{
"cells": [
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"source": [
"
Neural Networks
"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"Part 1: Load all the required libraries
"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loading required package: lattice\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loading required package: ggplot2\n"
]
}
],
"source": [
"#install the required libraries\n",
"#install.packages('NeuralNetTools')\n",
"#install.packages('nnet')\n",
"#install.packages('RColorBrewer')\n",
"\n",
"\n",
"#load the required libraries\n",
"library(NeuralNetTools)\n",
"library(nnet)\n",
"library(RColorBrewer)\n",
"library(caret)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"Part 2: Read and prepare the dataset
"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"radius_mean | texture_mean | perimeter_mean | area_mean | smoothness_mean | compactness_mean | concavity_mean | concave.points_mean | symmetry_mean | fractal_dimension_mean | ⋯ | texture_worst | perimeter_worst | area_worst | smoothness_worst | compactness_worst | concavity_worst | concave.points_worst | symmetry_worst | fractal_dimension_worst | diagnosis |
\n",
"\n",
"\t17.99 | 10.38 | 122.80 | 1001.0 | 0.11840 | 0.27760 | 0.3001 | 0.14710 | 0.2419 | 0.07871 | ⋯ | 17.33 | 184.60 | 2019.0 | 0.1622 | 0.6656 | 0.7119 | 0.2654 | 0.4601 | 0.11890 | M |
\n",
"\t20.57 | 17.77 | 132.90 | 1326.0 | 0.08474 | 0.07864 | 0.0869 | 0.07017 | 0.1812 | 0.05667 | ⋯ | 23.41 | 158.80 | 1956.0 | 0.1238 | 0.1866 | 0.2416 | 0.1860 | 0.2750 | 0.08902 | M |
\n",
"\t19.69 | 21.25 | 130.00 | 1203.0 | 0.10960 | 0.15990 | 0.1974 | 0.12790 | 0.2069 | 0.05999 | ⋯ | 25.53 | 152.50 | 1709.0 | 0.1444 | 0.4245 | 0.4504 | 0.2430 | 0.3613 | 0.08758 | M |
\n",
"\t11.42 | 20.38 | 77.58 | 386.1 | 0.14250 | 0.28390 | 0.2414 | 0.10520 | 0.2597 | 0.09744 | ⋯ | 26.50 | 98.87 | 567.7 | 0.2098 | 0.8663 | 0.6869 | 0.2575 | 0.6638 | 0.17300 | M |
\n",
"\t20.29 | 14.34 | 135.10 | 1297.0 | 0.10030 | 0.13280 | 0.1980 | 0.10430 | 0.1809 | 0.05883 | ⋯ | 16.67 | 152.20 | 1575.0 | 0.1374 | 0.2050 | 0.4000 | 0.1625 | 0.2364 | 0.07678 | M |
\n",
"\t12.45 | 15.70 | 82.57 | 477.1 | 0.12780 | 0.17000 | 0.1578 | 0.08089 | 0.2087 | 0.07613 | ⋯ | 23.75 | 103.40 | 741.6 | 0.1791 | 0.5249 | 0.5355 | 0.1741 | 0.3985 | 0.12440 | M |
\n",
"\n",
"
\n"
]
},
"execution_count": 4,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"\n",
"\n",
"#read the dataset\n",
"data <- read.delim(\"data.csv\",header=T,sep=',')\n",
"\n",
"#remove the NA column\n",
"data <- subset( #this function is used to subset a dataset\n",
" data, #give it the data you want to subset\n",
" select=-X #give it the feature that you want to include or exclude. - means exclude\n",
" )\n",
"\n",
"#remove the id column\n",
"data <- subset(\n",
" data,\n",
" select=-id\n",
" )\n",
"\n",
"#change the label to factor and move it to last column\n",
"diagnosis <- as.factor(data$diagnosis)\n",
"data <- subset(\n",
" data,\n",
" select=-diagnosis\n",
" )\n",
"data$diagnosis <- diagnosis\n",
"\n",
"head(data)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"Part 3: Prepare the train and test data
"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\t- 398
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"\t- 31
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"
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]
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"execution_count": 5,
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},
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"data": {
"text/html": [
"\n",
"\t- 171
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"\t- 31
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"
\n"
]
},
"execution_count": 5,
"metadata": {
},
"output_type": "execute_result"
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{
"data": {
"text/html": [
"\n",
" | radius_mean | texture_mean | perimeter_mean | area_mean | smoothness_mean | compactness_mean | concavity_mean | concave.points_mean | symmetry_mean | fractal_dimension_mean | ⋯ | texture_worst | perimeter_worst | area_worst | smoothness_worst | compactness_worst | concavity_worst | concave.points_worst | symmetry_worst | fractal_dimension_worst | diagnosis |
\n",
"\n",
"\t65 | 12.68 | 23.84 | 82.69 | 499.0 | 0.11220 | 0.12620 | 0.11280 | 0.06873 | 0.1905 | 0.06590 | ⋯ | 33.47 | 111.80 | 888.3 | 0.1851 | 0.4061 | 0.40240 | 0.17160 | 0.3383 | 0.10310 | M |
\n",
"\t354 | 15.08 | 25.74 | 98.00 | 716.6 | 0.10240 | 0.09769 | 0.12350 | 0.06553 | 0.1647 | 0.06464 | ⋯ | 33.22 | 121.20 | 1050.0 | 0.1660 | 0.2356 | 0.40290 | 0.15260 | 0.2654 | 0.09438 | M |
\n",
"\t346 | 10.26 | 14.71 | 66.20 | 321.6 | 0.09882 | 0.09159 | 0.03581 | 0.02037 | 0.1633 | 0.07005 | ⋯ | 19.48 | 70.89 | 357.1 | 0.1360 | 0.1636 | 0.07162 | 0.04074 | 0.2434 | 0.08488 | B |
\n",
"\t353 | 25.73 | 17.46 | 174.20 | 2010.0 | 0.11490 | 0.23630 | 0.33680 | 0.19130 | 0.1956 | 0.06121 | ⋯ | 23.58 | 229.30 | 3234.0 | 0.1530 | 0.5937 | 0.64510 | 0.27560 | 0.3690 | 0.08815 | M |
\n",
"\t487 | 14.64 | 16.85 | 94.21 | 666.0 | 0.08641 | 0.06698 | 0.05192 | 0.02791 | 0.1409 | 0.05355 | ⋯ | 25.44 | 106.00 | 831.0 | 0.1142 | 0.2070 | 0.24370 | 0.07828 | 0.2455 | 0.06596 | B |
\n",
"\t362 | 13.30 | 21.57 | 85.24 | 546.1 | 0.08582 | 0.06373 | 0.03344 | 0.02424 | 0.1815 | 0.05696 | ⋯ | 29.20 | 92.94 | 621.2 | 0.1140 | 0.1667 | 0.12120 | 0.05614 | 0.2637 | 0.06658 | B |
\n",
"\n",
"
\n"
]
},
"execution_count": 5,
"metadata": {
},
"output_type": "execute_result"
},
{
"data": {
"text/html": [
"\n",
" | radius_mean | texture_mean | perimeter_mean | area_mean | smoothness_mean | compactness_mean | concavity_mean | concave.points_mean | symmetry_mean | fractal_dimension_mean | ⋯ | texture_worst | perimeter_worst | area_worst | smoothness_worst | compactness_worst | concavity_worst | concave.points_worst | symmetry_worst | fractal_dimension_worst | diagnosis |
\n",
"\n",
"\t65 | -0.3836444 | 1.1363172 | -0.3520389 | -0.42387081 | 1.2386018 | 0.48123664 | 0.3971650 | 0.5818528 | 0.41680306 | 0.4648046 | ⋯ | 1.34090017 | 0.20438984 | 0.08426101 | 2.3700458 | 1.08305535 | 0.72520278 | 0.9362100 | 0.8310058 | 1.1447703 | M |
\n",
"\t354 | 0.3387261 | 1.5836671 | 0.3169106 | 0.25425859 | 0.4947992 | -0.07329373 | 0.5431599 | 0.4954039 | -0.55261880 | 0.2815864 | ⋯ | 1.29983700 | 0.50103539 | 0.39700802 | 1.5190796 | -0.06062933 | 0.72777069 | 0.6380515 | -0.3884752 | 0.6465823 | M |
\n",
"\t346 | -1.1120346 | -1.0133167 | -1.0725469 | -0.97672078 | 0.2230836 | -0.19194105 | -0.6533159 | -0.7246060 | -0.60522308 | 1.0682615 | ⋯ | -0.95699464 | -1.08664950 | -0.94314293 | 0.1824834 | -0.54359294 | -0.97362211 | -1.1173171 | -0.7564942 | 0.1038317 | B |
\n",
"\t353 | 3.5442450 | -0.3658366 | 3.6463651 | 4.28501483 | 1.4435270 | 2.62272361 | 3.4535064 | 3.8931152 | 0.60843296 | -0.2171743 | ⋯ | -0.28355870 | 3.91245929 | 4.62112359 | 0.9398879 | 2.34144388 | 1.97166509 | 2.5682352 | 1.3445595 | 0.2906522 | M |
\n",
"\t487 | 0.2062915 | -0.5094595 | 0.1513117 | 0.09656857 | -0.7188134 | -0.67061494 | -0.4335049 | -0.5209108 | -1.44689167 | -1.3310248 | ⋯ | 0.02195125 | 0.02135322 | -0.02656400 | -0.7887764 | -0.25247321 | -0.08985106 | -0.5282188 | -0.7213651 | -0.9770989 | B |
\n",
"\t362 | -0.1970320 | 0.6018518 | -0.2406202 | -0.27708820 | -0.7635933 | -0.73382867 | -0.6856531 | -0.6200569 | 0.07863265 | -0.8351723 | ⋯ | 0.63954128 | -0.39079476 | -0.43234214 | -0.7976871 | -0.52279868 | -0.71898840 | -0.8756518 | -0.4169130 | -0.9416773 | B |
\n",
"\n",
"
\n"
]
},
"execution_count": 5,
"metadata": {
},
"output_type": "execute_result"
},
{
"data": {
"text/html": [
"\n",
" | radius_mean | texture_mean | perimeter_mean | area_mean | smoothness_mean | compactness_mean | concavity_mean | concave.points_mean | symmetry_mean | fractal_dimension_mean | ⋯ | texture_worst | perimeter_worst | area_worst | smoothness_worst | compactness_worst | concavity_worst | concave.points_worst | symmetry_worst | fractal_dimension_worst | diagnosis |
\n",
"\n",
"\t3 | 19.69 | 21.25 | 130.00 | 1203.0 | 0.10960 | 0.1599 | 0.19740 | 0.12790 | 0.2069 | 0.05999 | ⋯ | 25.53 | 152.50 | 1709.0 | 0.1444 | 0.4245 | 0.4504 | 0.2430 | 0.3613 | 0.08758 | M |
\n",
"\t4 | 11.42 | 20.38 | 77.58 | 386.1 | 0.14250 | 0.2839 | 0.24140 | 0.10520 | 0.2597 | 0.09744 | ⋯ | 26.50 | 98.87 | 567.7 | 0.2098 | 0.8663 | 0.6869 | 0.2575 | 0.6638 | 0.17300 | M |
\n",
"\t12 | 15.78 | 17.89 | 103.60 | 781.0 | 0.09710 | 0.1292 | 0.09954 | 0.06606 | 0.1842 | 0.06082 | ⋯ | 27.28 | 136.50 | 1299.0 | 0.1396 | 0.5609 | 0.3965 | 0.1810 | 0.3792 | 0.10480 | M |
\n",
"\t14 | 15.85 | 23.95 | 103.70 | 782.7 | 0.08401 | 0.1002 | 0.09938 | 0.05364 | 0.1847 | 0.05338 | ⋯ | 27.66 | 112.00 | 876.5 | 0.1131 | 0.1924 | 0.2322 | 0.1119 | 0.2809 | 0.06287 | M |
\n",
"\t16 | 14.54 | 27.54 | 96.73 | 658.8 | 0.11390 | 0.1595 | 0.16390 | 0.07364 | 0.2303 | 0.07077 | ⋯ | 37.13 | 124.10 | 943.2 | 0.1678 | 0.6577 | 0.7026 | 0.1712 | 0.4218 | 0.13410 | M |
\n",
"\t19 | 19.81 | 22.15 | 130.00 | 1260.0 | 0.09831 | 0.1027 | 0.14790 | 0.09498 | 0.1582 | 0.05395 | ⋯ | 30.88 | 186.80 | 2398.0 | 0.1512 | 0.3150 | 0.5372 | 0.2388 | 0.2768 | 0.07615 | M |
\n",
"\n",
"
\n"
]
},
"execution_count": 5,
"metadata": {
},
"output_type": "execute_result"
},
{
"data": {
"text/html": [
"\n",
" | radius_mean | texture_mean | perimeter_mean | area_mean | smoothness_mean | compactness_mean | concavity_mean | concave.points_mean | symmetry_mean | fractal_dimension_mean | ⋯ | texture_worst | perimeter_worst | area_worst | smoothness_worst | compactness_worst | concavity_worst | concave.points_worst | symmetry_worst | fractal_dimension_worst | diagnosis |
\n",
"\n",
"\t3 | 1.7262793 | 0.5265087 | 1.7151067 | 1.77007723 | 1.04126642 | 1.13671449 | 1.5514797 | 2.1803467 | 1.0330247 | -0.3945761 | ⋯ | 0.03673399 | 1.4888020 | 1.6715923 | 0.5567304 | 1.2064794 | 0.9717219 | 2.0566580603 | 1.2157529 | 0.2580872 | M |
\n",
"\t4 | -0.7628888 | 0.3216695 | -0.5753134 | -0.77571276 | 3.53831796 | 3.54856176 | 2.1518325 | 1.5670999 | 3.0169578 | 5.0510767 | ⋯ | 0.19605908 | -0.2036556 | -0.5358175 | 3.4705100 | 4.1699978 | 2.1863422 | 2.2842000339 | 6.2760136 | 5.1382720 | M |
\n",
"\t12 | 0.5494175 | -0.2645943 | 0.5615949 | 0.45495497 | 0.09253862 | 0.53958778 | 0.2162405 | 0.5097220 | 0.1800838 | -0.2738847 | ⋯ | 0.32417616 | 0.9838734 | 0.8786036 | 0.3428750 | 2.1214271 | 0.6949015 | 1.0837199659 | 1.5151865 | 1.2418940 | M |
\n",
"\t14 | 0.5704866 | 1.1622164 | 0.5659642 | 0.46025286 | -0.90096912 | -0.02447327 | 0.2140574 | 0.1741923 | 0.1988710 | -1.3557447 | ⋯ | 0.38659217 | 0.2107014 | 0.0614384 | -0.8377850 | -0.3504075 | -0.1489129 | -0.0006352328 | -0.1291891 | -1.1536357 | M |
\n",
"\t16 | 0.1761927 | 2.0074723 | 0.2614196 | 0.07413047 | 1.36762878 | 1.12893434 | 1.0943929 | 0.7144978 | 1.9122678 | 1.1729576 | ⋯ | 1.94206492 | 0.5925537 | 0.1904441 | 1.5992754 | 2.7707449 | 2.2669745 | 0.9299329768 | 2.2278050 | 2.9158512 | M |
\n",
"\t19 | 1.7623979 | 0.7384113 | 1.7151067 | 1.94771223 | 0.18437547 | 0.02415268 | 0.8760828 | 1.2910038 | -0.7968530 | -1.2728603 | ⋯ | 0.91548576 | 2.5712427 | 3.0042002 | 0.8596922 | 0.4719722 | 1.4175106 | 1.9907493506 | -0.1977745 | -0.3949275 | M |
\n",
"\n",
"
\n"
]
},
"execution_count": 5,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"#set seed for reproducible results\n",
"set.seed(1234)\n",
"\n",
"#split to train and test\n",
"idx <- sample.int( #this function generates a random set of integer numbers\n",
" nrow(data), #the numbers you want to sample from\n",
" nrow(data) * 0.7 #the numbers you want to sample\n",
" )\n",
"\n",
"train <- data[idx, ] # keep the 70% sample. we will use this as a training set \n",
"test <- data[-idx, ] # discard the 70% sample, this leaves us with the rest 30% test set\n",
"\n",
"#let's check the new dimensions of the train and test sets\n",
"dim(train)\n",
"dim(test)\n",
"\n",
"# for neural networks standardizing the inputs can decrease training time as well as the chance that the algorithm finds a local minimum when optimizing.\n",
"\n",
"# standardize inputs: transform on the train set and use calculations on the test set\n",
"scaled_mat <- scale(\n",
" train[,1:30], \n",
" center = TRUE, \n",
" scale = TRUE\n",
" )\n",
"train_scaled <- data.frame(scaled_mat)\n",
"train_scaled$diagnosis <- as.factor(train$diagnosis)\n",
"head(train)\n",
"head(train_scaled)\n",
"\n",
"test_scaled <- data.frame( scale(\n",
" test[,1:30], \n",
" center = attributes(scaled_mat)$'scaled:center', \n",
" scale = attributes(scaled_mat)$'scaled:scale'\n",
" ))\n",
"test_scaled$diagnosis <- as.factor(test$diagnosis)\n",
"head(test)\n",
"head(test_scaled)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"Part 4a: Neural Network | Model Training
\n",
"\n",
"Now that we have created our training and testing datasets, we can start training our model. The rule of thumb is to set the size of the hidden layer to be the square root of the number of features. In our data set that is 5. Let us explore the parameter size, which is the number of nodes in a the hidden layer."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"5"
]
},
"execution_count": 14,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"floor(sqrt(30))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# weights: 33\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 257.863979 \n",
"iter 10 value 55.528871\n",
"iter 20 value 35.379013\n",
"iter 30 value 21.402967\n",
"iter 40 value 14.943263\n",
"iter 50 value 10.809916\n",
"iter 60 value 10.614514\n",
"iter 70 value 10.604750\n",
"iter 80 value 10.603735\n",
"iter 90 value 10.603652\n",
"iter 100 value 10.603638\n",
"final value 10.603635 \n",
"converged\n",
"# weights: 65\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 252.390002 \n",
"iter 10 value 99.283813\n",
"iter 20 value 30.315228\n",
"iter 30 value 22.003063\n",
"iter 40 value 15.568625\n",
"iter 50 value 11.810493\n",
"iter 60 value 9.212125\n",
"iter 70 value 5.550257\n",
"iter 80 value 5.011114\n",
"iter 90 value 4.958923\n",
"iter 100 value 4.947879\n",
"iter 110 value 4.913039\n",
"iter 120 value 4.873626\n",
"iter 130 value 4.869634\n",
"iter 140 value 4.869519\n",
"iter 150 value 4.869514\n",
"iter 160 value 4.869511\n",
"final value 4.869510 \n",
"converged\n",
"# weights: 97\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 249.172219 \n",
"iter 10 value 25.546774\n",
"iter 20 value 16.120620\n",
"iter 30 value 12.121556\n",
"iter 40 value 10.649470\n",
"iter 50 value 7.401423\n",
"iter 60 value 5.848236\n",
"iter 70 value 5.037690\n",
"iter 80 value 4.881097\n",
"iter 90 value 4.821113\n",
"iter 100 value 4.784594\n",
"iter 110 value 4.773508\n",
"iter 120 value 4.765156\n",
"iter 130 value 4.761644\n",
"iter 140 value 4.757622\n",
"iter 150 value 4.738771\n",
"iter 160 value 4.736814\n",
"iter 170 value 4.736588\n",
"iter 180 value 4.736566\n",
"final value 4.736564 \n",
"converged\n",
"# weights: 129\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 261.916030 \n",
"iter 10 value 44.970928\n",
"iter 20 value 18.021220\n",
"iter 30 value 10.304940\n",
"iter 40 value 6.676828\n",
"iter 50 value 5.180584\n",
"iter 60 value 4.973020\n",
"iter 70 value 4.914995\n",
"iter 80 value 4.793421\n",
"iter 90 value 4.737687\n",
"iter 100 value 4.716186\n",
"iter 110 value 4.703622\n",
"iter 120 value 4.687992\n",
"iter 130 value 4.650005\n",
"iter 140 value 4.645960\n",
"iter 150 value 4.645608\n",
"iter 160 value 4.645525\n",
"iter 170 value 4.645510\n",
"final value 4.645509 \n",
"converged\n",
"# weights: 161\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 354.424913 \n",
"iter 10 value 20.266593\n",
"iter 20 value 8.877208\n",
"iter 30 value 5.364258\n",
"iter 40 value 4.818063\n",
"iter 50 value 4.613452\n",
"iter 60 value 4.465658\n",
"iter 70 value 4.375093\n",
"iter 80 value 4.056229\n",
"iter 90 value 3.868393\n",
"iter 100 value 3.747015\n",
"iter 110 value 3.587268\n",
"iter 120 value 3.516691\n",
"iter 130 value 3.498615\n",
"iter 140 value 3.491695\n",
"iter 150 value 3.487163\n",
"iter 160 value 3.483145\n",
"iter 170 value 3.476403\n",
"iter 180 value 3.474435\n",
"iter 190 value 3.473883\n",
"iter 200 value 3.473665\n",
"final value 3.473665 \n",
"stopped after 200 iterations\n",
"# weights: 193\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 325.391353 \n",
"iter 10 value 25.655959\n",
"iter 20 value 10.524777\n",
"iter 30 value 6.875892\n",
"iter 40 value 4.392362\n",
"iter 50 value 3.931983\n",
"iter 60 value 3.832116\n",
"iter 70 value 3.760606\n",
"iter 80 value 3.678386\n",
"iter 90 value 3.572606\n",
"iter 100 value 3.541965\n",
"iter 110 value 3.525520\n",
"iter 120 value 3.510518\n",
"iter 130 value 3.488299\n",
"iter 140 value 3.481895\n",
"iter 150 value 3.472006\n",
"iter 160 value 3.466504\n",
"iter 170 value 3.465285\n",
"iter 180 value 3.464662\n",
"iter 190 value 3.464394\n",
"iter 200 value 3.464314\n",
"final value 3.464314 \n",
"stopped after 200 iterations\n",
"# weights: 225\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 258.309694 \n",
"iter 10 value 12.226687\n",
"iter 20 value 6.004129\n",
"iter 30 value 4.457358\n",
"iter 40 value 4.056669\n",
"iter 50 value 3.873897\n",
"iter 60 value 3.768283\n",
"iter 70 value 3.653021\n",
"iter 80 value 3.602031\n",
"iter 90 value 3.585194\n",
"iter 100 value 3.515852\n",
"iter 110 value 3.417382\n",
"iter 120 value 3.314688\n",
"iter 130 value 3.295375\n",
"iter 140 value 3.291969\n",
"iter 150 value 3.291438\n",
"iter 160 value 3.291270\n",
"iter 170 value 3.291022\n",
"iter 180 value 3.290869\n",
"iter 190 value 3.290848\n",
"iter 200 value 3.290843\n",
"final value 3.290843 \n",
"stopped after 200 iterations\n",
"# weights: 257\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 262.517344 \n",
"iter 10 value 20.719144\n",
"iter 20 value 11.213332\n",
"iter 30 value 6.901670\n",
"iter 40 value 4.647296\n",
"iter 50 value 3.879223\n",
"iter 60 value 3.618975\n",
"iter 70 value 3.508820\n",
"iter 80 value 3.435246\n",
"iter 90 value 3.386537\n",
"iter 100 value 3.332048\n",
"iter 110 value 3.290387\n",
"iter 120 value 3.276320\n",
"iter 130 value 3.273871\n",
"iter 140 value 3.273087\n",
"iter 150 value 3.272771\n",
"iter 160 value 3.272552\n",
"iter 170 value 3.272440\n",
"iter 180 value 3.272340\n",
"iter 190 value 3.272273\n",
"iter 200 value 3.272225\n",
"final value 3.272225 \n",
"stopped after 200 iterations\n",
"# weights: 289\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 297.456944 \n",
"iter 10 value 16.558351\n",
"iter 20 value 4.495042\n",
"iter 30 value 3.658188\n",
"iter 40 value 3.500033\n",
"iter 50 value 3.423542\n",
"iter 60 value 3.381057\n",
"iter 70 value 3.360377\n",
"iter 80 value 3.349622\n",
"iter 90 value 3.338501\n",
"iter 100 value 3.322603\n",
"iter 110 value 3.308097\n",
"iter 120 value 3.296884\n",
"iter 130 value 3.287076\n",
"iter 140 value 3.277041\n",
"iter 150 value 3.270547\n",
"iter 160 value 3.266731\n",
"iter 170 value 3.264810\n",
"iter 180 value 3.263966\n",
"iter 190 value 3.263234\n",
"iter 200 value 3.262079\n",
"final value 3.262079 \n",
"stopped after 200 iterations\n",
"# weights: 321\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 274.808672 \n",
"iter 10 value 19.551491\n",
"iter 20 value 5.958951\n",
"iter 30 value 4.467927\n",
"iter 40 value 3.859546\n",
"iter 50 value 3.625411\n",
"iter 60 value 3.491668\n",
"iter 70 value 3.390900\n",
"iter 80 value 3.346708\n",
"iter 90 value 3.256310\n",
"iter 100 value 3.229063\n",
"iter 110 value 3.218689\n",
"iter 120 value 3.214570\n",
"iter 130 value 3.210556\n",
"iter 140 value 3.207747\n",
"iter 150 value 3.204027\n",
"iter 160 value 3.198930\n",
"iter 170 value 3.195641\n",
"iter 180 value 3.193463\n",
"iter 190 value 3.191616\n",
"iter 200 value 3.186874\n",
"final value 3.186874 \n",
"stopped after 200 iterations\n",
"# weights: 353\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 216.798196 \n",
"iter 10 value 12.863897\n",
"iter 20 value 5.147750\n",
"iter 30 value 3.748939\n",
"iter 40 value 3.438959\n",
"iter 50 value 3.347970\n",
"iter 60 value 3.319117\n",
"iter 70 value 3.274940\n",
"iter 80 value 3.248477\n",
"iter 90 value 3.229540\n",
"iter 100 value 3.218367\n",
"iter 110 value 3.203924\n",
"iter 120 value 3.197756\n",
"iter 130 value 3.189227\n",
"iter 140 value 3.181560\n",
"iter 150 value 3.180122\n",
"iter 160 value 3.179016\n",
"iter 170 value 3.177378\n",
"iter 180 value 3.175168\n",
"iter 190 value 3.173617\n",
"iter 200 value 3.172567\n",
"final value 3.172567 \n",
"stopped after 200 iterations\n",
"# weights: 385\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 279.597982 \n",
"iter 10 value 14.530213\n",
"iter 20 value 4.291995\n",
"iter 30 value 3.426020\n",
"iter 40 value 3.306985\n",
"iter 50 value 3.269132\n",
"iter 60 value 3.249395\n",
"iter 70 value 3.223155\n",
"iter 80 value 3.194586\n",
"iter 90 value 3.182231\n",
"iter 100 value 3.177831\n",
"iter 110 value 3.173014\n",
"iter 120 value 3.162995\n",
"iter 130 value 3.152341\n",
"iter 140 value 3.145067\n",
"iter 150 value 3.139678\n",
"iter 160 value 3.132685\n",
"iter 170 value 3.130354\n",
"iter 180 value 3.129407\n",
"iter 190 value 3.128876\n",
"iter 200 value 3.128488\n",
"final value 3.128488 \n",
"stopped after 200 iterations\n",
"# weights: 417\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 386.547550 \n",
"iter 10 value 10.444153\n",
"iter 20 value 3.989170\n",
"iter 30 value 3.389091\n",
"iter 40 value 3.313958\n",
"iter 50 value 3.260114\n",
"iter 60 value 3.206295\n",
"iter 70 value 3.179305\n",
"iter 80 value 3.161373\n",
"iter 90 value 3.151782\n",
"iter 100 value 3.146699\n",
"iter 110 value 3.144128\n",
"iter 120 value 3.142953\n",
"iter 130 value 3.142618\n",
"iter 140 value 3.142420\n",
"iter 150 value 3.142210\n",
"iter 160 value 3.142031\n",
"iter 170 value 3.141883\n",
"iter 180 value 3.141473\n",
"iter 190 value 3.134430\n",
"iter 200 value 3.131296\n",
"final value 3.131296 \n",
"stopped after 200 iterations\n",
"# weights: 449\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 431.598577 \n",
"iter 10 value 12.715442\n",
"iter 20 value 4.231707\n",
"iter 30 value 3.340877\n",
"iter 40 value 3.226590\n",
"iter 50 value 3.175527\n",
"iter 60 value 3.142867\n",
"iter 70 value 3.130939\n",
"iter 80 value 3.124491\n",
"iter 90 value 3.111903\n",
"iter 100 value 3.102305\n",
"iter 110 value 3.095613\n",
"iter 120 value 3.092259\n",
"iter 130 value 3.090892\n",
"iter 140 value 3.090412\n",
"iter 150 value 3.090104\n",
"iter 160 value 3.089891\n",
"iter 170 value 3.089627\n",
"iter 180 value 3.086592\n",
"iter 190 value 3.084942\n",
"iter 200 value 3.084534\n",
"final value 3.084534 \n",
"stopped after 200 iterations\n",
"# weights: 481\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 285.277329 \n",
"iter 10 value 10.780256\n",
"iter 20 value 4.080234\n",
"iter 30 value 3.414599\n",
"iter 40 value 3.263116\n",
"iter 50 value 3.203217\n",
"iter 60 value 3.178923\n",
"iter 70 value 3.151559\n",
"iter 80 value 3.138526\n",
"iter 90 value 3.128625\n",
"iter 100 value 3.122789\n",
"iter 110 value 3.120244\n",
"iter 120 value 3.117639\n",
"iter 130 value 3.114787\n",
"iter 140 value 3.112591\n",
"iter 150 value 3.111738\n",
"iter 160 value 3.111405\n",
"iter 170 value 3.111248\n",
"iter 180 value 3.111216\n",
"iter 190 value 3.111199\n",
"iter 200 value 3.111190\n",
"final value 3.111190 \n",
"stopped after 200 iterations\n",
"# weights: 513\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 494.192086 \n",
"iter 10 value 12.559779\n",
"iter 20 value 4.001673\n",
"iter 30 value 3.363932\n",
"iter 40 value 3.270504\n",
"iter 50 value 3.228051\n",
"iter 60 value 3.176728\n",
"iter 70 value 3.147232\n",
"iter 80 value 3.124421\n",
"iter 90 value 3.111151\n",
"iter 100 value 3.106053\n",
"iter 110 value 3.102501\n",
"iter 120 value 3.099274\n",
"iter 130 value 3.097141\n",
"iter 140 value 3.096004\n",
"iter 150 value 3.095389\n",
"iter 160 value 3.094963\n",
"iter 170 value 3.094781\n",
"iter 180 value 3.094535\n",
"iter 190 value 3.094217\n",
"iter 200 value 3.093990\n",
"final value 3.093990 \n",
"stopped after 200 iterations\n",
"# weights: 545\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 299.081244 \n",
"iter 10 value 11.249587\n",
"iter 20 value 4.540030\n",
"iter 30 value 3.546772\n",
"iter 40 value 3.343321\n",
"iter 50 value 3.250315\n",
"iter 60 value 3.208411\n",
"iter 70 value 3.183672\n",
"iter 80 value 3.154666\n",
"iter 90 value 3.124067\n",
"iter 100 value 3.111659\n",
"iter 110 value 3.102773\n",
"iter 120 value 3.100320\n",
"iter 130 value 3.099349\n",
"iter 140 value 3.099042\n",
"iter 150 value 3.098837\n",
"iter 160 value 3.098590\n",
"iter 170 value 3.098175\n",
"iter 180 value 3.097733\n",
"iter 190 value 3.097507\n",
"iter 200 value 3.097360\n",
"final value 3.097360 \n",
"stopped after 200 iterations\n",
"# weights: 577\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 328.579506 \n",
"iter 10 value 13.776307\n",
"iter 20 value 4.078908\n",
"iter 30 value 3.327907\n",
"iter 40 value 3.196057\n",
"iter 50 value 3.148701\n",
"iter 60 value 3.133874\n",
"iter 70 value 3.125161\n",
"iter 80 value 3.117577\n",
"iter 90 value 3.110787\n",
"iter 100 value 3.105580\n",
"iter 110 value 3.101804\n",
"iter 120 value 3.099167\n",
"iter 130 value 3.094500\n",
"iter 140 value 3.091577\n",
"iter 150 value 3.089691\n",
"iter 160 value 3.088207\n",
"iter 170 value 3.087126\n",
"iter 180 value 3.086327\n",
"iter 190 value 3.086032\n",
"iter 200 value 3.085864\n",
"final value 3.085864 \n",
"stopped after 200 iterations\n",
"# weights: 609\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 325.042803 \n",
"iter 10 value 14.852799\n",
"iter 20 value 4.445404\n",
"iter 30 value 3.365770\n",
"iter 40 value 3.221212\n",
"iter 50 value 3.169312\n",
"iter 60 value 3.139500\n",
"iter 70 value 3.114018\n",
"iter 80 value 3.098575\n",
"iter 90 value 3.087093\n",
"iter 100 value 3.077279\n",
"iter 110 value 3.072672\n",
"iter 120 value 3.070042\n",
"iter 130 value 3.067592\n",
"iter 140 value 3.066163\n",
"iter 150 value 3.065136\n",
"iter 160 value 3.064571\n",
"iter 170 value 3.064143\n",
"iter 180 value 3.063739\n",
"iter 190 value 3.063132\n",
"iter 200 value 3.062671\n",
"final value 3.062671 \n",
"stopped after 200 iterations\n",
"# weights: 641\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 418.869996 \n",
"iter 10 value 12.115230\n",
"iter 20 value 4.238396\n",
"iter 30 value 3.343260\n",
"iter 40 value 3.193722\n",
"iter 50 value 3.136718\n",
"iter 60 value 3.112063\n",
"iter 70 value 3.092289\n",
"iter 80 value 3.082570\n",
"iter 90 value 3.078105\n",
"iter 100 value 3.075531\n",
"iter 110 value 3.073001\n",
"iter 120 value 3.070994\n",
"iter 130 value 3.070109\n",
"iter 140 value 3.069496\n",
"iter 150 value 3.069066\n",
"iter 160 value 3.068877\n",
"iter 170 value 3.068758\n",
"iter 180 value 3.068662\n",
"iter 190 value 3.068602\n",
"iter 200 value 3.068566\n",
"final value 3.068566 \n",
"stopped after 200 iterations\n",
"# weights: 673\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 314.637363 \n",
"iter 10 value 12.243175\n",
"iter 20 value 4.675263\n",
"iter 30 value 3.648078\n",
"iter 40 value 3.372923\n",
"iter 50 value 3.249410\n",
"iter 60 value 3.187988\n",
"iter 70 value 3.153123\n",
"iter 80 value 3.130014\n",
"iter 90 value 3.117573\n",
"iter 100 value 3.113648\n",
"iter 110 value 3.110682\n",
"iter 120 value 3.108996\n",
"iter 130 value 3.107841\n",
"iter 140 value 3.106859\n",
"iter 150 value 3.103432\n",
"iter 160 value 3.099749\n",
"iter 170 value 3.097004\n",
"iter 180 value 3.096142\n",
"iter 190 value 3.095692\n",
"iter 200 value 3.095365\n",
"final value 3.095365 \n",
"stopped after 200 iterations\n",
"# weights: 705\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 361.265149 \n",
"iter 10 value 13.498529\n",
"iter 20 value 4.599951\n",
"iter 30 value 3.360746\n",
"iter 40 value 3.214219\n",
"iter 50 value 3.175039\n",
"iter 60 value 3.153169\n",
"iter 70 value 3.139097\n",
"iter 80 value 3.126699\n",
"iter 90 value 3.118049\n",
"iter 100 value 3.114376\n",
"iter 110 value 3.111453\n",
"iter 120 value 3.109224\n",
"iter 130 value 3.107955\n",
"iter 140 value 3.106545\n",
"iter 150 value 3.104856\n",
"iter 160 value 3.102469\n",
"iter 170 value 3.100844\n",
"iter 180 value 3.100009\n",
"iter 190 value 3.099635\n",
"iter 200 value 3.099389\n",
"final value 3.099389 \n",
"stopped after 200 iterations\n",
"# weights: 737\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 230.400829 \n",
"iter 10 value 16.056098\n",
"iter 20 value 4.141912\n",
"iter 30 value 3.296014\n",
"iter 40 value 3.184165\n",
"iter 50 value 3.151584\n",
"iter 60 value 3.130629\n",
"iter 70 value 3.114685\n",
"iter 80 value 3.099544\n",
"iter 90 value 3.090784\n",
"iter 100 value 3.081294\n",
"iter 110 value 3.073857\n",
"iter 120 value 3.071475\n",
"iter 130 value 3.070296\n",
"iter 140 value 3.069705\n",
"iter 150 value 3.069225\n",
"iter 160 value 3.068657\n",
"iter 170 value 3.067469\n",
"iter 180 value 3.065725\n",
"iter 190 value 3.065206\n",
"iter 200 value 3.065047\n",
"final value 3.065047 \n",
"stopped after 200 iterations\n",
"# weights: 769\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 363.131635 \n",
"iter 10 value 13.532757\n",
"iter 20 value 4.253883\n",
"iter 30 value 3.400553\n",
"iter 40 value 3.204264\n",
"iter 50 value 3.142139\n",
"iter 60 value 3.117319\n",
"iter 70 value 3.099772\n",
"iter 80 value 3.085092\n",
"iter 90 value 3.072776\n",
"iter 100 value 3.068095\n",
"iter 110 value 3.064801\n",
"iter 120 value 3.063315\n",
"iter 130 value 3.062661\n",
"iter 140 value 3.062178\n",
"iter 150 value 3.061916\n",
"iter 160 value 3.061756\n",
"iter 170 value 3.061709\n",
"iter 180 value 3.061686\n",
"iter 190 value 3.061661\n",
"iter 200 value 3.061646\n",
"final value 3.061646 \n",
"stopped after 200 iterations\n",
"# weights: 801\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"initial value 301.067817 \n",
"iter 10 value 11.689812\n",
"iter 20 value 4.004337\n",
"iter 30 value 3.258485\n",
"iter 40 value 3.161594\n",
"iter 50 value 3.111821\n",
"iter 60 value 3.088506\n",
"iter 70 value 3.078017\n",
"iter 80 value 3.072778\n",
"iter 90 value 3.066961\n",
"iter 100 value 3.063273\n",
"iter 110 value 3.061409\n",
"iter 120 value 3.060268\n",
"iter 130 value 3.059403\n",
"iter 140 value 3.058726\n",
"iter 150 value 3.058338\n",
"iter 160 value 3.058037\n",
"iter 170 value 3.057891\n",
"iter 180 value 3.057829\n",
"iter 190 value 3.057785\n",
"iter 200 value 3.057758\n",
"final value 3.057758 \n",
"stopped after 200 iterations\n"
]
}
],
"source": [
"#set up a list to store your trained models\n",
"model_nnet_list <- list()\n",
"\n",
"#in a loop fit 25 models, one for each hidden layer size\n",
"for(size_use in 1:25){\n",
" set.seed(1234);\n",
" model_nnet_list[[size_use]] <- nnet( #fit single-hidden-layer neural network\n",
" formula = diagnosis ~ ., #the . notation indicates include all variables in the data as features\n",
" data = train_scaled, #data frame containing the variables in the formula\n",
" size = size_use, #number of units in the hidden layer\n",
" decay = 0.01, #weight decay, for regularization\n",
" rang = 0.6,#initial random weights on [-rang, rang]\n",
" trace = TRUE,#show iterations\n",
" maxit = 200#maximum number of iterations\n",
" )\n",
" }"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"Part 4b: Neural Network | Prediction
\n",
"Now that we have created several model fits, let us see how well each of the above models is at predicting the class in the test dataset."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"\n",
" B M \n",
"98 73 "
]
},
"execution_count": 11,
"metadata": {
},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"\n",
" B M \n",
"97 74 "
]
},
"execution_count": 11,
"metadata": {
},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"\n",
" B M \n",
"101 70 "
]
},
"execution_count": 11,
"metadata": {
},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"\n",
" B M \n",
"100 71 "
]
},
"execution_count": 11,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"#set up a list to store the predictions of the models\n",
"pred_nnet_list <- list()\n",
"\n",
"#in a loop for each model predict the classes in the test data set\n",
"for(size_use in 1:25){\n",
" pred_nnet_list[[size_use]] <- predict(\n",
" model_nnet_list[[size_use]],\n",
" test_scaled[,1:30], #exclude the 'diagnosis' column\n",
" type = \"class\" #gives class_values (1 or 0 )\n",
" )\n",
" }\n",
"\n",
"\n",
"#let's look at the M and B classes predicted for a few select models\n",
"table(pred_nnet_list[[1]])\n",
"table(pred_nnet_list[[2]])\n",
"table(pred_nnet_list[[5]])\n",
"table(pred_nnet_list[[25]])\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"Part 4c: Neural Network | Accuracy
\n",
"Lets try to quantify the accuracy of the predictions in the test set."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"18"
]
},
"execution_count": 12,
"metadata": {
},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"
},
"execution_count": 12,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"#set up a list to store the performance of the models\n",
"performance_nnet_list <- list()\n",
"\n",
"#in a loop for each model calculate the confusion matrix and extract the accuracy of each model\n",
"for(size_use in 1:25){\n",
" performance_nnet_list[[size_use]] <- confusionMatrix(\n",
" data = as.factor(pred_nnet_list[[size_use]]),\n",
" reference = test_scaled$diagnosis,\n",
" positive = \"M\",\n",
" dnn = c(\"predicted\",\"actual\")\n",
" )\n",
" }\n",
"\n",
"# extract the accuracy of the models\n",
"accuracy_nnet <- unlist(\n",
" lapply(\n",
" lapply(\n",
" performance_nnet_list ,\n",
" \"[[\" ,\n",
" \"overall\"\n",
" ),\n",
" \"[[\",\n",
" \"Accuracy\")\n",
" )\n",
"\n",
"#lets try to plot the accuracy for the 25 models\n",
"plot(\n",
" accuracy_nnet, #vector of accuracies\n",
" ylim=c(min(accuracy_nnet)-0.01,1), #range of y-axis\n",
" xlab=\"Model\", #label of x-axis\n",
" ylab=\"Accuracy\", #label of y-axis\n",
" type=\"l\", #line plot instead of points\n",
" xaxt=\"n\" #remove x tick labels we can add our own\n",
" )\n",
"\n",
"#add our own x tick labels\n",
"axis(1, #x axis, 2 is y axis\n",
" at=1:25, #positions 1 to 25\n",
" labels=1:25 #label them with 1 to 25 only\n",
" )\n",
"\n",
"#model(s) with highest accuracy\n",
"which(accuracy_nnet==max(accuracy_nnet))"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"Part 4d: Neural Network | Sensitivity Analysis
"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" | rel_imp | variable |
\n",
"\n",
"\tfractal_dimension_worst | 0.07146494 | fractal_dimension_worst |
\n",
"\tcompactness_se | 0.06030277 | compactness_se |
\n",
"\ttexture_worst | 0.05941808 | texture_worst |
\n",
"\tradius_se | 0.05479945 | radius_se |
\n",
"\tarea_se | 0.04921995 | area_se |
\n",
"\tconcavity_mean | 0.04715165 | concavity_mean |
\n",
"\tarea_worst | 0.04226448 | area_worst |
\n",
"\tradius_worst | 0.04080139 | radius_worst |
\n",
"\tperimeter_worst | 0.04008443 | perimeter_worst |
\n",
"\tconcave.points_se | 0.03627505 | concave.points_se |
\n",
"\tsymmetry_mean | 0.03368205 | symmetry_mean |
\n",
"\tsmoothness_worst | 0.03296243 | smoothness_worst |
\n",
"\ttexture_se | 0.03249893 | texture_se |
\n",
"\tsymmetry_worst | 0.03091328 | symmetry_worst |
\n",
"\tcompactness_mean | 0.03043718 | compactness_mean |
\n",
"\ttexture_mean | 0.02989981 | texture_mean |
\n",
"\tsmoothness_se | 0.02833369 | smoothness_se |
\n",
"\tfractal_dimension_se | 0.02774882 | fractal_dimension_se |
\n",
"\tconcave.points_mean | 0.02589665 | concave.points_mean |
\n",
"\tperimeter_se | 0.02455502 | perimeter_se |
\n",
"\tsymmetry_se | 0.02423276 | symmetry_se |
\n",
"\tcompactness_worst | 0.02348785 | compactness_worst |
\n",
"\tsmoothness_mean | 0.02342914 | smoothness_mean |
\n",
"\tfractal_dimension_mean | 0.02271288 | fractal_dimension_mean |
\n",
"\tconcavity_worst | 0.02215374 | concavity_worst |
\n",
"\tradius_mean | 0.01913261 | radius_mean |
\n",
"\tperimeter_mean | 0.01881607 | perimeter_mean |
\n",
"\tconcave.points_worst | 0.01872796 | concave.points_worst |
\n",
"\tarea_mean | 0.01600735 | area_mean |
\n",
"\tconcavity_se | 0.01258958 | concavity_se |
\n",
"\n",
"
\n"
]
},
"execution_count": 13,
"metadata": {
},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"
},
"execution_count": 13,
"metadata": {
},
"output_type": "execute_result"
},
{
"data": {
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feeedufJLEIRQKPSXv/xl9erV69evf+utt5YtW3bGGWfcddddesf1roLneb1ZRCxU0dLSMnPmzPYXRUTXXnvtb37zm4aGhsWLF/fq1au6utqgwfkYkL1Ec83CcVz72SrtrdTmU1MW8Pl8ffr0Wb169c6dO/1+v8/n0xsA7XuQtU2vwe3bqTcSYrGYKSPr8bOf/ey22247cODAc88917t37/LycoPCeobK7cHXXnvt66+//uEP852lmkt7M2oatsPbzXhEtTdyhwPAbK8dWrLPUr2HmNDWIBzHkcFvZEVOhwg9oRGP/uX5D1ev+df6z9a99cyKZU8MP+OGR+76L92W6JTXe+pau17WU3rdd+DAASKKxWKpVIopewPYEylLdnjn/8xh5N7yzD3Mcdwnn3yyd+/es88+mzoaIdl6NUdaV48f0HlcNMduz6pHPq1rue3Jxb+9+78vv3ja6KqEZrHeE44jol0lR51yyimnnHLK+JOPffO5pa+t4/P8ulkKWd1RRx1lqvyLL77I/pBl+csvv+zVq9ff//73urq6J5988u6777744ourqqpYgfPOO0+W5WyOwqZNmyZNmpTnAmATJkwgopKSEmaBk08++bnnnmMzdm+++eZJkybdeeedL7zwwmmnnfb2229LkqR3XO/8kUhk5cqVmh9dfPHFLS0tq1at0rwoIjr11FMFQXjqqaf279//i1/8wrjB+RiQ+fCys5pisVhjY6PeJGg9zFqAiGbMmNHQ0LBhw4Y+ffpwHKf3gsnmEGR78MwzzzTVYL2RYNbIehx77LGCIDzyyCMNDQ0zZ840LqxnqNwe7Nu3r9/v//jjj41PpcnZZ58dj8ezF7t79+5sBNkU+Y8o4+vKFjDba12E3kNs2Nn9pfjXr+1Nz0eM7l5eL35P0BDHE1GyKcn+17AxPUd2+5Jfzbt5wVGTps2989dPvvD6r0/rvfnth+olXY+jXnm9p661y+zXrx/pdN/XX3/97LPPXnnllYqitJlukb5QjiOi7OS2jRs3alZhdoRQzi0/bty4QCBQVVX18MMPS5I0Y8YMynuEaI40pE0UPy7y2FUMGUK05S9L/tw4tKZu66Z3V39MRFv+snzDld/7sV5ae+1FQ1e9Mv96ftqPBpRKmz996+Ntyi3zB1fs1/765zMvH5MJsFrAbHVtWmuKOXPm6M3J0OSNN94QRbFPnz7vvvtuLBZ74IEH2Dy5JUuWDB06dOvWratXryaiv/zlL9dcc01VVdV111134YUXxuPxN99887DDDuvbty8R8TwfDodfe+21s846S7OW2traoUOHzp8/f9q0aaWlpZ9++um2bdvmz5+/f//+ZcuW3XHHHaNHj25ubl67dm1tba3H4znhhBM0j+tdhd/v//bbbzU/6tevX0lJCYuUtb+omTNnhkKhQYMGvfHGG16vl0WxDRpMRDfeeGNzczMLX2oacMiQIf369bv55psvuOCCYDC4cuVKFijJpzuyljRrASKaMGHCAw88kEwmBw0atHXr1myotA133HFHbW3tww8/nO3Bfv36mWrwmWee+cQTT7QfCWaNrHnhU6dO9fl8AwcOfPfddwVB0Cyci56hcnvwq6++amhoMJbFekyfPv2555679tprp06dyvP8K6+8YuEkZDiiTF1X9ipGjx5teZgdQvQeuU1X3TX0uaseunbmjqkTq/jI/3vl9TZf9IZG9vMLWxbe8/ieM6qUfa+8kFYwNSfUfL7sH7PuuPfM0YOoed+Ha78rrT2nyqMryPTK8zpPXQvX+OGHH5aWlmp2XyqVmjNnzoABA6688sr+/fv/5je/Wb169aRJkyhnSP/oRz/y+/0LFy7cs2ePoigvvPCCZi1mRwjl3PIXXHABEZ100kkrV670+/3ssZznCNEcaUyM5hn2Ad2Cizx21aPnLLhuauSTNx//4/Ob6uSfLXr2himniBs+qku2+cEnXP/oM784f/T2D1c+/eKb+4RRtz+45KzeJXpf35uUtevLF3PVtWutCcy60OfPn79r167nnnvO5/P99re/HTp06OjRo6+77rpPPvnkj3/8Y11d3aJFi6ZMmbJhwwZJkpYuXTp27NiVK1e+/fbb48aNe/zxx9m6EpdffjnP80uWLDGo6NFHHz3//PM//PDDF198URCEBx98sHfv3qNHj54zZ86+ffueeeaZd955Z+LEiY8//jgR6R3Xw+fznXLKKZof3XvvvRzH6V1UMpkkIjYzZty4cbnKSbPBRMRSDQwMyHHcU089NWnSpHfeeWfFihUDBgx4+umnS0uN5gllyVrSrAWIiE2s4XmejYHs3Jo2jBkzZteuXbk9aLbBgiBojgQLRm5/4ey/bBLesGHDOszLMzBUtgfZpHLjuXp6eL3epUuXjhkzZuXKle+//z5bwEVPNBujN6LMXhejM8PsEKL3ENun1jy09A9nj+nx0crlr7+/+dgr7pk7/tghR7Q2jxeq/u/3c0f3anp16VN//2Tn9Huf/MGIEUdU+KpH/+L3cy6t3LfxpWeWvP7Ov/pM/MlDj88zeIfpl9d+6lq4Rrb4jmb3LViwIB6PL1y4kOO4M888c9SoUffdd18kEqGcIS0Iwu9///tevXotXbr0k08+uffee0eMGFFRUdG+IlMjhHJueTYH9KKLLiKiYcOGscdyniPEYKSddtppFswFCoPG/B7H8OWXXz7yyCMsV7zYaNn/7/VbQ6dOMLoz86Rh16atLf3HHV1JRIsWLfr0008nT56suSz4Z5999sQTTxgYZP/+/Vu3bp0wYQJbhm358uVduor9rl27Wlpajj766K6rghlkypQpmr9uP/roo2eeeaYrRsghNOChtRIzyIUXXnj77be3//Tdd9994YUXrBmkAL3J2Lp16/XXX//444+bnVqgCTPIT37yk7lz57b/9K233nrllVe66BmSvd3y/8ohN3L7EzKDXHXVVZqT/V9//fWVK1cW50O1i2AGmTlzpmbof8WKFatXr3ahQW644Qa7b57hYFwUiu0KVFkSZW0XGsfxXq+ueUO9B516CEQdEVH1gBHjDs2ZqHfv3sa/Ag8tAwYMOFSnkmW5zbxjxiHP+Cs8eVpJzwJExHGc12t9tkCeHMLe1EOWZUVRFi5cGAgEsqmmXX3hiqKwjJBDfn4Lt9shN/KAAQNkWc69QEVRVFW1FpvuFiw/hO1Ot9/yoGhx7KAvDDuX33jNE19pfuQNjXjrjYcL3B7Xsnz58ieeeELzI+NNKRyDgQVCoVB2twZbs2fPHuYkmDNnTrZbu/rCd+zYkbtszSE/f7ejacD7779/9uzZ3dIes7j2IeyGWx5YA8KuUwy65PE1Riuk2pXa2lq2cpJduOSSSzTXqmVRg8K3p/AG1LOAk+jVq9e11157zDHH5C6o29UXPmTIkEcffbTrzt/ttDFgNhTbfS0yh1Mfwh3ihlseWAPCDgBgD0pKSg7hxqYAAOBIXBGlAgAAAABwAxB2AAAAAAAOAcIOAAAAAMAhOHyO3Y4dOx588MHubkXhYKutGheAQdoUgEHaFIBB2hSAQdoUgEHaFIBBQFHhZGG3f//+hoYGa7tA2potW7ZoHq+rq3OnQb788kvN4641yBdffKF5/JtvvnGnQT7//HPN4641yGeffaZ53LUG2bBhg+Zxdxpk+PDhTz/99J///OeuOPm8efOmTJnSFWd2D04Wdv379+/Ro0fuygi5KIoiSZLP5zM+CVu60+PxGC+HJkkSx3GCIBiUya4naVypqqqiKHq9XuPN+FjDBEHIrXTTpk0HDx7UW5G/trZW0yCH3BSsmEEZViMRdXiZoigKgtBhjYqiaK7JyQyit/35gAEDNA2SSqXaXybrF8026xnQoGGiKPI832bAZKtoX/uhqoIZRO+mOOKII9obhC0LrLfeabYrDcZPKpUy6GhRFFVV5Xleb8zk2QCDKjQ7lMEMMnLkSM0vDhw4sI1BWB/pXaxBD2YxHtKdtEaHDxnj9hPRxo0bGxoa9EbIoEGDcg2i2VrNKoq2ZJth0/6GYiNk1KhR+RjE4H7MxfiOoLxfFh0+HvO5PSmP91fu02/z5s1E5Pf7s4uEHyq2b9/e0NDAKgKdwcnCjuf5UaNG3X///ZqfiqLY3NxcU1NjcAZVVevr64movLzc+MaIRCKCIJSUGO02GI/HW1paeJ6vrq42KKYoSkNDQ3V1tbGaaWhoUBQlFAoFg8HswZtvvnnNmjV6X9QziCiKkUjEuFVEdPDgQSIqKysz3qOzpaVFUZSysjKDMqIohsNhIurwMpuamoLBYIc1xuNxj8dTWVnZ5iNmEL0Hlp5BGhsbQ6FQmx6XJKmpqYmIqqqq2pwwmUzGYrGqqqo254lEIslk0ufzlZeXt7+uQCAQCARyD7KuJ6KKioo2Lwa9PopGo4lEQvPaw+Gwz+fLHR7UkUEEQWhvkFgsJklS+0tgpFKp5uZmIqqpqdF7UdXX11dUVOgplaamJkmSgsGg3l7G8Xg8lUppbqCZ2wCDsVRfX19eXq75rjVrEDYMevTooVneoAezGA/pcDgsiqLf79e7g+LxuCiKet2RSCSi0SgRGbdQr7NUVZ09e/aHH36Yp0E0+06SpHA43ObRqleyvTGZBQKBQO7WpbIsNzY2tmm2pq00SzY3N6dSqTYlNZ+07e9ZUyOE3Y9er1dvuDKM7wgiisVisVisw5dFh4/HZDLJdqc1uD0pj/dX9ulXWVl5++2379u3b/DgwbNmzTJomwUWLVrEbh/QSZA8AQAAAADgECDsAAAAAAAcAoQdAAAAAIBDgLADAAAAAHAIEHYAAAAAAA4Bwg4AAAAAwCFA2AEAAAAAOAQIOwAAAAAAhwBhBwAAAADgECDsAAAAAAAcAoQdAAAAAIBDgLADAAAAAHAIEHYAAAAAAA4Bwg4AAAAAwCFA2AEAAAAAOAQIOwAAAAAAhwBhBwAAAADgECDsAAAAAAAcAoQdAAAAAIBDgLADAAAAAHAIEHYAAAAAAA4Bwg4AAAAAwCFA2AEAAAAAOAQIOwAAAAAAhwBhBwAAAADgEDzdWrt6+4yLvLf8ccFxPTQ//ej5R156f/2eiOfokT+YOfvafn7B8DgAAAAAgKvpNo+dKrd8/Nd7N8VEvQIbn7rjt8+/FRh4/NQJo775dNXcm+6PK6rBcQAAAAAAl9M9Hrutj/z3nW9tF1VdQaaI393z2uYeP7jpnpsnEdG5Yz1X3fXmQxsbbj5a1jx+65iawrUeAAAAAKAo6R6PXe9TL/jFTTddf82pegVa6p6PyeqIn5zA/ls14ooSgdu6fKfe8UI0GgAAAACguOkej13V6HETiRIHmx9b8r5mgeav6ohocLWf/ZcTQgP8nl37tugdJzqeHVm3bl1jYyP7OxwOK4qSTCaJaMcute4/33MQqqoiSR6vN27cVFH0EpHHI3KcbFBMkojjFYE3OpusyIrsJaJ8KvV6kx2VEYgEXpAFPi541HHjBSJSFMXgK6qqZg2yfae6b7eaOa5IkpC3KSSOM6pFVlRVIY/ne2fz8eTN+RGhKqooer0clQaSAk8Bnkp4KtUajFKS4h4xJRjVKEmKKgkyz0V86Uo5D3lH8NSRQRRFyRpk29fK/r2ZK5UEj9C2x1VVkSQvEXm8SY64NueRFcHraWtAWSZF8XIc52n3kSjxAi/z7QZMxsgpjpPa1a7RR7KsKoqXOK597ZLEc7zMxqTXTyed1LFBckfI1u3KgToiIllRVEXjEnIaxkZ1Qu+0oujxeJIcpz3vQpIEVeV4QdW7fWRFVhU+jwbo3jKi6GljUl+QThxrziDSXlU5qCqKEokL+4V4TCYp80RJyCRn/tbrwdbGSLzASzz/vXplUsJSMq6IoiypqipTXOWbNb+uKAqRyvORNodlOaEoKVkWFVUlIp7bRaQdElEUhef/0+ZgsISuPnOUqh9FYeQa5OttakOdoCicIKicEI/L2TIaj1bNXmZ9164kr6penlcFIackqZLobTPGWEmO+97TRqckp6peniWHBwgAACAASURBVCeFj0qqklIVRVVEVREl0etpSKmymrGVLMuqqnJcsqw8MW1cBZkZIfJuNfWdosqCxBN7FsVkapYoLpOoUirHtKmkRxKSKunORJIVJZ+XheZYykVRFFnu4PakPN5fqqp4Ap5RI6RUKmVsEFAMdG/yhC6pZpGIKj2tr88qD79TatQ7nv3vE088sW7dOvZ3bW3t4YcfHolEiGjbWt9Jn7R3TwpERnItU4aI1I5KsiblebZ8iuV5KiKSm70UGR0jIknSfpcwFEWRJIkZZPs//Sevz1Unh9AURMRZMEWLdjGP9P1iOtV5ZSIxW6xU9fx3kswY5Ot/+k/+PGsQXucyWZs1n2u8VnlOv8eNq9D7yFQVrWPy2xIuMqKFOjKILMtZg+x8z3/S5qxBjDu0w1EtGA4bg0vILXMoG7C7lCLDzRkk/p7X+y+BiILkDZKsP/mjw9tEr+t9RD6DxnQpm8ukyEmRDotJktR6y6wOnLhDr+/aj9UiKUlEfE6oKkA6bKiUI6MiZGaEKGu8yhcCEZ/7LCojKtP4nvEdkS1DHZXRG0tmz9Px++tfNUQjKBaLGRsEFANFutyJt8xDRGGp9TdOo6TwQrne8cK3EADgHr5Jcn89iOz778F1XAQ4B0XHAQyKkCL12FUM60e0dWdzimoCRKSqiW+SUmDA0RXDmjSPZ7+4aNGi7O+JnTt3Llu2rKamhojOmk7xqd9ztEiSGG1pqayoNGiGqqpN4SYiKg2Ver1eg5KxWEwQBL/fb1AmmUzG4jGe4ysqKgyKKaoSDocrKip4zkh2h8NhRVVKgiV+v78HR1XlISLy+Yx+8QuC4PP5mEEm/4TiF6QNIkliS0vMuFVE1NjUSHmYIpFIKIpSUlJiUCaSkhqaW4goWFoWU7gWiSKyWp+ibxLq9qi6LqzujqUfItVeengETe5rZNh4PB6Pxz0eT3l5WuJzHHHBUurIIB6PJ2uQsy6jxI/TBmlubg4Gg20uU5LTv8vLy8sF/nvveFEU4/F4tvYssVgsmUr6vL5QKNTWApFIIBBoUwXreiIqKy31eL5fu04fxePxRDLhETxlZW39AtFo1OfzMQsM5KiivMSUQc68mhJJhYiSyaQkSe0vIXvt0ZYoEVVWVHKc9ru+KdxUWlrqEbSfNpFIRJKlYCAYCGi7T1KpVCqVKi0tNW6AwS3TFG4qDYVyTXqUwJWXdnzLZA2iptTnjxXnD1Sm9+VOKU0M71Fa6eVKPOT7/hUb9GDu9bKub5ZTZ37x9MFUrNob/HnfE44t7VPjK1HjIqcofq83WKJj8FRSFMWSUOnWrX/Y+Z+niai8fNhh/aeUlw31+mokmVMkDxGVl2vfzqqqRCKR8vLyNsJskMdTU1PTYSjW6/VmR8gZP6OD9eH2fSfJUjQabfNo1exldk9VVVblloxGo6IkBvyBYDCYPSgrcnNzc5sxxkr6ff7cp82WlgO/3P7GzmSY/TcgeI4u6XWEt6wXX9LDV9I7VFkueP28N8B7SVUpniwrLeP59LAROE5ISklR9Hk8o8vLairKycwtc+tY8YlqmYh8PJ3Wgz+pihsc4nr6uDIPlQgcEVVmRoTxHUFEiUQinoh3+LLQfIzkks/tSZn318vhr+7f88+w1Bq0rfYGjwhUHRYorxYCh3GBcXRURUWFsUFAMVCkwi7Ud0aQX7N5+Sa69WQiiuxcHpHVky8eFOpbq3k8+8XcO5w9F9hoLglQSaDNy1jxcFRTafQrXFVV5pwuL+d9PqOSPoEEgUpKjMrE45xPIJ6nasNKFYXjZKquELKPG004hRSFQiEuGDTnSGhvEFFUvB21iohUiYiorIzzGy4c2NJCikJlZUZlykWllFeIqLpa+zK/bFYe2Skv3iWFVTp/Mz1fol7UT/eEHPvnISFkxQPNDBIKUihjSV6lUKhtj0uSKqhERFUVgiB876NkUvJ7qKqdAX0CJZPk81F5eduPBKJAgALfH5Os64mookLwetsOV80+inoo4SWPhyrbfeThyOcjs8OD2hkkFiNJ0rgERiols5kRNZWC7ptDpooKwePRPoNAJEkUDFIopF0gHqdUiioqOmiA0S0jU3l5W5PmD8dxPf3cyh/63qtXzu2hNjVJPXpoPzkNejCLQBQMcn6/8OLejTu4b/kAt+rY6SeVH84+DYfDoij6/f6yMu2fRvE4J4oCx3/70e75FZxUe/gFp57yIsel25NIJKLRKBH16KG5OCgpitLg9dXU1Bi85juEfbe0hKSURt9Jkuqhto9WzV5m91Sbkh6ORJECASotbT0uy8QrbccYK+n3tz5tPo3snbLzz02UID+dUz3kxv4nTqwa5Oc9zc3NqVTK7/fn/v5RFKWhoaG6ujp32EQikWSS8/l85eWtsjIfg7xUJ9+/SyYvnVguLz5aGdnbMI5keEcQUSzG+T0dvyyyY0mvQDIpdXx7EvG88otdK1+o30QC8R7u3OqhP+454oyqQYf501chSVJTUxNluh4UOcUl7J66ZfYnkeTCRx4t8fW5Y+qwu1+9d+GSS4ZVyW8vf7Wkz8mzj6nheU7zeHc3HBxiRpbzj43hfzpAOP+jxLcp7vJ1qUEh/3EVRTpzALiBSi83tY9wCCcYPb3vMyI6rXJgVtXlz5YtC1VV8nhKTxz7x6yqczn7UtEpG59tkhIlvPeZYRdc2GtEIWuf1JO/uL+wKSz/ZUSy3G+zHrlx16oX6jcR0biK2ieGTh0R6tXdLQKdorjGX+O3dXvDCRYNGPPTe2/xP7Tig1VrI57hx05+YPY1QZ4zOA6cxwmV/OvHiGdt8Dek1KvWi/+a4PdB2gFHEJYS/4rUEdFPeo02+11VVfbseYWIBg+6yu/X9sy5kBu3v7E/FfVywrLa86b1PLrjLxxSKr3cC8f79jZF/ZLN5qIt+Xb9c/WbiOjiXiOXDr/Qy2Euqe3pTmEX6PFfr732X7lH5i5dPrf1f9z4S2eNv7T99/SOAwcyOKg+cjRdsoE2NitP7JJuHFhcP0UAsMa6SB1bYmNchWl3XWPTv+KJfURUe/gFh75l9uSf4d0rDmwmottrTz211LRJDxUVHkrYKmf0oBi7ecffieiE0n5/HnYBVJ0zgAMEFDv/1Yeb1JMnonu3SSmsoAQcwbpoHRGVCr6hQdMzSerrPyAir7eiZ89TDn3L7Mlvdr9HRP395TcfNq6722Infr/nw0Yp7uWExwf+yM/jZ7NDgLADNmD+UV4i2ptQ//pth8vjAWADPot8S0RjSvsIhsnvmjQ1fUZENdU/4Hmj/HT3sDsRXtXwNRHNPWxcEDbJm6icenTvJ0Q0o+boYeZ/YICiBcIO2IBTavgxFTwRLd5lqzgHADrsTDQR0dElPS18N9z8BRFVVR97iNtkW5797nNZVfy858o+x3R3W+zE8u++jMhJIrqp9wnd3RZwKIGwA/bg6lqBiNYcVOpTNpubDEB7vkmGiai/3/Ti6qLYHIvtIqLqKgi7NK8d/IqIzqoaXOM1Wj4TtGHZ/s+JaFxF7VEBuOscBYQdsAcX9BU4Ikml1/dhnh2wN4qq7ktFyZKwi0a3sU1gKytHHfqW2ZD9YssnkW+I6Pwew7u7LXaiSUp8EN5NRDN6jezutoBDDIQdsAeHB7kfVPJEtOo7TLMD9uaAFJNUhSwJu5bYbvZHaeiIQ9sqm/JBZI+iqkR0bs2Q7m6LnXizYbuoykT0o+qjurst4BADYQdsw8SePBGtOaggFgtszd5kM/ujn09rg3hDYrHdROTzVXm92CObiOij6DdENCRY09e8Md3MO007iWhYSY9BwaoOCwN7AWEHbMPpPXgi+i6pbolA2gEb860YZX9Y8NjFYnuIKBQacIjbZFvWtuwlolMqaru7ITbjg/AuIvph5RHd3RBw6IGwA7ZhfLUgcERE/2xANBbYmLpUhIh8vFDjNbEhKSMeZ8IOOoaIKKFKm+IHiehkCDszNErxrbGDRDS+HHZzIBB2wDaUemhYKU9E65rgsQM25qAYI6Je3hBHprdDZHPsQiXw2BERbUnUy6pCRMeU9unuttiJf0Xq2MTEk81vfAKKHwg7YCeOr+SIaF0TEmOBjYnIKSKq8AQsfDce30tEoRDex0REmxP1RCRw/IgS7Ftvgs+j+4ioVPANDlR3d1vAoQfCDtgJlhj7RbMiQtoB29IsJ4moXPCb/aKqyqLYSEQBP3QMEdHmxEEiOjJYXSJgwwkTbGzZT0SjQr15zrTPGBQ/EHbAThxTwRNRUqHtLYjGArvClvsv95gWdslUg6oqROT3Y0VZIqJtyQYiGhmCzDXHF9F9RDQa8WuHAmEH7MSw0vTvy61RuOyAXbHssUsl69kfPgg7IiL6d7KJiIYGe3R3Q+yEoqosc2JEyMqOdqD4gbADdqKnn+vh44hoK1Y8AbalWbLqscsIO3jsiEhU5TopSkSDg5goZoJvks0JRSIIYucCYQdsxrAyjuCxA3YmoqSIqFwwnTyRFXYBP17JtDvVzDbwGIwlds2wI9HA/jgSgtihQNgBmzG8lCd47ICd6YTH7iARcRzv9VYe+mbZjZ3JJvbHkUH4L02wI95ARB6Orw1UdHdbQJcAYQdsxuAQR0Q7YxB2wK6w5IkywWf2i8lUPRF5vZUch0d3WtgFeI+FndncDBN2tYEKLyd0d1tAl4CnA7AZR5RwRHQwpUak7m4KAJZIh2LNr2PHQrE+HxxURER7xSgR9feWYc0OUzBhhxXsHAyEHbAZTNgR0X9imGYH7EdSlVOKTJayYtPCzotXMhFRnRghov5w15lkT7KZiI4IIJrvWCDsgM0Y2CrsEI0F9oNNsCNLodhUqpGIvD7kChAR1aWiRNTXW9rdDbEZe5JhIjrMjwl2jgXCDtiMXn4uJBBB2AF7wuKwZCl5QpQiROTxwEdFRPQtC8XCY2cGRVX3p6JE1N9f3t1tAV0FhB2wHwNKOIKwA/YkmhV25pc7kcQIEXkE+KiIMsIOmROm2C9G2Rox/f2wm2OBsAP247AgR0R7ExB2wH7EFJH9UWo+FCtKUSLyIPhI1CjFmSURijXF3mQz+wMeOwcDYQfsR78AR0TfQtgBG5JUZPaHnze92ITEhJ0QOsRtsiF1yQj7A8LOFHszdoOn08FA2AH7wYRdHYQdsCFJNS3sArzH7HdFMUJEAoQd0b5UlP3R2wtrmKAu1UxEAd5T7Q12d1tAVwFhB+xH3wBCscCuJJX0Aox+88KOeey8Xvha6IDYwv7o4Snp3pbYCyaIe/tKOcLif44Fwg7YD+axi8vUJELbAZth2WOnqpIsJwgeOyLKCLsS3hs0r4/dzIFUjIh6wc3paCDsgP1gwo6I6hLd2xAATMOEncDxHpPbgoliOvgIYUcZgVJjPrPY5TBB3MMLN6eTgbAD9iNH2MFjB2xGUpXIYuZEeto7QrFEdFCMEeKw5mHCrqcPvw2cDIQdsB+9/Wlhtz8JYQdsBsuKtZI5IaU9dsiKpYxAqYbHziRMEPdEKNbRQNgB++HnqdxDRHQAwg7YDRaK9XPmMyfEtMcOoVhCSNEqsJsbgLADtqSnnyOigykIO2AzWFZsZzx2CMVSRqDUCFizwwQqqQ1inCDsnA6EHbAlPXwcER1IdXc7ADAJC8VamWOH5IkckDxhgUYxwfYTQyjW2UDYAVvCPHYIxQLbwUKxljx2CMW20iQliKjKA4+dCbKL//WEx87RQNgBW9LTR4RQLLAhmaxYi6sTC0KA572Hvlm2IiInRVUmoip47MzQIMXZHzUQdo4Gwg7YknQoFh47YDcse+wkKUZEPA8fVdpdR0TlvK97W2IvGsW0sIOn09lA2AFbkg7FYo4dsBssecKCx06W40TkwSs5R9hVCP7ubYm9aLWbB3ZzMhB2wJYwj12jqMrw2QFbYdljJ8tJIhJ4BB8h7CzC7FYieC38rgA2AsIO2BI2x05RqRHbxQJbkc6K5UxnxSpKgoh4HlIGoViLMLtVevDbwOFA2AFbUuVLbz7RKHZvQwAwRyc8dgki4pEukJkrxhFXDo+dGcIyhJ0rgLADtqTKmxF2SIwFtqITc+wSRCRA2GU8TyHe6+HwCjNBxmOHaZoOB3cFsCWVmQUfmuCxA7aikx47CDtqFShw15mD2Q0TEx0PhB2wJa0eO8yxA7bC8jp26VAsh7dyOqQIgWIWzLFzCRB2wJYEBQrwRBB2wG5Y99gp8NilyXieYApzIBTrEiDsgF2p9HKEUCywG5b3ikUoNgtLnoDHzixNUpzgsXMBEHbArrBpdvDYAXvBPHZ+DnPsrBORU0SElFizpD2dmJvodCDsgF1hK57AYwfsBcuKtb7cCdaxI4rISSIqxSJ2JmmWkkRUAY+d04GwA3aF5U9guRNgLyyHYpW0xw4TpDLCTvB2WBJkkVQloUgET6cLgLADdgWhWGBHJFKIyGt+5wmEYrNE5RQRhXgIOxMwNUxEpQI8nQ4Hwg7YlSokTwAbIqsqEVlYWZdlxXIc3soUkVIEgWISpoYJdnMBEHbArlR4iYiaJXjsgG2QVEUlq8IOHrsMTKNgjp0pIOzcA4QdsCtlHo6ImuGxA/ZBUhX2B4SdZZKKJKoyIRRrkhxhhzl2DgfCDtiVcg8RUQQeO2AfmCIhIi/WsbNKJCtQ4LEzQ0RKz7Er88BuDgfCDtgV5rFrkQnSDtgFyx47VVUUJUVY7gQhRavAbu4Bwg7YlfJMHKZF7tZ2AJA3loUdc9cRkcDDY5fJ7oTHzgwQdu4Bwg7YFeaxI6JmqXsbAkC+dELYxdkfCMVmBQrm2JmC2c3PeywstQPsBYQdsCvlmaX7o/DYAZvQeY8d5/pQbHauGBYoNkU6lRjuOhcAYQfsSnnWY4fEWGATssLOa1bYKZlQLDx2CClaIrNdB4zmfCDsgF0py3jsIvDYAZsgKp2eY+d6YceyYjniSjh47EzQIotEVAZh5wIg7IBdKfemPXZRmevelgCQJ5ZDsSwllogE14dio3KSiEKCl+dw45sgE4p1+/hxAxB2wK6UCCRwREieAPYhR9iZm8CeFXac691UmCtmjShCsa4Bwg7YFS6TGIvkCWAXOuGxS88k5V2fChpTRCIKQaCYJAJB7Bog7ICNYdPskDwB7IKU2XnC9ALFrcLO7S/mmCwSUZD3dFgS5NIip4gohFRiFwBhB2xMOTx2wFaI1rNi06FYeOziikREJfA8mYR5OktcP37cAIQdsDHMY4fkCWAXrG8pBo9dhpicIggU88SZsIMgdgEQdsDGhDxERC0yNosF9sD6AsWtyRNuD0GmPU8IKZqEhbAhiN0AhB2wMSGBI6IWZMUCmwCPXeeBQLEGC2EHBbf/MHADEHbAxjCPXUxBKBbYA3jsOg88dtbIJJ3Abs4Hwg7YmLTHDqFYYBM66bHjOA9n8ovOAwLFGkiecA9uf0YAWxMSiIhiSJ4ANkHMLHfiNblAMfPYCZj5nk0CgEAxSSIdioXdnA+EHbAxSJ4A9sK6x05lHju8lRGKtUJSkWRVIQhidwBhB2wMC8XCYwfsgvWdJ+QUEQmuz5wgLFBsiVgm+QZ2cwMQdsDGZDx23d0OAPKDCTue48xuYK8wjx3cLfDYWSIup9cOgN3cAIQdsDFsjh2EHbALTNiZddcRkaLAY5cGy51YIMdjB7s5Hwg7YGNKPRwRSSqllO5uCgB5wJInLAk7eOyIiBRVTSoyYQcFk8Qzwg4eOzcAYQdsTCiTWRiDsAN2gHnszKbEUkbYYaPYuCKqpBLmipmEuTkJnk534OR7Q1VVVVUlSXtfAlmWiUjv0+wZsoU7LKkoinEZRUmrj3yKSZLE8x3L7jaVZhus10hNg+RjitzCHbbfwOy5NVIel6mqqkGNAS59vTGZ06zUmkE0K822WZblNqdlR/Rq1/uo/YDJjhBZlrnvz8HS6yP2lfyrsGAQ4w7N7UpOf95YtphmpdRuJFtrgMFYam/S3NoN2tamauObxaAHGSlZIiKBOL0z6I0ZSUoQEcd5ja3R4UMm+3ixYA1qZxDNvtM0USdLZpvdLMXZEb/Ka9pK8wKNS+YOm/YlTY0Qg/uxDQZ3BOX9sjB+PObWEhET7A+vojH2Onx/GTz9QBHiZGGnKIooik1NTQZljD/N0tLSkk+xRCKRT6vyqbS5uTmfGuPxeDwez/5XFEXjqg0MkqcpYrFYLBbrsFgqlcrnbPlcpkGNSownChJRTOFkWW5/CcYGkWVZzyAGPa7XZj0D6lVhcF3RaNRUFZrXTkSSJOUOD+qEQTocHuFw2ODTSCRi/PVkMplMJg0KdNgA47GkZ1JrBumwMXrVRWItRCQQZ3yGVCrV5g5KJFqISFV51qEdNsC4gHFnGSBJUnuDaPadZgPyL9neAkQUDof3pdK9rMSTEi8ZlMzznJrDJvcaLYwQSZI67KAO7wjK72WR5wO5PpI2iNQSb0poK7N83l+RSMTYIKAYcLKwEwTB5/P16NFD81NRFJubm2tqagzOoKpqfX09EZWXl/t8RlM6IpGIIAglJSUGZeLxeEtLC8/z1dXVBsUURWloaKiurjZ2ZTU0NCiKEgqFgsFg9qBxI/UMIopiJBIxbhURHTx4kIjKysr8fr9BsZaWFkVRysrKDMqIosievB1eZlNTUzAY1Kuxv08hShJRTCGPx1NZWdmmgLFBPB6PpkEaGxtDoVCb72Yf1lVVVYLwvVBaMpmMxWJVVVVtzhOJRJLJpM/nKy8vb39dgUAgEAjkHmRdT0QVFRVe7/ciJnp9FI1GE4mE5rWHw2Gfz5c7PMiSQWKxmCRJ7S+BkUql2KuxpqZGz2NXX19fUVHh8Wg/bZqamiRJCgaDoVBIs0A8Hk+lUhUVFcYNMBhL9fX15eXlbUzKMGsQNgz0nioGPcjwx4JE5OUFvTOEw2FRFP1+f5s7yOfjicjnKwmFQqIo6nVHIpFgmtK4hXqd1aEzxuv15hpEs+8kSQqHw20erXol2xuTWSAQCJSWlmYPyrLc2NhYU1NzIJ5uYd+qHl7V295W2ZK5F9jc3JxKpdqU1HzStr9nTY0Qdj96vV694cowviMoI9c6fFkYPx6JKJlMMgUphNKPmv49eoXaTU/s8P2VffpVVlYaGwQUA5hjB2xMyJN+dmMpO2ALOpEVizl2RLlzxZA8YYa4kg6zIivWDUDYARuD5AlgLzq53Anv+uVOEhmBEkDyhBlicoqIArzH7AKKwI5A2AEbk/XYtcBjB+xAJivWqsfO9VuKJVo9TxB2JmAeO7jrXAKEHbAxQZ6YoItjjWJgBzrrsXN9/BEeO2uwdeyCAozmCiDsgI3hOfLxREQJhGKBHejsHDt47CDsLJFUZYLHzjVA2AF7ExQ4IkqoCMUCGyAqTNhZWKAYc+yIcoSdH8LODGy7Dj9veuABOwJhB+xNiUCEUCywCcxjJ5Dp3yGKiqxYooyw83C8Ba+nm2F2g5vTJeDeAPYmKBAhFAtsgqTKZC15QobHjogooYgEgWKepCIRkZ+D3VwBhB2wNywUG1cQigU2wPocO3jsiAieJ6vAbq4Cwg7Ym2A6eQLCDtgArGPXSSBQrJH22MFu7gDCDtibEg8RUVzGvtTABmDniU7CkgAg7MwCQewqIOyAvQnyyIoFtkHsrLBzu8cuqUKgWIEtd4KsWJcAYQfsTTCdFQthB2xAp0OxbvfYZTxPbreDWeCxcxUQdsDepLNiEYkFdiC9pZh5xwlCsQwIFGtgjp2rgLAD9qaEZcViHTtgB6yvY4fkCSLKCDuEFM0CQewqIOyAvcmsY4dQLLABsqoQEW9e2KmqRESc69chg0CxBtaxcxUQdsDepOfYYYFiYAdkUolI4Cx47Fgo1u0vZgg7a8BurgLCDtgbto4dQrHAFigqE3amH7yqKhM8dhAoVsFesa4Cwg7YG7bzBEKxwBZYDsUqikREPIQdhJ0lEkiecBMQdsDelKSzYiHsgA1QqHMeO9e/mLHciTWw/p+rgLAD9gZz7ICNkFWVzHvsVFUiUgkeu0wSAASKWeCxcxUQdsDesFCsqJCEpexA0aNYSp5gcViCxw6hWEuopIqKQrCba4CwA/YmmJkNjGl2oPhJz7EzKezYWieE5AmsY2eJlKqopBKRn4PdXAGEHbA3JZknVVyGyw4UO3J6gWJzD96sxw6hWHjsLJDIjB/YzSVA2AF74+fTzo8U8idA0WMtFNvqsXP9ixnCzgIpNb0cFObYuQQIO2BvApkhnED+BCh60skTZufYtYZi3R5Kww4KFoDHzm1A2AF7E8i86ZIQdqDoSS9QbPLBqyppjwtCsZmFdt1uB1Ok1PTDEXMTXQKEHbA32VAsPHag+JGpc8kT7hY0oiqzJAAfBIoZkplQLNb/cwkQdsDeZEOxKWTFgqIns6WYxVCsyz12yYznEtmdpkhmxg88di4Bwg7Ym0Drcifd2g4A8oDNseNMJnCrWMeOiIhSGWEHj50psskTPghidwBhB+xN1mOHOXag+LEWioXHjpHjeXK1HcySFcSwm0uAsAP2xi9gjh2wDVaTJ7BAMVGuxw6eJzOIlH44wm4uAcIO2JvWOXZYxw4UPbKlOXZInmC0hhQRijUDQthuA8IO2BuBIy9PRJSQu7spAHQEW6AYoVhr5CRPuNoOZoHHzm1A2AHb4+NUIkpiRzFQ9FjbUiwnFOvqFzM8T9aA3dwGhB2wPQGeI3jsgB2w5rFTMyFIl4disWyHNcRMyo6HwxvfFaCbge1hK55gjh0ofqzNsUMoloHkCWswu8Fo7gHCDtgePwvFKojFgmKHZcXyZNJjh3XsiAjJE1ZhdoPR3AOEHbA9bFexJDx2oOhh69gJJiNi8NgxkhmBi+QJU6SFHTx2rgHCDtgeForFHDtQ/GRCsVjHzgpIArAGPHZuA8IO2J50KBYeO1D0WAvFtnrs3B2KzW5mj+QJU4iqQvDYuQkIO2B7Mh47zLEDxU4mFGt1gWJ47Ig44rzQKGZICzuomlp0QQAAIABJREFUYdcAYQdsD1vuBFmxoPjpZPKEyz12CClaAx47twFhB2wPW6AYc+xAkcNUHXUiFOvyBYpZ8gQEilkgiN0GhB2wPSwUizl2oMiRMzs7WVugmOMEMqkIHQYLxWKCnVkyHjtXu3tdBYQdsD0Btlcs1rEDxU3WYydYCsW6fK0Tyuw8Ac+TWVKwm8uAsAO2x88TESURigXFjZwNxVraecLlqxNT1mPneoFrFuax8yOE7Rog7IDtYcIugVAsKG6yoVjT69gxYed6QcP2PIXnySyYY+c2IOyA7WHCLoVQLChuLIdiFRaKhceuUHueplL1DQ3rotF/d3VFhQFZsW4Dwg7YnrSwg8cOFDeWQ7Hw2DGY58nf9QJ3b92KlauO/9ubx3R1RYUBHju3AWEHbI+XI8IcO1D0KJTx2JndKxYeOyIiSioFEiiynCAigQ90dUWFAR47twFhB2wP89iJ7l4JAhQ/sppZ7sRsViw8dkRElCrUOnaqmiIiXnCIsIPHzm1A2AHb42fr2GFLMVDc5HjsLK9j52qSaoHWsZPlJBEJThF2WMfObUDYAdvjJZUwxw4UPbLlnSewjh0RFTB5QlGYsPN3dUWFAR47twFhB2yPX+CIKKV0dzsAMKQ1K9b0cicyYR27AiZPOGyOXcEEMSgSIOyA7WFz7FQiEdoOFDE569hZmWMHjx0TKF6TstgCspIgJ4Visf6fy4CwA7bHlxnFSQg7UMRYD8Vi5wkiKmBIUVVY8oRTQrGFEsSgSEBPA9vj49LvyyTWKAZFjPVQrIKsWKIChhQdFoqFx85tQNgB2+Pn0/4PTLMDxUw2FGs2zQehWIaoykTk7XqBoqiOyorFHDu3AWEHbA9CscAW5GwpZmWBYoRimbArRFasw5Y7gcfOZUDYAduTE4rt3oYAYEQntxSDxy4zV6xAy504bI4dPHbuAcIO2B5/ZhSnMMcOFDGWFyhOe+xc/2JmC+16+a7PinXmHDu3/zBwDxB2wPb4MnPs4LEDxUxntxRz/Ys5PceuAMkTDlruRCWVDTxkxboH9DSwPX7MsQN2ICvsrC1QjFBsAXeeSJFThJ2opEddAQQxKBIg7IDtyc6xQ1YsKGash2JVhGKJChiKVVgo1hFz7CTKCju87t0CehrYnpysWMyxA8WL5QWKVWTFElHhkyd4Jwg7MeMnLsAyMaBIgLADtgehWGALcjx2lvaKhceuUMudOGmOHTx2LgQ9DWyPrzUrtlvbAYAhnUiegLAjag3FYo6dCTDHzoVA2AHb48u8JZNyt7YDAENythSzIux417+YM1mxXT/HzlGh2PRjER4794CeBraH58jDESEUC4obmSwuUKzAY0ckqwpTxl0dilWUlKoq5BSPnZQZdZhj5x4g7IATYImxWKAYFDOWtxRDKJYyq+xS1wsU5q4jpwg7eOxcCHoaOAG2RjE8dqCYyVnHDnPsTJOdK9b1HjtHCTsp83MCc+zcA4QdcALMYwdhB4qZbCjWnKyDsCOiXI9dF3ue2H5iRCQ4bY6dq8ePq4CwA07ALxAhKxYUNwjFdoZWgdLFoVhVTbE/eEcsUJxjN7zu3QJ6GjgBLzGPHebYgeKldbkThGLNU7BQrCxnQrG8I0KxhFCs64CwA07AL3AEjx0obixvKQZhRwUMxTrNY6cgecJ1oKeBE8AcO1D8WN9SDMKugKFYJSPsnDHHDh47F9Jdmw+qHz3/yEvvr98T8Rw98gczZ1/bz/+9MffNqlt+8ejW9l976dXXdj31y3l/3ZV7cOyDS+8aWNG17QXFDdt8Ah47UMxY31JMgbBrze7s8qxYOSPsnOGxwxw799E9wm7jU3f89pVNo049e2qV/M6qVXNvanzqsVuDfOuv2FD/sWeeeXjON9S1/3hbLB/r5ei7L5oEX58zJozKfjawzFfAtoNixIt17EDRgy3FOkNKldgfXe15ynrseN4JbxZRxZZirqMbhJ0ifnfPa5t7/OCme26eRETnjvVcddebD21suHVMTbZM1aiLftmq3Gjvmt+v/kdwzn1zOKLPG5OB6um//OWUwrccFC1sVzERug4UMSwUyxFnNXnC1R6XVoHSxZ4nJZM84ZQtxQo0NxEUD93Q0y11z8dkdcRPTmD/rRpxRYnAbV2+U6+8GNt018MfjLzyntN6lxDRv6Ji6cDqf3245m9v/mPjtr0FajQobrwcEUKxoLhhoVizqo7gsSMiIkkt1ALFqkNDse4eP66iGzx2zV/VEdHg6vQ9wwmhAX7Prn1biI7XLL/2wUUR38g7pw4iIjmx86Ao00e/W/BR+tNB4y/63S2X+zPPyi1btkQiEfb3gQMHFEURRVHztJIkEZHepww1M6tDlmXjkoqicBxnXEaWZXbOfCqVJIkzfAGwYm0apihG0kZVVU2D5GOKLPmYwsDsuTWySnnD39+qquZTI9t5IiG1rdeaQUjrMln3sca3OS37qP15WDHNHte8rux4y9oni14fma3CgkEURTEYtFmziKJoMGIlScpeXftKWS0GVRg0IM+x1N6kDLMG0evrNmfTrC4liUQkcJzBkNa0hqxIRKQoJIqisTVyu8Pg/HqdpddHuQVy26bdWi0TdbKkoiipjEDh5PTl65Vsf4HsYJuSmk9aRVEUJZVpHqcooqkRYnA/tsHgjiAzLwvjx6Msy1Lm54QsSbJOsQ7fXwZPP1CEdIOwSzWLRFTpab2Xqjz8TqlRs3Cy6cMH1h445c7flPAcEaWi63me73/yjNt/+qOeAfGTVX+8f+lL//uXU347fRAr/4c//GHdunXs79ra2sMPPzwcDhs0xvjTLC0tLR2WEUUxkUh0WExV1XwqbW5uzqdhiUQit1K9txdDURRJkvRqz9MUsVgsn2J5ni2rwjtZo5fzE1EsJYXD0dzjxgaRZVnPIAY9rtdmvUsWRVHzo3g8Ho/HNb+iV7teFbIsa34kSVKbMWnZIB12qPGIjUajBp8SUTKZTCaTBgU6bIDxWNIzqTWDdNgYzepaYjEi4tSOh3SbMaMoEhElk60HO2yAcYE8Hy/tkSSpvUE0+06zAfmXTKVSqVTqe1VnUk8S0Zaw0CpRNO8vzQvMs6SqpIiI4zzNzVGyNEIMHrNZOrwjKL+XRcdjSZGJyEO88anyfH9Fo1Fjg4BioBuEnbfMQ0RhqfXHSqOk8L5yzcJfPPY0+WtvOKEn+2+wx4V//euF2U9P/fFt/++VH295/RWaPq8rmwyKHS9PhDl2oLiRSSHzKbGEUCwREaUy67F5TG/JZg5ZSZJTMicoE4rFBDtX0Q3CrmJYP6KtO5tTVBMgIlVNfJOUAgOObl9Skeof/vRA34n3BDKu8tje/9TF5SOPHJwpwg0OeDYnWn+ILFq0KPt7YufOncuWLaupqSEtRFGMRCLV1dUGTVVVtaGhgYjKysp8PqP7PBqNCoIQDAYNysTj8VgsxvN8VVWVQTFFURobG6uqqoxjlI2NjYqilJSU5FZq3EhBEHw+X3uDiKIYjUaNW0VE9fX1RFRaWur3G009icViiqKUlpYalBFFkf1Q7vAyw+FwIBDosEYvyUSkerw1NaHcj4wN4vF4NA3S1NRUUlLS5rvZX+GVlZWC8L1XbDKZjMfjlZWVbc4TjUaTyaTP5ysrK8vnuljXE1F5ebnX6839SK+PWlpaEomEx+OpqGi74k9zc7PP5wsEvrd6vgWDxONxSZLaXwIjlUoxV1l1dbVeKLahoaG8vNzj0X7ahMNhSZKCwWBJSYlmgUQikUqlysu1f/tlG2AwlhoaGsrKytqYlGHWIGwY6D1VDHqQiIKJEiLiiTO4iZqbm0VR9Pv9uXcQWzCgNFRWU1OTSCREUdTrjkQiwZyFxi3U66wOQ7FerzfXIJp9J0lSc3Nzm0erXsn2xmQWCAQCoVDrvSzLstScjgD2rulZInhJx1ayLDc1NbW5wEgkkkql2pTUfNJGo1HmsRMEP2uYqRHC7kev16s3XBnGdwQRxWKxeDze4cuiw8djMpmU6lUi8vEevSFBeby/sk+/iooKY4OAYqAbhF2o74wgv2bz8k1068lEFNm5PCKrJ188qH3J+g2PNUrKBRdnZRw1bvnT3Ic2XvF/z140oIyI5FTde83JsqMmZQvkPjXYMNV72bDjxvPYcgvnU9K4TPbTfIrlX2Oel9C+Ge1rzPPrh9YUHZ4tnzJsjl1KyfcqNBtjXKlBmzs0oPEgLGQV+aBnEOPCxt2UZ0db+PQQNiCfqo07wrgxTJgIHGfWGooqExHPezp8huRZoDPW0Dy5BROZLZnN7vQLnjZf0Txnh8NYr6TMhB3vz99ExgbR+0o+t3Pnz5P22PF8Z27A/NsDioFuEHa8r88dU4fd/eq9C5dcMqxKfnv5qyV9Tp59TA0RPXXL7E8iyYWPPMpm1G1evp33VJ5T0/pzpO+EOcctvf65m29rOO/UCiHxxbur6tXKX91+cuGvAhQVbB07EZN6QRHT2azYLt5xochhoViOOE9BthRzxn5ilFnYGSmxrqJ7Fige89N7b/E/tOKDVWsjnuHHTn5g9jVsdeLGb+v2hhPpaIAqPf/v5mCPy3w5z0He2+OOBxf8+Y9//udbr0TU0JFDxy341XWjSjUiLMBVYOcJUPywBYoF84tMYY4dEUmkUEG2T5DlJDllPzHCHDtX0l1binHjL501/tK2R+cuXT63tYjn8Zdeaf9NX+Xw626997oubR2wG9h5AhQ/bIFiCy9YCDtqFShdboSMx84hM8lYCBseO1cBFQ+cQHqBYug6UMSoWKC4EzCB0tWrExMRW8fOGdtOUAE9naB4QGcDJ5BNngCgaMl47CDsrJD2PHW9QFEyyRNdXVFhEBV47FwHhB1wAp50KLa72wGAPp1InlAIwq5QoViFrWPnmOQJgrBzHRB2wAkgeQIUP4olj52qKkQquV7YZbI7C+axc9gcO7zrXQQ6GzgBL7HlTjDJDhQv1jx2anaPVLcLO4WIunqtE8rOsXOKxy6zjp2rB4/bgLADTiA9xw66DhQx6eQJ0x47CDuiAoYUFdVRc+wkeOzcBzobOIHsAsXw2YGihYViOQg7S0iFSp5QnZUVi+VOXAiEHXACvsxAFiHsQLHCxiZCsdYQCxWKldPJE46ZYycTkQ+hWDcBYQecAPPYEfInQBGT9tiZ/O2RFXa8u4VdwUKxqiqSk0KxVKCkE1A8oLOBE/BmnCDYfAIULUie6AyFS56QHbXciagUaJkYUDxA2AEnkBV2CMWCosXqcicQdkQFFCgOS56QSaWCCGJQPKCzgRPIzrFDKBYULfDYdQa5UCHFtMfOKcIO69i5EHQ2cAIQdqD4yWTFmgPCjlGw5AmFzbFzSvJEwULYoHhAZwMngOQJUPyoljx2CoQdERVwod30AsVO2Xki7elEVqybgLADTiDHY4dJdqBISYdiTT51Wz127n43F2yumKo6StjBY+dC0NnACeRkxXZrOwDQJ508gTl2lijYXDGHeeyYpxPCzlWgs4ETgLADxQ/z2Flex87lwi6TPFGAUKxIDhJ2yIp1Iehs4ASyc+yw3AkoWix67BQIO6LMciddLVBUVVFViYgEp6xjJ2FLMfcBYQecAObYgeIn7bEz+S147BiFCcWyOCw5yGOHOXYuBJ0NnACyYkHxo2KB4k6QCSl2rRHYfmLkJGFHCuFN7zLQ3cAJ+Pj0yxLCDhQtnVyg2OV7xWaWO4HHzhwIxboQCDvgBLyEOXag2MGWYp2hMALFqcIOoVhXgc4GTsCTeVuK8NiBYgVbinUGFlLsaoGiZEKxglOEHbJiXQg6GzgBjkjgiBCKBUUMPHadQVSQPGGFwtgNFBXobOAQWP6EqCIWC4qUdFYsPHaWKExIUZGdJuwQinUh6GzgELw8RwjFgiKGeezMLlCMvWIZLBTb1XPsnJcVW5hsYlBUQNgBh8A2n0DyBCha2NjEHDtrFMhjlw3FCg4RdvDYuRB0NnAIHhaKhccOFCvp5AnMsbOExLYUw3InZpBVRU1vxYZ3vYtAZwOH4EXyBChuLG4pBmFHRIXazF7OCDtnZMWy7ToIHjuXgc4GDoHtKobkCVC0wGPXGQqzjp2qOspjJ0HYuRJ0NnAICMWCIgceu84gqSyk2MULFDsrKxbCzp2gs4FD8HIcIXkCFDHp5U5MfqtV2PEuF3aFTZ5whrCjtLDzunvwuA0IO+AQvCwUC48dKFbUzi1Q7Oa9YguWBKA4a7kTeOzcCTobOAS2QDGSJ0DRgi3FLFOwJADmseM4D+cIJQRh507Q2cAhZNaxQywWFCnWFihWFSbsOPNRXOcgZtRtV4cUmbDjeW+X1lIwIOzcCTobOASEYkGR0xmPnZvddZQjULo6FMt2nuB5f5fWUjDYRrGEdexcBjobOAQPESF5AhQxSifm2Ll5gh3lCJTChGKdMcGO4LFzK+hs4BDYOnaYYweKlnRWrEmPHdsrFimx7I8uX+4kPcfOeaFYV48ftwFhBxwCQrGgyEnvFWvJY+fyUGx2jl1Xe55UVSKnbDtB8Ni5FXQ2cAgeUgmhWFDEWFugmEghCLtCzbFzWiiWMMfOjaCzgUPIeOyg7ECRYm1LMUWRyPXCrjUU28UhabZXLIesWGBn0NnAIWSWO+nudgCgg0WPnaoQEefuZ3XW89TlyROyszx2EHauBJ0NHAITdkieAEVLOnnC5G8PBXPsCpg8kVnuBMIO2Bh0NnAISJ4ARU56gWLT6wwrRETufjGLSoGSJxyWFdu6sLO7fxi4DVc/LICTQCgWFDkqFii2SsE8T9h54v9n78wDpRr/P/45Z7a7L5W6laIiUalE+JYl6SvCN5QiS2TfoiRkSSSh+FqLCAl1o8iS+Cpa+FlLEqWV9u46997ZzvL748zMnWY5c+bMnHPPnPN+/VF3zjwz5znP85znfOazAhOAyQYmAcETwOCoTVAsRcVaeq/WLSpWMsXazFJ5AoKdNcFkA5PgYESCjx0wMCgpphqdNXYMY9f0LLoREU2MZ72FwGQDk+BgGIIpFhgYaOxUo5tgx5srj10AGjtLgskGJgHBE8DgqNXYIUGxjiZFkSMT+djxwXInEOysBSYbmARUngAGJxQVmxpBU6y192po7NQhjZuNYVOPxQZZjKU3C2AmJI0dfOyAYVEXFRssKaZxxQWDo5tgJwoBMlG6k6BgB6nOYkCwAyYhmO4EUbHAqKSVoNjae7XuGjuTCHZS/j8UirUamG9gEpDHDhictEqKwceOiPTzsTOVKRYOdlYD8w1MgmSK5QSCaAeMSTB4IuWoWJ7I8pUngmpLxqaLxs5k6U5girUalt4sgJmQNHYiEQc3O2BI1GnskMeOQgKKDsnYBHMFT0gCMTR2VgPzDUyCPeS7BGssMCZBHzvksUsd3UyKosnSnYgiQbCzHphvYBKcobWM+AlgTNJKdwKNnS4CiqSxIzKJKVbS2MEUazUg2AGT4AjtXch4AoyJ9IMDCYpVoKNgJ9WKNYkpVtoLobGzGphvYBLsocclB4UdMCRqS4pJGjtL79U6a+xYm0kEO54QFWtFMN/AJIQ1dvCxA8ZEZUkxgsZOx7Qdko+duRIUQ7CzGphvYBLsjT52TdoPABIQ9LFL8YeHKCBBsY4aOxGVJ0DWY+nNApgJOyEqFhgaaOxUIxWz17yemMhJHo2miYoNCcSWXjwWBIIdMAmO0FrmEBULDAl87FSjj8aO56WQWPPksQtq7FIuTwyyG0tvFsBMwMcOGBxRVR47lBQjvQQ7UQwE/zJL5Qkpjx1MsVYDgh0wCeGoWPjYAWOi0hQLjV248oTG0i0fTGJnnnQnHCpPWBLMNzAJdmjsgLFRa4qFxk4vjZ0Q1NiZzBQLwc5qYL6BSXAgKhYYm3Q0dmTtZ7NOPnYhjR1jGlMswRRrRSy9WQAz4UCCYmBsoLFTjT6CXaiemNk0djZr/yqwIJhvYBLsofxgqBULjElaPnbW3qv18RUTGk2xJkt3YunFY0Ew38AkICoWGBxRjPxP8aeQx053jZ1pEhRLUbEQ7KwG5huYBAcblOzgYweMSUhjl9qui6hYIgroHTxhEsEOlSesiaU3C2AmbKg8AYwNfOxUo3PwhMl87KCxsxqYb2ASEBULDA7y2KkG6U7UAY2dNbH0ZgHMBENkY4gQFQuMijqNHSpPkO4Jik2T7gSCnTWBYAfMgxQ/gahYYExEaOzUgnQn6uBhirUkmG9gHiRrLHzsgAERQsGwqSpP4GNH+gl25gyesFt78VgQCHbAPEiBsfCxAwZECAX3pB48wQc/Z2GQ7kQdqDxhTUziSZAIURR5no/7liAIRJTo3fDHw42TtpQ5V+QZk5403DFRQb6rqI7JfyRRJ5UMRaIzKj9L7BlJwWWKoqjkjNK/UrlYH9/YXt2AULzLDPc5/EfUW7HfE+5Y3LfkTxH3rfRPoWJABEFIeh9JfWMSGxllJlHmElLtgMzVJepAqgMif7PIzGBACL5kUhwNQeCIiBhWOqJ8NGQaJJqspHtO1IDEnbu4Q5RmS0mwY8VDGsdtKf0ddYHyZw9fNcf5pD8Yxq5uD0m6mCPPLtNG4cMi6fYorTo7w8rfnkk37ciFreTBBJoWMwt2PM8HAoGqqiqZNvLvhqmrq1PSzOPxJG0jCIKSk9bU1Cg8Y+RJA4GA/KllBkThUNTX19fX1ydt5vf7lXybkstUeEae522iQMS4G7xVVcGzyw+IzAqRmfFEfU40gIlO0dDQ0NDQEPcjbrc7pVPwPB/3LY7jotak6gFJujyqq6tl3q2trZX/uNfr9Xq9Mg2SdkB+LSUaUnUDkrQzsafziaGnpiAmXdJ+vz98B3F8gIh8Xn/kSZN2QL6B/GTJwHFc7IDEnbu4HVDe0ufz+Xy+xg8G/EQkBLjYxpFjFSbuBcZtGbls6uqqiYhlHYGIE6lYIRwXp59RJL0jSNnDQn4t+XmOiGwMo2TGlTy/amtr5QcEGAEzC3Y2m83pdLZo0SLuu4FAoLa2tnnz5jLfIIpiRUUFERUVFTmdcu60brfbZrPl5eXJtPF4PPX19SzLNmvWTKaZIAiVlZXNmjVjWTm7Q2VlpSAI+fn5ubm54YPynUw0IIFAwO12y/eKiA4ePEhEhYWFLpdLpll9fb0gCIWFhTJtAoGAtJ8mvczq6urc3NykZ/R4PHa73WVnyS86c/NatCiS3pIfELvdHndAqqqq8vPzoz7LcZy0OZaWltpsh/is+Hy+hoaG0tLSqO9xu90+n8/pdBYVFcVeV05OTk5OTuRBaeqJqLi42OE4xBiUaI7q6uq8Xq/dbi8pKYl6q6amxul0Ri4PUjUgDQ0NHMfFXoKE3++XHlHNmzdPpBKoqKgoLi622+PvNtXV1RzH5ebm5ufnx23g8Xj8fn9xcbF8B2TWUkVFRVFRUdSQSqQ6INIySLSryMxgAx98HNptNpmbqKamJhAIuFyu8B1kszFElJdXIJ3U4/EEAoFE0+H1eqXfJPI9TDRZSZUxDocjckDizh3HcTU1NVFba6KWsYMpjUBOTk5BQUHj0R0sERXk5kU2jh0rCv3IibrA2tpav98f1TJ2p62schERw9gj79mUVoh0PzocjkTLVUL+jqDQr76kD4vk2+NWhojsDCtze5KC51d49yspKZEfEGAELO23AUwGomKBYRHV+9gheKLRpKjpWUQxQCZysCOkO4lF9H8xZ9rwc05uV9bc5SrseNwJ515y4wff7WzqbmUYCHbAPCAqFhiWcPCEjOIkLkh3QroFT/B+MlESOwoLdtZePGH8NetG9j7839feW/7lOkeLTuece3orV8OyRa9ecuoRfW983UzPDcw3MA+IigWGJZzuBBo7FUjRnVonKBbEAJkoiR2hpFgEIlc1qtfp7/xyoMsFd/1WWbv1t+8/WvzJt7/8se+3Ly48onDNK6MHTlrT1H3MGJhvYB7sqDwBjEpjuhNo7FJHzzx2pkliRzDFRvDr9PPe3VZ7xIXP//7RjOOKG2X3FscNmP/zhzkss+LxITt90XHBvqq/vvnqm8pse6hYerMAJiPoY5dl9yCwBKo1dqGSYpbeq4PpTjQ+iyTYmdEUC8FOvOnxXxjGNvuN62PHIqdZ/28+WPD2W8/V8cGb9LrWBXnNz9/20SPty7qcMeCM5dVeIqr+49Orhwzs0v6wvObtTj3r/Gnvrwt/Q+9CV05x38jv/PLcIxiGeW1vfaDuF4Zhjr7sm18WTBt6Tt+WBYWde512/YNzfaHnlBDY//pjt5xwXKfinJxW7TsPGjXxhwNy+QGUYOnNApiMoI8dTLHAeKjW2AlBjZ2lTbG6auxMFDzBiyLBFEvkrfjou1pf7mGXnl0aP4L4pP8MHTFixHF5jTK9r3Zln6GP2noMuPaWscflOf75/IEO3S94+9Of2/UaeMW5fep+/d+9Q3v2H7NIYQf+/vyWE0dOKzvl4udn/3doH9fsx646+uxxfpGIxMfO7z36wZcPsC3Pv+Lybq3Yz998/Kxel1VwaT3GzPPTBABExQLDEk4kwqS8PKUt3tLPZp0EO9FsGjvJNxGCna92FRG5ik+PPLjjgwcmfrA98sjR1z758FltpL8Frrbd+AU/PDnMRiTyNScOfapWzJ330+YRxzcjokD9phEde33w3MWvjHffcHgBJcNXteHmZX+/MPBwIho+4tqzinsMfGrG5UvumHvqdw8v+6e446Sdvz0s/eCbfUrr6/9v8cRtNTOPjs6fpRyrzzcwE8HgCch1wHg0RsWm+EFRgMZO16hY8wVPwMdOSmEjCoeYOCvXfzrvUJZtPiRr9FP3XyjddTVbJ/9c529z5mxJqiMiR37nGbP7E9HzM35X0gFXcb/nBx4efnnGQ68T0fLxHxFjIyJ/zS9r/jggvTV61Q6Px/N8J/VSHUGwA2bCHtTYNXU/AIih0ccu1eAJgo+dToKdKJozeMJu7V8FROQs+hcReSuXRh7s9fDPYogD6y73OePAAAAgAElEQVSK+gjDsKcUBUX8yrU/E1H7YT0jG7Q46QIi2rtsh5IO5LYYGjkHjoLenXLt9Xvfy20x9J1bB/orP+p3bMuOPU+76ubxb368xmN3OtJb6ZbeLIDJkG6GbAtgApZAUJ+gGBo7Coh6JCiWfOzIRKZYaOwkcpoNPqXI5a36fOHB+GXTdn/2d/QhxpnPyo2bZLIXhfgF1njvoQG2YnQtO68gShrEy15YtuuXL5+ZdNexRfUfvfbMNRf1b3dk3yW7k1fRlAGCHTAPiIoFhkW9xg5RsUh3ohZp1UGwI2JeHNediO4a+XKsRUcI7B837TeZD5f26ElEf7+/PvJgxc8fEVHLMzpIL0WRi3x31dZDqkXX73vLzTc+mRr2vrPLx+c0P7/+n59XrFixp/Wpdz4845Nvfq5w737/v5fU7/ru+iEfpXZ9h2LpzQKYDETFAsMCjV066GNSDKY7MUtMIScKIoInQvS8d8mFrfP/WTbu5NFPbq9vFMLc276+YWDPL6vkMoyUdHy4R4Fz11ejP/ijWjrCNfx15zVfEtEtE7oSUZGdDdSv/dEd1N4d+On5KX8fItgF6n8b+vxK6W+Rr3nysvFEdPJDI6s2PtS/f/8LryqX3rK5Wp454HgiEtMzPJlkBQNAiIoFBgYau3TQJ22HIEjBEybR2EnSMEGwIyIi1ln23tqlQ08d/OnrEzq+8XDH447v1qX1/r/+XL9+k9fR7qkPXhx/8a2JPsvYSz56767uQ566tMcxg/5zbvt8z5pPlqw74Dn91gW3HVlERPdd1nnFy7+edfzZN4w8i9v359w35x/TveSPX6vC32Bztf1i7Jk9Pzq/T6ei9Ss//u7PmpYn3/DB1Ufnci/0b/7V8s+vPum8z07pfNi+TevWLF/D2ksnvTEorYtN58MAGApExQLDIjZGxUJjlxq8XpqnULoTswl2MMVK5Lbs9/Gmne89fe/AE4+s3rn+k4+/+qeh4NI7p67b/efdF918/YhhZ3YoTPTZ9oOf2L528Yh/d9307ZI5H65yHnfGEwvXfv3CMOndgc+veum+K9uIf74w44XVm2tvfumrzx8fdc4557R1BXVnxUc8un7BI4d5d7w/b9F+57FXT5i9dc3MAhtjcx25ZO2yCVf9u2bDitkvzvp6/a6jzrv+/dUbbw6F36oDGjtgHlBSDBgW1QmKg5UnLPwjXDfNk8l87PiwYAeNXQjGVjx83NTh46bGvvXKuwvCf8/eUzc7pkFp1wveXnJBgq8tvPnxt25+PPLYGUsHExEF6oKvuw598IuhD8Z+Nv/wfk+8+fkTSq9AEZhvYB7gYwcMS9gUm2qCYlSe0E2wE80l2MEUa1kw38A8ICoWGBb1Gjup8oSFn806a+xMk+4Egp1lwXwD8xDS2EGyA4ajMXgiNYcnMRQ8AY0dasWmBnzsLItJfpoAQCGNHXzsgAFRp7ETQ89mK0fF8iGZ2JaysjM1pKhY8wVPQGPXhDgKeomi3s8kzDcwD3YpKhY+dsB4hPf2lDR2EYIdNHY6RcXCxw5kO5hvYB7s8LEDRkVQle5EynVC1tbYISpWHXyj9R9YC8w4MA9BUyw0dsB4qEtQHCHYQWOnk2DHIHgCZDmYb2AegsET0NgB4yFQ8CkLU2yqIN2JOiLGzbqLx5pAsAPmAQmKgWFJV2Nn4b1aN8GOF/zSeTQ9i24gKtayWHezAOYD6U6AYWn0sUtteYY0dqx1lS486VRBQdLY2VinpmfRDS70qwCmWKuB+QbmAcETwLCEV2VKKTsEaOx0j4plzGKK5UmnNDHAaFh3swDmw8EyhOAJYEhUJiiGjx2CJ9TCI3jCqmC+gXmQomJFIh5KO2Aw1CYoDmrsUFKMkO4kReBjZ1msu1kA82EPbV+wxgKjIarS2IWjYllo7HTT2JkweAIPemuB+QbmwRFazrDGAqORZoJiaOxIY8FOFDnJE5K1mSZ4AqZYi4L5BuYhQmMHlR0wFuEVqbZWrHU1drwumidJXUdErFlqxaLyhL6Iix65vs+x7Qpadhp06e2bG7gm7ApmHJiHsMYO5WKB0QgHT6Tk7oSSYqSX5iks2JFZgiegsdOT5ePPuHjS7Pyeg+8c2f/PJTNP6jHC3XS+3iZZwQAQkSOkC0GOYmA0VAZPEDR2ugl2UnZi8wRPICpWN3jf9oueXd3u3NeXv3sNEd1ygaPtgJmjV+xeMKBtk/QH8w3MQ6MpFho7YDDCwRMpJShG5QnSXWNnmnQnjcETEOw0pnrzIzWccNojg6WXrU+fWmxn1zy2tqn6Y5IVDABFBk9AYwcMhtrgCWjs9BbszONjF05QjHQnREQk/PoLvz5dYcvWvSd7fK+ogwe/20xEJ7TJk14y9pJueY71W9cQDU7zdOqAYAfMA9KdAMOiNngCPnZ6CXZiSLAzXVQsKk9ICPv2Cr/+kuaXMC3LYleh94CXiMocje+UOW1r/XvTPJdqINgB8xARPCGm6KQOgLaoC54IV55AuhPSOt1J2BRLJlGOSj52LMOkpCQ2MWyrMjFG2abiS2IPulq4iGh/hA/Q3gBvy22R5rlUA8EOmAdHaPuCKRYYjTQrT1jZFCul7WCISWnoUqXRFMuaSmOHyIkw7PG9Yq2oGeGwU44iWrPuoJfaFhCRKNRvbAgUdOurxbmUgCkH5sHOBvd9BE8Ao5Fm5QmYYvUpO0FknnQnQY2dCHWd5pQc/VChjV05ZaX0smLdY5UB4ZQHNREilWCSFQwAQWMHDEyalSesrLHjRJ60jwBo9LEzS7oTaOx0w5bTadGYUwc+M3Tk2IdPLQu8MeWZ4k4Xv3H24U3VHwh2wDwg3QkwLGEfO5V57CxsXdFZY2eeqFhRJERO6MWA6Svn5187bf6sxZXOvv++4Yc3ZxTammzkIdgB89AYPAGNHTAY4SWZYuUJpDvRSbATTZrHDrlO9IIZNnnOsMlN3QsiStHHTlwz/6Xbrho+eNDAcd/v91Z+XL7iN2hGgHGIMMVCsgPGIu3gCatr7LS+/ojgCZNo7IKCnYVXjmVR/NNE5KZdcvy9izZKrwJ3+byVn13a/6WeV8/49vW7crBygAGwo1YsMCrqKk8QgidCJkXNTbGi2TR2PMHHzqIonfK/3h5y76KNR59/19KVwcTN+a1vumd4t7Vvjh3x3hbNugdACqBWLDAsqDyhGp197Biz+NgheMKyKP1pMmX8itxmg39aPD3sD+jI7z7tvbW1q0rn3jWJLp+rWQ8BUAo0dsCwqAyeCJlikaBY86hY05liJU2nddeNhVE66eUHPWWnjY2J8rBddlorT8WHGe8WACpwoKQYMCqNJcVS0tghKlYvk6L5gid4aOysitIpb++yubf8HXt87856m7N1RrsEgEpsDEkpimGKBUaj0RSbiuIJpljS2xTLmGaoQ5pOCHaWQ+mU39f7sMqNt739a2XkwYNr3xr9f/uaHX+PBh0DQA1SKruAAMkOGIvG4AmVCYqt+3jWJ7pTCp4wjR2WwnnskO7Eeii9VS5Z8HyZ3XN1707nDruWiDa/9sgVlwxs13uUh202fcFwLXsIQArYobEDhkTS2KVa7RQlxUhfHzvT2GGpUSCGYGc5lG4WeWUX//bjh8NPyl+6cA4RbS9/bd4HXzbvM6z8299Hti/QsocApICDZQjBE8B4CEFP9hSfsjDF6pbuRDCdxi7om2jdlWNZUvh1Utpt8Dtrdj69ZeOGDRvc9hZdunTp0rGNdX9FAkMSNMVCYwcMhrQkU7LDUmRUrIU9pfSsPGGaemIEjZ2FSUGwE7iqX9Z82/208wZ26ureumzcg7dUONpddMuDV/RpqV3/AEgJKTCWg8YOGAyVpliCKVYvU6wYICLGTBq7pvOx4wMVny9YvH7Ltiohr2On7kOGn9fSCcWhfigV7Hw1q4b0Hrx0S21VQHBQ9ZDe//mq2ktEi995x7t5+3VHFGrZSQCUIpWLhcYOGA0peCLVZyyiYomIE3nSyxRrLh87npqipFigbv3Nl9+9xe3PL2mZT/X/9/UX7y9Y/NS7M48vMI/QbHCUTvmHV1+5dEttv0tHu1jmwNpxX1V7L5xR/ss377a31T581UJNuwiAchA8AYyJ2uAJRMXqmu7ETD52TVV5YtH4h7f7W0x6ufzjRfPnL/p4/osPN/PvmHT3Bzp3w8oonfKHv9jV/LgZK+fPzmXptye+Zu2lb95+Sc/TRjx7UssDPz6laRcBUE5QY4d0J8BgqAueQFQs6ZbuxHQ+dk1lip23ubbtwPvP6NJCetnyuDPvO7N1zV/zdO6GlVF6q+zwckVdekp/v7N6X2HbMSV2hoiaHZHPebdq1TsAUgQaO2BMRJJMseo0dkzqVlzzoKePnfk0dvoLdi0cDHuo4wDDEOtqq3M3rIxSwa5fsavip6Uika/66zf2NXQa/R/p+A8/V9pzO2vWPQBSA+lOgDFRZ4qV0p1Y2cGO9Ep3EiwpZiIfu6YqKXbXJZ3/Xjp1+W97pJe71i2bsnxPl6F36NwNK6N0ET8x9vjeDz7Z9exNjvWfC8TedWNnv/u7e2+/95nfK1r3m65pFwFQjgMaO2BIVJpiSRLsrGuHJfjYqUUfE3Ysf+1w8r5dk2+//PHcolyx3u3liSjw6UPDPg02KC8v17lLVkOpYNdzwpLxa/711GeLieiM2xZe0TKvdvvHz7z5dX7rfq+/f6mWPQQgBSQfOz80dsBgBPPYpaqwE3myvMZOz8oTZhLseGoaH7vClm3PPruFzic1AOKiR26Y+t7S3yuc/c487/k3njk6L1q+Evx7X7z3tpmL12zZHzi258l3Tnnh6jOOJKIf7j6+z/T1kS0vWLv/ox6Hqe6KUsGOdbR88tO/Jmz/bY/QolvHMiLKaXbOG+X9+g8e2D7X0psOMBSSjx0PjR0wGOkET0BjRzpo7ESzBU80VYLiE6+6/sR4x4uLi7dv3OA2aZbR5ePPuPjplWeOuPHOMm7ezJkn9djz9x/lhbZDBn/KWb0e/rbqPzfcdnkr+8oFs64565jqn3aP6dl8x1f77Lkdr768f7hlj2Y56XQmlQTFgZrde/bvqvnnn03BI60K6Pevv/idqPOZAzvmQLwDTU+o8gQkO2As1AZPQLAL+oqhVmyqNJWP3ZAhQ+IeX758+awJ475z+5YvX65zl7SG922/6NnV7c59ffm71xDRLRc42g6YOXrF7gUDGkNGPAcXPrR673G3rVj0/BlExN936zGlHScNnTnmr4lf7m0oaHP/7NljMtUfpYu4Yd8n5/S8dNXehrjvflLhgWAHjIBkioWPHTAa6eSxgymWtBfspOAJM1WeaCofu5tuuinRW70HDCz2BPTsjD5Ub36khhMGPzJYetn69KnF9lfWPLaWIgQ79465RNT3tuOllzZXu7NKcua5NxDRJ5Xe0lPaflo+d2uF2PWEU/r3STcgValg9+qQ0WsOsP8ZdUu3tqWx755Z4kqzHwBkBDuDqFhgRNSZYimYx87SGjsET6ijqfLYDR8+/M9Vn/+yn+179pntihzeyvqcZvnSW0PHjNO5M5Hs2Fm+c2e6cRvt2w87ov2wqIMHv9tMRCe0yZNeMvaSbnmO9VvXEA0Ot2nZ+8NIS9LulS+9ua++3aUjA/Xr/vFxtGjY4EXBt3oNvW/V/Cl5rPqJUyrYTfnp4Omzfls8uovqMwGgA4iKBcZEZfAEomIbBTtt1ZbmS1CcQU3ntu1v/bp+ssNedN65Pydt/Nd799w06wcien3O4ncWPffDmMtmO3o+8t8HuxU28djW1GzYkbZgV1x8HFG0YOc94CWiMkfjfVrmtK317437DUKg8p2n77/5wVdtzU5f8Oq/vVUzbDbbMRc99P70W9sX+JbMvH3ExKmDpg77ZmIv1Z1UKtjl2pgBA5FgEBgde7DyRFP3A4BDURs8AVOsTkEAUvCEGX3sMrB4/L4Kj2cH72iupPELb69tfcbNj48+/smb73hmfdV1l19W/Nxrjzz8ZfmMc9PvSToUF3eNVbap+JLYg64WLiLaH/Hg2RvgbblxQoO3L599+RV3frfH86/hE16d9cixBQ4qmMBxE8INht9f/trT+aufe5omqq/VoXQRTzyhxZwFfz5wd9xgFwCMAjR2wJggeEI1POkYPMGaR7DLoEAsiBwpHpwtXv6YQWcc2a7V1UeXzFp1oMPtl92z44vbPiwnamLB7oh4VtSMcNgpRxGtWXfQS20LiEgU6jc2BAq69Y1q9se8W7te+XJJ9yGLl7x04Qll0sHaTb9udnO9e58QasWeUOBcWXcgnf4o3S+u/rhcfOqc2554a/Pf+wN4agKjYketWGBI1AZPQLDTycdOhCk2MSlpjv/TKq/y+4NE1PLU5tXr9xGRs9hJXE363TAsJUc/VGhjV05ZKb2sWPdYZUA45cFDbKmB+nUnj5p55PDp239+PyzVEdHe1WNOPLH31PWV0kvOs/ndAw3Ne16TTn+U/jo5ptcVPOP5v/uufvE+YlhblFcfx3HpdAKATAGNHTAmMMWqRp/oThMGT1DGBGJR0tiRonU4YsrV790waX6XO9vm5tTtLl/zY+6qJf+4Ss9JvxuGxZbTadGYUwc+M3Tk2IdPLQu8MeWZ4k4Xv3H24UQ0vm+vJRWe7zds3P/hmFpOOMb22/hbbw5/0FXcd8bktwbd32XSv/rtuX1ES1vd/96dtUts9cX7F6fTH6WCXUlJCVFJ87LkLQFoQoJRsRDsgMFQFzxBUvAEomJ1MMWazscugwKxIKTwA+OneZ/wgYMzpz4gvZw4/l7WljPyqcvT74aRGTB95fz8a6fNn7W40tn33zf88OYMKTvxnr82/7m/XhBp98e7iOiHea//EPGp/DLuv9Ou/GDtsvtuu3fhq09XiiW9+wxd9sWz/UvTyjSidBGvXbs2ndMAoA/BPHYIngAGQ/KxU1d5gqxtipXSduiT7sRMeewymO4kqDlW5mP39Y9725x9621nBaMtGYZt1aFbh1b56XfD2DDDJs8ZNjn66Nv76t4mIqLT39ksvhP/k7mt+j5bvvLZzHUltV8n1Zv+91r5ik2bNh0IFBx77LGnXXLtoOOaZa4zAKRLqPJEU/cDgEMJmmJV+tjBFKt9VKxZfewyMW5BU2yydeg9uPWnLUU3Pv5kVXGrf9YsW//XFo+jeceje/U4KS/9PgDlKBfshDfuHnbLs4s8oTKci4iYSQ9eNHbmwqeu1jsBIgAJsMPHDhgSQWVUrGQCs7TGTs/KE6bysQuOW0Z87HhK5mNX9/eS6677L/Wc9vZD+Y+Nuvq3g157blGOWP/Fx++/Pb/3869N64DyVHqhdMq3vHPpNdM/cB191hOvL1ix5qdfvvumfM6T/Y9yffD0qBHzt2raRQCU40BULDAkUtJ5daZYi/vYZVBAkcGsPnYZMWELCjR2Cx54xXvkhZPHdl1498SNda0ffXn+F59+uOSzL995YVLzyrX33PdJ+t0AClG6iJ+++3NX0cnf/bT0mLzgR3qefNqQSy88vXWPT8fOoOEvaNZDAFIAGjtgTIIaO3XBE6ylVR0oKaYOPhiInQFEIXkeuw92NXR79orOrXLGba5uP3RKvy4tpeOtu55x77lv3v7RHKILM9EXkBylk77gYENZv0fDUp2EPe+Yx85q03DgXQ06BoAagj52CJ4ABkNd8IQQNIFZWmOnq2BnOh+7DKU7SR4V62IYX4WPiLrlOUTfIVtwwMOxOahcpR9KpzyfZf017tjjddV+1laQ0S4BoB4HyxA0dsB4qAueIARPhAQUrWXbYHyAmTR2lLl0Jwry2A1rX/DHcy+s/cc99sHL9n42+cNVGyrrvA21leuWlz/y5e6TRt2VfjeAQpSaYu/oWHTv9zfM++OskV1KwgdrNs+/fs3eok7TUj+v+O27Ly5c+fPfbvtx3XrfcOd1bVzRK2bz67ePW7wj8kif/859oEOxks8CywKNHTAmaoMnkO5E33QnpvOx0y3dyX+m3vPd2Kl3XXmhM6+ICbifffC2yPwdf86/l4aWp98ToASli/jaBRMf6HH3Vd3azb38ylO6dCygum2bvp/79ud1ouOp+SnXvlg/5/6pizZ0P23QhaX8iqVLx95RNeflCbmHlrPY/2u1zVl21hndw0c6FDoVfhZYlmAeO2jsgMFQGzyBqNiwSVHbH/Bm9bHLTJoYBabY3Jb/enbu4g3frtyyZ9/Bimofj5/XTYZSwa5Zt7G/Lcm59tZ7P5/78uehg4VH9Hv+hddv7Z5aKjshsH/KR7+36H3HlPFnE9F5feyjHvjsufWVE3o0j2y2rsqX0+zS22+/QMVngWVBHjtgTNQFTyCPHemW7kTkyJw+dhlYPErSnRARMbau/zrz8Bozl4XNClJQOx913i1f/3Xl2u9//OOPP6qp5Jhjjjnx5F5FtpRvtvrd7zbw4kmXnyS9LO16VZ5t6R8LttGhwtmPdYGCLs1+XL18X63YvtMx3Tu3Vf5ZYFmCtWKR7gQYjFDwRKq6N6unOxFEURo6TRMUiyIvydDm0thlTCBWku4kzJAhQ+IeX758efo9AUpIyZ9A/PnjuU+/sWTz5r8Oep0dju589mVjJlx5pj3FZVP7524i6tQsWAqNseUf4bLv2LuR6MRwG9677WCAp2+nTf42eKRj36HT7rky6Wd37txZX18v/b17925RFDmOi9sNnueJKNG7wQsWxXDjpC0FQZBvIwhB1bSSZhzHsWzy3TzqpOEOJ+pk3AFRMhSRjZP2X2bYI89ICi5TFEUlZ5RachzHkkBEnBi8HHUDEvek4T7zPB/1tdKRuN8T7ljsW7ELJrxCeJ5nDn2MJZqjyGtXcgoVAyI/oZFTySR+9IabxT0pxaxkdR2QWUuxQxp5dpm+RZ1a/maRmUGOl3QeSZZ01Jrh+AARETHh9vKjkXSTCW8vKkaDYgYk7tzFHSLVLf1CcH7tDBvV7bj3V9wLlG/JsizPe4NHGXtUy5RWiMz9GIXMHUGKHxbyaymypJj87Zn0+SWE0p3E7n6x3HTTTY3fHPDs3rZ26Tfbh99xk8xHQGZRKtgJgX23D+jz0sqdRGTPK3EFands+X3F0sUvvnjtjytfbeNM4QelvzZARCUR8mCpnd3GVR3Spu5nlmXbnjrivmsHH5YT+H7prKfmLpxU3u8GNslnp0yZ8tNPP0l/t2/fvl27dtXV1TKdkX83TFhYlMfr9SZtIwiCkpPW1tYqOaPH4/F4POGXgUBA/tSBQCDR2RUORUNDQ0NDQ9Jmfr9fybcpuUyFZ+R5vrq6OuBxEDkDYvBy5AeE5/lEAyIz44n6nGgAE51C5rrq6upSOoV07bHHOY6LXB6UxoAkXR41svYXtztOTH0kPp/P5/PJNEjaAfm1lGhI1Q1I0s7Ens7r9xGRwPM8zydd0n6/X7qD/D4vEfG8GHXGpB2QbyA/WTJwHBc7IHHnLm4HlLcMj4BHCEobdoaN2+1wy0iUt5SWDccF50sStyKvUcUK4Tgu6QQlvSNI2cMi0VriRSGk6WRJ2YzLPL8Cfi8RMYzN7XbLDwgRDR8+POrIBQvvuP8rbvQFcZuDzKNUIFt999kvrdw5bMJzG3ZV+uur6nzev9d/ecf5R+75/vV/j1uV0ikdhXYiqonwb6/iBNZWFNkmt8UlixcvfnHCiMMPK3QVNjtt2L09C5x/LVmk5LPAythIJCJBJBhjgaFIp/KElaNipZwdpLGPnSgGhRXTmGJ5Cu6Amcxjl9THLgGHn3l61W9z0u8GUIhSjd19b24++uryBU8MDb5mHId3G/Dsol/+ad32k7n30/MpyHbFXdoQ/bGt1k/Nc4hIFL3/+LicI46LbNOwa/tuD3/UUZ1CB5hOOfbfvTVJP/vYY4+Ff5P9/fffCxcuLC0tjdsNjuPq6upKSkrivishisEfygUFBQ6H3A1fX1/Psmxubq5MG6/X6/F4WJYtLi6WaSYIQk1NTXFxsbyNsqamRhCE3NzcnJyc8EH5TrIs63A4YgdEyVAQUVVVFRHl5+c7nU6ZZg0NDaIo5ufny7ThOE76wZr0Mmtra3NycuTP6PF4vF6vzWYrKioq8QhEHBEVlpQ62SQDYrPZ4g5ITU1NXl5e1Gd5npd+3Mf22e/3ezye2Gmtr6/3+/0Oh6OgIDrXY21trcvlcrlckQelqSeiwsJCu/2QezPRHDU0NPh8Punao95yu90OhyNyeVCyFRJ3QDweD8/zsZcgEQgEJO1USUlJIltPdXV1YWGhzRb/qVBbW8vzfE5OTqLbx+v1BgKBwsJC+Q7IrKXq6uqCgoKoIZVIdUCkZZBoV5GZQUeFk4jsdrvNZpNZ0m63m+M4p9Mp3UFOp52IHA5n+Ixer5fjuETT4fP5JP2NfA8TTVZSK5vdbo8ckLhzx/O82+2OWquJWsYOpjQCLpcrLy+PiIgLqpxtDBvV7aixivzOqJZ1dXWBQCCqZeRO6/UGnxpORy4RRd6zKa0Q6X602+2JlquE/B1BoT0t6cNCZntsCBrxg76JMrcnKXh+SaVPGMZWVFQkPyAUY2XmvRUrP/wf62ot/ymQQZQKdr/VBwaO7x91kLGX3Nav1eKP16d0yvzWI3LZ5b8v2EATTiUi97YFbl48dXjHyDZVG18d+9z6q56fN/SIQiLi/bu/qfUVHnN2fuvO8p897LDDwn/X19czDJPo5pGcGGRuLYrY5liWlW/JMEzSNuGnTtKvktoo8bGLOqnMrSu9G3dABEGQGSj5M8ZtIAiCfJuwB0nSy1QysNJVS5fgDDUUWJvNpnJA4p5UZjGwLJvoe8IdU3KKcG9j30o0R6pPEZe4AyI/oeFN3GazyXy5zCTKXEL4szLvRnZAZi0l6kCqAyItA/lriXu6sF1MfknHjIZIRCxrD7eXH42km0x4e1En2EUNSNy5iztEqluKQrCfdoaN6rbMylHSMnKnZZjgjiRp7GKvMZ0BiYv8tt9IQCgAACAASURBVKb8YZH4e4ImbEnTKX97Kthmpehsu7T8ZLrkq/lm0JCHY4+feN1MmU+BzKJUsLukRe5vy3ZR1+jg05/+rMkpPS+lU7LOsvsv7PLQh09Mf+2yLqX8/xZ8mFd26p09mxPRnHvu/N7tm/7iS63PuOuEuTe/M/7eyvNPK7Z5f/16aYVY8uh9p7JOR6LPAkChPHYkBcamHrINgEZIElOqlSdEy0fFSjk7SGNTrJTEjkxUeaJx3DJiig0GTyT/8c/VNVxxxRWRRxjG3ubokweddkz63QAKUSrYPTzr6g5D+0/v8NmdQ/oEf0jy7g+fu3H8xsrhbz2a6ll7XPvEPa7n3l+19Du3/dhe58y4c7SUYbhqz+5dNV5RJNbR4v7/Tn5z1ptrli1yi/lHdf7X5Eev717gkPksABTKY0dIZQcMRqjyRGogQTEfUiJqK9iZz8dOzKSPnZKSYhL5bQeNHk0k8utW/m/9X1vqmeIOnboN6Ncl/T4A5SgV7J5cxpxY2HD3RSdPbte5a4f2OXz11j9+21HhtTma182/8/z5jS0//vhjBd/H9B05pu/I6KNj5y4YG/rbWXLs9ROeuF7xZwGgUK1YQvEJYDAks2OqwROoFRvWPGlaUiyssTNNguLwuLGZ2AlDPzAUCQx8YN/k2275ZlNl+MisLv1ffm5iS4e5l7G46JEbpr639PcKZ78zz3v+jWeOzoserh/uPr7P9ENc1y5Yu/+jHodRplEq2L344ovSH7V/b/r2703h43yg4pNPPsl4twBQR6PGDvVsgJGQNHYpm2Itr7HTR7ATQ4IdmUWG5jM6bkFTrLLBWT1t7OqtdOsjzw844ehcqv/z+y8eevzVsU/2f3viaen3xLAsH3/GxU+vPHPEjXeWcfNmzjypx56//ygvPNQdaMdX++y5Ha++vDFcoUeznJhvygBKBbs9e/ZocXoAMosjdB9BYwcMhSBKplikO0kNXl8fO9OYYjPsY6egVmyYV1btazNwxtDTuxERkavHWcMnfbtk/MpXiEwr2PG+7Rc9u7rdua8vf/caIrrlAkfbATNHr9i9YEDbyGZf7m0oaHP/7NljtO6PUsGurKxM4Kp+WfNt99POczLk3rps3IMvVTjaXXTLg1f0aalpFwFQjj20iUFjBwxFWsETZlEjqSCzAkoiGn3szGKK1cTHTtk6rOXEssMOyZyS18JF3MH0u2FYqjc/UsMJgx8ZLL1sffrUYvsrax5bS4cKdp9UektPaftp+dytFWLXE07p36ezRv1RKtj5alYN6T146ZbaqoDgoOohvf/zVbWXiBa/84538/brjpDL2QOAbkBjB4yJyuAJQUoMa12Nnd4+dqbT2GVk1FLysRvWvmDe4le2XTylQ7GTiPzVW2d98k9++yuSflBryg9sKN//W5pfMqxlt2GHdY06ePC7zUR0Qps86SVjL+mW51i/dQ3R4HCbQP26f3wcLRo2eFHwSK+h962aPyVPg+hPpYLdh1dfuXRLbb9LR7tY5sDP476q9l44o/yRE7mL/n3lw1ctvO7razLeMwBUEOFjJ6b+GAVAK9QFT0Bjp3e6E2Wyi/EJV+zQ38du2FPjF4+YdN0lQzscfWSOWL/jr+0epmTSU8PS70aabKjfX35gQ5pfclx+y1jBznvAS0RljsahLnPa1vr3HtKmaqnNZjvmoofen35r+wLfkpm3j5g4ddDUYd9M7JVml2JRnO7ki13Nj5uxcv5dRPTtE1+z9tI3b7+kxM48e9K4YT8+RQTBDhgCRMUCY6IueCIUFWtdjR2viylWFIPpfBnWQabYOprQxy6neb9581+Y+/r7G7Zs8dhLTj1v5NBRIzs3cyX/pMZ0jSeTqfiS2IOuFi4i2h/hALQ3wNtyW0S2KTx8AsdNCL8cfn/5a0/nr37uaZo4L80uxaJUsNvh5cq69JT+fmf1vsK240vsDBE1OyKfW701490CQB3IYweMidrgCUTF6p3uxBxlppvQx46I9mzcam9x9rN3T/TXbFrxzVafO0AGEOyGHdY1fcEuLoedchTRmnUHvdS2gIhEoX5jQ6CgW9/INrWbft3s5nr3PiF0gD2hwLmy7oAW/VE65f2KXRU/LRWJfNVfv7GvodPo/0jHf/i50p6rlQMgAKkSUXmiSfsBwKGoDJ5AHjv42KmCE4Ol9lgxIybsFNbhrs8nX/vAU+9/vlngKseMvG3qjGl3jr7s3U01meiGQSk5+qFCG7tyykrpZcW6xyoDwikPHmJj3bt6zIkn9p66Ppjej/NsfvdAQ/Oemlg7ld4qT4w9vnbHk13PvqjPMecKxN51Y2e/+7uxo84c93tFi17jtOgZACqAxg4YE5XBE2T1dCf6+NiJ5vOxy6jGLmSqViTYvfTSmpLOI9947bKDv0zf5LVNnP7koDKaNynzBkfjYMvptGjMqdsWDh05dvILTz446Mxnijtd/MbZhxPR+L69unTpUsuLnS5/a1BZ3qR/9bvj/smPPXjPwO4n7hJbzX3/Yi36o3TKe05YMv7cThv/t/jX/Z7Tb51/Rcs8b8XHz7z5dX7rfq+/f6kWPQNABY0aOwh2wEioDJ4QrR4Vy4dc3mypuiemQjjdiWkEuwgfuwyMWzA6W5nG7sc6f9vBA1vk2TbN+zOv1cizTzhp6PmHe/abvJDBgOkr5z9w1Z+fzJrw1NvN/n3DD7/Ol7IT7/lr859//imIZHO1+2DtspsHNf/g1acff/k9rvPQZRs39i/VxEKtdBGzjpZPfvrXhO2/7RFadOtYRkQ5zc55o7xf/8ED2+da10wAjMahUbEAGAW1lSdgitXPFMswNtO4M2Y2sbPkY8eyigSG1k7Wu89HJL6/pbZsSB8iftsfNYyjVfrdMDbMsMlzhk2OPvr2vrq3Q3/ntur7bPnKZ7XvSkq/TsQ//++bdz75etv+yi6T5005qiavxZGHQ6oDRgJ57IAxURc8gahYPdOdmMbBjjIfFZtC8MT1p7aa9MG0F+rK1tYFbjz/8A0zrn/06z0dhuogz4Agiqdc5KZd3LXviFtfnLvg08+/XF/l81Z+dmn/7r1HPeOFlzowDPZQuhNUngCGQl3whGD5qNjM1jxNhPkEu7AJO0M+dlIohiLB7pR7Hju9Xd37H63p2P/WEa3ycg87dsiVE166+fj0uwEUonTK/3p7yL2LNh59/l1LV66VjuS3vume4d3Wvjl2xHtbNOseAKnhQPAEMCRBU6xKjZ11DSMRGjst89gFTbHmEewy62MnCCmYYm05HR58Zf7Sjz9/7aGhRNTxyvFjrh2Uo0F9BZAIpabYKeNX5DYb/NPi6ZI/IBE58rtPe29t7arSuXdNosvnatZDAFIg7GOHdCfAUIRMsamBqFidTLGi6TR2GR23lBIU19QEM5t4azyRx4uLi7dv3ODmhO7du6ffJSCDUsGu/KCn7PyxYakuhO2y01q9Uv5hxrsFgDpYhliGBBE+dsBYiCqDJ6weFatn8ISZBLvMajpDPnaKBIYhQ4bEPb58+fJZE8Z95/YtX748/S4BGZQKdu1dtgNb/o49vndnvc3ZOqNdAiAtHAz5RAqIkOyAgVBbecLqplg+NG4pV2NLBfMJdhnNYyeKQTFR0VfddNNNid7qPWBgsSeQdn9AEpQKdvf1PmzUmtve/vWCK45vFj54cO1bo/9vX7MTH9WmbwCowc6QD6ZYYDDUVp6wevCEpHnSVF1HYcEOPnbxEMNFLJT52A0fPnzb6k9XbG5+zaiTpZJirY/v1/2IAiIaOgblDPRA6d1yyYLny+yeq3t3OnfYtUS0+bVHrrhkYLveozxss+kLhmvZQwBSw8EyhOAJYDDUBU+ISHci8qS9YCfCxy4xUuQEoaRY9qD0bskru/i3Hz8cflL+0oVziGh7+WvzPviyeZ9h5d/+PrJ9gZY9BCA1pPgJpDsBhkJd8ASiYiWToqZlJyicoFiZRiorCGvs0jdhhzV2KCmWLaSwjku7DX5nzc6nt2zcsGGD296iS5cuXTq2se4PSWBUpKpiCJ4AhiKd4IkUEo6aDphi1SHlsbMxbMo5sWMIFYpNoaTY0YMHtsizrQqVFOt0/uFLZ39CdEuaPQEKSfUHCtumU9c2nbpq0hcAMkFQYwfBDhgJlcETBFOsjoKdiUyx0rhlMIkdoaRY9pD8bjmwfeMXHy389H+raw/Vgfjqqv/ZtvmnNZ9ddWJnzboHQMoENXaoFQuMhNrgCQh2egh2wXQeJhLs+MyNW9gUq7yk2I4Ppr3wzANr6wIDQiXF2p8/Jv2eAIXICeCiUP/MLReOm/WV9DK3Za+3vll+Yautt111e/kX/1ft5cIt39K2kwCkgFR8AqZYYCjUBk+kkBjWlPAkaZ6gsUuNoMYuc0nsiCiFkmJ33BsuKbb1sGOHXHnpjaNQUkw/5AS79U+fO27WStZe0udfJxVS7U/f/nBV3+Fj2v306tqDjsLmHds1Y0XKL27W5cQz9eotAMmxMwyRCFMsMBTp5bGDxg4+dqmhhcaOVfYDQyopdk+935XvJKmkWPqdAKkgJ9g9Mf0n1l60eNPOCzoUElHdjs/bHXXeExXC6ZM/+HziRTnW3WqAoQmZYpu6HwBEoC54glJJDGtKpKhYzQU7E6Y7kTTEGSAi3UkKTvmSVAeaBLl5/7TSW3j4BEmqI6KCI855+IgiInpt/IWQ6oBhQfAEMCCCqN4Uq1BTYkp08rEzqSk2sxo7svA6zC7kZr2GE5xF3SKPHN3MRURH5WB2gXGRNHbIYwcMheRjl7LCjgQiIsubYvXKY2cewS6DvolhHzsr/8DILpLMOsMe0oCxaXt3AZA+dgRPAOMhovKEKkJBAHoIdmbyscugxk5ojIo1TwJnDRAXPXJ9n2PbFbTsNOjS2zc3cFFv/zGrLxMPr0A/3H181MEL1x1IpyuYJ2A2HMHKE5DsgIFA8IQ6MhgEIINZfewyoulMNd2JNVk+/oyLn1555ogb7yzj5s2ceVKPPX//UV4YoQsrPub80aOPjfiEuOitN3wtLnCytOOrffbcjldf3j/8Xo9mOel0BoIdMBtSrVho7IChUJvHzurpTkKaJ21HwHzpTjIZFSsEgn9ZeB3Kw/u2X/Ts6nbnvr783WuI6JYLHG0HzBy9YveCAW3DbVqfed/sMxs/smnu5XPeLHhr9Vss0Zd7Gwra3D97dsaih5MIdu6dz1133eLwy7+31BDRddddF9Vs9uzZmeoQAGmC4AlgQNIJnoBgh8oTqZLRPHappTuxINWbH6nhhMGPDJZetj59arH9lTWPraUIwS4SX83Ks65fcMa070d2KCKiTyq9pae0/bR87tYKsesJp/Tvk27RhySCnafyi9deiz74WswhCHbAOCDdCTAg6oInpHQnjIXTnejjYyeaL3gic2liBFFNuhMDUr6bL9/FJ28ny7C2tmFtogXcg99tJqIT2uRJLxl7Sbc8x/qta4gGx/2SRddcVZF7xuIxvYgoUL/uHx9Hi4YNXhR8t9fQ+1bNn5LHql/zcvM0Z84c1d8LQFMBjR0wIOqCJwRo7PT0sTNd8ERmfOyEkI+dslqxhmVDrVC+O13B7rhCJlaw8x7wElGZo3GVljlta/17435Dw77yqz7cMWzRiiIbQ0TeqqU2m+2Yix56f/qt7Qt8S2bePmLi1EFTh30zsZfqTsrN06hRo1R/LwBNRVBjB8EOGAl1wRNk+XQnOgVPmM4UK6U7yYhvYjjdSbZrjrsWsbEymYoviT3oauEiov0RSbb2Bnhbbou43/DVLRMot9sr57eXXhYePoHjJoTfHX5/+WtP569+7mmaOE91J7NbAAcgFjuiYoHxUBs8IUXFQmMHwS41pHHLTOUJs5hih7WJY0XNCIedchTRmnUHvdS2gIhEoX5jQ6CgW9/Ylrx/1w0f7+w06qv8kKW1dtOvm91c794nhJqwJxQ4V9alle4kuwVwAGJxwBQLjIeK4ImINBPW3agh2Kkjgz52jeswy02x2lFy9EOFNnbllJXSy4p1j1UGhFMejGNL3fXlLXv8/A0PhsU42rt6zIkn9p66vlJ6yXk2v3ugoXnPa9LpD+YJmA27lO4EwRPASKgInhCDhWKhsctMBQUZgsETpvKx4ylTlScEk5hitcOW02nRmFMHPjN05NiHTy0LvDHlmeJOF79x9uFENL5vryUVnu83bJQ86lY99r3N2eqmNvnhz3a6/K1B93eZ9K9+e24f0dJW9793Z+0SW33x/sXp9AeCHTAb0NgBAyIFT6TkYweNHekcPAGNXTxMY4rVlAHTV87Pv3ba/FmLK519/33DD2/OkLIT7/lr85/764OeQaJ/0tqKwsMfzY2IeLW52n2wdtl9t9278NWnK8WS3n2GLvvi2f6lrnQ6g3kCZgPpToABUWWKhcaOeMqYgCKD+UyxGUwTI6KkmCKYYZPnDJscffTtfXVvNzZxbmrwx34yt1XfZ8tXPpu5rlj3hyAwK0h3AgyIKlNs6IFq4Y0aPnbqyGjliZDGjrXuD4zswrr7BTArkimWEyHZAQMhrccU89hBY6evYGcqH7uM+SY2mmLJuuswu4BgB8yGnSUiCsAUC4yEpLFLKd0JfOwoo4l2EyMGS7eZSWOXORM21mHWgXkCZsPOMARTLDAYqoInoLELa+w0HAFB4KQ8g2YyxWa08gRHQQc7bQu7gUwBwQ6YDQRPAAOSTh47VJ7Q1BQr2WHJXIJdJn3sJHUmpIXsAVMFzAaCJ4ABUWWKDWvsrLtR6+BjJ4ohwQ4+dvGQfOyQnTiLsO5+AcxKKHiiqfsBQARS8ERKpqwI3yaYYqGxSw0pjx2biW1QqhWLXCdZBAQ7YDYcweAJSHbAQKSlsbPwRq1D8ERYsDNT8EQGBWJR4Mnavy6yDuvuF8Cs2KGxA8ZDTfAE0p1AY6eWDPrYBU2xFl6EWQcEO2A2HCxDSHcCDEY6wRNW9rHTI3hCNKFgl8FoYphisw7r7hfArIQ1dtDZAeOgwhRLSHcSElBYUUNTrCiYOHgiYyXFrLwIsw4IdsBsOEJbGQ/JDhiG9IInrLtRwxSrDp4yZ4oVYIrNMqy7XwCzYg8talhjgXFIL92JdZ+pegp25gueyEi6E2jssg4IdsBshDV2SGUHjIOqyhNIUKyLYGdmH7uMCHbwscsyrLtfALPiCC1qDhlPgGFQFTwBjV0wH5s+6U7M5GMnjVsGK0+wSFCcPWCqgNk4void1cNBRLk2VDYERkH6kcGkZooN+dhZ+Be4HpUnInzseF6+bdaQweAJyccOaqAsAoIdMBvtcpkbjsTCBsZCjcYunMeOta7GTufgCdMIdnzmoolDPnbYVJUgnF6SlzN/87Jz2jVhJyCDAwCA5qgKnoDGLpP52BIBHzt5JB87FoJdMoRA9Yczhq6s8TV1R6CxAwAA7YGPnTp0jYo1kY9dBscNplglfHvDKf1f+95nDMduCHYAAKAtIoliOho7q0bFCmJw3HQKnmAdRAHtTqQnGQw6CZpiETwhS4cR42f+y+2tWnrz2PlN3RcIdgAAoDGSuo5S1Nih8gQXGgHdgidMI9jBFBuL9xfO+zOX5pfknGDP6RVnKMrOumQUUd0/ByHYAQCA+QmbZ6CxSwl9BLuQxo4xkwCdcVOsCQaH2yN4f0lXsLO3ZqlXRrqjIRDsAABAW8IauxRLikFjp4tgJwbIXJETFCoplsHKE5T9i9Demo2rbEv1SzLSGU2BYAcAANoikBpTLCpP8KSPxo4j0wl2GlSeyHrBLqdXfCuq+bDofgEAALrR6GOXkimWoLELjkBGNE+JEAQ/mVSwy8i4CWbxsbMOEOwAAEBb0tTYWTaPnZ7BE2aqJyaSKGS6pJgJTLHWwaL7BQAA6IZIqjR2jT52Ft2o9RHseMFPRIyJNHZ8SENsS82rMz6iWYInrAOUqwAAoC0RwRPqomIt+kzVSWMnBojIxjq1O4XONJqwMyLYiTzBFKuMgsPvFsW7m7oX0NgBAIDGCNDYqSKsedIh3YmZNHaZFYglHzskKM4iLLpfAACAbqhLUAyNXWY1T4mQBDszBU/wGRXsRJQUyzYwVQAAoC3qNHbhyhOWTXcSoXnSULQ1n2CX2WhimGKzDovuFwAAoBsqNXahdCes5TV2OphizRQVq4kpFoJd9gDBDgAAtCXNkmKW3ai50AhobIqV8tiZJ3gis76JMMVmHZgqAADQlvRKijGWDZ5ASTF1RJhiMxcVi+CJ7MGi+wUAAOhGOgmKLSvVUWQ+tkwIKIkQzetjl1FTrEX9AbIR624ZAACgDypLiokCWVuwC4RMsUh3khLhGruZCZ4Q4GOXZVh3ywAAAH1IT2NnXU1JWPPk0DYq1k9IUJwYrMOsw+QyuCiKPM/HfUsQBCJK9G744+HGSVvKnCvyjElPGu5Y+OzyjSO/Tf4jiTqpZCgSnVH5WWLPSAouUxRFJWekBHOtbkAo3mWG+xz+I+qtRGdP1DH5U8R9K/1TqBgQQRCS3kdS35jE6iiZSZS5hFQ7IHN1iTqQ6oDI3yyJZjDAcRHnk1vSkaPB85KmhI3qgMLRkGmQaLKS7jlRAxJ37uIOkbqWfj44bqxIsd2O+53S30pahs/O834iIsYeXkKx15jOgMRFfltT+LBItD0GQkfCgp387Sm/aUeaYqXlJ9MlYATMLNjxPB8IBKqqqmTayL8bpq6uTkkzj8eTtI0gCEpOWlNTo/CMkScNBALyp5YZEIVDUV9fX19fn7SZ3+9X8m1KLlPhGXmej70E+QGRWSEyM56oz4kGMNEpGhoaGhoa4n7E7XandIq4105EHMdFrUnVA5J0eVRXV8u8W1tbK/9xr9fr9XplGiTtgPxaSjSk6gYkaWeiTlfjD/at3l3H5xUmXdJ+v9/v99fXS1/CquiAfAP5yZKB47jYAYk7d3E7oLylz+fz+XzV7uCyaXDXuew5cbstjVXUQeUta2pqfL4GIuICYrgnkdeoYoVwHJd0gpLeEaTsYRF3LVV6g5fv9/gop4CUzXii5xfPBygk2NXW1soPCDACZhbsbDab0+ls3rx53HcDgYDb7W7WrJnMN4iiWFlZSUSFhYVOp5yivq6uzmaz5ebmyrTxeDwNDQ0sy5aWlso0k27m0tJSlpUzlFdVVQmCkJeXF3lS+U4mGpBAIFBXVyffKyKqqKggooKCApfLJdOsoaFBEISCggKZNoFAQNrXkl5mTU1NTk5O0jN6PB673V5cXBz1lvyA2O32uANSXV2dl5cX9VmO4yTRoaSkxGY7xCrh8/k8Hk9JSUnU99TV1fl8PqfTWVhYGHtdLpcrJycn8mB4Hy8qKnI4DvH4STRH9fX1Xq837rXX1tY6HI6oNaliQBoaGniej70ECb/fLwkxzZo1S6QSqKysLCoqstvj7zY1NTUcx+Xm5ubl5cVt4PF4AoFAUVGRfAdk1lJlZWVhYWHUkEqkOiDSMki0qySawcrQE7O4uNgu2mWWtPTgdLlcBQUFBytyiYhhbJGn83g8HMclmg6v1ys95uV7mGiykipjHA5H5IDEnTuO42pra6O21kQtYwdTGoGcnJz8/Pxccb90sHlJqVDniep25FiFD/I8X11dHdXS7Xb7/f6oluGd1u5giCg3t6B58+ax92xKK0S6Hx0OR6LlKiF/R1BoT0v6sEi0Pea7g9JzYV6+5G4nc3tSsucXw0jqQxsRFRcXyw8IMAJmFuwkEq1m6bjMWo9qrKSlfJvwu0qaKT+jwkuI7UbsGRV+PLNDkfTblF9jqkMh86nYk8r0OekAGucUSkjp1AqnUuFEyxzXoQNKOqauM2FxycawJCoejWDwhE1dB2QapDMacb9cRQ+VtORDI+dgbb7E3Y77ncpbhitPxL6rEPkBSfQRJbezuu8JO4s4WJv0Ip0bUBA4CqU7SWfZAN1A8AQAAGiLupJiUuUJK0fF6lV5wmwJirXIY4fgiSzCulsGAADog8qSYpZ/oOpaUsxE6U4yO26hdWh++55pgGAHAADaorakGDR2AhGxDJPSuKWKaL48dplNUCw0Bk+ArMC6WwYAAOhDREkxaOxSQBLsNFXXUVhjx5hHsIswxWZEY4cExVkGBDsAANAWtQmKobHTR7AzrY9dhjR2KCmWZVh3ywAAAH1QW1LM6ho7qaSY5oKdaDYfO77xh0QGCK5Dsu46zDog2AEAgLYIoQQUajR2Ft6ldTXFmkiwy6DGThR5yUeUYWGKzRqsu2UAAIA+qNPYUTDdiXU1JZKAommhWIJgJ4tUT4yIWPjYZQ8Q7AAAQFsao2JTD54g+Njp5GNnHsEuHBVrS/sRLwpBwQ4auyzCulsGAADoQzh4IiWFHYIn9DTFMmaMis2EKZYL/WldzXHWYd0tAwAA9EFtgmKrm2J5USS9BDubiaJipXFjKAP5/4SQxo6Fxi57gGAHAADaorKkWDAq1rq7tC4aOzGYp81EptgMjltYY4c8dlmEdbcMAADQB5UaOwRPaC/YSeo6MpePHZe5NDFhjR3SnWQREOwAAEBbVGrsBCl/mHV3aQh26pBMsbZM1GGL0NhBsMsarLtlAACAPoiqNHZId6KvYGceH7uMmmJ56Q9ExWYREOwAAEBbGqNi1dSKte4urYdgJ5pQY5fBcQvnsYMpNouw7pYBAAD6oLakmNU1djqUFBN4v/QHa6J0JzwJRGTLiMYOeeyyEAh2AACgLY0+dkhQnArQ2KlDC40dKk9kEdbdMgAAQB+gsVOHDiXFRDP62GUyeEJAguLsA4IdAABoSzolxeBjp0/whJlMjRkUiMNRsUhQnEVYd8sAAAB9SK+kmHU1JboIdiEfOxNp7DQJnoApNnuAYAcAANqitqQY8tjpJ9iZqaRYJtOdIHgiC7HulgEAAPqgMkEx8tjpaoo1W/BERnzskO4kG4FgBwAA2pKWxg4+dlqOgBiKioXGLi6NGjsL/8DIOqy7ZQAAgD6o09gRfOygsVNFMDpfTgAAIABJREFUaNwyEjyByhPZBwQ7AADQFnUlxULBE9bdpeFjpw5UnrA41t0yAABAH9SVFJOeqdDYoVZsqnCZq9gRYYqFxi5rgGAHAADaojZBseRjZ13BLiBoX1IspLEzoyk2o5UnYIrNHiDYAQCAtqRTUszKgp0OGjteMGOtWFGkTGnsRFSeyD4g2AEAgLZAY6cO3UqKMYzdTL6MmdTYCdDYZR/mWcoAAGBMJI1daiGxEOx01NixJrLDUmbTnTQ6emYgKx7QBwh2AACgLZK+LqXICUJUrI557MwUOUEa5LFjETmRVVh3ywAAAH2QTLEpOdgRNHb6RMXy0NjJEQzNZq27CLMRCHYAAKAtMMWqI4OlsRIhQGMnS2gRQmOXTUCwAwAAbRFEgaCxSx3dEhSbKTsxaWCKhWCXXUCwAwAAbYHGTh26JSg2UxI70sAUi5DY7AKCHQAAaIuU7SRVgyIEO90EO2jsEhGKioVgl01AsAMAAG2Bxk4dupliobFLhJTHDhq77AKCHQAAaIvKqFjB6oJdIHM1TxMhBPPYQWMXn1DlCesuwmwEgh0AAGgLNHbq0M0Ua7p0JxkTiKVFiDx22QUEOwAA0BbksVNHqOaphiMAjZ08kimWgSk2q4BgBwAA2pKOxo61am5YkcRQrVgET6SGNiXFQNYAwQ4AALRFJJFSLykmWFtjx4mCNG4OLUVbBE/IE0x3AlNsVgHBDgAAtCUdU6xld2lJOiGkO0mdYMWOTKwcEabYLMSiWwYAAOiGOlMsiQJZWGMXEIKCncamWGjs5EDwRDYCwQ4AALQlHY0da1XBLqyxc2gfPGFKjV0GTbHQ2GUXEOwAAEBb1GnsLO5jFwhaorU1xQaDA6CxSwBqxWYjEOwAAEBb0kp3YtWo2AiNneamWGjsEiEieCILgWAHAADaIhIRUcoudlbX2OkXPIE8dolAHrtsBIIdAABoi5S2AwmKU6JRY4d0JykCjZ3FgWAHAADaEjTFoqRYKujjY2fidCeZDJ6w6iLMUiDYAQCAtgjQ2KWOnlGxDGMqjV2oFFvGgidMVkvX9ECwAwAAbVGrsUMeOyKNNXZ8sFaseQSXcMWODPnYBQhRsdkGBDsAANAWIfWSYqIoSEEX1hXsQqZYTaNiRdMFT2S2YkfQx85Egq8VgGAHAADaIopEKZpiQ/XErCvY6VNSzJQaO+mPDGrsyKqLMEuBYAcAANqiIkExBLsIjZ32lSdsLu1OoTMZFuwQFZuFQLADAABtUZGgGIJdRLoTzRMUwxSbCARPZCMQ7AAAQFvS09hZdJfWJUGxaL4ExZnW2CF4Ivuw6JYBAAC6AY2dCnRIdyIIASlCxZSCnQ0aO6sCwQ4AALQlGBWbmsYu+Hi2rGAXEDRPUCyKAekPUwp2SHdiWSDYAQCAtqgoKQaNXYTGTqvnlORgR+aqPKFJ8ARqxWYVEOwAAEBbVCQohmCng4+dAI1dMsRgSTEIdtkEBDsAANAWFSXFwoIda13BjicihpiM+IrFReB90h9mEux4DUyx8LHLLiDYAQCAtkBjpwJJ86RprpNGHzubeQQ7LdKdQGOXXUCwAwAAbUlHY2dZwU7S2OlQdoKIbCwSFMdHslbDxy67gGAHAADaImnsUhDrINiFNXZaXj6iYpMiIN1JFgLBDgAAtEVESbHUCQiSYKd52QmCYJcYBE9kIxDsAABAW1QkKBYsL9hJAoqmplhRMKHGLrM1dhE8kY1AsAMAAG1Jr6SYRQU7SUDR1BRrbo1dRuJOoLHLRiDYAQCAtqCkmAr00NiZMSo2g/n/RFGQKqBAsMsuINgBAIC2qCopFhbsLLpL65DuhDd15Yn0lZ2NCZwh2GUVFt0yAABAN0QigsYuRQJ6aOxMaIrNYI1dKYkdETFId5JVQLADAABtUZWgOKh3sbBgBx87NWSwxq4QDi5hEDyRTUCwAwAAbUGCYhXoFhXLMDYzDXJGfeygsctKINgBAIC2oKSYCkJ57DS8fMnHzmYzT9kJymiNXSEk2CHdSXYBwQ4AALQFGjsVcNqXFBOD9bLMY4eljAadNOb5Q/BEVgHBDgAAtCWtkmKsRQW7gKhT5QmTCXYZ9E0UwsETEOyyiqaaLfHbd19cuPLnv93247r1vuHO69q4olehyFV98uasz77buLeGb9eh84VX3nRWt5ZEtPn128ct3hHZss9/5z7QoVi/vgMAQCqgpJgKQponzWvFmkywy6BvYmO6E5his4qmEezWz7l/6qIN3U8bdGEpv2Lp0rF3VM15eUIue8iut2Dine/8UXfyoMFnlNh+X7X0vxNvqn/mzQs6Fu7/tdrmLDvrjO7hlh0KTXVbAgBMRjoJilmrCnYB7U2x5tTYZa7GLtKdZClNMFtCYP+Uj35v0fuOKePPJqLz+thHPfDZc+srJ/RoHm7jr109b2NVu8GP339jNyIShg6+6bLr33niswteuXRdlS+n2aW3336B/j0HAAAVqCkpJkBjp7kp1pQauwwKxI3BE0h3klU0gWBXv/vdBl486fKTpJelXa/Ksy39Y8E2ihDsPPuXE9Fx5x8pvWQdLXrkO1Z4dhLRj3WBgi7Nfly9fF+t2L7TMd07t4388p07d9bX10t/7969WxRFjuPidoPneSJK9K6EKIrhxklbCoIg30YQglHoSppxHMcq8H6NOmm4w4k6GXdAlAxFZOOk/ZcZ9sgzkoLLFEVRyRmllrHN1A1I3JOG+8zzfNTXSkcSnT3RW7ELJrxCeJ6PqlKQaI7krz32FCoGRH5CI6dSprJCuFnck1LMSlbXAZm1FDukkWeX6VvUqeVvlkQzyEvHReI4Tn5JR6wZf+irRIZpbCw/Gkk3mfD2omI0KGZA4s5d3CFS0dIv8ERkI4bjuLjdjnt/pdRSioplGUfUFcVeo8IBkbkfo5C5I0jxwyLuWvLzHBE5GBvHcQpvz0TPLy7gDfZHZCSLWuzuBwxIEwh2tX/uJqJOzYIR5owt/wiXfcfejUQnhtsUH/XARx81fqRyw6f/q/a16Hcm7912MMDTt9Mmfxt8q2PfodPuudIVWrJTpkz56aefpL/bt2/frl276upqmc7IvxsmLCzK4/V6k7YRBEHJSWtra5Wc0ePxeDye8MtAICB/6kAgkOjsCoeioaGhoaEhaTO/36/k25RcpsIz8jwfewnyA8LzfKIBkZnxRH1ONICJTiFzXXV1dSmdIu61ExHHcZHLg9IYkKTLo6amRuZdt9st/3Gfz+fz+WQaJO2A/FpKNKTqBiRpZ6JO5+MCRMSHvirpkvb7/fX1wRGrra1j2egnbtIOyDeQnywZOI6LHZC4cxe3A8pb+v1+j99HRGKgcW3H7bbf74/dbRS2FHg/EYmiLaoPkdeoYoVwHJd0gpLeEaTsYRG7ltyeBiJiRTHys0pmPPb5VVNbJf3h8fjz84Ldlh8QYASaICrWXxsgohJ746+HUjsrcFVxG4u8e8XCl26aOIst7Drh9l7+up9Zlm3X9/KXXptXPu+N8VeeunX1wknl23TqOgAApE46PnaWzV2gR4JiUUpQbCo7YwbHTWw0xcLHLptogtlyFNqJqIZrVOdWcQLrLIptuX/9sqenz/6zytel3yW33TqyXY6Nci5ZvPiScIPTht37xaJhG5csokvHSUcmTpwYaYr97LPPSkpK4naD47j6+vriYrlwWlEUpR86+fn5Dofczd/Q0MCybE5Ojkwbn8/n8XhYli0qinOxYQRBqK2tLSoqkrdR1tbWCoKQm5vrcjVm15TvJMuyDocjdkA4jmtoaJDvFYV+WOfl5Tmdci4pHo9HFMW8vDyZNhzHSSqNpJfpdrtdLlfSM/p8PpvNVlhYGPWW/IDYbLa4A1JbW5ubmxv1WZ7npR/ZsX32+/1erzd2ABsaGvx+v8PhyM/PV3Jd0tQTUUFBgd1+yL2ZaI6kU8S99rq6OofDEbk8SNWAeL1enudjL0EiEAhId1xxcXEiW09NTU1BQYHNFt9XzO128zzvcrlyc3PjNvD5fIFAoKCgQL4DMmuppqYmPz8/akglUh0QaRkk2lUSzSBjY4kox+kqKSmRX9J1dXUcxzmdztzc4MSVljaPdLPz+XwcxyWaDr/fL+lv5HuYaLKSWtnsdnvkgMSdO57n6+rqorbWRC1jBzM8AqKNJaI8p6ukpCRut8MtI3ebuC3r6+sDgUBsSyl4wunKD/ch9p5NaYVIH7fb7YmWq4T8HUFEXq/X6/UmfVjEXUv2aicRuWyOkpKS8HqQuT0p8fPL7w8eKSgoloy6hYWF8gMCjEATCHbFXdoQ/bGt1k/Nc4hIFL3/+LicI46LavbPipm3PvNZwRGnTHzwpj6dSqWDDbu27/bwRx3VKdSK6ZRj/93bqGRu3759+G+bzcYwTNzdnEJbWKJ3I9tIXyXfkmEYlmXl24Q12PLNJO8Ku92uxMcu6qQyt670btwBUTIUYZIOBcuygiAoHNikl8kwjJIzSi1jm6kbEPmT2my2qB1ZcqhKdPZEb8UumLBjTezZE82R/LXHnkLFgMhPaLjPdrtd5stlxlP6lMztEwgEZG7kyA7IrKVEHVC3QpJ2Jup0IkNE5LDZpVFKOhoMw4QVLg6HMzIFnvxohN2k5HuYaLKSCnZRAyIzd3EXXkotAyQQUY7dabfbJV+xqG7Hvb+UtxQEQdLY2W2uqCuKvUaFAyJzP0Yhv62FV3LS507s9/CMSEQO1hYeN0p2eyZ6fjFs+OZySd8kPVVlugSMQBMo+fNbj8hlmd8XbJBeurctcPPiMcM7Rrbhvdvu/u9nrfpdO/vZe8NSHRFVbXx17Ni7Fu4Ieifw/t3f1PoKO5ytW+cBACBVePWmWCbFxMbmISBIiXY1T3fCmCtJWwZLsSHdSZbSBLPFOsvuv7DLQx8+Mf21y7qU8v9b8GFe2al39mxORHPuufN7t2/6iy/V/N+rDbzY1rZjzsyXwx905B07euRdJ8y9+Z3x91aef1qxzfvr10srxJJH7ztV/6sAAACF8KJARLaUVB2iQBbOdUIZraCQCEHwEZGNNVWt2IwmKEa6k6ykacTwHtc+cY/rufdXLf3ObT+21zkz7hwtZSeu2rN7V41XFKnyhwoi2rziy80Rn8op5a8f1f/+/05+c9aba5Ytcov5R3X+1+RHr+9egDUHADAuavLYiTxZODsxEflFnoicWlaeEEQ/EbE2Uwl2IYE4E4JduFYsaydSlA8LGIGm0q8yfUeO6Tsy+ujYuQvGEhFR17tnfXR3/E86S469fsIT12vaOwAAyBxBjV0qri+CyJOFC8VSRisoJELgTauxy0gptnBULMNAsMsmLBpIDwAAuiFp7FIyxUoaO5hiNTXFSsETNjNq7DJjihVQKzYrgWAHAADaEgyegGCXCpIp1qEgOYBqeMFHRKy5NHaBzJViCwVPMFZeh9kIBDsAANAWKUFxSqZYCHaSKdapqcZO8P9/e3caIEdV7g38qaXXmZ4lM9lXQgjZIAkTCAHCzqsoiSsCoiKCsnhVBBEUVODqvbigFwXUq4DLvaKIinARRFlkX6MQSAIkJCHJZJ2te7q79vN+ON2dyUx3dXV3VS/V/9+XdKarq06drqp55jkb+S5j5/rgCRFDYhsNAjsAAG+ZZFHJGTuDMn2bmlQVmmL9mbGzXKs33hSLdtiGg8AOAMBbmYxdKYGdZTV7sqQKTbGWfzN27jTFNv1fFw0KgR0AgLfKmqC42X+nZptiPawBy5cZOxfXirWa/SJsUAjsAAC8VfY8ds3cx87FzFMhPGMninZLUTccF6c7MXlG01/10wwQ2AEAeKuMeeyyExQ3abJEZyajzJqn3h0ls/KEv5piXZzuhE8H47Ml15oBAjsAAG+VMd0J72PXtGt08nZY8npULOODA3wW2Lm2ViwGTzQoBHYAAN4qa4Jig5o4Y2dQJrDzrinWsnTGM6n+ytgZbk5Q7MOm6maAwA4AwFtlLSnG+603aR87PiSWvGyK5e2w5L+MnXtLsSFj16AQ2AEAeKucwRMWXyu2STN2VWiK5eko8mHGDk2xzQ6BHQCAt8zS57Fr8qZYPZex86wp1jR9mrFze61YUUBg12AQ2AEAeMsqfR67TFNs02bscn3sPGuKNbNNsZLfAjv3lhTjfewk9LFrMAjsAAC8xZcUk0r5XZudG7ZJ+9hVoyk2m7HzZ1OsGyt2WAwZu4aEwA4AwFtlZOwwjx1/4d1asaZfB0+4t8Yu+tg1KAR2AADeyvaxK2NUbJMGdiNGxXo23YmvM3YuLSmGCYobEgI7AABvlTUqtqn72PHohKqUsfNVHzJXpzvBkmINCYEdAIC3eFOsVFpTLB8V26x97JjnfexYdroTnzXFupixs5Cxa0wI7AAAPGQxxkrP2KEplr/wril2/6hYfzbFutfHDoMnGg0COwAAD5nZmTtKHBXb5BMUez54wvLjPHaMGB88EXRjmpjMqFhk7BoNAjsAAA/xdlgqsym2SQM7gzKV5l1TrC8zdlo2IHal3iwTa8U2JAR2AAAeMrOBXVlNsU3ax64ao2IzfewEP2Wk9P2DTtybx85H9dMkENgBAHjIyiafypmgGE2xHjfFSmKQSsmk1rn9GTtXmmIxj11jQmAHAOAhM5tEwQTFzvHMk0CCK6M78+JNsaKP2mHJ7YmdGQK7xoTADgDAQyMydhgV6xRfK9a7dlgiMs00EUlS2LtDVF+uCduVjJ1poY9dQ0JgBwDgof197ErK2DX7WrEmeTlygohMUyHfBXa5NXZd6WOHjF2DQmAHAOCh/aNiS19STGzaPnbuLXhaiJnpY+erwG5/xs6VUbFMJyIB89g1GgR2AAAeys1jV9qSYswkNMV62hRr+TFjt78p1oUrB4MnGhQCOwAAD5U5j53V1Bk7vnyCpxk7PipW9Fdgp+0fTezaWrEI7BoOAjsAAA9hHrsyqJZJRCE3RgAU4ss+du4Onshm7DB4osEgsAMA8FCZS4o1d2CnVWvwhJ/WEyO35/9DU2yDQmAHAOChcpcUQx87d9JOhWT62PkrsHN38ER2XTsEdg0GgR0AgIfKbIpt7j52qmUQUcjLuNaXTbH7lxSreNwJYwZjFiFj14AQ2AEAeKjMJcWae4JinnnyNGNn+TGw27+kWMUZO94OS+hj14AQ2AEAeKi8JcWs5p6gWMsMnvAwrrUsH46K1d0bPMGHxBKRgIxdo0FgBwDgoXIzdiY1cVNsJmNXhZUnfDZBsXuDJ0Zk7BDYNRgEdgAAHipzSTE0xVZn8IS/Mna83gQS5IrnsUNTbONCYAcA4KERS4qVPkFx0wZ2vCm2CkuK+Suw44MnXJzEjpCxa0AI7AAAPFTekmJNPkGxVoXpTjKDJ/w13YllkKvLThACuwaEwA4AwEMj5rErqY+dRURC0/ax836CYsuPfezczNixbMYO89g1GgR2AAAe2j8q1nHGjjGDiFETN8Vm5rHzMq7lfex8NiqWB8QuLjtByNg1IAR2AAAeMqnkPnZ8rhNq4oxdNVae8GNTrO7eaOIRTbEYPNFgENgBAHiorKbYTJKveUfFZgZPeHX6jJk8I4XBE4VYpspfiP6KfZsBAjsAAA+V2xRL1MSDJ1RmkJcZO56uI9/1scs2xbo5eEJCxq7RILADAPCQVUFTbPNOUOzx4In9gZ3fMnauzf9nWtmMnYiMXYNBYAcA4KEyJigekbFr0sDO6z52Vi5q8VdgxycodmfwhIk+do0KgR0AgIfKWFKMZVf8bOJRsVXK2PksHeVipnN/Uyz62DUaBHYAAB7a38euhIxdJrBr2j52mcETVehj56+MHW+KDbjcFIuMXYNBYAcA4KEylhTb3xTbtH3siPcV8+r0TTPNX0hSxKND1ITrGTtBkJr2r4vGhcAOAMBDuXnsnI+KtbKBXdM2xeqWRV6uFWtkAzvZX4Gdi9Od8LV0ka5rRAjsAAA8VMY8dvubYpsyY6dZJiNGnk53YqT4C0mOenSImsgOnnBtuhN0sGtECOwAADyU62NXQlOs1dTz2OnZ+Zm9Gzzh24ydm02xyNg1KgR2AAAeQlNsqdRsXOvdWrG+7WPn3uAJnrHz2ajhJoHADgDAQ+UsKZYL7Jpy/fX9GTsPR8WmiUgQJJ9lpHgfO1eaYk1TIyw70ZgQ2AEAeKiMJcX4MqbUrA1hfGgnedoUa6SISPTXemJEpFgGEYXd+Hsg0xSLPnYNCIEdAICH+ATFzqM6OiCwa8aMnZYNhb2cxy5NvlsolrKt2C5Od9Kcf1o0umbswAEAUDV8SbES2mGJGOXmsatGYGe9ud584lGKtsjnnFeFwxWlsVzGzts+dpLsqw52lA3sXAmIM6Ni0ceuASGwAwDwUFkZu+wynUI1AjvWt8966w0K1ktuJhfYeZ2xE0X/BXZ8xQ4XfrNn5rGT6uWqAOfQFAsA4CHex875XCdU/aZYXSciIVAvv8L3Z+w8C+wMvzbFMpczdmiKbUQI7AAAPMRHxTpfKJaqP3hC14iIAvXSn29EU6y3ExT7b/BEJmPnRhM2XysWTbGNCIEdAICHTOIZu1IettWd7oTpOlEdBXZqNrCLeHb6vClW9teyE+RBHztk7BoRAjsAAA+VkbEzM33shCqtPJEJ7OrlV7iSnaA47NkExUamj53fMnY82elKHzvLxHQnjQqBHQCAhzKjYkvpY8csnao5N6yuEZFQfxk77wI7nzfFuhLYWZiguFEhsAMA8FAZTbEW06lac50QZTN2dTMqlgd2AgkB0avfUIYfpzsxmcVH6oTcSPSambVikbFrPAjsAAA8VEZTLGMGVXF24kwfO7leMnbZ5RNkoZRKK0l2gmJfBXaqlZsmxpWmWPSxa1QI7AAAPFT2PHbVW3aCj4qts4ydd+2wtH8eO181xarZMTduTlCMPnYNCIEdAICHdKvkddn5dCfVS5Zk5rGru4ydd4fw5Vqx7mbssk2x9RLug3MI7AAAPMT72MnlBHbVzdjVTVNs1TJ2sr/62KnZ0cSu9LHDdCeNC4EdAICHDFZyYJfpY1eV9cQo18eubppiNTTFlsXljJ2JjF2jQmAHAOAh3hRbYmBX3YydVl8TFFelKTZJRJLkqwmKR/Sxc2+6E/Sxa0AI7AAAPFRGxs6sciuYoRGRUDdNsRqzyMvAjjHTNBXyX2BnuT94Ahm7RoTADgDAQzywC5TU7YkZVMV57JhWX02xiqWTp8tOGCn+QhJ9Fti5ucZuZkYYyVet1U0CgR0AgIfKyNhVffBEfTXFej14wjCT/IV/M3aVVx3jfewkf3VDbBII7AAAPGQwk+o5sGOMTIOojtaK9TywMzKBnSy3eHSImsgtxVZ5U6xpqkSMkLFrTAjsAAA8pJedsavOqFhDJ8ao/uaxc2UEQF65wM63GTuh0qrjfRCJSJJ8NSNMk/Bw2FGdYIzZ/LzQu6M+yxiz39L+WGP3VnQz50d0slneYow9osOPu1sVRffm/BxLrQqbT409qE2Zi1Zg/RzCiZIO7fyqdvJF2/zcSQHs66e8y2PUocsoTKaPnSg5v+yzo2KDpd6tRb+OsR9nqpZ5IctU7o1WRhXZbJnL2I06nUr2OfJdXR/m/5WkaKHvoqSrxb5CCn3Eye1c0n4UMxPYBQVxVD2U+tDma+kSkSiGRh6i7JsIqsnPgZ1pmpqm9fX12Wxj/25OIpFwslkqlSq6jWVZTg46MDDg8IgjD6ppms3G9hXisCqGh4eHh4eLbqaqqpO9OTlNh0c0DGPsKdhXiGEYhSrE5hsfHBzM+/NCFVjoEIZhJJPJvB+Jx+MlHSLvuRORruujrsmyK6To5dHf32/z7tDQkP3H0+l0Op222aBoAeyvpUJVWl6FFC3MyMMllTQRWfr+76joJW2YKhEZBiv7brXfYOSXJcSHWnmZ02nT9kskIl3Xx1ZI3u8ubwEcbplpUtRGX9V5rzFVVcc+bey37O/fyX8iSdG8l83IcyzjCtF1vegXVPSOIGe/LEZeS33xzKMpMTA4fOAyu/a3JzfyWZFOZ6oomTzg7IaGhuwrBOqBnwM7SZICgUBnZ2fedw3DGB4e7ujosNkDY4z/Fm9tbQ3YtlMkk0lJksJhu+4IiqKk02lRFNvb2202syxraGiovb1dFO3aboaGhizLikQiIw9qX0hRFPNWCI8w7EtF2V+cLS0tQdvRc+l02rKslha7ziuGYfDIqehpxuPxcDhc9IiKokiS1NbWNuot+wopdIXE4/FIJDLqs6Zp8t/WY8usaZqiKGOPnkwmNU0LBAKtra1jDxEKhUKhA+aI4l89EcViMVk+4N4s9B2lUilVVfOeeyKRCAQCo67JMioknU6bpjn2FDhd1/nvlY6ODqHAcqiDg4OxWEyS8vf7icfjpmmGw+FIJH+jj6Iouq7HYjH7AthcS4ODg62traOqlCu1QvhlUOipkvcbFHfJRBQJhvin7C/pRCJhGAaRSUShUHTsgRRFMQyj0Nehqir/9WxfwpFfFjM03jMrNq6bbJ+HRCTL8sgKyfvdmaaZSCRGPVoLbTm2MhOJBG+KbY+05N7iW466xnhdBYPBkU+bvFsODw/rup7bMpnKXCeSFB112Yy9Z0u6Qvj9KMtyocuVs78jKPtMK/rLYtS1JKthIgqK0rjOcfwnmqbxvx5tbk/K9/tLlHbxFx0d4zs7O3NPv7a2NvsKgXrg58COiARBKHTzWJZFRDa3Fo1IO4uiaL+lIAg2x8rthL8ouiu+jX3Ek7dgNreuTSGdVEWhIzo/ytgjkoPTFATByRGpwHddXoVQvtO0uRj4KRQ6eqGCjd1PrrRj3yr0HZV9iLzyVogoipZlFfoKTDPTX1uSJJud23yJNqeQ+6zNuyMLYHMtFSpAqRXCLwP7cxl1OIMyTbH8J/aXNN8D433spODYzexro+hDJvd42R/YZWtQioSp2ENgVIXk/e7yVlFJW/KMXUQKjHpr1DVmc+XYb8msXDtjZNRlM3afJV3osg+mAAAgAElEQVQhRS/mHPvHmvNfFiP3o5NFRCFBzv1k5H5sTiTfja/zfwKBFkmSRj797CsE6gEGTwAAeKic6U6YTkRSVeaGZbmWtWC9rDFQncETohis3oQyVaFZJrk0O/GIwRMYFdt4ENgBAHgoO0FxKUuKWTpVbYJiLdtBrW4mKK7OdCc+m+uEskuKubRQbCapicCuESGwAwDwUPkTFFdnupNsxk6om8BOo2pMUOy/wM7FNXZzGTsRgV0DQmAHAOChsptiq9NQmGmKFQSqm7ViXQxQ8vJrxi5tGkQUcTWwkzGPXQNCYAcA4KHsBMUl9HzKzWPnVZlG4k2xgQDVR6d4RgxNseVJWzoRRdz4e8BCH7tGhsAOAMBDZfSxq+qSYppGRELdjJxQmWkxRkRRz07fr4Fdigd2kgv1xicoFgRZqHgRC6g+BHYAAB6q87ViM02xddPBLmVmJtqIuhGg5GUYKSKSRL81MqZNnrFzrSkW6boGhcAOAMBDZfSxY8yg6mXsVKI6CuzSLLMulpcZu2EikuX8kzw3rrTF+9i51hSLDnYNCoEdAICHdKuMUbEaEQlVHBVbP02xVcjY6XqciAKB0Yu1NLpsHzs3MnaWQhgS27AQ2AEAeKjs6U6qM0FxHWfsvCqSbiSIKBCwW/WrEWUydm4ExGiKbWgI7AAAPFRWU2z1JijO9rGru4xdi8cZO1n2XWBnujYqFoFdQ0NgBwDgobIydioRSVJVgq06GzyxP2PnYWDn14yd64Mn0MeuISGwAwDwUKmBHWNWpim2OvkSTaV6WnaCz9lB3g6e8Gtg59rgCb6kGDJ2DQqBHQCAh/QSpzthLLPGlyhWI2NXt02xHmXsGDMNI00+HjwhYbqTZofADgDAQ9kJip2uPGFWedL/umyKDQiS8xoria4niBj5s4+dixk7BHYNDIEdAICHSm2K5R3sqMpNsYF6CexS7s2ymxdvhyV/NsW62MeON8Wij11DQmAHAOChkgO7bFOsVJ2mWEUhIgrXS26GZ+y862DHR04QkSz5aoJiRky1THIpY6dn5nD226prTQKBHQCAh/RSA7tqNsUyRrpGRBSql8BOYbw90auMne7TjJ1iGYwYuTWPnZEiIllCYNeQENgBAHiFETN5HzvRaY8xvuwEVWfwhKoSY0Qk1E1gx5tiq5Cx89ngCd7BjlyKiQ0jSUSyHK18V1B9COwAALzC22GplIwdX82JqpKxY2rmWBSql1Gxaa8zdnqcv/DZ4Il0dpoYV5piDZMHdsjYNSQEdgAAXikjsKvq4Ak1cyyhbvrYeZ2xMzIZO8FnUQufxI5cztj5qoqaBwI7AACvlBPYmZlgS6zCyhP7M3Z1E9hZHjfFGgkikuUWoZS1QOrf/oydG33sDCNFRJKEptiG5KsrGwCgrlSUsRO9b4pV6i6wy4yK9Ww9MU0bIKJgsNOj/ddK2nStKZYxi89jh4xdg0JgBwDgFd3KBHaBEqY7yTXFVmXwBBERCXXTx87reew0fYiIgsEOj/ZfKy42xZpmKjuHMwK7hoTADgDAK+UMnsg1xXo/KjYzeEIQ6mfwRMLSiKhV9GrC5GzGzm+BXSJ72bRKlVYd72BHGBXbsBDYAQB4pYzAjlkqEYlisBqdwHhgFwySIHh+LGeGPQ7sdG2QiIIBvwV2w2Zmlhw3AzvMY9eYENgBAHilrOlOVKraemKKQvU0iR0RDZs6EcVk7zJ2g+THjB0P7GRBDFXcFMtHThCaYhsWAjsAAK/kAjvnS9rzwRNVWk+M97Grm3ZYyjYpetgUqw8SUcCnGbvK03WUncSOENg1LAR2AABe0ZnJX5Q6KlasTsaON8XWTcbOYoyPivWyjx3P2PltVGzSxcAOfewaHAI7AACvlD3dSZWaYtX6aopNWprFGBHF3AhQ8soGdu0e7b9WkqZOLgV2JppiGxwCOwAAr5QV2GlUnblOiFg6TUQUrZfETMJwbQRAAUzn0534tinWhcsml7GTENg1JgR2AABeKWu6E4WqMjsxEVE6RURCJFKNYzmQm7PDo4ydricYM4ko4MPBEyq52hQrCFJ1OnqC67yaBBLq2evJPdvVeIsUOK59Zq3LAuBnuT52zgdPMMYzdtUI7DIZu3DdBXYe9bHjk9iRf0fFujR4IkXoYNfIkLFrRv/5zhPvfvVX1295vNYFAfC53HoAYceTUGQHT1QlWaLwjF29/ApP5CZj8yiw04f4C/82xbpQb7oeJyJZjlW+K6gJBHbNKCaFaMSElgDgEbX0wK6aTbEslSYiqp+mWCPbFOvNPHaqspe/CIW6vdh/Dbke2AUCbZXvCmoCgV0z4oFdrtUDADyilB7YZZtivc/YmSbpGtVXH7vMX5stFa9kn5eq7uMvQqEuL/ZfQ64HdsGA3wYONw8Eds2I3/wI7AC8lgvsQqLTPnZmpoeT5wMSWTozqwWF66cpViWikCA575JYElXrIyJJCvtvIg8e2LUgYwcI7JoTb+bIzSwAAB7hgV1AkCTHo2L5vP/ViDz4yAmqp6ZYj5ed4Bm7UGi8R/uvoWxg50Kmk/dERGDXuBDYNSM0xQJUBw/snLfDUnayCVlu9apMWSwb2NXP4Im4oZKXsxOrah/5sR2WvOhj57s5nJsHArtmxAM7g1m5diIA8IJaemBnVi1jp2SbYusmY9dvpImo07OpXhR1HxGFfTdyghFLWXzlCRe6ZqIpttEhsGtGuT+IMTAWwFNlZOyq1seO9mfs6iWwG9DTRNQhexXYZZti/RbYxQ3VZBa5VHWZwE5GYNeoENg1o1y6Hq2xAJ5SLZNKGTlB+zN2VWiKTRERyQGSPRmCWgaesWv3sI+dP5tiBwyFv3ApsOOrriGwa1QI7JpRTM6k6zF+AsBTpWbsGLP4PHbVyNgNJ4hIaPU8gnSOBygdnjXF+jVjN+hyYJcgNMU2MgR2zSiW7YeBjB2Ap7KBndOUmGWliRhVJ2OXTBIRtdRTYMebYhHYlWjQyLSqVx7YmWbasjTC4IlGhsCuGaGPHUB1KJZOpWTsdGOYv6jGPHbJYSISWupoRrcB3hTrzahYw0jwEceRyGQv9l9DuYxdp1xpd0newY6QsWtkCOyaEfrYAVSHykwqbT2xzEjVgPcZO0oOE9VRxo4R4wFKp+TJYA5F3c1fRMKTvNh/DfF6EwWhreJRsbnldBHYNS4Eds0oKgX4dKkJZOwAvMSbYktYdsJI8hdVydgliUiom8AuYWgGs8izwROKsou/8GvGrk0KiYJQ4a50LRfYoSm2USGwa0YCCTxpF88m8AHAC6UOnuDLTlBV+tjxjJ0QrZem2AH3OorlpSqZjF3Ypxk7V+rNx8vpNg8Edk2KPwIGENgBeKnUwK6qGbsUHzxRP4FddminN4MnVHU3EQUCbbJcLyttuGXIvcBOyQV2wXGV7w1qAoFdkxonR2jEn8gA4IX6zdgpChkG1VNTbO5x5FVTrLqb/NgOS9mq66h45AQRaWofEQUC7aJnswmC1xDYNalxgQgR9esI7AA8pJY43YmRydgJXmeV+JBYojoaPLFbyxRpfMCTc88Edr5rhyV3m2I1f87h3FQQ2DUpnrHrR8YOwEslD54wk0QkSWFBKGGxijKweKaPvNBWL33keWAXk4JhoYQV2JxT0jvJpxk71/vY+W+qv6aCwK5JjQtECRk7AI+V3MeOrycmed/vbX9gVy+zWuzRk0Q0wbPOhen0NiJqaZnp0f5raI+WJKKJQReSr35dda2pILBrUjxj16enal0QAD/LZOwcp6A0bYCIAsFOD8tERLmMXThCwUpnPnMLz9iN96oNmqWVHUTU0jLDm/3XEo+JXWnC5oMnwsjYNTIEdk0q08cOTbEAXio1Y6frA0QUDHgf2CXiVE/pOiLarbkWnYylaftMM01+zNgZzOKDJya4kbHjgyeCyNg1MgR2TYpn7AYNxWKs1mUB8C21xMBO0weIKFCFwC4+RPXUwY48borl7bBE1BL1W2C3R0vyx/iEgAtVxzN2oSACuwaGwK5J8YydyawhE1PZAXil1METujZAREHvm2Kp/gK7TFOsR0NilR38hf+aYnlATO70sWM8YxcOj694V1AzCOya1LjsjEcYPwHgEYNZPLBrcbyqfZUzdhSro8Bur54kom5vFopNpd8homCw039LoO7JThNTecZOUfaalkpE0cjUSosFtYPArkl1Zf8sxvgJAI8M5pZScDwPhZ4J7Dq8KhPHGBscICKhw+MDOdanp1KmTkST3egoNlYytYmIYrFDvNh5bfGMnUDC+GClyc50upe/iESmVFosqB0Edk1qcjDGX/RqidqWBMCvhkoP7Pio2FDI29Wc2HCCdJ2IhHH1MvjxHTUz/cr0oCcZtVRyExG1xeZ6sfPa4nOddAbCgYrnPkylMw3W0Sgydg0MgV2TGheIRMQAEe1EYAfgjSFD5S/anQV2lqXzeey8bopl/X38hTCuXvrIb1UG+Yvp3jSV8oxdW5sPM3b8GT4x4EKmM53qJSJRDIRC6GPXwBDYNa9JwVYi2qkOF90SAMqQG5nU7mxVe03r5y88n+6EB3aCIHR6P0rDmXeUISJqlYKdbiyfMIphDKvqHiKK+TFjx2PimWEXWtV5xi4SmSwIiA0aGL685jUlFCOiXi1e64IA+FOuKbZddjQJsJoN7LzuY8czdkJrjAL1stA7b4qdEfZkMMfw8JtEjHzaFLvVvapLpXsJHewaHwK75sW72fWqaIoF8ARvihVIiEnOAjtlL38R9HoWsYF+qqd2WCJ6RxkkohkhTyLaofirRCQIcnv7Ai/2X1u86ma6UXWp1HYiiiKwa3AI7JoXz9ihjx2ARwaNNBHF5KAoCE62T6b4JLpCOOztQvVsz04iEsZP9PQoJdmY7ieX2hPHGhpaS0Sx2KGSszbxBqJaBl+xw5WMXSKxkYhisTmV7wpqCIFd88pk7BDYAXiDZ+ycD4nl+ZJAoFPyZi63DMasPXuISJg4ycOjlMJi7M10HxHNj3oySjceX0tE7W2HebHz2tqmxRkxciMmZsxIJreQTyeFaSoI7JrXrHAHEe3VUglTrXVZAHyID55wOHKCiFKpHUQUDnvbECYk4qSkiUiY6G1e0Lmt6mDS1IhoftT9wZiMGUPx14iovf1w13dec1uyo4krb4odHt5iWToRxVqRsWtsCOya15zIOCJixN7OPhoAwEV88ITDuU6IKJXeTt4HdlJfpidf/WTs1iczRZrf4n5g1z/wLz6JTGfHMtd3XnPr0nuJqFUKTg9XOk1MIvEWf4GMXaNDYNe8Dolkuk5vVPprWxIAX+JNsQ6HxFK2KTbidWC3excRUSQqtNfLshPrU5noZFrI/Uns9u55iohEIdjevsT1ndfc+tQ+IpofHS+Qo36cNuKJN4lIlluiUQyeaGwI7JpXuxyeEGwhojdT+2pdFgAfGiw1Y5faQUShkLeJNHHHNiISp88gZ0M6quClRC8RLW6dVHl0MtbuvU8QUXvHEf4bOUFE61J7iWhhy4TKd9Xfv4aI2tsXkgffAlQTArumNjfSTcjYAXhjuzpERFOdrZFlGMPp9E4iikRmeFgmxqSd24lImDHLw6OU6Ln4NiJa3jbN9T1blrZr19+JqGvcStd3XnOM2Aalj4gWuNGE3df/EhF1jeupfFdQWwjsmhr/O+9fyV21LgiAD21T4+R4HorBwdf4JLqx1vneFYnt2yuk00QkTp/l3VFKskdL8hEAy2PuB3a79/xD1xNENH78/3N95zX3pjLA+3Ee0Vpp46lhpOLxN4hoHAK7xofArqn1xKYQ0brUvqSl17osAL6yV0/ykZ4O56EYHHqNiARBbmnxsOs6e3M9EZEkibMO8u4oJfnH0Bb+wouM3ZatvyWicHhye9ti13dec88ObyciWRCPapta4a4GB19izCRk7HwBgV1T438im8x6JbW71mUB8BW++CkRzQg5z9hRS8tsUXQ62KIM1hvriEicNZvCXk6VV4r/63uDiOZHx7s+O7FhJN955/dENG3qR3zZb+y55A4iWtw6yeHSJjZ27f47EYVC3R0dPpwUptkgsGtqC1vGt0pBInou1VvrsgD4ytbcBGPO4hXew6mtbZF3RWLDCfb2RiIS5i307iglMZj1UP9bRPSeLvdXcd246ee6niASpk/7qOs7rzmDWX9PbCGiEztcSL7u3vM3Ipo86TRBQFTQ8PAVNjVJEE/unE1ED8bfrnVZAHxlqzpIRG1yyMnKE7oe7+t7gYi6xh3jXZGsl58n0yRRFJfUS3PbXxOb92hJIvpAt8s9Cw0juW79d4loyuR3xWLz3N15PfjH4JY+I01uVF08sX5o6FUimjr1PS6UDGoNgV2ze1/XPCL6Z2p3ruUIACr3YnwHES2IOpqHYteuR/ik/+O7T/KqQLpuPvk4ERmzDxFi7k8XV57/7vsXES1oGX9su8tjgV959eup1A4i4bBF17q75zrx094XiWhKMLaibXqFu9q69U4iCgTapk/7gAslg1qTa3Rc9uxdt97z5JptCXnBop7PXHbhlJDkeBsnnwWnVnfPC78lK5Zxy47nv3OwDweOwVZlcLc2fJQHPdPBxlND7xDRyvaZTjbe9PadRBSLzWlpOVjXPRnJZDz2MEvEiUhdflzUiwOU7r6+N55J7iCiz0892t09b33n9+s3/ICIZs/+xPjxx8bjcXf3X3OvJff8cd96IvrMxCPEyuYjTCa3bn3nF0R00KyPyXKLK8WD2qpNxm7tnV/9z7seDh+0bPUJh21/8aHLP//dtMUcbuPks+BcdyD60fGHEdFtvS9sTGNCO5/YrAz8ceCNK7b8bdGLt8x67vsXvXlfrUvUXN5M921Th4joOAeJqIGBf+3ofYCIDplzkUflsV57xXzsb0QkHL7UmlLpCEpXvJnqu3jj/xHR/Oj4T00+wr0ds63v3P7Msx8jYq2ts5cd8V/u7bleJE3tkxv+aDKrQwpfNKmiVnXTVJ5+9uOmqchydNHCr7pVQqitGmTsLH3Pt+5b193z+W9deSoRveco+ZPXPvjDtf1XLe4qus2VC8yin4VSfXX6yt/tfS1paqvW/s/9h32MryELDSFl6Vu1oX2q0qdufUcZ2qT0b0jtez25h89ulfNacs9OLTE5GKtVOZvNf/U+R0RRKXB8xyz7LVOpbU8+fQ5jVijUPefgC9Jpl0vCkknzH4+YTz5KliV0dEqrP0yq6vIxSmQw63d7Xrts41/26amgKP1i3gcCggutLrqe2LHj/nUb/qu//0UiikQmn3LSQ8FgvSyb5pZ1yb0XvHHvy4leIvqPqSd2yuWPbh4cev35Fy7au/dpIlow/7potC4ifqhcDQK7ZO9dKZMd+dEj+X87F34iKj204e7NNCI4K7RN8jNP23927969mqbx1/39/Ywx0zSJaFv/5q2DW0YWw7JMRdWi/UXuilQqRUShfUFJsqsrTVNJEIOBgN02um7oOglCtC/PQdPMVJlJRIyxtKJE9oWFfAn2YWYajBGRoiqMkSzLAVlWiV0w9wz+WZsCMMZyFaLFe7VEZl7iTtP8Zushl8fXb0jtW/jCD98Vnbg83DlTjnZKgVYhQEQRUQqRmORV0ReSZbunsKZpjLFQyG74vWmaiqoSUXQwkvc0c1KpdDAYLHJEXdd1XaD9FSuJ8vwZR1MpFbK77+29id7cQUOhoCQdcFDLstKKMrLMCrMUZhKRYRiarkf3jf5aNU01DFOSxFBof/d5naykZSiKKsuSLGcuKoVZCrMYY4qqKpbJApIoimlmqszSyEpZZsoykoaWEillGXHLGLKMAUsbtPS0Zdqc4Cw5emyk66TI+FNapkyQoqZpOq+QTXvf2Jno5dXLLHPkKYxkmoaqakQUHSjYvpdKp8P7QqKYv30gnVYYs+RAoNDto+m6ZZpWUNbIylcAU9U0IuK3jMUozoxR2yiqosviyJqKyeHzDjmdSrlCdux7a2B4N78MdgzlOdk0MxXL3Jocelzr+2W6l4g+2TpD6F2b67tqWbphJlPpdEI0GKVT6va+wTXb9jxgmEkioWfuf4hDOiWTomlSIGAo+UM8S1XJNA01G7jrumDuP18Wj8uplKAqumXS4ADbsY1t20qmSURCR6d4/kVWOEyqappm3vvOvjZGVci2fRt27tnGiAUO/O4sy1IUVRgIqizzfQ1Z+kA61W9pewTjTTP5ZHrfXlMjoqAg/ig2/9DBnUODO3MfT6VSpmVZgYAZCuUqzWIsnUqxoRYi0owEI8swhodT/Zo2aFgDqtEbH35rcHg9y3713R1HHXPYTyNKu6Hs4TsVDWNUrTLGxETCtExrZFWk06KukywbhiG0txetk5EV8s7udfuGdumGIQpCZMzTYKRUKh3uL3hHWMT2qWn+yyLQF0paRtwydpvKFiP1vDLwsjLIiBHRJe2z36fqie1rlEDB302KOpxODxERG2oxzLTJVE0bVLQ9idTmvqGX++Ov8DmxZ0366MGdZxl79xTaj2VZQjrNWmOWZRW9SKDmahDYxd/oJaKDx2V+8QtSy8yQvHXXeqJlRbcp+tlrr7325Zdf5q9nzJgxffr0gYEBIvrBiz/8YdRvf7rltFrKB8cfS0T2vXMsy9J1nVfIln98eYP629xb3USfji7+Vdu7FTF4f3Ln/cmdhXdTx/oy/3aYybdih1KxCjFNM1ch17z0/V9EXViWp4bareR4Y3CysW+KsW+mvnuWvjNmpfhb/zQ6Wt/zFpVSIdetufmu6MQSDj9Qfsmrb5o+sLr7aCqlQi5/+Qd/yFVIn82HMqYY+w7b8L37WfEUnMSkpdtPmPrKWpPW5sLnQgG7TCQXflck4gHFASGwKBoLDkufeBrJQRoaIqLBwcHiJ5CPYRi5Cvm3l//rgejk8vZDRAfpO88ffCC6Y+f9Ze8in870+Ll7l8549VD6xx25WgoR8d8Zo+qthUb/rRAkChIRkT5lavLcC6iUK+Sif/3wbxVUiHMtlvKR+CPH9K55tOJdBc3Qol0rDn61i/76Pbu/EYki02emzj4vHo971AcUXFSDwE6L60TUIe//I6lTFjcbA062cfLZJmS5sZj3ytQrhysbH2s5Ym3o4G2BCWnBw1lSoaiopQhEMpkhpsnMDDE9aOlBMiKWEmFqlKlRS2k1020s2W4l283hLjMeGJOpgrHCliaRFfKyrlpZ+qjUug8nHm+1jepEJrUr4yYkph/ct6hFczSJsXMsEGTt7WbXeGvaDH3OoazN5f2XQSBqN4cnmX2ztd4j1DcPVd+pfJ8BKxgyIhG9NaZ0dqbHTxie1qr68w/4ADPGm4Mz9N0L1c3L0+sirPz2dJnJLWp7e7p74vD0qYMHB6ygi+WEelCDwC4Qk4loyNifzh0wLPHAdbILbVP0s9dcc00ymeSve3t7H3zwwY6ODiL6t8WfWrVvw8hDWIxpqhYO24UvjEhRFCIKBYOF0uacbhhEFJBH12dQEKPZ+R513dQNXRQE+4NaFlNUNRwKiaIgC0JLgekilbQaIyEYCAYCsiAE+GkGbNuCRVEMBDJbzj326zP7M5N2mpalqVokEiaij2Q3HmZmv2UoZKWtzN+0vCEyGAiMaqMcpVBVHHCOjKmqSkThUNg+KFVVTZalokc0DEMUxFAo84QKSmEnFSJJUq5Crlr4qXMHN+UOGgjIo75xmzKbpmkYZu7oowo2Tg6GgqPfUhRVluVwQB75/UqWIPJDhMPSgUcf+R2NpGoaP/exbymKIklyICATkSiH20uskK8v/NSnBjfzsyDGCn3QsizeEhoOhwt9k4qiBkPBsWP3ZEFoFSRFUS3GApIcCOa/ZnTdtCyjUON+yGKWphNRJBwWxNGH6BBk4m3r4dDIKhUDLaVWyPXzzrs48Q6/DCLh/A3TARIimjFekCLjj5PEi/Nuo6pWOBSLhDpDgY6xyyGkUinTNAOBQLjAITRNM00zEhnT0idJFAxpmpa2GAUD7V3dRDT23CzLisfj7e3t5TXFyrKcq5Ab5593yd63LWbxDiH7DzHi0SoKQpsgEVFINaJEYTkYDO4vlGlZiqK0RA9o11YUxbQsWZZH3jWWxdJKuq21WxIDRCRKEUkIGppsmtaourIsK5lMtra2jjzBdDptGEbeLVtaWkbe6Yqi6Louy3Kkvb3UZ8j35n18x8A7hmFIohgcc8sfeI7574gc/uiICnJ7JBwQhDZBas3XDTGdVgIBWS78sDUMg9+e7a0TRVGUpKgstsjS6ItHURRBEGz6z5imqRgGEcViMfsKgXpQg8Cufd4Uog2b4xp1hYmIMWW7aoRnLnCyTfu8QfvPzpixfwyaJEmCIPCL/pCpSw6ZumTkIXRdj8fjXV12oy4YY319fUTU1tZmf6MmEglJkqJRu2kE0ul0MpkURXHcOLvRCZZl9ff3jxs3zj6U7O/vtyyrpaVl5CPevr+aIAi5CmmbNJ8mZaa11HU9kUiMKtV4olHTme/bt4+IYrGYff+5ZDJpWVYsZtdPX9f1oaEhIip6moODg5FIpOgR0+m0LMv88TqS8wqZN/PIeTMzfTcHBgZaWlpGfeOGYfAGrM7OzlGBpqqqqVSqs7Nz1P4TiYSqqsFgsK1t9LRhg4OD4XB41C9v/tUTUXt7+6inZ97viIiGh4cVRcl77kNDQ8FgcFQEUEqFLJ83czkRpVIpwzDGngKnaRqfS6Krq6vQzvv6+trb2wv9+hkcHDQMIxKJtLTkn2ohnU5rmtbenj/nlCuAzbXU19fX1taW9xeS8wpZOPuYhXQMvwy6u7vzbm/zDebYX9JsaMjUdTkUkgvcQXo6zXRdLvB1GIrChoeJqFBtW5bF3y0vsBtZIYsOOm5a56Kx351hGENDQ6MerXm/5byVOTQ0pOt6OBxubW3N/dA0zYGBgc4Dr7GhfHVlmqY5MCAfuCWLx01NG7WlZVlmf7984GXDEglTVaVgMFfDzq+Qw2cfP4sDga0AABk8SURBVHt4WFGUQCBQ6HLl7O8IIkqlUqlUqugvi6KPR1VVE4kEEXUUvj2JiCUSoiTJNr+/DMMaHKTsb1WbIkE9qMF0Jy2Tz46Iwrq7X+f/TWy+O2GyQ8+a7WQbJ58FAAAAaE41yNiJwUlfXT3v63++8abbz5nXaT5y95+jk1ZctqSLiO788mUvJNSbbr0tWmAbURQKfRYAAACgydVm5YnFn7rxy6Ef/uGph55LyPOXvuv7l10QEQUiGtjZu2NI4a0BhbYp9HMAAACAJlerJcWEY8/9wrHnjv7p5b+++/Ji2xT+OQAAAEBTq82SYgAAAADgOgR2AAAAAD6BwA4AAADAJxDYAQAAAPgEAjsAAAAAn0BgBwAAAOATCOwAAAAAfAKBHQAAAIBPILADAAAA8AkEdgAAAAA+gcAOAAAAwCcQ2AEAAAD4BAI7AAAAAJ9AYAcAAADgEwjsAAAAAHwCgR0AAACATyCwAwAAAPAJBHYAAAAAPoHADgAAAMAnENgBAAAA+AQCOwAAAACfQGAHAAAA4BMI7AAAAAB8AoEdAAAAgE8gsAMAAADwCbnWBfDW66+/fvXVV+d9y7IswzCCwaD9HlRVJaJAICCKdkGwYRiCIEiSZLONaZp8M/uDMsY0TQsGg4Ig2GymaRpjTJblkQd9/fXXbT5CBSrE9aogIlm2u7Qsy9J1nYiKnqau65IkFT2iaZqiKAYCgVFvlVchmqbJsjzqoPx7yVvmQhVoUzBd10VRHHXB5A4xtpLdOkQZFWKapmVZY/efKxj/KkOhUKF9apoWCAQKfdG6rluWJUlSoWvGYQFsrqW8XyhXaoXw76jQydp8gzn2l3SFtcEfMlT467AvPxG98cYbhd7iRlZI3tIyxnRdH3WtFtpybGGqvOWoy2bsDVXSFWJzP45kf0eQ418WRR+PTm5PcvD7a+TT7/XXX+/q6tq0adPNN99ss88ybNq0yd0dNi2fB3Z79uz5+9//XutSVJvN/dmcFWLzAG3OCrGBChmlOSuER4d5NWeF2GjCCunq6urv73/++edrXRDIz8+BXSwWO/XUUyvZg2EYjz/+OBEtXrx4/PjxFZZny5YtGzduDIfDxx13XIW7IqKnnnpKUZQ5c+bMmjVr5M8lSTr33HPzfqStra2SCuEPr4ULF06ePLnsnXD9/f1r1qwhopUrV9r/KenExo0bt2zZ0traevTRR499V5Kks846K+8HOzs7nVdIIpHgD7Kjjz66tbXVyUdee+21Xbt2dXd3L1myxMn2iqI89dRTRLRs2bKOjg4nH9mwYcP27dvb29uPPPJIJ9sTkSRJH/zgB/O+1dXVVeoVsmfPnldffZWITjzxRPs0bSHPP/98IpGYMWPG3Llzy/h4X1/fP//5TyI6/vjji2ad85Ik6b3vfW/et7q7u0uqEE3TnnjiCSJaunRpV1dXGYVZs2ZNf3//5MmTFy5cWMbHe3t7161bJwjCKaecUsbHLct69NFHiai7uzvvBhMnThxZIc8999zw8PCsWbPmzJljv+cXXnghHo9Pnz790EMPtd/ypZdeGhwcnDp16vz58+235HU1adKkRYsW2W/5yiuv7N27d+LEiYcddpj9lmvXrt29e/eoe1aSpBNPPDHv9pMmTRpZIevWrevt7R03btwRRxxhfyB7bv2y2L1799q1a4no5JNPtm/3sDfq6bdnz57ly5fHYrFKypaXJEmLFy92fbdNh0Fhw8PDPT09PT09jz32WOV7u+OOO3p6ek4//fTKd8UYO/3003t6eu644w5X9ubEsmXLenp67r///sp39dxzz/GK3bt3b+V7u/nmm3t6es4666zKd2Vj/fr1vMwbN250+JGvfOUrPT09X/jCFxxu39vbyw/x8ssvO/zIjTfe2NPT88lPftLh9q575JFHeJmTyWR5ezj33HN7enpuuumm8j7+9NNP8wL09/eXtwcX7du3jxfm2WefLW8Pl1xySU9Pzze+8Y3yPn7vvff29PQsX768vI+rqsrL//DDDzvZ/qyzzurp6bn55puLbvnxj3+8p6fnO9/5TtEtL7zwwp6enm9+85tFt7z00kt7enq+9rWvFd3yi1/8Yk9Pz1VXXVV0y6uvvrqnp+eyyy4rumVe1113XU9Pz8UXX1zex3Nuv/32np6e97znPRXu5+GHH+ZfqKqqlexnw4YNfD9vvfVWhUWCKsDgCQAAAACfQGAHAAAA4BPSddddV+sy1C9BECZOnLhy5crFixdX3p+gpaXl0EMPPfbYYw855JDKyzZu3LgVK1YsW7asvK48Zeju7l65cuXSpUvb29sr3FUwGJw5c+bKlSsXLlxYXseskVpaWhYsWHDMMcfMnj27wl3ZkGV52rRpK1euPOywwxz2C4zFYosXL16+fPn06dOdbC9J0uTJk1euXHn44YdHo1EnH2ltbV20aNGKFStGdbWsmlAodNBBB61cuXLBggXldeLp6Og48sgjly1bNnHixDI+HgwGZ82atXLlykWLFtkPS68CURQnTZrEnxgtLS1l7KG9vf2II4446qijpkyZUsbHI5HInDlzVq5cOW/evDI+LgjC+PHj+W3e1tZWdPvOzs6jjjpq2bJlEyZMsN+Sf8tHHnnkpEmTim7Z09Nz5JFHFu3L67yu2trali5dunz58qlTpxbdsqR7dpRYLHb44YcfffTRM2fOLOPjOdFodN68eccdd1zRzov2wuHw7Nmz+e1pP/+AvTKeflBDAmOs1mUAAAAAABegKRYAAADAJxDYAQAAAPiEn+exqxh79q5b73lyzbaEvGBRz2cuu3BKqPwePMwYeOCXP33wufW7hszpB81d/fGLT15UpFdKUUrfsxde+O0Zl//kP1YW6bZSsXqvCqpubXzl7A8HvvzTG47IP9dXbrOyKs3hzok8q8lSVHRhuFj+Kn77OU7OveA2Ts79rTs+d8W9W0f+5Kibf33tQe1O3rUvwPaHvnzpbRvGntI9f74vOKIjlrNDZA5U+Lot9SIpfgs4v3KM5Du/ue1nT722sV8PzZqz9OxPX7hsevG+j5VcTm5c1e48b11/PtTiLoNyIGNX0No7v/qfdz0cPmjZ6hMO2/7iQ5d//rtpq/z+iHdfc9nP7ntx6hEnnPWB0zqG1998zcX3v52opHjMSt1y1c1x06pkJw7VeVVQFWuDmcnn773x9ZRedMsyKs35zjkvarIkFV4YbpW/mvdCjpNzt9nGybnveXVQCk46bYQlsaDDd+0L0DL1qNMOcGpMEsKdywNCCQXIsb9uS7pIHN4CTq8cZv7s8i//6fmdS08648z3Hm9sevI/rvjKVtW033mFl1PlV7Vbz1t3nw81ucugTLWeSK9Omdrus96/+vzr/sb/2/fKbatWrbrxX/vK25s69NSqVasu/cna7M73fvpD7z/707+rpITP/+Rzq1atWrVq1Vee2FnJfoqq/6pg1aqN9bdc8cHVq/mBvvay3dTKZVSa851zHtWkcxVeGC6Wv2r3Qo6Tc7fZxuG53/qJM8/+9H2FymD/rsNCctsf/e7q95/12K7RU0wXPQQrdt2WdJE4vAWcXznDvb9YtWrVDc/t5v8devu/V61adc0zu+zPqJLLqfKr2q3nrevPh+rfZVA2ZOzyS/belTLZwo9mlmnqXPiJqCRsuHtzeXtL73mMiBacMYv/Vwx0L24JGOl3yi7ewOt3fesvW0+86Myy9+BcnVcFVbE2Jq784KWf//wlF6wsumUZleZ855wXNVmSCi8Mt8pfzXshx8m522zj8NxfGtZbDxr30tOPPfDgo2vf3FHSuw4LSUR66vVrb3lq0XnfOnHi6Bl2ih6Cil23JV0kDm8B51eOPmQtXrz4lPmZ1fmCsQlExGyzXxVeTpVf1W49b919PtTkLoOyoY9dfvE3eono4HGZCXsEqWVmSN66az3RsjL21j7n2vvu2//f/tf/8sig2n3cieWVzVTevu7630885rOXHiM8/tPy9lGCeq4Kqm5tdB5+zClEyr74j29/0n7LMirN+c4512uyVBVeGK6Uv8r3Qo6Tc7fZxsm5m8rmfbpJz377hmczP5l97Ie//eWPhwSh6LvOC0lEz938g0Rw0TWrR88B6eQQVOy6LekicXgLOL9yOuad/+//TkS0/rGH3+jf9+qj/xeZuOTiZQVX/a78cqr8qnbreevi86FWdxmUDRm7/LS4TkQd8v5HWKcsWsZAhbtlZuLxe267+JqfirGFV31uaXn7uPv663cEF/7HFaUt1l62Oq4Kqn5tOORRpeXlUk2WzK1zrKD8Nfv2nZy7k21szl0bXiOK4vRjP3rb7f/7+//9xZUfX/H20/dc9/vNTt51XgB18OnvP7d3xRc/HxVHz17r5BBFeXojOL9ynvjlz+/81e9e2jY8q2fZhGCh33puXk5lX9Wu11jFz4c6fcaCDWTs8gvEZCIaMvYn7QcMSwwWn4rdxp61D3/vpp+/MaDOO+5D//bZc6eHyxnotPWBb/12XfLiW67qlkWlktI4VrdVQR7XxsiRgwsu+/GNJxeZs34kLyotL7dqsgyunGMl5a/+vZDj5NyLbmN/7pHuD91774dy/1155tV/+9OZ6+//E33kiqLvOi/kqz/+BYVmfPbIPEmsvIdY94evr/6fOP+Jk5vCuxuhpCvnol/cfRFR38ZHP3PFzV+JLfj+uXmWcyjvcsr7lKjkqna3xip/PtTwLoOyIbDLr33eFKINm+MadYWJiDFlu2qEZy4oe4fbH//JZ3/wYOvMo6/52sVHHdxZ9n5ev28dY9qPP/vRH2d/8tp3P7P6u6PnKXBR3VYFeVwb4w77yBe+MMRfd8wvrZyuV1peLtZkGSo/xwrLX/17IcfJudtvU/TcUzu29KbNOXMOzv5AODgsr1OGnLzrsJCW0XfLi3snn/KtcL7FpvIfItX9hS+cz//v5Kbw6EZweOW8+fNv/3Jz6oZvXi8JRERdc06eG7l182MvUL7ArrzLaexTosKr2sUac+X5UMO7DMqGwC6/lslnR8TH1t39Ol21gogSm+9OmGzFWWUuRWoqm79084MTj/vUzVesjoxp8ijJ3PedeW5Cy+5202//8NyE49532sxW7xI1dVsV5HFtRKcuO6WEJN0B3K20vNytyTJUeI6Vl7/690KOk3O32cbJuQ+s/9nlP1z7iR/974dnxojI1HqfiKuxQ0918q7DQvb968cDhvXBsw6mfAoc4oOnnHK8uxVVKudXTnRa39r7NjywK7V6cpSITOXtTYoRnZV/EdjyLqdRT4nKr2q3asyt50MN7zIoGwK7/MTgpK+unvf1P9940+3nzOs0H7n7z9FJKy5b0lXe3vY8/7OUyaZKW+/8Se7PHgpE53/6kyeVuqs57/lA7o9NZeBvv/3DcxNWvPcsL6eLrNuqoFrUhkPuVlpe7tZkGSo8x8rLX8Nv3+bc7/zyZS8k1JtuvS1aeBubc899fPIJXzzi15f85sqr+89Y2S4pr/7joT7W8e9fWcE3tnnXSQG4dXe/Jcodp3cdsKa7wwJUXlFlc37lTDnlS3PvvPhXX7p6z7tWxCT1lX88pAltX7rqqLy7deVyqvyqdqvG3Ho+1O0zFmwgsCto8adu/HLoh3946qHnEvL8pe/6/mUXlP13T/+LfUT01uN/f2vED8OdZtV+B1cIVVEGFystr3qoyUrOsR7KX4lC5z6ws3fHkMKY3TY25577uBjo/urNN/zyp7985uE/JVjLnLnH3PDvnz6sNcA3tnnXSQGIiJhx19vxSPfHgge2wzosQOUVVTbnV44YmHDDzd+4/Sf/8/Rf/zRMrQcdfPQ111xwZGeIPOPKVe1KjTX6/QWVEBgrfwkBAAAAAKgfmO4EAAAAwCcQ2AEAAAD4BAI7AAAAAJ9AYAcAAADgEwjsAAAAAHwCgR0AAACATyCwAwAAAPAJBHYAAAAAPoHADgAAAMAnENgBNK9NvztRKOyjG/or3P+Hx7fIoSmuFBUAAJzAWrEAza7t4FNPX5ZnlfEVbcHqF6YML39lybIbX7l80+BNs9trXRYAgBpDYAfQ7KaedsNvf7yi1qUAAAAXoCkWAJqROrDxiUef6DdYrQsCAOAmBHYAYKf30asEQZh26k25n2y+5wJBEOZfcLc+/E9BEA4554l/3v3tD7/r2AmtsblLV376a79WCwRLa/5wy/uPXTptfHuwpXP2vCUXf+O2fsPib104uTXSeYqy94VLP3z8hI5oS9fUY1Zd8sg7w0U/e0ZXdNmNrxDR9w/uCLcfyzce3PCX895/2rwZ46Nd01ecfMa3//BKbj8XTm6Ndp2x+b7rZ0yad8IpJ1x16lRBEC5esze3ATP6Z0YCwdZFSQsxHwA0IAYAzWrjb08govkXP2O/2S/Omk1En7l3C2NMi780JyJHxr97l2ZqiTVEFOpcKMqdn/3693571+1f+cwpRDT95MtVizHGPtQdlYKT+U62/OkyQRBCHXPPPu/CCz/6vsWzO4jooA/8N3/3gkktUnDycV0d53/ztr8+8fhvfnRlqyRGuk7aq5n2n/3rr+689t3TiOi0//zhHb+8jzG27aFrOmRRDIw7dfU5nz73g4u6wkR04uf/mDuQKLd1B6TJR/6/T116+dNrriSi6af9IXeyvU9+gojmnveIqzUNAFAlCOwAmhcP7AoZ0C2+maFsPrYtFIgueGVY++7JUwUxeOvr/YwxHtgR0SUPb8vt829XHk5EH/rzFnZgYPe5qTFBEP+yO8X/axmJFW0hUYrx/14wqYWIVnx7TW4/fzp1GhFds2Wo6GdfunoxEV2+aZAxZhmDR7QGRanlrlf6+Lva8BsfnBAlop9uS+QOtPTKu43MvtTFrUE5PCtuZE72J8smENFt2xMu1jMAQNVg8ARAsys0KjaQ7akhhWb98a/XTDrmGyefcEzfyzuOuvqRSxd05jYLtR/3o9Om5f57wtfvoO8ue+zK+2j150bu7XMPPnUBCyyeEMn9JCYJlpkYuc2tly7KvZ7WM47+vn1Atxx+lht6+4Y1w9q0U3559uHjMmfRMvf7Pz/pj6sf+NH3133m+0fxH373q6sl/koIfu+900/73aar1/bduqTbSL/5pX/ui04455KprQXrCwCgjiGwA2h2TkbFTjj6a3d/8n/OvPOllsnnPPLNk0a+Fen+sDTiv4HWnoMj8vZdvyU6ILA75LDDd73y5G9uv+W1tWvXvvbK88+8vDdtjNxAEAJLWgMj/is4/2xO/7/WENGMM5eM/GH3kauIHtj18Faio4hIEMSjR8zkcuS3Pka/u/7+q5+69aH3v/N/nx82rRXXXGtfGwAAdQuDJwDACeu1N+JEpA6+uCGlH/AO00ZtqliMWcqoH/7PF06esvSET3z2uqc2DS8+6awf3/O3sydED9hCkATKr/hnbQmCTETMyhZbCLaI+w/VPvuaZbHgzn9cMWyyO65+ThCDPzh/jvOdAwDUFWTsAKC4dT//yPXP7Fpy0bn/+un/vm/1D3Y8dlXureTuXyXML8WyUVlq1292qGbbpDNGfjy1+xcf/+FjnfOufPvVGzuyTbz3C4UCuQOU9NnOxUuIHt/2h7V00bzcD/vW3EdEE044KP8BhMB33j/z5F+/dcUz9/x8c3zcgm8vjzXGzMwAAGMhYwcARaT3PHjSZ+9tO+gTz9z261+dNbv38as/dc/m3Lt68rUP/+hJ/pqZQ98550oiWv71c0fuQY0/Q0Ttc0/JRWZ7nr/1rr0pIrKKHd3hZ/ncJB2zv7G4Nbjj0Qv+uGGQ/9xIbbzs/L8T0aVXLSx0iJ7rzyOin514lsXYqTd/tFiJAADqFzJ2AM2u95HrP/ax7rE/b5t5xW3fWkpMveLEc/eZ4V89dktEFM75xV//64GFv/7EaZe8a90SgYhICk392+UnLrnvjKMOblv75P8998bQhOWf+eN5hxywqxnXHNX2q5ceOHPV2R9ZOn/izg3P33XPE7NaA2/Gtfeed8m1P7rZpnhFP9vWFSSi+6/5eue8uV/7xmfv++0XD3v/dz+y+NB3v+/0GS3pZx64/5W96eM/e/e/zWoreIhZV61o+/dn46ocmn7L8ZPLq0YAgLpQ62G5AFAz9tOdTFhyP2Ps2W+dSEQrvv5k7lPbHvocEU054T/5dCfj5t7x2u9vOHXF4eMi0dmHHX3eVT8fNjNTh4yc7mTozb9ccPpRU8ZFYxMPOv70M3/91Paht/543urjlqw4+e8DygWTWgQxPLJsfBKTS98aKPpZZeCpM46YFZKDk+a8n3+2/7X7zj3jpEOmjQt3TjnyhHffeM+/crsdeyDuH+cfSkSzVv/ZzfoFAKg6gTHMrg4A5dCH/xmMHTFu7h19b5zv+s6Zmd7+9iZ9+vzZYan41hX7zSnTzn10xw1vDX5tTnsVDgcA4BE0xQJAPRKkyPRDFhXfzg368Mv/9sTOcOdp1yCqA4AGh8ETANC8jNTad7/vzBOXnTJgWKfddAseiADQ6PAcA4BmJm5/5bE1u6PnXPWre8+fW+vCAABUCn3sAAAAAHwCGTsAAAAAn0BgBwAAAOATCOwAAAAAfAKBHQAAAIBPILADAAAA8AkEdgAAAAA+gcAOAAAAwCcQ2AEAAAD4BAI7AAAAAJ/4/9UT0NzM+kciAAAAAElFTkSuQmCC"
},
"execution_count": 13,
"metadata": {
},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"
},
"execution_count": 13,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"#select model that you would like to do sensitivity analysis on\n",
"model_number <- 18\n",
"\n",
"#calculate the relative importance of the inputs in model using Garson's method\n",
"rel_imp_nnet <- garson(#Garson's method of calculating importance\n",
" model_nnet_list[[model_number]],\n",
" bar_plot = FALSE\n",
" )\n",
"\n",
"# set colour of input nodes based on their relative importance\n",
"cols <- colorRampPalette(brewer.pal(9,\"Oranges\"))(30)[rank(rel_imp_nnet)]\n",
"\n",
"# plot network\n",
"plotnet(\n",
" model_nnet_list[[model_number]],\n",
" cex_val = 0.5,\n",
" circle_cex = 3,\n",
" circle_col = list(cols, 'lightblue'),\n",
" max_sp = TRUE\n",
" );\n",
"\n",
"# Take a look at the relative importance values for each input variable, the variables have been sorted from highest to lowest relative importance.\n",
"rel_imp_nnet$variable <- row.names(rel_imp_nnet);\n",
"rel_imp_sorted <- rel_imp_nnet[order(rel_imp_nnet$rel_imp, decreasing = TRUE),]\n",
"rel_imp_sorted\n",
"\n",
"# Lets profile the the top 4 variables with highest relative importance values as well as the variable with the lowest variable importance value. That is, let us see the relationship of each variable on the response.\n",
"\n",
"#choose variables to analyse\n",
"plot_variables <- rel_imp_sorted$variable[c(1:4, 28:30)]\n",
"\n",
"# profile each variable while holding all others at quantiles ranging from 0 to 1\n",
"lekprofile(\n",
" model_nnet_list[[model_number]],\n",
" xsel = plot_variables,\n",
" group_vals = seq(0, 1, by = 0.25),\n",
" grp_nms = seq(0, 1, by = 0.25)\n",
" )\n",
"\n",
"# Since covariance among the predictors can create unlikely scenarios if one holds all the other variables at the same value, one can use kmeans clustering to find natural clusters of variables and hold each variable in the cluster at a constant value equal to the mean of the cluster\n",
"\n",
"#profile each variable while holding all others at the means of each cluster\n",
"lekprofile(\n",
" model_nnet_list[[model_number]],\n",
" xsel = plot_variables,\n",
" group_vals = 4\n",
" )\n"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"collapsed": false
},
"outputs": [
],
"source": [
]
}
],
"metadata": {
"kernelspec": {
"display_name": "R (R-Project)",
"language": "r",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "3.4.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}