{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Installation" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# run this cell to install pycaret in Google Colab\n", "# !pip install pycaret" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# If you are using Jupyter notebook, you can pip install pycaret using jupyter notebook or command line\n", "# pip install pycaret" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.0.0\n" ] } ], "source": [ "from pycaret.utils import version\n", "version()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Importing Dataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IdPurchaseWeekofPurchaseStoreIDPriceCHPriceMMDiscCHDiscMMSpecialCHSpecialMMLoyalCHSalePriceMMSalePriceCHPriceDiffStore7PctDiscMMPctDiscCHListPriceDiffSTORE
01CH23711.751.990.000.0000.5000001.991.750.24No0.0000000.0000000.241
12CH23911.751.990.000.3010.6000001.691.75-0.06No0.1507540.0000000.241
23CH24511.862.090.170.0000.6800002.091.690.40No0.0000000.0913980.231
34MM22711.691.690.000.0000.4000001.691.690.00No0.0000000.0000000.001
45CH22871.691.690.000.0000.9565351.691.690.00Yes0.0000000.0000000.000
\n", "
" ], "text/plain": [ " Id Purchase WeekofPurchase StoreID PriceCH PriceMM DiscCH DiscMM \\\n", "0 1 CH 237 1 1.75 1.99 0.00 0.0 \n", "1 2 CH 239 1 1.75 1.99 0.00 0.3 \n", "2 3 CH 245 1 1.86 2.09 0.17 0.0 \n", "3 4 MM 227 1 1.69 1.69 0.00 0.0 \n", "4 5 CH 228 7 1.69 1.69 0.00 0.0 \n", "\n", " SpecialCH SpecialMM LoyalCH SalePriceMM SalePriceCH PriceDiff Store7 \\\n", "0 0 0 0.500000 1.99 1.75 0.24 No \n", "1 0 1 0.600000 1.69 1.75 -0.06 No \n", "2 0 0 0.680000 2.09 1.69 0.40 No \n", "3 0 0 0.400000 1.69 1.69 0.00 No \n", "4 0 0 0.956535 1.69 1.69 0.00 Yes \n", "\n", " PctDiscMM PctDiscCH ListPriceDiff STORE \n", "0 0.000000 0.000000 0.24 1 \n", "1 0.150754 0.000000 0.24 1 \n", "2 0.000000 0.091398 0.23 1 \n", "3 0.000000 0.000000 0.00 1 \n", "4 0.000000 0.000000 0.00 0 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pycaret.datasets import get_data\n", "data = get_data('juice')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Setting up Environment" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \n", "Setup Succesfully Completed!\n" ] }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Description Value
0session_id786
1Target TypeBinary
2Label EncodedCH: 0, MM: 1
3Original Data(1070, 19)
4Missing Values False
5Numeric Features 13
6Categorical Features 5
7Ordinal Features False
8High Cardinality Features False
9High Cardinality Method None
10Sampled Data(1070, 19)
11Transformed Train Set(748, 16)
12Transformed Test Set(322, 16)
13Numeric Imputer mean
14Categorical Imputer constant
15Normalize False
16Normalize Method None
17Transformation False
18Transformation Method None
19PCA False
20PCA Method None
21PCA Components None
22Ignore Low Variance False
23Combine Rare Levels False
24Rare Level Threshold None
25Numeric Binning False
26Remove Outliers False
27Outliers Threshold None
28Remove Multicollinearity False
29Multicollinearity Threshold None
30Clustering False
31Clustering Iteration None
32Polynomial Features False
33Polynomial Degree None
34Trignometry Features False
35Polynomial Threshold None
36Group Features False
37Feature Selection False
38Features Selection Threshold None
39Feature Interaction False
40Feature Ratio False
41Interaction Threshold None
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pycaret.classification import *\n", "clf1 = setup(data, target = 'Purchase', session_id=786)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Compare Models" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Model Accuracy AUC Recall Prec. F1 Kappa
0Logistic Regression0.8302000.8995000.7402000.8120000.7713000.637200
1Linear Discriminant Analysis0.8222000.8989000.7505000.7901000.7664000.623500
2Ridge Classifier0.8208000.0000000.7469000.7890000.7629000.619700
3CatBoost Classifier0.8022000.8876000.7572000.7518000.7501000.587200
4Gradient Boosting Classifier0.7954000.8950000.7432000.7437000.7382000.571200
5Extreme Gradient Boosting0.7901000.8919000.7364000.7360000.7317000.560100
6Quadratic Discriminant Analysis0.7848000.8190000.7849000.7050000.7392000.557600
7Ada Boost Classifier0.7834000.8767000.6984000.7350000.7134000.540000
8Light Gradient Boosting Machine0.7767000.8709000.7295000.7132000.7181000.534000
9Extra Trees Classifier0.7755000.8356000.7094000.7174000.7112000.528100
10Naive Bayes0.7754000.8440000.7778000.6927000.7306000.539700
11Random Forest Classifier0.7727000.8560000.6715000.7307000.6974000.516400
12Decision Tree Classifier0.7500000.7491000.7126000.6735000.6890000.481200
13K Neighbors Classifier0.7434000.7871000.6064000.7009000.6471000.447700
14SVM - Linear Kernel0.5656000.0000000.2034000.1773000.1182000.004200
" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "compare_models()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. Create Model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AccuracyAUCRecallPrec.F1Kappa
00.84000.90410.66670.90910.76920.6512
10.78670.88520.66670.76920.71430.5455
20.85330.91600.75860.84620.80000.6848
30.88000.94530.82760.85710.84210.7454
40.78670.86810.72410.72410.72410.5502
50.88000.91450.93100.79410.85710.7548
60.85330.91600.75860.84620.80000.6848
70.78670.84330.68970.74070.71430.5444
80.79730.90270.62070.81820.70590.5556
90.83780.89960.75860.81480.78570.6555
Mean0.83020.89950.74020.81200.77130.6372
SD0.03600.02690.08540.05370.05220.0786
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.8400 0.9041 0.6667 0.9091 0.7692 0.6512\n", "1 0.7867 0.8852 0.6667 0.7692 0.7143 0.5455\n", "2 0.8533 0.9160 0.7586 0.8462 0.8000 0.6848\n", "3 0.8800 0.9453 0.8276 0.8571 0.8421 0.7454\n", "4 0.7867 0.8681 0.7241 0.7241 0.7241 0.5502\n", "5 0.8800 0.9145 0.9310 0.7941 0.8571 0.7548\n", "6 0.8533 0.9160 0.7586 0.8462 0.8000 0.6848\n", "7 0.7867 0.8433 0.6897 0.7407 0.7143 0.5444\n", "8 0.7973 0.9027 0.6207 0.8182 0.7059 0.5556\n", "9 0.8378 0.8996 0.7586 0.8148 0.7857 0.6555\n", "Mean 0.8302 0.8995 0.7402 0.8120 0.7713 0.6372\n", "SD 0.0360 0.0269 0.0854 0.0537 0.0522 0.0786" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lr = create_model('lr')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AccuracyAUCRecallPrec.F1Kappa
00.74670.73330.66670.68970.67800.4693
10.78670.76670.66670.76920.71430.5455
20.80000.81860.82760.70590.76190.5914
30.82670.83320.86210.73530.79370.6458
40.70670.73390.79310.58970.67650.4186
50.80000.81670.82760.70590.76190.5914
60.61330.61320.55170.50000.52460.2001
70.69330.67990.62070.60000.61020.3575
80.77030.75060.62070.75000.67920.5028
90.75680.74480.68970.68970.68970.4897
Mean0.75000.74910.71260.67350.68900.4812
SD0.06040.06370.10140.08000.07470.1243
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.7467 0.7333 0.6667 0.6897 0.6780 0.4693\n", "1 0.7867 0.7667 0.6667 0.7692 0.7143 0.5455\n", "2 0.8000 0.8186 0.8276 0.7059 0.7619 0.5914\n", "3 0.8267 0.8332 0.8621 0.7353 0.7937 0.6458\n", "4 0.7067 0.7339 0.7931 0.5897 0.6765 0.4186\n", "5 0.8000 0.8167 0.8276 0.7059 0.7619 0.5914\n", "6 0.6133 0.6132 0.5517 0.5000 0.5246 0.2001\n", "7 0.6933 0.6799 0.6207 0.6000 0.6102 0.3575\n", "8 0.7703 0.7506 0.6207 0.7500 0.6792 0.5028\n", "9 0.7568 0.7448 0.6897 0.6897 0.6897 0.4897\n", "Mean 0.7500 0.7491 0.7126 0.6735 0.6890 0.4812\n", "SD 0.0604 0.0637 0.1014 0.0800 0.0747 0.1243" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dt = create_model('dt')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5. Tune Model" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AccuracyAUCRecallPrec.F1Kappa
00.82670.87150.66670.86960.75470.6243
10.84000.89590.73330.84620.78570.6591
20.84000.89620.75860.81480.78570.6583
30.88000.93440.96550.77780.86150.7578
40.77330.85980.75860.68750.72130.5311
50.85330.91230.89660.76470.82540.7003
60.69330.81330.62070.60000.61020.3575
70.76000.81750.65520.70370.67860.4875
80.79730.86360.62070.81820.70590.5556
90.77030.80110.75860.68750.72130.5267
Mean0.80340.86660.74340.75700.74500.5858
SD0.05260.04250.10830.08080.06980.1113
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.8267 0.8715 0.6667 0.8696 0.7547 0.6243\n", "1 0.8400 0.8959 0.7333 0.8462 0.7857 0.6591\n", "2 0.8400 0.8962 0.7586 0.8148 0.7857 0.6583\n", "3 0.8800 0.9344 0.9655 0.7778 0.8615 0.7578\n", "4 0.7733 0.8598 0.7586 0.6875 0.7213 0.5311\n", "5 0.8533 0.9123 0.8966 0.7647 0.8254 0.7003\n", "6 0.6933 0.8133 0.6207 0.6000 0.6102 0.3575\n", "7 0.7600 0.8175 0.6552 0.7037 0.6786 0.4875\n", "8 0.7973 0.8636 0.6207 0.8182 0.7059 0.5556\n", "9 0.7703 0.8011 0.7586 0.6875 0.7213 0.5267\n", "Mean 0.8034 0.8666 0.7434 0.7570 0.7450 0.5858\n", "SD 0.0526 0.0425 0.1083 0.0808 0.0698 0.1113" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tuned_dt = tune_model('dt')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AccuracyAUCRecallPrec.F1Kappa
00.76000.85220.40001.00000.57140.4444
10.70670.78370.60000.64290.62070.3820
20.80000.90100.58620.85000.69390.5527
30.82670.93630.65520.86360.74510.6175
40.74670.78340.62070.69230.65450.4555
50.78670.86660.65520.76000.70370.5385
60.78670.88310.65520.76000.70370.5385
70.73330.80960.48280.73680.58330.3995
80.75680.84670.44830.86670.59090.4417
90.79730.85670.58620.85000.69390.5499
Mean0.77010.85190.56900.80220.65610.4920
SD0.03400.04680.08780.09850.05770.0734
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.7600 0.8522 0.4000 1.0000 0.5714 0.4444\n", "1 0.7067 0.7837 0.6000 0.6429 0.6207 0.3820\n", "2 0.8000 0.9010 0.5862 0.8500 0.6939 0.5527\n", "3 0.8267 0.9363 0.6552 0.8636 0.7451 0.6175\n", "4 0.7467 0.7834 0.6207 0.6923 0.6545 0.4555\n", "5 0.7867 0.8666 0.6552 0.7600 0.7037 0.5385\n", "6 0.7867 0.8831 0.6552 0.7600 0.7037 0.5385\n", "7 0.7333 0.8096 0.4828 0.7368 0.5833 0.3995\n", "8 0.7568 0.8467 0.4483 0.8667 0.5909 0.4417\n", "9 0.7973 0.8567 0.5862 0.8500 0.6939 0.5499\n", "Mean 0.7701 0.8519 0.5690 0.8022 0.6561 0.4920\n", "SD 0.0340 0.0468 0.0878 0.0985 0.0577 0.0734" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tuned_nb = tune_model('nb', optimize = 'AUC', n_iter=20)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6. Ensemble Model" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AccuracyAUCRecallPrec.F1Kappa
00.81330.86740.73330.78570.75860.6067
10.78670.87520.63330.79170.70370.5402
20.80000.89580.68970.76920.72730.5701
30.85330.90220.86210.78120.81970.6966
40.72000.77320.65520.63330.64410.4134
50.81330.88040.82760.72730.77420.6162
60.69330.77920.62070.60000.61020.3575
70.70670.79460.62070.62070.62070.3816
80.81080.89350.72410.77780.75000.5981
90.74320.84520.62070.69230.65450.4512
Mean0.77410.85070.69870.71790.70630.5232
SD0.05150.04750.08350.07180.06760.1089
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.8133 0.8674 0.7333 0.7857 0.7586 0.6067\n", "1 0.7867 0.8752 0.6333 0.7917 0.7037 0.5402\n", "2 0.8000 0.8958 0.6897 0.7692 0.7273 0.5701\n", "3 0.8533 0.9022 0.8621 0.7812 0.8197 0.6966\n", "4 0.7200 0.7732 0.6552 0.6333 0.6441 0.4134\n", "5 0.8133 0.8804 0.8276 0.7273 0.7742 0.6162\n", "6 0.6933 0.7792 0.6207 0.6000 0.6102 0.3575\n", "7 0.7067 0.7946 0.6207 0.6207 0.6207 0.3816\n", "8 0.8108 0.8935 0.7241 0.7778 0.7500 0.5981\n", "9 0.7432 0.8452 0.6207 0.6923 0.6545 0.4512\n", "Mean 0.7741 0.8507 0.6987 0.7179 0.7063 0.5232\n", "SD 0.0515 0.0475 0.0835 0.0718 0.0676 0.1089" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bagged_dt = ensemble_model(dt)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AccuracyAUCRecallPrec.F1Kappa
00.78670.86480.70000.75000.72410.5506
10.78670.84740.70000.75000.72410.5506
20.80000.84860.82760.70590.76190.5914
30.89330.93740.93100.81820.87100.7807
40.70670.79500.79310.58970.67650.4186
50.80000.84260.75860.73330.74580.5810
60.65330.71060.62070.54550.58060.2873
70.69330.76460.62070.60000.61020.3575
80.83780.91840.72410.84000.77780.6512
90.72970.77050.62070.66670.64290.4259
Mean0.76880.83000.72970.69990.71150.5195
SD0.06880.06680.09610.09320.08200.1398
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.7867 0.8648 0.7000 0.7500 0.7241 0.5506\n", "1 0.7867 0.8474 0.7000 0.7500 0.7241 0.5506\n", "2 0.8000 0.8486 0.8276 0.7059 0.7619 0.5914\n", "3 0.8933 0.9374 0.9310 0.8182 0.8710 0.7807\n", "4 0.7067 0.7950 0.7931 0.5897 0.6765 0.4186\n", "5 0.8000 0.8426 0.7586 0.7333 0.7458 0.5810\n", "6 0.6533 0.7106 0.6207 0.5455 0.5806 0.2873\n", "7 0.6933 0.7646 0.6207 0.6000 0.6102 0.3575\n", "8 0.8378 0.9184 0.7241 0.8400 0.7778 0.6512\n", "9 0.7297 0.7705 0.6207 0.6667 0.6429 0.4259\n", "Mean 0.7688 0.8300 0.7297 0.6999 0.7115 0.5195\n", "SD 0.0688 0.0668 0.0961 0.0932 0.0820 0.1398" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "boosted_dt = ensemble_model(dt, method = 'Boosting')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 7. Blend Models" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "lr = create_model('lr', verbose=False)\n", "lda = create_model('lda', verbose=False)\n", "gbc = create_model('gbc', verbose=False)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AccuracyAUCRecallPrec.F1Kappa
00.82670.91220.63330.90480.74510.6199
10.80000.90670.70000.77780.73680.5763
20.85330.92950.75860.84620.80000.6848
30.89330.96330.89660.83870.86670.7779
40.76000.86430.75860.66670.70970.5066
50.88000.91900.93100.79410.85710.7548
60.76000.89730.75860.66670.70970.5066
70.76000.83810.68970.68970.68970.4940
80.81080.91260.65520.82610.73080.5879
90.82430.89120.75860.78570.77190.6291
Mean0.81680.90340.75400.77960.76170.6138
SD0.04620.03270.09120.07720.05840.0957
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.8267 0.9122 0.6333 0.9048 0.7451 0.6199\n", "1 0.8000 0.9067 0.7000 0.7778 0.7368 0.5763\n", "2 0.8533 0.9295 0.7586 0.8462 0.8000 0.6848\n", "3 0.8933 0.9633 0.8966 0.8387 0.8667 0.7779\n", "4 0.7600 0.8643 0.7586 0.6667 0.7097 0.5066\n", "5 0.8800 0.9190 0.9310 0.7941 0.8571 0.7548\n", "6 0.7600 0.8973 0.7586 0.6667 0.7097 0.5066\n", "7 0.7600 0.8381 0.6897 0.6897 0.6897 0.4940\n", "8 0.8108 0.9126 0.6552 0.8261 0.7308 0.5879\n", "9 0.8243 0.8912 0.7586 0.7857 0.7719 0.6291\n", "Mean 0.8168 0.9034 0.7540 0.7796 0.7617 0.6138\n", "SD 0.0462 0.0327 0.0912 0.0772 0.0584 0.0957" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "blender = blend_models(estimator_list=[lr,lda,gbc], method = 'soft')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None,\n", " learning_rate=0.1, loss='deviance', max_depth=3,\n", " max_features=None, max_leaf_nodes=None,\n", " min_impurity_decrease=0.0, min_impurity_split=None,\n", " min_samples_leaf=1, min_samples_split=2,\n", " min_weight_fraction_leaf=0.0, n_estimators=100,\n", " n_iter_no_change=None, presort='deprecated',\n", " random_state=786, subsample=1.0, tol=0.0001,\n", " validation_fraction=0.1, verbose=0,\n", " warm_start=False),\n", " LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", " intercept_scaling=1, l1_ratio=None, max_iter=100,\n", " multi_class='auto', n_jobs=None, penalty='l2',\n", " random_state=786, solver='lbfgs', tol=0.0001, verbose=0,\n", " warm_start=False),\n", " LinearDiscriminantAnalysis(n_components=None, priors=None, shrinkage=None,\n", " solver='svd', store_covariance=False, tol=0.0001)]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "blender.estimators_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 8. Analyze Model" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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fZvLBjmPNftzb+nbihZsGXtQ2h/K343CV11geYoqmS8wVZGRk0K5rBPnlR/EpHtxeJ7KswaA1I0keDp3+jlOlh7C5SnG4yvH95G766tTpuLwOsgt31nr8rdmfkBI/iIGdJzCs6y0cyNuCTmOgfVQPQCLj2Ocoqo8v9r5d6/ZOj/8phVFnxaS3AtCr3ZUXdQ6amlarJSsri7y8PIqLi4mOjm6c/TbKXgRBaJXsLg//9+NRFn9/kL35ZcEOp+FUFT6o+zFxsPjO3Kqv+uXVhBqbp7+QLMGgDvUnDKfHxvGivWhlPRZjGLtzvqWiqrBGu6SIVPLKDpPnOsGhLDtOT83Oz7KkoUtMX/LKD6PTGKsl9Y5RaXSK7kNMSAe0Gh3twlMotp1CUWs+Ag8xRqLTGEiJH0RcWGdCjFHIkozH62Lb0U8JNcWQHNvvgp+rfWSPej97c3I4HGRkZDBixAhkWeaNN94gJCSkxtDwn0MkdkEQarC5PPx1bSb/3HqYsio3WlliYPsoNJfJcFOb3YbVYg12GLXqER/GxJ5JDX536vI48ClefKoHn+LjQN4PVDiL0Mg6dBr/e98qtw2dxkBieFd8iocSex7F9lw0kpYwcwxbs8HhKqe8qhCrMQKP14XbW0WVx4aiKnSK7oPX5ySn9ECdcfROupqE8GQMWgvfZv0Lm1KEBh0WQzgmnRWj3kqUpR1xYZ0AiWhrEkO73oxX8VBs84+QshjCCTNVr1mSU3KAHce/QKXh7yfOFkwNNUZxRfvL5+mvqqpMmTKFH3/8kW+//ZaUlBRiY2Mb/TgisQuCUMPK3Sf5+7f7iAsx8tjoPtw/tBuJYXXP0d7SZGRk0L9//2CHUY3NWcr2Y5/j9Z1m/b4DuLwOyqsKURQfRp0FRfXhVTx4vE6irEkYdf7OY6fKDqLWcjdbm+PFNafrLbKdrPa9w12JTqNHI+tQVP/0tceKdgXWx4clExvaEb3GgE5jRKcxoNMaiLK0w2wIBWBC3wfI3LmHgQMG1RuTRtaSGN6tzvWnSg9gc5Vi1ochSw0bry1JElZDJB2iejaofUshSRIPPPAAmzdvpn379k12HJHYBaGN8PgUhr30OQcLK+pt6/b6E8kzE/szY0CXpg7tspR58htMeivd4gYAsC37UworT9ZoF2GJZ2jXm8kpPcCxosxa9+VTDGg1erQaA25vVY1kDBAT0pFISzyKqiBJMtHWJBLCkwEoqDiO02PHpLeikbQoqoKi+tBpDIEOYj7Fi6oqhJlikGUNPsWLw139d0EjaQPJ+0IMWjMutZJdJ37+PPOl9tMATLjiASyGi+9F39Jt27aNF154gbfffhuTycSECROYMGFCkx5TJHZBaCOK7E5+zCkh3KSnS1T9j6lDDTpGdGn8x4TNSVUVvs76P8odBdWWmw1hjE27F4Cc0gNsy/601u2v6/ULQoyReHwuPt35SrV15VWFWAxhdIsbgKqqlDkKKKg8EXjEfvZxsdvn4kTxPvRaE4O73ECEOZ4oazsAPD4XOo0BrUaHJMmoqoLX56k1FlnWoJFr/5MdYoxs4Bk5RyNrL2m7s/I8Ozl8ouY7+EshS5rAa4XWZtWqVaxdu5avvvqqyRP6WSKxC0IbM7Z7Iv+aMSLYYQQcyt9OxrE1yJLM1EF/BqCw8iTr971Ta/tRPe4iNrQjAP/ZtgifUjMRhqmdUdV+ONw2ThTvBcCgtaCigOpPujklWXgVD4WVJ3F5qwD/hYD3vP2djcvjc1HlsQceFbs8DkDC6XHw/qbHz2yj0rfDdfTtcB0A6/YuJaf0AGWO03y1f1lgn1ZDBDelP4RWo0NBwaO48CgNGNrUsKfxzUZRvUjIjE775c/el9UQjl5rbISoWobs7Gy6dPE/6Zo3bx6TJk1iyJAhzXZ8kdgF4TKmqioe37mkUGR3Mumtryiyu/AqEj7Vn4h0sg9VVTFqfWgkD0W2HLZlf8a43vchSTIHT29l8+FVtR7jtsHzMOosVDpLWLH9+VrbjOg+lS4xfQFYmfF3KqqKarRJju3HlSlTANhy5H/sz9t89lP4Y9QYOF60B6/iwWoI9ydiVcXltfs7VqmgorLzxJdoZB0p8YMx6ix4fR4c7nJ/cj3Txsle3v3+z7SP7EnPxOFEh7SnzFFA5smvAHD7qlh35sJBlrTcNfwpAPIrjvF55uuBmM9/dD427b7Ao+//bFsEgFbWoZX1aDQ6tLIOqyEi0L5jdG8iLAloZR0aWed/1C7rCDVFo9XoKKg4zueZS/wXG5cpWdKSGN412GG0KO+88w5/+MMfeOedd5g4cSJms7lZkzqIxC4Ilw1FVbC7zg05sxjCQIV//TC/Wrs5g/3//eZYR7bn+h/5Tu21hw5hZ9+nZvHpzi8AOJyfQbf4gRh1FmJCa+/MIyGhqD40spaY0PY4PQ5U1X+hoKKgqirHCjNRVYXk2HQiLQn4FA9Orx1U9Uw7lezCXeRXHGXygIexGiMINUVXG07l8bn4Out9AG5K/x03938Ir8/N+5sfrxZPbtlhAOLDugTKfK7b+w4l9lx/ApV1OKvchIWGE2GJI73jWABySrLokTAMjaxDI2vRanSB9mdFmOMZm3bvmTa685Kyrtod5ZSBc+v9eZ19916XSmcJKgrR1iRCjFH17q+lKSktIbVj32CH0eIMGTKErl27EhUVvJ+pSOyCcBkorDzJdwf/Q3nVuXfFUwY+gklvrTZOt9juYtOxQrrFhPDXcSPoGO2vl/7jMQOljtPV9qmRdcSFdUZVFTpE9aJdRHfyyg7j8jpweRw4PJUUV55i+fZnuLLbFDpGp3F9n1+xIuN5Kp0l1fZ1omQfWo2B5Nh0RqZOY0v2JxzI+8F/R6vVB+5qLXp/x6xe7UaQEN6V/bmb0Gr06AJ3vXp0Gj1GnTUQ4/jeswKJViNr/clWo0Unn3sne12vmdXiycjIoH/v6r3ikyJTSYpMveB51muNJDTzHWhK/CBS4uvvXd7SZGRk0COxZY08CAaXy8Xf//53pk+fTocOHUhNTWXTpk0XPSNbYxKJXRCa0JNf+MeCn8/tcqP//HjgewmVpFAbup/UqD5aGoqKhFnn4Y/DdwCwvzACp9dfpvOZF9bi9GqBc2U9nR4zBTYTj47uHUjqAN3iB5BdsJMiWw4OdwUuTxVur4NjRZnclP4Q4eZYVFUNPJ4+X6gpJjAsCqB/x3H4FC/aM4n47CPms8kYYFDnCQzuMqnGvs4XaUlgeLfJF2wjSRJxYZ0v2EYQgmnt2rU899xznDx5ktdeew0gqEkdRGIXhEbl8Sl8ti8Hm9tfaevtLYfIKXfQMcISaCNJ/mpgZ/WKKeGWnkdq7GvRxv54FA2RJv879IPF4SzfV3088Pn7kSWF+BAvvWIl+ifk8cOR4wxJvhEAm7OMHSe+BPx3wQatGYshnEjdubHpWo2O/p3GY9Ca0GtNGHUWIizxGLTVx6+ff8FQF6mB45EvB2WOAsprqcD2cxXZak5rLVwe3G43kiSh0+mYNGkSzz33HFOnTg12WAEisQtCI1q15yS3L6s+YUW7MDNH5t0S+P6nxVP2525mx4lcEsO7VZuUYu+wq9DIWmzOMvbnRjGyexL3D5dwuCrQyDq6J/hfph8p+JGt2Z/i8joC25ZU+v/1aX8NZn0o0SHtGdXjLmJC2mPS1z1Ncu+kkT/7HLQmiqrw2a5Xq3VQbGxaWUxFfTk5evQod911F5MmTeLhhx9GkqR6ZyhtbiKxC63Kt0fy+e3KrYECK82tzOkmJcrObVcYSYrsDVIo/ZOi2JOzITAsq8CTy64TZaiqQogxGoshlGhrewxa05mqY+3oHHMFABsPfsSRgh9rHCfUGB1I7DqNIXB3bdaHYtKHEmGOIyakA6Yzj8d1Gv1lV6WrRTgz6sB/vhu/Z7P/59J8s4kJP19UVBRlZWUUFRWhquolTava1ERiFy57P+YUc7TEPxHFv348yu68MiJMevTa4DwOvn9gHhEmF6NTh9EuohuK6uNfm9cFposEyD+xt87tk2P6BRJ7hDmexPBumPQhZ5J2CGZ9CGb9uSk4O0T1anXJQVVV1u97p9ZKbg3h9Xo5+MNnjRaPxRje4mYGE5rPnj17sNvtDB48mNDQUL777jvCwlpulTyR2IXLWoXTzdAXP8f7kwmu1z8wmisSL72q1sUqrDxBVt4PABwrUjBoQwk3x5Fffoxtxz4LJPUeCcNwFmvpltKNfbnfgwph5ljM+lAshlDM+jCsxnNjodOSriIt6apm+xwth0pO6QH/2PBLqI5W5avCpG+c2bJM+hA6R1/RKPsSLj9FRUWMHTuW6Ohotm7disFgaNFJHURiFy5Dy3cd55mv9qAoKh5Fwauo9GsXycyB/uIhMVYjfRIi6tnLxck8+TUFFcdrLA81RTOoy0Qqq4qrPTJXVSMfb3820Ju8S0xf0tpdRYgpisyyPSSGd6tzYoxi2yn2525q1PgvN2dn+ooOac+43vdf9PYZGRn0TxdDsYRLd/Yxe3R0NPPmzSMlJQWD4fIoeysSu9AiFVRWsT2npNZ1L2/M4secEqwGLbIkEW7Sc++QbswelnJJx/IpXtbufrPGclVVSY7rR1xoZ06VHCS/8miNNroKIwUVxyh15NMtbgBXtL8WgL2nNlJYeYLokPa0j+xBu4iGx7bj+JfklGZd0mdpbUy6ujv6CUJT8Hq9vPjii+zbt4+33norMCPb5UQkdqFFmv7+d3x1+HSd6yUJjj82mXDTxfUoPlt+1O4qY/uxz0mKSKVH4jAKbSfPTNpR/ZF+oe0EAMO73RoogvJZ5muUOfIB8PiclNjzCDPFEGqKDjxGH5x8Q7X9eLwuqjz+fgAuxUZFVXGdMbp9TgDG9b4fWdJc1OdrbSIticEOQWhjZFnmm2++ITs7m/z8fOLj4+vfqIURiV1okUocLgxamb+Orb1kZbeYkDqTuk/xcqwoE7e3ih6JwwE4UbyP7w79B/eZyT7OKradoktMX+4evhCPz8WHW57CoDNj0FrO/NeMUWchzBSDTut/DDe8261ISBh0ZoxaC1qN/oI9YxXFx8cZz+E8k9gBDmZ8Xs8ZkIgJ6VDnbF6CIDQer9dLZmYm6enpyLLMkiVLMJvNhIeH179xCyT+aggtlkGr4Y+jLq63t9vrZOPBjzhZ4p8m82xiN2jNmPUhRFkSMelD0GtNZOVtrjauW6cxcOewJ+s9RkxI7TXV6+JVPDg9NiyGMBLDu1FUVER0dPQFt4m0JIqkLgjN5M4772TDhg1s2LCBrl27kph4eT8pEn85hMuey1vFtuxPKaw8eaZCmEpCWFf6tL8Gj9eF02sn3BzLTekPsenwSg6e3hLY1qwP+1nTRaqqwqbDK2rUTj+fovrH1EdaEhne7VYyKjLo30107BKElmLatGmEh4cHdeKWxiQSu9BkVFXlNyu2crCgov7GP3GoqBKNXH/hh4qqIpxeB0eLMpEkifiwzoSaokmOTUcjafm/H/4CQFq7kQzoPJ5IS3xg0hQJ6WcXHbG7KjiUv71BbaOtST/rWIIgNI6DBw/y97//nX/84x8YjUZuvPFGbrzxxmCH1WhEYheaTH6lk9c3HUQjqSRHOtDKao02JVU6Ttv8767bhTgJM/prrHcMg37tIsgtPYRGoyMutBMADncFZfZ8iipzyC0/xOnybACu7TGTdpH+nufLvv8zB09vrXacKKt/+tLUhKGkJgytHoM9jzJ7/iV9RqfXDkCXmH6MSLlwreiWWKFKENqid955h48++ojrrruOW2+9NdjhNDqR2IVGVWTLCfT4Lq9yY9V7uWeggSFJJTjcNe/cUxOGMrCzfxaw7w/9h+zCHeetPc4Xe3cSaorhlv6/ByCv7AgbD35YbR86jYFIawKyJKOqCr0Sq1cI6xRzxQXfi6/d/Wa1OuuXQqcxiMQtCC1Yfn4+cXFxAMybN4+RI0cyduzYIEfVNERiF36WKo+XX3+8FYerhARrIVfEHai2Ps7amTx7Mtf2HElO6YEa20dbk9CcmeKwU3RvwswxNdqcP7tYpCWB7vFDOHD6B0KMUaQmDKVb3IDAe3JJkhnYZeJFfQa3z0mIMZK0S5wARUKmfT3zfAuCEDwff/wxc+bMYenSpYwdOxb6qZV3AAAgAElEQVSLxdJqkzqIxC5cgpySAxSfmXLyVAW8uy2X/okVjEs+V9d72Y4EAArtOvokRBBlbRd4HF6XDlE9LzhRyaZDK8gtO4zdVQr4x4onRXSv0a6iqojPdy/B7XU26POoqoJJF0L3+MENai8IwuWlR48eREY2X4npYBOJXWgwt9fJ3lMb2HXyq8Aygy4WiGF09z4MTh6KhERMSGduHeiff1wCLAbdRR/L5XWw4/iXRFuT6Brn70HucFfgVdzEhHYkLrQT7eooyVrmyKfKXYnFENbgymVd4wZcdIyCILRMiqLw1ltvcf3115OUlETPnj358ccf0evbxhS5IrELDXayZF8gqRu0ZkamTmPfaQeQiayx0iOh3yXv2+mxk19xjPzyo+RXHKXElouKSmxoJ5Jj05EkiVE9Z1SrxLY/9/taK7idHXrWM/FKerUbcckxCYJweVqzZg1z585l69atvPXWWwBtJqmDSOzCRegcfQX7czeTHJtOSvxANLKW7JICIPOi92V3lePyOoi0+B/Z/3h8baAnuyxpiAntSIfInvRIHBbolHZ+Uq9yV7Il+5MLHsOsb9kzMAmC0HgURUFRFLRaLePHj+exxx7jzjvvDHZYQSESu9BgsqxhfJ9ZF10RTVVVbK5S8suPcro8m/yKo1Q6S4gN7cj1fX4FQOfoPlj0YcSFdSba2h6t5sKP788WfWkX0Z3+ncbVWK+VdYSaLlzdTRCE1uHUqVPMnj2bkSNH8oc//AFJkvjd734X7LCCRiR2oRqHq4Kvs96noLIch8cbWC5LKsfKu3Ha3qFa+/zKqp/uAp/ixeV1YNaHAvDDkVUcOK/am15jpH1kDxLCkgPLEsK7khDe9aLjNWhNgbt+QRDaJovFQnZ2NjExMYHpVtsykdgFFFVh7e43CVW64fJWYTVGUFh5Aq/v/F8PFYcrm/czvD/ZWiXW4qZL+Gl+OPJfiipzKLHnkhCezOhevwQgNrQjVR4b8aGdiQvrQoQlHlmSm+3zCYLQ+hw/fpySkhL69etHeHg469evJy4urs0ndRCJvU06UvAj3x1cHvhexf9Y261RibCMYmT3adzwLnSKsPLJvaOqbfvH0VS7It6bs5L88sPgO0xWnv89eIQlodp0m8mx6STHpjfDJxMEoS0oKytj5MiRRERE8P3332M2my/L6VWbikjsbZBBZyEmtHolNgkJo7P6OHO9VqZDhAVVVSlz5HOq9CCnSg9gMYRzZcoUAKqc3TBqCbwbj7QmoJUvfnibIAhCQ4WHh/Pggw/Srl07TCZTsMNpcURib0OcHjs2VynxYV1IiuiOy+uj0ukJrN+1axdFNn9RF0VVaRdSxqZDKzhVdgC7qzzQLvG88ePdEwbTPaHpCruU2HIpOlMM53wub813+4IgtE6qqvLuu++yfft2XnnlFQAeeuihIEfVconE3kaoqsqqH1/A6bHRPrIHAzrfQs9n1nL6vM5vIXov0V/v5Gipv4Rrh7AKDubvxqA10zn6CtpFpJAYkYJZ37CiL43h66z/o9JZc6z6WTqNodliEQQhOFRV5aOPPmLfvn3MnTuXpCQxU+KFiMTeZqg4PTbM+jASw7vh9Go5XVlFzzgN41LcxFvyiTCWUuUx883JqwCJEd0iGdkljOiQpKB1dvP4XJh0IQzofH2NdZIkVXt6IAhC66GqKgcOHCA1NRVZlnn99dfRarUkJibWv3EbJxJ7G+BVPBwt3AWA1RBJh6iBZJ3ex7yR2XSJPHvHLmGWoxncZTC/unoYsqype4c/g8NdwX9/fBHXmelOGyLUFENy7KVXtRME4fIze/ZsPvvsMzZs2ECXLl3o0KFD/RsJgEjsrYZX8XDw9FY8P5n4JC1pJCeK9/L9IX8v+DUHipi07AOuiK/kN0OqKHJEM6nPCNpH9mT/7oP0ate/SeOsrCrB5bVjMYRjNUQ0aJvOMX2aNCZBEFqeMWPGUFxcjMEgXrddLJHYW4m8ssNsraXE6tdHoyi0K+ikMUTqvkZG4ZGRpWhkOFURR2pcNEWVJ/3/3MU4Dx1t0jir3DYAkmP7kd6x9U6bKAjCxcnNzeXFF1/kiSeewGAwcMstt3DLLbeIcemXQCT2VsKn+AvHpCYMpX2Ef+rTrMJy7nszE1lSeXjEMUJDPPRN9ADnHoPbnfkcOu8mvzS/aRP7WQ29WxcEoW149dVXefPNN0lLS2PGjBkiof8MIrG3EtHW9oxIuY1Xvy/mxe9+AEBCJT7Eze+GVxBl8r9LTwzvy5Dk62rdx549e0lL69XkscqSFqsxvMmPIwhCy1ZRUUFoqL/09COPPEJaWhq33357kKO6/InE3gocLczEq7jpFjeADUc/Q5YkrukazeQe32HQ+O/kQ4xRVDqLiQmJqnNyFINsFROnCILQLL744gtmz57NkiVLGD16NFarlWnTpgU7rFZBJPbLjMfn5pOdL1dbVlFViNUQgdUQSbjRgUWv5YvZ4/h6fyFaWY/H5+JEyT6MOitd40RpV0EQgu/ssLXS0tIgR9L6iMR+2VFxn6m6pqg+PD4XEjJV7krW7nmTO9Lgus56Vv34QmCLckcBeo2RMWn3EGKMClbggiC0Yaqq8vHHHzNs2DASExNJS0sjMzMTq9Ua7NBaHZHYLzM6jYHbBz8KwNbsT9mX+x1aWY9XcQPgVWSsBi9V7srANiGmaEakTBHTmwqCEDTr1q3j/vvvZ9KkSbz77rsAIqk3EZHYLyOVzhIO52dgNUTg8TnJLT0EgFajw6u4GZJ8I3f+u4TDRZWULRQdUARBCC5VVVFVFVmWue666/jtb3/L3XffHeywWj2R2C8Tiuojt+wQu06ux6wPxeGuCKxzeuz0bT+WHXnxnCg9GcQoBUEQ/IqLi3nooYdIT0/nt7/9LZIk8Ze//CXYYbUJIrFfBooqT/L9oY8pdZwGwOX1oqLFzTDAS25lDPOWnuJ0ZQ6SBPcOFvXTBUEILlmW2bp1KxUVFcyZMwdZDs58E22RSOwtRKk9P5C4AbSylvaRPZEkiW1HV1db51McuLwSv/7k7Kxn5YQZdfy/q3rwq+EpdI0ObeboBUEQoKioiIKCAnr27ElERASrV6+mY8eOIqk3M5HYW4i1e97E6bEFvtfKOhLCu3Ftz7tIiR9EbGhHdud8g0FrweW1U1pl4oO7rgLAoJEZ1S0eq0EXrPAFQWjjKioqGDFiBBaLhQ0bNmA2m+ncuXOww2qTRGJvITw+FxZDOL2TrgbA7iyl2J7Ht1n/BsCneAAINUVRWGnnaFksj4zvGKxwBUEQqgkNDeXOO+8kPDxcTNwSZE2W2BVFYf78+Rw4cAC9Xs9TTz1Fx47nEtHbb7/NZ599hiRJzJ49m9GjRzdVKJeFnonDMemspCYMAeD7Q8vJLTtYo510Zl70IocYJiIIQnB9+umnfPfddyxatAiAefPmBTkiAZowsa9btw63282HH37Izp07WbRoEYsXLwb8j2zee+89vvjiC6qqqrjpppvabGJ3eR0cOr2N/p3GVVuuqioA1/d5IFBXXUJi0+GVABTaLc0bqCAIwnkUReHll18mMzOTWbNmicfuLUiTJfaMjAxGjBgBQN++fdmzZ09gnclkIjExkaqqKqqqqtr0LD65pYfZn7eZ2NBOxIbWfLRu0lsw6891hiux51Lu1FLl1TdnmIIgCADk5OSQlJSELMssXrwYr9crknoL02SJ3WazVasqpNFo8Hq9aLX+QyYkJDBhwgR8Ph+zZs1q0D7PvzhoDcq8J8j37sWt2ti5fwtR2qLAumK3v8f7nt170Mv+86ioPnxulZNlJhwOBxkZGY0eU1PsU6hJnOemJ85x43v11VdZs2YNb7zxBgkJCYE67+JctyxNltitVit2+7l5vxVFCST1DRs2UFBQwPr16wG45557SE9Pp0+fPhfcZ1paWqvqlPHpzh9we2yARCmHqVCOBdY58feQT+udVq2++0AGMfvP/6ZrtJn+/fs3ajwZGRmNvk+hJnGem544x01j3LhxHD9+nNTUVMrLy8U5bkIul+uSb2abbHBheno6GzZsAGDnzp2kpKQE1oWFhWE0GtHr9RgMBkJCQqioqKhrV62W2+efzEWvMSLLEiq+wD+D1kRcaGfM+rBatmy7ry4EQWg+5eXlLFiwALfbPxfFlClT+OKLL+jatWuQIxMupMnu2EePHs3333/P7bffjqqqLFy4kKVLl9KhQweuvfZaNm3axNSpU5FlmfT0dIYPH95UobQ4Hp8brXzu1A/peiNdYvrWu92xot2AiiypTRidIAiC39/+9jdeeeUVYmNjue+++5AkCY1GE+ywhHo0WWKXZZknnnii2rLk5OTA1w8++CAPPvhgUx2+xXF67Dg9dnadWM/Rol1MGfgIKXGD2X7sM6QG3oHvOrGeSmcxqtqziaMVBKGtcjqdGI1GAP7whz8QHx/PzJkzgxuUcFFEnb8mpig+jhTs4IMtT7Lqx79ztGgXYaZYNLIWzZm79oaMCqh0llBWVUCEJQFVPIoXBKEJbNq0iQEDBvD1118D/qIzDzzwADqdqGp5ORGV55rYtqOfsT9vU+D7Ick3kRI/CFlq+DVVUWUOX+5diqoqdI65AhAzuAmC0PisVitlZWUcOXKEa665JtjhCJdIJPYmNqDz9cSFdabElktq4jDM+pCL2t7uKmf9vndxex0MSb7pTGW6D5omWEEQ2pyvv/6aHj16EB8fT58+fdi1axdRUVH1byi0WCKxN5HyqkI2HVqJx+fEYvD3bN98eEW1NpXOknr3k1t6kCpPJQM7TwiUmxUEQWgMGzduZPLkyUycOJFly5YBiKTeCojE3kSOFu4ivyIb8FeLq4ssaauNU/+pbvEDibDEE2VNavQYBUFo24YPH84vf/lL7rrrrmCHIjQikdibgNNjI7fsEACypOH2wY/V2VaWNWjlmh1TfIo30LkuOqR90wQqCEKbYrPZmD9/Pp06deI3v/kNsizz/PPPBzssoZGJXvFN4GjhbgoqjgOQGN4VvdZY57/akjrAun3vsHzbM3jPTNcqCILwc7lcLj755BNWrVqFz+cLdjhCExF37E1AUc/9D5OaMOyit3d6bBTbTmHQmutM/IIgCA1hs9k4ffo0Xbt2JSoqipUrV5KcnCwKzbRiIrE3AlVV+Wr/Mgor/cPQFMWHhIyK0uBhbV6fh5Ml+zhSsINTZQdRVYWkiNSmDFsQhFbObrczcuRINBoN3377LSaTiZ49RYGr1k4k9kagonKyZD8aWYdW1qHXmTDqrRi1ZiKtiQ3aR4WziG8P/BuAKGs7usT0o2ucmGBBEIRLZ7FYuP7669HpdMiyePPaVojE3ohiQzpQ5bERF9qJoV1vvmBbj8/N1uz/kZY0kjBTDJGWBAZ2nkC7iBTCzXHNFLEgCK3N5s2bWbduHY895u+0+8QTTzSouqXQeojE3gSOFe2+YGK3OUv5av8ySux5AAzvdisAvdqNqLX9gYJynl6/B7dXAcDh8TZyxIIgtAaqqvL444+zY8cOpkyZQmpqqkjqbZBI7M0sv/wYX2e9h9NjJyV+EIO73FDvNv+XcZT3tmdXW9Yt5uIq2AmC0HqVlJQQGRmJJEm88sorlJeXk5oq+ui0VSKxNxNVVcjK+4FtRz9DVVWGJN9I9/ghDbqaVlT/NK0rfnE1gzr4i9nEWU1NGq8gCJeHRYsW8frrr7Nx40bat29P9+7dgx2SEGQisTcTj8/N7pxv0GkMXJ06nYTw5Po3+oloi4GEUHMTRCcIwuWqQ4cOxMTEUFZWRvv2opiVIArUNClFVSix+cvJ6rVGrk6dzo39/t8lJXVBEASAqqoqXnnlFTwef/GqadOmsXHjRnr37h3kyISWQtyxN7LeSVfjVdwAHCn4ke1HV3Nj+u8w60OIDe0Y5OgEQbjcPf/887zwwgvIsswDDzyAJEkYjcZghyW0ICKxXwS7qyxQKvZ8Kmrg6+TYfoGvTxTvxeV14PY6Lnq6VkEQhLN8Pl+gUtyDDz6ILMvMnDkzuEEJLZZI7Bdhw4EPya84Wud6rUYf+NqneMkrO0yoKeaSxqW7vT7sbv+wtiqPqOksCG1VZmYms2bN4plnnuGqq64iLCyMefPmBTssoQUTif0ieHxOZEnLoC4Ta13fLiKFDQc+xOW10zPxSryKh/YRF99D1eX10XXBSnIrqqotl8V4VEFoc7xeL0eOHGHbtm1cddVVwQ5HuAyIxH6RNLKG1IQhda4vsedid5VTav8YgA5RaRd9jLIqN7kVVSSGmhjYIRqAGKuBfu0iLy1oQRAuKzt27KBdu3bExsaSnp5ORkaG6PEuNJhI7E1AVRUc7gr6dxpPXFinS97P8M6xfHCXuEIXhLZk69atTJgwgfHjx7Ns2TIAkdSFiyISewMcOL2FckcBdldFg9prZC0TrniACEt8E0cmCEJrM2DAACZPnsy0adOCHYpwmRKJvR5ur5PNh1cGvg81xdTZ1umxoZ6pEldbUv/heCGr952q95g2t+cSIhUE4XLkdrt5/vnniYmJ4b777kOWZV5//fVghyVcxkRivwC7qwy7qxyAhLBkBnS+nhBjVJ3tvzu4nPKqAvSa2su9PrRqO1tOFDX4+DFWMTZVEFq78vJyli5dSmRkJL/4xS/QasWfZeHnEb9BdcgvP8rnu5cEvjfoLERZ29XZ3u4q51TpAYw6Cz0ShtXaxu1TMOk0fH7/tfUeX5YkBrSv+yJCEITLl8fjIT8/n6SkJGJiYvjggw/o1q2bSOpCoxC/RXWwu/3v0+NCOxFhSaBrXP8Ltj9S8CMqKv06jKF7wuA622llmRFdxHzrgtBWOZ1Oxo8fT1VVFd988w1Go5H+/S/890UQLoZI7D+RW3aInSfW43TbAOgc0/eCw9vAPwdyVt5mABzuhnWwEwShbTIajQwaNAiHw4HX6w12OEIrJBL7Txwt3EVBxTEkSUavMRJpSax3m2L7qUBC9ynnOr7tPFXC+DfWU+nyL6vy+Agx6JomcEEQWqx9+/axZs0aHnroIQCefvppZFnMwSU0DZHY63Bz+kOEmqIb1PZoYWaty3eeKqXA5qRTpIUYi78j3KhuYgicILQlqqryu9/9jm3btjF69Gh69+4tkrrQpERibwSKcu5xmk5bsyf7Y6OvYOYgMVWrILQldrsdi8WCJEm88MIL5OTkiKlVhWYhLhsbgU/1J/YhyTfSK/HKIEcjCEKwLVmyhPT0dE6d8tet6NmzJ2PGjAlyVEJbIe7YfwZF8XGoYDudY/qSEjeQcHM8Wo14hy4IbZ3JZEKWZU6ePEm7dnUPkxWEpiDu2C+Ry1vFun3vsPnwSr4/tFwkdUFow3w+H++//36gl/uMGTPYsmULQ4ZceESNIDQFccd+ERTVx4YDH1JRVUR5VQG+M+/WjTqLSOqC0Ib97W9/Y9GiRZSWljJnzhwkSSI0NDTYYQltlEjsF8HuKuN40R5UlDNLJCQkEsLOdYzLzC1lx6kSAL4/WhCEKAVBaA6qqiJJEgD3338/hYWF3HHHHUGOShBEYr8oIcYo0juNIePYGnonXU3/TuNqtJnw5npyK6p+sp04zYLQmhw5coQ5c+Ywb948hg8fTnh4OM8991ywwxIEQCT2Bssu3MXJkn10iOxFx6jepCWNrLVdpctLhwgLj4/pA0CIQceknknNGaogCE2spKSErVu3smbNGoYPHx7scAShGpHYG6jUnsfRwl30SBjGNT2mX7BtlNnALwZ1babIBEFoDtnZ2YSGhhIdHc3AgQPZsGEDPXv2DHZYglCD6BXfQOeXihUEoW3JzMxkxIgRPPzww4FlIqkLLZVI7A2gqgonS7IAKLadCnI0giA0t169enHNNdcwceLEYIciCPUSj+IbICtvC5XOYgAiLQlBjkYQhKamKApvv/02er2eu+++G41Gw/vvvx/ssAShQeq9Y3e73SxevJiHH34Ym83GK6+8gtvtbo7YWozT5UcCX+u1piBGIghCcygpKWHRokU8//zzuFyuYIcjCBel3sT+xBNPUFVVxb59+9BoNJw4cYI///nPzRFbi6GoPgCuTLmNcHNckKMRBKEpKIpCQYG/9kR0dDTLli1j3bp1GAyGIEcmCBen3sS+d+9eHnroIbRaLSaTiWeeeYasrKzmiK3FUFV/QZqOUb0CBSkEQWg9PB4PkydP5uabbw7coQ8fPpy4OHEhL1x+6n3HLkkSbrc7kNBKS0vbXHIrtuUiSxpkSfQ1FITWSKfT0aVLF0wmEw6HQ9ylC5e1ehP7XXfdxS9+8QsKCwtZsGAB69at44EHHmiO2ILO5XWw5cj/cHkdhBij0Mg1T9ePOcX8+bMdeHz+u3q721ujjSAILc/JkydZvXo1s2bNAuDpp59Gp9O1uRsXofWpN7HfdNNNpKWlsWXLFnw+H4sXLyY1NbU5Ygu6gorjZBfuBCDSWntv+JW7T/DlwbxqywZ3jG7y2ARB+Hlmz57N5s2bGTBgAP3790ev1wc7JEFoFPUm9jlz5vDyyy/Tteu5Smp333037777bpMG1tycHjtljnyq3JXnFqoqAClxg+gU3fuC23/z6zFc2TkWQFzxC0IL5fF40On8MzE+88wzZGZmkp6eHuSoBKFx1ZnYf/Ob37B//34KCgq49tprA8t9Ph/x8fHNElxz+nLvUoptOYHvNbIWndaIJMnklGaRXbSTO4c+Uef2EpJI6ILQgn300UcsWLCAzz//nMTERNLS0khLSwt2WILQ6OpM7IsWLaKsrIwFCxbw6KOPnttAqyUqKqpZgmtOTo8NncZA9/ghnK7I5ljRHnq1u5IuMX0pqDiOLErKCsJlzW63U1ZWRlZWFomJicEORxCaTJ3dvK1WK0lJSSxevJjy8nLy8vLIzc3l6NGjrFq1qt4dK4rC448/zm233caMGTM4fvx4tfXffvstU6dOZerUqcyfPx/1zGPv5uRTvKzd8xYfb38Oh6sCvdZEWtJVFFWepKDiKAAjUqYiSzKypGn2+ARBuHSqqvLZZ5/h9fo7tM6cOZOtW7cyatSoIEcmCE2r3nfsjz76KFu3bqW8vJwuXbqQlZVFeno6t9566wW3W7duHW63mw8//JCdO3eyaNEiFi9eDIDNZuO5555j2bJlREZG8uabb1JaWkpkZGTjfKoGsrvKyCs7jEbWYdJb6RDVq9Z2iqoEhrqpqsqjn+/kQEEFAPtOlzVbvIIgNNyrr77K448/zl//+lfmzJmDJEliXLrQJtSb2Ddt2sTatWt58sknueuuu6iqqmLRokX17jgjI4MRI0YA0LdvX/bs2RNYt2PHDlJSUnjmmWc4efIkU6ZMafakfr4uMVcwvJv/QsXpsddYr6i+wB17kd3FovV7qq036zV0jLA0faCCIDTYHXfcwa5du7j55puDHYogNKt6E3tsbCw6nY7k5GQOHDjAhAkTqKysrG8zbDYbVqs18L1Go8Hr9aLVaiktLWXLli2sWrUKs9nM9OnT6du3L507d77gPs+/OGgMLsUGQFFRMRkVGQB4VX/VqdLSMjIy/MtcLieypCUjI4PiKv9jvauSQnh0sH8InFEjU5CdRUGjRhccZz+z0LTEeW58RUVFvPzyy0yZMoW0tDSOHj3K7Nmzyc/PJz8/P9jhtUri97hlqjexx8XFsWTJEoYOHcpzzz0H0KBJYKxWK3b7ubtfRVHQav2HCw8Pp3fv3sTExAAwYMAA9u/fX29iT0tLa9SKUBVVRRzM+Jzo6Cj6d+sP+O/Y92/5HxER4fTv4V/Wxd4OgAhLPPmVVbDyIHFRkVw7bHCjxdISZGRk0L9//2CH0eqJ89w0fvjhBzZv3kxycjJpaWniHDcx8XvctFwu1yXfzNZbI3XBggUkJSXRp08fxowZw6effspf//rXenecnp7Ohg0bANi5cycpKSmBdWlpaRw8eJCSkhK8Xi+7du2qNk4+mCRJJtwci9kQHlgWYYknwtL6hvgJwuUuPz+f0tJSAIYMGcLq1at54YUXghyVIATXBe/Y7XY7BoOBCRMmADBjxgymTp3KO++8w+DBF75bHT16NN9//z233347qqqycOFCli5dSocOHbj22mv5/e9/z7333gvAuHHjqiX+5lZiy2VL9idISPROupqb0h+qtl5RfUjIYpy6ILQgWVlZTJgwgVGjRvHmm28C1Pt3SRDagjoT+wcffMBTTz2F2Wxm6dKl9OrVizVr1vDss89iNpsD9ZXrIssyTzxRvaBLcnJy4OsJEyYELhiCrdieS7E9F53GSLHtFCNSpmI1RgTWv7/pcaKs7ZhwRduokS8Il4Nu3brRp08fBg8ejKqq4sJbEM6oM7G/9dZbLF++nJycHN544w1CQ0P56quvmDNnDlOmTGnOGJtFt7gBpCYMw6A1VUvq4B/u5lUgv7KKQpszSBEKQtumqiorV67E7XZz++23o9FoWLFihUjogvATdSZ2k8lEamoqqampPProowwdOpS1a9dW6+nemph0IURZa1ajUlQFUNl0rJhb3l8eWC6LPyaC0KzKysr4/e9/j16v58Ybb8RkMomkLgi1qDOxazTnKq2FhYXx7LPPBiZPaG1kSUaWa68sp6g+AHwKTOqVhFGrQZYkHhjevTlDFIQ2q6KigtDQUCIiInjrrbfo3LkzJpMp2GEJQotVZ2I//0rYbDa32qQOkBybTt8O19W6TlX886z7VIklU4YQFyL+oAhCc/B6vcyaNYtDhw6xbt069Hp9tQmpBEGoXZ2J/dixY9x11101vj5r2bJlTRtZE3N6bGzN/qTedgpn79jFIz9BaE5arRar1YrZbKa0tFSUgxWEBqozsS9ZsqQ542hWqqqyZveblDnqr0al15jYX9SDQ8UlzRCZILRtJSUlfP7550yfPh3wzzKp1+urvRoUBOHC6kzsgwYNas44ml2ZI59wc1ytyV1VFXaeWE+PxGEYdRaOV3Tii8P11vnu9xkAACAASURBVPIRBOFnuueee/j222/p2rUrgwcPFu/SBeES1FtStrVRVYWCihMAaGV9rW0KKk+w6+R6bM4SRnS/DRCP4QWhqSiKgiz7L5znz5/Pt99+y4ABA/4/e3ceFlXZPnD8OwvDDqKCigoqLpk7lvuSqaVomahoJmZpaqa9qZXknuJuq5bp6xrihmsuuWL6KmWCW5iouSCuIPuwDLP9/iDOz0kQNGCY4flc13u9MufMOfccpXuec57nvs0clSBYrnI3DE1U3+HC7aPIZQoUBcyET89KBMDDtVYpRiYI5c/Bgwfp0KGD1KSlWbNmfPjhh+LWuyD8C0VK7Ldv3+aXX35Br9cTFxdX0jGVqMrONWnj8zrNvbrRpMZL+e6Tocntse5k65bvdkEQikdsbCzXr1/n9OnT5g5FEKxGoYl93759vP/++wQHB5OSksKgQYPYtWtXacRWYpztKtG0Zhdc7Cvnu12tyW0q4fhIIxhBEIrHyZMn0etzV5sMHz6ciIgIevfubeaoBMF6FJrY//vf/7Jx40acnJyoVKkSO3bsYMWKFaURW7G7k3yFveeXsS1yEXvPL+PE1a357qeWRuwisQtCcVq7di2vvfYaP/zwA5DbU6JOnTpmjkoQrEuhk+fkcrlJGVkPDw9poouluXL/NAnpsQCkZyf+/aqMio6mpWQzNWnY2TiiVOQ/uU4QhGfz2muvsXfvXrp06WLuUATBahWa2OvVq8f69evR6XRcunSJDRs28Nxzz5VGbCXAKP2pXb1+1HFvjgwZCrnpZejj+xEabWZpBycIVic1NZVp06YRGBjIiy++SKVKlQgLCzN3WIJg1Qodek+fPp0HDx5ga2vL5MmTcXJyYsaMGaURW4lSyJQo5TaPJXXIrR1vr7LOZjeCUJr+/PNP1q9fz7Jly8wdiiCUG4WO2MPCwhg2bBgTJ04sjXjMTqPNRK1JxtmuEiqlnbnDEQSLk5aWBoCLiwtt27Zly5YtdO7c2cxRCUL5UWhiv3//PgMGDKBOnTq8/vrrdO/e3SKqQWl0mew9v4ysnHTpNZ0hp9D33U35i2OXN9Cqzms879m+JEMUBKtz48YNXn/9dTp06CCN0rt1y7/BkiAIJaPQW/GTJk0iPDyc0aNHc+7cOd544w0+/fTT0ojtX0nPSiItKwG5TIGTnRtOdm5UcKhCZacayJ7wsTP+XuomZsQLwtOrWbMmnp6eeHl5YTQaC3+DIAjFrkglZY1GI1qtFq1Wi0wms6gWrnWr+PJi7V5F3l+sYReEp3Ps2DESExPx9/dHqVSyd+9elMpyV61aEMqMQn/7goODOXToEA0bNuT1119n6tSp2NralkZsxe5C3C9kaFJoW/eNAvdJyriHDBmu9u6lGJkgWKa0tDSGDRuGTCbjlVdewcnJSSR1QTCzQn8Dvb292bFjBxUrViyNeEpUXNKfJKrvFJjYDUY9Seq7VHCoItawC8ITZGdnY2dnh4uLC0uXLsXT09Ok3oUgCOZTYGLfvHkzAwcOJDU1lQ0bNjy2fezYsSUamDmkZiagM2ip5FTd3KEIQplkMBgICgoiMjKSAwcOYGNjQ69eRX/UJQhCySswsZfHiS+u9u681nxcvmvbBUHIrUSZkZFBZmYmDx48oEaNGuYOSRCEfygwgw0aNAiA6tWr07dvX5NtoaGhJRvVv/Ag9Qbn4o6Qrc146vfK5QoxWheEf8jIyODIkSO8/vrrAMyfPx8bGxvs7ESdB0EoiwpM7GvXrkWtVrNp0ybu3Lkjva7X69m9ezdvvfVWqQT4NOLTYjl0cQ06Qw4yZMhlSio7FX1EkZ6dhJNtBWQyy6yFLwgl4b333mP//v3s3buXtm3b4uzsbO6QBEF4ggITe61atYiOjn7sdZVKxfz580s0qGeRpL7L4Ytr0Bt0dHluCN6VGz+2j73KGSe7/Hus6w06dkR9SWXn6vg1fb+kwxUEi/Hxxx9Tr149mjdvbu5QBEEoggIT+0svvcRLL71Ez5498fHxAUCtVnPv3j3q1atXagEW1dlbh8nRZ9OxfkC+SR3g5YaBBb4/JfMBBqOOCg5VSipEQbAIp06dYsaMGYSEhODu7o6vry++vr7mDksQhCIq9J7zmTNnCAoKIikpCT8/Pz788EOpl3JZotPnlout7d7smd6fqM593PA0t+4FwRqdPXuW06dPEx4ebu5QBEF4BoUm9o0bNzJhwgT27NlD165d2b17NwcPHiyN2IrdvZS/iH34+OMFgIfq2wBi8pxQLkVHR2MwGAAYOXIk4eHhDBw40MxRCYLwLIo0S8zDw4Njx47x0ksvoVQq0Wg0JR1XiTgTe5Bjlzfmuy054z4ymRw3h6qlHJUgmFdYWBgvvfQS//3vf4HcJW3Nmj3bnS9BEMyv0MRet25dRo0axe3bt2nbti0fffQRTZs2LY3YSpXOoEUpt0EuV5g7FEEoVZ07d6ZFixZW+XstCOVRoZVY5s6dy9mzZ6lfvz4qlYrXX3+dTp06lUZsperF2n7Sc3pBsGYajYYFCxbQu3dvfH198fDw4ODBg8hkMnOHJghCMSg0sWu1Wo4ePcq8efPQ6/W0bt2aNm3aWF2jB88KZW+mvyCUhLNnz/L111/z559/smnTJgCR1AXBihR6K37WrFlkZ2czd+5cFixYgE6nY8aMGaURmyAIxUSj0aBWqwFo06YNq1evZuXKlWaOShCEklDosPvixYv89NNP0s/Tp0/Hz8+vRIMyh/1/rECn19K7+QfmDkUQitXt27cJCAjA19eXpUuXAvDGGwW3LhYEwbIVmtiNRiNpaWm4uLgAuf2XFQrLnGDWucFgDEZdvtsyNKnoDdpSjkgQSl6VKlWwtbXF1tYWvV5vsb+/giAUTaGJfdiwYfTv35+XX34ZgPDwcEaOHFnigZUEJ7sK+b6erc1Aq9egEDPiBStx4cIF7ty5Q8+ePbGxsWHfvn3Y29ubOyxBEEpBoYm9X79+NGnShNOnT2MwGFiyZAkNGjQojdiKnVafA0YjNkpbIPduRPSd41yIC0er11DNta6ZIxSEfy8jI4O+fftiMBg4f/48Li4uIqkLQjlSYGI3GAxs3bqVK1eu4OvrWya7uT2tg9ErSVTfYWj7OQDEp8cSdfNnVEp7XqzdmwbVWps5QkF4dnm32R0dHVm0aBFubm7SIzRBEMqPAhP7zJkziYmJoWXLlvzwww9cv36dsWPHlmZsJa6KSy38mo5BpbSjgoOHucMRhGdiNBpZtGgR4eHh7NmzB6VSib+/v7nDEgTBTApM7KdPn2bfvn3IZDKSk5N5++23rS6xA3i4eJk7BEH4V2QyGdevX+f27dvcunWLOnXqmDskQRDMqMB17La2tlLRCjc3N4suYKEzaDnwx39JVN+VXou+fZzkjAdmjEoQnp1WqzXpvrZgwQJOnjwpkrogCAUn9n8mcrm8SP1iyiR1dhL3Uq9hMOrwrtyYRPUdIm/u49T1XeYOTRCeyZgxYxgwYAC//vorAK6urri6upo5KkEQyoICb8XfvXuXzz77rMCf582bV7KRFSNXe3eGtJ2NTCZDIVfyS8wGAJrUeMm8gQnCM3rvvfdQqVQ0bNjQ3KEIglDGFJjYg4KCTH5u1apViQdTUmQyOUpF7h2H1KwEbj78g4qOnk+sD5+l1ZGhyS1mo9HpSyVOQShITEwMM2bM4Pvvv6dSpUq0atXKon8nBUEoOQUm9r59+5ZmHCVKb9CRnp2ISmlP9O1jgJGmNbsUOG8gLjmD5xfuIjPHNKHLLXiegWDZjhw5wqFDh9i1axfvvvuuucMRBKEMs64WbQVIz05k55mvqOPegpsPL+BiXxmvSo0K3P9WSgaZOXoauLvQqFputboG7i5UdrQtrZAFgZs3b+Ll5YVcLmf06NE0bdqUjh07mjssQRDKuHKR2PPIkFGvyot4uHgjlxU+GdC/qRfBfi1KITJBMLVv3z6GDx9OcHAww4cPR6FQiKQuCEKRFGmqe2ZmJjExMRiNRjIzM0s6phKjVKhoW/cNfDxEshbKNl9fX7y9vfH09DR3KIIgWJhCE/uvv/5Knz59GDNmDA8fPqRLly6cOHGiNGIThHJDr9fz3Xffcf78eQCqVq1KREQEPXv2NHNkgiBYmkIT+5dffsmGDRtwcXHB3d2d0NBQFi5cWBqxFbtbiRc5G3vI3GEIwmOioqKYNm0aM2fOlF6z5NoRgiCYT6HP2A0GA+7u7tLPdetabge0LG06Obosc4chCEDu75ZGo8He3p5WrVrxzTffiBG6IAj/WqFDgqpVq3L06FFkMhlpaWksW7asSM/9DAYD06dPZ+DAgQQGBhIbG5vvPiNGjGDjxo3PFn0ROahc8fHwBcDdxbtEzyUIRREfH0/v3r1Nij4FBgZSuXJlM0YlCII1KDSxz5o1i927d3Pv3j26devGpUuXmDVrVqEHPnz4MDk5OWzevJmJEycyf/78x/b5+uuvSU1NfbbIn4JKaYdOrwHAw1k0fRHMr0KFCqSnp5OSkoJOpzN3OIIgWJFCb8VXqlSJL7/88qkPHBUVJS3Pad68OdHR0Sbb9+/fj0wmo1OnTk997KdlNBqJT7uFg8oFR9sKJX4+QcjPzZs3uX79Oq6urqhUKvbs2YOLi4tFN1gSBKHsKTSxv/zyy/n+h+fIkSNPfJ9arcbJyUn6WaFQoNPpUCqVXLlyhT179vDtt9/y3XffFTnYf345eFSaJg2AM1FnkP1jjbpa/4AsbToqmTNnzpwp9DyXE3KX9N27f5+oqKgix2cNytvnLS05OTkMGTIEnU7H2rVrxXUuBeIalzxxjcumQhN7SEiI9GedTsehQ4fIyckp9MBOTk5kZGRIPxsMBpTK3NPt3LmTBw8e8Pbbb3Pnzh1sbGyoXr16oaP3xo0bY2ubf/W3h3+cJSM1Ht+WvshlCpNttxIvcuMSVHKpQssmLQuNPftGPBy6SbWqVWnZsvyseY+KiqJly8Kvj1B0RqNR+mIcHByMjY0Nzs7O4jqXMPFvueSJa1yyNBrNEwezT1JoYq9evbrJzyNGjMDf358xY8Y88X2+vr4cPXoUPz8/zp07R/369aVtn376qfTnJUuWULly5RK7JX/l/mki/toGgKuDeyF7C0LxMBqNrFmzht27d7N161YUCgVvvvkmIEY5giCUrEIT++nTp6U/G41Grl69ikajKfTA3bt35+TJkwwaNAij0cjcuXNZs2YNXl5edO3a9d9F/RRSMx8AUK1CXep6iG+XQumQyWT8+uuvnD9/nitXroj2qoIglJpCE/u3334r/Vkmk+Hm5pbvDPd/ksvlj82e9/HxeWy/cePGFSXOZ2Yw5HZoq+RUncrONUr0XEL5ZjQaiYyM5MUXXwRgwYIFaDQaqlWrZubIBEEoTwpN7H5+ftItREtUxbU2l+7/ik6vNXcogpWbMGECP/74I/v27aN169ZUrFjR3CEJglAOFbqOPTQ0tDTiKDFp2UkAVHWtbeZIBGs3cOBAXnnlFWrWrGnuUARBKMcKHbFXrVqVoUOH0qxZM5MZ6WPHji3RwIpLQnpuxTsPZ1FxTihet2/fZvbs2cyfPx83NzfatGlDmzZtzB2WIAjlXKEj9ubNm9OqVasCl5mVZUajkbspVwHI1KaZORrB2uzYsYOwsDCTJaGCIAjmVuCIfceOHfTt29diRub5Sc9ORG8Q5TqF4hMfH4+7uzsymYz3338fb29vXnvtNXOHJQiCIClwxP7jjz+WZhwlwmA04Gov1q4LxeOXX36hVatWrFu3DgClUsnrr78uSsIKglCmWHXD5woOHtRwa2DuMAQrUb9+fZydnS3ysZQgCOVHgbfir169mm8hmbwSmYXVirc099Oy+C02AYCY+JLvOCeUfUajkS1bttCoUSMaN26Mp6cnUVFRqFQqc4cmCIJQoAITu7e3NytWrCjNWIrd2diDPEh7vA98fgJDTxD+132T1xxUhS4aEKzY2bNnef/992nbti179+4FEEldEIQyr8DMldeYxZJdfRCJwWjA1/tVHFQuT9w3JTsHlULO/N6+AKgUcga2qFUKUQplidFoRKfTYWNjg6+vL3PnzsXPz8/cYQmCIBRZgYnd19e3NOModgajnqycdDxcvGlas0uR3qNSyvlPJ1HTu7xKSUlh3LhxVKlShcWLFwMwevRoM0clCILwdApM7NOnTy/NOIpdpiYdI0YUchu0eg02CjHhSXgye3t7rl+/TmpqKjk5OeK2uyAIFslqZ8XfeHgOgLspVwn/M4T0v0vLCsKj4uPjiYiIAMDW1pbt27ezc+dOkdQFQbBYVjk7LC0rkXO3DgNgq3SgRsUGONlWMHNUQlmTk5NDt27dyMjI4LfffsPd3Z0qVaqYOyxBEIR/xSoTu62NA3U9WvLXgzM42LrSqHpHc4cklEEqlYoJEyaQnZ1NpUqVzB2OIAhCsbDKW/G2Snva1u2LXK4wdyhCGbNr1y6GDh2KXq8HYNiwYYwePRq53Cp/FQRBKIes7r9ml+5GkKkRDV+E/O3cuZPDhw8THR1t7lAEQRBKhNUl9tM39hL/d6vWtnX74uv9ipkjEswtJiZG+vOiRYs4duwYzZo1M2NEgiAIJcfqErtcpqB6hfoA1HFvRs2KYl16eTZz5kw6dOhAZGQkAJUrV6ZevXpmjkoQBKHkWE1i1xu0AFR1rYONUqxZF3J1796dli1b4urqau5QBEEQSoXFJ/ZE9R2uxZ8lPTsRgJoVG6LOTmH3uSWsPRFE+KUQM0colKbk5GSCgoJISUkBoH379uzfv1+M0gVBKDcsermb0Wjk5z+Wo9PnSK/VqPgcD9VxJKrvYKOwxc1BrEsuT0JDQ1mxYgVubm5MmjQJQPRLFwShXLHoxA6g0+fgYl8ZG4UtWTnpONtVJFF9BwBf71do6Nle2jdLq+Nuala+x9Ho9KUSr1D80tLScHZ2RiaTMXr0aFxcXBg8eLC5wxIEQTALi0/sAA4qF3o0GVnofm2/+Zk/7qUUuN3VzqY4wxJKwe+//84777xDUFAQgYGBKJVKhg4dau6wBEEQzMYqEntR3UzKoKKDij6Na+a7vUNtcdve0nh6eqLVaklPTzd3KIIgCGWCVSR2o9HIXw+icLGvjIeLN1VcavNq4/dwsa/82L7ebk6sHNjODFEKxeXw4cNUr16dhg0bUqNGDc6cOYOTk5O5wxIEQSgTLH5WPIDRaODE1TCi7xwHwF7lRLUKPjjaiiVO1iY6OpqAgAD+85//YDQaAURSFwRBeIRVjNgNxtyJb7ZKezNHIpQUg8GAXC6ncePGTJ48mR49eojZ7oIgCPmwksRuAHJbtALcSrzI8SubeaGWH89Va2PO0IR/Sa1WM3XqVOzs7Jg/fz4AH3/8sZmjEgRBKLusIrEb/07sqr8Tu8FoQKfPwWgUS9gsnVKp5LfffsPW1pbs7Gzs7OzMHZIgCEKZZhWJXboVbyNuxVuD9PR0rl69iq+vL3Z2doSFhVGlShVUKpW5QxMEQSjzrCSx//+t+LikS/wR94t5AxKemU6no3v37iQmJhIREYG7uzs1a+a/PFEQBEF4nFUkdgeVM680Ho6d0pFjlzeQmJFbec5VlJO1OEqlknfffZeEhARcXFzMHY4gCILFsYrELpPJcbarCEC7uv3Q6DJxtq+EUi4qyVmCEydOsGHDBpYuXYpcLmfkyMKrCAqCIAj5s4p17HqDHo0uE6PRiIOtC26OVUVStyArVqxgy5YtUs90QRAE4dlZRWJPy4pn42+z0Bly0OpzyNFlS8VLhLLp9u3b0p8XL17MgQMHaNWqlRkjEgRBsA5WkdgNRgNymQKlXMUvMaFs+G0meoPW3GEJBfj6669p2bIlZ8+eBcDDw4OWLVuaOSpBEATrYDWJXaW0F5XILISvry+1atUSf1+CIAglwEoSu16Uky3DMjMzmT9/PmlpaQB06tSJkydP0rx5czNHJgiCYH0sNrGnZiWQkH4LyK08l1dOVih71q1bx8KFC/n666+l15RKq1iQIQiCUOZY5H9dk9R3+enctyavqcSIvUzRaDSoVCpkMhkjRoxAq9UyYsQIc4clCIJg9SxyxJ6tzQCgikstGlXvSAvv7jzv2d7MUQl5Ll68SKdOndi0aRMANjY2fPjhhzg4iLsqgiAIJc0iR+x5PN3q06zmyyavPVetDTUrPodcpjBTVIKLiwv379/nxo0b5g5FEASh3LHoxJ6fmhUbmjuEcikqKgpnZ2fq169PzZo1iYqKonLlyuYOSxAEodyxyFvxj4pL/JMdUV9w8+Ef5g6l3Lpy5QqvvvoqH3zwgVQYSCR1QRAE87D4EXtmTjqpWQkYDLmtW3+/vpv4tFv0aDpSlJUtJfXr12fcuHF07dpVrE0XBEEwM4tP7BpdJgCqv3uxp2Y95KE6DkRJ2RKTk5PDokWLyMnJ4fPPPwdgxowZZo5KEARBAKtI7FkA/O/yFowY0Oo1Zo7I+un1enbt2oVOp+PTTz/F0dHR3CEJgiAIf7P4xJ7z94hdo8tdAlfBoQqVHD1RiNvwxSonJ4dr167RsGFD7O3tCQ0NpWrVqiKpC4IglDEWn9izctQAvNlmhigrW0IMBgO9evXi1q1bREREUKlSJerVq2fusARBEIR8WHxir+paB5XSDpXCztyhWC25XM7rr7/OtWvXsLERd0KE/6fT6TAYDOYOI185OTnmDsHqiWv878nl8mIvsW3xib1xjU6kZSVyJ+UKlZ1qYGcjbg0Xh+joaEJCQpg3bx5yuZyxY8eKGe+CifT0dBQKRZms++/j42PuEKyeuMbFIycnh6ysLJydnYvtmCX2G2kwGJg5cyaXL19GpVIRHByMt7e3tH3t2rXs3bsXgM6dOzN27NhnPteNh+c5G3uQVxoNx9NN3CIuDgsXLmTPnj306tWLTp06iaQumNDpdCgUijJbJlir1aJSqcwdhlUT17h4qFQqMjMz0el0xfYlucQK1Bw+fJicnBw2b97MxIkTmT9/vrQtLi6On376iU2bNrF582ZOnDhBTEzMU58jLeshxy5vJFOTVpyhl1t5bVUhN7Fv2bKFTp06mTEioawyGAxlcqQuCJZIoVAU6yOtEvvNjIqKomPHjgA0b96c6OhoaVvVqlVZuXIlCkVuPXedToetre1TnyMt6yEJ6beoV+XFfLdr9QZ+vZlAjj73gunK6LPAsmD16tVMnTqV/fv307RpU6pWrUrVqlXNHZYgCILVK+47oiWW2NVqNU5OTtLPCoVCutVgY2NDxYoVMRqNLFy4kOeff57atWsXesy8Lwfp+gcAJKfHI0NO6sPcpW5Xrl7lnuL/R50bYhL5+swDk2PoNFlERUX9689nbbRaLU5OTkRGRqLVas0djtWzhn+DPj4+ZfrfSkZGhrlDsHriGhcPrVbLtWvXiu14JZbYnZycTP7S/3nrTqPRMHnyZBwdHYtctaxx48bY2tpyN/kqNy8eR0c2VVxq4elWg/jYP6lfr57JM/ad8WeBBwxvXRdvt9xJdT2eq07LmpWK50NaMJ1Ox8qVKxk8eDAuLi60bNmSJk2a0K5dO3OHZvWioqJo2bKlucP4V/JmQ5vzGeupU6f46KOPqFu3LpCbZGrUqMHixYvRarVoNBoWLFjA3bt30ev1VKtWjaCgINzd3QGIjIzku+++Q6fTkZmZib+/P2+99VaRzh0aGsqWLVsYNWoUfn5+Be63fft2rl+/zscff/zvP/DfsrOz+eSTT0hMTMTR0ZEFCxZQsWLFJ75nxowZnD9/np07d0qvBQYGMnPmTGkSnEajoWfPnoSHhwOwefNmfvrpJ+RyOVqtlvHjx9O6dWvp/RkZGUWqY7F06VJ++eUXlEolkydPpmnTpibbf/rpJ9asWYNcLqdfv34MHjwYrVZLUFAQd+7cQS6XM3v2bKuerJeTk0OTJk1Mfp80Go3Jne6nUWKJ3dfXl6NHj+Ln58e5c+eoX7++tM1oNDJmzBhat27NyJEj/9V5qrgUPtIf+oIPHep4/KvzWJu1a9cyefJk7ty5w+zZswGe6XGIIAB8ujuKredji/WY/Zt5s/C1J38BatOmDV999ZX088SJEwkPD6dDhw6MHTuWd999l27dugEQERHBqFGjCAsL4+7duwQHB7Ny5UoqV65MdnY2Q4cOpWbNmkWaV3Lo0CEWLlxIgwYN/t2HfAYbN26U+jPs3buX77//nqlTpxa4f1ZWFmfOnKF+/fqcOnXKJDkXZO/evZw8eZK1a9diY2NDXFwcQ4YMYceOHYV+iXjUxYsX+f333wkLC+PevXuMGzeObdu2meyTN1HXwcGBXr160atXL06fPo1Op2PTpk2cPHmSr7/+miVLlhT5vOVdiSX27t27c/LkSQYNGoTRaGTu3LmsWbMGLy8vDAYDv//+Ozk5Ofzvf/8DYMKECbRo0aLQ42p0mVIZWQAP11pUdPSkhlsDnO3ESPxJ9Ho9crkcmUzG0KFDuXfv3r9ajSAIZUlOTg7x8fG4urpy6dIlnJ2dpaQO0K5dO7y8vDh9+jSRkZG88cYbUhdCOzs7Vq1a9dgs/9u3bzNlyhR0Oh0ymYypU6dy/vx5oqOjmTJlCl999RU1a9YEckfSn332GXfv3kWr1TJt2jSTY33xxRdER0eTkZGBj48P8+bNIyoqigULFqBUKnFxcWHx4sUkJCTw2WefoVQqUSgULFy4kCpVqkjHiYqKYsSIEQB06tSJ77///onX5eeff6Zt27Z06tSJ0NDQIiX2TZs28dlnn0l1K2rWrMnOnTtxc3Mz2W/UqFFkZmZKP/v4+DBz5kyTWDt06IBMJsPT0xO9Xk9SUpLJl4MGDRqQnp6OUqnEaDQik8moXbs2er0eg8GAWq0WEzWfUoldLblczqxZs0xee/RWyh9/PH2b1ZsJF/j15v9/23O0rYCHszcqpR0OquJbA2iNrl+/zqhRoxg5ciQDBgxAacE5dQAAIABJREFUpVI99h8eQXhWC19rWejouiT89ttvBAYGkpiYiFwuJyAggLZt27Jjxw4p4T6qZs2a3L17l/j4eJ577jmTbfmtI164cCGBgYF069aNS5cuMXnyZLZv386ePXuYOXOmyTk2bdpE9erV+eqrr7hy5QoRERG4uLgAuXOOXFxcWLNmjVTJ8cGDBxw+fJju3bszfPhwwsPDSUtLIyIigkaNGhEUFERkZCSpqakmiV2tVkuxOjo6kp6e/sRrFBYWxqxZs6Sk++DBA5Pj5Sc+Pv6x6/fPpA6wfPnyJx5HrVZToUIF6ee8eB9N7PXq1aNfv37Y29vTvXt3XFxcyMjI4M6dO/Ts2ZPk5GR++OGHJ55HMGVR/djTs5MAqObqg497C15t/B4qpR1GoxGj0SD1AhceJ5fLiYmJ4fTp0+YORRCKTZs2bQgJCSE0NBQbGxtq1KgBgIeHB3fu3Hls/9jYWKpVq4anpyf379832RYTE8OlS5dMXrt27Rovvpi76qZhw4aPvedR169fp3nz5kBuK+Nhw4ZJ22xtbUlKSmLChAlMnz6dzMxMtFoto0ePJikpibfffpv9+/ejVCrp378/bm5ujBgxgtDQUGn1UJ5H5y9lZGRIXx7yc+3aNa5evcr8+fN57733kMlkbNy4UYrp0cmPGRkZ2NnlVvCsXr069+7dMznWiRMnSEhIMHlt1KhRBAYGSv97dLT+z1jzzvHoF6iYmBh++eUXjhw5Qnh4OElJSfz888+sXbuWDh06cODAAXbt2kVQUBAajWjwVVQWldjz+NZ6lY4NBuJin3vr/cLto6w7OZl7KX+ZObKy5a+//uL69esA1KpVi4iICBYuXGjmqASh+Lm5ubFo0SKmTp1KfHw8zZo14+HDh9JEMIDjx48TGxtLq1at6N27N2FhYSQl5Q4WMjIymD59OvHx8SbH9fHxITIyEoBLly5Jt+7z4+PjI92JjIuLY+LEiSbnvnfvHl9++SUTJkwgOzsbo9HI7t276du3LyEhIdSrV48tW7Zw5MgRWrZsybp16+jRowcrV640OY+vry/Hjh2TjvukiZhhYWGMHz+eVatWsWrVKtatW8e2bdvIycmhUaNGHDhwwCTGJk2aANCvXz++//57dDodADdu3GDKlCnI5aYpY/ny5YSEhEj/+2di9/X15cSJExgMBu7evYvBYDAZrTs7O2NnZ4etrS0KhYKKFSuSlpaGi4uL9AXA1dUVnU6HXq8v8HMKpizywUWi+i5/PYiiXpUXcXOsikYrllz8082bN+nUqRNNmjTh559/Ri6X53trUhCsRd26dQkMDCQ4OJh58+bxww8/MHfuXOl2cdWqVVmxYgUKhYIaNWrwySefMHbsWBQKBRkZGfTv35/OnTubHPPTTz9l2rRprF69Gp1Ox5w5cwo8/6BBg5g8eTJDhgxBr9czefJkrl69CkDTpk35/vvvCQgIQKVSUbNmTeLj42nSpAlBQUE4ODhgY2PDrFmzMBqNfPLJJyxZsgS5XM5nn31mcp4333yTSZMm8eabb2JjY8MXX3wBwJw5c/D396dhw4ZA7pyDvXv3smvXLum9np6ePPfccxw4cID33nuP6dOn4+/vj0qlokKFCtJE2l69epGQkMDgwYOxsbFBr9ezaNEiKlV6unlMjRs35oUXXmDgwIEYDAamT58OwO7du8nMzGTgwIEMHDhQOo+Xlxd9+/ZFq9UyefJkaYb8+PHjy2yVw7JIZrSA+9d50/6Nrg+Jvn+UhtXaceleBF0aBnLp7knup+aOSl9tPIJqFepK75v281nmHo7m2AevlstZ8Z9++int27enT58+RdrfGpZhWQJruM5lYbnbkxR1KZY1CQkJoVOnTialu0tSebzGJSW/36e8vJe3zPtpWOSIPfvv3usOKmfU2Sko5TY859kOd5fS+QddFhkMBpYvX05ycjKTJ08GELfdBaEc6dq1K56enuYOQygDLPIZu0abu7zCQZU7acTWxoEXavVEKS+/LUWzs7NZuXIl69atM6n5LghC+SCSupDHMkfsfz9Tt7dxpnfzD0y2qTVaEjNyZ0+mZJXdcpfFwWAwEBcXh7e3Nw4ODvz444+4u7s/cZasIAiCYN0sMrFrdJnY2Tgilyuwk///M55srZ46wTtIzDRdFqGQW1/LUaPRSEBAABcvXiQiIgI3NzcaNWpk7rAEQRAEM7PIxK5S2GFrl7tkIkOTCoCjrStp2TkkZmrwcnOks09uAQZ3Rzta1ih6CURLIZPJ6NChA/b29mIZiCAIgiCxyMTerp4/7s5eAPx8YTlG9Ax48f+XhLTyqszaN9ubK7wSc+vWLdatW8fUqVORyWR8+OGHyGSyYm/5JwiCIFgui5w8ZzSWz77q06dP56uvvuLw4cMAUt13QSiPTp06Rdu2baWqZ/7+/nz44YfS0qGkpCQmTZpEYGAggwcPZuLEiSaV0yIjI3nnnXcIDAykX79+hIaGFvncoaGh9OnTh3379j1xv+3bt7N48eJn+4CFOHTokEkRnCdZsWIFHTp0MKneFhQUxPHjx032a9/+/wdEhw8flq7tgAED2L9//zPFuWXLFvz9/QkICODo0aOPbY+IiJC2P9rQZ968efTv35+AgACraHNcmixqxJ6lVQMQlxSDh0st8wZTSh5dKzp37lz8/PxMGlsIQllw+sY+bj68UKzHrFW5KS/WLrglKpTP7m4AwcHBnDhxQipGU5jdu3fj5+fH3r178ff3L3T/M2fOsHbtWpYvX46joyPJyckMHDiQunXrSm1yiyIhIYGQkBC2bduGRqNh8ODBtG/f3mS99sKFC1m8eDE+Pj4MHjyYy5cvYzQaOXv2LGFhYcTGxjJhwgS2b99e5POWdxaV2FMzc8s96g3WPds9z7Zt25g0aRK7du2iUaNGeHp6EhAQYO6wBKFMKi/d3SC3VGu3bt3YvHlzodfl1KlTeHl5MWjQID755JMiJfawsDDefvttaVDh5uZGWFjYYytupkyZwq1bt6SfXV1dWbp0qfTzhQsXaNGiBSqVCpVKhZeXFzExMSY92Rs2bEhKSgparRaNRiOVlrWzsyMnJ0d0d3sGFnW1cvS57Vq9KjUmK0fNweiVZOSkWG1nNxcXF/R6PXFxcWLGu1CmvVjbr9DRdUkoj93dAPz8/Dh16lSRrlFYWBgDBgygTp06qFQqzp8/T7NmzfLdN+/RXn7d3VxdXR/b/0kldvM+96PX1dHREbVabbJPgwYNGD16NBUqVKBBgwbUqVMHtVqNXC6nZ8+epKenS6VuhaKxqGfsObpsABRyBfYqJ15t8h7VXH2o6/GCmSMrHkajkS1btkj/8Lt37865c+fo0aOHmSMThLKpPHZ3exqpqakcP36cH3/8keHDh6NWq1m/fr0UU958hDx5TV88PT0f6+4WFRVFbGysyWtTpkwx6e42duxYk+2FdXdLS0tj+fLl7N27l8OHD+Pt7c3q1avZuXMnlStX5tChQxw5coSlS5fy4MGDZ74O5Y1FJXa9UWfys52NI680Hk6TGl3R6Q3oDGW+7P0ThYaGMnr0aObOnSu9lt+3ZEEQTJWn7m5P46effqJfv36sXr2aVatWsWXLFk6ePElSUhKNGjXi0KFD0r6RkZHS83N/f39WrVpFZmZulc/ExEQmT55MVlaWyfHnzJlj0t3t0dvwkNv8JioqCo1GQ3p6OteuXaN+/frSdjs7OxwcHKRHIB4eHlJ3NwcHBxQKBY6OjqhUKpMvCMKTWdSt+Efl6LJJzrxPaFQ8n+y5bLLNkuaJ5/XgkclkDBgwgPPnzzNmzBgzRyUIlqe8dHcryIoVK3juuedMJv+FhYWZ9Iywt7fnlVdeYcuWLQwfPpxLly7Rp08fHB0dpfMDtGjRgoCAAN59912USiXZ2dlMmDDhsccXhXF3d5dWJRiNRsaPH4+trS2//vorUVFRjB07lqCgIN59911sbW1xdnZm/vz5ODk5cebMGQYNGoRer+e1116jTp06T3Xu8syiurul2V4lNuUcvZqNQafXciD6v/yVXI95v6joUNsDW2Xu8q8JnZ/n1efKft3ke/fu8dFHHzFw4MAiTWgpadbQdcwSWMN1Ft3dyp4jR47g4OBA27ZtS+V85fEal5Ry3d3N2c6twG2bh3aiqot9KUbz72VlZXHixAmcnZ3LRGIXBMFyNWzYUDSCEQALS+zW4N69e+h0OmrWrEmdOnU4dOhQkdeiCoIgFEQkdSGPRU2ei026COTWh78Wf8bM0Ty927dv0759e0aNGoXBkFs97/nnnxfV4wRBEIRiY1Ejdvnf30Piki5JiT1Hbzk92KtXr07Pnj0t/vmqIAiCUHZZVGJXKe0hB6Yd0HAv7TnsbfRcSii7o12j0cj27duJi4vjo48+QiaT8d1335k7LEEQBMGKWVRif5iZO4H/dmommbqKONs70KQa1Hd3wcPJzszRPS47O5vg4GCpAIWbW8GT/wRBKH5jx459bG21NTp16hQfffSRtA49IyODGjVqsHjxYlQqFUlJSSxYsIC7d++i1+upVq0aQUFBuLu7A7lr2L/77jt0Oh2ZmZn4+/vz1ltvmfMjPWb06NEA/PDDD9JrL7/8Mj///LM0a/zatWvMnDmTkJAQDAYDK1as4Pjx41KRn6lTpz51fX+DwcDMmTO5fPkyKpWK4OBgvL29TfZZtWoVe/fuRSaTMXr0aLp3705KSgqffPIJarWaChUqEBwcTKVKlf7NJSgyi0rsF+9n8nxVqO6STb+mDozp2B2lomwttzEajcTHx1OlShXs7e1ZtWoVbm5uIqkLghmUh6Sep6CGOK+++mqJNsQpDffu3ZOq9cXFxeVbLvifVq5cSXJyMuvXr0cul3PhwgXGjBnD/v37sbEp+iPcw4cPk5OTw+bNmzl37hzz589n2bJl0va0tDRCQkI4ePAgWVlZvPHGG3Tv3p3ly5fTsmVLRo8eTUREBF9++WWhJXiLi0Ul9hdqepKpjWdkaxu02v+h0XUoU4ndaDQyatQoTp48SUREBK6urvj6+po7LEEoFWGn5+f7euPqnWnombu2+vjlzTxIu/HYPu7OXrz03GAArtz/nfNx4Qx4MeiJ59u+fTtHjx4lOzubhIQEhg4dypEjR7h69Sr/+c9/6NWrF+3bt+fkyZOcP3+eOXPmYDQaqVKlCosXL+a9997Dzc2NtLQ0VqxYwZQpU4iLi0Ov1/POO+/g52da+16tVjNlyhTS09NJTk5mwIAB9OjRg7feeot9+/Yhk8n4/PPPpWYzwcHBAFSoUIG5c+fy559/snjxYmxsbAgICMDOzs6kVew333yDm5sbn3/+OdHR0VSuXJk7d+6wbNkyFAoF06ZNQ6PRYGtry+zZs6lWrVqB1+bRhjjR0dHF0hDn5s2bTJ06Fa1Wi52dHXPmzGH27Nn4+fnRqVMnjh8/zr59+5g/fz5dunShTp06eHl5ceLECXbt2oWDgwMrV65EqVTy6quvPtXn2bp1K127dsXOzo4NGzYwadKkJ/7bANi8eTPbt29HLs+dm9W0aVO2bt1qktQzMjKkOwF5WrdubVIaNyoqio4dOwLQvHlzoqOjTfa3t7fH09OTrKwssrKypMnQf/31F+PHjwdym/bkFf8pDRaV2Gu5VeDPeNDpbps7lHzJZDLq1avH7du3UavVohysIJSwjIwMVq9ezd69e1m7di1btmzh1KlTrFmzhl69ekn7TZs2ja+++gofHx9CQ0O5du0aAK+99hrdu3dn/fr1UllatVqNv78/bdq0oWLFitIxYmNj6dWrF6+88goPHjyQKqo1aNCAyMhImjVrxu+//86UKVMYPHgwc+fOpW7duoSFhbFy5UratWuHRqMhLCwMyL2lvGLFCuzt7Zk+fTonTpzAwcGBlJQUtm7dSlJSEq+88goACxYsIDAwkM6dO/Prr7+yePFivvjiC5NrUVBDnH379hVLQ5wFCxYwcuRIOnXqxL59+4iJiSnw7+XevXts375duqYHDx7kjTfeYN++faxatYrPP/+80M+Tx2AwsGfPHjZv3oxSqaRXr1785z//wc7uyY9fs7OzH/tv8D/vnDo6OhISEvLE46jVapycnKSfFQoFOp3OpONctWrV6NWrF3q9nlGjRgG5dQXCw8N5/vnnCQ8PJzs7+4nnKU4WldhTs3PrOMtlcqpXbIh9Gejq9vDhQ0JDQ/nwww+RyWSMHz+eiRMnSt8SBaG8KGyEDdCpwcBC96lftRX1q7Yq0jnzakA4Ozvj4+ODTCbD1dUVjUZjsl9iYiI+Pj4AJs+Oa9euDeQ+m23Xrh2Q27jEx8eHv/76iyVLlgC5I1x/f3/WrVvHwYMHcXJykhqmBAQEsGPHDhISEnj55ZdRKpVcu3aNzz//HACtViudJ+//ASpVqsSkSZNwdHSUGsg82kimYsWKUhnVK1eusHz5clauXInRaMz3VnLerfjk5GTeffddqSFOlSpVCmyI065dO+Lj4/NtiGM0Gk1qbNy4cYMWLVoAud3lMjIyOHz4sLT90SKmjz5+HDBgADNnzqROnTrUqlULNze3In2ePP/73//IyMiQau8bDAZ2797NgAEDpEY2ec/YMzMzpYTv4uLyWFI+dOgQbdu2lV4ryoj9n41sDAaDSVI/fvw48fHxHDlyBIDhw4fj6+vLyJEjmTNnDsOGDaNjx45UrVq1wM9Y3Cwqscen3wSgkmN1Xm4YaN5g/vbZZ5+xbds26tatS69evUTfYEEoRUWtAeHh4cHNmzepVasWK1askBJs3vvzmr10794dtVrNlStX8PHxMRnNzZs3j+bNmzN48GB+++03jh07BkDbtm1ZtGgRDx48YPr06UBuAl+wYAGenp5ERUWRkJAAIH3hT09P59tvv+WXX34B4J133sFoNFKvXj127doF5HZmu3nzJgB16tTh3XffxdfXl2vXrnH69OkCP2veKHno0KHs3LkTX19fqSHOyy+/DJg2xKlZsyYffPABfn5+VKxYUWqI88EHH5gk9rwmN+3ateOnn34iISEBlUolfbY///xT2vfRgU2tWrUwGo2sXLmSN99886k/z9atWwkODuall14Ccm+NBwcHM2DAAJ5//nkOHDhA//79pc/VpEkTAPr27cvSpUuZNGkSMpmMM2fOMG/ePPbv3y8duygjdl9fX44ePYqfnx/nzp0zaWIDuY267OzsUKlUyGQynJ2dSUtLIzIykj59+tCmTRsOHDhQqo9lLSoLvVCrJzEPTuLu7GXWOLRarfQNc8aMGfj6+orWqoJQhn3++edMnjwZuVyOu7s7w4YN48cff5S2BwQEMG3aNN588000Gg1jx459bAZzly5dmDlzJrt376ZChQooFApycnJQqVS8+uqrRERESLOlZ86cyaRJk9Dr9UBuF7RHO8c5OTnh6+tL3759cXBwwMXFhfj4ePz9/Tl+/DiDBg2icuXK2NnZYWNjw6RJk5g5cyYajYbs7GymTJnyxM/7aEOcb7/9ttga4kyfPp1ly5ZhZ2fH559/LnV92717N7Vq1Sownv79+/PNN9/Qpk0bgAI/z/jx45k8ebI0Wz8xMZHz58+bTAps2bIlGo2GM2fOSE16Nm7ciFKppGbNmtKdkuHDh/PNN98wcOBAlEolSqWSZcuWPXV/g+7du3Py5EkGDRqE0WiUum+uWbMGLy8vunbtSkREBAEBAcjlcnx9fWnfvj23bt2S5gJ4eHiYdO0saRbVBOZZiuEXt0OHDjFx4kQ2b95sdaVgraE5iSWwhussmsCUjGvXrhETE0OvXr1ITk6md+/eHD16tExe55K4xl9++SWjR49+bOKetSvXTWDKAr1eT0JCAtHR0VaX2AVBMK9q1aqxePFi1q1bh16v5+OPPy6TSb2kDBo0qNwl9ZJgUYndYNQTffs4TnZu1KrcpNTOe+jQIdq1a4ejoyM9evTgzJkzT1yaIQiC8CwcHBxM1kiXN6KRTfGwqKnbRiNE3tzHlfu/l9o5t23bxsCBA00KC4ikLgiCIJRVFpXYL945Xurn7NWrF/3792fo0KGlfm5BEARBeFoWldivPMgdqTuoXErsHCkpKXzwwQfSkhM7OztWrFjxWAEHQRAEQSiLLOoZO0D7ev3x8WhRYsd/+PAhO3bsID4+nj59+pTYeQRBEAShJFhUYn+9xX9wdij+Mq2pqalkZGTg6elJ3bp1+emnn2jWrFmxn0cQBKE0vPzyy1SrVg25XI5eryczM5PZs2fTpEkTjEYjGzZsYM+ePVJBrREjRkjr1lNTU1mwYAGxsbFSJ7hZs2blW2bWXPbt28fkyZM5cOAAVapUAWDJkiVUrlxZKoIDufUJvvzyS2rUqFFsHezCw8P57rvvUCqV9OvXj4CAAJPtly5dYsaMGSgUCmrVqsWcOXOQy+WsWLGCvXv34uTkxIgRI+jSpcu/uwhPYFGJXaUo/tasDx48oGvXrtSpU4edO3cil8t54YUXiv08giAIpWn16tXS+uf//e9/LF26lOXLl7N582bOnDnD2rVrsbW1JTk5mZEjR+Lq6krz5s2ZMGECgwYNonv37gCsXbuW6dOnmxSJMbewsDCGDBnCli1bGDduXKH7x8XFFUsHO61Wy7x589i6dSv29va8+eabdOnSRSqoA7kdBT/44AM6d+7MxIkT+eWXX6hevTp79uyR+gQMGjSINm3aYG9v//QfvggsKrGXBA8PD1588UUaNmyIwWAQNd4F4RmVxe5u69ev5+DBg+h0OpydnVmyZAkGg4HPPvuMu3fvotVqmTZtGjdu3GDbtm0YDAY+/PBDEhISWLduHSqVilq1ajFr1qzH6pnnd+wJEyYwdOhQWrVqxYULF1i2bBnffvstM2bMIDY2FoPBwEcffUTr1q3p3bs3tWrVQqVS8emnn0qV2PLm+XTr1o2jR4/y7bff4uTkhKurKw0aNGDcuHF88cUXnD59GqPRyLBhw+jZs+cTr9Xdu3dxcXGR4v7xxx+lpO/m5sbYsWPZuHEj7u7uPHz4UErqAIGBgfTr18/keAaDgfnz53Pp0iW0Wi3jxo3D2dmZTZs2SV8A8jrrBQUFkZKSQkpKCrVr16ZVq1b07duXhIQERo0axfbt25/q88TFxZGamsqoUaPo27cvo0ePLrQN665du4rUwe6rr77izJkzJq+tWrVKqiVw7do1vLy8pOYyLVu2JDIy0iTehg0bkpKSgtFoJCMjQ+od0KpVK+mae3t7c/nyZakvQHErl4n96NGjXL58mdGjRyOTyVi9enWRa04LglB2PKm7W8+ePUlJSWHt2rXI5XKGDx/OH3/8wR9//EH16tX56quvuHLlChEREbi4uODi4sKyZctITk5m+vTp7NixAycnJ+bOncvmzZsZMmSIdF6DwZDvsQcMGMCOHTto1aoVO3bsICAggLCwMNzc3Jg7dy7JyckMGTKEvXv3kpmZyZgxY3j++eeJiIjgnXfeoXXr1pw5c4YlS5bQpUsXgoOD2bx5M5UrV5aaoBw7dozbt2+zadMmNBoNAQEBtG/fXkrced599100Gg3x8fF07NhRKm+anJxs0rUOTDu95TWPyaNQKB67DX/kyBGpC11CQgLr16+Xmujkp02bNgwbNkxqjtO3b1927dqFv79/kT9Pnq1bt9KvXz+cnZ1p3rw5hw4deqzF7qNkMlmRO9jltVktiFqtNnmfo6MjarXaZJ+8L4LLli3D2dmZ1q1bc/v2bVasWIFarUar1XL27FkGDiy8IdKzKneJPScnh/HjxxMfH0+/fv1wd3cXSV0QikFZ6+4ml8uxsbFhwoQJODg4cP/+fXQ6HdevX5duv9avX5/69euzfft2qTFMXFwcdevWlTqAvfjii5w4ccJkNLd27dp8j92xY0cWLVpESkoKkZGRTJ06ldmzZxMVFcWFCxcA0Ol0JCcnA//f7c3d3Z1ly5axdetWZDIZOp2OpKQknJycpFHmCy+8wMOHD7ly5QoXL14kMDBQOt6jI/I8ebfiv/zyS27fvi3VvndyciIlJYUKFSpI+8bGxlKtWjU8PT0f6/Sm1WrZv38/r732mvTajRs3aNq0qRT7+PHjOXXqlMn7Hq1Wnvc5fXx80Ov13Llzh3379rF27Vo2b95cpM8DuZU/d+/eTfXq1QkPDyc1NZX169fj5+cndXp7VF63t/w+V34d7Aobsf+z01tGRsZjXxDmzJlDaGgo9erVIzQ0lPnz5zNjxgzeeust3nvvPby9vWnWrNljLWSLU7m575yWlgbk1uL94Ycf+Pnnn02eiwiCYHme9KU8JiaGw4cP8/XXXzNt2jQMBgNGo1HqUga5STxvJJz3GK5GjRpcu3aNzMxMAH7//Xdq167N+PHjCQkJISQkhKtXr+Z7bLlcTo8ePZg5cybdunVDoVBQp04devXqRUhICP/973/p0aOHdCs375zffPMNffr0YdGiRbRu3Rqj0UilSpXIyMggKSkJgPPnzwO5ndFat25NSEgI69ato2fPno+Nsh/10UcfER8fz4YNGwAYMmQIwcHBUhJMTExk6dKlDBo0iCpVquDm5mbSjvXHH380+TkvhosXLwK5neqGDx+Ora2t1Ontzp07pKam5vv31L9/fxYtWkTdunVxcXF5qs9z7NgxGjduTEhICKtWrWLr1q0kJiYSExNDo0aNCA8Pl9rp3rp1i5ycHCpVqkTv3r0JCwuTrmVeB7tHG/MAJn/Hef97tKSvj48PsbGxpKSkkJOTQ2RkpNTKNo+rq6v0pdDDw4O0tDSSkpJITk5m48aNTJkyhXv37lGvXr0C/87+rXIxYg8KCmLfvn2cOHECFxcXqcOQIAjWy9vbG3t7e/z9/VGpVLi7uxMfH8+gQYOYPHkyQ4YMQa/XM3nyZK5evSq9r2LFiowbN46hQ4cil8vx8vLi448/LtKxAfr160e3bt04cOAAkDtRaurUqQwZMgS1Ws3dhr7HAAAOXElEQVTgwYMfm8vTo0cP5syZw/Lly6lWrRrJycnI5XKmTZvGe++9h7OzMwaDAW9vb15++WV+//13Bg8eTGZmJt26dTPpOf5PcrmcOXPm8NZbb9GtWzcCAwPR6/W89dZbKJVKZDIZY8aMkdqKLly4kFmzZrF69Wq0Wi1eXl4EBwebHLNr164cP36cN998E71ezwcffEDjxo1xdnZmwIAB+Pj4FJic8z5rXuncgj7P9u3bAfD395feu2XLFgYMGGByvP79+xMaGsrs2bM5c+YM/v7+ODk5YTQaWbBgAUCRO9gVxsbGhqCgIIYPH47RaKRfv35UqVKFv/76i/Xr1zNz5kyCg4MZP348SqUSGxsbZs+ejZubG7dv36Zfv37Y2Njw6aefolAonurcT6NcdHebP38+u3fv5scff8THx6cEIrQO1tB1zBJYw3UW3d1Kx/Lly3nnnXdQqVR8/PHHdOjQgTfeeMPcYQElf41jYmKIjo6Weq1bs+Lu7maVt+LVajVr1qyRnvFMnDiR8PBwkdQFQbAojo6OBAQESL3AnzRJzNpUqFDhsdn4QtFY5a34SZMmsXHjRipWrEifPn0KXQohCIJQFg0ZMsRkNn55UrVqVXOHYLGsJrE/ugZ90qRJeHp68uqrr5o5KkEQBEF4MqPRWKyrs6ziVvxvv/1Gx44duXz5MgBeXl5MmTIFO7vir1QnCELuhKy82ceCIPw7er2+WIujWcWI/eHDh1y+fJmIiAgaNGhg7nAEweoplUqysrLIzMxEoVCUuVoQWq32sTXNQvES1/jfMxqN6PV69Hq9VLe/OFjsiP306dNkZWUB0Lt3b3777TfeeecdM0clCOWHs7MzKpWqzCV1yC39KZQscY3/PZlMhkqlKvYGOxY5Yv/5558ZMmQI77//vrS+sm7dumaOShDKn+IcZRS3sroUz5qIa1w2ldiI3WAwMH36dAYOHEhgYCCxsbEm27ds2YK/vz8BAQEcPXr0qY7duXNnunfvTu/evYszZEEQBEGweCX2dfvw4cPk5OSwefNmzp07x/z586VKQwkJCYSEhLBt2zY0Gg2DBw+mffv2hX77O3r0KD169MDBwYFNmzaVVOiCIAiCYLFKLLFHRUXRsWNHAJo3b050dLS07cKFC7Ro0QKVSoVKpcLLy4uYmBipqcA/5RWa2bFjBy+99FKZfKZnLTQajblDKBfEdS554hqXPHGNS07exMRnKQ5bYoldrVab1C9WKBTodDqUSmWRWt89SqvVAjBy5Eip8YBQMh79AiaUHHGdS564xiVPXOOSp9Vqn3rpdokl9n+2tzMYDNJEm6K0vnuUo6Mj9evXx8bGRozWBUEQBKtnNBrRarXPVI+/xBK77/+1d/8xUdd/AMefB8klRahBZhZbs0TSTC+DRkT4g0VyHEOEI+rKBhPnJmFMI0dgWWSklaSFTEfFtISkK3GZ5DkxrJiKtJWLMvpBU1nJIQu4E+79/YN5k8QD0a8Ht9djY/vw+fD+vF/32m2vfT4fPq+3Tsf+/fuZP38+x44dY/Lkyc5j06dP5+2338Zms2G32zlx4kSf4//l5eV11V8HEEIIIYazoTZZ+7+t7uZwOFi9ejWNjY0opSgoKKCmpoagoCDmzp1LeXk5O3bsQClFRkaGtH8VQgghroIRsWyrEEIIIQZnxHaeE0IIIcTFpLALIYQQHmTYFfb/Z8c60WugHL///vskJSWRlJTExo0b3RTlyDZQjs//TXp6Oh999JEbIhz5BsrxgQMHSE5OJjk5mdWrVw/pfWAxcJ63bt3KggULSExMpLq62k1ReoaGhgZMJtNF+y0WC4mJiRiNRsrLywc+kRpmvvzyS/X8888rpZSqr69XS5YscR5raWlRer1e2Ww2dfbsWee2uDyucvzHH3+ohIQE1d3drXp6epTRaFTHjx93V6gjlqscn7d+/Xq1cOFCtX379msdnkdwleP29nYVGxur/vnnH6WUUiUlJc5tcXlc5bmtrU098sgjymazKavVqqKiotwV5ohXUlKi9Hq9SkpK6rPfbrerefPmKavVqmw2m1qwYIFqaWlxea5hd8U+2I51fn5+zo514vK4yvGtt97Kli1b8Pb2dq65rdVq3RXqiOUqxwB79uxBo9EQGRnpjvA8gqsc19fXM3nyZF5//XVSU1MJCAhg3Lhx7gp1RHOV59GjR3PbbbfR2dlJZ2en9Bm5AkFBQbzzzjsX7T9x4gRBQUH4+/vj4+PD/fffz+HDh12ea9gtzXQ1O9aJ/rnK8ahRoxg3bhxKKQoLC7nnnnu488473RjtyOQqx42NjVRVVVFUVMSmTZvcGOXI5irHra2tfPfdd5jNZnx9fXniiSeYMWOGfJeHwFWeASZMmEBsbCw9PT1kZGS4K8wR79FHH6W5ufmi/UOpe8OusF/NjnWif65yDL39n1etWsUNN9xAfn6+O0Ic8Vzl2Gw2c/r0aZ5++mn++usvRo0axcSJE+Xq/TK5yvGYMWO49957CQwMBGDWrFkcP35cCvsQuMpzTU0NLS0t7Nu3D4C0tDR0Ot0l1/0Ql28odW/Y3YrX6XTU1NQA9Nux7siRI9hsNtrb2wfsWCf65yrHSimWLl1KcHAwL7/8Mt7e3u4Kc0RzleOVK1dSUVFBWVkZCQkJLFq0SIr6ELjK8bRp02hsbOTMmTN0d3fT0NDAXXfd5a5QRzRXefb39+f666/Hx8cHrVaLn58fZ8+edVeoHmnSpEn8/vvvWK1W7HY7hw8fZubMmS7HDLsr9ujoaGpra0lJSXF2rCstLXV2rDOZTKSmpqKUYvny5fL8dwhc5djhcFBXV4fdbufgwYMAPPfccwN+kURfA32PxZUbKMfZ2dmkp6cDEBMTIxcBQzRQng8dOkRycjJeXl7odDoeeughd4fsEXbt2kVHRwdGo5GcnBzS0tJQSpGYmMj48eNdjpXOc0IIIYQHGXa34oUQQggxdFLYhRBCCA8ihV0IIYTwIFLYhRBCCA8ihV0IIYTwIMPudTchPFFzczMxMTFMmjSpz/7i4mImTJjQ75jz7SWXLVs25HkrKytZu3atc46uri5CQ0PJz8/v05RoMDZs2MC0adOcr52WlZUBEB8fz2effTbkGAFMJhOnTp3C19cX6O22dccdd7Bu3ToCAgIuOa68vBxfX1/0ev0VzS+EJ5HCLsQ1csstt1xxARyKOXPmsHbtWgB6enpISUnhk08+ISUl5bLO8+yzzzq36+rqnNtX6zO98sorhIWFAb3dzTIzMyktLWXFihWXHHP06FFCQ0OvyvxCeAop7EK4WWNjI2vWrKGjo4MzZ86wePFiHn/8cefxc+fOsWrVKn7++WcAUlNTSU5O5u+//yYvL49Tp06h0WjIzs4mPDzc5Vze3t7MmjXLea6dO3dSWlqKRqNh6tSpvPjii/j4+PQ7X05ODqGhofz4448AJCUlUVFRQXBwMD/88ANRUVGYzWYCAgKwWq3o9Xr279/PN998Q1FREd3d3dx+++2sWbOGsWPHuoyzo6OD1tZWZ2vSL774gtLSUrq6urDb7RQUFNDV1YXFYuHbb78lMDCQkJCQy86HEJ5InrELcY20tLQQHx/v/NmyZQsAFRUVLF26lJ07d/Lhhx9SWFjYZ1x9fT1tbW2YzWY2b97sXNnp1VdfJTExkcrKSt577z3y8vIGXByitbWVr7/+mhkzZvDTTz9RXFxMWVkZu3btYvTo0WzcuPGS852Xm5vrjPu86667jpiYGPbs2QPA3r17iY6Opr29nfXr17N161bMZjMRERGsW7eu39hyc3MxGAxERERgNBoJDw9n0aJFOBwOPv74Y4qLi/n8889JT0+npKSE8PBw5syZQ2ZmJg8//PCQ8iGEJ5IrdiGukUvdis/JyeHgwYNs3ryZxsZGOjo6+hy/++67aWpqIi0tjcjISFauXAnAoUOH+PXXXykqKgKgu7ubP//8k5CQkD7jLRYL8fHxKKVQShEdHY1er2fbtm3Mnj3befVsNBp54YUXWLx4cb/zDcRgMPDaa6/x5JNPUlVVxfLly2loaODkyZM89dRTQO8tdn9//37Hn78Vf/ToUTIzM4mOjsbHxweATZs2YbFYaGpqoq6uDi+vi69JBpsPITydFHYh3CwrK4ubbrqJ2bNnM3/+fKqqqvocHzt2LLt376a2tpYDBw6QkJDA7t27cTgcfPDBB4wZMwbovSNw8803X3T+C5+xX8jhcPT5XSlFd3f3JecbyPTp02lra+P777/n9OnTzJw5k6+++gqdTkdxcTHQu3LghStV9Uen02EymcjOzubTTz/FZrOxcOFCDAYDDzzwAMHBwWzbtq3fzzOYfAjh6eRWvBBuVltbS2ZmJvPmzXOuotXT0+M8vm/fPlasWEFUVBS5ubn4+vpy8uRJHnzwQbZv3w7AL7/8QlxcHJ2dnYOeNzQ0FIvFgtVqBXr/wzwsLOyS813o/Jrc/xUXF0d+fj6xsbEA3HfffRw7doympiYA3n333YseNfTnmWee4d9//2XHjh389ttvaDQalixZQlhYGNXV1c78eHt7O7evNB9CeAq5YhfCzZYtW0ZqaiparZYpU6YwceJEmpubnccjIyPZu3cvsbGxaLVaDAYDwcHB5ObmkpeXR1xcHACFhYXceOONg553ypQpZGRkYDKZOHfuHFOnTuWll15Cq9X2O9+F5s6dS3x8PJWVlX32GwwGNmzYwFtvvQVAYGAgBQUFZGVl4XA4GD9+PG+88caAsfn4+JCVlUVBQQHV1dWEhITw2GOPodFoiIiI4MiRIwCEh4fz5ptv4ufnd8X5EMJTyOpuQgghhAeRW/FCCCGEB5HCLoQQQngQKexCCCGEB5HCLoQQQngQKexCCCGEB5HCLoQQQngQKexCCCGEB5HCLoQQQniQ/wHV+9mo7LS1LQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(blender)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(blender, plot = 'confusion_matrix')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(blender, plot = 'threshold')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(blender, plot = 'pr')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(tuned_dt, plot = 'vc')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(dt, plot = 'boundary')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(tuned_nb, plot = 'boundary')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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00.81330.91300.66670.83330.74070.5977
10.82670.90670.76670.79310.77970.6369
20.84000.92500.72410.84000.77780.6538
30.88000.96330.93100.79410.85710.7548
40.72000.83280.72410.61760.66670.4279
50.82670.92950.86210.73530.79370.6458
60.73330.84710.72410.63640.67740.4518
70.70670.80430.65520.61290.63330.3893
80.77030.90840.58620.77270.66670.4964
90.78380.88890.72410.72410.72410.5464
Mean0.79010.89190.73640.73600.73170.5601
SD0.05410.04660.09450.08220.06720.1113
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.8133 0.9130 0.6667 0.8333 0.7407 0.5977\n", "1 0.8267 0.9067 0.7667 0.7931 0.7797 0.6369\n", "2 0.8400 0.9250 0.7241 0.8400 0.7778 0.6538\n", "3 0.8800 0.9633 0.9310 0.7941 0.8571 0.7548\n", "4 0.7200 0.8328 0.7241 0.6176 0.6667 0.4279\n", "5 0.8267 0.9295 0.8621 0.7353 0.7937 0.6458\n", "6 0.7333 0.8471 0.7241 0.6364 0.6774 0.4518\n", "7 0.7067 0.8043 0.6552 0.6129 0.6333 0.3893\n", "8 0.7703 0.9084 0.5862 0.7727 0.6667 0.4964\n", "9 0.7838 0.8889 0.7241 0.7241 0.7241 0.5464\n", "Mean 0.7901 0.8919 0.7364 0.7360 0.7317 0.5601\n", "SD 0.0541 0.0466 0.0945 0.0822 0.0672 0.1113" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xgboost = create_model('xgboost')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interpret_model(xgboost)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", " Have you run `initjs()` in this notebook? If this notebook was from another\n", " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", " this notebook on github the Javascript has been stripped for security. If you are using\n", " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", "
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