs for models\n",
"y_name = 'DEFAULT_NEXT_MONTH'\n",
"x_names = [name for name in data.columns if name not in [y_name, 'ID', 'SEX', 'EDUCATION', 'MARRIAGE', 'AGE']]\n",
"print('y_name =', y_name)\n",
"print('x_names =', x_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Display descriptive statistics"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" LIMIT_BAL | \n",
" PAY_0 | \n",
" PAY_2 | \n",
" PAY_3 | \n",
" PAY_4 | \n",
" PAY_5 | \n",
" PAY_6 | \n",
" BILL_AMT1 | \n",
" BILL_AMT2 | \n",
" BILL_AMT3 | \n",
" BILL_AMT4 | \n",
" BILL_AMT5 | \n",
" BILL_AMT6 | \n",
" PAY_AMT1 | \n",
" PAY_AMT2 | \n",
" PAY_AMT3 | \n",
" PAY_AMT4 | \n",
" PAY_AMT5 | \n",
" PAY_AMT6 | \n",
" DEFAULT_NEXT_MONTH | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 3.000000e+04 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 3.000000e+04 | \n",
" 30000.00000 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
" 30000.000000 | \n",
"
\n",
" \n",
" mean | \n",
" 167484.322667 | \n",
" -0.016700 | \n",
" -0.133767 | \n",
" -0.166200 | \n",
" -0.220667 | \n",
" -0.266200 | \n",
" -0.291100 | \n",
" 51223.330900 | \n",
" 49179.075167 | \n",
" 4.701315e+04 | \n",
" 43262.948967 | \n",
" 40311.400967 | \n",
" 38871.760400 | \n",
" 5663.580500 | \n",
" 5.921163e+03 | \n",
" 5225.68150 | \n",
" 4826.076867 | \n",
" 4799.387633 | \n",
" 5215.502567 | \n",
" 0.221200 | \n",
"
\n",
" \n",
" std | \n",
" 129747.661567 | \n",
" 1.123802 | \n",
" 1.197186 | \n",
" 1.196868 | \n",
" 1.169139 | \n",
" 1.133187 | \n",
" 1.149988 | \n",
" 73635.860576 | \n",
" 71173.768783 | \n",
" 6.934939e+04 | \n",
" 64332.856134 | \n",
" 60797.155770 | \n",
" 59554.107537 | \n",
" 16563.280354 | \n",
" 2.304087e+04 | \n",
" 17606.96147 | \n",
" 15666.159744 | \n",
" 15278.305679 | \n",
" 17777.465775 | \n",
" 0.415062 | \n",
"
\n",
" \n",
" min | \n",
" 10000.000000 | \n",
" -2.000000 | \n",
" -2.000000 | \n",
" -2.000000 | \n",
" -2.000000 | \n",
" -2.000000 | \n",
" -2.000000 | \n",
" -165580.000000 | \n",
" -69777.000000 | \n",
" -1.572640e+05 | \n",
" -170000.000000 | \n",
" -81334.000000 | \n",
" -339603.000000 | \n",
" 0.000000 | \n",
" 0.000000e+00 | \n",
" 0.00000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
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" \n",
" 25% | \n",
" 50000.000000 | \n",
" -1.000000 | \n",
" -1.000000 | \n",
" -1.000000 | \n",
" -1.000000 | \n",
" -1.000000 | \n",
" -1.000000 | \n",
" 3558.750000 | \n",
" 2984.750000 | \n",
" 2.666250e+03 | \n",
" 2326.750000 | \n",
" 1763.000000 | \n",
" 1256.000000 | \n",
" 1000.000000 | \n",
" 8.330000e+02 | \n",
" 390.00000 | \n",
" 296.000000 | \n",
" 252.500000 | \n",
" 117.750000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" 50% | \n",
" 140000.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 22381.500000 | \n",
" 21200.000000 | \n",
" 2.008850e+04 | \n",
" 19052.000000 | \n",
" 18104.500000 | \n",
" 17071.000000 | \n",
" 2100.000000 | \n",
" 2.009000e+03 | \n",
" 1800.00000 | \n",
" 1500.000000 | \n",
" 1500.000000 | \n",
" 1500.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" 75% | \n",
" 240000.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 67091.000000 | \n",
" 64006.250000 | \n",
" 6.016475e+04 | \n",
" 54506.000000 | \n",
" 50190.500000 | \n",
" 49198.250000 | \n",
" 5006.000000 | \n",
" 5.000000e+03 | \n",
" 4505.00000 | \n",
" 4013.250000 | \n",
" 4031.500000 | \n",
" 4000.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" max | \n",
" 1000000.000000 | \n",
" 8.000000 | \n",
" 8.000000 | \n",
" 8.000000 | \n",
" 8.000000 | \n",
" 8.000000 | \n",
" 8.000000 | \n",
" 964511.000000 | \n",
" 983931.000000 | \n",
" 1.664089e+06 | \n",
" 891586.000000 | \n",
" 927171.000000 | \n",
" 961664.000000 | \n",
" 873552.000000 | \n",
" 1.684259e+06 | \n",
" 896040.00000 | \n",
" 621000.000000 | \n",
" 426529.000000 | \n",
" 528666.000000 | \n",
" 1.000000 | \n",
"
\n",
" \n",
"
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"
],
"text/plain": [
" LIMIT_BAL PAY_0 PAY_2 PAY_3 PAY_4 \\\n",
"count 30000.000000 30000.000000 30000.000000 30000.000000 30000.000000 \n",
"mean 167484.322667 -0.016700 -0.133767 -0.166200 -0.220667 \n",
"std 129747.661567 1.123802 1.197186 1.196868 1.169139 \n",
"min 10000.000000 -2.000000 -2.000000 -2.000000 -2.000000 \n",
"25% 50000.000000 -1.000000 -1.000000 -1.000000 -1.000000 \n",
"50% 140000.000000 0.000000 0.000000 0.000000 0.000000 \n",
"75% 240000.000000 0.000000 0.000000 0.000000 0.000000 \n",
"max 1000000.000000 8.000000 8.000000 8.000000 8.000000 \n",
"\n",
" PAY_5 PAY_6 BILL_AMT1 BILL_AMT2 BILL_AMT3 \\\n",
"count 30000.000000 30000.000000 30000.000000 30000.000000 3.000000e+04 \n",
"mean -0.266200 -0.291100 51223.330900 49179.075167 4.701315e+04 \n",
"std 1.133187 1.149988 73635.860576 71173.768783 6.934939e+04 \n",
"min -2.000000 -2.000000 -165580.000000 -69777.000000 -1.572640e+05 \n",
"25% -1.000000 -1.000000 3558.750000 2984.750000 2.666250e+03 \n",
"50% 0.000000 0.000000 22381.500000 21200.000000 2.008850e+04 \n",
"75% 0.000000 0.000000 67091.000000 64006.250000 6.016475e+04 \n",
"max 8.000000 8.000000 964511.000000 983931.000000 1.664089e+06 \n",
"\n",
" BILL_AMT4 BILL_AMT5 BILL_AMT6 PAY_AMT1 \\\n",
"count 30000.000000 30000.000000 30000.000000 30000.000000 \n",
"mean 43262.948967 40311.400967 38871.760400 5663.580500 \n",
"std 64332.856134 60797.155770 59554.107537 16563.280354 \n",
"min -170000.000000 -81334.000000 -339603.000000 0.000000 \n",
"25% 2326.750000 1763.000000 1256.000000 1000.000000 \n",
"50% 19052.000000 18104.500000 17071.000000 2100.000000 \n",
"75% 54506.000000 50190.500000 49198.250000 5006.000000 \n",
"max 891586.000000 927171.000000 961664.000000 873552.000000 \n",
"\n",
" PAY_AMT2 PAY_AMT3 PAY_AMT4 PAY_AMT5 \\\n",
"count 3.000000e+04 30000.00000 30000.000000 30000.000000 \n",
"mean 5.921163e+03 5225.68150 4826.076867 4799.387633 \n",
"std 2.304087e+04 17606.96147 15666.159744 15278.305679 \n",
"min 0.000000e+00 0.00000 0.000000 0.000000 \n",
"25% 8.330000e+02 390.00000 296.000000 252.500000 \n",
"50% 2.009000e+03 1800.00000 1500.000000 1500.000000 \n",
"75% 5.000000e+03 4505.00000 4013.250000 4031.500000 \n",
"max 1.684259e+06 896040.00000 621000.000000 426529.000000 \n",
"\n",
" PAY_AMT6 DEFAULT_NEXT_MONTH \n",
"count 30000.000000 30000.000000 \n",
"mean 5215.502567 0.221200 \n",
"std 17777.465775 0.415062 \n",
"min 0.000000 0.000000 \n",
"25% 117.750000 0.000000 \n",
"50% 1500.000000 0.000000 \n",
"75% 4000.000000 0.000000 \n",
"max 528666.000000 1.000000 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data[x_names + [y_name]].describe() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Investigate Pair-wise Pearson Correlations for `DEFAULT_NEXT_MONTH`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate Pearson correlation"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Pearson Correlation Coefficient | \n",
"
\n",
" \n",
" \n",
" \n",
" LIMIT_BAL | \n",
" -0.153520 | \n",
"
\n",
" \n",
" PAY_0 | \n",
" 0.324794 | \n",
"
\n",
" \n",
" PAY_2 | \n",
" 0.263551 | \n",
"
\n",
" \n",
" PAY_3 | \n",
" 0.235253 | \n",
"
\n",
" \n",
" PAY_4 | \n",
" 0.216614 | \n",
"
\n",
" \n",
" PAY_5 | \n",
" 0.204149 | \n",
"
\n",
" \n",
" PAY_6 | \n",
" 0.186866 | \n",
"
\n",
" \n",
" BILL_AMT1 | \n",
" -0.019644 | \n",
"
\n",
" \n",
" BILL_AMT2 | \n",
" -0.014193 | \n",
"
\n",
" \n",
" BILL_AMT3 | \n",
" -0.014076 | \n",
"
\n",
" \n",
" BILL_AMT4 | \n",
" -0.010156 | \n",
"
\n",
" \n",
" BILL_AMT5 | \n",
" -0.006760 | \n",
"
\n",
" \n",
" BILL_AMT6 | \n",
" -0.005372 | \n",
"
\n",
" \n",
" PAY_AMT1 | \n",
" -0.072929 | \n",
"
\n",
" \n",
" PAY_AMT2 | \n",
" -0.058579 | \n",
"
\n",
" \n",
" PAY_AMT3 | \n",
" -0.056250 | \n",
"
\n",
" \n",
" PAY_AMT4 | \n",
" -0.056827 | \n",
"
\n",
" \n",
" PAY_AMT5 | \n",
" -0.055124 | \n",
"
\n",
" \n",
" PAY_AMT6 | \n",
" -0.053183 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Pearson Correlation Coefficient\n",
"LIMIT_BAL -0.153520\n",
"PAY_0 0.324794\n",
"PAY_2 0.263551\n",
"PAY_3 0.235253\n",
"PAY_4 0.216614\n",
"PAY_5 0.204149\n",
"PAY_6 0.186866\n",
"BILL_AMT1 -0.019644\n",
"BILL_AMT2 -0.014193\n",
"BILL_AMT3 -0.014076\n",
"BILL_AMT4 -0.010156\n",
"BILL_AMT5 -0.006760\n",
"BILL_AMT6 -0.005372\n",
"PAY_AMT1 -0.072929\n",
"PAY_AMT2 -0.058579\n",
"PAY_AMT3 -0.056250\n",
"PAY_AMT4 -0.056827\n",
"PAY_AMT5 -0.055124\n",
"PAY_AMT6 -0.053183"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Pearson correlation between inputs and target\n",
"# is last column of correlation matrix\n",
"corr = pd.DataFrame(data[x_names + [y_name]].corr()[y_name]).iloc[:-1]\n",
"corr.columns = ['Pearson Correlation Coefficient']\n",
"corr"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot Pearson correlation"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# display correlation to target as barchart\n",
"fig, ax_ = plt.subplots(figsize=(10, 8))\n",
"_ = pd.DataFrame(data[x_names + [y_name]].corr()[y_name]).iloc[:-1].plot(kind='barh', \n",
" ax=ax_, \n",
" edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" colormap='cool')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Train Elastic Net Logistic GLM for Initial Feature Selection "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1 Elastic Net Forward Step-wise Training"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Split data into training and validation partitions"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train data rows = 20946, columns = 25\n",
"Validation data rows = 9054, columns = 25\n"
]
}
],
"source": [
"split_ratio = 0.7 # 70%/30% train/test split\n",
"\n",
"# execute split\n",
"split = np.random.rand(len(data)) < split_ratio\n",
"train = data[split]\n",
"valid = data[~split]\n",
"\n",
"# summarize split\n",
"print('Train data rows = %d, columns = %d' % (train.shape[0], train.shape[1]))\n",
"print('Validation data rows = %d, columns = %d' % (valid.shape[0], valid.shape[1]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Train penalized GLM for initial benchmark and feature selection "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best penalized GLM AUC: 0.73\n",
"Best penalized GLM coefficients:\n",
"Intercept: -1.0553055885519234\n",
"PAY_6: 0.012282515281903838\n",
"PAY_4: 0.025486634303383368\n",
"PAY_5: 0.04613937054483051\n",
"PAY_3: 0.07909158701433618\n",
"PAY_2: 0.08471364623598049\n",
"PAY_0: 0.537195471519995\n"
]
}
],
"source": [
"# train penalized GLM w/ alpha and lambda grid search\n",
"best_glm = auto_ph.glm_grid(x_names, y_name, h2o.H2OFrame(train),\n",
" h2o.H2OFrame(valid), SEED)\n",
"\n",
"# output results\n",
"print('Best penalized GLM AUC: %.2f' % \n",
" best_glm.auc(valid=True))\n",
"\n",
"# print selected coefficients\n",
"print('Best penalized GLM coefficients:')\n",
"for c_name, c_val in sorted(best_glm.coef().items(), key=operator.itemgetter(1)):\n",
" if abs(c_val) > GLM_SELECTION_THRESHOLD:\n",
" print('%s %s' % (str(c_name + ':').ljust(25), c_val))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.2 Model Details for Model Documentation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Display best GLM information"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model Details\n",
"=============\n",
"H2OGeneralizedLinearEstimator : Generalized Linear Modeling\n",
"Model Key: Grid_GLM_Key_Frame__upload_b902da19ccbfcf08bcf090f879b54a2f.hex_model_python_1677103750394_1_model_1\n",
"\n",
"\n",
"GLM Model: summary\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" | \n",
" family | \n",
" link | \n",
" regularization | \n",
" lambda_search | \n",
" number_of_predictors_total | \n",
" number_of_active_predictors | \n",
" number_of_iterations | \n",
" training_frame | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" | \n",
" binomial | \n",
" logit | \n",
" Elastic Net (alpha = 0.01, lambda = 0.005908 ) | \n",
" nlambda = 100, lambda.max = 13.333, lambda.min = 0.005908, lambda.... | \n",
" 19 | \n",
" 19 | \n",
" 109 | \n",
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\n",
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\n",
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"
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"text/plain": [
" family link regularization \\\n",
"0 binomial logit Elastic Net (alpha = 0.01, lambda = 0.005908 ) \n",
"\n",
" lambda_search \\\n",
"0 nlambda = 100, lambda.max = 13.333, lambda.min = 0.005908, lambda.... \n",
"\n",
" number_of_predictors_total number_of_active_predictors \\\n",
"0 19 19 \n",
"\n",
" number_of_iterations \\\n",
"0 109 \n",
"\n",
" training_frame \n",
"0 Key_Frame__upload_b902da19ccbfcf08bcf090f879b54a2f.hex "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"ModelMetricsBinomialGLM: glm\n",
"** Reported on train data. **\n",
"\n",
"MSE: 0.14649158915954694\n",
"RMSE: 0.3827421967324049\n",
"LogLoss: 0.4685812636002606\n",
"Null degrees of freedom: 20945\n",
"Residual degrees of freedom: 20926\n",
"Null deviance: 22178.75361964548\n",
"Residual deviance: 19629.806294742117\n",
"AIC: 19669.806294742117\n",
"AUC: 0.7182752479663853\n",
"pr_auc: 0.5010322496049208\n",
"Gini: 0.4365504959327706\n",
"\n",
"Confusion Matrix (Act/Pred) for max f1 @ threshold = 0.24983106738243743: "
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" | \n",
" 0 | \n",
" 1 | \n",
" Error | \n",
" Rate | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0 | \n",
" 13778.0 | \n",
" 2518.0 | \n",
" 0.1545 | \n",
" (2518.0/16296.0) | \n",
"
\n",
" \n",
" 1 | \n",
" 1 | \n",
" 2168.0 | \n",
" 2482.0 | \n",
" 0.4662 | \n",
" (2168.0/4650.0) | \n",
"
\n",
" \n",
" 2 | \n",
" Total | \n",
" 15946.0 | \n",
" 5000.0 | \n",
" 0.2237 | \n",
" (4686.0/20946.0) | \n",
"
\n",
" \n",
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\n",
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" 0 1 Error Rate\n",
"0 0 13778.0 2518.0 0.1545 (2518.0/16296.0)\n",
"1 1 2168.0 2482.0 0.4662 (2168.0/4650.0)\n",
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},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Maximum Metrics: Maximum metrics at their respective thresholds\n"
]
},
{
"data": {
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"\n",
"
\n",
" \n",
" \n",
" | \n",
" metric | \n",
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" value | \n",
" idx | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" max f1 | \n",
" 0.249831 | \n",
" 0.514404 | \n",
" 205.0 | \n",
"
\n",
" \n",
" 1 | \n",
" max f2 | \n",
" 0.054654 | \n",
" 0.594059 | \n",
" 377.0 | \n",
"
\n",
" \n",
" 2 | \n",
" max f0point5 | \n",
" 0.399178 | \n",
" 0.567555 | \n",
" 137.0 | \n",
"
\n",
" \n",
" 3 | \n",
" max accuracy | \n",
" 0.418922 | \n",
" 0.817053 | \n",
" 128.0 | \n",
"
\n",
" \n",
" 4 | \n",
" max precision | \n",
" 0.706802 | \n",
" 0.797414 | \n",
" 34.0 | \n",
"
\n",
" \n",
" 5 | \n",
" max recall | \n",
" 0.001281 | \n",
" 1.000000 | \n",
" 399.0 | \n",
"
\n",
" \n",
" 6 | \n",
" max specificity | \n",
" 0.989212 | \n",
" 0.999570 | \n",
" 0.0 | \n",
"
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" \n",
" 7 | \n",
" max absolute_mcc | \n",
" 0.399178 | \n",
" 0.396395 | \n",
" 137.0 | \n",
"
\n",
" \n",
" 8 | \n",
" max min_per_class_accuracy | \n",
" 0.221641 | \n",
" 0.658925 | \n",
" 237.0 | \n",
"
\n",
" \n",
" 9 | \n",
" max mean_per_class_accuracy | \n",
" 0.245211 | \n",
" 0.690483 | \n",
" 210.0 | \n",
"
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],
"text/plain": [
" metric threshold value idx\n",
"0 max f1 0.249831 0.514404 205.0\n",
"1 max f2 0.054654 0.594059 377.0\n",
"2 max f0point5 0.399178 0.567555 137.0\n",
"3 max accuracy 0.418922 0.817053 128.0\n",
"4 max precision 0.706802 0.797414 34.0\n",
"5 max recall 0.001281 1.000000 399.0\n",
"6 max specificity 0.989212 0.999570 0.0\n",
"7 max absolute_mcc 0.399178 0.396395 137.0\n",
"8 max min_per_class_accuracy 0.221641 0.658925 237.0\n",
"9 max mean_per_class_accuracy 0.245211 0.690483 210.0"
]
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"\n",
"Gains/Lift Table: Avg response rate: 22.20 %, avg score: 22.20 %\n"
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"text/plain": [
" group cumulative_data_fraction lower_threshold lift \\\n",
"0 1 0.010026 7.192943e-01 3.539263 \n",
"1 2 0.020004 6.109553e-01 2.952721 \n",
"2 3 0.030030 5.904669e-01 3.303312 \n",
"3 4 0.040008 5.652261e-01 3.469986 \n",
"4 5 0.050033 5.378222e-01 3.024461 \n",
"5 6 0.100019 4.442181e-01 2.916965 \n",
"6 7 0.150005 3.537487e-01 2.090922 \n",
"7 8 0.200038 2.655100e-01 1.427003 \n",
"8 9 0.300010 2.382281e-01 1.015345 \n",
"9 10 0.400029 2.224902e-01 0.672990 \n",
"10 11 0.500000 2.030962e-01 0.537788 \n",
"11 12 0.600019 1.763763e-01 0.485929 \n",
"12 13 0.699990 1.357259e-01 0.686218 \n",
"13 14 0.800010 1.134964e-01 0.724593 \n",
"14 15 0.900076 6.434736e-02 0.477100 \n",
"15 16 1.000000 1.134804e-08 0.553111 \n",
"\n",
" cumulative_lift response_rate score cumulative_response_rate \\\n",
"0 3.539263 0.785714 0.816889 0.785714 \n",
"1 3.246692 0.655502 0.659815 0.720764 \n",
"2 3.265595 0.733333 0.600522 0.724960 \n",
"3 3.316571 0.770335 0.576997 0.736277 \n",
"4 3.258037 0.671429 0.552092 0.723282 \n",
"5 3.087582 0.647564 0.484561 0.685442 \n",
"6 2.755468 0.464183 0.405265 0.611712 \n",
"7 2.423193 0.316794 0.294731 0.537947 \n",
"8 1.954060 0.225406 0.248630 0.433800 \n",
"9 1.633754 0.149403 0.229921 0.362692 \n",
"10 1.414624 0.119389 0.213314 0.314046 \n",
"11 1.259817 0.107876 0.190730 0.279679 \n",
"12 1.177896 0.152340 0.157265 0.261492 \n",
"13 1.121223 0.160859 0.123743 0.248911 \n",
"14 1.049612 0.105916 0.093489 0.233013 \n",
"15 1.000000 0.122790 0.049839 0.221999 \n",
"\n",
" cumulative_score capture_rate cumulative_capture_rate gain \\\n",
"0 0.816889 0.035484 0.035484 253.926267 \n",
"1 0.738540 0.029462 0.064946 195.272110 \n",
"2 0.692461 0.033118 0.098065 230.331183 \n",
"3 0.663664 0.034624 0.132688 246.998611 \n",
"4 0.641307 0.030323 0.163011 202.446083 \n",
"5 0.562971 0.145806 0.308817 191.696460 \n",
"6 0.510419 0.104516 0.413333 109.092153 \n",
"7 0.456471 0.071398 0.484731 42.700320 \n",
"8 0.387213 0.101505 0.586237 1.534461 \n",
"9 0.347885 0.067312 0.653548 -32.701024 \n",
"10 0.320979 0.053763 0.707312 -46.221154 \n",
"11 0.299267 0.048602 0.755914 -51.407129 \n",
"12 0.278986 0.068602 0.824516 -31.378193 \n",
"13 0.259578 0.072473 0.896989 -27.540719 \n",
"14 0.241113 0.047742 0.944731 -52.289953 \n",
"15 0.222000 0.055269 1.000000 -44.688932 \n",
"\n",
" cumulative_gain \n",
"0 253.926267 \n",
"1 224.669182 \n",
"2 226.559516 \n",
"3 231.657094 \n",
"4 225.803743 \n",
"5 208.758242 \n",
"6 175.546785 \n",
"7 142.319316 \n",
"8 95.405967 \n",
"9 63.375397 \n",
"10 41.462366 \n",
"11 25.981653 \n",
"12 17.789625 \n",
"13 12.122318 \n",
"14 4.961223 \n",
"15 0.000000 "
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"output_type": "stream",
"text": [
"\n",
"\n",
"ModelMetricsBinomialGLM: glm\n",
"** Reported on validation data. **\n",
"\n",
"MSE: 0.1436346602079876\n",
"RMSE: 0.37899163606600555\n",
"LogLoss: 0.4617337838828072\n",
"Null degrees of freedom: 9053\n",
"Residual degrees of freedom: 9034\n",
"Null deviance: 9526.71172610569\n",
"Residual deviance: 8361.075358549871\n",
"AIC: 8401.075358549871\n",
"AUC: 0.7303402396287311\n",
"pr_auc: 0.5061676572465437\n",
"Gini: 0.46068047925746214\n",
"\n",
"Confusion Matrix (Act/Pred) for max f1 @ threshold = 0.2607285198255572: "
]
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" 0.246401 | \n",
" 0.699498 | \n",
" 206.0 | \n",
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" metric threshold value idx\n",
"0 max f1 0.260729 0.527750 193.0\n",
"1 max f2 0.116430 0.592436 329.0\n",
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"6 max specificity 0.989045 0.999859 0.0\n",
"7 max absolute_mcc 0.370892 0.413902 147.0\n",
"8 max min_per_class_accuracy 0.225699 0.672205 230.0\n",
"9 max mean_per_class_accuracy 0.246401 0.699498 206.0"
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"Gains/Lift Table: Avg response rate: 21.94 %, avg score: 22.66 %\n"
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" 0.562950 | \n",
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" 16 | \n",
" 1.000000 | \n",
" 1.276339e-12 | \n",
" 0.513255 | \n",
" 1.000000 | \n",
" 0.112583 | \n",
" 0.049514 | \n",
" 0.219351 | \n",
" 0.226552 | \n",
" 0.051360 | \n",
" 1.000000 | \n",
" -48.674496 | \n",
" 0.000000 | \n",
"
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"
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"
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],
"text/plain": [
" group cumulative_data_fraction lower_threshold lift \\\n",
"0 1 0.010051 7.207631e-01 3.106072 \n",
"1 2 0.020102 6.229843e-01 3.156170 \n",
"2 3 0.030042 5.993452e-01 3.545821 \n",
"3 4 0.040093 5.753741e-01 3.757345 \n",
"4 5 0.050033 5.509826e-01 3.241893 \n",
"5 6 0.100066 4.545088e-01 2.968828 \n",
"6 7 0.149989 3.741888e-01 2.208854 \n",
"7 8 0.200022 2.740947e-01 1.489446 \n",
"8 9 0.299978 2.407348e-01 0.997420 \n",
"9 10 0.400044 2.249573e-01 0.719563 \n",
"10 11 0.500000 2.058437e-01 0.539010 \n",
"11 12 0.599956 1.811296e-01 0.443298 \n",
"12 13 0.700022 1.408759e-01 0.533383 \n",
"13 14 0.799978 1.142562e-01 0.800958 \n",
"14 15 0.899934 6.452901e-02 0.438260 \n",
"15 16 1.000000 1.276339e-12 0.513255 \n",
"\n",
" cumulative_lift response_rate score cumulative_response_rate \\\n",
"0 3.106072 0.681319 0.813734 0.681319 \n",
"1 3.131121 0.692308 0.663736 0.686813 \n",
"2 3.268338 0.777778 0.607299 0.716912 \n",
"3 3.390927 0.824176 0.587697 0.743802 \n",
"4 3.361317 0.711111 0.562950 0.737307 \n",
"5 3.165073 0.651214 0.496126 0.694260 \n",
"6 2.846802 0.484513 0.414835 0.624448 \n",
"7 2.507276 0.326711 0.315894 0.549972 \n",
"8 2.004176 0.218785 0.253042 0.439617 \n",
"9 1.682845 0.157837 0.232429 0.369133 \n",
"10 1.454179 0.118232 0.215713 0.318975 \n",
"11 1.285761 0.097238 0.194132 0.282032 \n",
"12 1.178211 0.116998 0.162818 0.258441 \n",
"13 1.131074 0.175691 0.125883 0.248102 \n",
"14 1.054123 0.096133 0.094816 0.231222 \n",
"15 1.000000 0.112583 0.049514 0.219351 \n",
"\n",
" cumulative_score capture_rate cumulative_capture_rate gain \\\n",
"0 0.813734 0.031219 0.031219 210.607218 \n",
"1 0.738735 0.031722 0.062941 215.617011 \n",
"2 0.695245 0.035247 0.098187 254.582075 \n",
"3 0.668284 0.037764 0.135952 275.734537 \n",
"4 0.647357 0.032226 0.168177 224.189325 \n",
"5 0.571741 0.148540 0.316717 196.882815 \n",
"6 0.519516 0.110272 0.426989 120.885357 \n",
"7 0.468582 0.074522 0.501511 48.944599 \n",
"8 0.396762 0.099698 0.601208 -0.258049 \n",
"9 0.355656 0.072004 0.673212 -28.043657 \n",
"10 0.327680 0.053877 0.727090 -46.099047 \n",
"11 0.305430 0.044310 0.771400 -55.670244 \n",
"12 0.285044 0.053374 0.824773 -46.661731 \n",
"13 0.265157 0.080060 0.904834 -19.904191 \n",
"14 0.246237 0.043807 0.948640 -56.173991 \n",
"15 0.226552 0.051360 1.000000 -48.674496 \n",
"\n",
" cumulative_gain \n",
"0 210.607218 \n",
"1 213.112114 \n",
"2 226.833792 \n",
"3 239.092657 \n",
"4 236.131730 \n",
"5 216.507273 \n",
"6 184.680243 \n",
"7 150.727595 \n",
"8 100.417577 \n",
"9 68.284535 \n",
"10 45.417925 \n",
"11 28.576100 \n",
"12 17.821055 \n",
"13 13.107353 \n",
"14 5.412260 \n",
"15 0.000000 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Scoring History: "
]
},
{
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"text/plain": [
" timestamp duration iteration lambda predictors \\\n",
"0 2023-02-22 17:10:03 0.000 sec 1 .13E2 1 \n",
"1 2023-02-22 17:10:03 0.037 sec 2 .12E2 2 \n",
"2 2023-02-22 17:10:03 0.060 sec 3 .11E2 2 \n",
"3 2023-02-22 17:10:03 0.093 sec 4 .1E2 3 \n",
"4 2023-02-22 17:10:03 0.124 sec 5 .92E1 4 \n",
"5 2023-02-22 17:10:03 0.146 sec 6 .84E1 5 \n",
"6 2023-02-22 17:10:03 0.161 sec 7 .76E1 6 \n",
"7 2023-02-22 17:10:03 0.175 sec 8 .7E1 7 \n",
"8 2023-02-22 17:10:03 0.220 sec 9 .63E1 7 \n",
"9 2023-02-22 17:10:03 0.231 sec 10 .58E1 8 \n",
"10 2023-02-22 17:10:03 0.239 sec 11 .53E1 8 \n",
"11 2023-02-22 17:10:03 0.249 sec 12 .48E1 8 \n",
"12 2023-02-22 17:10:03 0.261 sec 13 .44E1 8 \n",
"13 2023-02-22 17:10:03 0.276 sec 14 .4E1 8 \n",
"14 2023-02-22 17:10:04 0.292 sec 15 .36E1 8 \n",
"15 2023-02-22 17:10:04 0.316 sec 16 .33E1 8 \n",
"16 2023-02-22 17:10:04 0.334 sec 18 .3E1 9 \n",
"17 2023-02-22 17:10:04 0.352 sec 20 .27E1 9 \n",
"18 2023-02-22 17:10:04 0.376 sec 22 .25E1 9 \n",
"19 2023-02-22 17:10:04 0.402 sec 24 .23E1 9 \n",
"\n",
" deviance_train deviance_test \n",
"0 1.058854 1.052210 \n",
"1 1.058595 1.051942 \n",
"2 1.058312 1.051649 \n",
"3 1.057846 1.051165 \n",
"4 1.057200 1.050494 \n",
"5 1.056328 1.049589 \n",
"6 1.055193 1.048412 \n",
"7 1.053849 1.047023 \n",
"8 1.052407 1.045532 \n",
"9 1.050810 1.043879 \n",
"10 1.049070 1.042077 \n",
"11 1.047225 1.040165 \n",
"12 1.045279 1.038148 \n",
"13 1.043223 1.036017 \n",
"14 1.041064 1.033777 \n",
"15 1.038800 1.031428 \n",
"16 1.036416 1.028957 \n",
"17 1.033911 1.026363 \n",
"18 1.031311 1.023671 \n",
"19 1.028635 1.020899 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"See the whole table with table.as_data_frame()\n"
]
},
{
"data": {
"text/plain": []
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_glm "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot penalized GLM coefficient regularization path"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# collect regularization paths from dict in DataFrame\n",
"reg_path_dict = best_glm.getGLMRegularizationPath(best_glm)\n",
"reg_path_frame = pd.DataFrame(columns=reg_path_dict['coefficients'][0].keys())\n",
"for i in range(0, len(reg_path_dict['coefficients'])): \n",
" reg_path_frame = reg_path_frame.append(reg_path_dict['coefficients'][i], \n",
" ignore_index=True)\n",
"\n",
"########################################### \n",
"# establish benchmark feature selection: #\n",
"# glm_selected #\n",
"# used frequently in further calculations #\n",
"###########################################\n",
"\n",
"glm_selected = list(reg_path_frame.iloc[-1, :][reg_path_frame.iloc[-1, :] > GLM_SELECTION_THRESHOLD].index)\n",
"\n",
"# plot regularization paths\n",
"fig, ax_ = plt.subplots(figsize=(8, 6))\n",
"_ = reg_path_frame[glm_selected].plot(kind='line', ax=ax_, title='Penalized GLM Regularization Paths',\n",
" colormap='cool')\n",
"_ = ax_.set_xlabel('Iteration')\n",
"_ = ax_.set_ylabel('Coefficient Value')\n",
"_ = ax_.axhline(c='k', lw=1, xmin=0.045, xmax=0.955)\n",
"_ = plt.legend(bbox_to_anchor=(1.05, 0),\n",
" loc=3, \n",
" borderaxespad=0.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.3 Compare Global Model Weights Against Alternative Model"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"\\n# collect Pearson correlation and GLM coefficients into same DataFrame\\nglm_selected_coef = pd.DataFrame.from_dict(best_glm.coef(), orient='index', columns=['Penalized GLM Coefficient'])\\nzcorr_glm = pd.concat([corr, glm_selected_coef.iloc[1:]], axis=1)\\n\\n# plot\\nfig, ax_ = plt.subplots(figsize=(8, 6))\\n_ = corr_glm.plot(kind='barh', ax=ax_, colormap='gnuplot')\\n\""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\"\"\"\n",
"# collect Pearson correlation and GLM coefficients into same DataFrame\n",
"glm_selected_coef = pd.DataFrame.from_dict(best_glm.coef(), orient='index', columns=['Penalized GLM Coefficient'])\n",
"zcorr_glm = pd.concat([corr, glm_selected_coef.iloc[1:]], axis=1)\n",
"\n",
"# plot\n",
"fig, ax_ = plt.subplots(figsize=(8, 6))\n",
"_ = corr_glm.plot(kind='barh', ax=ax_, colormap='gnuplot')\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# collect Pearson correlation and GLM contributions into same DataFrame\n",
"glm_contrib_frame = pd.concat([valid[x_names].abs().mean(axis=0), \n",
" pd.DataFrame.from_dict(best_glm.coef(), orient='index', \n",
" columns=['Penalized GLM Coefficient']).drop('Intercept')],\n",
" axis=1, sort=True)\n",
"glm_contrib_frame['Penalized GLM Contribution'] = glm_contrib_frame.iloc[:, 1] * glm_contrib_frame.iloc[:, 1]\n",
"corr_glm = pd.concat([corr.abs(), glm_contrib_frame.iloc[:, 2]], axis=1, sort=True)\n",
"corr_glm.columns = ['Absolute ' + name for name in corr_glm.columns]\n",
"# another approach is to calculate Shapley values for GLM directly\n",
"\n",
"\n",
"# plot\n",
"fig, ax_ = plt.subplots(figsize=(10, 8))\n",
"_ = corr_glm.plot(kind='barh', ax=ax_, colormap='cool', edgecolor=['black']*len(data[x_names + [y_name]]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.4 Partial Dependence and ICE for Model Documentation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate partial dependence for each feature in best GLM"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# init dict to hold partial dependence and ICE values\n",
"# for each feature\n",
"# for glm\n",
"glm_pd_ice_dict = {}\n",
"\n",
"# calculate partial dependence for each selected feature\n",
"for xs in glm_selected: \n",
" glm_pd_ice_dict[xs] = auto_ph.pd_ice(xs, valid, best_glm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Find some percentiles of yhat in the validation data"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: 28717,\n",
" 99: 13713,\n",
" 10: 27519,\n",
" 20: 29714,\n",
" 30: 1012,\n",
" 40: 12100,\n",
" 50: 2849,\n",
" 60: 3518,\n",
" 70: 26302,\n",
" 80: 5763,\n",
" 90: 7083}"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# merge GLM predictions onto test data\n",
"glm_yhat_valid = pd.concat([valid.reset_index(drop=True),\n",
" best_glm.predict(h2o.H2OFrame(valid))['p1'].as_data_frame()],\n",
" axis=1)\n",
"\n",
"# rename yhat column\n",
"glm_yhat_valid = glm_yhat_valid.rename(columns={'p1':'p_DEFAULT_NEXT_MONTH'})\n",
"\n",
"# find percentiles of predictions\n",
"glm_percentile_dict = auto_ph.get_percentile_dict('p_DEFAULT_NEXT_MONTH', glm_yhat_valid, 'ID')\n",
"\n",
"# display percentiles dictionary\n",
"# key=percentile, val=row_id\n",
"glm_percentile_dict"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate ICE curve values"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# loop through selected variables\n",
"for xs in glm_selected: \n",
"\n",
" # collect bins used in partial dependence\n",
" bins = list(glm_pd_ice_dict[xs][xs])\n",
" \n",
" # calculate ICE at percentiles \n",
" # using partial dependence bins\n",
" # for each selected feature\n",
" for i in sorted(glm_percentile_dict.keys()):\n",
" col_name = 'Percentile_' + str(i)\n",
" glm_pd_ice_dict[xs][col_name] = auto_ph.pd_ice(xs, # x_names used here b/c all features have small coef in GLM\n",
" valid[valid['ID'] == int(glm_percentile_dict[i])][x_names], \n",
" best_glm, \n",
" bins=bins)['partial_dependence']\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Assess partial dependence and ICE for each feature in best GLM"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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tzk7f7XqFz76/C9uA3n7bjlDXp74023Dd6Iqanu63zQaq+rtitlOQeP/Ee17Qqq6kFnSVdk2B62azDdc9qUp513O/AFJ9zvXDcK0tTqdr2WXAPT7bbA28KSJ/PP2ojTGVzRLvSiAiA0WkqZeIFpT85uOav+bj+nIXmAYM8/qnNuCH/kt5uH5H14rIxeIGPBtD6RcDDXEjM38vIolAcSe8ikrHJV0FJ8VFfq/9FXXMp+N24FL/5NZ7r/+O6+/XDFz/OJ+m3Q1xifkBcQPIjK6MYMRpJSKjcS0gHjzNTfbEnSi745rKdcH1u3+TH5qbzwD6iBtsJkTcIHF/wo3Y7Stc3C2uCh6V0qJFXReFOcCdZV1HRG7AjTlQcMu0O4ABInJxZcTk+SVwudds0t8fgCEi8jsRqS/utixP4PoVFneP3sdx3Roq67NblHeBz4BZ4gYlqiMiP8YNtDPJK2zCq8Gbjev7GYb3ffOS4H/iBq2L9j6PrUXEv996cRrww29TiIj8Fjc+gq9XcBeIN3NqawJjqlI4UBf3ec3zar9/Vso63wJNSmg63hBXw7oPV3s+oSKBiRtwrJ2I/A2XTI71Zr2KO49f6S0TIW4QON/+1gNFJMlLjsfhWrScKOO6xZkBXCMiPb3rh3GcfI33HK7lUawXf1MRua6Mh/si8LCIxHu/OZ1FpAkwF1do/EsRCfMeF8gPfcP9fYorEL8Q+NI7t8TixoBZXMw63wJtReS0r1e9gsX7gFHiBu1r5J1Te4rIC6e7/VL8HNfCIIkfzvUdcQU2p9O17DLcNUPBNv+HG9jUv/++MaYasMS7cqThmn5+j2tW28/rJ5WNa9L2ibh+QhfhLpoLmlBvAnJwNcoFCc7duIRqJ/A9bmCZohKLAvfjSvAP4xLRNyr52NJxFyqLi3l9kmKOucLU9e1bUszsP+Jq6z4XN8r7B7iTOrjbcNTD1SJ8DpR6O45SnOP9f7/H9VNLBnqp6vt+y62Uk+/9OamU7d4KzFbVNaq6q+CB+xz1EZGzVDUDl2Q+gWua97H38E8g38MVNhQ8KnOk7jG4QXX8rfc73sfEDW42GTcwzCEoHKl4BPCiFDOKfnl5LU2WFzPvv7j+3/1xF27f4Jqq/ri4Jnmq+h2uyd/ZRc2vDF6BUR/cZ/JD3OfpJVzrAP/BgV7H1cq94de6ZCju4moJrmnsfE5Nnovb/zLcBfgS3G9MO++57zIbcTVDh1X1y7IfnTGVy+uacg+uIHI/7vs8p5R1MnEF3N+Iz1gaPl7BtRbaAazFfRfL40feueAQriC6EXCBqq7y9r8NV6P+IK7AYBuuq47v9dZU3Pd+F+62jfeUY90iedcPd+J+N3bi3i/f5sp/xb1374vIYe+4e5TxmJ/C/Q/e9477H0A97//zM1yrnP95x/MYrrCkqBiP4AazW6NuHBtwBZFbVHV3MfsuGCRzn4gsK2O8xVLVGcD/4QaI+x/u/PAI8LbPYj+SU+/jfQGAuLunPFeBXd+K65e+1e9c/wyuULpCBeXqxrPx3d4JYL+6MYSMMdWMuAJAUx15NeIHcM3IS+qPZIwxlUZEXgfWqmpxrQOMMRUgIouAV9Xdt9kYY8wZxGq8qxkRuVbc/XTr4/q1reLUAaKMMSYgRKQ9brTifwU7FmOMMcaY2sIS7+rnOlzzp//h7jPaT61ZgqlkIpJQRFO6gkd5B1Gr9XGdKUTkcdxAeOPKOOhSZe33nyKyW0RWFzNfRORpEckSkQw5+T7OxhhTa4nIg8WcE+2OE8bUMNbU3BhjTFCJyE9w/d1fUdXziph/FW78i6tw/VL/qqpl7Z9qjDHGGBN0VuNtjDEmqFR1MT/cB7ko1+GSclXVz4GzRKRl1URnjDHGGHP6KuV2Q9VNSEiI1qtXL9hhGGOMAbKzsxU3mnGBF1S1PLfvaYUb4bnAdm/azkoIL+Cio6O1bdu2wQ7DGGMMsHTp0r2q2jTYcZgzT61MvOvVq8eRI0dKX9AYY0zAichRVe0e7DiCpW3btixZUtxdEY0xxlQlEdkS7BjMmcmamhtjjKnudgCtfV7HeNOMMcYYY2oES7yNMcZUd3OAW7zRzS8CDqpqjWhmbowxxhgDtbSpuTHGmJpDRKYBvYBoEdkOjAbCAFT1OeBd3IjmWUA2cFtwIjXGGGOMqRhLvI2pIrm5uWzfvp2cnJxgh2JMQERERBATE0NYWFi51lPVm0uZr8CdpxObMcYYY0wwWeJtTBXZvn07DRs2pG3btohIsMMxplKpKvv27WP79u20a9cu2OFUiIj8E7gG2F3M/cQF+Cuu9j0bGKSqy/yXM8YYY4zxZ328jakiOTk5NGnSxJJuUyuJCE2aNKnpLTpeAtJKmN8biPcevwGmVEFMxhhjjKkFLPE2pgpZ0m1qs5r++VbVxcB3JSxyHfCKOp8DZ4lIy6qJzhhjjDE1WUATbxHZLCKrRGSFiCzxpkWJyAIR+dr7e7Y3XUTkaRHJEpEMEenqs51bveW/FpFbAxmzMcYYU4xWwDaf19u9acYYY4wxJaqKPt4/VdW9Pq9HAB+q6qMiMsJ7/UdObsLXA9eEr4eIROFGuO0OKLBUROao6v4qiN0YY4wpNxH5Da45Om3atAlyNMaYWkX9/pZ1WnmXD/Z2i5vWCGiAMTVOMAZXuw532xiAl4FFuMS7sAkf8LmIFDTh6wUsUNXvAERkAa4P3rSqDduYmk9EGDBgAK+++ioAeXl5tGzZkh49ejB37tyA7XfQoEGkp6fTqFEjjh49ykUXXcSECROIiYkBoG3btjRs2JDQ0FAAfvKTn/D0008Xrte4cWMAfvWrX3HPPfcAsGLFCs4//3zmzZtHWprrlrt582auueYaVq9eXbjvMWPG0KBBA+6//34GDRrENddcw0033VS4jUGDBgGwdetWGjduTOPGjWnevDnvvffeKceRlZVFfHw8zz77LL/73e8A+O1vf0vPnj0ZOHAgAwcO5JNPPimMt2HDhnz00Uc8/vjjZGVl8cILLwDw8ssvM2vWLLp168asWbMAWLVqFcnJyQAMHjyYO+88dRDvkSNHMn78eDZt2kTbtm0B+Mtf/sLw4cNZvnw5Xbp0Yf/+/dx99918/vnnqCqXXHIJTz/9NI0aNSox/o8//pjPP/+c48ePs2nTJjp06ADA6NGjmTlzJjfddBM///nPAfe5iY6O5sCBA+X4FNQKO4DWPq9jvGmnUNUXgBcAunfvrkUtUyZrgVcp/kK3Mv+e7jaCHVewY7f9B2bd8s4LVOyVGXdF92+cx4A/BDsIY8ov0Im3Au+LiALPexcizVV1pzd/F9Dce15cE74yNe3zrV0IDw+vzGM4I1WHvpquDMZUpvr167N69WqOHj1KvXr1WLBgAa1aVU1L2SeeeIKbbroJVWXSpElceumlrF69uvD7unDhQqKjo4tdz9+0adPo2bMn06ZNK0y8y6tLly6sWLECgIEDB56UXBanefPmTJw4kcGDB1Onzqk/oRMnTjxlG8OGDaNr16588cUXxMfHM3r0aNLT04mNjeWhhx4qTGQLYilJcnIy06dPZ8SIEQDMnDmTjh07Fs6/7bbb6N69e2HhysiRIxkyZAjTpk0rMf7nnnsOcIULN91000mxzJw5s9S4zhBzgLtEZDquZdZBn/NZYGQBf/GeSxX8Pd1tBDuuYMde3nV8jy0Y+6+sdQO9//LOC1TslRl3ZS9bGbFVx+0WNe1CjKmRAp1491TVHSLSDFggIpm+M1VVvaT8tPnWLtSvX98yNlO9DR0KZUiyyqVLF5g0qdTFrrrqKt555x1uuukmpk2bxs0338xHH30EwJEjR7j77rtZvXo1ubm5jBkzhuuuu47Nmzfzy1/+kiNHjgDwzDPPcPHFF7No0SLGjBlDdHQ0q1evplu3brz66qslFtyICMOGDWP27NnMmzeP6667rtyHqqr8+9//ZsGCBVxyySXk5OQQERFR7u1URIsWLejWrRtTp07ltttuK9M6YWFhTJ48mTvuuIMuXbowZMgQYmNjK7T/G264gdmzZzNixAg2bNhAdHR0YUuB9evXs3r16sJadHA1/ueeey6bN2+ucPxnChGZhmtlFS0i23HdnMIAVPU54F3crcSycLcTC/wb2Ac4HvC9GGOMMSbAAjq4mqru8P7uBmbjyqi+LRgF1vu721u8uCZ8ZW7aZ4wpXb9+/Zg+fTo5OTlkZGTQo0ePwnnjx4/n0ksv5csvv2ThwoUMHz6cI0eO0KxZMxYsWMCyZct44403Cpt7AyxfvpxJkyaxdu1avvnmGz755JMyxdG1a1cyM38oi/vpT39Kly5d6NKlCxMnTiycPnz48MLpq1atAuDTTz+lXbt2xMXF0atXL955553TfVvKZcSIETzxxBPk5+efMm/YsGGF8d5yyy2F03/yk59w7rnnsnjxYu6///4K7/uss86iRYsWZGZmMm3aNPr161c4b82aNZx//vmEhPzw016nTh1SUlJYu3ZtmeIvju9xde/evcLxV2eqerOqtlTVMFWNUdV/qOpzXtKNN5r5naoap6rJqrok2DEbY4wxpmYIWI23iNQHQlT1sPf8Z8A4XFO9W4FHvb9ve6sU2YRPRN4DJhSMfu5t54FAxW1MlShDzXSgdO7cmc2bNzNt2jSuuuqqk+a9//77zJkzh7/8xbVtzcnJYevWrZxzzjncddddrFixgtDQUDZs2FC4zoUXXljYV7tLly5s3ryZnj17lhqHf1eC8jQ19004+/XrxyuvvMKNN95YbE17ZXediI+Pp0uXLrzxxhunzCuqqTnAoUOHWL58OceOHWPPnj2cc845Fd7///3f/zF9+nT+85//kJ6ezpQp5buddEnxF8f3uAqaxhtjjDHGmLIJZFPz5sBs74K3DvC6qs4Xka+AN0XkdmAL8Atv+SKb8KnqdyLyMPCVt9y4goHWjDEV06dPH+6//34WLVrEvn37CqerKjNnziwcWKvAmDFjaN68OStXriQ/P/+kZt1169YtfB4aGkpeXl6ZYli+fDmXXXZZuWM/ceIEM2fO5O2332b8+PGoKvv27ePw4cM0adKE/ftPvuHBd999R7t27cq9n9L86U9/on///lx00UVlWn7UqFHcdtttNG7cmN///veFfa4rok+fPnTs2JGLL76YBg1+GNo1KSmJ5cuXo6qFhQ0nTpwgIyODpKSkk/435Y3fGGOMMcZUXMCamqvqN6qa4j06qep4b/o+Vb1MVeNV9fKCJLqkJnyq+k9Vbe89/hWomI05U/zqV79i9OjRhaNoF7jyyiv529/+VlgbvXz5cgAOHjxIy5YtCQkJYerUqZw4caLC+1ZVnn76aXbu3FmhQdE+/PBDOnfuzLZt29i8eTNbtmzhxhtvZPbs2TRo0ICWLVvy3//+F3BJ9/z588tUA19enTp1Ii4ujnnz5pW67IoVK1iwYAHDhw/nd7/7HevXr2fhwoUV3neDBg147LHHeOCBkxv/JCYmkpSUxJ///OfCaWPHjuWiiy4qHAW9IvEbY4wxxpjTE9A+3saY6ikmJuakftoFRo0aRW5uLp07d6ZTp06MGjUKgDvuuIOXX36ZlJQUMjMzqV+/frn3OXz4cFJSUkhISOCrr75i4cKFJ92BwLePt2/faH/Tpk3j+uuvP2najTfeWFiD/Morr/Dwww/TpUsXLr30UkaPHk1cXFzhskOGDCEmJoaYmBh+9KMflfs4fI0cOZJt27adNM23L3SXLl04ceIEv/vd7/jrX/9KeHg4oaGhTJkyhXvuuYfc3NwK77t///506dLllOkvvfQSq1evJi4ujri4ODZv3lx4G7OyxG+MMcYYYyqf1MZbNtWvX18LRl82FWO3E6t869atO+m2T8bURkV9zkUkW1XLX1pTS3Tv3l2XLLFx2IwxpjoQkaWqWjtHCTXVmtV4G2OMMcYYY4wxARTo+3gbY0yNs2LFCgYNGnTStMjISD799NMq2f+4ceNOuhc3uNHbR4wYUSX7N8YYY4wxlcuampsiWVPzyrdu3ToSExOrxXtrTCCoKpmZmdbU3I81NTfGmOrDmpqbYLGm5sZUkYiICPbt21frChSMAQpv6+Z7qzljjDHGGONYU3NjqkhMTAzbt29nz549wQ7FmIB46mr1AAAgAElEQVSIiIggJiYm2GEYY4wxxlQ7lngbU0XCwsJo165dsMMwxhhjjDHGVDFram6MMcYYY4wxxgSQJd7GGGOMMcYYY0wAWeJtjDHGGGOMMcYEkCXexhhjjDHGGGNMAFnibYwxxhhjjDHGBJAl3sYYY4wxxhhjTABZ4m2MMcYYY4wxxgSQJd7GGGOMMcYYY0wAWeJtjDHGGGOMMcYEkCXexhhjjDHGGGNMAFnibYwxxhhjjDHGBJAl3sYYY4wxxhhjTABZ4m2MMcYYY4wxxgSQJd7GGGOMMcYYY0wAWeJtjDHGGGOMMcYEkCXexhhjjDHGGGNMAFnibYwxxhhjjDHGBJAl3sYYY4wxxhhjTABZ4m2MMcYYY4wxxgSQJd7GGGOMMcYYY0wAWeJtjDEm6EQkTUTWi0iWiIwoYn4bEVkoIstFJENErgpGnMYYY4wxFWGJtzHGmKASkVBgMtAbSAJuFpEkv8VGAm+q6vlAP+DZqo3SGGOMMabiLPE2xhgTbBcCWar6jaoeB6YD1/kto0Aj73lj4H9VGJ8xxhhjzGmpE+wAjDHGnPFaAdt8Xm8HevgtMwZ4X0TuBuoDl1dNaMYYY4wxp89qvI0xxgRaHRFZ4vP4TQW2cTPwkqrGAFcBU0XEzmHGGGOMqRGsxtsYY0yg5alq9xLm7wBa+7yO8ab5uh1IA1DVz0QkAogGdvsuJCL7cc3S/YlbVaNKClRE0oC/AqHAi6r6qN/8NsDLwFneMiNU9d2StmmMMcYYY4m3McaYYPsKiBeRdriEux/Q32+ZrcBlwEsi0hGIAPYUsa1o76942y0p4T+JzyBvV+Cau38lInNUda3PYgWDvE3xBoB7F2hb1n0YY4ypHZYuXdqsTp06LwLnYa2IjZMPrM7Ly/t1t27ddvvPtMTbGGNMUKlqnojcBbyHq0X+p6quEZFxwBJVnQP8Hvi7iAzD1WgPUtVTarZV9UTBcxFR39dlUDjIm7d+wSBvvom3DfJmjDGGOnXqvNiiRYuOTZs23R8SElJUSytzhsnPz5c9e/Yk7dq160Wgj/98S7yNMcYEnddc+12/aQ/5PF8L/DjAYdggb8YYY8rqPEu6ja+QkBBt2rTpwV27dp1X5PxAByAioSKyXETmeq/bicgXIpIlIm+ISLg3va73Osub39ZnGw9409eLyJWBjtkYY0zNJCJ9Ch7AWb6vvWmnq0yDvInIbwoGk9uzp6gW8cYYY2q4EEu6jT/vM1Fkjl0V/RHuBdb5vH4MmKiq7YH9uAFz8P7u96ZP9JbD60PXD+iEG1jnWa8fnjHGGOOvr8/jE7/XN5WyblkHeXsT3CBvuL7m0X7LoKovqGp3Ve3etGnTChyGMcYYY2qTgDY1F5EY4GpgPHCfiAhwKT8MmvMyrtneFFw/ujHe9BnAM97y1wHTVfUYsElEsnD98D4LZOzGGGNqpBmq+nYF163MQd6MMcYYYwoFusZ7EvAH3AhvAE2AA6qa573ejutTBz5967z5B73li+pz1wpjjDHmVKMruqJ37ikY5G0dbvTyNSIyzqeZ+u+BwSKyEphGMYO8GWOMMYEWGhraLTExMSk+Pr5T7969zz18+HBQRlcfN25cM999p6amtt+7d28oQGRk5PkV2eaMGTMatW3b9rw2bdqc9+CDD7aorFiDKWD/HBG5BtitqksDtQ+//RX2p8vLyyt9BWOMMcaPqr6rqgmqGqeq471pD3kjq6Oqa1X1x6qaoqpdVPX94EZsjDHmTFW3bt38zMzMtV9//fWasLAwffLJJ8vct6ky86Xnn3+++ffff1+YV6anp2dFR0eX564iJ8nLy2PYsGFt3n333Q0bNmxYM3PmzKilS5dGVE60wRPIpuY/BvqIyFW4pniNgL/iBrup49Us+PafK+hbt11E6uBu07KPsvW5Q1VfAF4AqF+/vtU+GGPMmSlRRJYVMV0AVdWuVR2QMcaY2u1X0Ho1RFbmNs+D7H+e3Oq3RD179vw+IyOjHsCzzz4bNWXKlOa5ubnStWvXI6+88sqWOnXqEBkZef6AAQP2LF68uNHTTz+9NSIiIn/o0KFtsrOzQ8LDw3Xx4sXrGzZsmH/nnXfGfPLJJw2PHz8ugwcP3j18+PC9c+fObThu3LhzoqKictevX18vOTk5+6233to0YcKEZrt37w5LTU1NOPvss/O++OKLDa1atUpesmTJupYtW56U3Y8aNar57Nmzo44fPy5XX331gYkTJxZ5S85FixbVj42NPZaUlHQc4IYbbvhuxowZZ3Xr1m3X6bynwRawGm9VfUBVY1S1La6f3H9VdQCwkB8GuLkVKOiLN8d7jTf/v17zvTlAP2/U83ZAPPBloOI2xphq46uvoEcP2FWjzzNVbRMnD6jmO7Ba3yDGZYwxxgREbm4u7733XqPk5OSjy5Yti5gxY0bUkiVLMjMzM9eGhIToc8891wTg6NGjIT169Diyfv36tampqUcGDBgQN2nSpK3r169fm56evr5Bgwb5kyZNim7cuPGJ1atXr1u5cuW6l19+uWlmZmY4wLp16+pNnjx5W1ZW1pqtW7fWXbBgQYORI0fubtasWW56evqGL774YkNxMc6aNatRVlZWREZGxrp169atXbFiReS8efMaFLXstm3bwlu1anW84HVMTMzxHTt2hFf2+1bVgnEf7z8C00XkEWA58A9v+j9wt2XJAr7DJet4/eveBNYCecCdqlrhpgvGGFNjvPsufPkljB8Pf/tbsKOpKY6r6sZgB2GMMebMUZ6a6cp07NixkMTExCSAHj16HL733nv3PvXUU9GrV6+OTElJ6QiQk5MT0qxZszyA0NBQBg0atB8gIyMjolmzZrmpqanZAFFRUfkAH3zwQaPMzMzIOXPmnA1w+PDh0LVr10aEh4drcnLykbi4uFyATp06ZW/cuLHMyfD8+fMbLV68uFFSUlISQHZ2dkhmZmZE7969v6+8d6R6q5LEW1UXAYu859/gRiX3XyaHYmojvH524wMXoTHGVEOrVrm/zz8P990H7doFN56a4fNgB2CMMcZUhYI+3r7TVFX69u27b/Lkyad0zQ0PD8+vU6fk9E9V5cknn9x64403HvKdPnfu3IZ169Yt7M4bGhpKXl6elDVWVWXo0KE7hw8fvre0ZVu3bn1SDff27dtPqgGvqYIy8p0xxpgyyMiAH/0IQkNhdIUH6z7TfCwi/Yt7BDs4Y4wxJpDS0tIOzZ079+wdO3bUAfj2229DN2zYcErNdOfOnXN2794dlp6eHgmwf//+kNzcXK644oqDU6ZMaXrs2DEByMjIqHvo0KESc8b69eufOHjwYInL9O7d+9DUqVOjC5bbtGlTWEGM/lJTU49s3rw5IjMzMzwnJ0dmzZoVdeONNx4o2ztQfQWjqbkxxpjSZGdDVhb07w+XXAJPPAF/+AOcd16wI6vuehYz/Src4JyvV2EsxhhjTJXq1q1bzsiRI3dcdtllCfn5+YSFhenTTz+9NSEh4aQa44iICH3ttdc23nPPPW1ycnJCIiIi8hcvXrxh2LBhezdv3lw3OTm5o6pKVFRU7rvvvltiF65bb711b1paWkLz5s2PF9fP+4Ybbji0Zs2aiAsuuCARIDIyMv+1117b1KpVq1OGVw8LC+PJJ5/cmpaWlnDixAn69++/t3v37jmn875UB1Ibbz9av359PXLkSLDDqNFEytxyJGBq42fTmDJbsgQuuABmzICf/hTOPRdSU+Htt0tft5oRkWxVrR+kffcDRgAbgUdUdXlVx9C9e3ddsmRJVe/WGGNMEURkqap2P93trFy5cnNKSkqpzabNmWflypXRKSkpbf2nW1NzY4ypjgr6dycnQ1QUDB8Oc+bAZ58FN64aQERCRGSQiKwBrgH6q+qNwUi6jTHGGGPAmpobY0z1tGoV1KsHcXHu9b33upHNH3wQ/vtfqAatUqojERkCDAM+AvrYCOfGGGNM9bRr167QXr16dfCfvmjRovUtWrSodXexssTbGGOqo1WrICnJDawG0KABjBwJd98NCxbAz34W3PiqrynAt0B34N8+3WYEUFXtGqzAjDHGGPODFi1anPAflb02s8TbGGOqo1WroHfvk6f95jfw5JPwwANw+eUQYr2FihAf7ACMMcYYY/zZVZsxxlQ3e/bAt99C584nTw8Ph3HjYNkymDkzOLFVc6q60WtenotLwuOBXJ/pxhhjjDFVzhJvY4ypbnwHVvPXvz906uSaneedcgeOM56INBSR13F9vO/wHotFZJqINAxudMYYY4w5U1nibYwx1U1GhvtbVOIdGgrjx8OGDfDSS1UaVg3xV9ytw85V1T6q2gc4F/ga+FtQIzPGGGPMGcsSb2OMqW5WrYKmTaF586Ln9+kDF10EY8dCTk7Vxlb9XaKqo1S1cDRUVc1X1YeAHwcxLmOMMaZShYaGdktMTEyKj4/v1Lt373MPHz4clNxu3LhxzXz3nZqa2n7v3r2hAJGRkedXZJt9+/ZtGxUVlRIfH9/Jd/q3334bevHFF8fHxsaed/HFF8fv2bMn9PSirzqiqsGOodLVr19fjxw5EuwwajSpBrcqqo2fTWPK5MILoWFD+PDD4pdZtAh++lM32Np991VZaBUhItmqWr+K9vW1qhY5wJqIZKlq+6qIw1f37t11yZIlVb1bY4wxRRCRpara/XS3s3Llys0pKSl7Ae47QOvMPCJPP7ofJNYh+6mz2FbSMpGRkednZ2cvB+jTp0+7rl27Zo8ZM+bbsmw/Ly+POnUqZ5ztVq1aJS9ZsmRdy5YtT+kD5xtjecybN69Bw4YN82+77bZ2X3/99ZqC6b/97W9joqKi8iZMmLDrwQcfbLF///7QKVOm7DjdY6hMK1eujE5JSWnrP91qvI0xpjrJz4c1a4puZu6rVy93S7EJE+DQoSoJrYb4XEQe9J8oIiOAL4IQjzHGGBNwPXv2/D4rK6suwLPPPhuVnJzcMTExMal///6xed6YMJGRkecPHjw4pkOHDkkffvhhg/T09Mjzzz8/sUOHDknJyckd9+/fH5KXl8eQIUNizjvvvI4JCQlJTzzxRDTA3LlzG1544YUd0tLSzm3Xrl2nPn36tMvPz+eRRx5ptnv37rDU1NSEHj16JIBLxHfu3HlKVj9q1KjmBdsdNmzYOSUdT+/evb9v2rTpKYn8/PnzzxoyZMg+gCFDhuybN2/e2af95lURu52YMcZUJ998A9nZpSfe4JLu7t1drffYsYGPrWa4G/iXiGwACkrYuwJrgEHBCsoYY0ztVVrNdKDl5uby3nvvNfrZz352aNmyZREzZsyIWrJkSWbdunV14MCBbZ577rkmd911176jR4+G9OjR48jf//737Tk5OdK+ffvzXnvttY2pqanZ3333XUiDBg3yJ02aFN24ceMTq1evXnf06FG54IILEq+99tpDAOvWrau3YsWKb9q2bZvbrVu3xAULFjQYOXLk7ilTpjRPT0/fUFSNd4FZs2Y1ysrKisjIyFinqlx++eXt582b16B3797fl+dY9+3bVyc2NjYXoHXr1rn79u2rMflsjQnUGGPOCCWNaO6vWzfo2xeeegruvBOaNQtsbDWAqh4ArheRBKCgX9hDqro+iGEZY4wxle7YsWMhiYmJSQA9evQ4fO+99+596qmnolevXh2ZkpLSESAnJyekWbNmeQChoaEMGjRoP0BGRkZEs2bNclNTU7MBoqKi8gE++OCDRpmZmZFz5sw5G+Dw4cOha9eujQgPD9fk5OQjcXFxuQCdOnXK3rhxY3hZY50/f36jxYsXN0pKSkoCyM7ODsnMzIwob+LtKyQkpFp0jy0rS7yNMaY6WbUKRNwtw8ri4Ydh1ixX+z1pUmBjqwFExPfm5wX37a5bMF1VM6o+KmOMMaby1a1bNz8zM3Ot7zRVlb59++6bPHnyKf2ew8PD80vr162q8uSTT2698cYbT+rHNnfu3IZ169YtHIApNDSUvLy8Mme9qsrQoUN3Dh8+fG9Z1ylKkyZN8rZs2RIWGxubu2XLlrCoqKgac29V6+NtjDHVyapVcO65UL+MY5F16ACDBsGUKbBlS0BDqyFWAK8Dz3iPyT6PZ4IYlzHGGBNwaWlph+bOnXv2jh076oAbBXzDhg2n1Ex37tw5Z/fu3WHp6emRAPv37w/Jzc3liiuuODhlypSmx44dE4CMjIy6hw4dKjFnrF+//omDBw+WuEzv3r0PTZ06NbpguU2bNoUVxFgeV1555YHnn3++CcDzzz/fJC0t7UB5txEslngbUx2pwhtvwNatwY7EVLVVq6Bz59KX8zV6tKslt37eAH8ADgEHgCnAlap6iff4SXBDM8YYYwKrW7duOSNHjtxx2WWXJSQkJCRdeumlCdu2bQvzXy4iIkJfe+21jffcc0+bDh06JPXq1SshOzs7ZNiwYXsTExNzkpOTO8bHx3caPHhwbG5ubok127feeuvetLS0wsHVinLDDTcc6tu373cXXHBBYkJCQtL1118fd+DAgWJvBXbttde269mzZ+KmTZvqNm/evPPEiROjAcaOHbtz4cKFjWJjY89btGhRo7Fjx+4sz/sTTHY7MVOk6tBfojZ+Nsts5EgYP97Vej78MNx9N1TSLR9MNXb0KDRo4P7/5U2if/9719R81Spw3aeqjaq8nZjPPuOBm4Frga+BR4PVzNxuJ2aMMdVHIG4nZowvu52YMTXFc8+5pPuXv3T3ab7vPujRA5YtC3ZkJtDWrnW3EyvLwGr+HnjAFdSMGlX5cdVAqvo18AYwF+gJVK/SCGOMMcacUawKzZjq5O233ejU11wD//wnhIbCzJmuxvuCC2DoUFcT2qBBsCM1gVCeEc39RUfD/fe7ZudffeU+L2cgEWkD9AOuB3bhku+OqmrNoIwxxphqZNeuXaG9evXq4D990aJF61u0aHEiGDEFkiXexlQXn30G/fq5+zJPn/5D0/KbboLLL4cRI9xto2bOhGefhauuCm68pvKtWgUREdC+fcXWHzYMnnnG1X5/8EHlxlZzbAYygNm4ft7NgNsLus+o6tNBi8wYY4wxhVq0aHHCf1T22syamhtTHaxfD9deCzExMHfuqSNan3WWa4L+0Udu3tVXw//9H+zaFZx4TWAU9M8OLXaskZI1bAgPPggffugeZ6YJwH9wBcvRQFO/hzHGGGNMlbMab2OCbdcuSEtzydb8+dC0hNygZ09YvhwefxweeQTefx8eewx+/WsIsXK0Gm/VKrjyytPbxm9/61pGPPAAfPGFG+38DKKqI8uynIj8QVUfD3Q8xhhjjDFgNd7GBNfhw67J+J498M47EBdX+jrh4W7U64wM6NIFhgyB1FRYty7w8ZrA2bvXFcJUpH+3r4gINw7AV1/B7NmVE1vt1C/YARhjjDHmzGGJtzHBkpvr+m9nZMC//+36dpdHQgL897/wr3+50bBTUtzAWjk5gYnXBNbpDKzm75e/hMREV0BzotaNTVJZzqymAMYYY2qd0NDQbomJiUnx8fGdevfufe7hw4eDktuNGzeume++U1NT2+/duzcUIDIy8vzybi8rKyusR48eCXFxcZ3at2/f6eGHH25WMO/bb78Nvfjii+NjY2PPu/jii+P37NlTwf55Vc8Sb2OCQdU1D3//fXjhBejdu2LbEYFBgyAz0/X5HjfOJeCLFlVmtKYqVGbiXaeO64qwbh1MnXr626udNNgBGGOMMaejbt26+ZmZmWu//vrrNWFhYfrkk0+WeSyTvLy8Sovj+eefb/79998X5pXp6elZ0dHRFS75DwsL48knn9y+cePGNV999dW6f/zjH82WLl0aATB69OiWvXr1Orxly5bVvXr1OvzQQw+1qIxjqArWx9uYYBg5El55xSXKv/rV6W+vaVOXYN1yi+vj+9Ofuu0+8QRERZ3+9k3grVrlbgnWopLOHzfc4FpRjB4NN98MdetWznZrD6vxNsYYUynGbaZ11lEiK3Ob7euR/VBbtpV1+Z49e36fkZFRD+DZZ5+NmjJlSvPc3Fzp2rXrkVdeeWVLnTp1iIyMPH/AgAF7Fi9e3Ojpp5/eGhERkT906NA22dnZIeHh4bp48eL1DRs2zL/zzjtjPvnkk4bHjx+XwYMH7x4+fPjeuXPnNhw3btw5UVFRuevXr6+XnJyc/dZbb22aMGFCs927d4elpqYmnH322XlffPHFhlatWiUvWbJkXcuWLU/K7keNGtV89uzZUcePH5err776wMSJE/9X1LHExsbmxsbG5gKcffbZ+XFxcUe3bt0a3q1bt5z58+eflZ6evh5gyJAh+1JTUzsAOyr8Rlchq/E2pqpNmQITJsDgwS4Br0xXXOESuD/+EV5+2TU3fv11V8NuqrdVq1xtd2UNhiYCf/4zbN3qRsQ/Q4jI78q46KyABmKMMcZUkdzcXN57771GycnJR5ctWxYxY8aMqCVLlmRmZmauDQkJ0eeee64JwNGjR0N69OhxZP369WtTU1OPDBgwIG7SpElb169fvzY9PX19gwYN8idNmhTduHHjE6tXr163cuXKdS+//HLTzMzMcIB169bVmzx58rasrKw1W7durbtgwYIGI0eO3N2sWbPc9PT0DV988cWG4mKcNWtWo6ysrIiMjIx169atW7tixYrIefPmNSjt2NavXx++du3ayNTU1O8B9u3bV6cgKW/dunXuvn37akxFco0J1Jha4e234a674Jpr3L24AzHidGQkPPqoq+X8zW9gwACXhE+ZAueeW/n7M6cvPx9Wr4bbb6/c7V5+OVx6KYwf71pANGxYuduvngYDU0pbSFUfroJYjDHGnAHKUzNdmY4dOxaSmJiYBNCjR4/D9957796nnnoqevXq1ZEpKSkdAXJyckKaNWuWBxAaGsqgQYP2A2RkZEQ0a9YsNzU1NRsgKioqH+CDDz5olJmZGTlnzpyzAQ4fPhy6du3aiPDwcE1OTj4SFxeXC9CpU6fsjRs3hpc11vnz5zdavHhxo6SkpCSA7OzskMzMzIjevXt/X9w6Bw8eDLnhhhviHn300W0F8fkKCQlBatDdWyzxNqaqfPYZ9OsHF1wA06e7friBlJICn37qEu4HHoDzzoMxY2DYMAgLC+y+Tfls2gRHjlRO/25/f/4z9OgBkybBqFGVv31jjDHGBEVBH2/faaoqffv23Td58uRTml+Hh4fn1ynl+lNV5cknn9x64403HvKdPnfu3IZ169YtbEIZGhpKXl5embNeVWXo0KE7hw8fvrcsyx87dkyuvvrquL59+3536623HiiY3qRJk7wtW7aExcbG5m7ZsiUsKiqq8jqrB5g1NTemKqxf72q5Y2LgP/+B+vWrZr+hoa6Gfd06d3/oP/7R9fv98suq2b8pm8ocWM3fhRfC9de7/v57y3SuCwoRSROR9SKSJSIjilnmFyKyVkTWiMjrxWyqs4h8V8Rjv4h8F8BDMMYYY4IuLS3t0Ny5c8/esWNHHXCjgG/YsOGUmunOnTvn7N69Oyw9PT0SYP/+/SG5ublcccUVB6dMmdL02LFjApCRkVH30KFDJeaM9evXP3Hw4MESl+ndu/ehqVOnRhcst2nTprCCGP3l5+fTr1+/2ISEhJwxY8Z86zvvyiuvPPD88883AXj++eebpKWlHShqG9WRJd7GBNquXZCW5mq45893A6FVtZgYd0/nWbNc8nXRRXDPPe4+4ib4ChLvTp0Cs/1HHnE16o8+GpjtnyYRCQUmA72BJOBmEUnyWyYeeAD4sap2AoYWs7lVQNMiHtHe39JiqawCAGOMMabKdevWLWfkyJE7LrvssoSEhISkSy+9NGHbtm2nNHWMiIjQ1157beM999zTpkOHDkm9evVKyM7ODhk2bNjexMTEnOTk5I7x8fGdBg8eHJubm1tizfatt966Ny0tLaFHjx4JxS1zww03HOrbt+93F1xwQWJCQkLS9ddfH3fgwIEibwW2YMGCBm+99VaTjz/+uGFiYmJSYmJi0htvvNEYYOzYsTsXLlzYKDY29rxFixY1Gjt27M7yvkfBIloLB12qX7++HjlyJNhh1GjVob9ErfhsHj4MqamwYYO7xVd579UdCIcOwYMPuj7mrVrBM8/AddcFO6oz2y9+AUuXwsaNgdvHbbfBtGmQleUKYqqQiGSrarHNPETkR8AYVb3Se/0AgKr+2WeZx4ENqvpiKftarqrlvmeot24osAG4AtgOfAXcrKprfZaJB94ELlXV/SLSTFV3l7Td7t2765IlSyoSkjHGmEomIktV9bQvyFauXLk5JSWl+jYlM0GzcuXK6JSUlLb+063G25hAOX4cbroJMjLg3/+uHkk3QKNGLtn+9FM46yz4+c/drad21Ig7MdROBSOaB9KYMW50+7FjA7ufimkFJw1Ms92b5isBSBCRT0TkcxFJK2ZbxY5W7iXWJbkQyFLVb1T1ODAd8C+VGgxMVtX9AKUl3cYYY4wxUMbEW0QCfEVoTC2j6m4X9v778Pe/Q+/ewY7oVBddBMuWucG35s2Djh1h8mQ4cSLYkZ1ZcnLg668Dn3jHxrp7vP/rX64FRtWqIyJLfB6/qcg2gHigF3Az8HcROauI5bqJyClV+iLSC1hWyj4qswDAGGOMMSXYtWtXaEFTct/Hrl27Sisor5HKOqzysyJSF3gJeE1VDwYuJGNqgZEj4ZVXYNw418S3ugoLgxEjoG9fl5TddRe8+iq88ELgE0HjrFvnCjs6dw78vv70J/jHP9zo5m+8Efj9/SCvlGZ9O4DWPq9jvGm+tgNfqGousElENuAS8a/8lpsNfCQizwF/wfXrfgqXMA+u+CEU8i0AiAEWi0iyqp40uItXuPAbgDZt2lTCbo0xxpjapUWLFif8R2WvzcpU462qlwADcBdGS0XkdRG5IqCRGVNTPfssTJjg7qE9cmSwoymbuDhXOz91qusD3LWr6wd+9GiwI6v9Ajmiub9mzeC+++DNN11rh+rjKwQikGgAACAASURBVCBeRNqJSDjQD5jjt8xbuGQXEYnGJdLf+G9IVV8GuuKS47XAF8DHwIWqWtpw/mUtAJijqrmqugnXJzy+iDheUNXuqtq9aTAGVDTGGGNMtVLmPt6q+jUwEvgjkAo8LSKZInJDUcuLSISIfCkiK72RX8d609uJyBfeiLFveBdZiEhd73WWN7+tz7Ye8KavF5ErK364xgTYW2+5WuNrr3XNtqvBIHVlJgIDB7oa2IEDXRP01q3d89dfr9a3oqrRMjKgbl1o375q9vf730NUlCtYqSZUNQ+4C3gPWAe8qaprRGSciPTxFnsP2Ccia4GFwHBV3VfMJtsDXYCVwHGgMWU731VaAYAxxhhjjK+y9vHuLCITcRdElwLXqmpH7/nEYlY7hhv1NQV3AZQmIhcBjwETVbU9sB+43Vv+dmC/N32itxzeLWX6AZ2ANFyz91rZ7t/UcJ9+Cjff7O6bPH26u31YTRQd7foBL1zo+qa/9x4MGOBqS3/0I9d8/quvID8/2JHWDqtWQVJS1X1eGjeGBx5w/9dFi6pmn2Wgqu+qaoKqxqnqeG/aQ6o6x3uuqnqfqiaparKqTi9qOyLyPPAiMExVf4Gr/W4OrBCRS0uJobILAIwxxhhjgLLXeP8NNyhNiqreqarLAFT1f7ha8FN4F0nfey/DvIfikvUZ3vSXgZ97z6/zXuPNv0zcPa2uA6ar6jGvWV8WbuRZY6qPzExXy926NfznPxAZGeyITl+vXq7p+a5d8MUX8NBDLtkeM8YVLrRoAbfc4m5Rtc/yjgqrihHN/d15p7uV3AMPuIEAa5csoJuqfgSgqodVdSgwEHiktJUrqwDAGGOMMcZXWRPvq4HXVfUogIiEiEgkgKpOLW4lEQkVkRXAbmABsBE44NUqwMkjxhaOJuvNPwg0oWyjzCIivykYMTcvL89/tjGBs3MnpKW5Gsv586G29ecMDXWJ9pgxLgH/9luXkF9xBbzzDvTv72rDL74YHnnE3Y/aasPLZt8+9/mp6sS7Xj0YPRo+/9wVFNUiqvqEzznGd/oKoGcQQjLGGGMCIjQ0tFtiYmJSfHx8p969e597+PDhoNwqety4cc18952amtp+7969oQCRkZHnl3d72dnZkpyc3LFDhw5J7du37zRs2LBzCuZlZmaGd+7cObFNmzbnXX311efm5OTUmH6dZf3nfADU83kd6U37f/bOPD6q8t7/n2d2JhsZQhIIS1gNwRBlKS6YQRFNitoKolZsQVuwvVAW76W2FhSppb39NQj0QkR77RVvrq0XRWnKcqGEjKBNjUgWkgmCSRCEhLAkIZPZn98fZyZMJrMlmZkzk3zfr9d5nXOe85xzvjNZZj7nu/mEc27jnN8GoUDNtwBk9NjCAHEtZCOL1hBfIvpobQW+/W0h/3nfPmDsWLEtCj1Dhwp534WFQFMT8OmnQhE5i0Wolj19OjB8OLBkiVA5+9o1sS2OXMJZWM2dZ54BJkwQKp33oxZyjLESl+3/cjtcFl5rCIIgCCJ0KJVKu16vr/7yyy9PyeVynp+fH7D3J5iOyp07d6bcuHGjU1eWlJScSUpK6vWXC5VKxY8dO1ZbW1tbferUqeq///3v8X//+99jAOD5558fsWLFisZz585VJSQkWLdu3ZoUjNcQDgJVqCqXsHFwzm84Pd6BwDm/zhgrBnAngMGMMZnDI+FaMdZZTfY8Y0wGoRjOFQRWZZYgwo/ZDDz2mCCeioqAadPEtij8SKVCP/A77gBeeUXwhh88KPQF37sXePttQCIRcsPz8oTlttuEMUJc4S2TCREKTzwhFM/7/vfDb0NoiHfZdu/RFjVPxQmCIIjoYWs5Rja0Iqh5hqPjYViV3SXq1yezZs26UVFRMQgAduzYoSkoKEixWCxs6tSp7bt27WqQyWRQq9W3L1q06LJOp4vftm3bOZVKZV+9evUog8EgUSgUXKfT1cbFxdmXL18+4vjx43Fms5ktXbq0ae3atc1FRUVxGzduHK7RaCy1tbWDsrKyDB9++GHdpk2bkpuamuRarXZiYmKitbS09HRaWlpWWVlZzbBhw7qo+/Xr16fs2bNHYzab2bx5866/9tpr33h6LRKJBAkJCXYAMJvNzGq1MsYY7HY7Pv3007iPPvroKwB49tlnr2zYsGH4Cy+8cLn373T4CPTbbztjbKpzhzE2DYDPPkOMsaGMscGO7UEA5kIoVlMM4DHHtMUAPnJs73Xsw3H8COecO8afdFQ9HwOhbYu/ljAEEVo4B370I+DQIeCPfxRCzQkgJeVm3ndTE3D8uFA922gUvOLTpgm5xc88A/zv/wLXr/u/Zn+mslKoMD5smDj3f+wx4PbbhbBzs1kcG4KPr6T1fpfQThAEQRAWiwUHDx6Mz8rK6jhx4oRq9+7dmrKyMr1er6+WSCT89ddfHwIAHR0dkpkzZ7bX1tZWa7Xa9kWLFo3bsmXLudra2uqSkpLa2NhY+5YtW5ISEhJsVVVVNeXl5TVvv/32UL1erwCAmpqaQdu3b//6zJkzp86dO6c8dOhQ7Lp165qSk5MtJSUlp0tLS097s/GDDz6IP3PmjKqioqKmpqam+uTJk+r9+/fHeptvtVqRkZGRmZKSkq3Valvvu+++9sbGRllcXJxNLpcDANLT082NjY2KIL+dISNQj/dqAP/LGPsGgscgFcATfs4ZBuBtRwVyCYTqsEWOSrB/Zoy9CuALAP/pmP+fAN5hjJ0BcBVCJXM4Ksq+B6EfqxXAcs55/4mLJKKTX/5SyHP+1a+EkGqiOzKZkPd9113C+3TpkuAN37dPaLv2X/8leMzvvFMI18/LA7Kzo6sFW19xFlYT6zVLJELP+bw84M03haJr0c9gxtjDED53ElyqkTMIkVQEQRAEEVR64pkOJiaTSZKRkZEJADNnzmxbtWpV8+bNm5OqqqrU2dnZkwDAaDRKkpOTrQAglUqxZMmSawBQUVGhSk5Otmi1WgMAaDQaOwAcPnw4Xq/Xq/fu3ZsIAG1tbdLq6mqVQqHgWVlZ7ePGjbMAwOTJkw1nz54NWPQeOHAgXqfTxWdmZmYCgMFgkOj1elVeXt4NT/NlMhn0en11c3OzdN68eeM+++wz1YgRI6K6kFdAwptz/hljLAPALY6hWs65xc85FQC6JdNzzr+Ch6rknHMjgIVervVrAL8OxFaCCDk7dgg9rp97ThDgRGCkpgKLFwuL1SoUatu3TwhLf/FFYRk+XIgeyMsTircl9GOdZLcDVVWC919MHnwQyMm5+RApJkZce/rOcQCPO7Y/QdfPlU/Cbw5BEARBhAZnjrfrGOecLVy48Mr27du7peYqFAq7v1pYnHOWn59/bsGCBa2u40VFRXFKpbIzckwqlcJqtQbsOeCcY/Xq1RfXrl3bHOg5AJCUlGS755572v76178mbNiwobGtrU1qsVggl8tRX1+vSElJiZqQvZ4kWs6AkC83FcD3GGM/CI1JBBHB7NkDrFghtA77j/8YWN7ZYCKTAXffDfz618CJE8A33wBvvSWMvf8+sHCh0E/8gQf6b6uyhgbgxg1x8rtdYUx4kNTYCGzdKq4tQYBz/n1fi9j2EQRBEEQoyc3NbS0qKkq8cOGCDAAaGxulp0+f7uaZnjJlirGpqUleUlKiBoBr165JLBYL5s6d21JQUDDUZDIxAKioqFC2trb61IwxMTG2lpYWn3Py8vJa33nnnSTnvLq6OrnTRne++eYbmbMq+o0bN1hxcXH8pEmTjBKJBHfccUfbn/70p0QAeOutt4Y89NBDUZO3GJDHmzH2DoBxAE4CcIZ5cwC7QmQXQUQex48LrbO+9S3gz38WxCMRHIYNEzy/zzwjVEf/xz+E4my//z3w3nvAT34itoXBp6JCWIstvAEhHeDhh4Hf/Q748Y+FvPMohTH2lI/DnHP+btiMIQiCIIgwM23aNOO6desuzJkzZ6LdbodcLufbtm07N3HixC6eYZVKxQsLC8+uXLlylNFolKhUKrtOpzu9Zs2a5vr6emVWVtYkzjnTaDSWffv2nfV1z8WLFzfn5uZOTElJMXvL854/f37rqVOnVDNmzMgAALVabS8sLKxLS0vrFj7+9ddfy5csWTLGZrOBc86+853vXP3e977XAgD5+fnnn3jiiXGvvvpq2uTJkw2rVq3qkQddTJhQv8zPJMZqAGTyQCZHADExMby9vV1sM6IaFgGe3Ij6ddPrBXGSlAR88omwJkIL58DIkcA99wjF2vobr74qtF9rbQXi4sS2Rsg3z84G1q4F/v3fg3ppxpiBcx6WGHbGWIGXQ98GMIJzLg2HHa5Mnz6dl5VRJzOCIIhIgDH2Oed8el+vU15eXp+dnR01oo8IH+Xl5UnZ2dnp7uOBhppXQSioRhADj4sXhbxjuRw4cIBEd7hgTMg91ukEEd7fqKwExoyJDNENCJ73RYuAbduE0P8ohXP+E9cFQAmEVpZlAPr8RYsgCIIgCKI3BBormwSgmjH2TwAm5yDn/BHvpxBEP6C1Vai43dwMlJQAY8eKbdHAIidH8HZ/9RUwbpzY1gQXZ0XzSOKVV4Q0il/9Cijw5jiOfBhjEgA/ALAWQveMpzjn1b7PIgiCIAginFy6dEk6e/bsW9zHjx49WpuamtrvulgFKrw3hNIIgohIzGZgwQKh8vRf/yr0oCbCS06OsNbp+pfwNpmA06eB+fPFtqQrY8cCy5YBb7wB/Ou/AuPHi21Rj2GMPQdgDYCPATzCOfeZl0YQBEEQhDikpqba3Kuy92cCCjXnnJcAqAcgd2x/BuBECO0iCHHhHPjhD4HDh4X+xrm5Yls0MJk0SQjt1+nEtiS41NQANlvkebwBYN06QKEAXnpJbEt6SwGEft3TAfwvY+yEY/mCMUafWwRBEARBiEKgVc2XAlgGQAOhunkagNcBzAmdaQQhIjt3Av/930IBrCVLxLZm4MKYUFytvwnvykphHYnCe9gwYNUqocXYCy8IBdeiiwliG0AQBEEQBOFOoMXVlgO4G0ArAHDOvwSQHCqjCEJ0PvxQ8La++KLYlhA5OUKO9/nzYlsSPCorBa/yhAjViGvXAoMHA7/8pdiW9BjO+Vlfi3MeY+yYmHYSBEEQBDGwCDTH28Q5NztbTDHGZBD6eBNE/8NsBj7+WOgpHQFt1QY8zjzvjz8Gvvc9cW0JFpWVQGamUCk/EklMBH7+c2E5dgyYNUtsi0JBWNqbEQRBEF3hVoAbAN7uWDsWu8t2l2PtAO+4uT9oAaDKE/tVEETPCVR4lzDGXgQwiDE2F8C/APhr6MwiCBH57DPAYADuvVdsSwhACHWOixPCzfuL8K6oAOZEeKbOT38KbN0K/OIXwnvf/x5C0cNjgiAIL3A7wI0eBLDBg1j2MO56jt1tDOYeGqMCJGqAxQBMDdhbQvGKoxOpVDptwoQJHTabjY0fP77jvffeq4+Li7OH246NGzcmr1mzptl5b61WO/7999+vS0pKsqnV6tsNBsMXvbmu1WpFVlZWZmpqqrm4uPgMAOj1esXjjz8+9vr167KsrCzD+++/X6dSqaLiMz1Q4f1zAD8EUAngOQD7APwxVEYRhKgUFwvr2bNFNYNwIJUKHtf+kud99arQJzsS87tdUauB9euBf/kXYP9+oa0eQRAEETFwDsB8U/jaOzyI4J6KZed4Rw+NkTuE8SBBHEscIlmSBEhdxpmLgO6c5+VY5/UCTYwdgCiVSruzKvgjjzwyJj8/f+iGDRsaAznXarVCJgtUCvpm586dKUuXLr3qFN4lJSVngnHdV199NWX8+PEdN27ckDrHnn/++RErVqxoXLZs2bWnnnpq1NatW5NeeOGFy8G4X6gJ6N3mnNsBvOlYCKJ/U1wseFmHDBHbEsJJTo7geb18GRg6VGxr+kYkF1Zz54c/BPLzhTD//ie8+50LnyCIyCSg0Gr3424iulMsd3Sdi550Opa4iVun4I0DJCkOr7KnJRChHKGZU+Hi7RKM/OYq1MG85nANDIu1+DrQ+bNmzbpRUVExCAB27NihKSgoSLFYLGzq1Kntu3btapDJZFCr1bcvWrTosk6ni9+2bds5lUplX7169SiDwSBRKBRcp9PVxsXF2ZcvXz7i+PHjcWazmS1durRp7dq1zUVFRXEbN24crtFoLLW1tYOysrIMH374Yd2mTZuSm5qa5FqtdmJiYqK1tLT0dFpaWlZZWVnNsGHDrK42rl+/PmXPnj0as9nM5s2bd/211177xtvrOXv2rPzgwYMJv/jFLy6+9tprKQBgt9vx6aefxn300UdfAcCzzz57ZcOGDcP7lfBmjNXBQ1ge53xs0C0iCDExGoHjx4Gf/ERsSwhXnHnex44Bjz4qri19JZqEt0IBnDgBxMeLbUnAMMb2c84Dyf5bEmpbCIKIHri9ax6xmKHVXYSti7iVJHgQwU4BHeNDLDuOQ9kfs4YIALBYLDh48GD8Aw880HrixAnV7t27NWVlZXqlUsmffvrpUa+//vqQFStWXOno6JDMnDmz/c033zxvNBrZ+PHjby0sLDyr1WoNV69elcTGxtq3bNmSlJCQYKuqqqrp6OhgM2bMyHj44YdbAaCmpmbQyZMnv0pPT7dMmzYt49ChQ7Hr1q1rKigoSCkpKTntLrRd+eCDD+LPnDmjqqioqOGc4/777x+/f//+2Ly8vBue5i9fvnzk7373u/MtLS2d3u7GxkZZXFycTe6okZOenm5ubGxUBPntDBmBxhdMd9lWAVgIobUYQfQv/vEPwGQC7rtPbEsIV6ZPB1QqIdy8PwjvxERg+HCxLQmMKBLdDlIDmcQ5Lw+1IQRBBBfOAZgc4rbDgzh28xjbPYVdd3if3yOCEVrtHlbtFNEUWh119MQzHUxMJpMkIyMjEwBmzpzZtmrVqubNmzcnVVVVqbOzsycBgNFolCQnJ1sBQCqVYsmSJdcAoKKiQpWcnGzRarUGANBoNHYAOHz4cLxer1fv3bs3EQDa2tqk1dXVKoVCwbOystrHjRtnAYDJkycbzp49G7DoPXDgQLxOp4vPzMzMBACDwSDR6/UqT8L73XffTUhKSrLec889hqKiori+vEeRRKCh5lfchrYwxj4H8FLwTSIIESkuBiSSmx5WIjJQKIA77+wfed6VlYK3m9wOoSKBMfaIt4Oc873hNIYgBiLc0gMh7BZa3a2ytXtodU/KRlFoNdHPcc3xdsI5ZwsXLryyffv2C+7zFQqF3V9eN+ec5efnn1uwYEGr63hRUVGcUqnsjICWSqWwWq0Bf5nhnGP16tUX165d2+xv7rFjx2IPHTo0OC0tLcFkMkna29sl3/nOd8bs2bOnrq2tTWqxWCCXy1FfX69ISUnpabk+0Qg01Hyqy64Eggc8ONn4BBFJHDkCTJ0KJCSIbQnhTk4O8KtfAS0t0fvz4RyoqgJ+8AOxLenPJAB4DJ5zuDkAEt4EAUdotY8cY6+tndxDrz0cg6VntngNrR5ModUE0VNyc3Nb58+fP/7FF19sTEtLszY2NkpbWlqkEydO7CJQp0yZYmxqapKXlJSotVqt4dq1a5LY2Fj73LlzWwoKCoY+9NBDbUqlkldUVCjT09N9/lXHxMTYWlpaJMOGDfM6Jy8vr3XDhg3Dly1bdjUhIcFeV1cnVygUPC0trVt4+vbt2y84HxwUFRXF5efnp3z00Ud1AHDHHXe0/elPf0pctmzZtbfeemvIQw89dL1Xb5QIBCqe8122rQDqATwedGsIQkwMBqC0FFizRmxLCE/k5AB2O/DJJ0BelDbwbGgA2tqiI787emngnNOTDaJfwDmADi9h1W4VqD2KYC+h1XYDAGMPjVHeFL0SF5ErTfbuMQ7Eo0yh1QQRXKZNm2Zct27dhTlz5ky02+2Qy+V827Zt59yFt0ql4oWFhWdXrlw5ymg0SlQqlV2n051es2ZNc319vTIrK2sS55xpNBrLvn37zvq65+LFi5tzc3MnpqSkmEtLS097mjN//vzWU6dOqWbMmJEBAGq12l5YWFjnSXj7Ij8///wTTzwx7tVXX02bPHmyYdWqVX496JEC4zwq2p71iJiYGN7e3i62GVENi4BHxGH/3Tx0CHjgAaF1Um5ueO9N+MdgEDzd//ZvwG9+I7Y1veOvfwUeeUR4eHDnnWJbEzYYYwbOeUyY7vUF5/z2cNwrUKZPn87LysrENoMIEZ15x94qVXsKqfbiKfa09KjjvMxF2Lp4kSXu3mFfQtmTN1kNMIpzJPoJjLHPOefT/c/0TXl5eX12dnbUiD4ifJSXlydlZ2enu48HGmr+vK/jnPPNvbSLICKHI0cAmUzoGU1EHmo1MGNGdOd5Oyua33qruHb0b5Z4O8AYO845vzuMthARBDd7CJP2JZA9zXPzMPcq75h5EbYxgGSoh5Bqdw+xc67rceecqKntSxAEMfDoSVXzGbiZG/cwgH8C+DIURhGEKBQXC8IuNlZsSwhv5OQAmzcL3m91UNtlhoeKCiA9HYjrNwU6Iw4/1cpHhc0Qold463fssTCXp1Bq97xjl2O9yjv2IJAlGg9jPqpYdwplx3GoKO+YIAgCAC5duiSdPXv2Le7jR48erU1NTe1Jl/qoIFDhPQLAVM55GwAwxjYA+Bvn/OlQGUYQYaWtDSgrA37+c7EtIXyRkwP8+78Lufj33iu2NT3HWdGcEIv+l1slAtzmO4zab59jd0+yi3juab9jqLrnHDM1IE31k3PspzgXU1HeMUEQRKhJTU21uVdl788EKrxT0PXj0OwYI4j+wccfAzZbdIq5gcTddwuuIp0u+n5WJhNQWwt897tiW9KvYYzN93YIwKBw2iIm3ObZE9ytGJc3kdzRfdwZbg1TD41xKcrVKX4dYdVST+HSrp5kXznJgwAmDcW7RxAEQRDBJ1DhvQvAPxljexz73wXwdmhMIggROHJE6BV9111iW0L4IiEBuO226Mzz1uuFhzvk8Q41D/s4VhQ2K4KEtR4w/p/38GuPIdYd6HnFaoVbTrFD9Eo0ABvZ/Vi39k1UlIsgCIIgfBLQxyHn/NeMsf0A7nEMPcM5/yJ0ZhFEmCkuFqpMDxowDrHoJScHeOMNwGwWHpZEC87CaiS8Qwrn/BmxbQgm1lqgbYNjR+4ht1gNSBIBluanarWnPGTXRS7mqyQIgiCI/k9PnkOrAbRyzv/EGBvKGBvDOa8LlWEEETauXQO++AJ4+WWxLSECIScH2LoV+Pzz6GrJVVkJyOXAxIliW9Kv8dCFgwNoBnAsGj+zlLOBlBoSxwRBEAQR7QRUOoQx9jKAFwD8wjEkB/DfoTKKIMJKSYnQiDXacoYHKvc4Am+iLdy8shKYNEkQ30QoiXNb4iF05tjPGHtSTMN6A1MCkgQS3QRBEER3pFLptIyMjMwJEyZMzsvLG9vW1iZKWciNGzcmu95bq9WOb25ulgKAWq2+vTfXTEtLy5o4cWJmRkZG5q233jrJOd7Y2Ci96667JowePfrWu+66a8Lly5ejptpHoD+cRwE8AqAdADjn30D4QkMQ0U9xsRBiPnOm2JYQgTB0qCBgo1F4U5h5yOGcv+JhWQXgLgA/E9s+giAIgggWSqXSrtfrq7/88stTcrmc5+fnDw30XKvVGjQ7du7cmXLjxo1OXVlSUnImKSmpz+3ASkpKTuv1+uqqqqoa59jLL788bPbs2W0NDQ1Vs2fPbnvppZdS+3qfcBFoqLmZc84ZYxwAGGMxIbSJIMJLcbFQLVupFNsSIlBycoB33xWKlUmj4EHntWvA+fPAlCliWzJg4ZxfZYy6JxMEQRDB56MPMbKpCepgXjM5GYbvfBdfBzp/1qxZNyoqKgYBwI4dOzQFBQUpFouFTZ06tX3Xrl0NMpkMarX69kWLFl3W6XTx27ZtO6dSqeyrV68eZTAYJAqFgut0utq4uDj78uXLRxw/fjzObDazpUuXNq1du7a5qKgobuPGjcM1Go2ltrZ2UFZWluHDDz+s27RpU3JTU5Ncq9VOTExMtJaWlp5OS0vLKisrqxk2bFgXdb9+/fqUPXv2aMxmM5s3b97111577Zuevi8HDhwYXFJSUgsAzz333BWtVnsLgAs9vY4YBOrxfo8xthPAYMbYUgCHAbwZOrMIIkxcvix4IinMPLrIyQFaW4GKCrEtCYyqKmFNHm/RYIzdC+Ca2HYQBEEQRLCxWCw4ePBgfFZWVseJEydUu3fv1pSVlen1en21RCLhr7/++hAA6OjokMycObO9tra2WqvVti9atGjcli1bztXW1laXlJTUxsbG2rds2ZKUkJBgq6qqqikvL695++23h+r1egUA1NTUDNq+ffvXZ86cOXXu3DnloUOHYtetW9eUnJxsKSkpOV1aWnram40ffPBB/JkzZ1QVFRU1NTU11SdPnlTv378/1tfrmjNnzoTJkydP+v3vf5/kHLty5Yps9OjRFgAYOXKk5cqVK1HTOyPQqua/Z4zNBdAK4BYAL3HOD4XUMoIIB0ePCmsS3tGFa5737b1KHQovzgcEJLxDDmOsEkJBNVc0AL4BsDiA83MBbAUgBfBHzvlvvcxbAGA3gBmc87I+GU0QBEFENT3xTAcTk8kkycjIyASAmTNntq1atap58+bNSVVVVers7OxJAGA0GiXJyclWAJBKpViyZMk1AKioqFAlJydbtFqtAQA0Go0dAA4fPhyv1+vVe/fuTQSAtrY2aXV1tUqhUPCsrKz2cePGWQBg8uTJhrNnzwbcXubAgQPxOp0uPjMzMxMADAaDRK/Xq/Ly8m54mn/s2DH9mDFjLBcuXJDdd999EydPnmx0nyuRSBBNwWx+hTdjTArgMOf8XgAkton+RXExEBsLTJ8utiVETxg5EhgzRiiMt2qV2Nb4p7ISGDwYSEsT25KBwENu+xzAFc55u78THZ932wHMBXAewGeMsb2c82q3eXEAVgEoDY7JBEEQBNFznDnermOcc7Zw4cIr27dv7xZ+rVAo7DKZdZ8XWwAAIABJREFUb/nHOWf5+fnnFixY0Oo6XlRUFKdUKjsfbEulUlit1oBVL+ccq1evvrh27drmQOaPGTPGAgBpaWnWefPmXf/0009j8vLybgwZMsTa0NAgHz16tKWhoUGu0WiCl6weYvyGmnPObQDsjLGEMNhDEOGluFjwnlKl6egjJ0fweHN352YE4iysFkVPZaMVznmD23IOABhjTzPG/ubn9G8BOMM5/4pzbgbwZwDf8TDvVwD+HYAxqMYTBEEQRB/Jzc1tLSoqSrxw4YIMEKqAnz59uptnesqUKcampiZ5SUmJGgCuXbsmsVgsmDt3bktBQcFQk8nEAKCiokLZ2trqUzPGxMTYWlpafM7Jy8trfeedd5Kc8+rq6uROG91pbW2VXLt2TeLcLi4ujp8yZUoHADz44IPXd+7cOQQAdu7cOSQ3N/e6v/ckUgg0Jv4GgErG2CE4KpsDAOd8ZUisIohw8M03gF4PPPus2JYQvSEnB3j7baCmBhCiliITzoUc76efFtuSiCbYId6MMQWAeQCeAvAggPcBvO7HjDSgS7jgeQBd2h0wxqYCGMk5/xtjbK2f6xEEQRBEWJk2bZpx3bp1F+bMmTPRbrdDLpfzbdu2nZs4caLZdZ5KpeKFhYVnV65cOcpoNEpUKpVdp9OdXrNmTXN9fb0yKytrEuecaTQay759+876uufixYubc3NzJ6akpJi95XnPnz+/9dSpU6oZM2ZkAIBarbYXFhbWpaWldfNYnz9/Xvboo4+OBwCbzcYWLFhw5bHHHmsFgFdeeeXio48+Om706NFJaWlp5j179vi0LZJgPABvEWPMY14c5/ztoFsUBGJiYnh7u9+oQsIHkZAvEcjvZp/4n/8BFi0CysqAadNCey8i+Jw5A0yYABQUAD/+sdjWeKehAUhPj3w7QwhjzMA599oNwxHifRouId4AvuclxPtvABQAVngS3oyxBwB8D8ADAIoB/AXAHzjn6QHY+RiAXM75jxz73wcwk3O+wrEvAXAEwBLOeT1j7CiAf/NixzIAywBg1KhR0xoaGvzdniAIgggDjLHPOed9zjEsLy+vz87ODihsmhhYlJeXJ2VnZ6e7j/v0eDPGRnHOz0WqwCaIPlFcLOTd3nab2JYQvWHcOGDYMCHcPJIFbWWlsKbCar7oDPEGAMaYM8S72m2eM8Tbl6f5AICPAczinNc5rrc1QDsuABjpsj8CXVuUxAG4FcBRx8PJVAB7GWOPuItvzvkbAN4AgOnTp0dBPgRBEARBEKHEX6j5hwCmAgBj7H3O+YLQm0QQYeLIESFcORr6QBPdYaxrnncERGl4xCm8b71VXDsim2CGeE8F8CSAw4yxryDkaQf6R/4ZgAmMsTEQBPeTEELVAQCc8xYAnS1NfHm8CYIgCILwzaVLl6SzZ8++xX386NGjtampqTYxbAol/oS36zfZsaE0hCDCyrlzwFdfASupTEFUk5MD/OUvQF0dMDZC/0VVVgKjRgEJA7o+pYwx5ipO33B4hAPCEeK9GcASf3M55ycBnATwc8bYXRDCzuWMsf0A9vi6L+fcyhhbAeAgBLH+Fuf8FGNsI4AyzvneQG0mCIIgCMI3qampNveq7P0Zf1XNuZdtvzDGRjLGihlj1YyxU4yxVY5xDWPsEGPsS8c60THOGGPbGGNnGGMVDu+G81qLHfO/9JZvThA9orhYWFP/7ugmJ0dY63Ti2uGLykpgyhSxrRAbK+d8usviLn57EuJdD+AOCCHePnP0OOefcM5/6rjea47zfMI538c5n8g5H8c5/7Vj7CVPoptzPpu83QRBEARBBII/4Z3NGGtljLUBmOLYbmWMtTHGWv2cawXwr5zzTAhfdpYzxjIB/BzA3znnEwD83bEPAHkAJjiWZQAKAEGoA3gZQtjhtwC87BTrBNFriouBIUMo/DfaycwENJrIFd5ms1A5n/K7/dEZ4u2oRv4kgE6hyzlv4Zwncc7THUXS/gGgW141ADg81s7tyY7z7Zzz/+OcUwsDgiAIgiBEwafw5pxLOefxnPM4zrnMse3cj/dz7kXO+QnHdhuAGgh5fN8B4CzW9jaA7zq2vwNgFxf4B4DBjLFhENrAHOKcX+WcXwNwCEBuL18vQQj5wEeOALNnAxK/reyJSEYiEfqwR6rw1usBq5WEtx8451YAzhDvGgDvOUO8GWOP9PByruL6nWDZSBAEQRAE0RcC7ePdJxhj6QBuB1AKIIVzftFx6BKAFMe2p+I6aT7G3e/R2bpFoejWI54gbvLVV8DXXwM//7n/uUTkk5MDfPQRcOECkNbtX4O4UEXzgOGc7wOwz23sJS9zZwd42QituEcQBEEQxEAj5O4+xlgsgPcBrOacdwlP50Kj5qC0WeGcv+HMH5TJwvI8gYhWKL+7f+HM8/74Y3Ht8ERlJSCXA7d0K9hJhI7BjLFHGWMLAMQzxua7LmIbRxAEQRDBQiqVTsvIyMicMGHC5Ly8vLFtbW2ihHJu3Lgx2fXeWq12fHNzsxQA1Gr17b25ZnNzszQ3N3fsmDFjJo8dO3by4cOHYwCgsbFRetddd00YPXr0rXfdddeEy5cvR017opD+cBhjcgiiu5Bz/oFjuNERQg7Huskx7q24jr+iOwTRM44cAVJTgYwMsS0hgsFttwGxsZEZbl5ZKfyeyeViWzKQ0AF4BMBDju2HXZaHRLSLIAiCIIKKUqm06/X66i+//PKUXC7n+fn5QwM912q1Bs2OnTt3pty4caNTV5aUlJxJSkrqUzuwZcuWjXzggQda6+rqTlVXV1ffdtttRgB4+eWXh82ePbutoaGhavbs2W0vvfRSal/tDxchcw0zxhiA/wRQwznf7HJoL4DFAH7rWH/kMr6CMfZnCIXUWjjnFxljBwFscimo9gCAX4TKbqKfw7ng8b733sjt+0z0DJkMuPvuyBXe99wjthUDCs75ErFtIAiCIAYWJW9j5NVvoA7mNTXDYdAu7pJu65NZs2bdqKioGAQAO3bs0BQUFKRYLBY2derU9l27djXIZDKo1erbFy1adFmn08Vv27btnEqlsq9evXqUwWCQKBQKrtPpauPi4uzLly8fcfz48Tiz2cyWLl3atHbt2uaioqK4jRs3DtdoNJba2tpBWVlZhg8//LBu06ZNyU1NTXKtVjsxMTHRWlpaejotLS2rrKysZtiwYV3U/fr161P27NmjMZvNbN68eddfe+21bzy9litXrkhLS0vjdu/eXQ8AKpWKq1QqGwAcOHBgcElJSS0APPfcc1e0Wu0tiBKnbCg93ncD+D6A+xhjJx3LtyEI7rmMsS8B3O/YB4Tcvq8AnAHwJoB/AQDO+VUAv4JQ9fYzABsdYwTRc2prgUuXKMy8v5GTA5w6BTQ3i23JTa5fF2oJUH53WGGMbXHZXuV27L/CbhBBEARBhBiLxYKDBw/GZ2VldZw4cUK1e/duTVlZmV6v11dLJBL++uuvDwGAjo4OycyZM9tra2urtVpt+6JFi8Zt2bLlXG1tbXVJSUltbGysfcuWLUkJCQm2qqqqmvLy8pq33357qF6vVwBATU3NoO3bt3995syZU+fOnVMeOnQodt26dU3JycmWkpKS06Wlpae92fjBBx/EnzlzRlVRUVFTU1NTffLkSfX+/ftjPc2tra1VaDQa68KFC9MnTZqU+cQTT4xubW2VAMCVK1dko0ePtgDAyJEjLVeuXImaHOOQGco5PwbvhW3meJjPASz3cq23ALwVPOuIAQvld/dPnHnex44B3/2u77nhoqpKWJPwDjc5LtuLAWx12R/wDdUJgiCI4NMTz3QwMZlMkoyMjEwAmDlzZtuqVauaN2/enFRVVaXOzs6eBABGo1GSnJxsBQCpVIolS5ZcA4CKigpVcnKyRavVGgBAo9HYAeDw4cPxer1evXfv3kQAaGtrk1ZXV6sUCgXPyspqHzdunAUAJk+ebDh79mzAFa0PHDgQr9Pp4jMzMzMBwGAwSPR6vSovL++G+1yr1cpqamrUW7duPXffffe1P/PMMyPXr1+funXr1i4ecolEAhZFEaxR84SAIILCkSPAyJHAuHFiW0IEkxkzAKVSCDePFOHtrGg+hbRemGFetgmCIAiiX+HM8XYd45yzhQsXXtm+fXu38GuFQmH3V4Sac87y8/PPLViwoEtR7KKiojilUtlZFFsqlcJqtQb8Ocs5x+rVqy+uXbvWb3hienq6OSUlxXzfffe1A8ATTzxx7be//W0qAAwZMsTa0NAgHz16tKWhoUGu0WiCl6weYqiJMTFwsNuBo0cpv7s/olQCd9wRWXnelZVAQgIwYoTYlgw0JIyxRMbYEJdtDWNMAyBqKp8SBEEQRG/Izc1tLSoqSrxw4YIMEKqAnz59uptnesqUKcampiZ5SUmJGgCuXbsmsVgsmDt3bktBQcFQk8nEAKCiokLpDPP2RkxMjK2lpcXnnLy8vNZ33nknyTmvrq5O7rTRnVGjRllTU1PN5eXlSgD4v//7v/hbbrnFCAAPPvjg9Z07dw4BgJ07dw7Jzc297u89iRTI400MHJw5wBRm3j/JyQF+/WugtRWIjxfbGqCiQggzp4c84SYBwOe46e0+4XIsKO0rCYIgCCJSmTZtmnHdunUX5syZM9Fut0Mul/Nt27admzhxotl1nkql4oWFhWdXrlw5ymg0SlQqlV2n051es2ZNc319vTIrK2sS55xpNBrLvn37zvq65+LFi5tzc3MnpqSkmL3lec+fP7/11KlTqhkzZmQAgFqtthcWFtalpaV59Fj/4Q9/OLdo0aKxZrOZjRo1yvTuu+/WA8Arr7xy8dFHHx03evTopLS0NPOePXt82hZJMCG1un8RExPD29vbxTYjqomEfImg/25u3QqsXg3U1wOjRwf32oT4HD4MzJ0L7N8P5OaKawvnQGIi8NRTwI4d4toSATDGDJzzGLHtEIvp06fzsrIysc0gCIIgADDGPuecT+/rdcrLy+uzs7MjqKorESmUl5cnZWdnp7uPk8ebGDgUFwNjx5Lo7q/ceafQWkynE194f/010NJChdVEgjEmA5AHIMMxVA3gIOc8avLACIIgCAFuA+wmwG4UFmksIIuAwDaC6CkkvImBgc0GlJQACxaIbQkRKmJigGnTIiPP21lYjYR32GGMpQE4AuAigC8ghJw/BGAzY+xezrnHnqEEQRBE4HAOcKsghLmLKO62mLxsu+13u4brMUvXe6etBFJ/IM7rJoLLpUuXpLNnz77Fffzo0aO1qampNjFsCiUkvImBwcmTQl9lyu/u3+TkAFu2AB0dwKBB4tnhFN633iqeDQOXXwMo4JxvcR1kjK0E8BsILcYIgiD6JdzuR9B6E8OezvEmmh3b6I0skgASlcuivLktjQXkSTf3mdLzvJjMYL9rhFikpqba3Kuy92dIeBMDA+rfPTDIyQH+3/8DSkuB2bPFs6OyUmhbN3iweDYMXO7gnC9xH+Scb2OM1YpgD0EQAxzOHWLWh6D15fHtiTjmZv/2eIIpugtc57Z8iHcR7HVb5UFAKwEmp5qjxMCFhDcxMCguBm65BRg+XGxLiFBy993CJ7pOJ77wpjBzsejwccwQNisIgohovIphkw8RbPIilv14iLmpl0ZKvQtbp3fYoyDuiRhWARIFwKjZIkGEHBLeRP/HYhGE2NNPi20JEWoSE4EpU8TN87ZYAL0e+Pa3xbNhYJPAGJvvYZwBoHI8BBHBOMOkPQpff8LY03EfwrjXYljSXeC6iljZYA9i132eP7HsmMtk5B0miP4ECe8IJRLaefUbPv8cuHEDuO8+sS0hwkFODvDHPwJmM6BQhP/+tbWC+J4yJfz3JgCgBMDDXo5FQOU9gogenAW0uLsn10XoehS5AXqEuds5vQ2T7uIZVroJXTUgS/QueJmH8zyJYAqVJgiir5DwJvo/zvxuMUOPifCh1QJ/+ANw4gRwxx3hv39FhbCmUHNR4Jw/I7YNBBFKurRW8iBePXqFPR3zFT7tchz23tnJFDfFrLunt9Mr7Cp+PQlgT15iD8fJM0wMVKRS6bQJEyZ02Gw2Nn78+I733nuvPi4urpd/tb1n48aNyWvWrGl23lur1Y5///3365KSkmxqtfp2g8HwRU+uV15ernziiSfGOffPnz+v/NnPfnbhpZdeampsbJQ++uijYy9cuKBMS0szffTRR18NHTo0Kiqgk/Am+j/FxUJ16aFDxbaECAf33COsdTpxhHdlpdBP/JZu3TEIguiH+BXCnry/Jg9zjW7jXjzIve5GL+kqXJmbgJUl9EIIewu5ppxhIkRwDoADTCK2JZGBUqm0O6uCP/LII2Py8/OHbtiwoTGQc61WK2Sy4EjBnTt3pixduvSqU3iXlJSc6cv1srOzTc7XZbVakZqamv3kk09eB4CXX3552OzZs9s2bdr05Ysvvpj60ksvpRYUFFzo+6sIPSS8if6NyQQcOwb86EdiW0KEi+RkICNDEN4/+1n4719ZKdxfjDB3ghjgdAuN9iZy/Y158BZ38QQHQwgzz95gp6CVxfgRuEovotjLfPIKE6GAc8BuBmyOxW4KYNsM2Exu2677jjGP22Zg0mJgnKdKHiJSvhUjWxugDuY140fDkL0KXwc6f9asWTcqKioGAcCOHTs0BQUFKRaLhU2dOrV9165dDTKZDGq1+vZFixZd1ul08du2bTunUqnsq1evHmUwGCQKhYLrdLrauLg4+/Lly0ccP348zmw2s6VLlzatXbu2uaioKG7jxo3DNRqNpba2dlBWVpbhww8/rNu0aVNyU1OTXKvVTkxMTLSWlpaeTktLyyorK6sZNmxYl/+Q69evT9mzZ4/GbDazefPmXX/ttde+8fe69u7dGz9q1CjTxIkTzQBw4MCBwSUlJbUA8Nxzz13RarW3ACDhTRCi889/Cj2dKb97YJGTA/zlL4DNBkjD7HaprBSqqxMEAW4X8nb7LII97buHTfcxNLqzaJa7N9g5FushB1gZoAj2ME65wkQosFt9CGFPgtdt2+88NyFs721ePgCJTPhbkCqERaIApI592SBAOthl3HFMogASKaCsGxaLBQcPHox/4IEHWk+cOKHavXu3pqysTK9UKvnTTz896vXXXx+yYsWKKx0dHZKZM2e2v/nmm+eNRiMbP378rYWFhWe1Wq3h6tWrktjYWPuWLVuSEhISbFVVVTUdHR1sxowZGQ8//HArANTU1Aw6efLkV+np6ZZp06ZlHDp0KHbdunVNBQUFKSUlJafdhbYrH3zwQfyZM2dUFRUVNZxz3H///eP3798fm5eXd8PXa3v33Xc1jz322BXn/pUrV2SjR4+2AMDIkSMtV65ciRo9GzWGEkSvKC4WvtlotWJbQoSTnBzgjTcEEXzbbeG7b0sLcO4c8OMfh++ehFcYY3cBSIfLZx3nfJdoBolMl/ZJ5h4IXbfiV17Dol09weab83sLk3kIa3bxEMsSfIvfQMfII0yECm7rLoDtFjeR6y54vQhf1/O8eYLtJuFhV29xFb7u24q4m8LXVQR3imal5233eVLH355U7j8dgXPhQYLVAtgsgNUsbA+K7f1rDBU98UwHE5PJJMnIyMgEgJkzZ7atWrWqefPmzUlVVVXq7OzsSQBgNBolycnJVgCQSqVYsmTJNQCoqKhQJScnW7RarQEANBqNHQAOHz4cr9fr1Xv37k0EgLa2Nml1dbVKoVDwrKys9nHjxlkAYPLkyYazZ88GHN534MCBeJ1OF5+ZmZkJAAaDQaLX61W+hLfRaGSHDx9O2Lx583lPxyUSSVQVpCbhTfRviosF4ZWYKLYlRDjJyRHWOl14hXdVlbCmwmqiwxh7B8A4ACcBOIuucABRJbzNl4DWf3oQwWZ0ywPuFMVexnrdPgnw6w2Wqf17gZnjC3igwphyhIlgYrcFKHJ9CGVfIrjbuZY+pCHAxRss9yCIVYAi3osI7ok4lt8ck/iJwOAcsFmF19cphC1u+2bA5Bw3ANbrLvNchLPNZd953Gruen3nPuwcErsFUpsJUpsRUpsJU+83YtJTIwGlsvdvcD/BNcfbCeecLVy48Mr27du7hV8rFAq7v7xuzjnLz88/t2DBglbX8aKiojilUsmd+1KpFFarNWDVyznH6tWrL65du7Y50HN2796dkJmZaRg5cmTnX9OQIUOsDQ0N8tGjR1saGhrkGo2mD39p4YWEN9F/6egAPvkE+OlPxbaECDcjRwLp6YLwXrkyfPetrBTWJLwjgekAMjnn3O/MCMagBxo2ug16EsEu+64Vo91zfl0rTXcTuwrvghhS8gYTwaEzJ9hyU6DaPQlfbwLZ4kUAW7qHQAfNEyzrKlDdvcLyuO5Ct5v4dRG53USwuzj24w2227wLWFdBbHTudwC2FkHIehS/1pvX6BTCJg672Qp0mMCNRsAkCF+Z1QiJ3eRz7RTIzrXSboSMmyDjRsjtRki5CTKbEVK7Y+2YK7GZILUaIbGaILEYwSyOtfu/8f8BcPsX4X2wHkXk5ua2zp8/f/yLL77YmJaWZm1sbJS2tLRInTnSTqZMmWJsamqSl5SUqLVareHatWuS2NhY+9y5c1sKCgqGPvTQQ21KpZJXVFQo09PTLb7uGRMTY2tpaZEMGzbM65y8vLzWDRs2DF+2bNnVhIQEe11dnVyhUPC0tDSvwvnPf/6z5vHHH7/qOvbggw9e37lz55BNmzZd2rlz55Dc3NzrAb41okPCm+i/fPqp0Mv53nvFtoQQg5wcYP9+4VteuBRDZSUQHw+MGhWe+xG+qAKQCuCi2Ib0hbiZwK17uwppCokmgoGzEJ0/wetVBHvwANstLiHQbmN2F9HcF7oIWzePsFwNSNzygj15f7sd8+AB7tz2IYK53U3suglfV0Frdh4zALbrXkSwBbCZOewdZvAO403RazSBm0xAhyCAJdauwrbrdve1zGaC0jlmN0HmEMJSF/HbKXptJkgtgvhlfXlaEWpMfQnh6d9MmzbNuG7dugtz5syZaLfbIZfL+bZt2865C2+VSsULCwvPrly5cpTRaJSoVCq7Tqc7vWbNmub6+nplVlbWJM4502g0ln379p31dc/Fixc35+bmTkxJSTGXlpae9jRn/vz5radOnVLNmDEjAwDUarW9sLCwzpvwbm1tlRw7diz+7bffbnAdf+WVVy4++uij40aPHp2UlpZm3rNnj0/bIgkW5c4Aj8TExPD29naxzegT0ZSvECr6/Lu5fj3wm98AV68KYogYWPznfwrV7GtqhCrj4SAnRyjodvx4eO4XJTDGDJzzmDDfsxjAbQD+CaDzGxrn/JFw2gEA06dP52VlZeG+LRElcC6IU49eYEsPBLDr2uJF/LrNQx8+ZpnMg3gNcO1VGMs9iGHXuV7Coe327kI3UEHcOc9oBTcYwTtMjsUheDtMgMkIbjQBJhOY0QiYTWAmI5jVm+gNQBTbXdeObcf1CDdkMkClEkLLVSph+fOfgenTe3U5xtjnnPPenexCeXl5fXZ2dsBh08TAoby8PCk7OzvdfZw83kT/5cgR4Z8yie6BiWuedziEN+eCx/vJJ0N/LyIQNohtABFd2G2CIO0UuhbPwtabmPV3vIsodtvvswB28c66C1pFggehK78pdLus3Ty97sLXlxfYvRCWR9HrsjabuSB2b5hgbzfC7hS8BkHk8g4TYDQBRqPg7XUszCR4fWE2gZlNYOabgtUpbCX2rvuCx7e7EJa4eHslkezdFQuJ5KbQdYpeV/HrPubvmOvxnpwX7u4kBBEiSHgT/ZMbN4RWYv/2b2JbQojF+PFAaqogvJctC/39zp8Hrl+n/O4IgXNeIrYNRM/hNpdwZYuLEHb3AHvwCPsUvb7GHfvc5t8+X3QTrS5CVyIH5DEePMDyrt7ebmt/3mM3Acy58ADBq/A12WFvN8HeYYLthgl2gwn2dhMsBhO4QRC5TgEMk8Pr2yl4hXBnZjIKgtdiurm2GCGxmDwKW6lD9Kpt3Y+zvjxx6M/I5d5FrSch6+9YIGLZ09pPEa5QwLkQOGZ1PMSxtjq2rYDFsU4cDAymmrn9gkuXLklnz559i/v40aNHa1NTU/v4XznyIOFN9E+OHxf+O1N+98CFMcHrXVISnjxvKqwWUTDG7gDwBwCTACgASAG0c84pBMYPTs+vzVX0ehHAnSLZ3HW/mxj2JH7dPcp9rAINuIU/exK/sYDSwzFPYtib0PU07hoC3Vn92ZGva7thgrVdELhO0Ws3CAvvMMF+TRC4vMMEu9EEm9EEs9Hh7TUJYc5O4XvTyyuIXWY2OQpRmcCswrZ7mLPc1QNs91kfaWDj7t31J2Kd24Ec66lglkhEfSu4HbDahKJsTtHbuVi6j1nc53iZ1+08L3P8cf/9wN2zQv8+EKEnNTXV5l6VvT9Dwpvonxw5IjwxvvtusS0hxCQnB3jvPaChQahyHkqcwvvWW0N7HyJQ/gPAkwD+F0KF8x8AmCiqRb3AZgSM192Erycx7CWE2ZP49RXybDf3rfoz4KgA7U38ylzEryeR6y5s/ex3hk07xS+3doYpW28IQtdmMHcK3S6C12CC/bpJyN3tELy5zrxep5fXbjbBbjLB5iJ4YXYRuhZB7DKLyVGcyrG2CSHMShK6vpFKey9mfe27C15/olck7643nJELHsWqHzHbGwHsvtiC4GeUy4W31NsyaNDNbakMkLvPcTnf/ZhG03f7CEIMIue/DEEEk+JiYOZMICas9ZyISMM1zzscwnvECOoZH0Fwzs8wxqSccxuAPzHGvgDwC7Ht6glNXwCfb+rhSayrJ9Zd4ErkgFLtQezK/Y91KYAltUMCE6TcBAk3dYYWw+Iicp1hzR1mcIOwzQ2C2OXXHGLX6d11EbwwO8KbzTfDmTsFr0P0OtewmcCtJnCbUIWZCW8BFCH4efQLFAr/grW3Yz3xEkeY2HWlS7izN3HaUwHcw6WvSKUuwlbaXQirVL6FcTcRLO0qhj0aAAT5AAAgAElEQVQJYudciYQ6LxCEJyLzPx5B9IWWFuDzz4Ff/lJsSwixmTxZEMI6HfCDH4T2XpWVFGYeWRgYYwoAJxljv4PQVkzc+M1eMHgccNtqDonECilMkMLcKXalXBC6ErsJEpiFnFm7CdwsiFu7wQRuNHd6eJ2eYO708prMQtEqY1ehC5MJzGJ2yd91eHRdvbw2MyR27+pA6lgI+Be6vpaezA9ECCsUUaGIunl7bQGIXi9CuScC2VVs9xWJxLeYVSgAtdq/6PXoDfYmjp3bUoBF3X87guj/kPAm+h8ffyz0FqH8bkIiAe65RxDeocRiEdqW5eaG9j5ET/g+BKG9AsAaACMBLBDVop5y+TJUo0YhzWwC64etP0MCYz0Xt31dfN0vSoSuK52i15fY9SeEbYEJX29e5WD8urt6fD0t7h5fqfscDx5ej4uH+0hloqdpEwQRgZDwJvofR44IX3juvFNsS4hIICcH2LsXuHgRGDYsNPc4fVoQ3+Txjhg45w2MsUEAhnHOXxHbnl4hlwutkyIVxjwLzZ6I1p7MD2SuTBZ1QteJsyibT+Fq6/2YJ5HraSyYoteb+HX39nYJi3Z4eD0KYQ8C15MQlpLHt99itwvd96T08wUASKXSaRMmTOiw2Wxs/PjxHe+99159XFxc2Hvjbdy4MXnNmjXNzntrtdrx77//fl1SUpJNrVbfbjAYvujpNV955ZXkd955ZyhjDBkZGYa//OUv9Wq1muv1esXjjz8+9vr167KsrCzD+++/X6dSqaLi6TQJby+wKP3gJiDkd991l/A4myCced4ffww8/nho7kEVzSMOxtjDAH4PIdV3DGPsNgAbOeeP+DkvF8BWCJHSf+Sc/9bt+PMAfgTACuAygGc55w0heAmCOnHiWoTKmwh1H/MmVIMldqNY5LrSKXjdxWpP9z2MBSJ2nfvBKGgFeBazrmPeRK83EevXK+x6zLFPorf/YbcDFpvwO+6+ttodRd98rd3P9XHc17XsHFgwE3ggW+x3JDJQKpV2Z1XwRx55ZEx+fv7QDRs2NAZyrtVqhSxIdRZ27tyZsnTp0qtO4V1SUnKmL9erq6uTv/HGGym1tbVVsbGx/Nvf/vbYP/7xj5qVK1deef7550esWLGicdmyZdeeeuqpUVu3bk164YUXLgflhYQYEt5E/+LKFaC8HHglOh1cRAi4/XahyJ5OF1rhLZMBGRmhuT7RGzYA+BaAowDAOT/JGBvj6wTGmBTAdgBzAZwH8BljbC/n3LXVyRcApnPODYyxnwD4HYAngm8+hLK/BoOglKT9K2Oac+GLvEcR60Hgetv2dI43YettO1iCVyr1LnZdw5vdi151Fq5yF7buojaAMYm0XzwLIRxwLghOT2K3U/QGOuZDFPu6vnNtD4I/kUH4fZVLPa9lUkApA2KU3ufIpcC4lL7bEmzqN2Jkxxmog3nNQeNhSH8JXwc6f9asWTcqKioGAcCOHTs0BQUFKRaLhU2dOrV9165dDTKZDGq1+vZFixZd1ul08du2bTunUqnsq1evHmUwGCQKhYLrdLrauLg4+/Lly0ccP348zmw2s6VLlzatXbu2uaioKG7jxo3DNRqNpba2dlBWVpbhww8/rNu0aVNyU1OTXKvVTkxMTLSWlpaeTktLyyorK6sZNmxYl4oJ69evT9mzZ4/GbDazefPmXX/ttde+8fZ6bDYba29vlyiVSltHR4dkxIgRFrvdjk8//TTuo48++goAnn322SsbNmwYTsKbIMTA2bOZ8rsJJzKZ0FYulHnelZXALbcIXkAiUrBwzlvcopf8fXX8FoAznPOvAIAx9mcA3wHQKbw558Uu8/8B4OngmOsBxgTxHSS6tCiy3RSs3UStlzFXketJCPsTuMEuXuXEY7iyy7Zc3jWf1+mZdReuHvcDOOa8H3l5+wd2Z0VzH95a9+2ezLXYbordQMRyMJAw34JXLgUGKQCZxFHIzcPa3/nOtbfz5TLBDnowFBosFgsOHjwY/8ADD7SeOHFCtXv3bk1ZWZleqVTyp59+etTrr78+ZMWKFVc6OjokM2fObH/zzTfPG41GNn78+FsLCwvParVaw9WrVyWxsbH2LVu2JCUkJNiqqqpqOjo62IwZMzIefvjhVgCoqakZdPLkya/S09Mt06ZNyzh06FDsunXrmgoKClJKSkpOuwttVz744IP4M2fOqCoqKmo457j//vvH79+/PzYvL++G+9wxY8ZYli9ffmnMmDFTlEql/Z577mmdP39+68WLF2VxcXE2uVwOAEhPTzc3NjZGTRMLEt5E/6K4WIih+9a3xLaEiCRycoB164CrV0PTALSigmoKRB6nGGNPAZAyxiYAWAngEz/npAFdvAvnAcz0Mf+HAPb3yUo/NDcDp0759uq6em79jQULbyLXNbfXGc4sdROrfgWuB7HrbZs8vNEP54DN7iJgPQnbPhxzFbG+RLBz3BYksRuId1chA9TK7sLW27bPtReRLJNSPnQ46IlnOpiYTCZJRkZGJgDMnDmzbdWqVc2bN29OqqqqUmdnZ08CAKPRKElOTrYCgFQqxZIlS64BQEVFhSo5Odmi1WoNAKDRaOwAcPjw4Xi9Xq/eu3dvIgC0tbVJq6urVQqFgmdlZbWPGzfOAgCTJ082nD17NmDRe+DAgXidThefmZmZCQAGg0Gi1+tVnoT35cuXpX/7298GnzlzpnLIkCG2efPmjd2xY4fm0Ucfbe3L+yU2JLyJ/kVxMTBrVtfcSIJw5nkfOwY84jPFt+e0tgINDcCyZcG9LtFXfgrglwBMAN4FcBDAr4J1ccbY0wCmA9B6Ob4MwDIAGDVqVK/vc6UZOFosiEtfItfds+tR7PoQsJ7Er7fjJHajmy4eXR8C1pNwDWR+N4Hry7vrOBYsJMzFw+pFxKrkgEzlQQi7CVef4jcAoUzeXSIcuOZ4O+Gcs4ULF17Zvn37Bff5CoXC7i+vm3PO8vPzzy1YsKCLyC0qKopTKpWdkWNSqRRWqzXg33LOOVavXn1x7dq1zf7m/vWvf40fNWqUafjw4VYA+O53v3v9k08+if3xj398ta2tTWqxWCCXy1FfX69ISUkxB2qD2JDwJvoPjY2Ca+jp0EV+ElHKjBlCGLhOF3zhXVUlrKmwWkTBOTdAEN6/7MFpFyC0HXMywjHWBcbY/Y7rajnnJi/3fwPAGwAwffr0XmdHTpgIrH+JWhNFK/5Erj8Ba7H5P9+TwPUU0uwcC0aurhOpxEW0ughPmYs4debs+hS0kq7nehK5gRyTkNAlCOTm5rbOnz9//IsvvtiYlpZmbWxslLa0tEgnTpzYRaBOmTLF2NTUJC8pKVFrtVrDtWvXJLGxsfa5c+e2FBQUDH3ooYfalEolr6ioUKanp1t83TMmJsbW0tIiGeaje0xeXl7rhg0bhi9btuxqQkKCva6uTq5QKHhaWlq38PT09HTziRMnYtva2iQxMTH2I0eOxE2bNs0gkUhwxx13tP3pT39KXLZs2bW33npryEMPPXS9129WmCHhTfQfjh4V1vfdJ6oZRASiUgEzZ4Ymz5sqmkcUjLG9vo77qWr+GYAJjiJsFwA8CeApt+vfDmAngFzOeVMfzfULCe7AcA9X9iVuPQpZu2dR6y5wbR7Eri1MIpcx3wLXua1WdvXidhOtQRwjoUsQkce0adOM69atuzBnzpyJdrsdcrmcb9u27Zy78FapVLywsPDsypUrRxmNRolKpbLrdLrTa9asaa6vr1dmZWVN4pwzjUZj2bdv31lf91y8eHFzbm7uxJSUFHNpaelpT3Pmz5/feurUKdWMGTMyAECtVtsLCwvrPAnv++67r/3hhx++NmXKlEkymQyTJ082PP/885cBID8///wTTzwx7tVXX02bPHmyYdWqVX496JEC48Fo2BhhxMTE8Pb29j5dg9qJiU+Pfzd//GPgf/5HyOMNUnsEoh+xfj3wm98A164BcXHBu+6KFcCuXUBLC8UVeoExZuCcx4TpXpch5Gm/C6AUQqplJ5zzEj/nfxvAFgjtxN7inP+aMbYRQBnnfC9j7DCALAAXHaec89eibPr06bysrKxXryfSsPObebCuObHugtbTti9R63U7kLmO/WAiYf4Frvu2R7HrRbxKAxW3LtuUp0sQwYEx9jnnfHpfr1NeXl6fnZ0dNaKPCB/l5eVJ2dnZ6e7jpE6I/kNxsZDLS6Kb8ERODvDqq8CnnwIPPBC861ZWArfeSqK7jwSxf3YqhHZg34Pgrf4bgHc556cCsYNzvg/APrexl1y27w/0NQUDsxW4YewqNt2Frjex6neep7l+xG8wPbhA11BlX6JWKb+5LZUEIHJ9iF/3kGepq3B2iGLy5BIEQRDBhhQK0T+4cAE4fRp47jmxLSEilTvvFL5R63TBE96cC8J74cLgXG+AEsz+2ZxzG4ADAA4wxpQQBPhRxtgrnPP/CPVrCTanvgZeP9S3azhbCXURnS4i1ik6/397dx4fVX3vf/z1nclGErYQIBiULYSsBAhIC5iIoAVFrHhpVURtXa9ShCr312txKXqtXVQaiwhae2W5l1oUaymgcFlSaaUElCTskVU07BBgsk3m+/vjzMgwmZlMklmSzOf5eMwjM+d8z5lPDiFn3vl+z/fERLoPrWY3AbWh5w2GYAm4QggR9srLy83XX3/9ANflGzdu3JuUlOTHqRdbhoAFb6XUO8AE4ITWOsu+LAH4E9AbOAT8QGt9Vhnjun8H3AxYgPu11tvt29wHzLbv9kWt9buBqlm0Yhvst9aV+3cLT+LjITfXv9d5f/21MXRdru9uLr/eP9seuG/BCN29gQJghd+rDoJrEmFqnvsA7Bqi3YZmk1wnLoQQomVKSkqqc52VvS0LZI/3fwO/BxY5LfsZ8H9a65eVUj+zv/5/wHigv/0xHJgPDLcH9ecwbtmigW32XpCzAaxbtEYbNkDnzpCTE+pKREuWlwcFBVBVZUy41lyOidUGDmz+vtq2CKWU80XOC+2zfjv47f7ZSqlFQBbGcPFfaK1Lm1Zyy9ClPYxKC3UVQggRGjZtv9zFBrX25+3MEBsZ6sqEaLyABW+tdaFSqrfL4tuA6+3P3wU2YgTv24BF2phN6zOlVCelVA9727Va6zMASqm1wDiMSXOEuGz9esjPl64d4V1eHvz2t/Cvf12+t3dzFBcbX6XHuyFWf0xkAw3fPxujJ/wS8AQw3WmiTAVorXUHf9QhhBCtldZQ5ybQfvvQUGtrwjL7frwuc35fN8uc66m1uZ9X4kfpMKlf8I+bEM0V7Gu8u2utHTPBlgPd7c/d9XYke1lej1LqYeBhgKioqKZXWFcHNa3mPuwC4NAh4/HTn/p1ty1hZvu2eNeBkBo1ypgErbDQP8G7pASSk43RFqI5/Hn/bPnrmxAi6Opcw6tryHQTbj2F2DovIbeugTDrNtzq+usCQQGRJvslLyaIcNwCz/7arC4/jzZDXOTlNs7tvC2LNMEAOeWKVipkk6tprbVSym+pwj5scSEYtxNr8o527oTBg9kF7ACK7Y8dGKlftEByfbfwVefORu/0pk0we3bD7RtSUiK93f7R4u6fLYQIHZuboOjzcy/r6jyE2zqnIFvnElrr3ITcOjeBNlB/JjfhFGTdhFnnZVFmiI24MrSaXdu7hlp15f49LXMOzREmiHRp4wjWQgjPgh28jyulemitv7EPJXd8ePLU23GMy0PTHcs3BrTCTp1g9mz2zpnDtRif/hzOcDmIO8L4TqAyoAUFlhnoxeUL7PsDqfZ1DwBfh6iuRtmwAbp2hczMUFciWoO8PHjnHaithchmXCRWWwu7d/v31mRhSmttVUpNAz7m8v2zdzrfPxv4DRAP/Nk+GqXB+2cLEe5sjpBo/3pFELV/rfMSVBvVxkN49RaKPW0ToA5ZwD7Lv7qyF/bbcGm6vM5sX9bO5L6tazi94rVrcFWXJzt0G2yd1ru+ljArvDGbzbn9+/evrKurUykpKZXvvffeofbt2wfyv5Bbc+bM6TZz5sxTjvfOz89Pef/99w8mJibWxcbGDrZYLJ83dp8vvPBCt0WLFnXVWnPvvfeefPbZZ08AHD9+3Hz77bf3PXbsWHRycnL1X/7ylwNdu3ZtFTOgq0AOZbVf473SaVbz3wCnnSZXS9Ba/4dS6hZgGsas5sOBAq31tfbJ1bYBQ+y73A7kOq759iQuLk5funSpubUD0B7IBgYCOfavAzE+/QHUAfu5HMQdofxIs97dvxTGXywcodo5ZPcFnAfmX8D4fgYA/wLGEtgToDc+/WxqDVdfDSNHwp/+5Nf3l6HmbdSf/ww/+AF89hkM9zZ/VwN27TL+2LNoEUyd6r/62iCllEVrHRfqOkJl6NChuqioqOGGokWqF17dhVE3yxw9qr4scxdM3bW9YrlLuHX0wtY51eTv+667inAOlOpycPQUQs2eAq+63PbbcOotzHoJuRHKfYB11Ce3sAsurY3PylZ9+eEYLVDrvEzXX+ba3rF+YDykxTa9JqXUNn/MO7Jjx45DOTk5p5q7n+ZwDrUTJ07sM2TIEMvzzz9/3JdtrVYrERH+6YNNTk7OLioq2t2jRw+rtxp9tXXr1pi777673/bt23fHxMTY8vPzUxcuXHg4Kyur+tFHH+2ZkJBgfemll8qffvrppLNnz5rnz59f7/K0UNqxY0diTk5Ob9flgbyd2P9i9FYnKqW+wpid/GXgPaXUA8Bh4Af25qswQncZxu3EfgSgtT6jlHoBYxgiwJyGQre/XQD+YX84KKAPV4bxXC5/MwDnqB/GSzG+uUBJon6wTgX6Ae2c2lkwDvRO4ENgH0bY3g84/qfehzEt/c+BFwJYc7OVlRn38JZh5sJX111nfC0sbF7wdsxoLkPNhfBI28OfIxh+GxA9hFiPgbSJ69yFVOdg6i7UXrEuwL2vcHkosdlNoHRdZlbGtbHOw4k9BVjXIcDuAqvZw3ZmD6H1ijbKmDJDBJb2EEjdBlQ3y7wF2Ia2q/Wwrc/b2L/627Tk5gXvQDj3U6627sGvVUWkYen06hVzXXk1atSoi8XFxe0A3njjjYT58+d3r62tVUOGDLm0aNGiwxEREcTGxg6eMmXKycLCwg4FBQVHYmJibDNmzLjGYrGYoqKidGFh4d727dvbHn/88Z6bN29uX1NTox566KETs2bNOrVy5cr2c+bMuSohIaF279697bKzsy0ffvjhwZdeeqnbiRMnIvPz81M7d+5s3bJlyz5PQfyZZ57pvmLFioSamhp1yy23nHvttdfcDq4tKSlpN3jw4IuOHvSRI0deWLZsWacXX3zx+Jo1azpt2rRpL8AjjzxyOj8/fwBu5oVpiQI5q/ldHlaNcdNWA4972M87wDt+LK3ZNHDA/vjQaXk8l3vHHaH8foxeczBO3mVcDuOOr4cb8d6J1A/W/YEUp/cBqAa+xAjTa7gcrPdhDB9v6Pfguxj/UM8Bm4DCRtQYVHJ9t2ispCRITTWC96xZTd9PSYlxY+X0dP/VJoSLOg3VdS7B1CU0uvta28B615DqLpjWW+frNi51BsMVQVJdHqLrPHzYOYC2i6gfRN31uppd1zsPCXYXVt3sJ8JD2winOoX/OQKrL4+GAmtT2/qyvWugdX0EY/ysGfvPpsvj22Hxjtf2r9EmiFP2/2Nu1rvb1m0bH7dzbRdrDsJBaWVqa2v5+OOPO9x0000V27dvj1m+fHlCUVHRnujoaH3PPfdc8+abb3aZNm3a6crKStPw4cMvvfXWW19VVVWplJSUrKVLl36Zn59vOXPmjCk+Pt42d+7cxI4dO9aVlpburqysVMOGDUu79dZbKwB2797d7osvvjjQu3fv2tzc3LS1a9fGz549+8T8+fO7b9q0aZ+7Hm+HDz74oENZWVlMcXHxbq01Y8eOTVm9enX8+PHjL7q2HTRoUOWcOXOSy8vLzXFxcXrt2rUdc3JyLgGcPn06olevXrUAV199de3p06dDNmdZY7WaQluDi8A/7Q8HBfTmyjA+CLgD46/cAOe58rrxYoxftO6GhjtP5GgFDmIE6k1cDtf7MYa6N/ev9I9hjPv/H3vdp5u5v4BYvx6uusoIUkL4Ki/PGHJeV2eE56YoKTF+7qKj/VubEE7+VQ4vbQvc/hVXhkDn0Brh5muEghgzmN30uNYLnG4CbHPauO0FVsbQYel59Q9fw6rr0OFmBdEGgmdTH8G64NNTaPUWZGOcwmWkL9v5usxD2PUWeh3/h0TzNKZn2p+qq6tNaWlpGQDDhw+/8MQTT5x69dVXE0tLS2NzcnLSAaqqqkzdunWzApjNZu6///6zAMXFxTHdunWrzc/PtwAkJCTYANatW9dhz549sR999FFngAsXLph37doVExUVpbOzsy/169evFiAzM9Py5Zdf+nwrqTVr1nQoLCzskJGRkQFgsVhMe/bsiXEXvIcMGVL1xBNPlI8ZMya1Xbt2tszMTIvZzec1k8nUIi4N9ZUE7wDTGOH4IPAXp+VxQBZXDle/h/rd/jaMHvH9GAHY0Wu9HziEEb4D5SLwQ+AzjGHntwbwvZpEa9i4EcaOlU9donHy8uDtt6G0FHJymraPkhIYNsy/dQnholcH4561roHT7C6Yugml3tZLb2vzuLt21W0A9HGZt+W+BF5v2za43yCHVYXvYdXxiDJBbCO3ce2RbWy4baidWUKrCLHo6Gjbnj17djkv01qryZMnn543b1694ddRUVG2hq7r1lqrV1555cgdd9xR4bx85cqV7aOjo7Xjtdlsxmq1+vw/QGvNjBkzvpk1a5ZP18XPnDnz1MyZM08BTJs2Lblnz541AF26dLEePnw4slevXrWHDx+OTEhICGQc8isJ3iFyCdhifzjrhRHCFUa4PoAxbDxUvgCeAl4HZgBzQ1hLPbt3w/HjMsxcNJ7jHt6FhU0L3hcuwMGD8MAD/q1LCBdXxcGkfqGuoum0Nv6AXC/g+RAm3bZtYDvXgOnttev2jdk2mCEVLgdVs5dA6K7nNdbkw3aNDLP+eMgffIQInHHjxlVMmjQp5emnnz6enJxsPX78uPn8+fPm1NTUGud2AwcOrDpx4kTkpk2bYvPz8y1nz541xcfH22688cbz8+fP7zphwoQL0dHRuri4OLp379613t4zLi6u7vz586YePXp4bDN+/PiK559//qqHH374TMeOHW0HDx6MjIqK0snJyW6D87FjxyKSk5Ot+/fvj/rb3/7WaevWrXsAvve9751bsGBBl5deeql8wYIFXcaNG3euCYcpJCR4tzCHadw138Hwe4zrvX8F/B1jmvkWQa7vFk3Vqxdcc40RvH/yk8ZvX1pqfJWJ1USAWergeI3nkOhLkPXU1tHOU8B0bedLGHZXQ7C5BlCzh+eur6MbCKTuAqovodVdIPa0nbflQgjhi9zc3KrZs2cfGzNmTKrNZiMyMlIXFBQccQ3eMTExeunSpV9Onz79mqqqKlNMTIytsLBw38yZM08dOnQoOjs7O11rrRISEmpXrVr1pbf3vO+++06NGzcutXv37jVbtmzZ567NpEmTKnbu3BkzbNiwNIDY2Fjb0qVLD3oK3hMnTux37ty5iIiICD137twjiYmJdQC/+MUvvrn99tv79erVKzE5OblmxYoVXmtrSQJ6O7FQ8eftxIShM0bvdy3Gvd0qvDf3iwZ/Nu+4A7ZtM3oeA/Dv1RJ+Btri/88WY+pU+OQTKC9v/M/PwoXwyCNw4AD06ROY+toQuZ1Y028ntvEcPOXnjxQmLgc8s5tw6C6omt0ESG+Btt56vG/jdnsfanK3TQv41S2EaMHa0u3ERMsU9NuJibblLHAXxiRuC+zPQ8pmM67vnjhRPmWJpsnLgyVLYN8+GDCgcduWlEB8vNFzLkQApcfCf/XxHkzrhegG2so1qUIIIUTwSfAWPvsH8CzwErAO+EMoiykpgTNnZJi5aDrn67ybEryzssBkaritEM3QPQq+lxDqKoQQQgj/Ky8vN19//fX1PoRt3Lhxb1JSUjCn0ggKCd6iUV4GRgMFGLdN2+W9eeCsX298leAtmio1Fbp1M4L3Qw/5vp3WRvC+447A1SaEEEII0cYlJSXVuc7K3pZJd41oFA1MBS4A7wHtQlXIhg2QkgJXXx2qCkRrp5TR611Y2LjtvvnGGG0hE6sJIYQQQggfSfAWjXYcI3xnAr8LRQFWK2zaJL3dovny8uDIETh82PdtSkqMrxK8hRBCCCGEjyR4iyZZC/wSeAj4YbDf/PPPoaICbrgh2O8s2hrn67x9JcFbCCGEEEI0klzjLZrsWSAfWAhsBQ4E640d9+++/vpgvaNoq7KyoFMnI3hPnerbNiUlcNVV0KVLYGsTQgghAsymoQ77w+m5p+XO66wu7Twud92Hl/e0etmX1b6vG6NhVHQQDo4QfibBWzSZFeO2Yl8Ay4CRGPf5DrgNGyA9HZKSgvFuoi0zm2HUqMb1eBcXS2+3EEKEiNb2IEf9gGjzEBDrPcdzyHQX/hrcxmmdp3ZWL+3qPfeyP0/tHM8bXO6yrjUwOx72WyP2NEvwdjCbzbn9+/evrKurUykpKZXvvffeofbt29uCXcecOXO6zZw585TjvfPz81Pef//9g4mJiXWxsbGDLRbL543d5wsvvNBt0aJFXbXW3HvvvSefffbZEwD//Oc/2/37v/97L4vFYurZs2fN8uXLDyQkJAT9e24KCd6iWY4ADwAfYMx4/mSg37C2Fv7+d7jvvkC/kwgXeXmwciWUlzf8xxyrFXbvhrFjg1ObEKLVsbkEI9dQ5y402qgfGrWXYOca+hoKmDYP+7lin17WuQuCNi/rXLdzfe5tnS+huTVxDY1mjOs8Ha9NjVhnVhCpINp1uf21yc17eVwOmJT7+pqyjU/7crPOefsIl31F2J8Lz6Kjo22OWcEnTpzY55VXXun6/PPPH/dlW6vVSkSEf6LgggULuj/00ENnHMF706ZNZUGcWfcAABrWSURBVM3Z39atW2MWLVrUdfv27btjYmJs+fn5qZMmTTqflZVV/dBDD/X+1a9+dfSWW265OHfu3C6/+MUvkn73u9997ZdvJMAkeItmWwH8HvgpsB74WyDfbOtWuHRJru8W/uO4zvvvf4fJk7233b8fqqulx1u0Cq4B0DXIuQt9vrR1DZD1wp1LgPK0rzqMO2W4C3+uodXtOqfXboOdh1CpXdq6+x7qtFM7N229henWyjkcmTwEKtdQ6CkkOj+PVPUDmMnltbug52mdpzqb1M7D9xrhuo23Y9JAOxEmfszVlBLr131mYeEdjvrafNSoUReLi4vbAbzxxhsJ8+fP715bW6uGDBlyadGiRYcjIiKIjY0dPGXKlJOFhYUdCgoKjsTExNhmzJhxjcViMUVFRenCwsK97du3tz3++OM9N2/e3L6mpkY99NBDJ2bNmnVq5cqV7efMmXNVQkJC7d69e9tlZ2dbPvzww4MvvfRStxMnTkTm5+endu7c2bply5Z9ycnJ2UVFRbt79Ohhda7xmWee6b5ixYqEmpoadcstt5x77bXX3AbmkpKSdoMHD77oCPIjR468sGzZsk4vvvji8cOHD0ePHz/+IsCECRMqvve976VK8BZh5SmMoeb/DQwCjgXqjRzXd+fnB+odRLgZMgRiY43h5g0Fb5lYTQTZpmr42Xn3YbehgNsWOAc+k5fA5xoOTS7hzeQSCE1AtLpyP4r6wcxTQHQX8FzrMCunfXqowXmduzDorq3yECLrvb/La+VtnX29EKJ1qq2t5eOPP+5w0003VWzfvj1m+fLlCUVFRXuio6P1Pffcc82bb77ZZdq0aacrKytNw4cPv/TWW299VVVVpVJSUrKWLl36ZX5+vuXMmTOm+Ph429y5cxM7duxYV1pauruyslINGzYs7dZbb60A2L17d7svvvjiQO/evWtzc3PT1q5dGz979uwT8+fP775p06Z9rkHb2QcffNChrKwspri4eLfWmrFjx6asXr063hGinQ0aNKhyzpw5yeXl5ea4uDi9du3ajjk5OZcAUlJSqpYuXdpp6tSp55YsWZJQXl4eFbgj618SvIVfVAN3AtuApcAYAvSX/w0bYOBASEwMxN5FOIqMhBEjfLvOu6QEzGZjjgEhgqCzCXIjXQKfS/gzeQiKzuFQeVnvGvqUc+hzXe8mTHoKfu4CsHP4cxeOXesQQohWoRE90/5UXV1tSktLywAYPnz4hSeeeOLUq6++mlhaWhqbk5OTDlBVVWXq1q2bFcBsNnP//fefBSguLo7p1q1bbX5+vgXAcZ30unXrOuzZsyf2o48+6gxw4cIF865du2KioqJ0dnb2pX79+tUCZGZmWr788kufQ++aNWs6FBYWdsjIyMgAsFgspj179sS4C95DhgypeuKJJ8rHjBmT2q5dO1tmZqbFbDYD8M477xyaNm3a1S+//HKPcePGnYuMjNRNPoBBJsFb+M0+4DFgEfAM8Ly/36C6GjZvhkcf9feeRbjLy4PnnoMzZyAhwXO7khLo3x9iYoJXmwhrAyPh951DXYUQQoiWyPkabwettZo8efLpefPm1RuAGhUVZWvoum6ttXrllVeO3HHHHRXOy1euXNk+Ojr625BrNpuxWq0+/4lUa82MGTO+mTVr1ilf2s+cOfPUzJkzTwFMmzYtuWfPnjUAgwcPrtq8efN+gOLi4uhPPvmkk681hJrcx1v41WLgXYzgfb2/d/7ZZ1BVBaNH+3vPItzl5RnjdDdv9t6upESGmQshhBCixRo3blzFypUrOx87diwC4Pjx4+Z9+/bV65keOHBg1YkTJyI3bdoUC3D27FlTbW0tN9544/n58+d3ra6uVmCE24qKCq+ZMS4uru78+fNe24wfP75i8eLFiY52Bw8ejHTU6I5j3f79+6P+9re/dXrwwQfPOC+vq6vjueee6/HAAw+c8Pa+LYn0eAu/exwYjjHkPAfw6c9avtiwAUymy5NhCeEv114LUVHGcPNbb3Xf5uJFOHAA7r8/qKUJIYQQQvgqNze3avbs2cfGjBmTarPZiIyM1AUFBUdSU1NrnNvFxMTopUuXfjl9+vRrqqqqTDExMbbCwsJ9M2fOPHXo0KHo7OzsdK21SkhIqF21atWX3t7zvvvuOzVu3LjU7t2712zZsmWfuzaTJk2q2LlzZ8ywYcPSAGJjY21Lly49mJyc7Pa68IkTJ/Y7d+5cREREhJ47d+6RxMTEOoB33nkn4Q9/+EM3gJtvvvns9OnTTzflOIWC0rrVDIv3WVxcnL506VKz9qHk4rJmyQE+w5jlfALG7LCNVe9nMz8fLBZjZvMgaAk/A23x/2eLdd11UFMDW7a4X79lC3znO7BiBXz/+8GtrZVTSlm01nGhriNUhg4dqouKikJdhhBCCEAptU1rPbS5+9mxY8ehnJwcv/UvibZjx44diTk5Ob1dl8tQcxEQOzDu6X0zxm3Gms1igX/+U4aZi8DJy4Nt24yebXccM5oPHBi8moQQQgghRJsgwVsEzBvAB8AvgWHN3dk//gG1tRK8ReDk5UFdnfEHHneKiyEuDnr3DmpZQgghhBBtUXl5uTktLS3D9VFeXm4OdW2BINd4i4B6APgcWAYMBiq8N/dswwbjNk6jRvmrNCGuNGKEMYdAYSHceGP99SUlkJVltBFCCCGEEM2SlJRU5zore1smnyBFQJ0D7gKuAd5qzo7WrzcmwGrf3i91CVFP+/YwZIj7+3lrLTOaCyGEEEKIJpPgLQLuM2A28APg4abs4MIFY0I1GWYuAi0vz5hErarqyuXl5XD6tARvIYQQQgjRJBK8RVD8GvgYmAtkNXbjTz81rr2V4C0CLS8Pqqvrz5zvmFhNgnebp5Qap5Taq5QqU0r9zM36aKXUn+zrtyilege/SiGEEEK0NhK8RVBo4F6Moed/AmIbs/GGDcY9lkeMCERpQlzmmEPAdbi5BO+woJQyA/OA8UAGcJdSKsOl2QPAWa11CvAa8KvgVimEEEKI1kiCtwiaE8BUIA0oaMyG69cb90+ObVRcF6LxunQxJlBzF7yTkiAxMTR1iWC5FijTWh/QWtdgzAt5m0ub24B37c+XA2OUUiqINQohhBB+sXjx4k7btm2LcbyeMWPGVR9++KHXCZXuuOOO3n/84x87+7L/lStXth89enRKc+tsqtjY2MGhem93ZFZzEVT/h3F7sZ/bn/9vQxucOweffw7PPBPo0oQw5OXBu++C1QoR9l+RMrFauEgGjjq9/goY7qmN1tqqlDoPdAFOBaKgGcAXgdixEEK0UoMwLl1sUZTKDdi+td4WiN3W1tby4YcfdrJaredzc3OrAObOnft1IN5LGKTHWwTdc8CnwAKgX0ONCwvBZoMbbgh4XUIARvC+dMn4gw8Y8wvs2iXBWzSKUuphpVSRUqro5MmToS5HCCFEG7R3796oPn36ZE6cOLFP3759M8eNG9f3woULpqeeeqpHVlZWev/+/TPvuuuuXjabDYBrr712wI9//OOrs7Ky0mfPnp20bt26TrNnz+6ZlpaWsXPnzmjn3mxP+2jI8uXLO/Tp0yczIyMjffny5Z0cyysqKkyTJ0/unZ2dnZ6enp6xZMmSTgAFBQVdxowZ0+/aa68d0KtXr6wnn3yyh2ObN954IyE7Ozs9LS0t4+677+5ltVoBoyf7Jz/5SfKAAQMycnJy0o4ePRoBsGfPnqhBgwalpaamZkyfPv0q57qeeeaZ7llZWempqakZM2fOvMpx/Pr27Zt555139kpJSckcOXJk/4sXLyqA0tLS6BEjRqQOGDAgIyMjI33nzp3RnvbjK+nxFkFXB9yN0YvzJ2AEUOOp8fr1EBMDw107nYQIkOuuM74WFsKwYVBWZsxyPnBgaOsSwXAMuNrpdU/7MndtvlJKRQAdgdOuO9JaLwQWAgwdOlQ3taAW16sjhBCiRTl06FDMggULDt10002XJk+e3Ps3v/lN11mzZp347W9/+w3A97///T7Lli3rePfdd58HqKmpUaWlpbsBysrKYiZMmHD+Rz/60VnX/XrbhycWi0VNmzat99q1a/dmZmZWT5gwoa9j3dNPP91j9OjRFX/+858PnTp1yjx06ND0iRMnVgAUFxfHlZSU7IyPj7cNHjw447bbbjsfHx9vW758eUJRUdGe6Ohofc8991zz5ptvdpk2bdrpyspK03e/+92Lr7/++rFHH3205+uvv97117/+9TePPfbYNQ8++ODJadOmnf7lL3/Z1fHeH3zwQYeysrKY4uLi3Vprxo4dm7J69er4vn371hw5ciRmyZIlB0aMGHH45ptv7rto0aLOjz322Jm77767z1NPPVV+7733nrNYLKqurk552s/48eMv+vJvJcFbhMRR4EfAXzBmJprpqeGGDTByJERHB6s0Ee6uugpSUozg/eSTUFxsLJce73CwFeivlOqDEbDvxPg7obOPgPuAfwL/BqzXWjc5WAshhGgDAjQc3BdJSUk1N9100yWAqVOnni4oKOjWt2/f6ldffTWpqqrKdO7cuYiMjIxK4DzAXXfddcaX/a5evbq9p3148sUXX8T07NmzOjs7uxpgypQpp99+++2uABs3buzw8ccfdyooKEgCqK6uVmVlZVEAo0aNqkhKSqoDuOWWW85u3LgxPiIiQpeWlsbm5OSkA1RVVZm6detmBYiMjNR33nnneYDc3NxL69at6wCwffv2+NWrV38J8Mgjj5x+4YUXegKsWbOmQ2FhYYeMjIwMAIvFYtqzZ09M3759a5KTk6tHjBhRCTB48GDLoUOHos+ePWs6fvx41L333nsOIDY2VgPa034keIsW7yOMSdZmAOuBv7o2OHXKCD0vvhjs0kS4y8uDFSuMyxxKSsBkgvT0UFclAsx+zfY0jLsfmoF3tNY7lVJzgCKt9UfAH4DFSqky4AxGOBdCCCFCwnV+T6UUTz75ZK8tW7bsSklJqf3pT396VVVV1beXF7dv377BMeMWi0V520dTaK1Zvnx5WU5OTrXz8k8//TTO3fegtVaTJ08+PW/ePNeRZ0RERGiTyeR4jtVq/XYHJpOp3h/DtdbMmDHjm1mzZl0xH8vevXujoqKivm1vNpt1ZWWlx+/T0358Jdd4i5CaBWwH/ogxpvMKGzcaX+X6bhFseXlw9izs3GkE7/79oV27UFclgkBrvUprnaq17qe1/i/7smftoRutdZXWerLWOkVrfa3W+kBoKxZCCBHOvvnmm6h169bFASxdujRhxIgRFwGSkpKs58+fN/31r3/1OAN5fHx8XUVFRb08aLFYTL7uw9mgQYOqjh07FuW4HnrZsmUJjnWjR4+ueOWVV7o7rhXfvHnztx+sPv300w7Hjx83X7x4Ua1atapTfn7+xXHjxlWsXLmy87FjxyIAjh8/bt63b1+Ut/cfMmTIxbfeeisB4K233uriWD5+/PiKxYsXJ54/f94EcPDgwUjHft3p3LmzLSkpqWbx4sWdACorK9WFCxdMjd2PKwneIqRqgB8CUcD/YHQxfWvDBoiLg6FDQ1GaCGd5ecbXwkKZ0VwIIYQQLVbv3r2rXn/99W59+/bNPHfuXMRTTz11csqUKSfT09MzR48enZqTk3PJ07ZTpkw5U1BQkJSenp7hCMsAiYmJdb7uw1lsbKx+/fXXD0+YMCElIyMjPTEx0epY9/LLL39ttVpVWlpaRkpKSubs2bOTHesGDhx4aeLEif0yMzMzb7311rN5eXmW3NzcqtmzZx8bM2ZMampqasYNN9yQevTo0Uhv7//GG28cWbhwYbfU1NSMY8eOfdt20qRJFZMnTz4zbNiwtNTU1Izbb7+937lz58ze9rVkyZKD8+bN65aampoxdOjQtKNHj0Y0ZT/OVFu8NC0uLk5fuuTTz4dHclvW4LobWAq8ADxrX6bT06FXL1i9OiQ1tYSfgbb4/7NV0BquuQZycmDVKnj+eXj22QY3E+4ppSxa67hQ1xEqQ4cO1UVFRaEuQwghBKCU2qa1bnavzo4dOw7l5OQE5FaSvtq7d2/UhAkT+u/fv39nKOtojoKCgi5FRUVxixYtOhLqWvxlx44diTk5Ob1dl0uPt2gR/gdjuPnPgRuA7gC7d8swcxEaShm93qtWGSFceryFEEIIIUQztJrgrZQap5Taq5QqU0r9LNT1CP+bBuwFlmAMPwdg9OiQ1dMSKKVC+ghreXlG6AYJ3kHQ0O94pVS0UupP9vVblFK9g1+lEEII0XIMGDCgJlS93TfeeGO/tLS0DOfH+++/36Gx+5k+ffrpttTb7U2rmNVcKWUG5gE3Al8BW5VSH2mtd4W2MuFPFozA/S/gVYCOHWHw4JDWJMKY4zrv2Fjo29d7W9EsPv6OfwA4q7VOUUrdiXEnwh/W35sQQggRFDabzabczaIdDtauXftlqGtoiWw2mwLczhzfWnq8rwXKtNYHtNY1wDLgthDXJAKgBOP2YmYwgo/Z5/kKRACEusc9pI+MDE4AZGYatxML43+DIPDld/xtwLv258uBMSrsh2UIIYQIodKTJ092tActIbDZbOrkyZMdgVJ361tFjzeQDBx1ev0VMNy5gVLqYeBh+0utlKps5ntGANYGW7VdIfv+F9gf/PWvxrW2oRPuPwMQ5segO8DWrREoFbbHAEAp1dyfg3ZKKefZxRZqrRc6vW7wd7xzG/v9ts8DXYCQTmzji23btp1SSh1uxi4SaQXfZ4DJMZBjAHIMHOQ4NO8Y9PJHAVar9cHy8vK3y8vLs2g9nZkisGxAqdVqfdDdytYSvBtk/xC3sMGGPlJKFfljxsPWKty/f5BjAHIMQI4ByDFoLq111+ZsL8dfjgHIMQA5Bg5yHFrGMcjNzT0BTAxlDaJ1aS1/nTkGXO30uqd9mRBCiNbPl9/x37ax98B3BE4HpTohhBBCiGZqLcF7K9BfKdVHKRUF3Al8FOKahBBC+Icvv+M/Au6zP/83YL2WG90LIYQQopVoFUPN7dfzTQM+xph36x2tdaCnzvfbsPVWKty/f5BjAHIMQI4BBPgYePodr5SaAxRprT8C/gAsVkqVAWcwwnm4kJ9BOQYgxwDkGDjIcZBjIFohJR0GQgghhBBCCCFE4LSWoeZCCCGEEEIIIUSrJMFbCCGEEEIIIYQIIAneHiilfqOU2qOUKlZKrVBKdQp1TcGilBqnlNqrlCpTSv0s1PUEm1LqaqXUBqXULqXUTqXUE6GuKRSUUmal1OdKqZWhriVUlFKdlFLL7b8LdiulvhvqmoJJKTXT/n+gVCn1v0qpmFDXFK7knCTnpHA/J4Gcl8L9nARyXhKtmwRvz9YCWVrrgcA+4D9DXE9QKKXMwDxgPJAB3KWUyghtVUFnBZ7UWmcA3wEeD8NjAPAEsDvURYTY74A1Wus0IIcwOh5KqWRgOjBUa52FMelZOE1o1tLIOUnOSeF+TgI5L4XtOQnkvCRaPwneHmitP9FaW+0vP8O4r2w4uBYo01of0FrXAMuA20JcU1Bprb/RWm+3P7+AcWJLDm1VwaWU6gncArwd6lpCRSnVEcjDmE0brXWN1vpcaKsKugignf2+2bHA1yGuJ2zJOUnOSfbnYXlOAjkvyTnpW3JeEq2WBG/f/BhYHeoigiQZOOr0+ivC8ATvoJTqDQwGtoS2kqCbC/wHYAt1ISHUBzgJ/NE+tPFtpVRcqIsKFq31MeC3wBHgG+C81vqT0FYl7OScFKbC+JwEcl4K63MSyHlJtH5hHbyVUuvs14i4Pm5zavNzjGFeS0NXqQgFpVQ88D4wQ2tdEep6gkUpNQE4obXeFupaQiwCGALM11oPBi4BYXN9qVKqM0bPYh/gKiBOKXVPaKtq2+ScJLwJ13MSyHnJLqzPSSDnJdH6RYS6gFDSWo/1tl4pdT8wARijw+eG58eAq51e97QvCytKqUiMDzhLtdYfhLqeIBsJTFRK3QzEAB2UUku01uF2cvsK+Epr7ehZWk54fcgZCxzUWp8EUEp9AIwAloS0qjZMzkluyTmJsD8ngZyXQM5JIOcl0cqFdY+3N0qpcRhDmiZqrS2hrieItgL9lVJ9lFJRGJNWfBTimoJKKaUwrqHarbV+NdT1BJvW+j+11j211r0x/v3Xh9mHGwC01uXAUaXUAPuiMcCuEJYUbEeA7yilYu3/J8YQZhP5tCRyTpJzEmF6TgI5L4Gck+zkvCRatbDu8W7A74FoYK3xf5vPtNaPhrakwNNaW5VS04CPMWaLfEdrvTPEZQXbSGAqUKKU+sK+7Gmt9aoQ1iRC4yfAUvsH/gPAj0JcT9BorbcopZYD2zGGNn8OLAxtVWFNzklyTpJzkgjbcxLIeUm0fip8RqsJIYQQQgghhBDBJ0PNhRBCCCGEEEKIAJLgLYQQQgghhBBCBJAEbyGEEEIIIYQQIoAkeAshhBBCCCGEEAEkwVsIIYQQQgghhAggCd5CCCGEEEIIIUQASfAWIgiUUnVKqS+UUqVKqT8rpWKd1n1fKaWVUmn21zFKqT1KqWynNrOUUgsaeI8OSqmvlFK/D9x3IoQQorWTc5IQQgSfBG8hgqNSaz1Ia50F1ACPOq27C/jU/hWtdRUwA3hDGZLt7X/WwHu8ABT6vXIhhBBtjZyThBAiyCR4CxF8fwdSAJRS8cAo4AHgTkcDrfUa4BvgXuA14Hmt9VlPO1RK5QLdgU8CV7YQQog2SM5JQggRBBK8hQgipVQEMB4osS+6DVijtd4HnLZ/WHGYAfwX0FVrvdjLPk3AK8BTgalaCCFEWyTnJCGECB4J3kIERzul1BdAEXAE+IN9+V3AMvvzZfbXAGitvwbWA/Mb2PdjwCqt9Vd+rVgIIURbJeckIYQIsohQFyBEmKjUWg9yXqCUSgBuALKVUhowA1opNUtrre3NbPaHN98FrlNKPQbEA1FKqYta64auvxNCCBGe5JwkhBBBJsFbiND5N2Cx1voRxwKl1CbgOhoxIY3WeorT9vcDQ+UDjhBCiEaSc5IQQgSQDDUXInTuAla4LHsfp6F9QgghRJDIOUkIIQJIXR49JIQQQgghhBBCCH+THm8hhBBCCCGEECKA5BpvIVoJpVQ24HoLl2qt9fBQ1COEECJ8yTlJCCEaR4aaCyGEEEIIIYQQASRDzYUQQgghhBBCiACS4C2EEEIIIYQQQgSQBG8hhBBCCCGEECKAJHgLIYQQQgghhBAB9P8B3vCk+im3OhkAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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5Y1wN5+4CLpub7f7r9S4++/8ubAF6Bqw7Ql2f+vxswXWjy2l6QsA6q6nqPbmsx5d4/9Z77mtVl1cLumI7p8B1s9mC655UqrzzuT8A8X7H+iG41hbF2bXM937Z+b0xZZB9MYuBiAwQkTpeIuq78puFa/6ahevL7TMDGOL1T63Gif5Lmbh+R9eJSFdxA56NIf+Tgeq4kZkPiUgskNsBr6gScEmX76C4KOB1oJz2+XTcAVwamNx67/WbuP5+dcH1j/Nr2l0dl5jvEzeAzOjiCEacGBEZjWsBMfw0V9kNd7LUGddUrgOu3/3HnGhuPhPoJW6wmRBxg8Q9jhux21+4uFtc+R7F0qJFXReFOcB9BV1GRHrjxhzw3TLtXqC/iHQtjpg8twCXe80mAz0KDBaRe0SkqrjbsryA61eY2z16n8d1ayiuz25O5gHfAp+IG5SokohcjBtoZ4J3sQmvBm82ru9nGN73zUuC38ENWhftfR4biUhgv/XcVOPEb1OIiNyNGx/B31TcCeJNnNqawJjSFA5Uxn1eM73a7yvzWeZXoHYeTcer42pY9+Bqz8cVJTBxA441E5G/4ZLJJ7xZ7+OO41d5ZSLEDQLn3996gIi08ZLjsbgWLccLuGxuZgLXikg37/xhLCef403GtTxq4sVfR0SuL+DuvgU8KSItvd+cdiJSG5iLu2h8i4iEeY8L5ETf8EDf4C6IXwj8zzu2NMGNAbM4l2V+BZqKyGmfr3oXFv8MjBQ3aF8N75jaTUTeON315+P3uBYGbThxrG+Nu2BT5K5lItJFRM719qM27pixSF03JGNMGWOJd/HogWv6eQjXrLaf108qDdek7Wtx/YQuwp00+5pQbwTScTXKvgTnAVxCtR04hBtYJqfEwucR3BX8g7hE9KNi3rcE3InK4lxenySXfS4ydX37luYy+6+42rol4kZ5/xx3UAd3G44quFqEJUBBbseRl7O9/+8hXD+1OKC7qv4noNxKOfl+mhPyWe9AYLaqrlLVHb4H7nPUS0RqqWoiLsl8Adc077/eIzCB/Ax3scH3KM6RusfgBtUJtDZgf58TN7jZa7iBYQ5A9kjFw4C3JJdR9AvLa2myPJd5/4fr/30z7sTtZ1xT1YvVjYWQ0zJ7cU3+zsppfnHwLhj1wn0mv8B9nt7FtQ4IHBzoA1yt3EcBrUsexrWcWYprGruAU5Pn3Lb/A+4EfCnuN6YZJ5op+spswNUMHVTV/xV874wpXl5T2QdxFyJTcd/nOfksk4y7wP2z+I2l4WcqrrXQNmA17rtYGL/xjgUHcBeiawAXqOqP3va34GrUh+MuGGzBddXxP9+ahvve78DdtvHBQiybI+/84T7c78Z23Pvl31z5Fdx79x8ROejtd5cC7vNLuP/Bf7z9fhuo4v1/rsS1yvnF25/ncBdLcorxMG4wu1XqxrEBdyFyk6ruzGXbvkEy94jIDwWMN1eqOhP4I26AuF9wx4engH/6FfuNnHof7wsAxN09ZXIRNj0Q1y99c8Cx/lXcRemiXig/B3cMOIgbw+couQ+Ya4wJMnEXAE1Z5NWI78M1I8+rP5IxxhQbEfkAWK2qubUOMMYUgYgsAt5Xd99mY4wxZxCr8S5jROQ6cffTrYrr1/Yjpw4QZYwxJUJEWuBGK/57sGMxxhhjjKkoLPEue67HNX/6BXef0X5qzRJMMRORVjk0pfM9CjuIWoWP60whIs/jBsIbW8BBl4pru++IyE4RScplvojIRBFZLyKJcvJ9nI0xpsISkeG5HBPtjhPGlDPW1NwYY0xQichvcf3dp6rqeTnMvxo3/sXVuH6pr6hqQfunGmOMMcYEndV4G2OMCSpVXcyJ+yDn5HpcUq6qugSoJSINSic6Y4wxxpjTVyy3GyprQkJCtEqVKsEOwxhjyrVQVVocOcKB0FC2V85xoOICSUtLU9xoxj5vqGphbt8Tgxvh2WerN217kYMqRdHR0dq0adNgh2GMMQZYtmzZblWtE+w4zJmnQibeVapU4fDhw/kXNMYYk7sHHoBJk2DNGmjZssirEZEjqtq5GCMrV5o2bcrSpbndFdEYY0xpEpFNwY7BnJmsqbkxxphTbdwIU6bAHXecVtJdTLYBjfxeN/SmGWOMMcaUC5Z4G2OMOdWYMRAaCqNGBTsSgDnArd7o5hcB+1W1XDQzN8YYY4yBCtrU3BhjzGlISoJp0+CRRyAmpsQ3JyIzgO5AtIhsBUYDYQCqOhmYhxvRfD2QBtxW4kEZY4wxxhQjS7yNKSUZGRls3bqV9PT0YIdiTN727IH5813SvWZNgReLiIigYcOGhIWFFWpzqnpTPvMVuK9QKzXGGGOMKUMs8TamlGzdupXq1avTtGlTRCTY4RiTs0OH4PBh16/77LMLvJiqsmfPHrZu3UqzZs1KMEBjjDHGmPLH+ngbU0rS09OpXbu2Jd2m7FKFbdugUiWoV69Qi4oItWvXLtctOkTkHRHZKSJJucwXEZkoIutFJFFEOpZ2jMYYY4wpnyzxNqYUWdJtyrQDB+DgQWjQwA2sVkgV4PP9LtAjj/k9gZbe4y5gUinEZIwxxpgKwBJvY4wxJ2q7w8OhTp1gRxMUqroY2JtHkeuBqeosAWqJSIPSic4YY4wx5Zn18TbGGAOpqZCWBk2bQohdk81FDLDF7/VWb9optzYTkbtwteI0bty4VIIzxphio97D/3ng69MtV9jnvtc1gOpF2y1jgskSb2POICJC//79ef/99wHIzMykQYMGdOnShblz55bYdgcNGkRCQgI1atTgyJEjXHTRRYwbN46GDRsC0LRpU6pXr06o17z5t7/9LRMnTsxermbNmgDcfvvtPPjggwCsWLGC888/n/nz59Ojh2sdnJKSwrXXXktS0okuumPGjKFatWo88sgjDBo0iGuvvZYbb7wxex2DBg0CYPPmzdSsWZOaNWtSr149Pvvss1P2Y/369bRs2ZLXX3+de+65B4C7776bbt26MWDAAAYMGMDXX3+dHW/16tX56quveP7551m/fj1vvPEGAO+99x6ffPIJnTp14pNPPgHgxx9/JC4uDoA777yT++47dRDvESNG8PTTT7Nx40aaNm0KwIsvvsjQoUNZvnw5HTp0IDU1lQceeIAlS5agqlxyySVMnDiRGjVq5B7/xRfz33/9iyWJiRwLCWHjxo2ce+65AIwePZpZs2Zx44038vvf/x5wn5vo6Gj27dtXiE/BmUVV3wDeAOjcubPmUzx3mcARTj7xzOuRVYiyxfngDF4+v2VLen5uZXJbrjTLnu468ntd1DKnsz4K8Dy/eUXZ16JsqyjlyoPngEeDHYQxhWeJt8lRWeir6e4gZIpT1apVSUpK4siRI1SpUoWFCxcSUwr3aQZ44YUXuPHGG1FVJkyYwKWXXkpSUhLh4eEAfPnll0RHR+e6XKAZM2bQrVs3ZsyYkZ14F1aHDh1YsWIFAAMGDDgpucxNvXr1ePnll7nzzjupVOnUn9CXX375lHUMGTKEjh078t1339GyZUtGjx5NQkICTZo0YdSoUdmJrC+WvMTFxfHhhx8ybNgwAGbNmkXr1q2z599222107tw5++LKiBEjGDx4MDNmzMg9/oMHmfzoo9C8Oev37OHGG288KZZZs2blG9cZYhvQyO91Q29ayZkL3FCiWzBljeTwyG16fmUKs76SKnu668jvdVHLFHV9xTWvKPtalG0Fq1xB11HY5wJciDHlkiXexgTDww9DAZKsQunQASZMyLfY1Vdfzb///W9uvPFGZsyYwU033cRXX30FwOHDh3nggQdISkoiIyODMWPGcP3115OSksItt9zC4cOHAXj11Vfp2rUrixYtYsyYMURHR5OUlESnTp14//3387xwIyIMGTKE2bNnM3/+fK6//vpC76qq8o9//IOFCxdyySWXkJ6eTkRERKHXUxT169enU6dOTJs2jdtuu61Ay4SFhfHaa69x77330qFDBwYPHkyTJk2KtP3evXsze/Zshg0bxrp164iOjs5uKbB27VqSkpKya9HB1fifc845pKSk5By/KuzbB1WrQq1a7h7eJjdzgPtF5EOgC7BfVU9pZl6szgNeIOeEIfARUsByJfXgDF4+v2ULOt8YY0yFVaKJt4ikAAeB40CmqnYWkSjgI6ApkAL8QVVTxZ2pvwJcDaQBg1T1B289A4ER3mqfUtX3SjJuYyqyfv36MXbsWK699loSExO5/fbbsxPvp59+mksvvZR33nmHffv2ceGFF3L55ZdTt25dFi5cSEREBD/99BM33XQTS5cuBWD58uWsWrWKs88+m4svvpivv/6abt265RtHx44dSU5Ozk68f/e732UnkAMHDmTIkCEADB06lKeeegqAadOmERcXxzfffEOzZs1o3rw53bt359///jd9+vQp9vcqN8OGDeP6669n4MCBp8wbMmQIY8aMAaBdu3ZMnToVcM3nzznnHBYvXszkyZOLvO1atWpRv359kpOT+eijj+jXrx+TJrnBtVetWsX5559PiF8f7UqVKtG+fXtWr15Nq1atTo3/yBHIzISYGMjjgon/flVUIjID6A5Ei8hWYDQQBqCqk4F5uGPUetxxqmBXXk5HC+CREt+KMcYYY0pYadR4/05Vd/u9HgZ8oarPisgw7/VfOfk2LV1wt2np4iXqo4HOuN4ny0RkjqqmlkLsxpSMAtRMl5R27dqRkpLCjBkzuPrqq0+a95///Ic5c+bw4osvAu7e45s3b+bss8/m/vvvZ8WKFYSGhrJu3brsZS688MLsvtodOnQgJSWlQIl3YFeCwjQ1nzFjBv369QPchYSpU6fSp0+fXGvai7vrRMuWLenQoQMfffTRKfNyamoOcODAAZYvX87Ro0fZtWsXZ599dpG3/8c//pEPP/yQf/3rXyQkJGQn3oWOf8YMN6BalSpQo0aey/jvl69pfEWjqjflM1+BUzvfG2OMMcbkIxhNza/H1SgAvAcswiXe2bdpAZaIiO82Ld2Bhaq6F0BEFuLuszqjdMM2puLo1asXjzzyCIsWLWKPX9NiVWXWrFnZA2v5jBkzhnr16rFy5UqysrJOatZduXLl7OehoaFkZmYWKIbly5dz2WWXFTr248ePM2vWLP75z3/y9NNPo6rs2bOHgwcPUrt2bVJTT74mt3fvXpo1a1bo7eTn8ccf5+abb+aiiy4qUPmRI0dy2223UbNmTf7yl79k97kuil69etG6dWu6du1KtWrVsqe3adOG5cuXo6rZFxuOHz9OYmIibdq0Oel/8/jjj3Nz375cFBsLUVFFjsUYY4wxxuSvpO8Zo8B/RGSZd2sVgHp+feJ2APW857ndpiW36caYIrr99tsZPXp09ijaPldddRV/+9vfsmujly9fDsD+/ftp0KABISEhTJs2jePHjxd526rKxIkT2b59e5EGRfviiy9o164dW7ZsISUlhU2bNtGnTx9mz55NtWrVaNCgAf/3f/8HuKR7wYIFBaqBL6y2bdvSvHlz5s+fn2/ZFStWsHDhQoYOHco999zD2rVr+fLLL4u87WrVqvHcc8/x2GOPnTQ9NjaWNm3a8Mwzz2RPe+KJJ7jooouyR0HPjr9VK5rXr8/8JUvA7+KJMcYYY4wpfiWdeHdT1Y64ZuT3ichv/Wd6tdvFMnS1iNwlIktFZGlBa9yMOVM1bNgw+7Zc/kaOHElGRgbt2rWjbdu2jBw5EoB7772X9957j/bt25OcnEzVqlULvc2hQ4fSvn17WrVqxffff8+XX36ZPaI5uD7eHTp0oEOHDtx66625rmfGjBnccMPJwzz36dMnuwZ56tSpPPnkk3To0IFLL72U0aNH07x58+yygwcPpmHDhjRs2JDf/OY3hd4PfyNGjGDLli0nTRsyZEj2fnTo0IHjx49zzz338MorrxAeHk5oaCiTJk3iwQcfJCMjo8jbvvnmm+nQocMp0999912SkpJo3rw5zZs3JyUlJfs2ZifZsYMRt9/Olu0lOzaYMcYYY4wBKa1bNonIGOAQcCfQXVW3e03JF6nquSIyxXs+wyu/FtfMvLtXfrA3/aRyOalatar6Rl82RWO3Eyt+a9asOem2T8YEzdGjkJQEtWtDQE346crpcy4iaapa+Ks1FUTnzp3VNxihMcaY4BK8B6ZhAAAgAElEQVSRZaraOdhxmDNPidV4i0hVEanuew5cCSThbsfiGwp4IPBP7/kc4FZxLuLEbVo+A64UkbNE5CxvPZ+VVNzGGFPh+Wq5T2OAN2OMMcYYU3AlObhaPWC2V3NaCfhAVReIyPfAxyJyB7AJ+INXPsfbtKjqXhF5EvjeKzfWN9CaMcaUhBUrVjBo0KCTpkVGRvLNN9+UyvbHjh170r24wY3ePmzYsNNf+ZEjsHs31KsHfk39jTHGGGNMySm1pualyZqanz5ral781qxZQ2xsbJl4b80ZbMMG2L8f4uIgLKxYV62qJCcnW1PzANbU3Bhjyg5ram6CpaQHVzPGeCIiItizZ0+Fu6BgypHDhyE1FerXL5Gke8+ePSfdas4YY4wxxjjBuI+3MWekhg0bsnXrVnbt2hXsUMyZ6tdf4dgxqFLF1XoXs4iICBo2bFjs6zXGGGOMKe8s8TamlISFhdGsWbNgh2HOVF98AZdfDi+/DFdeGexojDHGGGPOKNbU3BhjKjpVGD4cGjWCu+8OdjTGGGOMMWccq/E2xpiK7tNP4X//g7ffBuuDbYwxxhhT6qzG2xhjKrLjx+HxxyE2Fm69NdjRGGOMMcackazG2xhjKrJp02DNGpg5EyrZT74xxhhjTDBYjbcxxlRUR4/C6NHQuTP07h3saIwxxhhjzlhW/WGMMRXVlCmweTO89RaIBDsaY4wxxpgzltV4G2NMRXTwIDz1FFx6qbuNmDHGGGOMCRpLvI0xpiKaMAF27YJx46y22xhjjDEmyCzxNsaYimb3bnjxRfj976FLl2BHY4wxxhhzxrPE2xhjKppnn4VDh1xTc2OMMcYYE3SWeBtjTEWydSu8+irccgu0bRvsaIwxxhhjDJZ4G2NMxTJ2LGRlwZgxwY7EGGOMMcZ4LPE2xpiKYt06eOcduOceaNo02NEYY4wxxhiPJd7GGFNRjBwJERHw+OPBjsQYY4wxxvixxNsYYyqCH36Ajz+GIUOgbt1gR2OMMcYYY/xY4m2MMRXB8OEQFQWPPBLsSIwxxhhjTIBKwQ7AGGPMaUpIgM8+gxdegJo1gx2NMcYYY4wJYDXexhhTnqnCY49BTAzcd1+wozHGGGOMMTmwGm9jjCnP5s6Fb7+FN96AKlWCHY0xxhhjjMmB1XgbY0x5dfy469vdsiXcdluwozHGGGOMMbmwxNsYY8qrGTMgKQmefBIqle8GTCLSQ0TWish6ERmWw/zGIvKliCwXkUQRuToYcRpjjDHGFIUl3sYYUx4dOwajRsH550PfvsGO5rSISCjwGtATaAPcJCJtAoqNAD5W1fOBfsDrpRulMcYYY0zRle8qEmOMOVO9+SZs3Ajz50NIub+GeiGwXlV/BhCRD4HrgdV+ZRSo4T2vCfxSqhEaY4wxxpwGS7yNMaa8OXzYNS//7W/hqquCHU1xiAG2+L3eCnQJKDMG+I+IPABUBS4vndCMMcYYY05fua8mMcaYM87EifDrr/DMMyAS7GgKopKILPV73FWEddwEvKuqDYGrgWkiYscwY4wxxpQLVuNtjDHlyd698NxzcN110LVrsKMpqExV7ZzH/G1AI7/XDb1p/u4AegCo6rciEgFEAzv9C4lIKq5ZeiBxi2pUIWM3xhhjjDltlngbY0x58vzzcOAAPP10sCMpTt8DLUWkGS7h7gfcHFBmM3AZ8K6ItAYigF05rCva+yveevNK+E8hIj2AV4BQ4C1VfTZgfmPgPaCWV2aYqs4rzDaMMcaUf8uWLatbqVKlt4DzsFbExskCkjIzM//UqVOnnYEzLfE2xpjy4pdfXDPz/v0hLi7Y0RQbVc0UkfuBz3DJ7DuqukpExgJLVXUO8BfgTREZgqvRHqSqp9Rsq+px33MRUf/X+fEbXf0KXD/z70Vkjqr6D/LmG119kjfy+jygaSF32RhjTDlXqVKlt+rXr9+6Tp06qSEhITm1tDJnmKysLNm1a1ebHTt2vAX0CpxvibcxxpQXTz4JGRnwxBPBjqTYebXG8wKmjfJ7vhq4uITDsNHVjTHGFNR5lnQbfyEhIVqnTp39O3bsOC+n+ZZ4G2NMebBhA7z1Ftx1F5xzTrCjKbNExP8Kc62A13i157kpttHVvQHk7gJo3LhxgWI3xhhTroRY0m0CeZ+JHLseWOJtjDHlwahREBYGI0YEO5Kyrq/f868DXiuQV+JdEL7R1ceLyG9wo6ufp6pZ/oVU9Q3gDYDOnTvbiZkxxhhzhrPE2xhjyrqVK+GDD+Cxx6BBg2BHU9bNVNV/FnHZYhtd3RhjjDHGn43AZ4wxZd3jj0OtWjB0aLAjKQ9Gn8ay2aOri0g4bnT1wBpy3+jq5DO6ujHGGFOiQkNDO8XGxrZp2bJl2549e55z8ODBoOR2Y8eOreu/7fj4+Ba7d+8OBYiMjDy/KOucOXNmjaZNm57XuHHj84YPH16/uGINJku8jTGmLPvvf+Hf/4a//hXOOivY0VRoqpoJ+EZXX4MbvXyViIz16yv+F+BOEVkJzCCX0dWNMcaYkla5cuWs5OTk1T/99NOqsLAwHT9+fJ2CLpuZmVlscUyZMqXeoUOHsvPKhISE9dHR0QW+q0igzMxMhgwZ0njevHnr1q1bt2rWrFlRy5YtiyieaIOnxJuae7dnWQpsU9Vrvfu0fgjUBpYBt6jqMRGpDEwFOgF7gD+qaoq3jsdwzfuOAw+q6mclHbcxxgSd6onm5Q8+GOxoyotYEfkhh+kCqKp2zGvhMjK6ujHGmHLkdmiUBJHFuc7zIO2dkwf8zFO3bt0OJSYmVgF4/fXXoyZNmlQvIyNDOnbseHjq1KmbKlWqRGRk5Pn9+/fftXjx4hoTJ07cHBERkfXwww83TktLCwkPD9fFixevrV69etZ9993X8Ouvv65+7NgxufPOO3cOHTp099y5c6uPHTv27KioqIy1a9dWiYuLS/v00083jhs3ru7OnTvD4uPjW5111lmZ33333bqYmJi4pUuXrmnQoMFJ2f3IkSPrzZ49O+rYsWNyzTXX7Hv55ZdzvDPIokWLqjZp0uRomzZtjgH07t1778yZM2t16tRpx+m8p8FWGjXeD+FqDnyeA15W1RZAKi6hxvub6k1/2SuHd5/UfkBbXL+6171k3hhjKrb5812N98iREFmsx/OKbCNuQLXAx42cPNCaMcYYUyFkZGTw2Wef1YiLizvyww8/RMycOTNq6dKlycnJyatDQkJ08uTJtQGOHDkS0qVLl8Nr165dHR8ff7h///7NJ0yYsHnt2rWrExIS1larVi1rwoQJ0TVr1jyelJS0ZuXKlWvee++9OsnJyeEAa9asqfLaa69tWb9+/arNmzdXXrhwYbURI0bsrFu3bkZCQsK67777bl1uMX7yySc11q9fH5GYmLhmzZo1q1esWBE5f/78ajmV3bJlS3hMTMwx3+uGDRse27ZtW3hxv2+lrURrvEWkIXAN8DTwZxER4FLgZq/Ie7hbs0zC3St1jDd9JvCqV/564ENVPQpsFJH1uHutfluSsRtjTFBlZcHw4e7WYXfckX9543NMVTcEOwhjjDFnjsLUTBeno0ePhsTGxrYB6NKly8GHHnpo90svvRSdlJQU2b59+9YA6enpIXXr1s0ECA0NZdCgQakAiYmJEXXr1s2Ij49PA4iKisoC+Pzzz2skJydHzpkz5yyAgwcPhq5evToiPDxc4+LiDjdv3jwDoG3btmkbNmwocDK8YMGCGosXL67Rpk2bNgBpaWkhycnJET179jxUfO9I2VbSTc0nAI8C1b3XtYF9Xj86cPdIjfGeZ98/VVUzRWS/Vz4GWOK3Tv9lsvnfMzU8vNxfEDHGnOk++siNZj59OthvWmEsyb+IMcYYU/75+nj7T1NV6du3757XXnst8K4chIeHZ1WqlHf6p6oyfvz4zX369DngP33u3LnVK1eunD2mSWhoKJmZmVLQWFWVhx9+ePvQoUN351e2UaNGJ9Vwb9269aQa8PKqxJqai8i1wE5VXVZS2/Cnqm+oamdV7ZzfB8oYY8q0jAzXvLxdO+jXL9jRlDf/FZGbc3sEOzhjjDGmJPXo0ePA3Llzz9q2bVslgF9//TV03bp1p1zBb9euXfrOnTvDEhISIgFSU1NDMjIyuOKKK/ZPmjSpztGjRwUgMTGx8oEDB/LMGatWrXp8//79eZbp2bPngWnTpkX7ym3cuDHMF2Og+Pj4wykpKRHJycnh6enp8sknn0T16dNnX8HegbKrJDPUi4FeInI17nYrNYBXgFoiUsmr9fa/R6rv/qlbRaQSUBM3yFpB7qtqjDEVxzvvwIYN8K9/QYjdfKKQuuUy/Wrc8eODUozFGGOMKVWdOnVKHzFixLbLLrusVVZWFmFhYTpx4sTNrVq1OqnGOCIiQqdPn77hwQcfbJyenh4SERGRtXjx4nVDhgzZnZKSUjkuLq61qkpUVFTGvHnz8uzCNXDgwN09evRoVa9evWO59fPu3bv3gVWrVkVccMEFsQCRkZFZ06dP3xgTE3PK8OphYWGMHz9+c48ePVodP36cm2++eXfnzp3TT+d9KQukNO6CIiLdgUe8Uc3/AcxS1Q9FZDKQqKqvi8h9QJyq3i0i/YDeqvoHEWmLO1G6EDgb+AJoqaq5DlFftWpVPXz4cInvV0XmutcHl92hx5yR0tKgZUto1gy++grKwHfxdIlImqpWDdK2+wHDgA3AU6q6vLRj6Ny5sy5durS0N2uMMSYHIrJMVTuf7npWrlyZ0r59+3ybTZszz8qVK6Pbt2/fNHB6MNpk/xX4UESeApYDb3vT3wameYOn7cWNZI53D9WPgdVAJnBfXkm3McaUa6++Cr/8Ah9+WCGS7mAQkRDgVmAo7jhzs3cbMGOMMcaYoCiVxFtVFwGLvOc/42qvA8ukk8utXlT1adzI6MYYU3Ht2wfPPgs9e8IllwQ7mnJJRAYDQ4CvgF42wrkxxhhTNu3YsSO0e/fu5wZOX7Ro0dr69etXuIpWG4XMGGPKihdfhNRUGDcu2JGUZ5OAX4HOwD/8us0IoKraMViBGWOMMeaE+vXrHw8clb0is8TbGGPKgh074OWX3SjmHToEO5ryrGWwAzDGGGOMCWSJtzHGlAVPPw1Hj8LYscGOpFzzNS0XkcZAG2/yalXdHLyojDHGGHOms8TbGGOCbeNGmDIF7rjDjWhuikxEqgNTcLe0XOlNbici3wJ3qerBoAVnjDHGmDOW3SDWGGOCbfRoCA2FUaOCHUlF8Aru1mHnqGovVe0FnAP8BPwtqJEZY4wx5oxlibcxxgRTUhK8/z488ADExAQ7morgElUd6X/bSVXNUtVRuFpwY4wxpkIIDQ3tFBsb26Zly5Zte/bsec7BgweDktuNHTu2rv+24+PjW+zevTsUIDIy8vyirLNv375No6Ki2rds2bKt//Rff/01tGvXri2bNGlyXteuXVvu2rUr9PSiLz2iqsGOodhVrVpVDx8+HOwwyjUpA/cProifTWNO8fvfw5dfws8/Q+3awY6mRIhImqpWLaVt/aSqObbXF5H1qtqiNOLw17lzZ126dGlpb9YYY0wORGSZqnY+3fWsXLkypX379rsB/ryPRsmZRJ5+dCfEViLtpVpsyatMZGTk+WlpacsBevXq1axjx45pY8aM+bUg68/MzKRSpeLpdRwTExO3dOnSNQ0aNMjMK8bCmD9/frXq1atn3Xbbbc1++umnVb7pd999d8OoqKjMcePG7Rg+fHj91NTU0EmTJm073X0oTitXroxu375908DpVuNtjDHBsmQJ/POf8OijFTbpDoIlIjI8cKKIDAO+C0I8xhhjTInr1q3bofXr11cGeP3116Pi4uJax8bGtrn55pubZGa6fDgyMvL8O++8s+G5557b5osvvqiWkJAQef7558eee+65beLi4lqnpqaGZGZmMnjw4IbnnXde61atWrV54YUXogHmzp1b/cILLzy3R48e5zRr1qxtr169mmVlZfHUU0/V3blzZ1h8fHyrLl26tAKXiG/fvv2UrH7kyJH1fOsdMmTI2XntT8+ePQ/VqVPnlER+wYIFtQYPHrwHYPDgwXvmz59/1mm/eaXEBlczxphgUIXHHoO6deGhh4IdTUXyAPB3EVkH+K6wdwRWAYOCFZQxxpiKK7+a6ZKWkZHBZ599VuPKK6888MMPP0TMnDkzaunSpcmVK1fWAQMGNJ48eXLt+++/f8+RI0dCunTpcvjNN9/cmp6eLi1atDhv+vTpG+Lj49P27t0bUq1atawJEyZE16xZ83hSUtKaI0eOyAUXXBB73XXXHQBYs2ZNlRUrVvzctGnTjE6dOsUuXLiw2ogRI3ZOmjSpXkJCwrqcarx9Pvnkkxrr16+PSExMXKOqXH755S3mz59frWfPnocKs6979uyp1KRJkwyARo0aZezZs6fc5LPlJlBjjKlQFi6ERYtg4kSoVi3Y0VQYqroPuEFEWgG+fmGjVHVtEMMyxhhjit3Ro0dDYmNj2wB06dLl4EMPPbT7pZdeik5KSops3759a4D09PSQunXrZgKEhoYyaNCgVIDExMSIunXrZsTHx6cBREVFZQF8/vnnNZKTkyPnzJlzFsDBgwdDV69eHREeHq5xcXGHmzdvngHQtm3btA0bNoQXNNYFCxbUWLx4cY02bdq0AUhLSwtJTk6OKGzi7S8kJKRMdI8tKEu8jTGmtGVlwfDh0LQp3HVXsKOpUESknd/LDd7fyr7pqppY+lEZY4wxxa9y5cpZycnJq/2nqar07dt3z2uvvXZKv+fw8PCs/Pp1q6qMHz9+c58+fQ74T587d271ypUrZw/AFBoaSmZmZoGzXlXl4Ycf3j506NDdBV0mJ7Vr187ctGlTWJMmTTI2bdoUFhUVlWste1ljfbyNMaa0zZoFy5bBE09A5crBjqaiWQF8ALzqPV7ze7waxLiMMcaYEtejR48Dc+fOPWvbtm2VwI0Cvm7dulNqptu1a5e+c+fOsISEhEiA1NTUkIyMDK644or9kyZNqnP06FEBSExMrHzgwIE8c8aqVase379/f55levbseWDatGnRvnIbN24M88VYGFddddW+KVOm1AaYMmVK7R49euwr7DqCxWq8jTGmNGVmwsiR0LYt9O8f7GgqokeB3sA+YAbwT1VNC25IxhhjTOno1KlT+ogRI7ZddtllrbKysggLC9OJEydubtWq1TH/chERETp9+vQNDz74YOP09PSQiIiIrMWLF68bMmTI7pSUlMpxcXGtVVWioqIy5s2btyG37QEMHDhwd48ePVrVq1fv2HfffbcupzK9e/c+sGrVqogLLrggFiAyMjJr+vTpG2NiYnKssb7uuuuaLVmypHpqamqlevXqtRs2bNgvQ4YM2f3EE09sv+GGG5o3adIkOiYm5tjs2bPzjK0ssduJmRyVhf4SFfGzaQxvvw1/+hN8+ilcf32woykVpXk7Mb9ttgRuAq4DfgKeDVYzc7udmDHGlB0lcTsxY/zZ7cSMMSbY0tNhzBi46CLo1SvY0VRoqvoT8BEwF+gGtAluRMYYY4w5k1lTc2OMKS2vvw5bt8LUqVAGWpVURCLSGOgH3ADswCXfrVXVmkEZY4wxZciOHTtCu3fvfm7g9EWLFq2tX7/+8WDEVJIs8TbGnHDoEHzzDXz5pbvVVdOm8MEHliQWhwMHYNw4uPJK+N3vgh1NRZYCJAKzcf286wJ3+LrPqOrEoEVmjDHGmGz169c/Hjgqe0VmibcxZ7LDh+Hrr12SvWgRfP+9G/yrUiU45xxYsgRuvRV69gx2pOXfSy/Bnj0u+TYlaRyguONbdJBjMcYYY4wBLPE25sxy+LCr0fYl2v/7n0u0Q0Phggtg6FDo3h26doXwcGjdGh5/HK66CkJsSIgi27ULxo+HG2+ETp2CHU2FpqojClJORB5V1edLOh5jjDHGGLDE25iKLS3t1EQ7I+NEov3IIy7RvvhiqFbt1OWfeAJuucXdd7pv31IOvgIZN879L558MtiRmBP6AZZ4G2OMMaZUWBWWMRVJWhp88YW7T3S3blCrFlxxBTz7rKvZ/vOfYcECSE2Fb7+FZ55xtdk5Jd0AN93k7jc9cqRb3hTe5s1uULXbboPY2GBHY06wgQuMMcaUa6GhoZ1iY2PbtGzZsm3Pnj3POXjwYFByu7Fjx9b133Z8fHyL3bt3hwJERkaeX9j1rV+/PqxLly6tmjdv3rZFixZtn3zyybq+eb/++mto165dWzZp0uS8rl27tty1a1do8exFybPE25jy7MgR+L//g1Gj4JJLXKJ9+eUuofYl2vPnu0R7yRKXgF91FVSvXrD1h4bCU0/B2rVuJG5TeGPGuMHpRo8OdiTmZBrsAIwxxpjTUbly5azk5OTVP/3006qwsDAdP358nYIum1mMFSpTpkypd+jQoey8MiEhYX10dHSRRyUPCwtj/PjxWzds2LDq+++/X/P222/XXbZsWQTA6NGjG3Tv3v3gpk2bkrp3735w1KhR9YtjH0qDNTU3pjw5csTVVPuajn/3HRw75hLkTp1gyJATTcdr1CiebV5/vWuWPmYM9O8PlSsXz3rPBGvWwHvvwUMPQaNGwY7GnMxqvI0xxhSLsSk0Wn+EyOJcZ4sqpI1qypaClu/WrduhxMTEKgCvv/561KRJk+plZGRIx44dD0+dOnVTpUqViIyMPL9///67Fi9eXGPixImbIyIish5++OHGaWlpIeHh4bp48eK11atXz7rvvvsafv3119WPHTsmd955586hQ4funjt3bvWxY8eeHRUVlbF27doqcXFxaZ9++unGcePG1d25c2dYfHx8q7POOivzu+++WxcTExO3dOnSNQ0aNDgpux85cmS92bNnRx07dkyuueaafS+//PIvOe1LkyZNMpo0aZIBcNZZZ2U1b978yObNm8M7deqUvmDBgloJCQlrAQYPHrwnPj7+XGBbkd/oUmSJtzFlWXr6yYn2kiUu0Q4JcYn2ww8Xf6IdSMT1Ub7iCpgyBR58sGS2UxGNHAlVq8JjjwU7kjOGiNyjqpMKUPSTEg/GGGOMKQUZGRl89tlnNa688soDP/zwQ8TMmTOjli5dmly5cmUdMGBA48mTJ9e+//779xw5ciSkS5cuh998882t6enp0qJFi/OmT5++IT4+Pm3v3r0h1apVy5owYUJ0zZo1jyclJa05cuSIXHDBBbHXXXfdAYA1a9ZUWbFixc9NmzbN6NSpU+zChQurjRgxYuekSZPqJSQkrAtMtP198sknNdavXx+RmJi4RlW5/PLLW8yfP79az549D+W1b2vXrg1fvXp1ZHx8/CGAPXv2VPIl5Y0aNcrYs2dPuclny02gxpxR1qxxtdeLFsHRoycS7Ycecol2t24ll2jn5PLL4dJL4emn4fbbc+8Tbk74/ns3KN2YMVCnwC2/zOm7E8g38VZVG+nOGGNMsShMzXRxOnr0aEhsbGwbgC5duhx86KGHdr/00kvRSUlJke3bt28NkJ6eHlK3bt1MgNDQUAYNGpQKkJiYGFG3bt2M+Pj4NICoqKgsgM8//7xGcnJy5Jw5c84COHjwYOjq1asjwsPDNS4u7nDz5s0zANq2bZu2YcOG8ILGumDBghqLFy+u0aZNmzYAaWlpIcnJyRF5Jd779+8P6d27d/Nnn312iy8+fyEhIYiUnwZslngbU5ZkZbmBuIYOdTWlDzxwItGuWTO4sT39NPzmNzBxIgwfHtxYyoPhwyE62vWzN8YYY4wpZr4+3v7TVFX69u2757XXXjul+XV4eHhWpUp5p3+qKuPHj9/cp0+fA/7T586dW71y5crZ46OEhoaSmZlZ4KxXVXn44Ye3Dx06dHdByh89elSuueaa5n379t07cODAfb7ptWvXzty0aVNYkyZNMjZt2hQWFRVVbkb/tcHVjCkrtm2Dnj1dsn3ZZZCUBC+8ANdcE/ykG+Cii6BXL3j+edi7N9jRlG1ffAGff+7ugV7QgezOcCLSQ0TWish6ERmWS5k/iMhqEVklIh/ksqp2IrI3h0eqiNgH1xhjTIXWo0ePA3Pnzj1r27ZtlcCNAr5u3bpTaqbbtWuXvnPnzrCEhIRIgNTU1JCMjAyuuOKK/ZMmTapz9OhRAUhMTKx84MCBPHPGqlWrHt+/f3+eZXr27Hlg2rRp0b5yGzduDPPFGCgrK4t+/fo1adWqVfqYMWN+9Z931VVX7ZsyZUptgClTptTu0aPHvpzWURZZjbcxZcE//gGDB7tm5ZMnw113ub7VZc2TT0KHDu6CwDPPBDuasknV1XY3agR33x3saMoFEQkFXgOuALYC34vIHFVd7VemJfAYcLGqpopI3ZzXxo9A59OIpQfwChAKvKWqz+ZQ5g/AGNzI6CtV9eaibs8YY4wpTp06dUofMWLEtssuu6xVVlYWYWFhOnHixM2tWrU65l8uIiJCp0+fvuHBBx9snJ6eHhIREZG1ePHidUOGDNmdkpJSOS4urrWqSlRUVMa8efM25LXNgQMH7u7Ro0erevXqHfvuu+/W5VSmd+/eB1atWhVxwQUXxAJERkZmTZ8+fWNMTMwpNdYLFy6s9umnn9Zu2bLlEV9T+ieeeGLbH//4x/1PPPHE9htuuKF5kyZNomNiYo7Nnj07z9jKElGteHdUqVq1qh4+fDjYYZRrZaG/REX8bJ5i3z5Xw/3++3DhhTBtGrRqFeyo8ta/P8yeDT//DPXLzR0cSs/s2dC7N7z9tusPbxCRNFWtmsf83wBjVPUq7/VjAKr6jF+Z54F1qvpWPttarqqFvmeot2wosA6/CwDATTlcAPgYuNR3AUBVd+a13s6dO+vSpUuLEpIxxphiJiLLVLXIF2h9Vq5cmdK+ffsCNZs2Z5aVK1dGt2/fvmngdGtqbkywLFoE7drBjBnwxBPw9ddlP+kGF+uxY67PtznZ8eMwYgTExsKttwY7mvIkBk4amGarN81fK6CViHwtIku8mpdndCMAACAASURBVOmc5DpauZdY5+VCYL2q/qyqx4APgesDytwJvKaqqQD5Jd3GGGOMMVDAxFtE4ko6EGPOGOnp8MgjbpTwiAj45hsYNQryGeyizGjRAu64w91aLCUl2NGULe+/D6tXw1NPlZ//Z+moJCJL/R53FWUdQEugO3AT8KaI1MqhXCcRaRg4UUS6Az/ks43ivABgjDHGmDzs2LEjNDY2tk3gY8eOHfldKC+XCnpm+LqIVAbeBaar6v6SC8mYCiwxEQYMgB9/hHvvdQOVVc21BW7ZNWoUvPeeq/3++9+DHU3ZcPSoe186d3ZNzY2/zHya9W0DGvm9buhN87cV+E5VM4CNIrIOl4h/H1BuNvCViEwGXgTqAC/hEuY7i74L2fwvADQEFotInKqeNLiLd3HhLoDGjRsXw2aNMcaYiqV+/frHA0dlr8gKVOOtqpcA/XEnRstE5AMRuaJEIzOmIjl+3A1IdsEFsGsXzJsHr71WPpNugJgYuP9+mDrV3XPcuBYAmze7QefKwBgJ5cz3QEsRaSYi4UA/YE5AmU9xyS4iEo1LpH8OXJGqvgd0xCXHq4HvgP8CF6rq//KJo6AXAOaoaoaqbsT1CW+ZQxxvqGpnVe1cx+7jbowxxpzxCtzHW1V/AkYAfwXigYkikiwiVrVjTF5SUlyz8kcfhWuvdbXdPXsGO6rTN2wYREbCyJHBjiT4Dh50zcsvvRQuvzzY0ZQ7qpoJ3A98BqwBPlbVVSIyVkR6ecU+A/aIyGrgS2Coqu7JZZUtgA7ASuAYUJOCHe+K7QKAMcYYY4y/gvbxbiciL+NOiC4FrlPV1t7zl0swPmPKL1VXI9yuHSxfDu++CzNnQnR0sCMrHtHR8Je/wKxZcKaP2DxhgmvJMG5csCMpt1R1nqq20v9n793jo6rPPP7Pd+6ZZBIyxCQQLkECBjBEuTRdF3dY8ZIUQQFRK7RQW7BdWAF3qVXBxqzys91yi4sB7U8r/qiXclGaChRcSRZqqZGSNOSCYABBSUwIuU0mc3t+f5yZ5MxkZjKBSSaX5/16ndf5nu+5PTOZJPM5z41oLBG95Jp7noj2u8ZERE8R0UQiSiOid31dRwixA8BvAawhoocheb8TAJwSQtzVhQ2hfgDAMAzDMAwDIMh2YkKIAkhfZHYTUavXvh8Q0ds9ZN91we3EbhxuJ3aD1NZKPZz37AHuvFMS4MnJ4bYq9DQ2AmPGSCH0Bw+G25rwUFcH3Hyz5O3ety/c1vRJumonFuJ7rQWw2SWi5fO3AXiViO7oDTvkcDsxhmGYvgO3E2N6mhttJzYbwO/dolsIoRBC6AGgr4luhgk7Bw8CaWnA/v3Ar34FfPLJwBTdABAdDTzzDHDoEFBQEG5rwsPLLwPNzVKoORN2iOi/vUW3a/4UgBlhMIlhGIZhegSlUjk1NTV14rhx4yZlZWXd3NTUFJZW0Tk5OfHye5tMppTa2lolAOj1+tu7ez2z2SzS0tIm3HLLLRNTUlImrVmzZrh7X0VFhWby5Mmpo0aNunX27Nk3WyyW8HsLgyTYH84RABGybb1rzi9CCJ0Q4m9CiGIhxGkhxAuu+TFCiBNCiLNCiPdceXQQQmhd22dd+5Nl13rGNV8phLivOy+QYXoNsxlYsULK346LAz77TMrrVg7IjggdrFgBDB8OPPecFF4/mLh0CXjlFeAHPwAmTQq3NQzaI7Tc49957Wa3M8MwDDNg0Gq1zoqKirIvvvjitFqtpo0bNwZdzdNu7/SM+rrZsWNHQnNzc7uuLCgoOBsXF+e43uvpdDo6duxYZWVlZdnp06fLPv744+iPP/44EgCeeuqpEStXrqy+ePFiaUxMjH3r1q39Jocz2HZiOiJqdm8QUbPb4x2ANgB3uY5VAzgmhDgA4ClIYYDvutq9/BhAnmtdT0QpQohHAfwKwCNCiImQCtxMAjAcwBEhxHgiuu4fJsOEnM8+k9qEnTkDPPUU8NJLUo/uwUBEhNRG66c/BQ4cAL73vXBb1Hvk5ABOJ5CdHW5LmA6iZePJXvv6zVNxhmEYpv+wtRgjLzSiK23ULUZHw7wqHV8Fe/yMGTOaS0pKIgDg1VdfNebl5SXYbDYxZcqUlp07d15QqVTQ6/W3L1q06NvCwsLo3Nzcizqdzrl69epRZrNZodFoqLCwsNJgMDhXrFgx4vjx4war1SqWLVtWs3bt2tr8/HxDTk7OcKPRaKusrIxIS0szf/DBB1UbNmyIr6mpUZtMpvGxsbH2EydOnElKSkorKioqHzZsmIe6X79+fcK+ffuMVqtVzJ49+9rmzZu/9vVaFAoFYmJinABgtVqF3W4XQgg4nU58+umnhg8//PBLAHj88cfrsrOzhz/99NPfXv873XsE6/FuEUJMcW8IIaYCaA1wvLsQjlusq10LQSrItts1/xaAB13jB1zbcO2fJaRE4wcAvEtEba7WLWcBfCdIuxmmZ7HbJfH1T/8EtLYCH38MbNw4eES3m8cfl/Kcn3tOEqKDgTNngDfeAH72s4GbStA/CRR2MchCMhiGYZjBgM1mw6FDh6LT0tJaT548qdu9e7exqKiooqKiokyhUND27duHAkBra6siIyOjpbKyssxkMrUsWrRo7JYtWy5WVlaWFRQUVEZFRTm3bNkSFxMT4ygtLS0vLi4uf+utt26qqKjQAEB5eXnEtm3bvjp79uzpixcvag8fPhy1bt26mvj4eFtBQcGZEydOnPFn4969e6PPnj2rKykpKS8vLy87deqU/sCBA1H+jrfb7UhNTZ2YkJCQbjKZGu+6666W6upqlcFgcKjVagBAcnKytbq6WhPit7PHCNbjvRrAH4QQX0PyGCQCeKSrk4QQSgCfQ2rtsg3AOQDXZPl3lwAkucZJgPRUh4jsQogGAENd83+VXVZ+jvxeywEsBwCNpt+8/0x/5osvpBDjEyeARYuA//kfYMiQcFsVHtRq6QHE4sXAH/4APNLln4f+z/PPSw9Ynnsu3JYwngwRQsyB9GA5RlaNXEBqK8YwDMMwIaU7nulQ0tbWpkhNTZ0IABkZGU2rVq2q3bRpU1xpaak+PT19AgBYLBZFfHy8HQCUSiWWLl1aDwAlJSW6+Ph4m8lkMgOA0Wh0AsCRI0eiKyoq9Pv3748FgKamJmVZWZlOo9FQWlpay9ixY20AMGnSJPO5c+eCFl0HDx6MLiwsjJ44ceJEADCbzYqKigpdVlZWs6/jVSoVKioqympra5WzZ88e+9lnn+lGjBgRuvj4MBCU8Caiz4QQqQBucU1VEpEtiPMcAG4TQgwBsA9A6nVb2vW9XgPwGiBVNe+p+zAMiIDXXpNCyrVa4N13B4fQ7IpHH5UKja1fDyxYAKiCfa7XDzl5EnjvPWDdOiA+PtzWMJ4cB/Cwa/wXAAtl+/7S++YwDMMwTM/gzvGWzxGRWLhwYd22bdsuex+v0Wicqi6+nxGR2Lhx48UFCxY0yufz8/MNWq22XWMplUrY7fagU7iICKtXr/5m7dq13aoEHxcX57jzzjub/vjHP8ZkZ2dXNzU1KW02G9RqNc6fP69JSEiwdud64aQ7le+mQ8qXmwLg+0KIHwZ7IhFdg9Tv9J8geSPcP/ERANwfissARgKAa38MgDr5vI9zGKZ3uXIFmDNHymf+538G/vEPFt1ulEqpsvcXXwBvvdX18f2Z554DjEbgP/8z3JYwXhDRDwIt4baPYRiG6QzZAUctYDsDtH0KtP4JaHkbaNoKNDwP1K8Erj4G1GYC5vfDbW3fJjMzszE/Pz/28uXLKgCorq5WnjlzppNnevLkyZaamhp1QUGBHgDq6+sVNpsN99xzT0NeXt5NbW1tAgBKSkq0jY2NATVjZGSko6GhIeAxWVlZjW+//Xac+7iqqiq120Zvvv76a5W7Knpzc7P45JNPoidMmGBRKBT47ne/2/Tmm2/GAsAbb7wx9P7777/W9bvSNwjKJSWEeBvAWACnALiLmhGAnQHOuQmAjYiuCSEiANwDqWDaJwAeAvAugCUAPnSdst+1/alr//8SEQkh9gP4vRBiE6TiauMA/K07L5JhQsIHHwDLlkmto3JzpWreirB0bei7zJ0LfOc7wAsvSOH3AzHXvaBAahn33/8NxHDkcl9DCPFYgN1ERO/0mjEMwzCDECKAmgFnHeC86lrkYx/bFEA6iShAYXQtN0nbjH+mTp1qWbdu3eVZs2aNdzqdUKvVlJube3H8+PEenmGdTke7du069+STT46yWCwKnU7nLCwsPLNmzZra8+fPa9PS0iYQkTAajbaPPvroXKB7LlmypDYzM3N8QkKC1V+e9/z58xtPnz6tmz59eioA6PV6565du6qSkpI6hY9/9dVX6qVLl45xOBwgIvHAAw9c/f73v98AABs3brz0yCOPjH3xxReTJk2aZF61alW/6aUuKIj2P0KIcgATKZiDO86ZDKlYmhKSZ/19IsoRQtwMSXQbAfwdwGIiahNC6AC8DeB2AFcBPEpEX7qu9RyAxwHYAawmogOB7h0ZGUktLS3Bmsr4QKprF1668XHrWZqagNWrpUJaU6YAb78NSOkpjC8+/hi4+25gyxZg1apwWxNaiKRIh4sXJc9+RETX5zAQQpiJKLKX7pXnZ9f3AIwgol7v7zdt2jQqKuJOZgzD9E+oDXDWBxDSda79snn4S0hVA4qhMiHtvfjYJ7ShfT1CiM+JaNqNXqe4uPh8enp6vxF9TO9RXFwcl56enuw9H2wSZimkgmrfBHtDIiqBJKK957+Ej6rkRGSBZy6efN9LAF4K9t4MEzKOHQN++EPgwgUpvPj55wEu3heYWbOk5aWXgB//GIgaQI+m8/OBTz+VcvxZdPdJiOhn8m1Xe8pfQOrh/aDPkxiGYQYJ5ASo0Y+I9iGgnXWS99ofIhZQxEoCWTkSUKf7ENCysYgC+oBvh2HCQrDCOw5AmRDib5D6cwMAiGiu/1MYph9jtUq9mX/1K6lVVGGh5OlkguOll4DvfhfYunXgVP12OIBnnwXGjQN+9KNwW8MEQAihAPBDAGshRVY9RkRlgc9iGIbpf1BrgHBuP/PtSaPe6ADlUEC4RLJ6jB9vtHs9BBADuI4q0/NcuXJFOXPmzFu8548ePVqZmJjo75Pabwn21yW7J41gmD7Hz38uicaf/ATYtAkwGMJtUf8iIwN44AEpD/pnP5MKkfV33nkHKC2VqtgP5Irt/RwhxBMA1gD4PwBziShgXhrDMExfgRxSrrPjKkBXAUedtPYZ2u3OjTb7uZiiwxOtMAKqsYDiO12EdOt79eUyDBITEx3eVdkHMsG2EysQQowGMI6Ijggh9JBytxlmYPLznwN33SUVC2Ouj//6LyA9Hfj1r6U2Y/0Zq1VKM7jtNmChz4wYpu+QB6AawDQAf5DVqxCQiqtNCZdhDMMMLsjsKaI7hXXL1nRVCvOGn/I2IlImmOMA1S2B86PFEEBw/VeG6VMEW9V8GYDlkAqijQWQBGA7gFk9ZxrDhJHhw1l03yhpacBjj0kV4FetAoYNC7dF189vfwtUVQEHDnAl+77PuHAbwDDMwIMcPvKffQlpeYExi5+LKT2FsnqCazs2QG70AGwSwjCDjWDjJVdAKoh2AgCI6AshRHyPWcUwzMAgOxt47z0p5/t//ifc1lwfLS1ATg7wL/8C3HdfuK1huiDY0HIhxDEimtHT9jAM0/cgkrzR/rzPvgqO0TX490YbOoSyMkEmpH3lRQ8FRDQXGGOYwUiwwruNiKzukD0hhAp+//wwDMO4SEmRKpu/9hrwH/8BjBkTbou6T24uUF0N7N3L35QGFr3S3oxhmJ6H7L6rcQfKje4oFeyFyiWSXd5n9ST/AtrtpQ51uyuGYQYmwQrvAiHEswAihBD3APg3AH/sObMYhhkwrF8PvPUW8MILwO9+F25rukd9vZSjPmcOcMcd4baGCS388Jhh+iBEUvuqoEK63QXGrvm/nojuEMnK4YD6Vj8C2u2NNvAzVqb/oFQqp44bN67V4XCIlJSU1vfff/+8wWBw9rYdOTk58WvWrKl139tkMqXs2bOnKi4uzqHX6283m81/v57r2u12pKWlTUxMTLR+8sknZwGgoqJC8/DDD9987do1VVpamnnPnj1VOp2uX/xPD1Z4/wLAjwH8A8ATAD4C8NueMophmAFEUhKwcqVUHf7nPwcmTgy3RcFBJIXKNzRIofIMwzBMtyGbn7ZWAYQ0rH4upvYUyuq0wCHdilhAqHvz1TJM76LVap3uquBz584ds3Hjxpuys7OrgznXbrdDFaIuLTt27EhYtmzZVbfwLigoOBuK67744osJKSkprc3Nze1FvZ966qkRK1eurF6+fHn9Y489Nmrr1q1xTz/99LehuF9PE2xVcyeA110LwzBM93j6aWDHDsn7vWdPuK3pmqYm4IknpBZiy5dLheKYgQb7tBimmxAB1OQ/fLuTiK4DqNH/9cSQjnBt5QhAPVkmmn0UGRNR7I1m+iZvFWDk11cR0oZsw40wLzHhq2CPnzFjRnNJSUkEALz66qvGvLy8BJvNJqZMmdKyc+fOCyqVCnq9/vZFixZ9W1hYGJ2bm3tRp9M5V69ePcpsNis0Gg0VFhZWGgwG54oVK0YcP37cYLVaxbJly2rWrl1bm5+fb8jJyRluNBptlZWVEWlpaeYPPvigasOGDfE1NTVqk8k0PjY21n7ixIkzSUlJaUVFReXDhg2zy21cv359wr59+4xWq1XMnj372ubNm7/293rOnTunPnToUMwzzzzzzebNmxMAwOl04tNPPzV8+OGHXwLA448/XpednT18QAlvIUQVfITlEdHNIbeIYZiBR1yclOOdnQ189hkwfXq4LfLPP/4BPPQQcPYssGGD9NCA6TcIIQ4QUVYQhy7taVsYpq9Dba7c6C7yoT280TY/F9N4eaNHBMiLHgoohrA3mmFChc1mw6FDh6LvvffexpMnT+p2795tLCoqqtBqtbR48eJR27dvH7py5cq61tZWRUZGRsvrr79+yWKxiJSUlFt37dp1zmQyma9evaqIiopybtmyJS4mJsZRWlpa3traKqZPn546Z86cRgAoLy+POHXq1JfJycm2qVOnph4+fDhq3bp1NXl5eQkFBQVnvIW2nL1790afPXtWV1JSUk5EuPvuu1MOHDgQlZWV1ezr+BUrVoz89a9/famhoaHd211dXa0yGAwOtVr645GcnGytrq7WhPjt7DGCjS+YJhvrACyE1FqMYRgmONasAV55BVi3Djh0KNzW+ObNN4EVK4CYGODjj4GZM8NtEdN9EoM5iIiKe9oQhulNiABqCCKUWzZPPr/uSojYjgJjylGA+vYAYd1Gqc80e6OZwUp3PNOhpK2tTZGamjoRADIyMppWrVpVu2nTprjS0lJ9enr6BACwWCyK+Ph4OwAolUosXbq0HgBKSkp08fHxNpPJZAYAo9HoBIAjR45EV1RU6Pfv3x8LAE1NTcqysjKdRqOhtLS0lrFjx9oAYNKkSeZz584FLXoPHjwYXVhYGD1xopRzaDabFRUVFTpfwvudd96JiYuLs995553m/Px8w428R32JYEPN67ymtgghPgfwfOhNYhhmQBIdDTzzDPCf/wkcPdq3RK3ZLAnu3/0OuOsu4Pe/BxISwm0Vc33ECCHm+ttJRPt70xiGuV7I4l8w+6zgXQ/An69J59U3Otl/cTGF0eWNDk3qJ8MwPYg8x9sNEYmFCxfWbdu27bL38RqNxtlVXjcRiY0bN15csGCBR6JIfn6+QavVtkdAK5VK2O32oB+3ERFWr179zdq1a2u7OvbYsWNRhw8fHpKUlBTT1tamaGlpUTzwwANj9u3bV9XU1KS02WxQq9U4f/68JiEhwV9ViD5HsKHmU2SbCkgecP6TzDBM9/i3fwM2bwaeew44dqxvuEfKy4GFC4GyMuD556VFqez6PKavEgPgIfjO4SYALLyZXoecUuXtQCHc3h5qavFzMdHhiVYYAeUYQD3V5ZkeCgiXiHaPlUZAhDTzlGGYvkxmZmbj/PnzU5599tnqpKQke3V1tbKhoUE5fvx4D4E6efJkS01NjbqgoEBvMpnM9fX1iqioKOc999zTkJeXd9P999/fpNVqqaSkRJucnOwvyQQAEBkZ6WhoaFAMGzbM7zFZWVmN2dnZw5cvX341JibGWVVVpdZoNJSUlNTpkeG2bdsuux8c5OfnGzZu3Jjw4YcfVgHAd7/73aY333wzdvny5fVvvPHG0Pvvvz9AX4O+RbDieaNsbAdwHsDDIbeGYZiBTUSEJGyfeAL46CNg9uzw2vP730vF0/R6Kfz9nnvCaw8TCi4Q0Q/DbQQzsHGaXeL4KuCo8xyTrxzpegB+GvwIvafXWZXiwwMtW8QQQPCzQYZh/DB16lTLunXrLs+aNWu80+mEWq2m3Nzci97CW6fT0a5du849+eSToywWi0Kn0zkLCwvPrFmzpvb8+fPatLS0CUQkjEaj7aOPPjoX6J5LliypzczMHJ+QkGA9ceLEGV/HzJ8/v/H06dO66dOnpwKAXq937tq1q8qX8A7Exo0bLz3yyCNjX3zxxaRJkyaZV61a1aUHva8giPpF27NuERkZSS0t/h4VM8Eg+oAnciB+NhkANhswYQIQFQWcPAkoFL1vg8UCrFoFvPYaMGMG8O67UtszpkcQQpiJKLKX7vV3Irq9N+4VLNOmTaOioqJwm8H4geyy0O1ABcZkY1j8XEzp6Y32JZy950REb75ahmGEEJ8T0bSujwxMcXHx+fT09H4j+pjeo7i4OC49PT3Zez7YUPOnAu0nok3XaRfDMIMNtRrIyQEWLQLefx949NHevf/Zs1Jo+alTUsXyF18EQtTHkukTLPW3QwhxnIj+uRdtYXqZ9nZXAdpbeYd4U4AgRWHoEMvKREA9USaa3QJbJrJFNCDC8CyRYRiG6ft0p6r5dHTkxs0B8DcAX/SEUQzDDHAefRR4+WWpr/eCBZIY7w127wYef1wS2n/8I3D//b1zX6bX6KJa+aheM4QJCZ0KjAXKke6q3ZXaq93VrQGKi7m90f2mSQ3DMEz/48qVK8qZM2fe4j1/9OjRysTEREc4bOpJghXeIwBMIaImABBCZAP4ExEt7inDGIYZwCgUkqf5gQeAt94CfvKTnr2f1QqsXQvk5gIZGcB77wGjR/fsPZm+COevhBFyyAqMdSWmuyowBle7K3chMe92V75EdFTfqOfIMAzDSCQmJjq8q7IPZIIV3gkA5An5VtccwzDM9TFnjiSCX3gBWLwY0Ol65j7nzwMPPwx89hmwejXwq18BGnZjDVSEEPP97QLA2bQhgkjqAR20J7rOFdLt59GH0HuKZdVYz20hF9Ox3O6KYRiG6X8E+29rJ4C/CSH2ubYfBPBWz5jEMMygQAhgwwZg1ixg+3ZJFIea/fuBJUsklbBnDzDfnyZjBhBzAuzL7zUr+hl+e0bLF6/e0X5DulVeId0TZDnR/ip18yMRhmEYZoATlPAmopeEEAcA3Oma+hER/b3nzGIYZlBw113A3XdLAvzHPwYMhtBc12aTeoX/938DU6ZIRdzGjg3NtZk+DRH9KNw2hBuyA07vkG5Zyyuf82Y/FxNS+yq3cFaOBNTpXbS7MnBIN8MwDMN4051ALT2ARiJ6UwhxkxBiDBFV9ZRhDMMMEl56SQo537oVWLfuxq936RLwyCPAX/4C/OxnwKZNPRfGzvQ5fHThIAC1AI71x/9Z5ASoMci86PogqnRHelbhVo3zLaLbQ7tjOKSbYRiGYUJBsO3EfgmpsvktAN4EoAbw/wHgtiwMw9wY3/kO8OCDknf6Zz8Dhg69/msdPAj84AdSn+533un9VmVMX8BX2EQygOeEENlE9G4v23NDWD4Cri33s1Mjy3k2AuokP32jZWHegp9BMQzDDBiUSuXUcePGtTocDpGSktL6/vvvnzcYDM7etiMnJyd+zZo1te57m0ymlD179lTFxcU59Hr97WazuduR0klJSWmRkZEOhUIBlUpFpaWl5QBQXV2tnDdv3s2XL1/WJiUltX344Ydf3nTTTf2iArog6rrIqxDiFIDbAZwkottdcyVENLmH7bsuIiMjqaUlQClUpktEH4gTDOazyQwQSkuByZOlyuO/+lX3z7fbgexsKWT91luBP/wBuKVTdwomTAghzEQUGWYbjACOENGU3r73tGnTqKio6LrOtV8ALIf8hHTrOaSbYRimuwghPieiaTd6neLi4vPp6em1obDpepGL2rlz546ZMmWKOTs7uzqYc+12O1Sq0IQ0JSUlpRUVFZUPGzbMHsjGUFzzpz/96Qij0WjfsGHDlWeffTaxvr5emZeXd/lG7A81xcXFcenp6cne88G+21YiIiEEAYAQIqxfoBiGGWDceiuwaBHwyivAqlXA8OHBn/vNN8BjjwFHj0p54rm5gF7fY6Yy/RMiuir6whPFbqIaDUT583gzDMMwfYIPP8DImhqE9MtHfDzMDzyIr4I9fsaMGc0lJSURAPDqq68a8/LyEmw2m5gyZUrLzp07L6hUKuj1+tsXLVr0bWFhYXRubu5FnU7nXL169Siz2azQaDRUWFhYaTAYnCtWrBhx/Phxg9VqFcuWLatZu3ZtbX5+viEnJ2e40Wi0VVZWRqSlpZk/+OCDqg0bNsTX1NSoTSbT+NjYWPuJEyfO+BPN69evT9i3b5/RarWK2bNnX9u8efPX3X1fDh48OKSgoKASAJ544ok6k8l0C4A+Jbz9oQjyuPeFEDsADBFCLANwBMDrPWcWwzCDjuxsqSjaSy8Ff87//i9w++3AiRPA734H/Pa3LLoZnwgh/hVAfbjtYBiGYZhQY7PZcOjQoei0tLTWkydP6nbv3m0sKiqqqKioKFMoFLR9+/ahANDa2qrIyMhoqaysLDOZTC2LFi0au2XLlouVlZVlBQUFlVFRUc4tW7bExcTEOEpLS8uLi4vL33rrrZsqKio0RJwCXgAAIABJREFUAFBeXh6xbdu2r86ePXv64sWL2sOHD0etW7euJj4+3lZQUHDmxIkTZ/zZuHfv3uizZ8/qSkpKysvLy8tOnTqlP3DgQFSg1zVr1qxxkyZNmvCb3/wmzj1XV1enGj16tA0ARo4caaurq+s3lUiCrWr+GyHEPQAaIeV5P09Eh3vUMoZhBhdjxwI/+Qnw2mvAf/wHcPPN/o91OiWBnp0NjB8PHDkiec2ZQY8Q4h/o3C3aCOBrAEuCOD8TwFYASgC/JaKX/Ry3AMBuANOJ6PriyBmGYZgBQXc806Gkra1NkZqaOhEAMjIymlatWlW7adOmuNLSUn16evoEALBYLIr4+Hg7ACiVSixdurQeAEpKSnTx8fE2k8lkBgCj0egEgCNHjkRXVFTo9+/fHwsATU1NyrKyMp1Go6G0tLSWsWPH2gBg0qRJ5nPnzmmCtfXgwYPRhYWF0RMnTpwIAGazWVFRUaHLyspq9nX8sWPHKsaMGWO7fPmy6q677ho/adIki/exCoWiT6THBkuXwlsIoYSUF/evAFhsMwzTc6xfL3muX3gBeOst38d8+y2weDHw5z9L4enbtwNRAR+YMoOL+722CUAdEXVZ+MP1/24bgHsAXALwmRBiPxGVeR1nALAKwInQmMwwDMMw3Uer1TorKio8/kcRkVi4cGHdtm3bOoVfazQaZ1d53UQkNm7ceHHBggWN8vn8/HyDVqttf7CtVCpht9uDVr1EhNWrV3+zdu3aoPLix4wZYwOApKQk++zZs699+umnkVlZWc1Dhw61X7hwQT169GjbhQsX1EajsVNeeV+ly1BzInIAcAohYnrBHoZhBjPDhwP//u/A228Dp0933n/smBRaXlAgecbffptFN+MBEV3wWi4CgBBisRDiT12c/h0AZ4noSyKyAngXwAM+jvsvAL8CYAmp8QzDMAxzg2RmZjbm5+fHXr58WQVIVcDPnDnTyTM9efJkS01NjbqgoEAPAPX19QqbzYZ77rmnIS8v76a2tjYBACUlJdrGxsaAmjEyMtLR0NAQ8JisrKzGt99+O859XFVVldptozeNjY2K+vp6hXv8ySefRE+ePLkVAO67775rO3bsGAoAO3bsGJqZmRmgiWbfItiY+GYA/xBCHAbQ7jUgoid7xCqGYQYvTz8tebHXrwf27pXmnE7gN78Bnn0WGDMG+OtfgdtuC6+dTEgJdYi3EEIDYDaAxwDcB2APgO1dmJEEeIQLXgKQ4XXdKQBGEtGfhBBru7gewzAMw/QqU6dOtaxbt+7yrFmzxjudTqjVasrNzb04fvx4q/w4nU5Hu3btOvfkk0+OslgsCp1O5ywsLDyzZs2a2vPnz2vT0tImEJEwGo22jz766Fygey5ZsqQ2MzNzfEJCgtVfnvf8+fMbT58+rZs+fXoqAOj1eueuXbuqkpKSOnmsL126pJo3b14KADgcDrFgwYK6hx56qBEAXnjhhW/mzZs3dvTo0XFJSUnWffv2BbStLxFsOzGfeXFE5CcWNLxwO7Ebpy/kS3A7sUFMTg7wy18Cf/ublPu9ZAmQnw889JBUQC2GA3D6E121E3OFeJ+BLMQbwPf9hHj/CYAGwEpfwlsIcS+A7wO4F8AnAN4D8AoRJQdh50MAMonoJ67tHwDIIKKVrm0FgP8FsJSIzgshjgL4Tz92LAewHABGjRo19cKFC13dnmEYhukFBlI7MaZvcl3txIQQo4joYl8V2AzDDFDWrJFai/3bvwE1NVLLsFdeAVas4MbFA5P2EG8AEEK4Q7zLvI5zh3gH8jQfBPB/AGYQUZXreluDtOMygJGy7RHwbFFiAHArgKOuh5OJAPYLIeZ6i28ieg3Aa4DUxzvI+zMMwzAMM0DpKtT8AwBTAEAIsYeIFvS8SQzDDHoMBuCZZ6Tq5qNHA8ePA9Onh9sqpucIZYj3FACPAjgihPgSUp62Mkg7PgMwTggxBpLgfhRSqDoAgIgaALS3NAnk8WYYhmEYJjBXrlxRzpw58xbv+aNHj1YmJiY6wmFTT9KV8Ja7lgL09mEYhgkxK1cCQ4cCc+cCsbHhtoa5MVRCCLk4fc3lEQ4KV4j3JgBLuzqWiE4BOAXgF0KIOyCFnauFEAcA7At0XyKyCyFWAjgESay/QUSnhRA5AIqIaH+wNjMMwzAME5jExESHd1X2gUxXwpv8jBmGYXoWjUbK7WYGAvYu8ulCFuIth4j+AuAvQohVAO6G5MEOKPiJ6CMAH3nNPe/n2JmBrsUwDMMwDOOmq3Zi6UKIRiFEE4DJrnGjEKJJCNHYxbkMwzAMEwztId6uauSPAmj3LhNRAxHFEVGyq0jaXwH4FN0uj7V7PMl1vpOI/kxEj/f0C2EYhmEYhvFFQOFNREoiiiYiAxGpXGP3dnSgc4UQI4UQnwghyoQQp10eBwghjEKIw0KIL1zrWNe8EELkCiHOCiFKXPl87mstcR3/hb8K6wzDMEz/hIjsANwh3uUA3neHeAsh5nbzcnJx/XaobGQYhmEYhrkRgu3jfT3YAfwHEZ10tYD53NUHfCmAj4noZSHELwD8AsDTALIAjHMtGQDyAGQIIYwAfglgGqRw98+FEPuJqL4HbWcYhmF6kR4K8eYS+AzDMAzD9Am6CjW/bojoGyI66Ro3QfJiJEFqEeNuT/YWgAdd4wcA7CSJvwIYIoQYBuA+AIeJ6KpLbB8GkNlTdjMMwzD9miFCiHlCiAUAooUQ8+VLuI1jGIZhmFChVCqnpqamThw3btykrKysm5uamnpM2wUiJycnXn5vk8mUUltbqwQAvV5/+/Vcs7a2VpmZmXnzmDFjJt18882Tjhw5EgkA1dXVyjvuuGPc6NGjb73jjjvGffvtt8F2Lgk7vfLDEUIkA7gdwAkACUT0jWvXFQAJrrGvdjJJAeYZhmEYxptCAHMB3O8az5Et94fRLoZhGKabkBOwNwCWi0BLKdBwTBozElqt1llRUVH2xRdfnFar1bRx48abgj3XbreHzI4dO3YkNDc3t+vKgoKCs3FxcTfUDmz58uUj77333saqqqrTZWVlZbfddpsFAH75y18OmzlzZtOFCxdKZ86c2fT8888n3qj9vUVPhpoDAIQQUQD2AFhNRI2uirQAACIiIURIqqULIZYDWA4AGo0mFJdkGIZh+hlEtDTcNjAMwzCeEAHOFklE2xsBR4Nr7FocjYD9mte+Rmneu69S0kogcWk4XoV/Ct7CyKtfQx/KaxqHw2xa4uF8DMiMGTOaS0pKIgDg1VdfNebl5SXYbDYxZcqUlp07d15QqVTQ6/W3L1q06NvCwsLo3Nzcizqdzrl69epRZrNZodFoqLCwsNJgMDhXrFgx4vjx4war1SqWLVtWs3bt2tr8/HxDTk7OcKPRaKusrIxIS0szf/DBB1UbNmyIr6mpUZtMpvGxsbH2EydOnElKSkorKioqHzZsmIe6X79+fcK+ffuMVqtVzJ49+9rmzZu/9vVa6urqlCdOnDDs3r37PADodDrS6XQOADh48OCQgoKCSgB44okn6kwm0y3w7ITSZ+lR4S2EUEMS3buIaK9ruloIMYyIvnGFkte45v21k7kMYKbX/FHve7l6s74GAJGRkdz6jGEYZhAihNhCRKtd41VEtFW273cszBmGYa4fIsDZ6imU7Q0usdzoR0S75hHA/6mIBFQx0qKMBvTDZdsxgCq6Y6zluNdO2Gw2HDp0KPree+9tPHnypG737t3GoqKiCq1WS4sXLx61ffv2oStXrqxrbW1VZGRktLz++uuXLBaLSElJuXXXrl3nTCaT+erVq4qoqCjnli1b4mJiYhylpaXlra2tYvr06alz5sxpBIDy8vKIU6dOfZmcnGybOnVq6uHDh6PWrVtXk5eXl1BQUHDGW2jL2bt3b/TZs2d1JSUl5USEu+++O+XAgQNRWVlZzd7HVlZWaoxGo33hwoXJZWVl+smTJ7e8/vrrX0VHRzvr6upUo0ePtgHAyJEjbXV1dT3uSA4VPWaokFzb/y+AciLaJNu1H8ASAC+71h/K5lcKId6FVFytwSXODwHY4K5+DuBeAM/0lN0MwzBMv+ZfZOMlALbKtif3si0MwzB9EiLAafHyLnt5mj280bIx2fxfV6FzCWXXoh7rKahVMb4Fteg30sk33fFMh5K2tjZFamrqRADIyMhoWrVqVe2mTZviSktL9enp6RMAwGKxKOLj4+0AoFQqsXTp0noAKCkp0cXHx9tMJpMZAIxGoxMAjhw5El1RUaHfv39/LAA0NTUpy8rKdBqNhtLS0lrGjh1rA4BJkyaZz507F3SY8cGDB6MLCwujJ06cOBEAzGazoqKiQudLeNvtdlFeXq7funXrxbvuuqvlRz/60cj169cnbt261cNDrlAoII+m7uv05Mf8nwH8AMA/hBCnXHPPQhLc7wshfgzgAoCHXfs+AvA9AGcBmAH8CACI6KoQ4r8g9XkFgBwiutqDdjMMwzD9F+FnzDAMM+Dw8EB7C+UbENBC6xLI0ZJA1o327X12H6MaAigNgELbe6+d6cjxls8RkVi4cGHdtm3bOoVfazQap0oVWP4Rkdi4cePFBQsWNMrn8/PzDVqttj2qWKlUwm63B/1/loiwevXqb9auXVvb1bHJycnWhIQE61133dUCAI888kj9yy+/nAgAQ4cOtV+4cEE9evRo24ULF9RGozF0yeo9TI8JbyI6Bv9femb5OJ4ArPBzrTcAvBE66xiGYZgBisIVIaWQjd3/i/pN5VOGYQYXPnOgm3x7oT2EdQNAAWSH0HoKZZ8COtrLKx0tea6Z/klmZmbj/PnzU5599tnqpKQke3V1tbKhoUE5fvx4q/y4yZMnW2pqatQFBQV6k8lkrq+vV0RFRTnvueeehry8vJvuv//+Jq1WSyUlJdrk5OQAj2mAyMhIR0NDg2LYsGF+j8nKymrMzs4evnz58qsxMTHOqqoqtUajoaSkpE6f4FGjRtkTExOtxcXF2vT09LY///nP0bfccosFAO67775rO3bsGLphw4YrO3bsGJqZmXntOt+qXqefB3YwDMMwjAcxAD5Hh9g+KdvH9T8YhulRyAE4mry8zbJcZ1/eaEejJLID5kBHyARyNKAb01ksd/JGG1hAD0amTp1qWbdu3eVZs2aNdzqdUKvVlJube9FbeOt0Otq1a9e5J598cpTFYlHodDpnYWHhmTVr1tSeP39em5aWNoGIhNFotH300UfnAt1zyZIltZmZmeMTEhKsJ06cOOPrmPnz5zeePn1aN3369FQA0Ov1zl27dlX5Et4A8Morr1xctGjRzVarVYwaNartnXfeOQ8AL7zwwjfz5s0bO3r06LikpCTrvn37AtrWlxCSo3lgERkZSS0tLeE2o1/TF/IlBuJnk2EGI0IIMxFFhtuOcDFt2jQqKioKtxkMw3QDp9WHSA4koF1rR1Pg67YXEYvuENJu4dxJRMuOU3DDnpAhhPiciKbd6HWKi4vPp6endxk2zQw+iouL49LT05O959njzTAMwwwohBAqAFkAUl1TZQAOEQUKyGQYZqDRHr4t9y43+RbMcs+zo0EqPOYXhZTP3J7fHAvokjvm2sWzzEPt9kD39yJiDMNcP/zrzzAMwwwYhBBJAP4XwDcA/g4p5Px+AJuEEP9KRD57hjIM03dp9z57i+Wu1l2Eb7vzn90CWTsC0LvFs7eIloVxK/SAUPTayx/QOB2AtRVoawFarwHmWqC1XlraGgBrI2BrBmwtriJyFmDkvwJTfxRuy5lQcOXKFeXMmTNv8Z4/evRoZWJiYoDf3v4JC2+GYRhmIPESgDwi2iKfFEI8CeD/gdRijGGYXqY999ldMKzJt1j2yI92rQN6n4UkkpUywawfFkA8Gzj/OdQQATYL0GYGWptc4vkqYKkHLA2ArRGwNgH2FsBuBhytALW5qqrbAYVTWgIlORIAoQbUGkAMODk2eElMTHR4V2UfyLDwZhiGYQYS3yWipd6TRJQrhKgMgz0MM2DoFLot8yy3i+YG3+LZ0alTryft/Z8NklDWjgD08pBtP2tlFHufQwER4LBJnmdLM2CuA8xu8XxN8jy3i+cWSTw72wCyArADwiWeFV2U5yEloFRLbccUMYAqAlBFAeooQBsjLRGxQIQR0MdJ2+oo6Tj+OTP9HRbeDMMwzECiNcA+c69ZwTB9FCLAafYjkv0JaNkaTv/XFipP8ayO66i+rTT4EdAGLh4WSuw2wOryPLfWA621Ugi3XDzbvMVzGwBbh3gW1IX3WQAKNaDUSsXilHpApZcEssYgiWVdrCSg9XGAbog0r44CFKw8mEEMf/wZhmGYgUSMEGK+j3kBILq3jWGYnqDd89zkIzzbe062DibvGcoOMaw0AKohgHakSygbvISzl5hW6IA+0BSl32O3SmHblmYpZLu1ThLRlgaZeG7uCNtu9zzbpDDsoMWzyiWeIwClsUM8qw2AJhrQub3PcYDe2CGeldreeicYZmDBwpthGIYZSBQAmONnX2FvGsIwgSCnFH7dSSwHEs7ucTO6FM/KKE+xrE3yEssGHwLaIHkwWTzfGESAvc0lnpuksO3W+o6cZ2sjYHN7nn2J5+54nlWAUiM99FAMcYnnSEk8a6MB7RDJ46w3SgJaG90hnvvMz5kIMJuBxkagoaFjHWicmwsMHx5uyxmmW7DwZhiGYQYMRMS1bplew2nz9CR7jF0CWZ7jLBfQjmZIFaP8ofQUzt6eZ6WBxXNP4nRK1batZqC1QRLP7nxnS4MknNtznlulAnDXlfPsDtvWeHqeVZGuvGdf4tkgCes+IZ5tts6CWb4ORkw3NgL2bnZ7fO45Ft4AlErl1HHjxrU6HA6RkpLS+v777583GAwBEkJ6hpycnPg1a9bUuu9tMplS9uzZUxUXF+fQ6/W3m83mv3fnesXFxdpHHnlkrHv70qVL2p///OeXn3/++Zrq6mrlvHnzbr58+bI2KSmp7cMPP/zypptu6hcl9wRRF38R+iGRkZHU0tISbjP6NSLsf8mBgfjZZJjBiBDCTESR4bYjXEybNo2KiorCbQbjA498Z2+vc5OXl9nL49xltW242lXJw7YNXuHZUf69zxy2feO4850tzYC5HrBcdXmevYqF2cwdraqcLq9zsNW2AYAUUsVtoZWKhikjOjzPGnfY9hBX3rOxj4RtOxxAc3PXQtnfnHvdGqisRg9y9ChgMl3XqUKIz4lo2o2aUFxcfD49Pb32Rq9zI8hF7dy5c8dMmTLFnJ2dXR3MuXa7HSpVaHywSUlJaUVFReXDhg3r9ATleoS3HLvdjsTExPS//OUv5ePHj7f+9Kc/HWE0Gu0bNmy48uyzzybW19cr8/LyLt/YKwgtxcXFcenp6cne8+zx7qP0BeHLMAzDMH0dpy2AYA6wHVTINlzi2NCx6EZ3zHUK3fYaKzgX9obw8Dpfc+U7X5U8zm2NHT2e7WZXyLa31znYfGcAUEnVttXugmERgFrvynd2hW3LxbMu1iWeI3u5YJjTKQlmb0EsX7znfAnppqZeNDoIdDogJgaIjvZc+5ubMCHcFntQvBUjGy9AH8prRo+GOX0Vvgr2+BkzZjSXlJREAMCrr75qzMvLS7DZbGLKlCktO3fuvKBSqaDX629ftGjRt4WFhdG5ubkXdTqdc/Xq1aPMZrNCo9FQYWFhpcFgcK5YsWLE8ePHDVarVSxbtqxm7dq1tfn5+YacnJzhRqPRVllZGZGWlmb+4IMPqjZs2BBfU1OjNplM42NjY+0nTpw440+Ir1+/PmHfvn1Gq9UqZs+efW3z5s1fd/W69u/fHz1q1Ki28ePHWwHg4MGDQwoKCioB4IknnqgzmUy3AOhTwtsfLLwZhmEYhgkbZHd5kJs9vc7t276Esyw3mtoCX19oPL3NqiFSqyqPkG3vscsTrYwEhLJ33oeBCDkBmzzX2dWeqs1VZbvNXSSsRSacLZJwJhsAR/e8zgq1q1VVhLS05zu7Q7ZjpLBtfSwQMdTVqiqyl1pVORyS2PUWyV0t3iK6qUkK1egrKBS+xbGvtVw4e+/T+C5r73QCbRbAIluGxAKxsb38Ovs4NpsNhw4dir733nsbT548qdu9e7exqKioQqvV0uLFi0dt37596MqVK+taW1sVGRkZLa+//voli8UiUlJSbt21a9c5k8lkvnr1qiIqKsq5ZcuWuJiYGEdpaWl5a2urmD59euqcOXMaAaC8vDzi1KlTXyYnJ9umTp2aevjw4ah169bV5OXlJRQUFJzx5fF2s3fv3uizZ8/qSkpKyokId999d8qBAweisrKyAjYbfOedd4wPPfRQnXu7rq5ONXr0aBsAjBw50lZXV9dv9Gy/MZRhGIZhuoMQ4g4AyZD9ryOinWEzaIBCDpcQ9iOWO801e4poZ1dN3tyFwtwe5SipTZVcLHuEcXtts9f5+iGShLM7XLu9uvY1oK1BCtW2NncO124XzvYOj3Mwuc5ur7NCCygMrh7Pbq+zSzzrYl2eZ6NUcVsTJeVDK9U99CZYrdcnmL3Fc19MgTQYAgtk+dhg6CyYY2IAvT5gTgQ5gbY2T+HcvtQArRelsbe4di9tPh6szbobmDGjB9+X66A7nulQ0tbWpkhNTZ0IABkZGU2rVq2q3bRpU1xpaak+PT19AgBYLBZFfHy8HQCUSiWWLl1aDwAlJSW6+Ph4m8lkMgOA0Wh0AsCRI0eiKyoq9Pv3748FgKamJmVZWZlOo9FQWlpay9ixY20AMGnSJPO5c+eCbgR48ODB6MLCwuiJEydOBACz2ayoqKjQBRLeFotFHDlyJGbTpk2XfO1XKBT9KkqYhTfDMAwz4BBCvA1gLIBT6AgmJgAsvL2Qe5z9CWeP+WZPD7SzKz0hZOHarrV2BKCXbbd7mb29zgZAEfh7PRMAt8fZ2gq0NrpCtesl0exXOLv6OndbOAPtwllopH7ePnOd3V5noySe3eHaIS0URiQJXW9PsS9R7GtePmfpIpE/HERFdRbHgba9RbN7TtG1m9/pTzhXA5YLMoHcDeHsjVYrRZq7lyFDgIgIQKvznHcvQ40heA8HCFqt1llRUVEmnyMisXDhwrpt27Z1Cr/WaDTOrvK6iUhs3Ljx4oIFCxrl8/n5+QatVtv+l0CpVMJutwf9W0tEWL169Tdr164NOi9+9+7dMRMnTjSPHDmy3ZM+dOhQ+4ULF9SjR4+2XbhwQW00GrtZmS98sPBmGIZhBiLTAEykQVCl0Wn1I5KbO897hGu3BOlxdgtnmTDWJnkK6XYPc1Rnr7NC3wthvAMUp0MSzW1mwNIoeZwtDS6Ps1c/Z48c5zbpgUoohbM6ShLO7lznCJfHWRvtEs4RNyiciQBLm6fo9Tfual9zs6QY+xpyUexv8RbPbtHs3hcVBSiDz3+w271EcRtgueRbLPsS2FZr1/fwJZy9xbJWB+i0gC4CiJDNa7RB6X+mG2RmZjbOnz8/5dlnn61OSkqyV1dXKxsaGpTuHGk3kydPttTU1KgLCgr0JpPJXF9fr4iKinLec889DXl5eTfdf//9TVqtlkpKSrTJycm2QPeMjIx0NDQ0KIYNG+b3mKysrMbs7Ozhy5cvvxoTE+OsqqpSazQaSkpK8iuc3333XePDDz98VT533333XduxY8fQDRs2XNmxY8fQzMzMa0G+NWGHhTfDMAwzECkFkAjgm3AbciO0ngPq8n0IZ9k2dfXFWNkhnN3h1+rRnsK5k2iOYuF8oxABDpskmttaOrzN7YXBGjq8zXaz1JKqPUzbFaotHC7RHEyOszxUWwMoojoLZ61BymvWDZFEsy4Uwtkdil0tE8De62DnbAG/24cHpTI4wexrkYvmqKhuK0wi6e1tF8nXAMsVl3j2Es6+RHNbW9dduoRwCWOZeDYaZWLZvWh9e59ZOPc9pk6dalm3bt3lWbNmjXc6nVCr1ZSbm3vRW3jrdDratWvXuSeffHKUxWJR6HQ6Z2Fh4Zk1a9bUnj9/XpuWljaBiITRaLR99NFH5wLdc8mSJbWZmZnjExISrCdOnDjj65j58+c3nj59Wjd9+vRUANDr9c5du3ZV+RPejY2NimPHjkW/9dZbF+TzL7zwwjfz5s0bO3r06LikpCTrvn37AtrWl+B2Yn2U/pSv0FMMxM8mwwxGwtFOTAjxCYDbAPwNQHuwIxHN7U07gBtrJ3bt/4AvfyETzfKQbS+hrPKed4dq36gncpDi9jZbWiSx3J7bfM0Vot0EWFtkfZzdYdrXkd8MyFpSudpSKXUdlbVVkVIuc3uodkyHx7k9x7k7odptLs+ye3GLX3/COdA6mFjicKDXd4hfX4LYn1D2Fs0R1/8LZLd1eJnb5B5nt2iWjeXC2T1ua+u6jppK1dnj7N7WBhDN7n0azeD7+zCQ2okxfRNuJ8YwDMMMJrLDbUAoiJkBTDkebiv6H04HYLW4vM2NHaLZ0tAhmm1NUl6zvJq20y2abYBwBteKCnB5m5VeYdou4ayKlDzKWnk/5xhXVe1ol3DWd9GSiggwmz3FckMT8FWj55w/Ee09DiZ+OByoVMEJYn8C2r1tMEjXugEcdpdgvtpZOAcrmh1dtKoDOovlIUO8hLO2s1jWyfaHqA0zwzC9AP+6MgzDMAMOIioItw2hYLB5ooDOec0WX6K52Us0t7lEs6x/c9Ah2gCgdLWi0kih9QqdrKJ2pGcv54ghHf2ctYYA3mabrbModi/VPgSzr8UtlvtqzjIghWLLBW8ggRzoOINBUpwh+NDb7UBbs6dIDrSWi+VgQ7QByVvcLpK1QGQkMHSoNNZ6CWS3YJaPNRpO4/DGSYDFCrTKFovNc3vcMGBsQrgtZULBlStXlDNnzrzFe/7o0aOViYmJQTy66l+w8GYYhmEGHEKI7wJ4BcAEABoASgAtRBQdVsMGOHabJJqtLUCrq1ezpdFVQbvRldNsBmyu8GxHa4dohk0qCHZdolklE81al6c5QsprdlfU1rrCtN04H2KZAAAgAElEQVSFwbQGQBUFqHQu8eNwSALXLXrl43bBHIRYdi99NQQbkNykBoOn6PUnjrta63Qhe0JEBNitfoSxjzlfgtliCc7TrFZ7epojIqTe0HLR3Ekwy+a0nNvcCYfTUyC3Wr1EtM3HnA+R3RUPTmfhPVBITEx0eFdlH8iw8GYYhmEGIv8D4FEAf4BU4fyHAMaH1aI+jLztlKVRVgTM5WVua5LEss1VCMwtmD1ymh3dDM8GAJWXaNZJIdreBcHcuc26mI5K2iqdAypHM0SLH6Hs3q5rAi742SdfzF2Vdw8zOl2HQPYWzIFEtK9jQyiW3TgdMoHsQzD72icXzO4lGMe+Vtux6HRSOrfRKJv3JZblay2gCL4w+ICHCGize4piby+zJYAH2r3YgnjgoVICERrPJToC0Gk6z/tb1PyzY/opLLwZhmGYAQkRnRVCKInIAeBNIcTfATwTbrtCidtDKPcyt9a7qmY3dhbM7V5ma0fLqe5WzwY6V9AWER2CWRXRWTRrY4CIKCsiVE3QoAkqRzOU1iaIFh8eZvf6Gx9z8nFra0+/vTeGQtFZGPsTzF0dFxUluWh7AHICVpt/cexLLPsSzMEUJFcoPEOztdqOnGa3YNZqO4tl+ZyWw7PbIQLsjg5vsi/RbPHaJ9/fPmfruogbAOjUkvB1i+RIHRBnCCya3ee4z2PRzAxmWHgzDMMwAxGzEEID4JQQ4teQ2or1u6/rlz4HyvdJYtlh8fQwtwvm7lTOBtq9zEItVTxXDJGJZpenWRPphE7TAp2qCRGqZuhUzdCgCWqnJJgVlubOYrmxCfhatu0tmvtiqyhvoqI8xa/3dneWG6iGHQztgtmXKG7z3Pbe770Eg9zLrNV2hGZrtDJh7OVV9h6rVIOzboE37YJZJoA9xLCPebdg9hbQjiAiBOReZrcQvinac7tdPHtvuxatikPrGeZGYeHNMAzDDER+AElorwSwBsBIAAvCatF1cO1LoK3YM5dZuCpnKwwuwawjaNRm6FTN0KqaoVM2QaNohk7RDK2iGRo0Q+VohsLaBEVrM0SzTBjX+xDJzc1Af2jJKYQkjAOJZX/7fAnqyMheURZOB9Bm7RC9Vn9i2Wv/9QpmdwEw+eKuY6bVec7rtJ3nuQhYB0SA1d5ZJPsSzh5z1ymYlQpPj3GEBoiNBIbFdhbSOj+iWatmLzPD9BVYePuB+2gzDMP0X4joghAiAsAwInoh3PZcF/X1mFSYjYnGZgizKyz7anOHOHaL5ZaW4OJEw41S6V8Ud2fsXuv1veaCI5Ic9p1EsDV4oWy1Bh+SDXQWy1qtFH2u8THvIZpli4YLgAHoKPpl8SOIu9puHwcZkq1WSuK3XRSrAWOUtNb5Eczyefecmr+lM12gVCqnjhs3rtXhcIiUlJTW999//7zBYOj1Fgg5OTnxa9asqXXf22QypezZs6cqLi7OodfrbzebzX/v7jVfeOGF+LfffvsmIQRSU1PN77333nm9Xk8VFRWahx9++OZr166p0tLSzHv27KnS6XT94J8gIKg//LPuJpGRkdRyg0/rWXiHn4H42WSYwYgQwkxEkb18zzkAfgNAQ0RjhBC3AcghorldnJcJYCukKui/JaKXvfY/BeAnAOwAvgXwOBFdCHTNadOmUVFRUfdfxLffAvHx3T8vVERGeopdb+Hb3X0hahUVLERSL2a3OLZ6iWWrDwHtSzS7BXMw/5LcOcy+Fg/BrOmY6ySYdYBGzR5mp9Oz4Jdb+Hp7lOX7Wq1Am3zt2h9M0S9A8g67RbBcNPsSxf7mdGoptJvpuwghPieiaTd6neLi4vPp6em1obDpepGL2rlz546ZMmWKOTs7uzqYc+12O1QhagSflJSUVlRUVD5s2LBOjfiuR3hXVVWpZ8yYkVpZWVkaFRVF3/ve927OzMxsePLJJ+u+973v3fzggw/WL1++vP6xxx4blZ6e3vr0009/G5IXEiKKi4vj0tPTk73n+VkawzAMMxDJBvAdAEcBgIhOCSHGBDpBCKEEsA3APQAuAfhMCLGfiOStTv4OYBoRmYUQPwPwawCPhN58SII1WCIiOgtg7yWQSPYe91LYtTdErh7MbhFs9RTMvsZWq2+hHGyFbMAlgr1Cst3PCjQa38LZl2hWDvIcZodTEsBtMo+xv7ElwP42myS6g0HuXXaL5SGRMlHsLZJl23KhrVUDikH8s+tL2JxAq11azPaOsXt73BBgTB9rDHk+ByNbz0IfymtGpMCc/Dy+Cvb4GTNmNJeUlEQAwKuvvmrMy8tLsNlsYsqUKS07d+68oFKpoNfrb1+0aNG3hYWF0bm5uRd1Op1z9erVo8xms0Kj0VBhYWGlwWBwrlixYsTx48cNVqtVLFu2rGbt2rW1+fn5hpycnOFGo9FWWVkZkZaWZv7ggw+qNmzYEF9TU6M2mUzjY2Nj7SdOnDjjT4ivX78+Yd++fUar1Spmz559bfPmzV/7ez0Oh0O0tLQotFqto7W1VTFixAib0+nEp59+avjwww+/BIDHH3+8Ljs7e3hfE97+YOHNMAzDDERsRNTgFb3Ulc/yOwDOEtGXACCEeBfAAwDahTcRfSI7/q8AFofGXB/odMDmzf7FtHsuMlIK4w4TTqckdj2EsvdaNnYLY7lAlo+DDXaSC2X3ODLSj1iWb8tEs0Y7uL3LRJI32JcA9vYyu8dtXt5l+THBepZVSknwamVe4ugIICLGJYY1nb3Pci+0fJ9ykP7s+hJEQJujs0hu9ZrrtF8+5+jYtnfxwOyHqX1PeIcbm82GQ4cORd97772NJ0+e1O3evdtYVFRUodVqafHixaO2b98+dOXKlXWtra2KjIyMltdff/2SxWIRKSkpt+7ateucyWQyX716VREVFeXcsmVLXExMjKO0tLS8tbVVTJ8+PXXOnDmNAFBeXh5x6tSpL5OTk21Tp05NPXz4cNS6detq8vLyEgoKCs748ni72bt3b/TZs2d1JSUl5USEu+++O+XAgQNRWVlZzd7HjhkzxrZixYorY8aMmazVap133nln4/z58xu/+eYblcFgcKhdXR6Sk5Ot1dXVmh57Y0MMC2+GYRhmIHJaCPEYAKUQYhyAJwH8pYtzkgAP78IlABkBjv8xgAM3ZGUghABWrw75ZT3ylbsSzH7EsnwdbM6yEJ09yxqNp2dZ40Mk+xoPZrFsd3QWwZ2Eso85b5Hs3nYG+6BD5ekx1qklz7L3nM6HWPYecyh2eCHy9Cq7RW+nRSaGLd7CWXaOxQ4Em1QcoQQiVB2LXgVE6z23uxpH90GZ1R3PdChpa2tTpKamTgSAjIyMplWrVtVu2rQprrS0VJ+enj4BACwWiyI+Pt4OAEqlEkuXLq0HgJKSEl18fLzNZDKZAcBoNDoB4MiRI9EVFRX6/fv3xwJAU1OTsqysTKfRaCgtLa1l7NixNgCYNGmS+dy5c0H/NA4ePBhdWFgYPXHixIkAYDabFRUVFTpfwvvbb79V/ulPfxpy9uzZfwwdOtQxe/bsm1999VXjvHnzGm/k/Qo3LLwZhmGYgci/A3gOQBuAdwAcAvBfobq4EGIxgGkATH72LwewHABGjRp1Q/fyJZStVi9x7EMoy8Wx9zhYr7JaLfMeazqHYMs9yPIQbF9rlXpwhmHbHF4COYBg9t7fLpLtHWK5K2+gG4XwFLta13qIviO0Wqf2L5w9wrC5lVRYIQKsTkng+hLKFi/PssWXmPbadgT7N0AhiV2dskP8GjRAvJcY9hbU3uLafQ0O5w8tWq3WWVFRIU+HAhGJhQsX1m3btu2y9/Eajcb5/7d37/FRVffawJ/f3HPjEgIEAhIgBEgIAQJi1WO0qA2CaKGcqnhrFXqRArFy3taDN7TWnhbFWEXU0vcEc0o1XooIWHgtpNqWQ6AQQS6CXDQlXEMCTG6TWe8few/Z2ZkJE8hkMszz/XzmM3vWvsyazZCdJ2vttS50X7dSShYtWnR42rRpzULuqlWrEpxO5/lvjtVqhcfjCfpfVCmFefPmHZk/f/4F74v/4IMPulxxxRV1ffv29QDA7bfffvpvf/tb/A9/+MNTZ86csTY0NMBut+PgwYOO3r171wdbh3Bj8CYiosuOUsoNLXj/Zxt2K4c27ZhPP72sGRG5UT9urlLK76ROSqnXALwGaIOrtaEOzezeDfxxRfDb22yGUKwH5dhYoFu3wIH4/LOpzOGIvrCllBZyjQG41dAcxHMw00YBelA2BGRfN+wuMU2v/YVlp81/kLZZo/MPHZ2BV2lh+HwINgRff+G51k+QNgfmYHsm2EQPuaZAnOgKMiAb1rtsWvCmyJKXl1c9derUtEcfffRoSkqK5+jRo9aqqiprenp6s4A6cuTI2mPHjtk3btwYm5ub666srLTEx8d7b7rppqolS5b0nDx58hmn06nKysqcqamprfZtiouLa6yqqrL06dMn4DYTJ06sfvLJJ/vOmjXrVNeuXb0HDhywOxwOlZKS0qJ7empqav3WrVvjz5w5Y4mLi/N+/PHHCTk5OW6LxYKrrrrqzO9///vus2bNqly2bFmPyZMnn77ok9XBGLyJiOiyISIrW1t/gVHNNwMYog/CVg7gDgB3mY4/GsBSAHlKqWOXWN0LSuoBXHddUxBuNSjbAUsUdeE1359sDsl1npZBuNk2nqbWZF9ZfcOFBwLwsVmawrEv/DZrUbb5D8aBnu0MymHhuz/ZF3Jrjc+mENzasrGVuS7Ie90BwGExBF099MbbgZ4xTa+NrcouWyutzFbO2U1ATk5O7YIFC8onTJiQ7vV6YbfbVUFBwWFz8Ha5XKqoqGj/nDlzrqitrbW4XC5vSUnJ3vz8/BMHDx50ZmVlDVdKSWJiYsPq1av3t/ae991334m8vLz03r1712/atGmvv22mTp1avXPnTte4ceOGAUBsbKy3qKjogL/g/c1vfvPcrbfeWjly5MjhNpsNmZmZ7ocffvg4ACxatOjr7373u4OfeeaZlMzMTPfcuXPDOrJ8W3A6sQA4nVj4XY7fTaJo1JHTiYnIcWj3af8BwCYAzUdXU2rjBfa/BcBiaNOJLVNK/UJEFgIoVUqtFJH1ALIAHNF3OXyhKcouejqxy4hXAfUeLdi2FoiN64xlflugPcF3mRdDa7LT1noIvlBA9h2D9yl3vEY9JNd6TAHZV9YYOCDXBgjLtY3B/7HFIs0DrzkYu/RgHGtYbra9+bWVg8OFw+U0nRh1TpxOjIiIOq12nD87Gdp0YHdCa63+EMAflFI7g6mHUmo1gNWmsscNyzcG+5kikVLa4F2+sGsMvuZgXN9KSG62TxumhgICh+SusS1Ds9+gbGhp9q1na3LHanZPsv59MobkugBh2d9rY+tzfbAjeCFwSE4ytCQbg/P5oGwKzC49MMdatV4O/B4R0cVi8CYiorBqz/mzlVKNANYCWCsiTmgBfIOIPKWU+m2oP0tHCSYgG599Ibne1IJc72efYO8lBbRAawzIvke8q2ULscMXiv20MBtDM+9N7ji+bta1jc2Drzkg1xm6UJtDsnk/33MbMvL57tYuW/NQ3N3pPxC7rM1blM3buKzavcn8HkU+pYA6BdR6AXcjUOMFutuARHu4a0btoaKiwnr99dcPNZdv2LBhT3Jychtu2ogMDN5ERBRu7Tp/th64J0EL3akACgC81+617gBfHAHe3+w/WLflbhzfCNfNArKteStyiwBtWnaYWpYdNnaT7Sgeb8uwW2cIxy0CsL8w7Ge5rg3drAEtIDv1YOw0BGRfK7I5DJ/fztByHGPYzqWvtzIgRzyP0u9x9xoebXztbtQCtnnZ/EecOSnAvclh+ZjUzpKTkxvNo7JfzkIWvEVkGYDJAI4ppUboZYkA/gjtF6GDAP5dKVUp2g3VLwK4BYAbwP1Kqa36PvcBWKAf9hml1H+Hqs4AgFOngIcewl3QJmetDOmbERFFBZuIGG9yfk0f9dun3ebPFpFCACOgdRd/Sim14+Kq3DlYRAu3ifFa0DWHYGOZOSwb1/F+5NBr8JpCsCkU1xmCb505RAcIxb5g7WnjkCe+EOzUg64vJHd1GEKvtXkLsy8g+/Yxb8P7kSOfR285rmkE3HqorfUTgM1l/sKwOTg3tPU7agFijA8rEGsBuund+s3rfMuxVmBITGjOD1GohbLF+/8C+C2AQkPZzwD8P6XUcyLyM/31/wEwEcAQ/TEewBIA4/Wg/gS0uVIVgC1698PQ5eG9e4GPP0YRtBsJPwHwgf74ImRvSkR0WfO0x0A2wIXnz4bWEn4OwFwAcwwDZQoApZTq0h716CiDk4GHJ4e7FpcHr6FbdZ2fUNxaGD6/3hCKzcvBzovs42s9NgZbl03vXh3bstxpbRmEzeUxVsDBuZIjllcBdaawawzCzUJvgPJaQyiuNR2nreHYKXpANgRflwVI1MOxK0A49r12WbQwbX7tsvA7StEpZMFbKVUiIqmm4tsAXK8v/zeADdCC920ACpU2jPU/RKSbiPTRt12nlDoFACKyDkAetNFqQ+Oqq4AjRzDeasWtAKYAWKQ/9gBYCS2E/w3AZXfjAbRRif4NwDUA/gNAxMxIT0SRrD3nz2abXITyjVhdZwjGxqBsDsjGe5PNwdlfUG7LwFyA9pcaX6h1GsKu06pN9+QLwE5/IdjUcmwuZ/fqyORVzcOs8bnWTxD2+9zYfJ8a0zHayheGjc8xVqCXo2Uw9tfK3FoZv6NE7auj7/HurZTyTcFSAaC3vuyvm2FKK+UtiMgsALMAwOFwXFotLRb8L4D/BfAYgCsA3Ko/5gKYD+AktH6OH0Abxaf60t4xbIZAC9q+x2C9/CyA1wEENQwwEdGl6XTzZ1NzvlGqzQHYF45bBONGU4g2ldd6WpY3XETocBqCr3G5m7PlOmM4Npc3C9a+bTg4V0RRCqhX/sNwoFAcaFtza7LvUXcRs5yaW419obabrXlQNoZnYxh2tRKQncLvKFEkCdvgakopJSLtNlGzfr/ga4A2j3d7HRcADkMbbvdlAPEAbobWEj4JWp/GBgAb0dQl/UB7vnk7sgLIRlPIvhZNf/k4DuCv0D7jXwFsg9bVnogo1JRSHhGZDeAjNM2fvdM4fzaAX0P7Efy23n38gvNnR4sWLcXt9DCH57ayiCncGh49XM1bgo3rWuzjZzsXu1RHlEa9C7W/MNzawxyK6y4QmNv6y58FzcOuyxB0e9iAGGfLMOzyE4j9hmWL9scbfkcplKxWa86QIUNqGhsbJS0treatt946mJCQcBF/xrw0Cxcu7JWfn3/C9965ublp77zzzoGkpKTG2NjY0W63+59tPebTTz/dq7CwsKdSCvfee+/xxx9//BgAHD161Prtb397UHl5uTMlJaXuT3/605c9e/aMiI7IHR28j4pIH6XUEb0rua/VIlA3w3I0dU33lW/ogHoGdBbAu/rDAuAqNLWGv6g/dqKpS/omtG1KjfYUA22oYF/Q/gaABH3dl9Ba6j+BFrT3hKOCRES6aJ8/O5DdlcBbXwQIx3oLtOciLjLGUGx+GFuLzQ9z+D2/bNNChtPQomxnp/9OzxiIzcG4TvkPw4ECdGvBuv4imkMChWKXRZtOqo+f4Ovv4S84+x52thhThHM6nV7fqOBTpkwZuGjRop5PPvnk0WD29Xg8sNnaJwouXbq098yZM0/5gvfGjRv3XcrxNm/e7CosLOy5devWXS6Xy5ubm5s+derUqhEjRtQ98cQTfa6//vozzz777BePPvpo8uOPP568ZMmSFrendUYdHbxXArgPwHP6858M5bP1KWTGA6jSw/lHAJ4Vke76djcD+HkH1zkgL7R7vf8GrVKD0BTCH9HLjgP4EFoI/zO04B4q3aG1Yl8LLWjnAHDo9fwM2k31vqD9rxDWg4iI2keDFzhZ2zQqdWuhuNUHQ3HEMM5bbA7FdX5CcV2A8NtsOcD2bR1sy8cYXn1dqY2h+EJh2N/DaQrINoZiiiCnH0Z/z27EtucxbcPg7vZ8s1tuW3XttdeeLSsriwGAV155JXHJkiW9GxoaZMyYMecKCwsP2Ww2xMbGjp4xY8bxkpKSLgUFBYddLpd33rx5V7jdbovD4VAlJSV7EhISvA899FC/Tz/9NKG+vl5mzpx5bP78+SdWrVqVsHDhwr6JiYkNe/bsicnKynK///77B5599tlex44ds+fm5qZ3797ds2nTpr0pKSlZpaWlu/r06dOsA+1jjz3W+7333kusr6+XSZMmnX7hhRf8RpLPPvssZvTo0Wd9Qf6aa645s2LFim7PPPPM0bVr13bbuHHjHgD4wQ9+cDI3N3co/IwL0xmFcjqxP0BrrU4Ska+hjU7+HIC3ROQBAIcA/Lu++WpoU4ntgzad2PcAQCl1SkSehnb/HwAs9A201hl9iaZW764AvgWtS/oUAPcDqAPwFzR1SQ/6f1IA/dHUZfzfoM2fA/19NkMbEO4TaH8YOH2J70VERB0vqwfw4nXhrgV5TC3DdX7CbJ2fYOwvOBvX+Wttvpj7iAGthThQkI23Akn2lkHZGWD71oIx7ysm6nwaGhrw0Ucfdbn55purt27d6iouLk4sLS3d7XQ61d13333Fq6++2mP27Nkna2pqLOPHjz/3+uuvf11bWytpaWkjioqK9ufm5rpPnTpliY+P9y5evDipa9eujTt27NhVU1Mj48aNG3brrbdWA8CuXbtitm3b9mVqampDTk7OsHXr1sUvWLDg2JIlS3pv3LhxrzloG7377rtd9u3b5yorK9ullMKNN96YtmbNmviJEye2aJccNWpUzcKFC1MqKiqscXFxat26dV2zs7PPAcDJkydtAwYMaACA/v37N5w8eTJst063VShHNb8zwKoJfrZVAB4KcJxlAJa1Y9U6RBWAt/SHFdoo4b7WcN/94tvR1CW9FK3fmyQAhqN50B5geK+/AfgfaEH7f6GFbyIiosuNUlpLrb8Q29ayQGHaHKQv9uZBK0yh1fcQbVolX+uwOfQaQ66//c0tzk52myYKq7a0TLenuro6y7BhwzIAYPz48Wfmzp174vnnn0/asWNHbHZ29nAAqK2ttfTq1csDAFarFffff38lAJSVlbl69erVkJub6waAxMRELwCsX7++y+7du2NXrlzZHQDOnDlj/fzzz10Oh0NlZWWdGzx4cAMAZGZmuvfv3x/0iNZr167tUlJS0iUjIyMDANxut2X37t0uf8F7zJgxtXPnzq2YMGFCekxMjDczM9NttVpbHNNisUAi6AdfxPyFIJI1AijRH/MBpKMphP8c2sjpR9DUJX09tAHbxqApaF8LoId+vCPQuov/BlrQLkP47iMnIqLo5RtJ2hxm67xNI0zXefUR0U2htj5A8PUXjs2vL3YEVQuah19zqE0wBNkWgVeaB19/4di8zhY5vw8SUQQy3uPto5SS6dOnn3z55ZdbdL92OBzeC93XrZSSRYsWHZ42bVqzSZtWrVqV4HQ6z//4tVqt8Hg8Qf+UU0ph3rx5R+bPn38imO3z8/NP5OfnnwCA2bNnp/Tr168eAHr06OE5dOiQfcCAAQ2HDh2yJyYmRsx40AzeYbAXTXODdwcwEVoInw7gQQA10H6piDVs/z60sP1XaF3aKfQ6w1/QtM4gRESt8xoCcL0hoAZaNgbjen+vVcuAbAy/9YblS2EOrQ5D6O1iawq8jgAB2Bh+L1TmFN43TESXv7y8vOqpU6emPfroo0dTUlI8R48etVZVVVnT09PrjduNHDmy9tixY/aNGzfG5ubmuisrKy3x8fHem266qWrJkiU9J0+efMbpdKqysjJnampqQ2vvGRcX11hVVWXp06dPwG0mTpxY/eSTT/adNWvWqa5du3oPHDhgdzgcKiUlxW9wLi8vt6WkpHi++OILx4cfftht8+bNuwHgW9/61umlS5f2ePbZZyuWLl3aIy8vL2LuqGXwDrNKaF3E/weAHVoL9yRof5X/K7QWbU5YS0QUncrOAm8caRmA6/Xw6xsx+mIHyfKxS8tQ6zAsx9ubh2KHn1DrCBCMfa8dfo7PEExE1L5ycnJqFyxYUD5hwoR0r9cLu92uCgoKDpuDt8vlUkVFRfvnzJlzRW1trcXlcnlLSkr25ufnnzh48KAzKytruFJKEhMTG1avXr2/tfe87777TuTl5aX37t27ftOmTXv9bTN16tTqnTt3usaNGzcMAGJjY71FRUUHAgXvKVOmDD59+rTNZrOpxYsXH05KSmoEgKeeeurIt7/97cEDBgxISklJqX/vvfdarVtnIpdji1pcXJw6d+7cJR2jM7R2Rrtwfzc7w3cg3OeAqD2IiFspFRfueoTL2LFjVWlp6UXtu+UM8OLXLYOwv2WHn5BrDsMOP8HZIZxrmIiih4hsUUqNvdTjbN++/WB2dnZQ3aYpumzfvj0pOzs71VzOFm8iIqJOKicBKBwe7loQERHRpWLwJiIiIiIiog5VUVFhvf7664eayzds2LAnOTn5YieU6LQYvImIiIiIiKhDJScnN5pHZb+cMXgTEREREVGHUAqohz5IpO+5Dcuj7ECmPZyfgOjiMHgTEREREV0mlAIaoYXUBlN4bTAuo2W4Na+v08t8y+ZyY4BuUPo2hmW/73GJn+/RBAZvikwM3kREREREQfDqwbHBEDCNy+fL0Dxw+tuuXgXex7ccbJnxPeoAtPecKALACW0WBLsADn3ZYVp2CdBVtCly/a13QJ++MNByK/v5lrtyFgaKUAzeRERERBQWSgEeNIXZBn/BFv6Dq8cYRg1l5iDb4Ce0egKsa/ATco3v63fC4XbgC56+Z18ItRlCp12AGEOw9YVWY8j1LRvLbPqy0/ceptB7flvTemPItjHsEl0yBm8iIiKiCKf0kOgxhdKGVp49QIuw29q29f6eTds2C7W++rRy3PoQnhMrmkKlzRhqYQqpfgKtOczaTcE0mDLj8X2ht9k+hu2EwZYugtVqzRkyZEhNY2OjpKWl1bz11iaH78gAABfzSURBVFsHExISvB1dj4ULF/bKz88/4Xvv3NzctHfeeedAUlJSY2xs7Gi32/3Pth7z6aef7lVYWNhTKYV77733+OOPP34MAP7+97/H/OhHPxrgdrst/fr1qy8uLv4yMTGxwz/zxWDwJiIioqhmvCfWYwiMxmdjUDU+G8OnOYQGeu3vmP4Crt+QDP/hOlQtsT6C5kHRbmhJPf9sCJtx0nzb86HUsL0dLQOxzdAKa/cXZv2FXn0/47IDgJVhli5zTqfT6xsVfMqUKQMXLVrU88knnzwazL4ejwc2W/tEwaVLl/aeOXPmKV/w3rhx475LOd7mzZtdhYWFPbdu3brL5XJ5c3Nz06dOnVo1YsSIupkzZ6b+6le/+mrSpElnFy9e3OOpp55KfvHFF//VLh8kxBi8iYiIqE18QbUBQKOfUOlBy5DZiMDhNdCzvxDclv1bPAc45qUO9hQsm/4wBkibMTiiKdD6WmG7mAKuOfjaTGHTZgq3xn38bmt6b39h2Q6GWKJWfR/9sQOx7XrMEXBjGb4KdvNrr732bFlZWQwAvPLKK4lLlizp3dDQIGPGjDlXWFh4yGazITY2dvSMGTOOl5SUdCkoKDjscrm88+bNu8LtdlscDocqKSnZk5CQ4H3ooYf6ffrppwn19fUyc+bMY/Pnzz+xatWqhIULF/ZNTExs2LNnT0xWVpb7/fffP/Dss8/2OnbsmD03Nze9e/funk2bNu1NSUnJKi0t3dWnT59mfxN87LHHer/33nuJ9fX1MmnSpNMvvPCC38D82WefxYwePfqsL8hfc801Z1asWNHtmWeeOXro0CHnxIkTzwLA5MmTq7/1rW+lM3gTERHRJaloBLbUN4VQD1oGU2NAbfQTco1htVk5/AfaQPua9+lIvtDo9xnNw+r50ArAbgm83ubnWPZA72EKqK2V+9vO937sTkxEodDQ0ICPPvqoy80331y9detWV3FxcWJpaelup9Op7r777iteffXVHrNnzz5ZU1NjGT9+/LnXX3/969raWklLSxtRVFS0Pzc3133q1ClLfHy8d/HixUldu3Zt3LFjx66amhoZN27csFtvvbUaAHbt2hWzbdu2L1NTUxtycnKGrVu3Ln7BggXHlixZ0nvjxo17zUHb6N133+2yb98+V1lZ2S6lFG688ca0NWvWxPtCtNGoUaNqFi5cmFJRUWGNi4tT69at65qdnX0OANLS0mqLioq63XPPPafffPPNxIqKCkfozmz7YvAmIiLqpLY1ADNPB7+9755WmyFYmgOmsdXVCsMAS4bX5vW+fcyB0uoniNpa2cffMfw9G7ezgoGViDq5NrRMt6e6ujrLsGHDMgBg/PjxZ+bOnXvi+eefT9qxY0dsdnb2cACora219OrVywMAVqsV999/fyUAlJWVuXr16tWQm5vrBgDffdLr16/vsnv37tiVK1d2B4AzZ85YP//8c5fD4VBZWVnnBg8e3AAAmZmZ7v379wcdeteuXdulpKSkS0ZGRgYAuN1uy+7du13+gveYMWNq586dWzFhwoT0mJgYb2ZmpttqtQIAli1bdnD27Nn9n3vuuT55eXmn7XZ7ew/iHzIM3kRERJ3U1Q5gfZIpiPoJvb6Qy4BKRBQ9jPd4+yilZPr06SdffvnlcvP2DofDe6H7upVSsmjRosPTpk2rNpavWrUqwel0ng+5VqsVHo8n6KuOUgrz5s07Mn/+/BPBbJ+fn38iPz//BADMnj07pV+/fvUAMHr06NpPP/30CwAoKytz/vnPf+4WbB3CzRLuChAREZF/XSxAhh1ItwODbEB/G9DXCvS0AokWIMGi3QdsF4ZuIiIC8vLyqletWtW9vLzcBgBHjx617t27t0XL9MiRI2uPHTtm37hxYywAVFZWWhoaGnDTTTdVLVmypGddXZ0AWritrq5uNTPGxcU1VlVVtbrNxIkTq5cvX57k2+7AgQN2Xx398a374osvHB9++GG3Bx988JSxvLGxEU888USfBx544Fhr79uZsMWbiIiIiIjoMpCTk1O7YMGC8gkTJqR7vV7Y7XZVUFBwOD09vdnsfS6XSxUVFe2fM2fOFbW1tRaXy+UtKSnZm5+ff+LgwYPOrKys4UopSUxMbFi9evX+1t7zvvvuO5GXl5feu3fv+k2bNu31t83UqVOrd+7c6Ro3btwwAIiNjfUWFRUdSElJ8Xtf+JQpUwafPn3aZrPZ1OLFiw8nJSU1AsCyZcsSf/e73/UCgFtuuaVyzpw5Jy/mPIWDKBUx3eKDFhcXp86dO3dJxxA2HYRduL+bneE7EO5zQNQeRMStlIoLdz3CZezYsaq0tDTc1SAiIgAiskUpNfZSj7N9+/aD2dnZQXWbpuiyffv2pOzs7FRzObuaExEREREREYUQu5oTERERERFRh6qoqLBef/31Q83lGzZs2JOcnNwYjjqFEoM3ERERERERdajk5ORG86jslzN2NSciIiIiIiIKIQZvIiIiIiIiohBi8CYiItKJSJ6I7BGRfSLyMz/rnSLyR339JhFJ7fhaEhERUaRh8CYiIgIgIlYALwOYCCADwJ0ikmHa7AEAlUqpNAAvAPhVx9aSiIiIIhGDNxERkeZKAPuUUl8qpeoBrABwm2mb2wD8t75cDGCCiEgH1pGIiKhdLF++vNuWLVtcvtfz5s3r+/777ye0ts+0adNSf//733cP5virVq1KuOGGG9IutZ4XKzY2dnS43tsfjmpORESkSQHwleH11wDGB9pGKeURkSoAPQCcCEWF5gHYFooDExFFqFEAFoe7EmYiOSE7tlJbQnHYhoYGvP/++908Hk9VTk5OLQAsXrz4X6F4L9KwxZuIiKidicgsESkVkdLjx4+HuzpERHQZ2rNnj2PgwIGZU6ZMGTho0KDMvLy8QWfOnLE88sgjfUaMGDF8yJAhmXfeeecAr9cLALjyyiuHfv/73+8/YsSI4QsWLEhev359twULFvQbNmxYxs6dO53G1uxAx7iQ4uLiLgMHDszMyMgYXlxc3M1XXl1dbZk+fXpqVlbW8OHDh2e8+eab3QCgoKCgx4QJEwZfeeWVQwcMGDDipz/9aR/fPq+88kpiVlbW8GHDhmXcddddAzweDwCtJfsnP/lJytChQzOys7OHffXVVzYA2L17t2PUqFHD0tPTM+bMmdPXWK/HHnus94gRI4anp6dn5Ofn9/Wdv0GDBmXecccdA9LS0jKvueaaIWfPnhUA2LFjh/Pqq69OHzp0aEZGRsbwnTt3OgMdJ1hs8SYiItKUA+hveN1PL/O3zdciYgPQFcBJ84GUUq8BeA0Axo4dqy62Qp2uVYeIiDqVgwcPupYuXXrw5ptvPjd9+vTUX//61z3nz59/7De/+c0RALj99tsHrlixoutdd91VBQD19fWyY8eOXQCwb98+1+TJk6u+973vVZqP29oxAnG73TJ79uzUdevW7cnMzKybPHnyIN+6Rx99tM8NN9xQ/fbbbx88ceKEdezYscOnTJlSDQBlZWVxn3322c74+Hjv6NGjM2677baq+Ph4b3FxcWJpaelup9Op7r777iteffXVHrNnzz5ZU1Nj+cY3vnH2pZdeKv/hD3/Y76WXXur5X//1X0d+/OMfX/Hggw8enz179slf/vKXPX3v/e6773bZt2+fq6ysbJdSCjfeeGPamjVr4gcNGlR/+PBh15tvvvnl1VdffeiWW24ZVFhY2P3HP/7xqbvuumvgI488UnHvvfeedrvd0tjYKIGOM3HixLPB/FsxeBMREWk2AxgiIgOhBew7ANxl2mYlgPsA/B3AdwB8rJS66GBNRESXgRB1Bw9GcnJy/c0333wOAO65556TBQUFvQYNGlT3/PPPJ9fW1lpOnz5ty8jIqAFQBQB33nnnqWCOu2bNmoRAxwhk27Ztrn79+tVlZWXVAcCMGTNOvvHGGz0BYMOGDV0++uijbgUFBckAUFdXJ/v27XMAwLXXXludnJzcCACTJk2q3LBhQ7zNZlM7duyIzc7OHg4AtbW1ll69enkAwG63qzvuuKMKAHJycs6tX7++CwBs3bo1fs2aNfsB4Ac/+MHJp59+uh8ArF27tktJSUmXjIyMDABwu92W3bt3uwYNGlSfkpJSd/XVV9cAwOjRo90HDx50VlZWWo4ePeq49957TwNAbGysAqACHYfBm4iIqA30e7ZnA/gIgBXAMqXUThFZCKBUKbUSwO8ALBeRfQBOQQvnREREYWEe31NE8NOf/nTApk2bPk9LS2t4+OGH+9bW1p6/vTghIeGCfcbdbre0doyLoZRCcXHxvuzs7Dpj+SeffBLn7zMopWT69OknX375ZXPPM9hsNmWxWHzL8Hg85w9gsVha/DFcKYV58+YdmT9/frPxWPbs2eNwOBznt7daraqmpibg5wx0nGDxHm8iIiKdUmq1UipdKTVYKfULvexxPXRDKVWrlJqulEpTSl2plPoyvDUmIqJoduTIEcf69evjAKCoqCjx6quvPgsAycnJnqqqKssHH3wQcATy+Pj4xurq6hZ50O12W4I9htGoUaNqy8vLHb77oVesWJHoW3fDDTdUL1q0qLfvXvFPP/00xrfuk08+6XL06FHr2bNnZfXq1d1yc3PP5uXlVa9atap7eXm5DQCOHj1q3bt3r6O19x8zZszZ119/PREAXn/99R6+8okTJ1YvX748qaqqygIABw4csPuO60/37t29ycnJ9cuXL+8GADU1NXLmzBlLW49jxhZvIiIiIiKiCJSamlr70ksv9Zo1a1bskCFDah955JHjlZWV1uHDh2f27NnTk52dfS7QvjNmzDj1ox/9KPXVV1/tXVxcvN9XnpSU1DhjxozjwRzDKDY2Vr300kuHJk+enBYTE+MdP3782bNnz1oB4LnnnvvXrFmzrhg2bFiG1+uV/v371/3lL3/ZBwAjR448N2XKlMEVFRWO73znOyevu+46NwAsWLCgfMKECelerxd2u10VFBQcTk9Prw/0/q+88srhO+64Y9DixYuT8/LyTvvKp06dWr1z507XuHHjhun19BYVFR2w2WwBbxV78803D8ycOXPA008/3ddut6u33357f6DjpKSkeII5P3I53poWFxenzp0L6vsREKdlDb9wfzc7w3cg3OeAqD2IiFspFRfueoTL2LFjVWlpabirQUREAERki1Jq7KUeZ/v27Qezs7NDMpVksPbs2eOYPHnykC+++GJnOOtxKQoKCnqUlpbGFRYWHg53XdrL9u3bk7Kzs1PN5exqTkRERERERBRCEdPVXETyALwIbcCbN5RSz4W5SkQhF+5Wd7a4U0e50M94EXECKASQA236ru8qpQ52dD2JiIg6i6FDh9aHq7X7pptuGvzVV185jWW/+MUvvp42bVp1W44zZ86ck/AzLeflKCKCt4hYAbwM4CYAXwPYLCIrlVKfh7dmRER0qYL8Gf8AgEqlVJqI3AHgVwC+2/G1JSIiAgB4vV6v+BtFOxqsW7du/4W3ij5er1cA+B05PiKCN4ArAezzjR4rIisA3AaAwZsohMLd4t4ZhLvVvzP8G3TAOQjmZ/xtAJ7Ul4sB/FZEhHNoExFRmOw4fvx4Rs+ePauiNXxTc16vV44fP94VwA5/6yMleKcA+Mrw+msA440biMgsALP0l0pEai7xPW0Aghqh7jIV9s/fCQJH2M9BJxD150BEeA4u/RzEiIhxdLHXlFKvGV5f8Ge8cRt9vu0qAD0AhHVgm2Bs2bLlhIgcuoRDJCECPmeI8RzwHAA8Bz48D5d2Dga0RwU8Hs+DFRUVb1RUVIwAx80ijRfADo/H86C/lZESvC9I/yXutQtuGCQRKW2PEQ8jVbR/foDnAOA5AHgOAJ6DS6WU6nkp+/P88xwAPAcAz4EPz0PnOAc5OTnHAEwJZx0oskTKX2fKAfQ3vO6nlxERUeQL5mf8+W30FviuiJLBWIiIiCjyRUrw3gxgiIgMFBEHgDsArAxznYiIqH0E8zN+JYD79OXvAPiY93cTERFRpIiIrub6/XyzAXwEbaqZZUqpUA+d327d1iNUtH9+gOcA4DkAeA6AEJ+DQD/jRWQhgFKl1EoAvwOwXET2ATgFLZxHC34HeQ4AngOA58CH54HngCKQsMGAiIiIiIiIKHQipas5ERERERERUURi8CYiIiIiIiIKIQbvAETk1yKyW0TKROQ9EekW7jp1FBHJE5E9IrJPRH4W7vp0NBHpLyJ/EZHPRWSniMwNd53CQUSsIvJPEVkV7rqEi4h0E5Fi/WfBLhH5Rrjr1JFEJF//P7BDRP4gIq5w1yla8ZrEa1K0X5MAXpei/ZoE8LpEkY3BO7B1AEYopUYC2Avg52GuT4cQESuAlwFMBJAB4E4RyQhvrTqcB8BPlVIZAK4C8FAUngMAmAtgV7grEWYvAlirlBoGIBtRdD5EJAXAHABjlVIjoA16Fk0DmnU2vCbxmhTt1ySA16WovSYBvC5R5GPwDkAp9WellEd/+Q9o88pGgysB7FNKfamUqgewAsBtYa5Th1JKHVFKbdWXz0C7sKWEt1YdS0T6AZgE4I1w1yVcRKQrgOugjaYNpVS9Uup0eGvV4WwAYvR5s2MB/CvM9YlavCbxmqQvR+U1CeB1idek83hdoojF4B2c7wNYE+5KdJAUAF8ZXn+NKLzA+4hIKoDRADaFtyYdbjGA/wDgDXdFwmgggOMAfq93bXxDROLCXamOopQqB/AbAIcBHAFQpZT6c3hrRTpek6JUFF+TAF6XovqaBPC6RJEvqoO3iKzX7xExP24zbPOf0Lp5FYWvphQOIhIP4B0A85RS1eGuT0cRkckAjimltoS7LmFmAzAGwBKl1GgA5wBEzf2lItIdWsviQAB9AcSJyN3hrdXljdckak20XpMAXpd0UX1NAnhdoshnC3cFwkkpdWNr60XkfgCTAUxQ0TPheTmA/obX/fSyqCIidmi/4BQppd4Nd3062DUApojILQBcALqIyJtKqWi7uH0N4GullK9lqRjR9UvOjQAOKKWOA4CIvAvgagBvhrVWlzFek/ziNQlRf00CeF0CeE0CeF2iCBfVLd6tEZE8aF2apiil3OGuTwfaDGCIiAwUEQe0QStWhrlOHUpEBNo9VLuUUs+Huz4dTSn1c6VUP6VUKrR//4+j7JcbAIBSqgLAVyIyVC+aAODzMFapox0GcJWIxOr/JyYgygby6Ux4TeI1CVF6TQJ4XQJ4TdLxukQRLapbvC/gtwCcANZp/7fxD6XUD8NbpdBTSnlEZDaAj6CNFrlMKbUzzNXqaNcAuAfAZyKyTS97VCm1Oox1ovD4CYAi/Rf+LwF8L8z16TBKqU0iUgxgK7Suzf8E8Fp4axXVeE3iNYnXJIraaxLA6xJFPome3mpEREREREREHY9dzYmIiIiIiIhCiMGbiIiIiIiIKIQYvImIiIiIiIhCiMGbiIiIiIiIKIQYvImIiIiIiIhCiMGbiIiIiIiIKIQYvIk6gIg0isg2EdkhIm+LSKxh3e0iokRkmP7aJSK7RSTLsM18EVkaxPG3icjK0H4aIiKKVLweERGFB+fxJuoAInJWKRWvLxcB2KKUel5//UcAfQF8rJR6Qi/LA/CfAK7T15UAGKuUqrzQ8YmIiALh9YiIKDzY4k3U8f4KIA0ARCQewLUAHgBwh28DpdRaAEcA3AvgBQBPBvolh4iI6CLxekRE1EEYvIk6kIjYAEwE8JledBuAtUqpvQBOikiOYfN5AH4BoKdSavkFDu0SkVIR+YeI3N7uFSciossKr0dERB3LFu4KEEWJGBHZpi//FcDv9OU7AbyoL6/QX28BAKXUv0TkYwCrgjj+AKVUuYgMAvCxiHymlNrfftUnIqLLBK9HRERhwOBN1DFqlFKjjAUikgjgmwCyREQBsAJQIjJfNQ2+4NUfrVJKlevPX4rIBgCjAfAXHSIiMuP1iIgoDNjVnCh8vgNguVJqgFIqVSnVH8ABAP/WloOISHcRcerLSQCuAfB5u9eWiIguV7weERGFGIM3UfjcCeA9U9k7enlbDAdQKiLbAfwFwHNKKf6iQ0REweL1iIgoxDidGBEREREREVEIscWbiIiIiIiIKIQ4uBpRhBCRLADmaVzqlFLjw1EfIiKKTrweERG1HbuaExEREREREYUQu5oTERERERERhRCDNxEREREREVEIMXgTERERERERhRCDNxEREREREVEI/X9Kx3P6rttT/wAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for xs in glm_selected: \n",
" auto_ph.hist_mean_pd_ice_plot(xs, y_name, valid, glm_pd_ice_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.5 Local Model Weights (for Adverse Action Notices)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Create global data structure for local coefficients"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"local_coef_dict = {10: pd.DataFrame(columns = ['GLM Contribution'], index=x_names),\n",
" 50: pd.DataFrame(columns = ['GLM Contribution'], index=x_names),\n",
" 90: pd.DataFrame(columns = ['GLM Contribution'], index=x_names)}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate local contributions for best GLM at three percentiles of `p_DEFAULT_NEXT_MONTH`\n",
"(Another option would be to calculate Shapley values for GLM directly.)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"for name in x_names:\n",
" for percentile in [10, 50, 90]:\n",
" \n",
" # local contributions = beta_j * x_i,j\n",
" local_coef_dict[percentile].loc[name, 'GLM Contribution'] =\\\n",
" best_glm.coef()[name] *\\\n",
" valid[valid['ID'] == int(glm_percentile_dict[percentile])][name].values[0]\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot best GLM local contributions at three percentiles of `p_DEFAULT_NEXT_MONTH`"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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vr34UEfdSfPP6W4rrnibiCIr1GRvO7dHO9RTr/TGKb8n+luLGGH+cRHc/Q/GP5A6K29hP9EeCfxMRf6C4k99LgVdmZvdPwozdAXJsOGOcZR4IXJKZ52Rx97Q7ym+nxy6Ofnr5/G8odpp+CVxJce3OoV3LOoGVX7//ZXj+i0ePPHX6Ttf6fqFMxicBR2XmUlhxWuDrgePKpF5ZFnfD7PnPMDOvpShonk9x+s6tFK/hLpl5SZ+YP1GctjKpu97pMVaj2DG+i2IbfRPFaU4/gxVFwBsoisxfUlzL1PlTEu8D3hnFtRdvG2bHytNjt6P4BvuaiPgtxbU5lzL+aW9jjmfl7exTPdo5m+I6pC9TfCu+CSvn4on4PPAd4CaKG4pM5Nvgp0TE7ylO7bsEeBawY2Z+p2u+n3Ztt+OdInkQcEZmXtMjT+0eEWtlcTfLAynugPprip9YuKBHv7/Nyq/fMO+AejSPPaUR4Pqu9X1/FDfU+QTwT5n5O4DMvJXi/9CJfXbKJy0zb8iOa5m6pp1LkZf2pyhabqK4edML+30RUf6v/TCw9jD6N0sdSLFd/pLiBmEvHiv+3Y+aMPejJs/9qIaLzOk8M0EzVUScD3w2M2flj0dLar6IuBl4XVmkSlJjuB+lmWo2H7mUJEmSJA2JxaWGKiIO6DotYWy4Zvzo9omINfqs7+/L8/ztl9QwEfFvfbaNb9bdt+kQEZsNyAeTvXHPjO+XVCf3o5qxv9LUfrWBp8VKkiRJkirzyKUkSZIkqTKLS0mSJElSZUP5XaxRW3fddXPRokV1d0NSi1x22WV3Z+Z6o2jLHCVpssxRkppsojmqlcXlokWLuPTSS+vuhqQWiYilo2rLHCVpssxRkppsojnK02IlSZIkSZVZXEqSJEmSKrO4lCRJkiRV1sprLqWp+NOf/sTy5ct54IEH6u6KptHcuXOZP38+q622Wt1dkSbFHDU7mKPUVuao2aFqjrK41KyxfPly1lxzTRYtWkRE1N0dTYPM5J577mH58uVstNFGdXdHmhRz1MxnjlKbmaNmvmHkKE+L1azxwAMPsM4665gQZ7CIYJ111vFbVbWSOWrmM0epzcxRM98wcpTFpWYVE+LM53usNvPzO/P5HqvN/PzOfFXfY4tLaYTuvPNO9t9/fzbeeGO22WYbtttuO8444wwAzj//fF72spc9JmbHHXdkwYIFZOaKcXvuuSdPeMITerZxxx13sO+++7LJJpuwzTbb8NKXvpSf/exnU+rvcccdx3333dd3+ute9zquvfZagL796eeKK67grLPOWvH8zDPP5Nhjj51SPyUNhznqUeYoqXnMUY9qao6yuNSsNa+8ZmBYw7xFiwa2l5nsueee/OVf/iU33XQTl112GaeeeirLly8ft69rrbUWF154IQC/+c1vuP322/u2sddee7Hjjjvy85//nMsuu4z3ve993HnnnZN+fWBwUnz44Yc58cQTeeYznzmlZXcnxd13350jjjhiSsuSZiJz1PjMUVJ9zFHjm405yuJSs9adS5dC5tCGO5cuHdjeueeey+qrr84b3vCGFeMWLlzIm970pnH7uu+++3LqqacCcPrpp7P33nv3nO+8885jtdVWW6mNrbbaiu23357M5PDDD2eLLbbgWc96FkuWLAGKb/p23HFHXvGKV/D0pz+dAw44gMzkox/9KLfddhs77bQTO+20E1B8q/bWt76Vrbbaiosuuogdd9yRSy+9dEVb//Iv/8Lmm2/OLrvswl133QWw0jx33303ixYt4o9//CNHHXUUS5YsYeutt2bJkiWcfPLJHHrooQDcfPPN7Lzzzmy55ZbssssuLFu2DICDDz6Yww47jBe84AVsvPHGnHbaaeO+dlJbmaPMUU03qLgYr1BQ+5mjzFG9DKW4jIjdIuL6iLgxIh5TMkfEwRFxV0RcUQ6v65h2UETcUA4HDaM/UhNdc801POc5z5lS7C677ML3v/99Hn74YU499VT22WefnvNdffXVbLPNNj2nnX766VxxxRX89Kc/5eyzz+bwww9f8c3dT37yE4477jiuvfZabrrpJi688EIOO+wwnvKUp3Deeedx3nnnAfCHP/yB5z3vefz0pz/lRS960UrL/8Mf/sDixYu55ppr2GGHHXj3u9/dd31WX311jjnmGPbZZx+uuOKKx6zPm970Jg466CCuvPJKDjjgAA477LAV026//XYuuOACvv71rzfiGzpppjBHPcocNTGDiovxCgVpssxRj2pyjqpcXEbEHOATwF8DzwT2i4hex3eXZObW5XBiGftk4F3A84BtgXdFxNpV+yS1wRvf+Ea22mornvvc544775w5c3jRi17Eqaeeyv3338+iKXwjfMEFF7DffvsxZ84c1l9/fXbYYQcuueQSALbddlvmz5/PKquswtZbb83NN9/ctx8vf/nLe05bZZVVViS3V7/61VxwwQWT7uOYiy66iP333x+AAw88cKVl7bnnnqyyyio885nPnPJpKpLGZ47qzxwl1c8c1V+dOWoYRy63BW7MzJsy84/AqcAeE4x9CfDdzPxVZv4a+C6w2xD6JDXO5ptvzuWXX77i+Sc+8QnOOeecFac9jGffffflsMMO41WvetXANi677LJJ922NNdZY8XjOnDk89NBDPeebO3cuc+bMmdAyx+42tuqqq/LII48ADOX2+5197bw4X1I15ihzlNRk5qh25KhhFJcbArd0PF9ejuv28oi4MiJOi4inTjJWar2dd96ZBx54gOOPP37FuEF3EOu2/fbbc+SRR7LffvsNbOPBBx/khBNOWDHuyiuv5Ac/+AHbb789S5Ys4eGHH+auu+7i+9//Pttuu+3ANtdcc03uvffeCfXvkUceWXHu/uc///kVp3ssWrRoRaLuPLd/0LJf8IIXrLg24nOf+xzbb7/9hPogaerMUeYoqcnMUe3IUaO6oc/XgEWZuSXF0clTJruAiDikvC7zrrGLUqU2iQi+8pWv8L3vfY+NNtqIbbfdloMOOoj3v//9K+Y555xzmD9//orhoosuWin+bW97G+uuu+7ANs444wzOPvtsNtlkEzbffHOOPPJI5s2bx1577cWWW27JVlttxc4778wHPvAB5s2bN7DPhxxyCLvtttuKC9EHefzjH8+Pf/xjtthiC84991yOOuooAN72trdx/PHH8+xnP5u77757xfw77bQT11577YoL0Tt97GMf41Of+hRbbrkln/nMZ/jIRz4ybvt1M0ep7cxR5iipycxR7chRUfVwaERsBxydmS8pnx8JkJnv6zP/HOBXmfmkiNgP2DEzX19O+x/g/Mz8wqA2Fy9enJ13VpIm4rrrruMZz3jGiufzFi0a6g0H1l+4kDv6nGOv0ep+rwEi4rLMXDyK9s1Rmgpz1OwxU3JURBQ38Ok90dOCZxhz1OxRJUetOoT2LwE2jYiNgFuBfYH9uzqzQWaO/aDM7sB15eNvA//RcROfvwKOHEKfpHGZwCQ1mTlKUpOZo9RL5eIyMx+KiEMpCsU5wCcz85qIOAa4NDPPBA6LiN2Bh4BfAQeXsb+KiH+nKFABjsnMX1XtkyRJkiRptIZx5JLMPAs4q2vcUR2Pj6TPEcnM/CTwyWH0Q5IkSZJUj1Hd0EdqBK//mPl8j9Vmfn5nPt9jtZmf35mv6ntscalZY+7cudxzzz0mxhksM7nnnnuYO3du3V2RJs0cNfOZo9Rm5qiZbxg5aiinxUptMH/+fJYvXz7hH9tVO82dO5f58+fX3Q1p0sxRs4M5Sm1ljpodquYoi0vNGqutthobbbRR3d2QpJ7MUZKazBylifC0WEmSJElSZRaXkiRJkqTKLC4lSZIkSZVZXEqSJEmSKrO4lCRJkiRVZnEpTdK8RYuIiJ7DvEWL6u6eJEmSVAt/ikSapDuXLoU+PyB8Z8SIeyNJkiQ1g0cuJUmSJEmVWVxKkiRJkiqzuJQkSZIkVWZxKUmSJEmqzOJSkiRJklSZxaUkSZIkqTKLS0mSJElSZRaXkiRJkqTKLC4lSZIkSZVZXEqSJEmSKrO4lCRJkiRVZnEpSZIkSapsKMVlROwWEddHxI0RcUSP6W+JiGsj4sqIOCciFnZMezgiriiHM4fRH0mSJEnSaK1adQERMQf4BPBiYDlwSUScmZnXdsz2E2BxZt4XEf8IfADYp5x2f2ZuXbUfkiRJkqT6DOPI5bbAjZl5U2b+ETgV2KNzhsw8LzPvK59eDMwfQruSJEmSpIYYRnG5IXBLx/Pl5bh+Xgt8s+P53Ii4NCIujog9+wVFxCERcUNE3LVs2bJqPZakITNHSWqyJuWoeYsWERE9h3mLFtXaN0nVjPSGPhHxamAx8J8doxdm5mJgf+C4iNikV2xmnpCZm2bmegsWLBhBbyVp4sxRkpqsSTnqzqVLIbPncOfSpbX2TVI1wygubwWe2vF8fjluJRGxK/AOYPfMfHBsfGbeWv69CTgfePYQ+iRJkiRJGqFhFJeXAJtGxEYRsTqwL7DSXV8j4tnA/1AUlr/sGL92RKxRPl4XeCHQeSMgSZIkSVILVL5bbGY+FBGHAt8G5gCfzMxrIuIY4NLMPJPiNNgnAF+KCIBlmbk78AzgfyLiEYpC99iuu8xKkiRJklqgcnEJkJlnAWd1jTuq4/GufeJ+CDxrGH2QJEmSJNVnpDf0kSRJkiTNTBaXkiRJkqTKLC4lSZIkSZVZXEqSJEmSKrO4lCRJkiRVZnEpSZIkSarM4lKSJEmNN2/RIiKi5zBv0aK6uycJi0tpZPynKEnS1N25dClk9hzuXLq07u5JAlatuwPSbLHin2KvaREj7o0kSZI0XB65lCRJkiRVZnEpSZIkSarM4lKSJEmSVJnFpSRJkiSpMotLSZIkSVJlFpeSJEmSpMosLiVJkiRJlVlcSpIkSZIqs7iUJEmSJFVmcSlJkiRJqsziUpIkSZJUmcWlJEmSJKkyi0tJkiRJUmUWl5IkSZKkyoZWXEbEbhFxfUTcGBFH9Ji+RkQsKaf/KCIWdUw7shx/fUS8ZFh9kiRptpm3aBER0XOYt2hR3d2TJM1gqw5jIRExB/gE8GJgOXBJRJyZmdd2zPZa4NeZ+bSI2Bd4P7BPRDwT2BfYHHgKcHZEbJaZDw+jb5IkzSZ3Ll0Kmb2nRYy4N5Kk2WRYRy63BW7MzJsy84/AqcAeXfPsAZxSPj4N2CUiohx/amY+mJm/AG4slydJkkbEI56SpKqGVVxuCNzS8Xx5Oa7nPJn5EPBbYJ0JxhIRh0TEDRFx17Jly1aaNtV/iEcffXTfuKOPPrr1cXW0OdX3Yjrew+nq6/oLF0JEz2H9hQuHHjcdr+l0vR9tiZsO5ihz1GT72bQcNVXmqP5xVbaNYZuOHDXq/4dTjasjR7Xls1ZHjmrL/yhfm/5xg0T2OXVmUguJeAWwW2a+rnx+IPC8zDy0Y56ry3mWl89/DjwPOBq4ODM/W44/CfhmZp7Wr73FixfnpZde2tl+31OAiGAY66iJmep7Ucd72JbPzbS8plViWxoXEZdl5uLeMw+XOaq5pvpezFu0qDjdtIf1Fy7kjptvHlIP621zKsxRw9mG68xRbfmstUmTP2vD4uemv5n42kw0Rw3lmkvgVuCpHc/nl+N6zbM8IlYFngTcM8FYSZJqU8eOQBt3PkZl/YUL+14/Ot6Rr1HGtYWfNU2Fn5v+ZvNrM6zi8hJg04jYiKIw3BfYv2ueM4GDgIuAVwDnZmZGxJnA5yPiQxQ39NkU+PGQ+iVpBpvpO3zSTDZo+x2b3s9Ud9xGHafZy/9Pmq2GUlxm5kMRcSjwbWAO8MnMvCYijgEuzcwzgZOAz0TEjcCvKApQyvm+CFwLPAS80TvFzj4mYU2FO3xSe7n9aibz863ZalhHLsnMs4CzusYd1fH4AeCVfWLfC7x3WH1R+5iEJamd/HJQGh63J7Xd0IpLSZI0+/jloDQ8bk9qu2H9FIkkjfz28pIkSWoOj1xKGhpvliFJkjR7eeRSkqaZR2YlSdJs4JFLSZpmHpmVJEmzgUcuJUmSJEmVWVxq1vJURUmSJGl4PC1Ws5anKkqSJEnDMyOOXHoESpIkSZLqNSOOXHoESpIkSZLqNSOOXEqSJEmS6mVxKc1Qg04X95RxSZIkDdv77hq/AAAgAElEQVSMOC1W0mN5urgkSZJGySOXkqRZwxvASZI0fTxyKUmaNTyiL0nS9PHIpSRJkiSpMotLSZIkSVJlFpeSJEmSpMosLiVJkiRJlVlcSpIkSZIqs7iUJEmSJFVmcSnpMfwtQEmSJE2Wv3Mp6TH8LUBJkiRNVqUjlxHx5Ij4bkTcUP5du8c8W0fERRFxTURcGRH7dEw7OSJ+ERFXlMPWVfojSZIkSapH1dNijwDOycxNgXPK593uA16TmZsDuwHHRcRaHdMPz8yty+GKiv2RJEmSJNWganG5B3BK+fgUYM/uGTLzZ5l5Q/n4NuCXwHoV25UkSZIkNUjV4nL9zLy9fHwHsP6gmSNiW2B14Ocdo99bni774YhYY0DsIeXpt3ctW7asYrclabjMUZKazBwlaRTGLS4j4uyIuLrHsEfnfJmZQA5YzgbAZ4C/y8xHytFHAk8Hngs8GXh7v/jMPCEzN83M9RYsWDD+mkkzhHdubQdzlKQmM0dJGoVx7xabmbv2mxYRd0bEBpl5e1k8/rLPfE8EvgG8IzMv7lj22FHPByPiU8DbJtV7aRbwzq2SJElqg6qnxZ4JHFQ+Pgj4avcMEbE6cAbw6cw8rWvaBuXfoLhe8+qK/ZEkSZIk1aBqcXks8OKIuAHYtXxORCyOiBPLeV4F/CVwcI+fHPlcRFwFXAWsC7ynYn8kSZIkSTUY97TYQTLzHmCXHuMvBV5XPv4s8Nk+8TtXaV+SJEmS1AxVj1xKkiRJkmRxKUmSJEmqzuJSkiRJklSZxaUkSZIkqTKLS0mSJElSZRaXkiRJkqTKLC4lSZIkSZVZXEqSJEmSKrO4lCRJkiRVZnEpSZIkSarM4lKSJEmSVJnFpSRJkiSpMotLSZIkSVJlFpeSJEmSpMosLiVJkiRJlVlcSpIkSZIqs7iUJEmSJFVmcSlJkiRJqsziUpIkSZJUmcWlJEmSJKkyi0tJkiRJUmUWl5IkSZKkyioXlxHx5Ij4bkTcUP5du898D0fEFeVwZsf4jSLiRxFxY0QsiYjVq/ZJkiRJkjRawzhyeQRwTmZuCpxTPu/l/szcuhx27xj/fuDDmfk04NfAa4fQJ0mSJEnSCA2juNwDOKV8fAqw50QDIyKAnYHTphIvSZIkSWqGYRSX62fm7eXjO4D1+8w3NyIujYiLI2KsgFwH+E1mPlQ+Xw5sOIQ+SZIkSZJGaNWJzBQRZwPzekx6R+eTzMyIyD6LWZiZt0bExsC5EXEV8NuJdjQiDgEOB9Zab731JhomSSNhjpLUZOYoSaMwoSOXmblrZm7RY/gqcGdEbABQ/v1ln2XcWv69CTgfeDZwD7BWRIwVufOBW/vEn5CZm2bmegsWLJjEKkrS9DNHSWoyc5SkURjGabFnAgeVjw8Cvto9Q0SsHRFrlI/XBV4IXJuZCZwHvGJQvCRJkiSp2YZRXB4LvDgibgB2LZ8TEYsj4sRynmcAl0bETymKyWMz89py2tuBt0TEjRTXYJ40hD5JkiRJkkZoQtdcDpKZ9wC79Bh/KfC68vEPgWf1ib8J2LZqPyRJkiRJ9RnGkUtJkiRJ0ixncSlJkiRJqsziUpIkSZJUmcWlJEmSJKkyi0tJkiRJUmUWl5IkSZKkyiwuJUmSJEmVWVxKkiRJkiqzuJQkSZIkVWZxKUmSJEmqzOJSkiRJklSZxaUkSZIkqTKLS0mSJElSZRaXkiRJkqTKLC4lSZIkSZVZXEqSJEmSKrO4lCRJkiRVZnEpSZIkSarM4lKSJEmSVJnFpSRJkiSpMotLSZIkSVJlFpeSJEmSpMosLiVJkiRJlVUqLiPiyRHx3Yi4ofy7do95doqIKzqGByJiz3LayRHxi45pW1fpjyRJkiSpHlWPXB4BnJOZmwLnlM9XkpnnZebWmbk1sDNwH/CdjlkOH5uemVdU7I8kSZIkqQZVi8s9gFPKx6cAe44z/yuAb2bmfRXblSRJkiQ1SNXicv3MvL18fAew/jjz7wt8oWvceyPiyoj4cESsUbE/kiRJkqQajFtcRsTZEXF1j2GPzvkyM4EcsJwNgGcB3+4YfSTwdOC5wJOBtw+IP6S8tvOuZcuWjddtSRopc5SkJjNHSRqFcYvLzNw1M7foMXwVuLMsGseKx18OWNSrgDMy808dy749Cw8CnwK2HdCPEzJz08xcb8GCBRNdP0kaCXOUpCYzR0kahaqnxZ4JHFQ+Pgj46oB596PrlNiOwjQorte8umJ/JEmSJEk1qFpcHgu8OCJuAHYtnxMRiyPixLGZImIR8FTge13xn4uIq4CrgHWB91TsjyRJkiSpBqtWCc7Me4Bdeoy/FHhdx/ObgQ17zLdzlfYlSZIkSc1Q9cilJEmSJEkWl5IkSZKk6iwuJUmSJEmVWVxKkiRJkiqzuJQkSZIkVWZxKUmSJEmqzOJSkiRJklSZxaUkSZIkqTKLS0mSJElSZRaXkiRJkqTKLC4lSZIkSZVZXEqSJEmSKrO4lCRJkiRVZnEpSZIkSarM4lKSJEmSVJnFpSRJkiSpMotLSZIkSVJlFpeSJEmSpMosLiVJkiRJlVlcSpIkSZIqs7iUJEmSJFVmcSlJkiRJqsziUpIkSZJUWeXiMiJeGRHXRMQjEbF4wHy7RcT1EXFjRBzRMX6jiPhROX5JRKxetU+SJEmSpNEaxpHLq4G9ge/3myEi5gCfAP4aeCawX0Q8s5z8fuDDmfk04NfAa4fQJ0mSJEnSCFUuLjPzusy8fpzZtgVuzMybMvOPwKnAHhERwM7AaeV8pwB7Vu2TJEmSJGm0RnXN5YbALR3Pl5fj1gF+k5kPdY2XJEmSJLXIhIrLiDg7Iq7uMewx3R3s6MMhEXFDRNy1bNmyUTUrSRNijpLUZOYoSaMwoeIyM3fNzC16DF+dYDu3Ak/teD6/HHcPsFZErNo1vlcfTsjMTTNzvQULFkywWUkaDXOUpCYzR0kahVGdFnsJsGl5Z9jVgX2BMzMzgfOAV5TzHQRMtGCVJEmSJDXEMH6KZK+IWA5sB3wjIr5djn9KRJwFUF5TeSjwbeA64IuZeU25iLcDb4mIGymuwTypap8kSZIkSaO16vizDJaZZwBn9Bh/G/DSjudnAWf1mO8mirvJSpIkSZJaalSnxUqSJEmSZjCLS0mSJElSZRaXkiRJkqTKLC4lSZIkSZVZXEqSJEmSKrO4lCRJkiRVZnEpSZIkSarM4lKSJEmSVJnFpSRJkiSpMotLSZIkSVJlFpeSJEmSpMosLiVJkiRJlVlcSpIkSZIqs7iUJEmSJFVmcSlJkiRJqsziUpIkSZJUmcWlJEmSJKkyi0tJkiRJUmUWl5IkSZKkyiwuJUmSJEmVWVxKkiRJkiqzuJQkSZIkVWZxqaFaf+FCiOg5rL9wYd3dkyRJkjRNKhWXEfHKiLgmIh6JiMV95nlqRJwXEdeW8/5zx7SjI+LWiLiiHF5apT+q3x0330xm9hzuuPnmursnSZIkaZqsWjH+amBv4H8GzPMQ8NbMvDwi1gQui4jvZua15fQPZ+Z/VeyHJEmSJKlGlYrLzLwOICIGzXM7cHv5+N6IuA7YELi2b5AkSZIkqVVGes1lRCwCng38qGP0oRFxZUR8MiLWHhB7SETcEBF3LVu2bJp7KkmTY46S1GTmKEmjMG5xGRFnR8TVPYY9JtNQRDwB+DLw5sz8XTn6eGATYGuKo5sf7BefmSdk5qaZud6CBQsm07QkTTtzlKQmM0dJGoVxT4vNzF2rNhIRq1EUlp/LzNM7ln1nxzz/C3y9aluSJEmSpNGb9tNio7gg8yTgusz8UNe0DTqe7kVxgyBJkiRJUstU/SmSvSJiObAd8I2I+HY5/ikRcVY52wuBA4Gde/zkyAci4qqIuBLYCfiXKv2RJEmSJNWj6t1izwDO6DH+NuCl5eMLgJ63k83MA6u0L0mSJElqhpHeLVaSJEmSNDNFZtbdh0mLiLuApX0mrwvcPYXFjjqujjZdx+bE1dFmW+Kmq82FmbneFPszKeao1sTV0WZb4uposy1x09WmOar5bbqOzYmro822xE1XmxPLUZk5owbg0jbEtamvrqOvzUx/bUY5+D40J65NffW1aU5cXW2OavB9aE5cm/rqa9OcuLraHBs8LVaSJEmSVJnFpSRJkiSpsplYXJ7Qkrg62nQdmxNXR5ttiaurzVHxfWhOXB1ttiWujjbbEldXm6Pi+9CcuDrabEtcHW22Ja6uNoGW3tBHkiRJktQsM/HIpSRJkiRpxCwuJUmSJEmVWVxKkiRJkiqb0cVlRDyl7j5Is1lE/PmI21tnlO1VZY6S6mWOGswcJdWrjTlqRheXwMWDJkbEkyJin4h4SznsExFrjbfQiHhiRGzSY/yW48TNi4h55eP1ImLviNh8vPZ6LOc/JhtTxm1Utvn0ceZbEBFzy8cREX8XER+LiH+MiFWn2Hbfu09FxJyIeH1E/HtEvLBr2jsHxD0uIv41Ig6PiLkRcXBEnBkRH4iIJ0yhjz+bwDxbdjxeLSLeWbb5HxHxuAFxh0bEuuXjp0XE9yPiNxHxo4h41mT7Wi7nmwOmPTEi3hcRn4mI/bum/fc4y50XEcdHxCciYp2IODoiroqIL0bEBgPintw1rAP8OCLWjognD4jbrePxkyLipIi4MiI+HxHrD4g7tuM1XRwRNwE/ioilEbHDoHVsEHPUynHmqMF9NEdhjhoxc9TKceaowX00R2GOmtF3i42IWzLzqX2mvQZ4F/Ad4NZy9HzgxcC7M/PTfeJeBRwH/BJYDTg4My8pp12emc/pE/d64AgggPcDBwNXAy8CPpCZJ/WJ+2j3KOBA4NMAmXlYr7gy9iuZuWf5eI+y3+cDLwDel5kn94m7Gtg2M++LiPcDmwBfAXYu2/z7PnH9PvgB/DQz5/eJOxF4HPDjct2+l5lvKacNek2/CNwC/BnwF8B1wBJgd2BeZh7Ypz9ExL3A2Ic/yr+PA+4rVjGf2CduRX8i4oPAOsCngD2BdTLzNX3irsnMzcvH3wBOzMwzImJH4L2Z+cI+cT3Xvezz1zOzZ5KKiC8DN1DsGPw98Cdg/8x8cNBrWsZ+C/gG8Hhgf+BzwOfLddw1M/foE/cIsLRr9HxgOcVrunGfuM7X9ETgDuB/gb2BHcY+wz3irsrMZ5WPzwP+NTMviYjNgM9n5uJ+69gU5ihzVJ/+mKPMUY1gjjJH9emPOcoc1V9mztgBWDZg2vXAWj3Grw38bEDcFcAG5eNtgf8D9iqf/2RA3FUUG906wO8pNtqx9q4YEHcL8FngNcBB5XDX2ONx1v8nHY9/CGxUPl6XIkn1i7u24/FlwCodzwfFPQzcBPyiYxh7/scBcVd2PF6V4jd2TgfWGOc1vaL8GxQbUnQ8v7JfXDnPRyn+sazfMe4XE/hMdb6mVwCrTaRN4PqOx5f0W/8+r+m5wHk9hvvHe206nr8DuLD8/F0+iXVcNmi5XdPeCnwLeNYkX9PL+y1/nPauA1YtH1/cNe2q8dptwtD9+nZ/ZjBH9YszR03sNTVHrTzNHDXJofv17f7MYI7qF2eOmthrao5aedqMyFFTOjTfJBHxMR795mSlScCgUzOiT9wjPPoNTC9zMvN2gMz8cUTsBHw9Ip7aZ3lj/pSZ9wH3RcTPM/OOchm/johBcc8E/h3YDXhbZt4WEe/KzFMGxIzpXO6qmfmLss27y29H+rklInbOzHOBm4GnAktj/POwbwJ2ycxl3RMi4pYBcauv6HDmQ8AhEXEURTIY97SMzMyIOCvLraF8Pug1JTMPi4htgC9ExFeAjzP4/RvzpIjYi+KU8jUy808TbPO0iDgZOAY4IyLeDJxB8S3mY16vDtcBr8/MG7onjPOarhERq2TmI2X/3hsRtwLfZ/zXtPN0+e5vnvueSp+ZH4yIJcCHy769i4m9pn8eEW+h2O6eGBEx9l4Oag/4b+CsiDgW+FZEfITin+nOFP+wGsEcNZA5qn+MOao/c9QQmaMGMkf1jzFH9Terc1Tri0vg0ilOey9weUR8h+JbLYAFFKdz/PuAuHsjYpPM/DlAZt5eHpL/CjDovP+MiNXKjehvxkZGcU7+oA/avcCbyw34c+WpABO9VnariPgdxYdtjYjYoOzv6sCcAXGvAz4dEUcDvwWuiIgrKP7JvGVA3HEU3yD22sg/MCDu0ojYLTO/NTYiM4+JiNuA48eJe0Jm/j47TjGJ4jqOewfEjbVxWUTsChwKfA+YO15MOd/u5eOLI2L9zLwzimtA7h7Q1jsi4mDgCxSnx6wBHELxuTlgQHtH0//9ftOAuK9RJIezO/pwckTcAXxsQBzAVzte1xXXakTE04CB11Nk5nLglRGxO/Bdim+Zx/O/wJrl41MovhG+q3xN+ya3zPxYRFwF/COwGUU+25TiNX3PBNodFXNUf+aoAcxRfZmjhssc1Z85agBzVF+zO0flFA95Nn2g+IC/cpx51gb2pTgM/dby8drjxGwFPK3H+NWAAwbELaA89Nw1fkOK868nsk4BvBH4bMXXZi1guwnM9wxgD+DlwPPoOK2jz/zPn2J/hh5HeWrHRGOBDYCX1tHXceL2HmXcMNukuIZjiyauYxMGc9TA5ZijzFHT3qY5atz+m6P6L8ccZY6a9jbbmqOGvsA6B4pvkV4KfAa4EzhtCMu8aCbHDbNNxjkHfcByRhrXpr762kzPOtY1mKPqXcc2fUbb0ldfm+lZx7oGc1S969imz2hb+uprMz3rOGiYCafFEsXtcvenSIg/Bl5IcdH1fUNY/EQO8bc5rq42pVnDHFUprq42pVnDHFUprq42pUZqfXEZEcspzk0/nuJC7Xsj4hdDSogwsQtp2xw3zDY3jogz+86cuXufSaOOq6PNqcY9PSKu7DE+irDs95tgU42ro8061nFkzFGV44bZZlu2+zraNEc1J26kzFGV44bZZlu2+zraNEc1J26g1heXwGkUvxuzD/BwRHyVaglCU3cX8MEWxNXR5lTjfgH87Qjj6mizjnUcJXNUc7Rlu6+jTXNUc+JGzRzVHG3Z7uto0xzVnLiBWl9cZuabI+JfgB2B/SjupvWkKH6k96zM/H3FJgbdTnsmxA2zzd9n5vemsJxRx9XR5lTj/piZ3T+oO51xdbRZxzqOjDmqctww22zLdl9Hm+ao5sSNlDmqctww22zLdl9Hm+ao5sQNNNFbMTdaFs7LzEOAjSiuG9iD4reFeoqI4yPiiRNY/IFtjKupzV9MIKaXUcfV0eZU4y4ccVwdbdaxjiNljnpsXE1ttmW7r6NNc1Rz4kbOHPXYuJrabMt2X0eb5qjmxA0UmTP3zIeI+LPMvL/PtMMpfh/nXZn5+UkssxVxNfV170HTM/P0JsTV0WaFuEG/h0VmfmiYcXW0Wcc6NoU5yhzVb1pb+mqOMkfR8FxjjjJHjRNnjppk3HhaX1xGxKbAO4BfAR+i+CHR7YGfA6/NzL4/ABwRG5Yx61JcyP7I2LRxNqhWxI26zYh4hOLHWsd+sLXzdI/Mjh/orTOuTX3tiPsm8GBXHJn57mHG1dFmHes4SuYoc9Rk49rUV3OUOYoW5BpzlDkKc9TQ4sYzE4rLC4BPA08E/gV4M/A1isT4nsx83jjxrwHeC5zLoxv+wA2qTXGjbDMi9qT4AeWnAV8FvpCZN06gfyONa1NfI2LrMm434DLgC8A5Oc6GO9W4OtqsYx1HyRxljppsXJv6ao6annUcJXOUOWqycW3qqzlqetZxoJyGH88c5QBc0fH4xn7TesRtDnwfOBXYYBLttSKurjbL+MdTXK/xVeACYIcmxrWwry8APgZcB+w+3XF1tFnHOk73YI5qVptlfJu2+zb11Rw1Des43YM5qlltlvFt2u7b1Fdz1DSsY/fQ+rvF0nGaAfC7AdO6nQb8c2Z+Z5LttSWurjYBHgB+S/F+LGTiPxI86rjW9DUi1gOeDTwLWA78cjrj6mizjnUcEXNUs9qElmz3beqrOWr4cSNkjmpWm9CS7b5NfTVHDT+uryqVaRMG4D7gSuCqjsdjz/8wIG6NPuNfBHyi7XE19XVn4ASK87f/C1g8wfdwpHFt6ivw98C3gPOBQ4E/n864OtqsYx1HOZijBr425qiGtGmOak7cqAdz1MDXxhzVkDbNUc2JG2+YCddcLhw0PSfw+y0R8WyKQ+yvpLjV8emZ+bGZEjeqNssLg6+kOE0h6foR5sw8rAlxbeprGXc1MPY57o7bfZhxdbRZxzqOkjnKHDXZuDb11RxljiqX0YpcY44aTlyb+mqOGn2Oav1psRNJegARcVFmbtfxfDOKHwveD7gbWAJEZu40znJaEVdTm383Xp8aEldHm1ONG/d9HnJcHW3WsY4jY45qVJtt2e7raNMc1Zy4kTJHNarNtmz3dbRpjmpO3GDDOPzZhgH4SdfzR4DvAU/rGHfTBJbTiri62uyzvLnAK5se16a+Ak8FDh9VXB1t1rGOdQ7mqNG02Wd5rdju29RXc9T0rGOdgzlqNG32WV4rtvs29dUcNT3rmJmswuyRXc/3Bm4HzouI/42IXWDl33fpoy1xdbUJQETMiYiXRsRnKA6379PEuDb1NSLWi4h/iogfUJwfv/50xtXRZh3r2CDmKHNUI9o0RzUnrmHMUeaoRrRpjmpOXE9TrUrbNgCX9xk/dkvjrwF/oPih27+awPJaETfqNoEdgP8BbgG+DNwBPG4CbY00ri19BdYEDgK+TXGtxgeB5RNoa0pxdbRZxzo2cTBHmaPqbtMc1Yy4pg7mKHNU3W2ao5oRN+5yqy6gLQNdp3P0mWdt4BCKHxCdzLJbETfdbVLcvviHwIHAmuW4X0xg2SONa1NfgfspTq3ZHlbcgGsip+RMKa6ONutYxyYO5qjpb7Mt232b+mqOmp51bOJgjpr+Ntuy3bepr+ao6VnHgcutuoC6B+A7E5xvi67nc4E3Ax8HXg+sOsHltCKupr4eB9wMfJ3im7rHT/DDPdK4NvW1fB8uprgl/L8Bm0xnXB1t1rGOoxwwRzWmzbZs923qax3bb1tyTZV1HOWAOaoxbbZlu29TX+vYftuSa6qs48DlVl1A3QMT+CatT9wS4LPlRv8V4CMzKa7GNoPi7lMnUHzLdC/wKuAJTYprYV83Ljf8qyh+QPjtwGbTFVdHm3Ws4ygGc1Tj2mzTdt+mvpqjpmEdRzGYoxrXZpu2+zb11Rw1DevYc3lTDWzKANxEceF0z2FA3FUdj1elz7UEbY2rq82u5awGvAz4HHB3U+Na2NctgPcCN44iro4261jH6RrMUc1qs2s5bdru29RXc9Q0rON0DeaoZrXZtZw2bfdt6qs5ahrWccUyphrYlAG4B/gk8KkewycHxF0+6Hnb4+pqc8Ay/6zj8ZebGte2vnbEXTTKuDrarGMdhzGYo5rV5oBltma7b1NfO+LMUdOwjsMYzFHNanPAMluz3beprx1x5qghxa1K+y3NzL+fQtxWEfG78nEAf1Y+DyAz84ktj6urzZ4y8/6Opxs3Na6ONqv0tcPcEcfV0WYd6zgM5qjmrGNfbdru29TXDuao4ccNizmqOevYV5u2+zb1tYM5akhxM6G4nNTvBo3JzDkzOa6uNifaREvi6mizLXF1tFnHOg6DOapBbU60iZbE1dFmW+LqaNMcNYPi6mpzok20JK6ONtsSV0ebI4lbZYqNNMmr6+6AJA1gjpLUZOYoSUMzE45cXhwRvSrqKZ96oGk3pW9Ja4iro822xNXRZh3rOAzmqPZp02e0LX31tRl+3LCYo9qnTZ/RtvTV12ZIca0/cpmZa2bmE3sMa5oQmyMilnQ8fXtT4+poc1BcRBwfERP5HB84jLg62qxjHUfJHNUOTdrum9amOcocpfo1abtvWpvmqGblqNYXlxHx5EFD3f3TCtuNPcjM7zQ4ro42B8XdBFwWEfsPWkBmXj2kuDrarGMdR8Yc1RpN2u6b1qY5yhyl+jVpu29am+aoBuWoyKz7OvJqIuIRih9SfWhsVMfkzMyp3jVKQxQRyzJzQdPj6mhzvLiI2BD4ELAucDzwyNi0zDx92HF1tFnHOo6KOaodmrbdN6lNc5Q5avS9UrembfdNatMc1awcNROuufwosBNwIfAF4IJse8XcUhHxnH6TKH7sthFxdbRZpa+ZeWtEfIPiR23/lkc3/AT6bvhTjaujzTrWcYTMUQ3Rpu2+TX01R5mjNBxt2u7b1Fdz1GhzVOuLy8x8c0QEsCPFOcEfi4jvAMdn5i9q7dzs88EB0/6vQXF1tDmluIjYnOKbpNuAbTPz9gHLqRxXR5t1rOMomaMapRXbfU1tmqMaEjdq5qhGacV2X1Ob5qiGxI0rM2fMAKwFvAG4C/iHuvvjsNJ787w2xDWtr8B1wF9NYZlTiqujzTrWsa7BHNXcoUnbfdPaNEeZoxzqH5q03TetTXNUs3LUUBdWxwA8Htgf+CrwQ+BtwIK6++XwmPdpWRvimtZXYI0+418EfGLYcXW0Wcc6jnIwR7VjaNJ237Q2zVHmKIf6hyZt901r0xzVrBzV+tNigV8CNwCnln8TWBwRi6E5F8yr2b/JU3ObfeMy88EVM0U8m2IH4JXALxh8Dv2U4upos451HDFzVDs0ZrtvYJvmqBHG1cAc1Q6N2e4b2KY5aoRx45kJxeWXKBLhX5RDpylfjKqhy5bE1dFm37iI2AzYrxzuBpYAkZk7DVrgVOPqaLOOdRwxc1Q7NGa7b2Cb5ihzlOrXmO2+gW2aoxqUo1r/UyRqjoj4Gr038AB2zszHNyGuTX0tbxH/A+C1mXljOe6mHOfW8FONq6PNOtZRs1Nbtvs29dUcNT3rqNmpLdt9m/pqjpqedRyk9UcuI+Itg6Zn5odG1RfxXy2ZVkebU522N7AvcF5EfIvitKWJnDYy1bg62qxjHUfGHNUoTdq2zVHmqEYwRzVKk7Ztc5Q5akpaf+QyIt41YHJm5jEj64w0TSLi8cAeFKcu7Ax8GjgjM8NaUsUAAALGSURBVL8zHXF1tFnHOo6COUqzgTlqetZxFMxRmg3MUdOzjj2X1/bicpCIeHNmHld3P2aLiLiKAee9Z+aWTYhrW197LGttiguu98nMXaY7ro4261jHOpijRqtN232b+tpjWeaoIcfVxRw1Wm3a7tvU1x7LMkcNOW6lZczw4nJZZi6oux+zRUQsHDQ9M5c2Ia6ONivEzaX4zbGnAVcBJ2XmQ4OWVSWujjbrWMemMEeNVlu2+zraNEc1J65JzFGj1Zbtvo42zVHNiRt3uTO8uLwlM59adz9ms4hYF7gnJ/lBG3VcHW1OJC4ilgB/orjg+q+BpZn5zxNY9pTi6mizjnVsCnNU/Zq43TelTXNUPXFNYo6qXxO3+6a0aY6qJ25cOcUfyGzDQIUfgHWY0uv9fOB8ituWPxu4GriD4je0dmtKXJv6ClzV8XhV4PIJvhdTiqujzTrWsSmDOWrkr3crtvs29fX/b++OUhqIgTAA/1UEvYlH8ASeXtA3jyEo6osaH1QoRSt2t5uM/T4YWFwmmRRmSkDUjNrPGUcJM2rxz7tE31eq1Yzazxm3rjvHIj0jyUOS+2/iIclL7/oOKZJcJbnMx+9q3yW5+Pz5eZLrUfIq1brZ6H8YGDvl9dizxxmXDDNqnKjS95VqNaP2c8Ylw4waJ6r0faVazaj9nHHrunMsIkRrLUlu1p5vN95ta/xF8yrVmuR184t+7fl+7rwee/Y4ozjMqNL3lWo1o8woMV9U6ftKtZpRy8+o8v/nkqG8rT0/b7xrA+X12HOnvNba8ZY1f7RrXo89e5yRg1Wi7zvtaUYNksdBK9H3nfY0owbJ+82//oM+LGu1Wr0meUyySnKW5OnrVZLT1trJCHnVagXmUanvK9UKzKNS31eqlWW5XAIAADDZUe8CAAAAqM/lEgAAgMlcLgEAAJjM5RIAAIDJXC4BAACY7B2jDRw2/BbPJwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax0, ax1, ax2) = plt.subplots(ncols=3, sharey=True)\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(left=0, right=2, wspace=0.1)\n",
"\n",
"_ = local_coef_dict[10].plot(kind='bar', colormap='cool', ax=ax0, edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" title='10th PCTL of p_DEFAULT_NEXT_MONTH')\n",
"\n",
"_ = local_coef_dict[50].plot(kind='bar', colormap='cool', ax=ax1, edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" title='50th PCTL of p_DEFAULT_NEXT_MONTH')\n",
"\n",
"_ = local_coef_dict[90].plot(kind='bar', colormap='cool', ax=ax2, edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" title='90th PCTL of p_DEFAULT_NEXT_MONTH')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.6 Discrimination (Fair Lending) Testing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Standardized mean difference for `SEX = male` and `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Male mean yhat: 0.23\n",
"Female mean yhat: 0.22\n",
"P_Default_Next_Month std. dev.: 0.15\n",
"Standardized mean difference: -0.08\n"
]
}
],
"source": [
"print('Standardized mean difference: %.2f' % auto_ph.smd(glm_yhat_valid, 'SEX', 'p_DEFAULT_NEXT_MONTH', 'male', 'female'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Determine a probability cutoff"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.3708916952697694"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_glm_cut = best_glm.mcc(valid=True)[0][0]\n",
"best_glm_cut"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate confusion matrices"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"glm_male_cm = auto_ph.get_confusion_matrix(glm_yhat_valid, y_name, 'p_DEFAULT_NEXT_MONTH', by='SEX',\n",
" level='male', cutoff=best_glm_cut)\n",
"\n",
"glm_female_cm = auto_ph.get_confusion_matrix(glm_yhat_valid, y_name, 'p_DEFAULT_NEXT_MONTH', by='SEX',\n",
" level='female', cutoff=best_glm_cut)\n",
"\n",
"glm_cm_dict = {'male': glm_male_cm, 'female': glm_female_cm}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Confusion matrix by `SEX = male`"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" actual: 1 | \n",
" actual: 0 | \n",
"
\n",
" \n",
" \n",
" \n",
" predicted: 1 | \n",
" 379 | \n",
" 211 | \n",
"
\n",
" \n",
" predicted: 0 | \n",
" 464 | \n",
" 2538 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" actual: 1 actual: 0\n",
"predicted: 1 379 211\n",
"predicted: 0 464 2538"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"glm_male_cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Confusion matrix by `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" actual: 1 | \n",
" actual: 0 | \n",
"
\n",
" \n",
" \n",
" \n",
" predicted: 1 | \n",
" 480 | \n",
" 308 | \n",
"
\n",
" \n",
" predicted: 0 | \n",
" 663 | \n",
" 4011 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" actual: 1 actual: 0\n",
"predicted: 1 480 308\n",
"predicted: 0 663 4011"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"glm_female_cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Adverse impact ratio for `SEX = male` and `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Male proportion accepted: 0.836\n",
"Female proportion accepted: 0.856\n",
"Adverse impact ratio: 1.02\n"
]
}
],
"source": [
"print('Adverse impact ratio: %.2f' % auto_ph.air(glm_cm_dict, 'male', 'female'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Marginal effect for `SEX = male` and `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Male accepted: 83.57%\n",
"Female accepted: 85.57%\n",
"Marginal effect: -2.00%\n"
]
}
],
"source": [
"print('Marginal effect: %.2f%%' % auto_ph.marginal_effect(glm_cm_dict, 'male', 'female'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.7 Estimated Business Impact "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate overall confusion matrix"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" | \n",
" actual: 1 | \n",
" actual: 0 | \n",
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" \n",
" \n",
" \n",
" predicted: 1 | \n",
" 859 | \n",
" 519 | \n",
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" \n",
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"text/plain": [
" actual: 1 actual: 0\n",
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"predicted: 0 1127 6549"
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},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"glm_cm = auto_ph.get_confusion_matrix(glm_yhat_valid, y_name, 'p_DEFAULT_NEXT_MONTH', cutoff=best_glm_cut)\n",
"glm_cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Estimate business impact"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Estimated business impact $7900000.00\n"
]
}
],
"source": [
"glm_business_impact = glm_cm.iloc[0, 0]*TRUE_POSITIVE_AMOUNT +\\\n",
" glm_cm.iloc[0, 1]*FALSE_POSITIVE_AMOUNT +\\\n",
" glm_cm.iloc[1, 0]*FALSE_NEGATIVE_AMOUNT +\\\n",
" glm_cm.iloc[1, 1]*TRUE_NEGATIVE_AMOUNT\n",
"\n",
"print('Estimated business impact $%.2f' % glm_business_impact)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Train Monotonic GBM with Forward Feature Selection"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.1 Forward Step-wise Training"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Starting grid search 1/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1}\n",
"Completed grid search 1/14 with AUC: 0.74 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 2/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1}\n",
"Completed grid search 2/14 with AUC: 0.76 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 3/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1, 'PAY_AMT1': -1}\n",
"Completed grid search 3/14 with AUC: 0.77 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 4/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1, 'PAY_AMT1': -1, 'PAY_AMT2': -1}\n",
"Completed grid search 4/14 with AUC: 0.77 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 5/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1, 'PAY_AMT1': -1, 'PAY_AMT2': -1, 'PAY_AMT4': -1}\n",
"Completed grid search 5/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 6/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1, 'PAY_AMT1': -1, 'PAY_AMT2': -1, 'PAY_AMT4': -1, 'PAY_AMT3': -1}\n",
"Completed grid search 6/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 7/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1, 'PAY_AMT1': -1, 'PAY_AMT2': -1, 'PAY_AMT4': -1, 'PAY_AMT3': -1, 'PAY_AMT5': -1}\n",
"Completed grid search 7/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 8/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1, 'PAY_AMT1': -1, 'PAY_AMT2': -1, 'PAY_AMT4': -1, 'PAY_AMT3': -1, 'PAY_AMT5': -1, 'PAY_AMT6': -1}\n",
"Completed grid search 8/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 9/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1, 'PAY_AMT1': -1, 'PAY_AMT2': -1, 'PAY_AMT4': -1, 'PAY_AMT3': -1, 'PAY_AMT5': -1, 'PAY_AMT6': -1, 'BILL_AMT1': -1}\n",
"Completed grid search 9/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 10/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1', 'BILL_AMT2']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1, 'PAY_AMT1': -1, 'PAY_AMT2': -1, 'PAY_AMT4': -1, 'PAY_AMT3': -1, 'PAY_AMT5': -1, 'PAY_AMT6': -1, 'BILL_AMT1': -1, 'BILL_AMT2': -1}\n",
"Completed grid search 10/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 11/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1, 'PAY_AMT1': -1, 'PAY_AMT2': -1, 'PAY_AMT4': -1, 'PAY_AMT3': -1, 'PAY_AMT5': -1, 'PAY_AMT6': -1, 'BILL_AMT1': -1, 'BILL_AMT2': -1, 'BILL_AMT3': -1}\n",
"Completed grid search 11/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 12/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3', 'BILL_AMT4']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1, 'PAY_AMT1': -1, 'PAY_AMT2': -1, 'PAY_AMT4': -1, 'PAY_AMT3': -1, 'PAY_AMT5': -1, 'PAY_AMT6': -1, 'BILL_AMT1': -1, 'BILL_AMT2': -1, 'BILL_AMT3': -1, 'BILL_AMT4': -1}\n",
"Completed grid search 12/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 13/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3', 'BILL_AMT4', 'BILL_AMT5']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1, 'PAY_AMT1': -1, 'PAY_AMT2': -1, 'PAY_AMT4': -1, 'PAY_AMT3': -1, 'PAY_AMT5': -1, 'PAY_AMT6': -1, 'BILL_AMT1': -1, 'BILL_AMT2': -1, 'BILL_AMT3': -1, 'BILL_AMT4': -1, 'BILL_AMT5': -1}\n",
"Completed grid search 13/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 14/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3', 'BILL_AMT4', 'BILL_AMT5', 'BILL_AMT6']\n",
"Monotone constraints = {'PAY_0': 1, 'PAY_2': 1, 'PAY_3': 1, 'PAY_4': 1, 'PAY_5': 1, 'PAY_6': 1, 'LIMIT_BAL': -1, 'PAY_AMT1': -1, 'PAY_AMT2': -1, 'PAY_AMT4': -1, 'PAY_AMT3': -1, 'PAY_AMT5': -1, 'PAY_AMT6': -1, 'BILL_AMT1': -1, 'BILL_AMT2': -1, 'BILL_AMT3': -1, 'BILL_AMT4': -1, 'BILL_AMT5': -1, 'BILL_AMT6': -1}\n",
"Completed grid search 14/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Done.\n",
"Task completed in 674.86 s.\n"
]
}
],
"source": [
"# initialize data structures needed to compare correlation coefficients,\n",
"# penalized glm coefficients, and MGBM Shapley values\n",
"# as features are added into the MGBM\n",
"abs_corr = corr.copy(deep=True)\n",
"abs_corr['Pearson Correlation Coefficient'] = corr['Pearson Correlation Coefficient'].abs()\n",
"\n",
"# create a list of features to add into MGBM\n",
"# list is ordered by correlation between X_j and y\n",
"next_list = [name for name in list(abs_corr.sort_values(by='Pearson Correlation Coefficient',\n",
" ascending=False).index) if name not in glm_selected]\n",
"\n",
"# create a DataFrame to store new MGBM SHAP values\n",
"# for comparison to correlation and penalized glm coefficients\n",
"abs_corr_glm_mgbm_shap = corr_glm.copy(deep=True).abs()\n",
"#abs_corr_glm_mgbm_shap.columns = ['Absolute ' + name for name in abs_corr_glm_mgbm_shap.columns]\n",
"abs_corr_glm_mgbm_shap['Monotonic GBM Mean SHAP Value'] = 0\n",
"\n",
"# start local timer\n",
"tic = time.time()\n",
"\n",
"# forward stepwise MGBM training\n",
"mgbm_train_results = auto_ph.gbm_forward_select_train(glm_selected, \n",
" y_name, \n",
" train, \n",
" valid, \n",
" SEED, \n",
" next_list,\n",
" abs_corr_glm_mgbm_shap, \n",
" 'Monotonic GBM Mean SHAP Value',\n",
" monotone=True)\n",
"\n",
"mgbm_models = mgbm_train_results['MODELS']\n",
"corr_glm_mgbm_shap_coefs = mgbm_train_results['GLOBAL_COEFS']\n",
"mgbm_shap = mgbm_train_results['LOCAL_COEFS']\n",
"\n",
"# end local timer\n",
"toc = time.time()-tic\n",
"print('Task completed in %.2f s.' % (toc))\n",
"\n",
"# 2 threads - 695 s\n",
"# 4 threads - 691 s\n",
"# 8 threads - 692 s"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.2 Compare Global Model Weights for Alternative Models"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"auto_ph.plot_coefs(corr_glm_mgbm_shap_coefs,\n",
" mgbm_models, \n",
" 'MGBM',\n",
" ['Absolute Pearson Correlation Coefficient',\n",
" 'Monotonic GBM Mean SHAP Value',\n",
" 'Absolute Penalized GLM Contribution'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.3 Perform Cross-validated Ranking to Select Best MGBM Against Alternative Models"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Evaluated model 1/14 with rank: 1.20* ...\n",
"Evaluated model 2/14 with rank: 1.08* ...\n",
"Evaluated model 3/14 with rank: 1.08 ...\n",
"Evaluated model 4/14 with rank: 1.04* ...\n",
"Evaluated model 5/14 with rank: 1.00* ...\n",
"Evaluated model 6/14 with rank: 1.00 ...\n",
"Evaluated model 7/14 with rank: 1.04 ...\n",
"Evaluated model 8/14 with rank: 1.06 ...\n",
"Evaluated model 9/14 with rank: 1.08 ...\n",
"Evaluated model 10/14 with rank: 1.04 ...\n",
"Evaluated model 11/14 with rank: 1.04 ...\n",
"Evaluated model 12/14 with rank: 1.04 ...\n",
"Evaluated model 13/14 with rank: 1.04 ...\n",
"Evaluated model 14/14 with rank: 1.08 ...\n",
"Done.\n",
"Task completed in 341.94 s.\n"
]
}
],
"source": [
"# autoph cv_model_rank_select function\n",
"# requires models to have model_id \n",
"best_glm.model_id = 'best_glm'\n",
"compare_model_ids = ['best_glm'] # list of model_ids\n",
"\n",
"# start local timer\n",
"tic = time.time()\n",
"\n",
"# perform CV rank model selection\n",
"mgbm_rank_results = auto_ph.cv_model_rank_select(valid,\n",
" SEED,\n",
" mgbm_train_results,\n",
" 'mgbm',\n",
" compare_model_ids)\n",
"\n",
"best_mgbm = mgbm_rank_results['BEST_MODEL']\n",
"best_mgbm_shap = mgbm_rank_results['BEST_LOCAL_COEFS']\n",
"mgbm_selected_coefs = mgbm_rank_results['BEST_GLOBAL_COEFS']\n",
"best_mgbm_eval = mgbm_rank_results['METRICS']\n",
"\n",
"\n",
"# end local timer\n",
"toc = time.time()-tic\n",
"print('Task completed in %.2f s.' % (toc))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.4 Model Details for Model Documentation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Inspect best MGBM "
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model Details\n",
"=============\n",
"H2OGradientBoostingEstimator : Gradient Boosting Machine\n",
"Model Key: mgbm5\n",
"\n",
"\n",
"Model Summary: "
]
},
{
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" | \n",
" | \n",
" number_of_trees | \n",
" number_of_internal_trees | \n",
" model_size_in_bytes | \n",
" min_depth | \n",
" max_depth | \n",
" mean_depth | \n",
" min_leaves | \n",
" max_leaves | \n",
" mean_leaves | \n",
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" 0 | \n",
" | \n",
" 46.0 | \n",
" 46.0 | \n",
" 6940.0 | \n",
" 3.0 | \n",
" 3.0 | \n",
" 3.0 | \n",
" 5.0 | \n",
" 8.0 | \n",
" 7.369565 | \n",
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" number_of_trees number_of_internal_trees model_size_in_bytes \\\n",
"0 46.0 46.0 6940.0 \n",
"\n",
" min_depth max_depth mean_depth min_leaves max_leaves mean_leaves \n",
"0 3.0 3.0 3.0 5.0 8.0 7.369565 "
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"output_type": "stream",
"text": [
"\n",
"\n",
"ModelMetricsBinomial: gbm\n",
"** Reported on train data. **\n",
"\n",
"MSE: 0.13637719864300343\n",
"RMSE: 0.3692928358945018\n",
"LogLoss: 0.4351274080189972\n",
"Mean Per-Class Error: 0.2913939696264273\n",
"AUC: 0.7716491282246187\n",
"pr_auc: 0.5471826859054356\n",
"Gini: 0.5432982564492375\n",
"\n",
"Confusion Matrix (Act/Pred) for max f1 @ threshold = 0.21968260039166268: "
]
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" Error | \n",
" Rate | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0 | \n",
" 13482.0 | \n",
" 2814.0 | \n",
" 0.1727 | \n",
" (2814.0/16296.0) | \n",
"
\n",
" \n",
" 1 | \n",
" 1 | \n",
" 1907.0 | \n",
" 2743.0 | \n",
" 0.4101 | \n",
" (1907.0/4650.0) | \n",
"
\n",
" \n",
" 2 | \n",
" Total | \n",
" 15389.0 | \n",
" 5557.0 | \n",
" 0.2254 | \n",
" (4721.0/20946.0) | \n",
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"
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"text/plain": [
" 0 1 Error Rate\n",
"0 0 13482.0 2814.0 0.1727 (2814.0/16296.0)\n",
"1 1 1907.0 2743.0 0.4101 (1907.0/4650.0)\n",
"2 Total 15389.0 5557.0 0.2254 (4721.0/20946.0)"
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"text": [
"\n",
"Maximum Metrics: Maximum metrics at their respective thresholds\n"
]
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" value | \n",
" idx | \n",
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" \n",
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" 0 | \n",
" max f1 | \n",
" 0.219683 | \n",
" 0.537474 | \n",
" 248.0 | \n",
"
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" \n",
" 1 | \n",
" max f2 | \n",
" 0.127859 | \n",
" 0.630227 | \n",
" 329.0 | \n",
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" \n",
" 2 | \n",
" max f0point5 | \n",
" 0.446699 | \n",
" 0.583033 | \n",
" 147.0 | \n",
"
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" \n",
" 3 | \n",
" max accuracy | \n",
" 0.446699 | \n",
" 0.821493 | \n",
" 147.0 | \n",
"
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" \n",
" 4 | \n",
" max precision | \n",
" 0.950247 | \n",
" 1.000000 | \n",
" 0.0 | \n",
"
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" \n",
" 5 | \n",
" max recall | \n",
" 0.050609 | \n",
" 1.000000 | \n",
" 395.0 | \n",
"
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" 6 | \n",
" max specificity | \n",
" 0.950247 | \n",
" 1.000000 | \n",
" 0.0 | \n",
"
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" \n",
" 7 | \n",
" max absolute_mcc | \n",
" 0.325159 | \n",
" 0.413494 | \n",
" 194.0 | \n",
"
\n",
" \n",
" 8 | \n",
" max min_per_class_accuracy | \n",
" 0.177542 | \n",
" 0.698495 | \n",
" 281.0 | \n",
"
\n",
" \n",
" 9 | \n",
" max mean_per_class_accuracy | \n",
" 0.219683 | \n",
" 0.708606 | \n",
" 248.0 | \n",
"
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" \n",
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"
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"text/plain": [
" metric threshold value idx\n",
"0 max f1 0.219683 0.537474 248.0\n",
"1 max f2 0.127859 0.630227 329.0\n",
"2 max f0point5 0.446699 0.583033 147.0\n",
"3 max accuracy 0.446699 0.821493 147.0\n",
"4 max precision 0.950247 1.000000 0.0\n",
"5 max recall 0.050609 1.000000 395.0\n",
"6 max specificity 0.950247 1.000000 0.0\n",
"7 max absolute_mcc 0.325159 0.413494 194.0\n",
"8 max min_per_class_accuracy 0.177542 0.698495 281.0\n",
"9 max mean_per_class_accuracy 0.219683 0.708606 248.0"
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"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Gains/Lift Table: Avg response rate: 22.20 %, avg score: 22.00 %\n"
]
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" cumulative_response_rate | \n",
" cumulative_score | \n",
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" cumulative_capture_rate | \n",
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" 0.030316 | \n",
" 0.763679 | \n",
" 3.405328 | \n",
" 3.511394 | \n",
" 0.755981 | \n",
" 0.783970 | \n",
" 0.779528 | \n",
" 0.810905 | \n",
" 0.033978 | \n",
" 0.106452 | \n",
" 240.532798 | \n",
" 251.139446 | \n",
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" 0.040008 | \n",
" 0.715138 | \n",
" 3.261891 | \n",
" 3.450954 | \n",
" 0.724138 | \n",
" 0.739815 | \n",
" 0.766110 | \n",
" 0.793684 | \n",
" 0.031613 | \n",
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" 0.050081 | \n",
" 0.664416 | \n",
" 3.116869 | \n",
" 3.383755 | \n",
" 0.691943 | \n",
" 0.686695 | \n",
" 0.751192 | \n",
" 0.772164 | \n",
" 0.031398 | \n",
" 0.169462 | \n",
" 211.686898 | \n",
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" 0.100019 | \n",
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" 3.121984 | \n",
" 0.634799 | \n",
" 0.601794 | \n",
" 0.693079 | \n",
" 0.687101 | \n",
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" 2.224293 | \n",
" 2.822849 | \n",
" 0.493792 | \n",
" 0.446951 | \n",
" 0.626671 | \n",
" 0.607076 | \n",
" 0.111183 | \n",
" 0.423441 | \n",
" 122.429306 | \n",
" 182.284922 | \n",
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" | \n",
" 8 | \n",
" 0.205672 | \n",
" 0.292765 | \n",
" 1.595510 | \n",
" 2.490659 | \n",
" 0.354202 | \n",
" 0.312777 | \n",
" 0.552925 | \n",
" 0.527422 | \n",
" 0.088817 | \n",
" 0.512258 | \n",
" 59.551043 | \n",
" 149.065864 | \n",
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" | \n",
" 9 | \n",
" 0.301251 | \n",
" 0.196648 | \n",
" 1.174504 | \n",
" 2.073077 | \n",
" 0.260739 | \n",
" 0.234499 | \n",
" 0.460222 | \n",
" 0.434485 | \n",
" 0.112258 | \n",
" 0.624516 | \n",
" 17.450421 | \n",
" 107.307684 | \n",
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" 0.400029 | \n",
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" 1.774604 | \n",
" 0.191880 | \n",
" 0.184844 | \n",
" 0.393961 | \n",
" 0.372842 | \n",
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" -13.567284 | \n",
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" 0.161335 | \n",
" 0.346216 | \n",
" 0.330455 | \n",
" 0.070323 | \n",
" 0.780215 | \n",
" -29.858249 | \n",
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" 0.131214 | \n",
" 0.619237 | \n",
" 1.402870 | \n",
" 0.137470 | \n",
" 0.140709 | \n",
" 0.311436 | \n",
" 0.298841 | \n",
" 0.061935 | \n",
" 0.842151 | \n",
" -38.076342 | \n",
" 40.286982 | \n",
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" 0.124167 | \n",
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" 1.167887 | \n",
" 0.081983 | \n",
" 0.108062 | \n",
" 0.259270 | \n",
" 0.252921 | \n",
" 0.036989 | \n",
" 0.935269 | \n",
" -63.070697 | \n",
" 16.788724 | \n",
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" 0.904564 | \n",
" 0.091861 | \n",
" 0.402152 | \n",
" 1.080066 | \n",
" 0.089277 | \n",
" 0.097524 | \n",
" 0.239774 | \n",
" 0.235099 | \n",
" 0.041720 | \n",
" 0.976989 | \n",
" -59.784808 | \n",
" 8.006633 | \n",
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" | \n",
" 16 | \n",
" 1.000000 | \n",
" 0.034810 | \n",
" 0.241112 | \n",
" 1.000000 | \n",
" 0.053527 | \n",
" 0.076989 | \n",
" 0.221999 | \n",
" 0.220010 | \n",
" 0.023011 | \n",
" 1.000000 | \n",
" -75.888783 | \n",
" 0.000000 | \n",
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"text/plain": [
" group cumulative_data_fraction lower_threshold lift \\\n",
"0 1 0.010074 0.813927 3.607883 \n",
"1 2 0.020338 0.795575 3.519808 \n",
"2 3 0.030316 0.763679 3.405328 \n",
"3 4 0.040008 0.715138 3.261891 \n",
"4 5 0.050081 0.664416 3.116869 \n",
"5 6 0.100019 0.543384 2.859463 \n",
"6 7 0.150005 0.366237 2.224293 \n",
"7 8 0.205672 0.292765 1.595510 \n",
"8 9 0.301251 0.196648 1.174504 \n",
"9 10 0.400029 0.173817 0.864327 \n",
"10 11 0.500286 0.151431 0.701418 \n",
"11 12 0.600306 0.131214 0.619237 \n",
"12 13 0.700659 0.114794 0.559314 \n",
"13 14 0.800821 0.102226 0.369293 \n",
"14 15 0.904564 0.091861 0.402152 \n",
"15 16 1.000000 0.034810 0.241112 \n",
"\n",
" cumulative_lift response_rate score cumulative_response_rate \\\n",
"0 3.607883 0.800948 0.843446 0.800948 \n",
"1 3.563432 0.781395 0.805153 0.791080 \n",
"2 3.511394 0.755981 0.783970 0.779528 \n",
"3 3.450954 0.724138 0.739815 0.766110 \n",
"4 3.383755 0.691943 0.686695 0.751192 \n",
"5 3.121984 0.634799 0.601794 0.693079 \n",
"6 2.822849 0.493792 0.446951 0.626671 \n",
"7 2.490659 0.354202 0.312777 0.552925 \n",
"8 2.073077 0.260739 0.234499 0.460222 \n",
"9 1.774604 0.191880 0.184844 0.393961 \n",
"10 1.559537 0.155714 0.161335 0.346216 \n",
"11 1.402870 0.137470 0.140709 0.311436 \n",
"12 1.282050 0.124167 0.122817 0.284614 \n",
"13 1.167887 0.081983 0.108062 0.259270 \n",
"14 1.080066 0.089277 0.097524 0.239774 \n",
"15 1.000000 0.053527 0.076989 0.221999 \n",
"\n",
" cumulative_score capture_rate cumulative_capture_rate gain \\\n",
"0 0.843446 0.036344 0.036344 260.788259 \n",
"1 0.824119 0.036129 0.072473 251.980795 \n",
"2 0.810905 0.033978 0.106452 240.532798 \n",
"3 0.793684 0.031613 0.138065 226.189099 \n",
"4 0.772164 0.031398 0.169462 211.686898 \n",
"5 0.687101 0.142796 0.312258 185.946339 \n",
"6 0.607076 0.111183 0.423441 122.429306 \n",
"7 0.527422 0.088817 0.512258 59.551043 \n",
"8 0.434485 0.112258 0.624516 17.450421 \n",
"9 0.372842 0.085376 0.709892 -13.567284 \n",
"10 0.330455 0.070323 0.780215 -29.858249 \n",
"11 0.298841 0.061935 0.842151 -38.076342 \n",
"12 0.273630 0.056129 0.898280 -44.068568 \n",
"13 0.252921 0.036989 0.935269 -63.070697 \n",
"14 0.235099 0.041720 0.976989 -59.784808 \n",
"15 0.220010 0.023011 1.000000 -75.888783 \n",
"\n",
" cumulative_gain \n",
"0 260.788259 \n",
"1 256.343177 \n",
"2 251.139446 \n",
"3 245.095388 \n",
"4 238.375473 \n",
"5 212.198445 \n",
"6 182.284922 \n",
"7 149.065864 \n",
"8 107.307684 \n",
"9 77.460410 \n",
"10 55.953665 \n",
"11 40.286982 \n",
"12 28.204987 \n",
"13 16.788724 \n",
"14 8.006633 \n",
"15 0.000000 "
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{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"ModelMetricsBinomial: gbm\n",
"** Reported on validation data. **\n",
"\n",
"MSE: 0.13326994104124376\n",
"RMSE: 0.3650615578792757\n",
"LogLoss: 0.4278285715046422\n",
"Mean Per-Class Error: 0.2856607030196092\n",
"AUC: 0.7776380047998697\n",
"pr_auc: 0.5486322626112021\n",
"Gini: 0.5552760095997393\n",
"\n",
"Confusion Matrix (Act/Pred) for max f1 @ threshold = 0.27397344199105433: "
]
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" Error | \n",
" Rate | \n",
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\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0 | \n",
" 6093.0 | \n",
" 975.0 | \n",
" 0.1379 | \n",
" (975.0/7068.0) | \n",
"
\n",
" \n",
" 1 | \n",
" 1 | \n",
" 863.0 | \n",
" 1123.0 | \n",
" 0.4345 | \n",
" (863.0/1986.0) | \n",
"
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" \n",
" 2 | \n",
" Total | \n",
" 6956.0 | \n",
" 2098.0 | \n",
" 0.203 | \n",
" (1838.0/9054.0) | \n",
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" \n",
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"0 0 6093.0 975.0 0.1379 (975.0/7068.0)\n",
"1 1 863.0 1123.0 0.4345 (863.0/1986.0)\n",
"2 Total 6956.0 2098.0 0.203 (1838.0/9054.0)"
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"text": [
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"Maximum Metrics: Maximum metrics at their respective thresholds\n"
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"data": {
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" 0 | \n",
" max f1 | \n",
" 0.273973 | \n",
" 0.549951 | \n",
" 217.0 | \n",
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" \n",
" 1 | \n",
" max f2 | \n",
" 0.147835 | \n",
" 0.634488 | \n",
" 307.0 | \n",
"
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" \n",
" 2 | \n",
" max f0point5 | \n",
" 0.436620 | \n",
" 0.590736 | \n",
" 153.0 | \n",
"
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" \n",
" 3 | \n",
" max accuracy | \n",
" 0.456963 | \n",
" 0.825271 | \n",
" 147.0 | \n",
"
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" \n",
" 4 | \n",
" max precision | \n",
" 0.947069 | \n",
" 1.000000 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 5 | \n",
" max recall | \n",
" 0.045106 | \n",
" 1.000000 | \n",
" 397.0 | \n",
"
\n",
" \n",
" 6 | \n",
" max specificity | \n",
" 0.947069 | \n",
" 1.000000 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 7 | \n",
" max absolute_mcc | \n",
" 0.347246 | \n",
" 0.429999 | \n",
" 184.0 | \n",
"
\n",
" \n",
" 8 | \n",
" max min_per_class_accuracy | \n",
" 0.181585 | \n",
" 0.709970 | \n",
" 275.0 | \n",
"
\n",
" \n",
" 9 | \n",
" max mean_per_class_accuracy | \n",
" 0.230518 | \n",
" 0.714339 | \n",
" 240.0 | \n",
"
\n",
" \n",
"
\n",
"
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],
"text/plain": [
" metric threshold value idx\n",
"0 max f1 0.273973 0.549951 217.0\n",
"1 max f2 0.147835 0.634488 307.0\n",
"2 max f0point5 0.436620 0.590736 153.0\n",
"3 max accuracy 0.456963 0.825271 147.0\n",
"4 max precision 0.947069 1.000000 0.0\n",
"5 max recall 0.045106 1.000000 397.0\n",
"6 max specificity 0.947069 1.000000 0.0\n",
"7 max absolute_mcc 0.347246 0.429999 184.0\n",
"8 max min_per_class_accuracy 0.181585 0.709970 275.0\n",
"9 max mean_per_class_accuracy 0.230518 0.714339 240.0"
]
},
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Gains/Lift Table: Avg response rate: 21.94 %, avg score: 22.52 %\n"
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"text/plain": [
" group cumulative_data_fraction lower_threshold lift \\\n",
"0 1 0.011155 0.815010 3.295055 \n",
"1 2 0.020543 0.795575 3.700764 \n",
"2 3 0.030042 0.783550 3.604721 \n",
"3 4 0.040093 0.743192 3.005876 \n",
"4 5 0.050033 0.697702 3.444512 \n",
"5 6 0.101281 0.553193 3.104777 \n",
"6 7 0.150320 0.383564 2.187046 \n",
"7 8 0.200022 0.296915 1.580423 \n",
"8 9 0.301303 0.203539 1.133514 \n",
"9 10 0.403468 0.176970 0.961068 \n",
"10 11 0.500221 0.152028 0.655734 \n",
"11 12 0.599956 0.133009 0.555349 \n",
"12 13 0.702231 0.115062 0.492323 \n",
"13 14 0.801966 0.102380 0.353404 \n",
"14 15 0.905346 0.091861 0.379909 \n",
"15 16 1.000000 0.034810 0.297899 \n",
"\n",
" cumulative_lift response_rate score cumulative_response_rate \\\n",
"0 3.295055 0.722772 0.839858 0.722772 \n",
"1 3.480460 0.811765 0.805631 0.763441 \n",
"2 3.519749 0.790698 0.792441 0.772059 \n",
"3 3.390927 0.659341 0.761335 0.743802 \n",
"4 3.401573 0.755556 0.723091 0.746137 \n",
"5 3.251394 0.681034 0.614736 0.713195 \n",
"6 2.904171 0.479730 0.466067 0.637032 \n",
"7 2.575244 0.346667 0.327817 0.564881 \n",
"8 2.090616 0.248637 0.250648 0.458578 \n",
"9 1.804595 0.210811 0.187190 0.395839 \n",
"10 1.582382 0.143836 0.163566 0.347096 \n",
"11 1.411651 0.121816 0.141651 0.309647 \n",
"12 1.277757 0.107991 0.123549 0.280277 \n",
"13 1.162802 0.077519 0.107834 0.255061 \n",
"14 1.073405 0.083333 0.097585 0.235452 \n",
"15 1.000000 0.065344 0.076884 0.219351 \n",
"\n",
" cumulative_score capture_rate cumulative_capture_rate gain \\\n",
"0 0.839858 0.036757 0.036757 229.505549 \n",
"1 0.824217 0.034743 0.071501 270.076417 \n",
"2 0.814170 0.034240 0.105740 260.472142 \n",
"3 0.800925 0.030211 0.135952 200.587630 \n",
"4 0.785461 0.034240 0.170191 244.451158 \n",
"5 0.699075 0.159114 0.329305 210.477654 \n",
"6 0.623061 0.107251 0.436556 118.704581 \n",
"7 0.549698 0.078550 0.515106 58.042296 \n",
"8 0.449174 0.114804 0.629909 13.351366 \n",
"9 0.382836 0.098187 0.728097 -3.893198 \n",
"10 0.340424 0.063444 0.791541 -34.426603 \n",
"11 0.307381 0.055388 0.846928 -44.465076 \n",
"12 0.280607 0.050352 0.897281 -50.767685 \n",
"13 0.259121 0.035247 0.932528 -64.659594 \n",
"14 0.240675 0.039275 0.971803 -62.009063 \n",
"15 0.225172 0.028197 1.000000 -70.210141 \n",
"\n",
" cumulative_gain \n",
"0 229.505549 \n",
"1 248.045999 \n",
"2 251.974853 \n",
"3 239.092657 \n",
"4 240.157260 \n",
"5 225.139444 \n",
"6 190.417123 \n",
"7 157.524427 \n",
"8 109.061561 \n",
"9 80.459549 \n",
"10 58.238248 \n",
"11 41.165144 \n",
"12 27.775745 \n",
"13 16.280206 \n",
"14 7.340501 \n",
"15 0.000000 "
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"Scoring History: "
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],
"text/plain": [
" timestamp duration number_of_trees training_rmse \\\n",
"0 2023-02-22 17:13:51 39.263 sec 0.0 0.415591 \n",
"1 2023-02-22 17:13:51 39.290 sec 1.0 0.407822 \n",
"2 2023-02-22 17:13:51 39.312 sec 2.0 0.401483 \n",
"3 2023-02-22 17:13:51 39.337 sec 3.0 0.396471 \n",
"4 2023-02-22 17:13:51 39.360 sec 4.0 0.392442 \n",
"5 2023-02-22 17:13:51 39.385 sec 5.0 0.389141 \n",
"6 2023-02-22 17:13:51 39.407 sec 6.0 0.386399 \n",
"7 2023-02-22 17:13:51 39.429 sec 7.0 0.384191 \n",
"8 2023-02-22 17:13:51 39.455 sec 8.0 0.382341 \n",
"9 2023-02-22 17:13:51 39.481 sec 9.0 0.380701 \n",
"10 2023-02-22 17:13:51 39.510 sec 10.0 0.379202 \n",
"11 2023-02-22 17:13:51 39.541 sec 11.0 0.378052 \n",
"12 2023-02-22 17:13:51 39.573 sec 12.0 0.377043 \n",
"13 2023-02-22 17:13:51 39.602 sec 13.0 0.376137 \n",
"14 2023-02-22 17:13:51 39.632 sec 14.0 0.375357 \n",
"15 2023-02-22 17:13:51 39.665 sec 15.0 0.374699 \n",
"16 2023-02-22 17:13:52 39.702 sec 16.0 0.374098 \n",
"17 2023-02-22 17:13:52 39.752 sec 17.0 0.373534 \n",
"18 2023-02-22 17:13:52 39.803 sec 18.0 0.373121 \n",
"19 2023-02-22 17:13:52 39.845 sec 19.0 0.372722 \n",
"\n",
" training_logloss training_auc training_pr_auc training_lift \\\n",
"0 0.529427 0.500000 0.000000 1.000000 \n",
"1 0.511864 0.716131 0.534717 3.474912 \n",
"2 0.498746 0.744646 0.532172 3.529706 \n",
"3 0.489013 0.748189 0.535621 3.529706 \n",
"4 0.481430 0.750121 0.535358 3.529706 \n",
"5 0.475375 0.750058 0.535198 3.529706 \n",
"6 0.470332 0.756986 0.535024 3.529706 \n",
"7 0.466316 0.757005 0.535418 3.529706 \n",
"8 0.462760 0.761106 0.540176 3.514359 \n",
"9 0.459589 0.762515 0.540880 3.518279 \n",
"10 0.456705 0.762522 0.541424 3.518279 \n",
"11 0.454467 0.761648 0.541505 3.521332 \n",
"12 0.452420 0.762767 0.541658 3.521332 \n",
"13 0.450517 0.764795 0.543264 3.525899 \n",
"14 0.448963 0.765145 0.543113 3.525899 \n",
"15 0.447543 0.766118 0.544037 3.528417 \n",
"16 0.446341 0.766529 0.543896 3.560713 \n",
"17 0.445115 0.766312 0.544208 3.568370 \n",
"18 0.444171 0.766785 0.544720 3.568370 \n",
"19 0.443360 0.767145 0.545059 3.568370 \n",
"\n",
" training_classification_error validation_rmse validation_logloss \\\n",
"0 0.778001 0.413815 0.526105 \n",
"1 0.236370 0.405538 0.507496 \n",
"2 0.228731 0.398808 0.493698 \n",
"3 0.228636 0.393394 0.483273 \n",
"4 0.210780 0.389030 0.475135 \n",
"5 0.245059 0.385453 0.468630 \n",
"6 0.243961 0.382447 0.463157 \n",
"7 0.243961 0.380045 0.458834 \n",
"8 0.247446 0.378063 0.455049 \n",
"9 0.235654 0.376184 0.451464 \n",
"10 0.235606 0.374583 0.448380 \n",
"11 0.231023 0.373354 0.445973 \n",
"12 0.229972 0.372199 0.443670 \n",
"13 0.234317 0.371369 0.441932 \n",
"14 0.235654 0.370549 0.440335 \n",
"15 0.233219 0.369999 0.439161 \n",
"16 0.229161 0.369390 0.437926 \n",
"17 0.231452 0.368810 0.436669 \n",
"18 0.229352 0.368496 0.435909 \n",
"19 0.226439 0.368047 0.435006 \n",
"\n",
" validation_auc validation_pr_auc validation_lift \\\n",
"0 0.500000 0.000000 1.000000 \n",
"1 0.726731 0.537125 3.444264 \n",
"2 0.752909 0.534588 3.422307 \n",
"3 0.756448 0.535692 3.422307 \n",
"4 0.758511 0.536095 3.422307 \n",
"5 0.758505 0.535659 3.422307 \n",
"6 0.764722 0.536039 3.422307 \n",
"7 0.764634 0.536411 3.422307 \n",
"8 0.770340 0.542043 3.457524 \n",
"9 0.772358 0.543522 3.457524 \n",
"10 0.772982 0.543893 3.457524 \n",
"11 0.772925 0.544553 3.460882 \n",
"12 0.773412 0.543195 3.460882 \n",
"13 0.774161 0.543632 3.448038 \n",
"14 0.774176 0.543202 3.448038 \n",
"15 0.774592 0.543709 3.448038 \n",
"16 0.775021 0.544851 3.424855 \n",
"17 0.774927 0.545957 3.442929 \n",
"18 0.775256 0.545586 3.442929 \n",
"19 0.775474 0.545922 3.442929 \n",
"\n",
" validation_classification_error \n",
"0 0.780649 \n",
"1 0.187652 \n",
"2 0.232825 \n",
"3 0.214491 \n",
"4 0.217915 \n",
"5 0.214270 \n",
"6 0.229843 \n",
"7 0.220013 \n",
"8 0.204330 \n",
"9 0.223548 \n",
"10 0.226309 \n",
"11 0.228960 \n",
"12 0.224542 \n",
"13 0.227413 \n",
"14 0.228076 \n",
"15 0.228297 \n",
"16 0.226751 \n",
"17 0.225425 \n",
"18 0.226530 \n",
"19 0.224652 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"See the whole table with table.as_data_frame()\n",
"\n",
"Variable Importances: "
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" \n",
" | \n",
" variable | \n",
" relative_importance | \n",
" scaled_importance | \n",
" percentage | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" PAY_0 | \n",
" 2794.444824 | \n",
" 1.000000 | \n",
" 0.693347 | \n",
"
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" \n",
" 1 | \n",
" PAY_2 | \n",
" 307.237366 | \n",
" 0.109946 | \n",
" 0.076231 | \n",
"
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" \n",
" 2 | \n",
" PAY_3 | \n",
" 215.152893 | \n",
" 0.076993 | \n",
" 0.053383 | \n",
"
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" 3 | \n",
" PAY_4 | \n",
" 155.434448 | \n",
" 0.055623 | \n",
" 0.038566 | \n",
"
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" \n",
" 4 | \n",
" PAY_AMT1 | \n",
" 127.986313 | \n",
" 0.045800 | \n",
" 0.031755 | \n",
"
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" \n",
" 5 | \n",
" PAY_5 | \n",
" 127.538628 | \n",
" 0.045640 | \n",
" 0.031644 | \n",
"
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" \n",
" 6 | \n",
" PAY_6 | \n",
" 102.351601 | \n",
" 0.036627 | \n",
" 0.025395 | \n",
"
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" \n",
" 7 | \n",
" LIMIT_BAL | \n",
" 82.432350 | \n",
" 0.029499 | \n",
" 0.020453 | \n",
"
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" \n",
" 8 | \n",
" PAY_AMT2 | \n",
" 58.934135 | \n",
" 0.021090 | \n",
" 0.014623 | \n",
"
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" \n",
" 9 | \n",
" PAY_AMT4 | \n",
" 58.858047 | \n",
" 0.021063 | \n",
" 0.014604 | \n",
"
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" \n",
"
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"
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],
"text/plain": [
" variable relative_importance scaled_importance percentage\n",
"0 PAY_0 2794.444824 1.000000 0.693347\n",
"1 PAY_2 307.237366 0.109946 0.076231\n",
"2 PAY_3 215.152893 0.076993 0.053383\n",
"3 PAY_4 155.434448 0.055623 0.038566\n",
"4 PAY_AMT1 127.986313 0.045800 0.031755\n",
"5 PAY_5 127.538628 0.045640 0.031644\n",
"6 PAY_6 102.351601 0.036627 0.025395\n",
"7 LIMIT_BAL 82.432350 0.029499 0.020453\n",
"8 PAY_AMT2 58.934135 0.021090 0.014623\n",
"9 PAY_AMT4 58.858047 0.021063 0.014604"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": []
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_mgbm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Assess best MGBM ranking"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" 0.733536 | \n",
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],
"text/plain": [
" Fold Metric best_glm Value mgbm5 Value best_glm Rank mgbm5 Rank\n",
"0 0 F1 0.533181 0.551298 2.0 1.0\n",
"1 0 accuracy 0.816246 0.817367 2.0 1.0\n",
"2 0 auc 0.738625 0.776026 2.0 1.0\n",
"3 0 logloss 0.468678 0.440775 2.0 1.0\n",
"4 0 mcc 0.419924 0.420105 2.0 1.0\n",
"5 1 F1 0.540865 0.554762 2.0 1.0\n",
"6 1 accuracy 0.823882 0.826063 2.0 1.0\n",
"7 1 auc 0.729674 0.776877 2.0 1.0\n",
"8 1 logloss 0.465999 0.434170 2.0 1.0\n",
"9 1 mcc 0.432722 0.445354 2.0 1.0\n",
"10 2 F1 0.500593 0.516364 2.0 1.0\n",
"11 2 accuracy 0.830907 0.833707 2.0 1.0\n",
"12 2 auc 0.707507 0.760838 2.0 1.0\n",
"13 2 logloss 0.459017 0.420930 2.0 1.0\n",
"14 2 mcc 0.395476 0.409254 2.0 1.0\n",
"15 3 F1 0.531328 0.550251 2.0 1.0\n",
"16 3 accuracy 0.834578 0.836713 2.0 1.0\n",
"17 3 auc 0.733536 0.782795 2.0 1.0\n",
"18 3 logloss 0.448512 0.416031 2.0 1.0\n",
"19 3 mcc 0.426465 0.443411 2.0 1.0\n",
"20 4 F1 0.561589 0.587666 2.0 1.0\n",
"21 4 accuracy 0.820845 0.829296 2.0 1.0\n",
"22 4 auc 0.740132 0.790550 2.0 1.0\n",
"23 4 logloss 0.467037 0.427654 2.0 1.0\n",
"24 4 mcc 0.448005 0.463860 2.0 1.0"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_mgbm_eval"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Print mean rank for each model"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best GLM mean rank: 2.0\n",
"Best MGBM mean rank: 1.0\n"
]
}
],
"source": [
"print('Best GLM mean rank:', best_mgbm_eval['best_glm Rank'].mean())\n",
"print('Best MGBM mean rank:', best_mgbm_eval['mgbm5 Rank'].mean())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.5 Partial Dependence and ICE for Model Documentation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate partial dependence for each feature in best MGBM"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"# init dict to hold partial dependence and ICE values\n",
"# for each feature\n",
"# for mgbm\n",
"mgbm_pd_ice_dict = {}\n",
"\n",
"# establish mgbm selected features\n",
"mgbm_selected = list(mgbm_selected_coefs[mgbm_selected_coefs['Monotonic GBM Mean SHAP Value'] != 0].index)\n",
"\n",
"# calculate partial dependence for each selected feature\n",
"for xs in mgbm_selected: \n",
" mgbm_pd_ice_dict[xs] = auto_ph.pd_ice(xs, valid, best_mgbm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Find some percentiles of yhat in the validation data"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: 6593,\n",
" 99: 17863,\n",
" 10: 23504,\n",
" 20: 15919,\n",
" 30: 1919,\n",
" 40: 22205,\n",
" 50: 12297,\n",
" 60: 1847,\n",
" 70: 12644,\n",
" 80: 29479,\n",
" 90: 7682}"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# merge MGBM predictions onto test data\n",
"mgbm_yhat_valid = pd.concat([valid.reset_index(drop=True),\n",
" best_mgbm.predict(h2o.H2OFrame(valid))['p1'].as_data_frame()],\n",
" axis=1)\n",
"\n",
"# rename yhat column\n",
"mgbm_yhat_valid = mgbm_yhat_valid.rename(columns={'p1':'p_DEFAULT_NEXT_MONTH'})\n",
"\n",
"# find percentiles of predictions\n",
"mgbm_percentile_dict = auto_ph.get_percentile_dict('p_DEFAULT_NEXT_MONTH', mgbm_yhat_valid, 'ID')\n",
"\n",
"# display percentiles dictionary\n",
"# key=percentile, val=row_id\n",
"mgbm_percentile_dict"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate ICE curve values"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"# loop through selected variables\n",
"for xs in mgbm_selected: \n",
"\n",
" # collect bins used in partial dependence\n",
" bins = list(mgbm_pd_ice_dict[xs][xs])\n",
" \n",
" # calculate ICE at percentiles \n",
" # using partial dependence bins\n",
" # for each selected feature\n",
" for i in sorted(mgbm_percentile_dict.keys()):\n",
" col_name = 'Percentile_' + str(i)\n",
" mgbm_pd_ice_dict[xs][col_name] = auto_ph.pd_ice(xs, \n",
" valid[valid['ID'] == int(mgbm_percentile_dict[i])][mgbm_selected], \n",
" best_mgbm, \n",
" bins=bins)['partial_dependence']\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Assess partial dependence and ICE for each feature in best MGBM"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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J78HVaNf1e9VU1d/7Ld/C7/2VuBrOI4VcNy/7/bfrFT77nxf2AH0Dth2hrk99QfbgutHlNj0xYJu1VPVneWzHl3jf6L33tarLrwVdid1T4LrZ7MF1TypT3v3cD4AEv2v9SFxri5LsWuYrnLpkwFBjTPBZ4l0CRGSoiDTwElFfyW82rvlrNq4vt88cYKTXP7UWF/ovZeL6HfUTkevFDXg2gYJvBmrjRmY+LSLtgbwueMWViEu6fBfFFQGfA+V2zJfjx8BNgcmt913/EdffryG4/nF+Tbtr4xLz4+IGkBlfEsGI00xExuNaQDx9mZvshbtZ6o5rKtcF1+/+Ay40N58H9Bc32EyIuEHi/pdLRy6tJu4RV75XibRoUddFYRHwWGHXEZEBuDEHfI9MexQYIiLXl0RMnh8Bt3jNJgP9GhghIj8TkZriHsvyEq5fYV7P6H0R162hpH67uVkCfAF8KG5QojAR+S5uoJ0pXmETXg3eAlzfz3C8vzcvCf4TbtC6aO/32EJEAvut56UWF85NISLyUy4diOdd3A3i/VzamsCYslQNqI77vWZ6td/fL2Cdg0D9fJqO18bVsB7FJSjF6g8rbsCxViLyB1wy+Yw36z3cdfw2b5kIcYPA+fe3HiruMVCRuMK+eV5LrMKsm5d5wJ0i0su7f5jIxfd4b+BaHsV48TcQkbsKebhvAb8VkbbeOaeziNQHFuMKjX8kIuHeq4dc6Bse6D+4AvFrgf/zri0xuDFgVuaxzkGgpYhc9v2qV7D4C2CsuEH76njX1F4i8ublbr8Ad+NaGMRy4VrfAVdgU+yuZSJyq4hc4/1e6uBaQKbiuucZY8oZS7xLRh9c08/TuGa1g7x+Umm4Jm2fi+sndB3uptnXhHonbjCMn0NOgvNzXEK1HziNG1gmt8TC51e4EvxTuET0/RI+tkTcjcrKPD5fJI9jLjZ1fftW5zH7f3C1dV+KG+X9E9xFHdxjOGrgahG+BPJ7HEdhNPX+f0/j+qnFAb1V9R8By22Qi5/9OaWA7Q4DFqjqJlU94Hvhfkf9RaSuqibhksyXcBfUf3uvwATyY1xhg+9VkiN1T8ANqhNoa8DxviBucLNpuIFhTkLOSMWjgbckj1H0i8praZJrXzZV/Reu//dg3I3bN7imqt9VNxZCbuscwzX5q5fb/JLgFRj1x/0m/4n7Pf0F1zogcHCg2bhaufcDWpc8hWs5sxrXNHYZhRzFVlXX4m7AV+POMa289/7L7MDVDJ1S1f8r/NEZU7K8rilP4AoiU3F/z4sKWCcZV8D9jfiNpeHnXVxroX3AZtzfYlF8x7sWnMQVRNcBeqjqf73978HVqD+NKzDYg+uq43+/NRP3d38A99jGJ4qwbq68+4fHcOeN/bjvy7+58qu47+4fInLKO+6ehTzmV3D/B//wjvttoIb3//N9XKucb73jeQFXWJJbjGdwg9ltUjeODbiCyF35NIv2DZJ5VETWFjLePKnqPOCHuAHivsVdH54F/ua32Hfk0ud49wAQ9/SUN4qx62G4fum7A671r+EKpYtbUF4X93s/gesO0BroU5TuF8aYsiOuANCUR16N+HFcM/L8+iMZY0yJEZHZwGZVzat1gDGmGERkBfCeuuc2G2OMqUKsxrucEZF+4p6nWxPXr+2/XDpAlDHGlAoRaYMbrfjPwY7FGGOMMaaysMS7/LkL1/zpW9xzRgepNUswJUxE2uXSlM73KuogapU+rqpCRF7EDYQ3sZCDLpXUfv8kIodEZGMe80VEporIdhFJkouf41zp4jDGGB8ReTqPa6I9ccKYCsaamhtjjAkqEbkR19/9XVXtlMv823HjX9yO65f6qqoWtn9qhYvDGGOMMZWP1XgbY4wJKlVdyYXnIOfmLlwyrKr6JVBXRJpU1jiMMcYYU/mUyOOGypuQkBCtUaNGsMMwxpgKTVRpd/YsJ8PC2F+t+IPRp6WlKW40Y583VbUoj+9phhvh2WevN21/sYMqnkLHISKP4J6XTs2aNbu1b9++TAI0xhiTvzVr1hxR1QbBjsNUPZUy8a5RowZnzpwpeEFjjDF5mzsX7r8fPvkEEhKKvRkROauq3UswsnLPK1h4E6B79+66enVeT0U0xhhTlkRkV7BjMFWTNTU3xhiTu9mzoVkzuOGGYEeyD2jh97m5N62qxmGMMcaYCsYSb2OMMZc6ehSWLnU13iFBv1QsAh7wRhW/DjihqmXdzLw8xWGMMcaYCqZSNjU3xhhzmebNg8xMGDy41HclInOA3kC0iOwFxgPhAKr6BrAEN5L4diANeLAyx2GMMcaYyqdSPk6sZs2aan28TXmTkZHB3r17SU9PD3YoxhTswAHIzoamTQu9SkREBM2bNyc8PPyi6SKSpqo1SzrEisL6eBtjTPkhImuq2rgjpnywGm9jysjevXupXbs2LVu2RESCHY4xeTt/Hs6ccUl3IRNvVeXo0aPs3buXVq1alXKAxhhjjDEVS9A77hlTVaSnp1O/fn1Luk35d8x7lHVUVKFXERHq169vLTqMMcYYY3JhibcxZciSblMhHDsGNWtCRESRVrPftzHGGGNM7izxNsYYc8HZs5CWVqTabmOMMcYYkz/r422MMeaCYjQzN8YYU4llAkeBrGAH4qkD1Ap2EMYUndV4G1OFiAhDhw7N+ZyZmUmDBg248847S3W/w4cPp1WrVsTHx9OuXTseeOAB9u7dmzO/ZcuWxMXF0aVLF7p06cITTzxx0Xq+6VOnTs1ZZ/369YgIy5Yty5mWkpJCp06dLtr3hAkTePnll3O2N2/evIu24dt2VFRUzr5uu+22XI9j+/btiAjTp0/PmfbTn/6U9957D4ChQ4deFO8NN9wAwIsvvsgjjzySs84777zDXXfdxcSJE3OWDQ0NzXk/bdq0XPc/ZswYRISUlJScaS+//DIiwvr16wFITU1l6NChtGnThtatWzN8+HBOnjxZYPw//elP6dKlC7E33kiNXr3o0qMHXbp0YcGCBQwdOpSFCxfmrJOZmUndunVzjdEYY0wFkAHsA9biHpT4Z+D3wEhgMHAz0AlogHuoYmOgWTl5vV4K34cxZcBqvE2uykNfzcr4qLtgq1mzJhs3buTs2bPUqFGD5cuX06xZszLZ90svvcS9996LqjJlyhRuuukmNm7cSLVq1QD49NNPiY6OznO9QHPmzKFXr17MmTOHPn36FCumLl265CSsQ4cO5d577+Xuu+/Od51GjRoxefJkHn74YcLCLj2FTp48+ZJtjBw5kq5du7Jq1Sratm3L+PHjSUxMJCYmhnHjxpGZmUl0dHROLPmJi4tj7ty5jB49GoD58+fToUOHnPkPPvgg3bt3zykMGDNmDCNGjGDOnDn5xv/GG2/A6dNsX76ce8eOvSiW+fPnFxiXMRWG4pKOy629820n3Xud83ufXojpvnnlpRbRVF6ZwGHgoN/rWB7L1gIaea92wA3ee18CXh5cG+wAjCkeS7yNCYannoJCJFlF0qULTJlS4GK33347H330Effeey9z5szh/vvv57PPPgPgzJkz/PznP2fjxo1kZGQwYcIE7rrrLlJSUvjRj37EmTNnAHjttde4/vrrWbFiBRMmTCA6OpqNGzfSrVs33nvvvXwLbkSEkSNHsmDBApYuXcpdd91V5ENVVf7617+yfPlybrjhBtLT04ko4kBgxdW4cWO6devGzJkzefDBBwu1Tnh4ONOmTePRRx+lS5cujBgxgpiYmGLtf8CAASxYsIDRo0ezbds2oqOjCQ0NBWDr1q1s3LiRDz/8MGf5CRMmcNVVV+XUkucb/7FjIAK5FCgYUySZwGm/1ynv3zNA9mVuW4Gz3rbye6XlM688JLshQAR2J2ZKXwgQjau1jgW+x4XkOvBVM0gxGlMF2OnemCpm0KBBTJw4kTvvvJOkpCQeeuihnMT7ueee46abbuJPf/oTx48f59prr+WWW26hYcOGLF++nIiICL7++mvuv/9+Vq9eDcC6devYtGkTTZs25bvf/S6ff/45vXr1KjCOrl27kpycnJN4f+9738tJIIcNG8bIkSMBGDVqFM8++ywAM2fOJC4ujv/85z+0atWK1q1b07t3bz766CMGDhxY4t9VXkaPHs1dd93FsGHDLpk3cuRIJkyYAEDnzp159913Abjxxhu56qqrWLlypatdLqa6devSuHFjkpOTef/99xk0aFBO0/FNmzZxzTXXEBJyoRdRWFgY8fHxbN68mXbt2uUdv6pLvGvXznW//sdlytBW4K/BDsKTjUtmfUl0YFLt/76snyonuIQht1d0LtMiKZk7oHBc8pzbq3oB8+wOzBhjqhQ77RsTDIWomS4tnTt3JiUlhTlz5nD77bdfNO8f//gHixYtyukTnZ6ezu7du2natCmPP/4469evJzQ0lG3btuWsc+2119K8eXPANd1OSUkpVOId2JWgKE3N58yZw6BBgwBXkPDuu+8ycODAPGvaS7rrRNu2benSpQvvv//+JfNya2oOcPLkSdatW8e5c+c4fPgwTZs2Lfb+f/jDHzJ37lz+/ve/k5iYeFGf7WLHf/IkZGZCHn23/Y/L1zTelIFkYGywg/BTHdcU1feqzYWmqbVzmR74uSYQWgJxRHBxIh2BS76NMcaYcsoSb2OqoP79+/OrX/2KFStWcPTo0Zzpqsr8+fO5+uqrL1p+woQJNGrUiA0bNpCdnX1Rs+7q1avnvA8NDSUzM7NQMaxbt46bb765yLFnZWUxf/58/va3v/Hcc8+hqhw9epRTp05Rv359UlNTL1r+2LFjtGrVqsj7Kcj//u//MnjwYK677rpCLT927FgefPBBrrjiCn75y1/m9Lkujv79+9OhQweuv/56atW6MLRrbGws69atQ1VzChuysrJISkoiNjb2ov+bS+I/dgxCQ93zu0350Q/Xj7i8sLsGY4wxplhsVHNjqqCHHnqI8ePHExcXd9H02267jT/84Q85tdHr1q0D4MSJEzRp0oSQkBBmzpxJVlbxO0iqKlOnTmX//v3FGhTtn//8J507d2bPnj2kpKSwa9cuBg4cyIIFC6hVqxZNmjThX//6F+CS7mXLlhWqBr6oOnbsSOvWrVm6dGmBy65fv57ly5czatQofvazn7F161Y+/fTTYu+7Vq1avPDCC/zmN7+5aHr79u2JjY3ld7/7Xc60Z555huuuu46WLVvmHX92NqSmQr16EGKXhXIlBJfslpeXMcYYY4rF7rCMqYKaN2+e88guf2PHjiUjI4POnTvTsWNHxo51bVwfffRR3nnnHeLj40lOTqZmMWpFR40alfM4sa+++opPP/00Z0RzcH28fY/TeuCBB/Lczpw5c7jnnnsumjZw4MCcGuR3332X3/72t3Tp0oWbbrqJ8ePH07p165xlR4wYQfPmzWnevDnf+c53inwc/saMGcOePXsumjZy5Mic4+jSpQtZWVn87Gc/49VXX6VatWqEhoYyffp0nnjiCTIyil+VOXjwYLp06XLJ9L/85S9s3LiR1q1b07p1a1JSUnjzzTfzjz8tzSXf9uxuY4wxxphSIZXxkU01a9ZU3+jLpnjscWIlb8uWLRc99smYcmP7djhzBjp3dqOaX4bcfucikqaqVbYNe/fu3dU3GKExxpjgEpE1qto92HGYqsdqvI0xpirLzIQTJ1xtdzkocDPGGGOMqYysx5YxxgRYv349w4cPv2haZGQk//nPf8pk/xMnTrzoWdzgRm8fPXp0ye8sNdU9SsyamRtjjDHGlBpLvI0pQ/6jTZvyq0uXLqxfvz5o+x83bhzjxo0rm50dOwYRERAZedmbqmzdQ4wxxhhjSoo1NTemjERERHD06FFLTkz5cf48nDpVIs3MfY9183/UnDHGGGOMcazG25gy0rx5c/bu3cvhw4eDHYoxzsmTrql5tWqun/dlioiIoHnz5iUQmDHGGGNM5WKJtzFlJDw8nFatWgU7DGMu6NbNPbf7q6+CHYkxxhhjTKVmTc2NMaYqSk6GtWthyJBgR2KMMcYYU+lZ4m2MMVXRnDmuX/cPfxjsSIwxxhhjKj1LvI0xpqpRhVmz4KaboEmTYEdjjDHGGFPpWeJtjDFVzVdfwY4dMHhwsCMxxhhjjKkSLPE2xpiqZvZsN5L5gAEON+pAAAAgAElEQVTBjsQYY4wxpkqwxNsYY6qSrCyYOxfuvBPq1g12NMYYY4wxVYIl3sYYU5V8+ikcPGjNzI0xxhhjypAl3sYYU5XMmgV16sDttwc7EmOMMcaYKsMSb2OMqSrOnoX5813f7ho1gh2NMcYYY0yVYYm3McZUFUuWwKlT1szcGGOMMaaMWeJtjDFVxezZ0KiRe363McYYY4wpM5Z4G2NMVXD8OHz0EQwaBKGhwY7GGGOMMaZKscTbGGOqgg8/hHPnrJm5McYYY0wQWOJtjDFVwezZ0Lo19OgR7EiMMcYYY6ocS7yNMaay278f/vUvV9stEuxojDHGGGOqHEu8jTGmsnv/fVC1ZubGGGOMMUFiibcxxlR2s2ZB167Qvn2wIzHGGGOMqZIs8TbGmMps2zZYvdpqu40xxhhjgsgSb2OMqczmzHH9ugcNCnYkxhhjjDFVVqkn3iISKiLrRGSx97mViKwSke0i8r6IVPOmV/c+b/fmt/Tbxm+86VtF5LbSjtkYYyoFVTeaee/e0KxZsKMxxhhjjKmyyqLG+0lgi9/nF4DJqtoGSAV+7E3/MZDqTZ/sLYeIxAKDgI5AH+B1EQktg7iNMaZiW7vWNTWvAM3MRaSPV7i6XURG5zL/ShH51CvITRKR2ytzHMYYY4ypXEo18RaR5sAdwFveZwFuAuZ5i7wD3O29v8v7jDf/Zm/5u4C5qnpOVXcC24FrSzNuY4ypFGbNgvBwGDgw2JHkyytMnQb0BWKB+71CV39jgA9U9RpcYezrlTUOY4wxxlQ+pV3jPQX4NZDtfa4PHFfVTO/zXsDX/rEZsAfAm3/CWz5nei7r5BCRR0RktYiszszMDJxtjDFVS1YWzJ0Lt98O9eoFO5qCXAtsV9VvVPU8MBdX6OpPgTre+yuAbytxHMYYY4ypZEot8RaRO4FDqrqmtPbhT1XfVNXuqto9LCysLHZpjDHlV2Ii7N9fIZqZU7gC1gnAUBHZCywBfl6e4/AvDD58+HAphGqMMcaYiqQ0a7y/C/QXkRRcrcFNwKtAXRHxZcbNgX3e+31ACwBv/hXAUf/puaxjjDEmN7NnQ61a0K9fsCMBCPMlod7rkWJs437gL6raHLgdmCkiwXgyR6Hi8C8MbtCgQZkHaYwxxpjypdRuWlT1N6raXFVb4vrB/UtVhwCfAvd6iw0D/ua9X+R9xpv/L1VVb/ogb9TzVkBb4P9KK25jjKnwzp2DefNgwACoUSPY0QBk+pJQ7/VmwPzCFLD+GPgAQFW/ACKA6MAdiUiqiBzL5ZUqIscKiLPE4jDGGGOM8ReMNtn/A8wVkWeBdcDb3vS3cTUH24FjuGQdVd0kIh8Am4FM4DFVzSr7sI0xpoJYsgROnKgozcwBvgLaeoWr+3Dn/8DgdwM3A38RkQ64hDe3Nty+JFi87XYPUhzGGGMqsTVr1jQMCwt7C+hE2TwpypR/2cDGzMzMn3Tr1u1Q4MwySbxVdQWwwnv/DbmMSq6q6cB9eaz/HPBc6UVojDGVyOzZ0KAB3HxzsCMpFFXNFJHHgY+BUOBPXqHrRGC1qi4Cfgn8UURG4gY4G+61igrcVk7BrIhoUQpqSzIOY4wxlVtYWNhbjRs37tCgQYPUkJAQuw4YsrOz5fDhw7EHDhx4C+gfON9GITPGmMrk5En4+9/h4YehAg00qapLcIOV+U8b5/d+M27skCoRhzHGmHKvkyXdxl9ISIg2aNDgxIEDBzrlNr/i3JUZY4wp2IIFro/3kCHBjiQoRMS/hLluwGe8WmtjjDHmcoVY0m0Ceb+JXLseWOJtjDGVyezZ0KoV9OwZ7EiCxb/L0ucBn30DdhpjjDHGlClLvI0xprI4cAA++QR+8xsQCXY0wTJPVf9W8GLGGGOMMWXHRuAzxpjK4oMPIDu7Io1mXhrGBzsAY4wxpiyEhoZ2a9++fWzbtm079u3b96pTp04FJbebOHFiQ/99JyQktDly5EgoQGRk5DXF2ea8efPqtGzZstOVV17Z6emnn25cUrEGkyXexhhTWcyeDfHxEBsb7EiMMcYYU8qqV6+enZycvPnrr7/eFB4erpMmTWpQ2HUzMzNLLI4ZM2Y0On36dE5emZiYuD06OrrYj3/OzMxk5MiRVy5ZsmTbtm3bNs2fPz9qzZo1ESUTbfBYU3NjjKkMduyAVavgxReDHUmwtReRtblMF0BVtWtZB2SMMaZyewhabITIktxmJ0j7E+wp7PK9evU6nZSUVAPg9ddfj5o+fXqjjIwM6dq165l33313V1hYGJGRkdcMGTLk8MqVK+tMnTp1d0RERPZTTz11ZVpaWki1atV05cqVW2vXrp392GOPNf/8889rnz9/Xh5++OFDo0aNOrJ48eLaEydObBoVFZWxdevWGnFxcWkLFy7c+fzzzzc8dOhQeEJCQrt69eplrlq1aluzZs3iVq9evaVJkyYXZfdjx45ttGDBgqjz58/LHXfccXzy5Mnf5nYsK1asqBkTE3MuNjb2PMCAAQOOzZs3r263bt0OXM53GmyWeBtjTGUwe7b7d9Cg4MYRfDu5eEA1Y4wxplLLyMjg448/rvP973//5Nq1ayPmzZsXtXr16uTq1avr0KFDr3zjjTfqP/7440fPnj0b0rNnzzN//OMf96anp0ubNm06zZo1a0dCQkLasWPHQmrVqpU9ZcqU6CuuuCJr48aNW86ePSs9evRo369fv5MAW7ZsqbF+/fpvWrZsmdGtW7f2y5cvrzVmzJhD06dPb5SYmLgtMNH29+GHH9bZvn17RFJS0hZV5ZZbbmmzdOnSWn379j0duOyePXuqNWvW7Lzvc/Pmzc+vWrWqVul8e2XHEm9jjKnoVGHWLLjxRmjRItjRBNt5Vd0R7CCMMcZUHUWpmS5J586dC2nfvn0sQM+ePU89+eSTR1555ZXojRs3RsbHx3cASE9PD2nYsGEmQGhoKMOHD08FSEpKimjYsGFGQkJCGkBUVFQ2wCeffFInOTk5ctGiRfUATp06Fbp58+aIatWqaVxc3JnWrVtnAHTs2DFtx44d1Qob67Jly+qsXLmyTmys6w+XlpYWkpycHJFb4l1ZWeJtjDEV3fr1sHUrjBwZ7EjKgy+DHYAxxhhTFnx9vP2nqarcd999R6dNm7YvcPlq1aplh4Xln/6pqkyaNGn3wIEDT/pPX7x4ce3q1avnPLc8NDSUzMzMQj9CRVV56qmn9o8aNepIQcu2aNHi/L59+3KS+r17915UA15R2eBqxhhT0c2eDWFhcO+9wY6kPPi3iAzO6xXs4IwxxpjS1KdPn5OLFy+ut2/fvjCAgwcPhm7btu2SmunOnTunHzp0KDwxMTESIDU1NSQjI4Nbb731xPTp0xucO3dOAJKSkqqfPHky35yxZs2aWSdOnMh3mb59+56cOXNmtG+5nTt3hvtiDJSQkHAmJSUlIjk5uVp6erp8+OGHUQMHDjxeuG+g/LIab2OMqciys2HOHOjbF+rXD3Y05UGvPKbfDjQHZpdhLMYYY0yZ6tatW/qYMWP23Xzzze2ys7MJDw/XqVOn7m7Xrt1FNcYRERE6a9asHU888cSV6enpIREREdkrV67cNnLkyCMpKSnV4+LiOqiqREVFZSxZsiTfLlzDhg070qdPn3aNGjU6v2rVqm25LTNgwICTmzZtiujRo0d7gMjIyOxZs2btbNas2SX9wsPDw5k0adLuPn36tMvKymLw4MFHunfvnn4530t5IKpa8FIVTM2aNfXMmTPBDqNCEyl0y5FSUxl/m8aUuBUr4Hvfc8l3OR1YTUTSVLVmkPY9CBgN7ACeVdV1ZR1D9+7ddfXq1WW9W2OMMbkQkTWq2v1yt7Nhw4aU+Pj4AptNm6pnw4YN0fHx8S0Dp1uNtzHGVGSzZ0PNmtCvX7AjKTdEJAR4ABgFrAMGq+rm/NcyxhhjjCk9lngbY0xFde4czJsHd9/tkm+DiIwARgKfAf1thHNjjDGmfDpw4EBo7969rw6cvmLFiq2NGzfOCkZMpckSb2OMqag+/hhSU2GwjRnmZzpwEOgO/NWv24wAqqpdgxWYMcYYYy5o3LhxVuCo7JWZJd7GGFNRzZ4N0dFw663BjqQ8aRvsAIwxxhhjAlnibYwxFdGpU7BoETz4IISHBzuacsPXtFxErgRivcmbVXV38KIyxhhjTFVnibcxxlRECxfC2bPWzDyAiNQGZgDfBTZ4kzuLyBfAI6p6KmjBGWOMMabKyvdB58YYY8qp2bMhJga+851gR1LevIp7dNhVqtpfVfsDVwFfA38IamTGGGOMqbIs8TbGmIrm0CFYvhzuvx9C7DQe4AZVHauqOaOhqmq2qo7D1YIbY4wxlUJoaGi39u3bx7Zt27Zj3759rzp16lRQbgomTpzY0H/fCQkJbY4cORIKEBkZeU1xtnnfffe1jIqKim/btm1H/+kHDx4Mvf7669vGxMR0uv7669sePnw49PKiLzvW1NwYYyqav/4VsrJgyJBgR1LRSMGLGGOMMUXzi+O0SM4ksiS32T6MtFfqsie/ZapXr57tGxW8f//+rSZNmtRgwoQJBwuz/czMTMLCSiYVnDFjRqOHH374WO3atbMBEhMTt1/uNh966KEjTz755KEHH3ywlf/08ePHN+ndu/ep559//uunn3668bhx4xpPnz593+XuryxYVYkxxlQ0s2ZBXBx06hTsSMqjL0Xk6cCJIjIaWBWEeIwxxphS16tXr9Pbt2+vDvD6669HxcXFdWjfvn3s4MGDYzIzMwFX+/zwww83v/rqq2P/+c9/1kpMTIy85ppr2l999dWxcXFxHVJTU0MyMzMZMWJE806dOnVo165d7EsvvRQNsHjx4trXXnvt1X369LmqVatWHfv3798qOzubZ599tuGhQ4fCExIS2vXs2bMdQLNmzeL2799/SVY/duzYRr7tjhw5sml+x9O3b9/TDRo0yAycvmzZsrojRow4CjBixIijS5curXfZX14ZsRpvY4ypSL75Br74An73u2BHUl79HPiziGwD1nnTugKbgOHBCsoYY0zlVVDNdGnLyMjg448/rvP973//5Nq1ayPmzZsXtXr16uTq1avr0KFDr3zjjTfqP/7440fPnj0b0rNnzzN//OMf96anp0ubNm06zZo1a0dCQkLasWPHQmrVqpU9ZcqU6CuuuCJr48aNW86ePSs9evRo369fv5MAW7ZsqbF+/fpvWrZsmdGtW7f2y5cvrzVmzJhD06dPb5SYmLitSZMmlyTKPh9++GGd7du3RyQlJW1RVW655ZY2S5curdW3b9/TRTnWo0ePhsXExGQAtGjRIuPo0aMVJp+tMIEaY4wB5s51/w4aFNw4yilVPQ7cIyLtAF+/sHGqujWIYRljjDEl7ty5cyHt27ePBejZs+epJ5988sgrr7wSvXHjxsj4+PgOAOnp6SENGzbMBAgNDWX48OGpAElJSRENGzbMSEhISAOIiorKBvjkk0/qJCcnRy5atKgewKlTp0I3b94cUa1aNY2LizvTunXrDICOHTum7dixo1phY122bFmdlStX1omNjY0FSEtLC0lOTo4oauLtLyQkBJGK04vMEm9jjKkoVF0z8+9+F1q2DHY05ZKIdPb7uMP7t7pvuqomlX1UxhhjTMnz7+Pto6py3333HZ02bdol/Z6rVauWXVC/blWVSZMm7R44cOBJ/+mLFy+uXb16dfV9Dg0NJTMzs9BZr6ry1FNP7R81atSRwq6Tm/r162fu2rUrPCYmJmPXrl3hUVFRedaylzfWx9sYYyqKpCTYvNkGVcvfemA28Jr3mub3ei2IcRljjDGlrk+fPicXL15cb9++fWHgRgHftm3bJTXTnTt3Tj906FB4YmJiJEBqampIRkYGt95664np06c3OHfunAAkJSVVP3nyZL45Y82aNbNOnDiR7zJ9+/Y9OXPmzGjfcjt37gz3xVgUt9122/EZM2bUB5gxY0b9Pn36HC/qNoLFaryNMSYvX34J+/fD978PNWsGOxr37O6wMLjvvmBHUp79GhgAHAfmAH9T1bTghmSMMcaUjW7duqWPGTNm380339wuOzub8PBwnTp16u527dqd918uIiJCZ82ateOJJ564Mj09PSQiIiJ75cqV20aOHHkkJSWlelxcXAdVlaioqIwlS5bsyGt/AMOGDTvSp0+fdo0aNTq/atWqbbktM2DAgJObNm2K6NGjR3uAyMjI7FmzZu1s1qxZrjXW/fr1a/Xll1/WTk1NDWvUqFHn0aNHfzty5MgjzzzzzP577rmndUxMTHSzZs3OL1iwIN/YyhNR1YKXqmBq1qypZ86cCXYYFVp56C9RGX+bpgJJS4MWLeDYMYiIcMn33XdDv34QHV328WRnu+blcXHw0Udlv//LICJpqlqmJRci0ha4H+gHfA38PljNzLt3766rV68Oxq6NMcYEEJE1qtr9crezYcOGlPj4+MtqNm0qpw0bNkTHx8e3DJxuTc2NMSY3f/mLS7r/8Ad4+GFYtw4eeggaNYLvfQ+mToXdu8suns8/hz17YPDgsttnBaaqXwPvA4uBXkBscCMyxhhjTFVmTc2NMSZQVha88gpcdx089hiIwKuvwtq1sGCBez35pHt17Qr33ONesbFu2dIwezZERsJdd5XO9isJEbkSGATcAxzAJd8dVNWaQRljjDHlyIEDB0J79+59deD0FStWbG3cuHFWMGIqTZZ4G2NMoL/9DXbsgBdeuJBIi0C3bu717LOwbRssXOiS8LFj3atNmwtJeM+eEFJCjYrOn4cPPnBJd61aJbPNyisFSAIW4Pp5NwR+7Os+o6pTgxaZMcYYY3I0btw4K3BU9srMmpobY0ygl1+Gq65yfbrz0q4d/PrX8MUXsG8fTJ/u1pk8Ga6/Hpo1g5/+FD7+2CXOl+Mf/3DN3q2ZeWE8D/wdV7AcDTQIeBljjDHGlDmr8TbGGH//+Y9Lpl97DUJDC7dO06Yuyf7pT+H4cViyxNWEv/cezJgBderAHXe4mvC+fYteaz17NkRFuQHeTL5UdUxhlhORX6vqi6UdjzHGGGMMWI23McZc7OWXXZI7fHjx1q9b19VM//WvcPgw/P3vcO+9sHw5/OAHbkT0O++Et9928wty+rRr+n7ffVDtksdwmuIbFOwAjDHGGFN1WOJtjDE+X3/t+m0/+mjJPLe7Ro0LSfb+/bBiBfzsZ7BxI/zkJ9C4MSQkwJQpkJKS+zYWLXKPNrNm5iUt+M9MNMYYYy5DaGhot/bt28e2bdu2Y9++fa86depUUHK7iRMnNvTfd0JCQpsjR46EAkRGRl5T1O1t3749vGfPnu1at27dsU2bNh1/+9vfNvTNO3jwYOj111/fNiYmptP111/f9vDhw4Vsnhh8lngbY4zP5MkQHg6PP17y2w4Lc0n25Mmwc6cbIX3MGEhNhZEjoVUruOYamDgRkpLA9xz7WbPc88R79Sr5mKo2DXYAxhhjzOWoXr16dnJy8uavv/56U3h4uE6aNKnQY5lkZmaWWBwzZsxodPr06Zy8MjExcXt0dHSxRyUPDw9n0qRJe3fs2LHpq6++2vL22283XLNmTQTA+PHjm/Tu3fvUrl27Nvbu3fvUuHHjGpfEMZQF6+NtjDHgmn3/+c/wwAPuWd2lScQl2ddcA888A9u3u5r2hQthwgQYP94N1Na/vxtY7Re/KLkR0o2P1XgbY4wpERNTaLH9LJEluc02NUgb15I9hV2+V69ep5OSkmoAvP7661HTp09vlJGRIV27dj3z7rvv7goLCyMyMvKaIUOGHF65cmWdqVOn7o6IiMh+6qmnrkxLSwupVq2arly5cmvt2rWzH3vsseaff/557fPnz8vDDz98aNSoUUcWL15ce+LEiU2joqIytm7dWiMuLi5t4cKFO59//vmGhw4dCk9ISGhXr169zFWrVm1r1qxZ3OrVq7c0adLkoux+7NixjRYsWBB1/vx5ueOOO45Pnjz529yOJSYmJiMmJiYDoF69etmtW7c+u3v37mrdunVLX7ZsWd3ExMStACNGjDiakJBwNbCv2F90GbI7OWOMATcqeXq6S3LLWps28Ktfwb//Dd9+6wZku/pqmDYNMjNhyJCyj6mCEpGfFXLRD0s1EGOMMaaMZGRk8PHHH9eJi4s7u3bt2oh58+ZFrV69Ojk5OXlzSEiIvvHGG/UBzp49G9KzZ88zW7du3ZyQkHBmyJAhradMmbJ769atmxMTE7fWqlUre8qUKdFXXHFF1saNG7ds2LBhyzvvvNMgOTm5GsCWLVtqTJs2bc/27ds37d69u/ry5ctrjRkz5lDDhg0zEhMTt61atWpbXjF++OGHdbZv3x6RlJS0ZcuWLZvXr18fuXTp0gJHm926dWu1zZs3RyYkJJwGOHr0aJgvKW/RokXG0aNHK0xFcoUJ1BhjSs3Zs24U8zvvhA4dghtL48bwyCPudfIk7N4NnToFN6aK5WFgekELqepvyyAWY4wxVUBRaqZL0rlz50Lat28fC9CzZ89TTz755JFXXnkleuPGjZHx8fEdANLT00MaNmyYCRAaGsrw4cNTAZKSkiIaNmyYkZCQkAYQFRWVDfDJJ5/USU5Ojly0aFE9gFOnToVu3rw5olq1ahoXF3emdevWGQAdO3ZM27FjR6FHfV22bFmdlStX1omNjY0FSEtLC0lOTo7o27fv6bzWOXHiRMiAAQNa//73v9/ji89fSEgIIhWnAVupJd4iEgGsBKp7+5mnquNFpBUwF6gPrAF+pKrnRaQ68C7QDTgK/FBVU7xt/Qb4MZAFPKGqH5dW3MaYKmjmTNfU/Fe/CnYkF6tTx5LuMiYifYBXgVDgLVX9fS7L/ACYgOsnvkFVbeQ7Y4wxZc7Xx9t/mqrKfffdd3TatGmXNL+uVq1adlhY/umfqsqkSZN2Dxw48KT/9MWLF9euXr16zvgooaGhZGZmFjrrVVWeeuqp/aNGjTpSmOXPnTsnd9xxR+v77rvv2LBhw477ptevXz9z165d4TExMRm7du0Kj4qKKrnO6qWsNJuanwNuUtV4oAvQR0SuA14AJqtqGyAVl1Dj/ZvqTZ/sLYeIxOIe+9IR6AO8LiIVZvQ6Y0w5l50NkyZB9+5w443BjqbKEpE+IrJVRLaLyOg8lvmBiGwWkU0iMjuPTXUWkWO5vFJF5FgBMYQC04C+QCxwv3cN8l+mLfAb4Luq2hF4qqjHaowxxpSWPn36nFy8eHG9ffv2hYEbBXzbtm2X1Ex37tw5/dChQ+GJiYmRAKmpqSEZGRnceuutJ6ZPn97g3LlzApCUlFT95MmT+eaMNWvWzDpx4kS+y/Tt2/fkzJkzo33L7dy5M9wXY6Ds7GwGDRoU065du/QJEyYc9J932223HZ8xY0Z9gBkzZtTv06fP8dy2UR6VWo23qirgazoQ7r0UuAnw1Q68g6s1mA7c5b0HmAe8Jq7twF3AXFU9B+wUke3AtcAXpRW7MaYKWbwYtm2DuXPdoGemzPklvLcCe4GvRGSRqm72W8Y/4U0VkYa5b43/At2LGcq1wHZV/cbb51zcNci/NuFhYJqqpgKo6qFi7ssYY4wpcd26dUsfM2bMvptvvrlddnY24eHhOnXq1N3t2rU7779cRESEzpo1a8cTTzxxZXp6ekhERET2ypUrt40cOfJISkpK9bi4uA6qKlFRURlLlizZkd8+hw0bdqRPnz7tGjVqdD6vft4DBgw4uWnTpogePXq0B4iMjMyeNWvWzmbNml1SY718+fJaCxcurN+2bduzvqb0zzzzzL4f/vCHJ5555pn999xzT+uYmJjoZs2anV+wYEG+sZUnolp6T1TxbqbWAG1wN1UvAV96tdqISAtgqap2EpGNQB9V3evN2wH0xCXjX6rqe970t7115uW135o1a+qZM2dK7biqgvLQX6I0f5vG5LjxRtePevt298gvU+JEJE1V83wwuoh8B5igqrd5n38DoKq/81vmRWCbqr5VwL7WqWqRnxnqrXsv7jr0E+/zj4Ceqvq43zILgW3Ad3HN0Seo6rJctvUI8AjAlVde2W3Xrl3FCckYY0wJE5E1qlrcAtocGzZsSImPjy9Us2lTtWzYsCE6Pj6+ZeD0Uh3VXFWzVLUL0BxXk9C+tPYlIo+IyGoRWV2Sz6UzxlRiq1bBZ5+552hb0h1MzeCigWn2etP8tQPaicjnIvKl1xc7N3mOVl5C3ZTCgLZAb+B+4I8iUjdwIVV9U1W7q2r3Bg0K/VhVY4wxxlRShbrTFJE4Vf1vcXeiqsdF5FPgO0BdEQlT1UxcQu7r+L8PaAHsFZEw4ArcIGu+6T7+6/jv403gTXA13sWN1RhThUyaBHXrwkMPBTuSyi5MRFb7fX7TO2cXaRtcSHibAyu9a1Ng365uItLc13rKR0R64wZNi89nH4W53uwFVqlqBq770zYvrq+KdjjGGGNM1XbgwIHQ3r17Xx04fcWKFVsbN26cFYyYSlNhq3he90Yd/wswS1VPFLSCiDQAMrykuwau794LwKfAvbiRzYcBf/NWWeR9/sKb/y9VVRFZBMwWkVeAprgbnP8rZNzGGJO7b76B+fPh17+G2rWDHU1ll1lAs76STHgXAJ+JyBvAy0AD4BVcjfnDBcT5FdDWe/rGPtzAnoEjli/E1XT/WUSive1+U8B2jTHGGBOgcePGWYGjsldmhWpqrqo3AENwN0ZrRGS2iNxawGpNgE9FJAl3M7NcVRcD/wP8whskrT7wtrf820B9b/ovgNHevjcBH+AGt1kGPKaqla4ExBhTxqZMgdBQ+PnPgx2J8Ut4RaQaLuFdFLDMQlxtN/klvKr6DtAVl5RvBlYB/wauVdV8C229lliPAx8DW4APVHWTiEwUkf7eYh8DR0VkM64geZSqHi36IRtjjDGmKil0p0ZV/VpExgCrganANd6o40+r6iV96lQ1CbhkgBtvtNhrc5meDtyXx76fA54rbKzGGJOvY8AM7eQAACAASURBVMfg7bdhyBBo2jTY0VR5qpopIr6ENxT4ky/hBVar6iJv3ve9hDeL/BPeNrjHWG7AXYeuwBU0ZxciliXAkoBp4/zeK65w+BdFO0pjjDHGVGWF7ePdGXgQuANYDvRT1bUi0hTXNDzPwWyMMabceeMNSEuDX/4y2JEYT0klvCIyA7gOeFxVPxOR2sBvgfUi8oSq/qvEgzfGmEpCsyBrP2SlQNYuyNzl/s3aC1pOxi6u+WOI/EGwozCm6Apb4/0H4C1c7fZZ30RV/darBTfGmIrh3DmYOhX69IFOnYIdjSl523FdkjIBVPUU8JSIdAFeB64PZnDGGBNsmgaZe1xynbnLS7J3Q2aKS7Dxf9pzOIS2gNDmEFItKOFeQvJ8OKUx5VthE+87gLO+vtUiEgJEqGqaqs4steiMMaakzZoFBw/Cr34V7EhMKVDVl/KYvl5EepV1PKb80AwvudgBmTtB04MdkTFl5Dxk7fMS612QffDi2VIbQmMgPBYi+kJYS/c5NAZCm0KJPIjRlIrQ0NBubdu2PZuVlSVt2rQ5+8EHH6TUrl27wG5VJW3ixIkNR44cecS374SEhDbz58/fGR0dnRUZGXlNWlrauqJsLy0tTXr27Nn+/PnzkpWVJf369UudPHnytwDJycnVfvCDH1x1/PjxsLi4uLT58+fvjIiIqBBPtBLXeq+AhUS+BG5R1dPe51rAP1S1XNYc1KxZU8+cORPsMCo0130/uArz2zSmSLKzXS139eqwdi2Ug995VSAiaapaJnUUIpKoqgne+7+o6nC/eWtVtWtZxOGve/fuunr16oIXNJdNFbKPuOQ6a4eXZHuvrN1AOWkqa0xZC2kCYTEXEuqwGAht6f6VelXrcigiawp40kahbNiwISU+Pv5IScRUXP5Jbf/+/Vt17do1bcKECQcLWg8gMzOTsLBCD/eVr2bNmsWtXr16S5MmTS45yxYn8c7OzubUqVMhV1xxRfa5c+ekR48eV0+ePHnPzTfffOb222+/6u6770595JFHUv+fvXsPj7I6F7//XTPJzOQsQ0gCARIEQkgMUQ6NpdggCCaCqFBqLe5CbcFWLAdbfrYWFdmWdncLIi1E6q5WLK+2paKYCmzYxMQjNSKJIQcEgQBCQgIkIZPDTGa9fzyJxkhCQg6Tw/25rufKzJo1z3PPGMncs9a61/e///2h8fHxVQ8//PC5DnkhHSQrKys4Pj4+sml7a99tW0PSDaC1vqSU8u2o4IQQokvs2gV5efDXv/atTxl9S2Cj22OaPCb/0XsJ7TBGrb9Iqj/78rauaNTRCl7DwHs02GaC17XgNdxoU7KLoOgrFKiOya9EM57JYsiJcjo0N4oIxLE0npOt7T9p0qRL2dnZPgCbNm2yp6SkhDqdTjV27NjKLVu2nPDy8sLX1/eGefPmncvIyAjcsGFDoc1mcy9btmyow+EwWSwWnZGRURAQEOBevHjx4HfffTegtrZWLVy4sHjFihUlqampAatXrx5kt9udBQUFPnFxcY7XXnvt2Jo1a0KKi4u9ExMTo/r16+fav3//4eYS8UcffTR0+/bt9traWjVjxoyLDaPYTZlMJoKCgtwAtbW1yuVyKaUUbreb999/P+D111//DOC+++4rXbVq1aDulng3p7X/G1YqpcZqrQ8AKKXGAVVXeI4QQnQvTz0FgwfDd6UqSy/W0lQZmUbjQe5SKJ0L7vPtPFGdca7GzOFgHg4+c+oT6+HGfXM4qFZtnCqEED2X0+lk9+7dgdOnTy8/cOCAbdu2bfbMzMx8q9Wq77333qHPPvts/wcffLC0qqrKlJCQUPncc8+dqq6uViNGjLhu69atRxMTEx3nz583+fv7u9evXx8cFBRUl5OTk1dVVaUmTJgQffvtt5cD5OXl+Rw8ePCzyMhI57hx46L37Nnjv3LlyuKUlJTQ9PT0w5cb8W7w6quvBh45csSWnZ2dp7XmlltuGbFz507/5OTkS5fr73K5uO6662IKCwut8+fPL54yZUrlmTNnvAICAuq8vb0BiIyMrC0qKuom1QeurLWJ9zLgH0qpzzFGDMKAuzstKiGE6GgffQRpaUbyXf8PtuiVrlFK3Y6xfVhQo/23Fca2YsJDLm0E12Hwubuda0ZV/bTZ+gTbKxJkDp4QwpPaMjLdkWpqakzR0dExAAkJCRVLly4tWbduXXBOTo5vfHz8aIDq6mpTSEiIC8BsNrNgwYILANnZ2baQkBBnYmKiA8But7sB9u7dG5ifn++7Y8eOfgAVFRXm3Nxcm8Vi0XFxcZXDhw93AsTGxjqOHj3a6qR3165dgRkZGYExMTExAA6Hw5Sfn29rLvH28vIiPz8/t6SkxDxjxozhH374oW3w4ME9esFQqxJvrfWHSqloYFR9U4HW2tl5YQkhRAdbuxYCAuDHP/Z0JKJzvQs0TGl4D5jb6LH3uj4cAVBXBJV/MUakr1nr6WiEEKJ3sFqt7vz8/NzGbVprNXfu3NKNGzeebtrfYrG4r7SuW2ut1q5dWzhnzpzyxu2pqakBVqv1i5ljZrMZl8vV6iVcWmuWLVt2ZsWKFW1aFx8cHFx30003VbzxxhtBq1atKqqoqDA7nU68vb05fvy4JTQ0tPbKZ+ke2jIBawLGermxwD1KqR90TkhCCNHBTpyAv/8dFi2CIBn07M201v/R0uHp+PqqSxsAF/gv93QkQgjRuyUlJZWnpqb2O336tBdAUVGR+fDhw18bmR4zZkx1cXGxd3p6ui/AhQsXTE6nk2nTppWlpKQMqKmpUQDZ2dnW8vLyFnNGPz+/urKyshb7JCcnl7/00kvBDf2OHTvm3RBjU59//rlXSUmJGeDSpUsqLS0tcPTo0dUmk4kbb7yx4oUXXugH8Pzzz/efOXPmxSu/K91Dq0a8lVIvAcOBg0BdfbMGtnRSXEII0XGeecYoprZ0qacjEZ1MKfX9Fh7WWuuXuywYAYDrFDj+Cr7fM6aFCyGE6Dzjxo2rXrly5empU6dGud1uvL299YYNGwqjoqK+MjJss9n01q1bjy5ZsmRodXW1yWazuTMyMg4vX7685Pjx49a4uLjRWmtlt9udb7755tGWrjl//vySpKSkqNDQ0Nr9+/cfvlyf2bNnlx86dMg2YcKEaABfX1/31q1bj4WHh39t+vjJkye9FyxYMKyurg6ttbrjjjvO33PPPWUAa9euPXX33XcPf/LJJ8NjY2MdS5cu9Whl+bZo7XZieUCM7iH7O8l2Yu0n24mJXuPiRRgyBO64w6hmLrpcF28nltLMQ7cBg7XWXb4jbV/fTuziL6BqG4S8axQ7E0IIT+pN24mJ7qm924nlYBRUO9ORQQkhgJoaOHUKCgu/ehQVwV13wfz5YJKyvFftT3+CS5fg5z/3dCSiC2itf9r4vlLqe8AvgUzgTo8E1Ye5PoOqv4HvAkm6hRBC9G2tTbyDgVyl1L+BmoZGrfWs5p8ihEBrKC39elLdcJw4AWfPfv15oaHg4wNvvAF/+AM8/TQkJnZ9/D1dba0xzXzqVLjhBk9HI7qIUsoE/ABYAXwMfF9rndvys0RnqFgHeIP/zzwdiRBCiO7m7Nmz5smTJ49q2v7WW28VhIWF1V3uOT1ZaxPvVZ0ZhBA9Vk0NnDzZfGJdWAhVTba8t9lg6FCIiIAZM4zbjY/Bg40+WsMrr8DDD8PkyTB7Nvz+9zB8uEdeao/0yivw+efw5z97OhLRRZRS9wPLgbeBWVrrFtelic7jLIDq7eD3AJhDPB2NEEKI7iYsLKyuaVX23qy124mlK6UigJFa671KKV+gy9fJCdGltIaSkpaT6suNVoeFGQl0XNzlE+vgYKPQ15UoBffcA3feaWyF9bvfQWoqLFkCK1dKde4r0drYs/u66+DWWz0djeg6KUARMB74R6N6FQqjuNpYTwXW11x6CpQf+P/0yn2FEEKI3q61Vc0XAosAO0Z183DgWWBq54UmhAe98gr86EfgcHy13cfnywR65szLj1ZbrR0bi4+PkWjfd5/xc+1aePFFWL3a2JP6Cvsx9ll79sAnn8ALL7Tuiw7RW4z0dAACnNlQ/S/wfwhMdk9HI4QQQnheaz+xLwa+AewH0Fp/qpSSiWOi9/rrX+Gaa+C3v/1qYt2/v+eSuEGD4Pnn4cEHYfly+OlP4Y9/hHXrYPp0z8TUnT31FAwcaMwaEH1Ga6eWK6Xe0VpP6ux4+qqKp0BdA36LPB2JEEII0T20tlRyjdb6i73flFJeGPt4C9H7uFyQkQG3325M677zThg7tvVTxDvb2LHw1lvwz38a68dvvdUYfc/P93Rk3UdWljHivWRJx89AEL1Fl2xv1hfVZkLNXmOKuSnQ09EIIYQQ3UNrE+90pdQjgI9SahrwD+CNzgtLCA/66COoqICbb/Z0JM1Tyii2lptrFFx7+21jTfmSJUYV9b5u7Vrw84P77/d0JKL7ki+PO0nF78EUDL4/8nQkQgjRu5nN5nHR0dExI0eOjE1OTr62oqLCI/vPrl69OqTxtRMTE0eUlJSYAXx9fa96WxmXy8Xo0aNjbr755hENbfn5+ZYxY8ZEDx069LoZM2ZcW11d3Q1GxVqntf9xfgmcAz4B7gfeBFZ2VlBCeFRamvFz8mSPhtEqViusWAGffmqs9964EUaONLbQcjo9HZ1nnDoFL79svB/9+nk6GiH6lJp3oPYdY/swk6+noxFCiN7NarW68/Pzcz/99NND3t7eeu3atQNa+1yXy9VhcWzevDn00qVLX+SV6enpR4KDg9u9HdiTTz4ZOmLEiK9sD/TQQw8NfvDBB4sKCwtzgoKCXM8880xwe6/TVVpb1dwNPFd/CNG77dsHsbHGXto9RUgIpKTAAw/Az38Oy5bBpk3GOueZM7vHFPmusmEDuN3GeyBE8/rQ/xRdQ+v60e6B4Psfno5GCCG6zovpDPn8PB36deMgO475iZxsbf9JkyZdys7O9gHYtGmTPSUlJdTpdKqxY8dWbtmy5YSXlxe+vr43zJs371xGRkbghg0bCm02m3vZsmVDHQ6HyWKx6IyMjIKAgAD34sWLB7/77rsBtbW1auHChcUrVqwoSU1NDVi9evUgu93uLCgo8ImLi3O89tprx9asWRNSXFzsnZiYGNWvXz/X/v37D4eHh8dlZmbmDRw48CvZ/aOPPhq6fft2e21trZoxY8bFp59++vPmXs/Ro0e9d+/eHfSrX/3qzNNPPx0K4Ha7ef/99wNef/31zwDuu+++0lWrVg16+OGHz13du9y1WjXirZQ6ppT6rOnR2cEJ0eVqa+Hdd7v3NPOWxMXB7t3GtmNKwaxZMG0aZGd7OrKuUV4OmzfD3LkQGenpaIQHKKV2trLrgs6Moy+qSQNnJvgvA2XzdDRCCNF3OJ1Odu/eHRgXF1d14MAB27Zt2+yZmZn5+fn5uSaTST/77LP9AaqqqkwJCQmVBQUFuYmJiZXz5s0bvn79+sKCgoLc9PT0An9/f/f69euDg4KC6nJycvKysrLyXnzxxQH5+fkWgLy8PJ+NGzeePHLkyKHCwkLrnj17/FeuXFkcEhLiTE9PP7x///7DzcX46quvBh45csSWnZ2dl5eXl3vw4EHfnTt3+jfXf/HixUN+//vfnzKZvkxXi4qKvAICAuq8vb0BiIyMrC0qKrJ01PvY2Vpb1Xx8o9s2YC7G1mJC9C7//rexhdiUKZ6O5OopZewfPn26MQq+ahXccIMx9fo//9MYHe+t/ud/jOT7F7/wdCTCc8Ja00lrndXZgfQlWkPFf4F5KPje7elohBCia7VlZLoj1dTUmKKjo2MAEhISKpYuXVqybt264JycHN/4+PjRANXV1aaQkBAXgNlsZsGCBRcAsrOzbSEhIc7ExEQHgN1udwPs3bs3MD8/33fHjh39ACoqKsy5ubk2i8Wi4+LiKocPH+4EiI2NdRw9erTVSe+uXbsCMzIyAmNiYmIAHA6HKT8/35acnHypad+XX345KDg42HXTTTc5UlNTA9rzHnUnrZ1q3rRa03ql1EfAYx0fkhAelJZmJK6JiZ6OpP28vY1ia/fea+z5vXGjsfZ55UpYurT3Vft2OmH9euO/3fjxV+4veqsgpdSs5h7UWu/oymD6iuqd4PoEgtaD6jFjD0II0bM1rPFu3Ka1VnPnzi3duHHj6ab9LRaL28ur5fRPa63Wrl1bOGfOnPLG7ampqQFWq/WLwqRmsxmXy9XqZVtaa5YtW3ZmxYoVJVfq+8477/jv2bPnmvDw8KCamhpTZWWl6Y477hi2ffv2YxUVFWan04m3tzfHjx+3hIaG1l7pfN1Fa6eaj210jFdK/YTWj5YL0XPs2wfx8WDvRRM67HYjIc3JMZLShx+G0aNh2zZjmKq3+Mc/4ORJGe0WQcB3MGZmNT2+48G4ei1dB5f+G8zDwWe2p6MRQoi+LSkpqTw1NbXf6dOnvQCKiorMhw8f/tpXomPGjKkuLi72Tk9P9wW4cOGCyel0Mm3atLKUlJQBNTU1CiA7O9taXl7eYs7o5+dXV1ZW1mKf5OTk8pdeeim4od+xY8e8G2JsauPGjaeLioqyT58+/clf/vKXz2688caK119//ZjJZOLGG2+seOGFF/oBPP/88/1nzpx5sTXvS3fQ2uR5baPbLuA48N0Oj0YIT6quhvffh8WLPR1J5xg1Ct54A/buheXLjXXQN90ETz8N48Z5Orr20dooJBcdDbfd5ulohGed0Fr/wNNB9CXVr4OrAK5JASVfyQshhEeNGzeueuXKlaenTp0a5Xa78fb21hs2bCiMior6ysiwzWbTW7duPbpkyZKh1dXVJpvN5s7IyDi8fPnykuPHj1vj4uJGa62V3W53vvnmm0dbuub8+fNLkpKSokJDQ2ubW+c9e/bs8kOHDtkmTJgQDeDr6+veunXrsfDw8DaVV1+7du2pu+++e/iTTz4ZHhsb61i6dOkVR9C7C6V704hXPT8/P11ZWenpMHo01Q2qYHf572ZamrG2+403jErgvZnLBX/+Mzz6KJSUwA9+AGvWwKBBno7s6uzbB1OnwnPPGWvZRbeilHJorf266Fofa62ves/QzjB+/HidmZnp6TA6hXbBuURQPhD8v6A8soOsEEK0nlLqI611u9ekZWVlHY+Pj+8xSZ/oOllZWcHx8fGRTdtb9d20Uuqhlh7XWq+7yriE6D727QOTyRgF7u28vOD+++F73zMS7vXrjanav/ylsR2Zbw/bgPepp4yicffe6+lIhOctaO4BpdS7WutvdWEsvV7VP6DuGPR7QZJuIYQQoiWt/TM5HvgpEF5//AQYCwTUH0L0fGlpRlGuoCBPR9J1goLgv/4L8vIgORkee8yYkr51q7EXdk+QkwM7d8LPfgY22cOor7tCtfKhXRZIH6Br4NI68L4erNM9HY0QQoie5uzZs+bo6OiYpsfZs2fNno6tM7R2NdZgYKzWugJAKbUK+JfWWoaXRO9QWQn79xujvX3RtdcaxdYyMoz13/feCxs2wDPPwI03ejq6lq1bBz4+8NOfejoS0f31vrVVHuT4/6DuNAT9t7EZhBBCCNEWYWFhdU2rsvdmrU28Q4HGC/Jr69uE6B3eecdY93zzzZ6OxLO+/W348EPYsgUeeQQmToSf/AR++9vuORPgzBn4619h0SLo39/T0YhuQCnVXF1tBfh0ZSy9mXbApWfAkgCWXrD7ohBCCNHZWpt4bwH+rZTaXn//TuDFzglJCA9ISzPWPU+a5OlIPM9kggULYM4cY+r5hg3w2mvwhz/A7Nnda2jrD38wvjBZvtzTkYju4/YWHkvtsih6ucot4C4G/2e71z8JQgghRHfVqsRba/0bpdROoKHq1A+11h93XlhCdLG0NEhIAL8uKbzcMwQEGFuNzZsHCxfCd74Dt98OGzfCkCGejg4uXYKUFOPLgOHDPR2N6Ca01j/0dAy9nfsSVP4RLN8GazdfiSKEEEJ0F23ZcdMXKNdav6CUGqCUGqa1PtZZgQnRZcrKIDPTmFotvm78eGP6+TPPGCPgo0fDb34DDz4IZg/Wvnj+ebh4EX7xC8/FILqdy+zCoYES4B35m9UxKv8M7vMQ8LCnIxFCCCF6jlZVNVdKPQ48DPyqvskb+GtnBSVEl3r7baOC95Qpno6k+/LyMgrPHTpkrANftswouvaxhya+uFzGaPy3vtX9i7+JrhbQ5AjE2Jljp1Lqe54MrDdwX4TKFKOKuaVb7ZYuhBB9j9lsHhcdHR0zcuTI2OTk5GsrKio8srHj6tWrQxpfOzExcURJSYkZwNfX96r+WoSHh8dFRUXFREdHx1x33XWjG9qLiorMEydOHBkREXHdxIkTR547d67HVEBv7X+cu4BZQCWA1vpzZBsx0VukpYHVCt/8pqcj6f4iI+Ff/4JXXoHCQpgwAVasMKrCd6VXX4Xjx2W0W3yN1vqJyxxLgYnA//N0fD1d5WbQ5RCwwtORCCGEsFqt7vz8/NxPP/30kLe3t167du2A1j7X5XJ1WBybN28OvXTp0hd5ZXp6+pHg4OC69p43PT39cH5+fm5OTk5eQ9vjjz8+cPLkyRUnTpzImTx5csVjjz0W1t7rdJXWTjWv1VprpZQGUErJQljRe+zbZyTdsgd06ygFd98N06fDww/DU08ZW5GlpEBSUudfX2vjmiNHGmvOhWgFrfV5paQMWHvUlULlc2C7HbxjPR2NEEJ0H6+/xpDiYnw78pwhITjuuJOTre0/adKkS9nZ2T4AmzZtsqekpIQ6nU41duzYyi1btpzw8vLC19f3hnnz5p3LyMgI3LBhQ6HNZnMvW7ZsqMPhMFksFp2RkVEQEBDgXrx48eB33303oLa2Vi1cuLB4xYoVJampqQGrV68eZLfbnQUFBT5xcXGO11577diaNWtCiouLvRMTE6P69evn2r9//+Hw8PC4zMzMvIEDB34lu3/00UdDt2/fbq+trVUzZsy4+PTTT3/e1vdl165d16SnpxcA3H///aWJiYmjgNNtPY8ntHbE++9Kqc3ANUqphcBe4LnOC0uILnL+PGRlyTTzq9GvH/zpT8be3zYbJCfDPfdAUVHnXvftt4015w895Nk15qJHUUrdDFzwdBw9WeUfQVeDv0w0EUKIbsXpdLJ79+7AuLi4qgMHDti2bdtmz8zMzM/Pz881mUz62Wef7Q9QVVVlSkhIqCwoKMhNTEysnDdv3vD169cXFhQU5Kanpxf4+/u7169fHxwUFFSXk5OTl5WVlffiiy8OyM/PtwDk5eX5bNy48eSRI0cOFRYWWvfs2eO/cuXK4pCQEGd6evrh/fv3H24uxldffTXwyJEjtuzs7Ly8vLzcgwcP+u7cudO/pdc1derUkbGxsaOfeuqp4Ia20tJSr4iICCfAkCFDnKWlpW2pWeZRra1q/pRSahpQDowCHtNa7+nUyIToCunpxghqX9+/uz1uugkOHoTf/Q7WrIFdu+C//xvuu8/YmqyjPfUUBAfDD37Q8ecWPZ5S6hOMgmqN2YHPgfldH1H71LwNZd2k7mNdIfjMAe+Rno5ECCG6l7aMTHekmpoaU3R0dAxAQkJCxdKlS0vWrVsXnJOT4xsfHz8aoLq62hQSEuICMJvNLFiw4AJAdna2LSQkxJmYmOgAsNvtboC9e/cG5ufn++7YsaMfQEVFhTk3N9dmsVh0XFxc5fDhw50AsbGxjqNHj1paG+uuXbsCMzIyAmNiYmIAHA6HKT8/35acnHzpcv3feeed/GHDhjlPnz7tNWXKlKjY2Njqpn1NJhM9aTLbFRNvpZQZ2Ku1vhmQZFv0Lvv2ga8vfOMbno6kZ7Na4fHHjSno999vbD/20kuweTNER3fcdfLz4Y03jGv5duiMLtF7zGxyXwOlWusuLkTQMVRg95nWbblBKpkLIUR30rDGu3Gb1lrNnTu3dOPGjV+bfm2xWNxeXi2nf1prtXbt2sI5c+aUN25PTU0NsFqtX3yxbTabcblcrc56tdYsW7bszIoVK0pa03/YsGFOgPDwcNeMGTMuvv/++37JycmX+vfv7zpx4oR3RESE88SJE952u73jFqt3sism3lrrOqWUWykVpLUu64qghOgyaWkwaRJYWv2FnWhJdLTxnr7wglF0LT4efvUr47Ba23/+deuMae0PPND+c4leSWt9ommbUspPKXUvcI/WekZLz1dKJQHPAGbgf7TWv2um3xxgGzBBa53Z/sgvzxIPlmc76+xCCCF6m6SkpPLZs2ePeOSRR4rCw8NdRUVF5rKyMnNUVFRt435jxoypLi4u9k5PT/dNTEx0XLhwweTv7++eNm1aWUpKyoCZM2dWWK1WnZ2dbY2MjHS2dE0/P7+6srIy08CBA5vtk5ycXL5q1apBixYtOh8UFOQ+duyYt8Vi0eHh4V9LnMvLy011dXX069fPXV5ebkpLSwv89a9//TnArbfeenHz5s3916xZc3bz5s39k5KSLl7lW9XlWjsP9BLwiVLqz0qpDQ1HS09QSg1RSqUppXKVUoeUUkvr2+1KqT1KqU/rf/arb1f15z2ilMpWSo1tdK759f0/VUr1uKmCopsqKjK2x5Jp5h3LZIIf/Qjy8mDOHHjiCbj+emMteHsUFcGWLTB/PoSEdEysottQSiUppQrq/wb8soV+c5RSWik1/grnsyil7lJK/QM4A0wFWkxh62d4bQSSgRjgHqVUzGX6BQBLgf1XfGFCCCFEFxo3blz1ypUrT0+dOjUqKioqZsqUKVEnT570btrPZrPprVu3Hl2yZMnQUaNGxUyePDnK4XCYli9fXhIdHV0dFxc3euTIkbELFy6McDqdLY5sz58/vyQpKSkqISEhqrk+s2fPLp87d+75CRMmREdFRcXcddddwy9evHjZYj2nTp3yuvHGG6NHjRoVM3bs2NHTp0+/+J3vfKcc4IknnjiTlpYWGBERcd1bb70V+MQTT5xp63vkKUrrpkvhLtOpmWRXa/1iCGkD1gAAIABJREFUC88ZCAzUWh+o/5DyEXAnsAA4r7X+Xf2Hq35a64eVUrcBPwNuAxKAZ7TWCUopO5CJsQ+rrj/POK11s0Vy/Pz8dGVXb2/Uy3SH9RKt+d1sl7/9Db73PfjgA0hI6Nxr9WW7dsFPf2ps//XjH8Pvf28UZmurxx6DJ580EvpRozo8TNF5lFIOrXWzu2HUJ7yHgWnAKeBDjNHp3Cb9AoB/ARbgwcuNNCulpgP3ANOBNOBvwB+01pGtiPObwCqt9a31938FoLX+bZN+6zGWXq0AfnGlEe/x48frzMxOGxQXQgjRBkqpj7TWLX552xpZWVnH4+PjWzVtWvQtWVlZwfHx8ZFN21sc8VZKDQUjwb7c0dJztdZntNYH6m9XAHlAOHAH0PDcFzGScerbt2jDBxgV1AcCtwJ7tNbn65PtPUAX7Fkker20NAgIgHHjPB1J75aUBDk5xp7bL7xgTEd/5RWjqF1rORywcSPMmiVJd+/0DeCI1vozrXUt8ArG34Sm/hP4L6C6hXPtAq4FJmmt79VavwG4WxlHOHylQM6p+rYv1M/GGqK1/ldLJ1JKLVJKZSqlMs+dO9fKywshhBCit7rSVPPXGm4opf55tRdRSkUCN2BMywvVWjdMCTgLhNbfbu4DzxU/CNVf44sPOR25IbzoxdLS4NvfhisUmRAdwM/PqHSemQlDhxrbjt12Gxw71rrn/+UvxtZvv5B9jHqpDkt4gbHA+8De+uVMP8JYr91uSikTsA74+ZX6aq3/pLUer7UeP2DAgI64vBBCCNGrnD171hwdHR3T9Dh79myv3C/2ShlH4/nG117NBZRS/sA/gWVa6/LGU5i11lop1SHzibXWfwL+BMZU8444p+jFTp+Gw4dh0SJPR9K3XH+9MbX/j3+EX/8aYmNh9WpYtqz5L0Dq6oyiagkJ8K1vdW28oqN4KaUaz7X+U/2/2a3SKOFdcKW+WuuDwEHgl0qpiRjTzr2VUjuB7Ve47mlgSKP7g+vbGgQA1wFv1f8tCwN2KKVmdWaBNSGEEKI3CgsLq2talb03u9KIt27mdqsopbwxku6tWutX65uL6qeQN6wDL65vb+4Dz5U+CAnRdmlpxs8pUzwbR19kNsPSpZCbC7fcYlQ/nzABPvzw8v1ffx2OHjVGu7tB7QFxVVwNo7/1R9Pkty0J73HgRoyEt8U1elrr97TWP6s/39P1z2vJh8BIpdQwpZQF+B6wo9H5yrTWwVrryPo14x8AknQLIYQQ4oqulHjHK6XKlVIVwJj62+VKqQqlVHlLT1TGcMCfgTyt9bpGD+0AGoq1zQdeb9T+g/rq5jcCZfVT0ncD05VS/eoroE+vbxPi6qWlGQW+4uM9HUnfNXSokVRv22ZULL/xRmPku6Liq/2eegqGDYO77vJMnKIrdFjCq5R6sNHt2Prnu7XW/6u1vq+lILTWLuBBjL8xecDftdaHlFKrlVKz2v8yhRBCCNFXtZh4a63NWutArXWA1tqr/nbD/cArnPtbwH8AU5RSB+uP24DfAdOUUp8Ct9TfB3gT+Aw4AjwHPFAfw3mMgjof1h+r69uEuHr79kFiorH1lfAcpYwtx/Ly4P77YcMGY/r5G28Yj7/3Hrz/Pjz0kDFSLnqlDk54GyfXL11FLG9qraO01sO11r+pb3tMa73jMn0ny2i3EEIIIVqj06pKaa3f4atrxBubepn+GljczLmeB57vuOhEn3b8uHE89JCnIxENgoJg0ya4915j3f2sWUZCXl5uzEz44Q89HaHoZFrrNzG+gG3c9lgzfSe38rSyNkEIIYQQ3YIM94m+p2F99803ezYO8XUTJ8KBA/Cb30BqKuzZAw88YFRFF6J1rlFK3aWUmgMEKqVmNz48HZwQQgjRUcxm87jo6OiYkSNHxiYnJ19bUVHhkdxu9erVIY2vnZiYOKKkpMQM4Ovre8PVnLOkpMSclJR07bBhw2Kvvfba2L179/oBFBUVmSdOnDgyIiLiuokTJ448d+5cj5kSKYm36Hv27YMBA4wpzaL7sVjgkUfgk0+Mnz+/4s5NQjSWAcwCZtbfvr3RMdODcQkhhBAdymq1uvPz83M//fTTQ97e3nrt2rWt3r+yI7df3rx5c+ilS5e+yCvT09OPBAcH17XnnIsWLRoyffr08mPHjh3Kzc3Nvf7666sBHn/88YGTJ0+uOHHiRM7kyZMrHnvssbD2xt9VZANj0bdobYx433yzVMju7kaONEa+hWgDrfUCT8cghBCib0l/kSHnP8e3I89pH4QjcT4nW9t/0qRJl7Kzs30ANm3aZE9JSQl1Op1q7NixlVu2bDnh5eWFr6/vDfPmzTuXkZERuGHDhkKbzeZetmzZUIfDYbJYLDojI6MgICDAvXjx4sHvvvtuQG1trVq4cGHxihUrSlJTUwNWr149yG63OwsKCnzi4uIcr7322rE1a9aEFBcXeycmJkb169fPtX///sPh4eFxmZmZeQMHDvxKdv/oo4+Gbt++3V5bW6tmzJhx8emnn/78cq+ltLTUvH///oBt27YdB7DZbNpms9UB7Nq165r09PQCgPvvv780MTFxFD1kxysZ8RZ9y5Ejxh7eMs1ciF5JKbW+0e2lTR77S5cHJIQQQnQyp9PJ7t27A+Pi4qoOHDhg27Ztmz0zMzM/Pz8/12Qy6WeffbY/QFVVlSkhIaGyoKAgNzExsXLevHnD169fX1hQUJCbnp5e4O/v716/fn1wUFBQXU5OTl5WVlbeiy++OCA/P98CkJeX57Nx48aTR44cOVRYWGjds2eP/8qVK4tDQkKc6enph/fv33+4uRhfffXVwCNHjtiys7Pz8vLycg8ePOi7c+dO/8v1LSgosNjtdtfcuXMjR48eHXP33XdHlJeXmwBKS0u9IiIinABDhgxxlpaW9piB5B4TqBAdYt8+46ck3kL0Vt9udHs+8Eyj+2O6OBYhhBB9QFtGpjtSTU2NKTo6OgYgISGhYunSpSXr1q0LzsnJ8Y2Pjx8NUF1dbQoJCXEBmM1mFixYcAEgOzvbFhIS4kxMTHQA2O12N8DevXsD8/PzfXfs2NEPoKKiwpybm2uzWCw6Li6ucvjw4U6A2NhYx9GjRy2tjXXXrl2BGRkZgTExMTEADofDlJ+fb0tOTr7UtK/L5VJ5eXm+zzzzTOGUKVMqf/jDHw559NFHw5555pmvjJCbTCZUD5rBKom36FvS0mDQIIiK8nQkQojOoZq5LYQQQvQqDWu8G7dprdXcuXNLN27c+LXp1xaLxe3l1XL6p7VWa9euLZwzZ0554/bU1NQAq9WqG+6bzWZcLler/85qrVm2bNmZFStWlFypb2RkZG1oaGjtlClTKgHuvvvuC7/73e/CAPr37+86ceKEd0REhPPEiRPedru94xardzKZat5NKaU8evRKsr5biL7ApJTqp5Tq3+i2XSllB3pM5VMhhBDiaiQlJZWnpqb2O336tBcYVcAPHz78tZHpMWPGVBcXF3unp6f7Aly4cMHkdDqZNm1aWUpKyoCamhoFkJ2dbW2Y5t0cPz+/urKyshb7JCcnl7/00kvBDf2OHTvm3RBjU0OHDnWFhYXVZmVlWQH+93//N3DUqFHVALfeeuvFzZs39wfYvHlz/6SkpItXek+6CxnxFn1Hbi4UF8s0cyF6tyDgI74c7T7Q6DH99e5CCCFE7zFu3LjqlStXnp46dWqU2+3G29tbb9iwoTAqKqq2cT+bzaa3bt16dMmSJUOrq6tNNpvNnZGRcXj58uUlx48ft8bFxY3WWiu73e588803j7Z0zfnz55ckJSVFhYaG1ja3znv27Nnlhw4dsk2YMCEawNfX171169Zj4eHhlx2x/sMf/lA4b968a2tra9XQoUNrXn755eMATzzxxJm77rpreERERHB4eHjt9u3bW4ytO1Fa977PIX5+frqystLTYbRLrx11boMO/9384x/hZz+Dzz6DYcM69txCiGYppRxa6z67Gfv48eN1Zmamp8MQQggBKKU+0lqPb+95srKyjsfHx19x2rToe7KysoLj4+Mjm7bLiLfoO9LSICJCkm4hejmllBeQDETXN+UCu7XWPWYdmBBCCCF6F0m8Rd/gdsNbb8GsWZ6ORAjRiZRS4cA+4AzwMcaU85nAOqXUzVrry+4ZKoQQQoiudfbsWfPkyZNHNW1/6623CsLCwuo8EVNnksRb9A3Z2XD+PEyZ4ulIhBCd6zdAitZ6feNGpdQS4LcYW4wJIYQQwsPCwsLqmlZl780k8RZ9Q1qa8VMKqwnR292otV7QtFFrvUEpVeCBeIQQQgghZDsx0UekpcGIETB4sKcjEUJ0rqoWHnN0WRRCCCGEEI3IiLfo/VwuSE+H733P05EIITpfkFJq9mXaFRDY1cEIIYQQQoAk3qIv+PhjKC+XaeZC9A3pwO3NPJbRlYEIIYQQQjSQqeai92tY3z15skfDEEJ0Pq31D1s6PB2fEEII0VHMZvO46OjomJEjR8YmJydfW1FR4ZHcbvXq1SGNr52YmDiipKTEDODr63tDW8+XlZVljY6Ojmk4/P39b1i9enUIQFFRkXnixIkjIyIirps4ceLIc+fOmTvulXQupbX2dAwdzs/PT1dWVno6jHZRSnk6BI/rsN/NpCQ4eRIOHeqY8wkh2kQp5dBa+3k6Dk8ZP368zszM9HQYopupuwTVheCWygNCtIl1MFjCrv75SqmPtNbj2xtHVlbW8fj4+JL2nqc9fH19b3A4HB8DzJo1a9jYsWMdq1atKmrNc10uF15eHTP5OTw8PC4zMzNv4MCBrpZivBoul4uwsLD49957Ly8qKqr2Jz/5yWC73e5as2bN2UceeSTswoUL5pSUlNPtewUdKysrKzg+Pj6yabtMNRe9m9MJ77wDCxZ4OhIhhBB9jHZBzSkjwa4+ATX1P6tPgKvU09EJ0TOF/wzCutnGkFnPMKT8BL4dec7ACBzxSznZ2v6TJk26lJ2d7QOwadMme0pKSqjT6VRjx46t3LJlywkvLy98fX1vmDdv3rmMjIzADRs2FNpsNveyZcuGOhwOk8Vi0RkZGQUBAQHuxYsXD3733XcDamtr1cKFC4tXrFhRkpqaGrB69epBdrvdWVBQ4BMXF+d47bXXjq1ZsyakuLjYOzExMapfv36u/fv3H24uEX/00UdDt2/fbq+trVUzZsy4+PTTT39+pde1Y8eOwKFDh9ZERUXVAuzateua9PT0AoD777+/NDExcRTQrRLv5kjiLXq3Dz+EykpZ3y2EEKJTaG0k0Q0JdePkuuY0UPdlX69rwBoBQRPBFmHc9pKSf0K0iTXc0xF0P06nk927dwdOnz69/MCBA7Zt27bZMzMz861Wq7733nuHPvvss/0ffPDB0qqqKlNCQkLlc889d6q6ulqNGDHiuq1btx5NTEx0nD9/3uTv7+9ev359cFBQUF1OTk5eVVWVmjBhQvTtt99eDpCXl+dz8ODBzyIjI53jxo2L3rNnj//KlSuLU1JSQtPT0w9fbsS7wauvvhp45MgRW3Z2dp7WmltuuWXEzp07/ZOTky+19Npefvll+3e+850vvqosLS31ioiIcAIMGTLEWVpa2mPy2R4TqBBXZd8+46es7xaiz1FKTQQiafS3Tmu9xWMBiV6j+jgU/w0qDxkJtrvR6jZlBdsQ8BkJ/aZ+mWDbhoJXkMdCFkJ0oraMTHekmpoaU3R0dAxAQkJCxdKlS0vWrVsXnJOT4xsfHz8aoLq62hQSEuICMJvNLFiw4AJAdna2LSQkxJmYmOgAsNvtboC9e/cG5ufn++7YsaMfQEVFhTk3N9dmsVh0XFxc5fDhw50AsbGxjqNHj1paG+uuXbsCMzIyAmNiYmIAHA6HKT8/39ZS4l1dXa327t0btG7dulOXe9xkMvWo5bmSeIveLS0N4uOhf39PRyKE6EJKqZeA4cBBvhxz1IAk3uKqaA2VWXB2C5RlGAl2wA3Qf6aRVDck2JZQUFK6VgjRBaxWqzs/Pz+3cZvWWs2dO7d048aNX5t+bbFY3Fda1621VmvXri2cM2dOeeP21NTUAKvV+kUBJrPZjMvlanXWq7Vm2bJlZ1asWNHqdfHbtm0LiomJcQwZMuSLkfT+/fu7Tpw44R0REeE8ceKEt91ub3aUvbuRxFv0XtXV8N578JOfeDoSIUTXGw/E6N5YQVR0KV0HF9Oh6CWo/ATMQTBwIQz4Lnj3a9t5qs5pKo9VU/VZBdXHK6g9VUFdVY/5zCh6KKXdqLoaTK5q46gzfqom9xsO1eS+qa4a5arB+O7S82z9wbZ1I0RHezqUbikpKal89uzZIx555JGi8PBwV1FRkbmsrMzcsEa6wZgxY6qLi4u909PTfRMTEx0XLlww+fv7u6dNm1aWkpIyYObMmRVWq1VnZ2dbIyMjnS1d08/Pr66srMw0cODAZvskJyeXr1q1atCiRYvOBwUFuY8dO+ZtsVh0eHh4s/8IvvLKK/bvfve75xu33XrrrRc3b97cf82aNWc3b97cPykp6WIr3xqPk8Rb9F4ffGAk31OmeDoSIUTXywHCgDOeDkT0TO5qKE2Foq1QcxIs4TDk/0HwLDA5K+D99+HMGaio+OLQ5RXUlRiH+3wFuqwCLlVgcpRjrqnA5qrAV9dd+eJCiOadAMrLr9itrxo3blz1ypUrT0+dOjXK7Xbj7e2tN2zYUNg08bbZbHrr1q1HlyxZMrS6utpks9ncGRkZh5cvX15y/Phxa1xc3GittbLb7c4333zzaEvXnD9/fklSUlJUaGho7f79+w9frs/s2bPLDx06ZJswYUI0gK+vr3vr1q3Hmku8y8vLTe+8807giy++eKJx+xNPPHHmrrvuGh4REREcHh5eu3379hZj605kO7FuqietV+gs7f7dfPxxePJJOH8egmRhnRCe4ontxJRSacD1wL+BmoZ2rfWsrowDZDuxnsZ1EYr/Aef+Dq4L4BsDYd93co3vv1Fpe2HvXuOLXZeMVAvhMfv3wze+cVVP7U3biYnuSbYTE31PWhqMHStJtxB90ypPByB6lppTxuh2yQ7Q1ZoBow8RMmYv1oK9qLnpcKnFwrutZ7FAQMCXh6XVtYmEuHo2W+sOH5/Lt1ssYOpGxQtGjfJ0BEK0mSTeondyOIwRieXLPR2JEMIDtNbpno5B9AyVh4z125d2FhJ46f+I8tuL35n/Qx0oavF5NcPiMd9wHeaQQFRgwFeT6cZHYKAk2kIIcRlnz541T548+Wvforz11lsFYWFhvW5djiTeond6911wOmX/biH6KKXUjcAfgNGABTADlVpr2TVZoN1QvvsCl9al4Z21l0GX/g9b1WWXJX7B4RNBRdQ0rN+5haAfT8EaNqCLohVCiN4pLCysrmlV9t5MEm/RO6WlgZcXTJrk6UiEEJ7xR+B7wD8wKpz/AIjyaETC8yoqqF33V1x/eJHA0g8Jwt1sV5ePneJrplIaegvmGVMJ/+G1hA6X+itCCCGujiTeonfat88ouuHv7+lIhBAeorU+opQya63rgBeUUh8Dv/J0XMIDPvkEvSkF/ZeXsFRf4nKTvbXNRnXMTZyx3sIpr1uoHno9kTNMRCWBtQ3bhgkhhBCXI4m36H0qKiAzE375S09HIoTwHIdSygIcVEr9HmNbsW5UGUh0upoaePVVSEmBt99GAV8ZrzaZYPx4XN+6hc9tt3D4s29SXWkjcBgMuwMGfRvM3h6KXQghRK8jibfofd5+G+rqZH23EH3bf2Ak2g8Cy4EhwByPRiS6xokTsHkz/PnPUFz8tYd1dDTqgQco++Y8Pku38/k7oOsgNAFumAX266AzdvTUGmoqofwcVJRAeYnx01lz5ecKIb40YgJExHs6CiHaThJv0fvs22dUjZ040dORCCE8RGt9QinlAwzUWj/h6XhEJ3O7YfduY3T7X/8y7jeilRd1yXdh/vkDFPkm8tl2xfknwMsHIm+DyJngN7D9YbhqoaK0UWJ9zrj/RZJd/dX+tgCw+rT/ukL0JYNkJ7EvmM3mcSNHjqyqq6tTI0aMqPr73/9+PCAgoPniFZ1k9erVIcuXLy9puHZiYuKIf/7zn8eCg4PrfH19b3A4HB+39ZxPPPFEyEsvvTRAKUV0dLTjb3/723FfX1+dn59v+e53v3vtxYsXveLi4hz//Oc/j9lsNt3xr6rjKa17RJxt4ufnpysrK9t1DtUZX3eLNrnq381x44wtW956q13X7w6/A73x/0/R9yilHFprvy6+5u3AU4BFaz1MKXU9sFprPasr4wAYP368zszM7OrL9g0lJfD888YI92effe3hWu9wqm65H98NP+bM0YF89hpcOgU+ITDsdhgyHbx9237ZOhcUfgKlJ79MqitKwFH21X5mbwgcAAH9638GG0dgsNHmbbvK1y2EuGpKqY+01uPbe56srKzj8fHxJR0R09VqnNTOmjVr2NixYx2rVq1qeS/Eei6XCy+vjhmDDQ8Pj8vMzMwbOHCgq6UYW+vYsWPekyZNii4oKMjx9/fXt91227VJSUllS5YsKb3tttuuvfPOOy8sWrTowve///2h8fHxVQ8//PC5DnkhHSQrKys4Pj4+smm7jHiL3uXCBfj4Y3j8cU9HIoTwrFXAN4C3ALTWB5VSwzwZkOggWsMHH8CmTfCPfxhruZsoD5rG+WEPEPjUTM6f9+LYaqi5AIHXwg0rYOC3wGRu+6UvnoX8d+DwB1BdASjw72ck04Nj6xPq4C9/+gR2zrR1IUT3cnw1Q6qOcBVf4zXPZwSOyMc42dr+kyZNupSdne0DsGnTJntKSkqo0+lUY8eOrdyyZcsJLy8vfH19b5g3b965jIyMwA0bNhTabDb3smXLhjocDpPFYtEZGRkFAQEB7sWLFw9+9913A2pra9XChQuLV6xYUZKamhqwevXqQXa73VlQUOATFxfneO21146tWbMmpLi42DsxMTGqX79+rv379x9uLhF/9NFHQ7dv326vra1VM2bMuPj0009/3tzrqaurU5WVlSar1VpXVVVlGjx4sNPtdvP+++8HvP76658B3HfffaWrVq0a1N0S7+ZI4i16l/R040PZlCmejkQI4VlOrXVZk5krMoWkK7lcxih0fr5xFBTA0aPgdLbvvKWlxrma0Nf040LED/nc9RMsk0dSOwryNkNdFQwYC8N/Dv3HtD0RdtXCZweg4B048ykok7G+dPQkGBQNZvkkJYTwMKfTye7duwOnT59efuDAAdu2bdvsmZmZ+VarVd97771Dn3322f4PPvhgaVVVlSkhIaHyueeeO1VdXa1GjBhx3datW48mJiY6zp8/b/L393evX78+OCgoqC4nJyevqqpKTZgwIfr2228vB8jLy/M5ePDgZ5GRkc5x48ZF79mzx3/lypXFKSkpoenp6YcvN+Ld4NVXXw08cuSILTs7O09rzS233DJi586d/snJyZea9h02bJhz8eLFZ4cNGzbGarW6b7rppvLZs2eXnzlzxisgIKDO29uofBkZGVlbVFR0uY0quiX5cyF6l7Q08PExthITQvRlh5RS3wfMSqmRwBLgPQ/H1DtdvGgkwo0T7Px8OHKk/Ul2a0yYgGPKA3z6wd3UOX1gDJw4CZw0KpMPnw2BVzHXofQU5L8Nn/4bah0QGALfuAuivgm+QR3+KoQQPVhbRqY7Uk1NjSk6OjoGICEhoWLp0qUl69atC87JyfGNj48fDVBdXW0KCQlxAZjNZhYsWHABIDs72xYSEuJMTEx0ANjtdjfA3r17A/Pz83137NjRD6CiosKcm5trs1gsOi4urnL48OFOgNjYWMfRo0dbnfTu2rUrMCMjIzAmJiYGwOFwmPLz822XS7zPnTtn/te//nXNkSNHPunfv3/djBkzrt20aZP9rrvuKm/P++VpkniL3iUtDb71LbBaPR2JEMKzfgb8GqgBXgZ2A//p0Yg8weUytli8dMmYDdQetbVGMt2QYDck2WfPdkysbeHjA/fcQ90Pf8qp9PGUbAcdCOcCgVKIvB2unWWs5W4LZzUczYS8t+HccTB5wbAbYPRNMHCkMdothBDdhdVqdefn5+c2btNaq7lz55Zu3LjxdNP+FovFfaV13VprtXbt2sI5c+Z8JclNTU0NsFqtX/whMZvNuFyuVs8h0lqzbNmyMytWrLjiuvg33ngjcOjQoTWDBg1yAdx5550X33vvPf+f/OQn5ysqKsxOpxNvb2+OHz9uCQ0NrW1tDJ4mibfoPc6dg08+gXvu8XQkQggP01o7MBLvX7fleUqpJOAZwAz8j9b6d00efwj4MeACzgH3aa1PdEjQTdXVwenTUF5uHGVlV77d9H47C422W3g4REcbx6hREBUF/v7tO6fJBDExXDoVxJFfgOscVPpB7SAYeQcMTQZLGy6hNZw7YYxuH/3Q2N6r30D45lwYeSPY2hmuEEJ0paSkpPLZs2ePeOSRR4rCw8NdRUVF5rKyMnNUVNRXEtQxY8ZUFxcXe6enp/smJiY6Lly4YPL393dPmzatLCUlZcDMmTMrrFarzs7OtkZGRrY4fcnPz6+urKzMNHBg89tDJCcnl69atWrQokWLzgcFBbmPHTvmbbFYdHh4+Nemp0dGRtYeOHDAv6KiwuTn5+fet29fwLhx4xwmk4kbb7yx4oUXXui3aNGiC88//3z/mTNnXrzqN6uLSeIteo+GKuayf7cQfZZSakdLj7dU1VwpZQY2AtOAU8CHSqkdWuvGowkfA+O11g6l1E+B3wN3tz/yyzhzBiIiOuXUHcpqNRLqUaO+TLKjo422gIAOv5zTAZ+uBsf/gVtBdRQMmw/hN4O5DSv9ahxwZL9RLK30lFGBfPh4iL4JQq/tvKJoWoPDYXw/UlYGzh4zViNE9xA2EELaOJulLxk3blz1ypUrT0+dOjXK7Xbj7e2tN2zYUNg08bbZbHrr1q1HlyxZMrS6utpks9ncGRkZh5cvX15y/Phxa1zV8j9iAAAgAElEQVRc3GittbLb7c4333zzaEvXnD9/fklSUlJUaGho7f79+w9frs/s2bPLDx06ZJswYUI0gK+vr3vr1q3HLpd4T5kypfL222+/MGbMmNFeXl7ExsY6HnrooXMAa9euPXX33XcPf/LJJ8NjY2MdS5cu9Whl+bbotO3ElFLPAzOBYq31dfVtduBvQCRwHPiu1vqCMqrfPAPcBjiABVrrA/XPmQ+srD/tk1rrF690bdlOrHdo8+/mAw/ASy/B+fNQX3ShPbrD74BsJyZ6g67cTkwpdQ44iTG9fD/w1epqWqe38NxvAqu01rfW3/9V/XN+20z/G4A/aq2/1VJMV72dWHk5BLVvMbFGUWcOoM4cALRvnrRWJmqsEVT5RNcfo3D4RFNjjQB1FSXCr5K5DrxdUDcAwn8Bg25u/RRwtxs+L4BPP4DPPoI6J/QfYkwlH/ENsHTAntouJ5SVf5lYNxzljW67mi0/JIS4kltugW9Nuvrn96btxET35IntxP4C/BHY0qjtl8D/aa1/p5T6Zf39h4FkYGT9kQCkAAn1ifrjwHiMarQf1Y8+XOjEuEVPtW8ffPvbHZJ0CyG6VgdO8Q7DGLG+B/g+8C/gZa31oVaEEQ5fKZBzCuNvUnN+BOxsxXmvjr8/7oGDcaoA3L5BuH0CqbMF4vYOos4USB2BuAiiri4QlysQV20gdbVB1KlA6syB1JmDcJv8UH4mlD/tzbsvywwdu39Oayiwz4Ch97duVFprY0T7yH448m9jr22Lj1EkbfRNEDy07SG4XHD8uLHCqWlSfbnv/f39je9QwsIgapRxOygIggKlJIkQbeXT5f/oCNExOi3x1lpnKKUimzTfAUyuv/0ixv6qD9e3b9HG8N4HSqlrlFID6/vu0VqfB1BK7QGSMEYyhPjS558bRX5+/GNPRyKEaKOOnOKtta4DdgG7lFJWjAT8LaXUE1rrP3ZgzPdifCmc2Mzji4BFAEOHXkVmB2AyUb3vJMV/g9ozUHMGas9ilItrxKs/WAeBJQx8BoF1IFgGgWWgcdtku7rL93SXzhuJ9qf74cLnxr7dQ+NgRILx06uN39HW1MCRT42acocPG7XmwPiutyGRDgtrlFTXHwGBcIVaRkII0SedPXvWPHny5FFN2996662CsLCwOk/E1Jm6+k9BqNb6TP3ts0Bo/e3LjTKEt9AuxFfJ+m4herJvAEe01p8BKKVewfhC9ovEW2ud1qj/B8C9zZ2sPuGegZF0RwIbgO2tiOM0MKTR/cH1bU3PfwtG0bZErXVN08fr4/0T8Ccwppq34tqX5boI5R8YSbTfdWCfXp9Q1yfalrC+m1hfTo0Djh0wku0z9asMQ4fDpO/DtePB1sYFD47KL3dHO3rUqHfn6wuxsRA9GgYPNgqsd4OVSUII0eOEhYXVNa3K3pt57DtYrbVWSnXYAtbGowsWS4/ZR110lLQ0uOYauP56T0cihPg6L6VU40XOf6pPTBt02BRvpdQW4DrgTeAJrXVOG+L8EBiplBqGkXB/D2O6euPz3wBsBpK01sVtOPdVCbwRxnTeZPZeoc4FJ3OMZLsw27gfFArjZxnrtgMHtO18ZReNRDsvDwoLjanqQUEwfgKMjoYhQ43C6kIIIURbdHXiXaSUGqi1PlM/lbzhQ0tzowyn+XJqekP7W5c7cePRBT8/P6lI1dfs2weJiWDuugI/QohWc3VEIRu48hRvjJHwSmApsKRRkUSF8Z1vYHPn1lq7lFIPYuz5bQae11ofUkqtBjK11juA/wb8gX/Un7uwpUrponNoDUVHjWT7s4+gphJsATD628ZU8gERbRuFPncO8vOMZPtM/by8AQNg0k0werQxhVxGtYUQQrTH/9/enYdHWd4LH//eM8lksocQQkJAAoSQ1QABUfA1CC5QkVY4nKNSl9a6tFKEVnqdenApenz17cFSPIhb7XvQvKUWlyKCFMqSapUSKYRAEgg7kSQkZJ9sk7nfP56JxJiQQDIzSeb3ua7nmplnnrmf3zxMuOc39+buxHsjcB/wgvP2z232L3J2L5wCVDmT863A80qpQc7jbgF+6eaYRV93+jQcPw6LF3s6EiHElenNLt49aovUWm/GaC1vu++pNvdv6kn57qAdUF8DtRVQdwHqKo0JxbTD05H1DnsznD4INWXGEmCjJhjJ9vBEYxx3d2gNXxVBXr6RcJeXG/uHDzdmTE5IhMGDXfcehBBCeB+XJd5KqT9gtFZHKKXOYsxO/gLwrlLqAeAU8K/OwzdjLCVWiLGc2A8AtNYXlFLPYnT/A1jROtGaEF/b6Rz6OWOGZ+MQQlypPtfFu6/SDqivNRLq2gqoq7h42/Z++yRbmbqflPYHUXGQPgdiJ4Clm2PcHS3G77R5eUZX8upqo8t4bCxMmQLjEiCk0/4QQgghRM+4clbzuzp5amYHx2rg0U7KeQt4qxdDEwPNjh0QEWHMdiOE6Heki3fnSk9C7l+NGbrrKo3N0W4NaJMPBIZBUDhEjTFuA8MgMByCBkHgILAGeWdXabsdThw3ku2CArDZjBnG4+KM32rj4y9/aaLGFjhQBv8ogeom18QthOjcjTFwXbSno+gbzGZz+tixY+tbWlpUXFxc/bvvvnsyODjY7f2bVqxYEbl06dKy1nNnZGTEvffeeyciIiJaAgICJthstn9ebpnPPvts5Lp164Zorbn33nvPP/XUU6UAJSUl5jvuuGN0UVGRX0xMTOOf//zn40OGDOkXM6DLAheif9PaaPGePl1muxGiHxsIXbxdobkeSo4bifTQ0UYSHTjoYkIdNMgY2+yNSXVnmhrhaKHRhbx12S8/PyPJTkyEMXFwuXOwVjfB3hLYUwL7zhvJd4APRPq75j0IITpXZ+/6GG/h5+fnaJ0VfO7cuaNWrlw55Jlnninpzmvtdjs+vbTW4WuvvTb0wQcfvNCaeO/evbuwJ+Xt3bvXum7duiH79u3Ls1qtjoyMjPh58+ZVpaSkND799NPR06dPr3n++eePPvHEE1FPPfVU1Nq1a781PK0vksS7vZMn4amn+C1Q1War7ORxg4fC7CkfIBgIcW5t74cA1cCfgD4/S93x43DmDPxShv4LIQaemES46z89HUXfV2+DgiNGsl1YeHHZr5QUI9keNQrMl/mNp9gGe4rhi2I4fAEcwGArzBwO10ZBymDwld97hRBA5c8YYc/nMvvPXJpPArawl76x4sclXX/99bU5OTn+AK+88kr42rVrhzY3N6uJEyfWrVu37pSPjw8BAQETFi5ceD4rKytk9erVp61Wq2PJkiVX2Ww2k8Vi0VlZWQXBwcGORx99dPhnn30W3NTUpB588MHSZcuWlW3atCl4xYoVw8LDw5sLCgr8U1NTbR9++OGJ559/PrK0tNQ3IyMjftCgQfY9e/YciYmJSc3Ozs6Ljo7+xs8kTz755NAPPvggvKmpSd12222Vv/nNb77q6L0cPHjQf8KECbWtify0adNq1q9fH/bcc8+VfPLJJ2G7d+8uAHj44YfLMzIyxtHBvDB9kSTe7V24AH/7G/dgJKBdDYlrovOkvKPH7Z+rApovI7xAOk6UL3dfd/5niAeeu4zYPGLHDuNW1u8WQgivUlNjjNXOz4MTJ4wOUCEhMGmSkWxf7rJfWsOxKviixEi4T9YY+2ODYcFYmDIU4kKld4EQou9pbm5m69atIbfcckv1vn37rBs2bAjPzs7O9/Pz09///vevevXVVwcvWrSovL6+3jRlypS6N95442xDQ4OKi4tLyczMPJaRkWG7cOGCKSgoyLFq1aqI0NDQltzc3Lz6+no1efLkhNtvv70aIC8vz3///v3HY2Njm9PT0xO2bdsWtHz58tK1a9cO3b1795H2iXZb77//fkhhYaE1JycnT2vNTTfdFLdly5ag2bNn17Y/dvz48fUrVqyIKS4uNgcGBupt27aFpqWl1QGUl5f7jBw5shlgxIgRzeXl5f0mn+03gbrNxIlw4gThzpo1CAgFwpy3od14HN/mcXfmabHx7cQcvp08B9P1DwFg/BhQhdFqXQ3UAOeAgnb7qtttbfc9D/wKY8ajrd04p8fs3Gms8zJunKcjEUKIPkE7oM4GtTVQU2vc1tUZieVAYG8xxm2fcbYDDR4M06YZyXb0sMtLjJsdkFtuJNp7SqCsAUxAYjg8kATXDoWoQJe8DSHEAHI5LdO9qbGx0ZSQkJAEMGXKlJrHHnus7KWXXorIzc0NSEtLSwRoaGgwRUZG2gHMZjP3339/BUBOTo41MjKyOSMjwwYQHh7uANi+fXtIfn5+wMaNGwcB1NTUmA8fPmy1WCw6NTW1bsyYMc0AycnJtmPHjnV74M4nn3wSkpWVFZKUlJQEYLPZTPn5+daOEu+JEyc2PPbYY8UzZ86M9/f3dyQnJ9vMHSwZbDKZUP3o11BJvLtQ69yutP+CCSNhvpzEPQxjwdkq53m7kyi33dcbc708AqQBmUA6xhT0fU7r+O4ZM6QJQggx4DlajAS6NZmuqfnm/dpa47auDhwDZOmwzkRHw40zjGR7yJDLe22Lw5gY7dNz8GWpMV7UYoKJQ2DhOJg8FEI7+Srp0HCkHr6ohj3VUCVjTYVwu7si4fYIT0fRN7Qd491Ka60WLFhQvmbNmm+lLxaLxdHVuG6ttVq5cuXp+fPnV7fdv2nTpmA/P7+vf8I1m83Y7fZufwHXWrNkyZJzy5YtK+vO8UuXLi1bunRpGcCiRYtihg8f3gQwePBg+6lTp3xHjhzZfOrUKd/w8PB+8z+xJN4u5uBia3Z/Ug/MB7KB94BpQIeL5npSfj4UF0s3cyHEgHXiBPxlq5FUd9ZqHRAAwcEQFASRkRAUDMFBF2+DgyEwcADNP6mgg4aPLjW0wF/PwIfHjfHbIRaYGm10IU8bAtZOyqxohj018PcqI9kud37Fi/eH6MucpE0I0XOBA2hpRFeYNWtW9bx58+KeeOKJkpiYGHtJSYm5qqrKHB8f/422uauvvrqhtLTUd/fu3QEZGRm2iooKU1BQkOPmm2+uWrt27ZA5c+bU+Pn56ZycHL/Y2NhLjowNDAxsqaqqMkVHdz7d/OzZs6ufeeaZYQ899NCF0NBQx4kTJ3wtFouOiYnpMHEuKiryiYmJsR89etTy8ccfh+3duzcf4NZbb6187bXXBj///PPFr7322uBZs2ZVXsFl8ghJvEWnjgH3AB8B/w086Nlwvq11/W5JvIUQA5TFYiTO0cPaJNNtEuugwMufNMzbVDfB5pPw0Unj/rgw+GEiXBMF5g7aauwaDtbC59VGy3aezZhoNNQM14bAdaHGbYSvm9+IEEJ0Q3p6esPy5cuLZs6cGe9wOPD19dWrV68+3T7xtlqtOjMz89jixYuvamhoMFmtVkdWVtaRpUuXlp08edIvNTU1UWutwsPDmzdv3nzsUue87777ymbNmhU/dOjQpj179hzp6Jh58+ZVHzp0yDp58uQEgICAAEdmZuaJzhLvuXPnjqmsrPTx8fHRq1atOh0REdEC8Ktf/ercHXfcMWbkyJERMTExTR988MElY+tLlB4og77aCAwM1HV1dT0qoz+NF3C1Z4HlwI+A37nxvF1+NhcsgH/8w5iJ3gX/Xn3hMzAQ/z6F91FK2bTWXjtSdtKkSTo7O9vTYXidUpvRuv2XM8byX5MiYf4YSA7/dpVxrtFItD+vhn9UQ53DmFMlJdBItK8LgYSAjhN1IUT/opT6Ums9qaflHDhw4GRaWlq3uk0L73LgwIGItLS02Pb75Xdy0aWngWswWr33A196NhyDw2G0eM+ZI+O7hRBCfO1ENbx/DLK+MuZLyYiBeaNhZJvZThscsK/mYrJ90rk26FBfuDncSLSvCYbgdt+Simyw4ys4eA7KysDRG5OqCCEuy/gkWJLq6SiEuHySeIsuOYC7MRLuDRiTrV3waERAbi6Ul0s3cyGEEGgNB8vhvWOw7zz4m2HuKGMb4t/mmDr4cxlsqwCbAywKJgbDHRFGsj3KevG3XIcD9pbDp1/BsWKoLQM/5xJjDgWOMPDp1VV7hRDdESRzKwwYxcXF5unTp39raaJdu3YVREVFtXgiJleSxFt0SznwL8CnGDOd34aRkHuMjO8WQgiv16Lh83NGwl1YBWF+cG8CzL7q4pfzimb4+AJsLIPjDWA1wc2DjG1isPEYoKYZNp6FfeegqAQc5eDrbNFu9gWfwTB0NEyIghuHQZiM8RZCiB6JiopqaT8r+0AmibfotmxgEfAGRvfzpz0ZzI4dMGYMXHWVJ6MQQgjhAY0tsOMsfHAMztlgWCA8mgozhoPFbCTkf6+CD8sgq8qYMC0lEJaPNBLuQDOcqIXMQjhcDBdKwacSTM5flO1BEDAMRg+F64fBpMHgM1BmhRdCCOERkniLy/ImcC3wFPAP4GNPBNHSArt3G5OrCSGE6FJvzNOogWaHc2sxbpscl9jXcvG51n12R89jqW+BnWehqgniw+D+RJjinKH8q0b4qMRo3S5pNmYi/9ch8N0IGOMP2eXwn3vgq1MXu423mIBBEBoPydEwIxpGBvX0agkhhBDfJIm3uGyLgAnA28Ak4Li7A9i/H6qqYMYMd59ZCCE8zu4wukXXNBnLY1U3Oe83X3z89T7n/rpLrsDavyhg4hCYHwcp4dCs4a8VRuv2XmcyfW0ILB0BN4TCmTr4w2EoPA5+FcYPCKYhMCwOJkVDRhQEybchIYQQLiZVjbhsDcB8jMnW3gOmAvXuDGDHDuN2+nR3nlUIIdwuvwL+ePSbSXZdhyueGvzMEGKBYF/jdmiAcRvo2ztLYfmYwNcEFuetr7njx50d42MCUy8tRFFYDyvPwpZyqGqBKAs8GA23DwaThj8chf+3G3xKjWSdMIiZAP82DsaFdFW6EEII0bsk8RZX5CSwEKOr+VrgfneefOdOSEiA6Gh3nlUIIdzO7oCKxm8m0W231gQ7xALBFiPx7ksaHFDWDOWNUN4MF+zG+OuelvnXCjhsA18F08OMruRJ/vCnE/D0P8FxDswOcARCeDJ8bxxcG9E770kIIfoKs9mcPnbs2PqWlhYVFxdX/+67754MDg52+/zHK1asiFy6dGlZ67kzMjLi3nvvvRMREREtAQEBE2w22z8vt8xnn302ct26dUO01tx7773nn3rqqVKAzz//3P/HP/7xSJvNZho+fHjThg0bjoeHh3t0zufuUro3Bn71MYGBgbqurq5HZShZG7pbngJ+BTwCvNbLZXf42WxuhvBwuPdeWLOml8/4TX3hMzAQ/z6F91FK2bTWgZ6Ow1MmTZqks7OzPR1Gr7FrY6bwcrszqW672b/5uM5FX4XGWI1k++Yw2HUOdh2FhjPgY4cmPwi9Cm6Nh1ujwSSTogkh2lBKfam1ntTTcg4cOHAyLS2trDdiulJtk9q5c+eOmjhxou2ZZ54p6c5r7XY7Pj690wYbExOTmp2dnRcdHf2tPllXknjv3bvXevfdd4/Zt29fntVqdWRkZMS//vrrp1JSUhpTUlISX3zxxTO33XZb7apVqwafOHHC77e//e1XvfJGesmBAwci0tLSYtvvlxZv0SPPAtcAq4F/Yky45lLZ2VBbK8uICSG8WqMDalqg2g7VLVDTeuvcV9Pufm2LMba5JxwaKuxQae+4rCAzDPaBwb4wLgAifI37rfsG+0K4j9HtvCe0A74sh835sO0UWBrAbgbLcLhhLMwb2fda/oUQA9wPGUEuAb1aZgo23uJMdw+//vrra3NycvwBXnnllfC1a9cObW5uVhMnTqxbt27dKR8fHwICAiYsXLjwfFZWVsjq1atPW61Wx5IlS66y2Wwmi8Wis7KyCoKDgx2PPvro8M8++yy4qalJPfjgg6XLli0r27RpU/CKFSuGhYeHNxcUFPinpqbaPvzwwxPPP/98ZGlpqW9GRkb8oEGD7Hv27DnSWSL+5JNPDv3ggw/Cm5qa1G233Vb5m9/8psOE+eDBg/4TJkyobW1BnzZtWs369evDnnvuuZJTp075zZ49uxZgzpw51bfeemt8X0u8OyOJt+gRDdyDMd57AzARcOlPf63rd8v4biGEF8iphd8XX0ygW5Psxi6y6EATBPtAiBmCzRBt6Z0x3uPbJNERbZLqQBOUNcBZGxTboKweKirgcD3Y6qGhAVoaQTfS418AVAtYGsGhwBwFE+LgzjhZV1sI4b2am5vZunVryC233FK9b98+64YNG8Kzs7Pz/fz89Pe///2rXn311cGLFi0qr6+vN02ZMqXujTfeONvQ0KDi4uJSMjMzj2VkZNguXLhgCgoKcqxatSoiNDS0JTc3N6++vl5Nnjw54fbbb68GyMvL89+/f//x2NjY5vT09IRt27YFLV++vHTt2rVDd+/efaSjFu9W77//fkhhYaE1JycnT2vNTTfdFLdly5ag1iS6rfHjx9evWLEipri42BwYGKi3bdsWmpaWVgcQFxfXkJmZGXbPPfdUvvPOO+HFxcUW113Z3iWJt+ixCmAe8HdgPXAr0OKqk+3cCVdfDREyWE8IMfA1ayhtghAfiPU1boOdyXTr/RCzkWQHKmNMeL3dGBde2QSVjVDdADZbz1u8WzTUNkBxg5FINzeAbgBTE/g2dfwahwK7BbQfmKxgCeydrt+jo+DusRDTu+1LQghxZS6jZbo3NTY2mhISEpIApkyZUvPYY4+VvfTSSxG5ubkBaWlpiQANDQ2myMhIO4DZbOb++++vAMjJybFGRkY2Z2Rk2ABax0lv3749JD8/P2Djxo2DAGpqasyHDx+2WiwWnZqaWjdmzJhmgOTkZNuxY8e6nfR+8sknIVlZWSFJSUlJADabzZSfn2/tKPGeOHFiw2OPPVY8c+bMeH9/f0dycrLNbDa6Mr311lsnFy1aNOKFF16InjVrVqWvr2+/GZcpibfoFfuBHwP/F6P7+ROuOEljI3z6KTz8sCtKF0KIPsdih/HNUFcLtiYjCS9qhuYmaGkG3QQ0g7kZzHbn7N0u1mwBhx8oP7CEgdUKQVYI8Ydwf4j0h6hAGBEAQ63GTOZCCCF6n5+fnyM/P/9w231aa7VgwYLyNWvWFLU/3mKxOLoa1621VitXrjw9f/786rb7N23aFOzn5/d1kms2m7Hb7d2udrTWLFmy5NyyZcu61Tl26dKlZUuXLi0DWLRoUczw4cObACZMmNDw2WefHQXIycnx+8tf/hLW3Rg8TRJv0Wv+B7gO+CWwB/hzb59gzx6jmUXGdwshvER2GRTuMe47FLT4gMMX8AWTBXyCwNcCFl+wWiDAAoF+xgznoX4wqHWzgE8Ps3IFRPnL+GkhhOjLZs2aVT1v3ry4J554oiQmJsZeUlJirqqqMsfHx3+jb9LVV1/dUFpa6rt79+6AjIwMW0VFhSkoKMhx8803V61du3bInDlzavz8/HROTo5fbGxs86XOGRgY2FJVVWWKvsSKQ7Nnz65+5plnhj300EMXQkNDHSdOnPC1WCw6Jiamw+7pRUVFPjExMfajR49aPv7447C9e/fmt93f0tLC008/Hf3AAw+UXsFl8ghJvEWvWgxMwEjCJwNHe7PwnTuNPooZGb1ZqhBC9Fl3xMLUO2GInzGGWWboFkIIcSnp6ekNy5cvL5o5c2a8w+HA19dXr169+nT7xNtqterMzMxjixcvvqqhocFktVodWVlZR5YuXVp28uRJv9TU1ESttQoPD2/evHnzsUud87777iubNWtW/NChQ5v27NlzpKNj5s2bV33o0CHr5MmTEwACAgIcmZmZJzpLvOfOnTumsrLSx8fHR69atep0REREC8Bbb70V/rvf/S4S4Dvf+U7F4sWLy6/kOnmCLCfWib6wlFR/NQLYBxQDUwDbFZbzrc9mRgbU1Rkzm7tBX/gMDMS/T+F9ZDmxgbWcmDAmEd0PVHk6ECG8UAowrgevH0jLiYm+SZYTE25zBrgL2Aq8ASzsjULr6+GLL2Dx4t4oTQghhOiWEoyVO/a1uT3t0YiE8G4vAr/wdBBCXAFJvIVLbAeWA88DnwP/3dMC//53aGqCGTN6WpIQQgjxLRr4im8n2W0Xh40HpgE/xRhWFenmGIUQEOXpAESvKS4uNk+fPv1bHRh27dpVEBUV5bJFkjxFEm/hMi9gdDV/CePLy997UtiOHWA2w/XX90ZoQgghvJgGTmHUTW2T7NYZekxAAjADSAcmAuOBELdHKoQQA1dUVFRL+1nZBzJJvIXLaOA+IBt4F+PLS8mVFrZzJ0yeDMHBvRSdEEKIgUxjJNKFHWxHuTg+2wwkA9/hYpKdBnjtpARCCCFcQhJv4VJVwDzgC+CPwE1Ah1MXXkptLezdC7+QET1CCCEucgDn6Di5LgRq2xxrAmKBOOBu4GqMJDsV8HdbxEIIIbyVJN7C5Q4CDwHvAP8bWHa5BXz6Kdjtsn63EEL0M5UYXbpPAScxJt+85GKw3dACnMVIrI8B9W2e8wVGYSTXNzhvW7eRgKWH5xZCCCGulCTewi0ygWuBxzFav9+7nBfv2AG+vjB1qitCE0IIcQU0xrJarUn1qQ7ut19uywr49fC8ChiGkUzfwjeT6xHIFxshhBB9k9RPwm1+hjF+7vfAISC/uy/cuROuuw4CAlwVmhBC9EkaY3hOE9DYydbZc03t7veUHSjim4m1rd0xIRjduUditDi33m+9jcBInIUQQnje22+/HZaUlNSQnp7eALBkyZJh06dPr/ne975X09lr5s+fHztnzpyqH/zgBxVdlb9p06bglStXDt25c2dhb8bdXQEBARNsNts/PXHujkjiLdymGViAMXPs+8A1fHP8XYcqK2HfPnjySRdHJ4QQfc+HGPNk9BWDMZLoRGA2RjLdNrEO81RgQgjhSUqlu6xsrb90RbHNzc18+OGHYXa7vao18V61atVXXb1OXDmTpwMQ3qUI+DeMtVB/150XZGWBwyHju4UQXikJWAG8CKwC1gJvYQzf2QBsBPX1e6wAABCvSURBVLYCu4DPMX7YPIQx/vk0xkoSlRgt0/U93BoxupZnYwwXWgksBr6LMQu4JN1CCOFeBQUFllGjRiXPnTt31OjRo5NnzZo1uqamxvT4449Hp6SkJI4dOzb5rrvuGulwOAC45pprxv3whz8ckZKSkrh8+fKo7du3hy1fvnx4QkJC0qFDh/zmz58f+/vf/34QQGdldGXDhg0ho0aNSk5KSkrcsGHD11VDdXW1acGCBbGpqamJiYmJSe+8804YwOrVqwfPnDlzzDXXXDNu5MiRKT//+c+jW1/zyiuvhKempiYmJCQk3X333SPtdmOK5oCAgAk//elPY8aNG5eUlpaWcObMGR+A/Px8y/jx4xPi4+OTFi9ePKxtXE8++eTQlJSUxPj4+KSlS5cOa71+o0ePTr7zzjtHxsXFJU+bNm1sbW2tAsjNzfWbOnVq/Lhx45KSkpISDx065NdZOd0libdwu13AvwP/Cizt6uCdO8FqhWuvdXVYQgjR54wDngR+ATwGPAL8AGNW7vnA7RjjnDMw5tGYgJGsj8EY7xwJhGLM2m3t4SYTkwkhRN9z8uRJ66JFi0qPHz9+KDg42PHrX/96yLJly0pzc3Pzjh49eqi+vt60fv360Nbjm5qaVG5ubt6LL75YfNNNN1U+99xzZ/Pz8w8nJyc3ti33UmV0xmazqUWLFsVu3LixMDc3N6+0tNS39bknnngi+sYbb6w+ePBg3t/+9reC5cuXD6+urjYB5OTkBG7cuLHw0KFDhzZu3BielZUVsG/fPuuGDRvCs7Oz8/Pz8w+bTCb96quvDgaor683XXfddbUFBQWHr7vuutqXX355CMBPfvKTq370ox+dP3LkyOHo6Oiv5/J8//33QwoLC605OTl5eXl5h/fv3x+wZcuWIIDTp09bFy9eXFpYWHgoNDS0Zd26dYMA7r777lGPPPJIaUFBweHs7Oz8q666qvlS5XSHdDUXHvFfGF8S/w9G68nfOjtw506YNg38ejodjxBCCCGEEC7gou7g3REVFdV0yy231AHcc8895atXr44cPXp040svvRTV0NBgqqys9ElKSqrHOd/lXXfddaE75W7ZsiW4szI6s3//fuvw4cMbU1NTGwEWLlxY/uabbw4B2LVrV8jWrVvDVq9eHQXQ2NioCgsLLQDXX399dVRUVAvAbbfdVrFr164gHx8fnZubG5CWlpYI0NDQYIqMjLQD+Pr66jvvvLMKID09vW779u0hAPv27QvasmXLMYCHH364/Nlnnx0O8Mknn4RkZWWFJCUlJQHYbDZTfn6+dfTo0U0xMTGNU6dOrQeYMGGC7eTJk34VFRWmkpISy7333lsJEBAQoAHdWTmzZ8/ucvQsSOItPOgHwF7gXYy1VM+1P6CsDA4cgOeec3doQgghhBBC9HlKqW89/vnPfz5yz549h+Pi4pp/9rOfDWtoaPi6l3NwcHCXfcZtNpu6VBlXQmvNhg0bCtPS0r7Rsv7pp58GdvQetNZqwYIF5WvWrClqX5aPj482mUyt97Hb7V8XYDKZdEfnXrJkyblly5aVtd1fUFBgsVgsXx9vNpt1fX19p++zs3K6S7qaC4+pwZg0KAj4E8b6q9+we7dxO2OGO8MSQgghhBCiXzh37pxl+/btgQCZmZnhU6dOrQWIioqyV1VVmT766KNBnb02KCiopbW7d1s2m83U3TLaGj9+fENRUZGldTz0+vXrw1ufu/HGG6tXrlw5tHWs+Geffebf+tynn34aUlJSYq6trVWbN28Oy8jIqJ01a1b1pk2bBhUVFfkAlJSUmI8cOXLJUU8TJ06sfeONN8IB3njjjcGt+2fPnl399ttvR1RVVZkATpw44dtabkcGDRrkiIqKanr77bfDAOrr61VNTY3pcstpTxJv4VGHgQeAacCv2z+5cycEBsKkSW6PSwjhnZRSs5RSBUqpQqXUv3fwvJ9S6o/O5/copWLdH6UQQghhiI2NbXj55ZcjR48enVxZWenz+OOPn1+4cOH5xMTE5BtvvDE+LS2trrPXLly48MLq1aujEhMTk1qTZYCIiIiW7pbRVkBAgH755ZdPzZkzJy4pKSkxIiLC3vrcCy+88JXdblcJCQlJcXFxycuXL49pfe7qq6+umzt37pjk5OTk22+/veKGG26wpaenNyxfvrxo5syZ8fHx8UkzZsyIP3PmzLfa6dp65ZVXTr/++uuR8fHxSUVFRV8fO2/evOoFCxZcmDx5ckJ8fHzSHXfcMaaystJ8qbLeeeedE2vWrImMj49PmjRpUsKZM2d8rqSctpTW32qN7/cCAwN1XV23Ph+dat/lQbjWSxgTrd0FrHfu04mJMHIkbNnikZj6wmdgIP59Cu+jlLJprQM9HUdXlFJm4AhwM3AWYzTMXVrrw22O+Qlwtdb6EaXUncAdWut/u1S5kyZN0tnZ2S6MXAghRHcppb7UWve4VefAgQMn09LSrqjLcW8pKCiwzJkzZ+zRo0cPeTKOnli9evXg7OzswHXr1p32dCy95cCBAxFpaWmx7fdLi7foE36BMcHam0AyMBQgL8/ru5krpTy6CeFlrgEKtdbHtdZNGL8DfrfdMd8F/sd5fwMwU8kfixBCCCG60G8S7666/4n+zY6xvFg18D5tvunK+t1CeIU+0sU7BjjT5vFZ574Oj9Fa2zFmeB3c7hiUUg8ppbKVUtnnz593QahCCCG83bhx45o81dp98803j0lISEhqu7333nshl1vO4sWLywdSa/el9ItZzZ3d/9bQpvufUmpj2+5/ov8rxki+dwIvA4SGwoQJHo1JCOF63fw//gGgQmsd5+zi/SJwyS7enqS1fh14HYyu5h4ORwghRO9zOBwO1dEs2t5g27ZtxzwdQ1/kcDgU0OHM8f2lxbs73f/EAPAp8DhgAbjhBjB3e74C4QKe7ureFzZP8/T7d9M16CtdvIuAEW0eD3fu6/AYpZQPEAqU93IcQggh+r7c8+fPhzoTLSFwOBzq/PnzoUBuR8/3ixZvOu7+N6XtAUqph4CHnA+1Uqq+h+f0wegB7a089v5/69z46CPwbOLj7Z8BkGvQmlzJNejZNfBXSrWdXex1Z4twqy7/j6ddF2+lVGsX796c2GYvMFYpNQojwb4TuLvdMRuB+4DPgX8BduguZkH88ssvy5RSp3oQVwS9+z77I7kGcg1ArkEruQ49uwYjeyMAu93+o+Li4jeLi4tT6D+NmcK1HECu3W7/UUdP9pfEu0ttu/X1BqVUdm/MeNhfefv7B7kGINcA5BqA91wDZ0K/CNgKmIG3tNaHlFIrgGyt9Ubgd8DbSqlC4AJGct5VuUN6Epe3XP9LkWsg1wDkGrSS69A3rkF6enopMNeTMYj+pb8k3t3p/ieEEKJ/upwu3mdd2cVba70Z2Nxu31Nt7jcAC3r7vEIIIYQY2PpLt4ivu/8ppSwYLQwbPRyTEEKI3tGd/+Nbu3hDN7t4CyGEEEL0Ff2ixbuz7n8uPm2vdVvvp7z9/YNcA5BrAHINwMXXwFVdvAcQ+QzKNQC5BiDXoJVcB7kGoh9S0mAghBBCCCGEEEK4Tn/pai6EEEIIIYQQQvRLkngLIYQQQgghhBAuJIl3J5RSv1ZK5SulcpRSHyilwjwdk7sopWYppQqUUoVKqX/3dDzuppQaoZTaqZQ6rJQ6pJR6zNMxeYJSyqyU+qdSapOnY/EUpVSYUmqD8/+CPKXUdZ6OyZ2UUkudfwO5Sqk/KKWsno7JW0mdJHWSt9dJIPWSt9dJIPWS6N8k8e7cNiBFa301cAT4pYfjcQullBlYA8wGkoC7lFJJno3K7ezAz7XWScC1wKNeeA0AHgPyPB2Eh/0W+ERrnQCk4UXXQykVAywGJmmtUzAmPfOmCc36GqmTpE7y9joJpF7y2joJpF4S/Z8k3p3QWv9Fa213PvwCY11Zb3ANUKi1Pq61bgLWA9/1cExupbU+p7Xe57xfg1GxxXg2KvdSSg0HbgPe9HQsnqKUCgVuwJhNG611k9a60rNRuZ0P4O9cNzsA+MrD8XgtqZOkTnLe98o6CaRekjrpa1IviX5LEu/u+SGwxdNBuEkMcKbN47N4YQXfSikVC0wA9ng2ErdbBfwCcHg6EA8aBZwHfu/s2vimUirQ00G5i9a6CPgv4DRwDqjSWv/Fs1EJJ6mTvJQX10kg9ZJX10kg9ZLo/7w68VZKbXeOEWm/fbfNMf+B0c0r03ORCk9QSgUB7wFLtNbVno7HXZRSc4BSrfWXno7Fw3yAicBarfUEoA7wmvGlSqlBGC2Lo4BhQKBS6vuejWpgkzpJXIq31kkg9ZKTV9dJIPWS6P98PB2AJ2mtb7rU80qp+4E5wEztPQueFwEj2jwe7tznVZRSvhhfcDK11u97Oh43mwbMVUp9B7ACIUqpd7TW3la5nQXOaq1bW5Y24F1fcm4CTmitzwMopd4HpgLveDSqAUzqpA5JnYTX10kg9RJInQRSL4l+zqtbvC9FKTULo0vTXK21zdPxuNFeYKxSapRSyoIxacVGD8fkVkophTGGKk9r/ZKn43E3rfUvtdbDtdaxGP/+O7zsyw0AWuti4IxSapxz10zgsAdDcrfTwLVKqQDn38RMvGwin75E6iSpk/DSOgmkXgKpk5ykXhL9mle3eHfhvwE/YJvxt80XWutHPBuS62mt7UqpRcBWjNki39JaH/JwWO42DbgHOKiU2u/c94TWerMHYxKe8VMg0/mF/zjwAw/H4zZa6z1KqQ3APoyuzf8EXvdsVF5N6iSpk6ROEl5bJ4HUS6L/U97TW00IIYQQQgghhHA/6WouhBBCCCGEEEK4kCTeQgghhBBCCCGEC0niLYQQQgghhBBCuJAk3kIIIYQQQgghhAtJ4i2EEEIIIYQQQriQJN5CCCGEEEIIIYQLSeIthBsopVqUUvuVUrlKqT8ppQLaPPc9pZRWSiU4H1uVUvlKqdQ2xyxTSr3WSdkjlVL7nOUfUkoN+LV9hRBCXDmpk4QQwv1kHW8h3EApVau1DnLezwS+1Fq/5Hz8R2AYsENr/bRz3yzgP4AbnM9lAZO01hUdlG3B+FtuVEoFAbnAVK31V254a0IIIfoZqZOEEML9pMVbCPf7GxAH4PxScj3wAHBn6wFa60+Ac8C9wG+AZzr6guM8tklr3eh86If8XQshhOg+qZOEEMIN5D9DIdxIKeUDzAYOOnd9F/hEa30EKFdKpbc5fAnwn8AQrfXbXZQ7QimVA5wBXpSWBSGEEF2ROkkIIdxHEm8h3MNfKbUfyAZOA79z7r8LWO+8v975GADnF5UdwNquCtdan9FaX43RanGfUmpoL8YuhBBiYJE6SQgh3MzH0wEI4SXqtdbj2+5QSoUDM4BUpZQGzIBWSi3TFydfcDi3btFaf6WUygX+F7Chd0IXQggxwEidJIQQbiYt3kJ4zr8Ab2utR2qtY7XWI4ATGF9Quk0pNVwp5e+8PwhjfF5Br0crhBBiIJM6SQghXEgSbyE85y7gg3b73qNN175uSgT2KKUOALuB/9JaH+ziNUIIIURbUicJIYQLyXJiQgghhBBCCCGEC0mLtxBCCCGEEEII4UIyuZoQ/YRSKhVov4RLo9Z6iifiEUII4b2kThJCiMsjXc2FEEIIIYQQQggXkq7mQgghhBBCCCGEC0niLYQQQgghhBBCuJAk3kIIIYQQQgghhAtJ4i2EEEIIIYQQQrjQ/wdoZ9mpKLh4uAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for xs in mgbm_selected: \n",
" auto_ph.hist_mean_pd_ice_plot(xs, y_name, valid, mgbm_pd_ice_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.6 Compare Local Model Weights (for Adverse Action Notices)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Create mapping between validation set `ID` and Shapley value array indices"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"valid_idx_map = valid['ID'].copy(deep=True)\n",
"valid_idx_map.reset_index(drop=True, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Extract best MGBM Shapley values at three percentiles of `p_DEFAULT_NEXT_MONTH`"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"next_vars = int(''.join([c for c in best_mgbm.model_id if c.isdigit()])) - 1\n",
"for percentile in [10, 50, 90]:\n",
" \n",
" idx = valid_idx_map[valid_idx_map == int(glm_percentile_dict[percentile])].index[0]\n",
" s_df = pd.DataFrame(best_mgbm_shap[idx, :].T, columns=['Monotonic GBM SHAP Value'], index=glm_selected + next_list[:next_vars])\n",
" local_coef_dict[percentile]['Monotonic GBM SHAP Value'] = 0\n",
" local_coef_dict[percentile].update(s_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot local contributions for all models at three percentiles of `p_DEFAULT_NEXT_MONTH`"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax0, ax1, ax2) = plt.subplots(ncols=3, sharey=True)\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(left=0, right=2, wspace=0.1)\n",
"\n",
"_ = local_coef_dict[10].plot(kind='bar', colormap='cool', ax=ax0, edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" title='10th PCTL of p_DEFAULT_NEXT_MONTH')\n",
"\n",
"_ = local_coef_dict[50].plot(kind='bar', colormap='cool', ax=ax1, edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" title='50th PCTL of p_DEFAULT_NEXT_MONTH')\n",
"\n",
"_ = local_coef_dict[90].plot(kind='bar', colormap='cool', ax=ax2, edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" title='90th PCTL of p_DEFAULT_NEXT_MONTH')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.7 Discrimination (Fair Lending) Testing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Standardized mean difference for `SEX = male` and `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Male mean yhat: 0.23\n",
"Female mean yhat: 0.22\n",
"P_Default_Next_Month std. dev.: 0.19\n",
"Standardized mean difference: -0.07\n"
]
}
],
"source": [
"print('Standardized mean difference: %.2f' % auto_ph.smd(mgbm_yhat_valid, 'SEX', 'p_DEFAULT_NEXT_MONTH', 'male', 'female'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Determine a probability cutoff"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.34724568061915234"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_mgbm_cut = best_mgbm.mcc(valid=True)[0][0]\n",
"best_mgbm_cut"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate confusion matrices"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"mgbm_male_cm = auto_ph.get_confusion_matrix(mgbm_yhat_valid, y_name, 'p_DEFAULT_NEXT_MONTH', by='SEX',\n",
" level='male', cutoff=best_mgbm_cut)\n",
"\n",
"mgbm_female_cm = auto_ph.get_confusion_matrix(mgbm_yhat_valid, y_name, 'p_DEFAULT_NEXT_MONTH', by='SEX',\n",
" level='female', cutoff=best_mgbm_cut)\n",
"\n",
"mgbm_cm_dict = {'male': mgbm_male_cm, 'female': mgbm_female_cm}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Confusion matrix by `SEX = male`"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" actual: 1 | \n",
" actual: 0 | \n",
"
\n",
" \n",
" \n",
" \n",
" predicted: 1 | \n",
" 405 | \n",
" 225 | \n",
"
\n",
" \n",
" predicted: 0 | \n",
" 438 | \n",
" 2524 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" actual: 1 actual: 0\n",
"predicted: 1 405 225\n",
"predicted: 0 438 2524"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mgbm_male_cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Confusion matrix by `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" actual: 1 | \n",
" actual: 0 | \n",
"
\n",
" \n",
" \n",
" \n",
" predicted: 1 | \n",
" 513 | \n",
" 330 | \n",
"
\n",
" \n",
" predicted: 0 | \n",
" 630 | \n",
" 3989 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" actual: 1 actual: 0\n",
"predicted: 1 513 330\n",
"predicted: 0 630 3989"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mgbm_female_cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Adverse impact ratio for `SEX = male` and `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Male proportion accepted: 0.825\n",
"Female proportion accepted: 0.846\n",
"Adverse impact ratio: 1.03\n"
]
}
],
"source": [
"print('Adverse impact ratio: %.2f' % auto_ph.air(mgbm_cm_dict, 'male', 'female'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Marginal effect for `SEX = male` and `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Male accepted: 82.46%\n",
"Female accepted: 84.57%\n",
"Marginal effect: -2.11%\n"
]
}
],
"source": [
"print('Marginal effect: %.2f%%' % auto_ph.marginal_effect(mgbm_cm_dict, 'male', 'female'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.8 Estimated Business Impact "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate overall confusion matrix"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" actual: 1 | \n",
" actual: 0 | \n",
"
\n",
" \n",
" \n",
" \n",
" predicted: 1 | \n",
" 918 | \n",
" 555 | \n",
"
\n",
" \n",
" predicted: 0 | \n",
" 1068 | \n",
" 6513 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" actual: 1 actual: 0\n",
"predicted: 1 918 555\n",
"predicted: 0 1068 6513"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mgbm_cm = auto_ph.get_confusion_matrix(mgbm_yhat_valid, y_name, 'p_DEFAULT_NEXT_MONTH', cutoff=best_mgbm_cut)\n",
"mgbm_cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Estimate business impact"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Estimated business impact $12360000.00\n"
]
}
],
"source": [
"mgbm_business_impact = mgbm_cm.iloc[0, 0]*TRUE_POSITIVE_AMOUNT +\\\n",
" mgbm_cm.iloc[0, 1]*FALSE_POSITIVE_AMOUNT +\\\n",
" mgbm_cm.iloc[1, 0]*FALSE_NEGATIVE_AMOUNT +\\\n",
" mgbm_cm.iloc[1, 1]*TRUE_NEGATIVE_AMOUNT\n",
"\n",
"print('Estimated business impact $%.2f' % mgbm_business_impact)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. Train GBM with Forward Feature Selection"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.1 Forward Step-wise Training"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Starting grid search 1/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6']\n",
"Completed grid search 1/14 with AUC: 0.76 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 2/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL']\n",
"Completed grid search 2/14 with AUC: 0.77 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 3/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1']\n",
"Completed grid search 3/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 4/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2']\n",
"Completed grid search 4/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 5/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4']\n",
"Completed grid search 5/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 6/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3']\n",
"Completed grid search 6/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 7/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5']\n",
"Completed grid search 7/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 8/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6']\n",
"Completed grid search 8/14 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 9/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1']\n",
"Completed grid search 9/14 with AUC: 0.79 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 10/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1', 'BILL_AMT2']\n",
"Completed grid search 10/14 with AUC: 0.79 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 11/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3']\n",
"Completed grid search 11/14 with AUC: 0.79 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 12/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3', 'BILL_AMT4']\n",
"Completed grid search 12/14 with AUC: 0.79 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 13/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3', 'BILL_AMT4', 'BILL_AMT5']\n",
"Completed grid search 13/14 with AUC: 0.79 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 14/14 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3', 'BILL_AMT4', 'BILL_AMT5', 'BILL_AMT6']\n",
"Completed grid search 14/14 with AUC: 0.79 ...\n",
"--------------------------------------------------------------------------------\n",
"Done.\n",
"Task completed in 625.49 s.\n"
]
}
],
"source": [
"# create a DataFrame to store new GBM SHAP values\n",
"# for comparison to correlation, penalized glm, and mgbm coefficients\n",
"abs_corr_glm_mgbm_gbm_shap = abs_corr_glm_mgbm_shap.copy(deep=True)\n",
"abs_corr_glm_mgbm_gbm_shap['GBM Mean SHAP Value'] = 0\n",
"\n",
"# start local timer\n",
"tic = time.time()\n",
"\n",
"# stepwise GBM training\n",
"gbm_train_results = auto_ph.gbm_forward_select_train(glm_selected, \n",
" y_name, \n",
" train, \n",
" valid, \n",
" SEED, \n",
" next_list,\n",
" abs_corr_glm_mgbm_gbm_shap, \n",
" 'GBM Mean SHAP Value')\n",
"\n",
"gbm_models = gbm_train_results['MODELS']\n",
"corr_glm_mgbm_gbm_shap_coefs = gbm_train_results['GLOBAL_COEFS']\n",
"gbm_shap = gbm_train_results['LOCAL_COEFS']\n",
"\n",
"# end local timer\n",
"toc = time.time()-tic\n",
"print('Task completed in %.2f s.' % (toc))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.2 Compare Global Model Weights for Alternative Models"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
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},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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p2LFjPf1PSkryXO8uXbpo3759tWXLljp48GDNy8sr1J/GjRvr5s2bi+zrkiVL1OVyaWhoqN5xxx2anZ2tqqppaWnauXNnjYyM1O7du+uuXbv0/fff93wv4uLi9O6779bKlSt7fiYzZszQUaNGqarqnj179NZbb9Xw8HANDw/Xzz77rECfVFWff/55z3fi8ccf9/zsW7VqpSNGjNDWrVvrddddp8ePH9d58+ZpjRo1tEWLFhoREaHHjx8v0A/fv7eqqkCa+vNX0p9M6hXw4R4VfBcY6ewPAd50Pn8ORHmVaQDsAJL9qP8vwF9x32beBtTXggHf/cBo4Grco38T/Qj4MoAngK+AZUCMH+0o8stijDEVyfkQ8L399ts6fPhwVVXt2LGjpqWlqar7F3zVqlV18+bNmpOTo926ddN58+ZpWlqaduvWzVP+wIEDqqoaFhamKSkpqqr617/+VceMGaOqpQd8qqoTJkzQSZMmeeqMj4/XFStWqKrqtm3btFWrVoXa7R3w7du3T4OCgnTNmjX66quv6pNPPqmqqtnZ2RoVFaVbtmzRU6dO6aFDh1RVNSsrS6+44grNy8vTrVu3qojoF198oapa5v516dJF//SnP6mq6vvvv69du3Yt1NYHH3xQX3zxxSKv/+TJk/WOO+5QVdX169dr48aN9cSJEzpjxgxt2LCh7t+/39Pf6tWr65YtW1TV/d256aab9OTJk6qqOnLkSH3rrbcKXef88sePH9c2bdrovn37VLVgMOS9P3/+fO3WrZvm5OTonj17tHHjxrpr1y5NTk7WWrVq6fbt2zU3N1c7dOjg+RnlO3TokF500UVF9vPEiRPaqFEj/f7771VVdejQoTplyhQ9efKkduzYUX/66SdVVU1KSvJcD9/vhXe/vAO+AQMG6JQpU1RVNScnRw8ePFigTx9//LHeeeedmpeXp7m5udqzZ09dtmyZbt26VQMDA/Xbb79VVdX+/fvr7NmzVdX9c01NTS2yL2cS8JVlXPYCEclwPq8A3nQ+xwP/cD4nOfvpTuS0S0SWOgFbaeKB3qqaJyILgP7AP72OzwXmAK2ARMCf8fdKwMVAByAGmCsizZwLZIwx5hxKTExkzJgxAAwaNIjExESioqIAaNeuHc2aNQMgPj6elStX0rVrV7Zs2cJ9991Hz5496d69O4cOHeLgwYN06dIFgGHDhtG/f//TbtOSJUtYt26dZ//w4cMcPXqUmjVrFsi3YsUK2rZtS0BAAA8//DBt2rRhwoQJrFq1yvPc4KFDh9i0aRONGjXi0UcfZfny5QQEBLBz507PM3RBQUF06NABgGbNmpW5f3369AEgKiqKTD9uoXtbuXIl9913HwCtWrUiKCiIjRs3AnDddddx8cUXe/K2a9fOMx3I//73P9LT04mJiQHgxIkTXHpp4Sempk6d6rmlun37djZt2sQll1xSYnvi4+MJDAykfv36dOnShdTUVGrVqkW7du08t1NdLheZmZl06tTJr35+//33NG3alBYtWgDua/jSSy/RrVs31qxZw3XXXQdAbm4ul19+uV915lu6dKnnOcHAwEBq165d4Pgnn3zCJ598Qtu2bQE4evQomzZtokmTJjRt2hSXy/0U2un8/MrqtJ7hyyciFwPXAmEiokAgoCIyziuoynO2YjkvdzQHPnXeQqkCbMUr4FPVPSJyCrgOGIN/Ad8O4D9OW74WkTygLpBVXIGAwEB7cw3/n78xxpjT8fPPP7N06VJWr16NiJCbm4uIMGnSJKDwG4kiQp06dfjuu+/4+OOPmT59OnPnzmXKlCl+na9SpUrk5bl/FZU0tUVeXh5ffvkl1apVK7G+/Gf4vKkq06ZNo0ePHgXSZ86cSVZWFunp6VSuXJng4GBPG2rUqOHJdzr9q1q1KuAONnJycgodb9OmDcuWLSuxjqJ4t8t3X1UZNmwYf//734stn5KSwpIlS/jiiy+oXr06cXFxZzSlSH4/oei+1qpVi5o1a7JlyxbP/yiURlVp06YNX3zxxWm3y59zPPLII9x9990F0jMzMwv16cSJE79ZO+DMp2XpB8xW1SBVDVbVxrgDtdgy1hMPTHTqCFbVBkADEQnyyfc4MF5Vc/2sdxFwDYCItMAdSJb4+lBebi6473X/obez+fC2Mcb4mj9/PkOHDmXbtm1kZmayfft2mjZtyooVKwD4+uuv2bp1K3l5ecyZM4dOnTqxb98+8vLy6Nu3L0899RTffPMNtWvXpk6dOp5ys2fP9oyGeQsODiY9PR2ABQsWeNIvvPBCjhw54tnv3r0706ZN8+xnZGTgrx49evDKK69w6tQpwP127LFjxzh06BCXXnoplStXJjk5mW3F/Pt6Jv0rzuDBg/n88895//33PWnLly9nzZo1xMbG8s4773ja+uOPP9KyZctS6+zatSvz58/np59+AtzBu2+fDh06RJ06dahevTobNmzgyy+/9ByrXLmy5xp5i42NZc6cOeTm5pKVlcXy5ctp166d33195JFHGDVqFIcPHwbco2mzZs2iZcuWZGZm8sMPPwC/XsOWLVuSlZXlCfhOnTrF2rVr/T5f/rV45ZVXAPcI4aFDhwoc79GjB//61784evQoADt37vRct+L4fifPljMN+OIB31dgFjjpZTGoiHoWOukeqvq5qi4qQ73/ApqJyBrct5uH2e1cY4w59xITE+ndu3eBtL59+5KYmAhATEwMo0ePJiQkhKZNm9K7d2927txJXFwcLpeL2267zTPC9NZbbzFu3DjCw8PJyMjg8ccfL3S+CRMmMGbMGKKjowkMDPSk9+rVi4ULF+JyuVixYgVTp04lLS2N8PBwWrduzfTp0/3u04gRI2jdujWRkZGEhoZy9913k5OTw5AhQ0hLSyMsLIxZs2bRqlWrIsufSf+Kc8EFF7B48WKmTZtG8+bNad26NS+//DL16tXj3nvvJS8vj7CwMAYOHMjMmTMLjDoVp3Xr1jz11FN0796d8PBwrrvuukKLFlx//fXk5OQQEhLCww8/7LltDXDXXXcRHh7OkCFDCpTp3bs34eHhREREcO211/L8889z2WWX+d3XkSNHcs011xATE0NoaCixsbEEBARQrVo1ZsyYQf/+/QkLCyMgIIB77rmHKlWqMH/+fMaPH09ERAQul6vMb9f+4x//IDk5mbCwMKKiogo8DgDu/4EYPHgwHTt2JCwsjH79+pUazCUkJHDPPffgcrnO6qifWPxTUOWqVTXn5Mlz3Yxzzm7pGlOxrV+/npCQEM/+uZqWxRjjP9+/twAikq6qpU17Z2vp+ooICyMtLe1cN8MYY35XFpwZU7H9rgGf83LGbJ/kX1S1/e/ZDmOMMcaYP5LfNeBT1dWAq9SMxhhjjDHmrDm7a7gYY4wxxpjzjgV8xhhjjDEVnAV8xhhjjDEVnAV8xhhjzom9e/cyePBgmjVrRlRUFB07dvQsxZWSkkLt2rVxuVyEh4fTrVs3z4S1M2fORERYsmSJp65FixYhIp5lzbwlJCRQvXr1AvOfPfDAA4gI+/aVOBf/GTl+/DhDhgwhLCyM0NBQOnXq5JmA13eptpkzZzJ69OgCaS6Xi0GDCkxHS0JCgmdJrsjIyEKrRCxbtoyOHTsWSMvJyaF+/frs2rWr2LZOnDiRyZMnl7mPpvywgM8YYwwNmwQjImdta9gkuMTzqSq33nornTt3ZsuWLaSnp5OUlMSOHTs8eWJjY8nIyGDVqlXExMTw0ksveY6FhYWRlJTk2U9MTCQiIqLY81155ZW8++67gHv5tKVLl9KwYcPTvFr++cc//kH9+vVZvXo1a9as4c0336Ry5cp+lV2/fj25ubmsWLGCY8eOFTg2adIkMjIyePbZZwst2RUbG8uOHTsKrHyxZMkS2rRpQ4MGDc68U6bcsnn4jDHGsGv7NvrPPXsT8c8bUPKa5EuXLqVKlSrcc889nrSgoCDuu+++QnlVlSNHjnDllVd60mJjY1mxYgWnTp3il19+4YcffvAsRF+UQYMGMWfOHG677TZSUlK4+uqr+fDDDz3H3377baZOncrJkydp3749L7/8MoGBgYwcOZLU1FROnDhBv379eOKJJwD3Um3Dhg3jv//9L6dOnWLevHmFVtDYvXs3QUG/rhDqz7Jl+RITExk6dCjr16/n3XffZfDgwYXydO7c2bNcWL6AgAAGDBhAUlIS48ePByApKYn4ePcCWK+//jqvvfYaJ0+e5Morr2T27NlUr169QB1xcXFMnjyZ6Oho9u3bR3R0NJmZmeTm5vLwww+TkpLCL7/8wqhRowoFnOb8ZSN8xhhjfndr164lMjKyxDwrVqzA5XLRpEkTlixZwvDhwz3HRIRu3brx8ccf8+6773LzzTeXWFeLFi3IysriwIEDJCYmFrhVun79eubMmcNnn31GRkYGgYGBnjVmn376adLS0li1ahXLli1j1apVnnJ169blm2++YeTIkUXeDh0+fDjPPfccHTt25LHHHmPTpk2eYydOnMDlcnk23+XS5syZw6BBg4iPj/csN+frv//9L2FhYYXS4+PjPaOfv/zyCx988AF9+/YFoE+fPqSmpvLdd98REhLCm2++WeJ18/bmm29Su3ZtUlNTSU1N5fXXX2fr1q1+lzfnlgV8xhhjzrlRo0YRERFBTEyMJy3/lu727du54447eOihhwqUGTRoEElJSQVGsErSp08fkpKS+Oqrr4iNjfWk/+9//yM9PZ2YmBhcLhf/+9//2LJlCwBz584lMjKStm3bsnbt2gJrpfbp0weAqKgoMotYqcTlcrFlyxbGjRvHzz//TExMDOvXrwfca9xmZGR4tr/97W+ecmlpadStW5cmTZrQtWtXvv32W37++WfP8XHjxuFyuXjttdeKDNiio6M5evQo33//PR9++CHt27fn4osvBmDNmjXExsYSFhbGO++8w9q1a0u9bvk++eQTZs2ahcvlon379uzfv79AEGvOb3ZL10dJD7UaY4w5O9q0acOCBQs8+y+99JLn9mFRbr75Zs8oVb527dqxevVqqlevTosWLUo958CBA4mKimLYsGEEBPw63qGqDBs2jL///e8F8m/dupXJkyeTmppKnTp1SEhIIDs723O8atWqAAQGBpKTk1PkOWvWrEmfPn3o06cPAQEBfPDBB4XWQvWVmJjIhg0bCA4OBuDw4cMsWLCAO++8E3A/w9evX78S68gf5Vu/fn2BYDghIYFFixYRERHBzJkzSUlJKVS2UqVK5OXlARTor6oybdo0evToUeK5zfnJRvh87N69+1w3wRhjKrxrr72W7OxsXnnlFU/a8ePHi82/cuVKrrjiikLpzz77LM8884xf5wwKCuLpp5/m3nvvLZDetWtX5s+f73kL+Oeff2bbtm0cPnyYGjVqULt2bfbu3VvgmT9/fPbZZxw4cACAkydPsm7dugLP9BUlLy+PuXPnsnr1ajIzM8nMzOTdd98t9rZuceLj43n77bdZunQpt9xyiyf9yJEjXH755Zw6dcpz29pXcHAw6enpAAXeeu7RowevvPIKp06dAmDjxo2FXigx5y+/R/hEJBdY7ZRZDwxT1ePOsVuBhUCIqm4QkWpABtDfWU4NERkHXKmqxT7hKSIPAM8C9VX1kJMWByQDd6rqG06aC/gWGAc0Ba4Gqjifv3eqewoIBe4Espy0R1X1g5L6GRAQiEjJDxv/Fho3COLHnZm/+3mNMeZcEBEWLVrEgw8+yPPPP0+9evWoUaMGzz33nCdP/jN8qkrt2rV54403CtVzww03lOm8Rb1k0Lp1a5566im6d+9OXl4elStX5qWXXqJDhw60bduWVq1a0bhxY66++uoynWvz5s2MHDkSVSUvL4+ePXsWGqX0tWLFCho2bFjgjdrOnTuzbt26Mg1IhISEUKNGDaKioqhRo4Yn/cknn6R9+/bUq1eP9u3bF5iqJt/YsWMZMGAAr732Gj179vSkjxgxgszMTCIjI1FV6tWrx6JFi/xukzm3RNW/t7JE5Kiq1nQ+vwOkq+oLzv4coAGwVFUnOGnXA38BOjvHlgPRqnqghHN8BZwE/qWqM5y0OGAasFtVuztpzwE9gLdVdbKTFgwsVtVQr/omAkfz8/jZT53b/+y9qeavAfMEf3/tL4a3AAAgAElEQVQWxhhzptavX1/g1mLDJsHs2r6thBJl06BxEDt/zDxr9RljCv+9BRCRdFUt+lkIL6d7S3cFcKVzoppAJ+D/AM9rT6r6EbAbuB2YAkwsJdi7AqgJPAb4Pn27DagmIvXFPfx2PVC2sXVjjDHF2vljJqp61jYL9ow5v5T5pQ0RqQTcAHzkJN0CfKSqG0Vkv4hEqWq6c+wB4Gtgk6rOLqXqQUAS7mCypYjUV9W9XsfnA/1x38r9BvjFzyaPFpHbgTTgz0UFnSJyF3AXQIAEMGDeubmla4wxxhjzWyjLCN8FIpKBO3D6Ech/Fzwed6CG86dndE5VdwFLgVcoXTyQpKp5wALcwZ23uU5aPODv06uvAFcALtyjjf+vqEyq+pqqRqtqdJ7mndX/y/V3s+f3jDHGGPNbKcsI3wlVLTCNuYhcDFwLhImIAoGAisg4/fWBtDxnK5aIhAHNgU+dFyaqAFuBf+bnUdU9InIKuA4YA1xVWoO9RwhF5HVgcWlljDHGGGMqmjOdh68fMNv7zVsRWQbE4n5Jw1/xuJ/x80yCJCJbRcT3PufjwKWqmuvPm7Qicrmq5r/W1BtYU1qZgMBz85bu+ap+UBB7iphQ1BhjjDHlx5kGfPHAcz5pC5z0sgR8g4AbfdIWOulf5Seo6udlbN/zzhQuCmQCpS76l5ebC/a2rMdeC36NMcaYcs/vZ/jyp2TxSbvGeRvXO22qqo702k9Q1fm+ZX3KNFPVDT5pf1LV51Q1RVVvKqLMRO/pVlQ103tKFidtqKqGqWq4qt7sNdpnjDHmHBMRbrvtNs9+Tk4O9erV46abCv2Tf0YOHjzIyy+/fEZ1jBgxosCyaqX5+uuviYuLo3nz5kRGRtKzZ09Wr14NwMSJE2nYsCEul4tWrVoxcuRIz8oWCQkJVK9evcD8eA888AAiwr59+wqdJzg4uMAyceBe0i00NLRQ3rPp+++/Jy4uDpfLRUhICHfddRcAKSkphX5+CQkJBSZw3rdvH5UrV2b69OkF8gUHBxMWFkZ4eDjdu3dnz549BY4/8cQTPPLIIwXSMjIySl25JC4ujrS0tDL3saKxlTZ8VKpSBURsc7b6pcwKb4ypGJo0DEZEztrWpGFwqeesUaMGa9as4cSJEwB8+umnNGzY8Kz37WwEfG+88QatW7f2K+/evXsZMGAAzzzzDJs2beKbb77hkUceYfPmzZ48Dz74IBkZGaxbt47Vq1ezbNkyz7Err7ySd999F3CvvLF06dISr8uRI0fYvn07gGet3t/a/fff7+nD+vXrue+++/wuO2/ePDp06FDk6iHJycmsWrWK6OjoQiuoxMfHM2fOnAJp/q6jbH7ngE9EwkQkw2f7qvSSv5+IsLBz8pbu+brZ83vG/DFs37WNuf31rG3bd/k3ifONN97I+++/D7jXkPX+5f3zzz9z6623Eh4eTocOHVi1ahXgHiEbPnw4cXFxNGvWjKlTp3rKvPDCC4SGhhIaGsqLL74IwMMPP8zmzZtxuVyMGzcOVWXcuHGEhoYSFhbmCSJSUlKIi4ujX79+tGrViiFDhpD//qH3KNFHH31EZGQkERERdO3atVCf/vnPfzJs2DCuuurXdws7derErbfeWijvyZMnyc7Opk6dOp60QYMGFWjT1VdfTaVKxT+BNWDAAE9+32uYm5vLuHHjiImJITw8nFdffRWAo0eP0rVrVyIjIwkLC/MEmJmZmYSEhHDnnXfSpk0bunfv7gnIve3evZtGjRp59sPCwoptn6/ExET+3//7f+zcuZMdO3YUmadz58788MMPBdJatGhBnTp1+OqrX8OGuXPnevo7cuRIoqOjadOmDRMmTCiy3po1f71ZOX/+fBISEgDIysqib9++xMTEEBMTw2effeZ3f8qL3zXgU9XVqury2dr/nm0wxhhz/hg0aBBJSUlkZ2ezatUq2rf/9VfChAkTaNu2LatWreKZZ57h9ttv9xzbsGEDH3/8MV9//TVPPPEEp06dIj09nRkzZvDVV1/x5Zdf8vrrr/Ptt9/y7LPPcsUVV5CRkcGkSZP4z3/+Q0ZGBt999x1Llixh3LhxnmXLvv32W1588UXWrVvHli1bCv3iz8rK4s4772TBggV89913zJs3r1Cf1q5dS2RkZIn9njJlCi6Xi8svv5wWLVrgcv06CUaLFi3IysriwIEDJCYmMmjQoBJqgr59+/Kf//wHgP/+97/06tXLc+zNN9+kdu3apKamkpqayuuvv87WrVupVq0aCxcu5JtvviE5OZk///nPnuB206ZNjBo1irVr13LRRRexYMGCQud88MEHufbaa7nhhhuYMmUKBw8e9BzLXxIvf3vvvfc8x7Zv387u3btp165dgUDV1+LFi4sMIuPj40lKcs8E9+WXX3LxxRfTvHlzAJ5++mnS0tJYtWoVy5Yt8/wPgj/GjBnDgw8+SGpqKgsWLGDEiBF+ly0v7JauMcaYcyY8PJzMzEwSExO58caC7+6tXLmSoUOHAnDttdeyf/9+Dh8+DEDPnj2pWrUqdevW5dJLL2Xv3r2sXLmS3r17U6NGDWrWrEmfPn1YsWJFoXOuXLmS+Ph4AgMDqV+/Pl26dCE1NRWAdu3a0ahRIwICAnC5XGT63OX48ssv6dy5M02bNgXg4osvLrWP7du3JyQkhDFjxnjS8m+H/vTTTxw7dswTxOTr06cPSUlJfPXVV4We0fN1ySWXUKdOHZKSkggJCaF69eqeY5988gmzZs3C5XLRvn179u/fz6ZNm1BVHn30UcLDw+nWrRs7d+5k7173TGZNmzb1BKBRUVGFrgHAHXfcwfr16+nfvz8pKSl06NCBX35xr4cQGxtLRkaGZ7v55ps95ebMmcOAAQMAd7Dve1v3mmuuweVycfjw4ULP6wEMHDiQ+fPnk5eXV+h27ty5c4mMjKRt27asXbu2TM9cLlmyhNGjR+Nyubj55ps5fPgwR48e9bt8eXCmb+kaY4wxZ+Tmm29m7NixpKSksH//fr/KVK1a1fM5MDCQnJycs9KWs1FvmzZt+Oabb7jlllsA+Oqrr5g/fz6LFxeeCrZy5cpcf/31LF++vMBI3sCBA4mKimLYsGEEBJQ+NjNw4EBGjRrFzJkzC6SrKtOmTaNHjx4F0mfOnElWVhbp6elUrlyZ4OBgsrOzgcLXoKhbugANGjRg+PDhDB8+nNDQUNasKXXmMxITE9mzZw/vvPMOALt27WLTpk2eUbrk5GTq1q1bbPnGjRvTtGlTli1bxoIFC/jiiy8A2Lp1K5MnTyY1NZU6deqQkJDg6Y8372nXvI/n5eXx5ZdfUq1atVL7UF7ZCJ8xxphzavjw4UyYMKHQLbzY2FhPYJCSkkLdunWpVatWsfXExsayaNEijh8/zrFjx1i4cCGxsbFceOGFBd56jY2NZc6cOeTm5pKVlcXy5ctp166dX23t0KEDy5cvZ+vWrYD7OUNf+YHX55//OpPY8ePHi6xPVfnss8+44oorCqQHBQXx9NNPc++99/rVrt69e/PQQw8VCux69OjBK6+8wqlTpwDYuHEjx44d49ChQ1x66aVUrlyZ5ORktm3z75nLfB999JGnzj179rB///5SX7jZuHEjR48eZefOnWRmZpKZmckjjzxS5MsbJYmPj+fBBx+kWbNmnucIDx8+TI0aNahduzZ79+7lww8/LLJs/fr1Wb9+PXl5eSxcuNCT3r17d6ZNm+bZz8jIKFObygMb4TPGGHNONWrUiPvvv79Qev7LGeHh4VSvXp233nqrxHoiIyNJSEjwBG8jRoygbdu2AFx99dWEhoZyww038Pzzz/PFF18QERGBiPD8889z2WWXsWHDhpKqB6BevXq89tpr9OnTh7y8PC699FI+/fTTAnkuu+wy5syZw/jx49m5cyeXXnopdevW5fHHH/fkmTJlCm+//TanTp0iPDy8yMDu7rtLnTrW48ILL2T8+PGF0keMGEFmZiaRkZGoKvXq1WPRokUMGTKEXr16ERYWRnR0NK1atfL7XOC+VTxmzBjPiNikSZNKvYaJiYn07t27QFrfvn0ZOHBggWtTmv79+3P//fcXCNAiIiJo27YtrVq1onHjxlx99dVFln322We56aabqFevHtHR0Z7btlOnTmXUqFGEh4eTk5ND586dC00bU97JryugGYDo6Gi1+XqMMRXd+vXrC8xf1qRhsN9v1vqjcYMgWyPcmLPM9+8tgIikq2p0aWVthM8YY4wFZ8ZUcPYMnzHGGGNMBWcBnzHGGGNMBWcBn49du3ad6yYYY4wxxpxVFvD5yJ9t3RhjjDGmorCAzxhjjDGmgvM74BORXBHJEJE1IjJPRKp7HbtVRFREWjn71URkg4iEeeUZJyKvlnKOB0QkW0Rqe6XFOXWP8EpzOWljReQlp13rROSE8zlDRPp55f+zk7/46bvzL0hAICJS7rYmDYP9/VEaY8x5Y9GiRYhIgfnbUlJSuOmmm8647oSEBObPn19inpSUlAITJPsjJSWF2rVr43K5CAkJ4YknnjiTZhbJu+0jRowo0zJhRcnMzCQ0NLTIY5s2beKmm27iiiuuICoqimuuuYbly5cD7hU5Ro8eXahMcHBwoSXfXC5XsefYuHEjN954I82bNycyMpIBAwZ4lnIrq2eeeabE4zfeeCMHDx4ssc/F8f0+TJ8+nVmzZp1WO883ZZmW5YSqugBE5B3gHuAF51g8sNL5c4KqZovIA8DLItIZaODkL22emHggFegDzPBKXwMMAN7wyvcdgKqOctoUDCzOb2M+EWkMdAd+9KeTeXm5zO1f/uYmHDBPSs9kjDHFCL4smG17z948fEH1g8jck1lqvsTERDp16kRiYuJvEjiVJiUlhZo1a3LVVVeVqVxsbCyLFy/m2LFjuFwuevXqRWRk5G/SxjfeeKP0TKcpOzubnj17MnnyZM+at2vWrCEtLY3OnTuXWPbIkSNs376dxo0bs379+lLP8cILL9CrVy/Afd2zsrKoX79+mdv8zDPP8OijjxZKV1VUlQ8++ACAgwcPlrlu3+/DPffcU+Y6zlene0t3BXAlgIjUBDoB/wd4FgJU1Y+A3cDtwBRgoqoeKK5CEbkCqAk8hjug87YNqCYi9cW9EN71QNHrphQ2BXgIKH9RnDHG/E627d2GnsX//Akejx49ysqVK3nzzTdJSkoqcOzw4cP07NmTli1bcs8995CXl0dubi4JCQmEhoYSFhbGlClTAPcyWB06dCA8PJzevXtz4EDhXzXBwcHs27cPgLS0NOLi4sjMzGT69OlMmTIFl8vFihUryMrKom/fvsTExBATE8Nnn31WYh9q1KhBVFQUP/zwA7m5uYwbN46YmBjCw8N59VX3Ta2UlBTi4uLo168frVq1YsiQIeQvevC3v/2NmJgYQkNDueuuuyhqMYS4uDjS0tJ47733cLlcuFwuWrZsSdOmTQFIT0+nS5cuREVF0aNHD8+z6Onp6URERBAREcFLL71UZPvfeecdOnbs6An2AEJDQ0lISCix3wADBgxgzpw5gDtwj4/3/dXt9u9//5uOHTt6gr38PoWGhpKdnc0dd9xBWFgYbdu2JTk5GXCPLPbp04frr7+e5s2b89BDDwHw8MMPc+LECVwuF0OGDCEzM5OWLVty++23Exoayvbt2wv8rHNychgyZAghISH069fPs8Sdv9+HiRMnMnnyZKD471lcXBzjx4+nXbt2tGjRghUrVpR67c6J/Ii4tA046vxZCXgXGOnsDwHedD5/DkR5lWkA7ACS/aj/L8BfcQeh24D6TnocsBi4HxgNXI179G8iMNarfDCwxqfOW4B/OJ8zgbrFnPsuIA1IC5AAxR0clqutcYMgNcYYf61bt67APuDnbwP/Nvevl5K9/fbbOnz4cFVV7dixo6alpamqanJyslatWlU3b96sOTk52q1bN503b56mpaVpt27dPOUPHDigqqphYWGakpKiqqp//etfdcyYMaqqOmzYMJ03b56qqgYFBWlWVpaqqqampmqXLl1UVXXChAk6adIkT53x8fG6YsUKVVXdtm2btmrVqlC7k5OTtWfPnqqqum/fPg0KCtI1a9boq6++qk8++aSqqmZnZ2tUVJRu2bJFk5OTtVatWrp9+3bNzc3VDh06eM6xf/9+T7233Xabvvfee4Xa3qVLF01NTS3Qhv79++s///lPPXnypHbs2FF/+uknVVVNSkrSO+64w3Ndli1bpqqqY8eO1TZt2hTqy4MPPqgvvvhiofR8M2bM0FGjRhVKDwoK0g0bNmjHjh1VVdXlcunatWvLfI7Jkyd72rt+/Xpt3LixnjhxQmfMmKFNmzbVgwcP6okTJ7RJkyb6448/qqpqjRo1POW3bt2qIqJffPFFgbZlZWXp1q1bFdCVK1eqquodd9zh+Vn7+33w3i/ue9alSxf905/+pKqq77//vnbt2rXY63mmfP/eqqoCaerH38qyjPBdICIZTmD0I/Cmkx4P5P+vWRJeo3OqugtYCrziR/3xQJKq5gELgP4+x+c6afFAqSstO88YPgqUukCfqr6mqtGqGp2neWfxn7zfb7NZ8o0x5U1iYiKDBrlvDA0aNIjExF//aW/Xrh3NmjUjMDCQ+Ph4Vq5cSbNmzdiyZQv33XcfH330EbVq1eLQoUMcPHiQLl26ADBs2DDP82enY8mSJYwePRqXy8XNN9/M4cOHPeuteluxYgVt27ale/fuPPzww7Rp04ZPPvmEWbNm4XK5aN++Pfv372fTpk2e/jRq1IiAgABcLheZmZkAJCcn0759e8LCwli6dClr164ttY3PP/88F1xwAaNGjeL7779nzZo1XHfddbhcLp566il27NjBwYMHOXjwoOe27NChQ/3qf+/evQkNDaVPnz6l5r3kkkuoU6cOSUlJhISEUL169VLL+Fq5ciW33XYbAK1atSIoKIiNGzcC0LVrV2rXrk21atVo3bo127YVPWocFBREhw4dijzmva7ubbfdxsqVK8vcRqDU71n+9YqKivL8bM83p/UMXz4RuRi4FggTEQUCARWRcU7UCZDnbMVyXu5oDnzqvmNLFWAr8M/8PKq6R0ROAdcBY4DSHri4AmgKfOfU2Qj4RkTaqeoeP/prjDHmN/Lzzz+zdOlSVq9ejYiQm5uLiDBp0iQAnH+3PUSEOnXq8N133/Hxxx8zffp05s6d67mtW5pKlSqRl+f+VZSdnV1svry8PL788kuqVatWYn35z/B5U1WmTZtGjx49CqSnpKRQtWpVz35gYCA5OTlkZ2dz7733kpaWRuPGjZk4cWKJbQN3QDpv3jxPsKGqtGnThi+++KJAPn+fX2vTpk2BwGXhwoWkpaUxduxYv8oPHDiQUaNGMXPmzBLPsWzZMr/q81bUNStKjRo1iq2jqO8R+P998Fd+W0tq57l2ptOy9ANmq2qQqgaramPcgVpsKeV8xeN+xi/Y2RoADUQkyCff48B4Vc0trUJVXa2ql+bXifvWcmRpwV5AYPl8S/e33i4LDi7jj9QYY4o3f/58hg4dyrZt28jMzGT79u00bdrU8/zT119/zdatW8nLy2POnDl06tSJffv2kZeXR9++fXnqqaf45ptvqF27NnXq1PGUmz17tmcUxltwcDDp6ekALFiwwJN+4YUXcuTIEc9+9+7dmTZtmmc/IyPD7z716NGDV155hVOnTgHuN1OPHTtWbP78QKNu3bocPXq01DeKt23bxqhRo5g3bx4XXHABAC1btiQrK8sT8J06dYq1a9dy0UUXcdFFF3lGtN55550i6xw8eDCfffYZ7733nict/zk3f/Tu3ZuHHnqoUJDre47PP/+c999/35O2fPly1qxZQ2xsrKdtGzdu5Mcff6Rly5YlnrNy5cqea1yaH3/80XNt/v3vf9OpUyfA/+9DPn+/Z+ezMw344oGFPmkLKPzSRWkGFVHPQrxeAgFQ1c9VdVEZ6y6TvNxcULXNZ9tbzFC6McacjsTERHr37l0grW/fvp7bujExMYwePZqQkBCaNm1K79692blzJ3FxcbhcLm677Tb+/ve/A/DWW28xbtw4wsPDycjI4PHHCz/JM2HCBMaMGUN0dDSBgYGe9F69erFw4ULPQ/pTp04lLS2N8PBwWrduzfTp0/3u04gRI2jdujWRkZGEhoZy9913lzjac9FFF3HnnXcSGhpKjx49iImJKbH+mTNnsn//fm699VZcLhc33ngjVapUYf78+YwfP56IiAhcLpdnWpEZM2YwatQoXC4Xv950K+iCCy5g8eLFTJ8+nWbNmtGxY0eeeuopHnvssQLnbdSokWfbsWOH59iFF17I+PHjqVKlSrHtzj/HtGnTaN68Oa1bt+bll1+mXr163HvvveTl5REWFsbAgQOZOXNmgZG9otx1112Eh4czZMiQEvOBOyB+6aWXCAkJ4cCBA4wcORLw//vgzZ/v2flMivsS/FGJiPO8sSlApNh/MIwx5c/69esJCQnx7J+raVmMMf7z/XsLICLpqlratHdleobvD6FSlSrkiM1p56t+kO/ddWNMRWLBmTEV2+8a8DkvZ8z2Sf5FVdv/nu0oSURYGGlpaee6GcYYY4wxZ83vGvCp6mrAVWpGY4wxxhhz1pzpSxvGGGPKKXsu15jy40z/vlrAZ4wxf0DVqlVj//79FvQZUw6oKvv37y91fsiS2EsbxhjzB5Q/vUZWVta5booxxg/VqlWjUaNGp13eAj5jjPkDqly5Mk2bNj3XzTDG/E7slq4xxhhjTAVnAZ8xxhhjTAVnAZ8xxhhjTAVnAZ8xxhhjTAVnAZ+PXbt2nesmGGOMMcacVRbw+di9e/e5boIxxhhjzFllAZ8xxhhjTAXnd8AnIrkikiEia0RknohU9zp2q4ioiLRy9quJyAYRCfPKM05EXi3lHA+ISLaI1PZKi3PqHuGV5nLSxorIS0671onICedzhoj0E5EnRWSVs/+JiDQo9YIEBCIitv2BtyYNg/39a2GMMcaUC+LvsjoiclRVazqf3wHSVfUFZ38O0ABYqqoTnLTrgb8AnZ1jy4FoVT1Qwjm+Ak4C/1LVGU5aHDAN2K2q3Z2054AewNuqOtlJCwYWq2qoV321VPWw8/l+oLWq3lNKP3Vuf1tq6I9swDyx5aaMMcaUCyKSrqrRpeU73Vu6K4ArnRPVBDoB/wcMys+gqh8Bu4HbgSnAxFKCvSuAmsBjQLzP4W1ANRGpLyICXA98WFoj84M9Rw3AfosbY4wx5g+nzEuriUgl4AbgIyfpFuAjVd0oIvtFJEpV051jDwBfA5tUdXYpVQ8CknAHky1FpL6q7vU6Ph/oD3wLfAP84md7n8YddB4Crikmz13AXQABEsCAeeJP1aaCatwg6Fw3wRhjjDmryhLwXSAiGc7nFcCbzud44B/O5yRnPx1AVXeJyFJgsR/1xwO9VTVPRBbgDu7+6XV8LjAHaAUkAlf502hV/QvwFxF5BBgNTCgiz2vAa+C+pWu384wxxhhTkZQl4Duhqi7vBBG5GLgWCBMRBQIBFZFxXlFTnrMVS9wvdzQHPnXfsaUKsBWvgE9V94jIKeA6YAx+Bnxe3gE+oIiAzxhjjDGmIivzLV0f/YDZqnp3foKILANicb+k4a943M/4/d2rnq0i4ntv7XHgUlXNdQLDEolIc1Xd5OzeAmworUxAoPstXVNQ/aAg9mRmnutmGGOMMeY0nGnAFw8855O2wEkvS8A3CLjRJ22hk/5VfoKqfl7G9j0rIi1xjzBuA0p8QxcgLzcX7JZuIXstCDbGGGPKLb+nZfmjEBG1gK8IYlOVGGOMMecbf6dlOdMRvgqnUpUq5NhoViH1g+zNVWOMMaa8+l0DPuflDN/pWX5R1fa/ZztKEhEWRlpa2rluhjHGGGPMWfO7BnyquhpwlZrRGGOMMcacNae70oYxxhhjjCknLOAzxhhjjKngLOAzxhhjjKngLOAzxhhjjKngLOAzxhhjjKngLOAzxhhjjKngLOAzxhhjjKngLOAzxhhjjKngLODzsWvXrnPdBGOMMcaYs8oCPh+7d+8+100wxhhjjDmrLOAzxhhjjKng/A74RCRXRDJEZI2IzBOR6l7HbhURFZFWzn41EdkgImFeecaJyKulnOMBEckWkdpeaXFO3SO80lxO2lgReclp1zoROeF8zhCRfiIyyWnHKhFZKCIXlXpBAgIRkT/c1qRhsL9fBWOMMcaUM6Kq/mUUOaqqNZ3P7wDpqvqCsz8HaAAsVdUJTtr1wF+Azs6x5UC0qh4o4RxfASeBf6nqDCctDpgG7FbV7k7ac0AP4G1VneykBQOLVTXUq77uTptynDKo6vhS+qlz+/t3TSqSAfMEf78LxhhjjDk/iEi6qkaXlu90b+muAK50TlQT6AT8HzAoP4OqfgTsBm4HpgATSwn2rgBqAo8B8T6HtwHVRKS+iAhwPfBhaY1U1U9UNcfZ/RJo5FfvjDHGGGMqkEplLSAilYAbgI+cpFuAj1R1o4jsF5EoVU13jj0AfA1sUtX/3979R1lW1ne+f3+qfwF21BhIa5Om2iuZYFYqdMYeyXBFO2huo9EId+hO15pcYSKrYTKuhJuRDHPNiq7MjcbJXH/c/HDsuY4TGQN0a1AGIlwNonhDIN2mSEM0gKGCdDdkhjA6SEPbVd/7x9mFh6K66lT3qTqnTr1frrN672c/+znfqtPqp59n732umWPoHcB1tMLkjyRZV1WPtR3/FLAN+Avgq8Az8yz9F4Drj/Ez7QR2Nnts35N5Dr30rRpaQytLD571G4Y58PB4r8uQJKln5hP4Tk4y1mzfAXys2R4FPtxsX9fs7wOoqoNJbgNu6mD8UeCiqppM8mla4e53247vphXYzgKuBc7ttPAk7wKOAp+c6XhV7QJ2NX1r226XNgfJnu2DGWQlSerUfALf4ara1N6Q5CXA+cBIkgJWAJXkqvreBWGTzeuYmps7fhj4fDPLtBp4iAMCjyYAACAASURBVLbAV1WPJvku8NPAL9Nh4EtyKfBm4PXlRWqSJGkZmveS7jQXA9dU1eVTDUm+BJxH6yaNTo3SusbvfW3jPJRkeFq/Xwd+sKomOll+bG4c+VXgdVX1VEeVZMgZoQGzfsP0v0aSJC0vJxr4RoH3T2v7dNM+n8C3A3jTtLYbmva7phqq6k/nWd/vAmv43szhn1XVFbOeUZPgROCxxbt5JUlaajp+LMtykaQMfLMw8EmS1Dc6fSzLic7wDZyVq1dzdEDvVu2GdcMuj0qStNQsauBrbs6Y/niWZ6rqnMWsYzZnj4ywd+/eXpchSZLUNYsa+KpqP7Bpzo6SJEnqmuP9pg1JkiQtEQY+SZKkAWfgkyRJGnAGPkmSpAFn4JMkSRpwBj5JkqQBZ+CTJEkacAY+SZKkAWfgm+bgwYO9LkGSJKmrDHzTHDp0qNclSJIkdZWBT5IkacB1HPiSTCQZS3Jvkj1JTmk7dmGSSnJWs39Skq8nGWnrc1WSj87xHlcmeTrJi9ratjRjX9bWtqlpe2eS32vq+qskh5vtsSQXJ9mW5L4kk0k2d/QLGVpBEl89eJ1x+sZO/zpKkqR5WDmPvoerahNAkk8CVwAfaI6NAl9p/nx3VT2d5Erg95O8Fljf9J8rdI0Cfw78r8DH29rvBbYD/09bv3sAqupfNDVtBG6aqrFpe2Uz1qxBs93k5AS7t1Wn3dVF2/ek1yVIkjSQjndJ9w7gTIAka4HXAG8Hdkx1qKpbgEPA24APAu+pqieONWCSVwBrgV+jFeja/S1wUpJ1SQJcAHxuriKr6mtV9dfz+LkkSZIGznxm+ABIshJ4I3BL0/RW4Jaquj/J40leVVX7mmNXAncDD1TVNXMMvQO4jlaY/JEk66rqsbbjnwK2AX8BfBV4Zr61H0uSncDOZs+Zph5ZNbSGVp5f+tZvGObAw+O9LkOSJGB+ge/kJGPN9h3Ax5rtUeDDzfZ1zf4+gKo6mOQ24KYOxh8FLqqqySSfphXufrft+G7geuAs4Frg3HnUPquq2gXsAkhS23a7pKsTs2f7YARXSdJgOK5r+KYkeQlwPjCSpIAVQCW5qqqmUtNk8zqmtG7u+GHg880Mz2rgIdoCX1U9muS7wE8Dv0wXA58kSdIgm/eS7jQXA9dU1eVTDUm+BJwHfHke44zSusbvfW3jPJRkeFq/Xwd+sKomFmzpL0POzuiErd8w/a+uJEm9c6KBbxR4/7S2Tzft8wl8O4A3TWu7oWm/a6qhqv50PsUluQj4HeA04OYkY1W1ddaTahLKJd0Fl1D+niVJWhTx/3SfK0kZ+BaBgU+SpBOWZF9Vzfms4ROd4Rs4K1ev5uiA3Cnaz9YNu+QpSdJiWdTA19ycMf3xLM9U1TmLWcdszh4ZYe/evb0uQ5IkqWsWNfBV1X5g05wdJUmS1DXH+00bkiRJWiIMfJIkSQPOwCdJkjTgDHySJEkDzsAnSZI04Ax8kiRJA87AJ0mSNOAMfJIkSQPOwDfNwYMHe12CJElSVxn4pjl06FCvS5AkSeoqA58kSdKA63ngSzKRZCzJvUn2JDml7diFSSrJWc3+SUm+nmSkrc9VST46y/hnJPl/k3wtyV8l2ThbPUNDK0iy7F5nnD7rr0WSJC1hqareFpA8WVVrm+1PAvuq6gPN/vXAeuC2qnp303YB8C7gtc2xLwObq+qJY4x/O/CbVfX5JGuByap6apZ6ave23v5OemH7ntDrvwuSJGl+kuyrqs1z9ev5DN80dwBnAjTh7DXA24EdUx2q6hbgEPA24IPAe2YJez8KrKyqzzfnPjlb2JMkSRpEK3tdwJQkK4E3Arc0TW8Fbqmq+5M8nuRVVbWvOXYlcDfwQFVdM8uw/wD470n+CHg58AXg6qqamPbeO4GdzR7b96RLP9XSsWpoDUnvf+71G4Y58PB4r8uQJGmg9EPgOznJWLN9B/CxZnsU+HCzfV2zvw+gqg4muQ24aY6xVwLnAT8BPAxcD1za9h404+0CdkFrSXfbbpc2e2XP9t6HTkmSBk0/BL7DVbWpvSHJS4DzgZEkBawAKslV9b0LzSab12weAcaq6m+acT8D/CTTAp8kSdIg64fAN5OLgWuq6vKphiRfojVb9+V5jPPnwIuTnFZV/5VWiNw76xkZcpaph4ZW9cfSsvrTuuFhHh0f73UZkrTk9GvgGwXeP63t0017x4GvqiaSvBP4k7RSxD7gP8x+0iR4t2rPzDVlq+XtMf8xIEnHpeePZek3q9asqaNHjvS6DEkzcIZPkp6r08ey9OsMX8+cPTLC3r2zr/pKkiQtJQMR+Jpv3pj+eJZnquqcXtQjSZLUTwYi8FXVfmDTnB0lSZKWoX77pg1JkiR1mYFPkiRpwBn4JEmSBpyBT5IkacAZ+CRJkgacgU+SJGnAGfgkSZIGnIFPkiRpwBn4ptl/z36SsPGlG3tdiiRJUlcMxDdtdNORo0coijyWXpciSZLUFc7wSZIkDbieB74kE0nGktybZE+SU9qOXZikkpzV7J+U5OtJRtr6XJXkox2MP5bkxrnqGWKIENawhiS+juN1xukbT/BvhSRJ6qZUVW8LSJ6sqrXN9ieBfVX1gWb/emA9cFtVvbtpuwB4F/Da5tiXgc1V9cRc43dYT+3e1tvfyVK3fU/o9d8rSZKWgyT7qmrzXP16PsM3zR3AmQBJ1gKvAd4O7JjqUFW3AIeAtwEfBN5zrLAnSZKkPrppI8lK4I3ALU3TW4Fbqur+JI8neVVV7WuOXQncDTxQVdfMMfRJSfYCR4HfqqrPzPDeO4GdzR7b93jDxolYNdRaDj9R6zcMc+Dh8RMvSJKkZa4fAt/JScaa7TuAjzXbo8CHm+3rmv19AFV1MMltwE0djD9cVQeS/E/AbUn2V9U32jtU1S5gF7SWdLftdjmyH+zZbvCWJKkb+iHwHa6qTe0NSV4CnA+MJClgBVBJrqrvXRw22bxmVVUHmj//JsntwE8A3zjmCRkyaPSJoVXdmSmUZrNueJhHx8d7XYYkLah+CHwzuRi4pqoun2pI8iXgPFo3aXQkyfcDT1XVM0lOBf5n4N/OelJNgjcc9IU507zUBY/5jwpJy0C/3bQxZRS4YVrbp5v2+XglsDfJPcAXaV3D91ddqE+SJGnJ6PljWfrNqjVr6uiRI70uQ9IicUlX0lLW6WNZ+nVJt2fOHhlh7969vS5DkiSpawYi8DXfvDH98SzPVNU5vahHkiSpnwxE4Kuq/cCmOTtKkiQtQ/1604YkSZK6xMAnSZI04Ax8kiRJA87AJ0mSNOAMfJIkSQPOwCdJkjTgDHySJEkDzsAnSZI04Ax80+y/Zz8bX7qx12VIkiR1jYFvmiNHj/C3j/1tr8uQJEnqGgOfJEnSgOt54EsykWQsyb1J9iQ5pe3YhUkqyVnN/klJvp5kpK3PVUk+Osd7vDDJI0l+d656hhhiDWtIsqReZ5y+8QQ+BUmSNMhSVb0tIHmyqtY2258E9lXVB5r964H1wG1V9e6m7QLgXcBrm2NfBjZX1ROzvMeHgdOAv6+qd8xRT+3e1tvfyfHYvif0+rOUJEmLK8m+qto8V7+Vi1HMPNwB/DhAkrXAa4CfAv4L8G6AqrolyS8AbwN+BnjPHGHvVcA64BZgxl9Ikp3AzmaP7XvSnZ9mEa0aas1KLkfrNwxz4OHxXpchSVLf6pvAl2Ql8EZawQzgrcAtVXV/kseTvKqq9jXHrgTuBh6oqmtmGXMI+L+AnwfecKx+VbUL2NWcU9t2O1O2lOzZvjyDriRJner5NXzAyUnGgL3Aw8DHmvZR4Lpm+7pmH4CqOgjcBnxkjrF/EfjjqnqkqxVLkiQtIf0ww3e4qja1NyR5CXA+MJKkgBVAJbmqvneh2mTzms0/Bs5L8ovAWmB1c83g1cc8I0POGC0xQ6uW73K2emvd8DCPjo/3ugxJmlM/BL6ZXAxcU1WXTzUk+RJwHq2bNDpSVf+07fxLad3cceywB1CT4M0PS8pcqV9aKI/5Dw1JS0Q/LOnOZBS4YVrbp2lb1pUkSVJnev5Yln6zas2aOnrkSK/LkLQEuKQrqdeW6mNZeu7skRH27t3b6zIkSZK6ZiACX/PNG9Mfz/JMVZ3Ti3okSZL6yUAEvqraD2yas6MkSdIy1K83bUiSJKlLDHySJEkDzsAnSZI04Ax8kiRJA87AJ0mSNOAMfJIkSQPOwCdJkjTgDHySJEkDzsA3zf579pPkmK+NL93Y6xIlSZLmZSC+aaObjhw9QlHHPJ7HsojVSJIknTgD3zRDDBGOHerWsIbE0NcPNqwf5uED470uQ5KkvtfzwJdkAtjf1PI14JKqeqo5diFwA/DKqvp6kpOAMWBb8/25JLkKOLOqLp9h7OHm/CFgFfA7VfXvZ6tnkkl2bzv2DJ/6x/Y9Bm9JkjrRD9fwHa6qTVX1Y8AR4Iq2Y6PAV5o/qaqngSuB30/L6U3/q48x9iHgH1fVJuAc4Ook6xfo55AkSepLPZ/hm+YO4McBkqwFXgP8FPBfgHcDVNUtSX4BeBvwM8B7quqJmQarqiNtu2s4RsBNshPY2ew5c7RErBrq3+X19RuGOfDweK/LkCQJ6KPAl2Ql8EbglqbprcAtVXV/kseTvKqq9jXHrgTuBh6oqmvmGHcDcDNwJnBVVR2c3qeqdgG7mv61bbdLujoxe7b3ZxCVJC1P/bCke3KSMWAv8DDwsaZ9FLiu2b6u2QegCW23AR+Za/Cq+mZV/TitwHdJknVdrF2SJKnv9cMM3+HmGrtnJXkJcD4wkqSAFUAluaqqpqbfJptXR6rqYJJ7gfOATx2zY4acndEJG1rVv8vNWjrWDQ/z6Ph4r8uQNAD6IfDN5GLgmvY7b5N8iVZY+3KngyT5IeDxqjqc5PtpXRP4wVlPqkkol3R1Yjr+l4g0i8f8R4OkLumHJd2ZjNJ6nEq7T9O2rNuhVwJ3JbkH+BLw76Ye5yJJkrRcpJzNeo5Va9bU0SNH5u4oSQvMJV1Jc0myr6o2z9WvX5d0e+bskRH27t3b6zIkSZK6ZiACX5IRYPrjWZ6pqnN6UY8kSVI/GYjA11yXt2nOjpIkSctQv960IUmSpC4x8EmSJA04A58kSdKAM/BJkiQNOAOfJEnSgDPwSZIkDTgDnyRJ0oAz8EmSJA04A980++/ZT5JZXxtfurHXZUqSJHVsIL5po5uOHD1CUbP2yWNZpGokSZJOXM9n+JJMJBlLcm+SPUlOaTt2YZJKclazf1KSrzffnTvV56okHz3G2JuS3JnkviR/meTn5qpniCEyx3/WsGbOWUBfC/s64/SNXfjbJ0nS8pCq2WezFryA5MmqWttsfxLYV1UfaPavB9YDt1XVu5u2C4B3Aa9tjn0Z2FxVT8ww9j8AqqoeSLIe2Ae8sqr++yz11O5tvf2daG7b94Re/92VJKnXkuyrqs1z9ev5DN80dwBnAiRZC7wGeDuwY6pDVd0CHALeBnwQeM9MYa/pe39VPdBsHwT+DjhtIX8ASZKkftM31/AlWQm8EbilaXorcEtV3Z/k8SSvqqp9zbErgbuBB6rqmg7HfzWwGvjGDMd2AjubPbbv8Rq9frdqqLWsrv6zfsMwBx4e73UZkqQ2/RD4Tk4y1mzfAXys2R4FPtxsX9fs74PWbF2S24CbOnmDJC8DrgEuqarJ6cerahewq+lb23a7VCgdrz3bDeKS1G/6IfAdrqpN7Q1JXgKcD4wkKWAFUEmuqu9duDXZvGaV5IXAzcC7qurPulu6JElS/+uHwDeTi4FrquryqYYkXwLOo3WTRkeSrAZuAD5RVZ/q7KQhZyikEzC0yuX2QbRueJhHx8d7XYak49SvgW8UeP+0tk837R0HPmA7rbt5fyDJpU3bpVU1dswzahK8+1M6bnNOu2tJeswQLy1pPX8sS79JUgY+SZomPgpJ6kedPpalX2f4embl6tUc9V+ykvQc64aHe12CpBMwEIEvrW/emP54lmeq6pz5jnX2yAh79+7tTmGSJEl9YCACX1XtBzbN2VGSJGkZ6rdv2pAkSVKXGfgkSZIGnIFPkiRpwBn4JEmSBpyBT5IkacAZ+CRJkgacgU+SJGnAGfgkSZIG3EA8eLmb9t+zn/jVapLUN4bXDTP+6Hivy5CWNAPfNEeOHqHwC8IlqV/kMf8RLp0ol3QlSZIGXM9n+JJMAPubWr4GXFJVTzXHLgRuAF5ZVV9PchIwBmxrvj+XJFcBZ1bV5ccY/xLg15rd/7Oq/mC2eoYYIvivSUnqF2tY46U2WlI2rB/m4QPjvS7jOVLV2+XLJE9W1dpm+5PAvqr6QLN/PbAeuK2q3t20XQC8C3htc+zLwOaqemKGsV8C7AU2AwXsA141U9+2c2r3Npd0JUnS8dm+JyxWvkqyr6o2z9Wv35Z07wDOBEiyFngN8HZgx1SHqroFOAS8Dfgg8J5ZAtxW4PNV9fdNn88DFyxc+ZIkSf2n50u6U5KsBN4I3NI0vRW4paruT/J4kldV1b7m2JXA3cADVXXNLMOeDnyzbf+Rpm36e+8EdjZ7bN/j0oEkSTo+G9YP97qE5+mHwHdykrFm+w7gY832KPDhZvu6Zn8fQFUdTHIbcFM3CqiqXcAuaC3pbtvtkq4kqXN7ti/eEp50PPoh8B2uqk3tDc21d+cDI0kKWAFUkqvqe/+NmmxeszkAbGnb/yHg9m4ULUmStFT0Q+CbycXANe133ib5EnAerZs0OnUr8N4k39/s/y/Av571jAyxZ7tLupKkzg2teu6dxOuGh3l0fLx3BUnT9GvgGwXeP63t0017x4Gvqv4+yb8B/rxp+o2q+vvZT5oEp+UlSfMwfbnpMR8joz7T88ey9JskZeCTJJ2QeE2fFkenj2Xp1xm+nlm5ejVH/ZeZJOkErBvuv7s0tbwNROBLMgJMfzzLM1V1znzHOntkhL1793anMEmSpD4wEIGv+Zq1TXN2lCRJWob67Zs2JEmS1GUGPkmSpAFn4JMkSRpwBj5JkqQBZ+CTJEkacAY+SZKkAWfgkyRJGnAGPkmSpAFn4Jvm4MGDvS5BkiSpqwx80xw6dKjXJUiSJHWVgU+SJGnAzTvwJXlyhrb3JHlns/2fkjyV5Pvajn8oSSU5dWqMJCNJxprX3yd5qNn+wjHed2OSw02fe5L8aZIfmdbnQ0kOJBlqa7s0ye92+vMNDa0gia8l+Drj9I2dfsySJC0rKxdo3AeBtwL/uQlf5wMH2jtU1X5gE7RCInBTVX1qjnG/UVVT51wO/B/AJc3+EHAR8E3gdcAXj6fwyckJdm+r4zlVPbZ9T3pdgiRJfWmhlnSvA36u2d4C/H/A0S6/xwuBJ9r2twD3AR8BRrv8XpIkSUvWQs3w3Q/8bJLvpxW+/jPwxi6M+4okY8D3AacA57QdGwWuBT4LvDfJqqr6bieDJtkJ7Gz2nClaolYNrSFZfp/d+g3DHHh4vNdlSJL62EIFPoA/AnbQCmWXd2nM9iXdnwN2ARckWQ28CfiVqvofSe4CtgI3dTJoVe1qxiJJbdvtkq6Wjj3bl1/IlSTNz0IGvuuBfcAfVNXkAsy83Ah8vNneCrwY2N+8zynAYToMfJIkSYNswQJfVf1tkncBM9512wWvAb7RbI8Cl1XVtQBJXgA8lOSUeY+aIWdMtKQMrTrxpex1w8M8Oj7enYIkSX3neALfKUkeadv/wLE6VtVHj2P82UxdwxfgCHBZE+ouAK5oe9/vJPkK8Jam6dIkF7aN85NV1f4ztBU9CeWSrpaOyS6M8dgyvPZRkpaTlOHmOZKUgU/LToL/WyBJS0+SfVW1ea5+C3kN35K0cvVqjjrboWVm3fBwr0uQJC2gvgt8SUaAa6Y1P1NV58zUv9vOHhlh7969i/FWkiRJi6LvAl/7N3BIkiTpxC3UN21IkiSpTxj4JEmSBpyBT5IkacAZ+CRJkgacgU+SJGnAGfgkSZIGnIFPkiRpwBn4JEmSBpyBb5qDBw/2ugRJkqSuMvBNc+jQoV6XIEmS1FUGPkmSpAE3Z+BLMpFkLMk9Sb6a5NymfWOSe5vtLUlumuHc25Ns7rSYJB9KciDJUFvbpUkqyRva2i5s2i5OckNT34NJvtVsjyU5Ny2/meT+JF9L8ktz/kKGVpCEJJxx+sZOS5ckSepbKzvoc7iqNgEk2Qq8D3hdtwtpQt5FwDeb8b/Ydng/sAP4QrM/CtwDUFUXNedvAd5ZVW9uG/OfARuAs6pqMskPzlXH5OQEu7cVANv35MR+KEmSpD4w3yXdFwJPLEQhwBbgPuAjtAJduzuAVydZlWQtcCYw1sGY/xz4jaqaBKiqv+teuZIkSUtDJzN8JycZA04CXgacv0C1jALXAp8F3ptkVVV9tzlWtGb3tgIvAm4EXt7BmK8Afi7JRcB/BX6pqh6Y3inJTmAnwFCGnp3Z27B++IR+IEmSpH7QyQzf4araVFVnARcAn0jS1bXOJKuBNwGfqapvA3fRCnftrqO1rLuDVjDsxBrg6araDPwH4D/O1KmqdlXV5qraPFmTVBVVxcMHxo/jp5EkSeovnczwPauq7kxyKnBal+vYCrwY2N9kyVOAw8CzN4JU1d1JRoCnqur+DjPnI8AfNds3AB/vZtGSJElLwbwCX5KzgBXA47RCWbeMApdV1bXN+7wAeCjJ9Pe4Gnh6HuN+Bvgp4CFaN4LcP9cJQytad+lOt254mEfHx+fx1pIkSf1hPtfwAQS4pKomZghFr0/ySNv+tubPm5NMXYt3Z1Vtaz+pCXUXAFdMtVXVd5J8BXhLe9+q+lwH9bb7LeCTSf534EngsrlOmJyYgKrntT/W3VVsSZKkRZOaIdwsZ0lqpsBHgr8rSZLUT5Lsa+5VmNW8lnSXg5WrV3P0GEu6kiRJS9GifrVakq1t34Qx9bphMWuYy9kjI8/epdv+8vo9SZK0VC3qDF9V3QrcupjvKUmStNwt6gyfJEmSFp+BT5IkacAZ+CRJkgacgU+SJGnAGfgkSZIGnIFPkiRpwBn4JEmSBpyBT5IkacAZ+KY5ePBgr0uQJEnqKgPfNIcOHep1CZIkSV1l4JMkSRpwcwa+JBNJxpLck+SrSc5t2jcmubfZ3pLkphnOvT3J5k6LSfKhJAeSDLW1XZqkkryhre3Cpu3iJDc09T2Y5FvN9liSc5P8pyQPtbVtmvMXMrSCJCThjNM3dlq6JElS31rZQZ/DVbUJIMlW4H3A67pdSBPyLgK+2Yz/xbbD+4EdwBea/VHgHoCquqg5fwvwzqp6c9uYO4GrqupTndYxOTnB7m0FwPY9Oc6fRpIkqX/Md0n3hcATC1EIsAW4D/gIrUDX7g7g1UlWJVkLnAmMLVAdkiRJA6WTGb6Tk4wBJwEvA85foFpGgWuBzwLvTbKqqr7bHCtas3tbgRcBNwIv73Dc30zy68CfAFdX1TPTOzQzgTsBhjL07MzehvXDx//TSJIk9YlOZvgOV9WmqjoLuAD4RJKurnUmWQ28CfhMVX0buItWuGt3Ha1l3R20gmEn/jVwFvCPgJcA/2qmTlW1q6o2V9XmyZqkqqgqHj4wPv8fRpIkqc90MsP3rKq6M8mpwGldrmMr8GJgf5MlTwEOA8/eCFJVdycZAZ6qqvs7yZxVNfWMlWeSfBx4Z5frliRJ6nvzCnxJzgJWAI/TCmXdMgpcVlXXNu/zAuChJNPf42rg6U4HTfKyqjrUzEheCNw71zlDK1p36R7LuuFhHh0f77QESZKknpvPNXwAAS6pqokZQtHrkzzStr+t+fPmJFPX4t1ZVdvaT2pC3QXAFVNtVfWdJF8B3tLet6o+10G97T6Z5LSm7rH29ziWyYkJqDrm8ce6u5otSZK04FKzhJvlKEnNFvhI8HcmSZL6QZJ9VTXnM4/ntaS7HKxcvZqjcyzpSpIkLSWLGviaBze/f1rzQ1MPT+4HZ4+MsHfv3l6XIUmS1DWLGviq6lbg1sV8T0mSpOVuvt+0IUmSpCXGwCdJkjTgDHySJEkDzsAnSZI04Ax8kiRJA87AJ0mSNOAMfJIkSQPOwCdJkjTgDHzTHDx4sNclSJIkdZWBb5pDhw71ugRJkqSuMvBJkiQNuDkDX5KJJGNJ7kny1STnNu0bk9zbbG9JctMM596eZHOnxST5UJIDSYba2i5NUkne0NZ2YdN2cZIbmvoeTPKtZntsqs6m//+d5MlOali7dm2n5UqSJC0JKzvoc7iqNgEk2Qq8D3hdtwtpQt5FwDeb8b/Ydng/sAP4QrM/CtwDUFUXNedvAd5ZVW+eNu5m4Ps7rePJJzvKhZIkSUvGfJd0Xwg8sRCFAFuA+4CP0Ap07e4AXp1kVZK1wJnA2FwDJlkB/Dbwq90tVZIkaenoZIbv5CRjwEnAy4DzF6iWUeBa4LPAe5OsqqrvNseK1uzeVuBFwI3AyzsY8x3AjVV1KMkxOyXZCewEWLNmzXH/AJIkSf2okxm+w1W1qarOAi4APpHZ0tNxSLIaeBPwmar6NnAXrXDX7jpay7o7aAXDucZcD2wDfmeuvlW1q6o2V9XmZ555Zr7lS5Ik9bVOZvieVVV3JjkVOK3LdWwFXgzsb7LkKcBh4NkbQarq7iQjwFNVdX8HmfMnaC39Pjg1ZpIHq+rMLtcuSZLU1+YV+JKcBawAHqcVyrplFLisqq5t3ucFwENJpr/H1cDTnQxYVTcDL53aT/JkJ2FvaMUK5jOBuW54mEfHxzvuL0mStNjmcw0fQIBLqmpihlD0+iSPtO1va/68OcnUtXh3VtW29pOaUHcBcMVUW1V9J8lXgLe0962qz3VQ7wmZnJiAqo77P9bd1W1JkqSuS80j3CwHq9asqaNHjnTc3xk+SZLUK0n2VdWczzz2mzamOXtkhKrq+GXYkyRJ/W5e1/CdqObBze+f1vzQ1MOTJUmS1H2LGviq6lbg1sV8T0mSpOXOJV1JkqQBZ+CTJEkacAY+SZKkAWfgkyRJGnAGPkmSpAFnyFDFdQAADA5JREFU4JMkSRpwBj5JkqQBZ+CTJEkacAa+aQ4ePNjrEiRJkrrKwDfNoUOHel2CJElSVxn4JEmSBtycgS/JRJKxJPck+WqSc5v2jUnubba3JLlphnNvT7K502KSfCjJgSRDbW2XJqkkb2hru7BpuzjJDU19Dyb5VrM9luTcJB9r6v7LJJ9KsnbOX8jQCpI853XG6Rs7/REkSZL6zsoO+hyuqk0ASbYC7wNe1+1CmpB3EfDNZvwvth3eD+wAvtDsjwL3AFTVRc35W4B3VtWb28a8t6q+3Wx/AHgH8Fuz1TE5OcHubfWctu17crw/liRJUs/Nd0n3hcATC1EIsAW4D/gIrUDX7g7g1UlWNbN0ZwJjcw3YFvYCnAzU7GdIkiQNnk5m+E5OMgacBLwMOH+BahkFrgU+C7w3yaqq+m5zrGjN7m0FXgTcCLy8k0GTfBx4E/BXwL88Rp+dwE6AoQw9b0Zvw/rh+f4skiRJfaOTGb7DVbWpqs4CLgA+0cyYdU2S1bRC2WeaWbm7aIW7dtfRWtbdQSsYdqSq/hmwHvga8HPH6LOrqjZX1ebJmqSqnvN6+MD4/H8oSZKkPjGvJd2quhM4FTity3VsBV4M7E8yDryGacu6VXU3MAKcWlX3z2fwqpqgFRj/yVx9h1Y8/6aN+b5eunHjfMqTJElaUJ0s6T4ryVnACuBx4JQu1jEKXFZV1zbv8wLgoSTT3+Nq4OkOaw3wiqp6sNn+WeDrc503OTEBdWKX+j3W3QlQSZKkEzKfa/gAAlxSVRMzrOq+Pskjbfvbmj9vTjJ1Ld6dVbWt/aQm1F0AXDHVVlXfSfIV4C3tfavqcx3U++zQwB8keWGzfQ/wz+dxviRJ0kBIneBs1qBZtWZNHT1y5ITGWDc8zKPj490pSJIk6RiS7KuqOZ957DdtTHP2yMjzbtqY78uwJ0mS+sm8ruE7Uc2Dm98/rfmhqYcnS5IkqfsWNfBV1a3ArYv5npIkScudS7qSJEkDzsAnSZI04Ax8kiRJA87AJ0mSNOAMfJIkSQPOwCdJkjTgDHySJEkDzsAnSZI04Ax80xw8eLDXJUiSJHWVgW+aQ4cO9boESZKkrjLwSZIkDbg5A1+SiSRjSe5J8tUk5zbtG5Pc22xvSXLTDOfenmRzp8Uk+VCSA0mG2touTVJJ3tDWdmHTdnGSG5r6HkzyrWZ7LMm5ST6Z5K+T3JvkPyZZNecvZGgFSZ73OuP0jZ3+GJIkSX1lZQd9DlfVJoAkW4H3Aa/rdiFNyLsI+GYz/hfbDu8HdgBfaPZHgXsAquqi5vwtwDur6s1tY74Y+Plm9w+By4CPzFbH5OQEu7fV89q378l8fyRJkqS+0Enga/dC4ImFKATYAtwHXE8r0LUHvjuA85oZujXAmcDYXANW1R9PbSe5G/ihmfol2QnsBBjK0IzhbsP64Q5/DEmSpP7SSeA7OckYcBLwMuD8BaplFLgW+Czw3iSrquq7zbGiNbu3FXgRcCPw8k4HboLi/wb88kzHq2oXsKvpW1XPn+GTJElaqjq5aeNwVW2qqrOAC4BPJOnq+maS1cCbgM9U1beBu2iFu3bX0VrW3UErGM7H7wNfrqo7TrRWSZKkpWZeS7pVdWeSU4HTulzHVuDFwP4mS54CHAaevRGkqu5OMgI8VVX3d5o5k7y7qffyTvoPrWjdtHEi1g0P8+j4+AmNIUmS1C3zCnxJzgJWAI/TCmXdMgpcVlXXNu/zAuChJNPf42rg6U4HTXIZrTD5+qqa7OScyYkJOMEl3ce6OwEqSZJ0QuZzDR9AgEuqamKGWbDXJ3mkbX9b8+fNSaauxbuzqra1n9SEuguAK6baquo7Sb4CvKW9b1V9roN62/174G+BO5t6/6iqfmOeY0iSJC1p8QaF51q1Zk0dPXLkhMZwSVeSJC2GJPuqas5nHvtNG9OcPTJCVZ3Qy7AnSZL6yXyfw3dCmgc3v39a80NTD0+WJElS9y1q4KuqW4FbF/M9JUmSljuXdCVJkgacgU+SJGnAGfgkSZIGnIFPkiRpwBn4JEmSBpyBT5IkacAZ+CRJkgacgU+SJGnAGfimOXjwYK9LkCRJ6ioD3zSHDh3qdQmSJEldtahfrbYUDA2tIEmvy5i3DeuHefjAeK/LkCRJfWjOwJdkAtgPBJgA3lFVf5pkI3BTVf1Yki3AO6vqzdPOvb1p39tJMUk+BGwDNlTVZNN2KfBx4Ker6gtN24XADU3ffwq8HFgLnAY81Az3i8A/BK4EXgGcVlX/ba4aJicn2L2tOim3r2zfs/RCqiRJWhydzPAdrqpNAEm2Au8DXtftQpIMARcB32zG/2Lb4f3ADuALzf4ocA9AVV3UnL+FaaEzyWHgJuD2btcrSZK0VMx3SfeFwBMLUQiwBbgPuJ5WoGsPfHcA5yVZBawBzgTG5hqwqv4CmHOJNslOYCfAUIaW5GzZhvXDvS5BkiT1qU4C38lJxoCTgJcB5y9QLaPAtcBngfcmWVVV322OFa3Zva3Ai4AbaS3jdkVV7QJ2ASSpqqW3pCtJknQsndyle7iqNlXVWcAFwCfS5bsakqwG3gR8pqq+DdxFK9y1u47Wsu4OWsFQkiRJHZjXkm5V3ZnkVFo3R3TTVuDFwP4mS54CTF1/N/XedycZAZ6qqvsX6k7aoRULe5fuuuFhHh0fX7DxJUmSpptX4EtyFrACeJxWKOuWUeCyqrq2eZ8XAA8lmf4eVwNPd/F9n2dyYgIWcEn3sSX4yBdJkrS0zecaPmg9muWSqpqYYRbs9Ukeadvf1vx5c5Kpa/HurKpt7Sc1oe4C4Iqptqr6TpKvAG9p71tVn+ug3vaxfwn4VeClwF8m+eOqumw+Y0iSJC118QaF51q1Zk0dPXJkwcZ3SVeSJHVLkn1VtXmufn7TxjRnj4ywd29Hz4mWJElaEhY18DUPbn7/tOaHph6eLEmSpO5b1MBXVbcCty7me0qSJC13nTyHT5IkSUuYgU+SJGnAeZfuNEn+B/DXva5Di+ZU4L/1uggtGj/v5cXPe3lZrp/3cFXN+YUY3qX7fH/dye3NGgxJ9vp5Lx9+3suLn/fy4uc9O5d0JUmSBpyBT5IkacAZ+J5vV68L0KLy815e/LyXFz/v5cXPexbetCFJkjTgnOGTJEkacMs28CW5IMlfJ3kwydUzHF+T5Prm+F1JNi5+leqWDj7v1yb5apKjSS7uRY3qng4+719J8ldJ/jLJnyQZ7kWd6o4OPu8rkuxPMpbkK0l+tBd1qjvm+rzb+v2TJJXEO3dZpoEvyQrg94A3Aj8KjM7wPwBvB56oqjOBD/L87wDWEtHh5/0wcCnwh4tbnbqtw8/7L4DNVfXjwKeAf7u4VapbOvy8/7CqRqpqE63P+gOLXKa6pMPPmyTfB/wycNfiVti/lmXgA14NPFhVf1NVR4DrgLdO6/NW4A+a7U8Br0+SRaxR3TPn511V41X1l8BkLwpUV3XyeX+xqp5qdv8M+KFFrlHd08nn/e223RcAXry+dHXy/98A/4bWRM3Ti1lcP1uuge904Jtt+480bTP2qaqjwLeAH1iU6tRtnXzeGhzz/bzfDnxuQSvSQuro807yL5J8g9YM3y8tUm3qvjk/7yT/ENhQVTcvZmH9brkGPkkiyc8Dm4Hf7nUtWlhV9XtV9QrgXwG/1ut6tDCSDNFasv+Xva6l3yzXwHcA2NC2/0NN24x9kqwEXgQ8vijVqds6+bw1ODr6vJO8AXgX8LNV9cwi1abum+9/v68DLlzQirSQ5vq8vw/4MeD2JOPATwI3euPG8g18fw78cJKXJ1kN7ABunNbnRuCSZvti4LbyoYVLVSeftwbHnJ93kp8APkor7P1dD2pU93Tyef9w2+7PAA8sYn3qrlk/76r6VlWdWlUbq2ojrWt0f7aq9vam3P6xLANfc03eO4Bbga8Bu6vqviS/keRnm24fA34gyYPArwDHvPVb/a2TzzvJP0ryCLAN+GiS+3pXsU5Eh//9/m1gLbCneVSH/wBYojr8vN+R5L4kY7T+9/ySYwynPtfh560Z+E0bkiRJA25ZzvBJkiQtJwY+SZKkAWfgkyRJGnAGPkmSpAFn4JMkSRpwBj5JkqQBZ+CTJEkacAY+SZKkAff/A0csAaH5dJd2AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"auto_ph.plot_coefs(corr_glm_mgbm_gbm_shap_coefs,\n",
" gbm_models, \n",
" 'GBM',\n",
" ['Absolute Pearson Correlation Coefficient',\n",
" 'GBM Mean SHAP Value',\n",
" 'Monotonic GBM Mean SHAP Value',\n",
" 'Absolute Penalized GLM Contribution'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.3 Perform Cross-validated Ranking to Select Best GBM Against Alternative Models"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Evaluated model 1/14 with rank: 1.94* ...\n",
"Evaluated model 2/14 with rank: 1.54* ...\n",
"Evaluated model 3/14 with rank: 1.44* ...\n",
"Evaluated model 4/14 with rank: 1.36* ...\n",
"Evaluated model 5/14 with rank: 1.48 ...\n",
"Evaluated model 6/14 with rank: 1.38 ...\n",
"Evaluated model 7/14 with rank: 1.50 ...\n",
"Evaluated model 8/14 with rank: 1.30* ...\n",
"Evaluated model 9/14 with rank: 1.20* ...\n",
"Evaluated model 10/14 with rank: 1.20 ...\n",
"Evaluated model 11/14 with rank: 1.16* ...\n",
"Evaluated model 12/14 with rank: 1.32 ...\n",
"Evaluated model 13/14 with rank: 1.26 ...\n",
"Evaluated model 14/14 with rank: 1.22 ...\n",
"Done.\n",
"Task completed in 739.26 s.\n"
]
}
],
"source": [
"# autoph cv_model_rank_select function\n",
"# requires models to have model_id \n",
"best_mgbm.model_id = 'best_mgbm'\n",
"compare_model_ids = ['best_glm', 'best_mgbm']\n",
"\n",
"# start local timer\n",
"tic = time.time()\n",
"\n",
"# perform CV rank model selection \n",
"gbm_rank_results = auto_ph.cv_model_rank_select(valid,\n",
" SEED,\n",
" gbm_train_results,\n",
" 'gbm',\n",
" compare_model_ids)\n",
"\n",
"best_gbm = gbm_rank_results['BEST_MODEL']\n",
"best_gbm_shap = gbm_rank_results['BEST_LOCAL_COEFS']\n",
"gbm_selected_coefs = gbm_rank_results['BEST_GLOBAL_COEFS']\n",
"best_gbm_eval = gbm_rank_results['METRICS']\n",
" \n",
"# end local timer\n",
"toc = time.time()-tic\n",
"print('Task completed in %.2f s.' % (toc))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.4 Model Details for Model Documentation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Inspect best GBM "
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model Details\n",
"=============\n",
"H2OGradientBoostingEstimator : Gradient Boosting Machine\n",
"Model Key: gbm11\n",
"\n",
"\n",
"Model Summary: "
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" | \n",
" number_of_trees | \n",
" number_of_internal_trees | \n",
" model_size_in_bytes | \n",
" min_depth | \n",
" max_depth | \n",
" mean_depth | \n",
" min_leaves | \n",
" max_leaves | \n",
" mean_leaves | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" | \n",
" 44.0 | \n",
" 44.0 | \n",
" 17851.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 19.0 | \n",
" 32.0 | \n",
" 27.568182 | \n",
"
\n",
" \n",
"
\n",
"
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"text/plain": [
" number_of_trees number_of_internal_trees model_size_in_bytes \\\n",
"0 44.0 44.0 17851.0 \n",
"\n",
" min_depth max_depth mean_depth min_leaves max_leaves mean_leaves \n",
"0 5.0 5.0 5.0 19.0 32.0 27.568182 "
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},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"ModelMetricsBinomial: gbm\n",
"** Reported on train data. **\n",
"\n",
"MSE: 0.1297424233125429\n",
"RMSE: 0.3601977558405145\n",
"LogLoss: 0.41569809892760357\n",
"Mean Per-Class Error: 0.27659833404595624\n",
"AUC: 0.7998092479980574\n",
"pr_auc: 0.6005338055620879\n",
"Gini: 0.5996184959961148\n",
"\n",
"Confusion Matrix (Act/Pred) for max f1 @ threshold = 0.2649121913379078: "
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" | \n",
" 0 | \n",
" 1 | \n",
" Error | \n",
" Rate | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0 | \n",
" 14006.0 | \n",
" 2290.0 | \n",
" 0.1405 | \n",
" (2290.0/16296.0) | \n",
"
\n",
" \n",
" 1 | \n",
" 1 | \n",
" 1954.0 | \n",
" 2696.0 | \n",
" 0.4202 | \n",
" (1954.0/4650.0) | \n",
"
\n",
" \n",
" 2 | \n",
" Total | \n",
" 15960.0 | \n",
" 4986.0 | \n",
" 0.2026 | \n",
" (4244.0/20946.0) | \n",
"
\n",
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\n",
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"
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"text/plain": [
" 0 1 Error Rate\n",
"0 0 14006.0 2290.0 0.1405 (2290.0/16296.0)\n",
"1 1 1954.0 2696.0 0.4202 (1954.0/4650.0)\n",
"2 Total 15960.0 4986.0 0.2026 (4244.0/20946.0)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Maximum Metrics: Maximum metrics at their respective thresholds\n"
]
},
{
"data": {
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"\n",
"\n",
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" \n",
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" idx | \n",
"
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" \n",
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" 0 | \n",
" max f1 | \n",
" 0.264912 | \n",
" 0.559568 | \n",
" 219.0 | \n",
"
\n",
" \n",
" 1 | \n",
" max f2 | \n",
" 0.127389 | \n",
" 0.651895 | \n",
" 320.0 | \n",
"
\n",
" \n",
" 2 | \n",
" max f0point5 | \n",
" 0.440340 | \n",
" 0.599546 | \n",
" 147.0 | \n",
"
\n",
" \n",
" 3 | \n",
" max accuracy | \n",
" 0.565283 | \n",
" 0.825886 | \n",
" 107.0 | \n",
"
\n",
" \n",
" 4 | \n",
" max precision | \n",
" 0.906543 | \n",
" 1.000000 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 5 | \n",
" max recall | \n",
" 0.045607 | \n",
" 1.000000 | \n",
" 394.0 | \n",
"
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" \n",
" 6 | \n",
" max specificity | \n",
" 0.906543 | \n",
" 1.000000 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 7 | \n",
" max absolute_mcc | \n",
" 0.367664 | \n",
" 0.439748 | \n",
" 175.0 | \n",
"
\n",
" \n",
" 8 | \n",
" max min_per_class_accuracy | \n",
" 0.183067 | \n",
" 0.714839 | \n",
" 273.0 | \n",
"
\n",
" \n",
" 9 | \n",
" max mean_per_class_accuracy | \n",
" 0.219738 | \n",
" 0.723402 | \n",
" 246.0 | \n",
"
\n",
" \n",
"
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"
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],
"text/plain": [
" metric threshold value idx\n",
"0 max f1 0.264912 0.559568 219.0\n",
"1 max f2 0.127389 0.651895 320.0\n",
"2 max f0point5 0.440340 0.599546 147.0\n",
"3 max accuracy 0.565283 0.825886 107.0\n",
"4 max precision 0.906543 1.000000 0.0\n",
"5 max recall 0.045607 1.000000 394.0\n",
"6 max specificity 0.906543 1.000000 0.0\n",
"7 max absolute_mcc 0.367664 0.439748 175.0\n",
"8 max min_per_class_accuracy 0.183067 0.714839 273.0\n",
"9 max mean_per_class_accuracy 0.219738 0.723402 246.0"
]
},
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"output_type": "stream",
"text": [
"\n",
"Gains/Lift Table: Avg response rate: 22.20 %, avg score: 22.24 %\n"
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"text/plain": [
" group cumulative_data_fraction lower_threshold lift \\\n",
"0 1 0.010026 0.806812 4.225665 \n",
"1 2 0.020004 0.772695 3.857935 \n",
"2 3 0.030030 0.746236 3.775214 \n",
"3 4 0.040008 0.722744 3.707066 \n",
"4 5 0.050033 0.697132 3.346212 \n",
"5 6 0.100019 0.564983 2.878244 \n",
"6 7 0.150005 0.397339 2.103828 \n",
"7 8 0.200038 0.314363 1.732176 \n",
"8 9 0.300057 0.219055 1.225572 \n",
"9 10 0.400029 0.175054 0.873368 \n",
"10 11 0.500000 0.147656 0.748602 \n",
"11 12 0.600019 0.127317 0.636438 \n",
"12 13 0.699990 0.108453 0.509823 \n",
"13 14 0.800010 0.092868 0.412824 \n",
"14 15 0.899981 0.073586 0.217267 \n",
"15 16 1.000000 0.030757 0.126857 \n",
"\n",
" cumulative_lift response_rate score cumulative_response_rate \\\n",
"0 4.225665 0.938095 0.834493 0.938095 \n",
"1 4.042239 0.856459 0.787884 0.897375 \n",
"2 3.953089 0.838095 0.760955 0.877583 \n",
"3 3.891730 0.822967 0.733924 0.863962 \n",
"4 3.782418 0.742857 0.709277 0.839695 \n",
"5 3.330547 0.638968 0.630202 0.739379 \n",
"6 2.921771 0.467049 0.477395 0.648631 \n",
"7 2.624230 0.384542 0.352826 0.582578 \n",
"8 2.158011 0.272076 0.256601 0.479077 \n",
"9 1.836965 0.193887 0.195199 0.407805 \n",
"10 1.619355 0.166189 0.159996 0.359496 \n",
"11 1.455509 0.141289 0.137817 0.323122 \n",
"12 1.320448 0.113181 0.117489 0.293139 \n",
"13 1.206975 0.091647 0.100889 0.267948 \n",
"14 1.097036 0.048233 0.082605 0.243541 \n",
"15 1.000000 0.028162 0.060595 0.221999 \n",
"\n",
" cumulative_score capture_rate cumulative_capture_rate gain \\\n",
"0 0.834493 0.042366 0.042366 322.566513 \n",
"1 0.811244 0.038495 0.080860 285.793487 \n",
"2 0.794454 0.037849 0.118710 277.521352 \n",
"3 0.779358 0.036989 0.155699 270.706591 \n",
"4 0.765315 0.033548 0.189247 234.621198 \n",
"5 0.697791 0.143871 0.333118 187.824383 \n",
"6 0.624349 0.105161 0.438280 110.382845 \n",
"7 0.556436 0.086667 0.524946 73.217557 \n",
"8 0.456491 0.122581 0.647527 22.557241 \n",
"9 0.391192 0.087312 0.734839 -12.663154 \n",
"10 0.344966 0.074839 0.809677 -25.139847 \n",
"11 0.310435 0.063656 0.873333 -36.356240 \n",
"12 0.282879 0.050968 0.924301 -49.017654 \n",
"13 0.260126 0.041290 0.965591 -58.717561 \n",
"14 0.240407 0.021720 0.987312 -78.273346 \n",
"15 0.222422 0.012688 1.000000 -87.314251 \n",
"\n",
" cumulative_gain \n",
"0 322.566513 \n",
"1 304.223882 \n",
"2 295.308888 \n",
"3 289.172993 \n",
"4 278.241812 \n",
"5 233.054677 \n",
"6 192.177081 \n",
"7 162.423004 \n",
"8 115.801083 \n",
"9 83.696522 \n",
"10 61.935484 \n",
"11 45.550923 \n",
"12 32.044812 \n",
"13 20.697484 \n",
"14 9.703642 \n",
"15 0.000000 "
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"output_type": "stream",
"text": [
"\n",
"\n",
"ModelMetricsBinomial: gbm\n",
"** Reported on validation data. **\n",
"\n",
"MSE: 0.13197243166584371\n",
"RMSE: 0.3632801008393437\n",
"LogLoss: 0.4228548881641006\n",
"Mean Per-Class Error: 0.2799766019180101\n",
"AUC: 0.7859376487136042\n",
"pr_auc: 0.5604814720383086\n",
"Gini: 0.5718752974272083\n",
"\n",
"Confusion Matrix (Act/Pred) for max f1 @ threshold = 0.2836639879283261: "
]
},
{
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" Error | \n",
" Rate | \n",
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" \n",
" \n",
" 0 | \n",
" 0 | \n",
" 6087.0 | \n",
" 981.0 | \n",
" 0.1388 | \n",
" (981.0/7068.0) | \n",
"
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" \n",
" 1 | \n",
" 1 | \n",
" 841.0 | \n",
" 1145.0 | \n",
" 0.4235 | \n",
" (841.0/1986.0) | \n",
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" Total | \n",
" 6928.0 | \n",
" 2126.0 | \n",
" 0.2012 | \n",
" (1822.0/9054.0) | \n",
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" 0 1 Error Rate\n",
"0 0 6087.0 981.0 0.1388 (981.0/7068.0)\n",
"1 1 841.0 1145.0 0.4235 (841.0/1986.0)\n",
"2 Total 6928.0 2126.0 0.2012 (1822.0/9054.0)"
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" 0.283664 | \n",
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" 0.641801 | \n",
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" max f0point5 | \n",
" 0.446778 | \n",
" 0.591413 | \n",
" 137.0 | \n",
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" max accuracy | \n",
" 0.454787 | \n",
" 0.825050 | \n",
" 134.0 | \n",
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" 4 | \n",
" max precision | \n",
" 0.883619 | \n",
" 1.000000 | \n",
" 0.0 | \n",
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" max recall | \n",
" 0.032253 | \n",
" 1.000000 | \n",
" 399.0 | \n",
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" max specificity | \n",
" 0.883619 | \n",
" 1.000000 | \n",
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" max absolute_mcc | \n",
" 0.394464 | \n",
" 0.432378 | \n",
" 156.0 | \n",
"
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" 8 | \n",
" max min_per_class_accuracy | \n",
" 0.186254 | \n",
" 0.711517 | \n",
" 259.0 | \n",
"
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" \n",
" 9 | \n",
" max mean_per_class_accuracy | \n",
" 0.270007 | \n",
" 0.720023 | \n",
" 207.0 | \n",
"
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" metric threshold value idx\n",
"0 max f1 0.283664 0.556907 201.0\n",
"1 max f2 0.136697 0.641801 303.0\n",
"2 max f0point5 0.446778 0.591413 137.0\n",
"3 max accuracy 0.454787 0.825050 134.0\n",
"4 max precision 0.883619 1.000000 0.0\n",
"5 max recall 0.032253 1.000000 399.0\n",
"6 max specificity 0.883619 1.000000 0.0\n",
"7 max absolute_mcc 0.394464 0.432378 156.0\n",
"8 max min_per_class_accuracy 0.186254 0.711517 259.0\n",
"9 max mean_per_class_accuracy 0.270007 0.720023 207.0"
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{
"name": "stdout",
"output_type": "stream",
"text": [
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"Gains/Lift Table: Avg response rate: 21.94 %, avg score: 22.74 %\n"
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],
"text/plain": [
" group cumulative_data_fraction lower_threshold lift \\\n",
"0 1 0.010051 0.810161 3.707247 \n",
"1 2 0.020102 0.779219 3.556954 \n",
"2 3 0.030042 0.756505 3.596475 \n",
"3 4 0.040093 0.737192 3.406660 \n",
"4 5 0.050033 0.708051 3.241893 \n",
"5 6 0.100066 0.580696 2.938637 \n",
"6 7 0.149989 0.414005 2.339973 \n",
"7 8 0.200353 0.322792 1.609616 \n",
"8 9 0.299978 0.226130 1.223123 \n",
"9 10 0.400044 0.178058 0.830266 \n",
"10 11 0.500000 0.149613 0.735471 \n",
"11 12 0.599956 0.128154 0.594422 \n",
"12 13 0.700022 0.108786 0.483064 \n",
"13 14 0.799978 0.092697 0.408035 \n",
"14 15 0.899934 0.073773 0.312323 \n",
"15 16 1.000000 0.030634 0.216372 \n",
"\n",
" cumulative_lift response_rate score cumulative_response_rate \\\n",
"0 3.707247 0.813187 0.835473 0.813187 \n",
"1 3.632101 0.780220 0.795835 0.796703 \n",
"2 3.620313 0.788889 0.769156 0.794118 \n",
"3 3.566752 0.747253 0.746407 0.782369 \n",
"4 3.502211 0.711111 0.722268 0.768212 \n",
"5 3.220424 0.644592 0.641571 0.706402 \n",
"6 2.927372 0.513274 0.499570 0.642121 \n",
"7 2.596117 0.353070 0.368892 0.569460 \n",
"8 2.140137 0.268293 0.266316 0.469440 \n",
"9 1.812489 0.182119 0.201055 0.397570 \n",
"10 1.597180 0.161326 0.162219 0.350342 \n",
"11 1.430115 0.130387 0.139095 0.313697 \n",
"12 1.294737 0.105960 0.118260 0.284001 \n",
"13 1.183945 0.089503 0.101351 0.259699 \n",
"14 1.087134 0.068508 0.082437 0.238463 \n",
"15 1.000000 0.047461 0.060843 0.219351 \n",
"\n",
" cumulative_score capture_rate cumulative_capture_rate gain \\\n",
"0 0.835473 0.037261 0.037261 270.724744 \n",
"1 0.815654 0.035750 0.073011 255.695362 \n",
"2 0.800269 0.035750 0.108761 259.647533 \n",
"3 0.786766 0.034240 0.143001 240.665981 \n",
"4 0.773952 0.032226 0.175227 224.189325 \n",
"5 0.707762 0.147029 0.322256 193.863668 \n",
"6 0.638467 0.116818 0.439074 133.997273 \n",
"7 0.570701 0.081067 0.520141 60.961600 \n",
"8 0.469613 0.121853 0.641994 22.312284 \n",
"9 0.402437 0.083082 0.725076 -16.973450 \n",
"10 0.354414 0.073515 0.798590 -26.452905 \n",
"11 0.318541 0.059416 0.858006 -40.557827 \n",
"12 0.289911 0.048338 0.906344 -51.693644 \n",
"13 0.266351 0.040785 0.947130 -59.196475 \n",
"14 0.245924 0.031219 0.978348 -68.767672 \n",
"15 0.227403 0.021652 1.000000 -78.362778 \n",
"\n",
" cumulative_gain \n",
"0 270.724744 \n",
"1 263.210053 \n",
"2 262.031278 \n",
"3 256.675239 \n",
"4 250.221084 \n",
"5 222.042376 \n",
"6 192.737231 \n",
"7 159.611714 \n",
"8 114.013744 \n",
"9 81.248864 \n",
"10 59.718026 \n",
"11 43.011537 \n",
"12 29.473687 \n",
"13 18.394508 \n",
"14 8.713387 \n",
"15 0.000000 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
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"Scoring History: "
]
},
{
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" 3.757345 | \n",
" 0.194500 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" timestamp duration number_of_trees training_rmse \\\n",
"0 2023-02-22 17:36:15 35.636 sec 0.0 0.415591 \n",
"1 2023-02-22 17:36:15 35.664 sec 1.0 0.408371 \n",
"2 2023-02-22 17:36:15 35.690 sec 2.0 0.402294 \n",
"3 2023-02-22 17:36:15 35.720 sec 3.0 0.398340 \n",
"4 2023-02-22 17:36:15 35.759 sec 4.0 0.394118 \n",
"5 2023-02-22 17:36:15 35.800 sec 5.0 0.390081 \n",
"6 2023-02-22 17:36:15 35.852 sec 6.0 0.385902 \n",
"7 2023-02-22 17:36:15 35.908 sec 7.0 0.382504 \n",
"8 2023-02-22 17:36:15 35.958 sec 8.0 0.379618 \n",
"9 2023-02-22 17:36:15 36.007 sec 9.0 0.377172 \n",
"10 2023-02-22 17:36:15 36.056 sec 10.0 0.375774 \n",
"11 2023-02-22 17:36:15 36.107 sec 11.0 0.374535 \n",
"12 2023-02-22 17:36:15 36.149 sec 12.0 0.372964 \n",
"13 2023-02-22 17:36:15 36.201 sec 13.0 0.371596 \n",
"14 2023-02-22 17:36:15 36.247 sec 14.0 0.370411 \n",
"15 2023-02-22 17:36:15 36.291 sec 15.0 0.369378 \n",
"16 2023-02-22 17:36:15 36.337 sec 16.0 0.368553 \n",
"17 2023-02-22 17:36:15 36.385 sec 17.0 0.367919 \n",
"18 2023-02-22 17:36:15 36.442 sec 18.0 0.367264 \n",
"19 2023-02-22 17:36:15 36.489 sec 19.0 0.366730 \n",
"\n",
" training_logloss training_auc training_pr_auc training_lift \\\n",
"0 0.529427 0.500000 0.000000 1.000000 \n",
"1 0.513004 0.736348 0.508118 3.571084 \n",
"2 0.500237 0.756976 0.530464 3.660533 \n",
"3 0.492278 0.764069 0.532898 3.813125 \n",
"4 0.483784 0.768168 0.540150 3.845837 \n",
"5 0.475984 0.771084 0.543405 3.739598 \n",
"6 0.467950 0.776430 0.553219 3.816326 \n",
"7 0.461554 0.777344 0.557804 3.831896 \n",
"8 0.456175 0.778102 0.561744 3.906760 \n",
"9 0.451580 0.778836 0.564685 3.905203 \n",
"10 0.448747 0.780541 0.565119 3.849675 \n",
"11 0.446260 0.781854 0.566824 3.882464 \n",
"12 0.443330 0.782210 0.568613 3.915140 \n",
"13 0.440754 0.782722 0.570082 3.946814 \n",
"14 0.438517 0.783312 0.572051 4.011164 \n",
"15 0.436511 0.783760 0.573630 3.992154 \n",
"16 0.434903 0.783928 0.575126 4.054065 \n",
"17 0.433482 0.784829 0.576147 4.054065 \n",
"18 0.432128 0.785397 0.577299 4.033589 \n",
"19 0.430958 0.785965 0.578072 4.032614 \n",
"\n",
" training_classification_error validation_rmse validation_logloss \\\n",
"0 0.778001 0.413815 0.526105 \n",
"1 0.228397 0.406217 0.508920 \n",
"2 0.221045 0.400137 0.496260 \n",
"3 0.221808 0.396285 0.488590 \n",
"4 0.220376 0.392061 0.480133 \n",
"5 0.218610 0.388102 0.472546 \n",
"6 0.213931 0.383888 0.464422 \n",
"7 0.209634 0.380625 0.458223 \n",
"8 0.210541 0.377821 0.453004 \n",
"9 0.205910 0.375476 0.448572 \n",
"10 0.200086 0.374165 0.445917 \n",
"11 0.203428 0.373194 0.443968 \n",
"12 0.202903 0.371616 0.440994 \n",
"13 0.203571 0.370409 0.438669 \n",
"14 0.199179 0.369345 0.436599 \n",
"15 0.199036 0.368422 0.434758 \n",
"16 0.201900 0.367631 0.433201 \n",
"17 0.200993 0.367034 0.431879 \n",
"18 0.196314 0.366458 0.430703 \n",
"19 0.199083 0.366084 0.429812 \n",
"\n",
" validation_auc validation_pr_auc validation_lift \\\n",
"0 0.500000 0.000000 1.000000 \n",
"1 0.740898 0.506517 3.628522 \n",
"2 0.758433 0.522264 3.524932 \n",
"3 0.762731 0.519734 3.607052 \n",
"4 0.767698 0.525350 3.556954 \n",
"5 0.768725 0.528746 3.518291 \n",
"6 0.774865 0.535962 3.518291 \n",
"7 0.776065 0.541525 3.627522 \n",
"8 0.776150 0.545106 3.666951 \n",
"9 0.776942 0.546636 3.657149 \n",
"10 0.778120 0.547708 3.774583 \n",
"11 0.778366 0.548891 3.907639 \n",
"12 0.779242 0.550633 3.743107 \n",
"13 0.779670 0.551838 3.757345 \n",
"14 0.780549 0.552043 3.807443 \n",
"15 0.781115 0.552472 3.807443 \n",
"16 0.781266 0.553865 3.757345 \n",
"17 0.782066 0.555544 3.757345 \n",
"18 0.782303 0.555169 3.757345 \n",
"19 0.782636 0.555984 3.757345 \n",
"\n",
" validation_classification_error \n",
"0 0.780649 \n",
"1 0.229512 \n",
"2 0.221670 \n",
"3 0.229954 \n",
"4 0.228628 \n",
"5 0.216479 \n",
"6 0.216921 \n",
"7 0.208748 \n",
"8 0.209189 \n",
"9 0.214491 \n",
"10 0.205324 \n",
"11 0.204882 \n",
"12 0.200022 \n",
"13 0.200795 \n",
"14 0.198476 \n",
"15 0.209189 \n",
"16 0.209079 \n",
"17 0.206318 \n",
"18 0.195825 \n",
"19 0.194500 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"See the whole table with table.as_data_frame()\n",
"\n",
"Variable Importances: "
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" variable | \n",
" relative_importance | \n",
" scaled_importance | \n",
" percentage | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" PAY_0 | \n",
" 1327.677734 | \n",
" 1.000000 | \n",
" 0.298469 | \n",
"
\n",
" \n",
" 1 | \n",
" PAY_2 | \n",
" 870.664368 | \n",
" 0.655780 | \n",
" 0.195730 | \n",
"
\n",
" \n",
" 2 | \n",
" PAY_5 | \n",
" 385.968719 | \n",
" 0.290710 | \n",
" 0.086768 | \n",
"
\n",
" \n",
" 3 | \n",
" PAY_6 | \n",
" 367.919647 | \n",
" 0.277115 | \n",
" 0.082710 | \n",
"
\n",
" \n",
" 4 | \n",
" PAY_4 | \n",
" 271.276825 | \n",
" 0.204324 | \n",
" 0.060985 | \n",
"
\n",
" \n",
" 5 | \n",
" LIMIT_BAL | \n",
" 255.897079 | \n",
" 0.192740 | \n",
" 0.057527 | \n",
"
\n",
" \n",
" 6 | \n",
" PAY_3 | \n",
" 237.898102 | \n",
" 0.179184 | \n",
" 0.053481 | \n",
"
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" \n",
" 7 | \n",
" BILL_AMT1 | \n",
" 139.980881 | \n",
" 0.105433 | \n",
" 0.031468 | \n",
"
\n",
" \n",
" 8 | \n",
" PAY_AMT1 | \n",
" 129.845551 | \n",
" 0.097799 | \n",
" 0.029190 | \n",
"
\n",
" \n",
" 9 | \n",
" BILL_AMT2 | \n",
" 110.725052 | \n",
" 0.083398 | \n",
" 0.024892 | \n",
"
\n",
" \n",
" 10 | \n",
" PAY_AMT3 | \n",
" 90.709625 | \n",
" 0.068322 | \n",
" 0.020392 | \n",
"
\n",
" \n",
" 11 | \n",
" PAY_AMT2 | \n",
" 84.566849 | \n",
" 0.063695 | \n",
" 0.019011 | \n",
"
\n",
" \n",
" 12 | \n",
" BILL_AMT3 | \n",
" 52.510399 | \n",
" 0.039551 | \n",
" 0.011805 | \n",
"
\n",
" \n",
" 13 | \n",
" PAY_AMT5 | \n",
" 50.029984 | \n",
" 0.037682 | \n",
" 0.011247 | \n",
"
\n",
" \n",
" 14 | \n",
" PAY_AMT4 | \n",
" 42.780476 | \n",
" 0.032222 | \n",
" 0.009617 | \n",
"
\n",
" \n",
" 15 | \n",
" PAY_AMT6 | \n",
" 29.835304 | \n",
" 0.022472 | \n",
" 0.006707 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" variable relative_importance scaled_importance percentage\n",
"0 PAY_0 1327.677734 1.000000 0.298469\n",
"1 PAY_2 870.664368 0.655780 0.195730\n",
"2 PAY_5 385.968719 0.290710 0.086768\n",
"3 PAY_6 367.919647 0.277115 0.082710\n",
"4 PAY_4 271.276825 0.204324 0.060985\n",
"5 LIMIT_BAL 255.897079 0.192740 0.057527\n",
"6 PAY_3 237.898102 0.179184 0.053481\n",
"7 BILL_AMT1 139.980881 0.105433 0.031468\n",
"8 PAY_AMT1 129.845551 0.097799 0.029190\n",
"9 BILL_AMT2 110.725052 0.083398 0.024892\n",
"10 PAY_AMT3 90.709625 0.068322 0.020392\n",
"11 PAY_AMT2 84.566849 0.063695 0.019011\n",
"12 BILL_AMT3 52.510399 0.039551 0.011805\n",
"13 PAY_AMT5 50.029984 0.037682 0.011247\n",
"14 PAY_AMT4 42.780476 0.032222 0.009617\n",
"15 PAY_AMT6 29.835304 0.022472 0.006707"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": []
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_gbm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Assess best GBM ranking"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"
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" \n",
" | \n",
" Fold | \n",
" Metric | \n",
" best_glm Value | \n",
" best_mgbm Value | \n",
" gbm11 Value | \n",
" best_glm Rank | \n",
" best_mgbm Rank | \n",
" gbm11 Rank | \n",
"
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" 0 | \n",
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" 0.729674 | \n",
" 0.776877 | \n",
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" 0.830907 | \n",
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" 0.707507 | \n",
" 0.760838 | \n",
" 0.769493 | \n",
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" 2.0 | \n",
" 1.0 | \n",
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" 0.459017 | \n",
" 0.420930 | \n",
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" 0.395476 | \n",
" 0.409254 | \n",
" 0.411118 | \n",
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" 0.834578 | \n",
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" 0.733536 | \n",
" 0.782795 | \n",
" 0.791644 | \n",
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" 1.0 | \n",
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" 0.448512 | \n",
" 0.416031 | \n",
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" 0.426465 | \n",
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" 0.820845 | \n",
" 0.829296 | \n",
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" 4 | \n",
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" 0.740132 | \n",
" 0.790550 | \n",
" 0.803337 | \n",
" 3.0 | \n",
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" 1.0 | \n",
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" 23 | \n",
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" 0.467037 | \n",
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" 4 | \n",
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" 0.448005 | \n",
" 0.463860 | \n",
" 0.472417 | \n",
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" 1.0 | \n",
"
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"
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],
"text/plain": [
" Fold Metric best_glm Value best_mgbm Value gbm11 Value \\\n",
"0 0 F1 0.533181 0.551298 0.562353 \n",
"1 0 accuracy 0.816246 0.817367 0.814006 \n",
"2 0 auc 0.738625 0.776026 0.777570 \n",
"3 0 logloss 0.468678 0.440775 0.438078 \n",
"4 0 mcc 0.419924 0.420105 0.426918 \n",
"5 1 F1 0.540865 0.554762 0.555283 \n",
"6 1 accuracy 0.823882 0.826063 0.828244 \n",
"7 1 auc 0.729674 0.776877 0.785956 \n",
"8 1 logloss 0.465999 0.434170 0.428677 \n",
"9 1 mcc 0.432722 0.445354 0.447637 \n",
"10 2 F1 0.500593 0.516364 0.530343 \n",
"11 2 accuracy 0.830907 0.833707 0.835946 \n",
"12 2 auc 0.707507 0.760838 0.769493 \n",
"13 2 logloss 0.459017 0.420930 0.417171 \n",
"14 2 mcc 0.395476 0.409254 0.411118 \n",
"15 3 F1 0.531328 0.550251 0.557500 \n",
"16 3 accuracy 0.834578 0.836713 0.835112 \n",
"17 3 auc 0.733536 0.782795 0.791644 \n",
"18 3 logloss 0.448512 0.416031 0.411094 \n",
"19 3 mcc 0.426465 0.443411 0.445759 \n",
"20 4 F1 0.561589 0.587666 0.593037 \n",
"21 4 accuracy 0.820845 0.829296 0.826479 \n",
"22 4 auc 0.740132 0.790550 0.803337 \n",
"23 4 logloss 0.467037 0.427654 0.419666 \n",
"24 4 mcc 0.448005 0.463860 0.472417 \n",
"\n",
" best_glm Rank best_mgbm Rank gbm11 Rank \n",
"0 3.0 2.0 1.0 \n",
"1 2.0 1.0 3.0 \n",
"2 3.0 2.0 1.0 \n",
"3 3.0 2.0 1.0 \n",
"4 3.0 2.0 1.0 \n",
"5 3.0 2.0 1.0 \n",
"6 3.0 2.0 1.0 \n",
"7 3.0 2.0 1.0 \n",
"8 3.0 2.0 1.0 \n",
"9 3.0 2.0 1.0 \n",
"10 3.0 2.0 1.0 \n",
"11 3.0 2.0 1.0 \n",
"12 3.0 2.0 1.0 \n",
"13 3.0 2.0 1.0 \n",
"14 3.0 2.0 1.0 \n",
"15 3.0 2.0 1.0 \n",
"16 3.0 1.0 2.0 \n",
"17 3.0 2.0 1.0 \n",
"18 3.0 2.0 1.0 \n",
"19 3.0 2.0 1.0 \n",
"20 3.0 2.0 1.0 \n",
"21 3.0 1.0 2.0 \n",
"22 3.0 2.0 1.0 \n",
"23 3.0 2.0 1.0 \n",
"24 3.0 2.0 1.0 "
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_gbm_eval"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Print mean rank for each model"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best GLM mean rank: 2.96\n",
"Best MGBM mean rank: 1.88\n",
"Best GBM mean rank: 1.16\n"
]
}
],
"source": [
"print('Best GLM mean rank:', best_gbm_eval['best_glm Rank'].mean())\n",
"print('Best MGBM mean rank:', best_gbm_eval['best_mgbm Rank'].mean())\n",
"print('Best GBM mean rank:', best_gbm_eval['gbm11 Rank'].mean())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.5 Partial Dependence and ICE for Model Documentation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate partial dependence for each feature in best GBM"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"# init dict to hold partial dependence and ICE values\n",
"# for each feature\n",
"# for gbm\n",
"gbm_pd_ice_dict = {}\n",
"\n",
"# establish gbm selected features\n",
"gbm_selected = list(gbm_selected_coefs[gbm_selected_coefs['GBM Mean SHAP Value'] != 0].index)\n",
"\n",
"# calculate partial dependence for each selected feature\n",
"for xs in gbm_selected:\n",
" gbm_pd_ice_dict[xs] = auto_ph.pd_ice(xs, valid, best_gbm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Find some percentiles of yhat in the validation data"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: 983,\n",
" 99: 17757,\n",
" 10: 20120,\n",
" 20: 7828,\n",
" 30: 29363,\n",
" 40: 10128,\n",
" 50: 8305,\n",
" 60: 27620,\n",
" 70: 6546,\n",
" 80: 16855,\n",
" 90: 16995}"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# merge GBM predictions onto test data\n",
"gbm_yhat_valid = pd.concat([valid.reset_index(drop=True),\n",
" best_gbm.predict(h2o.H2OFrame(valid))['p1'].as_data_frame()],\n",
" axis=1)\n",
"\n",
"# rename yhat column\n",
"gbm_yhat_valid = gbm_yhat_valid.rename(columns={'p1':'p_DEFAULT_NEXT_MONTH'})\n",
"\n",
"# find percentiles of predictions\n",
"gbm_percentile_dict = auto_ph.get_percentile_dict('p_DEFAULT_NEXT_MONTH', gbm_yhat_valid, 'ID')\n",
"\n",
"# display percentiles dictionary\n",
"# key=percentile, val=row_id\n",
"gbm_percentile_dict"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate ICE curve values"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"# loop through selected variables\n",
"for xs in gbm_selected: \n",
"\n",
" # collect bins used in partial dependence\n",
" bins = list(gbm_pd_ice_dict[xs][xs])\n",
"\n",
" # calculate ICE at percentiles \n",
" # using partial dependence bins\n",
" # for each selected feature \n",
" for i in sorted(gbm_percentile_dict.keys()):\n",
" col_name = 'Percentile_' + str(i)\n",
" gbm_pd_ice_dict[xs][col_name] = auto_ph.pd_ice(xs, \n",
" valid[valid['ID'] == int(gbm_percentile_dict[i])][gbm_selected], \n",
" best_gbm, \n",
" bins=bins)['partial_dependence']\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Assess partial dependence and ICE for each feature in best GBM"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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zJrgazn0FXDYvO33X61189v1d2Ab08lt3uLo+9aezDdeNLrfp8X7rrKqq9+exnuzE+zLveXaruvxa0BXbOQWum802XPekUuWdz/0RiPU51g/DtbYozq5l2e+Xnd8bUwbZF7MYiMgAEanjJaLZV36zcM1fs3B9ubNNB4Z5/VOrcqL/Uiau39H1ItJN3IBncZz+ZKAabmTmIyLSBsjrgFdU8bikK/uguMjvtb/c9vlM3AVc7p/ceu/1O7j+fnXB9Y/zadpdDZeYHxA3gMyTxRGMOA1F5ElcC4iRZ7jK7riTpS64pnIdcf3uP+FEc/MZQG9xg80EiRsk7gnciN2+QsXd4ir7USwtWtR1UZgDPFjQZUTkJtyYA9m3THsAuE1EuhVHTJ7bgSu9ZpP+/gIMEZH7RaSKuNuyvITrV5jXPXpfxHVrKK7Pbm7mAT8An4oblKiSiFyCG2hnvHexCa8Gbxau72cI3vfNS4Lfww1aF+V9HhuLiH+/9bxU5cRvU5CI3IcbH8HXFNwJ4i2c2prAmNIUCoThPq+ZXu331adZZjdQO5+m49VwNaxJuNrzcUUJTNyAY81F5G+4ZPIpb9YHuOP4NV6ZcHGDwPn2tx4gItFecjwW16LleAGXzcsM4A8i0t07fxjLyed4k3Etj5p68dcRkT4F3N13gadFpJX3m9NeRGoDc3EXjW8XkRDvcaGc6Bvu73vcBfGLgP96x5amuDFgFuexzG6gmYic8fmqd2Hxz8BocYP2VfeOqd1F5O0zXf9p3IBrYRDNiWN9W9wFmyJ3LRORriJynrcftXHHjEXquiEZY8oYS7yLR09c088juGa1/b1+Uqm4Jm3fiesndDHupDm7CfUmIB1Xo5yd4DyMS6h2AkdwA8vkllhkewx3Bf8wLhH9uJj3LR53orI4j9cnyWOfi0xd376lecz+K662bom4Ud6/xB3Uwd2GozKuFmEJUJDbceTnHO//ewTXTy0G6KGqX/iVWykn309z/GnWOwiYpaqrVXVX9gP3OeotIjVVdRUuyXwJ1zTvW+/hn0B+jrvYkP0ozpG643CD6vhb57e/L4gb3GwibmCYQ5AzUvEI4F3JYxT9wvJamizPY97/w/X/vhV34vYrrqnqJerGQshtmf24Jn+1cptfHLwLRr1xn8mvcJ+nf+JaB/gPDvQhrlbuY7/WJUNxLWeW4prGLuDU5Dmv7f+MOwFfivuNac6JZorZZTbiaoYOq+p/C753xhQvr6nsI7gLkcm47/Oc0yyTiLvA/av4jKXhYwqutdAOYA3uu1gYv/OOBYdwF6KrAxeq6v+87W/D1aiPxF0w2IbrquN7vjUV973fhbtt4yOFWDZX3vnDg7jfjZ2498u3ufLruPfuCxE57O131wLu86u4/8EX3n7/Hajs/X+uxrXK+c3bnxdwF0tyizEFN5jdanXj2IC7ELlFVffkse3sQTKTROTnAsabJ1WdAfwJN0Dcb7jjwzPAv32K/U5OvY/3hQDi7p4yuQibHoTrl77V71j/Bu6idFEvlJ+LOwYcxo3hc5S8B8w1xgSYuAuApizyasQP4JqR59cfyRhjio2IfAisUdW8WgcYY4pARBYBH6i7b7MxxpiziNV4lzEicr24++lWwfVr+x+nDhBljDElQkRa4kYr/kegYzHGGGOMqSgs8S57+uCaP/2Gu89of7VmCaaYiUjrXJrSZT8KO4hahY/rbCEiL+IGwhtbwEGXimu774nIHhFJyGO+iMgEEdkgIqvk5Ps4G2NMhSUiI/M4JtodJ4wpZ6ypuTHGmIASkctw/d2nqOr5ucy/Fjf+xbW4fqmvq2pB+6caY4wxxgSc1XgbY4wJKFVdzIn7IOemDy4pV1VdAtQUkQalE50xxhhjzJkrltsNlTVBQUFauXLlQIdhjDHlWrAqLdPSOBQczM6wXAcqLpDU1FTFjWac7W1VLcztexriRnjOtt2btrPIQZWiqKgobdasWaDDMMYYAyxbtmyfqtYJdBzm7FMhE+/KlSuTkpJy+oLGGGPy9vDDMGkSrF0LrVoVeTUikqaqXYoxsnKlWbNmLF2a110RjTHGlCYR2RLoGMzZyZqaG2OMOdWmTfDWW3DXXWeUdBeTHUBjn9eNvGnGGGOMMeWCJd7GGGNOFRcHwcEwZkygIwGYAwz0Rje/GDioquWimbkxxhhjDFTQpubGGGPOQEICTJ0Kjz0GDRuW+OZEZDrQA4gSke3Ak0AIgKpOBubhRjTfAKQCd5R4UMYYY4wxxcgSb2NKSUZGBtu3byc9PT3QoRiTv6QkmD/fJd1r1xZ4sfDwcBo1akRISEihNqeqt5xmvgIPFmqlxhhjjDFliCXexpSS7du3U61aNZo1a4aIBDocY3J35AikpLh+3eecU+DFVJWkpCS2b99O8+bNSzBAY4wxxpjyx/p4G1NK0tPTqV27tiXdpuxShR07oFIlqFevUIuKCLVr17YWHcYYY4wxubDE25hSZEm3KdMOHYLDh6FBAzewWiHZ59sYY4wxJneWeBtjjDlR2x0aCnXqBDoaY4wxxpgKxfp4G2OMgeRkSE2FZs0gyK7JGmNMwGUBe7y/5oTqQNVAB2FM4dnZlTFnERFhwIABOa8zMzOpU6cOf/jDH0p0u4MHD6Z58+Z06NCB1q1bM3DgQLZv354zv1mzZsTExNCxY0c6duzII488ctJy2dMnTJiQs8yKFSsQERYsWJAzbfPmzZx//vknbTsuLo6XX345Z30zZsw4aR3Z646MjMzZ1jXXXJPrfmzYsAERYdKkSTnT7rvvPj744AMABgwYcFK8l156KQAvvvgi9957b84y77//Pn369GHs2LE5ZYODg3OeT5w4Mdftjxo1ChFh8+bNOdNefvllRIQVK1YAkJyczIABA2jZsiUtWrRg8ODBHDp0KP/4p07lvvvuo+OAAURfdhmVK1fOiWXWrFkMGDCA2bNn5yyTmZlJzZo1c43RGGNMIR0E/gtMBUYB/YD2QBWgAdDQHic93iza22xMoFmNt8lVWeir6e4gZIpTlSpVSEhIIC0tjcqVK7Nw4UIalsJ9mgFeeuklbr75ZlSV8ePHc/nll5OQkEBoaCgAX3/9NVFRUXku52/69Ol0796d6dOn07NnzyLF1LFjx5yEdcCAAdx8883ccMMN+S5Tr149XnvtNe655x4qVTr1J/S11147ZR3Dhg2jU6dO/Pjjj7Rq1Yonn3yS+Ph4mjZtypgxY8jMzCQqKionlvzExMTw0UcfMWLECABmzpxJ27Ztc+bfcccddOnSJediwKhRoxgyZAjTp0/PO/7Dh5n8l79AixZsSEri5ptvPimWmTNnnjYuY84qXwCjgc0BjqOsCQPqnOZR1/tbHQj8qUbpyQQ2Aetyeez2KRcMNAfOA64CzgUKd4fGiu+iQAdgTNFY4m1MIAwdCgVIsgqlY0cYP/60xa699lo+++wzbr75ZqZPn84tt9zCN998A0BKSgoPP/wwCQkJZGRkEBcXR58+fdi8eTO33347KSkpALzxxht069aNRYsWERcXR1RUFAkJCXTu3JkPPvgg3ws3IsKwYcOYNWsW8+fPp0+fPoXeVVXlX//6FwsXLuTSSy8lPT2d8PDwQq+nKOrXr0/nzp2ZOnUqd9xxR4GWCQkJYeLEiTzwwAN07NiRIUOG0LRp0yJt/6abbmLWrFmMGDGC9evXExUVRbA3ENq6detISEjg008/zSkfFxfHueeem1NLfkr8qnDgAFSpAjVrunt4G2NylwAMBxbgkqMbObuSx9NJA/Z6j3Xe35Q8yoaQe2Jeg4rznqYCv+Dei41Ahs+82rjk+lrvb/ajBRBaumEaY0pHiSbeIrIZOAwcBzJVtYuIRAIfA81w14r/qKrJ4s7UX8f9BKUCg1X1Z289g3CNbwCeUdX3SzJuYyqy/v37M3bsWP7whz+watUq7rzzzpzE+9lnn+Xyyy/nvffe48CBA1x00UVceeWV1K1bl4ULFxIeHs4vv/zCLbfcwtKlSwFYvnw5q1ev5pxzzuGSSy7hu+++o3v37qeNo1OnTiQmJuYk3r///e9zEshBgwYxbNgwAIYPH84zzzwDwNSpU4mJieH777+nefPmtGjRgh49evDZZ5/Rt2/fYn+v8jJixAj69OnDoEGDTpk3bNgw4uLiAGjfvj1TpkwB4LLLLuPcc89l8eLFTJ48ucjbrlmzJvXr1ycxMZGPP/6Y/v375zQdX716NRdccAFBPn20K1WqRIcOHVizZg2tW7c+Nf60NMjMhIYNIZ8LJr77ZcxZZxcwBvg7rqb2ZeAhXA2vyV92Mr6HE0l5bo9N3t9DgQmzRITiEuk2QB9OTrBrBzAuY0xAlEaN9+9VdZ/P6xHAV6r6vIiM8F7/FegFtPIeXYFJQFcvUX8S6AIosExE5qhqcinEbkzJKEDNdElp3749mzdvZvr06Vx77bUnzfviiy+YM2dOTp/o9PR0tm7dyjnnnMNDDz3EihUrCA4OZv369TnLXHTRRTRq1AhwTbc3b95coMTbvytBYZqaT58+nf79+wPuQsKUKVPo27dvnjXtxd11olWrVnTs2JGPP/74lHm5NTUHOHToEMuXL+fo0aPs3buXc845p8jb/9Of/sRHH33Ef/7zH+Lj40/qs12o+KdPdwOqVa4M1avnu4zvfmU3jTemwksFXgOeB9JxyfYYLGkqjMpAE+9hjDFnsUA0Ne8D9PCevw8swiXefYAp6s7Gl4hITRFp4JVdqKr7AURkIdATmF66YRtTcfTu3ZvHHnuMRYsWkeTTtFhVmTlzJuedd95J5ePi4qhXrx4rV64kKyvrpGbdYWEnqnyCg4PJzMwsUAzLly/niiuuKHTsx48fZ+bMmfz73//m2WefRVVJSkri8OHD1K5dm+Tkk6/J7d+/n+bNmxd6O6fzxBNPcOutt3LxxRcXqPzo0aO54447qFGjBv/3f/+X0+e6KHr37k3btm3p1q0bVaueGNo1Ojqa5cuXo6o5FxuOHz/OqlWriI6OPul/88QTT3Brv35c3KYNREYWORZjKqQsYBowEtgO3AC8ALQOZFDGGGPKs5Ie1VyBL0RkmYhkD+lbT1V3es93AfW85w2BbT7LbufE+IW5TTfGFNGdd97Jk08+SUxMzEnTr7nmGv72t7/l1EYvX74cgIMHD9KgQQOCgoKYOnUqx48fL/K2VZUJEyawc+fOIg2K9tVXX9G+fXu2bdvG5s2b2bJlC3379mXWrFlUrVqVBg0a8P/+3/8DXNK9YMGCAtXAF1a7du1o0aIF8+fPP23ZFStWsHDhQoYPH87999/PunXr+Prrr4u87apVq/LCCy/w+OOPnzS9TZs2REdH89xzz+VMe+qpp7j44otp1qzZyfG3bk2L+vWZv2QJhFl7WWNyxOMGbxqIO0NZBMzCkm5jjDFnpKQT7+6q2gnXjPxBEbnMd6ZXu10sQ1eLyL0islRElha0xs2Ys1WjRo1ybtnla/To0WRkZNC+fXvatWvH6NGjAXjggQd4//336dChA4mJiVSpUqXQ2xw+fHjO7cR++uknvv7665wRzcH18c6+hdXAgQPzXM/06dO58cYbT5rWt2/fnBrkKVOm8PTTT9OxY0cuv/xynnzySVq0aJFTdsiQITRq1IhGjRrxu9/9rtD74WvUqFFs27btpGnDhg3L2Y+OHTty/Phx7r//fl5//XVCQ0MJDg5m0qRJPPLII2RkZOSx5tO79dZb6dix4ynT//nPf5KQkECLFi1o0aIFmzdv5u233z51Bbt2MerOO9m2c+ep84w5G63H1Wz3wI0yPRV3i6fYAMZkjDGmwpDSumWTiMQBR4B7gB6qutNrSr5IVc8Tkbe859O98utwh78eXvkh3vSTyuWmSpUqmj36sikau51Y8Vu7du1Jt30yJmCOHoWEBKhdG/xqws9Ubp9zEUlV1cJfrakgunTpotmDEZoyKAl4CjeyTDjwODAM1zfZGFPhiMgyVe0S6DjM2afEarxFpIqIVMt+DlyNuxHHHCB7KOBBwL+953OAgeJcDBz0mqR/DlwtIrVEpJa3ns9LKm5jjKnwsmu5z2CAN2PKvaO40clbABOBu4ANuH7dlnQbY4wpZiU5uFo9YJZXc1oJ+FBVF4jIT8CmkbRvAAAgAElEQVQnInIXsAX4o1d+Hu5WYhtw44jeAaCq+0XkaeAnr9zY7IHWjDGmJKxYsYLBgwefNC0iIoLvv/++VLY/duzYk+7FDW709hEjRpz5ytPSYN8+qFcPQu1msaYUHQc+A8rCEfwwbrTyTbjOcC8B7QIakTHGmAqu1JqalyZran7mrKl58Vu7di1t2rQpE++tOYtt3AgHD0JMDISEFOuqVZXExERrau7HmpoDq4G7gSWBDsRHDPAKcFWgAzHGlCZram4CJRC3EzPmrBQeHk5SUhK1a9e25NsERkoKJCe7JuYlkHQnJSWddKs5YzgKPAeMA6oDU4BLAxqRI0BjSn6IWWOMMcZjibcxpaRRo0Zs376dvXv3BjoUc7bavRuOHYPKlV2tdzELDw+nUaNGxb5eU079gKvlXgPchmvaXSegERljjDEBY4m3MaUkJCSE5s2bBzoMc7b66iu48kp47TW4+upAR2MqssPAE8AbQCPcCC69AhqRMcYYE3DWyMoYYyo6VRg5Eho3hvvuC3Q0piKbD5yPS7ofwvXttqTbGGOMsRpvY4yp8GbPhv/+F/7+d7A+2KYk7AWGAh8C0cB3wO8CGpExxhhTpliNtzHGVGTHj8MTT0CbNjBwYKCjMRWNAh8AbYF/AXHAz1jSbYwxxvixGm9jjKnIpk6FtWthxgyoZD/5phhtAe4DFgAXA+9i98I2xhhj8mA13sYYU1EdPQpPPgldusBNNwU6mnJBRHqKyDoR2SAiI3KZ30REvhaR5SKySkSuDUScAXUcmIBLsr/xnn+LJd3GGGNMPqz6wxhjKqq33oKtW+Hdd8HuHX9aIhIMTASuArYDP4nIHFVd41NsFPCJqk4SkWjcmN3NSj3YQFkN3AX8iBs0bTLQJKARGWOMMeWCJd7GGFMRHT4MzzwDl1/ubiNmCuIiYIOq/gogIh8BfXB3os6mQHXveQ3gtxKNaBPweYluoeA2Aq/j9noacAtg13OMMcaYArHE2xhjKqLx42HvXhg3zmq7C64hsM3n9Xagq1+ZOOALEXkYqAKU7FWNVcD9JbqFwhkAvAZEBToQY4wxpnyxxNsYYyqaffvg5Zfhhhugq3/eaM7QLcA/VfUVEfkdMFVEzlfVLN9CInIvcC9AkyZn0Bb7GmBn0RcvVqFAZKCDMMYYY8onS7yNMaaief55OHLENTU3hbEDaOzzupE3zdddQE8AVf1BRMJx9b97fAup6tvA2wBdunTRIkcUDtQv8tLGGGOMKSNsVHNjjKlItm+HN96A22+HdjbMdCH9BLQSkeYiEgr0B+b4ldkKXAEgIm1xqfHeUo3SGGOMMeWOJd7GGFORjB0LWVkQFxfoSModVc0EHsINZ7YWN3r5ahEZKyK9vWL/B9wjIiuB6cBgVS16jbYxxhhjzgrW1NwYYyqK9evhvffgwQehWbNAR1Muqeo83C3CfKeN8Xm+BriktOMyxhhjTPlmNd7GGFNRjB4N4eHwxBOBjsQYY4wxxviwxNsYYyqCn3+GTz6BYcOgbt1AR2OMMcYYY3xY4m2MMRXByJEQGQmPPRboSIwxxhhjjB/r422MMeVdfDx8/jm89BLUqBHoaIwxxhhjjB+r8TbGmPJMFR5/HBo2dIOqGWOMMcaYMsdqvI0xpjybOxd++AHefhsqVw50NMYYY4wxJhdW422MMeXV8eOub3erVnDHHYGOxhhjjDHG5MESb2OMKa+mT4eEBHj6aahUvhswiUhPEVknIhtEZEQu85uIyNcislxEVonItYGI0xhjjDGmKCzxNsaY8ujYMRgzBi64APr1C3Q0Z0REgoGJQC8gGrhFRKL9io0CPlHVC4D+wJulG6UxxhhjTNGV7yoSY4w5W73zDmzaBPPnQ1C5v4Z6EbBBVX8FEJGPgD7AGp8yClT3ntcAfivVCI0xxhhjzoAl3sYYU96kpLjm5ZddBtdcE+hoikNDYJvP6+1AV78yccAXIvIwUAW4snRCM8YYY4w5c+W+msQYY846EybA7t3w3HMgEuhoCqKSiCz1edxbhHXcAvxTVRsB1wJTRcSOYcYYY4wpF6zG2xhjypP9++GFF+D666Fbt0BHU1CZqtoln/k7gMY+rxt503zdBfQEUNUfRCQciAL2+BYSkWRcs3R/4hbVyELGbowxxhhzxizxNsaY8uTFF+HQIXj22UBHUpx+AlqJSHNcwt0fuNWvzFbgCuCfItIWCAf25rKuKO+veOvNL+E3xhhjimTZsmV1K1Wq9C5wPtaK2DhZQEJmZubdnTt33uM/0xJvY4wpL377zTUzv+02iIkJdDTFRlUzReQh4HMgGHhPVVeLyFhgqarOAf4PeEdEhuFqtAer6ik126p6PPu5iKjva2OMMaa4VKpU6d369eu3rVOnTnJQUFBuLa3MWSYrK0v27t0bvWvXrneB3v7zLfE2xpjy4umnISMDnnoq0JEUO1WdB8zzmzbG5/ka4JLSjsuY3Ohx2H8zZPwv0JEYc/ap+heoWpSRQorf+ZZ0G19BQUFap06dg7t27To/t/mWeBtjTHmwcSO8+y7cey+ce26goymzRMT3CnNNv9d4tefGnJH0z+HYjxB+IwTXDXQ0xpxdQtoFOoIcQZZ0G3/eZyLXrgeWeBtjTHkwZgyEhMCoUYGOpKzr5/P8O7/XCljibc6IKqS8AcHNoObrIHYmZYwxpgDscGGMMWXdypXw4Yfw+OPQoEGgoynrZqjqvwMdhKm4jn0LGSug+guWdBtjjCk4G4HPGGPKuieegJo1YfjwQEdSHjwZ6ABMxXbkDQiqCxH9Tl/WGGNKUnBwcOc2bdpEt2rVql2vXr3OPXz4cEByu7Fjx9b13XZsbGzLffv2BQNERERcUJR1zpgxo3qzZs3Ob9KkyfkjR46sX1yxBpIl3sYYU5Z9+y189hn89a9Qq1agozHmrHZsJRz7BqrcAxIe6GiMMWe7sLCwrMTExDW//PLL6pCQEH3llVfqFHTZzMzMYovjrbfeqnfkyJGcvDI+Pn5DVFRUke8qkpmZybBhw5rMmzdv/fr161fPnDkzctmyZeX+V7fEG0mJSDCwFNihqn/w7tP6EVAbWAbcrqrHRCQMmAJ0BpKAP6nqZm8djwN3AceBR1T185KO2xhjAk71RPPyRx4JdDTlRRsR+TmX6QKoqnYq7YBMxZHyBkh1iBgY6EiMMWXJndA4ASKKc53nQ+p7sK2g5bt3735k1apVlQHefPPNyEmTJtXLyMiQTp06pUyZMmVLpUqViIiIuOC2227bu3jx4uoTJkzYGh4enjV06NAmqampQaGhobp48eJ11apVy3rwwQcbfffdd9WOHTsm99xzz57hw4fvmzt3brWxY8eeExkZmbFu3brKMTExqbNnz940bty4unv27AmJjY1tXatWrcwff/xxfcOGDWOWLl26tkGDBidl96NHj643a9asyGPHjsl111134LXXXvstt31ZtGhRlaZNmx6Njo4+BnDTTTftnzFjRs3OnTvvOpP3NNBKo8b7UWCtz+sXgNdUtSWQjEuo8f4me9Nf88ohItFAf6Ad0BN400vmjTGmYps/39V4jx4NEcV6PK/INuEGVPN/3MzJA60ZUyiZGyB9HkQMhqBqgY7GGGNOyMjI4PPPP68eExOT9vPPP4fPmDEjcunSpYmJiYlrgoKCdPLkybUB0tLSgrp27Zqybt26NbGxsSm33XZbi/Hjx29dt27dmvj4+HVVq1bNGj9+fFSNGjWOJyQkrF25cuXa999/v05iYmIowNq1aytPnDhx24YNG1Zv3bo1bOHChVVHjRq1p27duhnx8fHrf/zxx/V5xfjpp59W37BhQ/iqVavWrl27ds2KFSsi5s+fXzW3stu2bQtt2LDhsezXjRo1OrZjx47Q4n7fSluJ1niLSCPgOuBZ4M8iIsDlwK1ekfeBOGAS0Md7DjADeMMr3wf4SFWPAptEZANwEfBDScZujDEBlZUFI0e6W4fdddfpy5tsx1R1Y6CDMBXPkUlAGFS5O9CRGGPKmsLUTBeno0ePBrVp0yYaoGvXrocfffTRfa+++mpUQkJCRIcOHdoCpKenB9WtWzcTIDg4mMGDBycDrFq1Krxu3boZsbGxqQCRkZFZAF9++WX1xMTEiDlz5tQCOHz4cPCaNWvCQ0NDNSYmJqVFixYZAO3atUvduHFjgZPhBQsWVF+8eHH16OjoaIDU1NSgxMTE8F69eh0pvnekbCvppubjgb8A2deGawMHVDW72cF2oKH3vCHeh1ZVM0XkoFe+IbDEZ52+y+QQkXuBewFCQ8v9BRFjzNnu44/daObTpoH9phXGktMXMaZwjv8GaTMg4jYIjgp0NMYY42T38fadpqrSr1+/pIkTJ+7wLx8aGppVqVL+6Z+qyiuvvLK1b9++h3ynz507t1pYWFjOfcuDg4PJzMyUgsaqqgwdOnTn8OHD952ubOPGjU+q4d6+fftJNeDlVYk1NReRPwB7VHVZSW3Dl6q+rapdVLXL6T5QxhhTpmVkuObl7dtD//6Bjqa8+VZEbs3rEejgTPmU8g6QBVXuD3QkxhiTv549ex6aO3durR07dlQC2L17d/D69etPuYLfvn379D179oTEx8dHACQnJwdlZGRw1VVXHZw0aVKdo0ePCsCqVavCDh06lG/OWKVKleMHDx7Mt0yvXr0OTZ06NSq73KZNm0KyY/QXGxubsnnz5vDExMTQ9PR0+fTTTyP79u17oGDvQNlVkhnqJUBvEbkWCAeqA68DNUWkklfr3QjIvhqzA2gMbBeRSkAN3CBr2dOz+S5jjDEVz3vvwcaN8J//QJDdfKKQuucx/Vrc8ePDUozFVABZ+yF1KlS+ASo1Pn15Y4wJpM6dO6ePGjVqxxVXXNE6KyuLkJAQnTBhwtbWrVufVGMcHh6u06ZN2/jII480SU9PDwoPD89avHjx+mHDhu3bvHlzWExMTFtVlcjIyIx58+bl24Vr0KBB+3r27Nm6Xr16x/Lq533TTTcdWr16dfiFF17YBiAiIiJr2rRpmxo2bHjK8OohISG88sorW3v27Nn6+PHj3Hrrrfu6dOmSfibvS1kgqnr6Ume6EZEewGPeqOb/Amaq6kciMhlYpapvisiDQIyq3ici/YGbVPWPItIOd6J0EXAO8BXQSlXzHKK+SpUqmpKSUuL7VZG57vWBVRqfTWPKnNRUaNUKmjeHb76BMvBdPFMikqqqVQK07f7ACGAj8IyqLi/tGLp06aJLly4t7c2aYnL4VTjyMkR9BSFtAx2NMeZMicgyVe1yputZuXLl5g4dOpy22bQ5+6xcuTKqQ4cOzfynB6JN9l+Bj0TkGWA58Hdv+t+Bqd7gaftxI5mjqqtF5BNgDZAJPJhf0m2MMeXaG2/Ab7/BRx9ViKQ7EEQkCBgIDMcdZ25V1TX5L2XMqbJSIeXvEHalJd3GGGPOTKkk3qq6CFjkPf8VV3vtXyadPG71oqrP4kZGN8aYiuvAAXj+eejVCy69NNDRlEsiMgQYBnwD9LYRzs2ZSPsQNBmqPhzoSIwxpuLZtWtXcI8ePc7zn75o0aJ19evXr3AVrTYKmTHGlBUvvwzJyTBuXKAjKc8mAbuBLsC/fLrNCKCq2ilQgZnyRY/BkckQ2hVCLwx0NMYYU/HUr1//uP+o7BWZJd7GGFMW7NoFr73mRjHv2DHQ0ZRnrQIdgKkY0mZD1m9Q5cVAR2KMMaYisMTbGGPKgmefhaNHYezYQEdSrmU3LReRJkC0N3mNqm4NXFSmvNEsSJkIlaIh7PeBjsYYY0xFYIm3McYE2qZN8NZbcNddbkRzU2QiUg14C3dLy5Xe5PYi8gNwr6oeDlhwptw4+jlk/gI1J9oYh8YYY4qH3SDWGGMC7cknITgYxowJdCQVweu4W4edq6q9VbU3cC7wC/C3gEZmygVVOPIGBDeF8OsDHY0xxpiKwhJvY4wJpIQE+OADePhhaNgw0NFUBJeq6mjf206qapaqjsHVghuTr2PfQ8ZyqHI/iLULNMaUYcHBwZ3btGkT3apVq3a9evU69/DhwwHJ7caOHVvXd9uxsbEt9+3bFwwQERFxQVHW2a9fv2aRkZEdWrVq1c53+u7du4O7devWqmnTpud369at1d69e4PPLPrSI6oa6BiKXZUqVTQlJSXQYZRrUgba1lXEz6Yxp7jhBvj6a/j1V6hdO9DRlAgRSVXVKqW0rV9UNdf2+iKyQVVblkYcvrp06aJLly4t7c2aIkq6BTLXQN0fQcIDHY0xpriJyDJV7XKm61m5cuXmDh067AP48wEaJ2YScebRndCmEqmv1mRbfmUiIiIuSE1NXQ7Qu3fv5p06dUqNi4vbXZD1Z2ZmUqlS8VxdbNiwYczSpUvXNmjQIDO/GAtj/vz5VatVq5Z1xx13NP/ll19WZ0+/7777GkVGRmaOGzdu18iRI+snJycHT5o0aceZ7kNxWrlyZVSHDh2a+U+3Gm9jjAmUJUvg3/+Gv/ylwibdAbBEREb6TxSREcCPAYjHlCMZq+BYPFS5x5JuY0z50r179yMbNmwIA3jzzTcjY2Ji2rZp0yb61ltvbZqZ6fLhiIiIC+65555G5513XvRXX31VNT4+PuKCCy5oc95550XHxMS0TU5ODsrMzGTIkCGNzj///LatW7eOfumll6IA5s6dW+2iiy46r2fPnuc2b968Xe/evZtnZWXxzDPP1N2zZ09IbGxs665du7YGl4jv3LnzlKx+9OjR9bLXO2zYsHPy259evXodqVOnzimJ/IIFC2oOGTIkCWDIkCFJ8+fPr3XGb14psUZUxhgTCKrw+ONQty48+migo6lIHgb+ISLrgewr7J2A1cDgQAVlyocjE0GqQcTAQEdijClPTlczXdIyMjL4/PPPq1999dWHfv755/AZM2ZELl26NDEsLEwHDBjQZPLkybUfeuihpLS0tKCuXbumvPPOO9vT09OlZcuW50+bNm1jbGxs6v79+4OqVq2aNX78+KgaNWocT0hIWJuWliYXXnhhm+uvv/4QwNq1ayuvWLHi12bNmmV07ty5zcKFC6uOGjVqz6RJk+rFx8evz63GO9unn35afcOGDeGrVq1aq6pceeWVLefPn1+1V69eRwqzr0lJSZWaNm2aAdC4ceOMpKSkcpPPlptAjTGmQlm4EBYtggkToGrVQEdTYajqAeBGEWkNZPcLG6Oq6wIYlikHMn+F9LlQ5SEIqh7oaIwx5vSOHj0a1KZNm2iArl27Hn700Uf3vfrqq1EJCQkRHTp0aAuQnp4eVLdu3UyA4OBgBg8enAywatWq8Lp162bExsamAkRGRmYBfPnll9UTExMj5syZUwvg8OHDwWvWrAkPDQ3VmJiYlBYtWmQAtGvXLnXjxo2hBY11wYIF1RcvXlw9Ojo6GiA1NTUoMTExvLCJt6+goKAy0T22oCzxNsaY0paVBSNHQrNmcO+9gY6mQhGR9j4vN3p/w7Knq+qq0o/KlAdH3gTCoMrdgY7EGGMKJiwsLCsxMXGN7zRVlX79+iVNnDjxlH7PoaGhWafr162q8sorr2zt27fvId/pc+fOrRYWFpYzAFNwcDCZmZkFznpVlaFDh+4cPnz4voIuk5vatWtnbtmyJaRp06YZW7ZsCYmMjMyzlr2ssT7exhhT2mbOhGXL4KmnICws0NFUNCuAD4E3vMdEn8cbAYzLlGHHd0LavyDiTxBcJ9DRGGNM0fXs2fPQ3Llza+3YsaMSuFHA169ff0rNdPv27dP37NkTEh8fHwGQnJwclJGRwVVXXXVw0qRJdY4ePSoAq1atCjt06FC+OWOVKlWOHzx4MN8yvXr1OjR16tSo7HKbNm0KyY6xMK655poDb731Vm2At956q3bPnj0PFHYdgWI13sYYU5oyM2H0aGjXDm67LdDRVER/AW4CDgDTgX+rampgQzJlXcrbQJa7hZgxxpRnnTt3Th81atSOK664onVWVhYhISE6YcKEra1btz7mWy48PFynTZu28ZFHHmmSnp4eFB4enrV48eL1w4YN27d58+awmJiYtqoqkZGRGfPmzduY1/YABg0atK9nz56t69Wrd+zHH39cn1uZm2666dDq1avDL7zwwjYAERERWdOmTdvUsGHDXGusr7/++uZLliyplpycXKlevXrtR4wY8duwYcP2PfXUUztvvPHGFk2bNo1q2LDhsVmzZuUbW1litxMzuSoL/SUq4mfTGP7+d7j7bpg9G/r0CXQ0paI0byfms81WwC3A9cAvwPOBamZutxMr27KSYc9FEHYN1LI2EcZUeCVxOzFjfNntxIwxJtDS0yEuDi6+GHr3DnQ0FZqq/gJ8DMwFugPRBVlORHqKyDoR2eDdgiy3Mn8UkTUislpEPiy+qE0gpLwPmgJVHwx0JMYYYyoya2pujDGl5c03Yft2mDIFykCrkopIRJoA/YEbgV245Lutqp62GZSIBOP6gl8FbAd+EpE5qrrGp0wr4HHgElVNFpG6JbAbppRoKqS+C2FXQkjbQEdjjDFnl127dgX36NHjPP/pixYtWle/fv3jgYipJFnibYw54cgR+P57+Pprd6urZs3gww8tSSwOhw7BuHFw9dXw+98HOpqKbDOwCpiF6+ddF7gru/uMqk7IZ9mLgA2q+iuAiHwE9AF8R4y9B5ioqsne+vYUc/ymFKVOh6z9UPWhQEdijDFnn/r16x/3H5W9IrPE25izWUoKfPedS7IXLYKffnKDf1WqBOeeC0uWwMCB0KtXoCMt/159FZKSXPJtStI4QHHHt6hCLtsQ2ObzejvQ1a9MawAR+Q4IBuJUdYH/ikTkXuBegCZNmhQyDFMaNANSJkPIRRB6UaCjMcYYU9FZ4m3M2SQlxdVoZyfa//2vS7SDg+HCC2H4cOjRA7p1g9BQaNsWnngCrrkGgmxIiCLbuxdeeQVuvhk6dw50NBWaqo4qSDkR+YuqvliETVQCWgE9gEbAYhGJUdWTbmeiqm8Db4MbXK0I2zElLG02HN8B1Z8PdCTGGGPOBpZ4G1ORpaaemmhnZJxItB97zCXal1wCVaueuvxTT8Htt7v7TvfrV8rBVyDjxrn/xdNPBzoSc0J/wD/x3gE09nndyJvmazvwo6pmAJtEZD0uEf+ppAI1xU+zIGUiVGoLYZcHOhpjjDFnA6vCMqYiSU2Fr75y94nu3h1q1oSrroLnn3c123/+MyxYAMnJ8MMP8NxzrjY7t6Qb4JZb3P2mR492y5vC27rVDap2xx3Qpk2gozEn5DZwwU9AKxFpLiKhuOR8jl+Z2bjabkQkCtf0/NcSjNOUgKNfQOZ6N5K5DWFhjCmvgoODO7dp0ya6VatW7Xr16nXu4cOHA5LbjR07tq7vtmNjY1vu27cvGCAiIuKCwq5vw4YNIV27dm3dokWLdi1btmz39NNP5wxkunv37uBu3bq1atq06fndunVrtXfv3uDi2YuSZ/fxNrmy+3iXE2lpLoFetMgNiPbjjydqtLt0cbXZ2TXa1aoVbRuzZ8ONN7r7T995ZzEGf5a48043QN0vv0DjxqcvXwEF4j7epyMiP6tqp1ymXwuMx/Xffk9VnxWRscBSVZ0j7sfxFaAncBx4VlU/ym9bgbyPd1YKHP0cji4CPRqQEMqkjOVAENT5FsTa/hlzVqlI9/GOiIi4IDU1dTlA7969m3fq1Ck1Li5ud0GWzczMpFKl4vkBbNiwYczSpUvXNmjQ4JRaGt8YC2rLli0h27ZtC+nevXtqcnJy0AUXXBA9c+bMDZ07d06/7777GkVGRmaOGzdu18iRI+snJycHT5o0yb91WkDldR9vO9wYU574JtqLFrlE+9gxl2h37gzDhp1ItKtXL55t9unjmqXHxcFtt0FYWPGs92ywdi28/z48+uhZm3SXYbleXVTVecA8v2ljfJ4r8GfvUSbpMZdop82C9M+BdAiqA1Ij0JGVHVIZqj5mSbcxpniM3UzjDWlEFOc6W1YmdUyzkwb8zFf37t2PrFq1qjLAm2++GTlp0qR6GRkZ0qlTp5QpU6ZsqVSpEhERERfcdtttexcvXlx9woQJW8PDw7OGDh3aJDU1NSg0NFQXL168rlq1alkPPvhgo++++67asWPH5J577tkzfPjwfXPnzq02duzYcyIjIzPWrVtXOSYmJnX27Nmbxo0bV3fPnj0hsbGxrWvVqpX5448/rs8rER89enS9WbNmRR47dkyuu+66A6+99tpvue1L06ZNM5o2bZoBUKtWrawWLVqkbd26NbRz587pCxYsqBkfH78OYMiQIUmxsbHncWq3sDLJDjnGlGXp6Scn2kuWuEQ7KMgl2kOHFn+i7U/E9VG+6ip46y145JGS2U5FNHo0VKkCjz8e6EjOGiJyv6pOKkDRT0s8mFKkWXDsR0ifBWlzQQ+A1IKIP0LlGyHkQhDrXGaMMRVSRkYGn3/+efWrr7760M8//xw+Y8aMyKVLlyaGhYXpgAEDmkyePLn2Qw89lJSWlhbUtWvXlHfeeWd7enq6tGzZ8vxp06ZtjI2NTd2/f39Q1apVs8aPHx9Vo0aN4wkJCWvT0tLkwgsvbHP99dcfAli7dm3lFStW/NqsWbOMzp07t1m4cGHVUaNG7Zk0aVK9+Pj49bnVeGf79NNPq2/YsCF81apVa1WVK6+8suX8+fOr9urV60h++7Zu3brQNWvWRMTGxh4BSEpKqpSdlDdu3DgjKSmp3OSz5SZQY84qa9e62utFi+Do0ROJ9qOPukS7e/eSS7Rzc+WVcPnl8Oyzrul0Xn3CzQk//eQGpYuLgzp1Ah3N2eQe4LSJt6qW+5HuVCHzf65mO20OZO0EiYCwni7ZDrsMJCTQURpjTMVXmJrp4nT06NGgNm3aRAN07dr18KOPPrrv1VdfjUpISIjo0KFDW4D09PSgunXrZgIEBwczePDgZIBVq1aF161bNyM2NjYVIDIyMgvgyy+/rJ6YmBgxZ86cWgCHD+xS/y8AACAASURBVB8OXrNmTXhoaKjGxMSktGjRIgOgXbt2qRs3bgwtaKwLFiyovnjx4urR0dHRAKmpqUGJiYnh+SXeBw8eDLrppptaPP/889uy4/MVFBRUJrrHFpQl3saUJVlZbiCu4cNdTenDD59ItGsEuJ3os8/C734HEybAyJGBjaU8GDkSoqLcgHbGFKPMX92tsNJmwfGNQAiE9YDKoyHsaggq1saOxhhjyqqwsLCsxMTENb7TVFX69euXNHHixFOaX4eGhmadrl+3qsorr7yytW/fvod8p8+dO7daWFhYzgBMwcHBZGZmFjjrVVWGDh26c/jw4QXqF3/06FG57rrrWvTr12//oEGDcm7ZWbt27cwtW7aENG3aNGPLli0hkZGR5Wb0X2t4ZkxZsWMH9Orlku0rroCEBHjpJbjuusAn3QAXXwy9e8OLL8L+/YGOpmz76iv48kt3D/SiDmp3lhGRniKyTkQ2iMiIPMr8UUTWiMhqEfkwj1W1F5H9uTySRaTcfnCP7+L/s3fn4VFWZ+PHv2cmyzDZZAhJIKwCMYAhyiK+Ft9QEU2KoICIFVqoLWoLZbGlVgWFVKm1ZfXFAPrTAqUuBUFMWQpWkoI2NSKJkEwwGIigJAQhCZksM5nz++NJbIhkAZJMEu7Pdc2VmfOc53nuCblI7jnn3IcL66DgB3BmBFxYCuZQCPojhB4C23rocJ8k3UIIca2LjY0tSkxM7Hjq1CkvMKqAHz169Dsj04MGDSrLz8/3TkpKsgKcO3fO5HQ6GT16dGFCQkLn8vJyBZCenu5bVFRUb87o5+dXWVhYWG+fuLi4oo0bNwZX98vJyfGujrE2t9vNgw8+2DMiIqKsdrG4u++++/zatWs7Aaxdu7ZTbGzs+UtdozWSEW8hWoO//Q0efdSYVr5mDTzySOvc4+Z3v4ObbjI+EPj97z0dTeuktTHa3b07PPaYp6NpE5RSZmA1MBpjn+yPlVLbtdYZNfr0A54Evqe1PqeUCrn01fgMuOpqta1FxSdQ/AeoOABo8IqCgGegwzgwd/V0dEIIIVqbIUOGlC1YsODUqFGjItxuN97e3nrVqlW5ERERFTX7WSwWvWnTpmOzZ8/uUVZWZrJYLO7k5OSj8+bNKzh+/LhvVFRUf621stlszh07dhyr757Tpk0riI2NjQgNDa1ISUk5eqk+EyZMKDpy5Ihl2LBhkQBWq9W9adOmnPDw8O+MWO/Zs8d/27Ztnfr161daPZV+8eLFpyZPnly4ePHir8ePH9+nZ8+eweHh4RVbt26tN7bWRLYTE5fUGtZLtMefze84f94Y4f7LX+CWW2DjRoiI8HRU9ZsyBbZuhS++gLAwT0fT+mzdChMmyPZrNTS0nZhS6n+ARVrru6tePwmgtf59jT4vAke11q82cK9PtdaXvWdoc7qa7cQqPoXzs4zR7A73gVe/Jg5OCCGuMe1pOzHROtW1nZhMNRfCU/btg0GD4I03YPFiOHCg9SfdYMRaUWGs+RYXq6yEBQsgMhJ+/GNPR9OWhMNFhWlOVrXVFAFEKKUOKKX+rZSKreNadVYrrxpZb1O8bzL2mg6YL0m3EEII0ZY1aqq5UipKa/1ZcwcjxDWhrMxIzpYtg7594cMPjdHutqJvX/jpT42txX71K+jVy9MRtR5/+QtkZMDmzdBA8ZJrjJdSquaQ7zqt9brLvQbQDxgJdAOSq3431V7bNUQp1U1rfbJmo1JqJLASiL7M+3pUK5h8JIQQQjSL06dPm0eOHHlD7fZ9+/ZlhYWFVXoipubU2L8MX1ZK+QJ/BjZprQubLyQh2rH0dJg6FT77DH7xC6NQmV+dM3Bbr2eegfXrjdHv11/3dDStQ3m58X0ZOtSYai5qcjUwre8U0L3G625VbTWdBFK01k4gRyl1FCMR/7hWv63Av5RSa4A/AZ2BZRgj5jOu/C0IIYQQoimFhYVV1q7K3p41aqq51vp2YArGH0afKKX+qpQa3ayRCdGeVFYaBcmGDYMzZ2DHDli9um0m3QDh4TBrFmzYYOw5LowZALm5RtE5Gaa8XB8D/ZRSvZVSPsCDwPZafbZhjHajlArGSKS/qH0hrfV6YDBGUp4BpAD7gVu01v9prjcghBBCCFGfRq/x1lp/DiwAngBigFVKKbtSSoZ2hKjP8eNwxx3wm9/APfcYo91xcZ6O6ur99rdgtcLChZ6OxPOKi+G554x/5zvv9HQ0bY7W2gXMAnYDmcDbWusjSql4pdS4qm67gbNKqQzgA2C+1vpsHZfsC9wEpAEVQBBS00QIIYQQHtSoP0SUUoOUUssx/iC6Axirte5f9Xx5M8YnRNultTEiPGgQfPop/PnPxtrf4GBPR9Y0goONNd5btsAVVmxuN1asMGYyLFni6UjaLK31Dq11hNa6j9b6+aq2Z7TW26uea63141rrAVrrKK31m5e6jlJqLfAqME9r/QDG6HcocEgpdUcLvR0hhBBCiIs0dgTgJeAgEK21nqm1Pgigtf4KYxRcCFFTQQFMmgTTphn7XqenG8/b2xTkxx8Hm80oFnetOnsW/vQnuO8+GD7c09EIyAaGaK3/BaC1LtZazwWmAs95NDIhhBBCXLMam3iPAf6qtS4FUEqZlFJWAK31xuYKTog2adcuiIqC7dvhD3+ADz5ov5W/AwPhySdh925ISvJ0NJ7xwgtw4YIx1Vx4nNb6j1VT12u3HwJGeCAkIYQQolmYzeYhkZGRA/r16zcwLi7u+uLiYo8sq4qPjw+pee+YmJi+BQUFZgCr1Xrz5V7P4XCoqKio/jfccMOAvn37Dpw3b17X6mN2u91n0KBBkT169LhxzJgx15eVlbWZUa3G/uPsBTrUeG2taquTUsqilPqPUipNKXVEKbW4qr23UipFKZWtlHqrqpAOSinfqtfZVcd71bjWk1XtWUqpuy/nDQrRYhwOmDnTWL8dHAwff2ys6za3ua2DL8/MmdC1Kzz9tDG9/lpy8iS89BL86EcwcKCnoxGAUiqpxvM/1zp8ja+JEEII0Z74+vq67XZ7xueff37E29tbL126tHNjz3W5vvMZ9RVbu3Zt6IULF77NK5OSkrKDg4OveDswi8Wi9+/fn5WVlZVx5MiRjPfffz/w/fff9wN4/PHHu82aNSsvNzf3cFBQkGvlypVtZg1nY7cTs2itL1S/0FpfqB7xrkc5cEdVX29gv1JqJ/A4sFxr/WbVdi8/BRKqvp7TWvdVSj0I/AGYrJQagFHhdiDQFdirlIrQWre7vd1EG/bxx8Y2YUePGtOvn38eLBZPR9UyOnQwttF67DHYuRN+8ANPR9Ry4uPB7YZFizwdifivwBrPB9U61mY+FRdCCNF2rEyj+4kiGsqNLkvPQBxzovmysf1HjBhxIT09vQPAyy+/bEtISAh1Op1q8ODBJRs2bDjh5eWF1Wq9ecqUKWeSk5MDV61alWuxWNxz587t4XA4TD4+Pjo5OTkrICDAPXPmzG4HDhwIqKioUDNmzMifP39+QWJiYkB8fHxXm83mzMrK6hAVFeXYtm1bzpIlS0Ly8/O9Y2JiIjp27OhKSUk5Gh4eHpWamprZpUuXi7L7hQsXhm7dutVWUVGhxowZc3758uVfXeq9mEwmgoKC3AAVFRXK5XIppRRut5uPPvoo4N133/0C4OGHHz67aNGirk888cSZK/9Ot5zGjniXKKUGV79QSg0BSus7oaoQTnWy7l310BgF2TZXta8H7qt6fm/Va6qOj1JKqar2N7XW5VrrHIz1e7c0Mm4hmpfLZSRf//M/UFoK778PS5deO0l3tYcfhuuvN0a93W5PR9Myjh6F116Dn/+8/S4laJvqm3ZxjU3JEEIIcS1wOp3s3r07MCoqqvTgwYOWzZs321JTU+12uz3DZDLpNWvWdAIoLS01DR8+vCQrKysjJiamZMqUKX1WrFiRm5WVlZGUlJTl7+/vXrFiRXBQUFDl4cOHM9PS0jLXr1/f2W63+wBkZmZ2WL169ZfZ2dlHcnNzfffs2eO/YMGC/JCQEGdSUtLRlJSUo3XF+M477wRmZ2db0tPTMzMzMzMOHTpk3blzp39d/V0uF5GRkQNCQ0OjY2Jiiu64446SvLw8r4CAgEpvb28AevXqVZGXl+fTxN/OZtPYEe+5wN+UUl9hjBiEAZMbOkkpZQY+wdjaZTVwDDhfY/3dSSC86nk4GJ/qaK1dSqlCoFNV+79rXLbmOTXv9QjwCICPT5v5/ou27PPPjSnGKSkwZQr83//Bddd5OirP8PY2PoCYOhX+9jeY3OB/D23fM88YH7A8/bSnIxEXu04pNRbjg+WgGtuRKYxtxYQQQogmdTkj002pvLzcFBkZOQBg+PDhxXPmzClYtmxZ8OHDh63R0dH9AcrKykwhISEuALPZzPTp088BpKenW0JCQpwxMTEOAJvN5gbYu3dvoN1ut27fvr0jQHFxsTkjI8Pi4+Ojo6KiSvr06eMEGDhwoOPYsWONTrp27doVmJycHDhgwIABAA6Hw2S32y1xcXEXLtXfy8sLu92eUVBQYB4zZkyfjz/+2NKtW7emmx/vAY1KvLXWHyulIoEbqpqytNbORpxXCdyklLoO2ApEXnGkDd9rHbAOwM/PT0Y1RPPRGtatM6aU+/rCm29eG4lmQx580Cg0tnAhTJwIXo39XK8NOngQ3nrLqOYeEuLpaMTFDgAPVD3/EJhU49iHLR+OEEII0Tyq13jXbNNaq0mTJp1dvXr1qdr9fXx83F4N/H2mtVZLly7NnThxYlHN9sTExABfX99vcyyz2YzL5Wr0Ei6tNXPnzv16/vz5BY09ByA4OLjy9ttvL37vvfeCFi1alFdcXGx2Op14e3tz/Phxn9DQ0IrLuZ4nXU7lu2EY6+UGAz9USv24sSdqrc8DHwD/gzEaUf0v3g2o/qE4BXQHqDoeBJyt2X6Jc4RoWadPw9ixxnrm730PPvtMku5qZrNR2fvzz2H9+ob7t2VPP21so/brX3s6ElGL1vpH9T08HZ8QQgjRnGJjY4sSExM7njp1ygsgLy/PfPTo0e+MTA8aNKgsPz/fOykpyQpw7tw5k9PpZPTo0YUJCQmdy8vLFUB6erpvUVFRvTmjn59fZWFhYb194uLiijZu3Bhc3S8nJ8e7OsbavvrqK6/qqugXLlxQH3zwQWD//v3LTCYTt956a/Hrr7/eEeC1117rdM8995xv+LvSOjRqSEoptRHoAxwCqouaaWBDPed0Bpxa6/NKqQ7AaIyCaR8A9wNvAtOAd6tO2V71+qOq4//UWmul1Hbgr0qpZRjF1foB/7mcNylEk9i2DWbMMLaOWrXKqOZt8siuDa3XuHFwyy2weLEx/b49rnVPSjK2jPvjHyFIZi63Nkqph+o5rLXWb7RYMEIIIUQLGzJkSNmCBQtOjRo1KsLtduPt7a1XrVqVGxERcdHIsMVi0Zs2bTo2e/bsHmVlZSaLxeJOTk4+Om/evILjx4/7RkVF9ddaK5vN5tyxY8ex+u45bdq0gtjY2IjQ0NCKutZ5T5gwoejIkSOWYcOGRQJYrVb3pk2bcsLDw78zffzLL7/0nj59eu/Kykq01uree+/95oc//GEhwNKlS09Onjy5z3PPPRc+cOBAx5w5cy5rBN2TlG7E9j9KqUxggG5M5/+eMwijWJoZY2T9ba11vFLqeoyk2wZ8CkzVWpcrpSzARuBm4BvgQa31F1XXehp4GHABc7XWO+u7t5+fny4pKWlsqOISjLp2nnUZP27Nq7gY5s41CmkNHgwbN4KxPEVcyvvvw513wooVMGeOp6NpWlobMx1yc42R/Q4dGj5HoJRyaK39WuheCXUc+gHQTWvd4vv7DR06VKemyk5mQgjRGiilPtFaD73a66SlpR2Pjo5uM0mfaDlpaWnB0dHRvWq3N3YR5mGMgmpfN/aGWut0jCS6dvsXXKIquda6jIvX4tU89jzwfGPvLUST2b8ffvxjOHHCmF78zDMgxfvqN2qU8Xj+efjpT8G/zoKVbU9iInz0kbHGX5LuVklr/fOar6u2p/wtxh7e913yJCGEEEKIZtbYxDsYyFBK/Qdjf24AtNbj6j5FiDasosLYm/kPfzC2ikpONkY6ReM8/zzceiusXNl+qn5XVsJTT0G/fvCTn3g6GlEPpZQJ+DEwH2Nm1UNa64z6zxJCCCFESzp9+rR55MiRN9Ru37dvX1ZYWFjlpc5pyxqbeC9qziCEaHV+8xsjafzZz2DZMggI8HREbcvw4XDvvcY66J//3ChE1ta98QYcPmxUsW/PFdvbOKXUo8A84F/AOK11vevShBBCCOEZYWFhlbWrsrdnjaoMpbVOAo4D3lXPPwYONmNcQnjWb34D774Lr7wiSfeV+t3voKgIXnzR05FcvYoKY5nBTTfBpEuuiBGtRwLGrhhDgb8ppQ5WPT5VSsnvLSGEEEJ4RGOrms8AHsEoiNYHCAfWAKOaLzQhPKhrV6NCt7hyUVHw0ENGBfg5c6BLF09HdOVefRVycmDnTqlk3/r183QAQgghhBC1NfYvyJnA94AiAK3150BIcwUlhGgnFi0Cp9NY891WlZRAfDz87//C3Xd7OhrRAK31sfoe1f2UUvs9GacQQgghri2NTbzLtdbf7v2mlPLC2MdbCCHq1revUdl83TpjxLgtWrUK8vLg97+HVrDNnmgyLbK9mRBCCCEEND7xTlJKPQV0UEqNBv4GvNd8YQkh2o2FC8FshsWLPR3J5Tt3zlijPnYs3Habp6MRTUs+PBZCCNGmmc3mIZGRkQP69es3MC4u7vri4mKPrIeLj48PqXnvmJiYvgUFBWYAq9X6ne2lG8vlctG/f/8B3//+9/tWt9ntdp9BgwZF9ujR48YxY8ZcX1ZW1mZGRRr7j/Nb4AzwGfAosANY0FxBCSHakfBwmDULNm6EjDZUuFJrY6p8YWHbniovhBBCiHbJ19fXbbfbMz7//PMj3t7eeunSpZ0be67L5WqyONauXRt64cKFb/PKpKSk7ODg4KveDuy5554L7du3b2nNtscff7zbrFmz8nJzcw8HBQW5Vq5cGXy192kpjSquprV2A69UPYQQ4vI88QSsXWuMfm/Z4uloGlZcDI8+amwh9sgjRqE40d60mU/IhRBCtG7rk+j+1TdYm/KaXW04psXwZWP7jxgx4kJ6enoHgJdfftmWkJAQ6nQ61eDBg0s2bNhwwsvLC6vVevOUKVPOJCcnB65atSrXYrG4586d28PhcJh8fHx0cnJyVkBAgHvmzJndDhw4EFBRUaFmzJiRP3/+/ILExMSA+Pj4rjabzZmVldUhKirKsW3btpwlS5aE5Ofne8fExER07NjRlZKScjQ8PDwqNTU1s0uXLhdl9wsXLgzdunWrraKiQo0ZM+b88uXLv6rr/Rw7dsx79+7dQU8++eTXy5cvDwVwu9189NFHAe++++4XAA8//PDZRYsWdX3iiSfOXNl3uWU1asRbKZWjlPqi9qO5gxNCtBPBwfCrX8E778DHH3s6mvp99hkMHQpvvQVLlkBCgqcjEpdBKbWzkV2nN2ccQgghREtxOp3s3r07MCoqqvTgwYOWzZs321JTU+12uz3DZDLpNWvWdAIoLS01DR8+vCQrKysjJiamZMqUKX1WrFiRm5WVlZGUlJTl7+/vXrFiRXBQUFDl4cOHM9PS0jLXr1/f2W63+wBkZmZ2WL169ZfZ2dlHcnNzfffs2eO/YMGC/JCQEGdSUtLRlJSUo3XF+M477wRmZ2db0tPTMzMzMzMOHTpk3blzp39d/WfOnNn9xRdfPGmqsZtMXl6eV0BAQKW3tzcAvXr1qsjLy/Npqu9jc2vUiDfGfqjVLMAkjK3FhBCicebNg5deggULYPduT0dzaa+/DjNnQlAQvP8+jBzp6YjE5QtrTCetdVpzByKEEOLacDkj002pvLzcFBkZOQBg+PDhxXPmzClYtmxZ8OHDh63R0dH9AcrKykwhISEuALPZzPTp088BpKenW0JCQpwxMTEOAJvN5gbYu3dvoN1ut27fvr0jQHFxsTkjI8Pi4+Ojo6KiSvr06eMEGDhwoOPYsWONTnp37doVmJycHDhgwIABAA6Hw2S32y1xcXEXavd94403goKDg1233367IzExMeBqvketSWOnmp+t1bRCKfUJ8EzThySEaJcCA+HJJ+HXv4Z9+1pXUutwGAn3n/8Md9wBf/0rhIZ6OipxZYKUUuPqOqi13t6SwQghhBDNpXqNd802rbWaNGnS2dWrV5+q3d/Hx8ft5VV/+qe1VkuXLs2dOHFiUc32xMTEAF9f328Lk5rNZlwuV6OXbWmtmTt37tfz588vaKjv/v37/ffs2XNdeHh4UHl5uamkpMR077339t66dWtOcXGx2el04u3tzfHjx31CQ0MrGrpea9HYqeaDazyGKqUeo/Gj5UIIYfjFL4xia08/bRQvaw0yM+GWW2D9enjmGfjHPyTpbtuCgPsxZmbVftzvwbiEEEKIZhcbG1uUmJjY8dSpU14AeXl55qNHj35nZHrQoEFl+fn53klJSVaAc+fOmZxOJ6NHjy5MSEjoXF5ergDS09N9i4qK6s0Z/fz8KgsLC+vtExcXV7Rx48bg6n45OTne1THWtnr16lN5eXnpp06d+uzPf/7zF7feemvxu+++m2Mymbj11luLX3/99Y4Ar732Wqd77rnnfGO+L61BY5PnpTWeu4DjwANNHo0Qon3r0MFIbh99FHbsgDFjPBvPX/9qFE+zWo3p76NHezYe0RROaK1/7OkghBBCCE8YMmRI2YIFC06NGjUqwu124+3trVetWpUbERFx0ciwxWLRmzZtOjZ79uweZWVlJovF4k5OTj46b968guPHj/tGRUX111orm83m3LFjx7H67jlt2rSC2NjYiNDQ0Iq61nlPmDCh6MiRI5Zhw4ZFAlitVvemTZtywsPDL6u8+tKlS09Onjy5z3PPPRc+cOBAx5w5cxocQW8tlG4to05NyM/PT5eUlHg6jDZNKc8X/G2PP5sCcDqhf3/w94eDB8HkgS0ny8pgzhxYtw5GjIA33zRG4kWzUEo5tNZ+LXSvT7XWV7xnaHMYOnSoTk1N9XQYQgghAKXUJ1rroQ33rF9aWtrx6OjoNpP0iZaTlpYWHB0d3at2e6NGvJVSj9d3XGu97ArjEkJca7y9IT4epkyBt9+GBx9s2ftnZ8OkSXDokLHN2XPPQQPrnUSbMr2uA0qpA1rr77VgLEIIIYQQwOVVNR8GVBelGQv8B/i8OYISQrRzDz4IL7xg7Os9caKRjLeEzZvh4YeNRPu99+Cee1rmvqLFNFCtvEeLBSKEEEKIep0+fdo8cuTIG2q379u3LyssLKzSEzE1p8Ym3t2AwVrrYgCl1CLg71rrqc0VmBCiHTOZjJHme+81ipr97GfNe7+KCpg/H1atguHDjT26e/Zs3nuK1kjWrwghhBCtRFhYWGXtquztWWMT71Cg5oL8iqo2IYS4MmPHGknw4sUwdSpYLM1zn+PH4YEH4OOPYe5c+MMfwKfR206KNkYpNaGuQ0CHloxFCCGEEKJaYxPvDcB/lFJbq17fB6xvnpCEENcEpWDJEhg1CtasMZLiprZ9O0ybZmxdtmULTKgrJxPtyNh6jiW2WBRCCCGEEDU0KvHWWj+vlNoJ3F7V9BOt9afNF5YQ4ppwxx1w551GAv7Tn0JAQNNc1+k09gr/4x9h8GCjiFufPk1zbdGqaa1/cjXnK6VigZWAGXhVa/1CHf0mApuBYVprKVkuhBBCiHpdTilfK1CktX5dKdVZKdVba53TXIEJIa4Rzz9vTDlfuRIWLLj66508CZMnw4cfws9/DsuWNd80dtHqXGIXDg0UAPsb+p2llDIDq4HRwEngY6XUdq11Rq1+AcAcIKXJAhdCCCFEu9aoDXSVUs8CTwBPVjV5A39prqCEENeQW26B++4zRqfPnr26a+3aBTffDOnp8MYb8PLLknRfewJqPQIxdubYqZRqaO+6W4BsrfUXWusK4E3g3kv0+x3wB6CsyaIWQgghLpPZbB4SGRk5oF+/fgPj4uKuLy4ublRu19Ti4+NDat47Jiamb0FBgRnAarXefCXXDA8Pj4qIiBgQGRk54MYbb+xf3Z6Xl2e+7bbb+vXs2fPG2267rd+ZM2fMV/8OWkZj/3HGA+OAEgCt9VcYf9AIIcTV+93voLgYXnzxys53uYzR8h/8ALp0gdTUlt8fXLQKWuvFl3jMAW4DftPA6eHAlzVen6xq+5ZSajDQXWv99/oupJR6RCmVqpRKPXPmzBW8EyGEEKJ+vr6+brvdnvH5558f8fb21kuXLu3c2HNdLleTxbF27drQCxcufJtXJiUlZQcHB1/1dmBJSUlH7XZ7xuHDhzOr25599tkuI0eOLD5x4sThkSNHFj/zzDNhV3ufltLYqeYVWmutlNIASim/ZoxJCHGtufFGmDIFXnoJ5syBrl0bf+7XX8NDD8G+fcY68VWrwGpttlBF26S1/kYppa7mGkopE7AMmN6I+60D1gEMHTpUtjETQoh27N1tdM/Pp0n/+AgJwXHvfRd9GFyvESNGXEhPT+8A8PLLL9sSEhJCnU6nGjx4cMmGDRtOeHl5YbVab54yZcqZ5OTkwFWrVuVaLBb33LlzezgcDpOPj49OTk7OCggIcM+cObPbgQMHAioqKtSMGTPy58+fX5CYmBgQHx/f1WazObOysjpERUU5tm3blrNkyZKQ/Px875iYmIiOHTu6UlJSjoaHh0elpqZmdunS5aLsfuHChaFbt261VVRUqDFjxpxfvnz5V5f7fdm1a9d1SUlJWQCPPvro2ZiYmBuAU5d7HU9o7Ij320qptcB1SqkZwF7gleYLSwhxzVm0yCiK9vzzjT/nn/80ppanpMCf/wyvvipJt7gkpdT3gXMNdDsFdK/xuhsX/zIPAG4E9imljgO3AtuVUkObMFQhhBDisjidTnbv0N+FOAAAIABJREFU3h0YFRVVevDgQcvmzZttqampdrvdnmEymfSaNWs6AZSWlpqGDx9ekpWVlRETE1MyZcqUPitWrMjNysrKSEpKyvL393evWLEiOCgoqPLw4cOZaWlpmevXr+9st9t9ADIzMzusXr36y+zs7CO5ubm+e/bs8V+wYEF+SEiIMykp6WhKSsrRumJ85513ArOzsy3p6emZmZmZGYcOHbLu3LnTv773NWrUqH4DBw7s/6c//Sm4uu3s2bNePXv2dAJ0797defbs2cupWeZRja1q/iel1GigCLgBeEZrvadZIxNCXFv69IGf/QzWrYNf/Qquv77uvm63kaAvWgQREbB3rzFqLq55SqnPMAqq1WQDvgKmNXD6x0A/pVRvjIT7QeCh6oNa60Lg21/+Sql9wK+lqrkQQlzbLmdkuimVl5ebIiMjBwAMHz68eM6cOQXLli0LPnz4sDU6Oro/QFlZmSkkJMQFYDabmT59+jmA9PR0S0hIiDMmJsYBYLPZ3AB79+4NtNvt1u3bt3cEKC4uNmdkZFh8fHx0VFRUSZ8+fZwAAwcOdBw7dsynsbHu2rUrMDk5OXDAgAEDABwOh8lut1vi4uIuXKr//v377b1793aeOnXK64477ogYOHBgWe2+JpOJq5zM1qIaTLyrqrzu1Vp/H5BkWwjRfBYuNEauFy+G9esv3efMGZg6Ff7xD2N6+po14F/vB6bi2nJPrdcaOKu1LmnoRK21Syk1C9iNsZ3Ya1rrI0qpeCBVa7296cMVQgghrkz1Gu+abVprNWnSpLOrV6/+zvRrHx8ft5dX/emf1lotXbo0d+LEiUU12xMTEwN8fX2//WDbbDbjcrkanfVqrZk7d+7X8+fPL2hM/969ezsBwsPDXWPGjDn/0Ucf+cXFxV3o1KmT68SJE949e/Z0njhxwttmszXdYvVm1uBUc611JeBWSgW1QDxCiGtZ167wy1/Cxo1w5Mh3j+/fb0wtT0oyRsY3bpSkW1xEa32i1iMXQCk1VSlVb0G0qvN3aK0jtNZ9tNbPV7U9c6mkW2s9Uka7hRBCtCaxsbFFiYmJHU+dOuUFRhXwo0ePfmdketCgQWX5+fneSUlJVoBz586ZnE4no0ePLkxISOhcXl6uANLT032LiorqzRn9/PwqCwsL6+0TFxdXtHHjxuDqfjk5Od7VMdZWVFRkOnfunKn6+QcffBA4aNCgUoC77777/Nq1azsBrF27tlNsbOz5hr4nrUVj58RfAD5TSu2hqrI5gNZ6drNEJYS4dj3xhDGKvXAhvPOO0eZ2w5/+BE89Bb17w7//DTfd5Nk4RZNSSsUCKzFGml/VWr9QR7+JwGZgWH1Jr1LKBxiDMVX8bmALsKap4xZCCCFakyFDhpQtWLDg1KhRoyLcbjfe3t561apVuRERERU1+1ksFr1p06Zjs2fP7lFWVmayWCzu5OTko/PmzSs4fvy4b1RUVH+ttbLZbM4dO3Ycq++e06ZNK4iNjY0IDQ2tqGud94QJE4qOHDliGTZsWCSA1Wp1b9q0KSc8PPw7I9YnT570Gj9+fF+AyspKNXHixLP3339/EcDixYu/Hj9+fJ+ePXsGh4eHV2zdurXe2FoTpXXDxVaVUpdcF6e1rmMuqGf5+fnpkpIGZxWKerSG9RKN+dkU7VR8PDz7LPznP8ba72nTIDER7r/fKKAWJBNw2hKllENrXeduGFVLmo4CozG28PoY+KHWOqNWvwDg74APMOtSibdS6i7gh8BdwAfAW8BLWuteTfNuLt/QoUN1aqoMjAshRGuglPpEa33VRTHT0tKOR0dHN2ratLi2pKWlBUdHR/eq3V7viLdSqofWOre1JthCiHZq3jxja7Ff/ALy840tw156CWbOhFbwoZBocrcA2VrrLwCUUm8C9wIZtfr9DvgDML+ea+0C/gWM0FrnVF1vZZNHLIQQQghxGRqaar4NGAyglNqitZ7Y/CEJIa55AQHw5JNGdfOePeHAARg2zNNRieYTDhdVhD0JDK/ZQSk1GOiutf67Uqq+xHswRjXyvUqpL4A3MaavCyGEEKIVOX36tHnkyJE31G7ft29fVlhYWKUnYmpODSXeNYeW6tnbRwghmtisWdCpE4wbBx07ejoacXW8lFI151qv01qva+zJSikTsAyY3lBfrfUh4BDwW6XUbRjTzr2VUjuBrZdzXyGEEEI0n7CwsMraVdnbs4YSb13HcyGEaF4+PsbabtEeuBpYT3cK6F7jdbeqtmoBwI3Avqr6E2HAdqXUuPoKrGmtPwQ+VErNAe7EGAmXxFsIIYQQLa6hxDtaKVWEMfLdoeo5Va+11jqwWaMTQghxLfgY6KeU6o2RcD+IUY0cAK11IRBc/VoptQ/4dR3F1WZprf+v6vlArfURrbUb+EfVQ4ir5i6H80ngPOPpSIS49vjfBH4DPR2FEJev3sRba33F6+KUUt2BDUAoxmj5Oq31SqWUDaPKbC/gOPCA1vqcMoYxVgI/ABzAdK31waprTQMWVF36OSn2JoQQ7YfW2qWUmgXsxliP/ZrW+ohSKh5IvdQe2vV4GPi/qucbqapTIkRTKD8JZ7ZAwXaoLPR0NEJcm8J/KYm3aJsau4/3lXABv9JaH6zaAuaTqn3ApwPva61fUEr9Fvgt8AQQB/SregwHEoDhVYn6s8BQjAT+E6XUdq31uWaMXQghRAvSWu8AdtRqe6aOviMbeVkpgS+umnZB4X44sxmK/g2Y4boY6Hw/+A3wdHRCXHuUj6cjEOLKNFvirbX+Gvi66nmxUioTo3LtvcDIqm7rgX0Yife9wAZtbN78b6XUdUqpLlV992itvwGoSt5jgTeaK3YhhBBt1nVKqfGACQhUSk2oeVBr/Y5nwhJtjbMACrbBma3gzAPvEOjyKATfBz6dPR2dEEKA2Wwe0q9fv9LKykrVt2/f0rfffvt4QECAu6XjiI+PD5k3b15B9b1jYmL6btmyJSc4OLjSarXe7HA4Pr3caxYUFJinTp3aMysrq4NSinXr1h2/8847S/Ly8szjx4+//tSpU77h4eHl77777hedO3duExXQTS1xE6VUL+BmIAUIrUrKAU5jTEWHS28nE15PuxBCCFFbMjAOuKfq+dgaj3s8GJdoA7SG4lT44reQPga+WgOWXnD9HyFqO3SdIUm3EKL18PX1ddvt9ozPP//8iLe3t166dGmj/4dyuVxNFsfatWtDL1y48G1emZSUlB0cHHxVyfAjjzzS/a677irKyck5kpGRkXHTTTeVATz77LNdRo4cWXzixInDI0eOLH7mmWfCrjb+ltKcU80BUEr5A1uAuVrroqqKtIBRnU0p1STV0pVSjwCPAPj4yBwUIYS4Fmmtp3s6BtH2uIrhm78b67fLcsAcCCEPQueJYOnh6eiEEK1d0nq6f/MV1qa8pq0rjphpFw0+1mvEiBEX0tPTOwC8/PLLtoSEhFCn06kGDx5csmHDhhNeXl5Yrdabp0yZciY5OTlw1apVuRaLxT137tweDofD5OPjo5OTk7MCAgLcM2fO7HbgwIGAiooKNWPGjPz58+cXJCYmBsTHx3e12WzOrKysDlFRUY5t27blLFmyJCQ/P987JiYmomPHjq6UlJSj4eHhUampqZldunS5KLtfuHBh6NatW20VFRVqzJgx55cvX/7Vpd7L2bNnzSkpKQGbN28+DmCxWLTFYqkE2LVr13VJSUlZAI8++ujZmJiYG7h4J5RWq1lHvJVS3hhJ96Ya0/vyqqaQU/U1v6q9ru1kGtpmBgCt9Tqt9VCt9VAvr2b/PEEIIUQrpJRaUeP5nFrH/tziAYlWzWGHE8/BZ3Hw5Z/A7Ae9FsGgHdB9niTdQoi2wel0snv37sCoqKjSgwcPWjZv3mxLTU212+32DJPJpNesWdMJoLS01DR8+PCSrKysjJiYmJIpU6b0WbFiRW5WVlZGUlJSlr+/v3vFihXBQUFBlYcPH85MS0vLXL9+fWe73e4DkJmZ2WH16tVfZmdnH8nNzfXds2eP/4IFC/JDQkKcSUlJR1NSUo7WFeM777wTmJ2dbUlPT8/MzMzMOHTokHXnzp3+l+qblZXlY7PZXJMmTerVv3//AZMnT+5ZVFRkAjh79qxXz549nQDdu3d3nj17ts0kfs0WaFWV8v8HZGqtl9U4tB2YBrxQ9fXdGu2zlFJvYhRXK9Raf62U2g0sUUp1rOp3F/Bkc8UthBCiTfvfGs+nYeyWUW1QC8dy1cpPQuEBT0fR/rgr4NxecBwBkwVssUaxNGukpyMTQrRFlzMy3ZTKy8tNkZGRAwCGDx9ePGfOnIJly5YFHz582BodHd0foKyszBQSEuICMJvNTJ8+/RxAenq6JSQkxBkTE+MAsNlsboC9e/cG2u126/bt2zsCFBcXmzMyMiw+Pj46KiqqpE+fPk6AgQMHOo4dO9boaca7du0KTE5ODhwwYMAAAIfDYbLb7Za4uLgLtfu6XC6VmZlpXblyZe4dd9xR8pOf/KT7woULw1auXHnRCLnJZKLmbOrWrjk/Ifge8CPgM6XUoaq2pzAS7reVUj8FTgAPVB3bgbGVWDbGdmI/AdBaf6OU+h3GPq8A8dWF1oQQQohaVB3P26TSbPjyj56Oon2y9ILuvwbbGPAK8HQ0Qghx+arXeNds01qrSZMmnV29evV3Zgj7+Pi4G5oZrLVWS5cuzZ04cWJRzfbExMQAX1/fb5cIm81mXC5Xo3/Paq2ZO3fu1/Pnzy9oqG+vXr0qQkNDK+64444SgMmTJ5974YUXwgA6derkOnHihHfPnj2dJ06c8LbZbE23WL2ZNWdV8/3U/UfPqEv018DMOq71GvBa00UnhBCinTJVzZAy1Xhe/bvI7LmwrkzgbRC919NRtE/mIGhDAyXNRmv4VzLY7Z6ORIjGuWU43HSTp6NovWJjY4smTJjQ96mnnsoLDw935eXlmQsLC80REREVNfsNGjSoLD8/3zspKckaExPjOHfunMnf3989evTowoSEhM733HNPsa+vr05PT/ft1auXs757+vn5VRYWFpq6dOlSZ5+4uLiiRYsWdX3kkUe+CQoKcufk5Hj7+Pjo8PDw7yTOPXr0cIWFhVWkpaX5RkdHl//jH/8IvOGGG8oA7r777vNr167ttGTJktNr167tFBsbe/4Kv1Utrs3MiRdCCCEaIQj4hP8m2wdrHGuSYp4tyeRjPIRoLvv/BR98AN26gbVJS0MJ0TykhnL9hgwZUrZgwYJTo0aNinC73Xh7e+tVq1bl1k68LRaL3rRp07HZs2f3KCsrM1ksFndycvLRefPmFRw/ftw3Kiqqv9Za2Ww2544dO47Vd89p06YVxMbGRoSGhlbUtc57woQJRUeOHLEMGzYsEsBqtbo3bdqUc6nEG+Cll17KnTJlyvUVFRWqR48e5W+88cZxgMWLF389fvz4Pj179gwODw+v2Lp1a72xtSbKGGhuX/z8/HRJSYmnw2jTWsN6ifb4synEtUgp5dBa+3k6Dk8ZOnSoTk1N9XQYQnzHJ59A4nswaBDcdx+oFtlkVgjPUkp9orUeerXXSUtLOx4dHd3gtGlx7UlLSwuOjo7uVbtdRryFEEK0K0opLyAOqC6VlQHs1lq3mXVgQjS3zEz4eyL07Qvj7pWkWwghmpsk3kIIIdoNpVQ48E/ga+BTjCnn9wDLlFLf11pfcs9QIa4lx3Ngy2YID4dJD4C5zVU/EEK0B6dPnzaPHDnyhtrt+/btywoLC6v0REzNSRJvIYQQ7cnzQILWekXNRqXUbOD3GFuMCXHNOv01vPkmdOwIP3yoar2s1lBW1nQ3qV6uVvPrpdrqOtZeaG083O7/Pmq/bughy+4urUsX8PX1dBTiKoWFhVXWrsrenkniLYQQoj25VWs9vXaj1nqVUirLA/EI0Wp88w385S9GvjL13iKsf98N27fDjh3GQSHaipQUuOUWT0chxGWRxFsIIUR7UlrPMUeLRSFEK3OhGN5deYLoQ+8RU7gdn9/uA2e9OwQJIYRoQpJ4CyGEaE+ClFITLtGugMCWDkYIj3K74ZNPcL2znfKN2/nJqfS6+/r4gKkJKqxVT42u+fVSbbWPtVdKGd/X6q+X+2hv0++biuwpJtogSbyFEEK0J0nA2DqOJbdkIEJ4hMMB778P771nPE6fxgvodKm+gwfD2LEwbhzcfHPrSPLaWyLeGr6nQohWQRJvIYQQ7YbW+ieejkGIFnf6NCQmGon2nj1QWseKCx8fGDXKSLbvuQe6d2/ZOBtDElUhGs1sNg/p169faWVlperbt2/p22+/fTwgIMDd0nHEx8eHzJs3r6D63jExMX23bNmSExwcXGm1Wm92OByfXs710tLSfCdPntyn+vXJkyd9f/Ob35x65pln8vPy8szjx4+//tSpU77h4eHl77777hedO3duExXQlW5vnywCfn5+uqSkxNNhtGmqFfzia48/m0Jci5RSDq21n6fj8JShQ4fq1NRUT4chmtL+/fDss5Cb6+lIoLIScnLqPFxiDcbx/Xvo/PBYuOsu8PdvweCEaH2UUp9orYde7XXS0tKOR0dHFzRFTFeqZlI7bty43oMHD3YsWrQorzHnulwuvLyaZgw2PDw8KjU1NbNLly6u+mK8Ei6Xi7CwsOgPP/wwMyIiouKxxx7rZrPZXEuWLDn91FNPhZ07d86ckJBw6ureQdNKS0sLjo6O7lW7XUa8W6nWkPgKIYQQogatYfly+M1vjIS3terfnxODxvG+dSy9HryVO+6SjbqFaE5pK+ledAJrU14zsCeO6Dl82dj+I0aMuJCent4B4OWXX7YlJCSEOp1ONXjw4JINGzac8PLywmq13jxlypQzycnJgatWrcq1WCzuuXPn9nA4HCYfHx+dnJycFRAQ4J45c2a3AwcOBFRUVKgZM2bkz58/vyAxMTEgPj6+q81mc2ZlZXWIiopybNu2LWfJkiUh+fn53jExMREdO3Z0paSkHK0rEV+4cGHo1q1bbRUVFWrMmDHnly9f/lVD72v79u2BPXr0KI+IiKgA2LVr13VJSUlZAI8++ujZmJiYG4BWlXjXRRJvIYQQQoiGFBfDww/D5s2ejuS7zGa4/XZjrfbYsaQU9GXXLmMJ9/dHezo4IURzczqd7N69O/Cuu+4qOnjwoGXz5s221NRUu6+vr546dWqPNWvWdJo1a9bZ0tJS0/Dhw0teeeWVk2VlZapv3743btq06VhMTIzjm2++Mfn7+7tXrFgRHBQUVHn48OHM0tJSNWzYsMixY8cWAWRmZnY4dOjQF7169XIOGTIkcs+ePf4LFizIT0hICE1KSjp6qRHvau+8805gdna2JT09PVNrzZ133tl3586d/nFxcRfqe29vvPGG7f777z9b/frs2bNePXv2dAJ0797defbs2TaTz7aZQIUQQojLoZS6DehFjd91WusNHgtItF1HjsDEiZBVYyv4W26BhAQICPBcXNVCQiAoCIDP0mHXLoiMhDFjZMm0EC3hckamm1J5ebkpMjJyAMDw4cOL58yZU7Bs2bLgw4cPW6Ojo/sDlJWVmUJCQlwAZrOZ6dOnnwNIT0+3hISEOGNiYhwANpvNDbB3795Au91u3b59e0eA4uJic0ZGhsXHx0dHRUWV9OnTxwkwcOBAx7FjxxpdXn7Xrl2BycnJgQMGDBgA4HA4THa73VJf4l1WVqb27t0btGzZspOXOm4ymdrULGFJvIUQQrQ7SqmNQB/gEFA9J1gDkniLy/PGG/CznxnVwqv94hewbBn4+nourkvIzoZt26BnT+NzApPMMBeiXfP19XXb7faMmm1aazVp0qSzq1ev/s70ax8fH3dD67q11mrp0qW5EydOLKrZnpiYGODr6/ttASaz2YzL5Wp01qu1Zu7cuV/Pnz+/0eviN2/eHDRgwABH9+7dvx1J79Spk+vEiRPePXv2dJ44ccLbZrPVOcre2jTBho1CCCFEqzMU+J7W+hda619WPWZ7OijRhlRUwOzZ8NBD/026O3SAjRth9epWl3SfPAlvvwWdO8ODPwQvb09HJITwhNjY2KLExMSOp06d8gLIy8szHz169Dsj04MGDSrLz8/3TkpKsgKcO3fO5HQ6GT16dGFCQkLn8vJyBZCenu5bVFRUb87o5+dXWVhYWG+fuLi4oo0bNwZX98vJyfGujrEub775pu2BBx74pmbb3XfffX7t2rWdANauXdspNjb2fH3XaE1kxFsIIUR7dBgIA772dCCiDTp5Eh54AD766L9t/frBli0QFeW5uOpw5gz8dZNRsHzqVLBYPB2REMJThgwZUrZgwYJTo0aNinC73Xh7e+tVq1blVhcnq2axWPSmTZuOzZ49u0dZWZnJYrG4k5OTj86bN6/g+PHjvlFRUf211spmszl37NhxrL57Tps2rSA2NjYiNDS0IiUl5eil+kyYMKHoyJEjlmHDhkUCWK1W96ZNm3LCw8MvOWJdVFRk2r9/f+D69etP1GxfvHjx1+PHj+/Ts2fP4PDw8IqtW7fWG1trItuJtVJtab1Cc2mPP5tCXIs8sZ2YUuoD4CbgP0B5dbvWelxLxgGynVib889/woMPGtlstfHj4fXXv11HDeBy1b1ddksqLYVNfzGKrD/8U7DZPB2REK1be9pOTLROsp2YEEKIa8kiTwcg2hi3G158EZ5+2ngORrXwF16AX/3qoiplpQ545RU4d85Dsdbi6wvTpkvSLYQQrZkk3kIIIdodrXWSp2MQbcj58zBtGmzf/t+20FB46y2IiflO9x07oLAQ7roLvBtd07f59OoJwZ09HYUQQlye06dPm0eOHHlD7fZ9+/ZlhYWFVV7qnLZMEm8hhBDtjlLqVuAloD/gA5iBEq11oEcDE61PejpMmADHaiwTHDHCSLq7dgWgvBCKc+FCLpw4BBWH4eZK+OaQh2KuJc/TAQjRgnpPgAFTPR2FaAphYWGVtauyt2eSeAshhGiP/g94EPgbRoXzHwMRHo1ItD4bNsBjj120WLv0R/PIm/gHird7cyHXSLgrCv97SqUZfK3gUOBuBaPdQlxrisob7iNEaySJtxBCiHZJa52tlDJrrSuB15VSnwJPejquy1FZDhXFno6iHSotR/1qDpa/rf22yeXlT9qg1/j63CR4Fbw6gH8PCL0FAnoYz9//BE5ngV8xhEfCkHEXLf0WQrQAf6llINooSbyFEEK0Rw6llA9wSCn1Isa2YvXuMdoanfkUUp/3dBQN0JV4uYrxdhbi5SrCy1VU43nttmLA7emICSo8RGBx+revHbb+5D66hY639Kd7DyPRtnS6OKn+5GPIOwJ+pRBxG9w+BczyV5QQQohGkl8ZQggh2qMfYSTas4B5QHdgokcjulwlJYRMH85d5SYwmUCZ0Cbzt88xVb1Wlz5euy9c5dCsdqNKizE5ijCVFKIcRcbz0gtN8nY9RU+ejPXVV4n096+zT94p+PdGsJbD0HFw8w9kpFsIIcTlkcS7DrKPthBCtF1a6xNKqQ5AF631Yk/Hc0VcLkxZR5BlxM3EywuWLkX98pf1ZtGFebD9RfAqh+EPQvT3WzDGFuBwwbJP4eCZhvsK0Rr86AYY38fTUbQOZrN5SL9+/UorKytV3759S99+++3jAQEBLT6tKD4+PmTevHkF1feOiYnpu2XLlpzg4OBKq9V6s8Ph+PRyr7l48eKQjRs3dlZKERkZ6XjrrbeOW61WbbfbfR544IHrz58/7xUVFeXYsmVLjsVi0U3/rpqeJN5CCCHaHaXUWOBPGBXNeyulbgLitdbjPBvZZXB7fkp2owUG/vcRFHTx15rPAwKMhNfTTCa4/Xbo1avebnlfQOJKY619/7HtL+k+Vw7x/4EviiC2B3RoBf80QjSk73WejqD18PX1dVdXBR83blzvpUuXdl60aFGjNjpwuVx4NdH/x2vXrg2dMWPGN9WJd1JSUvbVXC8nJ8d73bp1oVlZWYf9/f31D37wg+tfffVV2+zZs88+/vjj3WbNmpX3yCOPnHvooYd6rFy5MviJJ55oEx8dyn+xQggh2qNFwC3APgCt9SGlVO+GTlJKxQIrMbYfe1Vr/UKt448DPwNcwBngYa31iSaNvFpAAHz2mZGAu91QWfnf57Vf13es+vXVUgr8/b+bXPv7V01lb1++OAj//H/g1BAwBP53jKcjalpflcCzKfBNGSwYCsNCPR2REG3X8Xi6l2ZjbcprduiLo9czfNnY/iNGjLiQnp7eAeDll1+2JSQkhDqdTjV48OCSDRs2nPDy8sJqtd48ZcqUM8nJyYGrVq3KtVgs7rlz5/ZwOBwmHx8fnZycnBUQEOCeOXNmtwMHDgRUVFSoGTNm5M+fP78gMTExID4+vqvNZnNmZWV1iIqKcmzbti1nyZIlIfn5+d4xMTERHTt2dKWkpBwNDw+PSk1NzezSpYurZowLFy4M3bp1q62iokKNGTPm/PLly7+q6/1UVlaqkpISk6+vb2VpaampW7duTrfbzUcffRTw7rvvfgHw8MMPn120aFFXSbyFEEIIz3FqrQtrLRuqdyqaUsoMrAZGAyeBj5VS27XWNfcY/RQYqrV2KKV+DrwITG7a0Kt4ecGNNzbLpUXdtIbP9sK/twBWuBAMUx9sX2u6Pz8Pi/8Dbg1L/gdu6OjpiIQQV8PpdLJ79+7Au+66q+jgwYOWzZs321JTU+2+vr566tSpPdasWdNp1qxZZ0tLS03Dhw8veeWVV06WlZWpvn373rhp06ZjMTExjm+++cbk7+/vXrFiRXBQUFDl4cOHM0tLS9WwYcMix44dWwSQmZnZ4dChQ1/06tXLOWTIkMg9e/b4L1iwID8hISE0KSnpaO1Eu6Z33nknMDs725Kenp6ptebOO+/su3PnTv+4uLjvFArp3bu3c+bMmad79+49yNfX13377bcXTZgwoejrr7/2CggIqPT29gagV69eFXl5eW1mRZYk3kIIIdqjI0qLzbLOAAAgAElEQVSphwCzUqofMBv4sIFzbgGytdZfACil3gTuBb5NvLXWH9To/29gapNGLTzKXQkfvgUZSRDQHY464f5xxuSD9uJgPvz+Ewj0gcXDoVvdNeWEEI10OSPTTam8vNwUGRk5AGD48OHFc+bMKVi2bFnw4cOHrdHR0f0BysrKTCEhIS4As9nM9OnTzwGkp6dbQkJCnDExMQ4Am83mBti7d2+g3W63bt++vSNAcXGxOSMjw+Lj46OjoqJK+vTp4wQYOHCg49ixY41Oenft2hWYnJwcOGDAgAEADofDZLfbLZdKvM+cOWP++9//fl12dvZnnTp1qhwzZsz1L7/8sm38+PFFV/P98jRJvIUQQrRHvwSeBsqBN4DdwO8aOCccLvrj6SQwvJ7+PwV2XuqAUuoR4BGAHj16NC5i4VHOMtj7Cnx5GPp8Dz7MgYE3Go/24p8nYVUa9AiARbeAzWKM8H9yAbJLPR2dEI0T7Qf9/TwdRetQc413Na21mjRp0tnVq1efqt3fx8fH3dC6bq21Wrp0ae7EiRMvSnITExMDfH19v505ZjabcblcjZ4LpLVm7ty5X8+fP7+gob7vvfdeYI8ePcq7du3qArjvvvvOf/jhh/6PPfbYN8XFxWan04m3tzfHjx/3CQ0NrWhsDJ4mibcQQoh2R2vtwEi8n26O6yulpgJDgZg67r8OWAcwdOjQNlFt9VpWcg52rYZvTsFtD8K/MsHqBz9oJ+u6tYYtx2C9HQZ1gqeHgo8X7DwLG/PgqCTdog35Zbgk3vWJjY0tmjBhQt+nnnoqLzw83JWXl2cuLCw0R0REXJSgDho0qCw/P987KSnJGhMT4zh37pzp/7d373FRlunjxz/3zADDSRRRUDyQIimIpGh22rDUxDTbbN217LRbWbu5HnZzv7uttWZtW99dzWjTsta+q7G5pVlGHtJfq5S7WegqooLiORJR5Dychrl/fzyDEgGiAjMD1/v1el4M9zxzz8XjOPdcc58CAgIcY8eOLVq6dGm3iRMnlvj4+Oj09HSfiIiI6qae09/fv6aoqMjUo0ePRs8ZP3588fz583tOnz79XFBQkOPo0aNe3t7eOjw8/HvD0yMiIqp27doVUFJSYvL393d89tlngfHx8TaTycR1111X8vbbb3eZPn16wfLly7tOnDix8LIvVhuTxFsIIUS7oZRa19T9F1nVPAdjv+9avZxl9Z9jDEZCn6C1rrycOIX7yP8GNv4Vqmww7gnIOgV5eXDvveDXoksluYZDw1v74ONjcHNPeGQwfHAO3j0Np6vhKivM6wsJQWBqR/PYRfvl0/7WcmxR8fHxFfPmzcsZPXp0lMPhwMvLSyclJZ2on3hbrVadnJx8eObMmX0qKipMVqvVkZqaenDOnDlnjx075hMbGztIa62Cg4Or169ff7ip53zwwQfPJiYmRoWGhlbt2LHjYEPnTJ48uXjfvn3WESNGDATw8/NzJCcnH20o8b711lvL7rjjjoIhQ4YMslgsxMTE2H71q1+dAVi4cOE3P/nJT/o///zz4TExMbZZs2ZdtAfdXSit298X8f7+/rqsrOyK6pB9vF2vPb42heiIlFI2rXWb9E8opc5gDBd/F9gBfHd1Na23NfFYC3AQGI2RcH8N3Ku13lfnnKHAaiBRa32oOTENHz5cp6WlXeJfItrCyX2wZRl4WyFxBpRpeHs5DB0Gkzxn47lGVdfAot3wxSkY0xccneHDs1DmgOGBcF8o3NBJEm7RsSildmqth19pPXv27DkWFxfnMUmfaDt79uwJiYuLi6hfLj3eQgghXK4Ft/EKw1iV/B7gXuAT4N26yXNjtNZ2pdQMjPngZmC51nqfUmoBkKa1Xgf8GQgA3nd+QXvCo/YGF+cdSIUv3oXgnjBuBnj7QfLr0LkzjBvn6uiuXFk1/DEN9uZDj1D4RxWQB2O6GAm3DNUVQoi2JYm3EEIIl2rJbby01jXARmCjUsoHIwHfqpR6Vmv914vForVeD6yvV/ZMndtjLvkPvAJ538B/NkKf3uDtY8zVRYN2OG9z4XbtUff+umXigtICyN4BvWNg9HSjx/uTFCgogAcfAh8fV0d4Zc6Ww2++hDNlUNAZiiwwNQTuCYUwj9l4RwjR3uXm5ppHjRp1df3yrVu3ZoWFhdW4IqbWJIm3EEIIV2vRbbycCfcEjKQ7AkgC1rZ41G3gwE44/bVxXA6lANW+9qBuCUpB9Ci44cdgMsPhbEhLg+uug4gIV0d3+aoc8G4OrMmAGgfobjC9L9wVAoHyiU8I4WbCwsJq6q/K3p612tuwUmo5MBHI01oPdpYFA//E+CB0DPix1rpAGeP1XgFuB2zAQ1rrXc7HPAjMc1b7vNb6760VMwDnzsETT3Avxh4xBa36ZEII0SFYlFJ1Jzkvc676Xaslt/FaAQzG6LV+VmudcXkhu4cbx0P/WNi9BzIyoKoaevaE+OEw8GowexlJ5PnDxPlEW5Lt5ikvh48+gpAQuHW0q6O5PEV2WHMG3jsJ5jNgNsGPB8O9vcFLFqISQgi30Jrff/4f8FdgRZ2y3wL/T2v9olLqt87f/wcYDwxwHiOBpcBIZ6L+B4wtWzSw0zn8sPXy4YMH4bPPSMaYSPgF8LHzaNYqOkIIIeqzt8RCNnDxbbwwesLLgFnAzDoLZSpAa607tUQcbcXiDb36GcfY8UYC/tUOWJcCn22F4SMgPh4CAlwdqefauAFKS2HqVPDyat5jbFXw0peQV3zxc9vC2WrQdgipMlZ8HhkKlhPw3glXRyZEyxt6FUT3cnUUQly6Vku8tdapSqmIesV3AqOct/8ObMVIvO8EVmhjGesvlVKdlVI9nOdu1lqfA1BKbQYSMVarbR3XXQenTjHSbOYOYBKw0HlkAeswkvB/A+1u4gHGqkQ/AG4EfgN4zI70QghP1mLbeGmt223/no8VRo6Ea0dA9mEjAd/6L/g8FWJijPt6hrs6Ss9y4ACkp8PNCc27dlrDziPw9nawV4DDq96y+S4SrI2h5WYFAV5w8Hv/e4RoP3p2kcRbeKa2nvETqrU+5bydC4Q6bzc0zDC8ifLvUUpNB6YDeHtf4cohJhNfAV8BTwN9gDucxyxgLpCPMc7xY4xVfNzkS+9LNgAj0a49+jvLS4E3gYsuAyyEEFfua2CAUuoqjIR7KsaK5Oc5t/F6A2Mbr7y2D9F9KBMMGGAcZ8/CV1/Bnt1GAtmrl5GAD4oGs9nVkbq3slJI+Rh69ICbb774+Tnn4J//hqxvweYLgQOgf1Drx3kx5XZIy4Nh3eC38eArc7mFEMItueztWWutlVItts6qc77gMjD28W6pegFOYCy3+xrGHjK3YfSET8AY01gNbOPCkPSjLfnkLcgMxHEhyb6JC998nAE+x/gbPwd2Ywy1F0KI1ibbeF2+kBC4/Xa49VbYvdvoBV+zBgI/heHDjWHo/jIM/Xu0hpQUqKyEH97V9JcUtkr4eCds3QdmC5wMB39vKCwDR9uF3KSJEfBwNFguc7zHtzWQWd2iIQnRavpboK98wQSA2WyOHzBgQHlNTY2KjIwsf++9944FBga2+VvTggULus+ZM+ds7XMnJCRErlmz5mhISEiNn5/fUJvN9t9LrfO5557rvmLFim5aax544IEzzzzzTB7A6dOnzXfddVe/nJwcn/Dw8MqPPvroSLdu3TxiILLSuvX2GHEONU+ps7haFjBKa33KOZR8q9b6aqXUG87b79Y9r/bQWj/mLP/OeY3x9/fXZWVlVxr7Rc8xAddxoTc8xlm+jwtD0nfguobZF2Op4NpE+3og0HnfEYwE+wvnzyxXBHgRrfnaFEK0HaWUTWvdYXcNHj58uE5LS7v4iS1AO+BQtpGAHz5sJJSDBxuLsQVKAn7eoWxY/wmMHQs33NjwOQ4N/8mCtV9BaQUMioSPLBBQClYTzLkGrg9r27hbWr4Dkkrh72UytUx4jt8HwhNX8H6mlNrZEuuO7Nmz51hcXNzZK63nStRNaidNmnTVsGHDbPPnzz/dnMfa7XYslpb5BiM8PDw2LS3tQI8ePb7Xb3c5iffXX39tvffee/vv2rXrgNVqdSQkJEQtW7bs+ODBgysff/zxXsHBwfYXXngh96mnngorKCgwL1261K0m2OzZsyckLi4uon55W39ftA54EHjR+fOjOuUznFvIjASKnMn5JuAFpVQX53m3Ab9r45gb5cCY6/1vjKD6cSEJf9JZdgb4BCMJ/xRjCHdr6YLRi30TRqIdD3g749yLMam+NtH+thXjEEII4RrKBFFRxnHmzIVh6Hv2uDoy99OnD1x3fcP3Hc2DVdvh2BnoHwp33wrzj4B/MfQKhHnDoacHf5Vkc8CbZbCkDMo0TPWFH/vJHrPCM/R0w2k0hb+itz0Tv5as0zIQW+dF35ly26SbbrqpND093RdgyZIlwUuXLg2trq5Ww4YNK1uxYsVxi8WCn5/f0GnTpp1JTU3tlJSUdMJqtTpmz57dx2azmby9vXVqampWYGCg44knnui1ffv2wKqqKvXoo4/mzZ0792xKSkrgggULegYHB1dnZWX5xsbG2j788MOjL7zwQve8vDyvhISEqC5duth37NhxsLFE/Omnnw5du3ZtcFVVlZowYULhyy+/3GBKsnfvXt+hQ4eW1vag33jjjSWrVq3q/Pzzz5/euHFj523btmUBPPbYY/kJCQlX08C6MO6oNbcTexejxzpEKfUNxurkLwLvKaUeBo4DP3aevh5jK7FsjO3EfgqgtT6nlHoOY/4fwILahdbc0RGMPdFeAYKAcRhD0icBDwGVwL+4MCS92f+TGtGbC0PGf4Cxfw7O5/kaY0G4LzC+GCi8wucSQgjhWbp1gwkTYPStRg9vjcwfOk+Z4OooMNUbml1cDh9+BduzoJMv/HQU9OgJM74E7woY2QOevAasbvjBvznsGlaVw8ISOO2ARB/4XSAMaOZq7kII91RdXc2mTZs63XbbbcW7du2yrl69OjgtLS3Tx8dH33fffX1ef/31rjNmzMgvLy83jRw5suzNN9/8pqKiQkVGRg5OTk4+nJCQYDt37pwpICDAsXjx4pCgoKCajIyMA+Xl5WrEiBED77jjjmKAAwcO+O7evftIREREdXx8/MDNmzcHzJs3L2/p0qWh27ZtO9hQj3etDz74oFN2drY1PT39gNaaMWPGRG7YsCFg/Pjx3+uXvOaaa8oXLFgQnpuba/b399ebN28OiouLKwPIz8+39O3btxqgd+/e1fn5+R7znWFrrmp+TyN3fW+XTOdq5k80Us9yYHkLhtYmioD3nIcZY5Xw2t7w2vnie7gwJD0NY7+0xihgEN9NtPvWea5/A//ASLS/wki+hRBCCKsvxMa6Ogr3VuOAbfthXRpUVsPYITBhGBwphZlfGFt13RUFPxvgmfujaw0bKuCFEjhSAyO8YFkXGHGFa9EKIQyX0jPdkiorK00DBw6MBhg5cmTJrFmzzi5atCgkIyPDLy4ubhBARUWFqXv37nYAs9nMQw89VACQnp5u7d69e3VCQoINIDg42AGwZcuWTpmZmX7r1q3rAlBSUmLev3+/1dvbW8fGxpb179+/GiAmJsZ2+PDhZr+LbNy4sVNqamqn6OjoaACbzWbKzMy0NpR4Dxs2rGLWrFm5o0ePjvL19XXExMTYzA0sxmEymZo1PdhdeMw3BJ6sBkh1HnOBKC4k4b/DWDn9FBeGpG/BWLBtGBcS7ZuArs76TmEMF/8LRqKdjvss8CKEEEJ4kqxvjWHl3xbAoHD4yQ0Q1hk2noClGWA3wQNxMLX3xetyR19WwvMlsKsaoizwdhe4zcczv0AQQnyXj4+PIzMzc3/dMq21mjJlSv5rr732veHX3t7ejovN69Zaq4ULF564++67v7NpU0pKSqCPj8/5fkKz2Yzdbm/2O4nWmtmzZ5+aO3dus+bFz5kz5+ycOXPOAsyYMSO8V69eVQBdu3a1Hz9+3Ktv377Vx48f9woODvaY8Vztdr9Td3YQYxj4KKA7MA1jVfQpGJPez2IMDf8SYxnfQcCHGMPV+wM9gZ8Af8VYfVyS7tahlHL5IYQQonWcK4VlW2BRitHL/fhYmHU7dOkEr+yBJXuh3BumDvHMpPtANTxwDiafg1M1sDAItoTAOKsk3UK0Z4mJicUpKSldcnJyLGCsAn7w4MHv9UwPGTKkIi8vz2vbtm1+AAUFBabq6mrGjh1btHTp0m6VlZUKID093ae4uLjJnNHf37+mqKioyXPGjx9fvHLlypDa844ePepVG2NDau87dOiQ9yeffNL5kUceOQcwbty4wjfeeKMrwBtvvNE1MTHRY2bUSo+3ixVgDBH/B+CF0cM9AeMbkdpVxzv0hrVCCCEumUMb212dKTaOc6VGmTBUVBnzuLWGifEwLg68LXCqDP60E44WQ0kA3NkfHgh3dbSX5psa+EsJvF8OgcpYAfpn/uArybYQHUJ8fHzFvHnzckaPHh3lcDjw8vLSSUlJJ6Kior6zeYHVatXJycmHZ86c2aeiosJktVodqampB+fMmXP22LFjPrGxsYO01io4OLh6/fr1h5t6zgcffPBsYmJiVGhoaNWOHTsONnTO5MmTi/ft22cdMWLEQAA/Pz9HcnLy0fDw8AZ7rCdNmtS/sLDQYrFY9OLFi0+EhITUADz77LOn7rrrrv59+/YNCQ8Pr1q7dm2TsbmTVt1OzFXaajsx0bpc/dp0h9eAq6+BEC1BthNrne3Eqmsgv+RCcl33OFsC9jq7miqkl7O+uL7wo+shxLnP5o5ceHk32IFTgfCDHvDCVWDykOt2zgGvlsL/OT/+/NQffhkAXWRsoxDf0Z62ExPuyV22ExNCCCFEM1XZIbew4eS6oPS7i3L6eEG3TtCjMwzpY9yuPboEgFkSsAbVOCD5ILyfDT0DIMMPBnaCZyOaTrqrNJS4wXejNRreK4e/lhrxTPGFJwOhl4euvC6EEO2VJN5CCCGEm9p7wpiHXCvQ10ikB4R9N7Hu1sm4T3q1L01hJfx5F6Tnw43h8CkQ5gULI8GniS8qNlTAb4og340WWRnj3BpskGwNJoTwELm5ueZRo0ZdXb9869atWWFhYTUNPcaTSeIthBBCuKnIMHhsrDO5DgSrbP/UYg6cg5d2QUkVPDwYlpeAxQGvDIDOjXw6KnbAM8VGD3OsBWYHGMP4XS3WS7YGE0J4nrCwsJr6q7K3Z5J4CyGEEG4qyA+GXXXpj6vRRm/umXI4Ww7nKo2FxIShoBI+PALdfOH56+FPuXDODm9EQS+fhh/z70qYVQS5NUbCPScAvNwh6xZCCOERJPEWQgghPIjWUFJ9Iak+W3Hh9pkK42d+hZF8i8aNDIVfxsH8E5Bpg7/0h5gGlgCs0PBiCSwrg35m+KgrDJPeZSGEEJdIEm8hhBDCTZ0shdQcI7k+W24k2GfKoare3GKLgq6+EGKF6GCjJzfECiG+xu1gH1lcrS4T4GuBl07C50XwP73h5s7fPy+9GmYWwkE7POQH8wLBT66jEEKIyyCJtxBCCOGmTpfBPw9BFx8jgY7oBMO7OxNrX+jmTK47+3jOtlfu4u+5sPoMPBAKU7p/9z67NlYJX1QKISb4RzCMamQIuhBCCNEckngLIYQQbioyGP73FjArY+uw2gOMIed24FQNfGszyhz6++fIiPPvO1gOr+bAbV1gRvh37ztih1mFsLMa7rTCC0Htfy9sG/Ctq4MQopm6Al1cHYSbMJvN8QMGDCivqalRkZGR5e+9996xwMDANt9vYcGCBd3nzJlztva5ExISItesWXM0JCSkxs/Pb6jNZvvvpdb53HPPdV+xYkU3rTUPPPDAmWeeeSYP4D//+Y/vz3/+8742m83Uq1evqtWrVx8JDg52oz0mGieJtxBCCOGmdpfBk4ddHUX7NCwA5kdcGCmgNaywwYIS8AGWdIYf+roywtZVjbF92j+ADzGSbyE8wUvAb1wdhJvw8fFx1K4KPmnSpKsWLlzYbf78+aeb81i73Y7F0jKp4BtvvBH66KOPnqtNvLdt25Z9JfV9/fXX1hUrVnTbtWvXAavV6khISIiaPHly0eDBgysfffTRiJdeeunkhAkTShcvXtz12WefDXvllVc84rtDSbyFEEIINxXjBy/2M7asOn84E8X6ZRc7R1ygFAzxB29nT3ZuDfyqCLZWQoI3LOoMPcyujbE1OIDtGMn2+0A+EAzcD9yAMfddCHc31NUBNORn9CYDvxatczA2lnOyuaffdNNNpenp6b4AS5YsCV66dGlodXW1GjZsWNmKFSuOWywW/Pz8hk6bNu1Mampqp6SkpBNWq9Uxe/bsPjabzeTt7a1TU1OzAgMDHU888USv7du3B1ZVValHH300b+7cuWdTUlICFyxY0DM4OLg6KyvLNzY21vbhhx8efeGFF7rn5eV5JSQkRHXp0sW+Y8eOg+Hh4bFpaWkHevToYa8b49NPPx26du3a4KqqKjVhwoTCl19+ucGEee/evb5Dhw4trU3kb7zxxpJVq1Z1fv75508fP37cZ/z48aUAEydOLB43blyUJN5CCCGEuCLdvGGMrKDdqj4qh98VGauXv9AJHvS78MVFe6CBvRjJ9rvACcAPuBO4F7gNkJeYEJ6turqaTZs2dbrtttuKd+3aZV29enVwWlpapo+Pj77vvvv6vP76611nzJiRX15ebho5cmTZm2+++U1FRYWKjIwcnJycfDghIcF27tw5U0BAgGPx4sUhQUFBNRkZGQfKy8vViBEjBt5xxx3FAAcOHPDdvXv3kYiIiOr4+PiBmzdvDpg3b17e0qVLQ7dt23awfqJd1wcffNApOzvbmp6efkBrzZgxYyI3bNgQUJtE13XNNdeUL1iwIDw3N9fs7++vN2/eHBQXF1cGEBkZWZGcnNz5/vvvL3znnXeCc3NzPeYtTBJvIYQQQnQ4hQ54qgg+rIBhXvBKZ+jfjj4VHcVItP8B7APMwDjgT8AkIMB1oQnR/lxCz3RLqqysNA0cODAaYOTIkSWzZs06u2jRopCMjAy/uLi4QQAVFRWm7t272wHMZjMPPfRQAUB6erq1e/fu1QkJCTaA2nnSW7Zs6ZSZmem3bt26LgAlJSXm/fv3W729vXVsbGxZ//79qwFiYmJshw8fbnbSu3Hjxk6pqamdoqOjowFsNpspMzPT2lDiPWzYsIpZs2bljh49OsrX19cRExNjM5uNYUjLly8/NmPGjN4vvvhij8TExEIvLy+PWcqkHTUxQgghhADnXt8azjkg3wFFDmOYsTAUOIy9uc844DcBMCPA2JLN0+UB72Ek2/9xlt0ELAF+BHRzUVxCiNZRd453La21mjJlSv5rr72WU/98b29vx8XmdWut1cKFC0/cfffdxXXLU1JSAn18fM4nuWazGbvd3ux3Tq01s2fPPjV37tyzzTl/zpw5Z+fMmXMWYMaMGeG9evWqAhg6dGjF9u3bDwGkp6f7fPrppw1sBumeJPEWQggh3Fy1NpLF2kS69md+vbK6R5Wrg3ZzAyzwdjAM8bq8xxcDzfr02MocGEl2MrAFqAGGAC8CU4G+rgtNCOECiYmJxZMnT4586qmnToeHh9tPnz5tLioqMkdFRX2nWRgyZEhFXl6e17Zt2/wSEhJsBQUFpoCAAMfYsWOLli5d2m3ixIklPj4+Oj093SciIqK6qef09/evKSoqMvXo0aPRc8aPH188f/78ntOnTz8XFBTkOHr0qJe3t7cODw9vcHh6Tk6OJTw83H7o0CHvTz75pPPXX3+dWbe8pqaGP/zhDz0efvjhvMu4TC4hibcQQgjhprZUwC8LoaiJgXRBCrqajC2vepkhzguCTUZZ7c/OJmOosTCYFFxtAZ/L6OUuBf4C/Bn3Wgk8Avgf4B5gsGtDEUK4UHx8fMW8efNyRo8eHeVwOPDy8tJJSUkn6ifeVqtVJycnH545c2afiooKk9VqdaSmph6cM2fO2WPHjvnExsYO0lqr4ODg6vXr1ze5v8aDDz54NjExMSo0NLRqx44dBxs6Z/LkycX79u2zjhgxYiCAn5+fIzk5+WhjifekSZP6FxYWWiwWi168ePGJkJCQGoDly5cH/+1vf+sOcPvttxfMnDkz/3KukysorT1mWHyz+fv767KysiuqQ7WnlVU8lKtfm+7wGnD1NRCiJSilbFprf1fH4SrDhw/XaWlpl/XYzGpYaft+Il37s4sJvFz/VtUh1AD/BzwNnAKmABNwjxXjBwDX4R6xCOHulFI7tdbDr7SePXv2HIuLi3OHgS/CzezZsyckLi4uon659HgLIYQQbmqgF/wxyNVRiE3Ak0AGcD2wxvlTCCGEaC5JvIUQQgghGrAXmIuRePfD2Pv6bqRnWQghWkJubq551KhRV9cv37p1a1ZYWFiNK2JqTZJ4CyGEEELU8S3wDPA2EAQsAn4B+LgyKCGEaGfCwsJq6q/K3p5J4i2EEEIIAZRhLJz2v0A1MBv4PRDsyqCEEEK0C5J4CyGEEKJDa2jhtD8B/V0YkxBCiPZFEm8hhBBCdFifYiycthdZOE0IIUTrMbk6ACGEEEKItrYXSATGYQwxfx/YjiTdQgghWof0eAshhBBuzA6UAzbnUd7Iz6bKyts8avdWAqxHFk4TQnRsK1eu7BwdHV0RHx9fATB79uyeo0aNKvnhD39Y0thj7r777oiJEycW/fSnPy24WP0pKSmBCxcuDP3Xv/6V3ZJxN5efn99Qm832X1c8d0Mk8RZCCCHc1Fpg8mU+1gr4OQ8fZIhbXQpZOE0I0YKUim+1urXe2RrVVldX8+GHH3a22+1FtYn34sWLv22N5xIGSbyFEEIINxUDPAf4YiTQ9X82VOaLkXRLoi2EEO1bVlaWd2Ji4oDY2FhbRkaGX1RUVPn7779/7Nlnnw3duHFj58rKStPw4cNLk5OTj5tMJq699tqrBw8ebPvqq68CJkyYULBly5bOXxnY6M4AAA+RSURBVH75ZeBLL73UY82aNYefeeaZHrW92U8++WSPhuq4mNWrV3eaO3dub19fX8e1115bWlteXFxsevjhh/tkZmb62u129fvf//7b++67rzApKanrRx991LmkpMRy+vRprx/96Ef5CxcuPAWwZMmS4KVLl4ZWV1erYcOGla1YseK4xWLBz89v6MMPP5z36aefBlmtVkdKSkp279697ZmZmd5Tp07tZ7PZTImJiYV143r66adD165dG1xVVaUmTJhQ+PLLL3+blZXlPX78+AHXXnttaVpaWkBoaGjVpk2bsgMCAnRGRobP9OnT++bn51vMZrN+//33j8TExFQ2VE9z/72kXRZCCCHcVBQwD/g18HPgIeDHwB3AaIz5yNc4z+sNdMVIvqVxF0KIjuHYsWPWGTNm5B05cmRfYGCg489//nO3uXPn5mVkZBw4dOjQvvLyctOqVauCas+vqqpSGRkZB1566aXcMWPGFD7//PPfZGZm7o+JiamsW29TdTTGZrOpGTNmRKxbty47IyPjQF5enlftfU899VSPW265pXjv3r0HPv/886x58+b1Ki4uNgGkp6f7r1u3Lnvfvn371q1bF5yamuq3a9cu6+rVq4PT0tIyMzMz95tMJv366693BSgvLzddf/31pVlZWfuvv/760ldffbUbwC9+8Ys+jzzyyJmDBw/u79GjR3Xtc3/wwQedsrOzrenp6QcOHDiwf/fu3X4bNmwIADhx4oR15syZednZ2fuCgoJqVqxY0QXg3nvvverxxx/Py8rK2p+WlpbZp0+f6qbqaQ7p8RZCCCGEEEKIy9VKw8GbIywsrOq2224rA7j//vvzk5KSuvfr169y0aJFYRUVFabCwkJLdHR0OVAEcM8995xrTr0bNmwIbKyOxuzevdvaq1evytjY2EqAadOm5b/11lvdALZu3dpp06ZNnZOSksIAKisrVXZ2tjfATTfdVBwWFlYDMGHChIKtW7cGWCwWnZGR4RcXFzcIoKKiwtS9e3c7gJeXl546dWoRQHx8fNmWLVs6AezatStgw4YNhwEee+yx/Oeee64XwMaNGzulpqZ2io6Ojgaw2WymzMxMa79+/arCw8Mrb7jhhnKAoUOH2o4dO+ZTUFBgOn36tPcDDzxQCODn56cB3Vg948ePP9+z3xRJvIUQQgghhBDCAymlvvf7r3/96747duzYHxkZWf2rX/2qZ0VFxfmBUIGBgY6L1Wmz2VRTdVwOrTWrV6/OjouL+07P+hdffOHf0N+gtVZTpkzJf+2113Lq12WxWHTtsHeLxYLdbj9fgclk0g099+zZs0/NnTv3bN3yrKwsb29v7/Pnm81mXV5e3ujf2Vg9zSWj0YQQQggnpVSiUipLKZWtlPptA/f7KKX+6bx/h1Iqou2jFEIIIQynTp3y3rJliz9AcnJy8A033FAKEBYWZi8qKjJ9/PHHXRp7bEBAQE3tcO+6bDabqbl11HXNNddU5OTkeO/bt88HYNWqVefXr7zllluKFy5cGOpwGHn/9u3bfWvv++KLLzqdPn3aXFpaqtavX985ISGhNDExsTglJaVLTk6OBeD06dPmgwcPejf1/MOGDSt98803gwHefPPNrrXl48ePL165cmVIUVGRCeDo0aNetfU2pEuXLo6wsLCqlStXdgYoLy9XJSUlpkutpz5JvIUQQghAKWUGXgPGA9HAPUqp6HqnPQwUaK0jgZeBl9o2SiGEEOKCiIiIildffbV7v379YgoLCy1PPvnkmWnTpp0ZNGhQzC233BIVFxdX1thjp02bdi4pKSls0KBB0bXJMkBISEhNc+uoy8/PT7/66qvHJ06cGBkdHT0oJCTEXnvfiy+++K3dblcDBw6MjoyMjJk3b1547X1DhgwpmzRpUv+YmJiYO+64o+Dmm2+2xcfHV8ybNy9n9OjRUVFRUdG33npr1MmTJ70afmbDkiVLTixbtqx7VFRUdE5OzvlzJ0+eXDxlypRzI0aMGBgVFRV911139S8sLDQ3Vdc777xz9LXXXuseFRUVPXz48IEnT560XE49dSmtv9cb7/H8/f11WVmzXh+Nqj/kQbQ9V7823eE14OprIERLUErZtNb+ro7jYpRS1wPztdbjnL//DkBr/ac652xynvMfpZQFyAW66Sb+sw4fPlynpaW1bvBCCCGaRSm1U2s9/Err2bNnz7G4uLjLGnLcUrKysrwnTpw44NChQ/tcGceVSEpK6pqWlua/YsWKE66OpaXs2bMnJC4uLqJ+ufR4CyGEEIZw4GSd379xljV4jtbajrHQTFeEEEIIIZrgMYurKaUSgVcAM/CW1vpFF4ckRKtzda+79LiLtnKx93illA+wAogH8oGfaK2PtXWczaWUmg5MB+jTp4+LoxFCCNEeXX311VWu6u0eO3Zs/5MnT/rULfvjH//4zd133118KfXMnDkzH6Ndb/c8IvGuM+9uLEYPxNdKqXVa6/2ujUwIIcSVauZ7/Pm51UqpqRhzq3/SwqHkYGyHXauXs6yhc75xDjUPooEPDFrrZcAyMIaat3CcQgghXM/hcDhUQ6todwSbN28+7OoY3JHD4VBAgyvHe8pQ82uBbK31Ea11FbAKuNPFMQnR7imlOvzhaq7++9voGjTnPf5O4O/O26uB0arlg/saGKCUukop5Q1MBdbVO2cd8KDz9o+Az5qa3y2EEKLdyjhz5kyQM9ESAofDoc6cORMEZDR0v0f0eNPwvLuRdU+oO6wP0Eqp8it8Tgtgv+hZ7ZfL/343SHpcfg3cQIe/Bs5eTbkGV3YNfJVSdVcXW+bsEa510fd46s2tVkrVzq1usYVtnPXOADZhDHlfrrXep5RaAKRprdcBfwNWKqWygXMYyXmTdu7ceVYpdfwKQguhBf9ODyXXQK4ByDWoJdfhyq5B35YIwG63P5Kbm/tWbm7uYDynM1O0LgeQYbfbH2noTk9JvC+q7rC+lqCUSmuJFQ89VUf/+0GuAcg1ALkG0LGugdZ6PbC+XtkzdW5XAFMusc5uVxJTR7r+jZFrINcA5BrUkuvgHtcgPj4+D5jkyhiEZ/GUb2eaM+9OCCGEZ7qUudW1PfANzq0WQgghhHBHnpJ4N2fenRBCCM8kc6uFEEII0a55xFDzxubdtfLTttiwdQ/V0f9+kGsAcg1ArgG08jVorbnV7Yi8BuUagFwDkGtQS66DXAPhgZR0GAghhBBCCCGEEK3HU4aaCyGEEEIIIYQQHkkSbyGEEEIIIYQQohVJ4t0IpdSflVKZSql0pdRapVRnV8fUVpRSiUqpLKVUtlLqt66Op60ppXorpf6llNqvlNqnlJrl6phcQSllVkr9VymV4upYXEUp1Vkptdr5XnBAKXW9q2NqS0qpOc7/AxlKqXeVUlZXx9RRSZskbVJHb5NA2qWO3iaBtEvCs0ni3bjNwGCt9RDgIPA7F8fTJpRSZuA1YDwQDdyjlIp2bVRtzg78WmsdDVwHPNEBrwHALOCAq4NwsVeAjVrrgUAcHeh6KKXCgZnAcK31YIxFzzrSgmbuRtokaZM6epsE0i512DYJpF0Snk8S70ZorT/VWtudv36Jsa9sR3AtkK21PqK1rgJWAXe6OKY2pbU+pbXe5bxdgtGwhbs2qrallOoFTADecnUsrqKUCgJuxlhNG611lda60LVRtTkL4OvcN9sP+NbF8XRY0iZJm+S83SHbJJB2Sdqk86RdEh5LEu/m+RmwwdVBtJFw4GSd37+hAzbwtZRSEcBQYIdrI2lzi4HfAA5XB+JCVwFngLedQxvfUkr5uzqotqK1zgH+ApwATgFFWutPXRuVcJI2qYPqwG0SSLvUodskkHZJeL4OnXgrpbY454jUP+6sc87vMYZ5JbsuUuEKSqkAYA0wW2td7Op42opSaiKQp7Xe6epYXMwCDAOWaq2HAmVAh5lfqpTqgtGzeBXQE/BXSt3n2qjaN2mTRFM6apsE0i45deg2CaRdEp7P4uoAXElrPaap+5VSDwETgdG642x4ngP0rvN7L2dZh6KU8sL4gJOstf7A1fG0sRuBSUqp2wEr0Ekp9Y7WuqM1bt8A32ita3uWVtOxPuSMAY5qrc8AKKU+AG4A3nFpVO2YtEkNkjaJDt8mgbRLIG0SSLskPFyH7vFuilIqEWNI0ySttc3V8bShr4EBSqmrlFLeGItWrHNxTG1KKaUw5lAd0FovcnU8bU1r/TutdS+tdQTGv/9nHezDDQBa61zgpFLqamfRaGC/C0NqayeA65RSfs7/E6PpYAv5uBNpk6RNooO2SSDtEkib5CTtkvBoHbrH+yL+CvgAm43/23yptX7ctSG1Pq21XSk1A9iEsVrkcq31PheH1dZuBO4H9iqldjvLntJar3dhTMI1fgkkOz/wHwF+6uJ42ozWeodSajWwC2No83+BZa6NqkOTNknaJGmTRIdtk0DaJeH5VMcZrSaEEEIIIYQQQrQ9GWouhBBCCCGEEEK0Ikm8hRBCCCGEEEKIViSJtxBCCCGEEEII0Yok8RZCCCGEEEIIIVqRJN5CCCGEEEIIIUQrksRbCCGEEEIIIYRoRZJ4C9EGlFI1SqndSqkMpdT7Sim/Ovf9UCmllVIDnb9blVKZSqnYOufMVUq90Yz6dyul1rXuXyOEEMJTSXskhBCuIft4C9EGlFKlWusA5+1kYKfWepHz938CPYHPtNZ/cJYlAr8HbnbelwoM11oXXKx+IYQQojHSHgkhhGtIj7cQbe9zIBJAKRUA3AQ8DEytPUFrvRE4BTwAvAzMb+xDjhBCCHGZpD0SQog2Iom3EG1IKWUBxgN7nUV3Ahu11geBfKVUfJ3TZwN/BLpprVdepGqrUipNKfWlUuqHLR64EEKIdkXaIyGEaFsWVwcgRAfhq5Ta7bz9OfA35+17gFect1c5f98JoLX+Vin1GZDSjPr7aq1zlFL9gM+UUnu11odbLnwhhBDthLRHQgjhApJ4C9E2yrXW19QtUEoFA7cCsUopDZgBrZSaqy8svuBwHk3SWuc4fx5RSm0FhgLyQUcIIUR90h4JIYQLyFBzIVznR8BKrXVfrXWE1ro3cBT4waVUopTqopTycd4OAW4E9rd4tEIIIdoraY+EEKKVSeIthOvcA6ytV7bGWX4pBgFpSqk9wL+AF7XW8kFHCCFEc0l7JIQQrUy2ExNCCCGEEEIIIVqR9HgLIYQQQgghhBCtSBZXE8JDKKVigfrbuFRqrUe6Ih4hhBAdk7RHQghx6WSouRBCCCGEEEII0YpkqLkQQgghhBBCCNGKJPEWQgghhBBCCCFakSTeQgghhBBCCCFEK5LEWwghhBBCCCGEaEX/H+dS36ZRj3HxAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
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},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
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},
"output_type": "display_data"
},
{
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XeIsWAB297qFD+Lab+de460WngO+9/zpR5m9Q3IzNf8b9hmO8ioKNeL8L70axqFLjduCN8grxxlSWuHkIZgN/Alp7370FlLwmB353K8pPbsUNv7oMVxncoehwJxHq9XzbTXo7rkXbX3CLVtU/+NKf7XvdDtfCubeS25bla/9+RSSKkvcC24HBAfuOVDemviLbKX1Cre1AasA+G6nqz8vYT2DBu6iHXHkF7xq7P8ANmdmOG2pUp7x7sx8BSb58exSut8XJDBO7Htf9/0XffuMovbv5R3zbc7Cqj2u9FHjadwyAT0WkRiZ2NcaUzQreNUBEhopIS68gWtT6WYjr/lqIG8tdZCYwStz41EZ8O+YpHzdW6RoRuUjchGfjqfgGojFuZubDXmtdWZlkdaXiCl1FGemSgPeBSjvnk/FT4JLAwq33Wb+MGyPYCtyYOl/X7sa4gvkBcZPOPFYTwYgTJyKP4brsPVLRNhUYiLvB6o/rXtcHN+7+Lb7tbj4LuFbcBDUh4iaJ+z/cGDC/cHGPuCr6q5FZgdUNUZgH3F/ZbUTkBtycA0WPTLsP14p/UU3E5LkduMzrahnoV8BwEfm5iESLe5TL07ixiGU91/cp3LCGmvrulmYB8CnwtriJjBqIyHdxk/M851U24bX6zcGNFw3D+715heC/4iati/W+j2eLSOC49bI04ttrU4iI3Itr8fabhrupvIWqt6QYU5ZwIAL33csXN8HmFRVs8w3Qopyu441xQyv24XpAPVlGunJ5LecdReTPuMLk496q13B58pVemkhxk8D5x1sPFZEEr3A8Adc7paCS25ZlFvADERno3QtMoOT92hRcL6L2XvwtReS6Sp7uK8ATItLFu370EpEWwHxcBfDt4h5PFSYi58u3Y8MD/QdXuX0B8F8vn2iPm88lrYxtvgE6iMhJ33t6lYS/AMaJm7SviZc/DhSRl052/xX4Ia6HQQLf5tvdcYXhkxkmdifu+p7o2+93cQX6RH9C7/yvAa71XldFV9zQg6Jj4O1rTvVDN8ZUhhW8a0YyruvnYVy32iHqxlbl4MYWf+J13boQd1GdjsuYNuPG5TwAxQWcB3AFqq+Bw7jJaEorWBR5GFfrfwhXEH2zhs8tFXdzk1bG+xLKOOdqUzceML2M1b/GtdZ95nUzfB93IwCuK1VDXMvDZ7hu6CfjLO//9zBubFsiMEhV3wtIt0pKPi+0vG7H4DLaOaq6RlV3Ff3hvkfXikgzdZOf3I6bqTsLV7v9MScWIN/FVTYU/dXkTN3jcTXxgdYHnO8fxU32Mhk3mUw2FM9uPAZ4RcqYRb+qvJ4mK8pY92/c+O9bcTd7X+JuNr6rbi6E0rbZDzwLNK+J+Mo4RiHusTOf4VreD+MK3S9w4oRCr+Na8t4M6F0yEtdzJh04iPtuV+oZrN7QgSnetl/jek6kB6TZhGtNOqSq/6382RlTNnVzbTyIq1TMwv0251WwTSausvpL8c2L4TMN1/NnJ7AW97uqiu941/VsXKVyE+B8Vf2fd/ztuBb1R3AVBttxw278907Tcb/hXbhHMD5YhW1L5d0L3I+7BnyN+7z8z69+HvfZvScih7zzHlDJc34G93/wnnfefwEaev8/V+B62Hzlnc8fcZUlpcV4BDeZ3RpvGAy4SsWtqrq7jGMXTXi5T0SWVzLeMqnqLNwY5594MX+Dyxf9E419R058jvf5AOKehDKlGoe+EzcufVtAvv0CJYeJVZq4yfguxVXA7vL9LcNd409o9fbuGyrVjT1gu90BcQPs1UrOq2CMqT6pekWZqStei/gBXDfyzcGOxxhzZhCR14G1qlpW7wBjzngisgR4Td1zm40xxphyWYv3KUZErhE3MVg0bizc//h2whhjjKlVItIZN8Px34IdizHGGGNMfWEF71PPdbguU1/hnk06pBrjd4wpl7jZ8AO73xX9VXUStXof15lCRJ7CTYQ3oZITNdXUcf8qIrtFZHUZ60VEJonIRnEzsvctLZ0xxpzKROSRMvI3e3qEMWcA62pujDEmqETke7jx7tNUtWcp66/CzX9xFW4s6/OqWtkxrcYYY4wxQWct3sYYY4JKVdP49tnJpbkOVyhXVf0MaCYiFT2/1xhjjDHmlFEjjxs61YSEhGjDhg2DHYYxxhggJydHcTMgF3lJVavyyJ843KzQRXZ4y76ugfBqXWxsrHbo0CHYYRhjjAGWLVu2V1VbBjsOc+aplwXvhg0bcuTIkYoTGmOMqXUiclRV+wc7jmDp0KED6ellPRXRGGNMXRKRrcGOwZyZrKu5McaYU91O4Gzf+3hvmTHGGGPMacEK3sYYY05184A7vNnNLwQOqupp0c3cGGOMMQbqaVdzY4wxpw8RmQkMAmJFZAfwGBAGoKpTgAW4Gc03AjnAXcGJ1BhjjDGmeqzgbUwdycvLY8eOHeTm5gY7FGNqRWRkJPHx8YSFhVVpO1W9pYL1Ctx/MrEZY4wxxgSTFbyNqSM7duygcePGdOjQAREJdjjG1ChVZd++fezYsYOOHTsGOxxjjDHGmFOKjfE2po7k5ubSokULK3SbeklEaNGihfXoMMYYY4wphRW8jalDVug29Zl9v40xxhhjSmcFb2OMMcYYY4wxphZZwdsYY4w5la0JdgDGGGOMOVlW8DbmDCIiDB06tPh9fn4+LVu25Ac/+EGtHnfYsGF07NiR3r1707VrV+644w527NhRvL5Dhw4kJibSp08f+vTpw4MPPlhiu6LlkyZNKt5m5cqViAiLFi0qXrZlyxZ69uxZ4tjjx4/nT3/6U/H+Zs2aVWIfRfuOiYkpPtaVV15Z6nls3LgRESElJaV42b333strr70GwNChQ0vEe/HFFwPw1FNPcc899xRv8+qrr3LdddcxYcKE4rShoaHFrydPnlzq8ceOHYuIsGXLluJlf/rTnxARVq5cCUBWVhZDhw6lc+fOdOrUiWHDhpGdnV1h/Pfeey99+vQhISGBhg0bFscyZ84chg4dyty5c4u3yc/Pp1mzZqXGaGrY60AisDjYgRhjjDHmZNis5mWoibGK7gk4xpw6oqOjWb16NUePHqVhw4YsXryYuLi4Ojn2008/zU033YSq8txzz3HJJZewevVqwsPDAfjwww+JjY0tc7tAM2fOZODAgcycOZPk5ORqxdSnT5/iAuvQoUO56aab+OEPf1juNq1bt+bZZ5/l7rvvpkGDEy+hzz777An7GDVqFH379mXp0qV06dKFxx57jNTUVNq3b8+jjz5Kfn4+sbGxxbGUJzExkTfeeIMxY8YAMHv2bLp37168/q677qJ///7FlQFjx45l+PDhzJw5s9z4p0yZArjC+U033VQiltmzZ1cYl6klPwQSgNuBVUDr4IZjjDHGmOqxgrcxwTByJFSikFUlffrAc89VmOyqq67iX//6FzfddBMzZ87klltu4aOPPgLgyJEjPPDAA6xevZq8vDzGjx/Pddddx5YtW7j99ts5cuQIAC+88AIXXXQRS5YsYfz48cTGxrJ69Wr69evHa6+9Vm7FlYgwatQo5syZw8KFC7nuuuuqfKqqyj/+8Q8WL17MxRdfTG5uLpGRkVXeT3W0adOGfv36MX36dO66665KbRMWFsbkyZO577776NOnD8OHD6d9+/bVOv4NN9zAnDlzGDNmDBs2bCA2NpbQ0FAA1q9fz+rVq3n77beL048fP55zzjmnuJW8OvGbIIoC3gDOB+4AFmJ91YwxxpjTkGXfxpxhhgwZwhtvvEFubi4ZGRkMGDCgeN3vfvc7LrnkEv773//y4YcfMnr0aI4cOUKrVq1YvHgxy5cv58033yzuCg6wYsUKnnvuOdauXcuXX37JJ598Uqk4+vbtS2ZmZvH773//+8Xdm5999tni5aNHjy5e/r///Q+A//znP3Ts2JFOnToxaNAg/vWvf53sx1IlY8aM4emnn6awsPCEdaNGjSqO94477ihe/r3vfY9zzjmHtLQ0Hn744Wofu1mzZrRp04bMzExmzpzJkCFDitetWbOG8847j5CQby/tDRo0oHfv3qxdu7ZS8ZfFf179+/evdvymGnoCzwHvARODHIsxxhhjqsVavI0Jhkq0TNeWXr16sWXLFmbOnMlVV11VYt17773HvHnzisdE5+bmsm3bNs466yxGjBjBypUrCQ0NZcOGDcXbXHDBBcTHxwOu6/aWLVsYOHBghXEEDsWoSldzf4FzyJAhTJs2jRtvvLHMlvaafsxVly5d6NOnD2+++eYJ60rrag6QnZ3NihUrOHbsGHv27OGss86q9vF//OMf88Ybb/DPf/6T1NTUEmO2Tzb+svjPq6hrvKlD9+DGeT8CJAEXBDccY4wxxlSNFbyNOQNde+21PPzwwyxZsoR9+/YVL1dVZs+ezbnnnlsi/fjx42ndujWrVq2isLCwRLfuiIiI4tehoaHk5+dXKoYVK1Zw6aWXVjn2goICZs+ezTvvvMPvfvc7VJV9+/Zx6NAhWrRoQVZWVon0+/fvp2PHjlU+TkX+7//+j1tvvZULL7ywUunHjRvHXXfdRdOmTfnlL39ZPOa6Oq699lq6d+/ORRddRKNGjYqXJyQksGLFClS1uLKhoKCAjIwMEhISSvzfVDV+E2QCvAykA0OAFUDToEZkjDHGmCqwrubGnIF+8pOf8Nhjj5GYmFhi+ZVXXsmf//zn4tboFStWAHDw4EHatm1LSEgI06dPp6CgoNrHVlUmTZrE119/Xa1J0T744AN69erF9u3b2bJlC1u3buXGG29kzpw5NGrUiLZt2/Lvf/8bcIXuRYsWVaoFvqp69OhBp06dWLhwYYVpV65cyeLFixk9ejQ///nPWb9+PR9++GG1j92oUSP++Mc/8pvf/KbE8m7dupGQkMDvf//74mWPP/44F154IR06dKh2/OYU0RyYCWwD7gVs/k5jjDHmtGEFb2POQPHx8SXGaRcZN24ceXl59OrVix49ejBu3DgA7rvvPl599VV69+5NZmYm0dHRVT7m6NGjix8n9vnnn/Phhx8Wz2gOJcd4+8dGB5o5cybXX399iWU33nhjcQvytGnTeOKJJ+jTpw+XXHIJjz32GJ06dSpOO3z4cOLj44mPj+c73/lOlc/Db+zYsWzfvr3EMv9Y6D59+lBQUMDPf/5znn/+ecLDwwkNDSUlJYUHH3yQvLy8ah/71ltvpU+fPics//vf/87q1avp1KkTnTp1YsuWLbz00kuVjt+c4r4DTMBNuPa3IMdijDHGmEqT+vjIq+joaC2afbm67HFipqatW7euxGOfjKmPSvuei0iOqla9tqae6N+/v6anp9fcDguAK4DPcF3P7bJijDGVJiLLVNVmCTV1zlq8jTHGmNNJKDAdiMaN984NbjjGGGOMqZhNrmaMMQFWrlzJsGHDSiyLioriP//5T50cf8KECSWexQ1u9vYxY8bUyfHNaeAs4FXgKuBh4IXghmOMMcaY8llX8zJYV3NT09atW0e3bt1q/NFWxpwqVJXMzEzrah6gxrua+/0SeAaYA5z4FDtjjDEBrKu5CRbram5MHYmMjGTfvn1WIWPqpaLHuvkfNWfqwO+BfsBPcLOdG2OMMeaUZF3Njakj8fHx7Nixgz179gQ7FGNqRWRkJPHx8cEO48wSjpvh/DzgNuBDLGc3xhhjTkGWPRtTR8LCwujYsWOwwzDG1DedgSnAUOAJ4PHghmOMMcaYE1lXc2OMMeZ0dxswDPgtsCSokRhjjDGmFFbwNsYYY+qDPwNdcIXwvUGOxRhjjDElWMHbGGOMqQ8a4cZ778VNtmbzOBpjjDGnDBvjbYwxxtQXfYCngYdwLeAPnuT+CoF04F+4Luy5J7k/Y4w5WSOA24MdhDFVZwVvY4wxxiMiycDzQCjwiqr+IWB9O+BVoJmXZoyqLqjzQMvzAPA+MBq4GDfjeVUcBN7DFbYXArtx/eP6AzE1F6YxxlSLPbXSnKZqteAtIqOAn+E6vP0PuAtoi+sM1wJYBtyuqsdFJAKYhnsi6T7gx6q6xdvPb4CfAgXAg6r6bm3GbYwx5swjIqHAZOByYAfwuYjMU9W1vmRjgbdUNUVEEoAFQIc6D7Y8AvwN6A38GFiO64ZeFgXW4wra84GPgXygOZAMXO3926L2QjYC1578AAAgAElEQVTGGGPqu1ob4y0icbhObv1VtSeuZWAI8EfgWVXtDGThCtR4/2Z5y5/10uHd2AwBeuCy/he9myNjjDGmJl0AbFTVL1X1OK6S+LqANAo08V43Bb6qw/gqrwUwA9iE65YZKBd4F5dLdwa6Aw/jqr0fBj7CtXS/jpuszQrdxhhjzEmp7cnVGgANRaQBEAV8DVwCzPLWvwr80Ht9nfceb/2lIiLe8jdU9ZiqbgY24m6OjDHGmJoUB2z3vd/hLfMbDwwVkR241u4H6ia0akgCxuFy1teAncBLuFy1Ba4q+xVcoTsF2ApkAL8HBmKD0YwxxpgaVGvZqqruFJE/AduAo7gRY8uAA6qa7yXz39QU3/Coar6IHMTdGsQBn/l2XdqNECJyD3APQHh4eI2fjzHGGAPcAvxdVSeKyHeA6SLSU1UL/Yn8eVK7du2CEKZnLPBv3DO+C7xl7b33VwPfBxoGIzBjjDHmzFJrBW8RaY6rV+8IHAD+gatfrxWq+hKuLp/o6Gh7iIoxxpiq2gmc7Xsf7y3z+yleXqaqn4pIJBCL65hdzJ8n9e/fP3h5UgNcd/HRuEnWrgYScOPAjTHGGFNnarMj2WXAZlXdAyAibwPfBZqJSAOv1dt/U1N0w7PD65reFDfarDI3QsYYY8zJ+hzoIiIdcfnMEODWgDTbgEuBv4tId9z8unvqNMqqigdmBjsIY4wx5sxWm2O8twEXikiUN1b7UmAt8CFwk5fmTuAd7/U87z3e+n+rqnrLh4hIhHcz1AX4by3GbYwx5gzkVQiPwE07tg43e/kaEZkgItd6yX4J3C0iq3DF2WFeXmWMMcYYU6baHOO9VERm4R5kkg+swHW7+xfwhoj81lv2F2+Tv+DGym0E9uNaGvBuet7CFdrzgftVtQBjjDGmhnnP5F4QsOxR3+u1uN5bxhhjjDGVJvWxoj46OlqPHDlyUvtwjfQnpz5+tsYYU1UikqOq0cGOI1j69++v6enpwQ7DGGMMICLLVLV/sOMwZ57afpyYMcYYY4wxxhhzRrOCtzHGGGOMMcYYU4us4G2MMcYYY4wxxtQiK3gbY4wxxhhjjDG1yArexhhjjDHGGGNMLbKCtzHGGGOMMcYYU4us4G2MMSboRCRZRNaLyEYRGVPK+nYi8qGIrBCRDBG5KhhxGmOMMcZUhxW8jTHGBJWIhAKTgcFAAnCLiCQEJBsLvKWq5wFDgBfrNkpjjDHGmOqzgrcxxphguwDYqKpfqupx4A3guoA0CjTxXjcFvqrD+IwxxhhjTkqDYAdgjDHmjBcHbPe93wEMCEgzHnhPRB4AooHL6iY0Y4wxxpiTZy3exhhjalsDEUn3/d1TjX3cAvxdVeOBq4DpImJ5mDHGGGNOC9bibYwxprblq2r/ctbvBM72vY/3lvn9FEgGUNVPRSQSiAV2+xOJSBauW3ogcZtqTBVjN8YYY4w5aVbwNsYYE2yfA11EpCOuwD0EuDUgzTbgUuDvItIdiAT2lLKvWO9f8fZbXoHfGGOMqZZly5a1atCgwStAT6wXsXEKgdX5+fk/69ev3+7AlVbwNsYYE1Sqmi8iI4B3gVDgr6q6RkQmAOmqOg/4JfCyiIzCtWgPU9UTWrZVtaDotYio/70xxhhTUxo0aPBKmzZturds2TIrJCSktJ5W5gxTWFgoe/bsSdi1a9crwLWB663gbYwxJuhUdQGwIGDZo77Xa4Hv1nVcxhhjTBl6WqHb+IWEhGjLli0P7tq1q2dp663gbYwxpt4QEX8Nc7OA93it58YYY8zJCrFCtwnkfSdKHXpgBW9jjDH1yc2+158EvFfACt7GGGOMqXNW8DbGGFOfzFLVd4IdhDHGGGOMn83AZ4wxpj55LNgBGGOMMXUhNDS0X7du3RK6dOnSY/DgweccOnQoKGW7CRMmtPIfOykpqfPevXtDAaKios6rzj5nzZrVpEOHDj3btWvX85FHHmlTU7EGkxW8jTHGGGOMMeY0ExERUZiZmbn2iy++WBMWFqYTJ05sWdlt8/PzayyOqVOntj58+HBxuTI1NXVjbGxstZ8qkp+fz6hRo9otWLBgw4YNG9bMnj07ZtmyZZE1E23wWFdzY4wx9Uk3EVleynIBVFX71nVAxhhj6refwNmrIaom99kTcv4K2yubfuDAgYczMjIaArz44osxKSkprfPy8qRv375Hpk2btrVBgwZERUWdd9ttt+1JS0trMmnSpG2RkZGFI0eObJeTkxMSHh6uaWlp6xs3blx4//33x3/yySeNjx8/Lnfffffu0aNH750/f37jCRMmnBUTE5O3fv36homJiTlz587d/OSTT7bavXt3WFJSUtfmzZvnL126dENcXFxienr6urZt25Yo3Y8bN671nDlzYo4fPy5XX331gWefffar0s5lyZIl0e3btz+WkJBwHOCGG27YP2vWrGb9+vXbdTKfabBZwdsYY0x9spmSE6oZY4wx9VpeXh7vvvtukyuuuCJ7+fLlkbNmzYpJT0/PjIiI0KFDh7abMmVKixEjRuw7evRoyIABA468/PLLO3Jzc6Vz5849Z8yYsSkpKSln//79IY0aNSp87rnnYps2bVqwevXqdUePHpXzzz+/2zXXXJMNsG7duoYrV678skOHDnn9+vXrtnjx4kZjx47dnZKS0jo1NXVDYEHb7+23326ycePGyIyMjHWqymWXXdZ54cKFjQYPHnw4MO327dvD4+Lijhe9j4+PP7506dJGtfPp1R0reBtjjKlPjqvqpmAHYYwx5sxRlZbpmnTs2LGQbt26JQAMGDDg0EMPPbT3mWeeiV29enVU7969uwPk5uaGtGrVKh8gNDSUYcOGZQFkZGREtmrVKi8pKSkHICYmphDg/fffb5KZmRk1b9685gCHDh0KXbt2bWR4eLgmJiYe6dSpUx5Ajx49cjZt2hRe2VgXLVrUJC0trUlCQkICQE5OTkhmZmZkaQXv+soK3sYYY+qTz4IdgDHGGFMXisZ4+5epqtx88837Jk+evDMwfXh4eGGDBuUX/1RVJk6cuO3GG2/M9i+fP39+44iIiOLnloeGhpKfny+VjVVVGTly5NejR4/eW1Has88++/jOnTuLC/U7duwo0QJ+urLJ1YwxxtQnH4vIrWX9BTs4Y4wxpjYlJydnz58/v/nOnTsbAHzzzTehGzZsOKFlulevXrm7d+8OS01NjQLIysoKycvL4/LLLz+YkpLS8tixYwKQkZERkZ2dXW6ZMTo6uuDgwYPlphk8eHD29OnTY4vSbd68OawoxkBJSUlHtmzZEpmZmRmem5srb7/9dsyNN954oHKfwKnLWryNMcbUJwPLWH4VEA+8XoexGGOMMXWqX79+uWPHjt156aWXdi0sLCQsLEwnTZq0rWvXriVajCMjI3XGjBmbHnzwwXa5ubkhkZGRhWlpaRtGjRq1d8uWLRGJiYndVVViYmLyFixYUO4QrjvvvHNvcnJy19atWx9funTphtLS3HDDDdlr1qyJPP/887sBREVFFc6YMWNzXFzcCePCw8LCmDhx4rbk5OSuBQUF3HrrrXv79++fezKfy6lAVLXiVKeZ6OhoPXLkyEntQ6TSPSfKVB8/W2OMqSoRyVHV6CAdewgwBtgE/FZVV9R1DP3799f09PS6PqwxxphSiMgyVe1/svtZtWrVlt69e1fYbdqceVatWhXbu3fvDoHLrcXbGGNMvSIiIcAdwGhgBXCrqq4tfytjjDHGmNpjBW9jjDH1hogMB0YBHwHX2gznxhhjzKlp165doYMGDTo3cPmSJUvWt2nTpiAYMdUmK3gbY4ypT1KAb4D+wD98w4YEUFXtG6zAjDHGGPOtNm3aFATOyl6fWcHbGGNMfdIl2AEYY4wxxgSygrcxxph6o6hruYi0AxK8xWtVdVvwojLGGGPMmc4K3sYYY+oNEWkMTAW+C6zyFvcSkU+Be1T1UNCCO43pMTjyFyjcH+xIjDFnuohLIOKiYEdhTNVZwdsYY0x98jzu0WG3q2oBFM9yPh74MzAsaJGdxrKfgJy/ApHBjsQYc6YLaWkFb3N6soK3McaY+uRiVS0xzltVC4FHReSLIMV0Wstd5Ard0XdDk8eDHY0xxpgioaGh/bp06XK0oKBAOnfufPStt97a0rhx48K6jmPChAmtRo0atbfo2ElJSZ1nz569OTY2tiAqKuq8nJycFVXd580339zhgw8+aNqiRYv8L774Yk3R8m+++Sb0+uuvP2fnzp0RcXFxx955550vW7ZseVrMgC6qGuwYalx0dLQeOXLkpPbhmwm32urjZ2uMMVUlIjmqGl1Hx/oisODtW7dRVTvXRRx+/fv31/T09Lo+bI0o2Al7LofQsyF2HkhEsCMyxpiTIyLLVLX/ye5n1apVW3r37r0X4BcHODszn6iTj+5b3RqQ80wztpeXxl+ovfbaazv27ds3Z/z48d9UZv/5+fk0aFAzbbBxcXGJ6enp69q2bZtfXoxVsXDhwkaNGzcuvOuuuzr6C9733ntvfExMTP6TTz6565FHHmmTlZUVmpKSsvNkz6EmrVq1KrZ3794dApeHBCEWY4wxprZ8JiKPBC4UkTHA0iDEc9rSfMi6H8iD5ilW6DbGmFPZwIEDD2/cuDEC4MUXX4xJTEzs3q1bt4Rbb721fX6+Kw9HRUWdd/fdd8efe+65CR988EGj1NTUqPPOO6/bueeem5CYmNg9KysrJD8/n+HDh8f37Nmze9euXROefvrpWID58+c3vuCCC85NTk4+p2PHjj2uvfbajoWFhfz2t79ttXv37rCkpKSuAwYM6AquIP7111+fUKofN25c66L9jho16qzyzmfw4MGHW7ZseUJBftGiRc2GDx++D2D48OH7Fi5c2PykP7w6Yl3NjTHG1CcPAH8TkQ1AUQ17X2ANNr67Sg4/A3n/hWYvQINzgh2NMcacuipqma5teXl5vPvuu02uuOKK7OXLl0fOmjUrJj09PTMiIkKHDh3absqUKS1GjBix7+jRoyEDBgw48vLLL+/Izc2Vzp0795wxY8ampKSknP3794c0atSo8Lnnnott2rRpwerVq9cdPXpUzj///G7XXHNNNsC6desarly58ssOHTrk9evXr9vixYsbjR07dndKSkrr1NTUDaW1eBd5++23m2zcuDEyIyNjnapy2WWXdV64cGGjwYMHH67Kue7bt69B+/bt8wDOPvvsvH379p025dnTJlBjjDGmIqp6ALheRLoCPbzFj6rq+iCGddo59gkcfh4a/hga3hDsaIwxxpTm2LFjId26dUsAGDBgwKGHHnpo7zPPPBO7evXqqN69e3cHyM3NDWnVqlU+QGhoKMOGDcsCyMjIiGzVqlVeUlJSDkBMTEwhwPvvv98kMzMzat68ec0BDh06FLp27drI8PBwTUxMPNKpU6c8gB49euRs2rQpvLKxLlq0qElaWlqThISEBICcnJyQzMzMyKoWvP1CQkJqZHhwXbGCtzHGmHpDRHr53m7y/o0oWq6qGXUf1emlYB8cGAGh50CT3wU7GmOMMWWJiIgozMzMXOtfpqpy880375s8efIJ457Dw8MLKxrXraoyceLEbTfeeGO2f/n8+fMbR0REFE9gFRoaSn5+fqVLvarKyJEjvx49evTeym5TmhYtWuRv3bo1rH379nlbt24Ni4mJKbOV/VRjY7yNMcbUJyuB14EXvL/Jvr8XghjXaUEL4eBDUHgAmk+BkBqdKsgYY0xtS05Ozp4/f37znTt3NgA3C/iGDRtOaJnu1atX7u7du8NSU1OjALKyskLy8vK4/PLLD6akpLQ8duyYAGRkZERkZ2eXW2aMjo4uOHjwYLlpBg8enD19+vTYonSbN28OK4qxKq688soDU6dObQEwderUFsnJyQequo9gsRZvY4wx9cmvgBuAA8BM4B1VzQluSKePIy/BsX9DkychrEfF6Y0xxpxa+vXrlzt27Nidl156adfCwkLCwsJ00qRJ27p27Xrcny4yMlJnzJix6cEHH2yXm5sbEhkZWZiWlrZh1KhRe7ds2RKRmJjYXVUlJiYmb8GCBZvKOh7AnXfeuTc5Oblr69atjy9dunRDaWluuOGG7DVr1kSef/753QCioqIKZ8yYsTkuLq7UFutrrrmm42effdY4KyurQevWrXuNGTPmq1GjRu19/PHHv77++us7tW/fPjYuLu74nDlzyo3tVGKPEyuDPU7MGGNqRl0+Tsx3zC7ALcA1wBfAH4LVzfx0eZzY8ZWw71qIuByavwKn0bA5Y4yptNp4nJgxfvY4MWOMMWcMVf0CeBOYDwwEEiqznYgki8h6EdnoPYKstDQ/EpG1IrJGRF6vuaiDpzAbDvwcQltDs4lW6DbGGGNqWq12NReRZsArQE9AgZ8A63E3Qx2ALcCPVDVLXBPz88BVQA4wTFWXe/u5Exjr7fa3qvpqbcZtjDHm9CQi7YAhwPXALlx+011VK+wGJSKhuLHglwM7gM9FZJ6qrvWl6QL8Bviul3e1qoXTqFOqcPBXULADWsyGkGbBjsgYY8yZYNeuXaGDBg06N3D5kiVL1rdp06YgGDHVptoe4/08sEhVbxKRcCAKeAT4QFX/4LUmjAF+DQwGunh/A4AUYICIxACPAf1xhfdl3o1QVi3Hbowx5vSzBcgA5uDGebcCflo0fEhVJ5Wz7QXARlX9EkBE3gCuA/wzxt4NTC7Kg1R1dw3HX+eOzoTcedB4DIRfEOxojDHGnCnatGlTEDgre31Wa13NRaQp8D3gLwCqetx7vup1QFGL9avAD73X1wHT1PkMaCYibYErgcWqut+70VkMJNdW3MYYY05rTwL/xFUsxwItA/7KEwds973f4S3z6wp0FZFPROQzESk1PxKRe0QkXUTS9+zZU43TqBt5G+DgWAgfCNH3BzsaY4wxpv6qzRbvjsAe4G8i0htYBjwEtFbVr700u4DW3uuybngqcyOEiNwD3AMQHl7pZ7kbY4ypR1R1bMWpQER+papPVeMQDXA9swYB8UCaiCR6Fcv+OF4CXgI3uVo1jlPr9CgcuBdCoqHZn0FCgx2RMcYYU3/V5uRqDYC+QIqqngccwXUrL6Zu2u8auSFR1ZdUtb+q9q/owfDGGGPOeENKWbYTONv3Pt5b5rcDmKeqeaq6GdiAK4ifdrIfh/xMV+gObV1xemOMMcZUX20WvHcAO1R1qfd+Fq4g/o3XhRzv36LxcWXd8FTmRsgYY4ypitLm7f4c6CIiHb15SYYA8wLSzMW1diMisbiu51/WYpy14uh8yJkG0fdBxKBgR2OMMaY6QkND+3Xr1i2hS5cuPQYPHnzOoUOHgvLEqgkTJrTyHzspKanz3r17QwGioqLOq+r+Nm7cGDZgwICunTp16tG5c+ceTzzxRPFEpt98803oRRdd1KV9+/Y9L7rooi579uw5bfpr1dp/jqruAraLSNFMdZfiJqiZB9zpLbsTeMd7PQ+4Q5wLgYNel/R3gStEpLmINAeu8JYZY4wx1XVCbytVzQdG4PKYdcBbqrpGRCaIyLVesneBfSKyFvgQGK2q+2oryLwvIOtnkDMLCmtoStH87XDwYQjrC41/XTP7NMYYU/ciIiIKMzMz137xxRdrwsLCdOLEiRXNZVIsPz+/xuKYOnVq68OHDxeXK1NTUzfGxsZWe1bysLAwJk6cuGPTpk1rPv/883V/+ctfWi1btiwS4LHHHms7aNCgQ1u3bl09aNCgQ48++mibmjiHulDbfbIfAGZ4LQdfAnfhCvtvichPga3Aj7y0C3CPEtuIe5zYXQCqul9EnsC1RABMUNX9tRy3McaY+q3UJ1Wr6gJcfuRf9qjvtQK/8P5qXcEOOL4cchfAwVAI/w5EXgmRyRB6wmwnFdM8OHAfoNDsRZCwGg/ZGGPOOBO2cPbGo0TV5D47NyTn0Q4l5rkq18CBAw9nZGQ0BHjxxRdjUlJSWufl5Unfvn2PTJs2bWuDBg2Iioo677bbbtuTlpbWZNKkSdsiIyMLR44c2S4nJyckPDxc09LS1jdu3Ljw/vvvj//kk08aHz9+XO6+++7do0eP3jt//vzGEyZMOCsmJiZv/fr1DRMTE3Pmzp27+cknn2y1e/fusKSkpK7NmzfPX7p06Ya4uLjE9PT0dW3bti1Ruh83blzrOXPmxBw/flyuvvrqA88+++xXpZ1L+/bt89q3b58H0Lx588JOnTod3bZtW3i/fv1yFy1a1Cw1NXU9wPDhw/clJSWdy2nSG7pWC96quhL3GLBAl5aSVoFS51RV1b8Cf63Z6IwxxtQ3IvJzVU2pRNK3az2YGhD5fYhIh7wMyF0ExxZB9jj3F9YLIpJdIbzBuSClViWUdOgpyFsGzaZCg3a1H78xxpjal5eXx7vvvtvkiiuuyF6+fHnkrFmzYtLT0zMjIiJ06NCh7aZMmdJixIgR+44ePRoyYMCAIy+//PKO3Nxc6dy5c88ZM2ZsSkpKytm/f39Io0aNCp977rnYpk2bFqxevXrd0aNH5fzzz+92zTXXZAOsW7eu4cqVK7/s0KFDXr9+/botXry40dixY3enpKS0Tk1N3RBY0PZ7++23m2zcuDEyIyNjnapy2WWXdV64cGGjwYMHHy7v3NavXx++du3aqKSkpMMA+/bta1BUKD/77LPz9u3bd9pM7nXaBGqMMcZUwt1AhQVvVX2iDmKpERIC4X3cH2Mgf5MrhOcugsNPub/QDq4AHpkMYf1Kn6H82BI4MhmihkLDa+r4JIwxph6rSst0TTp27FhIt27dEgAGDBhw6KGHHtr7zDPPxK5evTqqd+/e3QFyc3NDWrVqlQ8QGhrKsGHDsgAyMjIiW7VqlZeUlJQDEBMTUwjw/vvvN8nMzIyaN29ec4BDhw6Frl27NjI8PFwTExOPdOrUKQ+gR48eOZs2bar0o6QWLVrUJC0trUlCQkICQE5OTkhmZmZkeQXvgwcPhtxwww2d/vCHP2wvis8vJCQEqUyt8ynCCt7GGGPMaaRBJ2h0v/sr+AaOLYbchXDkL3BkCoTEQsQVrhAeMRAkEgp2w4EHXct4k/HBPgNjjDE1oWiMt3+ZqsrNN9+8b/LkySd0vw4PDy+s6OlPqioTJ07cduONN2b7l8+fP79xRERE8fwooaGh5OfnV7rUq6qMHDny69GjR++tTPpjx47J1Vdf3enmm2/ef+eddxY/srNFixb5W7duDWvfvn3e1q1bw2JiYmpusHotC8rMd8YYY4yfiCSLyHoR2SgiY8pI8yMRWSsia0Tk9TJ21UtE9pfylyUi9W5+kNDWrgU7Zga0Xg3NUiD8u5A7D7LugG8SIWu4m6Ct8DA0mwJSo6MQjTHGnEqSk5Oz58+f33znzp0NwM0CvmHDhhNapnv16pW7e/fusNTU1CiArKyskLy8PC6//PKDKSkpLY8dOyYAGRkZEdnZ2eWWGaOjowsOHjxYbprBgwdnT58+PbYo3ebNm8OKYgxUWFjIkCFD2nft2jV3/Pjx3/jXXXnllQemTp3aAmDq1KktkpOTD5S2j1ORtXgbY4wJKhEJBSYDl+MeRfm5iMxT1bW+NF2A3wDfVdUsEWlV+t74H6XPLVLvhTSGhte5Pz0Gxz91LeG570Lhbmj6NISdW/F+jDHGnL769euXO3bs2J2XXnpp18LCQsLCwnTSpEnbunbtetyfLjIyUmfMmLHpwQcfbJebmxsSGRlZmJaWtmHUqFF7t2zZEpGYmNhdVSUmJiZvwYIFm8o75p133rk3OTm5a+vWrY8vXbp0Q2lpbrjhhuw1a9ZEnn/++d0AoqKiCmfMmLE5Li7uhBbrxYsXN5o7d26LLl26HC3qSv/444/v/PGPf3zw8ccf//r666/v1L59+9i4uLjjc+bMKTe2U4m4Oc3ql+joaD1y5MhJ7aMmxgvUx8/WGGOqSkRyVDW6nPXfAcar6pXe+98AqOrvfWmeAjao6isVHGuFqlb5maG1qX///pqenh6042shFH4FofFBC8EYY04ZIrJMVU+6gnbVqlVbevfuXalu0+bMsmrVqtjevXt3CFxuXc2NMcYEWxyUmJhmh7fMryvQVUQ+EZHPRCS5jH2VOVu517J+xpEQK3QbY4wxwVapruYikqiq/6vtYIwxxtRLDUTE3+T7kqq+VNV9AF2AQUA8kOblTYFju/qJSLyq7vAvFJFBwPNA7yoe1xhjjDG1YNeuXaGDBg06YRDUkiVL1rdp06YgGDHVpsqO8X5RRCKAvwMzVPVg7YVkjDGmnsmvoFvfTuBs3/t4b5nfDmCpquYBm0VkA64g/nlAujnARyIyBfgT0BJ4Btdifnf1T8EYY4wxNalNmzYFgbOy12eV6mquqhcDt+FujJaJyOsicnmtRmaMMeZM8TnQRUQ6ikg4MASYF5BmLq61GxGJxRWkvwzckaq+CvTFFcrXAkuBj4ELVPW/tXUCxhhjjDHlqfQYb1X9AhgL/BpIAiaJSKaI3FBbwRljjKn/VDUfGAG8C6wD3lLVNSIyQUSu9ZK9C+wTkbXAh8BoVd1Xxi47A32AVcBxoCk2p4kxxhhjgqiyY7x7AXcBVwOLgWtUdbmInAV8SjmT2RhjjDEVUdUFwIKAZY/6XivwC++vTCIyFbgQGKGqH4lIY+AJYKWIPKiq/67x4I0xxhhjKlDZMd5/Bl4BHlHVo0ULVfUrERlbK5EZY4wxVbcRuN9rRUdVDwEjRaQP8CJwUTCDM8YYY8yZqbJd764GXi8qdItIiIhEAajq9NoKzhhjjKkKVX26qNAdsHwlMDAIIRljjDG1IjQ0tF+3bt0SunTp0mPw4MHnHDp0KCjDqiZMmNDKf+ykpKTOe/fuDQWIioo6r6r7y8nJkcTExO7nnntuQufOnXuMGjXqrKJ1mZmZ4b169erWrl27nldfffU5ubm5UjNnUfsq+5/zPtDQ9z7KW2aMMcacMkQk1ff67wGr0zHGGGPqiYiIiMLMzAXNpnUAACAASURBVMy1X3zxxZqwsDCdOHFiy8pum59/Qh11tU2dOrX14cOHi8uVqampG2NjY6v9OLDIyEj9+OOP169fv37tmjVr1n7wwQdNPvjgg2iAX/ziF/EjRoz4Ztu2baubNm2a//zzz8fWxDnUhcp2NY9U1cNFb1T1cFGLtzHGGHMKaeJ73Stg3WlTK26MMeb08fwqzt6aTY2Wjdo3Ieeh3myvbPqBAwcezsjIaAjw4osvxqSkpLTOy8uTvn37Hpk2bdrWBg0aEBUVdd5tt922Jy0trcmkSZO2RUZGFo4cObJdTk5OSHh4uKalpa1v3Lhx4f333x//ySefND5+/Ljcfffdu0ePHr13/vz5jSdMmHBWTExM3vr16xsmJibmzJ07d/OTTz7Zavfu3WFJSUldmzdvnr906dINcXFxienp6evatm1bonQ/bty41nPmzIk5fvy4XH311QeeffbZr0o7l5CQEJo2bVoIcPz4ccnPzxcRobCwkE8//bTxO++88yXAT37yk33jx48/69e//vWe6n/SdaeyLd5HRKRv0RsR6QccLSe9McYYEwxazXXGGPP/7N17XNP3vT/w1ychIQYCEkLAoqJFEaGRVrF4uvYXVmcLs5eptXZjm25nrjtHJ9CN9ewctMo6z24osiHS7bRTD+tl1lupl+lWw6ntaKmVlEuCUC6KCkKRWwi5fX5/fINFFAgSCOD7+Xh8xzeffL6f7ztxjybvfG6ETEhWqxUnT57002g03efOnZMdOHBAWVxcbDAYDOUikYjv2bMnEAC6u7tFcXFxXUajsVyr1XYlJSWFZ2Vl1RuNxnKdTmf09fV1ZGVlqfz9/e2lpaUVJSUlFXv37g0yGAxSAKioqJiSk5Nzsaqqqqy+vt771KlTvunp6U1qtdqq0+kqi4qKKgeK8eDBg35VVVUyvV5fUVFRUX7+/Hn58ePHfQeqb7PZEBkZGRUcHByj1WrbH3300a7GxkYvhUJhl0gkAIBZs2ZZGhsbpW5+O0eNqz3eKQD+yhi7DKHHIATAmlGLihBCCLkzUxljT0L4Ydm/z3ZkDMK2YoQQQohbDadn2p16enpEkZGRUQAQFxfXkZyc3Lxjxw5VaWmpPCYmZj4AmM1mkVqttgGAWCzGunXrWgFAr9fL1Gq1VavVmgBAqVQ6AOD06dN+BoNBfvTo0QAA6OjoEJeXl8ukUinXaDRd4eHhVgCIjo42VVdXu5z0njhxwq+wsNAvKioqCgBMJpPIYDDIEhMTO29X38vLCwaDoby5uVm8fPny8I8//lg2ffp0942P9wCXEm/O+ceMsUgA85xFRs65dfTCIoQQQu7IWQDPOs8/ALC6z3MfjH04hBBCyOjonePdt4xzzlavXt2Sk5PT0L++VCp1eHkNnv5xzllmZmb9qlWr2vuWFxQUKLy9vW+MHBOLxbDZbC5P4eKcIyUl5UpaWlqzq9cAgEqlsj/yyCMd77zzjv/WrVsbOzo6xFarFRKJBLW1tdLg4GDLcNrzpOGsfLcYwny5hQC+yRj77uiERAghhNwZzvl3Bjs8HR8hhBAymhISEtoLCgoCGhoavACgsbFRXFlZeUvP9IIFC8xNTU0SnU4nB4DW1laR1WrFsmXL2nJzc4N6enoYAOj1eu/29vZBc0YfHx97W1vboHUSExPb9+/fr+qtV1NTI+mNsb/Lly979a6K3tnZyd577z2/+fPnm0UiEZYsWdLx2muvBQDAq6++GvjEE09cH/pdGR9c6vFmjO0HEA7gPIDeFeo4gH2jFBchhBAybIyxbw3yNOecvz5mwRBCCCFjbNGiReb09PSGpUuXRjgcDkgkEp6dnV0fERFxU8+wTCbj+fn51Zs2bZppNptFMpnMUVhYWJmamtpcW1vrrdFo5nPOmVKptB47dqx6sHuuXbu2OSEhISI4ONgy0DzvlStXtpeVlckWL14cCQByudyRn59fExoaesvw8YsXL0rWrVs32263g3POnn766S+++c1vtgFAZmbmpTVr1oS//PLLodHR0abk5ORh9aB7EuN86LVmGGMVAKK4K5XHAR8fH97V1TWiNhgb+eK3E+TtIoSQUcUYM3HOfcboXrkDPPV1ANM55+KxiKOv2NhYXlxMO5kRQsh4wBj7hHMeO9J2SkpKamNiYiZM0kfGTklJiSomJmZW/3JXF1crhbCg2hV3BkUIIYS4E+f83/o+Zow9B+A/IOzh/Q2PBEUIIYSQu56ribcKQDlj7CMAPb2FnPOnBr6EEEIIGXuMMRGA7wJIA/ApgG9xzssHv4oQQgghY+nq1avi+Pj4ef3Lz5w5YwwJCbHf7pqJzNXEe+toBkEIIYS4A2PseQCpAP4PwFOc80HnpRFCCCHEM0JCQuz9V2WfzFzdTkzHGAsDMJdzfpoxJgcw5vPkCCGEkCHkAmgEEAvgr33W62AQFldb6KnACCGEEHL3cnVV8/UAfghACWF181AAewAsHb3QCCGEkGGb6+kACCGEEEL6c3Wo+QYADwIoAgDO+QXGmHrUoiKEEELugKtDyxlj73POHx7teAghhBBCAGDQjc776OGc39j7jTHmBWEfb0IIIWQiGpPtzQghhBBCANcTbx1j7D8BTGGMLQPwVwDvjF5YhBBCyKiiH48JIYRMaGKxeFFkZGTU3LlzoxMTE+/t6OhwNbdzq4yMDHXfe2u12jnNzc1iAJDL5Q/cabs2mw3z58+P+upXvzqnt8xgMEgXLFgQOXPmzPuWL19+r9lsZoO1MZ64+o/zHwCuAfgMwPMAjgFIH62gCCGEEEIIIYQMzNvb22EwGMovXLhQJpFIeGZmZpCr19psNrfFkZeXF9zZ2Xkjr9TpdFUqlWrE24G9/PLLwXPmzOnuW/bCCy9M37hxY2N9fX2pv7+/bdeuXaqR3mesuLqquQPAH50HIYQQMtFNmF/ICSGEjG97dZhx+QvI3dnmPUqY1mpx0dX6Dz/8cKder58CALt371bm5uYGW61WtnDhwq59+/bVeXl5QS6XP5CUlHStsLDQLzs7u14mkzlSUlJmmkwmkVQq5YWFhUaFQuHYsGHD9LNnzyosFgtbv359U1paWnNBQYEiIyPjHqVSaTUajVM0Go3p8OHDNdu3b1c3NTVJtFptREBAgK2oqKgyNDRUU1xcXDFt2rSbsvvNmzcHHzp0SGmxWNjy5cuv79y58/JAr6e6ulpy8uRJ/5///OdXdu7cGQwADocDH374oeLIkSOfA8D3v//9lq1bt97z4osvXruzd3lsudTjzRirYYx93v8Y7eAIIYSQ4WCMHXex6rrRjIMQQggZK1arFSdPnvTTaDTd586dkx04cEBZXFxsMBgM5SKRiO/ZsycQALq7u0VxcXFdRqOxXKvVdiUlJYVnZWXVG43Gcp1OZ/T19XVkZWWp/P397aWlpRUlJSUVe/fuDTIYDFIAqKiomJKTk3OxqqqqrL6+3vvUqVO+6enpTWq12qrT6SqLiooqB4rx4MGDflVVVTK9Xl9RUVFRfv78efnx48d9B6q/YcOGGb/5zW8uiURfpquNjY1eCoXCLpFIAACzZs2yNDY2St31Po42V1c1j+1zLgOwGsLWYoQQQsh4EuJKJc55yWgHQggh5O4wnJ5pd+rp6RFFRkZGAUBcXFxHcnJy844dO1SlpaXymJiY+QBgNptFarXaBgBisRjr1q1rBQC9Xi9Tq9VWrVZrAgClUukAgNOnT/sZDAb50aNHAwCgo6NDXF5eLpNKpVyj0XSFh4dbASA6OtpUXV3tctJ74sQJv8LCQr+oqKgoADCZTCKDwSBLTEzs7F/39ddf91epVLZHHnnEVFBQoBjJezSeuDrUvKVfURZj7BMAW9wfEiGEEHLH/BljTw30JOf86FgGQwghhIyW3jnefcs452z16tUtOTk5Df3rS6VSh5fX4Okf55xlZmbWr1q1qr1veUFBgcLb2/vGwqRisRg2m83laVucc6SkpFxJS0trHqru+++/73vq1KmpoaGh/j09PaKuri7R008/PfvQoUM1HR0dYqvVColEgtraWmlwcLBlqPbGC1eHmi/sc8Qyxn4E13vLCSGEkLHiD+AZCCOz+h/PeDAuQgghZNQlJCS0FxQUBDQ0NHgBQGNjo7iysvKWnukFCxaYm5qaJDqdTg4Ara2tIqvVimXLlrXl5uYG9fT0MADQ6/Xe7e3tg+aMPj4+9ra2tkHrJCYmtu/fv1/VW6+mpkbSG2N/OTk5DY2NjfqGhobP/vznP3++ZMmSjiNHjtSIRCIsWbKk47XXXgsAgFdffTXwiSeeuO7K+zIeuJo8Z/Y5twGoBfCs26MhhBBCRqaOc/5dTwdBCCGEeMKiRYvM6enpDUuXLo1wOByQSCQ8Ozu7PiIi4qaeYZlMxvPz86s3bdo002w2i2QymaOwsLAyNTW1uba21luj0cznnDOlUmk9duxY9WD3XLt2bXNCQkJEcHCwZaB53itXrmwvKyuTLV68OBIA5HK5Iz8/vyY0NHRYy6tnZmZeWrNmTfjLL78cGh0dbUpOTh6yB328YJxPvq1MfXx8eFdX14jaYGzkC95OxveWEEKGizFm4pz7jNG9PuWc3/GeoaMhNjaWFxcXezoMQgghABhjn3DOY4euObiSkpLamJiYCZP0kbFTUlKiiomJmdW/3KUeb8bYC4M9zznfcYdxEUIIIe60bqAnGGNnOedfGcNYCCGEEEIADG9V88UAeheleRLARwAujEZQhBBCyJ0YYrXymWMWCCGEEEIGdfXqVXF8fPy8/uVnzpwxhoSE2D0R02hyNfGeDmAh57wDABhjWwG8yzn/9mgFRgghhLgZzf8hhBBCxomQkBB7/1XZJzNXE+9gAH0n5FucZYQQQsi4wRhbOdBTAKaMZSyEEEIIIb1cTbz3AfiIMXbI+fgbAPaOTkiEEELIHXtykOcKxiwKQgghhJA+XEq8Oee/ZIwdB/CIs+h7nPNPRy8sQgghZPg4598byfWMsQQAuwCIAfyJc/6rAeqtAnAAwGLOOS1ZTgghhJBBudrjDQByAO2c89cYY0GMsdmc85rRCowQQggZrtvswsEBNAN4f6jPLMaYGEAOgGUALgH4mDF2lHNe3q+eAkAygCK3BU4IIYSQSU3kSiXG2EsAXgTwc2eRBMD/unitmDH2KWOswPl4NmOsiDFWxRh7kzEmdZZ7Ox9XOZ+f1aeNnzvLjYyxx11/eYQQQu4yin6HH4SdOY4zxp4b4toHAVRxzj/nnFsAvAHg6dvU+wWAXwMwuy1qQgghZJjEYvGiyMjIqLlz50YnJibe29HR4VJu524ZGRnqvvfWarVzmpubxQAgl8sfuJM2Q0NDNREREVGRkZFR99133/ze8sbGRvFDDz00Nyws7L6HHnpo7rVr18QjfwVjw9V/nBUAngLQBQCc88sQvtC4IhlARZ/Hvwawk3M+B0ArgH91lv8rgFZn+U5nPTDGogA8ByAaQAKA3c5eCUIIIeQmnPNttzmSATwE4GdDXB4K4GKfx5ecZTcwxhYCmME5f3ewhhhjP2SMFTPGiq9du3YHr4QQQggZnLe3t8NgMJRfuHChTCKR8MzMzCBXr7XZbG6LIy8vL7izs/NGXqnT6apUKtWItwPT6XSVBoOhvLS09EYu+dJLL02Lj4/vqKurK42Pj+/YsmVLyEjvM1ZcHWpu4ZxzxhgHAMaYjysXMcamA1gO4JcAXmCMMQCPAviWs8peAFsB5ELoVdjqLD8A4A/O+k8DeINz3gOghjFWBaFX4kMXYyeEEHKX45x/4fxMuWOMMRGAHQDWuXC/VwC8AgCxsbG0jRkhhExiRw5jRlMT5O5sU62G6elv3PRj8KAefvjhTr1ePwUAdu/erczNzQ22Wq1s4cKFXfv27avz8vKCXC5/ICkp6VphYaFfdnZ2vUwmc6SkpMw0mUwiqVTKCwsLjQqFwrFhw4bpZ8+eVVgsFrZ+/fqmtLS05oKCAkVGRsY9SqXSajQap2g0GtPhw4drtm/frm5qapJotdqIgIAAW1FRUWVoaKimuLi4Ytq0aTdl95s3bw4+dOiQ0mKxsOXLl1/fuXPn5eG+LydOnJiq0+mMAPD888+3aLXaeQAahtuOJ7ja4/0WYywPwFTG2HoApwH80YXrsiD0MDicjwMBXOec9/4j9O1NuNHT4Hy+zVl/yB4I4ObeBXf+gkMIIWTiY4x9FcIoq8E0AJjR5/F03PxhrgBwH4AzjLFaAEsAHGWMxboxVEIIIWRYrFYrTp486afRaLrPnTsnO3DggLK4uNhgMBjKRSIR37NnTyAAdHd3i+Li4rqMRmO5VqvtSkpKCs/Kyqo3Go3lOp3O6Ovr68jKylL5+/vbS0tLK0pKSir27t0bZDAYpABQUVExJScn52JVVVVZfX2996lTp3zT09Ob1Gq1VafTVRYVFVUOFOPBgwf9qqqqZHq9vqKioqL8/Pnz8uPHj/sO9rqWLl06Nzo6ev7vfvc7VW9ZS0uLV1hYmBUAZsyYYW1paRnOmmUe5eqq5r9jjC0D0A5gHoAtnPNTg13DGHsCQBPn/BPGWPyIIx06xhu9Cz4+PtS7QAghdyHG2GcQFlTrSwngMoC1Q1z+MYC5jLHZEBLu5/DlCC1wztsA3PjwZ4ydAfBTWtWcEELubsPpmXannp4eUWRkZBQAxMXFdSQnJzfv2LFDVVpaKo+JiZkPAGazWaRWq20AIBaLsW7dulYA0Ov1MrVabdVqtSYAUCqVDgA4ffq0n8FgkB89ejQAADo6OsTl5eUyqVTKNRpNV3h4uBUAoqOjTdXV1VJXYz1x4oRfYWGhX1RUVBQAmEwmkcFgkCUmJnberv77779vmD17trWhocHr0UcfjYiOjjb3rysSiTDCwWxjasjE2zmf+jTn/KsABk22+/kKgKcYY18HIIOwwM0uCL3mXs5e7b69Cb09DZcYY14A/AG0YOgeCEIIIaTXE/0ecwAtnPOuoS7knNsYYxsBnISwndirnPMyxlgGgGLO+VH3h0sIIYTcmd453n3LOOds9erVLTk5ObfkS1Kp1OHlNXj6xzlnmZmZ9atWrWrvW15QUKDw9va+8cO2WCyGzWZzOevlnCMlJeVKWlpasyv1Z8+ebQWA0NBQ2/Lly69/+OGHPomJiZ2BgYG2uro6SVhYmLWurk6iVConzFDnIYeac87tAByMMf/hNMw5/znnfDrnfBaEXoN/cM6TALwH4BlntbUAjjjPj+LL3ohnnPW5s/w556rnswHMBfDRcGIhhBByd+Cc1/U76gGAMfZtxtigC6I5rz/GOY/gnIdzzn/pLNtyu6Sbcx5Pvd2EEELGk4SEhPaCgoKAhoYGL0BYBbyysvKWnukFCxaYm5qaJDqdTg4Ara2tIqvVimXLlrXl5uYG9fT0MADQ6/Xe7e3tg+aMPj4+9ra2tkHrJCYmtu/fv1/VW6+mpkbSG2N/7e3totbWVlHv+Xvvvee3YMGCbgB4/PHHr+fl5QUCQF5eXmBCQsL1od6T8cLVMfGdAD5jjJ2Cc2VzAOCcb7qDe74I4A3G2MsAPgXwP87y/wGw37l42hcQknU4exveAlAOwAZgg/PHAEIIIZMEYywBwqgoMYA/cc5/NUC9VRAW4Fw8WNLr3KpyOYSh4o8DeBvAHnfHTQghhIwnixYtMqenpzcsXbo0wuFwQCKR8Ozs7PqIiAhL33oymYzn5+dXb9q0aabZbBbJZDJHYWFhZWpqanNtba23RqOZzzlnSqXSeuzYserB7rl27drmhISEiODgYMtA87xXrlzZXlZWJlu8eHEkAMjlckd+fn5NaGjoLT3Wly5d8lqxYsUcALDb7WzVqlUtzzzzTDsAbNu27cqKFSvCw8LCVKGhoZZDhw4NGtt4woRO5SEqMXbbeXGc871uj8gNfHx8eFfXkKMKB+WO+QKuvLeEEDLZMcZMnPMBd8NwTmmqBLAMwgKaHwP4Jue8vF89BYB3AUgBbLxd4s0YewzANwE8BmGE1ZsAfu8cfeURsbGxvLiYOsYJIWQ8YIx9wjkf8aKYJSUltTExMS4NmyZ3l5KSElVMTMys/uWD9ngzxmZyzuvHa4JNCCFkUngQQBXn/HMAYIy9AWEryfJ+9X4B4NcA0gZp6wSA/wPwMOe8xtneLrdHTAghhBAyDEMNNT8MYCEAMMbe5pyvGv2QCCGE3GVut21kXN8KjLGFAGZwzt9ljA2WeC+EMFXpNGPscwBvQBi+TgghhJBx5OrVq+L4+Ph5/cvPnDljDAkJmXRTi4dKvPuOt753NAMhhBAyaXkxxvqOtX7FuQWkSxhjIgA7AKwbqi7n/DyA8wD+gzH2EIRh5xLG2HEAh4ZzX0IIIYSMnpCQEHv/Vdkns6ESbz7AOSGEEOIq2xDz6YbaNlIB4D4AZ5zrb4QAOMoYe2qwBdY45x8A+IAxlgzgaxB6winxJoQQQsiYG2o7sRjGWDtjrAPAAud5O2OsgzHWPsS1hBBCiCs+BjCXMTbbuRr5cxC2kgQAcM7bOOcqzvks5yJp/wRw26TbuQ9373m083oH5/xvnPPvj/YLIYQQQgi5nUETb865mHPuxzlXcM69nOe9j/3GKkhCCCGTF+fcBmAjgJMAKgC85dxKMoMx9tQwm+ubXO93V4yEEEIIISPh6j7ehBBCyKjhnB8DcKxf2ZYB6sa72OzI94UkhBBCCHGDoYaaE0IIIRPJVMbYCsbYKgB+jLGVfQ9PB0cIIYS4i1gsXhQZGRk1d+7c6MTExHs7Ojo8kttlZGSo+95bq9XOaW5uFgOAXC5/4E7abG5uFickJNw7e/bs6HvvvTf69OnTPgDQ2Ngofuihh+aGhYXd99BDD829du3ahNm5hBJvQgghk0khgKcAPOE8f7LP8YQH4yKEEELcytvb22EwGMovXLhQJpFIeGZmZpCr19psNrfFkZeXF9zZ2Xkjr9TpdFUqlWpE24H98Ic/nPHYY4+119TUlJWXl5fff//9ZgB46aWXpsXHx3fU1dWVxsfHd2zZsiVkpPGPFRpqTgghZNLgnK/zdAyEEELuLrq9mPHFZcjd2abyHpi0a3HR1foPP/xwp16vnwIAu3fvVubm5gZbrVa2cOHCrn379tV5eXlBLpc/kJSUdK2wsNAvOzu7XiaTOVJSUmaaTCaRVCrlhYWFRoVC4diwYcP0s2fPKiwWC1u/fn1TWlpac0FBgSIjI+MepVJpNRqNUzQajenw4cM127dvVzc1NUm0Wm1EQECAraioqDI0NFRTXFxcMW3atJuy+82bNwcfOnRIabFY2PLly6/v3Lnz8u1eS0tLi7ioqEhx4MCBWgCQyWRcJpPZAeDEiRNTdTqdEQCef/75Fq1WOw8374QyblGPNyGEkEmDMZbV5zy533N/HvOACCGEkFFmtVpx8uRJP41G033u3DnZgQMHlMXFxQaDwVAuEon4nj17AgGgu7tbFBcX12U0Gsu1Wm1XUlJSeFZWVr3RaCzX6XRGX19fR1ZWlsrf399eWlpaUVJSUrF3794gg8EgBYCKioopOTk5F6uqqsrq6+u9T5065Zuent6kVqutOp2usqioqHKgGA8ePOhXVVUl0+v1FRUVFeXnz5+XHz9+3Pd2dY1Go1SpVNpWr149a/78+VFr1qwJa29vFwFAS0uLV1hYmBUAZsyYYW1paZkwHckTJlBCCCHEBf+vz/laALv6PF4wxrGMmL0LaHoTCP4WIJJ5OhpCCCG3M5yeaXfq6ekRRUZGRgFAXFxcR3JycvOOHTtUpaWl8piYmPkAYDabRWq12gYAYrEY69atawUAvV4vU6vVVq1WawIApVLpAIDTp0/7GQwG+dGjRwMAoKOjQ1xeXi6TSqVco9F0hYeHWwEgOjraVF1dLXU11hMnTvgVFhb6RUVFRQGAyWQSGQwGWWJiYmf/ujabjVVUVMh37dpV/+ijj3Z973vfm7F58+aQXbt23dRDLhKJwNjEWUeVEm9CCCGTCRvgfEJq+z/g8m6g+RAw4yeAvxaYQN8xCCGEjKLeOd59yzjnbPXq1S05OTm3DL+WSqUOL6/B0z/OOcvMzKxftWpVe9/ygoIChbe3N+99LBaLYbPZXP5E4pwjJSXlSlpaWvNQdWfNmmUJDg62PProo10AsGbNmtZf/epXIQAQGBhoq6urk4SFhVnr6uokSqXSfZPVRxkNNSeEEDKZiBhjAYyxwD7nSsaYEsCEWfm0lzIBiHgFEE0Bqn8KVKUAPZc8HRUhhJDxKiEhob2goCCgoaHBCxBWAa+srLylZ3rBggXmpqYmiU6nkwNAa2uryGq1YtmyZW25ublBPT09DAD0er137zDvgfj4+Njb2toGrZOYmNi+f/9+VW+9mpoaSW+M/c2cOdMWEhJiKSkp8QaAv/3tb37z5s0zA8Djjz9+PS8vLxAA8vLyAhMSEq4P9Z6MF9TjTQghZDLxB/AJvuztPtfnOX5r9fFPsRCI+osw5PxyHlD2LBCyVjho+DkhhJC+Fi1aZE5PT29YunRphMPhgEQi4dnZ2fURERGWvvVkMhnPz8+v3rRp00yz2SySyWSOwsLCytTU1Oba2lpvjUYzn3POlEql9dixY9WD3XPt2rXNCQkJEcHBwZaB5nmvXLmyvaysTLZ48eJIAJDL5Y78/Pya0NDQ2/ZY//73v69PSkq612KxsJkzZ/a8/vrrtQCwbdu2KytWrAgPCwtThYaGWg4dOjRobOMJ43xCfg8ZlI+PD+/q6hpRG+6YLzAZ31tCCBkuxpiJc+7j6Tg8JTY2lhcXF7ulLcs14FIW0HoSkIYCM34KTH3ELU0PyN4JfHESuP4e4DCP7r0IIWQoQc8Io4HuFGPsE8557EjjKCkpqY2JiRly2DS5+5SUlKhiYmJm9S+nHm9CCCGTCmPMC0AigEhnUTmAk5zzCTMPbCDSIODeXwIdK4D6XwPVqYD/I0IC7h3qvvtwDnSeB1qOAF+cAngPQKVV7AAAIABJREFUIJsFSFzeIZYQQkYJrXNBJihKvAkhhEwajLFQAP8AcAXApxC+oj0BYAdj7Kuc89vuGTrRKGKB+X8Bml4HrvxRGH4+7XtA8HcAkfedt2ttBlreBZqPAD31gMgHCPw6oPoGII+ihd0IIYS4z9WrV8Xx8fHz+pefOXPGGBISYvdETKOJEm9CCCGTyS8B5HLOs/oWMsY2AfhvCFuMTQoiCRDyXUD5uDD8/PIeIWmekQb4P+R6O9wGtH0INB8G2t4HYAd87wdCvgcEfA0QTxm1l0AIIeQuFhISYu+/KvtkRok3IYSQyWQJ53xd/0LOeTZjzOiBeEadNBi497+B9qeB+t8AVZuAqV8Vth+Thgx8nfki0HIUaCkArNcAL6WwX7jqaWFYOSGEEELchxJvQgghk0n3IM+ZxiwKD/BbAkS9ATT9BbjyJ6B0FTDtB0BwEiBybiTjMAOt7wm9252fABAJveOBPxMWaWP0rYAQQggZFfQRSwghZDLxZ4ytvE05A+A31sGMNZEUCFknrPh7cQdwOQdoeQeYth7o0gNfnADsHcKK6Pf8GxD4JCBVezpqQgghZPKjxJsQQshkogPw5ADPFY5lIJ4kDQHCfwO0fQBc/C1QuxlgUiDgUWGhNN+FABN5OkpCCCHk7kGJNyGEkEmDc/49T8cwnvg/BCjeBDrPCauSe036Pn9CCLl7iMXiRXPnzu222+1szpw53W+99VatQqFwjHUcGRkZ6tTU1Obee2u12jlvv/12jUqlssvl8gdMJtOnw2mvpKTEe82aNeG9jy9duuT9s5/9rGHLli1NjY2N4hUrVtzb0NDgHRoa2nPkyJHPg4KCJsQK6PR7NyGEEDKJiaTC/G9KugkhZHLx9vZ2GAyG8gsXLpRJJBKemZkZ5Oq1NpvNbXHk5eUFd3Z23sgrdTpdlUqluuNkOCYmpsdgMJQbDIby0tLScplM5njuueeuA8BLL700LT4+vqOurq40Pj6+Y8uWLYMsIzq+UI83IYQQQgghhNyhkl2Y0V4HuTvb9AuDKSYZF12t//DDD3fq9fopALB7925lbm5usNVqZQsXLuzat29fnZeXF+Ry+QNJSUnXCgsL/bKzs+tlMpkjJSVlpslkEkmlUl5YWGhUKBSODRs2TD979qzCYrGw9evXN6WlpTUXFBQoMjIy7lEqlVaj0ThFo9GYDh8+XLN9+3Z1U1OTRKvVRgQEBNiKiooqQ0NDNcXFxRXTpk27KbvfvHlz8KFDh5QWi4UtX778+s6dOy8P9bqOHj3qN3PmzJ6IiAgLAJw4cWKqTqczAsDzzz/fotVq5wFoGNab6yHU400IIYQQQgghE5TVasXJkyf9NBpN97lz52QHDhxQFhcXGwwGQ7lIJOJ79uwJBIDu7m5RXFxcl9FoLNdqtV1JSUnhWVlZ9UajsVyn0xl9fX0dWVlZKn9/f3tpaWlFSUlJxd69e4MMBoMUACoqKqbk5ORcrKqqKquvr/c+deqUb3p6epNarbbqdLrKoqKiyoFiPHjwoF9VVZVMr9dXVFRUlJ8/f15+/Phx36Fe2+uvv6585plnWnoft7S0eIWFhVkBYMaMGdaWlpYJ05E8YQIlhBBChoMx9hCAWejzWcc53+exgAghhExKw+mZdqeenh5RZGRkFADExcV1JCcnN+/YsUNVWloqj4mJmQ8AZrNZpFarbQAgFouxbt26VgDQ6/UytVpt1Wq1JgBQKpUOADh9+rSfwWCQHz16NAAAOjo6xOXl5TKpVMo1Gk1XeHi4FQCio6NN1dXVUldjPXHihF9hYaFfVFRUFACYTCaRwWCQJSYmdg50jdlsZqdPn/bfsWPHpds9LxKJwBhzNQSPo8SbEELIpMMY2w8gHMB5AL3zzDgASrwJIYRMCr1zvPuWcc7Z6tWrW3Jycm4Zfi2VSh1eXoOnf5xzlpmZWb9q1ar2vuUFBQUKb29v3vtYLBbDZrO5nPVyzpGSknIlLS2t2dVrDhw44B8VFWWaMWPGjSHrgYGBtrq6OklYWJi1rq5OolQq3TdZfZTRUHNCCCGTUSyAr3DO/51z/mPnscnTQRFCCCGjKSEhob2goCCgoaHBCwAaGxvFlZWVt/RML1iwwNzU1CTR6XRyAGhtbRVZrVYsW7asLTc3N6inp4cBgF6v925vbx80Z/Tx8bG3tbUNWicxMbF9//79qt56NTU1kt4YB/LGG28on3322S/6lj3++OPX8/LyAgEgLy8vMCEh4fpgbYwn1ONNCCFkMioFEALgiqcDIYQQQsbKokWLzOnp6Q1Lly6NcDgckEgkPDs7u753cbJeMpmM5+fnV2/atGmm2WwWyWQyR2FhYWVqampzbW2tt0ajmc85Z0ql0nrs2LHqwe65du3a5oSEhIjg4GDLQPO8V65c2V5WViZbvHhxJADI5XJHfn5+TWho6G17rNvb20Xvv/++3969e+v6lm/btu3KihUrwsPCwlShoaGWQ4cODRrbeMI450PXmmB8fHx4V1fXiNpwx3yByfjeEkLIcDHGTJxznzG+53sA7gfwEYCe3nLO+VNjGQcAxMbG8uLi4rG+LSGEkNtgjH3COY8daTslJSW1MTExLg+bJnePkpISVUxMzKz+5dTjTQghZDLa6ukACCGEEEJ6UeJNCCFk0uGc6zwdw6TGOWCzARYLYLXe/Heg896/hBAyUo88AgQEeDoKMkJXr14Vx8fHz+tffubMGWNISIj9dtdMZJR4E0IImXQYY0sA/B7AfABSAGIAXZxzP48GdgccNkDkiU/ry5eBjz4CioqEv599BphMXybRhBDiKUVFwIMPejoKMkIhISH2/quyT2aUeBNCCJmM/gDgOQB/hbDC+XcBRHg0ojtg+do30FLjB+8Hw+H/WDjEkeFAeDgQFAS4c+/Szk7gk0++TLKLioBLt902lRBCCCF3gBJvQgghkxLnvIoxJuac2wG8xhj7FMDPPR2Xy8xmSP9+BNMA4HMAb/R5ztdXSMBvd8yYAQy2T6vdDpSV3Zxkl5UBDsewwnMwMRxiKewiKRwiCRxi51+R9Ma5vc+5w1mPu/MHA0LIXScgBPCbOtXTYRAybJR4E0IImYxMjDEpgPOMsd9A2FZs0D1Gx52amoGf6+wESkqEoz8vL2DWrJuTcbUa0OuFJPuTTwAXdv6wSeToCFsE2/1xkPy/B+GbsBhe01SARAJIJBCJRBCBvkgQQgghrqDPS0IIIZPRdyAk2hsBpAKYAWCVRyMarpkzgdOngerqG4e9Qvgr7ukY+DqbDaiqEg4XcTB0BEejOzoOoiUPwichDvJ/iUbAYD3nhBBCCHEZfaISQgiZdDjndYyxKQCmcc63eTqeO+LjAyxdKhxOYgDgHF2lzbjy52p06Koh76xGkKIafqiG16Vq4OrVIZs2KULROScO9oUPQrY0Dn6PL4KfUoEJt/IcIYTcxcRi8aK5c+d22+12NmfOnO633nqrVqFQDG/ekBtkZGSoU1NTm3vvrdVq57z99ts1KpXKLpfLHzCZTJ8Ot81t27ap9+/fH8QYQ2RkpOnNN9+slcvl3GAwSJ999tl7r1+/7qXRaExvv/12jUwm4+5/Ve43sYbdEUIIIS5gjD0J4DyAE87H9zPGjno2KjdhDD6aIMzJXILIk0mwp21BUdhenAh5H8U/voLr5zsBvR6WvxxC1ZrfoSzq33AxYgUann4Rjb89CFPZJcjbL0F97m1M+9OLCPhmPMRKhadfFSGEkGHy9vZ2GAyG8gsXLpRJJBKemZkZ5Oq1NpvNbXHk5eUFd3Z23sgrdTpdlUqluuPtwGpqaiSvvPJK8Pnz58svXLhQZrfb2Z/+9CclALzwwgvTN27c2FhfX1/q7+9v27Vrl8odr2EsUI83IYSQyWgrgAcBnAEAzvl5xtjsoS5ijCUA2AWhc/lPnPNf9Xv+BQA/AGADcA3A9znndW6NfBimBAJR/wrMeQaoKQBq3wGufugD+WwNrlo16JoK3P9LYN7XAS+pp6IkhJDJrTYDM7qrIHdnm1PmwDRrCy66Wv/hhx/u1Ov1UwBg9+7dytzc3GCr1coWLlzYtW/fvjovLy/I5fIHkpKSrhUWFvplZ2fXy2QyR0pKykyTySSSSqW8sLDQqFAoHBs2bJh+9uxZhcViYevXr29KS0trLigoUGRkZNyjVCqtRqNxikajMR0+fLhm+/bt6qamJolWq40ICAiwFRUVVYaGhmqKi4srpk2bdlN2v3nz5uBDhw4pLRYLW758+fWdO3deHuj12O121tXVJfL29rZ3d3eLpk+fbnU4HPjwww8VR44c+RwAvv/977ds3br1nhdffPHanb7PY4l6vAkhhExGVs55W7+yQYeiMcbEAHIAJAKIAvBNxlhUv2qfAojlnC8AcADAb9wU74hI/YF5ScDi3wCYA3TUAX6XgAhvYOY9gFji6QgJIYSMFqvVipMnT/ppNJruc+fOyQ4cOKAsLi42GAyGcpFIxPfs2RMIAN3d3aK4uLguo9FYrtVqu5KSksKzsrLqjUZjuU6nM/r6+jqysrJU/v7+9tLS0oqSkpKKvXv3BhkMBikAVFRUTMnJyblYVVVVVl9f733q1Cnf9PT0JrVabdXpdJVFRUWVA8V48OBBv6qqKpler6+oqKgoP3/+vPz48eO+t6s7e/Zs64YNG67Onj17gVqtjlEoFPaVK1e2NzY2eikUCrtEInyozZo1y9LY2DhhflamHm9CCCGTURlj7FsAxIyxuQA2AfhgiGseBFDFOf8cABhjbwB4GkB5bwXO+Xt96v8TwLfdGvUdctgB/SngkwJAJAZiNwIKC1B9EPj4F4AiDAjVAurFwjnt6EUIIe4znJ5pd+rp6RFFRkZGAUBcXFxHcnJy844dO1SlpaXymJiY+QBgNptFarXaBgBisRjr1q1rBQC9Xi9Tq9VWrVZrAgClUukAgNOnT/sZDAb50aNHAwCgo6NDXF5eLpNKpVyj0XSFh4dbASA6OtpUXV3tctJ74sQJv8LCQr+oqKgoADCZTCKDwSBLTEzs7F/32rVr4nfffXdqVVXVZ4GBgfbly5ffu3v3buWKFSvaR/J+edqoJd6MsRkA9gEIhtDL8ArnfBdjTAngTQCzANQCeJZz3soYYxCG930dgAnAOs75OWdbawGkO5t+mXO+d7TidocZAHYAgNEIzJvn4WgIIeSu9GMA/wWgB8DrAE4C+MUQ14QCN315ugQgbpD6/wrg+O2eYIz9EMAPAWDmzJmuRXyHmmqAwv8FvrgEzLof+MpzgE+A8NzMx4HLhcIwdMM+4ZiiFhLw4MVAoAYQT5i+AkIIIX31zvHuW8Y5Z6tXr27Jyclp6F9fKpU6vIbYrYJzzjIzM+tXrVp1U5JbUFCg8Pb2vjFyTCwWw2azufwzLuccKSkpV9LS0pqHqvvOO+/4zZw5s+eee+6xAcA3vvGN6x988IHvj370oy86OjrEVqsVEokEtbW10uDgYIurMXjaaA41twH4Cec8CsASABucQ/b+A8DfOedzAfzd+RgQhvbNdR4/BJALAM5E/SUIX34eBPASYyxgFOMeMTOEF4NfDPUdjxBCyGjgnJs45//FOV/MOY91npvd1T5j7NsAYgH8doD7v+K8b2xQkMtr3QyLxQx88CZw+NeAuRNY9iPgsX/7MukGAJEXMP1R4JEdwNf2Ags2An6zgUungY+2An9LAj7+JVB/CuhpHZUwCSGEjKGEhIT2goKCgIaGBi8AaGxsFFdWVt7yE+uCBQvMTU1NEp1OJweA1tZWkdVqxbJly9pyc3ODenp6GADo9Xrv9vb2QXNGHx8fe1tb26B1EhMT2/fv36/qrVdTUyPpjbG/WbNmWc6dO+fb0dEhcjgc+Mc//qGYP3++WSQSYcmSJR2vvfZaAAC8+uqrgU888cR1V96X8WDUerw551cAXHGedzDGKiD0JjwNIN5ZbS+EhW9edJbv45xzAP9kjE1ljE1z1j3FOf8CABhjpwAkQOjBGJeuQZgk+LPXXwfS04HISE+HRAghd4WhVi7nnD81yNMNEAYt9ZruLOt/j69B6E3Xcs577iTOkaorAd5/Hei6DkRpgQe/AUinDH6NTCn0gM98HLD3AC2fAY0fAY0fA43/FOpMjQCCHxR6xP1m05B0QgiZaBYtWmROT09vWLp0aYTD4YBEIuHZ2dn1ERERN/UMy2Qynp+fX71p06aZZrNZJJPJHIWFhZWpqanNtbW13hqNZj7nnCmVSuuxY8eqB7vn2rVrmxMSEiKCg4MtA83zXrlyZXtZWZls8eLFkQAgl8sd+fn5NaGhobcsr/7oo492Pfnkk60LFiyY7+XlhejoaNMLL7xwDQAyMzMvrVmzJvzll18OjY6ONiUnJw/Zgz5eMCHPHeWbMDYLQCGA+wDUc86nOssZgFbO+VTGWAGAX3HO33c+93cICXk8ABnn/GVn+WYA3Zzz3/W7x41hfVKpdFFPz8i+C7ERfttQAbgmlwNPPw385S8jaosQQiYyxpiJc+4zRve6BmG4+OsAigDc9B9zzrlukGu9AFQCWAoh4f4YwLc452V96jwAYVG1BM75BVdiio2N5cXFxcN8JbdnagPOvgHUnAMC7gH+33eA4HtH1ibnQEftl0n49UoAHJCphOHo6sWAagEg9nbHKyCEEM9ijH3COY8daTslJSW1MTExEybpI2OnpKREFRMTM6t/+agvrsYY8wXwNoAUznl734SWc84ZY27J/DnnrwB4BQB8fHw8vol6MwBs3Aj89rfA5s3A/PmeDokQQsYtN27jFQJgGYBvAvgWgHcBvN43eR4I59zGGNsIYT64GMCrnPMyxlgGgGLO+VEIQ8t9AfzV+XlWP0QvultwB1Dxf8BHhwC7FVj8DSDmMWEhtZFiTOjd9psNzF0jDDlv+kRIxC+9B9QdB0RSYT64lLb7JoR42D2PCCNzCJloRjXxZoxJICTd+Zzzg87iRsbYNM75FedQ8iZn+UBD/Brw5dD03vIzoxm326SlATk5QEYG8Pq4HRlPCCEe1Wcbr2UQFjT7mDF2lHPed8GY3m28TIyxf4Owjdea/m1xzu0ATgA4wRjzhpCAn2GMbeOc/2GoWDjnxwAc61e2pc/514b9Akfoi8vA//0v0FgN3DMPeCQJ8A8evft5BwAzviYcdqswJL3pY6C5BOi6ZeA9IYSMLWW0pyMg7nL16lVxfHz8LStRnzlzxhgSEmL3REyjaTRXNWcA/gdABed8R5+njgJYC+BXzr9H+pRvdG7fEgegzZmcnwSwvc+Cao8B+Ploxe1WKhXw4x8Dv/61MNc7mv5LQQght+HWbbycCfdyCEn3LADZAA65PeoxUPMp8Pc/AhIZEL8OmLtkbOddiyWAeqFw3KnODuDiJeDSReDKFcB2y2w+QghxneoeT0dA3CUkJMTef1X2yWw0e7y/AuA7AD5jjJ13lv0nhIT7LcbYvwKoA/Cs87ljELYSq4Kwndj3AIBz/gVj7BcQ5toBQEbvQmsTwk9/CvzhD0Kv95tvejoaQgjxBC/GWN9Jzq84pwf1cuc2XvsgrCdyDMA2znnpnYU8PoTMAeZ9BYh9CpgyAYZ52+1A49UvE+1Ll4DrzvVmRSIgJASQyTwbIyFkYhON5p5MhIyi0VzV/H30W9Smj6W3qc8BbBigrVcBvOq+6MZQYCCwaRPw3/8tzPW+7z5PR0QIIWPN5o6FbICbtvHSDlDl2wC6ACQD2NRnXREG4aPGzx1xjJUpCmFo+XjV1Xlzkt3Q8GWPtkIBTJ8OLH4QmDEdmDYN8JJ4Nl5CCCHEU0Z9cTUC4Cc/AX7/e2DbNuCvf/V0NIQQMt64bRsvzjn1hYwShx1obLw50W517v0tEgmJ9aJFwPQZQqLt50/bkRFCCCG9KPEeC0olkJwMvPwyoNcDCxZ4OiJCCBlPPgYwlzE2G0LC/RyEFclvcG7jlQdhG6+mW5sg7sIdwvDwpmvAtSbg2rUvj97ebF9fYMYMIDZWSLSnTQMk1JtNCCGEDIgS77HywgtAdrbQ6/32256OhhBCxo3xvI3XZOZKgg0Afn5AUJCQZIeGCom2P/VmE0KIx4nF4kVz587tttvtbM6cOd1vvfVWrUKhcIx1HBkZGerU1NTm3ntrtdo5b7/9do1KpbLL5fIHTCbTp8Nt8xe/+IV63759QZxzfPe73722ZcuWJgBobGwUr1ix4t6Ghgbv0NDQniNHjnweFBQ0IVZAZ8LU6snFx8eHd3V1jagN5oZvFLe8ty+9JCyy9umnwP33j7h9QgiZCBhjJs65j6fj8JTY2FheXFw8dMVRwDlgtQCdncC1ZtcS7KAgIEj95blMBtg58GkT0D0hvtoQQiazWQpgxggWm2SMfeKOdUdKSkpqY2Jimkfazkj0TWqfeuqp2QsXLjRt3bq10ZVrbTYbvLzc0wcbGhqqKS4urpg2bdot+1bcSeL98ccfy771rW+Fnzt3rkImkzm0Wm3EK6+8Unfffff1/OhHP5quVCpt27dvv/qf//mfIa2treLc3NxxtdllSUmJKiYmZlb/curxHkupqcCuXUKv96EJubMNIYQQD+IcsFgAUxfQ1QV0mZznpi/LTKab//bfvqtvD3b/BPt2atuB3+uByuuj//oIIWQo6yJHlniPhusvYIbNALk72/SKhGnqjpt2/BjUww8/3KnX66cAwO7du5W5ubnBVquVLVy4sGvfvn11Xl5ekMvlDyQlJV0rLCz0y87OrpfJZI6UlJSZJpNJJJVKeWFhoVGhUDg2bNgw/ezZswqLxcLWr1/flJaW1lxQUKDIyMi4R6lUWo1G4xSNRmM6fPhwzfbt29VNTU0SrVYbERAQYCsqKqocKBHfvHlz8KFDh5QWi4UtX778+s6dOy/f7rV89tlnUx544IHO3h70r3zlKx1vvPHG1JdffrnxxIkTU3U6nREAnn/++RatVjsPt1kXZjyixHssTZ0qJN9btwq93g884OmICCGEjGMX6wGd7uZE2j5Ar7NEAsjlgI+PcKjVgNwH8HGWBaoGT7D7s9iBNy8Ab1cDvhIg9X5grr/7XhshhNwJf29PRzD+WK1WnDx50u+xxx5rP3funOzAgQPK4uJig7e3N//2t789c8+ePYEbN25s6e7uFsXFxXX98Y9/vGQ2m9mcOXPuy8/Pr9ZqtaYvvvhC5Ovr68jKylL5+/vbS0tLK7q7u9nixYsjn3zyyXYAqKiomHL+/PnPZ82aZV20aFHkqVOnfNPT05tyc3ODdTpd5e16vHsdPHjQr6qqSqbX6ys45/ja17425/jx476JiYmd/evef//93RkZGaFXr14V+/j48FOnTvnHxMR0AUBLS4tXWFiYFQBmzJhhbWlpmTD57IQJdNJITgZ27hR6vQ8f9nQ0hBBCxjEHB8xmYWuukJAvE+vehLrvX6nUfff9rAXI0QMNXcDS6cD3owA/N7ZPCCGTyXB6pt2pp6dHFBkZGQUAcXFxHcnJyc07duxQlZaWymNiYuYDgNlsFqnVahsAiMVirFu3rhUA9Hq9TK1WW7VarQkAlEqlAwBOnz7tZzAY5EePHg0AgI6ODnF5eblMKpVyjUbTFR4ebgWA6OhoU3V1tcufDCdOnPArLCz0i4qKigIAk8kkMhgMstsl3gsXLjQnJydfXbp0acSUKVMc0dHRJrFYfEubIpHILdODxwol3mNt6lRhobWXXgLOnQMWLvR0RIQQQsapsDDgB+vH7n6dVuDPFcDJeiBEDvwiDrg/aOzuTwghxHXe3t4Og8FQ3reMc85Wr17dkpOTc8vwa6lU6hhqXjfnnGVmZtavWrWqvW95QUGBwtvb+8YCVmKxGDabzeWsl3OOlJSUK2lpaS7Ni09NTW1OTU1tBoCNGzeGTp8+3QIAgYGBtrq6OklYWJi1rq5OolQqB+xlH29ov1NPSE4WEvCtWz0dCSGEEALOgbNXgH8/A5yqB1beC/xeS0k3IYRMNAkJCe0FBQUBDQ0NXoCwCnhlZeUtPdMLFiwwNzU1SXQ6nRwAWltbRVarFcuWLWvLzc0N6unpYQCg1+u929vbB80ZfXx87G1tbYPWSUxMbN+/f7+qt15NTY2kN8bb6X3uwoUL0nfffXfqD37wgy8A4PHHH7+el5cXCAB5eXmBCQkJE2YFEurx9gR/f+AnPwE2bwaKi4UVbgghhJB+GtuADyuBYH/nMRXwcfP8xpZuYE8p8M9G4F4/YMuDwByay00IIRPSokWLzOnp6Q1Lly6NcDgckEgkPDs7uz4iIsLSt55MJuP5+fnVmzZtmmk2m0UymcxRWFhYmZqa2lxbW+ut0Wjmc86ZUqm0Hjt2rHqwe65du7Y5ISEhIjg42FJUVFR5uzorV65sLysrky1evDgSAORyuSM/P78mNDT0tj3WTz31VPj169e9vLy8eFZWVr1KpbIDwLZt266sWLEiPCwsTBUaGmo5dOjQoLGNJ7Sd2ABGZTuxvtrbgdmzgX/5F6CgYMT3IoSQ8Yq2E7vz7cQ+rQFeOS3M9e7lK7s5EVf7AyH+QJAfIBnGz+kOLgwp/3MFYHMASfOAp2cDYhoLRwiZxCbTdmJkfKLtxMYbPz+h1/u//gv46CPgwQc9HREhhJBx5oHZwO+/DzR3CL3fTW3A1evC37JLwAd9+hUYAKWiT1LuTMyD/YEAX0DU5/fkix3AHz4Dyr8AYlTABg0w7a79aYQQQggZfZR4e9KPfwzs2CHM9T52zNPREEIIGYe8xEDIVOHor9siJOGNvcd14W91I9Bj7dOGCPCRAVOkgMkBXLMATAxoVcA8L6CiBqjzFoaxy6WAvPfcW7g/IYQQ4m5Xr14Vx8fHz+tffubMGWNISMgAm2dOXJR4e5JCAfz0p8DPfw7885/AkiWejogQQsgEMkUKhAUJR1+cA+3dXybi19qBhnag7BpgtgAKMeAD4OJl4ELd4PeQegkJuFwKiGgYOiHEw5alPZxFAAAgAElEQVTeBzx0S6pGJqKQkBB7/1XZJzNKvD1t40YgM1Po9T5xwtPREEIIGUeaugG9cwYh5wCHcKDveZ/nblvPG7g8BTh1DQhUAxs1QGzwl/ewO4Se864ewNTz5V9T/8cWoW1CCPEkmcs7RxMyvlDi7Wm+vkBaGvDii8CHHwqLrRFCCCEAqtuAXSUjb0cE4IlZwLcjAXm/T36xSFiwzVc28vsQQggh5PYo8R4PNmwAfvtbodf75ElPR3Orykpg+nRALvd0JIQQcld5QAX88VFh4TQG4X96z/s/HuicQZinLRvBXG2LA2ixApNuwh0hZMLxFwMKymDIBET/tx0PfHyAn/1MOD74AHjoIU9H9KVjx4CnnwYSEoB33vF0NIQQcleReQEho/xJ3eMArlmBRotwNPU7b7IAX9x2l1VCCBl7Pw4F1oZ4OgpCho8S7/Hi3/8d+N3vgJdeAk6d8nQ0grNngWeeEX4YKCgQ5qAnJHg6KkIIIQPgHLBwoNsBmB1At10477J/mVw3WYGrFiGhbrICrbdJqhViIFgKqCXAfLlwrpIAXuzWuoQQMpYiaQDmDWKxeNHcuXO77XY7mzNnTvdbb71Vq1AoHGMdR0ZGhjo1NbW5995a7f9v787jqirzP4B/vpfLjhuyGVguRAgaIqRlTlSmgZKVZeNSVqPjtDguJb1azMqmxSaXMDWznN+oTDZiNY7jklZKNmWSo4gKiokaCSoKqJf9Pr8/zsGuyCZcvIuf9+t1Xpzz3HOfBY8893vP8zwnLnT16tWH/fz8qr28vKJNJtP/LjfP119/PWDZsmX+SimMHTv25IwZM04AwPfff+/55JNPXmcymQwhISEVqampP/v6+l7xNjeHKCdcKcXb21udP3++RXmItPzTxWX/bmfP1lY5//ZbYMCAFpffInv2ALfdBvj7A19/Ddx5p7ac7Z49gKurbetGRA5FRExKqav2KdGxsbEqPT29We89XApsPKMF0KaaYNoioL5wbJHW2KePthZBdYCbth9osR/gCnjxEWJE5KRE5CelVGxL89m9e3duVFTUKWvUqbksg9phw4Z17dOnj+nVV18taMp7q6qqYDRa5x5scHBwr/T09P2dOnW65Kvc5gTeO3bs8Bg9enT3nTt37vfw8DDHxcWFffjhh0d69uxZ3rNnzx6zZs06NnTo0HPz5s3rePjwYff33nvvV6s0xEp2797tFxUV1aV2Ou9425Mnn9Tmer/yCvDVV7arx88/A3ffrd3p3rRJm989dy6QmAi8/z4wdart6kZEdBU5Vg58dBzwNPy2eRi0wNjTALQ36ukuFq/pxx4W7/FyAfxdtaDak0E1EZF1/QGdkQnr3ovvCROW4lhTTx8wYMC5jIwMTwBYuHCh76JFiwIrKyulT58+55ctW3bEaDTCy8sresyYMSfT0tLaJicnH/Xw8DBPmTLlWpPJZHBzc1NpaWnZbdq0MT/99NMh3333XZuKigr54x//eCIpKenU2rVr28ycOfMaX1/fyuzsbM9evXqZvvjii8NvvvlmwIkTJ1zj4uLCOnToULV9+/YD9QXiL7/8cuDnn3/uW1FRIUOHDi2aO3dunQHznj17PKOjo8/V3EG/9dZbz65cubL9X/7yl4IjR464JyQknAOAxMTEkrvvvjvM3gLv+jDwtideXtrq5s88A6SlaXecr7T8fGDwYKCsTLvzft11WvqQIdow89deA8aMAQICrnzdiIiuMgPaATv6AFYYhNUsZgWcUcCpaqDQzMXViMj2uroAIYxgLlJZWYmNGze2HTx4cMnOnTs9UlNTfdPT07Pc3d3Vww8/fO0HH3zQceLEiYWlpaWGfv36nV+yZMkvZWVlEhoa2jMlJeVQXFyc6fTp0wYfHx/zvHnz/Nq1a1edmZm5v7S0VG666abwe+65pwQA9u/f77lr166fu3TpUhkTExO+adMmn+nTp59YtGhR4NatWw/Udce7xmeffdY2JyfHIyMjY79SCnfddVfo+vXrfWqCaEu9e/cunTlzZnB+fr6Lt7e32rRpU7uoqKjzABAaGlqWkpLS/pFHHilasWKFb35+vsM8YI6Xrb154gngnXe0u97ffHNlyy4q0oLr48e1O+6Rkb+9JqLd9e7VC3j5ZWDx4itbNyKiq1B2FZBiAnwE8DYAbeS3fR/5bas59hbApZEgXSmgWAEnq4GTZuCEGThlBk7oxyfNv712ygxwXTUisicvtQGe9rF1LWq5jDvT1lReXm4IDw+PAIB+/fqdnTx58qk5c+b4ZWZmekVFRfUAgLKyMkNAQEAVALi4uOCxxx47AwAZGRkeAQEBlXFxcSYAqJknvXnz5rZZWVlea9as6QAAZ8+eddm3b5+Hm5ub6tWr1/nu3btXAkBkZKTp0KFDTQ56N2zY0DYtLa1tREREBACYTCZDVlaWR12Bd58+fcomT56cP3DgwDBPT09zZGSkycVFG661dOnS3IkTJ3Z+++23O8XHxxe5uro6zLxpBt72xtMTeP55YMoUYMsW4Pbbr0y5paXAsGHAvn3a6uU333zpOeHhwJ//DMybp31BEB19ZepGRHSV+qUaSC0FzqnG527X8LIMyAXwMQAeApzRg+tTZqCijvcZAfgbAD8DEOACRLpqx/4u2s+OBsCVi6sRkY2FcLrMBe7u7uasrKx9lmlKKRkxYkThggUL8mqf7+bmZm5sXrdSSmbPnn30gQceKLFMX7t2bRt3d/cLQa6Liwuqqqqa3CsopTBlypTjSUlJTZoXP3Xq1FNTp049BQATJ04MDgkJqQCA6Ojosu++++4gAGRkZLh/+eWX7ZtaB1tj4G2PJkwAZs3S7npv2dL6YwyrqoDf/x7Ytg345BNtfnd9ZswAVqwAJk8Gtm613fhHIqKrwCAPICtIu0tdCuC8WQvCzyngnMX+eYvjS/YVcNoMdDAAYUY9sDYAfi7az5rgur0ABv5JJyJyaPHx8SXDhw8PffHFFwuCg4OrCgoKXIqLi13CwsIu+s71xhtvLDtx4oTr1q1bveLi4kxnzpwx+Pj4mAcNGlS8aNEi/8TExLPu7u4qIyPDvUuXLpUNlent7V1dXFxs6NSpU73nJCQklLz66qvXTJgw4XS7du3Mhw8fdnVzc1PBwcF1DqzKy8szBgcHVx08eNDtP//5T/sdO3ZkWaZXV1fjlVde6TRu3LgTzfg12QQDb3vk6Qm88AIwaRKwYIH2qDGDoXXKMpuB8eO1u9wLF2oBeEPatwfeeEP7cmDVKuChh1qnXkREdIEI4AV9kTRbV4aIiOxWTExM2fTp0/MGDhwYZjab4erqqpKTk4/WDrw9PDxUSkrKoUmTJl1bVlZm8PDwMKelpR2YOnXqqdzcXPdevXr1UEqJr69v5bp16w41VOajjz56Kj4+PiwwMLBi+/btB+o6Z/jw4SV79+71uOmmm8IBwMvLy5ySknK4vsB72LBh3YuKioxGo1HNmzfvqJ+fXzUALF261Pfjjz8OAIAhQ4acmTRpUmFzfk+2wMeJ1cMmjxOzVFam3XlOSwP69gWSk4F+/Vpcp4sopT2+bM4cYOZMbe52U1RXA7GxQGEhkJWlLQpHRFQPPk6s+Y8TIyIi63Kmx4mRfarvcWKtdBuVWszDQ1tcbdky4Ngxbc71Y49pq45by6xZWtD95z8D06c3/X0uLtoXAceOaY8/IyIiIiIionox8LZnBgPwyCNAdrb2mLF//AMICwPefReoqGtpnMuwZIk2nH30aG2xtMu9w/+732nD0mfNAo4ebVldiIiIiIjoqpKfn+8SHh4eUXvLz893yiX0GHg7gjZtgLffBvbuBeLigKQk7bFe69c3L7/Vq7VVyRMSgP/7v+bPH3/nHW24+nPPNe/9RERERER0VQoKCqrOysraV3sLCgqqtnXdWgMDb0dy/fXaImjr1mnHQ4YAiYnAwYNNz+Orr7S73DffDKSmAq6uza/Ptddqd+I//RT49tvm50NEREREROTEGHg7ooQEYM8ebX51WhoQGak9+/vs2Ybfl54O3HefNlx97VrrLIr23HNA587aCuzVTvnlFBERERERUYsw8HZUbm7aiuQHDgBjxmhzrW+4QXvGdl2rqWdlaQG7vz+wcSPQoYN16uHlpX0BsGsXsHSpdfIkIiIiIiJyIgy8HV1QEPC3vwE//ACEhGiLsd16q3Z3u8axY8Dgwdpq5F9+CVxzjXXr8NBD2mJrL74IFBVZN28iIiIiIiIHZ7R1BchK+vXTgu9ly7R51337An/4A/Dss8Dw4UBxMbB1KxAaav2yRYD33gNiYrTngc+ZY/0yiIiuQvsALAfgoW/uFvu1j+vb9wDgBn7TTkTOQcC/Z9ayfPny9hEREWUxMTFlADBlypRrbr/99rP33XdfvfNXH3jggS6JiYnFjz/++JnG8l+7dm2b2bNnB37zzTc51qx3U3l5eUWbTKb/2aLsujDwdiYGg/as7/vvB15/XQuGP/5Yeyb4xo1A796tV3Z0NDB+PDB/PjBhAhAe3nplERFdJXIAzAHQwgdIEhE5jVkA7O55OiIxrZa3Uj+1RraVlZX44osv2ldVVRXXBN7z5s37tTXKIg0Db2fUrp32rO/x44G33gJGjQJuu631y33jDeCf/wSmTtVWXr/cZ4MTEdFFhgEoB2DWf5YDKLPYyuvZr+uYiMgZDLB1BexIdna2W3x8/PW9evUyZWZmeoWFhZWuWrUq97XXXgvcsGFD+/LyckNsbOy5lJSUIwaDAX379r2hZ8+eph9//NFn6NChZzZv3tz+hx9+aDNr1qxOq1evPjRjxoxONXezp02b1qmuPBqTmpraNikpqbOnp6e5b9++52rSS0pKDOPGjbs2KyvLs6qqSl566aVfH3744aLk5OSO//rXv9qfPXvWWFBQ4Prggw8Wzp49+zgALFy40HfRokWBlZWV0qdPn/PLli07YjQa4eXlFT1u3LgTX375ZTsPDw/z2rVrczp37lyVlZXlNnLkyG4mk8kQHx9/0fzXl19+OfDzzz/3raiokKFDhxbNnTv31+zsbLeEhITr+/btey49Pd0nMDCwYuPGjTk+Pj4qMzPTfcKECdcVFhYaXVxc1KpVq36OjIwsryufpv57MfB2ZuHhwN//fuXK8/cHXnkFeOYZLfAeOvTKlU1E5MQMADz1jYiIqEZubq7H4sWLcwcPHnx+xIgRXf7617/6JyUlnXj33XePA8B9993XdeXKle1Gjx5dDAAVFRWSmZm5HwBycnI86hs23lAe9TGZTDJx4sQumzZtyo6MjCxPTEzsVvPaiy++2OmOO+4oWbVqVe6pU6dcYmNjewwbNqwEADIyMrz37Nmz18fHxxwdHR1x7733Fvv4+JhTU1N909PTs9zd3dXDDz987QcffNBx4sSJhaWlpYZbbrnl3Pz58/OeeOKJkPnz5/u/8847x5966qlrx48ff3LixImFb731ln9N2Z999lnbnJwcj4yMjP1KKdx1112h69ev9+nWrVvF0aNHPVasWPFz//79jwwZMqTbsmXLOjz11FOnR48e3XXatGn5Y8eOLTKZTFJdXS315ZOQkHCurt9HbQy8ybqefhpYvFi76z1okLb6OhERERGRs2ql4eBNERQUVDF48ODzAPDII48UJicnB3Tr1q18zpw5QWVlZYaioiJjREREKYBiABg1atTppuS7fv36NvXlUZ9du3Z5hISElPfq1ascAMaMGVP40Ucf+QPAli1b2m7cuLF9cnJyEACUl5dLTk6OGwAMGDCgJCgoqBoAhg4dembLli0+RqNRZWZmekVFRfUAgLKyMkNAQEAVALi6uqqRI0cWA0BMTMz5zZs3twWAnTt3+qxfv/4QAPzpT38qfP3110MAYMOGDW3T0tLaRkRERACAyWQyZGVleXTr1q0iODi4vH///qUAEB0dbcrNzXU/c+aMoaCgwG3s2LFFAODl5aUAqPryYeBNtuHmBsybpz26LDlZe+QZERERERFZndSa2ikiePbZZ6/bvn37vtDQ0MpnnnnmmrKysgtjxNu0aWNuLE+TySQN5dEcSimkpqbmREVFlVumb9u2zbuuNiilZMSIEYULFizIq52X0WhUNcPejUYjqqqqLmRgMBguea6yUgpTpkw5npSUdMoyPTs7283Nze3C+S4uLqq0tLTedtaXT1NxUUCyvvh4bZj5zJlAQYGta0NE1GQiEi8i2SKSIyLP1/G6u4h8qr++XUS6XPlaEhERaY4fP+62efNmbwBISUnx7d+//zkACAoKqiouLjb8+9//7lDfe318fKpLSkouiQdNJpOhqXlY6t27d1leXp7b3r173QFg5cqVvjWv3XHHHSWzZ88ONJu1uP+77767MHtq27ZtbQsKClzOnTsn69atax8XF3cuPj6+ZO3atR3y8vKMAFBQUOBy4MCBBofS9unT59ySJUt8AWDJkiUda9ITEhJKli9f7ldcXGwAgMOHD7vW5FuXDh06mIOCgiqWL1/eHgBKS0vl7NmzhsvNpzYG3tQ65swBysq0Z3sTETkAEXEBsABAAoAIAKNEJKLWaeMAnFFKhQKYC22BXSIiIpvo0qVL2fz58wO6desWWVRUZJw2bdrJMWPGnOzRo0fkHXfcERYVFXW+vveOGTPmdHJyclCPHj0iaoJlAPDz86tuah6WvLy81Pz5848kJiaGRkRE9PDz86uqee3tt9/+taqqSsLDwyNCQ0Mjp0+fHlzz2o033nh+2LBh3SMjIyPvueeeM7fddpspJiambPr06XkDBw4MCwsLi7jzzjvDjh075tpQ+QsXLjz64YcfBoSFhUXk5eVdOHf48OElI0aMOH3TTTeFh4WFRdx///3di4qKXBrKa8WKFYcXLFgQEBYWFhEbGxt+7NgxY3PysSRKXXI33uF5e3ur8+ebdH3Uq/aQh+Zwxt/tZUlKAmbPBn78EYiNtXVtiMhGRMSklPK2dT0aIyK3AHhVKXW3fvwCACil3rI4Z6N+zvciYgSQD8BfNfAHPzY2VqWnp7du5YmIqElE5CelVIs/mO7evTs3KiqqWUOOrSU7O9stMTHx+oMHD+61ZT1aIjk5uWN6err3smXLjtq6Ltaye/duv6ioqC6103nHuxWJSIs3hzZ9urbS+eTJwNX+JQQROYJgAMcsjn/R0+o8RylVBW2hmY4gIiIiaoDDBN6NzbsjO9SuHfDmm8B//wt88omta0NEdszZ5laLyAQRSReR9JMnT9q6OkRE5IRuuOGGClvd7R40aFD38PDwCMtt9erVbS83n0mTJhU6093uhjjEquYW8+4GQbsDsUNE1iil9tm2ZtSoxx8HFi0CnnsOuPdewNvuR5sS0RXWxL/xF+ZWi8hIaHOrf2/lquQB6GxxHKKn1XXOL/pQ83YACmtnpJT6EMCHgDbU3Mr1JCIi2zObzWapaxXtq8GmTZsO2boO9shsNguAOleOd4jAG0BfADlKqZ8BQERWArgXgNMH3vYy3LzZ89UNBuC994ABA4CwMMDLy7oVc2SBgcC2bbauBZE9aMrf+HsBvKrvpwJ4X0SkobnVzbADwPUi0hVagD0SwOha56wB8CiA7wE8COBrK9eBiIgcQ+bJkycj/P39i6/W4JsuZjab5eTJk+0AZNb1uqME3nXNu+tneYKITAAwQT9UIlLawjKNAKoaPctxtKg9VvkC4NdfW57Hbxz/3ycnB7j49+r4bboY22P/rlSbPEXEcnWxD/U7wjUa/RuPWnOrRaRmbrXVFrbR850IYCMAFwBLlVJ7RWQmgHSl1BoAHwNYLiI5AE5DC84b9NNPP50SkSMtqJofrNhOO+FsbWJ77J+ztcnZ2gNcuTZdZ41Mqqqqxufn53+Un5/fEw40fZdalRlAZlVV1fi6XnSUwLtRlsP6rEFE0q2x4qG9YHvsn7O1ie2xf87YppZSSq0DsK5W2gyL/TIAIy4zT/+W1MkZ/52crU1sj/1ztjY5W3sAx2tTTEzMCQDDbF0PchyO8u1MU+bdERGRY7qcudVoaG41ERERkT1ylMD7wrw7EXGDNrRvjY3rRERE1tGUv/E1c6sBzq0mIiIiB+MQQ83rm3fXysVabdi6nWB77J+ztYntsX920abWmlvtROzi38nKnK1NbI/9c7Y2OVt7AOdsE9EFwhsGRERERERERK3HUYaaExERERERETkkBt5ERERERERErYiBdy0iEi8i2SKSIyLP20F9lorICRHJtEjzFZFNInJQ/9lBTxcRSdbrniEifSze86h+/kERedQiPUZE9ujvSRb9gd31lWGF9nQWkW9EZJ+I7BWRyU7QJg8R+VFEduttek1P7yoi2/V6fKovGgURcdePc/TXu1jk9YKeni0id1uk13ld1leGldrlIiL/E5G1jt4eEcnVr4ldoj9P2pGvOT3v9iKSKiJZIrJfRG5x9DbRper7v2LD+rBPsuM2iZP2R3r+7JPs8JrT82V/RNQUSilu+gZtUZ9DALoBcAOwG0CEjet0G4A+ADIt0t4B8Ly+/zyAWfr+EADrAQiAmwFs19N9Afys/+yg73fQX/tRP1f09yY0VIYV2tMJQB99vw2AAwAiHLxNAsBH33cFsF0v/58ARurpHwB4Ut9/CsAH+v5IAJ/q+xH6NecOoKt+Lbo0dF3WV4aV2vUMgH8AWNtQWY7QHgC5APxqpTnsNafn93cA4/V9NwDtHb1N3C75N2afxD7pctvjlP2Rnif7JDu85vS82B9x49aEzeYVsKcNwC0ANlocvwDgBTuoVxdc/CEnG0Anfb8TgGx9fzGAUbXPAzAKwGKL9MV6WicAWRbpF86rr4xWaNu/AAxyljYB8AKwE0A/AKcAGGtfW9BWbr5F3zfq50nt663mvPquS/09dZZhhXaEAPgKwJ0A1jZUloO0JxeXfshx2GsO2jOsD0NfINMZ2sStzn9n9knsk1rSFqfoj/T82CfZ6TUH9kfcuDV541DziwUDOGZx/IueZm8ClVLH9f18AIH6fn31byj9lzrSGyrDavThX9HQvpF36DbpQ+B2ATgBYBO0b8+LlFJVddTjQt3114sBdGykTXWld2ygjJaaB+A5AGb9uKGyHKE9CsCXIvKTiEzQ0xz5musK4CSAv+lDLz8SEe8GynOENtGl2CexT2pOO5ytPwLYJ9nzNcf+iKiJGHg7OKWUgvYH3KHKEBEfAKsBTFFKlbR2ebVZuwylVLVSqje0b+X7Agi3Vt5XmogkAjihlPrJ1nWxogFKqT4AEgA8LSK3Wb7ogNecEdpw30VKqWgA56ENs2ut8up0Jcogx+Ko150z9UnO1B8B7JNaixXLYH9E1EQMvC+WB6CzxXGInmZvCkSkEwDoP0/o6fXVv6H0kDrSGyqjxUTEFdoHnBSl1GfO0KYaSqkiAN9AG5LWXkSMddTjQt3119sBKMTlt7WwgTJa4lYAw0QkF8BKaEP73nPg9kAplaf/PAHgc2gfRh35mvsFwC9Kqe36cSq0Dz6O3Ca6FPsk9knN5iT9EcA+yd6vOfZHRE3EwPtiOwBcL9oqlm7QFuVYY+M61WUNgEf1/UehzUmrSR+rrxh5M4BifQjORgCDRaSDvuLjYGjzlI4DKBGRm/UVIsfWyquuMlpEL+djAPuVUnOcpE3+ItJe3/eENj9wP7QPPA/W06aaejwI4Gv9m9o1AEaKtiJrVwDXQ1tQpM7rUn9PfWU0m1LqBaVUiFKqi17W10qpMY7aHhHxFpE2NfvQrpVMOPA1p5TKB3BMRG7QkwYC2OfIbaI6sU9in3S57XGq/ghgnwQ7v+bYHxFdBtXIJPCrbYO22uIBaHOiXrKD+nwC4DiASmjfKo6DNu/oKwAHAWwG4KufKwAW6HXfAyDWIp8/AMjRt8ct0mOh/cE/BOB96Itj1FeGFdozANpQoAwAu/RtiIO36UYA/9PblAlghp7eDVqnngNgFQB3Pd1DP87RX+9mkddLer2zoa/a2dB1WV8ZVrz+bsdvK8g6ZHv0PHfr296a8hz5mtPz7g0gXb/uvoC2CqxDt4lbnf/O7JNa8bqDk/VJcOL+SC/jdrBPsqtrTs+X/RE3bk3Yai5cIiIiIiIiImoFHGpORERERERE1IoYeBMRERERERG1IgbeRERERERERK2IgTcRERERERFRK2LgTURERERERNSKGHgTERERERERtSIG3kTNJCLVIrJLRDJFZJWIeFm8dp+IKBEJ1489RCRLRHpZnJMkIosbKWOKiJSJSDuLtNv1vMdbpPXW06aJyAK9XvtEpFTf3yUiD1qc/6x+vp+1fh9ERGQ77JOIiOwbA2+i5itVSvVWSvUEUAHgCYvXRgHYpv+EUqoMwBQAC0UTrJ//fCNljAKwA8DwWumZAB6qdd5uvaynlVK9AQwBcEivY2+lVCoAiEhnAIMBHL3cBhMRkd1in0REZMcYeBNZx7cAQgFARHwADAAwDsDImhOUUhsAHAcwFsBcAK8qpc7Ul6GIdAfgA2A69A9LFo4A8BCRQBERAPEA1jexrnMBPAdANfF8IiJyLOyTiIjsDANvohYSESOABAB79KR7AWxQSh0AUCgiMRanTwHwBgB/pdTyRrIeCWAltA9QN4hIYK3XUwGMANAfwE4A5U2o670A8pRSuxs7l4iIHA/7JCIi+8TAm6j5PEVkF4B0aEPkPtbTR0H7cAL954U7A0qpXwF8DWBRE/IfBWClUsoMYDW0DzSW/qmnjQLwSWOZ6fP9XgQwowllExGRY2GfRERkx4y2rgCRAyvV561dICK+AO4E0EtEFAAXAEpEkpRSNcPozPpWL33Bm+sBbNJG7cENwGEA79eco5TKF5FKAIMATIZ2l6Eh3QF0BbBbzzMEwE4R6auUym9Ce4mIyH6xTyIismMMvIms60EAy5VSf6pJEJGtAH4HIO0y8hkFbb7dWxb5HBaR62qdNwNAgFKqWv/gUi+l1B4AARb55QKIVUqdussTNuAAAACrSURBVIx6ERGR42CfRERkJzjUnMi6RgH4vFbaaly6EE1jRtaRz+ewWBgHAJRS/1VKfXGZeRMR0dWBfRIRkZ2Q30YaEREREREREZG18Y43ERERERERUSviHG8iG9IXrKn9CJdypVQ/W9SHiIiuXuyTiIhaD4eaExEREREREbUiDjUnIiIiIiIiakUMvImIiIiIiIhaEQNvIiIiIiIiolbEwJuIiIiIiIioFf0/JCVe/sR3+ewAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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x69uFa9UyvqpiLMEHQG85c+T6VNzF+mJv0nygjdc8dCCnm5nvxB0v2gZ87/3HiRJ/g+JGbP4z7jcc790o2ID3u/AuFAtuavwIeKO0JN6YshI3DsHbwJ+AJt53bz5Fj8mB392znU/uwnW/ugZ3M7h1weYqEeqtnG4mvQ1Xo+1P3OJU9fe+8i19r1vhajj3lnHZkuz0r1dEYil6LbAN6B+w7hh1ferPZhuuS1xx09MC1llbVX9ewnoCE++CFnKlJd5Vdn2A6zKzjRAkjN612Q+AVN95eySutUVluondimv+/7xvvS0ovrn5x5xuOVjZx7Uqlg8YUy3sh1YFRGSQiDTyEtGC2s98XPPXfFxf7gIzgZHi+qfW5nSfpzxcX6WbRORKcQOejePsFxB1cCMzH/Vq60o6SVZUGi7pKjiRLg54H6i4fa6Me4GrA5Nb77P+C66PYGNwfep8Tbvr4BLzg+IGnXmsKoIRp4WIPIZrsvdIJVfZG3eB1RPX9Ksbrt/9W5xubj4LuFncADVh4gaJ+z9cHzC/KHGPuCr4q5JRgdV1UZgLPFDWZUTkNtyYAwWPTLsfV4t/ZVXE5PkRcI3X1DLQ/wDDROTnIhIn7lEuT+H6Ipb0XN8/4ro1VNV3tzjzgf8A74gbyChCRL6NG5xnonezCa/Wbzauv2gk3u/NS4L/hhu0LsH7PrYUkcB+6yWpzeljU5iI/AxX4+03DXdReSc2YI+pOlFANO67lydugM3rzrLMN0DDUpqO18F1rdiHawH1ZAnlSuXVnLcRkT/jksnHvVmv4c7J13tlYsQNAufvbz1IRJK95Hg8rnXKqTIuW5JZwPdEpLd3LTCeotdrL+BaESV58TcSkVvKuLsvAU+ISHvv+NFFRBoC83A3gH8k7vFUkSJymZzuGx7o37ib25cD//XOE0m48VzSS1jmG6C1iFT62tO7SfgLYKy4QfvqeufH3iLyYmXXfxbfx7UwSOb0ebsTLhmuTDexwbjje4pvvd/GJfQp/oLe/t8E3Oy9LjNxg+MlFZw/cN2VyttH3BhTAZZ4V41+uKafR3HNageq61uVjetb/KnXdOsK3EF1Ou7EtAnXL+chKExwHsIlVDuBo7jBaIpLLAr8CnfX/wguEX2zivctDXdxk17C+yJK2OcKU9cfcGkJs/8XV1v3mbhmhh/gLgTANfethat5+AzXDL0ymnv/v0dxfdtSgD6q+n5AuVVS9NmYpTU7Bneina2qa7zmX7u82tdnccl2fVXNwCWZT+EG0fnE+wtMIN/D3Wwo+KvKkbrH4e7EB8oK2N8/iBvsZTJuMJnDUDi68WjgJSlhFP3y8lqarChh3r9w/b/vwl3sfYXrDvJtdWMhFLfMfuAZoEFVxFfCNvJxj535DFfzfhSXdD/HmQMKvY6ryXszoHXJCFzLmaXAIdx3OzB5Lmn7y3EX7Utxx5g23mt/mY242qQjqvrfsu+dMSVTN9bGcNxNxQO43+bcsyyTibtZ/ZX4xsXwmYZr+bMDWIv7XZXHt7zj+mHcTeW6wGWq+oW3/W24GvVHcDcMtuG63fivnabjfsO7cI9gHF6OZYvlXQs8gDsG7MR9Xv7nVz+L++zeF5Ej3n73KuM+P437P3jf2++/ArW8/5/rcC1svvb25w+4myXFxXgMN5jdGq8bDLibiltUdXcJ2y4Y8HKfiCwvY7wlUtVZuD7OP/Zi/gZ3XvQnkd+SM5/jfRmAuCehvFCBTQ/G9UvfGnDefo6i3cTKTNxgfH1xN2B3+f6W4Y7xZ9R6e9cNZWrGHuBS3I2TY96/X1D8QJzGmCom5bxRZqqRVyN+ENeMfFOo4zHGXBhE5HVgraqW1DrAmAueiCwGXlP33GZjjDGmVFbjfY4RkZvEDQwWh+sL9wWnB4wxxpigEpF2uBGOXw51LMYYY4wxNYUl3ueeW3BNpr7GPZt0YHn77xhzNuJGww9sflfwV95B1Gp8XBcKEfkjbiC88WUcqKmqtvs3EdktIqtLmC8iMklENogbkb17ceWMMeZcJiKPlHB+s6dHGHMBsKbmxhhjQkpEvoPr7z5NVS8pZv4NuPEvbsD1ZX1WVcvap9UYY4wxJuSsxtsYY0xIqWo6p5+dXJxbcEm5qupnQH0ROdvze40xxhhjzhlV8rihc01YWJjWqlUr1GEYY4wBsrOzFTcCcoEXVbU8j/xpgRsVusB2b9rOKggv6BISErR169ahDsMYYwywbNmyvaraKNRxmAtPjUy8a9WqxbFjx85e0BhjTNCJyHFV7RnqOEKldevWLF1a0lMRjTHGVCcR2RLqGMyFyZqaG2OMOdftAFr63id604wxxhhjzguWeBtjjDnXzQXu8UY3vwI4pKrnRTNzY4wxxhiooU3NjTHGnD9EZCbQB0gQke3AY0AkgKq+AMzHjWi+AcgGhoYmUmOMMcaYirHE25hqkpuby/bt28nJyQl1KMYERUxMDImJiURGRpZrOVW98yzzFXigMrEZY4wxxoSSJd7GVJPt27dTp04dWrdujYiEOhxjqpSqsm/fPrZv306bNm1CHY4xxhhjzDnF+ngbU01ycnJo2LChJd2mRhIRGjZsaC06jDHGGGOKYYm3MdXIkm5Tk9n32xhjjDGmeJZ4G2OMMcYYY4wxQWR9vI0xxpjzgQL53l9Jr0uaFwM0qP6QjTHGGONYjbcxFxARYdCgQYXv8/LyaNSoEd/73veCut0hQ4bQpk0bunbtSocOHbjnnnvYvn174fzWrVuTkpJCt27d6NatG8OHDy+yXMH0SZMmFS6zcuVKRISFCxcWTtu8eTOXXHJJkW2PGzeOP/3pT4XrmzVrVpF1FKw7Pj6+cFvXX399sfuxYcMGRIQpU6YUTvvZz37Ga6+9BsCgQYOKxHvVVVcB8Mc//pGf/vSnhcu8+uqr3HLLLYwfP76wbHh4eOHryZMnF7v9MWPGICJs3ry5cNqf/vQnRISVK1cCcODAAQYNGkS7du1o27YtQ4YM4fDhw2eN/2c/+xndunUjOTmZWrVqFcYye/ZsBg0axJw5cwqXycvLo379+sXGaKrYu7gztXj/RgBRQDRQC4gDagN1gfpAPNAQaAQ0AZoCzYEE4Plqjt0YY4wxhazGuwRV0VfRPQHHmHNHXFwcq1ev5vjx49SqVYtFixbRokWLatn2U089xe23346qMnHiRK6++mpWr15NVFQUAB999BEJCQklLhdo5syZ9O7dm5kzZ9KvX78KxdStW7fChHXQoEHcfvvtfP/73y91mSZNmvDMM89w3333ERFx5iH0mWeeOWMdI0eOpHv37ixZsoT27dvz2GOPkZaWRlJSEo8++ih5eXkkJCQUxlKalJQU3njjDUaPHg3A22+/TadOnQrnDx06lJ49exbeDBgzZgzDhg1j5syZpcb/wgsvAC45v/3224vE8vbbb581LhMkHYAxnE68C/6khNclzZuLeyBbFPCTat0DY4wxxmCJtzGhMWIElCHJKpdu3WDixLMWu+GGG/jnP//J7bffzsyZM7nzzjv5+OOPATh27BgPPfQQq1evJjc3l3HjxnHLLbewefNmfvSjH3Hs2DEAnnvuOa688koWL17MuHHjSEhIYPXq1fTo0YPXXnut1BtXIsLIkSOZPXs2CxYs4JZbbin3rqoqf//731m0aBFXXXUVOTk5xMTElHs9FdG0aVN69OjB9OnTGTp0aJmWiYyMZPLkydx///1069aNYcOGkZSUVKHt33bbbcyePZvRo0ezfv16EhISCA8PByArK4vVq1fzzjvvFJYfN24cF110UWEteUXiNyHUCRhfBesZAtwG/BSIBAZXwTqNMcYYU2bW1NyYC8zAgQN54403yMnJISMjg169ehXO++1vf8vVV1/Nf//7Xz766CNGjRrFsWPHaNy4MYsWLWL58uW8+eabhU3BAVasWMHEiRNZu3YtX331FZ9++mmZ4ujevTuZmZmF77/73e8WNm9+5plnCqePGjWqcPoXX3wBwL///W/atGlD27Zt6dOnD//85z8r+7GUy+jRo3nqqafIz88/Y97IkSML473nnnsKp3/nO9/hoosuIj09nV/96lcV3nb9+vVp2rQpmZmZzJw5k4EDBxbOW7NmDZdeeilhYacP7REREXTt2pW1a9eWKf6S+PerZ8+eFY7fhEg08DZwDTAUeD204RhjjDEXGqvxNiYUylAzHSxdunRh8+bNzJw5kxtuuKHIvPfff5+5c+cW9onOyclh69atNG/enAcffJCVK1cSHh7O+vXrC5e5/PLLSUxMBFzT7c2bN9O7d++zxhHYFaM8Tc39CefAgQOZNm0aAwYMKLGmvaofc9W+fXu6devGm2++eca84pqaAxw+fJgVK1Zw4sQJ9uzZQ/PmzSu8/R/+8Ie88cYb/OMf/yAtLa1In+3Kxl8S/34VNI0355kYYA7wPeAeXM33HSGNyBhjjLlgWOJtzAXo5ptv5le/+hWLFy9m3759hdNVlbfffpuLL764SPlx48bRpEkTVq1aRX5+fpFm3dHR0YWvw8PDycvLK1MMK1asoG/fvuWO/dSpU7z99tu8++67/Pa3v0VV2bdvH0eOHKFhw4YcOHCgSPn9+/fTpk2bcm/nbP7v//6Pu+66iyuuuKJM5ceOHcvQoUOpV68ev/zlLwv7XFfEzTffTKdOnbjyyiupXbt24fTk5GRWrFiBqhbebDh16hQZGRkkJycX+b8pb/ymhojF9ffuD9yF6/Nd/t4exhhjjCkna2puzAXoxz/+MY899hgpKSlFpl9//fX8+c9/LqyNXrFiBQCHDh2iWbNmhIWFMX36dE6dOlXhbasqkyZNYufOnRUaFO3DDz+kS5cubNu2jc2bN7NlyxYGDBjA7NmzqV27Ns2aNeNf//oX4JLuhQsXlqkGvrw6d+5M27ZtWbBgwVnLrly5kkWLFjFq1Ch+/vOfk5WVxUcffVThbdeuXZs//OEP/PrXvy4yvWPHjiQnJ/O73/2ucNrjjz/OFVdcQevWrSscv6lhagPzgZ64Gu/5oQ3HGGOMuRBY4m3MBSgxMbFIP+0CY8eOJTc3ly5dutC5c2fGjh0LwP3338+rr75K165dyczMJC4urtzbHDVqVOHjxD7//HM++uijwhHNoWgfb3/f6EAzZ87k1ltvLTJtwIABhTXI06ZN44knnqBbt25cffXVPPbYY7Rt27aw7LBhw0hMTCQxMZFvfetb5d4PvzFjxrBt27Yi0/x9obt168apU6f4+c9/zrPPPktUVBTh4eFMmTKF4cOHk5ubW+Ft33XXXXTr1u2M6a+88gqrV6+mbdu2tG3bls2bN/Piiy+WOX5zgagDLAC64gZdez+04RhjjDE1ndTER17FxcVpwejLFWWPEzNVbd26dUUe+2RMTVTc91xEslW1/HdraoiePXvq0qVLQx1G8fYDfYFM4J/A1aENxxhjgk1ElqmqjRJqqp318TbGGGMuVPHAIuC7wE3AQuCqIG3rODAPOBSk9RtjLgyX4VrrGHOescTbGGMCrFy5kiFDhhSZFhsby7///e9q2f748eOLPIsb3Ojto0ePrpbtmwtMAvAh0Ae4AdfsvHK9MIraCzwPPAfsqcL1GmMuTH/AEm9zXrKm5iWwpuamqq1bt46OHTtW+aOtjDlXqCqZmZnW1DzAOd3U3G8nkAp8A3yAq1WqjI3AM8DfcLXdNwK/ADpUcr3GmAtbPdw4FRVkTc1NqFiNtzHVJCYmhn379tGwYUNLvk2NU/BYN/+j5sx5phnwL1zyfZ33+tIKrGcJ8CfgHdxVxiDgl0By1YRpjDHGnI8s8TammiQmJrJ9+3b27LG2lqZmiomJITExMdRhmMpIxCXc3wGuBT4CUkpdwsnHDc72FPAxUB/4X+AhXEJvjDHGXOCCmniLyEjgJ4ACXwBDcafgN4CGwDLgR6p6UkSigWlAD2Af8ENV3eyt59fAvcApYLiqvhfMuI0JhsjISNq0aRPqMIwxpnRJuIT7O7gRzxdTcm11DvAaMAE3MnoSMBH4MZVqCmqMMcbUNEF7jreItACGAz1V9RIgHBiIGxLhGVVtBxzAJdR4/x7wpj/jlUNEkr3lOgP9gOdFJDxYcRtjjDEXvItwyXcELvleHzB/P/BboDVwH1BKZ/00AAAgAElEQVQLeB3YADyMJd3GGGNMgKAl3p4IoJaIRACxuKFbrgZmefNfBb7vvb7Fe483v6+4jrC3AG+o6glV3YQ7rV8e5LiNMcaYC1t73Gjn+bgz90ZgE+6WektgDNDdK7MMuBPrwGaMMcaUIGinSFXdISJ/ArbixjN9H3dqPqiqeV6x7UAL73ULYJu3bJ6IHMI1R28BfOZbtX8ZY4wxxgRLJ04/auwy3DO4w4G7gF8Bl4QsMmOMMea8Esym5g1wtdVtgOZAHK6peLC291MRWSoiS/Py8s6+gDHGGGPO7hLc48Xa4JLtTcArWNJtjDHGlEMwm5pfA2xS1T2qmot7sMi3gfpe03Nw46fu8F7vwDVew5tfDzfIWuH0YpYppKovqmpPVe0ZEWFt3YwxxpSfiPQTkSwR2SAio4uZ30pEPhKRFSKSISI3hCLOatcN12btD1ibM2OMMaYCgpl4bwWuEJFYr692X2AtbriW270yg4F3vddzvfd48/+lqupNHygi0SLSBtfr7L9BjNsYY8wFyBu4czLQHzeO953eAJ9+Y4C3VPVS3MCfz1dvlMYYY4w5HwWzj/cSEZkFLAfygBXAi7gnfb4hIr/xpv3VW+SvwHQR2YAbL3Wgt541IvIWLmnPAx5Q1VPBitsYY8wF63Jgg6p+BSAib+C6TK31lVGgrve6HvB1tUZojDHGmPNSUNtkq+pjwGMBk7+imFHJVTUHuKOE9fwW9+ASY4wxJlgKB/n0bAd6BZQZB7wvIg/hxi65pnpCM8YYY8z5LNiPEzPGGGNqkjuBV1Q1EbgB11LrjHOpf8DPPXv2VHuQxhhjjDm3WOJtjDHGOGUZzPNe4C0AVf0PEAMkBK7IP+Bno0aNghSuMcYYY84XlngbY4wxzudAexFpIyJRuLFG5gaU2YobLBQR6YRLvK1K2xhjjDGlssTbGGOMAVQ1D3gQeA9Yhxu9fI2IjBeRm71ivwTuE5FVwExgiPcEDmOMMcaYEtkDr40xxhiPqs4H5gdMe9T3ei3w7eqOyxhjjDHnN6vxNsYYY4wxxhhjgsgSb2OMMcYYY4wxJogs8TbGGGOMMcYYY4LIEm9jjDHGGGOMMSaILPE2xhhjjDHGGGOCyBJvY4wxxhhjjDEmiCzxNsYYY4wxxhhjgsgSb2OMMSEnIv1EJEtENojI6GLmtxKRj0RkhYhkiMgNoYjTGGOMMaYiLPE2xhgTUiISDkwG+gPJwJ0ikhxQbAzwlqpeCgwEnq/eKI0xxhhjKs4Sb2OMMaF2ObBBVb9S1ZPAG8AtAWUUqOu9rgd8XY3xGWOMMcZUSkSoAzDGGHPBawFs873fDvQKKDMOeF9EHgLigGuqJzRjjDHGmMqzGm9jjDHBFiEiS31/P63AOu4EXlHVROAGYLqI2DnMGGOMMecFq/E2xhgTbHmq2rOU+TuAlr73id40v3uBfgCq+h8RiQESgN3+QiJyANcsPZC4RTW+nLEbY4wxxlSaJd7GGGNC7XOgvYi0wSXcA4G7AspsBfoCr4hIJyAG2FPMuhK8f8Vbb2kJvzHGGFMhy5YtaxwREfEScAnWitg4+cDqvLy8n/To0WN34ExLvI0xxoSUquaJyIPAe0A48DdVXSMi44GlqjoX+CXwFxEZiavRHqKqZ9Rsq+qpgtciov73xhhjTFWJiIh4qWnTpp0aNWp0ICwsrLiWVuYCk5+fL3v27EnetWvXS8DNgfMt8TbGGBNyqjofmB8w7VHf67XAt6s7LmOMMaYEl1jSbfzCwsK0UaNGh3bt2nVJcfMt8TbGGFNjiIj/DnP9gPd4tefGGGNMZYVZ0m0Ced+JYrseWOJtjDGmJrnD9/rTgPcKWOJtjDHGmGpnibcxxpiaZJaqvhvqIIwxxhhj/GwEPmOMMTXJY6EOwBhjjKkO4eHhPTp27Jjcvn37zv3797/oyJEjIcntxo8f39i/7dTU1HZ79+4NB4iNjb20IuucNWtW3datW1/SqlWrSx555JGmVRVrKFnibYwxxhhjjDHnmejo6PzMzMy1X3755ZrIyEidMGFCo7Ium5eXV2VxTJ06tcnRo0cL88q0tLQNCQkJFX6qSF5eHiNHjmw1f/789evXr1/z9ttvxy9btiymaqINHWtqbowxpibpKCLLi5kugKpq9+oOyBhjTM32Y2i5GmKrcp2XQPbfYFtZy/fu3ftoRkZGLYDnn38+fsqUKU1yc3Ole/fux6ZNm7YlIiKC2NjYS+++++496enpdSdNmrQ1JiYmf8SIEa2ys7PDoqKiND09PatOnTr5DzzwQOKnn35a5+TJk3LfffftHjVq1N558+bVGT9+fPP4+PjcrKysWikpKdlz5szZ9OSTTzbevXt3ZGpqaocGDRrkLVmyZH2LFi1Sli5duq5Zs2ZFsvuxY8c2mT17dvzJkyflxhtvPPjMM898Xdy+LF68OC4pKelEcnLySYDbbrtt/6xZs+r36NFjV2U+01CzxNsYY0xNsomiA6oZY4wxNVpubi7vvfde3euuu+7w8uXLY2bNmhW/dOnSzOjoaB00aFCrF154oeGDDz647/jx42G9evU69pe//GV7Tk6OtGvX7pIZM2ZsTE1Nzd6/f39Y7dq18ydOnJhQr169U6tXr153/PhxueyyyzredNNNhwHWrVtXa+XKlV+1bt06t0ePHh0XLVpUe8yYMbunTJnSJC0tbX1gou33zjvv1N2wYUNMRkbGOlXlmmuuabdgwYLa/fv3PxpYdtu2bVEtWrQ4WfA+MTHx5JIlS2oH59OrPpZ4G2OMqUlOqurGUAdhjDHmwlGemumqdOLEibCOHTsmA/Tq1evIww8/vPfpp59OWL16dWzXrl07AeTk5IQ1btw4DyA8PJwhQ4YcAMjIyIhp3LhxbmpqajZAfHx8PsAHH3xQNzMzM3bu3LkNAI4cORK+du3amKioKE1JSTnWtm3bXIDOnTtnb9y4MaqssS5cuLBuenp63eTk5GSA7OzssMzMzJjiEu+ayhJvY4wxNclnoQ7AGGOMqQ4Ffbz901RV7rjjjn2TJ0/eEVg+KioqPyKi9PRPVWXChAlbBwwYcNg/fd68eXWio6MLn1seHh5OXl6elDVWVWXEiBE7R40atfdsZVu2bHlyx44dhUn99u3bi9SAn69scDVjjDE1yScicldJf6EOzhhjjAmmfv36HZ43b16DHTt2RAB888034evXrz+jZrpLly45u3fvjkxLS4sFOHDgQFhubi7XXnvtoSlTpjQ6ceKEAGRkZEQfPny41JwxLi7u1KFDh0ot079//8PTp09PKCi3adOmyIIYA6Wmph7bvHlzTGZmZlROTo6888478QMGDDhYtk/g3GU13sYYY2qS3iVMvwFIBF6vxliMMcaYatWjR4+cMWPG7Ojbt2+H/Px8IiMjddKkSVs7dOhQpMY4JiZGZ8yYsXH48OGtcnJywmJiYvLT09PXjxw5cu/mzZujU1JSOqmqxMfH586fP7/ULlyDBw/e269fvw5NmjQ5uWTJkvXFlbntttsOr1mzJuayyy7rCBAbG5s/Y8aMTS1atDijX3hkZCQTJkzY2q9fvw6nTp3irrvu2tuzZ8+cynwu5wJR1bOXOs/ExcXpsWPHKrUOkTK3nChRTfxsjTGmvEQkW1XjQrTtgcBoYCPwG1VdUd0x9OzZU5cuXVrdmzXGGFMMEVmmqj0ru55Vq1Zt7tq161mbTZsLz6pVqxK6du3aOnC61XgbY4ypUUQkDLgHGAWsAO5S1bWlL2WMMcYYEzyWeBtjjKkxRGQYMBL4GLjZRjg3xhhjzk27du0K79Onz8WB0xcvXpzVtGnTU6GIKZgs8TbGGFOTTAG+AXoCf/d1GxJAVbV7qAIzxhhjzGlNmzY9FTgqe01mibcxxpiapH2oAzDGGGOMCWSJtzHGmBqjoGm5iLQCkr3Ja1V1a+iiMsYYY8yFzhJvY4wxNYaI1AGmAt8GVnmTu4jIf4CfquqRkAVnjDHGmAtWqQ86N8YYY84zz+IeHXaRqt6sqjcDFwFfAn8OaWTGGGOMuWBZ4m2MMaYmuUpVx6pq4Wioqpqvqo/iasEvSPnZoY7AGGNMVQsPD+/RsWPH5Pbt23fu37//RUeOHAlJbjd+/PjG/m2npqa227t3bzhAbGzspRVZ5x133NE6Pj6+a/v27Tv7p3/zzTfhV155ZfukpKRLrrzyyvZ79uwJr1z01UdUNdQxVLm4uDg9duxYpdbhGwm3wmriZ2uMMeUlItmqGldN2/pSVYsdYE1ENqhqu+qIw69nz566dOnS6t4sAKpw9Gk4OhHi34DoC/bWgzHGOCKyTFV7VnY9q1at2ty1a9e9AL84SMvMPGIrH91pHSPIfro+20orExsbe2l2dvYKgJtvvrlN9+7ds8eNG/dNWdafl5dHRETV9Dpu0aJFytKlS9c1a9Ysr7QYy2PBggW169Spkz906NA2X3755ZqC6T/72c8S4+Pj85588sldjzzySNMDBw6ET5kyZUdl96EqrVq1KqFr166tA6dbjbcxxpia5DMReSRwooiMBpaEIJ6Q0VNw+BE4OgFQODY11BEZY4wJlt69ex/dsGFDNMDzzz8fn5KS0qljx47Jd911V1JensuHY2NjL73vvvsSL7744uQPP/ywdlpaWuyll17a8eKLL05OSUnpdODAgbC8vDyGDRuWeMkll3Tq0KFD8lNPPZUAMG/evDqXX375xf369buoTZs2nW+++eY2+fn5/OY3v2m8e/fuyNTU1A69evXqAC4R37lz5xlZ/dixY5sUrHfkyJHNS9uf/v37H23UqNEZifzChQvrDxs2bB/AsGHD9i1YsKBBpT+8amKDqxljjKlJHgJeFpH1QMEd9u7AGmBIqIKqbnoCDg6HnH9A3P0gUXD0WcjbChGtQh2dMcbULGermQ623Nxc3nvvvbrXXXfd4eXLl8fMmjUrfunSpZnR0dE6aNCgVi+88ELDBx98cN/x48fDevXqdewvf/nL9pycHGnXrt0lM2bM2Jiampq9f//+sNq1a+dPnDgxoV69eqdWr1697vjx43LZZZd1vOmmmw4DrFu3rtbKlSu/at26dW6PHj06Llq0qPaYMWN2T5kypUlaWtr64mq8C7zzzjt1N2zYEJORkbFOVbnmmmvaLViwoHb//v2Plmdf9+3bF5GUlJQL0LJly9x9+/adN/nseROoMcYYczaqehC4VUQ6AAX9wh5V1awQhlWt8o/CgR/DyU+gzlio/XM4tROO/hmyX4W6Y0MdoTHGmKpw4sSJsI4dOyYD9OrV68jDDz+89+mnn05YvXp1bNeuXTsB5OTkhDVu3DgPIDw8nCFDhhwAyMjIiGncuHFuampqNkB8fHw+wAcffFA3MzMzdu7cuQ0Ajhw5Er527dqYqKgoTUlJOda2bdtcgM6dO2dv3LgxqqyxLly4sG56enrd5OTkZIDs7OywzMzMmPIm3n5hYWFV0j24uljibYwxpsYQkS6+txu9f6MLpqtqRvVHVX1O7YUDgyB3DdR7FmLvcNPDm0FMf8ieCXV+CVKlPRGNMcaEQnR0dH5mZuZa/zRVlTvuuGPf5MmTz+j3HBUVlX+2ft2qKhMmTNg6YMCAw/7p8+bNqxMdHV04gFV4eDh5eXllznpVlREjRuwcNWrU3rIuU5yGDRvmbdmyJTIpKSl3y5YtkfHx8SXWsp9rgtrHW0Tqi8gsEckUkXUi8i0RiReRRSLypfdvA6+siMgkEdkgIhki0t23nsFe+S9FZHAwYzbGGHNeWwm8Djzn/U32/T0XwriCLm8r7Ps+5K6HBi+fTroLxA4FPQjH3w1NfMYYY4KvX79+h+fNm9dgx44dEeBGAV+/fv0ZNdNdunTJ2b17d2RaWloswIEDB8Jyc3O59tprD02ZMqXRiRMnBCAjIyP68OHDpeaMcXFxpw4dOlRqmf79+x+ePn16QkG5TZs2RRbEWB7XX3/9walTpzYEmDp1asN+/fodLO86QiXYNd7PAgtV9XYRiQJigUeAD1X1995gN6OB/wX6A+29v17AFKCXiMQDjwE9AQWWichcVT0Q5NiNMcacf/4HuA04CMwE3lXVGv8wrdy1sP9u17e74ZsQddmZZaKugIiOcOxlqDUQzqPWecYYY8qoR48eOWPGjNnRt2/fDvn5+URGRuqkSZO2dujQ4aS/XExMjM6YMWPj8OHDW+Xk5ITFxMTkp6enrx85cuTezZs3R6ekpHRSVYmPj8+dP3/+xpK2BzB48OC9/fr169CkSZOTS5YsWV9cmdtuu+3wmjVrYi677LKOALGxsfkzZszY1KJFi2JrrG+66aY2n332WZ0DBw5ENGnSpMvo0aO/Hjly5N7HH39856233to2KSkpoUWLFidnz55damznkqA9TkxE6uFqHi5S30ZEJAvoo6o7RaQZsFhVLxaRqd7rmf5yBX+qOsybXqRccexxYsYYc+6ozseJ+bbZHrgTuAn4Evh9qJqZB/txYieXwP7BIHEQ/zpEXlxy2WPT4PBoaDgXoir9MB1jjDn/BONxYsb4heJxYm2APbjRZVeIyEsiEgc0UdWdXpldQBPvdQsoMiLgdm9aSdOLEJGfishSEVlaMGS+McaYC5Oqfgm8CcwDegPJZVlORPqJSJbX7Wl0CWV+ICJrRWSNiLxedVGXX857sO9OCGsECe+WnnQD1BoAUsfVehtjjDGm+gSzqXkE7hEuD6nqEhF5FtesvJCqqohUSbWwqr4IvAiuxrsq1mmMMeb8IiKtgIHArbibu28CnVT1rM2gRCQc1xf8WtxN3s+9rk1rfWXaA78Gvq2qB0SkcRB2o0yy34BDoyCyC8RPg7CGZ18mLA5q/dCNbn7qMQgPWfTGGGMudLt27Qrv06fPGbeMFy9enNW0adNToYgpmIKZeG8HtqvqEu/9LFzi/Y2INPM1Nd/tzd8BtPQtn+hN24Frbu6fvjiIcRtjjDl/bQYygNm4ft6NgXsLug+p6qRSlr0c2KCqXwGIyBvALYB/xNj7gMkF44yo6u4z1hJkqnBsMhx5EqL7QP2/uIS6rOIGQ/ZLkD0D6owMWpjGGGNMqZo2bXoqcFT2mixoTc1VdRewTUQK7mL0xV28zAUKRiYfDBSMrzoXuMcb3fwK4JDXJP094DoRaeCNgH6dN80YY4wJ9CTwD9yN5QSgUcBfacrStakD0EFEPhWRz0SkX3Er8nd/2rNnTwV2o3iaD0ced0l3zPehwSvlS7oBItq6hD37NdDcKgvNGGOMMaUI9qjmDwEzvBHNvwKG4pL9t0TkXmAL8AOv7HzgBmADkO2VRVX3i8gTwOdeufGquj/IcRtjjDkPqeqYspQTkf9R1T9WYBMRuKdv9MG1wEoXkRRVLfI4E3/3p549e1ZNl6pcOPQLOP42xN4LdR8HqeDt89ghcGCI6yNe63tVEZ0xxhhjShPUxFtVV+IeAxaobzFlFXighPX8Dfhb1UZnjDHmAjYQCEy8S+ry5LcdWKKqucAmEVmPS8Q/J4jys+HgT+HEv6DOaIh7qHKPA4vuC+EtIftlS7yNMcaY6hDMUc2NMcaYc1VxaevnQHsRaeO11BqI6wblNwdv3BERScA1Pf8qiHGSvx/2/xBOLIZ6T0Ht4ZV/BreEQ+xgOPkfyF1XJWEaY4ypZuHh4T06duyY3L59+879+/e/6MiRIyHJ7caPH9/Yv+3U1NR2e/fuDQeIjY29tLzr27BhQ2SvXr06tG3btnO7du06P/HEE4VDgX7zzTfhV155ZfukpKRLrrzyyvZ79uwJr5q9CD5LvI0xxlyIzmj+rap5wIO4cUTWAW+p6hoRGS8iN3vF3gP2icha4CNglKruC1aQp3bAvlshdzU0+AvE3l11644dCMRA9itVt05jjDHVJzo6Oj8zM3Ptl19+uSYyMlInTJhwtrFMClXl45enTp3a5OjRo4V5ZVpa2oaEhIQKj0oeGRnJhAkTtm/cuHHN559/vu6vf/1r42XLlsUAPPbYY8369OlzZMuWLav79Olz5NFHH21aFftQHYLdx9sYY4w5FxVbZ6yq83FjjvinPep7rcAvvL+gy/sSTu2F+Nch+ltVu+6weKh1CxyfBXUegbB6Vbt+Y4y5UIzfTMsNx4mtynW2q0X2o62LDPhZqt69ex/NyMioBfD888/HT5kypUlubq5079792LRp07ZEREQQGxt76d13370nPT297qRJk7bGxMTkjxgxolV2dnZYVFSUpqenZ9WpUyf/gQceSPz000/rnDx5Uu67777do0aN2jtv3rw648ePbx4fH5+blZVVKyUlJXvOnDmbnnzyyca7d++OTE1N7dCgQYO8JUuWrG/RokXK0qVL1zVr1qxIdj927Ngms2fPjj958qTceOONB5955pmvi9uXpKSk3KSkpFyABg0a5Ldt2/b41q1bo3r06JGzcOHC+mlpaVkAw4YN25eamnoxZ3YLOydZjbcxxpgaQ0R+Xsai7wQ1kCoS3QcaL6n6pLtA3FDQ43D878FZvzHGmODLzc3lvffeq5uSknJ8+fLlMbNmzYpfunRpZmZm5tqwsDB94YUXGgIcP348rFevXseysrLWpqamHrv77rvbTpw4cWtWVtbatLS0rNq1a+dPnDgxoV69eqdWr169btWqVeteffXVRpmZmVEA69atqzV58uRtGzZsWLN169boRYsW1R4zZszuxo0b56alpa1fsmTJ+pJifOedd+pu2LAhJiMjY926devWrly5MnbBggW1z7ZvWVlZUWvXro1NTU09CrBv376IgqS8ZcuWufv27TtvKpLPm0CNMcaYMrgPmHK2Qqr6RDXEUiXCznpZUnGRXSCyBxx7BWJ/XPFR0o0x5kJWnprpqnTixImwjh07JgP06tXryMMPP7z36aefTli9enVs165dOwHk5OSENW7cOA8gPDycIUOGHADIyMiIady4cW5qamo2QHx8fD7ABx98UDczMzN27ty5DQCOHDkSvnbt2pioqChNSUk51rZt21yAzp07Z2/cuDGqrLEuXLiwbnp6et3k5ORkgOzs7LDMzMyY/v37Hy1pmUOHDoXddtttbX//+99vK4jPLywsDKnsoCfVyBJvY4wx5gIWNxQOPggn010NuzHGmPNDQR9v/zRVlTvuuGPf5MmTz2h+HRUVlR8RUXr6p6oyYcKErQMGDDjsnz5v3rw60dHRheOjhIeHk5eXV+asV1UZMWLEzlGjRu0tS/kTJ07IjTfe2PaOO+7YP3jw4MJHdjZs2DBvy5YtkUlJSblbtmyJjI+Pr7rO6kFm97aNMcaEnIj0E5EsEdkgIqNLKPMDEVkrImtE5PUSVtVFRPYX83dARPYHcRfOWzE3QlgCHHs51JEYY4yprH79+h2eN29egx07dkSAGwV8/fr1Z9RMd+nSJWf37t2RaWlpsQAHDhwIy83N5dprrz00ZcqURidOnBCAjIyM6MOHD5eaM8bFxZ06dOhQqWX69+9/ePr06QkF5TZt2hRZEGOg/Px8Bg4cmNShQ4eccePGfeOfd/311x+cOnVqQ4CpU6c27Nev38Hi1nEushpvY4wxISUi4cBk4Frcc7I/F5G5qrrWV6Y98Gvg26p6QEQaF782vgB6BjvmmkSiIXYQHH0W8rZCRKtQR2SMMaaievTokTNmzJgdffv27ZCfn09kZKROmjRpa4cOHU76y8XExOiMGTM2Dh8+vFVOTk5YTExMfnp6+vqRI0fu3bx5c3RKSkonVZX4+Pjc+fPnbyxtm4MHD97br1+/Dk2aNDlZUj/v22677fCaNWtiLrvsso4AsbGx+TNmzNjUokWLM2qsFy1aVHvOnDkN27dvf7ygKf3jjz++44c//OGhxx9/fOett97aNikpKaFFixYnZ8+eXWps5xJxA7TWLHFxcXrs2LFKraMq+gvUxM/WGGPKS0SyVTWulPnfAsap6vXe+18DqOrvfGX+CKxX1ZfOsq0VqlruZ4YGU8+ePXXp0qWhDqNUp76G3b0g7qdQd2yoozHGmOARkWWqWukbtKtWrdrctWvXMjWbNheWVatWJXTt2rV14HRram6MMSbUWkCRgWm2e9P8OgAdRORTEflMRPqVsK4SRyv3atZNMcKbQ0x/yJ4Jmh3qaIwxxpiap0xNzUUkRVW/CHYwxhhjaqQIEfFX+b6oqi+Wdx1Ae6APkAike+emwL5dPUQkUVW3+yeKSB/gWaBrObd7wYgdAjnz4Pi7EHtnqKMxxhhT0+3atSu8T58+FwdOX7x4cVbTpk1PhSKmYCprH+/nRSQaeAWYoaqHgheSMcaYGibvLM36dgAtfe8TvWl+24ElqpoLbBKR9bhE/POAcrOBj0XkBeBPQCPgaVyN+X0V34WaL+pbEHGxG2St1kA4j57QYowx5jzUtGnTU4GjstdkZWpqrqpXAXfjLoyWicjrInJtUCMzxhhzofgcaC8ibUQkChgIzA0oMwdX242IJOAS6a8CV6SqrwLdcUn5WmAJ8Alwuar+N1g7UBOIQOxQyFsNuctCHY0xxhhTs5S5j7eqfgmMAf4XSAUmiUimiNwWrOCMMcbUfKqaBzwIvAesA95S1TUiMl5EbvaKvQfsE5G1wEfAKFXdV8Iq2wHdgFXASaAeNqZJmdQaAFLHHi1mjDHGVLWy9vHuAgwFbgQWATep6nIRaQ78h1IGszHGGGPORlXnA/MDpj3qe63AL7y/EonIVOAK4EFV/VhE6gBPACtFZLiq/qvKg69BwuKg1g8gexqcGgfhjUIdkTHGGFMzlLUG4M/AcqCrqj6gqssBVPVrXC24McYYcy7YAPRQ1Y8BVPWIqo4ABgG/CWlk54m4wUAuZM8IdSTGGGNMzVHWxPtG4HVVPQ4gImEiEgugqtODFZwxxhhTHqr6lNd0PXD6SqB3CEI670S0g6hUyJ4OmhvqaIwxxpQkPDy8R8eOHZPbt2/fuX///hcdOXIkJN2qxt4VTJAAACAASURBVI8f39i/7dTU1HZ79+4NB4iNjb20vOvLzs6WlJSUThdffHFyu3btOo8cObJ5wbzMzMyoLl26dGzVqtUlN95440U5OTnnzVCgZf3P+QCo5Xsf600zxhhjzhkikuZ7/UrA7KWYMokbCvk7Iee9UEdijDGmJNHR0fmZmZlrv/zyyzWRkZE6YcKEMncQyss74x51hU2dOrXJ0aNHC/PKtLS0DQkJCRV+HFhMTIx+8sknWVlZWWvXrFmz9sMPP6z74YcfxgH84he/SHzwwQe/2bp16+p69erlPfvsswlVsQ/VoayPE4tR1aMFb1T1aEGNtzHGGHMOqet73SVg3nlzVzzUovtCeCJkvwy1vhfqaIwx5tz27CpabjlMleZGSXXJfrgr28pavnfv3kczMjJqATz//PPxU6ZMaZKbmyvdu3c/Nm3atC0RERHExsZeevfdd+9JT0+vO2nSpK0xMTH5I0aMaJWdnR0WFRWl6enpWXXq1Ml/4IEHEj/99NM6J0+elPvuu2/3qFGj9s6bN6/O+PHjm8fHx+dmZWXVSklJyZ4zZ86mJ598svHu3f/P3r3HNXnl+QP/nIRcDDcJCGgEVBQRGqm3oWvthupYQZRWrbUdO6PT/dnurF0v3WU6nR9ay3Sc2ZnBC7OIdnbbUZdtp2O9lXoZ3anhV9tlSh3JYBIQyqWiglAEJAQScn5/PKGNKBAgF8Dv+/V6XiRPzvM838QL+T7nnO+pl2g0mpigoCBrYWFhmUqlUhcVFRnGjx9/V3a/bdu2sGPHjik7OztZamrq7d27d1+/33sRiUQIDAy0AUBnZyezWq2MMQabzYbPPvvM/8SJE18CwAsvvNC4Y8eOCa+++uqtwX/SnuNsj3cbY2x29xPG2BwA7e4JiRBCCBk0PsjXiAMmBhTrgM7PAIvB29EQQgjpi8ViwdmzZwPUanX7pUuX5EeOHFEWFRUZjUajXiQS8f379wcDQHt7uygxMbGttLRUr9Fo2tauXRu9Z8+emtLSUr1Wqy318/Oz7dmzJyQwMLCrpKTEUFxcbDh48OA4o9EoBQCDwTAmJyfnq/Ly8is1NTWyc+fO+WVkZNSHhoZatFptWWFhYVlvMR49ejSgvLxcrtPpDAaDQX/58mXF6dOn/Xprb7VaERsbGxcWFpag0WhaFi5c2FZXV+fj7+/fJZFIAACTJk3qrKurk7r443QbZ3u8twD4I2PsOoQeg3AAa9wWFSGEEDI4YxljyyHcWA50WI6MQVhWjDhJ8RzQmgWYDgKBv/R2NIQQMnwNpGfalTo6OkSxsbFxAJCYmNi6efPmhl27doWUlJQoEhISZgCA2WwWhYaGWgFALBZj/fr1TQCg0+nkoaGhFo1GYwIApVJpA4Dz588HGI1GxcmTJ4MAoLW1VazX6+VSqZSr1eq26OhoCwDEx8ebKioqnE56z5w5E1BQUBAQFxcXBwAmk0lkNBrlKSkpd+7X3sfHB0ajUd/Q0CBOTU2N/vzzz+UTJ0503fh4L3Aq8eacf84YiwUw3b6rlHMquUIIIWTYuQjgGfvjTwGsdnjtU8+HM3KJlMCYJ4H2PwL+rwEium1BCCHDSvccb8d9nHO2evXqxpycnNqe7aVSqc3Hp+/0j3POsrKyalatWtXiuD8/P99fJpN9M3JMLBbDarU6PYWLc44tW7bcSE9Pb3D2GAAICQnpeuyxx1o//PDDwB07dtS1traKLRYLJBIJqqqqpGFhYZ0DOZ83DaTy3TwI8+VmA3iOMfYD94RECCGEDA7n/Pt9bd6Ob6Tx/SHA24XkmxBCyPCXnJzckp+fH1RbW+sDAHV1deKysrJ7eqZnzpxprq+vl2i1WgUANDU1iSwWCxYvXtycm5s7rqOjgwGATqeTtbS09Jkz+vr6djU3N/fZJiUlpeXw4cMh3e0qKysl3TH2dP36dZ/uquh37txhH3/8ccCMGTPMIpEIjzzySOs777wTBABvv/128LJly273/6kMD071eDPGDgOIBnAZQHeFOg7gkJviIoQQQgaMMfa9Pl7mnPN3PRbMKCCZCUjmAG2/BxQvAMwrC9UQQghx1pw5c8wZGRm1ixYtirHZbJBIJDw7O7smJibmrp5huVzO8/LyKjZt2hRpNptFcrncVlBQULZ169aGqqoqmVqtnsE5Z0ql0nLq1KmKvq65bt26huTk5JiwsLDO3uZ5r1y5suXKlSvyefPmxQKAQqGw5eXlVapUqnuGj3/11VeS9evXT+7q6gLnnD355JNfP/fcc80AkJWVdW3NmjXRb775pio+Pt60efPmAfWgexPjvP9aM4wxA4A47kzjYcDX15e3tbUN6RyMDb347Qj5uAghxK0YYybOua+HrpXby0tLAUzknIs9EYejuXPn8qKikbuSWftR4PbLgPK/AVmSt6MhhJChYYx9wTmfO9TzFBcXVyUkJIyYpI94TnFxcUhCQsKknvudLa5WAqGg2g1XBkUIIYS4Euf8R47PGWPPAvgJhDW8n/JKUCOcPBUQ7QDa3qHEmxBCCBksZxPvEAB6xthfAHR07+Scp/V+CCGEEOJ5jDERgB8ASAfwVwDf45zr+z6K9IbJAMVa4E42cPsVDKw6DCGEuJg8FZA/7u0oiCvcvHlTnJSUNL3n/gsXLpSGh4d33e+YkczZxHuHO4MghBBCXIEx9hKArQD+H4A0znmf89KIcxTrAPMpoOOCtyMhhDzoJA95OwLiKuHh4V09q7KPZs4uJ6ZljEUBmMY5P88YUwDw+Dw5QgghpB+5AOoAzAXwR4d6HQxCcbXZ3gpsJBOHA+O03o6CEEIIGbmcrWq+AcCLAJQQqpurAOwHsMh9oRFCCCEDNs3bARBCCCGE9OTsUPONAL4DoBAAOOdXGWOhbouKEEIIGQRnh5Yzxj7hnC9wdzyEEEIIIYDzJVI6OOffrP3GGPOBsI43IYQQMhJ5ZHkzQgghhBDA+cRbyxj7KYAxjLHFAP4I4EP3hUUIIYS4Fd08JoQQMqKJxeI5sbGxcdOmTYtPSUmZ0tra6pV1JzIzM0Mdr63RaKY2NDSIAUChUMwa7HmtVitmzJgR9/jjj0/t3mc0GqUzZ86MjYyMfCg1NXWK2WxmfZ1jOHH2D+cnAG4B+BuAlwCcApDhrqAIIYQQQgghhPROJpPZjEaj/urVq1ckEgnPysoa5+yxVqvVZXEcOHAg7M6dO9/klVqttjwkJGTIy4G9+eabYVOnTm133PfKK69MfPnll+tqampKAgMDrXv37g0Z6nU8xdmq5jYAv7NvhBBCyEg3Yu6QE0IIGd4OahFx/WsoXHnOCUqY1mnwlbPtFyxYcEen040BgH379ilzc3PDLBYLmz17dtuhQ4eqfXx8oFAoZq1du/ZWQUFBQHZ2do1cLrdt2bIl0mQyiaRSKS8oKCj19/e3bdy4ceLFixf9Ozs72YYNG+rT09Mb8vPz/TMzMycolUpLaWnpGLVabTp+/Hjlzp07Q+vr6yUajSYmKCjIWlhYWKZSqdRFRUWG8ePH35Xdb9u2LezYsWPKzs5Olpqaenv37t3Xe3s/FRUVkrNnzwa+9tprN3bv3h0GADabDZ999pn/iRMnvgSAF154oXHHjh0TXn311VuD+5Q9y6keb8ZYJWPsy56bu4MjhBBCBoIxdtrJpuvdGQchhBDiKRaLBWfPng1Qq9Xtly5dkh85ckRZVFRkNBqNepFIxPfv3x8MAO3t7aLExMS20tJSvUajaVu7dm30nj17akpLS/VarbbUz8/PtmfPnpDAwMCukpISQ3FxseHgwYPjjEajFAAMBsOYnJycr8rLy6/U1NTIzp0755eRkVEfGhpq0Wq1ZYWFhWW9xXj06NGA8vJyuU6nMxgMBv3ly5cVp0+f9uut/caNGyN+9atfXROJvk1X6+rqfPz9/bskEgkAYNKkSZ11dXVSV32O7uZsVfO5Do/lAFZDWFqMEEIIGU7CnWnEOS92dyCEEEIeDAPpmXaljo4OUWxsbBwAJCYmtm7evLlh165dISUlJYqEhIQZAGA2m0WhoaFWABCLxVi/fn0TAOh0OnloaKhFo9GYAECpVNoA4Pz58wFGo1Fx8uTJIABobW0V6/V6uVQq5Wq1ui06OtoCAPHx8aaKigqnk94zZ84EFBQUBMTFxcUBgMlkEhmNRnlKSsqdnm3ffffdwJCQEOtjjz1mys/P9x/KZzScODvUvLHHrj2MsS8AbHd9SIQQQsigBTLG0np7kXN+0pPBEEIIIe7SPcfbcR/nnK1evboxJyentmd7qVRq8/HpO/3jnLOsrKyaVatWtTjuz8/P95fJZN8UJhWLxbBarU5P2+KcY8uWLTfS09Mb+mv7ySef+J07d26sSqUK7OjoELW1tYmefPLJyceOHatsbW0VWywWSCQSVFVVScPCwjr7O99w4exQ89kO21zG2D/C+d5yQgghxFMCATwNYWRWz+1pL8ZFCCGEuF1ycnJLfn5+UG1trQ8A1NXVicvKyu7pmZ45c6a5vr5eotVqFQDQ1NQkslgsWLx4cXNubu64jo4OBgA6nU7W0tLSZ87o6+vb1dzc3GeblJSUlsOHD4d0t6usrJR0x9hTTk5ObV1dna62tvZvv//977985JFHWk+cOFEpEonwyCOPtL7zzjtBAPD2228HL1u27LYzn8tw4GzynOXw2AqgCsAzLo+GEEIIGZpqzvkPvB0EIYQQ4g1z5swxZ2Rk1C5atCjGZrNBIpHw7OzsmpiYmLt6huVyOc/Ly6vYtGlTpNlsFsnlcltBQUHZ1q1bG6qqqmRqtXoG55wplUrLqVOnKvq65rp16xqSk5NjwsLCOnub571y5cqWK1euyOfNmxcLAAqFwpaXl1epUqkGVF49Kyvr2po1a6LffPNNVXx8vGnz5s399qAPF4zz0beUqa+vL29raxvSORgbesHb0fjZEkLIQDHGTJxzXw9d66+c80GvGeoOc+fO5UVFRd4OgxBCCADG2Bec87n9t+xbcXFxVUJCwohJ+ojnFBcXhyQkJEzqud+pHm/G2Ct9vc453zXIuAghhBBXWt/bC4yxi5zzRz0YCyGEEEIIgIFVNZ8HoLsozXIAfwFw1R1BEUIIIYPRT7XySI8FQgghhJA+3bx5U5yUlDS95/4LFy6UhoeHd3kjJndyNvGeCGA257wVABhjOwB8xDl/3l2BEUIIIS5G838IIYSQYSI8PLyrZ1X20czZxDsMgOOE/E77PkIIIWTYYIyt7O0lAGM8GQshhBBCSDdnE+9DAP7CGDtmf/4UgIPOHMgYEwMoAlDLOV/GGJsM4D0AwQC+APB9znknY0xmv84cAI0A1nDOq+zneA3APwDoArCJc37WybgJIYQ8WJb38Vq+x6IghBBCCHHgVOLNOf85Y+w0gMfsu37IOf+rk9fYDMAAIMD+/N8A7Oacv8cY2w8hoc61/2zinE9ljD1rb7eGMRYH4FkA8QAmADjPGIvhnI+6cf+EEEKGhnP+w6EczxhLBrAXgBjAf3DOf9lLu1UAjgCYxzmnkuWEEEII6ZOzPd4AoADQwjl/hzE2jjE2mXNe2dcBjLGJAFIB/BzAK0xYo2shgO/ZmxwEsANC4v2k/TEgfJn5d3v7JwG8xznvAFDJGCsH8B0Anw0gdkIIIQ+A+6zCwQE0APjEid9ZYgA5ABYDuAbgc8bYSc65vkc7fwg3lQtdFjghhBBCRjWRM40YY68DeBXAa/ZdEgD/5cShewD8GIDN/jwYwG3OefdC6dcAqOyPVQC+AgD768329t/sv88xjjG+yBgrYowVWa0DWoedEELI6OHfYwuAsDLHaftoqr58B0A55/xLznknhGlRT96n3c8gjMoyuyxqQgghZIDEYvGc2NjYuGnTpsWnpKRMaW1tdSq3c7XMzMxQx2trNJqpDQ0NYgBQKBSzBnNOlUqljomJiYuNjY176KGHZnTvr6urE8+fP39aVFTUQ/Pnz59269Yt8dDfgWc4+4ezAkAagDYA4Jxfh/CFpleMsWUA6jnnXwwpQidxzt/inM/lnM/18RlIRz4hhJDRgnP+xn22zQDmQ7gR3Jd+b/QyxmYDiOCcf9TXiRxvBt+6dWsQ74QQQgjpm0wmsxmNRv3Vq1evSCQSnpWVNc7ZY13ZUXngwIGwO3fufJNXarXa8pCQkCFPC9ZqtWVGo1FfUlJi6N73+uuvj09KSmqtrq4uSUpKat2+fXv4UK/jKc5mqJ2cc84Y4wDAGPN14phHAaQxxpYCkEPoddgLYCxjzMfeqz0RQK29fS2ACADXGGM+AAIhFFnr3t/N8RhCCCGkX5zzr+3TlwaNMSYCsAvAeieu9xaAtwBg7ty5tIwZIYSMYieOI6K+HgpXnjM0FKYnn7rrZnCfFixYcEen040BgH379ilzc3PDLBYLmz17dtuhQ4eqfXx8oFAoZq1du/ZWQUFBQHZ2do1cLrdt2bIl0mQyiaRSKS8oKCj19/e3bdy4ceLFixf9Ozs72YYNG+rT09Mb8vPz/TMzMycolUpLaWnpGLVabTp+/Hjlzp07Q+vr6yUajSYmKCjIWlhYWKZSqdRFRUWG8ePH35Xdb9u2LezYsWPKzs5Olpqaenv37t3XB/q5nDlzZqxWqy0FgJdeeqlRo9FMxwjJDZ3t8X6fMXYAQtK8AcB5AL/r6wDO+Wuc84mc80kQiqP9mXO+FsDHAJ62N1sH4IT98Un7c9hf/zPnnNv3P8sYk9krok8D8Bcn4yZkeNq5E1iwAOD0fZwQT2CMPQ6gqZ9m/d3o9QfwEIALjLEqAI8AOMkYm+vCUAkhhJABsVgsOHv2bIBarW6/dOmS/MiRI8qioiKj0WjUi0Qivn///mAAaG9vFyUmJraVlpbqNRpN29q1a6P37NlTU1paqtdqtaV+fn62PXv2hAQGBnaVlJQYiouLDQcPHhxnNBqlAGAwGMbk5OR8VV5efqWmpkZ27tw5v4yMjPrQ0FCLVqstKywsLOstxqNHjwaUl5fLdTqdwWAw6C9fvqw4ffq0X1/va9GiRdPi4+Nn/OY3vwnp3tfY2OgTFRVlAYCIiAhLY2PjiBnq7GxV898wxhYDaAEwHcB2zvm5QV7zVQDvMcbeBPBXAP9p3/+fAA7bi6d9DSFZB+f8CmPsfQB6AFYAG6miORnx/vQn4OJFwGgEZszovz0hxCmMsb9BKKjmSAngOr69udubzwFMs9/krYXwe6i7GCg4580Avvnlzxi7AOBfqao5IYQ82AbSM+1KHR0dotjY2DgASExMbN28eXPDrl27QkpKShQJCQkzAMBsNotCQ0OtACAWi7F+/fomANDpdPLQ0FCLRqMxAYBSqbQBwPnz5wOMRqPi5MmTQQDQ2toq1uv1cqlUytVqdVt0dLQFAOLj400VFRVSZ2M9c+ZMQEFBQUBcXFwcAJhMJpHRaJSnpKTcuV/7Tz75xDh58mRLbW2tz8KFC2Pi4+PNPduKRCIMcTCbR/WbeNurvJ7nnD8OYFDJNuf8AoAL9sdfQihg07ONGcDqXo7/OYTK6ISMDnp7keSTJynxJsS1lvV4zgE0cs7b+juQc25ljL0M4CyE5cTett/8zQRQxDk/6fpwCSGEkMHpnuPtuI9zzlavXt2Yk5Nzz/BrqVRq668WFuecZWVl1axatarFcX9+fr6/TCb75sa2WCyG1Wp1OuvlnGPLli030tPTG5xpP3nyZAsAqFQqa2pq6u3PPvvMNyUl5U5wcLC1urpaEhUVZamurpYolcoRU1W736Hm9t5lG2Ms0APxEDL6NTQA3cWWTtL3eEJciXNe3WOrAQDG2POMsT4LotmPP8U5j+GcR9tv+oJzvv1+STfnPIl6uwkhhAwnycnJLfn5+UG1tbU+gFAFvKys7J6e6ZkzZ5rr6+slWq1WAQBNTU0ii8WCxYsXN+fm5o7r6OhgAKDT6WQtLS195oy+vr5dzc3NfbZJSUlpOXz4cEh3u8rKSkl3jD21tLSImpqaRN2PP/7444CZM2e2A8CSJUtuHzhwIBgADhw4EJycnHy7v89kuHB2TPwdAH9jjJ2DvbI5AHDON7klKkJGM4O9MGNiIvDZZ0B9PRAa6t2YCPEyxlgyhAKcYgD/wTn/ZS/tVgE4AmBeX0kvY0wKIBXCUPElAD4AsN/VcRNCCCHDyZw5c8wZGRm1ixYtirHZbJBIJDw7O7smJiam07GdXC7neXl5FZs2bYo0m80iuVxuKygoKNu6dWtDVVWVTK1Wz+CcM6VSaTl16lRFX9dct25dQ3JyckxYWFhnb/O8V65c2XLlyhX5vHnzYgFAoVDY8vLyKlUq1T091teuXfNZsWLFVADo6upiq1atanz66adbAOCNN964sWLFiuioqKgQlUrVeezYsT5jG04Yd6K4E2PsvvPiOOcHXR6RC/j6+vK2tn5HFfbJFfMFnPlsyQPorbeAl14Cjh4FVq4E3n4b+OEPvR0VIW7DGDNxzntdDcM+pakMwGIIS3h9DuA5zrm+Rzt/AB8BkAJ4+X6JN2PsCQDPAXgCQjHPPwD4rb3Qp1fMnTuXFxVRxzghhAwHjLEvOOdDLopZXFxclZCQ4NSwafJgKS4uDklISJjUc3+fPd6MsUjOec1wTbAJGZH0ekChANLSgIkTheHmlHiTB9t3AJTba4CAMfYegCchFNV09DMA/wYgvY9znQHw/wAs4JxX2s+31+URE0IIIYQMQH9DzY8DmA0AjLEPOOer3B8SIaOcwQDExgJisZB8//73gNkMyOXejowQb1EBd1WEvQYg0bEBY2w2gAjO+UeMsb4S79kQqpGfZ4x9CeA9CMPXCSGEEDKM3Lx5U5yUlDS95/4LFy6UhoeHj7pVrPpLvB3HW09xZyCEPDD0eiApSXi8fDmwbx/w5z8DS5d6NSxC3MiHMeY41votzvlbzh7MGBMB2AVgfX9tOeeXAVwG8BPG2HwIw84ljLHTAI4N5LqEEEIIcZ/w8PCunlXZR7P+qprzXh4TQgajpQW4du3bJcQefxzw86Pq5mS0s3LO5zpsPZPfWgARDs8n2vd18wfwEIALjLEqAI8AOMkY63OOHuf8U875P9vPt9t+HCGEEEKIx/WXeCcwxloYY60AZtoftzDGWhljLf0cSwjpyWgUfsbFCT9lMmDJEuDDDwGbzXtxEeJdnwOYxhibbK9G/iyAb+5Gcc6bOechnPNJ9iJp/wsgrZfiai87PI63H2/jnP+Jc/6Cu98IIYQQQsj99Jl4c87FnPMAzrk/59zH/rj7eYCngiRk1OheSqw78QaEed7XrwOXLnknJkK8jHNuBfAygLMADADe55xfYYxlMsbSBng6x+T6sKtiJIQQQggZCmfX8SaEuIJeD0ilwBSHkglLlwIikTDcfO6QV7cgZETinJ8CcKrHvu29tE1y8rRDXxeSEEIIIcQF+htqTghxJb0eiIkBfBzueYWEAI8+SvO8CXGNsYyxFYyxVQACGGMrHTdvB0cIIYS4ilgsnhMbGxs3bdq0+JSUlCmtra1eye0yMzNDHa+t0WimNjQ0iAFAoVDMGsw5GxoaxMnJyVMmT54cP2XKlPjz58/7AkBdXZ14/vz506Kioh6aP3/+tFu3bo2YlUso8SbEkwyGbwurOUpLA4qLgepqz8dEyOhSACANwDL74+UO2zIvxkUIIYS4lEwmsxmNRv3Vq1evSCQSnpWVNc7ZY61Wq8viOHDgQNidO3e+ySu1Wm15SEjIkJYDe/HFFyOeeOKJlsrKyit6vV7/8MMPmwHg9ddfH5+UlNRaXV1dkpSU1Lp9+/bwocbvKTTUnBBPaW8HvvwSeP75e19LSwPS04Uiay+/fO/rhBCncM7XezsGQgghDxbtQUR8fR0KV55TOQEmzTp85Wz7BQsW3NHpdGMAYN++fcrc3Nwwi8XCZs+e3Xbo0KFqHx8fKBSKWWvXrr1VUFAQkJ2dXSOXy21btmyJNJlMIqlUygsKCkr9/f1tGzdunHjx4kX/zs5OtmHDhvr09PSG/Px8/8zMzAlKpdJSWlo6Rq1Wm44fP165c+fO0Pr6eolGo4kJCgqyFhYWlqlUKnVRUZFh/Pjxd2X327ZtCzt27Jiys7OTpaam3t69e/f1+72XxsZGcWFhof+RI0eqAEAul3O5XN4FAGfOnBmr1WpLAeCll15q1Gg003H3SijDFvV4E+IpZWUA5/fv8Y6JAaZPp+HmhAwRY2yPw+PNPV77vccDIoQQQtzMYrHg7NmzAWq1uv3SpUvyI0eOKIuKioxGo1EvEon4/v37gwGgvb1dlJiY2FZaWqrXaDRta9eujd6zZ09NaWmpXqvVlvr5+dn27NkTEhgY2FVSUmIoLi42HDx4cJzRaJQCgMFgGJOTk/NVeXn5lZqaGtm5c+f8MjIy6kNDQy1arbassLCwrLcYjx49GlBeXi7X6XQGg8Ggv3z5suL06dN+92tbWloqVSqV1tWrV0+aMWNG3Jo1a6JaWlpEANDY2OgTFRVlAYCIiAhLY2PjiOlIHjGBEjLi6fXCT8eK5o6WLwf27hXW+g6gRQMIGaS/d3i8DsBeh+czPRzLkHW1Aw3HgXErAZHM29EQQgi5n4H0TLtSR0eHKDY2Ng4AEhMTWzdv3tywa9eukJKSEkVCQsIMADCbzaLQ0FArAIjFYqxfv74JAHQ6nTw0NNSi0WhMAKBUKm0AcP78+QCj0ag4efJkEAC0traK9Xq9XCqVcrVa3RYdHW0BgPj4eFNFRYXU2VjPnDkTUFBQEBAXJ3wRNplMIqPRKE9JSbnTs63VamUGg0Gxd+/emoULF7b98Ic/jNi2bVv43r177+ohF4lEYGzk1FGlxJsQTzEYhOrlMTH3fz0tDfjNb4CzZ4HVqz0bGyGjB+vl8Yh0+wJwLQuozwMm/BOgTAYYjVUjhBCCb+d4O+7jnLPVq1c35uTk3DP8WiqV2nx8+k7/OOcsKyurZtWqVS2O+/Pz8/1lMhnv2dCbQwAAIABJREFUfi4Wi2G1Wp3+Pcs5x5YtW26kp6c39Nd20qRJnWFhYZ0LFy5sA4A1a9Y0/fKXvwwHgODgYGt1dbUkKirKUl1dLVEqla6brO5m9OubEE/R64HoaEDWS7fV3/0dEBxMw80JGRoRYyyIMRbs8FjJGFMCGDGVT7sFpwDTcgGfsUDVdsDwfaDlL96OihBCyHCVnJzckp+fH1RbW+sDCFXAy8rK7umZnjlzprm+vl6i1WoVANDU1CSyWCxYvHhxc25u7riOjg4GADqdTtY9zLs3vr6+Xc3NzX22SUlJaTl8+HBId7vKykpJd4w9RUZGWsPDwzuLi4tlAPCnP/0pYPr06WYAWLJkye0DBw4EA8CBAweCk5OTb/f3mQwX1ONNiKf0VtG8m48PkJoqFFizWu9ecowQ4qxAAF/g297uSw6v8XubD38B8wD/Q8DXZ4HrOcDVfwIC5gMTNwFjpno7OkIIIcPJnDlzzBkZGbWLFi2KsdlskEgkPDs7uyYmJqbTsZ1cLud5eXkVmzZtijSbzSK5XG4rKCgo27p1a0NVVZVMrVbP4JwzpVJpOXXqVEVf11y3bl1DcnJyTFhYWGdv87xXrlzZcuXKFfm8efNiAUChUNjy8vIqVSrVfXusf/vb39asXbt2SmdnJ4uMjOx49913qwDgjTfeuLFixYroqKioEJVK1Xns2LE+YxtOGOcj8ntIn3x9fXlbW9uQzuGK+QKj8bMlg2SxAAoF8K//CvziF723++AD4OmngQsXAI3GY+ER4k6MMRPn3NfbcXjL3LlzeVFRkUvOZesA6t8Hbr4NdLUBwcuACf8ISENdcnpCCBn1GGNfcM7nDvU8xcXFVQkJCf0OmyYPnuLi4pCEhIRJPffTUHNCPKGiQujF7q2wWrcnngCkUhpuTsgQMMZ8GGPLGWPp9i2VMTYqhpCIZED494GHjgOhzwFfnwZKVgC1+4Cue8rTEEIIIWS4oMSbEE/ormje11BzAPD3BxYuBE6cEJYeI4QMCGNMBeAKgH8BMAGACsCPAVxhjE3wZmyu5BMIRGwF4o8AY5OEHvCSFUD9HwE+YsrMEEIIeZDdvHlTHBsbG9dzu3nz5oiryeKMUdEDQMiwZzAIP2Nj+2+blgb80z8BRmP/iTohpKefA8jlnO9x3MkY2wTgFxCWGBs1ZCpgys+Btu8B1/YCX/0bUP8uoPpnISEfQausEEIIecCEh4d39azKPppRjzchnqDXA5GRgJ9f/22XLRN+0nBzQgbjkZ5JNwBwzrMBPOKFeDzCNx6IOQBE7waYGPgyHSj9P8AdnbcjI4QQQghAPd6EeIZe3//87m4REcCsWUJ181dfdW9chIw+7X28ZvJYFF7AGDD2MSDw74CGD4Hr+4HSF4CxiwDVRkA20dsREkKICzAazUNGJkq8CXG3ri5h2Pjjjzt/TFoakJkJ3LoFjBvnvtgIGX0CGWMr77OfAQjwdDDewHyAcSsA5RKgLg+oOwTc/h9vR0UIIa6h+mcgfFRNGiIPCkq8CXG36mrAbHa+xxsQEu833gA++ghYv95toREyCmkBLO/ltQJPBuJtYgUwYYOQhDeeEpYiI4SQkc4vwdsREDI4lHgT4m7dhdUGUiht1ixApRLmeVPiTYjTOOc/9HYMw40kBAj/gbejIIQQ4mpisXjOtGnT2ru6utjUqVPb33///Sp/f3+bp+PIzMwM3bp1a0P3tTUazdQPPvigMiQkpEuhUMwymUx/Hcj5iouLZWvWrInufn7t2jXZj3/849rt27fX19XViVesWDGltrZWplKpOk6cOPHluHHjulz9ntyBiqsR4m7OLiXmiDGh1/vsWaG3nBBCCCGEEAcymcxmNBr1V69evSKRSHhWVpbT8xOtVtetPXngwIGwO3fufJNXarXa8pCQkEEnwwkJCR1Go1FvNBr1JSUlerlcbnv22WdvA8Drr78+PikpqbW6urokKSmpdfv27eGueA+eQD3ehLibwQCEhQFK5cCOS0sDcnOBP/8ZWLrUPbERQgghhJAhKd6LiJZqKFx5zoAomBI24ytn2y9YsOCOTqcbAwD79u1T5ubmhlksFjZ79uy2Q4cOVfv4+EChUMxau3btrYKCgoDs7OwauVxu27JlS6TJZBJJpVJeUFBQ6u/vb9u4cePEixcv+nd2drINGzbUp6enN+Tn5/tnZmZOUCqVltLS0jFqtdp0/Pjxyp07d4bW19dLNBpNTFBQkLWwsLBMpVKpi4qKDOPHj78ru9+2bVvYsWPHlJ2dnSw1NfX27t27r/f3vk6ePBkQGRnZERMT0wkAZ86cGavVaksB4KWXXmrUaDTTAdQO6MP1EurxJsTdBlLR3NHjjwvLj9GyYoQQQgghpBcWiwVnz54NUKvV7ZcuXZIfOXJEWVRUZDQajXqRSMT3798fDADt7e2ixMTEttLSUr1Go2lbu3Zt9J49e2pKS0v1Wq221M/Pz7Znz56QwMDArpKSEkNxcbHh4MGD44xGoxQADAbDmJycnK/Ky8uv1NTUyM6dO+eXkZFRHxoaatFqtWWFhYVlvcV49OjRgPLycrlOpzMYDAb95cuXFadPn+53nd13331X+fTTTzd2P29sbPSJioqyAEBERISlsbFxxHQkj5hACRmROBd6vJ9/fuDHymTAkiXCsmL79gEiuk9GyEAwxuYDmASH33Wc80NeC4gQQsioNJCeaVfq6OgQxcbGxgFAYmJi6+bNmxt27doVUlJSokhISJgBAGazWRQaGmoFALFYjPXr1zcBgE6nk4eGhlo0Go0JAJRKpQ0Azp8/H2A0GhUnT54MAoDW1laxXq+XS6VSrlar26Kjoy0AEB8fb6qoqJA6G+uZM2cCCgoKAuLihN4ok8kkMhqN8pSUlDu9HWM2m9n58+cDd+3ade1+r4tEIrARtLYcJd6EuNP160BLy+B6vAFg+XLggw+AS5eAuXNdGxshoxhj7DCAaACXAXTPM+MAKPEmhBAyKnTP8Xbcxzlnq1evbszJybln+LVUKrX5+PSd/nHOWVZWVs2qVataHPfn5+f7y2Qy3v1cLBbDarU6nfVyzrFly5Yb6enpDc4ec+TIkcC4uDhTRETEN0PWg4ODrdXV1ZKoqChLdXW1RKlUum6yuptRFxoh7tRd0XywiffSpUJP94cfui4mQh4McwE8yjn/J875P9u3Td4OihBCCHGn5OTklvz8/KDa2lofAKirqxOXlZXd0zM9c+ZMc319vUSr1SoAoKmpSWSxWLB48eLm3NzccR0dHQwAdDqdrKWlpc+c0dfXt6u5ubnPNikpKS2HDx8O6W5XWVkp6Y6xN++9957ymWee+dpx35IlS24fOHAgGAAOHDgQnJycfLuvcwwn1ONNiDsNpqK5o3HjgPnzhXneb7zhurgIGf1KAIQDuOHtQAghhBBPmTNnjjkjI6N20aJFMTabDRKJhGdnZ9d0FyfrJpfLeV5eXsWmTZsizWazSC6X2woKCsq2bt3aUFVVJVOr1TM450ypVFpOnTpV0dc1161b15CcnBwTFhbW2ds875UrV7ZcuXJFPm/evFgAUCgUtry8vEqVSnXfHuuWlhbRJ598EnDw4MFqx/1vvPHGjRUrVkRHRUWFqFSqzmPHjvUZ23DCOOf9txphfH19eVtb25DO4Yr5AqPxsyUD9KMfAX/4A9DYKCwRNhi//jXw4x8D1dVAZKRr4yPEAxhjJs65r4ev+TGAhwH8BUBH937OeZon4wCAuXPn8qKiIk9flhBCyH0wxr7gnA95/l5xcXFVQkKC08OmyYOjuLg4JCEhYVLP/dTjTYg76fVCb/dQbuSkpQmJ94cfAhs3ui42Qka3Hd4OgBBCCCGkGyXehLiTXg889dTQzjF9OhATIww3p8SbEKdwzrXejoEQQgghvbt586Y4KSlpes/9Fy5cKA0PD++63zEjGSXehLjLrVtAQ8Pg53c7SksD9u4VKqQHBAz9fISMcoyxRwD8FsAMAFIAYgBtnPOR9Q/ob38DVCpAqfR2JIQQQohLhYeHd/Wsyj6aUVVzQtxlqBXNHaWlARYLcPbs0M9FyIPh3wE8B+AqgDEA/g+AHK9GNFCcA489BgQHAyEhQqHF9euBnTuBI0eEpLy93dtREkIIIcQJ1ONNiLt0J96u6PH+u78TerxOngRWrx76+Qh5AHDOyxljYs55F4B3GGN/BfCat+Ny2q1bQHOz8LixEfjsM2HrKTJSmI7Sc4uKAvpZr5UQQgghnkG/kQlxF70e8PUFIiKGfi4fHyA1FcjPB6xW+jJNSP9MjDEpgMuMsV9BWFZsZI3y+vprWKbOhOjLqxDb+ujZrqkRtvPn794vkQBTp36biD/0EPDww0BsLCC9Z0lXQgghhLgRfXsnxF0MBuELrshF3/XT0oDDh4FPPwX+/u9dc05CRq/vQ0i0XwawFUAEgFVejWigYmNh/bQYtX+2ofFPtbDpy+B3pwxKSRnGsjKMaSqDqKYS6Oql/ozFIvw/1D36pptEIkyBSUgQEvGEBGELDnb/eyKEEEIeUJR4E+Iuej2wcKHrzrdkidBLdfIkJd6E9INzXs0YGwNgPOf8DW/HM1hjxgFT14gwdU0E2m5G4MbFRfjyItB8FcAEIHBpJyKmViJsbBnGNJYBZQ7b9ev3P6nFAhQXC9uhQ9/uV6nuTcanTgXE4oEHzjlgNgsFIR231tb73yjgvPfzEM+wWISaAUPZrFZvvwvyoPjTn4DZs70dhdeJxeI506ZNa+/q6mJTp05tf//996v8/f1tno4jMzMzdOvWrQ3d19ZoNFM/+OCDypCQkC6FQjHLZDL9daDnfOONN0IPHz48jjGG2NhY0x/+8IcqhULBjUaj9Jlnnply+/ZtH7Vabfrggw8q5XL5iPhlwfgo/KXm6+vL29rahnQONpR1l+1G42dLnNTSAgQGAr/4BfCTn7juvMnJQEWF8KXaBX9HCfEExpiJc+7r4WsuB/AbAFLO+WTG2MMAMjnnaZ6MAwDmzp3Li4qKXHpOUz1w81PgxkWgySjs858EjJ8PjH8U8I+EkOSWlwOlpUKvt04HXL4MVFU5fyGFAlCrhST8oYeEfd1JdHPzvYm142axuPQ9E0LINwoLge98Z1CHMsa+4JzPHWoIxcXFVQkJCQ1DPc9QOCa1aWlpk2fPnm3asWNHnTPHWq1W+Lho6qJKpVIXFRUZxo8ff8/dt8Ek3pWVlZIFCxbElpaWlvj5+fGlS5dOSU5Obt60aVPj0qVLpzz11FNNL774YtP3vve9yISEhPZXX331lkveiIsUFxeHJCQkTOq5n3q8CXEHVxZWc5SWJqzlXVoqDGMnhPRmB4DvALgAAJzzy4yxyf0dxBhLBrAXwvJj/8E5/2WP11+BUCHdCuAWgBc459UujdwJilBgylPC1n4LuPEZcPMiUPYuUPbfgF8EMP5Rf4x/dBb818y6+z5dc7OQhBcXC4l4cTFQUiL0UPdkMglfcAsLPfbeCCFkpKnKRER7ORSuPOeYqTBN2o6vnG2/YMGCOzqdbgwA7Nu3T5mbmxtmsVjY7Nmz2w4dOlTt4+MDhUIxa+3atbcKCgoCsrOza+RyuW3Lli2RJpNJJJVKeUFBQam/v79t48aNEy9evOjf2dnJNmzYUJ+ent6Qn5/vn5mZOUGpVFpKS0vHqNVq0/Hjxyt37twZWl9fL9FoNDFBQUHWwsLCst4S8W3btoUdO3ZM2dnZyVJTU2/v3r27l6FZQFdXF2traxPJZLKu9vZ20cSJEy02mw2fffaZ/4kTJ74EgBdeeKFxx44dE4Zb4t0btyXejLEIAIcAhAHgAN7inO9ljCkB/AHAJABVAJ7hnDcxoYt5L4ClAEwA1nPOL9nPtQ5Ahv3Ub3LOD7orbkJcwpVLiTlavlxIvE+epMSbkL5ZOOfNPUYv9TkMiTEmhrDk2GIA1wB8zhg7yTl3XGP0rwDmcs5NjLEfAfgVgDWuDX1gxowDpqQJm7kRuPm/Qk/41feBq+8Bviog7DuAxK/7iEAAjwGhjwFPQNi6rJDcuApZ9WXIqou/2Xyabgw6Li6WoEsRCJsiELYxAbApAmCT+wPi3r569DKKh0b3eAQX+4BLx8AmHQNu32ySbx/f9ZpEfle77tfgIwHv7c+REBcJjgfGzgr0dhjDisViwdmzZwOeeOKJlkuXLsmPHDmiLCoqMspkMv78889H7t+/P/jll19ubG9vFyUmJrb97ne/u2Y2m9nUqVMfysvLq9BoNKavv/5a5OfnZ9uzZ09IYGBgV0lJiaG9vZ3Nmzcvdvny5S0AYDAYxly+fPnLSZMmWebMmRN77tw5v4yMjPrc3NwwrVZbdr8e725Hjx4NKC8vl+t0OgPnHN/97nennj592i8lJeVOz7aTJ0+2bNy48ebkyZNnymQy22OPPdaycuXKlhs3bvj4+/t3SSQSAMCkSZM66+rqRky1UHf2eFsB/Avn/BJjzB/AF4yxcwDWA/gfzvkvGWM/AfATAK8CSAEwzb4lAsgFkGhP1F8HMBfCl6Yv7F+EmtwY+5AlAlR9+kGm1wvzsSf328E2MBERwKxZQuL94x+79tyEjC5XGGPfAyBmjE0DsAnAp/0c8x0A5ZzzLwGAMfYegCcBfJN4c84/dmj/vwCed2nUQyQPBialCltH07dJeOUJgPc5688HwAz79hwwEcBEQNpRj4CWYgS0FMO3rQycSWGRBMDqEwirTwCsPgH25/duNrHME2+ZuIvFvpm8HQghd4sNAsZKvB3F3QbSM+1KHR0dotjY2DgASExMbN28eXPDrl27QkpKShQJCQkzAMBsNotCQ0OtACAWi7F+/fomANDpdPLQ0FCLRqMxAYBSqbQBwPnz5wOMRqPi5MmTQQDQ2toq1uv1cqlUytVqdVt0dLQFAOLj400VFRVOJ71nzpwJKCgoCIiLE3qlTCaTyGg0yu+XeN+6dUv80UcfjS0vL/9bcHBwV2pq6pR9+/YpV6xY0TKUz8vb3JYVcs5vQFi+BZzzVsaYAYAKwpeYJHuzgxCGAb5q33+ICxOj/5cxNpYxNt7e9hzn/GsAsCfvyQDedVfsQzUHwrcx5OQAmzd7ORriFQYDMH26e268pKUBmZnCGr/jxrn+/ISMDv8M4P8C6IDw++IsgJ/1c4wKuOvL0zXY76P24h8AnL7fC4yxFwG8CACRkZHORexisiAgKkXYbF0ABlVuJxTCAIDFLo2NEEIGi42shSHdSiaT2YxGo+OoLHDO2erVqxtzcnJqe7aXSqW2/uZ1c85ZVlZWzapVq+5KcvPz8/1lMtk3I8fEYjGsVqvTQ1w459iyZcuN9PT0fufFf/jhhwGRkZEdEyZMsALAU089dfvTTz/1+8d//MevW1tbxRaLBRKJBFVVVdKwsLBOZ2PwNo/81WWMTQIwC0AhgDB7Ug4ANyEMRQfu/4VH1cf+YesLAKcAYPt24Mbgh+mREUyvd/387m7LlwuVfj/6yD3nJ2QU4JybOOf/l3M+j3M+1/74PpOYB4cx9jyEkVi/7uX6b9mvO3fcMLhBJhIDIglttNFG28jf2CAWWniQJCcnt+Tn5wfV1tb6AEBdXZ24rKzsnp7pmTNnmuvr6yVarVYBAE1NTSKLxYLFixc35+bmjuvo6GAAoNPpZC0tLX3mjL6+vl3Nzc19tklJSWk5fPhwSHe7yspKSXeMPU2aNKnz0qVLfq2trSKbzYY///nP/jNmzDCLRCI88sgjre+8804QALz99tvBy5Ytu+3M5zIcuH0cNGPMD8AHALZwzlsc59txzjljzCWlvx17F6RS7w/13wRgqdksDAc+fNjb4RBPam8HKiuBH/zAPeefPRuYMEEYbr5+vXuuQcgIxRg72dfr/VQ1r4Ww3ne3ifZ9Pa/xXQi96RrOecdg4nRWlwXosgLSMe68CiGEkNFizpw55oyMjNpFixbF2Gw2SCQSnp2dXRMTE3NXz7BcLud5eXkVmzZtijSbzSK5XG4rKCgo27p1a0NVVZVMrVbP4JwzpVJpOXXqVEVf11y3bl1DcnJyTFhYWGdhYWHZ/dqsXLmy5cqVK/J58+bFAoBCobDl5eVVqlSqe+aFL1y4sG358uVNM2fOnOHj44P4+HjTK6+8cgsAsrKyrq1Zsyb6zTffVMXHx5s2b97s1cryA+HW5cQYYxIA+QDOcs532feVAkjinN+wDyW/wDmfzhg7YH/8rmO77o1z/pJ9/13t7mfYLCeWkQG8+Sag1dK6yw+Sy5eFedh/+APwzDPuucaPfiTc0GloAORy91yDEBfx5HJijLFbEEZJvQthlNXd1dU41/ZxrA+AMgCLICTcnwP4Huf8ikObWQCOAEjmnF91JqahLCdWUwKc+S0QMA4IjgBCIoDgSOGngmoLEULIgI2m5cTI8NTbcmJuG2pur1L+nwAM3Um33UkA6+yP1wE44bD/B0zwCIBm+5D0swCeYIwFMcaCINRfPeuuuF3qtdeAqCihCjWtZ/rg0Nun2ri6ormjtDSgrQ34+OP+2xIyAjDGkhljpYyxcnvhzZ6vv8IY0zPGdIyx/2GMRfVyqnAAPwXwEISVMhYDaOCca/tKugGAc24F8DKE3zEGAO9zzq8wxjIZY9095b8G4Afgj4yxy/31sA9V4Dhg7pNC0t1QA3x+QkjE/+vHwnb6t8Dnx4EvLwEtt4RZKIQQQggZftw51PxRAN8H8DfG2GX7vp8C+CWA9xlj/wCgGkB3l+ApCEuJlUOooflDAOCcf80Y+xmEngcAyOwutDbsKRTA3r3AU08Jhda2bPF2RMQTDAZAJAKmTXPfNR5/HPD1FYabp6S47zqEeIArl/HinHcBOAPgDGNMBuA5ABcYY29wzv+9v1g456dgL9PhsG+7w+PvDvgNDkFgGDB76bfPO0xA4zUhCW/8Svh5Tf9txXLpGCFJ7+4dD4kExoYDIpoTSQghZJi5efOmOCkpaXrP/RcuXCgNDw/v8kZM7uTOquafoNdFObHoPu05gI29nOttAG+7LjoPSksDli4VCq2tWQOMH+/tiIi76fXA1KmAzI1L6cjlwJIlQuKdkyMk+oSMXC5dxsuecKdCSLonAcgGcMzlUXuBTAFMiBG2btZO4OvrQGMN0PCVkJAbCoT54YCwbPbY8YCPxDsxE0KIK8VpgGmPeDsK4grh4eFdPauyj2a0yLS7MQZkZwPx8UB6OvBf/+XtiIi7GQzuq2juaOVK4OhR4JNPqIYAGe58GGOOk5zf4py/5fDclct4HYIwzPwUgDc45yWDC3nk8JECoZOErZutC2iu+zYRb7phX1KMEEJGOBFlL2SEor+6nhAdLVQ3/9nPgA0bAI3G2xERd7FYgKtXhekF7vbkk8CYMcC771LiTYY7qysK2QB3LePV23+kzwNoA7AZwCaHQpkMwuCqAFfEMdyJxEDQBGGb1tctDEIIIYR4BI1P9ZSf/ASYNIkKrY125eWA1erewmrd/PyENb3/+Ef6O0VGuoEu45XW2zJenHMR59zfvgU4bP4PStJNCCGEkOGHEm9P6S60duUK8Nvfejsa4i7dFc09MdQcAJ57DmhsBM6f98z1CHGPzwFMY4xNZoxJATwLYaWLb9iX8ToAIemu90KMhBBCCCGDRom3Jy1fDqSmAjt2ANevezsa4g4Gg/AzNtYz10tJAQIDheHmhIxQw3EZr+HCagHaTd6OghBCyHAkFovnxMbGxk2bNi0+JSVlSmtrq1dyu8zMzFDHa2s0mqkNDQ1iAFAoFLMGc86f/exnodOmTYufOnVqfGZmZmj3/rq6OvH8+fOnRUVFPTR//vxpt27dGjHrdlDi7UmMCb3enZ1CoTUy+uj1wtrtvr6euZ5MJhRZO3YMaG/3zDUJcQPO+SnOeQznPJpz/nP7vu2c85P2x9/lnIdxzh+2b2l9n3F0qKwEfvUrIHsvcOSPwKcXgaoqoOO+A+0JIYQ8SGQymc1oNOqvXr16RSKR8KysrHHOHmu1Wl0Wx4EDB8Lu3LnzTV6p1WrLQ0JCBl3S8/PPP5cfOnRo3KVLlwwGg+HKmTNnxpaUlMgA4PXXXx+flJTUWl1dXZKUlNS6ffv2cFe8B0+g4mqeFh0tzPd+4w2h0FpSkrcjIq5kMHhmfrej554D3nkH+Ogj4OmnPXttQohbBYcAixYJg6SuXRNmK3ULCQEmTAAmqISf4eGAhJYMI4QQj7v9CiKsRihceU6fWJjG7rprxY8+LViw4I5OpxsDAPv27VPm5uaGWSwWNnv27LZDhw5V+/j4QKFQzFq7du2tgoKCgOzs7Bq5XG7bsmVLpMlkEkmlUl5QUFDq7+9v27hx48SLFy/6d3Z2sg0bNtSnp6c35Ofn+2dmZk5QKpWW0tLSMWq12nT8+PHKnTt3htbX10s0Gk1MUFCQtbCwsEylUqmLiooM48ePvyu737ZtW9ixY8eUnZ2dLDU19fbu3bvvOwT4b3/725hZs2bd8ff3twHAo48+2vree++NffPNN+vOnDkzVqvVlgLASy+91KjRaKbjPnVhhiNKvL3h1VeBQ4eEQmuXL9M3pdGiqwswGoGFCz173ccfB8LChOHmlHgTMqoolcCCx759fucOcOM6UHtd+FlRAeh0wmuMAaGh3ybiqgnCczH9pieEkFHNYrHg7NmzAU888UTLpUuX5EeOHFEWFRUZZTIZf/755yP3798f/PLLLze2t7eLEhMT2373u99dM5vNbOrUqQ/l5eVVaDQa09dffy3y8/Oz7dmzJyQwMLCrpKTE0N7ezubNmxe7fPnyFgAwGAxjLl++/OWkSZMsc+bMiT137pxfRkZGfW5ubphWqy3rmWg7Onr0aEB5eblcp9MZOOf47ne/O/X06dN+KSkpd3q2ffjhh9szMzNVN2/eFPv6+vJz584FJiQktAFAY2OjT1RUlAUAIiIiLI2NjSPmt9yICXRUGTNGGHKelias8f0v/+LtiIgrVFUP186KAAAgAElEQVQBZrPne7x9fIBnngHeegtobhbmfBNCRiU/P2BajLABAOdAa4vQI96djBv0wF8vCa+LxcJ9OeoNJ4SMFjHTgSlTvB3F3QbSM+1KHR0dotjY2DgASExMbN28eXPDrl27QkpKShQJCQkzAMBsNotCQ0OtACAWi7F+/fomANDpdPLQ0FCLRqMxAYBSqbQBwPnz5wOMRqPi5MmTQQDQ2toq1uv1cqlUytVqdVt0dLQFAOLj400VFRVSZ2M9c+ZMQEFBQUBcnPBF2WQyiYxGo/x+iffs2bPNmzdvvrlo0aKYMWPG2OLj401i8b1TuUUiERyWDR32KPH2luXLgWXLhEJrzz0ndE+Qka27sJqnKpo7eu45oVr+8ePAunWevz4hxCsYAwIChS3W/l8P58DtJiERv34duF4r/Pdks3k3VkIIcYWxQcMv8faW7jnejvs452z16tWNOTk59wy/lkqlNh+fvtM/zjnLysqqWbVqVYvj/vz8fH+ZTMa7n4vFYlitVqezXs45tmzZciM9Pb3BmfZbt25t2Lp1awMAvPzyy6qJEyd2AkBwcLC1urpaEhUVZamurpYolUrXTVZ3M0q8vWnvXqF39F//Ffjv//Z2NGSoPL2UmKNHHhHWiX/3XUq8CXnAMQYEKYXtoYe8HQ0hhBBPSk5Oblm5cuXUn/70p3UqlcpaV1cnbm5uFsfExHQ6tps5c6a5vr5eotVqFRqNxtTU1CTy8/OzLV68uDk3N3fcsmXLWmUyGdfpdLJJkyZZ+rqmr69vV3Nzs2j8+PG9tklJSWnZsWPHhBdffPHrwMBAW2VlpUQqlXKVSnXfxLm2ttZHpVJZr169Kv3oo4/Gfv7550YAWLJkye0DBw4E79y58+aBAweCk5OTbw/iY/IKSry9acoU4LXXhF7vDRuEubpk5DIYhPGcQUGevzZjwLPPAr/+NXDrFjDO6aKWhJBh7FYL8FkZEBEMRIYASj/hnzshhBByP3PmzDFnZGTULlq0KMZms0EikfDs7Oyanom3XC7neXl5FZs2bYo0m80iuVxuKygoKNu6dWtDVVWVTK1Wz+CcM6VSafn/7d15XNR1/gfw1xsQkMMDD1A8UJEIMzxQs9ro0vBIy7JESyu7Y01LO8202sryClMrN3+7Hqvl1bauR7pbubmtSSaIIoqJGgkeCajDzef3x+c7MhI3M8zB6/l4fB8z85nvfOf98Yvznfd8rs2bNx+t6j0nTJhwNiYmJiwwMLBw9+7dhyvaZ9SoUbkHDhzw7tevXzgA+Pj4lK5atepYZYn3iBEjumVnZ3t4eHioBQsWnDDPkj5r1qxTd999d7fOnTu3Dg4OLty4cWOVsTkSUUpVv5eT8fX1VZcuXarXMawxXqBG/7Z5ebpJwssLSEzkIDxnNmCAHoD5r3/Z5/2TkoDISGDRIuDpp+0TA1EFRMSklGqgNfYcT1RUlEpISKjTa/ceAz7ZobuPA4CPV1kSbr4NbA64cXFQIqIaEZEflVJR9T1OYmJiemRkZI26TVPjkpiY2DoyMjKkfDlbvO3NPNHanXfq26lT7R2R9ZWW6tm2fXz0grSuOJ5dKd3ibc9u3j176qELq1cz8SZyEX26APEPAxm/ASfO6u3kOeDrA0CxsUKqpwcQHFCWjHdsDQS3BJrwCk9EROQweFl2BMOH68TbPNFacLC9I7KuFSuAjRt1k8yXXwJ/+pNODCuYndBpZWQAFy7YZ3y3mYj++3ntNeDECaBTJ/vFQkRWkV8M5BQCndsAXdqWlZeUApnZVybju48A3xpTTbgJ0L6lTsI7ttKJORNxInIFAX5Ay0bbh8q1ZGZmut98881XlS//5ptvUoOCgkrsEZMt8TLsKCwnWlu92t7RWM/Fi3oc+4ABOgGPiwMmTQL++lfgo4+AqHr39HEM5hnNG3opsfLGjNGJ92efAdOm2TcWIqq3pHPAm3uApu5AR3+gsz/Qydg6+wHXdQcGGkuLlSrg3IUrk/EDJ/UYcSIiVzGqP3BHL3tHQdYQFBRUUn5WdlfGxNtRdOmiE9TXX9cTrd16q70jso533wVOnQI2bAC6dwe2bgXWrgUmTwb699ct33/6k/OvPW3PGc0thYYC/frpH2+YeBM5vZBmwNM9gRMX9LYnC9husVqsr0dZIt7JSMy7Busu6uapSnJMwK/nuZwYEbmGQCf/ykiNFxNvR/LCC7olOC4O2LcP8KzxmvSOKT0dmDMHGDdOL3cF6G+C990H3HGHbpldtAhYvx6YPx+4/37nna43JQUICADatq1+X1uLjQWeew5ITQWu+l3vHSJyIm2bAkM6X1mWU2Ak4heB40ZC/t9TwLYTZfs08wQ6+ZUl48F+gCcnYCMiFyCch5icFBNvR+LtDcTH6zHfH3zg/C2WL76ox3W/887vn2veXNd1wgTgySd1svjpp8Dixbpl3NkcPKhbux3hh4P77weef163es+cae9oiMjKmnsBPb2Anq3LypQCzheUtYwfNxLzbzIAU4ULtRAROaeHwoF7Qu0dBVHtMfF2NMOGASNHArNm6WS0Qwd7R1Q3//kP8PnnOvHr2LHy/fr2Bf73Pz3e+5VX9MzcL7+sk3Zvb+vHdfasPq6fn3WPm5IC3H23dY9ZV+3bA9HROvF+/XXH+DGAiGxKBAjw1luvNmXlSgFn84FfLwElrrd6KBE1Qu05sRo5KSbejmjBAt16+vzzepKsmlAKKC4GiorKtsJC/VxDL99VWqrHcHfoULNWe3d34JlngFGjdBfpmTOBVat06/ftt9c9jqIiYP9+4PvvdXL//ffA0aNAr17Anj2Ah5X+/M+c0Qm9vcd3W4qNBZ54AvjpJ6BPH3tHQ0R2IgK0aao3IiJyLe7u7n27d++eV1JSIqGhoXmff/55ur+/f4PP6PHGG2+0nTJlylnze0dHR4euX7/+WOvWrUt8fHx6m0ymn2p7zDfffLPt8uXL2yilMH78+DMzZsw4DQDff/9906eeeqqzyWRy69ChQ+G6det+DggIcIpZTJh4O6KQEN36O2MGkJZWllAXFl6ZWFsm2MVV9CX84x91t+6G8te/Anv3AitX6rW7a6pdO91K+8gjetK1QYN0AjlvHhAUVP3rs7KuTLITEgCTqezYAwfqseWLFwMffqh/HLAG88Rq9p7R3NI99+gfM1avZuJN5MT2XQQWZQCeAni5lW1XPBY9ftt838tNP/a22M9T2PmFiFxDmyZAK47zBgB4eXmVmmcFHzFiRJe5c+e2mTlzZlZNXltcXAwPKzVCffzxx4GPPfbYb+bE+9tvv02rz/H27NnjvXz58jZ79+5N8fb2Lo2Ojg4bNWpUzjXXXFPw2GOPhcyePfvksGHDLi5YsKDVrFmzgj744INfrVIRG2Pi7aimTdNrQ588qSdZa9Lkyq0mZZ6eOgFduFDPdP3gg7aP+8IF/aPBddcBY8fW7RiDBumW6nff1ePDN2/WM58/+WTZ2t+FhUBiYlmS/f33ejI3QNe9d289O/zAgTqWTp30t06lgJ9/1j9q3H+/Tsjry7yUmCO1eLdqpX9kWLMGmD1bj7UnIqfkLkBeKXC+GChUQEGpxaaAYnYhJ6JG5I/BwIQatMc0qEfQEcmoRWtTDVwDE5bhZPU7ajfeeOPFpKSkpgCwePHigCVLlgQWFRVJnz59Li1fvvy4h4cHfHx8eo8bN+7Mzp07m8XHx5/w9vYunTx5cieTyeTm6empdu7cmerv71/6zDPPdNi1a5d/YWGhPPbYY6enTZt2dtOmTf5vvPFG+4CAgKLU1NSmPXv2NH3xxRfH3n777banT59uEh0dHdayZcvi3bt3Hw4ODu6ZkJCQ0q5duytaBl977bXAjRs3BhQWFsqwYcOy58+fX2HCvH///qa9e/e+aE7kb7jhhgtr1qxp8dZbb2UdP37ca8iQIRcBYPjw4bl33HFHGBNvqh9vbz3uub4eeUQnpE88AURGAtdeW/9jVuWdd4DMTOCLL+rXvOLtrbucjx2rW27j4oC//AW4+WadZP/4I5Cfr/cNDtYJdlycvu3Tp/Lx4SK69f+aa/SPGytX1j1Gs4MH9Zjxqsay20NsLPDPfwK7dgF/+IO9oyGiOojwBRZ0B7yr+DgtUUChkYQXlF55v6C0LFlnfk5ErqCrDaYAcnZFRUXYtm1bs8GDB+fu3bvXe926dQEJCQmHvLy81AMPPNDpo48+ahUXF3cuLy/PbcCAAZeWLl36S35+voSGhl6zatWqo9HR0abffvvNzc/Pr3TBggWtmzdvXpKcnJySl5cn/fr1C7/zzjtzASAlJaXpvn37fg4JCSnq27dv+Pbt2/2mT59+esmSJYHffvvt4fKJtqUNGzY0S0tL805KSkpRSuH2228P3bJli585ibbUq1evvDfeeCM4MzPT3dfXV23fvr15ZGTkJQAIDQ3NX7VqVYsHH3wwe+XKlQGZmZlOswwUE29X5+GhWz1799bdjxMSbLdm9rFjulv4Aw8AAwZY55hhYcBXX+k6TJmik+Y+fYCnniprza5twtu9u5687c03dat4dHT9YkxJAcLDHa8f58iRQNOmurs5E28ip/RdAfDgeaCDO9DVHejmobeuxm17N90i3tQd4DBuIiI7qUXLtDUVFBS4hYeHRwDAgAEDLjz77LNn582b1zo5OdknMjLyagDIz893a9u2bTEAuLu746GHHjoPAElJSd5t27Ytio6ONgGAeZz0jh07mh06dMjnyy+/bAkAFy5ccD948KC3p6en6tmz56Vu3boVAUCPHj1MR48erXHSu3Xr1mY7d+5sFhGhx2aaTCa3Q4cOeVeUePfp0yf/2WefzbztttvCmjZtWtqjRw+Tu9HrddmyZelxcXEd33333XYxMTHZTZo0cZrflZl4NwaBgcDatbq1+KGHgA0bbJMkvvCC7gpe0fJh9SGiW29HjwZKSgAvr/of86WXgBUrdGv6Tz/p7ul1dfBg/SaBsxU/P+DOO/W5/+CD+tWRiOyikwfwnB9wtFhvCXnAJYuvGN4oS8K7eQDd3MseN+MIEyIil2Y5xttMKSWjR48+t2jRoozy+3t6epZWN65bKSVz5849cc899+Ralm/atMnfy8vr8hXI3d0dxcXFNU4olFKYPHnyqWnTpp2tyf5Tpkw5O2XKlLMAEBcXF9yhQ4dCAOjdu3f+rl27jgBAUlKS11dffdWipjHYGxPvxuKGG4D339etxnPmWH+N8J07gXXr9DJotloCzcPDejOR+/joZHTkSN2K/vzzdTtOTg7w66+ONbGapdhYvazbv/4FxMTYOxoiqqVQD+B5/7LHSgFZpToJ/7kYOFqi7ycXAf/MByyndW3jZiTh7kBnD8AKP1kSEdldf0+gl9N0Lm54MTExuaNGjQp95ZVXsoKDg4uzsrLcc3Jy3MPCwgot97v22mvzT58+3eTbb7/1iY6ONp0/f97Nz8+vdNCgQTlLlixpM3z48AteXl4qKSnJKyQkpKiq9/T19S3Jyclxa1fF3ElDhgzJnTlzZvvHH3/8t+bNm5ceO3asiaenpwoODq6we3pGRoZHcHBw8ZEjRzz/+c9/ttizZ88hy/KSkhK8/vrr7SZOnHi6Dv9MdsHEuzF59lngv//Vrb39+ukWcGsoKdEzhHfsCEydap1jNoQRI4Dhw/VY8jFj9Fjx2nLEidUsDRmihxasXs3Em8gFiABB7nq7oVwmXaiA48VAWomRlBvbtgLgXJ594iUisrZX/Zl4V6Vv377506dPz7jtttvCSktL0aRJExUfH3+ifOLt7e2tVq1adXTSpEmd8vPz3by9vUt37tx5eMqUKWfT09O9evbsebVSSgICAoo2b958tKr3nDBhwtmYmJiwwMDAwt27dx+uaJ9Ro0blHjhwwLtfv37hAODj41O6atWqY5Ul3iNGjOiWnZ3t4eHhoRYsWHCidevWJQCwbNmygE8//bQtAAwdOvT8pEmTztXl38keRCmn6RZfY76+vurSpUv1OoZYoSu2Q/7bXrigk+7z53UXa2us8b1sGTBxIvC3v+kWVmfy88+6tfquu/Q48tr6v//TE9gdOQKEhlo/Pmt45BHdGyErS4/5JmpgImJSSvnaOw57iYqKUgkJCXaN4VIpUGLXCIiIrMNL9FZXIvKjUiqqvnEkJiamR0ZG1qjbNDUuiYmJrSMjI0PKl7PFu7Hx99djvPv3B+67D/j66/qN/TUvHzZwoG41djZduwIvv6xbvR97DLjtttq9/uBBPea8SxebhGcVsbH6B4LNm/UEe0TU6PhyvDcREZFd8VLcGEVEAH/+s15m6sUX63est9/WLakLFjjerN419eKLOgGPi9Prg9dGSgpw1VVl64s7oltuAdq21d3NiYiIiIgcQGZmpnt4eHhE+S0zM9OBv1jXHVu8G6sxY/R62PPn69bq0aNrfwzz8mEPPqhb0J2Vt7eeYG34cP0Dwgsv1Py1Bw86ft09PHTvhqVLgdxcoFkze0dERERERI1cUFBQSflZ2V0ZW7wbs/ff10n3I4+UTRJWG9Om6aTO2suH2cOwYXqG81mzgJM1XIrRZALS0x13RnNLsbFAQQHwxRf2joSIiIiIqNFhi3dj5umpl5rq00eP/f3hB732c018+y2wfj3wxht1mw3cES1YoJPo557Ta19XJzVVr+3jqDOaWxo4EOjcWXc3Hz/e3tEQEZELUABOA0gxtjP2DYcaidsA3GDvIIjqgIl3Y9ehg07GBg/Wk4v97W/Vj9V21uXDqhMSArz6KjB9OvDVV/rfpCoHjZ4xztDiLaKHF8yZA5w5A7RpY++IiKgGjgL4G4DuFhsHi1BDKwVwAmUJtnk7COC8HeOixskbTLzJOTHxJj2T91tv6dnJr78e+OMfq97/L38B9u3TCburLU81daquX1wcsH+/nrG8MikpelK17t0bLLx6iY0FZs/WS4s99ZS9oyGiGtgHYEa5srYoS8LDLO6HAmi0a7aRVRQBSENZUm1OsFMBmCz2aw3gagCjjdsI47Y9ACedZpWcCP/GyFkx8SbtxRf1ZGvPPQdERemuyRXJzS1L0O+/v2FjbAheXsCHHwIxMcDcubqulTl4UK/d7enZcPHVx7XX6m7xq1cz8SZyEvcAuATd8n2k3LYNwF/K7d8eV7aOmxPzrgAc4ZNKQSdwlyrZLtbgORN0CyxZj4LuJp4GoNiivBN0Qh1t3Jq31g0dIBHZxIoVK1pERETk9+3bNx8AJk+e3P7mm2++cNddd12o7DX33HNPyPDhw3Mefvjhaju8bNq0yX/u3LmBX3/9dZo1464pHx+f3iaT6Sd7vHdFmHiT5uYG/PWvOukePRrYu1cvQVXe228Dp08DmzY57/Jh1bnjDj3m/a23gHHj9NjoiqSkOEc3czMR3eo9Y4aeQK5jR3tHREQ14AOgp7GVdwE6WSqflP8drjHe1hO6Fb/85pLrzNhZOIC7UZZchwOo4awvRCTS12bHVupHWxy2qKgIX3zxRYvi4uIcc+K9YMGCX23xXqQx8aYyLVvqCdMGDtQJ2rZtetZys6NH9fJj48cD/frZL86GMG8esGWLHsu+cePvny8sBI4cAUaNavjY6sOceH/2mWuNzydqpPwB9Da28rJRlpQfA1DSgHFVpSl0QldRQm3ezM/zSwoRUeVSU1M9Y2Jiuvfs2dOUnJzsExYWlrd27dr0WbNmBW7durVFQUGBW1RU1MVVq1Ydd3NzQ//+/a+65pprTD/88IPfsGHDzu/YsaPF//73P//Zs2e3W79+/dEZM2a0M7dmT506tV1Fx6jOunXrmk2bNq1j06ZNS/v373/RXJ6bm+s2ceLETocOHWpaXFwsr7766q8PPPBAdnx8fKu///3vLS5cuOCRlZXV5N577z03d+7cUwCwePHigCVLlgQWFRVJnz59Li1fvvy4h4cHfHx8ek+cOPH0V1991dzb27t006ZNaR07diw+dOiQ55gxY7qaTCa3mJiYbMu4XnvttcCNGzcGFBYWyrBhw7Lnz5//a2pqqueQIUO69+/f/2JCQoJfYGBg4bZt29L8/PxUcnKy1+OPP9753LlzHu7u7mrt2rU/9+jRo6Ci49T0fPGaRlfq1QtYsgR4+GGdoL39dtlzL7zgOsuHVadTJ+C114CXXwY2bwaGDr3y+bQ0PcmcM7V4A7prfFSU7m7OxJvIpbUAEGVsRETkmtLT070//vjj9MGDB18aPXp0yPvvv99m2rRpp+fMmXMKAO66664ua9asaT527NgcACgsLJTk5OQUAEhLS/OurNt4VceojMlkkri4uJDt27en9ujRo2D48OFdzc+98sor7W655ZbctWvXpp89e9Y9Kirq6hEjRuQCQFJSku/+/fsP+Pn5lfbu3Tti5MiROX5+fqXr1q0LSEhIOOTl5aUeeOCBTh999FGruLi4c3l5eW4DBw68uHDhwownn3yyw8KFC9u89957p55++ulOjz766Jm4uLhz77zzzuWZhDds2NAsLS3NOykpKUUphdtvvz10y5Ytfl27di08ceKE98qVK3++/vrrjw8dOrTr8uXLWz799NO/jR07tsvUqVMzx48fn20ymaSkpEQqO86QIUMuVvTvUR4Tb/q9hx4C/vtfnWBfdx0wYgTwzTfAhg3Am28C7dvbO8KG8dxzeqK1SZOAW28FvL3LnjPPaO4MS4mVFxsLPP88cPgwEBZm72iIiIiInJuNuoPXRFBQUOHgwYMvAcCDDz54Lj4+vm3Xrl0L5s2bF5Sfn++WnZ3tERERkQcgBwBiY2N/q8lxt2zZ4l/ZMSqzb98+7w4dOhT07NmzAADGjRt37s9//nMbAPjmm2+abdu2rUV8fHwQABQUFEhaWponANx44425QUFBJQAwbNiw8998842fh4eHSk5O9omMjLwaAPLz893atm1bDABNmjRRY8aMyQGAvn37XtqxY0czANi7d6/fli1bjgLAE088ce7NN9/sAABbt25ttnPnzmYREbrFzGQyuR06dMi7a9euhcHBwQXXX399HgD07t3blJ6e7nX+/Hm3rKwsz/Hjx2cDgI+PjwKgKjsOE2+qn/h44McfdbfyH37QXa47ddIJW2Ph6aknWhs0CHj/fd0CbpaSosdMh4fbL766uv9+3dq9ejXw+uv2joaIiIiI6kjKzbkkInj++ec77969+2BoaGjRc8891z4/P/9yH3F/f/9q56c0mUxS1THqQimFdevWpUVGRhZYln/33Xe+FdVBKSWjR48+t2jRoozyx/Lw8FDmbu8eHh4oLi6+fAA3NzdV0XtPnjz51LRp085alqempnp6enpe3t/d3V3l5eVVWs/KjlNT9foHpKqJSL03u/H21stOubnpVu/EROC991xv+bDq3H47cN99usv9sWNl5QcP6knXfHzsF1tdBQcDN92k12xXv/tsImrURCRGRFJFJE1EXqrgeS8R+cx4freIhDR8lERERNqpU6c8d+zY4QsAq1atCrj++usvAkBQUFBxTk6O2z/+8Y+Wlb3Wz8+vJDc393f5oMlkcqvpMSz16tUrPyMjw/PAgQNeALBmzZoA83O33HJL7ty5cwNLS3Xev2vXrstJxXfffdcsKyvL/eLFi7J58+YW0dHRF2NiYnI3bdrUMiMjwwMAsrKy3A8fPlzlAh19+vS5uHTp0gAAWLp0aStz+ZAhQ3JXrFjROicnxw0Ajh071sR83Iq0bNmyNCgoqHDFihUtACAvL08uXLjgVtvjlMfEmyrXpQuwciVw/jxwww06AW2M5s3T63U/+2xZmbPNaF5ebKzuav6Tw6ywQGR3IuIOYBGAIdBLE8eKSPn/6BMBnFdKhQKYD2B2w0ZJRERUJiQkJH/hwoVtu3bt2iM7O9tj6tSpZ8aNG3fm6quv7nHLLbeERUZGXqrstePGjfstPj4+6Oqrr44wJ8sA0Lp165KaHsOSj4+PWrhw4fHhw4eHRkREXN26devLKxS+++67vxYXF0t4eHhEaGhoj+nTpwebn7v22msvjRgxoluPHj163HnnnedvuukmU9++ffOnT5+ecdttt4WFhYVF3HrrrWEnT55sUtX7L168+MQnn3zSNiwsLCIjI+PyvqNGjcodPXr0b/369QsPCwuLuPvuu7tlZ2dXuUDGypUrjy1atKhtWFhYRFRUVPjJkyc96nIcS6JcsMXL19dXXbpUo7+PStm1tdmCQ5yfnTuBq64CAgPtHYn9zJkDTJsGfPmlnmjN1xeIi9PlzujcOSAoSA8heP99e0dDLk5ETEopX3vHUR0RGQhgplLqDuPxywCglHrHYp9txj7fi4gHgEwAbVQVH9ZRUVEqISHBtsETEVGNiMiPSql6zzuZmJiYHhkZWacux9aSmprqOXz48O5Hjhw5YM846iM+Pr5VQkKC7/Lly0/YOxZrSUxMbB0ZGRlSvpwt3lS9m25q3Ek3oFu7IyL0bUoKUFDg3C3erVoBgwcDa9YApdUO9SFqLIIBnLR4/ItRVuE+Sqli6IlmWoGIiIioCk6TeFc37o7Ippo0ARYt0uO8H31UlznjjOaWYmOBX34Bdu2ydyRELje2WkQeF5EEEUk4c+aMvcMhIiIXdNVVVxXaq7V70KBB3cLDwyMst/Xr1zer7XEmTZp0zpVau6viFLOaW4y7GwTdArFHRL5USh20b2S2Z40u7w7RXd0V3HwzMHasnpQMcP7Ee+RIPYne6tXAH/5g72ioEavhZ/zlsdUiMgZ6bPX9Vg4lA0BHi8cdjLKK9vnF6GreHMC58gdSSn0C4BNAdzW3cpxERGR/paWlpVLRLNqNwfbt24/aOwZHVFpaKgAq7E7qFIk3gP4A0pRSPwOAiKwBMBKAyyfe1uBK49Xt/kPEnDnAP/4B+PkBLVrUOxa78vfXa7QvWwZs327vaLStW4Fu3ewdBTW8mnzGjwQw07i/DsCHIiJVja2ugz0AuotIF+gEewyAseX2+QtyJRMAAApYSURBVBLABADfA7gXwL+tHAMRETmH5DNnzkS0adMmp7Em33Sl0tJSOXPmTHMAyRU97yyJd0Xj7gZY7iAijwN43HioRCSvnu/pAaC42r2ch93rY+UfAOpcH6vEceGCXsfbuux3jtLSbHHU2tcnNNQWcViT3f8fWVlD1aepiFjOLvaJ0SJsVu1nPMqNrRYR89hqq01sYxw3DsA2AO4AlimlDojIGwASlFJfAvgUwAoRSQPwG3RyXqUff/zxrIgcr0dorWHFejoIV6uTq9UHcL06sT6Or6Hq1NkaBykuLn40MzPzz5mZmdfAiYbvkk2VAkguLi5+tKInnSXxrpZltz5rEJEEa8x46ChYH8fnanVytfoArlcnV6uPNSilNgPYXK5shsX9fACja3nMNvWJyRXPk6vVydXqA7henVgfx+dsderbt+9pACPsHQc5D2f5daYm4+6IiMg51WZsNaoaW01ERETkiJwl8b487k5EPKG79n1p55iIiMg6avIZbx5bDXBsNRERETkZp+hqXtm4Oxu/rdW6rTsI1sfxuVqdXK0+gOvVySHqY6ux1S7EIc6TlblanVytPoDr1Yn1cXyuWCeiy4QNBkRERERERES24yxdzYmIiIiIiIicEhNvIiIiIiIiIhti4l2OiMSISKqIpInIS/aOpzwRSReR/SKyz7wurogEiMh2ETli3LY0ykVE4o26JIlIH4vjTDD2PyIiEyzK+xrHTzNea/XFqkVkmYicFpFkizKb16Gy97BRfWaKSIZxnvaJyFCL5142YksVkTssyiv82zMmnNptlH9mTD4FEfEyHqcZz4dYqT4dReRrETkoIgdE5Fmj3CnPURX1ceZz5C0iP4hIolGnWXWNw1p1Jduo7Dw4CuE1yaE+76qojzN/3vGa5PjniNckoppQSnEzNuhJfY4C6ArAE0AigAh7x1UuxnQArcuVvQfgJeP+SwBmG/eHAtgCQABcB2C3UR4A4GfjtqVxv6Xx3A/GvmK8dogN6nATgD4AkhuyDpW9h43qMxPA1Ar2jTD+rrwAdDH+3tyr+tsD8DmAMcb9jwA8Zdx/GsBHxv0xAD6zUn3aAehj3PcHcNiI2ynPURX1ceZzJAD8jPtNAOw2/j1rFYc168rN+ltV58FRNvCa5FCfd1XUZyac9/OO1yTHP0e8JnHjVoPN7gE40gZgIIBtFo9fBvCyveMqF2M6fv8lJxVAO+N+OwCpxv2PAcSW3w9ALICPLco/NsraAThkUX7FflauRwiu/FJg8zpU9h42qs9MVHwBveJvCnoW54GV/e0ZF7OzADzK/42aX2vc9zD2Exucq78DGOTs56iC+rjEOQLgA2AvgAG1jcOadeVm/a2y82DvuMrFmA5ekxzu866C+rjE551xbF6THPgcgdckbtwq3djV/ErBAE5aPP7FKHMkCsBXIvKjiDxulAUqpU4Z9zMBBBr3K6tPVeW/VFDeEBqiDpW9h63EGd3clll0T6ttfVoByFZKFZcrv+JYxvM5xv5WY3T/6g3967XTn6Ny9QGc+ByJiLuI7ANwGsB26NaA2sZhzbqS9fGaxGuSNTnt550Zr0m/i9thzhGvSUTVY+LtfG5USvUBMATAMyJyk+WTSikF/UXIaTVEHRrgPZYA6AagF4BTAOba8L1sQkT8AKwHMFkplWv5nDOeowrq49TnSClVopTqBaADgP4Awu0cEjVOvCY5x3s49ecdwGuSo+M1iah6TLyvlAGgo8XjDkaZw1BKZRi3pwFshP5wyxKRdgBg3J42dq+sPlWVd6igvCE0RB0qew+rU0plGRehUgBLoc8Tqom7ovJzAFqIiEe58iuOZTzf3Ni/3kSkCfQXglVKqQ1GsdOeo4rq4+znyEwplQ3ga+gudrWNw5p1JevjNYnXJKtw9s87XpMc/xyZ8ZpEVDkm3lfaA6C7MUOiJ/SED1/aOabLRMRXRPzN9wEMBpAMHeMEY7cJ0OOFYJSPF+06ADlGl6ltAAaLSEujK9Ng6DExpwDkish1IiIAxlscy9Yaog6VvYfVmS/Uhruhz5M5hjHGjJ5dAHSHntSlwr894xf2rwHcW0HclvW5F8C/jf3rG7sA+BRAilJqnsVTTnmOKquPk5+jNiLSwrjfFHp8YEod4rBmXcn6eE3iNckqnPzzjtckxz9HvCYR1URtB4W7+gY9G+Zh6LEpr9o7nnKxdYWeyTERwAFzfNBjXP4F4AiAHQACjHIBsMioy34AURbHegRAmrE9bFEeBf1hfxTAh7DNxCirobtRFUGPx5nYEHWo7D1sVJ8VRrxJ0BeSdhb7v2rElgqLGXor+9szzvsPRj3XAvAyyr2Nx2nG812tVJ8bobvTJQHYZ2xDnfUcVVEfZz5H1wL4yYg9GcCMusZhrbpys81W2XlwhA28Jjnc510V9XHmzztekxz/HPGaxI1bDTbzBwsRERERERER2QC7mhMRERERERHZEBNvIiIiIiIiIhti4k1ERERERERkQ0y8iYiIiIiIiGyIiTcRERERERGRDTHxJiIiIiIiIrIhJt5EdSQiJSKyT0SSRWStiPhYPHeXiCgRCTcee4vIIRHpabHPNBH5uJr3mCwi+SLS3KLsZuPYj1qU9TLKporIIiOugyKSZ9zfJyL3ishMEcmwKBtq3X8VIiKyB16TiIgcGxNvorrLU0r1UkpdA6AQwJMWz8UC+M64hVIqH8BkAItFCzb2f6ma94gFsAfAqHLlyQDuK7dfovFezyilegEYCuCoEWMvpdQ6Y9/5FmWba1lnIiJyTLwmERE5MCbeRNbxHwChACAifgBuBDARwBjzDkqprQBOARgPYD6AmUqp85UdUES6AfADMB3GlyULxwF4i0igiAiAGABbrFYbIiJyZrwmERE5GCbeRPUkIh4AhgDYbxSNBLBVKXUYwDkR6Wux+2QAfwLQRim1oppDjwGwBvoL1FUiElju+XUARgO4HsBeAAU1DDlORJJEZJmItKzha4iIyAnwmkRE5JiYeBPVXVMR2QcgAcAJAJ8a5bHQX05g3F5uGVBK/Qrg3wCW1OD4sQDWKKVKAayH/kJj6XOjLBbA6hrGvARANwC9oFs65tbwdURE5Nh4TSIicmAe9g6AyInlGePWLhORAAC3AugpIgqAOwAlItOUUsrYrdTYKmVMeNMdwHbdaw+eAI4B+NC8j1IqU0SKAAwC8Cx0K0OVlFJZFu+xFMCm6l5DREROgdckIiIHxhZvIuu6F8AKpVRnpVSIUqoj9JeTP9TyOLHQ4+1CjK09gPYi0rncfjMAvKiUKqnJQUWkncXDu6EnxCEiItfEaxIRkYNgizeRdcUCmF2ubL1RvrMWxxkDPQOspY1G+W5zgVLqv7WM7z0R6QVAAUgH8EQtX09ERM6D1yQiIgchZT2NiIiIiIiIiMja2NWciIiIiIiIyIbY1ZzIjowJa8ov4VKglBpgj3iIiKjx4jWJiMh22NWciIiIiIiIyIbY1ZyIiIiIiIjIhph4ExEREREREdkQE28iIiIiIiIiG2LiTURERERERGRD/w92d1Bqk5NkzwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for xs in gbm_selected: \n",
" auto_ph.hist_mean_pd_ice_plot(xs, y_name, valid, gbm_pd_ice_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.6 Compare Local Model Weights (for Adverse Action Notices)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Extract best GBM Shapley values at three percentiles of `p_DEFAULT_NEXT_MONTH`"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"next_vars = int(''.join([c for c in best_gbm.model_id if c.isdigit()])) - 1\n",
"for percentile in [10, 50, 90]:\n",
" \n",
" idx = valid_idx_map[valid_idx_map == int(glm_percentile_dict[percentile])].index[0]\n",
" s_df = pd.DataFrame(best_gbm_shap[idx, :].T, columns=['GBM SHAP Value'], index=glm_selected + next_list[:next_vars])\n",
" local_coef_dict[percentile]['GBM SHAP Value'] = 0\n",
" local_coef_dict[percentile].update(s_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot local contributions for all models at three percentiles of `p_DEFAULT_NEXT_MONTH`"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax0, ax1, ax2) = plt.subplots(ncols=3, sharey=True)\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(left=0, right=2, wspace=0.1)\n",
"\n",
"_ = local_coef_dict[10].plot(kind='bar', colormap='cool', ax=ax0, edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" title='10th PCTL of p_DEFAULT_NEXT_MONTH')\n",
"\n",
"_ = local_coef_dict[50].plot(kind='bar', colormap='cool', ax=ax1, edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" title='50th PCTL of p_DEFAULT_NEXT_MONTH')\n",
"\n",
"_ = local_coef_dict[90].plot(kind='bar', colormap='cool', ax=ax2, edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" title='90th PCTL of p_DEFAULT_NEXT_MONTH')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.7 Discrimination (Fair Lending) Testing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Standardized mean difference for `SEX = male` and `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Male mean yhat: 0.24\n",
"Female mean yhat: 0.22\n",
"P_Default_Next_Month std. dev.: 0.19\n",
"Standardized mean difference: -0.07\n"
]
}
],
"source": [
"print('Standardized mean difference: %.2f' % auto_ph.smd(gbm_yhat_valid, 'SEX', 'p_DEFAULT_NEXT_MONTH', 'male', 'female'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Determine a probability cutoff"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.3944636621134693"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_gbm_cut = best_gbm.mcc(valid=True)[0][0]\n",
"best_gbm_cut"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate confusion matrices"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"gbm_male_cm = auto_ph.get_confusion_matrix(gbm_yhat_valid, y_name, 'p_DEFAULT_NEXT_MONTH', by='SEX',\n",
" level='male', cutoff=best_gbm_cut)\n",
"\n",
"gbm_female_cm = auto_ph.get_confusion_matrix(gbm_yhat_valid, y_name, 'p_DEFAULT_NEXT_MONTH', by='SEX',\n",
" level='female', cutoff=best_gbm_cut)\n",
"\n",
"gbm_cm_dict = {'male': gbm_male_cm, 'female': gbm_female_cm}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Confusion matrix by `SEX = male`"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" actual: 1 | \n",
" actual: 0 | \n",
"
\n",
" \n",
" \n",
" \n",
" predicted: 1 | \n",
" 405 | \n",
" 229 | \n",
"
\n",
" \n",
" predicted: 0 | \n",
" 438 | \n",
" 2520 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" actual: 1 actual: 0\n",
"predicted: 1 405 229\n",
"predicted: 0 438 2520"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gbm_male_cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Confusion matrix by `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" actual: 1 | \n",
" actual: 0 | \n",
"
\n",
" \n",
" \n",
" \n",
" predicted: 1 | \n",
" 515 | \n",
" 319 | \n",
"
\n",
" \n",
" predicted: 0 | \n",
" 628 | \n",
" 4000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" actual: 1 actual: 0\n",
"predicted: 1 515 319\n",
"predicted: 0 628 4000"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gbm_female_cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Adverse impact ratio for `SEX = male` and `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Male proportion accepted: 0.823\n",
"Female proportion accepted: 0.847\n",
"Adverse impact ratio: 1.03\n"
]
}
],
"source": [
"print('Adverse impact ratio: %.2f' % auto_ph.air(gbm_cm_dict, 'male', 'female'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Marginal effect for `SEX = male` and `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Male accepted: 82.35%\n",
"Female accepted: 84.73%\n",
"Marginal effect: -2.38%\n"
]
}
],
"source": [
"print('Marginal effect: %.2f%%' % auto_ph.marginal_effect(gbm_cm_dict, 'male', 'female'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.8 Estimated Business Impact "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate overall confusion matrix"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" actual: 1 | \n",
" actual: 0 | \n",
"
\n",
" \n",
" \n",
" \n",
" predicted: 1 | \n",
" 920 | \n",
" 548 | \n",
"
\n",
" \n",
" predicted: 0 | \n",
" 1066 | \n",
" 6520 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" actual: 1 actual: 0\n",
"predicted: 1 920 548\n",
"predicted: 0 1066 6520"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gbm_cm = auto_ph.get_confusion_matrix(gbm_yhat_valid, y_name, 'p_DEFAULT_NEXT_MONTH', cutoff=best_gbm_cut)\n",
"gbm_cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Estimate business impact"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Estimated business impact $12840000.00\n"
]
}
],
"source": [
"gbm_business_impact = gbm_cm.iloc[0, 0]*TRUE_POSITIVE_AMOUNT +\\\n",
" gbm_cm.iloc[0, 1]*FALSE_POSITIVE_AMOUNT +\\\n",
" gbm_cm.iloc[1, 0]*FALSE_NEGATIVE_AMOUNT +\\\n",
" gbm_cm.iloc[1, 1]*TRUE_NEGATIVE_AMOUNT\n",
"\n",
"print('Estimated business impact $%.2f' % gbm_business_impact)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 6. Bonus: Automatically Training a Parsimonious Hybrid of Previous Models"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.1 Select Monotonicity Constraints Automatically"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Use a heuristic rule to automatically select hybrid monotonicity constraints "
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'BILL_AMT1': 0, 'BILL_AMT2': 0, 'BILL_AMT3': 0, 'LIMIT_BAL': 0, 'PAY_0': 0, 'PAY_2': 1.0, 'PAY_3': 1.0, 'PAY_4': 1.0, 'PAY_5': 1.0, 'PAY_6': 0, 'PAY_AMT1': -1.0, 'PAY_AMT2': 0, 'PAY_AMT3': 0, 'PAY_AMT4': -1.0, 'PAY_AMT5': -1.0, 'PAY_AMT6': 0}\n"
]
}
],
"source": [
"# init data structures\n",
"# for automatically selected monotonicity constraints\n",
"hybrid_mono_dict = {}\n",
"ice_curve_names = [name for name in gbm_pd_ice_dict['PAY_0'].columns\n",
" if name.startswith('Percentile_')]\n",
"\n",
"# loop through features in best GBM\n",
"for xs in gbm_pd_ice_dict.keys():\n",
" \n",
" # count the number of monotonic ICE curves for each feature\n",
" count = 0 \n",
" for name in ice_curve_names:\n",
" \n",
" if gbm_pd_ice_dict[xs][name].is_monotonic:\n",
" count += 1\n",
"\n",
" elif gbm_pd_ice_dict[xs][name].is_monotonic_decreasing:\n",
" count += 1\n",
"\n",
" else:\n",
" pass\n",
"\n",
" # use global MONO_THRESHOLD hyperparameter\n",
" # to decide whether a feature should be constrained, \n",
" # if number of monotonic ICE curves is >= MONO_THRESHOLD\n",
" # provide a monotone constraint\n",
" # lower = more monotone constraints\n",
" if count >= MONO_THRESHOLD: \n",
" hybrid_mono_dict[xs] = np.sign(valid[[xs] + [y_name]].corr()[y_name].values[:-1])[0]\n",
" else: \n",
" hybrid_mono_dict[xs] = 0\n",
" \n",
"# print selected monotone constraints \n",
"print(hybrid_mono_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.2 Forward Step-wise Training"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Starting grid search 1/11 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6']\n",
"Monotone constraints = {'PAY_0': 0, 'PAY_2': 1.0, 'PAY_3': 1.0, 'PAY_4': 1.0, 'PAY_5': 1.0, 'PAY_6': 0}\n",
"Completed grid search 1/11 with AUC: 0.76 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 2/11 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL']\n",
"Monotone constraints = {'PAY_0': 0, 'PAY_2': 1.0, 'PAY_3': 1.0, 'PAY_4': 1.0, 'PAY_5': 1.0, 'PAY_6': 0, 'LIMIT_BAL': 0}\n",
"Completed grid search 2/11 with AUC: 0.77 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 3/11 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1']\n",
"Monotone constraints = {'PAY_0': 0, 'PAY_2': 1.0, 'PAY_3': 1.0, 'PAY_4': 1.0, 'PAY_5': 1.0, 'PAY_6': 0, 'LIMIT_BAL': 0, 'PAY_AMT1': -1.0}\n",
"Completed grid search 3/11 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 4/11 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2']\n",
"Monotone constraints = {'PAY_0': 0, 'PAY_2': 1.0, 'PAY_3': 1.0, 'PAY_4': 1.0, 'PAY_5': 1.0, 'PAY_6': 0, 'LIMIT_BAL': 0, 'PAY_AMT1': -1.0, 'PAY_AMT2': 0}\n",
"Completed grid search 4/11 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 5/11 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4']\n",
"Monotone constraints = {'PAY_0': 0, 'PAY_2': 1.0, 'PAY_3': 1.0, 'PAY_4': 1.0, 'PAY_5': 1.0, 'PAY_6': 0, 'LIMIT_BAL': 0, 'PAY_AMT1': -1.0, 'PAY_AMT2': 0, 'PAY_AMT4': -1.0}\n",
"Completed grid search 5/11 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 6/11 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3']\n",
"Monotone constraints = {'PAY_0': 0, 'PAY_2': 1.0, 'PAY_3': 1.0, 'PAY_4': 1.0, 'PAY_5': 1.0, 'PAY_6': 0, 'LIMIT_BAL': 0, 'PAY_AMT1': -1.0, 'PAY_AMT2': 0, 'PAY_AMT4': -1.0, 'PAY_AMT3': 0}\n",
"Completed grid search 6/11 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 7/11 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5']\n",
"Monotone constraints = {'PAY_0': 0, 'PAY_2': 1.0, 'PAY_3': 1.0, 'PAY_4': 1.0, 'PAY_5': 1.0, 'PAY_6': 0, 'LIMIT_BAL': 0, 'PAY_AMT1': -1.0, 'PAY_AMT2': 0, 'PAY_AMT4': -1.0, 'PAY_AMT3': 0, 'PAY_AMT5': -1.0}\n",
"Completed grid search 7/11 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 8/11 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6']\n",
"Monotone constraints = {'PAY_0': 0, 'PAY_2': 1.0, 'PAY_3': 1.0, 'PAY_4': 1.0, 'PAY_5': 1.0, 'PAY_6': 0, 'LIMIT_BAL': 0, 'PAY_AMT1': -1.0, 'PAY_AMT2': 0, 'PAY_AMT4': -1.0, 'PAY_AMT3': 0, 'PAY_AMT5': -1.0, 'PAY_AMT6': 0}\n",
"Completed grid search 8/11 with AUC: 0.78 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 9/11 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1']\n",
"Monotone constraints = {'PAY_0': 0, 'PAY_2': 1.0, 'PAY_3': 1.0, 'PAY_4': 1.0, 'PAY_5': 1.0, 'PAY_6': 0, 'LIMIT_BAL': 0, 'PAY_AMT1': -1.0, 'PAY_AMT2': 0, 'PAY_AMT4': -1.0, 'PAY_AMT3': 0, 'PAY_AMT5': -1.0, 'PAY_AMT6': 0, 'BILL_AMT1': 0}\n",
"Completed grid search 9/11 with AUC: 0.79 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 10/11 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1', 'BILL_AMT2']\n",
"Monotone constraints = {'PAY_0': 0, 'PAY_2': 1.0, 'PAY_3': 1.0, 'PAY_4': 1.0, 'PAY_5': 1.0, 'PAY_6': 0, 'LIMIT_BAL': 0, 'PAY_AMT1': -1.0, 'PAY_AMT2': 0, 'PAY_AMT4': -1.0, 'PAY_AMT3': 0, 'PAY_AMT5': -1.0, 'PAY_AMT6': 0, 'BILL_AMT1': 0, 'BILL_AMT2': 0}\n",
"Completed grid search 10/11 with AUC: 0.79 ...\n",
"--------------------------------------------------------------------------------\n",
"Starting grid search 11/11 ...\n",
"Input features = ['PAY_0', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'LIMIT_BAL', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT4', 'PAY_AMT3', 'PAY_AMT5', 'PAY_AMT6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3']\n",
"Monotone constraints = {'PAY_0': 0, 'PAY_2': 1.0, 'PAY_3': 1.0, 'PAY_4': 1.0, 'PAY_5': 1.0, 'PAY_6': 0, 'LIMIT_BAL': 0, 'PAY_AMT1': -1.0, 'PAY_AMT2': 0, 'PAY_AMT4': -1.0, 'PAY_AMT3': 0, 'PAY_AMT5': -1.0, 'PAY_AMT6': 0, 'BILL_AMT1': 0, 'BILL_AMT2': 0, 'BILL_AMT3': 0}\n",
"Completed grid search 11/11 with AUC: 0.79 ...\n",
"--------------------------------------------------------------------------------\n",
"Done.\n",
"Task completed in 6731.70 s.\n"
]
}
],
"source": [
"# create a DataFrame to store new hybrid GBM SHAP values\n",
"# for comparison to correlation, penalized glm, mgbm, and gbm coefficients\n",
"abs_corr_glm_mgbm_gbm_hybrid_shap = abs_corr_glm_mgbm_gbm_shap.copy(deep=True)\n",
"abs_corr_glm_mgbm_gbm_hybrid_shap['Hybrid Mean SHAP Value'] = 0\n",
"\n",
"# create a new next_list based on selected monotonicity constraints \n",
"next_list = [name for name in next_list if name in hybrid_mono_dict.keys()]\n",
"\n",
"# define large random grid search parameters\n",
"# large memory foot print !!!\n",
"hyper_parameters = {'ntrees':list(range(1, 501, 50)),\n",
" 'max_depth':list(range(1, 21, 2)),\n",
" 'sample_rate':[s/float(10) for s in range(1, 11)],\n",
" 'col_sample_rate':[s/float(10) for s in range(1, 11)],\n",
" 'col_sample_rate_per_tree':list(np.arange(0.2, 1, 0.01)),\n",
" 'col_sample_rate_change_per_level':list(np.arange(0.9, 1.1, 0.01)),\n",
" 'min_rows':list(np.arange(1, 2**(np.log2(valid.shape[0])-1), 100)),\n",
" 'nbins':list(range(16, 1024, 16)),\n",
" 'nbins_cats':list(range(16, 4096, 16)),\n",
" 'min_split_improvement':[0, 1e-8, 1e-6, 1e-4],\n",
" 'histogram_type':['UniformAdaptive' ,'QuantilesGlobal', 'RoundRobin', 'Random']}\n",
"\n",
"# define large search strategy\n",
"# large memory foot print !!!\n",
"search_criteria = {'strategy':'RandomDiscrete',\n",
" 'max_models':250,\n",
" 'max_runtime_secs':3600,\n",
" 'seed':SEED}\n",
"\n",
"# start local timer\n",
"tic = time.time()\n",
"\n",
"# stepwise hybrid GBM training\n",
"hybrid_train_results = auto_ph.gbm_forward_select_train(glm_selected, \n",
" y_name, \n",
" train, \n",
" valid,\n",
" SEED,\n",
" next_list,\n",
" abs_corr_glm_mgbm_gbm_hybrid_shap,\n",
" 'Hybrid Mean SHAP Value', \n",
" monotone=True, \n",
" monotone_constraints_=hybrid_mono_dict, hyper_params_=hyper_parameters,\n",
" search_criteria_=search_criteria)\n",
"\n",
"hybrid_models = hybrid_train_results['MODELS']\n",
"corr_glm_mgbm_gbm_hybrid_shap_coefs = hybrid_train_results['GLOBAL_COEFS']\n",
"hybrid_shap = hybrid_train_results['LOCAL_COEFS']\n",
" \n",
"# end local timer\n",
"toc = time.time()-tic\n",
"print('Task completed in %.2f s.' % (toc))\n",
"\n",
"# failed with h2o 3.26.0.3 and 12GB of RAM\n",
"# completes and fails with h2o 3.26.0.3 and 16GB of RAM"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.3 Compare Global Model Weights for Alternative Models"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"auto_ph.plot_coefs(corr_glm_mgbm_gbm_hybrid_shap_coefs,\n",
" hybrid_models, \n",
" 'Hybrid GBM',\n",
" ['Absolute Pearson Correlation Coefficient',\n",
" 'GBM Mean SHAP Value',\n",
" 'Monotonic GBM Mean SHAP Value',\n",
" 'Hybrid Mean SHAP Value',\n",
" 'Absolute Penalized GLM Contribution'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.4 Perform Cross-validated Ranking to Select Best Hybrid GBM Against Alternative Models"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Evaluated model 1/11 with rank: 2.88* ...\n",
"Evaluated model 2/11 with rank: 2.46* ...\n",
"Evaluated model 3/11 with rank: 1.96* ...\n",
"Evaluated model 4/11 with rank: 2.24 ...\n",
"Evaluated model 5/11 with rank: 2.04 ...\n",
"Evaluated model 6/11 with rank: 2.08 ...\n",
"Evaluated model 7/11 with rank: 1.92* ...\n",
"Evaluated model 8/11 with rank: 1.96 ...\n",
"Evaluated model 9/11 with rank: 1.40* ...\n",
"Evaluated model 10/11 with rank: 1.64 ...\n",
"Evaluated model 11/11 with rank: 1.58 ...\n",
"Done.\n",
"Task completed in 1059.20 s.\n"
]
}
],
"source": [
"# autoph cv_model_rank_select function\n",
"# requires models to have model_id \n",
"best_gbm.model_id = 'best_gbm'\n",
"compare_model_ids = ['best_glm', 'best_mgbm', 'best_gbm']\n",
"\n",
"# start local timer\n",
"tic = time.time()\n",
"\n",
"# perform CV rank model selection \n",
"hybrid_rank_results = auto_ph.cv_model_rank_select(valid,\n",
" SEED,\n",
" hybrid_train_results,\n",
" 'hybrid',\n",
" compare_model_ids)\n",
"\n",
"best_hybrid = hybrid_rank_results['BEST_MODEL']\n",
"best_hybrid_shap = hybrid_rank_results['BEST_LOCAL_COEFS']\n",
"hybrid_selected_coefs = hybrid_rank_results['BEST_GLOBAL_COEFS']\n",
"best_hybrid_eval = hybrid_rank_results['METRICS']\n",
"\n",
"# end local timer\n",
"toc = time.time()-tic\n",
"print('Task completed in %.2f s.' % (toc))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.5 Model Details for Model Documentation "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Inspect best hybrid GBM "
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model Details\n",
"=============\n",
"H2OGradientBoostingEstimator : Gradient Boosting Machine\n",
"Model Key: hybrid9\n",
"\n",
"\n",
"Model Summary: "
]
},
{
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"\n",
"\n",
"ModelMetricsBinomial: gbm\n",
"** Reported on train data. **\n",
"\n",
"MSE: 0.13259026736779506\n",
"RMSE: 0.36412946511892585\n",
"LogLoss: 0.4213987551922327\n",
"Mean Per-Class Error: 0.27876019446687894\n",
"AUC: 0.7969101065767178\n",
"pr_auc: 0.5677983080278433\n",
"Gini: 0.5938202131534356\n",
"\n",
"Confusion Matrix (Act/Pred) for max f1 @ threshold = 0.26746610600951026: "
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" 0 | \n",
" 13877.0 | \n",
" 2419.0 | \n",
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" idx | \n",
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" 0.130191 | \n",
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" 0.583887 | \n",
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" 0.494949 | \n",
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" 0.308632 | \n",
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" 186.0 | \n",
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" 0.715484 | \n",
" 256.0 | \n",
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" 9 | \n",
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"Gains/Lift Table: Avg response rate: 22.20 %, avg score: 22.34 %\n"
]
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"text/plain": [
" group cumulative_data_fraction lower_threshold lift \\\n",
"0 1 0.010026 0.792966 3.796664 \n",
"1 2 0.020004 0.774652 3.599302 \n",
"2 3 0.030030 0.745723 3.303312 \n",
"3 4 0.040008 0.713674 3.232906 \n",
"4 5 0.050033 0.680622 3.281862 \n",
"5 6 0.100019 0.565576 2.882546 \n",
"6 7 0.150005 0.402813 2.275921 \n",
"7 8 0.200038 0.315073 1.779456 \n",
"8 9 0.300010 0.228788 1.243367 \n",
"9 10 0.400029 0.183553 0.918104 \n",
"10 11 0.500000 0.155588 0.770113 \n",
"11 12 0.600019 0.132470 0.642888 \n",
"12 13 0.699990 0.108926 0.544242 \n",
"13 14 0.800010 0.085476 0.337570 \n",
"14 15 0.899981 0.062265 0.191453 \n",
"15 16 1.000000 0.020044 0.161260 \n",
"\n",
" cumulative_lift response_rate score cumulative_response_rate \\\n",
"0 3.796664 0.842857 0.808394 0.842857 \n",
"1 3.698218 0.799043 0.783916 0.821002 \n",
"2 3.566374 0.733333 0.760521 0.791733 \n",
"3 3.483206 0.717703 0.730223 0.773270 \n",
"4 3.442860 0.728571 0.696384 0.764313 \n",
"5 3.162837 0.639924 0.622901 0.702148 \n",
"6 2.867292 0.505253 0.484024 0.636537 \n",
"7 2.595203 0.395038 0.354358 0.576134 \n",
"8 2.144735 0.276027 0.266346 0.476130 \n",
"9 1.838040 0.203819 0.205672 0.408044 \n",
"10 1.624516 0.170965 0.168647 0.360642 \n",
"11 1.460885 0.142721 0.143748 0.324316 \n",
"12 1.329972 0.120821 0.120753 0.295253 \n",
"13 1.205900 0.074940 0.097501 0.267709 \n",
"14 1.093213 0.042502 0.073949 0.242693 \n",
"15 1.000000 0.035800 0.048289 0.221999 \n",
"\n",
" cumulative_score capture_rate cumulative_capture_rate gain \\\n",
"0 0.808394 0.038065 0.038065 279.666359 \n",
"1 0.796184 0.035914 0.073978 259.930236 \n",
"2 0.784277 0.033118 0.107097 230.331183 \n",
"3 0.770796 0.032258 0.139355 223.290631 \n",
"4 0.755885 0.032903 0.172258 228.186175 \n",
"5 0.689425 0.144086 0.316344 188.254614 \n",
"6 0.620980 0.113763 0.430108 127.592076 \n",
"7 0.554292 0.089032 0.519140 77.945580 \n",
"8 0.458341 0.124301 0.643441 24.336692 \n",
"9 0.395166 0.091828 0.735269 -8.189576 \n",
"10 0.349875 0.076989 0.812258 -22.988693 \n",
"11 0.315515 0.064301 0.876559 -35.711202 \n",
"12 0.287700 0.054409 0.930968 -45.575808 \n",
"13 0.263920 0.033763 0.964731 -66.243006 \n",
"14 0.242818 0.019140 0.983871 -80.854731 \n",
"15 0.223361 0.016129 1.000000 -83.874047 \n",
"\n",
" cumulative_gain \n",
"0 279.666359 \n",
"1 269.821849 \n",
"2 256.637366 \n",
"3 248.320579 \n",
"4 244.286013 \n",
"5 216.283686 \n",
"6 186.729225 \n",
"7 159.520333 \n",
"8 114.473461 \n",
"9 83.804042 \n",
"10 62.451613 \n",
"11 46.088540 \n",
"12 32.997206 \n",
"13 20.589959 \n",
"14 9.321316 \n",
"15 0.000000 "
]
},
"metadata": {},
"output_type": "display_data"
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{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"ModelMetricsBinomial: gbm\n",
"** Reported on validation data. **\n",
"\n",
"MSE: 0.13215220532913477\n",
"RMSE: 0.3635274478345958\n",
"LogLoss: 0.42281097825164826\n",
"Mean Per-Class Error: 0.2752114974601497\n",
"AUC: 0.7873395816556301\n",
"pr_auc: 0.554291424966461\n",
"Gini: 0.5746791633112602\n",
"\n",
"Confusion Matrix (Act/Pred) for max f1 @ threshold = 0.2853538071514341: "
]
},
{
"data": {
"text/html": [
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" | \n",
" | \n",
" 0 | \n",
" 1 | \n",
" Error | \n",
" Rate | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0 | \n",
" 6066.0 | \n",
" 1002.0 | \n",
" 0.1418 | \n",
" (1002.0/7068.0) | \n",
"
\n",
" \n",
" 1 | \n",
" 1 | \n",
" 819.0 | \n",
" 1167.0 | \n",
" 0.4124 | \n",
" (819.0/1986.0) | \n",
"
\n",
" \n",
" 2 | \n",
" Total | \n",
" 6885.0 | \n",
" 2169.0 | \n",
" 0.2011 | \n",
" (1821.0/9054.0) | \n",
"
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" \n",
"
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"
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"text/plain": [
" 0 1 Error Rate\n",
"0 0 6066.0 1002.0 0.1418 (1002.0/7068.0)\n",
"1 1 819.0 1167.0 0.4124 (819.0/1986.0)\n",
"2 Total 6885.0 2169.0 0.2011 (1821.0/9054.0)"
]
},
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"output_type": "display_data"
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{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Maximum Metrics: Maximum metrics at their respective thresholds\n"
]
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{
"data": {
"text/html": [
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" \n",
" | \n",
" metric | \n",
" threshold | \n",
" value | \n",
" idx | \n",
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" \n",
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" \n",
" 0 | \n",
" max f1 | \n",
" 0.285354 | \n",
" 0.561733 | \n",
" 198.0 | \n",
"
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" \n",
" 1 | \n",
" max f2 | \n",
" 0.129627 | \n",
" 0.639345 | \n",
" 310.0 | \n",
"
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" \n",
" 2 | \n",
" max f0point5 | \n",
" 0.428508 | \n",
" 0.590686 | \n",
" 139.0 | \n",
"
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" \n",
" 3 | \n",
" max accuracy | \n",
" 0.515985 | \n",
" 0.825050 | \n",
" 112.0 | \n",
"
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" \n",
" 4 | \n",
" max precision | \n",
" 0.793503 | \n",
" 0.817308 | \n",
" 12.0 | \n",
"
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" \n",
" 5 | \n",
" max recall | \n",
" 0.024063 | \n",
" 1.000000 | \n",
" 399.0 | \n",
"
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" \n",
" 6 | \n",
" max specificity | \n",
" 0.832645 | \n",
" 0.999859 | \n",
" 0.0 | \n",
"
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" \n",
" 7 | \n",
" max absolute_mcc | \n",
" 0.302980 | \n",
" 0.435416 | \n",
" 189.0 | \n",
"
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" \n",
" 8 | \n",
" max min_per_class_accuracy | \n",
" 0.196862 | \n",
" 0.713998 | \n",
" 254.0 | \n",
"
\n",
" \n",
" 9 | \n",
" max mean_per_class_accuracy | \n",
" 0.257099 | \n",
" 0.724789 | \n",
" 213.0 | \n",
"
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" \n",
"
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"
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"text/plain": [
" metric threshold value idx\n",
"0 max f1 0.285354 0.561733 198.0\n",
"1 max f2 0.129627 0.639345 310.0\n",
"2 max f0point5 0.428508 0.590686 139.0\n",
"3 max accuracy 0.515985 0.825050 112.0\n",
"4 max precision 0.793503 0.817308 12.0\n",
"5 max recall 0.024063 1.000000 399.0\n",
"6 max specificity 0.832645 0.999859 0.0\n",
"7 max absolute_mcc 0.302980 0.435416 189.0\n",
"8 max min_per_class_accuracy 0.196862 0.713998 254.0\n",
"9 max mean_per_class_accuracy 0.257099 0.724789 213.0"
]
},
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"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Gains/Lift Table: Avg response rate: 21.94 %, avg score: 22.85 %\n"
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" lift | \n",
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" cumulative_response_rate | \n",
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" 0.787907 | \n",
" 0.791209 | \n",
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" 0.770835 | \n",
" 0.757353 | \n",
" 0.789951 | \n",
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" 3.292548 | \n",
" 3.391509 | \n",
" 0.722222 | \n",
" 0.714290 | \n",
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" 0.766293 | \n",
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" 0.504769 | \n",
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" | \n",
" 8 | \n",
" 0.200022 | \n",
" 0.322064 | \n",
" 1.690722 | \n",
" 2.618039 | \n",
" 0.370861 | \n",
" 0.368896 | \n",
" 0.574268 | \n",
" 0.569015 | \n",
" 0.084592 | \n",
" 0.523666 | \n",
" 69.072247 | \n",
" 161.803914 | \n",
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" 9 | \n",
" 0.299978 | \n",
" 0.239298 | \n",
" 1.203956 | \n",
" 2.146852 | \n",
" 0.264088 | \n",
" 0.277501 | \n",
" 0.470913 | \n",
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" 0.071823 | \n",
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" 0.048626 | \n",
" 0.219351 | \n",
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"
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],
"text/plain": [
" group cumulative_data_fraction lower_threshold lift \\\n",
"0 1 0.010051 0.794717 3.707247 \n",
"1 2 0.020102 0.780143 3.506856 \n",
"2 3 0.030042 0.760043 3.140584 \n",
"3 4 0.040093 0.732320 3.306464 \n",
"4 5 0.050033 0.697216 3.292548 \n",
"5 6 0.100066 0.576136 2.958764 \n",
"6 7 0.149989 0.417274 2.430748 \n",
"7 8 0.200022 0.322064 1.690722 \n",
"8 9 0.299978 0.239298 1.203956 \n",
"9 10 0.400044 0.185910 0.860457 \n",
"10 11 0.500000 0.156781 0.664946 \n",
"11 12 0.599956 0.133061 0.609534 \n",
"12 13 0.700022 0.109632 0.543447 \n",
"13 14 0.799978 0.085735 0.357661 \n",
"14 15 0.899934 0.062809 0.327436 \n",
"15 16 1.000000 0.022042 0.196245 \n",
"\n",
" cumulative_lift response_rate score cumulative_response_rate \\\n",
"0 3.707247 0.813187 0.810901 0.813187 \n",
"1 3.607052 0.769231 0.787907 0.791209 \n",
"2 3.452706 0.688889 0.770835 0.757353 \n",
"3 3.416045 0.725275 0.747011 0.749311 \n",
"4 3.391509 0.722222 0.714290 0.743929 \n",
"5 3.175137 0.649007 0.635961 0.696468 \n",
"6 2.927372 0.533186 0.504769 0.642121 \n",
"7 2.618039 0.370861 0.368896 0.574268 \n",
"8 2.146852 0.264088 0.277501 0.470913 \n",
"9 1.825075 0.188742 0.212299 0.400331 \n",
"10 1.593152 0.145856 0.170393 0.349459 \n",
"11 1.429276 0.133702 0.144524 0.313513 \n",
"12 1.302649 0.119205 0.121091 0.285737 \n",
"13 1.184575 0.078453 0.098320 0.259837 \n",
"14 1.089372 0.071823 0.074188 0.238954 \n",
"15 1.000000 0.043046 0.048626 0.219351 \n",
"\n",
" cumulative_score capture_rate cumulative_capture_rate gain \\\n",
"0 0.810901 0.037261 0.037261 270.724744 \n",
"1 0.799404 0.035247 0.072508 250.685568 \n",
"2 0.789951 0.031219 0.103726 214.058409 \n",
"3 0.779187 0.033233 0.136959 230.646393 \n",
"4 0.766293 0.032729 0.169688 229.254783 \n",
"5 0.701127 0.148036 0.317724 195.876433 \n",
"6 0.635771 0.121349 0.439074 143.074753 \n",
"7 0.569015 0.084592 0.523666 69.072247 \n",
"8 0.471880 0.120342 0.644008 20.395587 \n",
"9 0.406949 0.086103 0.730111 -13.954303 \n",
"10 0.359659 0.066465 0.796576 -33.505366 \n",
"11 0.323816 0.060926 0.857503 -39.046586 \n",
"12 0.294837 0.054381 0.911883 -45.655349 \n",
"13 0.270283 0.035750 0.947633 -64.233947 \n",
"14 0.248502 0.032729 0.980363 -67.256430 \n",
"15 0.228502 0.019637 1.000000 -80.375543 \n",
"\n",
" cumulative_gain \n",
"0 270.724744 \n",
"1 260.705156 \n",
"2 245.270570 \n",
"3 241.604454 \n",
"4 239.150877 \n",
"5 217.513655 \n",
"6 192.737231 \n",
"7 161.803914 \n",
"8 114.685160 \n",
"9 82.507536 \n",
"10 59.315206 \n",
"11 42.927610 \n",
"12 30.264915 \n",
"13 18.457450 \n",
"14 8.937192 \n",
"15 0.000000 "
]
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{
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"output_type": "stream",
"text": [
"\n",
"\n",
"Scoring History: "
]
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" validation_rmse | \n",
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" 7 min 28.945 sec | \n",
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" 2023-02-22 19:11:45 | \n",
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" 2023-02-22 19:11:45 | \n",
" 7 min 29.188 sec | \n",
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" 0.380309 | \n",
" 0.458645 | \n",
" 0.772977 | \n",
" 0.541487 | \n",
" 3.720397 | \n",
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" 2023-02-22 19:11:45 | \n",
" 7 min 29.238 sec | \n",
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" 0.379383 | \n",
" 0.456539 | \n",
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" 0.540536 | \n",
" 3.689413 | \n",
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" 3.806633 | \n",
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" 7 min 29.580 sec | \n",
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" 0.439258 | \n",
" 0.783213 | \n",
" 0.549972 | \n",
" 3.796664 | \n",
" 0.223002 | \n",
" 0.368293 | \n",
" 0.434741 | \n",
" 0.782880 | \n",
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" 3.657149 | \n",
" 0.210846 | \n",
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],
"text/plain": [
" timestamp duration number_of_trees training_rmse \\\n",
"0 2023-02-22 19:11:45 7 min 28.677 sec 0.0 0.415591 \n",
"1 2023-02-22 19:11:45 7 min 28.720 sec 1.0 0.409506 \n",
"2 2023-02-22 19:11:45 7 min 28.761 sec 2.0 0.404916 \n",
"3 2023-02-22 19:11:45 7 min 28.788 sec 3.0 0.404052 \n",
"4 2023-02-22 19:11:45 7 min 28.826 sec 4.0 0.404029 \n",
"5 2023-02-22 19:11:45 7 min 28.885 sec 5.0 0.397683 \n",
"6 2023-02-22 19:11:45 7 min 28.945 sec 6.0 0.394077 \n",
"7 2023-02-22 19:11:45 7 min 28.990 sec 7.0 0.391791 \n",
"8 2023-02-22 19:11:45 7 min 29.040 sec 8.0 0.387573 \n",
"9 2023-02-22 19:11:45 7 min 29.095 sec 9.0 0.385935 \n",
"10 2023-02-22 19:11:45 7 min 29.139 sec 10.0 0.382839 \n",
"11 2023-02-22 19:11:45 7 min 29.188 sec 11.0 0.380309 \n",
"12 2023-02-22 19:11:45 7 min 29.238 sec 12.0 0.379383 \n",
"13 2023-02-22 19:11:45 7 min 29.289 sec 13.0 0.377253 \n",
"14 2023-02-22 19:11:45 7 min 29.333 sec 14.0 0.375562 \n",
"15 2023-02-22 19:11:45 7 min 29.380 sec 15.0 0.374235 \n",
"16 2023-02-22 19:11:45 7 min 29.421 sec 16.0 0.373553 \n",
"17 2023-02-22 19:11:45 7 min 29.483 sec 17.0 0.372623 \n",
"18 2023-02-22 19:11:45 7 min 29.538 sec 18.0 0.371555 \n",
"19 2023-02-22 19:11:46 7 min 29.580 sec 19.0 0.371202 \n",
"\n",
" training_logloss training_auc training_pr_auc training_lift \\\n",
"0 0.529427 0.500000 0.000000 1.000000 \n",
"1 0.515866 0.684760 0.455246 3.523028 \n",
"2 0.506025 0.749735 0.485649 3.596762 \n",
"3 0.505076 0.719029 0.468992 3.596762 \n",
"4 0.505586 0.709603 0.464296 3.596762 \n",
"5 0.493206 0.726924 0.480326 3.596762 \n",
"6 0.486052 0.740493 0.498806 3.576221 \n",
"7 0.481404 0.749614 0.499939 3.629231 \n",
"8 0.473196 0.761414 0.531365 3.680029 \n",
"9 0.469643 0.766140 0.533438 3.716731 \n",
"10 0.463622 0.770406 0.538970 3.746938 \n",
"11 0.458645 0.772977 0.541487 3.720397 \n",
"12 0.456539 0.773290 0.540536 3.689413 \n",
"13 0.452186 0.776596 0.544348 3.723491 \n",
"14 0.448758 0.778260 0.546167 3.683600 \n",
"15 0.445859 0.780456 0.547347 3.753763 \n",
"16 0.444802 0.780335 0.548536 3.821367 \n",
"17 0.442652 0.781238 0.549017 3.818114 \n",
"18 0.440210 0.783156 0.550889 3.806633 \n",
"19 0.439258 0.783213 0.549972 3.796664 \n",
"\n",
" training_classification_error validation_rmse validation_logloss \\\n",
"0 0.778001 0.413815 0.526105 \n",
"1 0.190824 0.407433 0.511967 \n",
"2 0.215745 0.402656 0.501819 \n",
"3 0.202712 0.401993 0.501383 \n",
"4 0.203332 0.402090 0.502174 \n",
"5 0.208870 0.395418 0.489276 \n",
"6 0.203523 0.391674 0.481895 \n",
"7 0.197078 0.389288 0.477090 \n",
"8 0.223241 0.384944 0.468748 \n",
"9 0.225771 0.383364 0.465355 \n",
"10 0.213836 0.380089 0.459078 \n",
"11 0.210064 0.377433 0.453921 \n",
"12 0.213788 0.376448 0.451705 \n",
"13 0.212928 0.374314 0.447417 \n",
"14 0.212976 0.372539 0.443872 \n",
"15 0.227537 0.371243 0.441076 \n",
"16 0.214695 0.370576 0.440071 \n",
"17 0.218705 0.369696 0.438056 \n",
"18 0.225676 0.368638 0.435678 \n",
"19 0.223002 0.368293 0.434741 \n",
"\n",
" validation_auc validation_pr_auc validation_lift \\\n",
"0 0.500000 0.000000 1.000000 \n",
"1 0.694065 0.453426 3.413883 \n",
"2 0.755097 0.488075 3.467891 \n",
"3 0.722367 0.470015 3.467891 \n",
"4 0.712216 0.465536 3.467891 \n",
"5 0.729632 0.482844 3.467891 \n",
"6 0.744167 0.500373 3.445285 \n",
"7 0.753886 0.501482 3.486227 \n",
"8 0.764197 0.528476 3.503164 \n",
"9 0.768010 0.528175 3.443434 \n",
"10 0.772089 0.534263 3.386621 \n",
"11 0.774573 0.537641 3.468738 \n",
"12 0.774804 0.536610 3.371696 \n",
"13 0.777528 0.539746 3.437868 \n",
"14 0.779164 0.541738 3.407187 \n",
"15 0.781160 0.546549 3.657149 \n",
"16 0.781114 0.547591 3.657149 \n",
"17 0.781465 0.547864 3.617398 \n",
"18 0.782931 0.549011 3.707247 \n",
"19 0.782880 0.548419 3.657149 \n",
"\n",
" validation_classification_error \n",
"0 0.780649 \n",
"1 0.189971 \n",
"2 0.216589 \n",
"3 0.204440 \n",
"4 0.202452 \n",
"5 0.206649 \n",
"6 0.196488 \n",
"7 0.191518 \n",
"8 0.199801 \n",
"9 0.228960 \n",
"10 0.219571 \n",
"11 0.220565 \n",
"12 0.222001 \n",
"13 0.215927 \n",
"14 0.213165 \n",
"15 0.212613 \n",
"16 0.212282 \n",
"17 0.215595 \n",
"18 0.210183 \n",
"19 0.210846 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"See the whole table with table.as_data_frame()\n",
"\n",
"Variable Importances: "
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" variable | \n",
" relative_importance | \n",
" scaled_importance | \n",
" percentage | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" PAY_0 | \n",
" 2558.588867 | \n",
" 1.000000 | \n",
" 0.498923 | \n",
"
\n",
" \n",
" 1 | \n",
" PAY_3 | \n",
" 688.551086 | \n",
" 0.269114 | \n",
" 0.134267 | \n",
"
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" \n",
" 2 | \n",
" PAY_2 | \n",
" 350.810608 | \n",
" 0.137111 | \n",
" 0.068408 | \n",
"
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" \n",
" 3 | \n",
" PAY_4 | \n",
" 332.122284 | \n",
" 0.129807 | \n",
" 0.064764 | \n",
"
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" \n",
" 4 | \n",
" BILL_AMT1 | \n",
" 291.351929 | \n",
" 0.113872 | \n",
" 0.056813 | \n",
"
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" \n",
" 5 | \n",
" PAY_AMT1 | \n",
" 168.537277 | \n",
" 0.065871 | \n",
" 0.032865 | \n",
"
\n",
" \n",
" 6 | \n",
" LIMIT_BAL | \n",
" 167.566696 | \n",
" 0.065492 | \n",
" 0.032675 | \n",
"
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" \n",
" 7 | \n",
" PAY_6 | \n",
" 141.123337 | \n",
" 0.055157 | \n",
" 0.027519 | \n",
"
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" \n",
" 8 | \n",
" PAY_AMT3 | \n",
" 139.932648 | \n",
" 0.054691 | \n",
" 0.027287 | \n",
"
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" \n",
" 9 | \n",
" PAY_5 | \n",
" 108.442436 | \n",
" 0.042384 | \n",
" 0.021146 | \n",
"
\n",
" \n",
" 10 | \n",
" PAY_AMT2 | \n",
" 70.692581 | \n",
" 0.027630 | \n",
" 0.013785 | \n",
"
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" \n",
" 11 | \n",
" PAY_AMT4 | \n",
" 42.055202 | \n",
" 0.016437 | \n",
" 0.008201 | \n",
"
\n",
" \n",
" 12 | \n",
" PAY_AMT6 | \n",
" 40.320015 | \n",
" 0.015759 | \n",
" 0.007862 | \n",
"
\n",
" \n",
" 13 | \n",
" PAY_AMT5 | \n",
" 28.128548 | \n",
" 0.010994 | \n",
" 0.005485 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" variable relative_importance scaled_importance percentage\n",
"0 PAY_0 2558.588867 1.000000 0.498923\n",
"1 PAY_3 688.551086 0.269114 0.134267\n",
"2 PAY_2 350.810608 0.137111 0.068408\n",
"3 PAY_4 332.122284 0.129807 0.064764\n",
"4 BILL_AMT1 291.351929 0.113872 0.056813\n",
"5 PAY_AMT1 168.537277 0.065871 0.032865\n",
"6 LIMIT_BAL 167.566696 0.065492 0.032675\n",
"7 PAY_6 141.123337 0.055157 0.027519\n",
"8 PAY_AMT3 139.932648 0.054691 0.027287\n",
"9 PAY_5 108.442436 0.042384 0.021146\n",
"10 PAY_AMT2 70.692581 0.027630 0.013785\n",
"11 PAY_AMT4 42.055202 0.016437 0.008201\n",
"12 PAY_AMT6 40.320015 0.015759 0.007862\n",
"13 PAY_AMT5 28.128548 0.010994 0.005485"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": []
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_hybrid"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Assess best hybrid GBM ranking"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" 2.0 | \n",
" 4.0 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" 11 | \n",
" 2 | \n",
" accuracy | \n",
" 0.830907 | \n",
" 0.833707 | \n",
" 0.835946 | \n",
" 0.833147 | \n",
" 1.0 | \n",
" 4.0 | \n",
" 2.0 | \n",
" 3.0 | \n",
"
\n",
" \n",
" 12 | \n",
" 2 | \n",
" auc | \n",
" 0.707507 | \n",
" 0.760838 | \n",
" 0.769493 | \n",
" 0.767894 | \n",
" 1.0 | \n",
" 4.0 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" 13 | \n",
" 2 | \n",
" logloss | \n",
" 0.459017 | \n",
" 0.420930 | \n",
" 0.417171 | \n",
" 0.419599 | \n",
" 1.0 | \n",
" 4.0 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" 14 | \n",
" 2 | \n",
" mcc | \n",
" 0.395476 | \n",
" 0.409254 | \n",
" 0.411118 | \n",
" 0.414319 | \n",
" 2.0 | \n",
" 4.0 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" 15 | \n",
" 3 | \n",
" F1 | \n",
" 0.531328 | \n",
" 0.550251 | \n",
" 0.557500 | \n",
" 0.567164 | \n",
" 2.0 | \n",
" 4.0 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" 16 | \n",
" 3 | \n",
" accuracy | \n",
" 0.834578 | \n",
" 0.836713 | \n",
" 0.835112 | \n",
" 0.836179 | \n",
" 3.0 | \n",
" 4.0 | \n",
" 1.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" 17 | \n",
" 3 | \n",
" auc | \n",
" 0.733536 | \n",
" 0.782795 | \n",
" 0.791644 | \n",
" 0.795031 | \n",
" 2.0 | \n",
" 4.0 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" 18 | \n",
" 3 | \n",
" logloss | \n",
" 0.448512 | \n",
" 0.416031 | \n",
" 0.411094 | \n",
" 0.409044 | \n",
" 2.0 | \n",
" 4.0 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" 19 | \n",
" 3 | \n",
" mcc | \n",
" 0.426465 | \n",
" 0.443411 | \n",
" 0.445759 | \n",
" 0.452049 | \n",
" 2.0 | \n",
" 4.0 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" 20 | \n",
" 4 | \n",
" F1 | \n",
" 0.561589 | \n",
" 0.587666 | \n",
" 0.593037 | \n",
" 0.597087 | \n",
" 2.0 | \n",
" 4.0 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" 21 | \n",
" 4 | \n",
" accuracy | \n",
" 0.820845 | \n",
" 0.829296 | \n",
" 0.826479 | \n",
" 0.827606 | \n",
" 3.0 | \n",
" 4.0 | \n",
" 1.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" 22 | \n",
" 4 | \n",
" auc | \n",
" 0.740132 | \n",
" 0.790550 | \n",
" 0.803337 | \n",
" 0.803346 | \n",
" 2.0 | \n",
" 4.0 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" 23 | \n",
" 4 | \n",
" logloss | \n",
" 0.467037 | \n",
" 0.427654 | \n",
" 0.419666 | \n",
" 0.420917 | \n",
" 1.0 | \n",
" 4.0 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" 24 | \n",
" 4 | \n",
" mcc | \n",
" 0.448005 | \n",
" 0.463860 | \n",
" 0.472417 | \n",
" 0.475800 | \n",
" 2.0 | \n",
" 4.0 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Fold Metric best_glm Value best_mgbm Value best_gbm Value \\\n",
"0 0 F1 0.533181 0.551298 0.562353 \n",
"1 0 accuracy 0.816246 0.817367 0.814006 \n",
"2 0 auc 0.738625 0.776026 0.777570 \n",
"3 0 logloss 0.468678 0.440775 0.438078 \n",
"4 0 mcc 0.419924 0.420105 0.426918 \n",
"5 1 F1 0.540865 0.554762 0.555283 \n",
"6 1 accuracy 0.823882 0.826063 0.828244 \n",
"7 1 auc 0.729674 0.776877 0.785956 \n",
"8 1 logloss 0.465999 0.434170 0.428677 \n",
"9 1 mcc 0.432722 0.445354 0.447637 \n",
"10 2 F1 0.500593 0.516364 0.530343 \n",
"11 2 accuracy 0.830907 0.833707 0.835946 \n",
"12 2 auc 0.707507 0.760838 0.769493 \n",
"13 2 logloss 0.459017 0.420930 0.417171 \n",
"14 2 mcc 0.395476 0.409254 0.411118 \n",
"15 3 F1 0.531328 0.550251 0.557500 \n",
"16 3 accuracy 0.834578 0.836713 0.835112 \n",
"17 3 auc 0.733536 0.782795 0.791644 \n",
"18 3 logloss 0.448512 0.416031 0.411094 \n",
"19 3 mcc 0.426465 0.443411 0.445759 \n",
"20 4 F1 0.561589 0.587666 0.593037 \n",
"21 4 accuracy 0.820845 0.829296 0.826479 \n",
"22 4 auc 0.740132 0.790550 0.803337 \n",
"23 4 logloss 0.467037 0.427654 0.419666 \n",
"24 4 mcc 0.448005 0.463860 0.472417 \n",
"\n",
" hybrid9 Value best_gbm Rank best_glm Rank best_mgbm Rank hybrid9 Rank \n",
"0 0.565875 2.0 4.0 3.0 1.0 \n",
"1 0.812885 3.0 2.0 1.0 4.0 \n",
"2 0.780667 2.0 4.0 3.0 1.0 \n",
"3 0.437294 2.0 4.0 3.0 1.0 \n",
"4 0.427220 2.0 4.0 3.0 1.0 \n",
"5 0.563446 2.0 4.0 3.0 1.0 \n",
"6 0.828790 2.0 4.0 3.0 1.0 \n",
"7 0.787909 2.0 4.0 3.0 1.0 \n",
"8 0.427742 2.0 4.0 3.0 1.0 \n",
"9 0.453102 2.0 4.0 3.0 1.0 \n",
"10 0.531017 2.0 4.0 3.0 1.0 \n",
"11 0.833147 1.0 4.0 2.0 3.0 \n",
"12 0.767894 1.0 4.0 3.0 2.0 \n",
"13 0.419599 1.0 4.0 3.0 2.0 \n",
"14 0.414319 2.0 4.0 3.0 1.0 \n",
"15 0.567164 2.0 4.0 3.0 1.0 \n",
"16 0.836179 3.0 4.0 1.0 2.0 \n",
"17 0.795031 2.0 4.0 3.0 1.0 \n",
"18 0.409044 2.0 4.0 3.0 1.0 \n",
"19 0.452049 2.0 4.0 3.0 1.0 \n",
"20 0.597087 2.0 4.0 3.0 1.0 \n",
"21 0.827606 3.0 4.0 1.0 2.0 \n",
"22 0.803346 2.0 4.0 3.0 1.0 \n",
"23 0.420917 1.0 4.0 3.0 2.0 \n",
"24 0.475800 2.0 4.0 3.0 1.0 "
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_hybrid_eval"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Print mean rank for each model"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best GLM mean rank: 3.92\n",
"Best MGBM mean rank: 2.72\n",
"Best GBM mean rank: 1.96\n",
"Best Hybrid mean rank: 1.4\n"
]
}
],
"source": [
"print('Best GLM mean rank:', best_hybrid_eval['best_glm Rank'].mean())\n",
"print('Best MGBM mean rank:', best_hybrid_eval['best_mgbm Rank'].mean())\n",
"print('Best GBM mean rank:', best_hybrid_eval['best_gbm Rank'].mean())\n",
"print('Best Hybrid mean rank:', best_hybrid_eval['hybrid9 Rank'].mean())\n",
"# MONO_THRESHOLD = 6, hybrid rank = 1.4\n",
"# MONO_THRESHOLD = 4, hybrid rank = 1.58"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.6 Partial Dependence and ICE for Model Documentation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate partial dependence for each feature in best hybrid GBM"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"# init dict to hold partial dependence and ICE values\n",
"# for each feature\n",
"# for hybrid gbm\n",
"hybrid_pd_ice_dict = {}\n",
"\n",
"# establish hybrid gbm selected features\n",
"hybrid_selected = list(hybrid_selected_coefs[hybrid_selected_coefs['Hybrid Mean SHAP Value'] != 0].index)\n",
"\n",
"# calculate partial dependence for each selected feature\n",
"for xs in hybrid_selected:\n",
" hybrid_pd_ice_dict[xs] = auto_ph.pd_ice(xs, valid, best_hybrid)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Find some percentiles of yhat in the validation data"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: 27993,\n",
" 99: 12011,\n",
" 10: 1287,\n",
" 20: 22782,\n",
" 30: 20906,\n",
" 40: 15292,\n",
" 50: 13621,\n",
" 60: 29078,\n",
" 70: 25804,\n",
" 80: 28945,\n",
" 90: 18250}"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# merge hybrid predictions onto validation data\n",
"hybrid_yhat_valid = pd.concat([valid.reset_index(drop=True),\n",
" best_hybrid.predict(h2o.H2OFrame(valid))['p1'].as_data_frame()],\n",
" axis=1)\n",
"\n",
"# rename yhat column\n",
"hybrid_yhat_valid = hybrid_yhat_valid.rename(columns={'p1':'p_DEFAULT_NEXT_MONTH'})\n",
"\n",
"# find percentiles of predictions\n",
"hybrid_percentile_dict = auto_ph.get_percentile_dict('p_DEFAULT_NEXT_MONTH', hybrid_yhat_valid, 'ID')\n",
"\n",
"# display percentiles dictionary\n",
"# key=percentile, val=row_id\n",
"hybrid_percentile_dict"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate ICE curve values"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [],
"source": [
"# loop through selected variables\n",
"for xs in hybrid_selected: \n",
"\n",
" # collect bins used in partial dependence\n",
" bins = list(hybrid_pd_ice_dict[xs][xs])\n",
"\n",
" # calculate ICE at percentiles \n",
" # using partial dependence bins\n",
" # for each selected feature \n",
" for i in sorted(hybrid_percentile_dict.keys()):\n",
" col_name = 'Percentile_' + str(i)\n",
" hybrid_pd_ice_dict[xs][col_name] = auto_ph.pd_ice(xs, \n",
" valid[valid['ID'] == int(hybrid_percentile_dict[i])][hybrid_selected], \n",
" best_hybrid, \n",
" bins=bins)['partial_dependence']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Assess partial dependence and ICE for each feature in best hybrid GBM"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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Jb8eVaNf2eVVT1ad9lm/q83czXAnn/kKum5ddvtv1Hj77nhe2A739th2urk19QbbjmtHlNj3Bb5vVVfWuPLaTnXhf4v2dXasuvxp0JXZPgWtmsx3XPKlMefdzvwXifa71w3G1LUqyaVn2w6nTOgw1xgSeJd4lQERuFpF6XiKa/eQ3C1f9NQvXljvbNGC41z61OifbL2Xg2h1dKyLdxXV4NpaCbwZq4HpmPiYibYC8LnjFlYBLurIvigv93vvL7ZjPxB3Apf7JrfdZv4Fr71cfXPs4n6rdNXCJ+SFxHciMKYlgxGksImNwNSAePcNN9sDdLHXFVZXrhGt3/wEnq5vPAPqK62wmSFwncY9xes+loeKGuMp+lUiNFnVNFOYA9xR2HRHph+tzIHvItLuBwSLSvSRi8twCXO5Vm/T3F2CYiNwlItXEDcvyLK5dYV5j9P4d16yhpL67uZkHfAfMEtcpURUR+RWuo52J3sMmvBK82bi2nyF4vzcvCf4HrtO6KO/72FRE/Nut56U6J89NQSLyR07viOcd3A3iTZxem8CYshQKhOG+rxle6feVBayzB6ibT9XxGrgS1gO4BKVY7WHFdTjWXERewiWTj3uz3sNdx6/ylgkX1wmcb3vrm8UNAxWBe9g3w6uJVZh18zIDuEZEenj3D+M49R7vVVzNo2gv/noicl0hD/dN4K8i0so753QUkbrAXNxD41tEJMR7XSAn24b7+xb3QPxC4H/etSUa1wfMojzW2QPEiMgZ3696Dxb/BIwS12lfTe+a2kNEXj/T7RfgelwNg3acvNa3xT2wKXbTMhG5QkTO974vNXE1IJNwzfOMMeWMJd4loxeu6ucxXLXagV47qRRclbZvxLUTugh305xdhXozrjOM+yAnwbkPl1DtAo7hOpbJLbHI9hDuCf5RXCL6fgkfWwLuRmVRHu9PkccxF5u6tn1L8pj9f7jSuu/F9fL+Be6iDm4Yjqq4UoTvgfyG4yiMc7z/32O4dmqxQE9V/dxvuZVy6tifEwvY7hBgtqquUdXd2S/c96iviNRW1VW4JPNZ3AX1a+/ln0B+hnvYkP0qyZ66x+I61fG33u94nxHXudkkXMcwRyCnp+KHgTclj170i8qraZJrWzZV/RLX/nsQ7sbtZ1xV1V+p6wsht3UO4qr81cltfknwHhj1xX0n/4P7Pr2Nqx3g3znQVFyp3Pt+tUsexNWcWYKrGvsphezFVlWX4W7Al+DOMc29v32X2YQrGTqqqv8r/NEZU7K8pin34x5EJuF+z3MKWCcR94D7Z/HpS8PHO7jaQjuBtbjfYlFc7F0LjuAeRNcELlDVH739b8eVqD+Ke2CwHddUx/d+613c7343btjG+4uwbq68+4d7cOeNXbjPy7e68gu4z+5zETnqHXe3Qh7z87j/g8+9434LqOr9/1yJq5Xzi3c8z+AeluQWYzKuM7s16vqxAfcgcms+1aKzO8k8ICLLChlvnlR1BvA7XAdxv+CuD08AH/ssdrGcPo73BQDiRk95tRi7HoJrl77N71r/Mu6hdHEflNfGfd8P45oDtAB6FaX5hTGm7Ih7AGjKI69E/BCuGnl+7ZGMMabEiMhUYK2q5lU7wBhTDCKyEHhP3bjNxhhjziJW4l3OiMi14sbTrYZr1/Yjp3cQZYwxpUJEWuJ6K/5noGMxxhhjjKksLPEuf67DVX/6BTfO6EC1agmmhIlI61yq0mW/itqJWqWP62whIn/HdYQ3rpCdLpXUfv8hIntFZHUe80VEXhSRjSKySk4dx9kYYyotEXk0j2uijThhTAVjVc2NMcYElIhcgmvv/o6qdshlfh9c/xd9cO1SX1DVwrZPNcYYY4wJOCvxNsYYE1CquoiT4yDn5jpcUq6q+j1QW0QalU10xhhjjDFnrkSGGypvgoKCtGrVqoEOwxhjKjRRpXVqKkeqVGFXaPE7o09JSVFcb8bZXlfVogzf0xjXw3O2Hd60XcUOqgxFRUVpTExMoMMwxhgDLF26dL+q1gt0HObsUykT76pVq5KcnFzwgsYYY/I2fTrcdBN88QXExxd7MyKSqqpdSzCyCiUmJoYlS/IaFdEYY0xZEpGtgY7BnJ2sqrkxxpjcTZ0KjRvDr38d6Eh2Ak193jfxphljjDHGVAiWeBtjjDndgQMwf74r8Q4K+KViDnCr17v5RcBhVa0Q1cyNMcYYY6CSVjU3xhhzhmbMgIwMGDSo1HclItOAnkCUiOwAxgAhAKr6KjAP16P5RiAFuL3UgzLGGGOMKUGWeBtTRtLT09mxYwdpaWmBDsWYgrVu7dp2h4fDunWFWiU8PJwmTZoQEhJSpF2p6k0FzFfgniJt1BhjjDGmHLHE25gysmPHDmrUqEFMTAwiEuhwjMnbiROQnAznnONehaCqHDhwgB07dtC8efNSDtAYY4wxpmIJeMM9Y84WaWlp1K1b15JuU/4d9IbUjows9CoiQt26da1GhzHGGGNMLizxNqYMWdJtKoSDB6FaNVfNvAjs+22MMcYYkztLvI0xxpyUmgopKUUq7TbGGGOMMfmzNt7GGGNOKkY1c2NMMaUBBwMdhDEVTE2geqCDMKYYVLXSvSIiItSY8mbt2rWBDkEBHTx4cM779PR0jYqK0quvvrpU9ztkyBCNiYnRjh07aqtWrfSWW27R7du358yPjo7WDh06aFxcnMbFxel99913ynrZ01944YWcdZYvX66Azp8/P2fa5s2btX379qfse8yYMfrss8/mbO/DDz88ZRvZ265Tp07Ovq688spcj+Onn35SQF955ZWcacOGDdN3331XVVUHDx58Srw9evRQVdVnnnlGhw4dmrPO22+/rX379tXHH388Z9mgoKCcv19++eVc9//YY48poJs3b86Z9uyzzyqgy5cvV1XVgwcP6uDBg7VFixZ67rnn6pAhQ/Tw4cMFxj9s2DCNi4vTtueeq+FhYTmxzJo1SwcPHqyzZ8/OWSc9PV1r1aqVa4y5fc+BZC0H14ZAvbp06ZLrZ2XOYmmqOl5VI7UcfEPtZa8K9npGzwiwpBwchb3OwpeVeJtclYe2mqoa6BAqnWrVqrF69WpSU1OpWrUqCxYsoHHjxmWy72effZYbb7wRVWXixIlceumlrF69mtDQUAC++uoroqKi8lzP37Rp0+jRowfTpk2jV69exYqpU6dOrFixAoCbb76ZG2+8keuvvz7fdRo0aMCECRMYOnQoVaqcfgqdMGHCadsYPnw4nTt3ZvHixbRq1YoxY8aQkJBAdHQ0o0ePJiMjg6ioqJxY8hMbG8v06dN5+OGHAZg5cyZt27bNmX/77bfTtWtX3nvvPQBGjhzJsGHDmDZtWr7xv/rqq3DsGBsXLODGUaNOiWXmzJkFxmWMKYQsYAowCtgKXAn0AwJ/yTWm4rgw0AEYUzyWeBsTCA8+CIVIsoqkUyeYOLHAxfr06cMnn3zCjTfeyLRp07jpppv473//C0BycjL33Xcfq1evJj09nbFjx3LdddexZcsWbrnlFpKTkwF4+eWX6d69OwsXLmTs2LFERUWxevVqunTpwnvvvZfvgxsRYfjw4cyePZv58+dz3XXXFflQVZUPP/yQBQsW8Otf/5q0tDTCi9gRWHE1bNiQLl268O6773L77bcXap2QkBAmTZrE3XffTadOnRg2bBjR0dHF2n+/fv2YPXs2Dz/8MBs2bCAqKorg4GAA1q9fz+rVq5k1a1bO8mPHjuXcc89ly5YtBcd/8CCIQC4PFIwxZ+hz4C/ASuB84E3g8oBGZIwxpgxZ52rGnGUGDhzI9OnTSUtLY9WqVXTr1i1n3pNPPsmll17K//73P7766itGjBhBcnIy9evXZ8GCBSxbtoz333+f+++/P2ed5cuXM3HiRNauXcvPP//MN998U6g4OnfuTGJiYs773/zmN3Tq1IlOnToxYcKEnOkjRozImf7jjz8C8O2339K8eXNatGhBz549+eSTT870YymShx9+mGeffZasrKzT5g0fPjwn3ltvvTVn+iWXXMK5557LokWLeOihh4q979q1a9OwYUMSExOZNm0aAwcOzJm3Zs0azj//fIKCTp7aq1SpQlxcHGvXrs0/flWXeNeoket+fY+ra9euxY7fmLPOMuAK4CrgCDAVWIIl3cYYc5axYg1jAqEQJdOlpWPHjmzZsoVp06bRp0+fU+Z9/vnnzJkzh+eeew5wY49v27aNc845h3vvvZcVK1YQHBzMhg0bcta58MILadKkCeCqbm/ZsoUePXoUGId/U4KiVDX3TTgHDhzIO++8Q//+/fMsaS/pphOtWrWiU6dOvP/++6fNy62qOcCRI0dYvnw5x48fZ9++fZxzzjnF3v/vfvc7pk+fzr///W8SEhKYPHnymcd/5AhkZEDt2rmu43tc2VXjjTH52Aw8BkwD6gITgT8CYYEMyhhjTKBY4m3MWahv37489NBDLFy4kAMHDuRMV1VmzpzJeeedd8ryY8eOpUGDBqxcuZKsrKxTqnWHhZ28iwwODiYjI6NQMSxfvpzLLrusyLFnZmYyc+ZMPv74Y5588klUlQMHDnD06FHq1q1LUlLSKcsfPHiQ5s2bF3k/BXnssccYNGgQF110UaGWHzVqFLfffju1atXiz3/+c06b6+Lo27cvbdu2pXv37lSvfrJr13bt2rF8+XJUNedhQ2ZmJqtWraJdu3an/N+cFv/BgxAc7MbvNsYU337gCeAV3F3Wo7gq5rUCGZQxxphAs6rmxpyFfv/73zNmzBhiY2NPmX7VVVfx0ksv5ZRGL1++HIDDhw/TqFEjgoKCePfdd8nMzCz2vlWVF198kV27dhWrU7T//Oc/dOzYke3bt7Nlyxa2bt1K//79mT17NtWrV6dRo0Z8+eWXgEu6P/3000KVwBdV+/btadGiBfPnzy9w2RUrVrBgwQJGjBjBXXfdxfr16/nqq6+Kve/q1avzzDPP8Mgjj5wyvU2bNrRr146//e1vOdMef/xxLrroImJiYvKOPysLkpKgTh0IssuCMcWSAjwFtABeAoYAPwFPYkm3McYYS7yNORs1adLklHba2UaNGkV6ejodO3akffv2jBo1CoC7776bf/3rX8TFxZGYmEi1YpSKjhgxgri4OFq3bs0PP/zAV199ldOjOZzaxtu3bbS/adOmccMNN5wyrX///jklyO+88w5//etf6dSpE5deeiljxoyhRYsWOcsOGzaMJk2a0KRJEy6++OIiH4evkSNHsn379lOm+baF7tSpE5mZmdx111288MILhIaGEhwczOTJk7n//vtJT08v9r4HDRpEp06dTpv+9ttvs3r1alq0aEGLFi3YsmULr7/+ev7xp6S45NvG7kZEeonIehHZKCIP5zK/mYh8JSLLRWSViPTJbTvmLJIBvAG0xFUt7wn86E0rm0EjjDHGVABSGYdsqlatmmb3vmyKx4YTK3nr1q07ZdgnY8qNjRshORk6dnS9mp+B3L7nIpKiquW+DruIBAMbcF1h7QB+AG5S1bU+y7wOLFfVySLSDpinqjH5bbdr1666ZMmS0gvcBIYCc4BHgHXAxcDfgZKvYGOMKUEislRVrZdQU+asxNsYY85mGRlw+LAr7S4HD9wC7EJgo6r+rKongOmA/3h3CtT0/q4F/FKG8Zny4mvgEuB6IBOYBXyDJd3GGGPyZJ2rGWOMnxUrVnDbbbedMi0iIoJvv/22TPY/bty4U8biBtd7+8MPn1bz+cwlJbmhxKyaObiKwb5tB3YA3fyWGQt8LiL3AdXIY1AoEbkTuBOgWbNmJR6oCZCVuOrknwANgcnAHUBIIIMyxhhTEVjibUwZ8u1t2pRfnTp1YsWKFQHb/+jRoxk9enTZ7OzgQQgPh4iIM95UZWsekoebgLdVdbyIXAy8KyIdVPWUQd1V9XXgdXBVzQMQpylJm4DRuKHBagFPA/cBZ/6zMcYYc5awqubGlJHw8HAOHDhwtiQnpiI4cQKOHi2RaubZw7r5DjVXAe0Emvq8b+JN83UH8AGAqn4HhAM2qHlltQu4G2gDzAYeBn4G/g9Luo0xxhSJlXgbU0aaNGnCjh072LdvX6BDMcY5csRVNQ8Nde28z1B4eDhNmjQpgcAC5geglYg0xyXcA4FBfstsAy4D3ha6I7rjAAAgAElEQVSRtrjE237UlU0SrqO0F4B0XKOBkUCjQAZljDGmIrPE25gyEhISQvPmzQMdhjEndenixu3+4YdAR1IuqGqGiNwLfAYEA/9Q1TUiMg5YoqpzgD8Db4jIcFxHa7epVWOpPFJwY3A/DRzGPXZ5HDc2tzHGGHMGLPE2xpizUWIiLFsGEyYEOpJyRVXnAfP8po32+Xst8KuyjsuUsnTgLWAcrnr51cCTQFwggzLGGFOZWOJtjDFno2nTXLvu3/0u0JEYEzhZwPvAKFwHaj1wLfhtWDBjjDElzDpXM8aYs40qTJkCl14KjazRqjkLKa5eQ2dcdfJquCHCFmFJtzHGmFJhJd7GGHO2+eEH2LQJHn000JEYU7rScSOzb/Z7rQFWAecCU3Dd6FlRhDHGmFJkibcxxpxtpk51PZn36xfoSIw5M1m4Ntn+ifUW79/t3jLZgoFmQHPgFdzgcKFlF64xxpizlyXexhhzNsnMhOnT4ZproHbtQEdjTNGsA97ElVhvBrYCx/2WOQeXWP8aiPH+zn41we58jDHGBIRdfowx5mzy1VewZw8M8h+e2phyKguYD7wIfA6EAR2AjsB1nJpYR+NGVjfGGGPKGUu8jTHmbDJlCtSsCX36BDoSY/J3FHgbN672T7iS7CeAO4F6gQvLGGOMKQ5LvI0x5myRmgozZ0L//lC1aqCjMSZ3m4CXgX8AR4BuwFTgRiAkgHEZY4wxZ8ASb2OMOVvMmwdHj1o1c1P+KPAl8AIwF9cJ2m+B+3GJtzHGGFPBWeJtjDFni6lToUEDN363MeVBCm44rxeB1bgq5I8Bd+GqlhtjjDGVhCXexhhzNjh0CD75BP74RwgODnQ05my3HTec1+vAQSAOV7X8JqxzNGOMMZWSJd7GGHM2mDULjh+3auYmcNKBb4FJwCxc9fLrgQdwQ39J4EIzxhhjSpsl3sYYczaYOhVatIALLgh0JOZskQr8D1gE/BeXdCcDtYHhwD24cbaNMcaYs4Al3sYYU9nt2gVffgkjR4JYsaIpJUdwyXV2ov0/4ASuJDsWuB24BOgDVAtQjMYYY0yAWOJtjDGV3fvvg6pVMzclax/wNS7RXgSsALJwdxZdcFXILwF+BdQJUIzGGGNMOWGJtzHGVHZTpkDnztCmTaAjMUWViut8rDzwrTq+CFjnTQ8HLgJG4hLti7ASbWOMMcaPJd7GGFOZbdgAS5bAc88FOhJTHJ/jOiArT2riSrFvxSXaXYCwgEZkjDHGlHuWeBtjTGU2bZpr1z1wYKAjMcURhxtyqzwIBs4HOnp/G2OMMabQSj3xFpFgYAmwU1WvEZHmwHSgLrAUuEVVT4hIGPAO7tn5AeB3qrrF28YjwB1AJnC/qn5W2nEbY0yFp+p6M+/ZExo3DnQ0FYKI9AJewKWWb6rq037zJwC/8d5GAPVVtXapBRQDDC21rRtjjDGmjASVwT4e4GRLMIBngAmq2hJIwiXUeP8medMneMshIu2AgUB7oBfwipfMG2OMyc+yZa6qeQXoVE1EeonIehHZKCIP5zK/mYh8JSLLRWSViPQphRiCcaNM9wbaATd516AcqjpcVTupaifgJdyI1MYYY4wx+SrVxFtEmgBXA2967wW4FJjhLfIvTrZeu857jzf/Mm/564DpqnpcVTcDG4ELSzNuY4ypFKZMgZAQ6N8/0JHkqzAJL67rrg9U9Xzcw9hXSiGUC4GNqvqzqp7A1c66Lp/lbwKmlUIcxhhjjKlkSrvEeyLwF9wAI+Cqlx9S1Qzv/Q4gu/5jY2A7gDf/sLd8zvRc1skhIneKyBIRWZKRkeE/2xhjzi6ZmTB9OvTpA3XK/VhOhUl4FdetF0At4JdSiKNQ1xsAEYkGmgNf5jE/55q0b9++Eg/UGGOMMRVLqSXeInINsFdVl5bWPnyp6uuq2lVVu1apYn3GGWPOcgkJsGtXhahmTuES3rHAzSKyA5gH3Fc2oeVpIDBDVTNzm+l7TapXr14Zh2aMMcaY8qY0S7x/BfQVkS240otLcR3W1BaR7My4CbDT+3sn0BTAm18L18lazvRc1jHGGJObqVOhenW49tpARwJQJbv013vdWYxt3AS8rapNgD7AuyJS0tewolxvBmLVzI0xxhhTSKWWeKvqI6raRFVjcDcoX6rqYOAr4EZvsSHAx97fc7z3ePO/VFX1pg8UkTCvR/RWwP9KK25jjKnwjh+HGTOgXz+oWjXQ0QBkZJf+ei//AbIKk/DeAXwAoKrfAeFAlP+ORCRJRA7m8koSkYMFxPkD0EpEmotIKO7aNSeXfbQB6gDfFbA9Y4wxxhggMON4/x8wXUSeAJYDb3nT38KVYGwEDuJueFDVNSLyAbAWyADuyatqnzHGGGDePDh8uKJUMwefhBeXcA8E/IPfBlwGvC0ibXGJd26Np7OTcfG227WwQahqhojcC3yGG07sH941aBywRFWzk/CBuE4/tbDbNsYYU7ksXbq0fpUqVd4EOlA2I0WZ8i8LWJ2RkfGHLl267PWfKZXxvqFatWqanJwc6DAqNNehfGBVxu+mMWViwADXxvuXX6Ac9HkhIimqWq2AZfrgOuTMTnif9E14vV7O3wCq4zpa+4uqfl7ANpepaueSOYri69q1qy5ZsiTQYRhjjAFEZKmqFvqhbF5Wrlw5p2HDhm3r1at3JCgoyG5aDVlZWbJv375au3fvXhsXF9fXf37g78iMMcaUnCNH4N//hqFDy0XSXViqOg/XaZrvtNE+f6/F9R1ijDHGlAcd6tWrl2RJt8kWFBSk9erVO7x79+4Ouc2vOHdlxhhjCjZ7tmvjPXhwoCMJCBHxfcJc2+89PtXFjTHGmDMRZEm38ed9J3JtemCJtzHGVCZTp0Lz5tCtW6AjCZQBPn9/4/c+u8NOY4wxxpgyZYm3McZUFrt3wxdfwCOPQDnopyFAZqjqxwUvZowxxhhTdqwHPmOMqSw++ACysipSb+alYUygAzDGGGPKQnBwcJc2bdq0a9WqVfvevXufe/To0YDkduPGjavvu+/4+PiW+/fvDwaIiIg4vzjbnDFjRs2YmJgOzZo16/Doo482LKlYA8kSb2OMqSymToW4OGjXLtCRGGOMMaaUhYWFZSUmJq796aef1oSEhOj48ePrFXbdjIyMEovjtddea3Ds2LGcvDIhIWFjVFRUsYd/zsjIYPjw4c3mzZu3YcOGDWtmzpwZuXTp0vCSiTZwrKq5McZUBps2weLF8Pe/BzqSQGsjIstymS6AlofhxYwxxlQuv4emqyGiJLfZAVL+AdsLu3yPHj2OrVq1qirAK6+8Ejl58uQG6enp0rlz5+R33nlna5UqVYiIiDh/8ODB+xYtWlTzxRdf3BYeHp714IMPNktJSQkKDQ3VRYsWra9Ro0bWPffc0+Sbb76pceLECRk6dOjeESNG7J87d26NcePGnRMZGZm+fv36qrGxsSkfffTR5qeeeqr+3r17Q+Lj41vXqVMnY/HixRsaN24cu2TJknWNGjU6JbsfNWpUg9mzZ0eeOHFCrr766kMTJkz4JbdjWbhwYbXo6Ojj7dq1OwHQr1+/gzNmzKjdpUuX3WfymQaaJd7GGFMZTJ3q/h04MLBxBN5mTu1QzRhjjKnU0tPT+eyzz2peeeWVR5YtWxY+Y8aMyCVLliSGhYXpzTff3OzVV1+te++99x5ITU0N6tatW/Ibb7yxIy0tTVq2bNlhypQpm+Lj41MOHjwYVL169ayJEydG1apVK3P16tXrUlNT5YILLmhz7bXXHgFYt25d1RUrVvwcExOT3qVLlzYLFiyoPnLkyL2TJ09ukJCQsME/0fY1a9asmhs3bgxftWrVOlXl8ssvbzl//vzqvXv3Pua/7Pbt20MbN258Ivt9kyZNTixevLh66Xx6ZccSb2OMqehUYcoUuOQSaNo00NEE2glV3RToIIwxxpw9ilIyXZKOHz8e1KZNm3YA3bp1O/rAAw/sf/7556NWr14dERcX1xYgLS0tqH79+hkAwcHB3HbbbUkAq1atCq9fv356fHx8CkBkZGQWwBdffFEzMTExYs6cOXUAjh49Grx27drw0NBQjY2NTW7RokU6QPv27VM2bdoUWthYP/3005qLFi2q2a6daw+XkpISlJiYGJ5b4l1ZWeJtjDEV3YoVsH49DB8e6EjKg+8DHYAxhaEKJ76GzK2BjsSYiiWkE4R0CHQU5UN2G2/faaoqAwYMODBp0qSd/suHhoZmVamSf/qnqjJ+/Pht/fv3P+I7fe7cuTXCwsJyxi0PDg4mIyOj0EOoqCoPPvjgrhEjRuwvaNmmTZue2LlzZ05Sv2PHjlNKwCsqS7yNMaaimzoVqlSBG28MdCTlwdcikme37qo6tSyDMcafZsHxz+DoRMj4MdDRGFPx1HjMEu/89OrV60i/fv1aPvroo3saN26csWfPnuDDhw8Ht27d+pTEtWPHjml79+4NSUhIiIiPj09JSkoKql69etYVV1xxePLkyfWuueaao2FhYbpq1aqwmJiY9Pz2Wa1atczDhw8HNWrUKM9levfufWTs2LHn3HnnnQdr1aqVtXnz5pDQ0FBt3LjxadXT4+Pjk7ds2RKemJgYGhMTkz5r1qzIKVOm/FzsD6WcsMTbGGMqsqwsmDYNeveGunUDHU150COP6X2AJoAl3iYgNBPS5sKxFyAjEYJjoNZ4COuJ6/rPGFMoUiPQEZRvXbp0SRs5cuTOyy67rHVWVhYhISH64osvbvNPvMPDw3XKlCmb7r///mZpaWlB4eHhWYsWLdowfPjw/Vu2bAmLjY1tq6oSGRmZPm/evHybcA0ZMmR/r169Wjdo0ODE4sWLN+S2TL9+/Y6sWbMm/IILLmgDEBERkTVlypTNuSXeISEhjB8/fluvXr1aZ2ZmMmjQoP1du3ZNO5PPpTwQVS14qQqmWrVqmpycHOgwKjSRwN8FVMbvpjElbuFC+M1vXPJdTjtWE5EUVa0WoH0PBB4GNgFPqOryso6ha9euumTJkrLerSknNANSZ8OxFyFzE1RpBdUfgPC+IFb8YUyZE5Glqtr1TLezcuXKLXFxcQVWmzZnn5UrV0bFxcXF+E+3U74xxlRkU6dCtWpw7bWBjqTcEJEg4FZgBLAcGKSqa/Nfy5iSpcchdQYcewkyt0GVdlD7dQjvAxJU8PrGGGMqF0u8jTGmojp+HGbMgOuvd8m3QUSGAcOB/wJ9rYdzU9Y0FVKmwbFJkLXLdQRVcxyEXQHloDKZMcaUG7t37w7u2bPnef7TFy5cuL5hw4aZgYipNFnibYwxFdVnn0FSEgzKsy+xs9FkYA/QFfjQp9mMAKqqnQMVmKncspIh5V1IfhWy9kLIhVB7PITGW8JtjDG5adiwYaZ/r+yVmSXexhhTUU2dClFRcMUVgY6kPGkV6ADM2SXrKKT8E469BpoEoT2g+isQerEl3MYYY06yxNsYYyqio0dhzhy4/XYICQl0NOVGdtVyEWkGtPMmr1XVbYGLylRGWUmQ/CYk/wP0MIRd5jpNCz3jLpuMMcZURpZ4G2NMRfTRR5CaatXM/YhIDeA14FfASm9yRxH5DrhTVY8GLDhT4WWlwPHPIXUOHP8KOA5hvaHGAxDSMdDRGWOMKc8s8TbGmIpo6lSIjoaLLw50JOXNC7ihw25R1UzI6eV8LPAScFt+K4tIL28bwcCbqvp0Lsv81tueAitV1Z5+VGKaCmlfQtocSFsApEFQQ4i4BSJugpC2gY7QGGNMRWADWhhjTEWzdy8sWAA33QRBdhr382tVHZWddAOoapaqjsaVgudJRIKBSUBvXDX1m0Sknd8yrYBHgF+panvgwZI+ABN4ehzSPoeke2FPRzg0FE58CxG/g8hZUH8J1BpnSbcxJrCCg4O7tGnTpl2rVq3a9+7d+9yjR48G5KZg3Lhx9X33HR8f33L//v3BABEREecXZ5sDBgyIiYyMjGvVqlV73+l79uwJ7t69e6vo6OgO3bt3b7Vv377gM4u+7FiJtzHGVDQffgiZmTB4cKAjqWgK6urqQmCjqv4MICLTgesA3x5XhwKTVDUJQFX3lkagpuxpOhz/GtI+hrRPQY+A1IHw66BqXwjtDmJ3TcaYXPzpEE0TM4goyW22qULK87XZnt8yYWFhWdm9gvft27f5+PHj640dO3ZPYbafkZFBlSolc1J77bXXGgwdOvRgjRo1sgASEhI2nuk2f//73+9/4IEH9t5+++3NfaePGTOmUc+ePY8+9dRTPz366KMNR48e3XDy5Mk7z3R/ZcGKSowxpqKZMgViY6FDh0BHUh59LyKP+k8UkYeBxQWs2xhOucnZ4U3z1RpoLSLfiMj3XtX004jInSKyRESW7Nu3rwjhm7KkmS7ZPvwX2NMJkgZD2nwI7wV13oMGK6D2cxB2iSXdxpjyrUePHsc2btwYBvDKK69ExsbGtm3Tpk27QYMGRWdkZACu9Hno0KFNzjvvvHb/+c9/qickJEScf/75bc4777x2sbGxbZOSkoIyMjIYNmxYkw4dOrRt3bp1u2effTYKYO7cuTUuvPDC83r16nVu8+bN2/ft27d5VlYWTzzxRP29e/eGxMfHt+7WrVtrgMaNG8fu2rXrtLPmqFGjGmRvd/jw4efkdzy9e/c+Vq9evQz/6Z9++mntYcOGHQAYNmzYgfnz59c54w+vjNhlxBhjKpKff4bvvoO//S3QkZRX9wH/FJENwHJvWmdgDQW07y6kKrghy3oCTYBFIhKrqod8F1LV14HXAbp27aolsF9TQjQVTiyDtE/cK2sfSASEXelKtsN6goQHOkpjTEVSUMl0aUtPT+ezzz6reeWVVx5ZtmxZ+IwZMyKXLFmSGBYWpjfffHOzV199te699957IDU1Nahbt27Jb7zxxo60tDRp2bJlhylTpmyKj49POXjwYFD16tWzJk6cGFWrVq3M1atXr0tNTZULLrigzbXXXnsEYN26dVVXrFjxc0xMTHqXLl3aLFiwoPrIkSP3Tp48uUFCQsKGRo0anZYoZ5s1a1bNjRs3hq9atWqdqnL55Ze3nD9/fvXevXsfK8qxHjhwoEp0dHQ6QNOmTdMPHDhQYfLZChOoMcYYYPp09+/AgYGNo5zyEuAbRKQ1kN0ubLSqri/E6juBpj7vm3jTfO0AFqtqOrDZS/BbAT+cWeSmtGQegPT/wYn/wYkfIP1HIB0Ih/DLIbwvhF/qkm9jjKlIjh8/HtSmTZt2AN26dTv6wAMP7H/++eejVq9eHREXF9cWIC0tLah+/foZAMHBwdx2221JAKtWrQqvX79+enx8fApAZGRkFsAXX3xRMzExMWLOnDl1AI4ePRq8du3a8NDQUI2NjU1u0aJFOkD79u1TNm3aFFrYWD/99NOaixYtqtmuXbt2ACkpKUGJiYnhRU28fQUFBSFSUCuy8sMSb2OMqShUXTXzX/0KYmICHU25JCK+gzpt8v4Ny56uqqvyWf0HoJWINMcl3AMB/x7LPwJuwpWqR+Gqnv9cErGbM6cKmZtcgp2daGdm/++EQkgnqHYnhF7g2mwHVQ9ouMYYc0Z823hnU1UZMGDAgUmTJp3W7jk0NDSroHbdqirjx4/f1r9//yO+0+fOnVsjLCwspwZXcHAwGRkZhc56VZUHH3xw14gRI/YXdp3c1K1bN2Pr1q0h0dHR6Vu3bg2JjIzMs5S9vLE23sYYU1GsWgVr11qnavlbAUwFXvZek3xeL+e3oqpmAPcCnwHrgA9UdY2IjBORvt5inwEHRGQt8BUwQlUPlMqRmALpCTixBI5NhoO3w95Y2HcJHP6z65W8Skuo8RjU/Rgaroeoj6DmYxB+pSXdxpjKqVevXkfmzp1bZ+fOnVXA9QK+YcOG00qmO3bsmLZ3796QhISECICkpKSg9PR0rrjiisOTJ0+ud/z4cQFYtWpV2JEjR/LNGatVq5Z5+PDhfJfp3bv3kXfffTcqe7nNmzeHZMdYFFddddWh1157rS7Aa6+9VrdXr16HClqnvLASb2OMycv338OuXXDllVCtWqCjcWN3V6kCAwYEOpLy7C9AP+AQMA34WFVTCruyqs4D5vlNG+3ztwJ/8l6mjKnCiW/g+H+96uMrgTQ3L7g5hF3ulWZfCMEtoQLVQDTGmBLRpUuXtJEjR+687LLLWmdlZRESEqIvvvjittatW5/wXS48PFynTJmy6f7772+WlpYWFB4enrVo0aINw4cP379ly5aw2NjYtqoqkZGR6fPmzduU1/4AhgwZsr9Xr16tGzRocGLx4sUbclumX79+R9asWRN+wQUXtAGIiIjImjJlyubGjRvnWmJ97bXXNv/+++9rJCUlVWnQoEHHhx9++Jfhw4fvf/zxx3fdcMMNLaKjo6MaN258Yvbs2fnGVp6Iu4eoXKpVq6bJycmBDqNCKw/tJSrjd9NUICkp0LQpHDwI4eEu+b7+erj2WoiKKvt4srJc9fLYWPjkk7Lf/xkQkRRVLdMnF9542zcB1wI/AU8XUM281HTt2lWXLFkSiF1XKumr4Mg4N542VSAk1iXZIRdCaFcIrh/oCI0xFYGILFXVrme6nZUrV26Ji4s7o2rTpnJauXJlVFxcXIz/dCvxNsaY3Lz9tku6X3oJNmyAjz6COXMgKAguuQRuuMEl4s2alU0833wD27dbb+aFpKo/icj7uLG77wDaAQFJvM2ZydwFR5+B1A8hqA7UfAqq/haCrDM0Y4wxFYgl3sYY4y8zE55/Hi66CO65x9VXfeEFWLYMZs92rwcecK/OnV0SfsMN0K5d6dVtnToVIiLguutKZ/uVhIg0w3WKdgOwG3gfaKuqVg2qgslKgeTJkPyKG2+72l1Q/X4IqhnoyIwxxpSE3bt3B/fs2fM8/+kLFy5c37Bhw8xAxFSaLPE2xhh/H38MmzbBM8+cTKRFoEsX93riiZOl4LNnw6hR7tWy5ckkvFs3VzpeEk6cgA8+cEl3desRqgBbcCXbs3HtvOsDd2Q3n1HVFwMWmSkUzYLUmXD0acjaBeHXQo1HoUp0oCMzxhhTkho2bJjp3yt7ZWa9mhtjjL/nnoNzz3VVyfPSujX85S/w3XewcydMnuzWmTABuneHxo3hj3+Ezz5zifOZ+PxzV+19kP/IViYXTwH/xj1YjgLq+b1MOXb8O9jfGw4/AMENoO5HUOc1S7qNMcZUfFbibYwxvr791iXTL78MwcGFW+ecc1yS/cc/wqFDMG+eKwl/7z147TWoWROuvtqVhPfuXfRS66lTITLSdfBm8qWqIwuznIj8RVX/XtrxmMLJ2AxHnoDj8yHoHKj9MoRfD2LFA8YYYyoJu6QZY4yv555zSe5ttxVv/dq1Xcn0hx/Cvn3w73/DjTfCggXw29+6HtGvuQbeesvNL8ixY67q+4ABEHraMJym+AYGOgADWYfgyFjY1xNOJED1/4P6i6BqP0u6jTHGVC52WTPGmGw//eTabd99d8mM21216skke9cuWLgQ7roLVq+GP/wBGjaE+HiYOBG2bMl9G3PmuKHNrJp5SQv8mIlnMU2H5Ldg768g+Q2oOgDqfQs1HgCx3sqNMaZQgoODu7Rp06Zdq1at2vfu3fvco0ePBiS3GzduXH3ffcfHx7fcv39/MEBERMT5Rd3exo0bQ7p169a6RYsW7Vu2bNn+r3/9a86AkXv27Anu3r17q+jo6A7du3dvtW/fvkJWTww8S7yNMSbbhAkQEgL33lvy265SxSXZEybA5s2uh/SRIyEpCYYPh+bN4fzzYdw4WLUKssexnzLFjSfeo0fJx3R200AHcDZShbTPYd9v4MgoCGkPUZ9D7edsHG5jjCmqsLCwrMTExLU//fTTmpCQEB0/fnyh+zLJyMgosThee+21BseOHcvJKxMSEjZGRUUVu1fykJAQxo8fv2PTpk1rfvjhh3VvvfVW/aVLl4YDjBkzplHPnj2Pbt26dXXPnj2Pjh49umFJHENZsDbexhgDrtr3P/8Jt94KDRqU7r5EXJJ9/vnw+OOwcaMraf/oIxg7FsaMcR219e3rOlb7059Krod0k81KvMuQpriEO+U9OPEtBLeAOu9A2GWlNwKfMcaUlXFbaLoxlRKtr9OyKimjY9he2OV79OhxbNWqVVUBXnnllcjJkyc3SE9Pl86dOye/8847W6tUqUJERMT5gwcP3rdo0aKaL7744rbw8PCsBx98sFlKSkpQaGioLlq0aH2NGjWy7rnnnibffPNNjRMnTsjQoUP3jhgxYv/cuXNrjBs37pzIyMj09evXV42NjU356KOPNj/11FP19+7dGxIfH9+6Tp06GYsXL97QuHHj2CVLlqxr1KjRKdn9qFGjGsyePTvyxIkTcvXVVx+aMGHCL7kdS3R0dHp0dHQ6QJ06dbJatGiRum3bttAuXbqkffrpp7UTEhLWAwwbNuxAfHz8ecDOYn/QZcju5IwxBlyv5GlpLsktay1bwkMPwddfwy+/uA7ZzjsPJk2CjAwYPLjsY6qgROSuQi46q1QDMWgmHF8Ehx6EPXFw6G7XiVrNv0K9LyH8cku6jTGmJKSnp/PZZ5/VjI2NTV22bFn4jBkzIpcsWZKYmJi4NigoSF999dW6AKmpqUHdunVLXr9+/dr4+PjkwYMHt5g4ceK29evXr01ISFhfvXr1rIkTJ0bVqlUrc/Xq1etWrly57l//+le9xMTEUIB169ZVnTRp0vaNGzeu2bZtW9iCBQuqjxw5cm/9+vXTExISNixevHhDXjHOmjWr5saNG8NXrVq1bt26dWtXrFgRMX/+/AJ7m12/fn3o2rVrI+Lj448BHDhwoEp2Ut60adP0AwcOVJiC5AoTqDHGlJrUVNeL+TXXQNu2gY2lYUO48073OnIEtm2DDh0CG1PFMhSYXNBCqvrXMojlrKMKGashdRakfgRZe0BqQHhf12Fa6MXWaZoxpvIpSsl0STp+/HhQmzZt2gF069bt6AMPPLD/+eefj1q9etWtGWAAACAASURBVHVEXFxcW4C0tLSg+vXrZwAEBwdz2223JQGsWrUqvH79+unx8fEpAJGRkVkAX3zxRc3ExMSIOXPm1AE4evRo8Nq1a8NDQ0M1NjY2uUWLFukA7du3T9m0aVOhe3399NNPay5atKhmu3bt2gGkpKQEJSYmhvfu3ftYXuscPnw4qF+/fi2efvrp7dnx+QoKCkIq0BPcUku8RSQcWASEefuZoapjRKQ5MB2oCywFblHVEyISBrwDdAEOAL9T1S3eth4B7gAygftV9bPSitsYcxZ6911X1fyhhwIdyalq1rSk21QIGTsgbTakzoSMDUAIhF0KVft7JdvhgY7QGGMqn+w23r7TVFUGDBhwYNKkSadVvw4NDc2qUiX/9E9VZfz48dv69+9/xHf63Llza4SFheX0jxIcHExGRkahs15V5cEHH9w1YsSI/YVZ/vjx43L11Ve3GDBgwMEhQ4Ycyp5et27djK1bt4ZER0enb926NSQyMrLkGquXstJ87nwcuFRV44BOQC8RuQh4Bpigqi2BJFxCjfdvkjd9grccIv/P3t3HVV3ejx9/XedwcwSRRAQMFUsl1JDyJltzYZoFs2xqVpt9p7WvtU3nTZtr9bMyv821fcO7ZmRrbdX41pqlGfNmOhHKNReZEHJjmjdJCeIdCAIHzvv3xwcKUeCowOHm/Xw8zuOc8znX5/N5H0TOeX+u63pfZjDWsi9DgDjgBWNMu6lep5Rq41wuSEiAESPg5ps9HU2nZYyJM8bkGWP2GWN+1UCbe4wx2caYPcaY/2vgUEONMScucDtpjDnRgm+h03GdsuZsH58Ex26Akt+AuQK6/RZCd0PQn6DLHZp0K6VUa4qLiytOTk7unp+f7wVWFfC9e/ee1zM9dOjQ8sLCQu/U1FQ/gJMnT9qcTifjx48/nZiY2LOiosIAZGZm+hYXFzeaM/r7+1efPn260Tbx8fHFr7/+enBtuwMHDnjXxlify+Xivvvui4iMjCxftGhRQd3Xbr/99lOrV6/uAbB69eoecXFxpy50jLaoxXq8RUSA2qED3jU3AcYCtevivAoswhoWeFfNY4A1wO+NNXbgLuBNEakADhhj9gE3AB+2VOxKqU4kORn27oU339QJpx5SczF1FTAeOAJ8ZIxZLyLZddoMBB4Dvi0iJ40xDdXA/hQY0dIxd1ZSDuXbrJ7tin8ClWAfYK2/3WUSePX1dIRKKdW5DR8+vHzhwoX548aNi3S5XHh7e8vKlSsPR0ZGVtZt53A4JCkpaf+cOXP6lpeX2xwOhystLW3v/Pnziw4ePOgbHR09SERMUFCQc8OGDfsbO+f06dOL4uLiIkNDQysbmuc9efLk4j179jhGjhwZBeDn5+dKSko6EB4efl6P9ZYtW7quW7eux8CBA8/WDqV/+umn8++9997TTz/99FeTJk3qHxERERweHl65du3aRmNrS4xIy62oUvNl6mNgANaXqv8F/l3Tq40xpg+wUUSuNcZkAXEicqTmtf3AKKxk/N8i8pea7X+s2WdNQ+f19/eX0tLSFntfnUFbmC/Rkr+bSn3t5putedT79llLfqlmZ4wpE5EGF0Y3xnwLWCQit9c8fwxARH5Tp83vgL0i8nIT5/pERC56zdCWNGLECElPT7+kfZ3ZUPZ6Mwd0iVwlVrItp8HW00q0u0wGr2i9ZqWUaj+MMR+LyGVfoM3IyDgYExPj1rBp1blkZGQEx8TE9Ku/vUW/ZYpINXCdMeYKYC0Q1VLnMsY8BDwE4OPj9jx/pVRntnMnvP8+LF+uSbdnhcM5hWmOYF14rSsSwBizA7BjJeqbLnCsBquVG2PsNZ9L7Ub1USh/z9NR1PACx/iaImmjweh/GaWUUsptbn1sGmOiReTTSz2JiJwyxqQA3wKuMMZ4iUgV0Jtv1l3LB/oAR4wxXkAgVpG12u216u5T9xwvAS+B1eN9qbEqpTqRhAS44gp48EFPR9LReRlj6nb5vlTzN/uijgEMBMZgfQ6k1Xw21Z/bNdwY07t29FQtY8wYYAUQc5Hn9SjHWHBkeToKpZRSqvkdPXrUPmbMmGvqb9++fXteWFhYu7pQ7g53r1e/UFN1/M9AkoicbmoHY0xPwFmTdHfBmrv3WyAFuBursvl04N2aXdbXPP+w5vVtIiLGmPXA/xljlgJXYn3x+o+bcSul1IV9/jm8/Tb88pcQEODpaDq6qiaG9blzgfUIsFNEnFj1PvZifR58VK/dWuB9Y8yLwHNAT2ApVo/5zKYCNcbEYSXoduBlEXm23uszsKZN1cb3+6aGvyullFLqfGFhYdX1q7J3ZG5VNReR7wDTsL4YfWyM+T9jzPgmdusFpBhjMrG+GG0RkWTgUeCRmiJpPYA/1rT/I9CjZvsjwK9qzr0HeAvIBjYBs9rbUEGlVBu0fDnY7fCzn3k6EmV9Rgw0xlxljPHBWslifb0267B6uzHGBGMl0p/XP5CIvAoMw0rKs4GdwAfADSLS6EXbOkXe4oHBwPdrVtao768icl3NTZNupZRSSjXJ7RlaIvKZMWYhkA6sBK6vqTr+uIicN6dORDKB8wrciMjnWFXJ628vB6Y2cO5fA792N1allGrUiRPwxz/CtGlw5ZWejqbTE5EqY8xsYDNWT/MrIrLHGLMYSBeR9TWv3WaMyQaqgQUicryBQw7AWsYyA+tzKBDrQrOriVBuAPbVfE5hjHkTa2WNTnM1XimllFItw9053kOBB4AJwBbgThHZZYy5EmtoeIPFbJRSqs158UUoK4Of/9zTkagaIrIB2FBv25N1HgvWaKhHGjuOMWY1cCMwW0TeN8YEAP8D7DbGzBGRbY3s7k6RN4Apxpibgb3AfBH5on6DugU/+/bVNbaUUkqpzs6toebA88AuIEZEZonILgAR+RJY2FLBKaVUs6uogJUrIS4Orr3W09Go5rcPGC4i7wOISImIzAPuB55phuO/B/QTkaFYF6JfvVAjEXlJREaIyIiePXs2w2mVUkop1Z65m3hPAP5PRM4CGGNsxhg/ABFpIyuMKqWUG5KSoKAAfvELT0eiWoCI/G/Nqhn1t+8GRjexe5NF3kTkuIhU1Dx9GRh+GeEqpZRSl8xutw+PiooaPHDgwCHx8fFXl5SUuJvbNavFixeH1D13bGzsgKKiIjuAn5/feVOPm1JWVmaio6MHXXPNNYMHDBgwZP78+V/PC8zNzfUZOnRoVN++fa+dMGHC1eXl5aZ53kXLc/cfZyvQpc5zv5ptSinVfrhc8NxzcN11MHasp6NRLcAYk1rn8Z/rvZxO45os8maM6VXn6UQg59KjVUoppS6dr6+vKzc3N/uzzz7b4+3tLQkJCW4PsaqqOu8a9SVbvXp16JkzZ77OK1NTU/cFBwdfcjFsh8MhH3zwQV5eXl72nj17sv/5z392++c//+kP8Mgjj/SePXt2weHDh7MCAwOrVqxYEdwc76E1uFtczSEiZ2qfiMiZ2h5vpZRqNzZtgpwc+MtfwLSbC6Tq4nSr83hovdca/Ud3s8jbHGPMRKAKOAHMaLbIlVJKtUsrMuhzqJhmzY0iulE2N4bzaog0ZPTo0WcyMzO7ALzwwgtBiYmJoU6n0wwbNqz0tddeO+Tl5YWfn9/106ZNO5aWltZt5cqVhx0Oh2vevHl9y8rKbD4+PpKWlpYXEBDgmjVrVu8dO3YEVFZWmpkzZxYuWLCgKDk5OWDx4sVXBgUFOfPy8rpER0eXrVu37sCSJUtCCgsLvWNjYyO7d+9etXPnzr3h4eHR6enpOb169Tonu3/iiSdC165dG1RZWWkmTJhwatmyZV9e6L3YbDYCAwNdAJWVlaaqqsoYY3C5XHz44YcB77777ucADz744PFFixZd+eijjx679J9063G3x7vUGDOs9okxZjhwtmVCUkqpFvLcc9C7N9xzj6cjUS1HLvE1q4HIBhGJFJH+NStqICJP1iTdiMhjIjJERGJE5BYRyW2muJVSSqlL4nQ62bx5c7fo6Oizu3btcqxZsyYoPT09Nzc3N9tms8mLL77YA+Ds2bO2UaNGlebl5WXHxsaWTps2rf/y5csP5+XlZaempuZ17drVtXz58uDAwMDqrKysnIyMjJxXX321Z25urg9ATk5Ol1WrVn2xb9++PYcPH/bdsmVL14ULFxaGhIQ4U1NT9+7cuXNvQzG+88473fbt2+fIzMzMycnJyd69e7ffxo0buzbUvqqqiqioqMGhoaExsbGxxWPHji0tKCjwCggIqPb29gagX79+lQUFBT7N/ONsMe72eM8D/maM+RKrxyAMuLfFolJKqeb28ceQkmIl3zV/sFWHdIUx5k6sC8uBNb3TYH12BXouLKWUUh3VxfRMN6eKigpbVFTUYIBRo0aVzJ07t2jp0qXBWVlZfjExMYMAysvLbSEhIVUAdrudGTNmnATIzMx0hISEOGNjY8sAgoKCXABbt27tlpub67d+/fruACUlJfbs7GyHj4+PREdHl/bv398JMGTIkLL9+/e7nfRu2rSpW1paWrfBgwcPBigrK7Pl5uY64uPjz1yovZeXF7m5udlFRUX2CRMm9P/oo48cvXv3br7x8R7gVuItIh8ZY6KAa2o25YmIs+XCUkqpZpaQAAEB8N//7elIVMvaAdQOafgXMLXOa/9q/XCUUkqpllE7x7vuNhExU6dOPb5q1ar8+u19fHxcXl6Np38iYhISEg5PmTKluO725OTkAF9f369HjtntdqqqqtyetycizJs376sFCxYUubsPQHBwcPV3vvOdkvfeey9w0aJFBSUlJXan04m3tzcHDx70CQ0NrbyY43nSxVS+G4k1X24Y8H1jzA9bJiSllGpmhw7BW2/BQw9BoHZ6dmQi8l+N3Twdn1JKKdWS4uLiipOTk7vn5+d7ARQUFNj37t17Xs/00KFDywsLC71TU1P9AE6ePGlzOp2MHz/+dGJiYs+KigoDkJmZ6VtcXNxozujv7199+vTpRtvEx8cXv/7668G17Q4cOOBdG2N9X375pVdtVfQzZ86YlJSUboMGDSq32WzceOONJX/605+6A7zyyis97rjjjlNN/1TaBrd6vI0xrwP9gd1AbYU6AV5robiUUqr5rFhhFVObO9fTkagWZoz5QSMvi4i80WrBKKWUUq1s+PDh5QsXLswfN25cpMvlwtvbW1auXHk4MjLynJ5hh8MhSUlJ++fMmdO3vLzc5nA4XGlpaXvnz59fdPDgQd/o6OhBImKCgoKcGzZs2N/YOadPn14UFxcXGRoaWtnQPO/JkycX79mzxzFy5MgoAD8/P1dSUtKB8PDw84aPf/HFF94zZsy4qrq6GhExd91114nvf//7pwESEhKO3Hvvvf2feeaZ8CFDhpTNnTv3onrQPcmINFlrBmNMDjBY3GncBvj7+0tpaamnw2jXTBuo+NxOft1UW3fqFPTpA3fdZVUzV63OGFMmIv6tdK7EBl76LtBbROytEUddI0aMkPT0plYyU0op1RqMMR+LyIjLPU5GRsbBmJiYdpP0qdaTkZERHBMT06/+dneLq2VhFVT7qjmDUkoBFRVw5AgcPnzuraAAJk2C6dPBdjGzQtQ5XnoJzpyBn//c05GoViAiP6n73BhzH/ArrDW8v+eRoJRSSinV6bmbeAcD2caY/wAVtRtFZGLDuyilEIHjx89Pqmtvhw7B0aPn7xcaCl26wHvvwfPPw7JlEBvb+vG3d5WV1jDzcePg+us9HY1qJcYYG/BDYAHwCfADEclufC+llFJKtaajR4/ax4wZc0397du3b88LCwurvtA+7Zm7ifeilgxCqXarogK++KLhxPrwYThbb8l7hwP69oWICJgwwXpc99a7t9VGBN58Ex59FMaMgcmT4Xe/g/79PfJW26U334Qvv4Q//tHTkahWYox5GJgPvA9MFJFG56UppZRSyjPCwsKq61dl78jcXU4s1RgTAQwUka3GGD+g1efJKdWqRKCoqPGk+kK91WFhVgIdHX3hxDo42Cr01RRj4Pvfh+99z1oK69lnITkZ5syBhQu1OndTRKw1u6+9Fm6/3dPRqNaTCBQAI4C/1alXYbCKqw3zVGBKKaWU6rzcrWo+E3gICMKqbh4OvAiMa7nQlPKgN9+EH/0IysrO3d6lyzcJ9B13XLi32te3eWPp0sVKtB980LpPSIBXX4XFi601qZtYj7HT2rIFPv0U/vQn9y50qI5ioKcDUEoppZSqz91v7LOAG4CdACLymTEmpMWiUsrT/vIXuOIK+M1vzk2se/TwXBJ35ZXwyiswezbMnw8/+Qn8/vewdCncdptnYmrLnnsOevWyRg2oTsPdoeXGmA9EZHRLx6OUUkopBeBuqeQKEfl67TdjjBfWOt5KdTxVVZCWBnfeaQ3r/t73YNgw94eIt7Rhw2D7dnj7bWv++O23W73vubmejqztyMiwerznzGn+EQiqo2iV5c2UUkoppcD9xDvVGPM40MUYMx74G/Bey4WllAd9/DGUlMAtt3g6koYZYxVby862Cq69/741p3zOHKuKemeXkAD+/vDww56ORLVdevFYKaVUu2a324dHRUUNHjhw4JD4+PirS0pKPLL+7OLFi0Pqnjs2NnZAUVGRHcDPz++Sl5Wpqqpi0KBBg2+55ZYBtdtyc3N9hg4dGtW3b99rJ0yYcHV5eXkb6BVzj7v/OL8CjgGfAg8DG4CFLRWUUh6VkmLdjxnj0TDc4usLCxbAZ59Z871XrYKBA60ltJxOT0fnGUeOwBtvWD+P7t09HY1SSimlVIvw9fV15ebmZn/22Wd7vL29JSEhoae7+1ZVVTVbHKtXrw49c+bM13llamrqvuDg4MteDuyZZ54JHTBgwDnLAz3yyCO9Z8+eXXD48OGswMDAqhUrVgRf7nlai7tVzV3AH2puSnVs27bBkCHWWtrtRUgIJCbCT38KP/85zJsHL7xgzXO+4462MUS+taxcCS6X9TNQqmGd6D+FUkqplvRqKn2+PIFfcx7zyiDKpsfyhbvtR48efSYzM7MLwAsvvBCUmJgY6nQ6zbBhw0pfe+21Q15eXvj5+V0/bdq0Y2lpad1Wrlx52OFwuObNm9e3rKzM5uPjI2lpaXkBAQGuWbNm9d6xY0dAZWWlmTlzZuGCBQuKkpOTAxYvXnxlUFCQMy8vr0t0dHTZunXrDixZsiSksLDQOzY2NrJ79+5VO3fu3BseHh6dnp6e06tXr3Oy+yeeeCJ07dq1QZWVlWbChAmnli1b9mVD72f//v3emzdvDnzssce+WrZsWSiAy+Xiww8/DHj33Xc/B3jwwQePL1q06MpHH3302KX9lFuXWz3expgDxpjP699aOjilWl1lJezY0baHmTcmOho2b7aWHTMGJk6E8eMhM9PTkbWO4mJYvRqmToV+/TwdjfIAY8xGN5vOaMk4lFJKqdbidDrZvHlzt+jo6LO7du1yrFmzJig9PT03Nzc322azyYsvvtgD4OzZs7ZRo0aV5uXlZcfGxpZOmzat//Llyw/n5eVlp6am5nXt2tW1fPny4MDAwOqsrKycjIyMnFdffbVnbm6uD0BOTk6XVatWfbFv3749hw8f9t2yZUvXhQsXFoaEhDhTU1P37ty5c29DMb7zzjvd9u3b58jMzMzJycnJ3r17t9/GjRu7NtR+1qxZfX73u98dsdm+SVcLCgq8AgICqr29vQHo169fZUFBgU9z/RxbmrtVzUfUeewApmItLaZUx/Kf/1hLiI0d6+lILp0x1vrht91m9YIvWgTXX28Nvf6f/7F6xzuql1+2ku9f/MLTkSjPCXOnkYhktHQgSimlOoeL6ZluThUVFbaoqKjBAKNGjSqZO3du0dKlS4OzsrL8YmJiBgGUl5fbQkJCqgDsdjszZsw4CZCZmekICQlxxsbGlgEEBQW5ALZu3dotNzfXb/369d0BSkpK7NnZ2Q4fHx+Jjo4u7d+/vxNgyJAhZfv373c76d20aVO3tLS0boMHDx4MUFZWZsvNzXXEx8efqd/2jTfeCAwODq76zne+U5acnBxwOT+jtsTdoeb1qzUtN8Z8DDzZ/CEp5UEpKVbiGhvr6Ugun7e3VWzt/vutNb9XrbLmPi9cCHPndrxq304nLF9u/duNGNF0e9VRBRpjJjb0ooisb81glFJKqZZSO8e77jYRMVOnTj2+atWq/PrtfXx8XF5ejad/ImISEhIOT5kypbju9uTk5ABfX9+vC5Pa7XaqqqrcnrYlIsybN++rBQsWFDXV9oMPPui6ZcuWK8LDwwMrKipspaWltrvuuuuqtWvXHigpKbE7nU68vb05ePCgT2hoaGVTx2sr3B1qPqzObYQx5se431uuVPuxbRvExEBQBxrQERRkJaRZWVZS+uijMGgQrFkD0oEKO//tb/DFF9rbrQKBu7FGZtW/3d3UzsaYOGNMnjFmnzHmV420m2KMEWOMXuVRSinVZsTFxRUnJyd3z8/P9wIoKCiw792797ye6aFDh5YXFhZ6p6am+gGcPHnS5nQ6GT9+/OnExMSeFRUVBiAzM9O3uLi40ZzR39+/+vTp0422iY+PL3799deDa9sdOHDAuzbG+latWpVfUFCQmZ+f/+mf//znz2+88caSd99994DNZuPGG28s+dOf/tQd4JVXXulxxx13nHLn59IWuJs8J9R5XAUcBO5p9miU8qTycvjwQ5g1y9ORtIxrroH33oOtW2H+fGse9He+A8uWwfDhno7u8ohYheSiouC73/V0NMqzDonIDy9lR2OMHVgFjAeOAB8ZY9aLSHa9dgHAXGDn5QarlFJKNafhw4eXL1y4MH/cuHGRLpcLb29vWbly5eHIyMhzeoYdDockJSXtnzNnTt/y8nKbw+FwpaWl7Z0/f37RwYMHfaOjoweJiAkKCnJu2LBhf2PnnD59elFcXFxkaGhoZUPzvCdPnly8Z88ex8iRI6MA/Pz8XElJSQfCw8Mvqrx6QkLCkXvvvbf/M888Ez5kyJCyuXPnNtmD3lYY6Ug9XjX8/f2ltLTU02G0a6YNVMFu9d/NlBRrbvd771mVwDuyqir44x/hiSegqAh++ENYsgSuvNLTkV2abdtg3Dj4wx+sueyqTTHGlImIfyud6xMRuaQ1Q40x3wIWicjtNc8fAxCR39RrtxzYAiwAfiEi6Y0dd8SIEZKe3mgTpZRSrcQY87GIXPZopYyMjIMxMTHtJulTrScjIyM4JiamX/3tbvV4G2Meaex1EVl6iXEp1XZs2wY2m9UL3NF5ecHDD8N991kJ9/Ll1lDtX/3KWo7Mr1lXxGh5zz1nFY27/35PR6I8b0ZDLxhjdojItxvZNxzOKZBzBBhV7xjDgD4i8ndjzILLCVQppZRSnYdbc7yxqpr/BOtLSTjwY2AYEFBzU6r9S0mxinIFBno6ktYTGAi//S3k5EB8PDz5pDUkPSnJWgu7PcjKgo0b4Wc/A4fD09EoD2uiWnnfyzm2McYGLAV+7kbbh4wx6caY9GPH2sXyokoppVSrOnr0qD0qKmpw/dvRo0ftno6tJbg7x7s3MExESgCMMYuAv4uIdi+pjqG0FHbutHp7O6Orr7aKraWlWfO/778fVq6EFSvgxhs9HV3jli6FLl3gJz/xdCSq7Wtq/ko+0KfO894122oFANcC22um44QB640xE+sPNxeRl4CXwBpqfplxK6WUUh1OWFhYdf2q7B2Zu4l3KFB3Qn5lzTalOoYPPrDmPd9yi6cj8aybb4aPPoLXXoPHH4ebboIf/xh+85u2ORLgq6/gL3+Bhx6CHj08HY1qA4wxkxt6CejSxO4fAQONMVdhJdz3AT+ofVFETgPBdc61HTfmeCullFJKuZt4vwb8xxiztub594BXWyYkpTwgJcWa9zx6tKcj8TybDWbMgClTrKHnK1fCunXw/PMwebK1znlb8fzz1gWT+fM9HYlqO+5s5LXkxnYUkSpjzGxgM2AHXhGRPcaYxUC6rgGulFJKqUvlVuItIr82xmwEaqtOPSAin7RcWEq1spQUGDUK/Ful8HL7EBBgLTU2bRrMnAl33w133gmrVkGfPk3v39LOnIHEROtiQP/+no5GtREi8sBl7r8B2FBv25MNtB1zOedSSimlVOfhbo83gB9QLCJ/Msb0NMZcJSIHWiowpVrN6dOQnm4NrVbnGzHCGn6+YoXVAz5oEPz61zB7Ntg9WPvilVfg1Cn4xS88F4Nqcy6wCocARcAH+pmllFJKKU9xq6q5MeYp4FHgsZpN3sBfWioopVrV++9bFbzHjvV0JG2Xl5dVeG7PHmse+Lx5VtG1Tzw08KWqyuqN//a3237xN9XaAurdumGtzLHRGHOfJwNTSimlmpPdbh8eFRU1eODAgUPi4+OvLikpcXfFqma1ePHikLrnjo2NHVBUVGQH8PPzu/5SjhkeHh4dGRk5OCoqavC11147qHZ7QUGB/aabbhoYERFx7U033TTw2LFj7aYCurs93pOA64FdACLypTFGlxFTHUNKCvj6wre+5elI2r5+/eDvf4e33oI5c2DkSGt+9aJFrTtM/5134OBBK/lWqg4RefpC240xQcBW4M3WjUgpi1RBZSFUHoXKAuveWQCuck9HplT70v1WCNSSPAD4+vq6aquCT5w48aqEhISeixYtKnBn36qqKry8Lmbwc8NWr14dOnPmzBMBAQEugNTU1H3NcdzU1NS9vXr1qqq77amnnuo1ZsyYkiVLlnz2+OOPhz355JNhiYmJ+Q0doy1x96ddKSJijBEAY4xOhFUdx7ZtVtKta0C7xxi491647TZ49FF47jlrKbLERIiLa/nzi1jnHDjQmnOulBtE5IQxbakyoOpIRKDqxDcJdd3Euva5s4jzFrSzB4LdzyMhK9Vu+V/r6QjO9+46+hQW0qz/m0NCKLvre3zhbvvRo0efyczM7ALwwgsvBCUmJoY6nU4zbNiw0tdee+2Ql5cXfn5+10+bNu1YWlpat5UrVx52WByRtgAAIABJREFUOByuefPm9S0rK7P5+PhIWlpaXkBAgGvWrFm9d+zYEVBZWWlmzpxZuGDBgqLk5OSAxYsXXxkUFOTMy8vrEh0dXbZu3boDS5YsCSksLPSOjY2N7N69e9XOnTv3hoeHR6enp+fUT5qfeOKJ0LVr1wZVVlaaCRMmnFq2bNmXF/tz2bRp0xWpqal5AA8//PDx2NjYazh36c82y93E+y1jzGrgCmPMTOBB4A8tF5ZSreTECcjIgKcv2EmmGtO9O7z0EvzXf1nLecXHw333wfLlENqCqw2+/7415zwx0bNzzFW7Yoy5BTjp6ThU+yVVUHEEyg/W3A5B5Vc1iXUhSOW57Y0v+ISCTxh0u9G6r33uEwbeoWBvaoE7pZRyg9PpZPPmzd1uu+224l27djnWrFkTlJ6enuvr6yv3339/3xdffLHH7Nmzj589e9Y2atSo0j/84Q9HysvLzYABA65NSkraHxsbW3bixAlb165dXcuXLw8ODAyszsrKyjl79qwZOXJk1J133lkMkJOT02X37t2f9+vXzzl8+PCoLVu2dF24cGFhYmJi6IV6p+t65513uu3bt8+RmZmZIyLceuutAzZu3Ng1Pj7+TEP7jBs3bqAxhgceeODYL37xiyKA48ePe0VERDgB+vTp4zx+/HjzdNu3Anermj9njBkPFAPXAE+KyJYWjUyp1pCaanVVdPb1uy/Hd74Du3fDs8/CkiWwaRP87//Cgw9aS5M1t+eeg+Bg+OEPm//Yqt0zxnzKef2KBAFfAtNbPyLV3lSdspLq2uS69r7iCFD9TTuvHuDbG/wGwxVj6yTVNff2wLa1+qJSquVcTM90c6qoqLBFRUUNBhg1alTJ3Llzi5YuXRqclZXlFxMTMwigvLzcFhISUgVgt9uZMWPGSYDMzExHSEiIMzY2tgwgKCjIBbB169Zuubm5fuvXr+8OUFJSYs/Oznb4+PhIdHR0af/+/Z0AQ4YMKdu/f7+Pu7Fu2rSpW1paWrfBgwcPBigrK7Pl5uY6Gkq8P/jgg9yrrrrKmZ+f7zV27NjIIUOGlNdva7PZaE+D2ZpMvI0xdmCriNwCaLKtOpZt28DPD264wdORtG++vvDUU9YQ9IcftpYfe/11WL0aoqKa7zy5ufDee9a5/HR8prqgO+o9F+C4iJR6IhjVNkkVVHx5bnJdUXNfdeqbdsYbfPtAl/7QfRw4IsDRz7q3d/VM7EopVavuHO9aImKmTp16fNWqVecNv/bx8XE1Na9bRExCQsLhKVOmFNfdnpycHODr6/v1hW273U5VVZXbWa+IMG/evK8WLFhQ5E77q666ygkQHh5eNWHChFMffvihf3x8/JkePXpUHTp0yDsiIsJ56NAh76CgoAZ72duaJrujRKQacBljAlshHqVaV0oKjB4NPm5fsFONiYqyfqYvvwyffgoxMVbhtYqK5jn+0qXWXPyf/rR5jqc6HBE5VO92GMAYc78x5u+ejk+1Llc5lOXCiU2Qnwj7fwl77oFPRsOeybD/EchfAaffB2xwxS3Qex4MWA7XroPrP4Ahb0H/30H4T6HHBPAfokm3UqrtiouLK05OTu6en5/vBVYV8L179573RXfo0KHlhYWF3qmpqX4AJ0+etDmdTsaPH386MTGxZ0VFhQHIzMz0LS4ubjRn9Pf3rz59+nSjbeLj44tff/314Np2Bw4c8K6Nsb7i4mLbyZMnbbWPU1JSug0dOvQswO23335q9erVPQBWr17dIy4u7tSFjtEWuTsm/gzwqTFmC/B1r4GIzGloB2NMH+A1IBSrx+ElEVlRU1n2r0A/4CBwj4icrCl6swL4LlAGzBCRXTXHmg4srDn0MyLyqtvvUKmGFBRYy2Pdf7+nI+lYbDb40Y/gjjusiudPPw1//avV+33zzZd+3IICeO01mDEDQkKaLVzVNhhj4rA+A+zAyyLybAPtpgBrgJEikt7I8XyACcAPgNuBt4EXmztu1TZUnYbyA1aP9dkD3zyu/IpvJh7YrKHhjn4Q+J2anut+Vu+1VzcPBa6UUs1s+PDh5QsXLswfN25cpMvlwtvbW1auXHk4MjLynEoUDodDkpKS9s+ZM6dveXm5zeFwuNLS0vbOnz+/6ODBg77R0dGDRMQEBQU5N2zYsL+xc06fPr0oLi4uMjQ0tHLnzp17L9Rm8uTJxXv27HGMHDkyCsDPz8+VlJR0IDw8/Lwe6yNHjnhNmjRpAEB1dbWZMmXK8bvvvrsY4Omnn/5q0qRJ/SMiIoLDw8Mr165d22hsbYkRqT8V7gKNrMT3PI0lwMaYXkAvEdlVs/TYx8D3gBnACRF51hjzK6C7iDxqjPku8DOsxHsUsEJERtUk6ulY67BKzXGGi0iDRXL8/f2ltFRHFV6OtjBfwp3fzcvy179axcD+/W8YNaplz9WZbdoEP/mJtfzXf/83/O53VmG2i/Xkk/DMM5CTA9dc0+xhqpZjjCkTkQZXw6iZ0rQXGA8cAT4Cvi8i2fXaBQB/B3yA2RdKvI0xtwHfB24DUrAu9D4vIv2a591cvBEjRkh6eoPXCNRFkCo4kwFnPzs3wa468U0b41tnSPhV0OUq67FvX7Dp4CalOj1jzMciMuJyj5ORkXEwJibGrWHTqnPJyMgIjomJ6Vd/e6M93saYviJy+FJ6mEXkK+CrmsclxpgcIBy4CxhT0+xVYDvwaM3218TKtv5tjLmiJnkfA2wRkRM1MW0B4oA3LjYmpc6RkgIBATB8uKcj6dji4iAryxpyvmwZrF8PK1ZY88HdvcBTVgarVsHEiZp0d0w3APtE5HMAY8ybWJ8J2fXa/Q/wW2BBI8faBLwPjBaRAzXHW9HsEatWU30GTu+AU2lQvMN6DmAPsBLrwNHnJtg+vcDoggdKKaXamKaGmq8DhgEYY94WkSmXchJjTD/gemAnEFqTlAMcxRqKDlZSXrci4JGabQ1tr3+Oh4CHAHx0vq5yR0qKNfS5iSITqhn4+1uVzqdNswqvff/78Oqr8MILcNVVTe//5z9bS7/94hctHqryiAv9nT9nGIoxZhjQR0T+boxpLPEeBtwHbDXGfA68iTV8XbUjlUfhVKqVbJ/52Orp9upuVQ+/4mZrHV+vHlo1XCml2rOjR4/ax4wZc16Pyvbt2/PCwsKqL7RPe9ZUxlH3I+3qSzmBMaYr1ty6eSJSXHcIs4iIMaZZxhOLyEvAS2ANNW+OY6oOLD8f9u611p9Wree666yh/b//Pfy//wdDhsDixTBvXsMXQKqrraJqo0bBt7/duvGq5uJljKk71vqlmr/ZbjHG2IClWFOVGiUiu4HdwK+MMTdhDTv3NsZsBNZezHlV6xGBs3nfJNtn86ztvhEQ8gO4ItZKtrUnWymlOo6wsLDq+lXZO7KmEm9p4LFbjDHeWEl3koi8U7O5wBjTS0S+qhlKXlizPR/oU2f33jXb8vlmaHrt9u0XG4tS50hJse7HjvVsHJ2R3Q5z58KkSTB7NixYAElJ8NJLMHLk+e3ffRf277fWCdfurfaqqon5dA39/a8VAFwLbK+5eBsGrDfGTGyswJqI/Av4lzFmLnArVk+4Jt5thMtp9WbXJtvOAsCA/1AIn2P1bDv6eTpKpZRSqnk0tZxYjDGm2BhTAgyteVxsjCkxxhQ3tmNNlfI/AjkisrTOS+uB2mJt04F362z/obHcCJyuGZK+GbjNGNPdGNMdq2DO5ot6l0rVl5JiFfiKifF0JJ1X375WUr1mjVWx/MYbrZ7vkpJz2z33nDUcfdIkz8SpWsNHwEBjzFU11cjvw/pMAEBETotIsIj0qymS9m/ggkm3MWZ2ncdDavZ3icg/ROTBln4j6sJErOHiVaespb0+fwwyboXPZkPRevAfBBFPwtB/QNQfIeyHmnQrpZTqWBrt8RaRyxnU9W3gv7CWIdtds+1x4FngLWPMj4BDwD01r23Aqmi+D2s5sQdqYjhhjPkfrC9mAItrC60pdcm2bYPYWGvpK+U5xsCUKXDrrfDYY7ByJbzzjlVI7c474V//gg8/hOeft3rKVYckIlU1CfNmrPnYr4jIHmPMYiBdRNY3foRzPAj8vubx69TUKWmvzu6DonWejsIiAlIJ4gRX3fvKb55//bjS6tGu+xqub47l1QOCxkPgzdDtBrA5PPa2lFJKqVbRYlWlROQDzp0jXte4C7QXYFYDx3oFeKX5olOd2sGD1u2RRzwdiaoVGGgVWrv/fmve/cSJVkJeXGyNTHjgAU9HqFqYiGzAugBbd9uTDbQd4+Zh2/3chMqjcPzvno7iG8YHbN7WvfG2lucyPjX3/vWee9d5XLOfzWENJfe/Foxe91RKKdWJaDln1fnUzu++5RbPxqHOd9NNsGuXNbx88WKoqLCKsPk3uAS0UvVdYYyZhDWVqpsxZnLdF+vUG2kXAkfDdSmejkIppVRbZLfbhw8cOPBsdXW1GTBgwNm33nrrYEBAgKvpPZvX4sWLQ+bPn19Ue+7Y2NgBb7/99oHg4OBqPz+/68vKyj652GMWFRXZ77///oi8vLwuxhheeumlg7feemtpQUGBfdKkSVfn5+f7hoeHV7z77ruf9+zZs11UQNfrzarz2bYNeva0KmqrtsfHBx5/HD791Lr/+c89HZFqX9KAicAdNY/vrHO7w4NxKaWUUs3K19fXlZubm/3ZZ5/t8fb2loSEhJ7u7ltVVdVscaxevTr0zJkzX+eVqamp+4KDgy8rGX7ooYf63HbbbcUHDhzYk52dnX3dddeVAzz11FO9xowZU3Lo0KGsMWPGlDz55JNhlxt/a9Eeb9W5iFg93rfcohWy27qBA+HXv/Z0FKqdEZEZl7O/MSYOWIE11/xlEXm23us/xpoWVQ2cAR4SkU6zFIpSSqnzpb5KnxNf4tecxwy6krLY6XzhbvvRo0efyczM7ALwwgsvBCUmJoY6nU4zbNiw0tdee+2Ql5cXfn5+10+bNu1YWlpat5UrVx52OByuefPm9S0rK7P5+PhIWlpaXkBAgGvWrFm9d+zYEVBZWWlmzpxZuGDBgqLk5OSAxYsXXxkUFOTMy8vrEh0dXbZu3boDS5YsCSksLPSOjY2N7N69e9XOnTv3hoeHR6enp+f06tXrnOz+iSeeCF27dm1QZWWlmTBhwqlly5Z9eaH3cvz4cfvOnTsD1qxZcxDA4XCIw+GoBti0adMVqampeQAPP/zw8djY2Gs4dyWUNkt7vFXnsm+ftYa3DjNXqkMyxiyv83huvdf+3MS+dmAVEA8MBr5vjBlcr9n/iUi0iFwH/A5rfXGllFLKY5xOJ5s3b+4WHR19dteuXY41a9YEpaen5+bm5mbbbDZ58cUXewCcPXvWNmrUqNK8vLzs2NjY0mnTpvVfvnz54by8vOzU1NS8rl27upYvXx4cGBhYnZWVlZORkZHz6quv9szNzfUByMnJ6bJq1aov9u3bt+fw4cO+W7Zs6bpw4cLCkJAQZ2pq6t6dO3fubSjGd955p9u+ffscmZmZOTk5Odm7d+/227hxY9cLtc3Ly/MJCgqqmjp1ar9BgwYNvvfeeyOKi4ttAMePH/eKiIhwAvTp08d5/PjxdtOR3G4CVapZbNtm3WvirVRHdXOdx9Oxeq9rDW1i3xuAfSLyOYAx5k3gLuDrHm0RqbuUpj8glxWtUkqpdu9ieqabU0VFhS0qKmowwKhRo0rmzp1btHTp0uCsrCy/mJiYQQDl5eW2kJCQKgC73c6MGTNOAmRmZjpCQkKcsbGxZQBBQUEugK1bt3bLzc31W79+fXeAkpISe3Z2tsPHx0eio6NL+/fv7wQYMmRI2f79+33cjXXTpk3d0tLSug0ePHgwQFlZmS03N9cRHx9/pn7bqqoqk5OT47dixYrDY8eOLX3ggQf6PPHEE2ErVqw4p4fcZrNh2tEIVk28VeeSkgJXXgmRkZ6ORCnVMkwDj90RDud8eToCjDrvBMbMAh4BfICxFwzCmIeAhwD69u17kWEopZRSTaud4113m4iYqVOnHl+1atV5w699fHxcXl6Np38iYhISEg5PmTKl7oVmkpOTA3x9fb++2Gy326mqqnL7c1ZEmDdv3lcLFiwoaqptv379KkNDQyvHjh1bCnDvvfeefPbZZ8MAevToUXXo0CHviIgI56FDh7yDgoKab7J6C9Oh5m2UMcajtw5J53cr1RnYjDHdjTE96jwOMsYEYc3bvmwiskpE+gOPAgsbaPOSiIwQkRE9e7pd60YppZS6LHFxccXJycnd8/PzvQAKCgrse/fuPa9neujQoeWFhYXeqampfgAnT560OZ1Oxo8ffzoxMbFnRUWFAcjMzPStHebdEH9//+rTp0832iY+Pr749ddfD65td+DAAe/aGOvr27dvVVhYWGVGRoYvwD/+8Y9u11xzTTnA7bfffmr16tU9AFavXt0jLi7uVFM/k7ZCe7xV55GdDYWFOsxcqY4tEPiYb3q7d9V5ralh4flAnzrPe9N4wZY3gcSLDVAppZRqKcOHDy9fuHBh/rhx4yJdLhfe3t6ycuXKw5GRkZV12zkcDklKSto/Z86cvuXl5TaHw+FKS0vbO3/+/KKDBw/6RkdHDxIRExQU5NywYcP+xs45ffr0ori4uMjQ0NDKhuZ5T548uXjPnj2OkSNHRgH4+fm5kpKSDoSHh1+wx/r5558/PG3atKsrKytN3759K954442DAE8//fRXkyZN6h8REREcHh5euXbt2kZja0uMSMebnubv7y+lpaWeDuOydNhe54vQ7L+bv/89/Oxn8PnncNVVzXtspVSDjDFlItLmF2M3xngBe4FxWAn3R8APRGRPnTYDReSzmsd3Ak+JyIjGjjtixAhJT09vucBV+/TZZ7B+PRQ1OepSKVXfT38Kffo03e4CjDEfN/V32x0ZGRkHY2Ji9D+wOk9GRkZwTExMv/rbtcdbdR4pKRARoUm3Uh1cTQIdD0TVbMoGNotIo/PARKTKGDMb2Iw1LP0VEdljjFkMpIvIemC2MeZWwAmcxCrgppR78vLgb3+zbpmZno5GqfZr0qRLTryV8hRNvFXn4HLB9u0wcaKnI1FKtSBjTDiwDfgK+ARryPkdwFJjzC0icsE1Q2uJyAZgQ71tT9Z5PPe8nZRqTG7uN8n2p596OhqllGozjh49ah8zZsw19bdv3749LywsrNoTMbUkTbxV55CZCSdOwNgLFiBWSnUcvwYSRWR53Y3GmDnAb9AeatUasrO/Sbb37LlwG19fiIuDG27Qgp9KXazevT0dgWoGYWFh1fWrsndkmnirziElxbrXwmpKdXQ3isiM+htFZKUxJs8D8ajOYs+eb5Lt7Aa+RzocEB8Pd98Nd9wB3bq1boxKKaU8RhNv1TmkpMCAAXqFVKmO72wjr5W1WhSq4xOBrCxYs8ZKtnNyLtzO4YDvfhemToUJEyAgoHXjVEop1SZo4q06vqoqSE2F++7zdCRKqZYXaIyZfIHtBtDuRXV5Cgutz5Pt22HrVth7wVVzoEsXK8meOtVKurt2bdUwlVJKtT2aeKuO75NPoLhYh5kr1TmkAnc28FpaawaiOoBjxyAtzRo1tX17w/O1Afz8rOHjd99tJdv+bX4FPaWUUq1IE2/V8dXO7x4zxqNhKKVanog84OkYVDt2/Pg3PdopKdZQ8sb4+1vJ9tSp1txtP79WCVMppQDsdvvwgQMHnq2urjYDBgw4+9Zbbx0MCAhwtXYcixcvDpk/f35R7bljY2MHvP322weCg4Or/fz8ri8rK/vkYo6XkZHhe++99/avfX7kyBHfX/7yl/lPPvlkYUFBgX3SpElX5+fn+4aHh1e8++67n/fs2bNdVEC3eToApVrctm0weDCEhXk6EqWUUm3JiROwbh3MnQsxMRAcDFOmwPPPXzjp9vaG0aPhiSfgn/+0esTffNPaR5NupVQr8/X1deXm5mZ/9tlne7y9vSUhIaGnu/tWVVU1WxyrV68OPXPmzNd5ZWpq6r7g4OBLToZjYmIqcnNzs3Nzc7OzsrKyHQ6H67777jsF8NRTT/UaM2ZMyaFDh7LGjBlT8uSTT7abL/ja4606NqcTPvgAZszwdCRKKaU8zem0ho7//e9Wj3ZGhlUkrSFeXjBqlDVi6pZb4Fvf0gRbKXWejBX0KT5Es/5x6BZBWcxcvnC3/ejRo89kZmZ2AXjhhReCEhMTQ51Opxk2bFjpa6+9dsjLyws/P7/rp02bdiwtLa3bypUrDzscDte8efP6lpWV2Xx8fCQtLS0vICDANWvWrN47duwIqKysNDNnzixcsGBBUXJycsDixYuvDAoKcubl5XWJjo4uW7du3YElS5aEFBYWesfGxkZ27969aufOnXvDw8Oj09PTc3r16nVOdv/EE0+Erl27NqiystJMmDDh1LJly75s6n2tX7++W9++fSsiIyMrATZt2nRFampqHsDDDz98PDY29hog/6J+uB6iibfq2D76CEpLdX63Ukp1VidPwqZNsH49bNwIp0833NbLC0aO/CbRvukmnautlGrznE4nmzdv7nbbbbcV79q1y7FmzZqg9PT0XF9fX7n//vv7vvjiiz1mz559/OzZs7ZRo0aV/uEPfzhSXl5uBgwYcG1SUtL+2NjYshMnTti6du3qWr58eXBgYGB1VlZWztmzZ83IkSOj7rzzzmKAnJycLrt37/68X79+zuHDh0dt2bKl68KFCwsTExNDU1NT99ZPtOt65513uu3bt8+RmZmZIyLceuutAzZu3Ng1Pj7+TGPv7Y033gi6++67j9c+P378uFdERIQToE+fPs7jx4+3m3y23QSq1CXZts261/ndSnU6xpibgH7U+awTkdc8FpBqPfv3w3vvWcl2WhpUNzDi0W6HESOsJHvMGPj2t7UCuVLqol1Mz3RzqqiosEVFRQ0GGDVqVMncuXOLli5dGpyVleUXExMzCKC8vNwWEhJSBWC325kxY8ZJgMzMTEdISIgzNja2DCAoKMgFsHXr1m65ubl+69ev7w5QUlJiz87Odvj4+Eh0dHRp//79nQBDhgwp279/v4+7sW7atKlbWlpat8GDBw8GKCsrs+Xm5joaS7zLy8vN1q1bA5cuXXrkQq/bbDaMMe6G4HGaeKuOLSXFmrfXo4enI1FKtSJjzOtAf2A3UJt1CaCJd0dUXQ3/+Y+VaK9fD9nZDbeNiICJE61iaKNHe2RdbWcpHNkGh/8BZ4+1+umVatcifwBXT/R0FG1D7RzvuttExEydOvX4qlWrzht+7ePj4/Lyajz9ExGTkJBweMqUKcV1tycnJwf4+vp+PTfHbrdTVVXldtYrIsybN++rBQsWFLm7z5o1awIHDx5c1qdPn6970nv06FF16NAh74iICOehQ4e8g4KCmm+yegvTxFt1XOXl8K9/wY9/7OlIlFKtbwQwWKSxCbyqXSsthS1brJ7t5GRrje2G3HCDlWxPnAjXXgse6iE5tQ8ObYAv06C6AgIHQu+xHgtHqXapW4SnI2jb4uLiiidPnjzg8ccfLwgPD68qKCiwnz592l47R7rW0KFDywsLC71TU1P9YmNjy06ePGnr2rWra/z48acTExN73nHHHSW+vr6SmZnp269fP2dj5/T3968+ffq0rVevXg22iY+PL160aNGVDz300InAwEDXgQMHvH18fCQ8PLzBxPnNN98Muueee07U3Xb77befWr16dY8lS5YcXb16dY+4uLhTbv5oPE4Tb9Vx/fvfVvI9dqynI1FKtb4sIAz4ytOBqGZUXGxVEV+/HrZuhYqKC7dzOGD8eCvRnjABGvky2NKqyyH/fTi0EU5/BjYfCI+FiO/CFQM8FpZSqoMaPnx4+cKFC/PHjRsX6XK58Pb2lpUrVx6un3g7HA5JSkraP2fOnL7l5eU2h8PhSktL2zt//vyigwcP+kZHRw8SERMUFOTcsGHD/sbOOX369KK4uLjI0NDQyp07d+69UJvJkycX79mzxzFy5MgoAD8/P1dSUtKBhhLv4uJi2wcffNDt1VdfPVR3+9NPP/3VpEmT+kdERASHh4dXrl27ttHY2hLTETsD/P39pbS01NNhXJb2NF+hpVz27+ZTT8Ezz1jLxQQGNk9QSqmLZowpE5FWrVBljEkBrgP+A3ydnYlIqw9QHDFihKSnp7f2aTuWY8dgxQpYtQpONdC5ERoKd95p3W691ePVx898AYc2wZF/WkPLu/aBiHjofQt46zRypTzGGPOxiIy43ONkZGQcjImJcXvYtOo8MjIygmNiYvrV36493qrjSkmBYcM06Vaqc1rk6QBUMzh8GBIS4A9/gLNnz3/92mu/GUI+ciTYbOe3aUUuJxz9t9W7ffxTMF7Q6yaIiIMgz41wV0op1QZo4q06prIya6j5/PmejkQp5QEikurpGNRlyM2F3/4W/vIXqKo3CnHgQPjpT+Guu+CqqzwTXz1lhXB4E3yxBSpOQZcQiPoh9LkVfLs3sE8Z/GenNShLKeW+IdfCNdd4OgrVHI4ePWofM2bMef+a27dvzwsLC2tgOYr2SxNv1THt2AFOp67frVQnZYy5EXgeGAT4AHagVES6eTQw1bj0dPjNb2DtWqg/3ei66+Cxx2DKFGsZMA+Taij8xCqWVvgxIBAywpq7HXI9mAZCLC+Hf38IH34IlZXQvbv2hCt1MSL6eToC1VzCwsKq61dl78g08VYdU0oKeHlZS8UopTqj3wP3AX/DqnD+QyDSoxGpCxOx/mb/5jdWwbT6br7ZSrhvv93jGaq44GQufLUDvvoXlBeB7xUw4G7oezv4hTS8b2WFteLZjh1W8j1oEIy5BUIa2UcppVTHoYm36pi2bbOWj+mqFWyU6qxEZJ8xxi4i1cCfjDGfAI81to8xJg5YgdVD/rKIPFvv9UeA/waqgGPAgyJy6LwDqaa5XNZSYEuWWBlpfXfcYSXcN93U+rHVIdVwIuebZLviBNi8oOcwGPwghN0INu+G93c6rY78D963hpcBBrR6AAAgAElEQVRHRloJtwcLrSullPIATbxVx1NSYn3L+dWvPB2JUspzyowxPsBuY8zvsJYVa7TyljHGDqwCxgNHgI+MMetFpO4wuE+AESJSZoz5CfA74N4WeQcdldNpLQn27LOQXW+Eoc0G995r/f0eOtQz8QGuajiRZSXbRz+05m3bfCBkuFUsLeQG8G6iaHp1FezaBe+/b30sXX21Nfupd5/WeQ9KKaXaFk28Vcfz/vtQXa3zu5Xq3P4LK9GeDcwH+gBTmtjnBmCfiHwOYIx5E7gL+Do7FJGUOu3/DdzfjDG3f06n1a179uy597WP8/Jg2TI4VG+QgI8PPPAALFgA/ft7JHRXFRzPtHq1j34IlcVg97Xmbff6tnXv1cWN41RDRgakpsLp09C3L0yeAv36nduu4BRs/RSOFbfI21GqwxodBSM882dCqcuiibfqeLZts77EeXh4olLKc0TkkDGmC9BLRJ52c7dw4Is6z48Aoxpp/yNg4yWG2DQROHPGmhBc/3b2rHvbardXVFhDu0W+KVpW+7ihW/02Lpd1vMYS6/oVyJvStSv85CfWChQeGHvtcsKxDDi6w1oGzHkG7F0gdGRNsj0M7A43j+WCrCxI3W5VKr/ySmtJ8av7nzs1Pf8EbPwE0j8HLxv07uHxqetKtStVLk9H0HbY7fbhAwcOPFtdXW0GDBhw9q233joYEBDQ6j+hxYsXh8yfP7+o9tyxsbED3n777QPBwcHVfn5+15eVlX1yscd8+umnQ15//fWexhiioqLK/vrXvx708/OT3Nxcn3vuuefqU6dOeUVHR5e9/fbbBxwOhzR9RM/TxLsBRj8F26+UFPjWt6CLG10TjWgLvwNSv6qvUsotxpg7geewKppfZYy5DlgsIhOb6fj3YxVti23g9YeAhwD69u17aScpLISwsEuMsI0LDoa5c2HWLKusdysSgWMfw5fvw9GdUFUKXn4QOspKtnteD3afizieC3JyYXsKHDsGoaFw330Qec25CfXBQtjwCWQcAl9vGD8UxkdDtyaGrCulVEN8fX1dtVXBJ06ceFVCQkLPRYsWFbizb1VVFV5ezZMKrl69OnTmzJknahPv1NTUfZdzvAMHDni/9NJLoXl5eVldu3aV7373u1e//PLLQXPmzDn+yCOP9J49e3bBQw89dPIHP/hB3xUrVgQ/+uijx5rljbQwTbxVx3LyJHzyCTz1/9u79/Coqnvx/+81M7nfSAghEC4BQgwJIVwCqFBjQW0QRMVy6v1SLfVUvgg9cr6nFq1Ffx57WpViFW/1fIvy1FPxhihQPFxSrVIihRAgwQDhEkgCIffJZSazfn+siQwhCQkkmVw+r+fZz+y9Z8/aazZD9nxmrfVZv/J2TYQQ3vUUpuv4NgCt9W6l1MUmfS7AdElvNMS97zxKqeuAXwJpWuu65grSWr8OvA6Qmpp6ab+g+bexqbU7sVohMNAsAQHnPwYGQlCQGQb0wANmvQvpBjj1FXz7P1CZDz7BMOgqiJ4GkSlgbSVBWrPlafj2oPmtt7DQ/Jbww/mQOAaURzaBg6dMC/f+ExDoB3MmwoyxENQD/3mFEM3LX87Qmjw69Ge0gDjssU+e1wurVdOnT6/KysoKAHjllVciVq1aNdDhcKiJEydWr169+qjNZiMwMHDCXXfddTojIyN05cqVx/z9/V2LFy8eZrfbLb6+vjojIyM3JCTE9cgjjwz58ssvQ+rr69VPfvKT4qVLl55Zv359yPLlywdHREQ4cnNzA5KTk+0fffTRkWeffTaquLjYJy0tLT48PNy5Y8eOgzExMcmZmZkHBg0adF43qCeeeGLghx9+GFFfX69mz55d9uKLL55s6f00NDSo6upqi5+fX0NNTY1lyJAhDpfLxVdffRXy8ccfHwb48Y9/XPLUU08NlsBbCG/Yvt18G5oxw9s1EUJ4l0NrXd6k58rFAuCdwGh3gF6AmY7sTs8DlFITgNeAdK11cQfW90L+/iY49fc/fwkIaP8+Pz+TuEypc4t5Qy0vzT3fXDDtue7Tzui1C7ga4GQG5P0Fqk5AUAyMXwKDv9d6NvKm6uqgqBBOFULhKThxAs6cMQ32t9wKycnmEoO5De07YQLuvEIICYB5UyAtEfw9WtPPFkDV2Y59v0L0dv2iIXSAt2vRvTgcDjZt2hR6ww03VOzatct/7dq1EZmZmTl+fn767rvvHvbqq6/2X7hwYUlNTY1l6tSp1W+88caJ2tpaFRcXN3bNmjWH0tLS7GfPnrUEBwe7VqxYERkWFtaQnZ19oKamRk2ePDnhpptuqgA4cOBAwO7duw/HxsY6Jk2alLB58+bgZcuWFa9atWrg9u3bDzYNtD198MEHoXl5ef5ZWVkHtNZcd911cRs2bAieNWtWVdNjR4wY4XjkkUcKR4wYMc7Pz8/1ve99r2LevHkVp06dsoWEhDT4uO81sbGx9UVFRe3oo+RdEniL3mXrVvMlcMoUb9dECOFd+5RSdwJWpdRoYBHw99ZeoLV2KqUWApsw04m9pbXep5RaDmRqrdcBvwWCgffcQf2xjuq+fgE/PzPGW1wSlwNObIG8tWAvhJBYmPjvJiu5srb+WrvdBNenTpnW7FOnoKTk3POBgWZI+lVXQcp409AP4NKwJ990KT92BsKD4EdXm2RQvu5vXPU1kLcTcv4GZ451xjsXonebMg/G/8DbtThfe1qmO1JdXZ0lISEhEWDq1KmVjz766JkXXnghMjs7OzAlJWUMQG1trSUqKsoJYLVauf/++0sBsrKy/KOiohxpaWl2gIiICBfA559/HpqTkxO4bt26cIDKykrr/v37/X19fXVycnL1qFGjHABJSUn2Q4cOtTno3bhxY2hGRkZoYmJiIoDdbrfk5OT4Nxd4nz592vrpp5/2y8vL29u/f/+G2bNnj3zllVcibr311h6djlICb9G7bN0K06aZL6xCiL7s/2C6g9cBf8YE009f7EVa68+Az5rse9Jj/bqOraboaA31cHyzCbhrz0BYHKT+EgZOOb8LOJiW6crKC4Ps8vJzx4SFmSA7Odk8Rg+CkJDzx283uOCbw6aF+2QpDAiFe66BK0eDzWrOU5gHOV/A4W/AWQ8RMXD1jyDqYgMghBDnCY7wdg26D88x3o201mr+/PklL7/88gVDpXx9fV0XG9ettVbPP//8sdtuu+28IHf9+vUhfn5+3/Ucs1qtOJ3ONidE0lqzePHiU0uXLj1zsWM/+eST0GHDhtUNHjzYCXDLLbeU/f3vfw9++OGHz1ZWVlodDgc+Pj7k5+f7Dhw4sL6tdfA2CbxF73H6NOzdC3fc4e2aCCG8TGttxwTev/R2XUTXcNbCsY1w6AOoK4XwMTBuIQyYeC5I1i44eQoOHoSCEybQrq4+V0b//jB0KEyeAoOiTZAd2MqoTWcDfP0tbNxtpgUbFA4PzoBJI8FqgZpK2P815HwJZafAxw/ipkDC92DAcMlmLoToeOnp6RXz5s2Le/zxx4tiYmKcRUVF1vLycmt8fPx5Aeq4ceNqi4uLfbZv3x6YlpZmLy0ttQQHB7uuv/768lWrVg2YM2dOpZ+fn87KyvKLjY11tHbOoKCghvLycsugVmanmDVrVsVTTz01eMGCBWfDwsJcR44c8fH19dUxMTEXdE+PjY2t37VrV3BlZaUlKCjItWXLlpBJkybZLRYLV155ZeV///d/hy9YsKD0rbfe6j9nzpyyS75YXUwCb9F7bNtmHmX+biH6LKXUutae77Ru4cJrHHY4+ikc/sjMvd1/HExYCv3HmsDW6YQjR8wU4gdzTQu3UhAVBaNHm+B60CCIHgi+bewsdboC/nkEtmRDaTUMi4SHr4eUWFAaCnJM63b+bjPGPGoEXHMvjJoEPpJUTQjRiSZNmlS7bNmygpkzZ8a7XC58fHz0ypUrjzUNvP39/fWaNWsOLVq0aFhtba3F39/flZGRcXDJkiVn8vPz/ZKTk8dorVVERITjs88+O9TaOe+7774z6enp8QMHDqzfsWPHweaOmTdvXsW+ffv8J0+enAAQGBjoWrNmzZHmAu8ZM2ZU33TTTaXjxo0bY7PZSEpKsv/85z8/DfD888+f+NGPfjTqmWeeiUlKSrI/+uijF21B7y5UZ01XpJR6C5gDFGutx7r3RQD/A8QC+cC/aK1LlRko93vgRsAO3K+13uV+zX3AMnexz2it/3SxcwcFBelqz5+wL63+l/V6cfna/dn82c/g7bfNBKodkOCnO3wGZDox0Rsopexa6y5JYa2UOo2Zi/vPwA7g/OxqWm/vinp4Sk1N1ZmZmV192l6vvhKOfAL568BRDVGpEPcvEDEGauxw8FsTaOflQX29uS3ExcEVV8Do+NZbsptyueDIacg6apaTpWb/qIFw40RIGgLVZXDw75D7JVSWgF8QjJ4KCdNNt3IhRPeglPpGa516ueXs2bMnPyUlpccEfaLr7NmzJzIlJSW26f7ObPH+f8AfgNUe+/4D+F+t9XNKqf9wb/9fYBYw2r1MBVYBU92B+q8wc6Vq4Bul1DqtdWkn1lv0VFu2wDXXdMusukKI1iml0jE/wFqBN7XWzzV5/ufAQ4ATOA38WGt9tJmiooHrgTswGck/Bf6std7XidUXXaiuzLRu538GDTUQfZUJuHV/yM2B3P8HR4+acdXBwTA2GRKugBEjwNaeLOYOOFBgkqXtPQ6VNWBRMHoQzL8Cxg2HyGA4thc2fQzHs805YxJg8q0QO7595xNCCNG7dVrgrbXOUErFNtl9M3Cte/1PmPlV/697/2ptmve+Vkr1U0oNch+7WWt9FkAptRlIx7RkCHHOyZOmH+FDD3m7JkKIdlJKWYGXMQHzCWCn+0dWz4Qx/wRStdZ2pdS/Av8F/KhpWVrrBmAjsFEp5YcJwLcppX6ttf5DZ78X0XkaHHDkYzMPd0MdDJ4OodfCsUr481+h2D2524ABMG26CbYHD74woVprSqth71HYcxRyTpox3AG+MHaoCbSThoKqg6JDkLcJNu2EmgoIDIOUdEiYJtMcCSFEWxUWFlqvvfbaK5ru37ZtW250dHSDN+rUmbp6jPdArfUp93ohMNC9HgPnpeE/4d7X0n4hzifju4XoyaYAeVrrwwBKqXcxP8h+F3hrrbd6HP81cHdLhbkD7tmYoDsWWAl82OG1Fl2meBfsex2qCyB4LFQlwrZiqPzMjNceNgxu+IHpRh7RjozHWsPxEtN9fM9RMwUYQGQIXDMGxg2DSA2nj0DR3+CTQ1Bx2hxjtUHMGJMobdhYsFxkirLmlNZCeY/JxytE9xDuB2EyeU2vEB0d3dA0K3tv5rXkalprrZTqsAGsSqkFwAIAX98eM4+66Chbt0K/fjB+vLdrIoS4kE0p5TnI+XWt9ese2839yDq1lfIeBDY094RSajUwFjMl2K+11tmXVmXRHdiLYN+bUPQ12PrD6VT4RoPPsUsfr+1sgNyTJtDOOmpauRUwYiDMHQ9DFTiKoTgTdvzFzLsNEBACA0fBmGsgehREDgNrO7uSF9dAdsm55ZS9fa8XQsD9CXBbnLdrIUT7dXXgXaSUGqS1PuXuSu7uGEYBMNTjuCHufQWc65reuH9bcwW7v8S9Dia5WsdWW3R7W7ZAWhpYL6HJQQjR2ZwdkcgGQCl1NybvR1oLh9wNVAOPAos8kiQqzG++oR1RD9G5GurMtGB5a8Gl4cxIOBYGkZFwyzRISmrf+GmHE/afgF1HTLBtrwdfGyRGwDXBEFAJpdlwciMUuMxrwgfDyFQTZA8cZbqQtyfnptZQaHcH2WfNY7E7iA/2gaQIuDEWBgS0vUwhBAwP8XYNhLg0XR14rwPuA55zP37ssX+hu3vhVKDcHZxvAp5VSoW7j7sB+EUX11l0d8eOweHDsGiRt2sihLg0Lf34eh6l1HWYebnTtNZ1zRWktW7HiF7R3WgNRf+A7NehthjKI+HoIBgUB7dPM9N/tXXMdp0Dso+bab+yjpntQB8Y6wfhlVBzGKpLTfcKm6+Z8mt8ugmyB44wWcnbW/eCao8W7bNQUmueC/U1gfbNIyG5vwkcLN6fOEMIIUQX6rTAWyn1Z0xrdaRS6gQmO/lzwF+UUg8CR4F/cR/+GWYqsTzMdGIPAGitzyqlngZ2uo9b3phoTYjvbHUP/Zwxw7v1EEJcqp3AaKXUCEzAfTsmI/l3lFITgNeAdK118YVFiJ6u6iTseRlKs6A2AI7GQ0wq3DMNhg5rWxk19bD3GHxzGPYdB0cDBPvDpP7QvwRKD0BNOVQEwpAxEB1nAu3+Q9o/Rtul4XilCbD3lsC+s1Dm/jko3A/G9oexEeZxaHD7WsuFEEL0Pp2Z1fyOFp6a2cyxGnikhXLeAt7qwKqJ3mbLFtP/MCnJ2zURQlwCrbVTKbUQ2ISZTuwtrfU+pdRyIFNrvQ74LRAMvOfuPn5Maz3Xa5UWHcZZC3vegpObwKXg1FAYdB3cOx0GRF389dW1Zrz2riNw4AQ4XRAWCFcOg0GVULYfSr6EUxYYlgyjr4Thye0fn213wrdlkFNqltxSqHSY5yL9YXzkuUB7cJAE2kKIzme1WieNHj26pqGhQcXFxdX85S9/yQ8JCXF1dT2WL18etWTJkjON505LS4t7//33j0RGRjYEBgZOsNvt/2xvmU8//XTU6tWrB2ituffee08/+eSTxQBFRUXWW2+9dWRBQYFfTExM3ccff3x4wIABPSIDujIxb+8SFBSkq6urL6sMJXdMr2vTZ1NrGD4cpk6F997r0PN3h89Ab/z/KfoepZRda93Ojru9R2pqqs7MzLz4gX2MywV7P4ajfwZLDZQOgAFz4OqZEBrW+msramB3Puw6bBKluTREBMP4oTC0HsoPwIl9oF0mCVr8VTBqskmQ1hZaw8nqc0F2TqmZtqzx2+zQYEgIN2PEx/aHgQESaAvRUyilvumIvCN79uzJT0lJOdMRdbpUnkHt3LlzR0ycONH+1FNPFbXltU6nE5utY9pgY2JikjMzMw8MGjTI2Vod22rnzp3+d95556hdu3Yd8Pf3d6WlpcW//vrrR8eOHVv38MMPD4mIiHA+++yzhY8//nh0aWmpddWqVRcMT/OmPXv2RKakpMQ23e+1rObdVn4+PPkkvwfKPZayFrZrvVTNy2UDQoBQ9+K5HgpUAO8B3T7sO3wYjh+HX8jQfyGE6Am0C7IyIO9P4HcG6oMg4g6YeSsEtJJozNFgxmt/kQMHT5ngOCoUrkuGUTaoyIHDH0C2HQL7wbjrTet2xOCL16mmaWt2GVS4p/kKtMEV4XBVtAm248NNcjQhhGhU9nOGOnNox/wKF2dLwN7vhfNm/GjV9OnTq7KysgIAXnnllYhVq1YNdDgcauLEidWrV68+arPZCAwMnHDXXXedzsjICF25cuUxf39/1+LFi4fZ7XaLr6+vzsjIyA0JCXE98sgjQ7788suQ+vp69ZOf/KR46dKlZ9avXx+yfPnywREREY7c3NyA5ORk+0cffXTk2WefjSouLvZJS0uLDw8Pd+7YseNgS4H4E088MfDDDz+MqK+vV7Nnzy578cUXTzb3Xvbu3RswYcKEqsYW9GnTplW+++67/Z555pmijRs39tu+fXsuwE9/+tOStLS0K2gmL0x3JIF3U2fPwt/+xj2YAPRiQ77qaTkob2676XPlgKMd1Qui+UC5vfva8pchHnimHXXzii1bzKPM3y2EEF7hagCn0ywO57n18xaHeawogSPvQchRsNkg5Ea44QHw9W+5/KJy+NsB+OogVNWaObZvnABXhEFVLny7Hv5x2iRIi50A8VfC4ASwtJKErdAO+8+e6zKeX3GuNXtIMEwZaILshHDTut3RidAqnZBVDXuqoPyC9iEhRGu+Hw5XyvwU53E4HGzatCn0hhtuqNi1a5f/2rVrIzIzM3P8/Pz03XffPezVV1/tv3DhwpKamhrL1KlTq994440TtbW1Ki4ubuyaNWsOpaWl2c+ePWsJDg52rVixIjIsLKwhOzv7QE1NjZo8eXLCTTfdVAFw4MCBgN27dx+OjY11TJo0KWHz5s3By5YtK161atXA7du3H2yuxbvRBx98EJqXl+eflZV1QGvNddddF7dhw4bgWbNmVTU9dvz48TXLly+PKSwstAYFBenNmzeHpaSkVAOUlJTYhg8f7gAYOnSoo6SkpMfEsz2mol1m4kQ4coQId5+xYCAM6Od+DGvDdrzHdlv+Lti5MDCHC4PnEC7+QwCYHwPKMa3WFUAlcArIbbKvosniue9Z4NeYjEeb2nBOr9m6FaKjzWSuQgjRy1RXQNEJcNSCow6cdR6P9WbaLWc9NNSb4NZVDw0Os+1ygsthHrUTcIHyWNAe6437dZNtz+e1ec13PaF0+3tFWVwQ4oKQKXDlQvAPb/44Z4MZt51xAHIKTOCbMhymjQZbAeRtg+3fmmMHXwETboQRE1sO4GsbIPsMfHMadp023cgBAmxwRT+YP9oE2Vf0gxDfdr6pi9AaCuthdxXsqTaPh2rMtbMCYfJNTIh2GRnQ/QLv9rRMd6S6ujpLQkJCIsDUqVMrH3300TMvvPBCZHZ2dmBKSsoYgNraWktUVJQTwGq1cv/995cCZGVl+UdFRTnS0tLsABERES6Azz//PDQnJydw3bp14QCVlZXW/fv3+/v6+urk5OTqUaNGOQCSkpLshw4davNfzI0bN4ZmZGSEJiYmJgLY7XZLTk6Of3OB98SJE2sfffTRwpkzZ8YHBAS4kpKS7NZmpgy2WCzdYmhoW8mf+4uoci+X2n/BggmY2xO498NMOFvuPm9bAmXPffWXWFdPDwMpwBpgEiYFfbejtQm8Z8yQwXVCiF7pwCYoXN324y3upbme0BpMpOc+SHusYwXt+WKLx7b7OJfFtCJbLCYQblxXLa03c5zVB0amQ3h88/U/UwF/y4Evc6GyxozbnpsK4yLg+D/gm5VQb4ewgZB6M4yeCiH9m3mvGk5UmUD7m2KTcdzhAl8LjIuEObFmWq+hIWDt4NtHg4Zva0xr9u4qyKqCInfXtiALJAfDdeGQEgRjgyCgndnUhRCikZ+fnysnJ2e/5z6ttZo/f37Jyy+/fEH44uvr67rYuG6ttXr++eeP3XbbbRWe+9evXx/i5+f33e+tVqsVp9PZ5r+gWmsWL158aunSpW0aF79kyZIzS5YsOQOwcOHCmCFDhtQD9O/f33n06FGf4cOHO44ePeoTERHRY/oNSeDdyVyca83uSWqA24BM4H1gGtDspLnelJMDhYXSzVwI0WvFTgRdCVY/8PE992jzAx9/8PEz6xYfE9QqG1gaF59z68qn/dNldZUGl5kCbPt+k5UcBeOGwfQrIKQUDmTAhv0mkB8xEZLSIHr0hb+32h2wx6NV+3SN2T80GGbHwsQBZi5t3w6+DjUNkF19rkV7bxVUu/utR/lASjCMdy9xAR0f6AshhKf09PSKefPmxT3++ONFMTExzqKiImt5ebk1Pj7+vLa5cePG1RYXF/ts3749MC0tzV5aWmoJDg52XX/99eWrVq0aMGfOnEo/Pz+dlZXlFxsb2+rI2KCgoIby8nLLoEGDWjxm1qxZFU899dTgBQsWnA0LC3MdOXLEx9fXV8fExDQbOBcUFNhiYmKc3377re+nn37ab+fOnTkAP/jBD8pee+21/s8++2zha6+91j89Pb3sEi6TV0jgLVp0CLgH+AT4A/AT71bnQo3zd0vgLYTopSJHmaU3OltlEqV9mQNldugXBLMnQuoQKPwnZL8GVWchqB+kzoWE6RDoke3cpeFIhQmyvyk247UbtOk+Pj4SfhQHE6IgqpWEbe1V1QCHayDPvWRXQ64dGjA91UYFwKz+pjV7fDBE+0qHLCFE15o0aVLtsmXLCmbOnBnvcrnw8fHRK1euPNY08Pb399dr1qw5tGjRomG1tbUWf39/V0ZGxsElS5acyc/P90tOTh6jtVYRERGOzz777FBr57zvvvvOpKenxw8cOLB+x44dB5s7Zt68eRX79u3znzx5cgJAYGCga82aNUdaCrznzp07qqyszGaz2fSKFSuORUZGNgD8+te/PnXrrbeOGj58eGRMTEz9hx9+2GrduhOZTqwFPWm8QGd7GlgGPAT8sQvPe9HP5vz58I9/mEz0nfDv1R0+A73x/6foe2Q6MZlOrJHLBdnHzdjt7OOAhqShMD0BBjZAznY4vMuMSx98BSReC7Ep51rrG1zwdRH8o8gE3GXurlgjQ2FSlGnVTggHWyuJ1drC4YL8WhNcH2p8rIFTHl9bAywwJvBci/a4IAiR5gwhur3eNJ2Y6J5kOjFxyX4FTMG0eu8GvvFudQyXy7R4z5kjzQlCiA6jlEoHfo8Z2fym1vq5Js9fA6wAxgG3a63XdmX9tDbBp6PBLM7mHp3n72tcv+xzY8r5bnGdK9tzX3N1atxvr4PqOggNgPQUuHIUlB2AfWtg53HTfX7MdBNwh3v0WHQ0wJYTsPaQyUge4gMTBphge0IkhLeSFb01Lg0n68+1YB9yL0drTSs2mA9CrL8JrG+NNN3FRwXAIN+Oz3YuhBCi95LAW1yUC7gTE3CvxSRbO+vVGgHZ2VBSIt3MhRAdRillBV4GrgdOADuVUuu01p6Ja44B9wOPdUWdso/Dn7adH8R2l34wVgvYrKZ12cfqXree22ezgr8P2PzPPe9jhbFDITYQcjNg459NsrTwwTD9TpMszccjiK5tgL8ehQ8OQ0ktxIXB46lmuq9LGStd1QD/qICvKyDHDodrodZ17vkYXxNUp/U7F2AP9wOfy2xBF0IIcaHCwkLrtddee8HURNu2bcuNjo7ugJ+MuxcJvEWblAA/BL7AZDqfzbk5T71CxncLITreFCBPa30YQCn1LnAz8F3grbXOdz/XJX8CwwJh3HATsPpYwcfmDnRt5wLZxkefptsex1jdWcW1Bu0yc283PnouuqGVfS5zbqs6l6W8vbLYc90AACAASURBVBy1cPATyPRMlnYtRMedX57dAZ8ehY8PQ3m9SYq2KMW0brfnvFrDwRr4ezl8VWEyjTdgsosnuVuwRwWYIHukPwR20wR0QgjRG0VHRzc0zcrem0ngLdosE1gIvIHpfv4rb1ZmyxYYNQqGDfNmLYQQvUsMnDcX6wlg6qUUpJRaACwAGHYZf6f0SXCuBSdmtolLLodzgbS3m8xbSpYGUFEP647A+nyodpgx2/8SB0nNTBnWkgon7KiAv1eYgLvEnbbnigC4NxquDjVTetm80E28TsMBB/zTveyuh9Lu0oVBiB5iSTD8uM9mDRE9mQTeol3eBK4EngT+AXzqjUo0NMD27Sa5mhBCdENa69eB18EkV7vUcoIjIOF7HVMni9UsVtu59RaXFo653FhVWSAi5sKpzc7WwkeHYcNR0738qmiYHwej+128TJc23cYbA+3satMjK9QKU0NhWhhcGQqRzU1u3om0hsMNJrhuDLT3OaAxP1uUBcb7wCBpZReiXUZK9CJ6KPnoinZbCEwA3gZSgcNdXYHdu6G8HGbM6OozCyF6twJgqMf2EPc+r4mIgat68W+MxXZ4/xBsPm6Sxl0TAz+Mg+Ehrb+uzAlflZtg++sKKHWaHwXGBMKDg+CqUNOVvCvnzD7d4G7FdsA/681jufsnl0AFKT7wUBBM8IHxvjD4ErvrCyGE6Jkk8BbtVgvchkm29j5wNZfXBbLdtmwxj9de25VnFUL0fjuB0UqpEZiA+3ZMbknRwQqq4L082FZgAuYZQ+C2OBjcSvfR47Xwv2WwrQz2VZse8+E205p9dah5DO+CVm2XhlMuOOKEvY2BtgNOuNMAWYEEG9wUYILsCT4w2ta1PwIIIYTofiTwFpckH7gL09V8FSbFb5fZuhUSEmDQoIsfK4QQbaS1diqlFgKbMPHTW1rrfUqp5UCm1nqdUmoy8CEQDtyklPq11jrJe3U23apdLmjQZnHq87cbl+6gqh4+yYcvTppM4TcOh1tHwYCA5o8/XAP/WwpbyuBb9y+8iYHw08GmVXtMYOdM6eXUUNAA+Q2Q7zSPR9yPR51Q53HsUCtM9IEHA01LdrKPaeEWQojOZrVaJ40ePbqmoaFBxcXF1fzlL3/JDwkJ6fL8x8uXL49asmTJmcZzp6Wlxb3//vtHIiMjGwIDAyfY7fZ/trfMp59+Omr16tUDtNbce++9p5988sligK+++irgX//1X4fb7XbLkCFD6teuXXs4IiLCqzmf20pp3U3uxh0oKChIV1dXX1YZSvp/tcmTwK+Bh4HXOrjsZj+bDgdERMC998LLL3fwGc/XHT4DvfH/p+h7lFJ2rXWfTYWTmpqqMzMzL+m1u07DH7JMN2yXO6hu0Odv9zQBVrgxFm4eCeF+5z+nNeS6g+2tZZBfa1rEU4JhRj+YEQ7Rvh1Tj3oNx92B9RGPADvfCccaTEK7Rv7ACBvEWiHWZtaHW2GMDSJljLYQPYpS6hutderllrNnz578lJSUMx1Rp0vlGdTOnTt3xMSJE+1PPfVUUVte63Q6sdk6pg02JiYmOTMz88CgQYOcTZ+7lMB7586d/nfeeeeoXbt2HfD393elpaXFv/7660fHjh1bN3bs2DG/+c1vjs+ePbtqxYoV/Y8cOeL3+9///mSHvJEOsmfPnsiUlJTYpvulxVtclqcx8++sBP6JSbjWqTIzoapKphETQvQJob4wrr/ppmx1T+X13WIxrb1W5THNV5PnG9ct6vITo3UEi4KUSAjxCJ5d2nQd/98y2FoKBfWmu8HEEPjRAPh++OUnRit1mW7hWQ7zmO2Aow3nT4sZrExgneQDs/3dAbY70B4o47GFEK35MUPJJrBDyxyLnbfOm2mjVdOnT6/KysoKAHjllVciVq1aNdDhcKiJEydWr169+qjNZiMwMHDCXXfddTojIyN05cqVx/z9/V2LFy8eZrfbLb6+vjojIyM3JCTE9cgjjwz58ssvQ+rr69VPfvKT4qVLl55Zv359yPLlywdHREQ4cnNzA5KTk+0fffTRkWeffTaquLjYJy0tLT48PNy5Y8eOgy0F4k888cTADz/8MKK+vl7Nnj277MUXX2w2YN67d2/AhAkTqhpb0KdNm1b57rvv9nvmmWeKjh496jdr1qwqgDlz5lT84Ac/iO9ugXdLJPAWl0UD92DGe68FJgKd+tNf4/zdMr5bCNEHxIXB4vHerkXHa9Cwuwq2uFu2ix1meq8pIfDAILi2H/S7xG8oJQ2w12mC7MZA+3jDueeHWk138JsDzgXWI6zQX4JrIUQP5XA42LRpU+gNN9xQsWvXLv+1a9dGZGZm5vj5+em777572Kuvvtp/4cKFJTU1NZapU6dWv/HGGydqa2tVXFzc2DVr1hxKS0uznz171hIcHOxasWJFZFhYWEN2dvaBmpoaNXny5ISbbrqpAuDAgQMBu3fvPhwbG+uYNGlSwubNm4OXLVtWvGrVqoHbt28/2FyLd6MPPvggNC8vzz8rK+uA1prrrrsubsOGDcGNQbSn8ePH1yxfvjymsLDQGhQUpDdv3hyWkpJSDRAXF1e7Zs2afvfcc0/ZO++8E1FYWNhB/aA6nwTe4rKVAvOAvwPvAj8AGlp9xWXYuhXGjYPIyM46gxBCdBtODXXubuUNnBuv7Wqy7tTuYzyOczVZ7w5qXSYT+fYyOOsEP2WSoi0Mh++FQUg7v5UUN5xryW4Msk96NGOPsJopu+4NNMF2sg+EWzr2PQkhRHtapjtSXV2dJSEhIRFg6tSplY8++uiZF154ITI7OzswJSVlDEBtba0lKirKCWC1Wrn//vtLAbKysvyjoqIcaWlpdoDGcdKff/55aE5OTuC6devCASorK6379+/39/X11cnJydWjRo1yACQlJdkPHTrU5qB348aNoRkZGaGJiYmJAHa73ZKTk+PfXOA9ceLE2kcffbRw5syZ8QEBAa6kpCS71WrG9bz11lv5CxcuHPrcc88NSk9PL/Px8ekmd7iLk8BbdIjdwL8C/w/T/fzxzjhJXR188QX89KedUboQQnQ7X5TDY4e8XYuOFWCB6WFmzPa0MAhs4xhphzbZw7+sM5nE9zqg0B1kK2CkFab4wjh3gD3WB8IkyBZC9GJ+fn6unJyc/Z77tNZq/vz5JS+//PIF02H6+vq6LjauW2utnn/++WO33XZbhef+9evXh/j5+X0X5FqtVpxOZ5v7CWmtWbx48amlS5e2qXPskiVLzixZsuQMwMKFC2OGDBlSDzBhwoTaL7/88luArKwsv7/+9a/92loHb5PAW3SYPwFXAb8AdgAfd/QJduyA2loZ3y2E6DNG+cOjMR5jtzk3ZtumwILHmG5aPk7RfcZ4xwWAfxsCYq0hrwEy6szyVT1UafM+Rttgmp87yLaZcdkhEmQLIQTp6ekV8+bNi3v88ceLYmJinEVFRdby8nJrfHx8vedx48aNqy0uLvbZvn17YFpamr20tNQSHBzsuv7668tXrVo1YM6cOZV+fn46KyvLLzY21tHaOYOCghrKy8stg1qZcWjWrFkVTz311OAFCxacDQsLcx05csTH19dXx8TENNs9vaCgwBYTE+P89ttvfT/99NN+O3fuzPHc39DQwK9+9atBDz74YPElXCavkMBbdKhFwARMED4Z+LYjC9+6FSwWSEvryFKFEKLbGuoP90R7uxZd53QD/K3eBNp/qzPzZYNJenZrAFzjC1f79dzu4rXAEeAQkOd+vKCPpRCiVfOBG71diW5s0qRJtcuWLSuYOXNmvMvlwsfHR69cufJY08Db399fr1mz5tCiRYuG1dbWWvz9/V0ZGRkHlyxZciY/P98vOTl5jNZaRUREOD777LNW+17dd999Z9LT0+MHDhxYv2PHjoPNHTNv3ryKffv2+U+ePDkBIDAw0LVmzZojLQXec+fOHVVWVmaz2Wx6xYoVxyIjIxsA3nrrrYg//vGPUQA33nhj6aJFi0ou5Tp5g0wn1oLuMJVUTzUU2AUUAlMB+yWWc8FnMy0NqqtNZvMu0B0+A73x/6foe2Q6sUufTqy3s7vg6/pzwfYB99evcAXT/eB7fibYHtaDmgmqMAF1Y3DduBwCjmOSkjYKwUwIL4Rou19gprG9VL1pOjHRPcl0YqLLHAfuADYBbwB3dUShNTXw9dewaFFHlCaEEMILGjTscZjW7Ix6yKwHB+CLGZ/9ixBI84Mkm+kq3x3VY35YPoVpvfYMrPPcz3mKBOKAa4BR7vU493ok3WMIgBBCiM4ngbfoFJ8Dy4Bnga+AP1xugX//O9TXw4wZl1uSEEL0GF/VwdOV57KYa0ym8sZtV+M6JnO557bW5451NV98l3NqE7iCCa4fCjKt2lN8IdDLEWhjQH0SE1SfbLLe+Nhc81YMJpi+kfMD61FAWGdXXAgheqjCwkLrtddee0XT/du2bcuNjo7utEmSvEUCb9FpnsN0NX8B0/X875dT2JYtYLXC9OkdUTUhhOgRfJQZz2zFtIx+l0CtmW0L55KtWZpsd5dWVQsm4/h0X4hsYzbzjqCBEkzekW8xLdPHOT+obi6gtgLRwGAgFrgaGOTeHuTeNwII7MzKCyFELxUdHd3QNCt7byaBt+g0GrgPyAT+AkwCii61sK1bYfJkCAnpoNoJIUT3l+oLayK8XYueo5RzwXXTpczjOAvnAuiRwDTOBdOej5GY4FsIIYS4XBJ4i05VDswDvgb+B7gOaDZ1YWuqqmDnTvj3f+/g2gkhhOhpKmg5uPZMbauAYcBoTN6R0UC8+zEWM65cCCGE6CoSeItOtxdYALwD/CewtL0FfPEFOJ0yf7cQQvQR9cBhIBc46LHkcmHPqSGYYPo292PjMhLw76L6CiGEEBcjgbfoEmuAK4HHMK3f77fnxVu2gI8PXH11Z1RNCCGEF7iAAi4MrA9isoV7JoSLwrRWz+b8lutRyPhqIYQQPYME3qLL/Bwzzvu/gX1ATltfuHUrXHUVBMrXKyFE39KYxVx7LK4m263t99zXgBnq07hcynZzi6sd2/VAPia4/hawe7zXIExAnQrc6V5vXPpd8hUUQgjRkrfffrtfYmJi7aRJk2oBFi9ePPjaa6+tvOWWWypbes1tt90WO2fOnPIHHnig9GLlr1+/PuT5558fuHXr1ryOrHdbBQYGTrDb7f/0xrmbI4G36DIOYD4mw/kHwBSg6mIvKiuDXbvgiSc6uXZCCNH9fAzc6u1KdBAL5kvHcEwwPQO4gnPB9WC6T/Z1IYRoF6UmdVrZWn/TGcU6HA4++uijfk6ns7wx8F6xYsXJzjiXMCTwFl2qAPgRZp7vP7rXW5WRAS6XjO8WQvRJY4DlmIBUYYJX1czS3P6m+2wei/USthv3WTy2rW3cbqyLEEKIjpObm+ubnp4+Ojk52Z6dnR0YHx9f89577+X/+te/Hrhx48Z+dXV1ltTU1Ko1a9YctVgsTJky5YqxY8fa//GPfwTPnj279PPPP+/39ddfh/zmN78Z9P777x968sknBzW2Zj/22GODmivjYtauXRu6dOnSoQEBAa4pU6Z818ZWUVFhefDBB4fl5OQEOJ1O9ctf/vLk3XffXbZy5cr+H3/8cb/KykpbUVGRzw9/+MOS559//hTAK6+8ErFq1aqBDodDTZw4sXr16tVHbTYbgYGBEx588MHiv/71r2H+/v6u9evX5w0dOtSZk5Pje/vtt4+02+2W9PR0z8kseOKJJwZ++OGHEfX19Wr27NllL7744snc3FzfWbNmjZ4yZUpVZmZm8MCBA+s3bdqUFxwcrLOzs/0WLFgwvKSkxGa1WvV77713OCkpqa65ctr67yWBt+hy24D/AH6LGe/9YmsHb90K/v5w5ZVdUDMhhOhergCkv48QQoiW5Ofn+7/22mv5N9xwQ/X8+fNjf/vb3w5YunRp8e9+97tTALfccsuId999N+zOO+8sB6ivr1fZ2dkHAPLy8vxb6jbeWhktsdvtauHChbGbN2/OTUpKqpszZ87Ixucef/zxQd///vcr3nvvvfwzZ85YU1NTx8ydO7cCICsrK2jv3r37goODXRMmTEi8+eaby4ODg11r166NyMzMzPHz89N33333sFdffbX/woULS2pqaixXXXVV1UsvvVTw8MMPD3nppZcG/Nd//depn/3sZ8Meeuih0wsXLiz5z//8zwGN5/7ggw9C8/Ly/LOysg5orbnuuuviNmzYEDxy5Mj6Y8eO+b/zzjuHr7766qM33njjyNWrV4f/7Gc/O3vnnXeOeOyxxwrvvffeMrvdrhoaGlRL5cyaNeuinXhBAm/hJb/DJFv7L8w8339r6cCtW2HaNPDz66qqCSH6MKVUOvB7TGPtm1rr55o87wesxqSsKAF+pLXO7+p6CiGE6EY6qTt4W0RHR9ffcMMN1QD33HNPycqVK6NGjhxZ98ILL0TX1tZaysrKbImJiTWYWX654447zral3A0bNoS0VEZLdu/e7T9kyJC65OTkOoC77rqr5M033xwAsG3bttBNmzb1W7lyZTRAXV2dysvL8wWYPn16RXR0dAPA7NmzS7dt2xZss9l0dnZ2YEpKyhiA2tpaS1RUlBPAx8dH33777eUAkyZNqv78889DAXbt2hW8YcOGQwA//elPS55++ukhABs3bgzNyMgITUxMTASw2+2WnJwc/5EjR9bHxMTUXX311TUAEyZMsOfn5/uVlpZaioqKfO+9994ygMDAQA3olsqRwFt0ew8AO4G/ABOBU00POHMG9uyBZ57p6qoJIfogpZQVeBm4HjgB7FRKrdNa7/c47EGgVGsdp5S6HfgNbRg1I4QQQnQGpdQF2//2b/82fMeOHfvj4uIcP//5zwfX1tZ+10c8JCTEdUEhTdjtdtVaGZdCa83atWvzUlJS6jz3f/HFF0HNvQettZo/f37Jyy+/XNC0LJvNphu7vdtsNpxO53cFWCwW3dy5Fy9efGrp0qVnPPfn5ub6+vr6fne81WrVNTU1Lb7Plsppq8u6gEJcjkpgHhAMvAf4ND1g+3bzOGNGV1ZLCNF3TQHytNaHtdb1wLvAzU2OuRn4k3t9LTBTNf3GIIQQQnSRU6dO+X7++edBAGvWrIm4+uqrqwCio6Od5eXllk8++SS8pdcGBwc3VFRUXBAP2u12S1vL8DR+/PjagoIC33379vkBvPvuuxGNz33/+9+veP755we6XCbu//LLLwMan/viiy9Ci4qKrFVVVeqzzz7rl5aWVpWenl6xfv368IKCAhtAUVGR9eDBg76tnX/ixIlVb7zxRgTAG2+80b9x/6xZsyrefvvtyPLycgvAkSNHfBrLbU54eLgrOjq6/u233+4HUFNToyorKy3tLacpCbyFV+3HNB9Nw4z5Ps/WrRAUBKmpXV4vIUSfFAMc99g+4d7X7DFaayem213/JseglFqglMpUSmWePn26k6orhBCir4uNja196aWXokaOHJlUVlZme+yxx07fddddp8eMGZP0/e9/Pz4lJaW6pdfeddddZ1euXBk9ZsyYxMZgGSAyMrKhrWV4CgwM1C+99NLROXPmxCUmJo6JjIx0Nj733HPPnXQ6nSohISExLi4uadmyZd/dX8eNG1c9d+7cUUlJSUk33XRT6TXXXGOfNGlS7bJlywpmzpwZHx8fnzhjxoz448ePX9BO5+mVV1459vrrr0fFx8cnFhQUfHfsvHnzKubPn3928uTJCfHx8Ym33nrrqLKyMmtrZb3zzjtHXn755aj4+PjE1NTUhOPHj9supRxPSusLWuN7vKCgIF1d3abPR4ukAaNrvQAsAe7ANDEB6DFjYPhw2LDBK3XqDp+B3vj/U/Q9Sim71jrI2/W4GKXUD4F0rfVD7u17gKla64Uex2S7jznh3j7kPqbFbmepqak6MzOzcysvhBCiTZRS32itL7tVZ8+ePfkpKSmX1OW4o+Tm5vrOmTNn9LfffrvPm/W4HCtXruyfmZkZtHr16mPerktH2bNnT2RKSkps0/0yxlt0C/8OpAJvAnuBMwAHDsADD3izWl7n7eBfAn/RxxQAQz22h7j3NXfMCaWUDQjDJFkTQgghhGhRj+lqrpRKV0rlKqXylFL/4e36iI7lBP4FqAA+wGNQpczfLUSfcLG/8UopP6XU/7if36GUiu2EauwERiulRiilfIHbgXVNjlkH3Ode/yGwRcsvVEIIIbzgiiuuqPdWa/f1118/KiEhIdFzef/990PbW86iRYtKelNrd2t6RIt3GzPNih6uEBN8bwVeAggLgwkTvFonIUTn6y7ZxLXWTqXUQmATZjqxt7TW+5RSy4FMrfU64I/A20qpPOAsJjgXQgjR97hcLpdqLot2X7B58+ZD3q5Dd+RyuRTQbOb4HhF445FpFkAp1ZhpVgLvXuYL4DFgBcA114C1zfkKRCfwdlf37sDbjZnd4d+gC65BW/7G3ww85V5fC/xBKaU6urVZa/0Z8FmTfU96rNcC8zvynEIIIXqk7NOnTycOGDCgvK8G3+J8LpdLnT59OgzIbu75nhJ4N5dpdqrnAUqpBcAC96ZWStVc5jltmB7QfZXX3v/v3QuffALeDTr6+mcA5BrgHscr1+DyrkGAUsozu9jrWuvXPbYv+jeeJtnElVKN2cS9mtimLb755pszSqmjl1FEJD3gfXYyuQZyDUCuQSO5Dpd3DYZ3RAWcTudDhYWFbxYWFo6lBw3fFZ3KBWQ7nc6HmnuypwTeF+X+Evf6RQ9sI6VUZkdkPOyp+vr7B7kGINcA5BqAXIPLpbUecDmvl+sv1wDkGoBcg0ZyHbrHNZg0aVIxMNebdRA9S0/5daYtmWaFEEL0TO3JJt7YAi/ZxIUQQgjRY/SUwLstmWaFEEL0TJJNXAghhBC9Wo/oat5SptlOPm2HdVvvofr6+we5BiDXAOQaQCdfA8kmflHyGZRrAHINQK5BI7kOcg1ED6SkwUAIIYQQQgghhOg8PaWruRBCCCGEEEII0SNJ4C2EEEIIIYQQQnQiCbxboJT6rVIqRymVpZT6UCnVz9t16ipKqXSlVK5SKk8p9R/erk9XU0oNVUptVUrtV0rtU0o96u06eYNSyqqU+qdSar236+ItSql+Sqm17r8FB5RSV3m7Tl1JKbXE/X8gWyn1Z6WUv7fr1FfJPUnuSX39ngRyX+rr9ySQ+5Lo2STwbtlmYKzWehxwEPiFl+vTJZRSVuBlYBaQCNyhlEr0bq26nBP4N611InAl8EgfvAYAjwIHvF0JL/s9sFFrnQCk0Ieuh1IqBlgEpGqtx2KSnvWlhGbdjdyT5J7U1+9JIPelPntPArkviZ5PAu8WaK3/qrV2uje/xswr2xdMAfK01oe11vXAu8DNXq5Tl9Jan9Ja73KvV2JubDHerVXXUkoNAWYDb3q7Lt6ilAoDrsFk00ZrXa+1LvNurbqcDQhwz5sdCJz0cn36LLknyT3Jvd4n70kg9yW5J31H7kuix5LAu21+DGzwdiW6SAxw3GP7BH3wBt9IKRULTAB2eLcmXW4F8O+Ay9sV8aIRwGngv91dG99USgV5u1JdRWtdAPwOOAacAsq11n/1bq2Em9yT+qg+fE8CuS/16XsSyH1J9Hx9OvBWSn3uHiPSdLnZ45hfYrp5rfFeTYU3KKWCgfeBxVrrCm/Xp6sopeYAxVrrb7xdFy+zAROBVVrrCUA10GfGlyqlwjEtiyOAwUCQUupu79aqd5N7kmhNX70ngdyX3Pr0PQnkviR6Ppu3K+BNWuvrWnteKXU/MAeYqfvOhOcFwFCP7SHufX2KUsoH8wVnjdb6A2/Xp4tNA+YqpW4E/IFQpdQ7Wuu+dnM7AZzQWje2LK2lb33JuQ44orU+DaCU+gC4GnjHq7XqxeSe1Cy5J9Hn70kg9yWQexLIfUn0cH26xbs1Sql0TJemuVpru7fr04V2AqOVUiOUUr6YpBXrvFynLqWUUpgxVAe01i94uz5dTWv9C631EK11LObff0sf+3IDgNa6EDiulLrCvWsmsN+LVepqx4ArlVKB7v8TM+ljiXy6E7knyT2JPnpPArkvgdyT3OS+JHq0Pt3ifRF/APyAzeb/Nl9rrR/2bpU6n9baqZRaCGzCZIt8S2u9z8vV6mrTgHuAvUqp3e59j2utP/NinYR3/B9gjfsL/2HgAS/Xp8torXcopdYCuzBdm/8JvO7dWvVpck+Se5Lck0SfvSeB3JdEz6f6Tm81IYQQQgghhBCi60lXcyGEEEIIIYQQohNJ4C2EEEIIIYQQQnQiCbyFEEIIIYQQQohOJIG3EEIIIYQQQgjRiSTwFkIIIYQQQgghOpEE3kIIIYQQQgghRCeSwFuILqCUalBK7VZKZSul3lNKBXo8d4tSSiulEtzb/kqpHKVUsscxS5VSr7VQ9nCl1C53+fuUUr1+bl8hhBCXTu5JQgjR9WQebyG6gFKqSmsd7F5fA3yjtX7Bvf0/wGBgi9b6V+596cAvgWvcz2UAqVrr0mbK9sX8X65TSgUD2cDVWuuTXfDWhBBC9DByTxJCiK4nLd5CdL2/AXEA7i8l04EHgdsbD9BabwROAfcCLwJPNfcFx31svda6zr3ph/y/FkII0XZyTxJCiC4gfwyF6EJKKRswC9jr3nUzsFFrfRAoUUpN8jh8MfD/AQO01m9fpNyhSqks4DjwG2lZEEIIcTFyTxJCiK4jgbcQXSNAKbUbyASOAX90778DeNe9/q57GwD3F5UtwKqLFa61Pq61HodptbhPKTWwA+suhBCid5F7khBCdDGbtysgRB9Ro7Ue77lDKRUBzACSlVIasAJaKbVUn0u+4HIvbaK1PqmUyga+B6ztmKoLIYToZeSeJIQQXUxavIXwnh8Cb2uth2utY7XWQ4EjmC8obaaUGqKUCnCvh2PG5+V2eG2FEEL0ZnJPEkKITiSBtxDecwfwYZN97+PRta+NxgA7lFJ7gO3A77TWey/yGiGEEMKT3JOEEKITcwQ7PgAAAH9JREFUyXRiQgghhBBCCCFEJ5IWbyGEEEIIIYQQohNJcjUhegilVDLQdAqXOq31VG/URwghRN8l9yQhhGgf6WouhBBCCCGEEEJ0IulqLoQQQgghhBBCdCIJvIUQQgghhBBCiE4kgbcQQgghhBBCCNGJJPAWQgghhBBCCCE60f8PspP3+obVhFIAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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3H07QPO/X5RWQu68nOPFKIbjaHzlvD/AhhdTUEAzK9lYh69tO0KplXHnFWIQ3gd524sj1KQQn64vCSfOBNmHz0IF82cz8M4Lfi7ZRn/vI34kiv4MWjNj8R4LvcGJ4oSCT8HsRnijmX9T4DvBScUm8SGlZMA7BLOAPQOPwszef43+Toz+7JR1P7iDofnUNwcXg1vmbO4VQb+bLZtJbCGq0IxO3Wu7+m4jy50c8b0lQw7mrlMsW5bPI9ZpZAsefC2wB+kWtO96DPvUl2ULQJa6w6alR66zt7j8sYj3RiXd+C7niEu9yOz8g6DKzhUpIGMNzs28BKRHH7REErS1OpZvYzQTN/5+JWG9zCm9u/g5fthw81du1OsoHRE4LfdHKgZndaWYNw0Q0v/Yzj6D5ax5BX+58M4ARFvRPrc2XfZ5yCfoq3WhmV1gw4NlYSj6BqEMwMvPBsLauqIPkyUolSLryD6SLol5HK2yfT8V3gauik9vwvf4TQR/BRhD0qYto2l2HIDHfa8GgM4+WRzAWaG5mjxI02Xv4FFfZm+AEqydB069uBP3uX+HL5uYzgf4WDFATY8EgcT8n6AMWqboFt7jKf5TLqMAedFGYC9xX2mXM7BaCMQfyb5l2L0Et/hXlEVPoO8A1YVPLaP8LDDOzH5pZLQtu5fJ7gr6IRd3X93cE3RrK67NbmPnA+8BsCwYyqmZmVxIMzjMhvNhEWOs3h6C/aBzh9y1Mgl8gGLQuKfw8nm9m0f3Wi1KbL3+bYszsBwQ13pGmEpxU3o4G7JHyUx2oQfDZy7VggM2vl7DM50CDYpqO1yHoWrGboAXU+CLKFSusOW9jZn8kSCYfC2f9leCYfF1YJt6CQeAi+1vfaWadwuR4HEHrlGOlXLYoM4FvmFnv8FxgHMefrz1L0IqoVRh/QzO7qZS7+zzwCzNrH/5+dDGzBsA8ggvA37Hg9lRxZnapfdk3PNp/CC5uXwb8v/A40YpgPJfFRSzzOdDazE753DO8SPgjYIwFg/bVDY+Pvc3suVNdfwm+SdDCoBNfHrcvIkiGT6Wb2GCC3/fkiPVeSZDQJ0cWDPf/RqB/+LzULBgcr1X+8YOgu1JZ+4iLyElQ4l0++hI0/TxI0Kx2oAd9q7II+ha/FzbdupzgR3UawYFpA0G/nAegIMF5gCCh+gw4SDAYTWGJRb6fEFz1P0CQiL5czvuWSnBys7iI18cpYp9Pmgf9AdOKmP1Tgtq6JRY0M3yT4EQAgua+NQlqHpYQNEM/Fc3C/+9Bgr5tyUAfd/9XVLmVdvy9MYtrdgzBgXaOu68Jm39tD2tfnyJIts9z91UESebvCQbReTd8RCeQbxBcbMh/lOdI3WMJrsRHy4ja399aMNjLJILBZPZDwejGo4DnrYhR9MsqbGmyvIh5/ybo/30HwcneJwTdQa70YCyEwpb5AngSqF8e8RWxjTyC284sIah5P0iQdD/NiQMK/Y2gJu/lqNYlwwlazqQB+wg+29HJc1HbX0Zw0p5G8BvTJnweWeZjgtqkA+7+/0q/dyJF82CsjQcJLiruIfhuzi1hmXSCi9WfWMS4GBGmErT82QasJfhelcVXwt/1/QQXlesCl7r7f8PtbyGoUX+Y4ILBFoJuN5HnTtMIvsPbCW7B+GAZli1UeC5wH8FvwGcE71fk/aufInjv/mVmB8L97lXKfX6C4H/wr3C//w+oGf5/vk7QwubTcH9+S3CxpLAYDxEMZrcm7AYDwUXFTe6+o4ht5w94udvMlpUy3iK5+0yCPs73hDF/TnBcjEwiv2In3sf7UgAL7oTy7ElsejBBv/TNUcftpzm+m1ipWTAY39UEF2C3Rzw+JPiNP6HWOzxvKFUz9iiXEFw4ORT+/S+FD8QpIuXMynihTE6jsEZ8L0Ez8g2VHY+InBvM7G/AWncvqnWAyDnPzBYBf/Xgvs0iIiLFUo33GcbMbrRgYLBaBH3h/suXA8aIiFQoM2tHMMLxnys7FhEREZGqQon3mecmgiZTnxLcm3RgWfvviJTEgtHwo5vf5T/KOohalY/rXGFmvyMYCG9cKQdqKq/tvmBmO8xsdRHzzcwmmlmmBSOydy+snIjImczMHi7i+Ka7R4icA9TUXEREKpWZfY2gv/tUd7+4kPnXE4x/cT1BX9an3L20fVpFREREKp1qvEVEpFK5+2K+vHdyYW4iSMrd3ZcA55lZSffvFRERETljlMvths40MTExXrNmzcoOQ0REgKysLCcYATnfc+5ellv+NCcYFTrf1nDaZ+UQXoVLSkry1q1bV3YYIiICfPjhh7vcvWFlxyHnniqZeNesWZNDhw6VXFBERCqcmR12956VHUdlad26NWlpRd0VUURETicz21TZMci5SU3NRUTkTLcNOD/idYtwmoiIiMhZQYm3iIic6eYCd4Wjm18O7HP3s6KZuYiIiAhU0abmIiJy9jCzGUAfIMnMtgKPAnEA7v4sMJ9gRPNMIAu4u3IiFRERETk5SrxFTpOcnBy2bt1KdnZ2ZYciUiHi4+Np0aIFcXFxZVrO3W8vYb4D951KbCIiIiKVSYm3yGmydetW6tSpQ+vWrTGzyg5HpFy5O7t372br1q20adOmssMREREROaOoj7fIaZKdnU2DBg2UdEuVZGY0aNBALTpERERECqHEW+Q0UtItVZk+3yIiIiKFU+ItIiIiIiIiUoGUeIuIiJypsoBPgYOAV3IsIiIictI0uJrIOcTMGDRoEH/9618ByM3NpWnTpvTq1Yt58+ZV2HaHDBlCamoqdevW5fDhw1x++eWMHz+eFi1aANC6dWvq1KlDbGwsAF/72teYOHFiwXL16tUD4J577uHBBx8EYMWKFVxyySUsWLCAvn37ArBx40a+8Y1vsHr16oJtjx07ltq1a/OTn/yEIUOG8I1vfINbb721YB1DhgwBYPPmzdSrV4969erRuHFj3njjjRP2IzMzk/bt2/PMM8/wwx/+EIAf/OAH9O7dmzvvvJM777yT9957ryDeOnXq8M477/C73/2OzMxMnnvuOQBefPFFZs+eTY8ePZg9ezYA//3vf0lOTgZg6NCh3HffiYN4jx49ml/96lds2LCB1q1bA/CHP/yBkSNHsnz5crp168aePXt44IEHWLJkCe7OV7/6VSZOnEjdunWLjf/dd99lyZIlHD16lA0bNnDhhRcC8OijjzJr1ixuvfVWvvnNbwLB5yYpKYm9e/eW4VMgJ+VN4KbweQxQtxSPeoVMqw3Ens7ARUQqSCOgQWUHIVJ2SryLUB59FYM74IicOWrVqsXq1as5fPgwNWvWZOHChTRv3vy0bPv3v/89t956K+7OhAkTuOqqq1i9ejXVq1cH4O233yYpKanI5aLNmDGD3r17M2PGjILEu6y6devGihUrALjzzjuPSy6L0rhxY5588kmGDh1KtWon/oQ++eSTJ6xjxIgRdO/enaVLl9K+fXseffRRUlNTadWqFY888khBIpsfS3GSk5N56aWXGDVqFACzZs3ioosuKph/991307Nnz4KLK6NHj2bYsGHMmDGj2PifffZZILi4cOuttx4Xy6xZs0qMSypIF+BZYH8Rjy+ADRGvD1VOmCIip81vgf+t7CBEyk6Jt0hlGD4cSpFklUm3bjBhQonFrr/+ev75z39y6623MmPGDG6//XbeeecdAA4dOsQDDzzA6tWrycnJYezYsdx0001s3LiR73znOxw6FJzVP/3001xxxRUsWrSIsWPHkpSUxOrVq+nRowd//etfi71wZWaMGDGCOXPmsGDBAm666aYiyxbF3fn73//OwoUL+epXv0p2djbx8fFlXs/JaNKkCT169GDatGncfffdpVomLi6OSZMmce+999KtWzeGDRtGq1atTmr7t9xyC3PmzGHUqFGsX7+epKSkgpYCGRkZrF69uqAWHYIa/wsuuICNGzeedPxSiVoDw8pQPpegWXpkcr4POICaqotI1dClsgMQOTlKvEXOMQMHDmTcuHF84xvfYNWqVdxzzz0FifevfvUrrrrqKl544QX27t3LZZddxjXXXEOjRo1YuHAh8fHxfPTRR9x+++2kpaUBsHz5ctasWUOzZs248soree+99+jdu3eJcXTv3p309PSCxPt//ud/ChLIwYMHM2LECABGjhzJL3/5SwCmTZtGcnIy//nPf2jTpg1t27alT58+/POf/2TAgAHl/l4VZdSoUdx0000MHjz4hHkjRoxg7NixAHTp0oWpU6cCQfP5Cy64gMWLFxfULp+M8847jyZNmpCens7LL7/MwIEDmTx5MgBr1qzhkksuISbmy+E7qlWrRteuXVm7di0dOnQoMf6iRO6XnMGqAeeFDxERETljKPEWqQylqJmuKF26dGHjxo3MmDGD66+//rh5//rXv5g7dy5/+MMfgODe45s3b6ZZs2bcf//9rFixgtjYWNavX1+wzGWXXVbQV7tbt25s3LixVIl3dFeMsjQ1nzFjBgMHDgSCCwlTp05lwIABRda0l/dtrtq3b0+3bt14+eWXT5hXWFNzgP3797N8+XKOHDnCzp07adas2Ulv/9vf/jYvvfQS//jHP0hNTS1IvMsj/qJE7ld+03gRERERKR0l3iLnoP79+/OTn/yERYsWsXv37oLp7s6sWbMKBtbKN3bsWBo3bszKlSvJy8s7rll3jRo1Cp7HxsaSm5tbqhiWL1/O1VdfXebYjx07xqxZs3jttdf41a9+hbuze/duDhw4QIMGDdizZ89x5b/44gvatGlT5u2U5Oc//zl33HEHl19+eanKjxkzhrvvvpt69erx4x//uKDP9cno378/F110EVdccQW1a9cumN6pUyeWL1+OuxdcbDh27BirVq2iU6dOx/1vyhq/iIiIiJw83U5M5Bx0zz338OijjxaMop3vuuuu449//GNBbfTy5csB2LdvH02bNiUmJoZp06Zx7Nixk962uzNx4kQ+++yzkxoU7a233qJLly5s2bKFjRs3smnTJgYMGMCcOXOoXbs2TZs25d///jcQJN2vv/56qWrgy6pz5860bduWBQsWlFh2xYoVLFy4kJEjR/LDH/6QjIwM3n777ZPedu3atfntb3/Lz372s+Omd+zYkU6dOvHrX/+6YNpjjz3G5ZdfXjAK+snELyIiIiKnRom3yDmoRYsWBbflijRmzBhycnLo0qULnTt3ZsyYMQDce++9vPjii3Tt2pX09HRq1apV5m2OHDmSrl270qFDBz744APefvvtghHNIejj3a1bN7p168Zdd91V5HpmzJjBzTfffNy0AQMGFNQgT506lV/84hd069aNq666ikcffZS2bdsWlB02bBgtWrSgRYsWfOUrXynzfkQaPXo0W7ZsOW7aiBEjCvajW7duHDt2jB/+8Ic89dRTVK9endjYWCZPnsyDDz5ITk7OSW/7jjvuoFu3bidM/8tf/sLq1atp27Ytbdu2ZePGjQW3MStN/Oc6M+trZhlmlmlmowqZ39LM3jaz5Wa2ysyuL2w9IiIiIpGsKt7yqlatWp4/+vLJ0u3EpLytW7fuuNs+iVRFhX3OzSzL3ct+teY0M7NYYD1wLbAV+AC43d3XRpR5Dlju7pPNrBMw391bF7fenj17ev5ghCIiUrnM7EN371nZcci5RzXeIiIigcuATHf/xN2PAi8B0fe7c6Bu+Lwe8OlpjE9ERETOUhpcTUQkyooVKxgyZMhx0xISEvjPf/5zWrY/bty44+7FDcHo7aNGndDyWcpXcyCy7f1WoFdUmbHAv8zsAaAWcM3pCU1ERETOZkq8RU6jyNGm5czVrVs3VqxYUWnbf+SRR3jkkUcqbfsn6xzpXnM78Bd3f9zMvgJMM7OL3T0vspCZfR/4PkDLli0rIUwRERE5k6ipuchpEh8fz+7du8+V5ETOMfm3dYu81dxZaBtwfsTrFuG0SN8FXgFw9/eBeOCEm5q7+3Pu3tPdezZs2LCCwhUREZGzhWq8RU6TFi1asHXrVnbu3FnZoYhUiPj4eFq0aFHZYZyKD4D2ZtaGIOEeCNwRVWYzcDXwFzO7iCDx1pdaREREilWhibeZjQC+RzAYzX+Bu4GmBAPWNAA+BL7j7kfNrAYwFegB7Aa+7e4bw/X8jKCW4RjwoLu/UZFxi1SJJDB1AAAgAElEQVSEuLg42rRpU9lhiEgR3D3XzO4H3gBigRfcfY2ZjQPS3H0u8GPgT+HxzYEhrmYsIiIiUoIKS7zNrDnwINDJ3Q+b2SsEtQfXA0+6+0tm9ixBQj05/LvH3duZ2UDgt8C3w9u1DAQ6A82AN82sg7sfq6jYRUTk3OTu84H5UdMeiXi+FrjydMclIiIiZ7eK7uNdDahpZtWABOAz4CpgZjj/ReCb4fObwteE86+2YBSqm4CX3P2Iu28AMglu+SIiIiIiIiJyxquwxNvdtwF/IOgP9xmwj6Bp+V53zw2LbSW4fQtE3MYlnL+PoDl6Ybd3aY6IiIiIiIjIWaDCEm8zq09QW92GoIl4LaBvBW7v+2aWZmZpubm5JS8gIiIiIiIichpUZFPza4AN7r7T3XOA2QT94s4Lm57D8bdqKbiNSzi/HsEga6W5vctxt26pVk2DtYuIiIiIiMiZoSIT783A5WaWEPbVvhpYC7wN3BqWGQy8Fj6fG74mnP/vcKTYucBAM6sR3uKlPfD/KjBuERERERERkXJTYVXD7r7UzGYCy4BcYDnwHPBP4CUz+2U47f/CRf4PmGZmmcAXBCOZE97K5RWCpD0XuE8jmouIiIiIiMjZwqri7Udr1arlhw4dOqV1BJX0p6YqvrciImVlZlnuXquy46gsPXv29LS0tMoOQ0READP70N17VnYccu6p6NuJiYiIiIiIiJzTlHiLiIiIiIiIVCAl3iIiIiIiIiIVSIm3iIiIiIiISAVS4i0iIiIiIiJSgZR4i4iIiIiIiFQgJd4iIiIiIiIiFUiJt4iIiIiIiEgFUuItIiIiIiIiUoGUeIuIiIiIiIhUICXeIiIiIiIiIhVIibeIiIiIiIhIBVLiLSIilc7M+ppZhpllmtmoQua3NLO3zWy5ma0ys+srKY4nzWxF+FhvZnsrIg4RERGpWqpVdgAiInJuM7NYYBJwLbAV+MDM5rr72ohio4FX3H2ymXUC5gOtT3cc7j4iovwDwCXlGYOIiIhUTarxFhGRynYZkOnun7j7UeAl4KaoMg7UDZ/XAz6tpDgi3Q7MqIA4REREpIpR4i0iIpWtObAl4vXWcFqkscCdZraVoLb7gUqKAwAzawW0Af5dxPzvm1mamaXt3Lmz3AMVERGRs4sSbxERqWjV8pPQ8PH9k1jH7cBf3L0FcD0wzcwq8xg2EJjp7scKm+nuz7l7T3fv2bBhw9McmoiIiJxp1MdbREQqWq679yxm/jbg/IjXLcJpkb4L9AVw9/fNLB5IAnZEFjKzPQTN0qNZsKgnnmIc+QYC9xWzLhEREZECSrxFRKSyfQC0N7M2BInuQOCOqDKbgauBv5jZRUA8UFgb7qTwr4XrLS7hP5k4MLOOQH3g/TKsW0REqpAPP/ywUbVq1Z4HLkatiCWQB6zOzc39Xo8ePXZEz1TiLSIilcrdc83sfuANIBZ4wd3XmNk4IM3d5wI/Bv5kZiMIarSHuPsJNduRTb/NzItqCn4KcUCQkL9U2PZFROTcUK1ateebNGlyUcOGDffExMToeCDk5eXZzp07O23fvv15oH/0fCXeIiJS6dx9PsGgaZHTHol4vha4srLjCF+Preg4RETkjHexkm6JFBMT4w0bNty3ffv2iwubr8RbRESqDDOLvMJ8XtRrImqtRURETkWMkm6JFn4mCu16oMRbRESqktsinr8X9doBJd4iIiJy2inxFhGRqmSmu79W2UGIiIiIRNIIfCIiUpU8WtkBiIiInA6xsbE9Onbs2Kl9+/ad+/Xrd8GBAwcqJbcbN25co8htp6SktNu1a1csQEJCwiUns86ZM2fWbd269cUtW7a8+OGHH25SXrFWJiXeIiIiIiIiZ5kaNWrkpaenr/3oo4/WxMXF+eOPP96wtMvm5uaWWxxTpkxpfPDgwYK8MjU1NTMpKanUdxWJlpuby4gRI1rOnz9//fr169fMmjUr8cMPP4wvn2grj5qai4hIVdLRzJYVMt0Ad/fupzsgERGp2u6B81dDQnmu82LIegG2lLZ87969D65ataomwDPPPJM4efLkxjk5Oda9e/dDU6dO3VStWjUSEhIuGTRo0M7FixfXnThx4ub4+Pi84cOHt8zKyoqpXr26L168OKNOnTp59913X4v33nuvztGjR23o0KE7Ro4cuWvevHl1xo0b1ywxMTEnIyOjZnJyctarr766Yfz48Y127NgRl5KS0qF+/fq5S5cuXd+8efPktLS0dU2bNj0uux8zZkzjOXPmJB49etRuuOGGvU8++eSnhe3LokWLarVq1epIp06djgLccsstX8ycOfO8Hj16bD+V97SyKfEWEZGqZAPHD6gmIiJSpeXk5PDGG2/U/frXv75/2bJl8TNnzkxMS0tLr1Gjht95550tn3322Qb333//7sOHD8f06tXr0J/+9Ket2dnZ1q5du4unT5/+cUpKStYXX3wRU7t27bwJEyYk1atX79jq1avXHT582C699NKON954436AdevW1VyxYsUnrVu3zunRo0fHhQsX1h49evSOyZMnN05NTV0fnWhHmj17dt3MzMz4VatWrXN3rrnmmnYLFiyo3a9fv4PRZbds2VK9efPmR/Nft2jR4ujSpUtrV8y7d/oo8RYRkarkqLt/XNlBiIjIuaMsNdPl6ciRIzEdO3bsBNCrV68DDz300K4nnngiafXq1Qldu3a9CCA7OzumUaNGuQCxsbEMGTJkD8CqVaviGzVqlJOSkpIFkJiYmAfw5ptv1k1PT0+YO3dufYADBw7Erl27Nr569eqenJx8qG3btjkAnTt3zvr444+rlzbW119/ve7ixYvrdurUqRNAVlZWTHp6enxhiXdVpcRbRESqkiWVHYCIiMjpkN/HO3Kau9ttt922e9KkSduiy1evXj2vWrXi0z93t8cff3zzgAED9kdOnzdvXp0aNWoU3Lc8NjaW3NxcK22s7s7w4cM/Gzly5K6Syp5//vlHt23bVpDUb9269bga8LOVBlcTEZGq5F0zu6OoR2UHJyIiUpH69u27f968efW3bdtWDeDzzz+PXb9+/Qk10126dMnesWNHXGpqagLAnj17YnJycrj22mv3TZ48ueGRI0cMYNWqVTX2799fbM5Yq1atY/v27Su2TL9+/fZPmzYtKb/chg0b4vJjjJaSknJo48aN8enp6dWzs7Nt9uzZiQMGDNhbunfgzKUabxERqUp6FzH9eqAF8LfTGIuIiMhp1aNHj+zRo0dvu/rqqzvk5eURFxfnEydO3NyhQ4fjaozj4+N9+vTpHz/44IMts7OzY+Lj4/MWL168fsSIEbs2btxYIzk5+SJ3t8TExJz58+cX24Vr8ODBu/r27duhcePGR5cuXbq+sDK33HLL/jVr1sRfeumlHQESEhLypk+fvqF58+Yn9AuPi4vj8ccf39y3b98Ox44d44477tjVs2fP7FN5X84E5u4llzrL1KpVyw8dOnRK6zArdcuJIlXF91ZEpKzMLMvda1XStgcCo4CPgV+6+/LTHUPPnj09LS3tdG9WREQKYWYfunvPU13PypUrN3bt2rXEZtNy7lm5cmVS165dW0dPV423iIhUKWYWA9wFjASWA3e4+9rilxIRERGpOEq8RUSkyjCzYcAI4B2gv0Y4FxEROTNt3749tk+fPhdGT1+0aFFGkyZNjlVGTBVJibeIiFQlk4HPgZ7A3yO6DRng7t69sgITERGRLzVp0uRY9KjsVZkSbxERqUraV3YAIiIiItGUeIuISJWR37TczFoCncLJa919c+VFJSIiIuc6Jd4iIlJlmFkdYApwJbAynNzFzN4Hvu/uByotOBERETlnFXujcxERkbPMUwS3DrvA3fu7e3/gAuAj4I8lLWxmfc0sw8wyzWxUEWW+ZWZrzWyNmem+4CIiIlIiJd4iIlKVfNXdx7h7wWio7p7n7o8Q1IIXycxigUlAP4Jm6rebWaeoMu2BnwFXuntnYHh574CIiEhpxMbG9ujYsWOn9u3bd+7Xr98FBw4cqJTcbty4cY0it52SktJu165dsQAJCQmXnMw6b7vtttaJiYld27dv3zly+ueffx57xRVXtG/VqtXFV1xxRfudO3fGnlr0p4+amouIyLnCSph/GZDp7p8AmNlLwE1A5IirQ4FJ7r4HwN13VESgIiJy9vjRXs5PzyWhPNfZsRpZT5zHluLK1KhRIy9/VPD+/fu3efzxxxuOHTv289KsPzc3l2rVyicVnDJlSuOhQ4d+UadOnTyA1NTUzFNd5z333LProYce2nH33Xe3iZz+6KOPNu3Tp8+B8ePHf/Twww83eeSRR5pMnjx526lu73RQjbeIiFQlS8zs4eiJYbPxpSUs2xyOO8nZGk6L1AHoYGbvmdkSM+tb2IrM7PtmlmZmaTt37ixD+CIiImXXu3fvg5mZmTUAnnnmmcTk5OSLOnbs2OmOO+5olZubCwS1z0OHDm1x4YUXdnrrrbdqp6amJlxyySUdL7zwwk7JyckX7dmzJyY3N5dhw4a1uPjiiy/q0KFDp9///vdJAPPmzatz2WWXXdi3b98L2rRp07l///5t8vLy+OUvf9lox44dcSkpKR169erVAaB58+bJn3322QlZ/ZgxYxrnr3fEiBHNituffv36HWzYsGFu9PTXX3/9vGHDhu0GGDZs2O4FCxbUP+U37zRRjbeIiFQlDwB/NrP1wPJwWndgDTCkHNZfjeCWZX2AFsBiM0t2972Rhdz9OeA5gJ49e3o5bFdERM5QJdVMV7ScnBzeeOONul//+tf3L1u2LH7mzJmJaWlp6TVq1PA777yz5bPPPtvg/vvv33348OGYXr16HfrTn/60NTs729q1a3fx9OnTP05JScn64osvYmrXrp03YcKEpHr16h1bvXr1usOHD9ull17a8cYbb9wPsG7duporVqz4pHXr1jk9evTouHDhwtqjR4/eMXny5MapqanrmzZtekKinG/27Nl1MzMz41etWrXO3bnmmmvaLViwoHa/fv0OlmVfd+/eXa1Vq1Y5AOeff37O7t27z5p89qwJVEREpCRhAnyzmXUA8vuFPeLuGaVYfBtwfsTrFuG0SFuBpe6eA2wIE/z2wAenFrmIiEjZHDlyJKZjx46dAHr16nXgoYce2vXEE08krV69OqFr164XAWRnZ8c0atQoFyA2NpYhQ4bsAVi1alV8o0aNclJSUrIAEhMT8wDefPPNuunp6Qlz586tD3DgwIHYtWvXxlevXt2Tk5MPtW3bNgegc+fOWR9//HH10sb6+uuv1128eHHdTp06dQLIysqKSU9Pjy9r4h0pJiYGs5J6kZ05lHiLiEiVYWZdIl5+HP6tkT/d3VcVs/gHQHsza0OQcA8E7ogq8ypwO0GtehJB0/NPyiN2ERGRsojs453P3e22227bPWnSpBP6PVevXj2vpH7d7m6PP/745gEDBuyPnD5v3rw6NWrUKGjBFRsbS25ubqmzXndn+PDhn40cOXJXaZcpTIMGDXI3bdoU16pVq5xNmzbFJSYmFlnLfqap0D7eZnaemc00s3QzW2dmXzGzRDNbaGYfhX/rh2XNzCaGt3BZZWbdI9YzOCz/kZkNrsiYRUTkrLYC+BvwdPiYFPF4urgF3T0XuB94A1gHvOLua8xsnJn1D4u9Aew2s7XA28BId99dIXsC5B2Cw7PBj1TUFkREpCrp27fv/nnz5tXftm1bNQhGAV+/fv0JNdNdunTJ3rFjR1xqamoCwJ49e2JycnK49tpr902ePLnhkSNHDGDVqlU19u/fX2zOWKtWrWP79u0rtky/fv32T5s2LSm/3IYNG+LyYyyL6667bu+UKVMaAEyZMqVB375995a0zJmiomu8nwJed/dbzaw6kAA8DLzl7r8JB7sZBfyU4PYt7cNHL2Ay0MvMEoFHgZ6AAx+a2dz8EWVFREQi/C9wC7AXmAG85u5ZpV3Y3ecD86OmPRLx3IEfhY8Kl70A9j0IMWMh4U5IuAtim5yOLYuIyNmoR48e2aNHj9529dVXd8jLyyMuLs4nTpy4uUOHDkcjy8XHx/v06dM/fvDBB1tmZ2fHxMfH5y1evHj9iBEjdm3cuLFGcnLyRe5uiYmJOfPnz/+4qO0BDB48eFffvn07NG7c+OjSpUvXF1bmlltu2b9mzZr4Sy+9tCNAQkJC3vTp0zc0b9680BrrG2+8sc2SJUvq7Nmzp1rjxo27jBo16tMRI0bseuyxxz67+eab27Zq1SqpefPmR+fMmVNsbGcSC84hKmDFZvUIah4u8IiNmFkG0MfdPzOzpsAid7/QzKaEz2dElst/uPuwcPpx5QpTq1YtP3To0KnGf0rLQ9CkQkTkXGdmWe5e6zRvsz1Bk/AbgY+A35TQzLzC9OzZ09PS0k5qWc+Do4vh0Atw5C0gFuKvh1p3Q9xlcBZ1bRMROSOY2Yfu3vNU17Ny5cqNXbt2PaVm01I1rVy5Mqlr166to6dXZFPzNsBOgn5wy83seTOrBTR298/CMtuBxuHzom7jUprbuxx365b8IfNFROTc5O4fAS8D84DeQKfKjejkWAzU6AOJU6Hhf6DWd+FIKuy+GXZ9HbJmgB+u7ChFRESkJBXZ1LwawS1cHnD3pWb2FEGz8gLu7mZWLtXCkbduqVWrlqqaRUTOQWbWkmBQtJsJLu6+DFzk7qfWDOoMUK0V1H0Uao+E7NlBLfi+H8P+X0LCHZAwGKq1qOwoRURESmf79u2xffr0uTB6+qJFizKaNGlyrDJiqkgVmXhvBba6+9Lw9UyCxPtzM2sa0dR8Rzi/qNu4bCNobh45fVEFxi0iImevjcAqYA5BP+9GwHfzuw+5+8RKi6ycxCQE/b1rDoKj70PWC3BocvCocV3QDL36lWqGLiIiZ7YmTZocix6VvSqrsKbm7r4d2GJm+VcxrgbWAnOB/JHJBwOvhc/nAneFo5tfDuwLm6S/AXzdzOqHI6B/PZwmIiISbTzwD4ILy0lAw6hHlWEGNa6A+s9DoyVQ6144ugS++BbsugoOTYW8Ug8rJyIiIhWpokc1fwCYHo5o/glwN0Gy/4qZfRfYBHwrLDsfuB7IBLLCsrj7F2b2C4L7qwKMc/cvKjhuERE5C7n76NKUM7P/dfffVXQ8p0tsC6j7MNQZAYdfC5qh7x8FB8ZDwsCghjymUWVHKSJy6qxG8BA521Ro4u3uKwhuAxbt6kLKOnBfEet5AXihfKMTEZFz2ECgyiTe+axmkGjX/DbkfACH/hwk4Yeeq+zIRETKR52fQ+1CMwaRM1tF13iLiIiciap0D2gzqH5Z8Di2HbJfBz9a8nIiIme66pdVdgRnjtjY2B7t27c/fOzYMWvXrt3hV155ZWOdOnXyTncc48aNazRixIhd+dtOSUlpN2vWrA1JSUnHEhISLsnKylpelvVlZmbGDRo0qM2uXbvizIzBgwfvHDNmzA6Azz//PPbmm2++YNu2bTWaN29+5LXXXvukYcOGZ8VAbBV2H+/KpPt4i4icOSrjPt4lMbNl7t79dGzrVO7jLSIi5asq3cc7Mqnt379/m+7du2eNHTv289Ism5ubS7Vq5VMH27x58+S0tLR1TZs2PeGezieTeG/atCluy5Ytcb17987as2dPzCWXXNJp1qxZmT169Mj+wQ9+0CIxMTF3/Pjx2x9++OEme/bsiZ08efK2ctmRclLUfbxV4y0iIueiKl3jLSIip8+4jZyfeZiE8lxnu5pkPdKaLaUt37t374OrVq2qCfDMM88kTp48uXFOTo5179790NSpUzdVq1aNhISESwYNGrRz8eLFdSdOnLg5Pj4+b/jw4S2zsrJiqlev7osXL86oU6dO3n333dfivffeq3P06FEbOnTojpEjR+6aN29enXHjxjVLTEzMycjIqJmcnJz16quvbhg/fnyjHTt2xKWkpHSoX79+7tKlS9cXlYiPGTOm8Zw5cxKPHj1qN9xww94nn3zy08L2pVWrVjmtWrXKAahfv35e27ZtD2/evLl6jx49sl9//fXzUlNTMwCGDRu2OyUl5UKCu2Cd8SpsVHMREZHTzcx+WMqisys0EBERkdMkJyeHN954o25ycvLhZcuWxc+cOTMxLS0tPT09fW1MTIw/++yzDQAOHz4c06tXr0MZGRlrU1JSDg0aNKjthAkTNmdkZKxNTU3NqF27dt6ECROS6tWrd2z16tXrVq5cue7FF19smJ6eXh1g3bp1NSdNmrQlMzNzzebNm2ssXLiw9ujRo3c0atQoJzU1df3SpUvXFxXj7Nmz62ZmZsavWrVq3bp169auWLEiYcGCBbVL2reMjIzqa9euTUhJSTkIsHv37mr5Sfn555+fs3v37rOmIvmsCVRERKQUhgKTSyrk7r84DbGIiMg5oCw10+XpyJEjMR07duwE0KtXrwMPPfTQrieeeCJp9erVCV27dr0IIDs7O6ZRo0a5ALGxsQwZMmQPwKpVq+IbNWqUk5KSkgWQmJiYB/Dmm2/WTU9PT5g7d259gAMHDsSuXbs2vnr16p6cnHyobdu2OQCdO3fO+vjjj6uXNtbXX3+97uLFi+t26tSpE0BWVlZMenp6fL9+/Q4Wtcy+fftibrnllra/+c1vtuTHFykmJqZcugefLkq8RUREREREzjI1atTIS09PXxs5zd3ttttu2z1p0qQTml9Xr149r6R+3e5ujz/++OYBAwbsj5w+b968OjVq1CgYwCo2Npbc3NxSZ73uzvDhwz8bOXJkqfrFHzlyxG644Ya2t9122xeDBw/emz+9QYMGuZs2bYpr1apVzqZNm+ISExNP6Fd+plJTcxERqXRm1tfMMsws08xGFVHmW2a21szWmNnfilhVFzP7opDHHjP7ogJ3QUREpNL17dt3/7x58+pv27atGgSjgK9fv/6EmukuXbpk79ixIy41NTUBYM+ePTE5OTlce+21+yZPntzwyJEjBrBq1aoa+/fvLzZnrFWr1rF9+/YVW6Zfv377p02blpRfbsOGDXH5MUbLy8tj4MCBrTp06JAdPVjcddddt3fKlCkNAKZMmdKgb9++ewtbx5lINd4iIlKpzCwWmARcC2wFPjCzue6+NqJMe+BnwJXuvsfMGhWxuv8CpzxarYiIyNmoR48e2aNHj9529dVXd8jLyyMuLs4nTpy4uUOHDsfdVDI+Pt6nT5/+8YMPPtgyOzs7Jj4+Pm/x4sXrR4wYsWvjxo01kpOTL3J3S0xMzJk/f/7HxW1z8ODBu/r27duhcePGR4vq533LLbfsX7NmTfyll17aESAhISFv+vTpG5o3b35CjfXChQtrv/rqqw3at29/OL8p/WOPPbbt29/+9r7HHnvss5tvvrltq1atkpo3b350zpw5xcZ2JtHtxIqg24mJiJSPkm4nZmZfAca6+3Xh658BuPuvI8r8Dljv7s+XsK3l7n5J+URePnQ7MRGRM0dVup2YnJmKup2YmpqLiEhlaw7HDUyzNZwWqQPQwczeM7MlZta3iHUVOVp5WLMuIiIictqVqqm5mSW7+38rOhgREamSqplZZJXvc+7+XFnXAbQH+gAtgMXhsSm6b1cPM2vh7lsjJ5pZH+ApoGsZtysiIiIVYPv27bF9+vS5MHr6okWLMpo0aXKsMmKqSKXt4/2MmdUA/gJMd/d9FReSiIhUMbklNOvbBpwf8bpFOC3SVmCpu+cAG8xsPUEi/kFUuTnAO2b2LPAHoCHwBEGN+dCSAg1r0p8CYoHn3f03UfOHAL+PiO/pkpq/i4iIyImaNGlyLHpU9qqsVE3N3f2rwCCCE6MPzexvZnZthUYmIiLnig+A9mbWxsyqAwOBuVFlXiWo7cbMkggS6U+iV+TuLwLdCZLytcBS4F3gMnf/f8UFETHIWz+gE3C7mXUqpOjL7t4tfCjpFhERkRKVuo+3u38EjAZ+CqQAE80s3cxuqajgRESk6nP3XOB+4A1gHfCKu68xs3Fm1j8s9gaw28zWAm8DI919dxGrbAd0A1YCR4F6lO54dxmQ6e6fuPtR4CXgppPdLxEREZF8pe3j3QW4G7gBWAjc6O7LzKwZ8D7FDGYjIiJSEnefD8yPmvZIxHMHfhQ+imRmU4DLgfvd/R0zqwP8AlhhZg+6+7+LWbywQd56FVJugJl9DVgPjHD3LYWUERERESlQ2hrvPwLLgK7ufp+7LwNw908JasFFRETOBJlAD3d/B8DdD7j7cOBO4JflsP5/AK3dvQvBhegXCytkZt83szQzS9u5c2c5bFZERETOZqVNvG8A/ubuhwHMLMbMEgDcfVpFBSciIlIW7v77sOl69PQVQO8SFi9xkDd33+3uR8KXzwM9iojjOXfv6e49GzZsWOr4RURESis2NrZHx44dO7Vv375zv379Ljhw4ECl3Cp63LhxjSK3nZKS0m7Xrl2xAAkJCZeUdX1ZWVmWnJx80YUXXtipXbt2nUeMGNEsf156enr1Ll26dGzZsuXFN9xwwwXZ2dlWPntR8Ur7z3kTqBnxOiGcJiIicsYws9SI53+Jmp1G8Uoc5M3Mmka87E/QJ11EROS0q1GjRl56evrajz76aE1cXJw//vjjpb7Sm5t7wjXqkzZlypTGBw8eLMgrU1NTM5OSkk76dmDx8fH+7rvvZmRkZKxds2bN2rfeeqvuW2+9VQvgRz/6UYv777//882bN6+uV69e7lNPPZVUHvtwOpT2dmLx7n4w/4W7H8yv8RYRETmD1I143iVqXrFXxd0918zyB3mLBV7IH+QNSHP3ucCD4YBvucAXwJByi1xERM5KT63k/E37KdfcqFVdsh7qSqnHEOndu/fBVatW1QR45plnEidPntw4JyfHunfvfmjq1KmbqlWrRkJCwiWDBg3auXjx4roTJ07cHB8fnzd8+PCWWVlZMdWrV/fFixdn1KlTJ+++++5r8d5779U5evSoDR06dMfIkSN3zZs3r864ceOaJSYm5mRkZNRMTuw1h9YAACAASURBVE7OevXVVzeMHz++0Y4dO+JSUlI61K9fP3fp0qXrmzdvnpyWlrauadOmx2X3Y8aMaTxnzpzEo0eP2g033LD3ySef/LSwfYmJiaFevXp5AEePHrXc3FwzM/Ly8nj//ffrvPbaa58A3HPPPbvHjh3b7Kc//elZ0aertDXeh8yse/4LM+sBHK6YkERERE6an+S8oID7fHfv4O5t3f1X4bRHwqQbd/+Zu3d2967u/j/unl5OcYuIiJyUnJwc3njjjbrJycmHly1bFj9z5szEtLS09PT09LUxMTH+7LPPNgA4fPhwTK9evQ5lZGSsTUlJOTRo0KC2EyZM2JyRkbE2NTU1o3bt2nkTJkxIqlev3rHVq1evW7ly5boXX3yxYXp6enWAdevW1Zw0adKWzMzMNZs3b66xcOHC2qNHj97RqFGjnNTU1PVLly5dX1SMs2fPrpuZmRm/atWqdevWrVu7YsWKhAULFtQuqnxubi4dO3bs1Lhx464pKSn7r7rqqkOff/55tTp16hyLi/v/7N17XNTXmT/wz5lhLg63OOKAoqKiiBAkKobU2g6JtUK8JRpjUtNouz+TdnW9ZJem6aoxNLXZtnjrIpLtJlXrJm2NGoK36CYOG5saiREKMwNiEBKMIAQBGS4zzPP74zskIxEYYC6Cz/v1+r6YOXO+3+8z00Z45pzzHAUAYOzYsW1VVVVKN3+cHuPqiPd6AH8VQlyFNGIQBmCZx6JijDHG+uYeIcQCSF8sBzttRyYgbSvGGGOMuVVvRqbdqbW1VRYdHR0DAImJiY3r1q2r2bZtW0hhYaEmPj5+MgC0tLTIdDqdDQDkcjlWrlxZBwAFBQVqnU5n1ev1FgDQarV2ADh9+nSQ2WzWZGdnDwWAxsZGudFoVCuVSoqLi2uKjIy0AkBsbKzl8uXLLie9J06cCMrNzQ2KiYmJAQCLxSIzm83qlJSUm7fr7+fnB7PZbKypqZHPmzcv8vz58+pRo0a5b368D7iUeBPReSFENIBJjqZiIrJ6LizGGGOsT84CeNzx+G8Aljq99jfvh8MYY4x5Rscab+c2IhJLly6tzcjIqOzcX6lU2v38uk//iEikp6dXLFmypMG5PScnJ1ClUn01c0wul8Nms7lc2IyIsH79+i9SU1NrXD0HAEJCQtq/853vNL7zzjvBW7ZsqWpsbJRbrVYoFApcuXJFGRoa2tab6/lSbyrfzYC0Xm4agCeFEE97JiTGGGOsb4joh90dvo6PMcYY86Tk5OSGnJycoZWVlX4AUFVVJS8pKfnGyPSUKVNaqqurFQaDQQMAdXV1MqvVijlz5tRnZmYOb21tFQBQUFCgamho6DZn9Pf3b6+vr++2T0pKSsP+/ftDOvqVlZUpOmLs7OrVq34dVdFv3rwp3n///aDJkye3yGQyPPDAA42vv/76UAB47bXXhs2fP/9Gz5/KncGlEW8hxH4AkQAuAuioUEcA9nkoLsYYY6zXhBA/6OZlIqI3vBYMY4wx5mXTp09v2bhxY+Xs2bOj7HY7FAoF7dq1qyIqKuqWkWG1Wk0HDhy4vHbt2jEtLS0ytVptz83NLdmwYUPNlStXVHFxcZOJSGi1WuuxY8cud3fPFStW1CQnJ0eFhoa2dbXOe/HixQ1FRUXqGTNmRAOARqOxHzhwoCw8PPwb08c/++wzxcqVK8e1t7eDiMSiRYu+fPLJJ+sBID09/fNly5ZFvvzyy+GxsbGWdevW9WoE3ZcEUY+1ZiCEMAGIIVc63wH8/f2pqampX9cQov9bwg2Qj4sxxjxKCGEhIn8v3Suzi5ceBjCKiOTeiMNZQkIC5eX1tJMZY4wxbxBCfExECf29Tn5+/pX4+PgBk/Qx78nPzw+Jj48f27nd1eJqhZAKqn3hzqAYY4wxdyKinzo/F0I8AeDnkPbwfsQnQTHGGGPsrudq4h0CwCiE+AhAa0cjES3s+hTGGGPM+4QQMgBPA0gF8AmAHxCRsfuzGGOMMeZN165dkyclJU3q3H7mzJnisLCw9tudM5C5mnhv8WQQjDHGmDsIIZ4FsAHA/wFYSETdrktjjDHGmG+EhYW1d67KPpi5up2YQQgRAWAiEZ0WQmgAeH2dHGOMMdaDTABVABIA/NWpXoeAVFxtmq8CY4wxxtjdy9Wq5qsAPANAC6m6eTiAPQBmey40xhhjrNcm+joAxhhjjLHOXJ1qvhrA/QDOAQARXRJC6DwWFWOMMdYHrk4tF0J8QESzPB0PY4wxxhgAdLvRuZNWIvpq7zchhB+kfbwZY4yxgcgr25sxxhhjjAGuJ94GIcQvAAwRQswB8FcA73guLMYYY8yj+MtjxhhjA5pcLp8eHR0dM3HixNiUlJTxjY2NruZ2bpWWlqZzvrder59QU1MjBwCNRjO1r9e12WyYPHlyzIMPPjiho81sNiunTJkSPWbMmHvnzZs3vqWlRXR3jTuJq//j/BzAdQD/APAsgGMANnoqKMYYY4wxxhhjXVOpVHaz2Wy8dOlSkUKhoPT09OGunmuz2dwWR1ZWVujNmze/yisNBkNpSEhIv7cDe/nll0MnTJjQ7Nz23HPPjVqzZk1VRUVFYXBwsG3nzp0h/b2Pt7ha1dwO4L8cB2OMMTbQDZhvyBljjN3Z9how+uqX0LjzmiO1sKzQ4zNX+8+aNetmQUHBEADYvXu3NjMzM9RqtYpp06Y17du3r9zPzw8ajWbq8uXLr+fm5gbt2rWrQq1W29evXz/GYrHIlEol5ebmFgcGBtpXr1496uzZs4FtbW1i1apV1ampqTU5OTmBaWlpI7VarbW4uHhIXFyc5ciRI2Vbt27VVVdXK/R6fdTQoUNt586dKwkPD4/Ly8szjRgx4pbsftOmTaGHDx/WtrW1iXnz5t3Yvn371a7ez+XLlxUnT54MfuGFF77Yvn17KADY7XZ8+OGHgW+//fanAPDjH/+4dsuWLSOff/756337lL3LpRFvIUSZEOLTzoeng2OMMcZ6Qwhx3MWuKz0ZB2OMMeYtVqsVJ0+eDIqLi2u+cOGC+uDBg9q8vDyz2Ww2ymQy2rNnzzAAaG5uliUmJjYVFxcb9Xp90/LlyyN37NhRUVxcbDQYDMUBAQH2HTt2hAQHB7cXFhaa8vPzTXv37h1uNpuVAGAymYZkZGR8VlpaWlRRUaE6depUwMaNG6t1Op3VYDCUnDt3rqSrGA8dOhRUWlqqLigoMJlMJuPFixc1x48fD+iq/+rVq0f/5je/+Vwm+zpdraqq8gsMDGxXKBQAgLFjx7ZVVVUp3fU5epqrVc0TnB6rASyFtLUYY4wxdicJc6UTEeV7OhDGGGN3h96MTLtTa2urLDo6OgYAEhMTG9etW1ezbdu2kMLCQk18fPxkAGhpaZHpdDobAMjlcqxcubIOAAoKCtQ6nc6q1+stAKDVau0AcPr06SCz2azJzs4eCgCNjY1yo9GoViqVFBcX1xQZGWkFgNjYWMvly5ddTnpPnDgRlJubGxQTExMDABaLRWY2m9UpKSk3O/d94403gkNCQmzf+c53LDk5OYH9+YzuJK5ONa/t1LRDCPExgM3uD4kxxhjrs2AhxMKuXiSibG8GwxhjjHlKxxpv5zYiEkuXLq3NyMio7NxfqVTa/fy6T/+ISKSnp1csWbKkwbk9JycnUKVSfVWYVC6Xw2azubxsi4iwfv36L1JTU2t66vvBBx8EnDp16p7w8PDg1tZWWVNTk2zRokXjDh8+XNbY2Ci3Wq1QKBS4cuWKMjQ0tK2n690pXJ1qPs3pSBBC/ASuj5Yzxhhj3hIM4DFIM7M6H4/5MC7GGGPM45KTkxtycnKGVlZW+gFAVVWVvKSk5Bsj01OmTGmprq5WGAwGDQDU1dXJrFYr5syZU5+ZmTm8tbVVAEBBQYGqoaGh25zR39+/vb6+vts+KSkpDfv37w/p6FdWVqboiLGzjIyMyqqqqoLKysp//PGPf/z0gQceaHz77bfLZDIZHnjggcbXX399KAC89tprw+bPn3/Dlc/lTuBq8pzu9NgG4AqAx90eDWOMMdY/5UT0dF9PFkIkA9gJQA7gD0T0Shf9lgA4CGAGEeX19X6MMcaYO02fPr1l48aNlbNnz46y2+1QKBS0a9euiqioqFtGhtVqNR04cODy2rVrx7S0tMjUarU9Nze3ZMOGDTVXrlxRxcXFTSYiodVqrceOHbvc3T1XrFhRk5ycHBUaGtrW1TrvxYsXNxQVFalnzJgRDQAajcZ+4MCBsvDw8F6VV09PT/982bJlkS+//HJ4bGysZd26dT2OoN8pBNHg28rU39+fmpqa+nUNIfpf8HYwfraMMdZbQggLEfl76V6fEFGf9gwVQsgBlACYA+BzAOcBPElExk79AgEcBaAEsKanxDshIYHy8jg3Z4yxO4EQ4mMiSui5Z/fy8/OvxMfHD5ikj3lPfn5+SHx8/NjO7S6NeAshnuvudSLa1se4GGOMMXda2dULQoizRPTtbs69H0ApEX3q6P8mgEUAjJ36/RLAfwBI7V+ojDHGGLtb9Kaq+QwAHUVpFgD4CMAlTwTFGGOM9UUP1crH9HB6OHBLZdrPASQ6dxBCTAMwmoiOCiG6TLyFEM8AeAYAxozp6baMMcbY3efatWvypKSkSZ3bz5w5UxwWFtbui5g8ydXEexSAaUTUCABCiC0AjhLRU54KjDHGGHOzfq3/EULIAGyDC3uAE9GrAF4FpKnm/bkvY4wxNhiFhYW1d67KPpi5mniHAnBekN/maGOMMcbuGEKIxV29BGBID6dXAhjt9HyUo61DIIB7AZxx1AEJA5AthFjIBdYYY4wx1h1XE+99AD4SQhx2PH8EwF5XTnQUq8kDUElE84UQ4wC8CWAYgI8B/JCI2oQQKsd9pgOoBbCMiK44rvECgH8C0A5gLRGddDFuxhhjd5cF3byW08O55wFMdPyeqgTwBIAfdLxIRPUAQjqeCyHOAPg3TroZY4wx1hOXEm8i+pUQ4jiA7ziafkREn7h4j3UATACCHM//A8B2InpTCLEHUkKd6fhZR0QThBBPOPotE0LEQPrjJxbASACnhRBRRDTo5v0zxhjrHyL6UT/OtQkh1gA4CWk7sdeIqEgIkQYgj4iyu78CY4wxxtjtuTriDQAaAA1E9LoQYrgQYhwRlXV3ghBiFIB5AH4F4Dkhzc17CF+PIOwFsAVS4r3I8RiQ9kb9T0f/RQDeJKJWAGVCiFJIlWc/7EXsjDHG7gK32YWDANQA+KCn31kAQETHABzr1La5i75JfQyTMcYYY3cZmSudhBAvAngewAuOJgWAP7lw6g4APwNgdzwfBuAGEXVslP45pCqygFM1Wcfr9Y7+t6syG45OhBDPCCHyhBB5Nluv9mFnjDE2eAR2OoIg7cxx3DGbijHGGBsU5HL59Ojo6JiJEyfGpqSkjG9sbHQpt3O3tLQ0nfO99Xr9hJqaGjkAaDSaqX25Znh4eFxUVFRMdHR0zL333ju5o72qqko+c+bMiREREffOnDlz4vXr1+X9fwfe4er/OI8CWAigCQCI6CqkP2i6JISYD6CaiD7uV4QuIqJXiSiBiBL8/HozkM8YY2ywIKKXbnOsAzAT0hfBjDHG2KCgUqnsZrPZeOnSpSKFQkHp6enDXT3XnQOVWVlZoTdv3vwqrzQYDKUhISH9XhZsMBhKzGazsbCw0NTR9uKLL45ISkpqLC8vL0xKSmrcvHlzWH/v4y2uZqhtRERCCAIAIYS/C+d8G8BCIcTDANSQRh12ArhHCOHnGNV2rhjbUU32cyGEH4BgSEXWeqoyyxhjjHWLiL50LF9ijDHG3OrtIxhdXQ2NO6+p08Gy6JFbZv12a9asWTcLCgqGAMDu3bu1mZmZoVarVUybNq1p37595X5+ftBoNFOXL19+PTc3N2jXrl0VarXavn79+jEWi0WmVCopNze3ODAw0L569epRZ8+eDWxraxOrVq2qTk1NrcnJyQlMS0sbqdVqrcXFxUPi4uIsR44cKdu6dauuurpaodfro4YOHWo7d+5cSXh4eFxeXp5pxIgRt2T3mzZtCj18+LC2ra1NzJs378b27duv9vZzOXHixD0Gg6EYAJ599tlavV4/CQMkN3R1xPsvQogsSEnzKgCnAfxXdycQ0QtENIqIxkIqjvYeES0H8D6AxxzdVgB42/E42/EcjtffIyJytD8hhFA5Ks1OBPCRi3EzdmfauhWYNQsg3t6XMW8QQjwIoM7XcTDGGGPuZrVacfLkyaC4uLjmCxcuqA8ePKjNy8szm81mo0wmoz179gwDgObmZlliYmJTcXGxUa/XNy1fvjxyx44dFcXFxUaDwVAcEBBg37FjR0hwcHB7YWGhKT8/37R3797hZrNZCQAmk2lIRkbGZ6WlpUUVFRWqU6dOBWzcuLFap9NZDQZDyblz50q6ivHQoUNBpaWl6oKCApPJZDJevHhRc/z48YDu3tfs2bMnxsbGTv7d73731Y4itbW1fhEREVYAGD16tLW2tnbATHV2tar574QQcwA0AJgEYDMRnerjPZ8H8KYQ4mUAnwD4b0f7fwPY7yie9iWkZB2OirJ/AWAEYAOwmiuaswHv3XeBs2cBsxmYPLnn/owxlwgh/gGpoJozLYCr+PrLXcYYY8xtejMy7U6tra2y6OjoGABITExsXLduXc22bdtCCgsLNfHx8ZMBoKWlRabT6WwAIJfLsXLlyjoAKCgoUOt0Oqter7cAgFartQPA6dOng8xmsyY7O3soADQ2NsqNRqNaqVRSXFxcU2RkpBUAYmNjLZcvX1a6GuuJEyeCcnNzg2JiYmIAwGKxyMxmszolJeXm7fp/8MEH5nHjxlkrKyv9HnrooajY2NiWzn1lMhkG0mS2HhNvxz7cp4noQQB9SraJ6AyAM47Hn0KqSt65TwuApV2c/ytIldEZGxyMRulndjYn3oy51/xOzwlALRE1+SIYxhhjzFM61ng7txGRWLp0aW1GRsY3pl8rlUp7T7WwiEikp6dXLFmypMG5PScnJ1ClUn31xbZcLofNZnM56yUirF+//ovU1NQaV/qPGzfOCgDh4eG2efPm3fjwww/9U1JSbg4bNsxWXl6uiIiIsJaXlyu0Wu2Aqard41Rzx+iyXQgR7IV4GBv8amqA69elx9m8LTBj7kRE5Z2OCgAQQjwlhDjq6/gYY4wxT0pOTm7IyckZWllZ6QdIVcBLSkq+MTI9ZcqUlurqaoXBYNAAQF1dncxqtWLOnDn1mZmZw1tbWwUAFBQUqBoaGrrNGf39/dvr6+u77ZOSktKwf//+kI5+ZWVlio4YO2toaJDV1dXJOh6///77QVOmTGkGgLlz597IysoaBgBZWVnDkpOTb/T0mdwpXJ0TfxPAP4QQp+CobA4ARLTWI1ExNpiZHIUZExOBDz8EqqsBnc63MTHmY0KIZEgFOOUA/kBEr3TRbwmAgwBmEFFeN9dTApgH4AcA5gJ4C8Aed8fNGGOM3UmmT5/esnHjxsrZs2dH2e12KBQK2rVrV0VUVFSbcz+1Wk0HDhy4vHbt2jEtLS0ytVptz83NLdmwYUPNlStXVHFxcZOJSGi1WuuxY8cud3fPFStW1CQnJ0eFhoa2dbXOe/HixQ1FRUXqGTNmRAOARqOxHzhwoCw8PPwbI9aff/6536OPPjoBANrb28WSJUtqH3vssQYAeOmll7549NFHIyMiIkLCw8PbDh8+3G1sdxJBLhR3EkLcdl0cEe11e0Ru4O/vT01N/ZtV6I71Aq58tuwu9OqrwLPPAocOAYsXA6+9BvzoR76OijGPEUJYiKjL3TAcS5pKAMwB8DmA8wCeJCJjp36BAI4CUAJYc7vEWwjxfQBPAvg+pGKefwbwe0ehT59ISEigvLwuvyNgjDHmRUKIj4koob/Xyc/PvxIfH+/StGl2d8nPzw+Jj48f27m92xFvIcQYIqq4UxNsxgYkoxHQaICFC4FRo6Tp5px4s7vb/QBKHTVAIIR4E8AiSEU1nf0SwH8ASO3mWicA/B+AWURU5rjeTrdHzBhjjDHWCz1NNT8CYBoACCHeIqIlng+JsUHOZAKiowG5XEq+//hHoKUFUKt9HRljvhIO3FIR9nMAic4dhBDTAIwmoqNCiO4S72mQdsU4LYT4FMCbkKavM8YYY+wOcu3aNXlSUtKkzu1nzpwpDgsLG3S7WPWUeDvPtx7vyUAYu2sYjUBSkvR4wQJg927gvfeAhx/2aViMeZCfEMJ5rvWrRPSqqycLIWQAtgFY2VNfIroI4CKAnwshZkKadq4QQhwHcLg392WMMcaY54SFhbV3rso+mPVU1Zy6eMwY64uGBuDzz7/eQuzBB4GAAK5uzgY7GxElOB2dk99KAKOdno9ytHUIBHAvgDNCiCsAHgCQLYTodo0eEf2NiP7Fcb3tjvMYY4wxxryup8Q7XgjRIIRoBDDF8bhBCNEohGjo4VzGWGdms/QzJkb6qVIBc+cC77wD2O2+i4sx3zoPYKIQYpyjGvkTAL76NoqI6okohIjGOoqk/R3Awi6Kq61xehzrON9ORO8S0Y89/UYYY4wxxm6n28SbiOREFEREgUTk53jc8TzIW0EyNmh0bCXWkXgD0jrvq1eBCxd8ExNjPkZENgBrAJwEYALwFyIqEkKkCSEW9vJyzsn1fnfF6Cv2VqC51NdRMMYYY6y/XN3HmzHmDkYjoFQC451KJjz8MCCTSdPNE/q9uwVjAxIRHQNwrFPb5i76Jrl42f7vC+lj9WeBT38GqMcDQ+cA2jmAeqyvo2KMMcZYb/U01Zwx5k5GIxAVBfg5fecVEgJ8+9u8zpsx97hHCPGoEGIJgCAhxGLnw9fB9VbAVGD0zwC/YOCLLKDoMcD4A+DaH4HWyh5PZ4wxNojJ5fLp0dHRMRMnToxNSUkZ39jY6JPcLi0tTed8b71eP6GmpkYOABqNZmpfrllTUyNPTk4eP27cuNjx48fHnj592h8Aqqqq5DNnzpwYERFx78yZMydev359wOxcwok3Y95kMn1dWM3ZwoVAfj5QXu79mBgbXHIBLAQw3/F4gdMx34dx9YliKKB7HJj0X0DcUWDUBkCmBCr/EyhcBJieBqr+BLRd83WkjDHGvE2lUtnNZrPx0qVLRQqFgtLT04e7eq7NZnNbHFlZWaE3b978Kq80GAylISEh/doO7Jlnnhn9/e9/v6GsrKzIaDQa77vvvhYAePHFF0ckJSU1lpeXFyYlJTVu3rw5rL/xewtPNWfMW5qbgU8/BZ566puvLVwIpKZKRdbWrPnm64wxlxDRyv6cL4RIBrAT0t7ffyCiVzq9/hMAqwG0A7gJ4Bki8spWKMpQIHS5dLReBepOScfnO6TDP16aij70e4AixBsRMcYYAwDDXoz+8io07rymdiQs+hX4zNX+s2bNullQUDAEAHbv3q3NzMwMtVqtYtq0aU379u0r9/Pzg0ajmbp8+fLrubm5Qbt27apQq9X29evXj7FYLDKlUkm5ubnFgYGB9tWrV486e/ZsYFtbm1i1alV1ampqTU5OTmBaWtpIrVZrLS4uHhIXF2c5cuRI2datW3XV1dUKvV4fNXToUNu5c+dKwsPD4/Ly8kwjRoy4JbvftGlT6OHDh7VtbW1i3rx5N7Zv3371du+ltrZWfu7cucCDBw9eAQC1Wk1qtbodAE6cOHGPwWAoBoBnn322Vq/XT8KtO6HcsXjEmzFvKSkBiG4/4h0VBUyaxNPNGesnIcQOp8frOr32xx7OlQPIAJACIAbAk0KImE7d/oeI4ojoPgC/gbS/uNepRgJhK4DJfwJiDwMjfwrYm4DPfgcUpADFzwLXDwLWOl9ExxhjzJusVitOnjwZFBcX13zhwgX1wYMHtXl5eWaz2WyUyWS0Z8+eYQDQ3NwsS0xMbCouLjbq9fqm5cuXR+7YsaOiuLjYaDAYigMCAuw7duwICQ4Obi8sLDTl5+eb9u7dO9xsNisBwGQyDcnIyPistLS0qKKiQnXq1KmAjRs3Vut0OqvBYCg5d+5cSVcxHjp0KKi0tFRdUFBgMplMxosXL2qOHz8ecLu+xcXFSq1Wa1u6dOnYyZMnxyxbtiyioaFBBgC1tbV+ERERVgAYPXq0tba2dsAMJA+YQBkb8IyOQbGYzn/HOyxYAOzcKe31HcSbBjDWR991erwC0uh1hyk9nHs/gFIi+hQAhBBvAlgE4KsRbSJy3krTHwD1K1o3UI8GRvyTdDSXAXXvSiPhFa8AFb8FAhOAoQ8C8mBfR8oYY/2nmXjnFZnszci0O7W2tsqio6NjACAxMbFx3bp1Ndu2bQspLCzUxMfHTwaAlpYWmU6nswGAXC7HypUr6wCgoKBArdPprHq93gIAWq3WDgCnT58OMpvNmuzs7KEA0NjYKDcajWqlUklxcXFNkZGRVgCIjY21XL58WelqrCdOnAjKzc0NiomR/hC2WCwys9msTklJudm5r81mEyaTSbNz586Khx56qOlHP/rR6E2bNoXt3LnzlhFymUwGIQZOHVVOvBnzFpNJql4eFXX71xcuBH73O+DkSWDpUu/GxtjgIbp47Ipw4JY/nj4HkPiNGwixGsBzAJQAHuptgJ40ZBww5FlgxDPSNmR17wJfvisl4YwxNhiE/wsQNtbXUdwZOtZ4O7cRkVi6dGltRkbGN6ZfK5VKu59f9+kfEYn09PSKJUuWOH/RjJycnECVSvXVl81yuRw2m83l37NEhPXr13+Rmppa01PfsWPHtoWGhrY99NBDTQCwbNmyuldeeSUMAIYNG2YrLy9XREREWMvLyxVardZ9i9U9jBNvxrzFaAQiIwGV6vavf+tbwLBh0nRzTrwZ6yuZEGIopKVUHY87/jBwS+VTIsoAkCGE+AGAjZBG1m8hhHgGwDMAMGbMGHfctleEkEaFNBOBkf8MtFUC9javh8EYY26n0Po6gjtbcnJyw+LFiyf84he/qAoPD7dVVVXJ6+vr5VFRUbf880GIFgAAIABJREFUFpgyZUpLdXW1wmAwaPR6vaWurk4WEBBgnzNnTn1mZubw+fPnN6pUKiooKFCNHTvW2t09/f392+vr62UjRozosk9KSkrDli1bRj7zzDNfBgcH28vKyhRKpZLCw8O/kTiPGTPGFhYW1pafn6+Kj49vfffdd4MmTZrUAgBz5869kZWVNWzr1q3XsrKyhiUnJ9/o40fldZx4M+YtXVU07+DnB8ybJxVYs9lu3XKMMeaqYAAf4+tk+4LTaz1NC68EMNrp+Sh0X7DlTQCZt3uBiF4F8CoAJCQk+HQ6uhCAapQvI2CMMeYt06dPb9m4cWPl7Nmzo+x2OxQKBe3atauic+KtVqvpwIEDl9euXTumpaVFplar7bm5uSUbNmyouXLliiouLm4yEQmtVms9duzY5e7uuWLFiprk5OSo0NDQtq7WeS9evLihqKhIPWPGjGgA0Gg09gMHDpTdLvEGgN///vcVy5cvH9/W1ibGjBnT+sYbb1wBgJdeeumLRx99NDIiIiIkPDy87fDhw93GdicRRD5fnuZ2/v7+1NTU1K9ruGO9wGD8bFkfWa2ARgP8278Bv/511/3eegt47DHgzBlAr/daeIx5khDCQkT+vo6jJ0IIPwAlAGZDSrjPA/gBERU59ZlIRJccjxcAeJGIErq7bkJCAuXl5XkucMYYYy4TQnzc07/brsjPz78SHx/f47RpdvfJz88PiY+PH9u5nYfUGPOGy5elUeyuCqt1+P73AaVSmm7OiTdjfeJIoFMARDuajABOElG368CIyCaEWAPgJKRp6a8RUZEQIg1AHhFlA1gjhPgeACuAOtxmmjljjDHGWGeceDPmDR0Vzbubag4AgYHAQw8Bb78tFVobQJUaGbsTCCHCAbwH4AsAn0Cacj4fwDYhxINEdNs9QzsQ0TEAxzq1bXZ6vO4bJzHGGGOs165duyZPSkqa1Ln9zJkzxWFhYe2+iMmTOPFmzBtMJulndHT3/QCpuvk//zNgNvecqDPGOvsVgEwi2uHcKIRYC+DX4BFqxhhj7I4QFhbW3rkq+2Am83UAjN0VjEZgzBggIKDnvvPnSz+zsz0bE2OD0wOdk24AIKJdAB7wQTyMMcYYY5x4M+YVRmPP67s7jB4NTJ0qVTdnjPVWczevWbwWBWOMMcaYE55qzpintbdL08YffND1cxYuBNLSgOvXgeHDPRcbY4NPsBBi8W3aBYAgbwfDGGOMMQbwiDdjnldeDrS0uD7iDUiJNxFw9Kjn4mJscDIAWHCbYz6AXB/GxRhjjLG7GCfejHlaR2G13hRKmzoVCA/ndd6M9RIR/ai7w9fxMcYYY+4il8unR0dHx0ycODE2JSVlfGNjo09yu7S0NJ3zvfV6/YSamho5AGg0mqm9vV5+fr4qOjo6puMICAiYmpaWpgOAqqoq+cyZMydGRETcO3PmzInXr1+Xu++deBYn3ox5mqtbiTkTQhr1PnlSGi1njDHGGGPMiUqlspvNZuOlS5eKFAoFpaenu7w+0WazuS2OrKys0Js3b36VVxoMhtKQkJA+bwcWHx/fajabjWaz2VhYWGhUq9X2J5544gYAvPjiiyOSkpIay8vLC5OSkho3b94c5o734A28xpsxTzOZgNBQQKvt3XkLFwKZmcB77wEPP+yZ2BhjjDHGWL/k78TohnJo3HnNoAhY4tfhM1f7z5o162ZBQcEQANi9e7c2MzMz1Gq1imnTpjXt27ev3M/PDxqNZury5cuv5+bmBu3atatCrVbb169fP8ZisciUSiXl5uYWBwYG2levXj3q7NmzgW1tbWLVqlXVqampNTk5OYFpaWkjtVqttbi4eEhcXJzlyJEjZVu3btVVV1cr9Hp91NChQ23nzp0rCQ8Pj8vLyzONGDHilux+06ZNoYcPH9a2tbWJefPm3di+ffvVnt5XdnZ20JgxY1qjoqLaAODEiRP3GAyGYgB49tlna/V6/SQAlb36cH2ER7wZ87TeVDR39uCD0vZjPN2csbtWYwWQ92ug/CRgqfZ1NIwxxu5EVqsVJ0+eDIqLi2u+cOGC+uDBg9q8vDyz2Ww2ymQy2rNnzzAAaG5uliUmJjYVFxcb9Xp90/LlyyN37NhRUVxcbDQYDMUBAQH2HTt2hAQHB7cXFhaa8vPzTXv37h1uNpuVAGAymYZkZGR8VlpaWlRRUaE6depUwMaNG6t1Op3VYDCUnDt3rqSrGA8dOhRUWlqqLigoMJlMJuPFixc1x48f73Gf3TfeeEP72GOP1XY8r62t9YuIiLACwOjRo621tbUDZiB5wATK2IBEJI14P/VU789VqYC5c6VtxXbvBmT8PRljvSGEmAlgLJx+1xHRPp8F1AfNNcCNEuDa36Tn/uHA8KnSMSwO8Bvi2/gYY4wBvRmZdqfW1lZZdHR0DAAkJiY2rlu3rmbbtm0hhYWFmvj4+MkA0NLSItPpdDYAkMvlWLlyZR0AFBQUqHU6nVWv11sAQKvV2gHg9OnTQWazWZOdnT0UABobG+VGo1GtVCopLi6uKTIy0goAsbGxlsuXLytdjfXEiRNBubm5QTEx0miUxWKRmc1mdUpKys2uzmlpaRGnT58O3rZt2+e3e10mk0EI4WoIPseJN2OedPUq0NDQtxFvAFiwAHjrLeDCBSAhwb2xMTaICSH2A4gEcBFAxzozAjCgEm/djqcx225HS/ICXBuajOqSYFS8C1zJAYQfoJ38dSIeNB4Q/P0cY4zdNTrWeDu3EZFYunRpbUZGxjemXyuVSrufX/fpHxGJ9PT0iiVLljQ4t+fk5ASqVCrqeC6Xy2Gz2VzOeokI69ev/yI1NbXG1XMOHjwYHBMTYxk9evRXU9aHDRtmKy8vV0RERFjLy8sVWq3WfYvVPYx/RTPmSR0VzfuaeD/8sDTS/c477ouJsbtDAoBvE9E/E9G/OI61vg6qVywW4K9/hThwAEPWPIFxK0KQ+H+zkfzAdsx8phTjFwHWm4B5H/B/G4BTTwMXfgd89r9AS23Pl2eMMTb4JCcnN+Tk5AytrKz0A6Qq4CUlJd8YmZ4yZUpLdXW1wmAwaACgrq5OZrVaMWfOnPrMzMzhra2tAgAKCgpUDQ0N3eaM/v7+7fX19d32SUlJadi/f39IR7+ysjJFR4xdefPNN7WPP/74l85tc+fOvZGVlTUMALKysoYlJyff6O4adxIe8WbMk/pS0dzZ8OHAzJnSOu+XXnJfXIwNfoUAwgB84etA+uzMmVt3NbDZgPfeg+y996DFc9BGR2PyggVo/ekCXFd+C9fz/XD9InDVIHUPHAsMv08aDdfGAnKVL94EY4wxb5o+fXrLxo0bK2fPnh1lt9uhUCho165dFR3FyTqo1Wo6cODA5bVr145paWmRqdVqe25ubsmGDRtqrly5ooqLi5tMREKr1VqPHTt2ubt7rlixoiY5OTkqNDS0rat13osXL24oKipSz5gxIxoANBqN/cCBA2Xh4eG3HbFuaGiQffDBB0F79+4td25/6aWXvnj00UcjIyIiQsLDw9sOHz7cbWx3EkFEPfcaYPz9/ampqalf13DHeoHB+NmyXvrpT4E//xmorZW2COuL3/4W+NnPgPJyYMwY98bHmBcIISxE5O/le74P4D4AHwFo7WgnooXejAMAEhISKC8vr/cnEgEXL0ozXt55B+juGlot8PDDoHkL0Dh5LqpLg1HzCfBlEWC3SVPQBX/VzhgbBKJ/CIx/pO/nCyE+JqJ+r9/Lz8+/Eh8f7/K0aXb3yM/PD4mPjx/buZ1/DTPmSUajNNrdny9yFi6UEu933gFWr3ZfbIwNblt8HUC/CQFMnSodmzdLNSOOHpX+LTh9Gmhu/rrvl18Cf/oTxJ/+hCA/PwR997uYsGAB2n+1ALWWSNSZpQScMcYGuqBIX0fAWN9w4s2YJxmNwCP9+FoWACZNAqKipOnmnHgz5hIiMvg6BrcbORJYtUo6mpuB996TkvCcHKDSqYaOY0o63nsPcmyAbvJk6B5+WFq6whhjA90xAMN+KP2byAa0a9euyZOSkiZ1bj9z5kxxWFhY++3OGcg48WbMU65fB2pq+r6+29nChcDOnVKF9KCg/l+PsUFOCPEAgN8DmAxACUAOoImIBsd/QEOGAPPmSQcR8MknXyfhnaekm0xfF3pkjLHB4MEHOfEeBMLCwto7V2UfzLiqOWOe0t+K5s4WLgSsVuDkyf5fi7G7w38CeBLAJQBDAPw/ABk+jchThACmTQNefBE4f14a/X71VWk7wiG80TdjjDF2J+ARb8Y8pSPxdseI97e+JRVPys4Gli7t//UYuwsQUakQQk5E7QBeF0J8AuAFX8flcZ2npP/v/wJ//7v05R1jjA0GI0b4OgLGeo0Tb8Y8xWgE/P2B0aP7fy0/P2lKaU6OtH7Tj//TZawHFiGEEsBFIcRvIG0r1uMsLyFEMoCdkKam/4GIXun0+nOQRs9tAK4D+DERlX/jQneKIUOA+fOlgzHGGGM+w1PNGfMUkwmIjgZkbvrPbOFCoK4O+Nvf3HM9xga3H0L6HbcGQBOA0QCWdHeCEEIOaTp6CoAYAE8KITqvFfkEQAIRTQFwEMBv3Bw3Y4wxxgYhTrwZ8xSj0T3ruzvMnQsoldJ0c8ZYtxyj0ALACCJ6iYieI6LSHk67H0ApEX1KRG0A3gSwqNN13ycii+Pp3wGMcnfsjDHGmCvkcvn06OjomIkTJ8ampKSMb2xs9Elul5aWpnO+t16vn1BTUyMHAI1GM7Uv13zppZd0EyZMiJ04cWLsggULxlksFgEAZrNZOWXKlOgxY8bcO2/evPEtLS392LPXuzjxZswTGhqkAkfuTLwDA6Uqnm+/LVUxZox1SQixAMBFACccz+8TQvT0rVU4gM+cnn/uaOvKPwE43sX9nxFC5Akh8q5fv+564J3YrEBNBf8nzxhj7JtUKpXdbDYbL126VKRQKCg9Pd3lfSNtNpvb4sjKygq9efPmV3mlwWAoDQkJ6fN2YGVlZYpXX3019OLFi8ZLly4Vtbe3iz/84Q9aAHjuuedGrVmzpqqioqIwODjYtnPnzhB3vAdv4IWijHmCOwurOVu4UNrLu7hYmsbOGOvKFkgj2GcAgIguCiHGueviQoinACQA0N/udSJ6FcCrAJCQkNDntLmiADj9KnBPGDDhfiByBhCs6+vVGGOMecKVNIxuLoXGndccMgGWsZtv+TK4W7NmzbpZUFAwBAB2796tzczMDLVarWLatGlN+/btK/fz84NGo5m6fPny67m5uUG7du2qUKvV9vXr14+xWCwypVJJubm5xYGBgfbVq1ePOnv2bGBbW5tYtWpVdWpqak1OTk5gWlraSK1Way0uLh4SFxdnOXLkSNnWrVt11dXVCr1eHzV06FDbuXPnSsLDw+Py8vJMI0aMuCW737RpU+jhw4e1bW1tYt68eTe2b99+tav3097eLpqammQqlaq9ublZNmrUKKvdbseHH34Y+Pbbb38KAD/+8Y9rt2zZMvL555/v+zfcXuSxEW8hxGghxPtCCKMQokgIsc7RrhVCnBJCXHL8HOpoF0KIXUKIUiFEgRBimtO1Vjj6XxJCrPBUzIy5jTu3EnO2YIH0k6ebM9YTKxHVd2rrKQGuhLQWvMMoR9sthBDfA/DvABYSUWu/ouxBeDTwneXAkCAgLxv48ybg8K+BwvcAS+d3xxhj7K5ktVpx8uTJoLi4uOYLFy6oDx48qM3LyzObzWajTCajPXv2DAOA5uZmWWJiYlNxcbFRr9c3LV++PHLHjh0VxcXFRoPBUBwQEGDfsWNHSHBwcHthYaEpPz/ftHfv3uFms1kJACaTaUhGRsZnpaWlRRUVFapTp04FbNy4sVqn01kNBkPJuXPnSrqK8dChQ0GlpaXqgoICk8lkMl68eFFz/PjxgNv1HTdunHX16tXXxo0bN0Wn08UHBga2L168uKGqqsovMDCwXaFQAADGjh3bVlVVpfTAR+oRnhzxtgH4VyK6IIQIBPCxEOIUgJUA/peIXhFC/BzAzwE8D6mYzUTHkQggE0CiEEIL4EVIIwvkuE42EdV5MPZ+SwS4+vTdzGiU1mOPc9sAm2T0aGDqVCnx/tnP3HttxgaXIiHEDwDIhRATAawF0FNlwvMAJjpGxisBPAHgB84dhBBTAWQBSCaiaveHfSuVPzD5u9Jx80vg8nmg9Dzwtz8DH/4FCJ8sjYSPvQ9Q8pbdjDHmE70ZmXan1tZWWXR0dAwAJCYmNq5bt65m27ZtIYWFhZr4+PjJANDS0iLT6XQ2AJDL5Vi5cmUdABQUFKh1Op1Vr9dbAECr1doB4PTp00Fms1mTnZ09FAAaGxvlRqNRrVQqKS4urikyMtIKALGxsZbLly+7nPSeOHEiKDc3NygmRhqVslgsMrPZrE5JSbnZue/169flR48evae0tPQfw4YNa583b9743bt3ax999NGG/nxevuaxrJCIvoC0fQuIqFEIYYK0Vm4RgCRHt72QpgE+72jfR0QE4O9CiHuEECMcfU8R0ZcA4EjekwG84anY+2s6pIo7yMgA1q3zcTTMJ0wmYNIkz3zxsnAhkJYGXL8ODHd5KQ9jd5t/gTQq3Qrp98VJAL/s7gQisgkh1jj6ygG8RkRFQog0AHlElA3gtwACAPxVCAEAFUS00HNv42sBWiB+rnTUXQVKP5KS8DN/BOQKIGKKlISPjpWeM8YYG9w61ng7txGRWLp0aW1GRsY3ZmwplUq7Xw9/mxKRSE9Pr1iyZMktSW5OTk6gSqX6auaYXC6HzWZzubAZEWH9+vVfpKam1vTU95133gkaM2ZM68iRI20A8Mgjj9z429/+FvCTn/zky8bGRrnVaoVCocCVK1eUoaGhba7G4GteKa4mhBgLYCqAcwBCHUk5AFwDEOp43FVRm94Wu/G5jwEcA4DNm4EvvuihNxuUjEb3r+/usGCBVGnp6FHPXJ+xQYCILET070Q0g4gSHI9bXDjvGBFFEVEkEf3K0bbZkXSDiL5HRKFEdJ/j8ErS3dnQkcCMR4AnXgYW/QyI/jZwtQR4NxPY/zMgdz9wtRiw230RHWOMMV9JTk5uyMnJGVpZWekHAFVVVfKSkpJvjExPmTKlpbq6WmEwGDQAUFdXJ7NarZgzZ059Zmbm8NbWVgEABQUFqoaGhm5zRn9///b6+vpu+6SkpDTs378/pKNfWVmZoiPGzsaOHdt24cKFgMbGRpndbsd7770XOHny5BaZTIYHHnig8fXXXx8KAK+99tqw+fPn33Dlc7kTeHwetBAiAMBbANYTUYNjhAAAQEQkhHBLrVYhxDMAngEApdL3U/3XAni4pUWaDrx/v6/DYd7U3AyUlQFPP+2Z60+bBowcKU03X7nSM/dgbIDqqXK5rxJlTxECCI2Ujm89DlSapFHwy+cB8weA/z1SQbZx0wC1v6+jZYyx/lMF8L9n3Zk+fXrLxo0bK2fPnh1lt9uhUCho165dFVFRUbeMDKvVajpw4MDltWvXjmlpaZGp1Wp7bm5uyYYNG2quXLmiiouLm0xEQqvVWo8dO3a5u3uuWLGiJjk5OSo0NLStq3XeixcvbigqKlLPmDEjGgA0Go39wIEDZeHh4d8or/7QQw81LViwoG7KlCmT/fz8EBsba3nuueeuA0B6evrny5Yti3z55ZfDY2NjLevWretxBP1OIciDe5QIIRQAcgCcJKJtjrZiAElE9IVjKvkZIpokhMhyPH7DuV/HQUTPOtpv6Xc7/v7+1NTU1N/Y+3U+ANDGjcDLLwMGA/Dd7/b7emyAuHhRWof95z8Djz/umXv89KfSFzo1NYBa7Zl7MOYmQggLEXnlzyQhxHVIs6TegDTL6pZ/zInI4I04nCUkJFBeXp5X72lrA8rzpST8s0LA3udNXRhj7M5y/2Lgvrl9P18I8TERJfQ3jvz8/Cvx8fEDJulj3pOfnx8SHx8/tnO7x0a8hZS5/jcAU0fS7ZANYAWAVxw/33ZqXyOEeBNSbbJ6R3J+EsDWjurnAL4P4AVPxe1WL7wgJUerVwMXLgAKXnR3VzA6ltq4u6K5s4ULgT17gPffB1JSPHcfxrxECJEMYCektdV/IKJXOr3+HID/B6lw53UAPyai8ttcKgzAHABPQiqMdhTAG0RU5MHw7zh+SmmkO3IG0NIEXDUD7e7bspUxxnwmZHTPfRi7E3lyqvm3AfwQwD+EEBcdbb+AlHD/RQjxTwDKAXQMCR4D8DCAUgAWAD8CACL6UgjxS0jVZgEgraPQ2h1PowF27gQeeUQqtLZ+va8jYt5gMgEyGTBxoufu8eCDgL+/NN2cE282wAkh5AAyICXMnwM479i9wrlgzCcAEojIIoT4KYDfAFjW+VpE1A7gBIATQggVpAT8jBDiJSL6T0+/F3er+xIoKABCQwFdKDD0HkD0sjqL2h8YP90z8THGGGN9de3aNXlSUtKkzu1nzpwpDgsLG3RztTxZ1fwDdJri52T2bfoTgNVdXOs1AK+5LzovWrgQePhhqdDasmXAiBG+joh5mtEITJgAqFSeu4daDcydKyXeGRlSos/YwHU/gFIi+hQAHDOfFgH4KvEmoved+v8dwFNdXcyRcM+DlHSPBbALwGG3R+0FX1wDzpz5+rlCAeh0UhIe6vRTw+sdGWOMDTBhYWHtnauyD2a8ybSnCQHs2gXExgKpqcCf/uTriJinmUyeq2jubPFi4NAh4IMPuIYAu9P5CSGcFzm/SkSvOj2/3e4Vid1c758AHL/dC0KIfQDuhTSL6iUiKuxbyHeGmBjghV8A16uBqiqgqhqorgLMJuCTC1/3CwhwjIrrvh4dHx4C+PEKJ8YYY+yOwIm3N0RGStXNf/lLYNUqQK/3dUTMU6xW4NIlaXmBpy1aBAwZArzxBife7E5nc0chGwAQQjwFIAFAV/+QPgWgCcA6AGudCmUKSJOrgtwRhzcplUD4KOnoQATcvCkl4R3JeFUV8NFHQLtjcp4QwLBhUiIeEgL0sHUrY4wNCGPHAqN4nTcbgPjXsLf8/OdfF1r75BMutDZYlZYCNptnC6t1CAiQ9vT+61+lWRX8/yk2cFUCcP4zapSj7RZCiO8B+HcAeiJqvd2FiOiuWHchBBAYKB2RE75ut7cDX34pJeNVVVJCfvUqUHRXlZZjjA1m3/seJ95sYOLE21s6Cq0tWgT8/vfAc8/5OiLmCR0Vzb0x1RwAnnwS+MtfgNOnucgaG8jOA5gohBgHKeF+AlJF8q8IIaYCyAKQTETV3g9xYJDJgZDh0hEb+3V7u00aJWeMsYGOy9qwgYoTb29asACYNw/YsgV44glg5EhfR8TczWSSfkZHe+d+KSlAcLA03ZwTbzZAEZFNCLEGwElI24m9RkRFQog0AHlElA3gtwACAPzVMX28gogW+ixoL6lpBP7PBEwaCUwIA5R9/K0t59/2jDE26Mjl8ukTJ05sbm9vFxMmTGj+y1/+ciUwMNDu7TjS0tJ0GzZsqOm4t16vn/DWW2+VhYSEtGs0mqkWi+WT3l7zl7/8pW7fvn3DiQhPP/309c2bN1cDQFVVlfzRRx8dX1lZqQoPD299++23Px0+fPiAqIDO3xl5kxDSqHdbm1RojQ0+RiMQESFt9eUNKpVUZO3wYaC52Tv3ZMwDiOgYEUURUSQR/crRttmRdIOIvkdEoUR0n+MY9Ek3AJReA07mAzuPAev/CPw2G8jOA0quAtYB8WcGY4wxT1GpVHaz2Wy8dOlSkUKhoPT09OGunmuz2dwWR1ZWVujNmze/yisNBkNpSEhIn39LnT9/Xr1v377hFy5cMJlMpqITJ07cU1hYqAKAF198cURSUlJjeXl5YVJSUuPmzZvD3PEevIG/A/e2yEhpvfdLL0mF1pKSfB0RcyeTyTvru509+STw+uvA0aPAY495996MMY9qGQJcDQWC7UCUEmhpBo59Ahy9ACjkQGQYMGkEMCkcGDsckPPX6Ywx5nU3nsNomxkad17TLxqWe7bdsuNHt2bNmnWzoKBgCADs3r1bm5mZGWq1WsW0adOa9u3bV+7n5weNRjN1+fLl13Nzc4N27dpVoVar7evXrx9jsVhkSqWScnNziwMDA+2rV68edfbs2cC2tjaxatWq6tTU1JqcnJzAtLS0kVqt1lpcXDwkLi7OcuTIkbKtW7fqqqurFXq9Pmro0KG2c+fOlYSHh8fl5eWZRowYcUt2v2nTptDDhw9r29raxLx5825s37796u3eyz/+8Y8hU6dOvdkxgv7tb3+78c0337zn5Zdfrjpx4sQ9BoOhGACeffbZWr1ePwm3qQtzJ+Jf0b7w/PPAuHFSoTWr1dfRMHdpbwfMZu+t7+7w4INS2eI33vDufRljHpc0CvjNd6TE+iM7UKAB7rsfeCoJ+O5k4GYz8HYe8Ju3gQ17gd8fl0bIy68Ddq9PNmSMMeYLVqsVJ0+eDIqLi2u+cOGC+uDBg9q8vDyz2Ww2ymQy2rNnzzAAaG5uliUmJjYVFxcb9Xp90/LlyyN37NhRUVxcbDQYDMUBAQH2HTt2hAQHB7cXFhaa8vPzTXv37h1uNpuVAGAymYZkZGR8VlpaWlRRUaE6depUwMaNG6t1Op3VYDCUnDt3rqSrGA8dOhRUWlqqLigoMJlMJuPFixc1x48fD7hd3/vuu6/5o48+Crx27Zq8sbFRdurUqeDPPvtMCQC1tbV+ERERVgAYPXq0tba2dsAMJA+YQAeVIUOkKecLF0rVqP/1X30dEXOHK1eAlhbvj3j7+QGPPw68+ipQXy+t+WaMDRrRQ4GNM4DyRuCtUuD459Ji+AdHAT9OBoL9gOKrXx+F56TzNEpg4oiv14ereeMDxtggEKAG/NW+juJWvRmZdqfW1lZZdHR0DAAkJiY2rlu3rmbbtm0hhYWFmvj4+MkA0NLSItPpdDYAkMvlWLlyZR0AFBQUqHU6nVWv11sAQKvV2gHg9OnTQWazWZOdnT0UABqwgVoRAAAgAElEQVQbG+VGo1GtVCopLi6uKTIy0goAsbGxlsuXLytdjfXEiRNBubm5QTEx0h/KFotFZjab1SkpKTc79502bVrLunXrrs2ePTtqyJAh9tjYWItcLv/GNWUyGZy2Db3jceLtKwsWAPPnS4XWnnySC60NBh2F1bw94g1I/x/6/e+BI0eAFSu8f3/GmMdFBALPTQWWTwIOXwZOfQac/gyYOQJ4bALwg/FSv3rLrYl4frlv42aMMXdafD8w9z5fR3Fn6Fjj7dxGRGLp0qW1GRkZ35h+rVQq7X5+3ad/RCTS09MrlixZ0uDcnpOTE6hSqb7aH0Mul8Nms7mc9RIR1q9f/0VqamqNK/03bNhQs2HDhhoAWLNmTfioUaPaAGDYsGG28vJyRUREhLW8vFyh1Wrdt1jdwzjx9qWdO6XR0X/7N+B//sfX0bD+8vZWYs4eeAAYO1aabs6JN2ODWqgG+EkcsCwKeKcMOHoFOPsFMHU4sDQSuHcYcP8E6QCAL28CZdVAO089Z4wNAqOG+TqCO1tycnLD4sWLJ/ziF7+oCg8Pt1VVVcnr6+vlUVFRbc79pkyZ0lJdXa0wGAwavV5vqaurkwUEBNjnzJlTn5mZOXz+/PmNKpWKCgoKVGPHju12bay/v397fX29bMSIEV32SUlJadiyZcvIZ5555svg4GB7WVmZQqlUUnh4+G0T58rKSr/w8HDbpUuXlEePHr3n/PnzZgCYO3fujaysrGFbt269lpWVNSw5OflGHz4mn+DE25fGj8f/b+/O46qq88ePvz7sAiriAgruSIgpKqhtk5VpmKZlWZJZTVYzUzxMS1tt0fZFM8ysbPxNLpONpuU4LmnfKafNNBNCEMVE0wSXBFRAQD6/Pz4HvRI7F+698H4+HufB5XPOPff98eA9930/G088YVq977vPjNUVris1FYKDoVWrhn9tpcwSda+/DkePQttqT2ophHBRrbzhzgi4uTus3Q+rf4Env4eLAmBsGAwIAjcFgf5mE0II0fhFR0cXTJ8+/dCQIUPCS0pK8PT01AkJCQfKJt4+Pj566dKleydNmtSpoKDAzcfHp2Tz5s27p0yZciwjI8O7d+/ePbXWKjAwsGjt2rV7K3vNu+6661hsbGx4UFBQYUXjvMeMGZO7c+dOnwEDBkQA+Pr6lixdunRfRYn3qFGjumdnZ3t4eHjoOXPmHCidJX3GjBmHb7rppu6dO3duExISUrhq1apKY3MmSmtd9VEuxs/PT58+fbpO57DHeIFq/dvm58PFF5tloRITwVMG4bmsQYPA3x+++MIxr5+UBFFRMG8ePPCAY2IQohxKqTytdQOtsed8YmJi9LZt2+r9dc6cNV3PV+6FI/nQqTnc0h2u7CCznQshRCml1I9a65i6nicxMTEjKiqqWt2mRdOSmJjYJioqqkvZcmnxdrTSidZuuMH8nDrV0RHZX0mJWebK1xdee61xjmfX2rR4O7Kbd+/eZujCRx9J4i1ELSmlYoG3AHfgA631K2X2XwnMAfoA47TWKxo+yvJ5u8OILnBdJ/jfb7BiL8zeAUvSYFRXaONkkxEJIURtdG4BodKLR7ggSbydwciRJvEunWgtJMTREdnX4sWwahW4ucHq1fDiiyYxLGd2Qpd16BCcPOmY8d2llDJ/P08/DQcOQKdOjotFCBeklHIH5gFDgYPAVqXUaq217cQ1B4C7Aaf9ltTDzcx4PjgEtmbB8nT4IKXq5wkhhCu4OwJCwxwdhbCHzMxM96uuuuqisuVffvllWnBw8FlHxFSfJPF2FrYTrTWm9ZhPnTLj2AcNMgl4fDxMmgQffgjvvgsxde7p4xxKZzRv6KXEyho3ziTeH38M06Y5NhYhXM9AIF1r/QuAUmoZMBo4l7ZqrTOsfU4/VZmbgkHBMDAIDudBUaP7CCOEaIoCvB0dgbCX4ODgs2VnZW/MJPF2Fl27mgT12WfNRGvXXOPoiOzjlVfg8GFYuRJ69ID162H5cpg8GQYONC3fL77o+mtPO3JGc1thYTBggPnyRhJvIWoqBC5Yi/UgMKg2J1JK3Q/cD9CpDr1PTp2FzdlwTSvwqeU4baWgQ5MdYS+EEEI4B5luxZk8+qiZ6Tw+HgoLqz7e2WVkwBtvwPjxZrkrMJ8Ab73VtBDHx8P8+RARAcuWmXHSrio1FQIDoV07R0diupv/9BOkpTk6EiGaLK31+1rrGK11TNs6rDLwVTY8kwHXJcKL+yHplGu/VQohhBBNlSTezsTHBxISTBL31luOjqbuHnvMjOt++eU/7mvZ0tT1hx8gNNQki8OGwZ49DR+nPaSkmNZuO8yGX2e33WbiaExDFoRoGIeAjja/h1plDjM8EN4Nh6sCYN3vcE8a3LIT/pEJRxvB97NCCCFEUyGJt7MZMQJGj4YZM+DgQUdHU3v/+x/8618m+e7YseLjoqPh++/h7bdNEt67t6l7QUH9xHXsmBl3bm+pqY4f312qQwcYPNgk3tI0JkRNbAV6KKW6KqW8gHHAakcG5KYgpjnM6Aob+sDTnaGVJ7x9CEb8DJP2wKYTUOj0I86FEEKIpk0Sb2c0Zw6cPQuPPFL952gNRUWQlwc5OSbB/O03szW0khIzhjs0tHrjjN3d4cEHYdcuuOkmM7t7nz6waVPd4igqgu3bzbrWEyaY8c9t28Kf/gTFxXU7t62jR82/t6PHd9uKi4Pdu02XcyFEtWiti4F4YAOQCvxLa71TKTVTKTUKQCk1QCl1EBgLvKeU2tlQ8fm5w+g28MFFsLIX3BUMe/Ph8V8gNglePQCpp+X7NiGEaCrc3d2jIyIiInv06NFr+PDh3U6ePOmQ3G7mzJntbF978ODBYceOHXMH8PX17Vebcz7//PPtevTo0SssLKzXzJkzz43l/O6775r17ds3Ijw8PPKaa64J+/33310mn3WZQJuULl3gySdNi3F0NERFmdbUsDDo3Nm0aLZtCwEB4OcHnp6mS7eXl/k9IMDsDwkx26RJDRv/hx+ahPeVV8za3dXVvr1ppf38c/PJcehQuP12yMys3vOzsuDTT+Hxx02Lb0CA+feLj4cvvjD/jg88ADt2mBZ2eymdWM1ZWrwBbr4ZPDyku7kQNaS1Xqu1Dtdad9dav2iVPaO1Xm093qq1DtVa+2mtW2utezkizk4+8GAIrO4Nb/eAS1rAZ8dgwi6IS4WlWXCiyBGRCSGEaCje3t4lu3btStmzZ89OT09PPWvWrGpPKlJsx0ao9957L+jUqVPn8sqvvvoqvU2bNrVeS2Pr1q0+ixYtart9+/bU1NTUnevXrw9ITk72Brjvvvu6vPjiiwd3796dMmrUqBMzZswItkcdGoLMau6spk0za0P/+qtJqD09L9yqU+blBd99B3PnmpmuJ0yo/7hPnjRfGlxyiUmaa2PoUPj5Z5O4v/wyrF1rZj7/61/Pr/1dWAiJiaab+nffmS0jw+zz9IR+/czs8JdeamLp1MmMe9YafvkFnnnGjIVu377udS5dSsyZWrxbt4brrjOT1r36qvliRgjhco6ehe8LIdITurqbrue23JVJui9pAbnF8PkJWH0M3jwICQfhTwFwQ2u4vCV4OMEUFEII0SjdQ0eSqUFrUzVcTB4LL1hpo1JXXHHFqaSkpGYA77zzTuD8+fODioqKVP/+/U8vWrRov4eHB76+vv3Gjx9/dPPmzS0SEhIO+Pj4lEyePLlTXl6em5eXl968eXNa8+bNSx588MHQb775pnlhYaG67777jkybNu3YmjVrms+cObNDYGBgUVpaWrPevXvnffrpp/teeumldkeOHPEcPHhweKtWrYq3bNmyOyQkpPe2bdtS27dvf0F2//TTTwetWrUqsLCwUI0YMSL7zTffLLdr7s8//9ysX79+p5o3b14CcPnll59ctmxZwAsvvJC1f/9+7+HDh58CGDlyZO51110X/tZbbzmgi2/NSeLtrHx8zDrXdXXPPSYh/ctfTItvnz51P2dlXn7ZtFB/+mndJhrz8TFdzm+/3XRDj4+Hf/wDrrrKJNk//nh+HHhIiEmw4+PNz/79zfPLo5SZ1O3ii82XG0uW1D7GUikp4O9f+Vh2R4iLg//8B775xnSvF0K4nG8L4W/Z5rGvgp4eJgmPtH729AB/63u1Fh5wS1uz7c2HNcdh7XH4Mhuau5tNCCFc3V3BcHPtF4tolIqKitiwYUOLYcOG5W7fvt1nxYoVgdu2bdvl7e2t77jjjk7vvvtu6/j4+OP5+flugwYNOr1gwYKDBQUFKiws7OKlS5fuHTx4cN7vv//u5u/vXzJnzpw2LVu2PJucnJyan5+vBgwYEHHDDTfkAqSmpjbbsWPHL126dCmKjo6O2Lhxo//06dOPzJ8/P+irr77aXTbRtrVy5coW6enpPklJSalaa6699tqwdevW+Zcm0bb69u2bP3PmzJDMzEx3Pz8/vXHjxpZRUVGnAcLCwgqWLl0aMGHChOwlS5YEZmZmetXfv6x9SeLd2Hl4mFbPfv1M9+Nt2+pvzex9+2D2bLjjDhhUq6Vv/yg83HQ9X7YMpkwxSXP//vC3v51vza5pwtujh5n07fnnTav44MF1izE11SyJ5gwzmtsaPRqaNTPdzSXxFsIlXecD69vAziJIKYKUYvgsHxbbjOPu4m6S8F4e539284GHQk139G9z4H85MgGbEKJxCHLGNKsGLdP2dObMGbeIiIhIgEGDBp186KGHjs2ePbtNcnKyb1RUVE+AgoICt3bt2hUDuLu7c/fdd58ASEpK8mnXrl3R4MGD8wACAwNLADZt2tRi165dvqtXr24FcPLkSfeUlBQfLy8v3bt379Pdu3cvAujVq1fe3r17q3011q9f32Lz5s0tIiPN2My8vDy3Xbt2+ZSXePfv37/goYceyhwyZEh4s2bNSnr16pXnbvV6XbhwYUZ8fHzHV155pX1sbGy2p6eny8xsIol3UxAUBMuXm9biu++GlSvrJ0l89FHTFby85cPqQinTejt2rJl0ztu77ud8/HFYvNi0pv/0k+meXlspKXDttXWPyd78/eGGG8y1f+ututVRCOEQPgr6eJqtlNZw6CzsLD6fjKcUwVqbxSBaKuhZ2jLuBbHtzbmEEMLVBcnouXNKx3jblmmt1dixY4/PmzfvD8thenl5lXh4VJ7+aa3VrFmzDtx88825tuVr1qxp7u3tfS7JdXd3p7i4uNp3Fq01kydPPjxt2rRj1Tl+ypQpx6ZMmXIMID4+PiQ0NLQQoF+/fgXffPPNHoCkpCTvzz//PKC6MTiaJN5NxeWXw+uvm1bjN96o3mzjNbF5M6xYYZYCCw2177lLeXiYzR58fU0yOnq0aUWvyQzytnJyzMzxzjSxmq24ODNJ3xdfQGyso6MRQtiBUhDqYbbrbEbVnC6BVCsJL03Kl+WbxS6EEKKxeKo5POjv6CicV2xsbO6YMWPCnnzyyayQkJDirKws95ycHPfw8PBC2+P69OlTcOTIEc+vvvrKd/DgwXknTpxw8/f3Lxk6dGjO/Pnz244cOfKkt7e3TkpK8u7SpUul03X6+fmdzcnJcWtfydxJw4cPz33uuec63H///b+3bNmyZN++fZ5eXl46JCSk3O7phw4d8ggJCSnes2eP13/+85+ArVu37rItP3v2LM8++2z7iRMnHqnFP5NDSOLdlDz0EHz7rWntHTDAtIDbw9mzZvmwjh1h6lT7nLMhjBoFI0easeTjxpmx4jXljBOr2Ro+3Awt+OgjSbyFaOT83CDGy2ylSjRknIX0Yqj19LJCCOFEwiV7qVR0dHTB9OnTDw0ZMiS8pKQET09PnZCQcKBs4u3j46OXLl26d9KkSZ0KCgrcfHx8SjZv3rx7ypQpxzIyMrx79+7dU2utAgMDi9auXbu3ste86667jsXGxoYHBQUVbtmyZXd5x4wZMyZ3586dPgMGDIgA8PX1LVm6dOm+ihLvUaNGdc/Ozvbw8PDQc+bMOVA6S/rChQsD//73v7cDuP76609MmjTpeG3+nRxB6Ua44Kefn58+ffp0nc6h7NAV2yn/bU+eNEn3iROmi3WHDnU/58KFMHEi/POfpoXVlfzyi2mtvvFGM468pv7f/zMT2O3ZY5Z7c0b33GN6I2RlmTHfQjQwpVSe1trP0XE4SkxMjN62bZujwxBCCAEopX7UWsfU9TyJiYkZUVFR1eo2LZqWxMTENlFRUV3KlssoiaameXMzxvv0abj1Viiq40KvpcuHXXqpaTV2Nd26wRNPwMcfm+7YNZWSYsacd+1q/9jsJS7OXKe1ax0diRBCCCGEEE2SJN5NUWQkfPCBWWbqscfqdq6XXjItqXPmON+s3tX12GMmAY+PN+uD10RqKlx00fn1xZ3R1VdDu3amu7kQQgghhBBOIDMz0z0iIiKy7JaZmenEH6xrT0ZJNFXjxpn1sN9807RWjx1b83OULh82YQIMHGj/GBuKj4+ZYG3kSPMFwqOPVv+5KSnOX3cPD9O7YcECyM2FFi0cHZEQQgghhGjigoODz5adlb0xkxbvpuz1103Sfc895ycJq4lp00xSZ+/lwxxhxAgzw/mMGfBrNZdizMuDjAznndHcVlwcnDkDn37q6EiEEEIIIYRociTxbsq8vMxSU82awc03w6k/rF9fsa++gk8+MTOk12Y2cGc0Z45ZIPfhh6t3fFqaOd5ZZzS3deml0LmzdDcXQgghhBDCASTxbupCQ00ylpYG991nEsmquOryYVXp0gWeesrMAP7551Ufn2L1jHGFFm+lzPCCjRvh6FFHRyOEEEIIIUSTIom3gCFD4IUXzHJab79d9fH/+Afs2AGvvdb4lqeaOtUsCxYfb7pmVyY11Uyq1qNHw8RWV3Fx5kuTFSscHYkQopr2AC8CC4DPgO+AvcBJwAkXrBRCCCFEBWRyNWE89piZbO3hhyEmxnRNLk9urlk+7LLL4LbbGjbGhuDtbb58iI2FWbNMXSuSkmKSdC+vhouvLvr0Md3iP/oI/vY3R0cjhKiGJGB6Bft8gHZVbEHWz9bIDV8I0TgopOXQXhYvXhwQGRlZEB0dXQAwefLkDlddddXJG2+88WRFz7n55pu7jBw5MufPf/7ziarOv2bNmuazZs0K+u9//5tuz7iry9fXt19eXt5Pjnjt8sh9WBhubvDhhybpHjsWtm83S1CV9dJLcOQIrFnjusuHVeW668yY9xdegPHjzdjo8qSmukY381JKmVbvZ54xE8h17OjoiIQQVbgZKACOAkcq2bIwSfoRoIaLIgohhEt5FajB+jMNQ6noeju31j/Wx2mLior49NNPA4qLi3NKE+85c+b8Vh+vJQxJvMV5rVqZCdMuvdQkaBs2mFnLS+3da5Yfu/NOGDDAcXE2hNmzYd06M5Z91ao/7i8shD17YMyYho+tLkoT748/blzj84VoxLyBUGurigZy+WNifgwoqa8AhRCiAV3h6ACcSFpamldsbGyP3r175yUnJ/uGh4fnL1++PGPGjBlB69evDzhz5oxbTEzMqaVLl+53c3Nj4MCBF1188cV5P/zwg/+IESNObNq0KeD7779v/uqrr7b/5JNP9j7zzDPtS1uzp06d2r68c1RlxYoVLaZNm9axWbNmJQMHDjw3c3Nubq7bxIkTO+3atatZcXGxeuqpp3674447shMSElp/9tlnASdPnvTIysryvOWWW47PmjXrMMA777wTOH/+/KCioiLVv3//04sWLdrv4eGBr69vv4kTJx75/PPPW/r4+JSsWbMmvWPHjsW7du3yGjduXLe8vDy32NjYbNu4nn766aBVq1YFFhYWqhEjRmS/+eabv6WlpXkNHz68x8CBA09t27bNPygoqHDDhg3p/v7+Ojk52fv+++/vfPz4cQ93d3e9fPnyX3r16nWmvPNU93pJ4i0u1LcvzJ8Pf/6zSdBeeun8vkcfbTzLh1WlUyd4+ml44glYuxauv/7C/enpZry0K7V4g+kaHxNjuptL4i1Eo6OAltbmIrNPCCGEqIOMjAyf9957L2PYsGGnx44d2+X1119vO23atCNvvPHGYYAbb7yx67Jly1refvvtOQCFhYUqOTk5FSA9Pd2nom7jlZ2jInl5eSo+Pr7Lxo0b03r16nVm5MiR3Ur3Pfnkk+2vvvrq3OXLl2ccO3bMPSYmpueoUaNyAZKSkvx+/vnnnf7+/iX9+vWLHD16dI6/v3/JihUrArdt27bL29tb33HHHZ3efffd1vHx8cfz8/PdLr300lNz58499Ne//jV07ty5bV977bXDDzzwQKd77733aHx8/PGXX365belrr1y5skV6erpPUlJSqtaaa6+9NmzdunX+3bp1Kzxw4IDPkiVLfrnsssv2X3/99d0WLVrU6oEHHvj99ttv7zp16tTMO++8MzsvL0+dPXtWVXSe4cOHV2tpKEm8xR/dfTd8+61JsC+5BEaNgi+/hJUr4fnnoUMHR0fYMB5+2EwkN2kSXHMN+Pic31c6o7krLCVWVlwcPPII7N4N4eGOjkYIp6KUigXeAtyBD7TWr5TZ7w0sAqKB48BtWuuMho5TCCGEE6mn7uDVERwcXDhs2LDTABMmTDiekJDQrlu3bmdmz54dXFBQ4Jadne0RGRmZD+QAxMXF/V6d865bt655ReeoyI4dO3xCQ0PP9O7d+wzA+PHjj3/wwQdtAb788ssWGzZsCEhISAgGOHPmjEpPT/cCuOKKK3KDg4PPAowYMeLEl19+6e/h4aGTk5N9o6KiegIUFBS4tWvXrhjA09NTjxs3LgcgOjr69KZNm1oAbN++3X/dunV7Af7yl78cf/7550MB1q9f32Lz5s0tIiNNi1leXp7brl27fLp161YYEhJy5rLLLssH6NevX15GRob3iRMn3LKysrzuvPPObABfX18N6IrOI4m3qJuEBPjxR9Ot/IcfTJfrTp1MwtZUeHmZidaGDoXXXzct4KVSU82Y6YgIx8VXW7fdZlq7P/oInn3W0dEI4TSUUu7APGAocBDYqpRarbVOsTlsInBCax2mlBqHGW7YCGeaFEII4QpUmTmXlFI88sgjnbds2ZISFhZW9PDDD3coKCg410e8efPmVY48ysvLU5Wdoza01qxYsSI9KirqgmWDvv76a7/y6qC1VmPHjj0+b968Q2XP5eHhoUu7vXt4eFBcXHzuBG5ubn9Y9ENrzeTJkw9PmzbtmG15Wlqal5eX17nj3d3ddX5+foX1rOg81SWTAtYjpVSdN4fx8THLTrm5mVbvxMTGuXxYVa69Fm691XS537fvfHlKipl0zdfXcbHVVkgIXHkl/POf1Vu3XYimYyCQrrX+RWtdCCwDRpc5ZjTwofV4BTBEOfTNWgghRFN2+PBhr02bNvkBLF26NPCyyy47BRAcHFyck5Pj9u9//7tVRc/19/c/m5ub+4d8MC8vz62657DVt2/fgkOHDnnt3LnTG2DZsmWBpfuuvvrq3FmzZgWVlJi8/5tvvjmXVHz99dctsrKy3E+dOqXWrl0bMHjw4FOxsbG5a9asaXXo0CEPgKysLPfdu3dXupRQ//79Ty1YsCAQYMGCBa1Ly4cPH567ePHiNjk5OW4A+/bt8yw9b3latWpVEhwcXLh48eIAgPz8fHXy5Em3mp6nLEm8RcW6doUlS+DECbj8cpOANkWzZ5v1uh966HyZq81oXlZcnOlq/pPTrLAghDMIAX61+f2gVVbuMVrrYky3u9YIIYQQDtClS5eCuXPntuvWrVuv7Oxsj6lTpx4dP3780Z49e/a6+uqrw6Oiok5X9Nzx48f/npCQENyzZ8/I0mQZoE2bNmerew5bvr6+eu7cuftHjhwZFhkZ2bNNmzbFpfteeeWV34qLi1VERERkWFhYr+nTp5+7v/bp0+f0qFGjuvfq1avXDTfccOLKK6/Mi46OLpg+ffqhIUOGhIeHh0dec8014b/++qtnZa//zjvvHHj//ffbhYeHRx46dOjcsWPGjMkdO3bs7wMGDIgIDw+PvOmmm7pnZ2e7V3auJUuW7Js3b1678PDwyJiYmIhff/3VozbnsaV0I2zx8vPz06dPV+vvo0LO0oDhFNdn82a46CIICnJ0JI7zxhswbRqsXm0mWvPzg/h4U+6Kjh+H4GAzhOD11x0djWjklFJ5Wms/R8dRFaXULUCs1vpe6/cJwCCtdbzNMcnWMQet3/daxxwrc677gfsBOnXqFL1///4GqoUQQojKKKV+1FrH1PU8iYmJGVFRUbXqcmwvaWlpXiNHjuyxZ8+enY6Moy4SEhJab9u2zW/RokUHHB2LvSQmJraJiorqUrZcWrxF1a68smkn3WBauyMjzc/UVDhzxrVbvFu3hmHDYNkyKJFFhoSwHAJsF7gPtcrKPUYp5YGZQPx42RNprd/XWsdorWPatm1bdrcQQgghmhiXSbyVUrFKqTSlVLpS6nFHxyOaGE9PmDfPjPO+915T5oozmtuKi4ODB+GbbxwdiRBVvscrpbyVUh9b+7copbrUQxhbgR5Kqa5KKS9gHLC6zDGrgbusx7cA/6edomuSEEKIpuaiiy4qdFRr99ChQ7tHRERE2m6ffPJJi5qeZ9KkSccbU2t3ZVxiVvNqzjTbKNmjy7t8JrSTq66C2283k5KB6yfeo0ebSfQ++gj+9CdHRyOaMGeZTVxrXayUigc2YJYTW6i13qmUmgls01qvBv4OLFZKpQO/Y5JzIYQQTU9JSUmJKm8W7aZg48aNex0dgzMqKSlRQLndSV0i8cZmplkApVTpTLONPvG2h8Y0Xt3hX0S88Qb8+9/g7w8BAXWOxaGaNzdrtC9cCBs3OjoaY/166N7d0VGIhled9/jRwHPW4xXA20opZe/WZq31WmBtmbJnbB4XAGPt+ZpCCCFcUvLRo0cj27Ztm9NUk29xoZKSEnX06NGWQHJ5+10l8S5vptlBtgfYTmQDaKVUfh1f0wMorvIo1+Hw+tj5C4Ba18cucZbYFlYAAAnqSURBVJw8adbxti/HXaP09Po4a83rExZWH3HYk8P/H9lZQ9WnmVJqm83v72ut37f5vcr3eMrMJq6UKp1N3KET21THjz/+eEwpVZfZ1drgAvWsocZWp8ZWH2h8dZL6OL+GqlNne5ykuLj43szMzA8yMzMvxoWG74p6VQIkFxcX31veTldJvKtkfYh7v8oDq0kptc0eMx46C6mP82tsdWps9YHGV6fGVh9npbWu0+xqjfE6NbY6Nbb6QOOrk9TH+blanaKjo48Aoxwdh3AdrvLtTHVmmhVCCOGa7DabuBBCCCGEM3KVxLs6M80KIYRwTTKbuBBCCCEaNZfoal7RTLP1/LJ267buJKQ+zq+x1amx1QcaX52coj4ym3iVnOI62Vljq1Njqw80vjpJfZxfY6yTEOcoaTAQQgghhBBCCCHqj6t0NRdCCCGEEEIIIVySJN5CCCGEEEIIIUQ9ksS7DKVUrFIqTSmVrpR63NHxlKWUylBK/ayU2lG6Lq5SKlAptVEptcf62coqV0qpBKsuSUqp/jbnucs6fo9S6i6b8mjr/OnWc+2+WLVSaqFS6ohSKtmmrN7rUNFr1FN9nlNKHbKu0w6l1PU2+56wYktTSl1nU17u35414dQWq/xja/IplFLe1u/p1v4udqpPR6XUf5VSKUqpnUqph6xyl7xGldTHla+Rj1LqB6VUolWnGbWNw151FfWjouvgLJTck5zq/a6S+rjy+53ck5z/Gsk9SYjq0FrLZm2YSX32At0ALyARiHR0XGVizADalCl7DXjcevw48Kr1+HpgHaCAS4AtVnkg8Iv1s5X1uJW17wfrWGU9d3g91OFKoD+Q3JB1qOg16qk+zwFTyzk20vq78ga6Wn9v7pX97QH/AsZZj98F/mY9fgB413o8DvjYTvVpD/S3HjcHdltxu+Q1qqQ+rnyNFOBvPfYEtlj/njWKw551lc3+W2XXwVk25J7kVO93ldTnOVz3/U7uSc5/jeSeJJts1dgcHoAzbcClwAab358AnnB0XGVizOCPH3LSgPbW4/ZAmvX4PSCu7HFAHPCeTfl7Vll7YJdN+QXH2bkeXbjwQ0G916Gi16in+jxH+TfQC/6mMLM4X1rR3551MzsGeJT9Gy19rvXYwzpO1cO1+gwY6urXqJz6NIprBPgC24FBNY3DnnWVzf5bRdfB0XGViTEDuSc53ftdOfVpFO931rnlnuTE1wi5J8kmW4WbdDW/UAjwq83vB60yZ6KBz5VSPyql7rfKgrTWh63HmUCQ9bii+lRWfrCc8obQEHWo6DXqS7zVzW2hTfe0mtanNZCttS4uU37Buaz9OdbxdmN1/+qH+fba5a9RmfqAC18jpZS7UmoHcATYiGkNqGkc9qyrsD+5J8k9yZ5c9v2ulNyT/hC301wjuScJUTVJvF3PFVrr/sBw4EGl1JW2O7XWGvNByGU1RB0a4DXmA92BvsBhYFY9vla9UEr5A58Ak7XWubb7XPEalVMfl75GWuuzWuu+QCgwEIhwcEiiaZJ7kmu8hku/34Hck5yd3JOEqJok3hc6BHS0+T3UKnMaWutD1s8jwCrMm1uWUqo9gPXziHV4RfWprDy0nPKG0BB1qOg17E5rnWXdhEqABZjrRBVxl1d+HAhQSnmUKb/gXNb+ltbxdaaU8sR8IFiqtV5pFbvsNSqvPq5+jUpprbOB/2K62NU0DnvWVdif3JPknmQXrv5+J/ck579GpeSeJETFJPG+0FaghzVDohdmwofVDo7pHKWUn1KqeeljYBiQjInxLuuwuzDjhbDK71TGJUCO1WVqAzBMKdXK6so0DDMm5jCQq5S6RCmlgDttzlXfGqIOFb2G3ZXeqC03Ya5TaQzjrBk9uwI9MJO6lPu3Z33D/l/glnLitq3PLcD/WcfXNXYF/B1I1VrPttnlkteoovq4+DVqq5QKsB43w4wPTK1FHPasq7A/uSfJPckuXPz9Tu5Jzn+N5J4kRHXUdFB4Y98ws2HuxoxNecrR8ZSJrRtmJsdEYGdpfJgxLl8Ae4BNQKBVroB5Vl1+BmJsznUPkG5tf7Ypj8G82e8F3qZ+Jkb5CNONqggzHmdiQ9Shoteop/ostuJNwtxI2tsc/5QVWxo2M/RW9LdnXfcfrHouB7ytch/r93Rrfzc71ecKTHe6JGCHtV3vqteokvq48jXqA/xkxZ4MPFPbOOxVV9nqZ6voOjjDhtyTnO79rpL6uPL7ndyTnP8ayT1JNtmqsZW+sQghhBBCCCGEEKIeSFdzIYQQQgghhBCiHkniLYQQQgghhBBC1CNJvIUQQgghhBBCiHokibcQQgghhBBCCFGPJPEWQgghhBBCCCHqkSTeQgghhBBCCCFEPZLEW4haUkqdVUrtUEolK6WWK6V8bfbdqJTSSqkI63cfpdQupVRvm2OmKaXeq+I1JiulCpRSLW3KrrLOfa9NWV+rbKpSap4VV4pSKt96vEMpdYtS6jml1CGbsuvt+68ihBDCEeSeJIQQzk0SbyFqL19r3VdrfTFQCPzVZl8c8LX1E611ATAZeEcZIdbxj1fxGnHAVmBMmfJk4NYyxyVar/Wg1rovcD2w14qxr9Z6hXXsmzZla2tYZyGEEM5J7klCCOHEJPEWwj7+B4QBKKX8gSuAicC40gO01uuBw8CdwJvAc1rrExWdUCnVHfAHpmN9WLKxH/BRSgUppRQQC6yzW22EEEK4MrknCSGEk5HEW4g6Ukp5AMOBn62i0cB6rfVu4LhSKtrm8MnAi0BbrfXiKk49DliG+QB1kVIqqMz+FcBY4DJgO3CmmiHHK6WSlFILlVKtqvkcIYQQLkDuSUII4Zwk8Rai9poppXYA24ADwN+t8jjMhxOsn+daBrTWvwH/B8yvxvnjgGVa6xLgE8wHGlv/ssrigI+qGfN8oDvQF9PSMauazxNCCOHc5J4khBBOzMPRAQjhwvKtcWvnKKUCgWuA3kopDbgDWik1TWutrcNKrK1C1oQ3PYCNptceXsA+4O3SY7TWmUqpImAo8BCmlaFSWussm9dYAKyp6jlCCCFcgtyThBDCiUmLtxD2dQuwWGvdWWvdRWvdEfPh5E81PE8cZrxdF2vrAHRQSnUuc9wzwGNa67PVOalSqr3NrzdhJsQRQgjROMk9SQghnIS0eAthX3HAq2XKPrHKN9fgPOMwM8DaWmWVbykt0Fp/W8P4XlNK9QU0kAH8pYbPF0II4TrkniSEEE5Cne9pJIQQQgghhBBCCHuTruZCCCGEEEIIIUQ9kq7mQjiQNWFN2SVczmitBzkiHiGEEE2X3JOEEKL+SFdzIYQQQgghhBCiHklXcyGEEEIIIYQQoh5J4i2EEEIIIYQQQtQjSbyFEEIIIYQQQoh6JIm3EEIIIYQQQghRj/4/TV2zI2b9FhgAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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iAMGJt2PUop049gZOdRoL3M+xyV15/B541d1HEjTP+0VVBeTuawkuvNII7vZHztsNLKaYmhqCQdneLmZ9WwlatYyvqhhL8E9ggB0/cn0awcX6gnDSXKBT2Dx0KF80M/+M4HjROep7H3mcKPE3aMGIzb8j+A0nhTcKsgl/F+GFYuFNjW8BL5WWxIuUlwXjELxKMIhTi/C7N5djj8nR392yzie3EnS/upzgZnDHws2dQKg38EUz6U0ENdqRiVt9d/9lRPl2Ea/bE9Rw7iznsiX5LHK9ZpbIsdcCm4DBUetO8KBPfVk2EXSJK256etQ6G7j790pYT3TiXdhCrrTEu8quDwiaSm8i6Gp0UoXXZt8A0iLO26MIWlucSDexGwia/z8dsd42FN/c/F2+aDlY0ce1rqDivzURqQJKvKuAmQ0zs2ZhIlpY+1lA0Py1gKAvd6EZwCgL+qc24Is+T/kEfZWuNbOLLRjwbBxlX0A0JBiZ+UBYW1fSSbKy0gmSrsIT6YKo99GK2+cT8W3g0ujkNvys/0DQR7A5BH3qIpp2NyRIzPdYMOjMo1URjAXamNmjBE32Hj7BVQ4guMDqR9C8rjdBv/tX+KK5+UzgOgsGqImxYJC4nxD0AYsUb8Ejrgr/qmRUYA+6KMwG7ivvMmZ2I8GYA4WPTLuXoBb/4qqIKfQt4PKwqWW0/wfcY2bfM7P6FjzK5TcEfRFLeq7vrwm6NVTVd7c4c4H3gdcsGMiojpldQjA4z8TwZhNhrd8sgv6icYS/tzAJfp5g0Lrk8PvYzsyi+62XpAFfHJtizOy7BDXekaYRXFTeQsVrUkRKEg/UJfju5VswwOaVZSyzDWhaStPxhgRdK3YRtIB6vIRypQprzjuZ2e8IksnHwll/ITgnXxWWSbBgELjI/tbDzCwlTI7HE7ROOVrOZUsyE/iamQ0IrwXGc+z12jMErYg6hPE3M7Pry7m7zwE/NbOu4fGjp5k1BeYQ3AD+lgWPp4ozswvsi77h0f5DcHP7QuD/wvNEB4LxXBaWsMw2oKOZnfC1Z3iT8AfAIxYM2tcoPD8OMLNnT3T9Zfg6QQuDFL44b59LkAyfSDex4QTH99SI9V5CkNCnRhYM9/9a4LrwdUXMAppYMABfrAWjw7cl6C4gItVIiXfVGETQ9PMAQbPaoR70rcoh6Fv8Xth06yKCg+qLBCemTwj65XwfihKc7xMkVJ8BBwgGoykusSj0Q4K7/vsJEtGXq3jf0gkubhaW8P4YJexzpXnQHzCjhNk/Iqit+yBsZvhPggsBCJr71iOoefiAoBn6iWgd/v8eIOjblgoMdPd/RJVbbsc+L7S0ZscQnGhnufsqd99a+EfwPbrOzM5y9xUESeZvCAbR+Xf4F51AvkVws6HwrypH6h5HcCc+WlbU/v7KgsFeJhMMJrMPikY3fgh4zkoYRb+iwpYmxY7E6u7/Iuj/fSvBxd7HBN1BLvFgLITilvkceBJoUhXxlbCNAoLHznxAUPN+gCDp/j3HDyj0V4KavJejWpeMJGg5kwHsJfhuRyfPJW1/CcFFewbBMaZT+DqyzDqC2qT97v5/5d87kZJ5MNbGAwQ3FXcT/DZnl7FMJsHN6o8tYlyMCNMIWv5sAVYT/K4q4kvhcX0fwU3lRsAF7v7fcPubCGrUHya4YbCJoNtN5LXTiwS/4a0Ej2B8oALLFiu8FriP4BjwGcHnFfn86qcIPrt/mNn+cL/7l3OfnyD4P/hHuN9/BOqF/z9XErSw+TTcn18R3CwpLsaDBIPZrQq7wUBwU3GDu28vYduFA17uMrMl5Yy3RO4+k6CP851hzNsIzouRA419yY5/jvcFABY8CeWZSmx6OEG/9I1R5+3fc2w3sXKzYDC+ywhuwG6N+FtMcIw/rtY7vG4oVzP2qOU+JzgP/ZDgHPIQcH1Es3kRqSZW8RtlcrKENeJ7CJqRf1LT8YjImcHM/gqsdveSWgeInPHMbAHwFw+e2ywiIlIq1XifYszsWgsGBqtP0Bfuv3wxYIyISLUysy4EIxz/qaZjEREREaktlHifeq4naDL1KcGzSYdWov+OSKksGA0/uvld4V9FB1Gr9XGdKczs1wQD4Y0v50BNVbXd581su5mtLGG+mdkkM8u2YET2PsWVExE5lZnZwyWc3/T0CJEzgJqai4hIjTKzrxD0d5/m7ucVM/9qgvEvriboy/qUu5e3T6uIiIhIjVONt4iI1Ch3X8gXz04uzvUESbm7+wfAWWZW1vN7RURERE4ZVfK4oVNNTEyM16tXr6bDEBERICcnxwlGQC70rLtX5JE/bQhGhS60OZz2WRWEV+2Sk5O9Y8eONR2GiIgAixcv3unuzWo6Djnz1MrEu169ehw8eLDsgiIiUu3M7JC796vpOGpKx44dycgo6amIIiJyMpnZhpqOQc5MamouIiKnui1Au4j3bcNpIiIiIqcFJd4iInKqmw3cHo5ufhGw191Pi2bmIiIiIlBLm5qLiMjpw8xmAAOBZDPbDDwKxAG4+zPAXIIRzbOBHOCOmolUREREpHKUeIucJHl5eWzevJnc3NyaDkWkWiQkJNC2bVvi4uIqtJy731LGfAfuO5HYRERERGqSEm+Rk2Tz5s00bNiQjh07YmY1HY5IlXJ3du3axebNm+nUqVNNhyMiIiJySlEfb5GTJDc3l6ZNmyrpllrJzGjatKladIiIiIgUQ4m3yEmkpFtqM32/RURERIqnxFtERERERESkGinxFhEROVXlAJ8CeTUdiIiIiJwIJd4iZxAzY9iwYUXv8/PzadasGV/72teqdbsjRoygU6dO9OrVi27dunH77bezefPmovkdO3YkNTWV3r1707t3bx544IFjliucPmnSpKJlli1bhpnx5ptvFk1bv34955133jHbHjduHL/97W+L1jdz5sxj1lG47qSkpKJtXXXVVcXuR3Z2NmbGlClTiqZ997vf5S9/+QsAw4YNOybeL3/5ywD8+te/5u677y5a5oUXXuD6669n/PjxRWVjY2OLXk+ePLnY7Y8ZMwYzY/369UXTfvvb32JmLFu2DIDdu3czbNgwunTpQufOnRkxYgT79u0rM/7vfve79O7dm5SUFOrVq1cUy6xZsxg2bBivv/560TL5+fmcddZZxcYoVextoA0QDzQFUoCvAkOBB4CfA88RPOl8EbAeOFQTgYqIiEhpNKp5Caqir2LwBByRU0f9+vVZuXIlhw4dol69esyfP582bdqclG3/5je/4aabbsLdmThxIpdeeikrV64kPj4egHfeeYfk5OQSl4s2Y8YMBgwYwIwZMxg0aFClYurdu3dRwjps2DBuuukmvv71r5e6TIsWLXjyySe56667qFPn+EPok08+edw6Ro0aRZ8+fVi0aBFdu3bl0UcfJT09nQ4dOjB27Fjy8/NJTk4uiqU0qampvPTSSzz00EMAvPrqq5x77rlF8++44w769etXdDNgzJgx3HPPPcyYMaPU+J955hkgSM5vuummY2J59dVXy4xLqkkqMAXYDmyL+Fsa/ru3hOUaAC3Cv+ZAM3TGF5Ha4evAlTUdhEjF6TQsUhNGjoRyJFkV0rs3TJxYZrGrr76av//979x0003MmDGDW265hXfffReAgwcP8v3vf5+VK1eSl5fHuHHjuP7661m/fj3f+ta3OHjwIAC///3vufjii1mwYAHjxo0jOTmZlStX0rdvX/7yl7+UeuPKzBg1ahSzZs1i3rx5XH/99RXeVXfnb3/7G/Pnz+fLX/4yubm5JCQkVHg9ldGyZUv69u3Liy++yB133FGuZeLi4pg8eTL33nsvvXv35p577qFDhw6V2v6NN97IrFmzeOihh1i7di3JycnExsYCkJWVxcqVK3nttdeKyo8bN46zzz67qJa8MvFLDeoIfLeU+bkESXl0Yh75Pht4HyiozkBFRE6SFJR4y2lJibfIGWbo0KGMHz+er33ta6xYsYI777yzKPH++c9/zqWXXsrzzz/Pnj17uPDCC7n88stp3rw58+fPJyEhgY8++ohbbrmFjIwMAJYuXcqqVato3bo1l1xyCe+99x4DBgwoM44+ffqQmZlZlHh/9atfLUoghw8fzqhRowAYPXo0P/vZzwB48cUXSU1N5T//+Q+dOnWic+fODBw4kL///e8MGTKkyj+rkjz00ENcf/31DB8+/Lh5o0aNYty4cQD07NmTadOmAfCVr3yFs88+m4ULFxbVLlfGWWedRcuWLcnMzOTll19m6NChRU3HV61axfnnn09MzBe9iOrUqUOvXr1YvXo13bp1KzP+kkTul5xCEoD24Z+IiIicspR4i9SEctRMV5eePXuyfv16ZsyYwdVXX33MvH/84x/Mnj27qE90bm4uGzdupHXr1tx///0sW7aM2NhY1q5dW7TMhRdeSNu2bYGg6fb69evLlXhHd8WoSFPzGTNmMHToUCC4kTBt2jSGDBlSYk17VT/mqmvXrvTu3ZuXX375uHnFNTUH2LdvH0uXLuXw4cPs2LGD1q1bV3r73/zmN3nppZf43//9X9LT04/ps32i8Zckcr8Km8aLiIiISPko8RY5A1133XX88Ic/ZMGCBezatatourvz6quvcs455xxTfty4cbRo0YLly5dTUFBwTLPuunXrFr2OjY0lPz+/XDEsXbqUyy67rMKxHz16lFdffZU33niDn//857g7u3btYv/+/TRt2pTdu3cfU/7zzz+nU6dOFd5OWX7yk59w6623ctFFF5Wr/COPPMIdd9xB48aN+Z//+Z+iPteVcd1113Huuedy8cUX06BBg6LpKSkpLF26FHcvutlw9OhRVqxYQUpKyjH/NxWNX0REREQqT6Oai5yB7rzzTh599FFSU1OPmX7VVVfxu9/9rqg2eunSpQDs3buXVq1aERMTw4svvsjRo0crvW13Z9KkSXz22WeVGhTt7bffpmfPnmzatIn169ezYcMGhgwZwqxZs2jQoAGtWrXiX//6FxAk3W+++Wa5auArqkePHnTu3Jl58+aVWXbZsmXMnz+f0aNH873vfY+srCzeeeedSm+7QYMG/OpXv+LHP/7xMdO7d+9OSkoKv/jFL4qmPfbYY1x00UV07Nix0vGLiIiIyIlR4i1yBmrbtm3RI7siPfLII+Tl5dGzZ0969OjBI488AsC9997LCy+8QK9evcjMzKR+/foV3ubo0aOLHif24Ycf8s477xSNaA5BH+/CR1jdfvvtJa5nxowZ3HDDDcdMGzJkSFEN8rRp0/jpT39K7969ufTSS3n00Ufp3LlzUdl77rmHtm3b0rZtW770pS9VeD8ijRkzhk2bNh0zbdSoUUX70bt3b44ePcr3vvc9nnrqKeLj44mNjWXKlCk88MAD5OVV/uHMt956K7179z5u+p///GdWrlxJ586d6dy5M+vXr+fZZ58td/xnOjMbZGZZZpZtZg8VM7+9mb1jZkvNbIWZXV3cekREREQiWW185FX9+vW9cPTlytLjxKSqrVmz5pjHPonURsV9z80sx90rfrfmJDOzWGAtcAWwGfgQuMXdV0eUeRZY6u5TzCwFmOvuHUtbb79+/bxwMEIREalZZrbY3fvVdBxy5lGNt4iISOBCINvdP3b3I8BLQPTz7hxoFL5uDHx6EuMTERGR05QGVxMRibJs2TJGjBhxzLTExET+85//nJTtjx8//phncUMwevtDDx3X8lmqVhsgsu39ZqB/VJlxwD/M7PtAfeDy4lZkZncDdwO0b69nfYmIiJzplHiLnESRo03Lqat3794sW7asxrY/duxYxo4dW2Pbr6wzpHvNLcCf3X2CmX0JeNHMznP3gshC7v4s8CwETc1rIE4RERE5haipuchJkpCQwK5du86U5ETOMIWPdYt81NxpaAvQLuJ923BapG8DrwC4+/tAAqCHmouIiEipVOMtcpK0bduWzZs3s2PHjpoORaRaJCQk0LZt25oO40R8CHQ1s04ECfdQ4NaoMhuBy4A/m9m5BIm3ftQiIiJSKiXeIidJXFwcnTp1qukwRKQE7p5vZvcDbwGxwPPuvsrMxgMZ7j4b+B/gD2Y2imCgtRGuZiwiIiJSBiXeIiIiIXefC8yNmjY24vVq4JKTHZeIiIic3tTHW0RERERERKQaKfGT81UGAAAgAElEQVQWERERERERqUZKvEVERERERESqUbUm3mY2ysxWmdlKM5thZglm1snMFplZtpm9bGbxYdm64fvscH7HiPX8OJyeZWZXVWfMIiIiIiIiIlWp2hJvM2sDPAD0c/fzCEaIHQr8CnjS3bsAuwmeiUr47+5w+pNhOcwsJVyuBzAIeNrMYqsrbhEREREREZGqVN1NzesA9cysDpAIfAZcCswM578AfD18fX34nnD+ZWZm4fSX3P2wu38CZAMXVnPcIiIiIiIiIlWi2hJvd98C/BbYSJBw7wUWA3vcPT8sthloE75uA2wKl80PyzeNnF7MMkXM7G4zyzCzjPz8/OjZIiIiIiIiIjWiOpuaNyGore4EtAbqEzQVrxbu/qy793P3fnXq6PHkIiIiIiIicmqozqbmlwOfuPsOd88DXgMuAc4Km54DtAW2hK+3AO0AwvmNgV2R04tZRkREREREROSUVp2J90bgIjNLDPtqXwasBt4BbgrLDAfeCF/PDt8Tzv+Xu3s4fWg46nknoCvwf9UYt4iIiIiIiEiVqbY22e6+yMxmAkuAfGAp8Czwd+AlM/tZOO2P4SJ/BF40s2zgc4KRzHH3VWb2CkHSng/c5+5HqytuERERERERkapkQaVy7VK/fn0/ePDgCa0jqKQ/MbXxsxURqSgzy3H3+jUdR03p16+fZ2Rk1HQYIiICmNlid+9X03HImae6HycmIiIiIiIickZT4i0iIiIiIiJSjZR4i4iIiIiIiFQjJd4iIiIiIiIi1UiJt4iIiIiIiEg1UuItIiIiIiIiUo2UeIuIiITMbJCZZZlZtpk9VMz8J81sWfi31sz21EScIiIicnpR4i0iIjWuHAlvezN7x8yWmtkKM7u6GmKIBSYDg4EU4BYzS4ks4+6j3L23u/cGfge8VtVxiIiISO2jxFtERGpUeRJeYAzwirufDwwFnq6GUC4Est39Y3c/ArwEXF9K+VuAGdUQh4iIiNQySrxFRKSmlSfhdaBR+Lox8Gk1xNEG2BTxfnM47Thm1gHoBPyrhPl3m1mGmWXs2LGjygMVERGR04sSbxERqWnlSXjHAcPMbDMwF/j+yQmtREOBme5+tLiZ7v6su/dz937NmjU7yaGJiIjIqUaJt4iIVLc6hbW/4d/dlVjHLcCf3b0tcDXwoplV9TlsC9Au4n3bcFpxhqJm5iIiIlJOdWo6ABERqfXy3b1fKfPLk/B+GxgE4O7vm1kCkAxsjyxkZrsJmqVHs2BRTyoljg+BrmbWKdz+UODW41Zk1h1oArxfyrpEREREiijxFhGRmlaehHcjcBnwZzM7F0gAius8nRz+a+F6S0v4j+Hu+WZ2P/AWEAs87+6rzGw8kOHus8OiQ4GX3L24BF9ERM4Aixcvbl6nTp3ngPNQK2IJFAAr8/Pzv9O3b9/t0TOVeIuISI0qZ8L7P8AfzGwUQY32iOIS38g+12bmJfXBLiWWuQR9yCOnjY16P64i6xQRkdqnTp06z7Vs2fLcZs2a7Y6JidGNWKGgoMB27NiRsnXr1ueA66LnK/EWEZEaV1bC6+6rgUtOdlwiIiIlOE9Jt0SKiYnxZs2a7d26det5xc1X4i0iIrWGmUXeYT4r6j0RzcVFRERORIySbokWfieK7XqgxFtERGqTmyNevxf13gEl3iIiInLSKfEWEZHaZKa7v1HTQYiIiIhE0gh8IiJSmzxa0wGIiIicDLGxsX27d++e0rVr1x6DBw8+e//+/TWS240fP7555LbT0tK67Ny5MxYgMTHx/Mqsc+bMmY06dux4Xvv27c97+OGHW1ZVrDVJibeIiIiIiMhppm7dugWZmZmrP/roo1VxcXE+YcKEZuVdNj8/v8rimDp1aosDBw4U5ZXp6enZycnJFXqqSKT8/HxGjRrVfu7cuWvXrl276tVXX01avHhxQtVEW3PU1FxERGqT7ma2pJjpBri79znZAYmISO12J7RbCYlVuc7zIOd52FTe8gMGDDiwYsWKegBPP/100pQpU1rk5eVZnz59Dk6bNm1DnTp1SExMPP+2227bsXDhwkaTJk3amJCQUDBy5Mj2OTk5MfHx8b5w4cKshg0bFtx3331t33vvvYZHjhyxu+66a/vo0aN3zpkzp+H48eNbJyUl5WVlZdVLTU3Nef311z95/PHHm2/fvj0uLS2tW5MmTfIXLVq0tk2bNqkZGRlrWrVqdUx2/8gjj7SYNWtW0pEjR+yaa67Z8+STT35a3L4sWLCgfocOHQ6npKQcAbjxxhs/nzlz5ll9+/bdeiKfaU1T4i0iIrXJJxw7oJqIiEitlpeXx1tvvdXoyiuv3LdkyZKEmTNnJmVkZGTWrVvXhw0b1v6ZZ55pev/99+86dOhQTP/+/Q/+4Q9/2Jybm2tdunQ5b/r06evS0tJyPv/885gGDRoUTJw4Mblx48ZHV65cuebQoUN2wQUXdL/22mv3AaxZs6besmXLPu7YsWNe3759u8+fP7/BmDFjtk+ZMqVFenr62uhEO9Jrr73WKDs7O2HFihVr3J3LL7+8y7x58xoMHjz4QHTZTZs2xbdp0+ZI4fu2bdseWbRoUYPq+fROHiXeIiJSmxxx93U1HYSIiJw5KlIzXZUOHz4c07179xSA/v3773/wwQd3PvHEE8krV65M7NWr17kAubm5Mc2bN88HiI2NZcSIEbsBVqxYkdC8efO8tLS0HICkpKQCgH/+85+NMjMzE2fPnt0EYP/+/bGrV69OiI+P99TU1IOdO3fOA+jRo0fOunXr4ssb65tvvtlo4cKFjVJSUlIAcnJyYjIzMxOKS7xrKyXeIiJSm3xQ0wGIiIicDIV9vCOnubvdfPPNuyZPnrwlunx8fHxBnTqlp3/ubhMmTNg4ZMiQfZHT58yZ07Bu3bpFzy2PjY0lPz/fyhuruzNy5MjPRo8evbOssu3atTuyZcuWoqR+8+bNx9SAn640uJqIiNQm/zazW0v6q+ngREREqtOgQYP2zZkzp8mWLVvqAGzbti127dq1x9VM9+zZM3f79u1x6enpiQC7d++OycvL44orrtg7ZcqUZocPHzaAFStW1N23b1+pOWP9+vWP7t27t9QygwcP3vfiiy8mF5b75JNP4gpjjJaWlnZw/fr1CZmZmfG5ubn22muvJQ0ZMmRP+T6BU5dqvEVEpDYZUML0q4G2wF9PYiwiIiInVd++fXPHjBmz5bLLLutWUFBAXFycT5o0aWO3bt2OqTFOSEjw6dOnr3vggQfa5+bmxiQkJBQsXLhw7ahRo3auX7++bmpq6rnubklJSXlz584ttQvX8OHDdw4aNKhbixYtjixatGhtcWVuvPHGfatWrUq44IILugMkJiYWTJ8+/ZM2bdoc1y88Li6OCRMmbBw0aFC3o0ePcuutt+7s169f7ol8LqcCc/eyS51m6tev7wcPHjyhdZiVu+VEiWrjZysiUlFmluPu9Wto20OBh4B1wM/cfenJjqFfv36ekZFxsjcrIiLFMLPF7t7vRNezfPny9b169Sqz2bSceZYvX57cq1evjtHTVeMtIiK1ipnFALcDo4GlwK3uvrr0pURERESqjxJvERGpNczsHmAU8C5wnUY4FxEROTVt3bo1duDAgedET1+wYEFWy5Ytj9ZETNVJibeIiNQmU4BtQD/gbxHdhgxwd+9TU4GJiIjIF1q2bHk0elT22kyJt4iI1CZdazoAERERkWhKvEVEpNYobFpuZu2BlHDyanffWHNRiYiIyJlOibeIiNQaZtYQmApcAiwPJ/c0s/eBu919f40FJyIiImesUh90LiIicpp5iuDRYWe7+3Xufh1wNvAR8LuyFjazQWaWZWbZZvZQCWW+YWarzWyVmem54CIiIlImJd4iIlKbfNndH3H3otFQ3b3A3ccS1IKXyMxigcnAYIJm6reYWUpUma7Aj4FL3L0HMLKqd0BERKQ8YmNj+3bv3j2la9euPQYPHnz2/v37ayS3Gz9+fPPIbaelpXXZuXNnLEBiYuL5lVnnzTff3DEpKalX165de0RO37ZtW+zFF1/ctUOHDuddfPHFXXfs2BF7YtGfPGpqLiIiZworY/6FQLa7fwxgZi8B1wORI67eBUx2990A7r69OgIVEZHTxw/20C4zn8SqXGf3OuQ8cRabSitTt27dgsJRwa+77rpOEyZMaDZu3Lht5Vl/fn4+depUTSo4derUFnfdddfnDRs2LABIT0/PPtF13nnnnTsffPDB7XfccUenyOmPPvpoq4EDB+5//PHHP3r44Ydbjh07tuWUKVO2nOj2TgbVeIuISG3ygZk9HD0xbDa+qIxl28AxFzmbw2mRugHdzOw9M/vAzAYVtyIzu9vMMswsY8eOHRUIX0REpOIGDBhwIDs7uy7A008/nZSamnpu9+7dU2699dYO+fn5QFD7fNddd7U955xzUt5+++0G6enpieeff373c845JyU1NfXc3bt3x+Tn53PPPfe0Pe+8887t1q1bym9+85tkgDlz5jS88MILzxk0aNDZnTp16nHdddd1Kigo4Gc/+1nz7du3x6WlpXXr379/N4A2bdqkfvbZZ8dl9Y888kiLwvWOGjWqdWn7M3jw4APNmjXLj57+5ptvnnXPPffsArjnnnt2zZs3r8kJf3gniWq8RUSkNvk+8CczWwssDaf1AVYBI6pg/XUIHlk2EGgLLDSzVHffE1nI3Z8FngXo16+fV8F2RUTkFFVWzXR1y8vL46233mp05ZVX7luyZEnCzJkzkzIyMjLr1q3rw4YNa//MM880vf/++3cdOnQopn///gf/8Ic/bM7NzbUuXbqcN3369HVpaWk5n3/+eUyDBg0KJk6cmNy4ceOjK1euXHPo0CG74IILul977bX7ANasWVNv2bJlH3fs2DGvb9++3efPn99gzJgx26dMmdIiPT19batWrY5LlAu99tprjbKzsxNWrFixxt25/PLLu8ybN6/B4MGDD1RkX3ft2lWnQ4cOeQDt2rXL27Vr12mTz542gYqIiJQlTIBvMLNuQGG/sLHunlWOxbcA7SLetw2nRdoMLHL3POCTMMHvCnx4YpGLiIhUzOHDh2O6d++eAtC/f//9Dz744M4nnngieeXKlYm9evU6FyA3NzemefPm+QCxsbGMGDFiN8CKFSsSmjdvnpeWlpYDkJSUVADwz3/+s1FmZmbi7NmzmwDs378/dvXq1Qnx8fGempp6sHPnznkAPXr0yFm3bl18eWN98803Gy1cuLBRSkpKCkBOTk5MZmZmQkUT70gxMTGYldWL7NShxFtERGoNM+sZ8XZd+G/dwunuvqKUxT8EuppZJ4KEeyhwa1SZ14FbCGrVkwmann9cFbGLiIhURGQf70LubjfffPOuyZMnH9fvOT4+vqCsft3ubhMmTNg4ZMiQfZHT58yZ07Bu3bpFLbhiY2PJz88vd9br7owcOfKz0aNH7yzvMsVp2rRp/oYNG+I6dOiQt2HDhrikpKQSa9lPNUq8RUSkNllGMBja5+H7yIsCB75S0oLunm9m9wNvAbHA8+6+yszGAxnuPjucd6WZrQaOAqPdfVc17EeV8QIo2EkQrYjIac4aQkyDmo7i1DVo0KB9N954Y5eHH354W5s2bfK3bdsWu3fv3thu3bodiSzXs2fP3O3bt8elp6cnpqWl5ezevTumQYMGBVdcccXeKVOmNPva1762v27dur5ixYq6HTt2zCttm/Xr1z+6d+/emFatWpVYZvDgwfvGjRvX+u677/68cePGBZ988klcfHy8t2nTpkKJ81VXXbVn6tSpTR9//PGtU6dObTpo0KA9ZS91alDiLSIitcn/A24E9gAzgDfcPae8C7v7XGBu1LSxEa8d+EH4d8oo2AdHN0L+Rji6IXh9dCPkb4Cjm4EjZa5CROS00PAn0OC+mo7i1NW3b9/cMWPGbLnsssu6FRQUEBcX55MmTdoYnXgnJCT49OnT1z3wwAPtc3NzYxISEgoWLly4dtSoUTvXr19fNzU19Vx3t6SkpLy5c+euK2l7AMOHD985aNCgbi1atDiyaNGitcWVufHGG/etWrUq4YILLugOkJiYWDB9+vRPSkq8r7322k4ffPBBw927d9dp0aJFz4ceeujTUaNG7Xzsscc+u+GGGzp36NAhuU2bNkdmzZpVamynEguuIWqX+vXr+8GDB09oHVXRX6A2frYiIhVlZjnuXv8kb7MrQZPwa4GPgF+W0cy82vTr188zMjJOaB2eB0e3RCXUG79ItoOHm33BzoI67SG2A8S2h9jWYOXuiScicuqK6w1xPcouVxIzW+zu/U40juXLl6/v1avXCTWbltpp+fLlyb169eoYPb1aa7zN7CzgOeA8giZ+dwJZwMtAR2A98A13321BpvsUcDWQA4xw9yXheoYDY8LV/szdX6jOuEVE5PTm7h+Z2csETc2/DaQANZJ4n4jDC2Dvj4Kkm4KIGXEQ2y5Iruv1CpPrDmGy3R5iGtdQwCIiIlKs6m5q/hTwprvfZGbxQCLwMPC2u/8yfK7qQ8CPgMEEI8N2BfoDU4D+ZpYEPAr0I0jeF5vZbPfo+/siInKmM7P2BIOi3QBsJbjRe667n1gzqBoS0wzi+kG9IRHJdTuIaQUWW9PRiYiIVN7WrVtjBw4ceE709AULFmS1bNmy1o1MUm2Jt5k1JhjEZgSAux8BjpjZ9QTPPwV4AVhAkHhfD0wL+899YGZnmVmrsOx8d/88XO98YBBB3z0REZFI6wlqtmcR9PNuDny7sPuQu0+qscgqIa4HNJlc01GIiIhUvZYtWx6NHpW9NqvOGu9OwA6CR670AhYDDwIt3P2zsMxWoEX4ug0c8/D5zeG0kqYfw8zuBu4GiI9XRzYRkTPU4wSto+oAyTUci4iIiAhQvYl3HaAP8H13X2RmTxE0Ky/i7m5mVTICmbs/CzwLweBqVbFOERE5vbj7mLJLgZn9P3f/dXXHIyIiIgIQU43r3gxsdvdF4fuZBIn4trAJOeG/28P5W4B2Ecu3DaeVNF1ERKSyhtZ0ACIiInLmqLbE2923ApvMrLDD/GXAamA2MDycNhx4I3w9G7jdAhcBe8Mm6W8BV5pZEzNrAlwZThMREamsE39mpIiISA2KjY3t271795SuXbv2GDx48Nn79++vzkrVEo0fP7555LbT0tK67Ny5MxYgMTHx/IquLzs7O65///7dOnfu3KNLly49fvrTnzYvnLdt27bYiy++uGuHDh3Ou/jii7vu2LHjtBlqtLr/c74PTDezFUBvgr53vwSuMLOPgMvD9wBzgY+BbOAPwL0A4aBqPwU+DP/GFw60JiIiUknqkiQiIqe1unXrFmRmZq7+6KOPVsXFxfmECROalXfZ/Pz8Kotj6tSpLQ4cOFCUV6anp2cnJydXelTyuLg4JkyYsHndunWrPvzwwzV//OMfmy9evDgB4NFHH201cODA/Rs2bFg5cODA/WPHjm1ZFftwMlTr48TcfRnBY8CiXVZMWQfuK2E9zwPPV210IiJyBlONt4iIVInx62mXfYjEqlxnl3rkjO14zADTpRowYMCBFStW1AN4+umnk6ZMmdIiLy/P+vTpc3DatGkb6tSpQ2Ji4vm33XbbjoULFzaaNGnSxoSEhIKRI0e2z8nJiYmPj/eFCxdmNWzYsOC+++5r+9577zU8cuSI3XXXXdtHjx69c86cOQ3Hjx/fOikpKS8rK6teampqzuuvv/7J448/3nz79u1xaWlp3Zo0aZK/aNGitW3atEnNyMhY06pVq2Oy+0ceeaTFrFmzko4cOWLXXHPNnieffPLT4valQ4cOeR06dMgDaNKkSUHnzp0Pbdy4Mb5v3765b7755lnp6elZAPfcc8+utLS0czhNuiHXSHMEERGR6mBm3ytn0deqNRAREZGTJC8vj7feeqtRamrqoSVLliTMnDkzKSMjIzMzM3N1TEyMP/PMM00BDh06FNO/f/+DWVlZq9PS0g7edtttnSdOnLgxKytrdXp6elaDBg0KJk6cmNy4ceOjK1euXLN8+fI1L7zwQrPMzMx4gDVr1tSbPHnypuzs7FUbN26sO3/+/AZjxozZ3rx587z09PS1ixYtWltSjK+99lqj7OzshBUrVqxZs2bN6mXLliXOmzevQVn7lpWVFb969erEtLS0AwC7du2qU5iUt2vXLm/Xrl3VWpFclU6bQEVERMrhLmBKWYXc/acnIRYRETkDVKRmuiodPnw4pnv37ikA/fv33//ggw/ufOKJJ5JXrlyZ2KtXr3MBcnNzY5o3b54PEBsby4gRI3YDrFixIqF58+Z5aWlpOQBJSUkFAP/85z8bZWZmJs6ePbsJwP79+2NXr16dEB8f76mpqQc7d+6cB9CjR4+cdevWlfsZzm+++WajhQsXNkpJSUkByMnJicnMzEwYPHjwgZKW2bt3b8yNN97Y+Ze//OWmwvgixcTEYHb6NGBT4i0iIiIiInKaKezjHTnN3e3mm2/eNXny5OOaX8fHxxfUqVN6+ufuNmHChI1DhgzZFzl9zpw5DevWrVs0PkpsbCz5+fnlznrdnZEjR342evToneUpf/jwYbvmmms633zzzZ8PHz58T+H0pk2b5m/YsCGuQ4cOeRs2bIhLSkqqus7q1UxNzUVEpMaZ2SAzyzKzbDN7qIQy3zCz1Wa2ysz+WsKqeprZ58X87TYzDcwpIiK12qBBg/bNmTOnyZYtW+pAMAr42rVrj6uZ7tmzZ+727dvj0tPTEwF2794dk5eXxxVXXLF3ypQpzQ4fPmwAK1asqLtv375Sc8b69esf3bt3b6llBg8evO/FF19MLiz3ySefxBXGGK2goIChQ4d26NatW+64ceO2Rc676qqr9kydOrUpwNSpU5sOGjRoT3HrOBWpxltERGqUmcUCk4ErgM3Ah2Y2291XR5TpCvwYuMTdd5tZ8+LXxn8pflBPERGRWq9v3765Y8aM2XLZZZd1KygoIC4uzidNmrSxW7duRyLLJSQk+PTp09c98MAD7XNzc2MSEhIKFi5cuHbUqFE7169fXzc1NfVcd7ekpKS8uXPnrittm8OHD985aNCgbi1atDhSUj/vG2+8cd+qVasSLrjggu4AiYmJBdOnT/+kTZs2x9VYz58/v8Hrr7/etGvXrocKm9I/9thjW775zW/ufeyxxz674YYbOnfo0CG5TZs2R2bNmlVqbKcSCwYTr13q16/vBw8ePKF1VEV/gdr42YqIVJSZ5bh7/VLmfwkY5+5Xhe9/DODuv4go82tgrbs/V8a2lrp7hZ8ZWp369evnGRkZNR2GiIgAZrbY3U/4Bu3y5cvX9+rVq1zNpuXMsnz58uRevXp1jJ6upuYiIlLT2sAxA9NsDqdF6gZ0M7P3zOwDMxtUwrpKHK08rFkXEREROenK1dTczFLd/b/VHYyIiNRKdcwsssr3WXd/tqLrALoCA4G2wMLw3BTdt6uvmbV1982RE81sIPAU0KuC2xUREZFqsHXr1tiBAweeEz19wYIFWS1btjxaEzFVp/L28X7azOoCfwamu/ve6gtJRERqmfwymvVtAdpFvG8bTou0GVjk7nnAJ2a2liAR/zCq3CzgXTN7Bvgt0Ax4gqDG/K6yAg1r0p8CYoHn3P2XUfNHAL+JiO/3ZTV/FxERkeO1bNnyaPSo7LVZuZqau/uXgdsILowWm9lfzeyKao1MRETOFB8CXc2sk5nFA0OB2VFlXieo7cbMkgkS6Y+jV+TuLwB9CJLy1cAi4N/Ahe7+f6UFETHI22AgBbjFzFKKKfqyu/cO/5R0i4iISJnK3cfb3T8CxgA/AtKASWaWaWY3VldwIiJS+7l7PnA/8BawBnjF3VeZ2Xgzuy4s9hawy8xWA+8Ao919Vwmr7AL0BpYDR4DGlO98dyGQ7e4fu/sR4CXg+srul4iIiEih8vbx7gncAVwDzAeudfclZtYaeJ9SBrMREREpi7vPBeZGTRsb8dqBH4R/JTKzqcBFwP3u/q6ZNQR+Ciwzswfc/V+lLF7cIG/9iyk3xMy+AqwFRrn7pugCZnY3cDdA+/btSwtZREREzgDlrfH+HbAE6OXu97n7EgB3/5SgFlxERORUkA30dfd3Adx9v7uPBIYBP6uC9f8v0NHdexLciH6huELu/qy793P3fs2aNauCzYqIiMjprLyJ9zXAX939EICZxZhZIoC7v1hdwYmIiFSEu/8mbLoePX0ZMKCMxcsc5M3dd7n74fDtc0DfEwhXRESk0mJjY/t27949pWvXrj0GDx589v79+2vkUdHjx49vHrnttLS0Ljt37owFSExMPL+i68vJybHU1NRzzznnnJQuXbr0GDVqVOvCeZmZmfE9e/bs3r59+/Ouueaas3Nzc61q9qL6lfc/559AvYj3ieE0ERGRU4aZpUe8/nPU7AxKV+Ygb2bWKuLtdQR90kVERE66unXrFmRmZq7+6KOPVsXFxfmECRPK3cQqP/+4e9SVNnXq1BYHDhwoyivT09Ozk5OTK/04sISEBP/3v/+dlZWVtXrVqlWr33777UZvv/12fYAf/OAHbe+///5tGzduXNm4ceP8p556Krkq9uFkKO/jxBLc/UDhG3c/UFjjLSIicgppFPG6Z9S8Uu+Ku3u+mRUO8hYLPF84yBuQ4e6zgQfCAd/ygc+BEVUWuYiInJaeWk67Dfuo0tyoQyNyHuzFcWOIlGTAgAEHVqxYUQ/g6aefTpoyZUqLvLw869Onz8Fp06ZtqFOnDomJieffdtttOxYuXNho0qRJGxMSEgpGjhzZPicnJyY+Pt4XLlyY1bBhw4L77ruv7XvvvdfwyJEjdtddd20fPXr0zjlz5jQcP35866SkpLysrKx6qampOa+//vonjz/+ePPt27fHpaWldWvSpEn+okWL1rZp0yY1IyNjTatWrY7J7h955JEWs2bNSjpy5Ihdc801e5588slPi9uXmJgYGjduXABw5MgRy8/PN+1VOfgAACAASURBVDOjoKCA999/v+Ebb7zxMcCdd965a9y4ca1/9KMf7aj8J33ylLfG+6CZ9Sl8Y2Z9gUPVE5KIiEileSXnBQXc57p7N3fv7O4/D6eNDZNu3P3H7t7D3Xu5+1fdPbOK4hYREamUvLw83nrrrUapqamHlixZkjBz5sykjIyMzMzMzNUxMTH+zDPPNAU4dOhQTP/+/Q9mZWWtTktLO3jbbbd1njhx4sasrKzV6enpWQ0aNCiYOHFicuPGjY+uXLlyzfLly9e88MILzTIzM+MB1qxZU2/y5MmbsrOzV23cuLHu/PnzG4wZM2Z78+bN89LT09cuWrRobUkxvvbaa42ys7MTVqxYsWbNmjWrly1bljhv3rwGJZXPz8+ne/fuKS1atOiVlpa279JLLz24bdu2Og0bNjwaFxcHQMeOHY9s27Ytvoo/zmpT3hrvkcDfzOxTghqDlsA3qy0qERGRyjnLzK4luLHcOOJxZEbwWLH/z969h0V5nXvj/64ZZhiHkwwwYFBQEYKQkagYsq3tUI0JVGOqxuZgGu1Bk1+1otkvTZuNRknqm50WRboRSbOTrW52slOrxhIP1bYOb0xKQ6wQDgNCOESiIIgyMgIzzP374xkMIodRDgN4f67ruZxZs57nuWfaK8M9a617McYYY4PqTkamB1NbW5ssPDw8AgBiYmJMCQkJDTt27PAtLCxUR0VFTQeA1tZWmVartQKAXC7H6tWrmwCgoKBApdVqLXq93gwAGo3GBgCnTp3yNBqN6iNHjngDgMlkkhcXF6uUSiXpdLqWkJAQCwBERkaaKyoqHE56jx8/7pmTk+MZERERAQBms1lmNBpV8fHx13vq7+LiAqPRWNzQ0CBftGhRyGeffaaaOHHi4M2PdwKHEm8i+kwIEQ7gfntTKRFZhi4sxhhj7K6cAfAD++NPAKzo8tonwx8OY4wxNjQ613h3bSMisWLFisb09PTa7v2VSqXNxaXv9I+IREpKSs3y5cubu7ZnZ2d7uLq63pw5JpfLYbVaHS5sRkTYuHHjxcTExAZHzwEAX1/fjm9/+9umP/3pT15bt26tM5lMcovFAoVCgaqqKqW/v3/7nVzPme6k8t0cSOvlZgF4Rgjx/NCExBhjjN0dIvphX4ez42OMMcaGUlxcXHN2drZ3bW2tCwDU1dXJy8rKbhuZnjFjRmt9fb3CYDCoAaCpqUlmsViwcOHCaxkZGX5tbW0CAAoKClybm5v7zBnd3Nw6rl271mef+Pj45v379/t29qusrFR0xtjd119/7dJZFf369evib3/7m+f06dNbZTIZHn74YdO7777rDQDvvPOOz+LFi6/2/6mMDA6NeAsh9gMIAXAOQGeFOgKwb4jiYowxxu6YEOLZPl4mInpv2IJhjDHGhtns2bNbk5KSahcsWBBms9mgUCgoLS2tJiws7JaRYZVKRVlZWRUbNmwIam1tlalUKltOTk7Zpk2bGqqqqlx1Ot10IhIajcZy9OjRir7uuWrVqoa4uLgwf3//9t7WeS9btqy5qKhINWfOnHAAUKvVtqysrMrAwMDbpo9/9dVXitWrV0/p6OgAEYknnnjiyjPPPHMNAFJSUi489dRTIa+//npgZGSkOSEh4Y5G0J1JEPVbawZCiBIAEeRI5xHAzc2NWlpaBnQNIQa+Jdwo+bgYY2xICSHMROQ2TPfK6OWl7wGYSETy4Yijq+joaMrL628nM8YYY8NBCPE5EUUP9Dr5+flVUVFRoybpY8MnPz/fNyoqanL3dkeLqxVCKqh2cTCDYowxxgYTEf1/XZ8LIZ4G8EtIe3h/3ylBMcYYY+ye52ji7QugWAjxDwBtnY1EtKT3UxhjjLHhJ4SQAXgeQCKAfwJ4loiK+z6LMcYYY8Pp0qVL8tjY2Pu7t58+fbo0ICCgo6dzRjNHE++tQxkEY4wxNhiEEC8A2ATg/wFYQkR9rktjjDHGmHMEBAR0dK/KPpY5up2YQQgRDCCUiE4JIdQAhn2dHGOMMdaPDAB1AKIB/KFLvQ4BqbjaLGcFxhhjjLF7l6NVzdcAWAtAA6m6eSCAPQAWDF1ojDHG2B0LdXYAjDHGGGPdOTrVfB2AhwDkAgARnRdCaIcsKsYYY+wuODq1XAjxMRHNG+p4GGOMMcYAoM+NzrtoI6Kbe78JIVwg7ePNGGOMjUbDsr0ZY4wxxhjgeOJtEEK8AmCcEGIhgD8A+NPQhcUYY4wNKf7xmDHG2Kgml8tnh4eHR4SGhkbGx8dPNZlMjuZ2gyo5OVnb9d56vX5aQ0ODHADUavXMu72u1WrF9OnTI7773e9O62wzGo3KGTNmhAcFBT2waNGiqa2traKva4wkjv6P80sAlwF8AeAFAEcBJA1VUIwxxhhjjDHGeufq6mozGo3F58+fL1IoFJSSkuLn6LlWq3XQ4sjMzPS/fv36zbzSYDCU+/r6Dng7sNdff91/2rRpN7q2vfTSSxPXr19fV1NTU+jl5WXdtWuX70DvM1wcrWpuA/B7+8EYY4yNdqPmF3LGGGMj214DJn19BerBvOZ9GphX6fGVo/3nzZt3vaCgYBwA7N69W5ORkeFvsVjErFmzWvbt21ft4uICtVo9c+XKlZdzcnI809LSalQqlW3jxo1BZrNZplQqKScnp9TDw8O2bt26iWfOnPFob28Xa9asqU9MTGzIzs72SE5Ovk+j0VhKS0vH6XQ68+HDhyu3b9+ura+vV+j1+jBvb29rbm5uWWBgoC4vL69kwoQJt2T3mzdv9j906JCmvb1dLFq06OrOnTu/7u39VFRUKE6cOOH1q1/96uLOnTv9AcBms+HTTz/1+PDDD78EgB//+MeNW7duve/ll1++fHef8vByaMRbCFEphPiy+zHUwTHGGGN3QghxzMGuq4cyDsYYY2y4WCwWnDhxwlOn0904e/as6sCBA5q8vDyj0WgslslktGfPHh8AuHHjhiwmJqaltLS0WK/Xt6xcuTIkNTW1prS0tNhgMJS6u7vbUlNTfb28vDoKCwtL8vPzS/bu3etnNBqVAFBSUjIuPT39q/Ly8qKamhrXkydPuiclJdVrtVqLwWAoy83NLestxoMHD3qWl5erCgoKSkpKSorPnTunPnbsmHtv/detWzfpzTffvCCTfZOu1tXVuXh4eHQoFAoAwOTJk9vr6uqUg/U5DjVHq5pHd3msArAC0tZijDHG2EgS4EgnIsof6kAYY4zdG+5kZHowtbW1ycLDwyMAICYmxpSQkNCwY8cO38LCQnVUVNR0AGhtbZVptVorAMjlcqxevboJAAoKClRardai1+vNAKDRaGwAcOrUKU+j0ag+cuSINwCYTCZ5cXGxSqlUkk6nawkJCbEAQGRkpLmiosLhpPf48eOeOTk5nhEREREAYDabZUajURUfH3+9e9/33nvPy9fX1/rtb3/bnJ2d7TGQz2gkcXSqeWO3plQhxOcAtgx+SIwxxthd8xJCLOntRSI6MpzBMMYYY0Olc4131zYiEitWrGhMT0+v7d5fqVTaXFz6Tv+ISKSkpNQsX768uWt7dna2h6ur683CpHK5HFar1eFlW0SEjRs3XkxMTGzor+/HH3/sfvLkyfGBgYFebW1tspaWFtkTTzwx5dChQ5Umk0lusVigUChQVVWl9Pf3b+/veiOFo1PNZ3U5ooUQL8Lx0XLGGGNsuHgBeBLSzKzux5NOjIsxxhgbcnFxcc3Z2dnetbW1LgBQV1cnLysru21kesaMGa319fUKg8GgBoCmpiaZxWLBwoULr2VkZPi1tbUJACgoKHBtbm7uM2d0c3PruHbtWp994uPjm/fv3+/b2a+yslLRGWN36enptXV1dQW1tbVf/Nd//deXDz/8sOnDDz+slMlkePjhh03vvvuuNwC88847PosXL77qyOcyEjiaPKd0eWwFUAXgB4MeDWOMMTYw1UT0/N2eLISIA7ALgBzA20T0Ri/9lgM4AGAOEeXd7f0YY4yxwTR79uzWpKSk2gULFoTZbDYoFApKS0urCQsLu2VkWKVSUVZWVsWGDRuCWltbZSqVypaTk1O2adOmhqqqKledTjediIRGo7EcPXq0oq97rlq1qiEuLi7M39+/vbd13suWLWsuKipSzZkzJxwA1Gq1LSsrqzIwMPCOyqunpKRceOqpp0Jef/31wMjISHNCQkK/I+gjhSAae1uZurm5UUtLy4CuIcTAC96Oxc+WMcbulBDCTERuw3SvfxLRXe0ZKoSQAygDsBDABQCfAXiGiIq79fMA8BEAJYD1/SXe0dHRlJfHuTljjI0EQojPiSi6/559y8/Pr4qKiho1SR8bPvn5+b5RUVGTu7c7NOIthHipr9eJaMddxsUYY4wNptW9vSCEOENE3+rj3IcAlBPRl/b+7wN4AkBxt36vAfh3AIkDC5Uxxhhj94o7qWo+B0BnUZrHAfwDwPmhCIoxxhi7G/1UKw/q5/RA4JbKtBcAxHTtIISYBWASEX0khOg18RZCrAWwFgCCgvq7LWOMMXbvuXTpkjw2Nvb+7u2nT58uDQgI6HBGTEPJ0cR7IoBZRGQCACHEVgAfEdFzQxUYY4wxNsgGtP5HCCEDsAMO7AFORG8BeAuQppoP5L6MMcbYWBQQENDRvSr7WOZo4u0PoOuC/HZ7G2OMMTZiCCGW9fYSgHH9nF4LYFKX5xPtbZ08ADwA4LS9DkgAgCNCiCVcYI0xxhhjfXE08d4H4B9CiEP2598HsHdoQmKMMcbu2uN9vJbdz7mfAQgVQkyBlHA/DeDZzheJ6BoA387nQojTAP4PJ92MMcYY649DiTcR/VoIcQzAt+1NPyKifw5dWIwxxtidI6IfDeBcqxBiPYATkLYTe4eIioQQyQDyiOhI31dgjDHGGOuZoyPeAKAG0ExE7woh/IQQU4iosr+T7Nuz5AGoJaLF9pGE9wH4APgcwA+JqF0I4QppZH02gEYATxFRlf0avwLwEwAdADYQ0Yk7iJsxxtg9ooddOAhAA4CPHfnOIqKjAI52a9vSS9/YuwyTMcYYY/cYmSOdhBCvAngZwK/sTQoA/+3gPRIAlHR5/u8AdhLRNABNkBJq2P9tsrfvtPeDECIC0nS/SABxAHbbk3nGGGOsO49uhyeknTmOCSGedmZgjDHG2GCSy+Wzw8PDI0JDQyPj4+Onmkwmh3K7wZacnKztem+9Xj+toaFBDgBqtXrm3VwzMDBQFxYWFhEeHh7xwAMPTO9sr6urk8+dOzc0ODj4gblz54Zevnx51OSFjv6PsxTAEgAtAEBEX0P6g6ZPQoiJABYBeNv+XACYD+CAvcteSOvFAWmv1M514wcALLD3fwLA+0TUZh+tKIe01ypjjDF2CyLa1sORAGAugF84Oz7GGGNssLi6utqMRmPx+fPnixQKBaWkpPg5eq7Vah20ODIzM/2vX79+M680GAzlvr6+A94OzGAwlBmNxuLCwsKbg7ivvvrqhNjYWFN1dXVhbGysacuWLQEDvc9wcXSqeTsRkRCCAEAI4ebgeamQ/tDpTNJ9AFwlos7/pS9A2jcV6LJ/qn2d3TV7/0AAf+9yza7n3NR1z1SlUulgeIwxxu4FRHTF/mMuY4wxNqg+PIxJ9fVQD+Y1tVqYn/i+lBs5Yt68edcLCgrGAcDu3bs1GRkZ/haLRcyaNatl37591S4uLlCr1TNXrlx5OScnxzMtLa1GpVLZNm7cGGQ2m2VKpZJycnJKPTw8bOvWrZt45swZj/b2drFmzZr6xMTEhuzsbI/k5OT7NBqNpbS0dJxOpzMfPny4cvv27dr6+nqFXq8P8/b2tubm5pYFBgbq8vLySiZMmHBLdr9582b/Q4cOadrb28WiRYuu7ty58+s7/VyOHz8+3mAwlALACy+80KjX6+/HrTuQjFiOjnh/IITIBDBeCLEGwCkAv+/rBCHEYgD1RPT5AGN0CBG9RUTRRBTt4nInS9cZY4yNdUKI70Ja3sQYY4yNKRaLBSdOnPDU6XQ3zp49qzpw4IAmLy/PaDQai2UyGe3Zs8cHAG7cuCGLiYlpKS0tLdbr9S0rV64MSU1NrSktLS02GAyl7u7uttTUVF8vL6+OwsLCkvz8/JK9e/f6GY1GJQCUlJSMS09P/6q8vLyopqbG9eTJk+5JSUn1Wq3WYjAYynJzc8t6i/HgwYOe5eXlqoKCgpKSkpLic+fOqY8dO+be1/tasGBBaGRk5PTf/va3N3cUaWxsdAkODrYAwKRJkyyNjY2jJvFztKr5b4UQCwE0A7gfwBYiOtnPad8CsEQI8T0AKkjr7HZBSt5d7KPeXfdI7dw/9YIQwgWAF6Qia/3tq8oYY4wBAIQQX0AqqNaVBsDXAFYNf0SMMcbGujsZmR5MbW1tsvDw8AgAiImJMSUkJDTs2LHDt7CwUB0VFTUdAFpbW2VardYKAHK5HKtXr24CgIKCApVWq7Xo9XozAGg0GhsAnDp1ytNoNKqPHDniDQAmk0leXFysUiqVpNPpWkJCQiwAEBkZaa6oqHB4mvHx48c9c3JyPCMiIiIAwGw2y4xGoyo+Pv56T/0//vhj45QpUyy1tbUu8+fPD4uMjGzt3lcmk2E0TWbrN/G2FzI7RUTfBdBfsn0TEf0K9mJsQohYSHudrhRC/AHAk5Aqm68C8KH9lCP255/aX/+rfXr7EQD/I4TYAeA+AKEA/uFoHIwxxu4pi7s9JwCNRNTijGAYY4yxodK5xrtrGxGJFStWNKanp982UKlUKm39zQwmIpGSklKzfPny5q7t2dnZHq6urjd/2JbL5bBarQ5nvUSEjRs3XkxMTGxwpP+UKVMsABAYGGhdtGjR1U8//dQtPj7+uo+Pj7W6uloRHBxsqa6uVmg0msFbrD7E+p1qTkQdAGxCCK9BuufLAF4SQpRDWsP9n/b2/wTgY29/CcAv7fcvAvABgGIAxwGss8fEGGOM3YKIqrsdNQAghHhOCPGRs+NjjDHGhlJcXFxzdna2d21trQsgVQEvKyu7bWR6xowZrfX19QqDwaAGgKamJpnFYsHChQuvZWRk+LW1tQkAKCgocG1ubu4zZ3Rzc+u4du1an33i4+Ob9+/f79vZr7KyUtEZY3fNzc2ypqYmWefjv/3tb54zZsy4AQCPPfbY1czMTB8AyMzM9ImLi7va32cyUjg6J/46gC+EECdhr2wOAES0wZGTieg0gNP2x1+ih6rkRNQKYEUv5/8awK8djJUxxtgoI4SIg7QcSQ7gbSJ6o5d+yyHtfDGHiPL6uJ4S0q4azwJ4DMAfAewZ7LgZY4yxkWT27NmtSUlJtQsWLAiz2WxQKBSUlpZWExYW1t61n0qloqysrIoNGzYEtba2ylQqlS0nJ6ds06ZNDVVVVa46nW46EQmNRmM5evRoRV/3XLVqVUNcXFyYv79/e2/rvJctW9ZcVFSkmjNnTjgAqNVqW1ZWVmVgYOBtI9YXLlxwWbp06TQA6OjoEMuXL2988sknmwFg27ZtF5cuXRoSHBzsGxgY2H7o0KE+YxtJBFH3pXA9dBKix3VxRLS3p3Znc3Nzo5aWgc0qHIz1Ao58towxNtYJIcxE1OtuGPYlTWUAFkLaueIzAM8QUXG3fh4APgKgBLC+p8RbCPEogGcAPArgbwD+F8DviGjy4LybOxcdHU15eb3+RsAYY2wYCSE+J6LogV4nPz+/KioqyqFp0+zekp+f7xsVFTW5e3ufI95CiCAiqhmpCTZjjLEx4SEA5fYZURBCvA/gCUhLjLp6DcC/A0js41rHAfw/APOIqNJ+vV2DHjFjjDHG2B3ob6r5YQCzAEAI8UciWj70ITHGGLvHBAK3VIS9ACCmawchxCwAk4joIyFEX4n3LABPAzglhPgSUiFP+SDHyxhjjLEBunTpkjw2Nvb+7u2nT58uDQgIGHM1vfpLvLvOt546lIEwxhgbs1yEEF3nWr9FRG85erIQQgZgB4DV/fUlonMAzgH4pRBiLqRp5wohxDEAh+7kvowxxhgbOgEBAR3dq7KPZf0l3tTLY8YYY8xR1n7W09UCmNTl+UR7WycPAA8AOG2vvxEA4IgQYklfBdaI6BMAnwghEgA8AmkknBNvxhhjjA27/rYTixJCNAshTABm2B83CyFMQojmfs5ljDHGHPEZgFAhxBR7NfKnARzpfJGIrhGRLxFNthdJ+zuAHpNuIcT6Lo8j7efbiOjPRPTjoX4jjDHGGGM96TPxJiI5EXkSkQcRudgfdz73HK4gGWOMjV1EZAWwHsAJACUAPiCiIiFEshBiyR1ermtyvX+wYnQWWxtQ/weAxtxKN8YYY+ze4ug+3owxxtiQIaKjAI52a9vSS99YBy878H0hnazpL8BX/w40nQSmvAYo/Z0dEWOMMcbuRn9TzRljjLHRZLwQYqkQYjkATyHEsq6Hs4O7Uz7fAyZvA8wlQPGzwFWDsyNijDE2Usjl8tnh4eERoaGhkfHx8VNNJpNTcrvk5GRt13vr9fppDQ0NcgBQq9Uz7+aaDQ0N8ri4uKlTpkyJnDp1auSpU6fcAKCurk4+d+7c0ODg4Afmzp0bevny5VGzcwkn3owxxsaSHABLACy2P368y7HYiXHdNZ9FwPQswHUCUPGvQM2b0hR0xhhj9zZXV1eb0WgsPn/+fJFCoaCUlBQ/R8+1Wq2DFkdmZqb/9evXb+aVBoOh3NfXd0CLpNauXTvp0Ucfba6srCwqLi4ufvDBB1sB4NVXX50QGxtrqq6uLoyNjTVt2bIlYKDxDxeeas4YY2zMIKLVAzlfCBEHYBekvb/fJqI3ur3+IoB1ADoAXAewloiGfCsUVRBw/ztA7e+A+veA6+eAqdsB1eShvjNjjLH+GPZi0pWvoR7Ma2rug1m/Cl852n/evHnXCwoKxgHA7t27NRkZGf4Wi0XMmjWrZd++fdUuLi5Qq9UzV65ceTknJ8czLS2tRqVS2TZu3BhkNptlSqWScnJySj08PGzr1q2beObMGY/29naxZs2a+sTExIbs7GyP5OTk+zQajaW0tHScTqczHz58uHL79u3a+vp6hV6vD/P29rbm5uaWBQYG6vLy8komTJhwS3a/efNm/0OHDmna29vFokWLru7cufPrnt5LY2OjPDc31+PAgQNVAKBSqUilUnUAwPHjx8cbDIZSAHjhhRca9Xr9/bh1J5QRi0e8GWOMjRlCiNQujxO6vfZf/ZwrB5AOIB5ABIBnhBAR3br9DxHpiOhBAG9C2l98WMiUwKR/BaalApZ6oOQ5oOEIQLzZJ2OM3dMsFgtOnDjhqdPpbpw9e1Z14MABTV5entFoNBbLZDLas2ePDwDcuHFDFhMT01JaWlqs1+tbVq5cGZKamlpTWlpabDAYSt3d3W2pqam+Xl5eHYWFhSX5+fkle/fu9TMajUoAKCkpGZeenv5VeXl5UU1NjevJkyfdk5KS6rVarcVgMJTl5uaW9RbjwYMHPcvLy1UFBQUlJSUlxefOnVMfO3bMvae+paWlSo1GY12xYsXk6dOnRzz11FPBzc3NMgBobGx0CQ4OtgDApEmTLI2NjaNmIHnUBMoYY4w54DtdHq+CNHrdaUY/5z4EoJyIvgQAIcT7AJ4AcHNEm4i6bqXpBmDY016vecD094CqzUB1MtCcCwT/CpD3+OcLY4yxoXYnI9ODqa2tTRYeHh4BADExMaaEhISGHTt2+BYWFqqjoqKmA0Bra6tMq9VaAUAul2P16tVNAFBQUKDSarUWvV5vBgCNRmMDgFOnTnkajUb1kSNHvAHAZDLJi4uLVUqlknQ6XUtISIgFACIjI80VFRVKR2M9fvy4Z05OjmdEREQEAJjNZpnRaFTFx8df797XarWKkpIS9a5du2rmz5/f8qMf/WjS5s2bA3bt2nXLCLlMJoMQo6eOKifejDHGxhLRy2NHBAK3/PF0AUDMbTcQYh2AlwAoAczvMQgh1gJYCwBBQUF3GEb/lH5AaDpw6b+Ar98CWgqBqb8G3B4Y9FsxxhgboTrXeHdtIyKxYsWKxvT09NumXyuVSpuLS9/pHxGJlJSUmuXLl3f9oRnZ2dkerq6uN39slsvlsFqtDn/PEhE2btx4MTExsaG/vpMnT2739/dvnz9/fgsAPPXUU01vvPFGAAD4+PhYq6urFcHBwZbq6mqFRqMZvMXqQ4ynmjPGGBtLZEIIbyGET5fHGiGEBtK67QEjonQiCgHwMoCkXvq8RUTRRBTt5+dwrZs7IuTAhJ8A978FoAMw/gS4tA8g25DcjjHG2CgQFxfXnJ2d7V1bW+sCSFXAy8rKbhuZnjFjRmt9fb3CYDCoAaCpqUlmsViwcOHCaxkZGX5tbW0CAAoKClw7p3n3xs3NrePatWt99omPj2/ev3+/b2e/yspKRWeM3QUFBVkDAgLa8/PzXQHgz3/+s+f999/fCgCPPfbY1czMTB8AyMzM9ImLi7va32cyUvCIN2OMsbHEC8Dn+Ga0+2yX1/qbFl4LYFKX5xPRd8GW9wFk3GmAg809Cpj+P0D160BtGmD6DJi8FVD4ODsyxhhjw2327NmtSUlJtQsWLAiz2WxQKBSUlpZWExYW1t61n0qloqysrIoNGzYEtba2ylQqlS0nJ6ds06ZNDVVVVa46nW46EQmNRmM5evRoRV/3XLVqVUNcXFyYv79/e2/rvJctW9ZcVFSkmjNnTjgAqNVqW1ZWVmVgYGCPI9a/+93valauXDm1vb1dBAUFtb333ntVALBt27aLS5cuDQkODvYNDAxsP3ToUJ+xjSSCxmBVFjc3N2ppaRnQNQZjvcBY/GwZY+xOCSHMROTm7Dj6I4RwAVAGYAGkhPszAM8SUVGXPqFEdN7++HEArxJRdF/XjY6Opry8vKEL3I4IaDgIfLVDWu89ZRvg+fCQ35YxxkYVIcTn/f132xH5+flVUVFR/U6bZvee/Px836ioqMnd23nEmzHG2JhiT6DjAYTbm4oBnCCiPteBEZFVCLEewAlI09LfIaIiy+3FwwAAIABJREFUIUQygDwiOgJgvRDiEQAWAE2QCriNCEIAfsulEfAvXwHOrwf8nwcCfwYI/rZnjDHGnIq/ihljjI0ZQohAAH8FcBHAPyFNOV8MYIcQ4rtE1OOeoZ2I6CiAo93atnR5nHDbSSPMuGnA9H3SyHfdPsD0uVR4zXWisyNjjDHGvnHp0iV5bGzs/d3bT58+XRoQENDhjJiGEifejDHGxpJfA8ggotSujUKIDQD+L0bQCPVQkqmA4FcAz4ektd9FTwEu450dFWOMDdyEHwF+Tzo7CjYYAgICOrpXZR/LOPFmjDE2ljxMRKu7NxJRmhCi1AnxOJX3I4A6Eqj7b8B2w9nRMMbYwCknODsCxu4OJ96MMcbGkr7SS/OwRTGCuE4AghKdHQVjjDF2b+PEmzHG2FjiJYRY1kO7AOA53MEwxhhjjAGceDPGGBtbDAAe7+W1nOEMhDHGGGOsk8zZATDGGGODhYh+1Nfh7PgYY4yxwSKXy2eHh4dHhIaGRsbHx081mUxOye2Sk5O1Xe+t1+unNTQ0yAFArVbPvNPr5efnu4aHh0d0Hu7u7jOTk5O1AFBXVyefO3duaHBw8ANz584NvXz5snzw3snQ4sSbMcYYY4wxxkYZV1dXm9FoLD5//nyRQqGglJQUP0fPtVqtgxZHZmam//Xr12/mlQaDodzX1/eutwOLiopqMxqNxUajsbiwsLBYpVLZnn766asA8Oqrr06IjY01VVdXF8bGxpq2bNkSMBjvYTjwVHPGGGOMMcYYu0v5uzCpuRrqwbymZzDMUQn4ytH+8+bNu15QUDAOAHbv3q3JyMjwt1gsYtasWS379u2rdnFxgVqtnrly5crLOTk5nmlpaTUqlcq2cePGILPZLFMqlZSTk1Pq4eFhW7du3cQzZ854tLe3izVr1tQnJiY2ZGdneyQnJ9+n0WgspaWl43Q6nfnw4cOV27dv19bX1yv0en2Yt7e3NTc3tywwMFCXl5dXMmHChFuy+82bN/sfOnRI097eLhYtWnR1586dX/f3vo4cOeIZFBTUFhYW1g4Ax48fH28wGEoB4IUXXmjU6/X3A6i9ow/XSXjEmzHGGGOMMcZGKYvFghMnTnjqdLobZ8+eVR04cECTl5dnNBqNxTKZjPbs2eMDADdu3JDFxMS0lJaWFuv1+paVK1eGpKam1pSWlhYbDIZSd3d3W2pqqq+Xl1dHYWFhSX5+fsnevXv9jEajEgBKSkrGpaenf1VeXl5UU1PjevLkSfekpKR6rVZrMRgMZbm5uWW9xXjw4EHP8vJyVUFBQUlJSUnxuXPn1MeOHXPv77299957mieffLKx83ljY6NLcHCwBQAmTZpkaWxsHDUDyaMmUMYYY+xOCCHmApiMLt91RLTPaQExxhgbk+5kZHowtbW1ycLDwyMAICYmxpSQkNCwY8cO38LCQnVUVNR0AGhtbZVptVorAMjlcqxevboJAAoKClRardai1+vNAKDRaGwAcOrUKU+j0ag+cuSINwCYTCZ5cXGxSqlUkk6nawkJCbEAQGRkpLmiokLpaKzHjx/3zMnJ8YyIiIgAALPZLDMajar4+PjrvZ3T2toqTp065bVjx44LPb0uk8kghHA0BKfjxJsxxtiYI4TYDyAEwDkAnevMCAAn3owxxsaEzjXeXduISKxYsaIxPT39tunXSqXS5uLSd/pHRCIlJaVm+fLlzV3bs7OzPVxdXanzuVwuh9VqdTjrJSJs3LjxYmJiYoOj5xw4cMArIiLCPGnSpJtT1n18fKzV1dWK4OBgS3V1tUKj0QzeYvUhxlPNGWOMjUXRAL5FRD8jop/bjw3ODupOtX1WjotHm9BQQDDVAO3XALI5OyrGGGMjVVxcXHN2drZ3bW2tCyBVAS8rK7ttZHrGjBmt9fX1CoPBoAaApqYmmcViwcKFC69lZGT4tbW1CQAoKChwbW5u7jNndHNz67h27VqffeLj45v379/v29mvsrJS0Rljb95//33ND37wgytd2x577LGrmZmZPgCQmZnpExcXd7Wva4wkPOLNGGNsLCoEEADgorMDuWs2G5T/Eo4JHR2wCRe0K33RqtTimqsfOtz8YPXyA3lrQT5+gNYPYoIW8vv8IA/yg3LieCg1Mrh6AXIVMIpm4jHGGBuA2bNntyYlJdUuWLAgzGazQaFQUFpaWk1ncbJOKpWKsrKyKjZs2BDU2toqU6lUtpycnLJNmzY1VFVVuep0uulEJDQajeXo0aMVfd1z1apVDXFxcWH+/v7tva3zXrZsWXNRUZFqzpw54QCgVqttWVlZlYGBgT2OWDc3N8s+/vhjz71791Z3bd+2bdvFpUuXhgQHB/sGBga2Hzp0qM/YRhJBRP33GmXc3NyopaVlQNcYjPUCY/GzZYyxOyWEMBOR2zDf828AHgTwDwBtne1EtGQ44wCA6OhoysvLu/MTGxsBX9+7uqdNyNGu9JMOlR+sbr6AjH9rZ4yNfh5BgNvbyUBIyF2dL4T4nIiiBxpHfn5+VVRUlMPTptm9Iz8/3zcqKmpy93b+FmaMMTYWbXV2AAN2/TowdSpQXy89vgMy6oCq7RJUbZcAE4DLQxMiY4wNuy8BNCbcdeLNmLNw4s0YY2zMISKDs2MYsOBgoMI+g661Fbh8WTrq67953Ntzk8m5sTPGGGP9uHTpkjw2Nvb+7u2nT58uDQgI6OjpnNGME2/GGGNjjhDiYQC/AzAdgBKAHEALEXk6NbC7pVIBkyZJhyNaW4GGhm+S8itXABtXZWOMjRFTpzo7AjYIAgICOrpXZR/LOPFmjDE2Fv0HgKcB/AFShfPnAYQ5NaLhpFIBEydKB2OMMcacjrcTY4wxNiYRUTkAORF1ENG7AOKcHRNjjDHG7k2ceDPGGBuLzEIIJYBzQog3hRCb4MB3nhAiTghRKoQoF0L8sofXXxJCFAshCoQQfxFCBA9F8IwxxhgbWzjxZowxNhb9ENJ33HoALQAmAVje1wlCCDmAdADxACIAPCOEiOjW7Z8AooloBoADAN4c5LgZY4wxNgZx4s0YY2zMIaJqAALABCLaRkQv2aee9+UhAOVE9CURtQN4H8AT3a77NyIy25/+HQAvomaMMeYUcrl8dnh4eERoaGhkfHz8VJPJ5JTcLjk5Wdv13nq9flpDQ4McANRq9cy7uea2bdu006ZNiwwNDY18/PHHp5jNZgEARqNROWPGjPCgoKAHFi1aNLW1tVUMzrsYepx4M8YYG3OEEI8DOAfguP35g0KII/2cFgjgqy7PL9jbevMTAMd6uf9aIUSeECLv8mXeRJsxxtjgc3V1tRmNxuLz588XKRQKSklJ8XP0XKvVOmhxZGZm+l+/fv1mXmkwGMp9fX3vejuwyspKxVtvveV/7ty54vPnzxd1dHSIt99+WwMAL7300sT169fX1dTUFHp5eVl37drlOxjvYThwVXPGGGNj0VZII9inAYCIzgkhpgzWxYUQz0Gqlq7v6XUiegvAWwAQHR1Ng3VfxhhjI09VMibdKId6MK85bhrMk7fc8mNwn+bNm3e9oKBgHADs3r1bk5GR4W+xWMSsWbNa9u3bV+3i4gK1Wj1z5cqVl3NycjzT0tJqVCqVbePGjUFms1mmVCopJyen1MPDw7Zu3bqJZ86c8Whvbxdr1qypT0xMbMjOzvZITk6+T6PRWEpLS8fpdDrz4cOHK7dv366tr69X6PX6MG9vb2tubm5ZYGCgLi8vr2TChAm3ZPebN2/2P3TokKa9vV0sWrTo6s6dO7/u7f10dHSIlpYWmaura8eNGzdkEydOtNhsNnz66aceH3744ZcA8OMf/7hx69at97388suj4hduHvFmjDE2FlmI6Fq3tv4S4FpIa8E7TbS33UII8QiAfwOwhIjaBhRlPzosgLV9KO/AGGNstLNYLDhx4oSnTqe7cfbsWdWBAwc0eXl5RqPRWCyTyWjPnj0+AHDjxg1ZTExMS2lpabFer29ZuXJlSGpqak1paWmxwWAodXd3t6Wmpvp6eXl1FBYWluTn55fs3bvXz2g0KgGgpKRkXHp6+lfl5eVFNTU1ridPnnRPSkqq12q1FoPBUJabm1vWW4wHDx70LC8vVxUUFJSUlJQUnzt3Tn3s2DH3nvpOmTLFsm7duktTpkyZodVqozw8PDqWLVvWXFdX5+Lh4dGhUCgAAJMnT26vq6tTDsFHOiSGbMRbCDEJwD4A/pD+2HmLiHYJITQA/hfAZABVAH5ARE1CCAFgF4DvATADWE1EZ+3XWgUgyX7p14lo71DFzRhjbEwoEkI8C0AuhAgFsAHAJ/2c8xmAUPvIeC2kfcCf7dpBCDETQCaAOCKqH/ywb1VbChz/D8BDA4yfAIz3l/71ngCMDwBUPf7JwhhjbDjdycj0YGpra5OFh4dHAEBMTIwpISGhYceOHb6FhYXqqKio6QDQ2toq02q1VgCQy+VYvXp1EwAUFBSotFqtRa/XmwFAo9HYAODUqVOeRqNRfeTIEW8AMJlM8uLiYpVSqSSdTtcSEhJiAYDIyEhzRUWFw0nv8ePHPXNycjwjIiIiAMBsNsuMRqMqPj7+eve+ly9fln/00Ufjy8vLv/Dx8elYtGjR1N27d2uWLl3aPJDPy9mGcqq5FcC/EtFZIYQHgM+FECcBrAbwFyJ6w75Vyy8BvAypimyo/YgBkAEgxp6ovwppSh/Zr3OEiJqGMPYBcYW9zO2lS0BAgJOjYYyxe9LPIY1KtwF4D8AJAK/1dQIRWYUQ6+195QDeIaIiIUQygDwiOgLgNwDcAfxB+r0YNUS0ZKjehKcfEP040HQRuHoJ+LpUGgXvpPLokowH2JPzAMDdGxA8p40xxsa0zjXeXduISKxYsaIxPT39thlbSqXS5uLSd/pHRCIlJaVm+fLltyS52dnZHq6urjdnjsnlclitVocLmxERNm7ceDExMbGhv75/+tOfPIOCgtruu+8+KwB8//vfv/rJJ5+4v/jii1dMJpPcYrFAoVCgqqpK6e/vP2rmhQ1Z4k1EFwFctD82CSFKIBWpeQJArL3bXkjr7162t+8jIgLwdyHEeCHEBHvfk0R0BQDsyXscpD+kRqQwSBV3EB8PGAyAp6eTI2KMsXuLvfL4v9mPOznvKICj3dq2dHn8yKAE6KDx/sCsRV1isQGmK8BVeyJ+9ZKUlFeeBYwt3/RzUUoJ+Hh7Mu6lBeRc1YUxNgZ4TwC8/J0dxcgVFxfXvGzZsmmvvPJKXWBgoLWurk5+7do1eVhY2C0J6owZM1rr6+sVBoNBrdfrzU1NTTJ3d3fbwoULr2VkZPgtXrzY5OrqSgUFBa6TJ0+29HY/AHBzc+u4du2abMKECb32iY+Pb966det9a9euveLl5WWrrKxUKJVKCgwMvK3K2+TJk9vPnj3rbjKZZG5ubra//vWvHrNnzzbLZDI8/PDDpnfffdd77dq1Te+8847P4sWLr971hzXMhuVrWAgxGcBMALkA/O1JOQBcgjQVHei9muydVpl1ui8ALANworAQ+P73gaNHAZXK2WExxtiY11/l8qEcnR4OQgZ4+kpHkO6bdiKg1QQ02ZPxzsT84nmg/B/Oi5cxxgbbQ8uABx9zdhQj1+zZs1uTkpJqFyxYEGaz2aBQKCgtLa2me+KtUqkoKyurYsOGDUGtra0ylUply8nJKdu0aVNDVVWVq06nm05EQqPRWI4ePVrR1z1XrVrVEBcXF+bv79/e2zrvZcuWNRcVFanmzJkTDgBqtdqWlZVV2VPiPX/+/JbHH3+8acaMGdNdXFwQGRlpfumlly4DQEpKyoWnnnoq5PXXXw+MjIw0JyQk9DuCPlIIaYB5CG8ghDsAA4BfE9FBIcRVIhrf5fUmIvIWQmQDeIOIPra3/wXSSHgsABURvW5v3wzgBhH9ttt91gJYCwBKpXJ2W9vA6t3YpxAOCP33fwPPPQc8+STw/vuAXD7gazLG2GgjhDATkdsw3esypB9r34P0Y+8t/zEnIsNwxNFVdHQ05eXlDfdtb7K0AqZGwHbXG7swxtjIoR4PqAcwmVQI8TkRRQ80jvz8/KqoqKhRk/Sx4ZOfn+8bFRU1uXv7kI54CyEUAP4IIIuIDtqb64QQE4joon0qeWdxmt6qydbim6npne2nu9+r69Ytbm5uI2PrlpUrgfp64KWXgJ//HEhPBwYhoWeMsbFGCBEHqcCmHMDbRPRGt9dfAvBTSPVDLgP4MRFV93CpAAALATwDqTDaRwDeI6KiIQx/RFOoAM2InifGGGOMjX1DVnrFXqX8PwGUENGOLi8dAbDK/ngVgA+7tD8vJA8DuGafkn4CwKNCCG8hhDeAR+1to8OmTcAvfgFkZACv9VnXhzHG7klCCDmAdEhFNiMAPCOEiOjW7Z8AooloBoADsNew7I6IOojoOBGtAvAwgHIAp+1F0xhjjDE2Qly6dEkeHh4e0f24dOnSmJwmPJQj3t8C8EMAXwghztnbXgHwBoAPhBA/AVAN4Af2145C2kqsHNJ2Yj8CACK6IoR4DdI2LwCQ3FlobdR44w2grg549VVAqwVefNHZETHG2EjyEIByIvoSAIQQ70MquHmzUisR/a1L/78DeK63iwkhXAEsgjTqPRlAGoBDgx41Y4wxxu5aQEBAR/eq7GPZUFY1/xjd1tZ1saCH/gRgXS/XegfAO4MX3TATAvj974GGBuBnPwP8/IDly50dFWOMDRcXIUTXRc5v2ZcHdeqpiGZMH9f7CYBjPb0ghNgH4AFIP+ZuI6LCuwt5ZOjoAKz2sjM3v1DFAJ8zxtgoJgRvl8hGJ95cZLgoFMAHHwCPPAI8+yxw4gQQG+vsqBhjbDhYB6OQDQAIIZ4DEA1A30uX5wC0AEgAsKFLoUwB6TfeUbW/4/nzwP++7+woGGNs5HjkEeBb85wdBWN3jhPv4aRWA9nZwLx5wBNPSHt8P/igs6NijDFn66245i2EEI9A2pdbT0Q9bl1BRGNqHETrByx8FIC9ZOjNyqF3+Zwxxka7oCBnR8DY3eHEe7hpNNJo99y5QHw8cOYMMHWqs6Maen/5CzBpEhAW5uxIGGMjz2cAQoUQUyAl3E9Dqkh+kxBiJoBMAHFEVH/7JcYmjY/0dcEYY4yx0Y0Tb2eYNAn485+lke/HHpOSb63W2VENnb/8BXj0UeC++4CCAsDb29kRMcZGECKy2quOn4C0ndg7RFQkhEgGkEdERwD8BoA7gD/Yp4/XENESpwU9ChABXzcBxReAL+uADpuzI2KMsYF7OAyYNcXZUYwMcrl8dmho6I2Ojg4xbdq0Gx988EGVh4fHsP/XPjk5Wbtp06aGznvr9fppf/zjHyt9fX071Gr1TLPZ/M87veZrr72m3bdvnx8R4fnnn7+8ZcuWegCoq6uTL126dGptba1rYGBg24cffviln59fx2C/p6EgpJpmY4ubmxu1tLQM6BpiEPbb7vez/fRTYMECYPp04PRpwMNjwPcccb7+Gpg5E3BzA776Sioq9957vJ85Y/cQIYSZiNycHYezREdHU15eXv8dB4HpBlBSKyXbJReAq2ap3c8TUCmGJQTGGBtS8x8A5t5/9+cLIT4fjLoj+fn5VVFRUQ0Dvc5AdE1qlyxZMmXWrFnmrVu31jlyrtVqhYvL4IzBBgYG6vLy8komTJhg7StGR3322WeqZ599NuTs2bMlKpXKptfrw956663qBx54oO3FF1+cqNForNu3b7/0yiuvBDQ1NckzMjJuW57mTPn5+b5RUVGTu7fziLcz/cu/AAcOAEuWAEuXAh99BLi6OjuqwWOxAE89BbS0SD8sHDwIJCUBixcDz/W6ExBjjDEHWTuAijop0S6+ANTY/wR0cwXCA4GIidKhcXdunIwxNpZdfQmTrEaoB/OaLuEwj99xy44ffZo3b971goKCcQCwe/duTUZGhr/FYhGzZs1q2bdvX7WLiwvUavXMlStXXs7JyfFMS0urUalUto0bNwaZzWaZUqmknJycUg8PD9u6desmnjlzxqO9vV2sWbOmPjExsSE7O9sjOTn5Po1GYyktLR2n0+nMhw8frty+fbu2vr5eodfrw7y9va25ubllvSXimzdv9j906JCmvb1dLFq06OrOnTu/7um9fPHFF+Nmzpx5vXME/Vvf+pbp/fffH//666/XHT9+fLzBYCgFgBdeeKFRr9ffjx7qwoxEnHg72/e+B7zzDrBqFfD889JosGyM1Ab6t38DPv4YyMqSRvV/+Uvg+HFg3Tppmv3kyc6OkDHGRhUioO7aN4l22ddAmxWQCWCqP/BEtJRoB/mOna8SxhhjfbNYLDhx4oTno48+2nz27FnVgQMHNHl5eUZXV1d67rnngvbs2eOzfv36xhs3bshiYmJafv/7319obW0V06ZNeyArK6tCr9ebr1y5InN3d7elpqb6enl5dRQWFpbcuHFDzJkzJ/zxxx9vBoCSkpJx586d+3Ly5MmW2bNnh588edI9KSmpPiMjw99gMJT1NOLd6eDBg57l5eWqgoKCEiLCI488Mu3YsWPu8fHx17v3ffDBB28kJycHXrp0Se7m5kYnT570ioqKagGAxsZGl+DgYAsATJo0ydLY2Dhq8tlRE+iY9vzzQF0d8ItfSGu909JG/1Tsw4eB3/xG2rf8WXuNJLkc2L8fiIoCfvhDaRRcLndqmIwxNtK1tALGr79Jtq/Y/0TRegH/EiYl2mH3AeOUzo2TMcbuVXcyMj2Y2traZOHh4REAEBMTY0pISGjYsWOHb2FhoToqKmo6ALS2tsq0Wq0VAORyOVavXt0EAAUFBSqtVmvR6/VmANBoNDYAOHXqlKfRaFQfOXLEGwBMJpO8uLhYpVQqSafTtYSEhFgAIDIy0lxRUeHwN8/x48c9c3JyPCMiIiIAwGw2y4xGo6qnxHvWrFmtCQkJlxYsWBA2btw4W2RkpFneQ84gk8kGZXnwcOHEe6RITJSS75QUICBAGi0erSoqgNWrgehoYMeOW1+bPBlIT5cS7zfeGN3vkzHGhtjnXwK//4s00j1OCYTfB8Q/KCXbvqNqR3LGGGODzdXV1WY0Gou7thGRWLFiRWN6evpt06+VSqWtv3XdRCRSUlJqli9f3ty1PTs728PV1fVmASu5XA6r1epw1ktE2Lhx48XExESH1sVv2rSpYdOmTQ0AsH79+sCJEye2A4CPj4+1urpaERwcbKmurlZoNJpeR9lHGp6INpK8+aa09jkpCXj7bWdHc3daW4EVK6Q5jn/4Q89r1leulNZ+b90KfPbZsIfIGGOjxXhP4P6pwMoFwL8/B7z4KPCdCE66GWOM9SwuLq45Ozvbu7a21gWQqoCXlZXdNjI9Y8aM1vr6eoXBYFADQFNTk8xisWDhwoXXMjIy/Nra2gQAFBQUuDY3N/eZM7q5uXVcu3atzz7x8fHN+/fv9+3sV1lZqeiMsSedr50/f1750Ucfjf/pT396BQAee+yxq5mZmT4AkJmZ6RMXF3e1r/uOJDziPZLIZNJ678ZG4IUXAF9f4Pvfd3ZUdyYhAfjnP4E//an3NdxCABkZwCefSD80nD0rVT1njDF2iwttwF9vAH8tAZSlQIgXEDoeCLMfAerRvzKJMcbY4Jk9e3ZrUlJS7YIFC8JsNhsUCgWlpaXVhIWFtXftp1KpKCsrq2LDhg1Bra2tMpVKZcvJySnbtGlTQ1VVlatOp5tOREKj0ViOHj1a0dc9V61a1RAXFxfm7+/fnpubW9ZTn2XLljUXFRWp5syZEw4AarXalpWVVRkYGNjjiPWSJUtCrl696uLi4kKpqak1vr6+HQCwbdu2i0uXLg0JDg72DQwMbD906FCfsY0kvJ1YL4ZlO7HetLRI24ydOwfk5AAPPTTgWIbFvn1Skbhf/QrYvr3//qdPA/PnA2vWAJmZQx4eY8w5eDuxu99OjAioMwNlV785Kq4B7fZdWj0UUiLemYyHjge8x9DmGIwxNtjG0nZibGTi7cRGEzc3aWuxqChg/Xrg738f+eVpv/gCePFFIDYWSE527JzYWGlt+5tvStXdn3hiKCNkjLF+CSHiAOwCIAfwNhG90e317wBIBTADwNNEdGBo4wEC3KTjO4FSm9UG1JikJPy8PRn/w3nAnotDO+7WRHyaFzCOv+0ZY4wxp+Kv4pHKxwf49a+lImXvv/9NZfCRyGQCnnwS8PKStkPrp2jDLV57DTh5EvjpT4GYGKmwHGOMOYEQQg4gHcBCABcAfCaEOEJEXQvX1ABYDeD/DH+EEhcZMNVLOuKCpbZWqzQSXnYVOG//98xF6TUZgAlugCtvIsEYGwOWTAEWTHJ2FGwwXLp0SR4bG3t/9/bTp0+XBgQEdDgjpqHEifdI9sMfAqmp0tTtZcsAlcrZEd2OSEqaKyqAv/71zhNnpVLa53vWLOBHPwKOHuUFi4wxZ3kIQDkRfQkAQoj3ATwB4GbiTURV9tdsPV3AWVQuQKSPdHS61vbNiHiVCegYeyvLGGP3IBVnL2NGQEBAR/eq7GMZ/193JJPJpO3FFiwAdu0CXn7Z2RHd7j/+A/jgA2lrsO985+6uMX068NvfStPq09OlfxljbPgFArfsxXoBQMzdXEgIsRbAWgAICgoaeGR3wcsViPaXDsYYY4w5FyfeI938+cDixVKxsh//GPDzc3ZE38jNBf71X4HHH5fWag/Ez34mjXYnJkrvOSJicGJkjDEnIKK3ALwFSMXVhu++gKkDqLcA9e3Sv5fbgStWwMYj3oyxMeC73sDDvKUiG4U48R4N3nwT0OmAbdukEeaRoLFR2q87MBDYu3fgxd+EkLZS0+mk9ey5uT3vAc4YY0OnFkDXlYMT7W0jgpWABnsiXWf/t94CXLYn2Z3/tvWQYHvJATmv4mGMjQFTx3HizUYnTrxHg+nTgbVrgT17gJ//HLj/thoEw8tmk/bfrquT9uL29h6c6/r7S8n3448DSUnAb34zONdljDHHfAYgVAgxBVLC/TQy8HDcAAAd7klEQVQAp1a2zDMBuy5ICfUVK9A9p1YIQKsA/JRAuBr4jpf0WKsAtPZ/fRWAcoRvjMEYY4yNdfxVPFps3Qqo1cAvfuHsSKRp78ePA2lpwOzZg3vtxYulbclSUqRibYwxNkyIyApgPYATAEoAfEBERUKIZCHEEgAQQswRQlwAsAJAphCiaChjUskAbxdgnhfw0wnAK0FA6jQgazpwKgr4ZCbwoQ54+37g/04FNk0CnvMHHtUAD7oD97ly0s0YY2OVXC6fHR4eHhEaGhoZHx8/1WQyOeW/+MnJydqu99br9dMaGhrkAKBWq2fezTVfe+01bWhoaOS0adMik5OTtZ3tn3766bgHH3wwPCwsLGL+/PnTrly5Mmq+5UZNoPc8rVaqbn7kCHD6tPPiOHUK2LJFGvFeu3Zo7pGSAoSFAatWAU1NQ3MPxhjrAREdJaIwIgohol/b27YQ0RH748+IaCIRuRGRDxFFDmU8D7gBaaHA5snAC/9/e3ceF9V19w/882XYBFREBAyoiIoKIiKoibVVY7WgVK1L65JoWxOTJ6FGG00bY7a2ecUsGh+sGrP4euLyq081Sy2NaxL1MYuKRhAVFCMuCC6ERWWRcc7vj3tHRwREYZjt83697mvunLlzzvfAhTPfufee+wAwrp2WhHf3AfzdeRMIIiJX5uXlZcrOzj564sSJIx4eHmrRokUNngzKaDQ2WRwrV64Mvnr16s28cteuXbmBgYH3fTuw/fv3e69evbrdwYMHjx07duzIli1b/LOysrwA4PHHHw9/7bXXzh0/fvzo6NGji1999VWHuRcxE29HMns20KGDNqGZyQZ3ssnP166/7tlTO+3dWp/4fHy0W4wVFmpHvxVnBCIiIiIiO/V7dEB/dG/S5fe4p7uVDxo06Gpubq4XACxfvjwgJiamZ48ePaKmTJnSyZxk+/j4xD3++ONh3bt3j/riiy/8du3a5RMXF9eje/fuUTExMT2Li4vdjEYjnnjiibBevXr1jIyMjHrrrbcCASAtLa1l//79uycmJkZ07tw5evTo0Z1NJhP+9re/BV28eNFj8ODBkQMGDIgEgNDQ0JiCgoI7Lml+8cUXg831zpkz54G6+nL48OEWcXFxV1u2bGny8PDAT37ykyvr16/3B4DTp097JSUlXQWA5OTksrS0tCa65tX6mHg7khYttNO8Dx7UEtPmVF0NTJoElJcDGzcCvr7WbS8+HvjLX7Rbla1ZY922GkIp4McfgQMHgA0btLiIiIiIiGysuroaW7dubRUTE1Nx8OBB740bNwakp6dnZ2dnH3Vzc1PvvvtuWwCoqKhwGzBgwLWcnJyjgwcPvjZ16tQuS5YsOZOTk3N0165dOX5+fqYlS5YEtm7d+kZWVtaxjIyMYx999FG77OxsTwA4duxYi2XLlp3Nzc09cubMGa/t27f7LViw4GJQUFD1rl27ju/du/d4XTF+8sknrXJzc70zMzOPHTt27OihQ4d8Nm/e7Ffbtn369KnYt29fy8LCQsOVK1fctm/f3vrs2bOeANC1a9fKdevW+QPA2rVrAwoLCz2b/idqHZxczdFMmQIsWQLMnw9MmKAl481h/nxgzx7gH//Qjng3h+ee064lT0kBfvpToHNn67ZXWQnk5QGnTgE//HDnY1nZrW0jI4Ff/9q68RARERGR/VuFs7Zotqqqyq1Hjx5RADBgwIArzzzzzOXFixcHZmVl+cTGxvYEgMrKSregoCAjABgMBvz2t78tBoDMzEzvoKCg6sGDB5cDQEBAgAkAduzY0So7O9tn06ZNbQDgypUrhqNHj3p7enqqmJiYa126dKkGgOjo6PKTJ082OOndsmVLq927d7eKitLuGVxeXu6WnZ3tbT56balv376VzzzzTOGwYcMiW7RoYYqOji43GAwAgFWrVuWlpKR0WLhwYfvExMQSDw8Phzk1lom3o3Fz066BHjIEeOcdLSG2tk8/Bd5+G3j6ae2od3MxGIDVq4HYWODRR7Vr290bsctWVwMFBcDp07Un1ufP3769t7eW7HfuDAwadGs9IsL6XwIQEdWgFGACcAOAEcANdftjfWX3faEdEZGdCTUA7Q22jsI+mK/xtixTSsnEiROLli1bdsftMD09PU3ud/ksrZSSRYsWnRk/fnyZZXlaWlpLLy+vm0muwWCA0Whs8HWnSinMnj27YN68eZcbsv2cOXMuz5kz5zIApKSkhIaFhV0HgLi4uMqvv/76BABkZmZ6bdu2zb+hMdgaE29HNHgwMGYM8PrrwIwZ2m24rOWbb4Bp04B+/bSEv7l16gQsXw5MnQosXKjdZqw2lZXaNejnzt25mMsLC2+/XlwECAvTEukRI24l1ObkOji48fcnJyJqhG2VwJPFt5JoIiJX90JL4OlaT1AmAEhMTCwbN25c1/nz518IDQ01XrhwwVBaWmqIjIy8brld7969Ky9evOixa9cun8GDB5cXFxe7+fn5mYYPH166YsWKdsnJyVe8vLxUZmamV3h4eHV9bfr6+t4oLS11a9++fZ3bJCUllb3yyisPzJw588fWrVubTp065eHp6alCQ0NrHd7y8/PdQ0NDjSdOnPD8z3/+479///5sy/IbN27g5Zdfbj9jxoyL9/Fjsgkm3o7qjTeAXr2024ytWGGdNr75BkhMBNq3Bz77DPDysk47dzNlCpCWpvXV1xe4du3O5Lqo6M73tW6tJdZhYUDv3rfWO3TQEuuOHW3XJyKiBuhkAH7vqw3WbqI9ugtggLZuqK9MXzdAWzgDOhE5gwge7a5XfHx85YIFC/KHDRsWaTKZ4OHhoVJTU8/UTLy9vb3VunXrTs6aNatjZWWlm7e3t2n37t3H58yZczkvL88rJiamp1JKAgICqj///POT9bU5ffr0y4mJiZHBwcHX67rOe9y4cWVHjhzx7tevXw8A8PHxMa1bt+5UXYn36NGju5SUlLi7u7urJUuWnDHPkr5q1aqADz/8MAgARo4cWTxr1qxakgD7JMoJZ4z29fVV165da1Qd0gSfUKz+s/3DH7SjwYcPA9rlEk3HnHSHhGineD9Q58SDzaOkBOjbVzstHADatdOS6NDQWwm15RIaCvjx61AieyAi5UopK8/IaL8SEhJUenq6rcMgIiIAInJAKZXQ2HoyMjLyYmNjG3TaNLmWjIyMwNjY2PCa5Tzi7cheflm7Bvq557Qjwk3F3pJuAPD3B44c0a7DDg3Vrr8mIiIiIiJyAEy8HVlgIPDCC8Cf/gR88QUwbFjj6/z221tJ91df2UfSbdaiBdCli62jICIiIiKiRiosLDQMGTKke83ynTt35oSEhDjdvKBMvB3drFna6ebPPqvdY9rQiAtfvv0W+MUvbiXdoaFNFycREREREZEuJCTkRs1Z2Z0Zp2x2dN7e2uzmGRnAmjX3Xw+TbiIiIiIiIqtg4u0MJk0C+vfXTju/n0nlzEl3cDCTbiIiIiIioibGxNsZiGj32D5/Hli8+N7ea5l079zJpJuIiIiIiKiJMfF2FoMGAePGaff3Liho2Hu++45JNxERERERkZVxcjVnsnAhsGmTdpux996rf9vvvgNGjODp5UREduwcgP8D4NEEizRz7ERE1iDgkcOmsmbNGv+oqKjK+Pj4SgCYPXv2A0OGDLkyduzYK3W9Z/z48eHJycmlv/vd74rvVn9aWlrLRYsWBX/11Ve5TRl3Q/n4+MSVl5d/b4u2a8PE25l06wY8/TSwdKk223mvXrVvVzPpDgtr3jiJiKhB0gFMsXUQRER25A0Az9k6iJpE4q1Wt1IHrFFtdXU1PvvsM3+j0VhqTryXLFly3hptkYaJt7N58UXgo4+AefOAzZvvfN2cdAcFMekmIrJzPwdwDEB1EyxERM5gkK0DsCM5OTmeiYmJ3WJiYsqzsrJ8IiMjKzZs2JD36quvBm/ZssW/qqrKLSEh4eq6detOu7m5oX///t179epVvm/fPr9Ro0YV79ixw/+7775r+cYbb7T/+OOPT7700kvtzUez586d2762Ou5m48aNrebNm9ehRYsWpv79+181l5eVlbnNmDGjY3Z2dguj0SgvvPDC+UceeaQkNTW17b/+9S//K1euuF+4cMFjwoQJRYsWLSoAgOXLlwesWLEiuLq6Wvr27Xtt9erVp93d3eHj4xM3Y8aMi9u2bWvt7e1tSktLy+3QoYMxOzvbc9KkSRHl5eVuiYmJJZZxvfjii8GffvppwPXr12XUqFEl77zzzvmcnBzPpKSkbv3797+anp7uFxwcfH3r1q25fn5+Kisry2vmzJmdioqK3A0Gg9qwYcMP0dHRVbXV09DfFxNvZ9O2LbBgATB3LrBtm5Zkm5mv6Q4K0q7pZtJNRGTX/AD0sHUQRERkt/Ly8rxXrlyZN2LEiGsTJ04Mf+utt9rNmzfv4ttvv10AAGPHju28fv361lOmTCkFgOvXr0tWVtYxAMjNzfWu67Tx+uqoS3l5uaSkpIRv3749Jzo6uio5OTnC/Nr8+fPbDx06tGzDhg15ly9fNiQkJPQcPXp0GQBkZmb6Hj58+Iifn58pLi4uasyYMaV+fn6mjRs3BqSnp2d7eXmpRx55pOO7777bNiUlpaiiosLtoYceurp06dL8J598Mmzp0qXt3nzzzYKnnnqq42OPPXYpJSWl6PXXX29nbvuTTz5plZub652ZmXlMKYWf//znXTdv3uwXERFx/cyZM95r1679YeDAgadHjhwZsXr16jZPPfXUj1OmTOk8d+7cwmnTppWUl5fLjRs3pK56kpKSrtb286iJibczSkkBli3Tku/vvwcMhltJd7t2TLqJiIiIiJqKlU4Hb4iQkJDrI0aMuAYAjz76aFFqampQRERE1eLFi0MqKyvdSkpK3KOioioAlALA5MmTf2xIvZs3b25ZVx11OXTokHdYWFhVTExMFQBMnTq16IMPPmgHADt37my1detW/9TU1BAAqKqqktzcXE8AGDRoUFlISMgNABg1alTxzp07/dzd3VVWVpZPbGxsTwCorKx0CwoKMgKAh4eHmjRpUikAxMfHX9uxY0crADh48KDf5s2bTwLAE088UfTXv/41DAC2bNnSavfu3a2ioqKiAKC8vNwtOzvbOyIi4npoaGjVwIEDKwAgLi6uPC8vz6u4uNjtwoULntOmTSsBAB8fHwVA1VUPE29X5uWlTbT2m98A//M/QHQ0k24iogYQkUQA/w3AAOADpdTCGq97AVgNIB5AEYDfKKXymjtOIiIiABCRO54/++yznfbu3Xu0a9eu1X/84x8fqKysvHmOeMuWLU13q7O8vFzqq+N+KKWwcePG3NjY2CrL8j179vjW1gellEycOLFo2bJl+TXrcnd3V+bT3t3d3WE0Gm9W4Obmpmpre/bs2QXz5s27bFmek5Pj6enpeXN7g8GgKioq6uxnXfU0FCcFdFYTJwIPPgg8//ytpJvXdBMR1UlEDACWAUgCEAVgsohE1dhsBoBipVRXAO9Am+eHiIjIJgoKCjx37NjhCwDr1q0LGDhw4FUACAkJMZaWlrr9+9//blPXe/38/G6UlZXdkQ+Wl5e7NbQOS3369KnMz8/3PHLkiBcArF+/PsD82tChQ8sWLVoUbDJpef/XX3/dwvzanj17Wl24cMFw9epV+fzzz/0HDx58NTExsSwtLa1Nfn6+OwBcuHDBcPz4cc/62u/bt+/V999/PwAA3n///bbm8qSkpLI1a9YElpaWugHAqVOnPMz11qZNmzamkJCQ62vWrPEHgIqKCrly5YrbvdZTExNvZyUCLFoEXLp0K+nu0MHWURER2bP+AHKVUj8opa4DWA9gTI1txgD4SF/fCGCY1PyqnoiIqJmEh4dXLl26NCgiIiK6pKTEfe7cuZemTp16qWfPntFDhw6NjI2NvVbXe6dOnfpjampqSM+ePaPMyTIABAYG3mhoHZZ8fHzU0qVLTycnJ3eNiorqGRgYaDS/tnDhwvNGo1F69OgR1bVr1+gFCxbcvJdx7969r40ePbpLdHR09C9/+cvin/3sZ+Xx8fGVCxYsyB82bFhkZGRk1MMPPxx59uxZj/raX758+Zn33nsvKDIyMio/P//mtuPGjSubOHHij/369esRGRkZ9atf/apLSUmJob661q5de2rZsmVBkZGRUQkJCT3Onj3rfj/1WBKl7jga7/B8fX3VtWsN2j/q1BSfo+ziZ/vll9qp5sHBto6EiFyUiJQrpXxtHcfdiMgEAIlKqcf0548CGKCUSrHYJkvf5pz+/KS+zeUadc0EMBMAOnbsGH/69Olm6gUREdVHRA4opRIaW09GRkZebGzsfZ1y3FRycnI8k5OTu504ceKILeNojNTU1Lbp6em+q1evPmPrWJpKRkZGYGxsbHjNcl7jbUV2kbw//HCjYyAionujlHoPwHsAkJCQYAffwhIREZEtOUzifbcJb4iIyHHZyaRm+QAsr8kJ08tq2+aciLgDaK3HQ0RE1Ky6d+9+3VZHu4cPH97l7NmzXpZlr7322rnx48eX3Us9s2bNKoKLjKMOkXhbTHgzHMA5APtFZJNS6qhtIyMiosZq4P/4m5OaicgkaJOa/aaJQ9kPoJuIdIaWYE8CMKXGNpsATAfwLYAJAL5UdnFdERERNTOTyWSS2mbRdgXbt28/aesY7JHJZBIAtc4c7xCJNywmvAEAETFPeOP0ibczzdnDz6Zk9zIzgfHjm6aut98GxtScl4vq0JD/8WMAvKKvbwTwdxGRpkx6lVJGEUkBsBXakfdVSqkjIvIXAOlKqU0APgSwRkRyAfwILTknIiLXk3Xp0qWodu3albpq8k23M5lMcunSpdYAsmp73VES71AAZy2enwMwwHIDy4lsACgRqWhkm+4AjHfdyrlYtc92/CWCK/6uAdfsd/P1eezYZmmmgWz9u24hIukWz9/Tr4E2u+v/eMtt9AS5FEBbAE06sY1S6nMAn9coe8livRLAxHup88CBA5dFpDGzqwWiifvpINhv1+GKfQbYb1vp1BSVGI3GxwoLCz8oLCzsBd4pijQmAFlGo/Gx2l50lMT7riwnsmkKIpLeFDMeOhJX7DPAfts6jubkin0GXLff9kIp1a4x73fV3x/77Tpcsc8A+23rOBorPj7+IoDRto6DHIejfDvTkAlviIjIMd3LpGbgpGZERETkaBwl8b454Y2IeEK7pm6TjWMiIqKm0ZD/8eZJzQBOakZEREQOxiFONa9rwhsrN9tkp607EFfsM8B+uxJX7DNg5/3mpGZ3Zde/Pytiv12HK/YZYL+JXIrwgAERERERERGR9TjKqeZEREREREREDomJNxEREREREZEVMfGuQUQSRSRHRHJF5M+2jqehRGSViFwUkSyLsgAR2S4iJ/THNnq5iEiq3sdMEelr8Z7p+vYnRGS6RXm8iBzW35Mq+k2562qjmfrcQUS+EpGjInJERJ5xkX57i8g+EcnQ+/2qXt5ZRPbqsf6vPkkVRMRLf56rvx5uUdfzenmOiPzCorzWv4O62mguImIQke9FJK2+eJysz3n6PnhI9HthO/s+TrfUtV/aM3HB8Uhv3+XGJHHh8UiPgWMSnHsfJ2pSSiku+gJtUp+TACIAeALIABBl67gaGPvPAPQFkGVR9iaAP+vrfwbwhr4+EsBmAALgQQB79fIAAD/oj2309Tb6a/v0bUV/b1J9bTRTn9sD6KuvtwRwHECUC/RbAPjp6x4A9uox/hPAJL38XQD/pa8/BeBdfX0SgP/V16P0fdwLQGd93zfU93dQVxvN2Pc/Avh/ANLqi8fJ+pwHILBGmVPv41xu/p4dckyCC45HepsuNybBhccjvV2OSfXsf86wj3Ph0pSLzQOwpwXAQwC2Wjx/HsDzto7rHuIPx+0fdHIAtNfX2wPI0ddXAphcczsAkwGstChfqZe1B5BtUX5zu7rasFH//wVguCv1G4APgIMABgC4DMC95r4Mbaboh/R1d307qbl/m7er6+9Af0+tbTRTX8MAfAHgYQBp9cXjLH3W28zDnR9yXGYfd+Wlrv3S1nE1MPZwuPB4pMfgUmMSXGg80tvkmFRj33X2fZwLl8YuPNX8dqEAzlo8P6eXOapgpVSBvl4IIFhfr6uf9ZWfq6W8vjaalX7aVhy0b9udvt/66W2HAFwEsB3aN+MlSiljLbHe7J/+eimAtrj3n0fbetpoDksAPAfApD+vLx5n6TMAKADbROSAiMzUy5x+HycAzjUmudQ+60pjkouORwDHJI5JRPfIIe7jTY2nlFIiohy9jdqIiB+AjwHMVkqV6ZcDNVtMtui3UuoGgD4i4g/gUwA9mrP95iYiyQAuKqUOiMgQW8fTzAYppfJFJAjAdhHJtnzRWfdxcl7Ovs+62pjkauMRwDGJYxLR/eER79vlA+hg8TxML3NUF0SkPQDojxf18rr6WV95WC3l9bXRLETEA9oHnHVKqU/uEpPT9NtMKVUC4Ctop5v5i4j5yzTLWG/2T3+9NYAi3PvPo6ieNqztJwBGi0gegPXQTu3773ricYY+AwCUUvn640VoH2r7w4X2cRfnTGOSS+yzrjwmudB4BHBM4phEdB+YeN9uP4Bu+oyRntAmwNhk45gaYxOA6fr6dGjXm5nLp+mzTT4IoFQ/fWcrgBEi0kafLXIEtGuHCgCUiciD+uyS02rUVVsbVqfH8iGAY0qpxRYvOXu/2+lHFiAiLaBdQ3gM2geeCbXEZBnrBABfKqWUXj5JtNlWOwPoBm1Sk1r/DvT31NWGVSmlnldKhSmlwvV4vlRKTa0nHofvMwCIiK+ItDSvQ9s3s+Dk+zjd5ExjktPvs644JrnieARwTDKvg2MS0b1provJHWWBNgPjcWjXKL1g63juIe5/ACgAUA3tmpgZ0K4F+gLACQA7AATo2wqAZXofDwNIsKjn9wBy9eV3FuUJ0P65ngTwdwCil9faRjP1eRC0a40yARzSl5Eu0O/eAL7X+50F4CW9PALagJ0LYAMAL73cW3+eq78eYVHXC3rfcqDPHFrf30FdbTTzvj4Et2aQdeo+621n6MsRc1zOvo9zuW0fcLgxCS44Huntu9yYBBcfj/Q4hoBjktPu41y4NOVi3pmJiIiIiIiIyAp4qjkRERERERGRFTHxJiIiIiIiIrIiJt5EREREREREVsTEm4iIiIiIiMiKmHgTERERERERWRETbyIiIiIiIiIrYuJNdJ9E5IaIHBKRLBHZICI+Fq+NFRElIj30594iki0iMRbbzBORlXdpY7aIVIpIa4uyIXrdj1mU9dHL5orIMj2uoyJSoa8fEpEJ+rZ/0GM5IiJvNuXPhIiIbINjEhGRfWPiTXT/KpRSfZRSvQBcB/CkxWuTAezRH6GUqgQwG8By0YTq2//5Lm1MBrAfwLga5VkAfl1juwy9raeVUn0AjARwUo+xj1Jqo4gMBTAGQKxSKhrA2/fcayIiskcck4iI7BgTb6Km8X8AugKAiPgBGARgBoBJ5g2UUlsAFACYBuAdAK8opYrrqlBEugDwA7AA+oclC6cBeItIsIgIgEQAmxsQ538BWKiUqtJjutig3hERkSPhmEREZGeYeBM1koi4A0gCcFgvGgNgi1LqOIAiEYm32Hw2gNcAtFNKrblL1ZMArIf2Aaq7iATXeH0jgIkABgI4CKCqAeFGAvipiOwVkV0i0q8B7yEiIgfBMYmIyD4x8Sa6fy1E5BCAdABnAHyol0+G9uEE+uPNIwNKqfMAvgSwogH1TwawXillAvAxtA80lv6pl00G8I8GxuwOIADAgwDmAfinfnSCiIgcG8ckIiI75m7rAIgcWIV+3dpNIhIA4GEAMSKiABgAKBGZp5RS+mYmfamTPuFNNwDb9c8gngBOAfi7eRulVKGIVAMYDuAZaEcZ7uYcgE/0WPaJiAlAIIBLDXgvERHZL45JRER2jEe8iZrWBABrlFKdlFLhSqkO0D6c/PQe65kM7Xq7cH15AMADItKpxnYvAfiTUupGA+v9DMBQABCRSGgfni7fY2xEROQYOCYREdkJJt5ETWsygE9rlH2MOyeiuZtJtdTzKSwmxgEApdQ3SqnP7qHeVQAiRCQL2imH0y2OehARkXPhmEREZCeE/9+IiIiIiIiIrIdHvImIiIiIiIisiJOrEdmQPmFNzVu4VCmlBtgiHiIicl0ck4iIrIenmhMRERERERFZEU81JyIiIiIiIrIiJt5EREREREREVsTEm4iIiIiIiMiKmHgTERERERERWdH/BwA0YdliRFAzAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for xs in hybrid_selected: \n",
" auto_ph.hist_mean_pd_ice_plot(xs, y_name, valid, hybrid_pd_ice_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.7 Compare Local Model Weights (for Adverse Action Notices)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Extract best Hybrid GBM Shapley values at three percentiles of `p_DEFAULT_NEXT_MONTH`"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [],
"source": [
"next_vars = int(''.join([c for c in best_hybrid.model_id if c.isdigit()])) - 1\n",
"for percentile in [10, 50, 90]:\n",
" \n",
" idx = valid_idx_map[valid_idx_map == int(glm_percentile_dict[percentile])].index[0]\n",
" s_df = pd.DataFrame(best_hybrid_shap[idx, :].T, columns=['Hybrid SHAP Value'], index=glm_selected + next_list[:next_vars])\n",
" local_coef_dict[percentile]['Hybrid SHAP Value'] = 0\n",
" local_coef_dict[percentile].update(s_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot local contributions for all models at three percentiles of `p_DEFAULT_NEXT_MONTH`"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax0, ax1, ax2) = plt.subplots(ncols=3, sharey=True)\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(left=0, right=2, wspace=0.1)\n",
"\n",
"_ = local_coef_dict[10].plot(kind='bar', colormap='cool', ax=ax0, edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" title='10th PCTL of p_DEFAULT_NEXT_MONTH')\n",
"\n",
"_ = local_coef_dict[50].plot(kind='bar', colormap='cool', ax=ax1, edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" title='50th PCTL of p_DEFAULT_NEXT_MONTH')\n",
"\n",
"_ = local_coef_dict[90].plot(kind='bar', colormap='cool', ax=ax2, edgecolor=['black']*len(data[x_names + [y_name]]),\n",
" title='90th PCTL of p_DEFAULT_NEXT_MONTH')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.8 Discrimination (Fair Lending) Testing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Standardized mean difference for `SEX = male` and `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Male mean yhat: 0.24\n",
"Female mean yhat: 0.22\n",
"P_Default_Next_Month std. dev.: 0.19\n",
"Standardized mean difference: -0.08\n"
]
}
],
"source": [
"print('Standardized mean difference: %.2f' % auto_ph.smd(hybrid_yhat_valid, 'SEX', 'p_DEFAULT_NEXT_MONTH', 'male', 'female'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Determine a probability cutoff"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.30298008948799504"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_hybrid_cut = best_hybrid.mcc(valid=True)[0][0]\n",
"best_hybrid_cut"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate confusion matrices"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"hybrid_male_cm = auto_ph.get_confusion_matrix(hybrid_yhat_valid, y_name, 'p_DEFAULT_NEXT_MONTH', by='SEX',\n",
" level='male', cutoff=best_hybrid_cut)\n",
"\n",
"hybrid_female_cm = auto_ph.get_confusion_matrix(hybrid_yhat_valid, y_name, 'p_DEFAULT_NEXT_MONTH', by='SEX',\n",
" level='female', cutoff=best_hybrid_cut)\n",
"\n",
"hybrid_cm_dict = {'male': hybrid_male_cm, 'female': hybrid_female_cm}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Confusion matrix by `SEX = male`"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" actual: 1 | \n",
" actual: 0 | \n",
"
\n",
" \n",
" \n",
" \n",
" predicted: 1 | \n",
" 497 | \n",
" 364 | \n",
"
\n",
" \n",
" predicted: 0 | \n",
" 346 | \n",
" 2385 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" actual: 1 actual: 0\n",
"predicted: 1 497 364\n",
"predicted: 0 346 2385"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hybrid_male_cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Confusion matrix by `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" actual: 1 | \n",
" actual: 0 | \n",
"
\n",
" \n",
" \n",
" \n",
" predicted: 1 | \n",
" 628 | \n",
" 537 | \n",
"
\n",
" \n",
" predicted: 0 | \n",
" 515 | \n",
" 3782 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" actual: 1 actual: 0\n",
"predicted: 1 628 537\n",
"predicted: 0 515 3782"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hybrid_female_cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Adverse impact ratio for `SEX = male` and `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Male proportion accepted: 0.760\n",
"Female proportion accepted: 0.787\n",
"Adverse impact ratio: 1.03\n"
]
}
],
"source": [
"print('Adverse impact ratio: %.2f' % auto_ph.air(hybrid_cm_dict, 'male', 'female'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Marginal effect for `SEX = male` and `SEX = female`"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Male accepted: 76.03%\n",
"Female accepted: 78.67%\n",
"Marginal effect: -2.64%\n"
]
}
],
"source": [
"print('Marginal effect: %.2f%%' % auto_ph.marginal_effect(hybrid_cm_dict, 'male', 'female'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.9 Estimated Business Impact "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate overall confusion matrix"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" actual: 1 | \n",
" actual: 0 | \n",
"
\n",
" \n",
" \n",
" \n",
" predicted: 1 | \n",
" 1125 | \n",
" 901 | \n",
"
\n",
" \n",
" predicted: 0 | \n",
" 861 | \n",
" 6167 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" actual: 1 actual: 0\n",
"predicted: 1 1125 901\n",
"predicted: 0 861 6167"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hybrid_cm = auto_ph.get_confusion_matrix(hybrid_yhat_valid, y_name, 'p_DEFAULT_NEXT_MONTH', cutoff=best_hybrid_cut)\n",
"hybrid_cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Estimate business impact"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Estimated business impact $19220000.00\n"
]
}
],
"source": [
"hybrid_business_impact = hybrid_cm.iloc[0, 0]*TRUE_POSITIVE_AMOUNT +\\\n",
" hybrid_cm.iloc[0, 1]*FALSE_POSITIVE_AMOUNT +\\\n",
" hybrid_cm.iloc[1, 0]*FALSE_NEGATIVE_AMOUNT +\\\n",
" hybrid_cm.iloc[1, 1]*TRUE_NEGATIVE_AMOUNT\n",
"\n",
"print('Estimated business impact $%.2f' % hybrid_business_impact)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### End global timer"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"All tasks completed in 10428.61 s.\n"
]
}
],
"source": [
"big_toc = time.time() - big_tic\n",
"print('All tasks completed in %.2f s.' % (big_toc))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Shutdown H2O"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Are you sure you want to shutdown the H2O instance running at http://127.0.0.1:54321 (Y/N)? y\n",
"H2O session _sid_b7ae closed.\n"
]
}
],
"source": [
"# be careful, this can erase your work!\n",
"h2o.cluster().shutdown(prompt=True)"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}