aboutsummaryrefslogtreecommitdiffstats
path: root/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1
diff options
context:
space:
mode:
Diffstat (limited to 'Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1')
-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/MPC.pngbin0 -> 237869 bytes
-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Node_Activity.pngbin0 -> 229975 bytes
-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Node_Type.pngbin0 -> 215491 bytes
-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Out_Degree.pngbin0 -> 240923 bytes
-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Violations.pngbin0 -> 221779 bytes
-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/MPC.pngbin285347 -> 249645 bytes
-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Node_Activity.pngbin285060 -> 247153 bytes
-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Node_Type.pngbin316647 -> 239303 bytes
-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Out_Degree.pngbin322141 -> 240635 bytes
-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Violations.pngbin306030 -> 125245 bytes
-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/src/BoxPlot.ipynb102
11 files changed, 74 insertions, 28 deletions
diff --git a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/MPC.png b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/MPC.png
new file mode 100644
index 00000000..560cebd4
--- /dev/null
+++ b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/MPC.png
Binary files differ
diff --git a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Node_Activity.png b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Node_Activity.png
new file mode 100644
index 00000000..e3ff605c
--- /dev/null
+++ b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Node_Activity.png
Binary files differ
diff --git a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Node_Type.png b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Node_Type.png
new file mode 100644
index 00000000..b57ea9b4
--- /dev/null
+++ b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Node_Type.png
Binary files differ
diff --git a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Out_Degree.png b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Out_Degree.png
new file mode 100644
index 00000000..c3fa40e1
--- /dev/null
+++ b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Out_Degree.png
Binary files differ
diff --git a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Violations.png b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Violations.png
new file mode 100644
index 00000000..d4f25912
--- /dev/null
+++ b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/ecore/Violations.png
Binary files differ
diff --git a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/MPC.png b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/MPC.png
index 3ba463f4..b4f2b9a2 100644
--- a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/MPC.png
+++ b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/MPC.png
Binary files differ
diff --git a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Node_Activity.png b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Node_Activity.png
index ed6c1c43..44da865d 100644
--- a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Node_Activity.png
+++ b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Node_Activity.png
Binary files differ
diff --git a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Node_Type.png b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Node_Type.png
index bfb0f1fd..fb9b86d1 100644
--- a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Node_Type.png
+++ b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Node_Type.png
Binary files differ
diff --git a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Out_Degree.png b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Out_Degree.png
index f7349c93..49e4222a 100644
--- a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Out_Degree.png
+++ b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Out_Degree.png
Binary files differ
diff --git a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Violations.png b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Violations.png
index a8790329..7d131230 100644
--- a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Violations.png
+++ b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/output/yakindumm/Violations.png
Binary files differ
diff --git a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/src/BoxPlot.ipynb b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/src/BoxPlot.ipynb
index bfae000e..5104cab5 100644
--- a/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/src/BoxPlot.ipynb
+++ b/Metrics/Metrics-Calculation/metrics_plot/Measurements/Measurement1/src/BoxPlot.ipynb
@@ -2,7 +2,7 @@
2 "cells": [ 2 "cells": [
3 { 3 {
4 "cell_type": "code", 4 "cell_type": "code",
5 "execution_count": 1, 5 "execution_count": 18,
6 "metadata": {}, 6 "metadata": {},
7 "outputs": [], 7 "outputs": [],
8 "source": [ 8 "source": [
@@ -20,7 +20,7 @@
20 }, 20 },
21 { 21 {
22 "cell_type": "code", 22 "cell_type": "code",
23 "execution_count": 2, 23 "execution_count": 19,
24 "metadata": {}, 24 "metadata": {},
25 "outputs": [], 25 "outputs": [],
26 "source": [ 26 "source": [
@@ -39,7 +39,7 @@
39 }, 39 },
40 { 40 {
41 "cell_type": "code", 41 "cell_type": "code",
42 "execution_count": 33, 42 "execution_count": 115,
43 "metadata": {}, 43 "metadata": {},
44 "outputs": [], 44 "outputs": [],
45 "source": [ 45 "source": [
@@ -47,26 +47,27 @@
47 "mpc_guide = getModels('../input/{}/MPC/'.format(domain), 100)\n", 47 "mpc_guide = getModels('../input/{}/MPC/'.format(domain), 100)\n",
48 "na_guide = getModels('../input/{}/NodeActivity/'.format(domain), 100)\n", 48 "na_guide = getModels('../input/{}/NodeActivity/'.format(domain), 100)\n",
49 "od_guide = getModels('../input/{}/OutDegree/'.format(domain), 100)\n", 49 "od_guide = getModels('../input/{}/OutDegree/'.format(domain), 100)\n",
50 "nt_guide = getModels('../input/{}/NodeType/'.format(domain), 100)\n", 50 "# nt_guide = getModels('../input/{}/NodeType/'.format(domain), 100)\n",
51 "composite_guide = getModels('../input/{}/Composite/'.format(domain), 100)\n", 51 "composite_guide = getModels('../input/{}/RealViatra/'.format(domain), 100)\n",
52 "composite_no_violations_guide = getModels('../input/{}/Composite_Without_Violations/'.format(domain), 100)\n", 52 "composite_no_violations_guide = getModels('../input/{}/Composite_Without_Violations/'.format(domain), 100)\n",
53 "violations_guide = getModels('../input/{}/Violations/'.format(domain), 100)\n", 53 "# violations_guide = getModels('../input/{}/Violations/'.format(domain), 100)\n",
54 "human = getModels('../input/{}/Human/'.format(domain), 304)\n", 54 "human = getModels('../input/{}/Human/'.format(domain), 304)\n",
55 "model_types = [human, composite_guide, mpc_guide, na_guide, od_guide, nt_guide, composite_no_violations_guide, violations_guide]" 55 "model_types = [human, composite_guide, mpc_guide, od_guide, composite_no_violations_guide, na_guide]"
56 ] 56 ]
57 }, 57 },
58 { 58 {
59 "cell_type": "code", 59 "cell_type": "code",
60 "execution_count": 34, 60 "execution_count": 116,
61 "metadata": {}, 61 "metadata": {},
62 "outputs": [], 62 "outputs": [],
63 "source": [ 63 "source": [
64 "type_map = {'Entry': 0.04257802080554814, 'Choice': 0.1267671379034409, 'State': 0.1596092291277674, 'Transition': 0.6138636969858629, 'Statechart': 0.010136036276340358, 'Region': 0.04467858095492131, 'Exit': 0.0018338223526273673, 'FinalState': 0.0005334755934915977}" 64 " type_map = {'Entry': 0.04257802080554814, 'Choice': 0.1267671379034409, 'State': 0.1596092291277674, 'Transition': 0.6138636969858629, 'Statechart': 0.010136036276340358, 'Region': 0.04467858095492131, 'Exit': 0.0018338223526273673, 'FinalState': 0.0005334755934915977}\n",
65 "# type_map = {'EAttribute': 0.23539778449144008, 'EClass': 0.30996978851963747, 'EReference': 0.33081570996978854, 'EPackage': 0.012789526686807653, 'EAnnotation': 0.002517623363544813, 'EEnumLiteral': 0.07275931520644502, 'EEnum': 0.013645518630412891, 'EDataType': 0.004028197381671702, 'EParameter': 0.005941591137965764, 'EGenericType': 0.002014098690835851, 'EOperation': 0.009415911379657605, 'ETypeParameter': 0.0007049345417925478}"
65 ] 66 ]
66 }, 67 },
67 { 68 {
68 "cell_type": "code", 69 "cell_type": "code",
69 "execution_count": 35, 70 "execution_count": 117,
70 "metadata": {}, 71 "metadata": {},
71 "outputs": [], 72 "outputs": [],
72 "source": [ 73 "source": [
@@ -89,7 +90,7 @@
89 }, 90 },
90 { 91 {
91 "cell_type": "code", 92 "cell_type": "code",
92 "execution_count": 36, 93 "execution_count": 118,
93 "metadata": {}, 94 "metadata": {},
94 "outputs": [], 95 "outputs": [],
95 "source": [ 96 "source": [
@@ -100,7 +101,7 @@
100 }, 101 },
101 { 102 {
102 "cell_type": "code", 103 "cell_type": "code",
103 "execution_count": 37, 104 "execution_count": 119,
104 "metadata": {}, 105 "metadata": {},
105 "outputs": [], 106 "outputs": [],
106 "source": [ 107 "source": [
@@ -118,11 +119,11 @@
118 }, 119 },
119 { 120 {
120 "cell_type": "code", 121 "cell_type": "code",
121 "execution_count": 46, 122 "execution_count": 120,
122 "metadata": {}, 123 "metadata": {},
123 "outputs": [], 124 "outputs": [],
124 "source": [ 125 "source": [
125 "labels = ['human', 'combined', 'mpc', 'node activity', 'out degree', 'node type', 'combined_nv', 'violations']\n", 126 "labels = ['human', 'combined', 'mpc', 'out degree', 'combined_nv', 'node activity', 'node type', 'violations']\n",
126 "output_path = '../output/{}/'.format(domain)\n", 127 "output_path = '../output/{}/'.format(domain)\n",
127 "mkdir(output_path)" 128 "mkdir(output_path)"
128 ] 129 ]
@@ -136,7 +137,7 @@
136 }, 137 },
137 { 138 {
138 "cell_type": "code", 139 "cell_type": "code",
139 "execution_count": 47, 140 "execution_count": 121,
140 "metadata": {}, 141 "metadata": {},
141 "outputs": [], 142 "outputs": [],
142 "source": [ 143 "source": [
@@ -148,18 +149,26 @@
148 " fig.set_size_inches(5, 4)\n", 149 " fig.set_size_inches(5, 4)\n",
149 " ax1.set_xticklabels(labels, rotation=45, fontsize=15)\n", 150 " ax1.set_xticklabels(labels, rotation=45, fontsize=15)\n",
150 " #plt.title(title, fontsize=20)\n", 151 " #plt.title(title, fontsize=20)\n",
151 " plt.boxplot(distances)\n", 152 " result = plt.boxplot(distances)\n",
153 " print(result['medians'][4].get_ydata())\n",
152 " plt.savefig('{}/{}.png'.format(output_path, title), dpi=500, bbox_inches=\"tight\")" 154 " plt.savefig('{}/{}.png'.format(output_path, title), dpi=500, bbox_inches=\"tight\")"
153 ] 155 ]
154 }, 156 },
155 { 157 {
156 "cell_type": "code", 158 "cell_type": "code",
157 "execution_count": 48, 159 "execution_count": 122,
158 "metadata": {}, 160 "metadata": {},
159 "outputs": [ 161 "outputs": [
160 { 162 {
163 "name": "stdout",
164 "output_type": "stream",
165 "text": [
166 "[0.03006364 0.03006364]\n"
167 ]
168 },
169 {
161 "data": { 170 "data": {
162 "image/png": "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\n", 171 "image/png": "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\n",
163 "text/plain": [ 172 "text/plain": [
164 "<Figure size 360x288 with 1 Axes>" 173 "<Figure size 360x288 with 1 Axes>"
165 ] 174 ]
@@ -180,12 +189,19 @@
180 }, 189 },
181 { 190 {
182 "cell_type": "code", 191 "cell_type": "code",
183 "execution_count": 49, 192 "execution_count": 123,
184 "metadata": {}, 193 "metadata": {},
185 "outputs": [ 194 "outputs": [
186 { 195 {
196 "name": "stdout",
197 "output_type": "stream",
198 "text": [
199 "[0.02142857 0.02142857]\n"
200 ]
201 },
202 {
187 "data": { 203 "data": {
188 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFBCAYAAAD62V3FAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO2deXhdVdX/P6tJ2pQ2QEtLkY4oFEIjipSCWMCCTKKAAz8IiCJRQGydETSVSYqAsxXfF6RFQQmIiiJUC0IQyiRFhBbDUBFsX2Zoy1BK02T//lj79O57enNyc6dzk6zP89wnufvee846e5/zPWuvvfY+4pzDMAzDyM2QtA0wDMOoZkwkDcMwEjCRNAzDSMBE0jAMIwETScMwjARMJA3DMBKoTWvHY8aMcVOmTElr94ZhDFAeeOCBl5xzY0u1vdREcsqUKSxdujSt3RuGMUARkadLuT3rbhuGYSRgImkYhpGAiaRhGEYCJpKGYRgJmEgahmEkYCJpGEbqtLW10dTURE1NDU1NTbS1taVt0iZSSwEyDMMAFcjW1lYWLFjAzJkzWbJkCS0tLQA0NzenbB1IWutJTp8+3VmepGEYTU1NzJ8/n1mzZm0qa29vZ86cOSxfvrzP2xORB5xz00tln4mkYRipUlNTw/r166mrq9tU1tnZSX19PV1dXX3eXqlF0mKShmGkSmNjI0uWLMkqW7JkCY2NjSlZlI2JpGEYqdLa2kpLSwvt7e10dnbS3t5OS0sLra2taZsG2MCNYRgpEw3OzJkzh46ODhobG5k3b15VDNqAxSQNwxhgWEzSMAyjguQlkiJyqIg8JiIrROTMhO99XESciJRMxQ3DMNKkV5EUkRrgEuAwYFegWUR2zfG9BuALwH2lNtIwDCMt8vEkZwArnHNPOuc2ANcAR+b43reBi4H1JbTPMAwjVfIRyfHAyuD9Kl+2CRHZHZjonLsxaUMicrKILBWRpS+++GKfjTUMY+AgInm90iYfkcxl5aYhcREZAvwQ+GpvG3LOXeacm+6cmz52bMkeQWEYRj/EObfZK1d52uQjkquAicH7CcAzwfsGoAm4XUSeAvYGbrDBG8MwBgL5iOT9wE4isoOIDAWOBW6IPnTOrXXOjXHOTXHOTQHuBY5wzlkSpGEY/Z5eRdI5txGYDSwGOoDfOOceEZHzROSIchtoGIaRJnlNS3TOLQIWxcrO6uG77y/eLMMwjOrAZtwYhmEkYCJpGIaRgImkYRhGAiaShmEYCZhIGoZhJGAiaRiGkYCJpGEYRgImkoZhGAmYSBqGYSRgImkYhpGAiaRhGEYCJpKGYRgJmEgahmEkYCJpGIaRgImkYRhGAiaShmEYCZhIGoZhJGAiaRiGkYCJpGEYRgImkoZhGAmYSBqGYSRgImkYhpGAiaRhGEYCJpKGYRgJmEgahmEkYCJpGIaRgImkYRhGAiaShmEYCZhIGoZhJGAiaRiGkYCJpGEYRgImkoZhGAmYSBqGYSRgImkYhpGAiaRhGEYCJpKGYRgJmEgahmEkYCJpGIaRQF4iKSKHishjIrJCRM7M8fmpIrJMRP4pIktEZNfSm2oYhlF5ehVJEakBLgEOA3YFmnOI4NXOuXc6594NXAz8oOSWGoZhpEA+nuQMYIVz7knn3AbgGuDI8AvOuVeDtyMAVzoTDcMw0qM2j++MB1YG71cBe8W/JCKfB74CDAUOyLUhETkZOBlg0qRJfbXVMAyj4uTjSUqOss08RefcJc65dwBnAHNzbcg5d5lzbrpzbvrYsWP7ZqlhGEYK5COSq4CJwfsJwDMJ378GOKoYowzDMKqFfETyfmAnEdlBRIYCxwI3hF8QkZ2Ct4cDT5TORMMwjPToNSbpnNsoIrOBxUANsNA594iInAcsdc7dAMwWkQ8AncBq4FPlNNowDKNS5DNwg3NuEbAoVnZW8P8XS2yXYRhGVWAzbgzDMBIwkTQMw0jARNIwDCMBE0nDMIwETCQNwzASMJE0DMNIwETSMAwjARNJwzCMBEwkDcOoCKNHj0ZEEl9A4uejR4+uuN15zbgxDMMoltWrV+NccUvNRkJaScyTNAzDSMBE0jAMIwETScMwjARMJA3DMBIwkTQMw0jARNIwDCMBE0nDMIwETCQNwzASMJE0DMNIwETSMAwjARNJwzCMBEwkDcMwEjCRNAzDSMBE0jAMIwETScMwjARMJA3DMBIwkTQMw0jARNIwDCMBE0nDMIwETCQNwzASMJE0DMNIwETSMAwjARNJwzCMBEwkDcMwEqhN2wDDMAYH7uwt4Zytit9GhTGRNAyjIsi5r+KcK24bIrhzSmNPvlh32zAMIwETScMwjATyEkkROVREHhORFSJyZo7PvyIi/xKRh0XkVhGZXHpTDcMwKk+vIikiNcAlwGHArkCziOwa+9qDwHTn3G7Ab4GLS22oYRhGGuTjSc4AVjjnnnTObQCuAY4Mv+Cca3fOrfNv7wUmlNZMwzCMdMhHJMcDK4P3q3xZT7QAf871gYicLCJLRWTpiy++mL+VhmEYKZGPSEqOspzj+CLyCWA68N1cnzvnLnPOTXfOTR87dmz+VhqGYaREPnmSq4CJwfsJwDPxL4nIB4BWYH/n3FulMc8wDCNd8vEk7wd2EpEdRGQocCxwQ/gFEdkduBQ4wjn3QunN3Jy2tjaampqoqamhqamJtra2SuzWMIxBRq+epHNuo4jMBhYDNcBC59wjInIesNQ5dwPavR4JXCciAP91zh1RLqPb2tpobW1lwYIFzJw5kyVLltDS0gJAc3NzuXZrGMYgRIqdJlQo06dPd0uXLi3ot01NTcyfP59Zs2ZtKmtvb2fOnDksX768VCYahlFCRKQ00xJ72YaIPOCcm17UjsLt9UeRrKmpYf369dTV1W0q6+zspL6+nq6urlKZaBhGCemvItkvpyU2NjayZMmSrLIlS5bQ2NiYkkWGYQxU+qVItra20tLSQnt7O52dnbS3t9PS0kJra2vaphmGMcDol0ulRYMzc+bMoaOjg8bGRubNm2eDNoZhlJx+GZM0DKP/0V9jkv3SkzQMo3/iUwQLZtSoUSWyJH9MJA3DqAj5eJGl8DZLTb8cuDEMw6gUJpKGYRgJmEgahmEkYCJpGIaRgImkYRhGAiaShmEYCZhIGoZhJGAiaRiGkYAlkxtGBchnpkm1JVEbiomkYVSAuABW48wSIzfW3TYMw0jARNIwDCMB624bhpEKPcVp4+VphyVMJAcA+S4/lfbJZhgh/eV8NJEcANiggGGUj34bk2xra6OpqYmamhqamppoa2tL2yTDMAYg/VIk29raOOWUU3j88cfp7u7m8ccf55RTTjGhrCLsJmYMFPqlSM6ePZt169Zx4YUX8sYbb3DhhReybt06Zs+enbZpBiqQra2tzJ8/n/Xr1zN//nxaW1tNKI3+iXMuldcee+zhCgVwF198cVbZxRdf7PRwjLTrYdq0ae62227LKrvtttvctGnTUrKo+ki7jQYywFJXQq3ql54kQFNTU+J7Iz06OjqYOXNmVtnMmTPp6OhIySLDKJx+KZK1tbUcf/zxtLe309nZSXt7O8cffzy1tTZYXw00NjZy7rnnZsUkzz33XBobG9M2zTD6TL8UyVNPPZW1a9fS3NzM0KFDaW5uZu3atZx66qlpm2YAs2bN4qKLLuKkk07itdde46STTuKiiy5i1qxZaZtmGH2mX4rk/PnzOe2001izZg0Aa9as4bTTTmP+/PkpW2YAtLe3c8YZZ7Bw4UIaGhpYuHAhZ5xxBu3t7RW1Q0R6fRlGb4hLKel4+vTpbunSpX36jc0syY+0k8lrampYv349dXV1m8o6Ozupr6+nq6srNbvSrpeQarJloCEiDzjnppdqe/3Kk8w18pSr3EiXxsZGlixZklW2ZMkSi0ka/ZJ+JZJG/6C1tZWWlpasgbWWlhZaW1vTNs0w+owNBxslp7m5GYA5c+bQ0dFBY2Mj8+bN21RuGP2JfhWTzIXFdjbH6iQ31VQv1WTLQGNQxyQNZfTo0b2O2PY2qjt69Oiy2GYjysZAw7rb/ZDVq1cX7YWUS6zidpnHZPR3zJM0DMNIIC+RFJFDReQxEVkhImfm+Hw/EfmHiGwUkY+X3kzDSKa3EEQlwxDVZItRPL12t0WkBrgEOAhYBdwvIjc45/4VfO2/wInA18phpGH0RilCEFCaMEQ12WIUTz4xyRnACufckwAicg1wJLBJJJ1zT/nPustgo2EYRmrk090eD6wM3q/yZX1GRE4WkaUisvTFF18sZBOGYRgVJR+RzOXzF9SXcM5d5pyb7pybPnbs2EI2YRiGUVHyEclVwMTg/QTgmfKYYxiGUV3kE5O8H9hJRHYA/g84FjiurFYZibizt4Rztip+G0ZZKEX7bNqOkTp5TUsUkQ8CPwJqgIXOuXkich76LIkbRGRP4HpgFLAeeM45Ny1pmzYtsXBKccyVqrf+tp9qqtvBeG6XglJPS8xrxo1zbhGwKFZ2VvD//Wg33DAMY0BhM24MwzASsLnbxoDA4oBGuTCRNAYEcu6rpYsDnlO8PcbAwbrbhmEYCZhIGoZhJGAiaRiGkYDFJI0BQylWzRk1alQJLDEGEiaSRsGMHj2a1atX9/q93sRr1KhRvPLKK0XZkuekiIolZ5tgDxxMJI2CsXUTc1Ntgm0Uh8UkDcMwEqhqkSzFMvi2BL5hGMVQ1d3tan4qoGEYg4OqFkmjZ4oVfxsUMIz8MJHsh/TmXduggGGUjqqOSfYH2traaGpqoqamhqamJtra2tI2yTCMEmKeZBG0tbXR2trKggULmDlzJkuWLKGlpQWA5ubmlK0zDKMUmCdZBPPmzWPBggXMmjWLuro6Zs2axYIFC5g3b17aphmGUSLMkyyCjo4OVq1aRVNTEx0dHTQ2NnLGGWfQ0dGRtmkVwdZwNAYDeT3jphzk84ybanreSC4mTpzI66+/ztZbb81///tfJk2axJo1axg5ciQrV67sfQNlYjA+V6aa9pMP1WTLQKPUz7ix7nYRrFu3jtdee405c+Zk/V23bl3aphmGUSJMJIvglVde4fTTT2fhwoU0NDSwcOFCTj/99KIXazAGHvnMFDOqExPJIjnggANYvnw5XV1dLF++nAMOOCBtk4wqxDnX68uoTmzgpggmTJjA0UcfzahRozbFJFevXs2ECYPn6brVvCRYLtviZSZORm9UtUiWYvS0nCOnRx11FJdccglr164F4KmnnkJEOOGEE8q2z2qi2pcEMwFMZrfddmPZsmWb3r/zne/k4YcfTtGi6sRGt4tgm222yRl/HD16NC+//HJZ9pkP1TRyWk22GBniAhkxEITSRreriEgg99lnH5555hn22WefrHLDqFYigRw3bhwdHR2MGzcuq9zIUNXd7f7ALrvswl133QXAXXfdRWNjI48++mhFbcgn9gbW/TSyGTNmDM899xwAzz33HGPHjuWll15K2arqwzzJInn22Wdpb2+ns7OT9vZ2nn322YrbkM/IqQmkEaezs5MhQ4YgIgwZMoTOzs60TapKTCSLZO3atRx33HHU19dz3HHHbRrEMYxqZ+3atUyePJkVK1YwefJkO3d7wLrbRTBx4kRWrlyZ1WWJyg2jP/DUU0+x4447pm1GVVP1IlmtK3An2bVy5cpNn1s316hWhg4dyoYNG3p8byhVnQKUDxVLMSnBaje6ncHVpbEUoJQZhOdtqVOAqt6TrBbk3FeL3saoUaN45ZzibTGMvImJW749M7uxZTCRzJNcJ024UIFzLstrspPMqEai81JEqKuryxrRjt7buZuNjW6XgFNPPZU1a9Zw6qmnpm2KYeTNxo0bGTduHCLCuHHj2LhxY9omVSUWkyxy35DtNdqATTYWk6xORISamhpuueWWTc9nOuigg+jq6ur37WXTEquQmpoabr31VmpqatI2JXVs3cT+Q1dXF3PnzuWll15i7ty5dHV1pW1SVWIxySKIvKTu7m4+8IEPZJUPVvq7FzKY2HLLLbn77rvZfvvtN71/9dXiBygHGnl5kiJyqIg8JiIrROTMHJ8PE5Fr/ef3iciUUhtajRx00EEAfO5zn2PNmjV87nOfyyo3jGpl9OjRvPHGG3z/+9/P+jt69Oi0Tas+8pjvWwP8G3g7MBR4CNg19p3TgP/1/x8LXNvbdvfYYw9XCvQQ0uPggw92IuIAJyLu4IMPTtUew8iHq6++2jU0NLi6ujoHuLq6OtfQ0OCuvvrqtE0rGmCpy3M9g3xe+XiSM4AVzrknnXMbgGuAI2PfORL4pf//t8CBMkj6nIsXL6a7u3tTt3vx4sVpm2QYvdLc3Myll17K1KlTGTJkCFOnTuXSSy+lubk5bdOqjnxikuOB8Pmoq4C9evqOc26jiKwFtgGy1l0SkZOBkwEmTZrUZ2N70l1bkt8w+k5zc7OJYh7k40nmUqa4CuXzHZxzlznnpjvnpo8dOzYf++K/tyXBDMOoKPmI5CogXNZmAvBMT98RkVpgK8CW5zYMo9+Tj0jeD+wkIjuIyFB0YOaG2HduAD7l//84cJszl84wjAFArzFJH2OcDSxGR7oXOuceEZHz0FGkG4AFwFUisgL1II8tp9GGYRiVIq9kcufcImBRrOys4P/1wNGlNc0wDCN9bFqiYRhGAiaShmEYCZhIGoZhJGAiaRiGkUBq60mKyIvA0yXY1BhiM3tSolrsALOlJ8yW3Aw0WyY75/o+W6UHUhPJUiEiS10JF9js73aA2dITZktuzJZkrLttGIaRgImkYRhGAgNBJC9L2wBPtdgBZktPmC25MVsS6PcxScMwjHIyEDxJwzCMsmEiaRiGkYCJpGEYRgImklWIiNSlbYNhGIqJZJXhBfI+EbkobVv6IyIyxP+tFZHhadtTCcKH7g2WB/BVkkEjkvGTp4pPpmHAzcCXRWRuKTcsnuj/Um67WnDOdYvIMODPwJ5Q3mMVkZpybTvP/dc655yI1IjIFsCWadrTF0TkoyJyZpm2vVm7FHoe5LXobn9HRGqcc11hWbU+XsI597qInA+8DpwjIt3OuQuK3a6IjAC+AqwUkV875zqL3Wa14px7S0Qa0Sdz3lGutvYCtdGL0wnAJODvwJPOuWXl2Gds/zV+/w3AQmAnoFNE7gdagTXVep57L/8jwC4icoVz7vkSbnvT9S4iJ6BPS1jsnNtYyPYGvCcpIkOCCjtbRC4XkZ+LyPi0bYsTxSKdc68DfwGuBM4XkS8Vud0G4D7gEGA4uZ9uOSAIPIgLgd1FZM8y7UcCgXoA+Br6fKfLgfkiclI59hvinOvyAn0fsC3wR+B64DDgr8Csau0xOOfeBK4GmoB9IRMqKYbY9f5r4Ft+H1sVY+yAfeGT5f3/vwGeA+5Bn/b4NHAQUJu2nTlsvQq4C2gHXgO6gdYCt1uHCu5twFSgJr6//vzqqf1Qr+oF4Oxy7hu4DrgV2NWXTUEfnrcaaKzA8X8e+Ge0f182x58zR1ZDO8dtCNsMuALoAMaVeJ9XACv8Nb5Njs+H5L2ttCuwEg0DbIfeZfdEYzbjgVuA54HDq0Uova3noEtFHeRt3R34gT/p5xawvYn+htAS1UmuC6caLqYi6mwk8Jm4KAHfAJ4NBaTE+x0OPAycHp1DwFFAF/AV/76s5xbwM+AfwfvjgY3Amf79iLTbJ7BtWlywfH39BzjGv89bvBL20+iF92PBOT/O3zSOj+ok332lXnEVaJjvAHegXZJtgvKR6BMgnwc+WA1CiXaD/wjcGCsfA8zzQvmVPm7zff537/Lva2OfbwEMTfvY+3A8kSc8LHoPfNQf44Po3N93APXAzv4GcWL42xLZMQT1Gt8APuLLPuHt+EZwjn0Z2Kkc54r/ex5wv/+/2e8/Esg6NFZ5ahW0256+LR4DPgxMCj77a3QM4bEVsa+9gPW+fUZ4cfw/9Ib5OvAPYIu8t5d25ZW5YbZCu64rgIeC8uiuHwnlKjSInJpQBif9lWg3e1js86nAk/4iOCeP7Q3xf0f5k/N/g+OOhKYWmI0OOlS9Jwk0AF8FpgfHdpOvm12AL/o6egL4rb9I/uTFs6gbAdk9kyHB/7d6G1pQD7I1+Oyj6FNGp5fg2HMKvD9vu9Du5YZIoP1nuwF/A76adtt5e44DfgmsQ3tyX/DlewOPA18uYJs5vUHgTjTkcQ+wBvgJ8E70qa4vAkflvY+0K64CDfM24Ef+BPppUB4K5b2+kSrWNUlo3NNR7+Qg/z68OK8DlvtGHtPD7yOxjYRwOOpdPQacEhz3EGBXfxKdnnY79VJX0TFtD/za3ygO8IJ4K0E8yx/XbC9OrwEP+e9/Ol6ffdh/VGe1vj63DT47Cb0JdQPnBTZMBZb4NiuqCxnsvx6YhYaIJpO5Ef7Q7/96Ml3J9wB3e5EsmQfdl/by/9cR89rQLvblQCcaK/82mvb2S2LOQS/7qQn+nwRMCN5vhfYivwJ8KCh/D/BvYFbe+0n7Aihhw/R4InihnO8vqotznHwjCNz/StqKDjBMA94WlC0GVgIzAxvHox7L0cCWPWx3pBfEG1EP+ghfPhq4HRXKy4DpwKnozWEpVRBq6KW+QlGa6i+sDcB9YX3GzwHUy/pfNAXkT8W0FerF3ojGIF8Afg7s5j87359bf0FjyWf4uv1n0H7FCmUDsMzvu9tf6L9Aww1CJm79ZzQN6Z9oiKmut+ujjO32cV9nd3qx2iL4rN6f9zf4z7v9a5cC9nOFP7fXox7j9OCz0Ovfzp//jwDb5739tC+AEjVGKDpnAJeisb2jgbG+fALwU38yfzfXbytka9hoVwL/Qu+oS4Ef+fLt0TjNWuB//EX4BzSuMrmH7Q5Hg9UPo3fl2/1J90M0QX0UGuSPuuxP+hM0tYsoz/ra1R/X3v69+GN7079m+PKeRrlrgQPRLt4RBdqwBerBt6Oe/snepofQwYEhqJf+Z1SQ7wYWEHigBe43HAX+td//AeiN4jtoGOluMkL+UTTl5XtoCKWmmP0XYG/oQX7Ui9aN/nzs9Of75NhvRgAz0JvZN/LcT3i9f9+fy2cC5/pr5ibggNhvZqMZLi/h4/N5H1faF0GJG+Ya4L/oXf4G4ClUGN/mP4+E8jHgZynb/XNv67Fo9+M0dFSyLbi4vot2h59Cu245G9dfpMeiXc93+LJ64LOoIP4gKGtAPcm3kenGVq0niQb8T/b/R4I+EzjYX3xvAnslHQc6srkc+HqBNrQAj6L5dpHwfM3X7fGx706KXcRF1S3aOzjWC9/Hg/IRwDGoUC6khzAC6XiQY4DPoQnttf51JBpG+k1cKHOdz3nuZ5IXx2OCc/kDaPjj5kgo0ZvKFV48+5yWlfpFUMKGuQgN2EeexWx/Ej+Futjb+fLxaDflQYJuXIVt3RH1Qj6BH1BAg+zrgV8B9cF3RwNb03MXu96fEL8HfhM/0VCvp5sgLlPICZn2C/WGbwA+G5TtGQjl3kH5GGJdLtTD/mme+4p3278LLAvefwK9oYWj2JPi9dmTcOWx/3AbXyXTFf1YaJ8Xyov9eT+xmH2WsJ3ejzohK4ATYp8dFghlOLpdSJz4S75OnicTv4/O+QMCodzXl40CtiromNKs0BI2zBQvLs3+/Zn+JP5/aIxiPerOR0K5ffR/SvZOQwcVPuzfTwVeRmcgbOHLDunD9u7xJ8zDQEN04nlx2AL1Qn/h3/cLUfTHUBf8v6M/jg78IIwvj4TyddS73BUdrPi9/7wG+CQ6kWBaHvsMswJ29/9/EQ111KLd6zDNZih6gz6lFAJFxiOqR8V+a+As9EZwafC9SCh39fYcmnZ7eXuO8u30OpnUq03nnRfKtegg0w5F7Gd3f05vBE7xZbUxoVyBxmf3LeqY0q7UEjWMAJ8GxqLu9vPAZ4LPH0C7ttcSDJCkaG+jP1EOR0fhXvG2RQJ3MBpTTcyvY/NQQzfwBWBk7Hu3AX9I+7gLrKsRZBKN3+svrsdjQjkD9TKjAY0HYwL7Dnrp4oX16QXqeTSeNhI4FB1Iuw6NrZ0e/GYaGhc8s4THXOvb/0L/fjJwQSjOwXcPRbMd9ku7rQKbDvHitAo4MCiPBOxwfyyH5bm9njJBdkN7UOuB9/uymmA/h6COQ1GDsqlXaAENkBhjAeaigyBhOkC7v7DuqaRIJtmKBvZfR7sfCyJh80J/lb9At+7htyPR0fqfhxeNF4o3UM8nEtyd0Xja/LTbrsA6PN9fUFHy+N7oIFZcKLdHvbzPkvGy6vqwn+jCqkVHqP9AMNJK9uhxFOOe7gVySW/nZQHH/TtgefB+PDofvdu3ezOad3gPOg0y9YE3sm/ah6Ee/T8JBlGCep6c5zbD+O4MNB49MyibiubCvtmDUOadNN6jDWlXbB8bIayww9GA9tti31kAPBW83waNgbyPHHM4K2TrycDXgU8FZXuguXxv+RNqGJkuxAv0MJUOHcV+CI373IfeRRfh46uoB9KNpjlcj8422uRZ0Q+SxmPHOx71DsPUrRm5hLKn+u/DvoahN6h7gEU52vH7qEe5HJ218Yj/bskyBMgI/FR0hsiXg8/ehnqU630bX4QOSAwr1f5LYH8olIejmQgP0UNeIgnhH7Jjs1eho9gbvCBeR2YW2U6BUO4Xq8fiQyBpV2qBDXEtGS9sLTpIM8Z/tjuaYf97tOt5Ddp1Gp/SifJbNPN/lT+xryMTZN/X29mFBt//5V89pigA7/YCMRGNV+2Pdrf+hs/9IpNwfQW+q+rLq3YUO15vQVk9OvD2d4I4shfK69EY5Wklaqvt0Zy9l4Dbg/Jhwf+H+fPtXDTmXVSaTa6LGY3hbY16rdfHvj8end+/AZgTlFfN1NIcQnmrb6e84uzx8wAdT4hmxR2Ipjc9j96oooHaaf5a6gbeV9LjSbtCC6j0g33lHOQr5ideZL5Fxps6Gh3VXoUm4O5WKTvJvvs1ot7eDODt/gJ7GZ2StUPsmD7pT4CcA0rozIUt0ZHV35OdQzcjh1D+AR2s+BRV4GEk1FmWF0aOLjLqKawnlsKDDtrcgd4ICxkhDbvYW/n/J6A3sjeBs4Lv9ihChdYvmRjoCDSf9aTY54f4i/7IWPl41IvspoCpfAXaehE+RtqXY/P/f9hfs8f18pvN6hFNAP8H2hMLvfod0MG0v8T6fuUAAB6ESURBVARl70IHP/uckJ5oVyUquMjGiadjHAz8MEcDdqOjgKOCE28HeojrldNGX3YeOs3qt2TPNHivF8qbgal5br8Bjas+6kX3L8RmcnihfB4dpInSURahXtGplCA2U4Z6m456iVH8tA4NDfwOODb23e+iN7xpsfLGoA7yFsrgN0PRxP2zyfRGJqBe6iME854LFcPYfuvJHoWtRW+gHWj3+j40rjref/47f+FvRfYNOOp6dwOfL3M7DUOT17uBb/bhd6FQTunluyN8ne8bKx+P9hrDsEN07h/sbTo2+KzkHnXqF0ofKvk8NBH8Di8+m4Kz/vNIKFvpw5SjEti4WeOiaRn3oetW/jooj7ylSChvopdlvNCu1y3+uL9LpktxTvgd/3dP/9nPgs/uQnPGCsoRK3PdfZvAW/Nln8av7o3Gs/ZDbxLT0Fhti/9eXex3+a8PmLnIhqKeyvNonPErwGj/2STUG19OtlAWHONC48lfj0QNHYB7xbdbgz9v/oAOdjwLnIh6yU/iBzrI9qairndZloKL2b41OijaBXyrD7+Ld517SnqfisYdR8TKt0J7SNcSy2tGwyMv0MeVsfp87OWu3CIaJRTAa3xl/AMN1q8hkyQafi+6s55OhbqYCY17oBe3DcD/ix8XOkrbjXoKOUdh/UV1GDqaGeXsvc2LS9b6ksF2G+PHjo+BVuvLH+e38BkJXrg+hI4aP4OK5R7otLYn8b2FAvcVdXGjudBt/rx6Ep26GBfK69GBh3NKdKxRcvhZaB7fEmLxcjS15QJUoJeSGdHe7EZQ7vM8dn3tgMZiu4Ev9rXOe9tH8HcuPufZv/8Smg85O2x71AN/DH/jLFsdlHPjRTRM6EE2+Itjb/Ru9h40uL4S2CNHQ55NBe6ssUaNLrxW4BPB5/uj3eoO/JqDsd/tCezcUx2QWZzhPwSeILpU/3k5hDKst5pyX0BF1l04q+izaHL9ZTkE49Nk8hM7CFb0KWLfNWiK1VI03rmVf93o6zsulHegN8KSZAagqTyd6A3/7UF5fK3Pd6GLRPzDH/uUeDtXsL2ORwdgbiYzA6jXudaxc/Jkcoxyk53Tui0aIroH+GhQPt/X2Y/RRPH9vC48S57pRAUfe6Uru48N8wO0q/gg2dOYdsohlKkKAur6v5yjcQ9EY4g5hbKXbe6Crgi0aUpa7GQ6F73DXpR2W+VZR1vhPWL/fsvoovGi/xi6hNZmuazowsg3o3HWotoa7eY+CHwnx2c3oVkTXyUToxxHAXHPhP0v9GLchXa/62Ofx7uoY/z3zyp23wXae5C39RuoRz8L9WwTV8uPCeTn/fc/4d/XoGGn8CYRfbYr6uXfQ/Z89W+i6WBd6KDsE/RxsYqCjj+NSk+o1NAjHI5OL3zYV8jW4Xe8UN6BdpP2SsFWif+PLoAQNe7Hgs8joXyY2IBEHvvZAe2SPUFs6pkXyh+icceqzn9EY6sfQb2RFtRTXkV2/HQe6l1dTmYK6ZCgfscE/xeczuS3+S+y48XRHPpokeJ/oc+KGRn+rkR1sZU/lrP9BX8GMLyH70aj/1eiXf+KOQNBXX/Hn7thVzfszXytp9/6/+f44zwpKNvVH89VqINxkz/Ho0HHaejA2b2xa2lHtFf5Xiq09kLqF08PjROlsWyNro6zGvhrjsbb0TfecvqwWGeRtg1JOlHReNK/cgjlLF92L+rJ9GUk9h1eXJblEMpRQX1Uu1Duig48PYp2k25BZxiF3a15ZDzKSCjj3dA+j2LnKD/bX5RxD30bNAb5ODqgs2c56xYdeImEMhLq7Ykt64beCG+kD7OISmzjf/AhiKB8B3S2TzdBelYPAvmZHNv9GuoZPo3eMBt9eTTAGQll1rVU8eNPa8cJDXI22jWNnj63Jeqq/x/BwqmBMLydMsck/H42Sy3wJ8+VaPD/GDLT1d7Vg1DuR4HzSNEbwq3oTWGzpNxqF8jAzj3RlI43CdJJyE7YnueFdLMYZR/3FY1iD0O7ifuQWV90KpqB8Deyu3S7oB7OBPTme02Z60P8Od+JDtYc4c+blWQWKdnL27J7OW1JsPEEgmf5xD77Hhpm6ibWoyMz4NISKw9F9AH/nZvwaxX4Y47aLhLKO+ljL6xkx5/GTntpkM+jAfW/BUK5FTqytSqXUFbApjrfSD8Pyn7rT47FvhFXoXf6qKEjj/JOekmi7YMd70Djcs/HT8hqfhHMKkFz265CY4v/IpgtExPK84BXKXDhCDJhmQbUe1/p2+tFdABhKDp76V50lPk3aAz8EeDv/re/J+jBlLF+BPUko6X97iDbu24g5sWVw4bg/63RcMDwoOxGf47vHQjYcHRw8ets/qTKQ9DZcCf3dE6g6XPz0cer/BtN7ds5ar/gvNkVzXK4hdjiLRU5fyu9w3hF9VD+KfQOc2cOofwPcEeF7RyLzux5Cb1zjkATkPcNTpjZqLi3k5l2OA3tVt6MT5gugS07e1uqduQ6Zm9UP1ugN8Ap/n2TF6EOgmTomDicWMxxoh7kfb6tDkI9/G96Mfqh/04jmpWwzJ9z16A3xVr/28sJ4qJ9PGZh81BBUqjm3egaA0PC7VS4vY5DHZRn0WmR5/vysWgq1stoutYJaKrdy2QPVIapaO/vw7Gf4YXyykAoBT+ohToIby/FMfa5TtLYaY4Kejux2JG/QCKh3MWXbYnGMR6hwrl/aH7i+WiO5s3etvjiGieh8bQzg5NlF/xq4WWwqaqFkmxv7kEvRJuml3mh/J0Xys/5su3QkdP9+3Kc5IhJo137R9F4cGTLgV4kT4l9d5OgoXHJX6Ijyn2a4hYc20j0MSK3oDNmvkQfBp3SaFt0Lvpb6EIeZ6KpSq/4NhrmX5einveb6PKDhTxy4WBUjA8ieKCd32f07J7omv8xGo5ILZxUDRfSt1EPbe94RaD5c8+id7CpvmxLikgmLtLW7b1QPk2Qu0gQr0SXK4seUNUv4oRlrrNh6KDD7WgcMBqciARjmr8In0JDGHejAyp5e1Hoo0IvZ/Mu39FeEKM5/fHnYm8NvDv2m0PQEMqT8c/6YM8IL84PoN3RxehN4naqcNFjf4PY2tv5PYJV8NFY6H8I4v5ofHxnspeSy3c1n1/66+cJL8i/InsptTP9Z494ezoLbYeS1U8KDRL3GCf7Clneg1AuQIPGD1Piiev52kp2vGaSF8ou4LIc3z0XHRmtummAabzQ7uMKggVWiY3G+wvue2g371f0cekxNPn7FTT/cGpQvicay3o/mgwdCqT4C/KqeFuhazVOKeBYo+O5EB18eUfw2f/6/X8k/v1qeKGe79NkD6bd6AUyWpKsKem489jH5ejNJ3r2zAJ0RtqimFC2oL2JayngmTQlr5sKN0TocW1D9gO6HsY/FY9s1zw64RYVcuIWYWtowziyFyWYgI7ArsM/N8VfdNugcZw76SHvbbC90OX8O4kl/QaCEgniMHQwpaA8SDT5O4ppRV21kejNd6W/GL/py4egYZDb0fhutM8+eXmouG/Wq0E9498Hx/Yx9Kb6Vf++qhYb8efudl7AvuDL/ox2pyOBnOqPae88tjeUWPgD9dDvxK9Ujiamb/DX96v4J0EG3x9CCulOOY+nAg0wHNgnVnaZF8Tn0LSHenR9xId8+fv970aiayIeTwU9M7I9x595u/6GxkOjh79P9ELZjXYRF6Gxp9VUaGm2/vBC405v4YP7sbodjg6k7BT7TV8GScLpjXP9+ROOkk5FPdkX0Fk726KPPLgXzfGr7es+/fcb0G7hQ2RWnqrxr3bgal92HNkebD06cn90Su3R43Gi3vwb/nxeAbzHlw9FV7u/p7dz2x//veiNIhwdfxc68aEWHfRZC3zSfxaFQX4HfDDtc3azYyp3g6CB3ueBg33Zj1EX/gJ0VZ830VjU9v61FB0xa0eX/VpLmQY+8rB/HtoF+ba35wm0Oxgt7TUB7Xo/hcZVd6cCOZvV+CJ55PJm1MubGJQJOgL6MH7QptB9ogn1C9Gb1Ov+ggs9yqloSKcDFewH0QGVglcU92JwmD+X7yR7NsrJXmx+iOYAfpOMtzoTveGWJC2sjzaHN6gZ6IK4hwZljejMsG78kw7Rm0qLvw5n51kvn0W9wwVkLxO4pf/7Z/9ZFNOf4q+f9eg8/erytCvQMDv7i2SZb5QLCRYRRd3wV9HHDkSJvj9CB0B+Tx5PuCuhrfHVc35GkAiLjrI96hsyEsrJaH7dkwQjdYPpRXbe3DHoSO5heE8CXTfyEV9HR6OJ3UegKTZ3FyJSwb7r0aXFbkW79jN8u70SE8oGdHGUo9C8u5Kk2aCLLTyOphlt48umovG8DcCvfFmdF6G7/fWQWmYCumjIa2ivpxu98Uez3Gahid3d3s6laH5kGKvsbVWfWrT3ty6HUI5BJ4Z8OyjbE029OhLYMe3zebPjqVCjRNPqHkG72FGcI/IEDvRCeSPZKQEVW5Ke7Bjk3ujsmB+QvSDDMDSn7lE0+TgSyol4gR9sr6ANo6TtaFS3G00Ujqaa7YGOVr6JelcrUO+8qOfD+LZaTayb5ttpNUHeXY7fFjTSTPZ6lCeiAxLdBA9v8+f0Df68/h+0t3Q/uqJPyZ6JU4Dt26Bx2i+gXu0xvp5uxq+Wj97sPoGu0TqHHA/yyqeOYkIZdr2vQJP690AnXVyG3jArMrW4z3VWwcbZicwyS+FaceFzcl9Gg+lTfFkaS0JdR2aaVTeaMxY+KiESyuVo16TiMwCq7eUvqnvR8Mjbfdn96GDFb0KRQj2Vw7y4Fe3NkVmdesfIluCz/yHzrJ+cI7NF7HckekO4zV/kf0W78neS6UbujHa9b/FifWYgsGkkih/sbfgDwXRPdLpm9FiRHh9jnCSQ5M4EqQ+EciGZZ8q/F71BdqPZBy9QgdV8Cq63CjfS29Gcuf+QHQuJKvhQdERtQgVtCj3Ik9BAfDM64PAAGoc8kexcr6FoLPLvlbS1Wl+ot9FOZtHc69Gu9Re9UF5DD7luSRdenvse7s+ZBWGZ/7sfmW5lj0t6FbBPQW+eHWSmodYDH/UX/Z0Ejw2JHyMV8CDROOiHAnu39YL+PHB38L1ItKPV8hdRYAK9/38UsScDoF7pm2iSeORFb4uuldlMlcfxK7/DTNf74R6EMpWgrb/jnQWcG5SNQ2NIy3oQyoo9oraaX2gc8Nv+/5+gA1nRU+zmot3ry/Brf5Zwv+Lb4Rx0HvgZsc8/jnqRJ5ZamNBFTf4eK6tD0302oF3vKEZZsseb5lkn26Oe/PTYZ4d4EewmGDgKrr29/U3lbvLMJoldEz9B48Mvow7Ex8iEHyKh/CVV2q3u8RhT2WlmRZtl+FHvVCtBZ2xE3evvRCeb/7utP2mWo080rLoZE9XwQkc1t/I3vy+ReRb0h9DuVjcwr8BtJ3ZN0Smj13qhvAIdmDkKTVkJE/5L8SCvSFAuRkfJJ8Q+ryfTlXyYEs3Z74N90XkbdW1nkf34kP3QbvXj5F4tf196WJSil/3+Gs0EmYsm99/m2/384GZxPDpK/lv6UR5xejtWoVyMjnQdmKId0Ul1ABpM/geZwYZQKP/mba146kZ/eaFTDONeyrFoCtV7ehO72LYaCLpt6AIZmz3gLWijt6E9gae9Dau9SBaVkNyTsHrxiR5lHO9OL0QHK35dCmEu0G7xdfgkGkIKBfEAcq+WH8/uSMqpDGOP0/21cXTsOz9FB64+698PQ0Naz5Bj9flqfaW7cw1s/5EKru6RdNKi3ZE30MGbyeHJgM5I+Eslbe1vL3QwYxHa5drfeyV3AVcF38lncYdaNM75Cy+89Whw/6txQYq10VB/IR7oL9yiBobIxOvqvSgeh4YWony/M71QnkVmRe1GdCX58FlHaab77OZFsqfV8peR54K2vn0vIPaYZjRJv5vMgGu45F0Un44821qCueH94ZW+Aeml+Xwa9QK+7y+oaETygwlCaV3t3uv4aC8S0cjl3wsRKXTW1ev+Qv4v2n0b18tvNvN8ChWoQGAb0N5F5KG+hI7kR1Nqz0Bjrg+jA33/RrvhFX3MQq5jDz7vabX8A9Cw1zPooGpv+Y9nogn78Wfy7IDGIcMl76Jwy/vQUf+D0j43C67ftA2o5IkU/P87tHvwOLrK0Evo7IhoHchIKNsY5J4jea6NGKvfdwAfRp9pUxNupy9thSacb0C9yCOCzytys0I909u9QO+Lrqk4B/W+VpJ5vMT+qId1Jfo8mKjOKimU0T4PQqfPnk/2Suw9rZZ/KMHkjjz2E4nfp4IbxVhfR+3Ae2PfPxwdUe+3U3VTN6DiB6ypEc+iKQ9RQHk+2iX4HzJPyIvy767oywU+kF6BwOW1NiI9eCJ9EYtgn4Iu0vsQ6qXcFF6APe2rxMffhM42OTooq/WiuBwd0Ms5MFOJcwZdcSocmDrJ31SiZ9M/j/aIohzSSCiXkGPueFKdkr0Y8rF++5cGN4r3oLOcbsE/ZgHNjb7c11VFHtpVlnpO24AKnEjxpdeuJMcDldDRypeAo4KyA6nw8mzV9iKFtRHRQZoZwfuD0EG1m9h8sZSyeZVoGOZV/DJvZNbCrEVzQF/Az8gqpx092NaAroPwKvBdX7YY9SIjD+/raCrQXWRCR03obKdHKGBNBHQRjL3IrPt4GZkpjXv6/b3gRTR6mFqq60EWXddpG1DmEynsDkaB4xvJTqYNl29bCtyQtt3V8CLjKVZ8bUR0zv46tKsWCdMhgVDu5cu28xdr0SOluexHE6NXkZ2oHj7RsJuUVvMJbDjPC9IVaAZGPDfyk2i89Htkusq7EQws9WF/dehEkGv8+2/nEMrJ6E3tHDTuv0Pa53LR9Zy2AWU8gUKBPB/tmuyCrlDyDNmjj1E85zrg1rRtT6m+qmZtRNR7XYZ6PB8OhOlg76Xc7ttzCTqgUuysnaj9h8S3hXZhO4HWWPmBft8zU263cLX8V8ms4B8uIXe5F7PNwh59vbmhz3JagZ8YAHwXfWTJZaW4WVXjK3UDynTihIMI16HxxrneM5joL7K/kR3A3hoNPi+gjw9+6u8vUlwbkc0Hg6IHP22Bxs/+HRPKA9Au3TLUq4zEu9DFKqJR7JHo9Mlb0LnNURxvDOqFdaLe2pG+Hu6hyBWMimyzcKbLRC+UG4BfBOVR3RyJjjDnXOijh+33lB86Bp1RdUVQdjHatf4ZPkY5kF6pG1DWg9OYzDPoIE2YuzXDX2gdXhS/ieZrrqUKlotPoZ5SXRsR9Rw/FbyPuoWRUMY9ynGoB1XQKubBfiKBHIbG6JaieX2P+fMmikWORqc2Pu3Pkf+i8b+KruZD9s1/eFhGZhHot4CfxNr2bDRs0OdnvgP75ig7gSBW68suQMMhP2SApcqlbkBZD06fX/JHstNYogtjqm/YDn8XvBl4Z9o2p1xfqayNSOaZ018LyiKhHO3F+0HUIxoa+22xHmQdGmq4BhiPpv2MQReGfdmLcyREW6MjxLtQZKJ6kfX1US/mbWg4IIq3h6vl/8UL1nfQ+O7XC9jPp/y2/kQwVRFdJPdBdCnBcNT7bFJaILus9Z22AWU8kWrRmNVNQVlW0i2ZLtUI+tFc0lLXk/9b0bURY+2wCzpSuza8mMl4S1/3Nj1HbHS7yGMfinatH0G72WEcewQ6e+gldP55fY7fV9xjQj3+N8k8s3wFumhEuFr+PNQT7kTXiwyfi92XR2MMR3sLi9Eb1VI0d7XWnyvrBqIoxl9DGLh0oTG2XUTk3QDOAyAihwMnisgo59wbzrk3U7Q1NZxzG0VkJDoC+klUjG5DRyj/JCJbOeduRR9E/zV0zv06dEBnhnOuU0RqnXNd+exPRGr8fl1gw6PoPN+rgG+JyNd9edQmNajXvxhdnLVUNKDCPBwVmS5vY61z7g109tC96I3jw5Htgd3dJbQlJyIisaJ3obG/o9GFPK5Gw0cLRaTBObcKzV/8JeoUPO2c+73f1pCw3nvDOfemc24JupzZJ9E8yJ+iPQhBww/nikh9EYdY/aSt0uV8oTlh69AVYsKFX7dBL8jbic1DHWwvKrg2IhmvdQt0Zezz0S5alJA8AbgEjYHORQdT3gXcARxTyD7zsGlbtFv6Bv7JlzlsvZegR1LJtgn+H48u4vEV4MSgfDi5V8vfgdjslxLZ9DF0ACtaNevvVHilo4q3Q9oGlP0ANdfuTbR7eD7qES1C74olXa26v76owNqIZOJ6DWj39hHUE3nBvz6Neozbo3G0TjKzRpZSxtgfOq3ux+hI+veD8nCBi9QGI9DY4JPowEjW89795+Fq+dcTW0CiFLbnuDnuhz4be8BPtkjdgIocpM6cuNlflE+gQflBL5BUeG1EL4LXe89sZ3QgZJL3gNZHHhKwJTrNbS5wChWYC42OmOcSyjBOWak546EHuSc6T/xH6DTNZei02hPJTgMaiq5G9CxlfixrcMOriudil/sVHeyAx8dN6tHu5Xo3CGOQIlLjcsQORWQWOqJ9Drowbnfw2ULAoXX3yVy/78P+x6Dxzjbn3Hdin12Hzolucs69kK/tpURExgHfQBc4ucM595ly7i8Pe96Fxh0PBL7snHtNRMaiGRsNaJjkyqi9RGQYmqGxNC2bByIDeeAmC+fceufcGufc6kEqkLXOuS4RqReRWSJynIjMEJEtnXPtaHftHGCuiEzyv2lEU4DanXPH+9/X9LyXXnkLjfGNCe3y/56O3sBafHnWgEW5BdLv43m0q383sKWIpHZ9iMh2qHf/KzTF5zVv44voquuvogNpn4jsdM69FQlkmrYPNGp7/4rR3/GjmhtFpAFN/t4Gzal7BVghIh9xzl0oIg5NH/m4iHSi3eFX0ZglULRYbUC77fuLSKNzrsM5t9F/9hoqorV+P6l0cZxzz4vIl4G1zrluX3dlH8XOYcdzInIoOkq9p/cqH/afvSAiH0FTsVrRwZtLY7+vuM0DFbvbDAL8xT4UTQpegz6UaRw6/3kE8HcR2c45dxHatbsRHVj5DbBnCTzIyI630LjZLsA5IrJr8PF26AjzC5Az9aVi+N5GxQSyp2N1zt2MX7cRXSB6knPOiYj4kMTR6ADX6+W2cTAzaGKSgx0RaUJnYXzZOXedL6tFV46+BPUYD4m6dbHf1gYeXylsOQTNs3wMXcbrJTTlqBsvyqXaV7XjBS/K3d0DHd2fgM5Lf9k594aIfBBdg2AROivp6eh3IjJ8MIaPKol5koOHenTU+HUAERnqhe8uNJVjR//aLJ5VSoH021uMrkn4BLoE2pFonuaMUnmt/YVAID+NiuACdCT7fuCbIjLRObcI9Ro/CFwkIlOi30UCmabnPdAxT3IAEnonQdkoNH1ksXMuGhwZ6pzbICLbowsgHBN5mRWycyiajznUObfal5XUa+0P+OyCP6Fd6lvRtrgY+AA6XXKuj5UegnqYt6CPid3M6zdKj3mSAwwvMk5EhoQeoRehs4BPikirL9vgP25Ec/GeraStzrkNTqeERgIpg00gPe9Blx+71jn3sHPuFZ9+dDU6V/pw2OSBfwT4kwlk5TBPcgARDTT4udiXo6PYb6BxrBU+T/FM9NEDv0IXdxiBPtzKoctiDZp4YBrEYpC1PuvgB+hzYbb35cP8IBcicgs6g2avpG0Z5cM8yQFCIJDD0EUgdkTjj43AHSJymHPuJXShiM+iy6JdiT6e4VVg/8EWD6w0MYE8FPiCiOyCDqgNF5HPgGYB+FAE6PoCE0Vkq/j2TCArg4nkACAQyDp0rb9l6GDIMejo9UPAr0Tkw8Bq59wv0IUj9kMfiXCY6+NqPkbfCQTyRDT39N1kHlVxL3CCiBzpv7vB37C2Redtb7TBmXSw7vYAwXsev0Ef4/kMcKjLLP01Ak0hmYHO+f2rc2597PepJE0PNkRkf3Ra4TnAr/0MGkRkTzRE0omuM/A3dM2BVuB059wlqRhsmCc5gKj6tRENQIXvKfSm9RJsmpd+P5rk/w90tfEb0ETyb0UCaZ5kOpgnOYAQkW3RBRpORh/UNNuXRwMEW6ALTLzsnDs8RVMHLX7BkH2dczv595uEz2clTEKXRJsIrHO6iK55+ilinuQAwk9VuwD1Fg8Tke/78o1eKNcB70ef22Kkw3KgQUTeB5k4pRfIRtSb3No593ggkGICmR4mkgMMH+O6AJ1/fVRMKGucrobUbavEpMaf0JDIl0RkR9gkkEPRefPHoQ8/24SNYqeLrQI0APGzMy5Acx8/LPqcms+EI9fmmaSDc+4JETkGXXx4GxG5Fn2Y137AV4GznXOPpGmjkY3FJAcwoovIXoSu4XisCWP1ICL7oE+enIC2z3+Ay51zP/CfW6J4lWAiOcDxc7ZTXRvRyI2IbI12rRuAV5xzK325tVMVYSI5SLALr39gHmT1YSJpGIaRgI1wGoZhJGAiaRiGkYCJpGEYRgImkoZhGAmYSBqGYSRgImkYhpGAiaRhGEYCJpKGYRgJmEgahmEk8P8BP8jBS6VrkdAAAAAASUVORK5CYII=\n", 204 "image/png": "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\n",
189 "text/plain": [ 205 "text/plain": [
190 "<Figure size 360x288 with 1 Axes>" 206 "<Figure size 360x288 with 1 Axes>"
191 ] 207 ]
@@ -206,12 +222,19 @@
206 }, 222 },
207 { 223 {
208 "cell_type": "code", 224 "cell_type": "code",
209 "execution_count": 50, 225 "execution_count": 124,
210 "metadata": {}, 226 "metadata": {},
211 "outputs": [ 227 "outputs": [
212 { 228 {
229 "name": "stdout",
230 "output_type": "stream",
231 "text": [
232 "[0.02126645 0.02126645]\n"
233 ]
234 },
235 {
213 "data": { 236 "data": {
214 "image/png": "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\n", 237 "image/png": "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\n",
215 "text/plain": [ 238 "text/plain": [
216 "<Figure size 360x288 with 1 Axes>" 239 "<Figure size 360x288 with 1 Axes>"
217 ] 240 ]
@@ -232,7 +255,7 @@
232 }, 255 },
233 { 256 {
234 "cell_type": "code", 257 "cell_type": "code",
235 "execution_count": 51, 258 "execution_count": 125,
236 "metadata": {}, 259 "metadata": {},
237 "outputs": [], 260 "outputs": [],
238 "source": [ 261 "source": [
@@ -249,12 +272,20 @@
249 }, 272 },
250 { 273 {
251 "cell_type": "code", 274 "cell_type": "code",
252 "execution_count": 52, 275 "execution_count": 128,
253 "metadata": {}, 276 "metadata": {},
254 "outputs": [ 277 "outputs": [
255 { 278 {
279 "name": "stdout",
280 "output_type": "stream",
281 "text": [
282 "['Choice', 'Entry', 'Exit', 'FinalState', 'Region', 'State', 'Statechart', 'Transition']\n",
283 "[0.01196101 0.01196101]\n"
284 ]
285 },
286 {
256 "data": { 287 "data": {
257 "image/png": "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\n", 288 "image/png": "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\n",
258 "text/plain": [ 289 "text/plain": [
259 "<Figure size 360x288 with 1 Axes>" 290 "<Figure size 360x288 with 1 Axes>"
260 ] 291 ]
@@ -267,8 +298,9 @@
267 ], 298 ],
268 "source": [ 299 "source": [
269 "# draw node type\n", 300 "# draw node type\n",
270 "types = rep.nodeTypeStat.keys()\n", 301 "types = sorted(rep.nodeTypeStat.keys())\n",
271 "rep_type_dist = [float(rep.nodeTypeStat[key]) for key in types]\n", 302 "rep_type_dist = [float(rep.nodeTypeStat[key]) for key in types]\n",
303 "print(types)\n",
272 "node_type_types = []\n", 304 "node_type_types = []\n",
273 "for models in model_types:\n", 305 "for models in model_types:\n",
274 " type_dists = []\n", 306 " type_dists = []\n",
@@ -282,12 +314,19 @@
282 }, 314 },
283 { 315 {
284 "cell_type": "code", 316 "cell_type": "code",
285 "execution_count": 53, 317 "execution_count": 112,
286 "metadata": {}, 318 "metadata": {},
287 "outputs": [ 319 "outputs": [
288 { 320 {
321 "name": "stdout",
322 "output_type": "stream",
323 "text": [
324 "[0. 0.]\n"
325 ]
326 },
327 {
289 "data": { 328 "data": {
290 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAU0AAAFBCAYAAADzMv2/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO2deXhdVdX/P6tJmhRoaUvLVCgtQiE0r4KE4X0tSOSFUlERtS8UVJAK4k/igANIUEBptSria3wVCwVFaRgEFBEEpGGoAlrmlsgoSAXLVOamTZv9+2Pt07tzepPc4dx77k3W53nOk9x97j1nnel71l577b3FOYdhGIaRGyPSNsAwDKOaMNE0DMPIAxNNwzCMPDDRNAzDyAMTTcMwjDww0TQMw8iD2rQNAJgwYYKbMmVK2mYYhjHEuPfee19yzk1McpsVIZpTpkxh2bJlaZthGMYQQ0SeSXqbVj03DMPIAxNNwzCMPDDRNAzDyAMTTcMwjDww0TQMw8iDQUVTRHYUkU4R6RKRFSLyBV8+XkRuEZHH/d9xvlxE5Mci8oSIPCQi7y71QRhGrnR0dNDU1ERNTQ1NTU10dHSkbZJRZeTiaa4HvuycawT2Bz4nInsApwO3Oud2BW71nwFmAbv65STgZ4lbbRgF0NHRQVtbG+3t7XR3d9Pe3k5bW5sJp5EXg4qmc+5559x9/v83gC5gEnAE8Ev/tV8CH/b/HwFc6pS7gbEisl3ilhtGnsybN49FixbR0tJCXV0dLS0tLFq0iHnz5qVtmlFF5BXTFJEpwF7APcA2zrnnQYUV2Np/bRLwbPCzlb7MMFKlq6uLGTNm9CmbMWMGXV1dKVlkVCM5i6aIbAFcDXzROff6QF/NUrbJ8PAicpKILBORZS+++GKuZhhGwTQ2NrJ06dI+ZUuXLqWxsTEli4xqJCfRFJE6VDAvc85d44tXRdVu//cFX74S2DH4+Q7Ac/FtOucWOueanXPNEycm2jXUMLLS1tbG3Llz6ezspKenh87OTubOnUtbW1vaphlVxKB9z0VEgEVAl3Puh8Gq64DjgO/6v78Lyk8RkcuB/YDXomq8YaTJnDlzAGhtbaWrq4vGxkbmzZu3sdwwckEGm1hNRGYAdwIPA72++Aw0rnklMBn4JzDbOfeKF9mfAIcBbwOfcs4NOBpHc3OzswE7DMNIGhG51znXnOQ2B/U0nXNLyR6nBDg4y/cd8Lki7TIMw6hIrEeQYRhGHphoGoZh5IGJpmEYRh6YaBqGYeSBiaZhGEYemGgahmHkgYmmYRhGHphoGoZh5IGJpmEYRh6YaBqGYeSBiaZhGEYemGgahmHkgYmmMaywidWMYhl0lCPDGCpEE6stWrSIGTNmsHTpUubOnQtgY2oaOTPoeJrlwMbTNMpBU1MT7e3ttLS0bCzr7OyktbWV5cuXp2iZUSpKMZ6miaYxbKipqaG7u5u6urqNZT09PTQ0NLBhw4YULTNKRSlEc9CYpohcLCIviMjyoOwKEXnAL0+LyAO+fIqIrAnWXZCksYZRDDaxmpEEuTQE/QKdumIjzrmjnHN7Ouf2RCdcuyZY/WS0zjl3cnKmGkZx2MRqRhLkMt3FHX6+803w8wH9D/C+ZM0yjOSxidWMJCi29fwAYJVz7vGgbKqI3A+8DpzpnLsz2w9F5CTgJIDJkycXaYZh5MacOXNMJI2iKDZPcw4QJro9D0x2zu0FnAosFpEx2X5o854bhlGNFCyaIlILfAS4Iipzzq11zr3s/78XeBKYVqyRhmEYlUIxnuZ/A393zq2MCkRkoojU+P93BnYFnirORMMwjMohl5SjDuAuYDcRWSkic/2qo+lbNQc4EHhIRB4EfgOc7Jx7JUmDDcMw0iSX1vOsUXPn3PFZyq5GU5AMwzCGJNb33BgWaHbc4FRCDzmjsjHRNIYFcTEUERNIoyBsaDjDMIw8MNE0DMPIAxNNwzCMPDDRNAzDyAMTTcMwjDww0TQMw8gDE03DMIw8MNE0DMPIAxNNwzCMPDDRNAzDyAMTTcMwjDww0TQMw8gDE03DMIw8KHTe87NF5F/B/ObvD9Z9XUSeEJFHRWRmqQw3DMNIg4LmPfecH8xvfgOAiOyBjug+3f/mp9H0F4ZhGEOBQUXTOXcHkOuUFUcAl/sJ1v4BPAHsW4R9hmEYFUUxMc1TROQhX30f58smAc8G31npywzDMIYEhYrmz4B3AHuic52f58uzzSmQdXhsETlJRJaJyLIXX3yxQDMMwzDKS0Gi6Zxb5Zzb4JzrBS4kUwVfCewYfHUH4Ll+trHQOdfsnGueOHFiIWYYhmGUnYJEU0S2Cz4eCUQt69cBR4tIvYhMRec9/2txJhqGYVQOg06s5uc9PwiYICIrgbOAg0RkT7Tq/TTwGQDn3AoRuRJ4BFgPfM45t6E0phuGYZQfqYQZ+Zqbm92yZcvSNsMYRthslMMDEbnXOdec5DatR5BhGEYemGgahmHkgYmmYRhGHphoGoZh5IGJpmEYRh6YaBqGYeSBiaZhGEYemGgahmHkgYmmYRhGHphoGoZh5IGJpmEYRh6YaBqGYeSBiaZhGEYemGgahmHkgYmmYaREa2srDQ0NiAgNDQ20trambZKRAyaahpECra2tXHDBBcyfP5+33nqL+fPnc8EFF5hwVgGDiqafbfIFEVkelH1fRP7uZ6O8VkTG+vIpIrJGRB7wywWlNN6oDjo6OmhqaqKmpoampiY6OjrSNil1LrzwQhYsWMCpp57KZpttxqmnnsqCBQu48MIL0zbNGIRcPM1fAIfFym4Bmpxz7wQeA74erHvSObenX05OxkyjWuno6KCtrY329na6u7tpb2+nra1t2Avn2rVrGT9+fJ+Xyfjx41m7dm3aphmD4ZwbdAGmAMv7WXckcNlg3xto2XvvvZ2RPIsXL3bTp093I0aMcNOnT3eLFy8uuw3Tp093S5Ys6VO2ZMkSN3369LLbEqK3fnrU1ta68ePHuyVLlrh169a5JUuWuPHjx7va2tpU7RpqAMtcnno02JJETPME4Mbg81QRuV9EbheRA/r7kc17XloqxcPr6upixowZfcpmzJhBV1dXWe2oNMaMGcOrr77K/fffT09PD/fffz+vvvoqY8aMSds0YzByUVb68SCBNuBaMhO01QNb+f/3Bp4Fxgy2ffM0k6dSPLxKsSMOKXuaI0aMcJ/97GddfX29A1x9fb377Gc/60aMGJGqXUMNKsnTFJHjgA8Ax3rjcM6tdc697P+/F3gSmFboPozCqRQPr62tjblz59LZ2UlPTw+dnZ3MnTuXtra2stpRaTQ2NjJ79my6u7txztHd3c3s2bNpbGxM2zRjMHJRVmKeJtow9AgwMfa9iUCN/39n4F/A+MG2b55m8lSSh1cJsdU4pOxpLl682E2dOrVPTHPq1KkVcW6GEpTA08xFMDuA54EeYCUwF3gCrXo/4JcL/Hc/CqwAHgTuAz6YixEmmsljD+XApC2azlXmy2SoUQrRjGKRqdLc3OyWLVuWthlDjo6ODubNm0dXVxeNjY20tbUxZ86ctM2qCESESrj3jdIiIvc655oT3WYl3Dgmmka5MdEcHpRCNK0bpVFyrEeQMZSoTdsAY2gT5YsuWrSIGTNmsHTpUubOnQtgoQKjKjFP0ygp8+bNY9GiRbS0tFBXV0dLSwuLFi1i3rx5aZuWOuaBVyfmaRolpVLyRSsN88CrF/M0jZLS2NjI0qVL+5QtXbp02CdxmwdevZhoGiXFegRlxzzw6sWq50ZJiaqara2tG/NF582bN+yroJEH3tLSsrHMPPAqIels+UIW6xFkJM24ceMcUNQybty4ktlnPbbKAyXoEWSepjEkWb16ddHJ6yKSkDWbYh549WIxTaPkWGpNX0QEEeGYY45hxYoV9Pb2smLFCo455piN64zKxTxNo6RYas2mxD1g69JZXZinaZQUS60xhho2YIdRUmpqauju7qaurm5jWU9PDw0NDWzYsKFk+03CeyuXB2ieZumwATuMqsOS242hRk6i2c/c5+NF5BYRedz/HefLRUR+LCJP+HnR310q443Kx5LbjaFGrg1BvwB+AlwalJ0O3Oqc+66InO4/nwbMAnb1y37Az/xfYxhiqTXGUCPnmKaITAGud841+c+PAgc5554Xke2A25xzu4nIz/3/HfHv9bdti2kaSWMxTQMqL6a5TSSE/u/WvnwSOn9QxEpfZhiGUfWUoiEoW2buJq9RETlJRJaJyLIXX3yxBGYYhmEkTzGiucpXy/F/X/DlK4Edg+/tADwX/7FzbqFzrtk51zxx4sQizDAMwygfxYjmdcBx/v/jgN8F5Z/0rej7A68NFM80DMOoJnJqPReRDuAgYIKIrATOAr4LXCkic4F/ArP9128A3o/Ojf428KmEbTaqhFz7UFsjiFFN5CSazrn+8kMOzvJdB3yuGKOMoYH1sTaGItYjaAhjowsZRvLYKEdDFBtdyDBKg3maQxQbXcgwSoOJ5hClq6uLq666ioaGBkSEhoYGrrrqKpu4yzCKxERziDJ27FgWLlzI/Pnzeeutt5g/fz4LFy5k7NixaZtmGFWNieYQ5fXXX2fMmDHstdde1NXVsddeezFmzBhef/31tE0zjKrGRHOIsn79es477zxaW1tpaGigtbWV8847j/Xr16dtmmFUNSaaQ5T6+npWr17N8uXL2bBhA8uXL2f16tXU19enbZphVDWWcjREOfHEEznttNMAOPnkk7ngggs47bTTOPnkk1O2rDy4s8bA2VsWvw3DiGFzBA1hWltbufDCC1m7di319fWceOKJtLe3p2ZPOXsE2XiaBpRmPE0TzSFGJff3NtFMdz/DkVKIplXPhxjZHj57KA0jOawhyDAMIw9MNA3DMPLARNMwDCMPTDQNwzDyoOCGIBHZDbgiKNoZ+CYwFjgRiGZLO8M5d0PBFhqGYVQQBYumc+5RYE8AEakB/gVci05vcb5z7geJWGgYhlFBJFU9Pxh40jn3TELbMwzDqEiSEs2jgXAuhVNE5CERuVhExiW0D8MwjNQpWjRFZCTwIeAqX/Qz4B1o1f154Lx+fneSiCwTkWUvvvhitq8YhmFUHEl4mrOA+5xzqwCcc6uccxucc73AhcC+2X7knFvonGt2zjVPnDgxATMMwzBKTxKiOYegai4i2wXrjgSWJ7APwzCMiqCovucishlwCPCZoPh7IrIn4ICnY+sMwzCqmqJE0zn3NrBVrOwTRVlkGIZRwViPIMMwjDww0TQSY/z48YhIvwsw4HoRYfz48SkfRbIMdk6G63mpZmw8TSMxVq9encjAv0OJJM4JDL3zUs2Yp1nlJOHJDFUvZrDzMtgybpz1yzA2xTzNKse8u+wMdk5sNHujUEw0DWMYk8sL014ufTHRNIxhTFwQzQMfHItpGoZh5IGJpmEYRh6YaBqGYeSBiaZhGEYemGgahmHkgYmmYRhGHphoGoZh5IHlaVY57qwxcPaWxW9jiNliGKVCKiGRtbm52S1btixtM6qSJJKRk0poriRbhtp+qs3eSkFE7nXONSe5zaI9TRF5GngD2ACsd841i8h44ApgCjp6+/8451YXuy/DMIy0SSqm2eKc2zNQ9NOBW51zuwK3+s/Dgo6ODpqamqipqaGpqYmOjo7Bf2QYRtVQqpjmEcBB/v9fArcBp5VoXxVDR0cHbW1tLFq0iBkzZrB06VLmzp0LwJw5c0q232JHKbIh0EpHEnHejdsxKoKiY5oi8g9gNTqR2s+dcwtF5FXn3NjgO6udc+NivzsJOAlg8uTJez/zzDNF2VEJNDU10d7eTktLy8ayzs5OWltbWb48vUk5qykeVk22lnM/1WZvpVCKmGYSorm9c+45EdkauAVoBa4bTDRDhkpDUE1NDd3d3dTV1W0s6+npoaGhgQ0bNqRmVzkfuGIZN24cr7zySgLWDEy1iVC12VsplEI0i45pOuee839fAK4F9gVWRfOf+78vFLufaqCxsZFzzjmnT0zznHPOobGxMW3TyoJzbsAll++UQzANoxiKEk0R2VxERkf/A4cCy4HrgOP8144DflfMfqqFlpYWFixYwAknnMAbb7zBCSecwIIFC/pU1w3DqG6Kqp6LyM6odwnaqLTYOTdPRLYCrgQmA/8EZjvn+nUhhkr1vKmpiV133ZUbb7yRtWvXUl9fz6xZs3j88ceHRUyzWuyA6qvuVpu9lULF5Wk6554C3pWl/GXg4GK2XY088sgjvP3229x44419Ws+ffvrptE0zDCMhrO95gowcOZJTTjmFlpYW6urqaGlp4ZRTTmHkyJFpm2YYRkKYaCbIunXraG9vp7Ozk56eHjo7O2lvb2fdunVpm2YYRkKYaCbIHnvswbHHHktraysNDQ20trZy7LHHsscee6RtmmEwfvz4Qed6h8Hnix8/fnzKR5IuJpoJ0tbWxuLFi2lvb6e7u5v29nYWL15MW1tb2qYZBqtXrx405SuXZfXq4T2MhA0NlyBRV8nW1la6urpobGxk3rx5Je1CaVQ+SSX9G5WBDQ03xMj1AU3juldSOstwtKXa0p+SoOJSjgylkoSqWm5mw6hWTDQTIJtQVdPb2DCM3LGGIMMwjDwwT9MoGdnCFtnKzCM3qgkTTaNkmBgaQxGrnhuGYeSBeZrGsMBCBTb1RlKYaBrDgqEshrki57yeXJ7m2cXbU61Y9dwwDCMPChZNEdlRRDpFpEtEVojIF3z52SLyLxF5wC/vT85cwzCMdCmmer4e+LJz7j4/5cW9InKLX3e+c+4HxZtnGIZRWRQsms6554Hn/f9viEgXMCkpwwzDMCqRRGKaIjIF2Au4xxedIiIPicjFImLDsxiGMWQoWjRFZAvgauCLzrnXgZ8B7wD2RD3R8/r53UkiskxElr344ovFmmEYRg4MNsBwLstwH6au2Cl861DBvMw5dw2Ac26Vc26Dc64XuBCdB30TnHMLnXPNzrnmiRMnFmOGYRg5kMsAw7l8b7jPTV9M67kAi4Au59wPg/Ltgq8dic6DbhiGMSQopvX8PcAngIdF5AFfdgYwR0T2BBzwNPCZoiysQMaPH5/TkP8DjbM5bty4Yf/GNoxqpJjW86VANlW4oXBzqoNorpViSGIKBKM6yaVLp/VgqlysG6VhlBkTxOrGulEahmHkgYmmYRhGHphoGoZh5IGJpmEYRh6YaBqGYeSBiaZhGEYeWMpRASQxbcBwnzLAMKoVE80CSGLagOE+ZYBhVCsmmoYxjLHeSfkzJGKaM2fOZMSIEYgII0aMYObMmWmbZBhVQa4jH5WTjo4OmpqaqKmpoampiY6OjrLbMBBVL5ozZ87k5ptvZuzYsQCMHTuWm2++2YTTMKqQjo4O2traaG9vp7u7m/b2dtra2ipKOKUSXO/m5ma3bNmygn4rIjQ0NLDtttvyzDPPsNNOO/Hvf/+b7u7ukr0lkxhsw0Y5MoxNaWpqor29nZaWlo1lnZ2dtLa2snx5/qNMisi9zrnmJG0cMqK5YcMGenp6qKuro6ampqSimatdlXBuDaOaiJ7durq6jWU9PT0bn/F8KYVoDomGoO7u7o3/9/T00NPTk6I1hmEUQlSDGzlyZL/rK8ERqfqYpmEYQwPnHIsXL2bq1KksWbIEgCVLljB16lQWL15cEYIJJfQ0ReQw4H+BGuAi59x3S7UvwzCGBnPmzAGgtbV149958+ZtLK8EShLTFJEa4DHgEGAl8DdgjnPukWzfLzamCTBlyhT++c9/MnnyZJ5++mkg3fyySqlKGEYlkuuUMYMxWINqNcU09wWecM49BSAilwNHAFlFMwnWrFmDc441a9aUaheGYSTEK5/fACTRlTj/xqFiKZVoTgKeDT6vBPYLvyAiJwEnAUyePHnwLfbT1zvTh3sNMNr/HdP/b85+bfB95Ul/KUjWs8IwsiPnvJ7IdsaNG8crZyeyqZwplWhmU5E+iuGcWwgsBK2eD7rFfsRuoJzJcomUiaFh5Ec1PzOlaj1fCewYfN4BeK4UO+rv5FfzRTEMo3IplWj+DdhVRKaKyEjgaOC6Eu2rIvrLGoYxPChJ9dw5t15ETgFuQlOOLnbOrSjFvgzDMMpJyfI0nXM3ADeUavuGYRhpYD2CDMMw8sBE0zAMIw9MNA3DMPLARNMwDCMPKmI8TRF5EXgmgU1NAF5KYDtJYLZsSqXYAWZLfww1W3Zyzk1MwpiIihDNpBCRZUl3zi8Us6Vy7QCzpT/MlsGx6rlhGEYemGgahmHkwVATzYVpGxBgtmxKpdgBZkt/mC2DMKRimoZhGKVmqHmahmEYJcVE0zAMIw9MNA3DMPLARLPCEZG6tG0wDCODiWYF4wXzHhFZkLYt1YiIjPB/a0VkVNr2lAsJ5oCRgeaDMQpi2Ipm/Gaq0JurHrgZ+JKInJn0xsUT/Z/09tPGOdcrIvXAjcA+UNrj9FNXp4qI1DrnnIjUiMhmJDPlY8kRkY+IyOkl2vYm16WY+6BkgxBXMiJS45zrM/enq8DcK+fcmyJyLvAmcLaI9Drn5iexbRHZHDgVeFZELnPO9SSx3UrDObdWRBrRmU/vKNV19mK13gvVJ4DJwF+Bp5xzD5din1lsqPE2jAYuBnYFekTkb0Ab8Gol3ue+FnAksLuIXOKcW5Xgtjc+6yLyCeAV4Cbn3PpCtznsPE0RGRGcxLNE5CIRuVBEJqVtW0gUy3TOvQn8EbgUOFdEvpjAtkcD9wAzgVFknz206gk8jO8Ce4nIPiXajwRidS/wFeBjwEVAu4icUIr9xnHObfCifQ+wNfA74FpgFvAnoKUSaxTOuTXAYqAJOAAyoZViiD3rlwHf8PvIPh94rmSblGyoLvhkfv//lcC/gbvQmTKfAQ4BaivMzl8BfwY6gTeAXqCtiG3XoSK8BJgG1MT3Wa1Lf9cO9bheAM4q5b6Bq4BbgT182RR0ksHVQGOZzsHngAciG3xZq79vjkj7Osf3H14z4BKgC9gm4X1eAjzhn++tsqwfkdf20jyBaV0sYFv0LbwPGvOZBNwCrAIOrwTh9HaejQ6NdYi3cy/gh/4BOLPAbe7oXxBzo3OS7UFK++Eq4pxtAXw6LlLA14HnQzFJeL+jgIeAr0b3D/BhYANwqv9c8vsK+ClwX/D5WGA9cLr/vHna18jbMT0uYP58/QM4yn/OS8z62U+jF+KPBvf7Nv4Fcmx0PvLZV+onL4WL9R3gDrQKs1VQvgU6e+Yq4P1pCydaZf4dcH2sfAIwzwvnqQVs9z3+t+/yn2tj6zcDRqZ9nXI8lshLro8+Ax/xx3c/2nf5HUADsJt/WRwf/jYhO0agXuVbwJG+7OPejq8H99eXgF1Ldb/4v98C/ub/n+NtiASzDo11npzyddvHX4tHgQ8Ck4N1f4rsD4+riH3tB3T767O5F8t/oS/QN4H7gM3y2maaJy+Fi7UlWt19AngwKI88g0g4V6KB6VSEM3gALkWr5fWx9dOAp/wDcXaO2xzh/47zN+wFwXFH4lMLnII2ZFS0pwmMBr4MNAfH9Qd/bnYHvuDP0ePAb/xD83svpkW9FOhbaxkR/H+rt2Eu6mG2Bes+gs7O2pzQ8WcVfX/fbkCrpOsi0fbr3gncDny5Aq7fMcAvgbfRWt7nffn+wGPAlwrYZlZvEbgTDZHcBbwK/Bj4D2A28CLw4bz2k/bJS+FibQf8yN9QPwnKQ+G821+4slRlBrjYX0W9l0P85/BhvQpY7i/6hAG2HQlwJIyjUA/sUeAzwXGPAPbwN9ZX075OORzP9sBl/sXxPi+QtxLEw/wxneLF6g3gQf/9T8XPZx77j85XrT+XWwfrTkBfSL3AtwIbpgFL/TVLosoZ2dAAtKAhpZ3IvBjP9zZcS6b6+W7gL140E/Oyc71e/v86Yl4dWiW/COhB4+zfRtPsfknMWRhkPzXB/5OBHYLPW6I1zFOBDwTl7waeBFryOqY0H4ASX6x+bwwvnO3+Qftelptxc4IqQ7nsRBsspgPbBWU3Ac8CMwL7JqEezWxgzADb3sIL5PWoh/0hXz4euA0VzoVAM3Ay+rJYRoXEdPs5plCkpvkHbR1wT3g+49cf9cAuQFNOfl/MtUK93OvRGOYLwIXAO/26c/199Uc0Fn2aP68PBNcvCeEcDTzs99/rH/5foCEKIRP7vhFNfXoADUnVDfZ8lOi6fcyfszu9eG0WrGvw9/11fn2vX3YvYD+X+Pu6G/Uom4N1Ya1gW3/vrwC2z2sfaT8EJbpAoRCdBvwcjQ/OBib68h2An/gb/PvZflsGO8OLeCnwCPrGXQb8yJdvj8Z5XgN+5h/K36JxmZ0G2PYoNAD+EPrmvs3fiOejSfPj0EaDqJr/lL9pU3mocjxfe/hj2t9/Fn9ca/yyry/vrxW9FjgYrRJ+qEAbNkM9/E60JnCSt+lBtLFhBOrB34gK9F+ARQQeahHHH7Y0X+ZteB/68vgOGnb6Cxlx/wiaZvMDNORSU6wNedgaepgf8SJ2vb8Xe/z9vlPsN5sD+6Ivt6/nuJ/wWT/P38enA+f4Z+YPwPtivzkFzZ55CR/bz+vY0n4QSnyxLgf+iXoC1wFPo0K5nV8fCeejwE9TtPlCb+fRaHXl/6Etnh3Bw/Z9tOr8NFrV6/di+wf3aLS6+g5f1gCciArkD4Oy0ainuR2Zqm9FeppoA8JJ/v9I3GcAh/qHcQ2w30DHgLacLge+VqANc4G/o/l+kQh9xZ/XY2PfnRx7qIs+r2jt4WgvhB8LyjcHjkKF82L6CT1Qfg9zAvBZNLm+1i9HoGGnK+PCme1eznE/k71YHhXcx/+NhktujoQTfcFc4sW0oDSw1B+EEl6sBWgjQOR9nOJv7KdRt3xbXz4JrdbcT1D1K6Odu6BeysfxDRRowL4b+DXQEHx3PDCWgavkDf4muQa4Mn7zoZ5RL0Fsp5CbNOVrW4++BE8MyvYJhHP/oHwCsSoa6n3/JMd9xav53wceDj5/HH3Bha3kk+Pnsj8Ry9GGcDtfJlN9/WhooxfO7/n7fsdi95vAdToIdUieAD4RWzcrEM6w9byQOPMX/flYRSb+H93v7wuE8wBfNg7YsuDjSuuElvhiTfGCM8d/Pt3f2P+Dxjm60SpAJJzbR/+nYOt0tJHig/7zNOBltIfEZr5sZhT5gioAACAASURBVJ7bvMvfRA8Bo6Ob0QvGZqin+gv/ueJF0ttfF/y/iz+GLnyjji+PhPNN1PvcA234uMavrwE+iXZqmJ7DPsOMg738/19AQyO1aHU8TOkZib6sP5OUWJHxmhrQF8BY4Jvoy+Hnwfci4dzD23RYBVyzD/vr9CaZVK+N95wXztfQBqupRexnL38/rwc+48tqY8L5BBrbPaDo40r7xJboYgnwKWAi6qKvAj4drL8XrQ5fQdDokpKtjf7GORxt5XvF2xWJ3aFoPHbQ/D42DU30Ap8Htoh9bwnw27SvUwHnanMyic//6R+2x2LCuS/qhUaNI/fHBPcdDFIlDM+lF6tVaDxuC+AwtGHuKjQ299XgN9PRmOLpCR93rb8Hvus/7wTMDwU7+O5haEbFgWlfL2/PTC9WK4GDg/JI0A73xzErx+31l2nyTrR21Q0c5Mtqgv3MRJ2Ioht4Uz+pCVyUAWM0wJlow0qYgtDpH7a7yiWaA9mJNhS8iVZXFkUi50X/V/6BHTvA77dAswEuDB8iLx5vod5RJMK7oTG59rSvXQHn8Fz/gEXJ7PujjWJx4dwe9QJPJOOB1eWxn+hBq0VbwH9L0JJL35bpKD7e7AVz6WD3ZIHHfjWwPPg8Ce1T3+uv+xw09/EutOtmqg159H2Bz0I9/gcIGmWC87xTjtsM48P7ovHsGUHZNDQXd00/wplXEnu/dqR5YhO4MOFJPBwNkG8X+84i4Ong81ZoHOU9ZOmHWgY7TwK+BhwXlO2N5hKu9TdYPZkqxwsM0PUPbSV/EI0d3YO+aW/Ax2dRD6UXTa24Fu0NtdH7osKT2GPHOgn1HsM0sX2zCWd/5z+PfdWjL6y7gBuyXMfzUI9zOdqrZIX/bqLZB2REfxrai+VLwbrtUI+z21/jBWgjR32SNhRheyich6OZDg/ST14kA4SK6BvX/RXaSr7OC+RVZHq47RoI54Gxc5hMyCTNk5rgxbmCjKf2GtroM8Gv2wvtBXANWlW9HK1uTUrhxvkN2jNhpb/JryITsD/A27gBDeQ/4pcBUyKAPb1o7IjGu96LVs9ux+efkUkCvwRfvfXlFdlKHj9vQVkD2oj3V4IYtBfOa9EY5/9L6Fptj+YMvgTcFpTXB//P8vfaOWi8vOiUnmwPOBoHHIt6ttfGvj8JHaNgHdAalFdEV9gswnmrv045xenj9wHaFhH12DsYTaVahb64okbf6f5Z6gXek/gxpX1SE7gQh/oTdog/WT/2wvMNMt7WbLTVfCWaEPzOcthI37djI+oJ7gvs7B+4l9EuZFNjx/NJf0P02ziF9q4Yg7beXkPfHL59swjnb9EGkOOowBzM6Jj8336r1Kgn0U0sZQhtBLoDfSkW0gIbVsm39P/vgL7Y1gDfDL7bryAVc27JxFE3R/NpT4itn+mF4IhY+STUy+ylgO6HBdi5AB9fzee4/P8f9M/rMYP8ZpPziCak34fW1EKvfyraOPfHoOxdaGNq3gnygx5PqU9wCS5YPAXkUOD8LBe1F21lHBfciFMZIDZYCvt82bfQbmG/oW9PiP/0wnkzMC2PfYxG47J/90L8R2K9TbxwrkIbfaIUmBtQz+lkEorvJHjemlEvMoq91qFhhKuBo2Pf/T768pseK28Mjj9n4Qx+MxLtSHAWmZrKDqgXu4Kgz3Yx4hjbdwN9W3pr0ZdqF1odvweNzU7y66/2YrAlfV/KUVW9F/hcCa9TPZpI3wuckcfvQuGcMsh3N/fn/IBY+SS0RhmGKKL7/lBv09HBupJ426k/LHlesPDEfwtNTL/DC9LGgK9fHwlnG3l2kyrCvk0uNpoCcg86ZudlQXnkTUXC+QdyGLYMrard4o/7+2SqIWeH3/F/9/Hrfhqs+zOat1ZwnlqJzt23Cbw5X/Yp/OjnaDzsQPSFMR2N9c7136uL/S73Yb4yD91I1JNZhcYpTwXG+3WTUU99OX2Fs9gReEahXtPn/Oct0OyJffxx7uH3+wAqoMejnvRT+MYT+npcUVW9JMPfBfsZizawbgC+kcfv4lXt/hLwp6Fxy81j5VuitacriOVUo+GUFyhg5K+8j7/UO0jwQoWCeLk/QfehDQCvkklcDb8XvXm/ShmqpANc7IO90K0D/id+TGgrcC/qRfTbyusfslloa2mUN7idF5w+Y2wG226MHzs+jlqJiz/Gb+CzHbyQfQBtlX4OFc+90W54T+FrEgXuK6oOR/24O/w99RTa1TIunNeiDRlnJ3i8UbL6N9FcwqXE4u1oOs18VLSXkWkx3+TlUMr7PPZsTUVjub3AF/I954PtI/h7Jj7f2n/+IpqPeUp47VHv/FH8i7Sk92ipd5DQxQo9zNH+gdkffeO9Gw3YPwvsneXinkWJ37yxixw9iG3Ax4P170Wr4V34MRdjv9sH2G2gc0BmwIl/EHiK6NQG38oinOF5qynlA1XkuQt7PZ2IJvsvzCIenyKTH9lFMGJREfuuQVO6lqHx0i39cr0/13HhvAN9MSaWdYCmDvWgDsDOQXl8rNN3oQNf3OePf0r8Opfpeh2LNujcTKZ30qB9xWP340lkaUWnb07t1mg46S7gI0F5uz9f/4smrh/oNeF5ckxfKur4y3myE7hYP0SrlvfTt+vVrlmEMzWBQKsKL2e52Aej8ceswpnDdndHRz3a2IUudoOdg76FF6R9rXI4li3x3rL/PCZ6iPwL4FF0yLBN8mjRQaJvRmO0RV1ntEp8P/CdLOv+gGZkfJlMjHMbCoibDmLDxV6gN6DV9YbY+ni1doL//jeT2H+eth7i7fw66vG3oF7vgLMJxATzc/77H/efa9AwVfjCiNbtgdYC7qJvX/sz0PSzDWgD7+MUMPhGQeeg3Cc9zwsUeoyj0O6QD/mTNDb8jhfOO9Cq1X5ltlPi/6MDOkQX+6PB+kg4HyLWwJHjvqaiVbjHiXWV88J5Phq3rNj8SzQueyTqrcxFveiV9I29zkM9r4vIdHcdEZzfCcH/xaT4jEBTu8J4czQGQDRg8yPoPDtbhL9L8Hxs6Y/nLC8CpwGj+vlulGFwKRouKItzEJzr7/h7N6wahzWdr/T3W/9/qz/GE4KyPfyx/Ap1OP7g7++oAXM62hB3d+xZ2gWtcf4nZRw3IvUHKMcLFqXNjEVHAFoN/CnLBd3FX9Dl5DGAaRF2jRjopkVjUY9kEc4WX3Y36unkJXBoV8BbUVGOC+e44HxUsnDugTZi/R2tVt2C9oAKq2fzyHickXDGq6x5t5JnKT/LP6Rx730rNIb5GNpAtE+pzyvakBMJZyTe2xMbyg59MV5PHj2dErTvH/iQRVA+Fe2J1EuQDtaPYH46y3a/gnqOz6Av0EZfHjWYRsLZ51lK5d5Nc+c5XqSz0OpsNMPfGNS9/xfBYLKBUOxMieMaZEll8DfTpWhjwlFkute9qx/hPJAi+sGiL4hb0ZfEJonClSyYgY37oCkkawjSV+ibQD7PC+smMc489xW1ktej1cr/IjO26jQ0w+F2+lYBd0c9oB3QF/HlZTgn4u/5HrTx50P+3nmWzKAr+3l79iq1PVns+wTBXEixdT9Aw1K9xGp7ZBpw5sbKQ1G913/nD/ixFvzxRtcuEs47KaCWltg5SGvHeVykz6FB+tsD4dwSbT1bmU04S2xPnb9oFwZlv/E3y03+oq5EvYDowkce550MktSbpy3vQGN7q+I3aaUuBD1e0Ny6X6GxyUcIevPEhPNbwOsUOBAGmRDOaNS7f9ZfrxfRBomRaM+qu9EW7CvR+PkK4K/+t9cQ1G5KfI4E9TSjoQzvoK8HPpqYp5f0/oP/x6Khg1FB2fX+Ht8/ELRRaEPl19h0JtCZaE+9k/q7J9B0vXZ0Kpon0TTC3aLrF9w3e6BZFLcQG4imbPdwGjsd4GL1N1nUcehb6M4swvkP4I4y2jgR7XX0Evpm3RxNiD4guIFOQYW+k0w3yeloNfRmfAJ3Qvbs5u2pyJbxmK3R+dkMfRlO8Z+bvCh1ESRmx4Ti+GKOEfUw7/HX6hC0BnCGF6bz/Xca0ayHh/39djn6kqz1v72IIK5awHELm4YXBgrv7ImOkTAi3E4Zr9cxqLPyPNqF81xfPhFN/XoZTQ/7BJrW9zJ9Gz7DtLeD8jju07xwXhoIp+AbyFBnYeckjrGg85LWjge5WDsTiz/5hyYSzt192Rg0FrKCMuYeormR56L5oTd7u+IDhZyAxuNOD26e3fEjqZfIrooVTvp6e/d7YdrYHc4L59VeOD/ry7ZFW2bfm88xkiWejYYC/o7GkyNbDvai+ZnYdzeKGxrX/CXaWl3InDXR8W2BTrtyC9qj54vk0ZBV7muL9qVfiw5McjqaFvWKv0b1fvk56pmvQYdaLGSKikNRcT6EYIJAv89o3qPoef9fNHSRaugp1QepnxP6bdSL2z9+ctAcvufRt9w0XzaGIhKci7Bzey+czxDkTRLEO9Gh2aIJvyo+xliGc1aPNmDchsYRo4aOSDym+4fyaTTk8Re0gSZnDwudmvUiNq0izvYCGY1HEJ+XfCywZ+w3M9GQy1PxdXke9+ZesO9Fq7A3oS+O26iwQaD9C2Ost/EHBLMEoHHUfxC0GaCx9d3oO3RerqMV/dI/P497gf41fYeOO92vW+Ht6SnmOiR2jlI3YFOPcid/kpb3I5yL0ED0Q5SgM/5gdtI33jPZC+cGYGGW756DtrxWVJfFFK/1e1DPZFZQJrG/u/mH9Xb/EOU11BqajP4Kmvs4LSjfB42FHYQmZ4eCKf4B/VX8WqHjVE4p8HijY/ou2pjzjmDdBd6GI+PfT3tBveJn6Ns4d70XzGgItqaBjjmHfVyEvoyiuXsWoT3mbogJ51y0tnEFBc7pk/j5SfnihF7ZVvSd8Owh/MyD9HXnoxvwhkJv5gLsDPe/DX0HWNgBbeF9Gz/vjH8It0LjQHfST87dcFvQ6Q96iCUhB+ISCWQ92jhTUB4mmowexcSiqt0W6Iv4Wf9wnuHLR6Bhk9vQ2HC0z7w9QFTwN6n1oN7zNcHxfRR90X7Zf66YwVP8vbutF7TP+7Ib0ep3JJjT/PHsn8P2RhILl6Ae/J34kdzRRPl1/tl+HT/LZvD9EZQ5tWrAY0rhoowC/itWttAL5L/RNIsGdHzIB335Qf53W6BjQh5Lmbw3+nqWP/U23Y7GUjf35Tt64exFq5Q3oHGr1ZRhGLpqWdC41Vp8Y0Hs3I5CG2Z2jf0mnzzMsDvmmf7eCVthp6Ge7gtor6Kt0ekh7kZzDGvz3Wewv9FoVfJBMiNr1filE1jsy46hr5fbgGYHzE7hevR7nKi3/5a/n58A3u3LR6IzAdw12L3tj/1u9KURtr6/C+2EUYs2Ir0GfNKvi8ImVwPvT/uezXpc5b5IaPB4FXCoL/tf1O2fj45atAaNZ23vl2Voq1wnOszZa5SwMWUA2+ehVZZve1seR6uP0VBmO6BV9afRmOxelKEfbCUuDNwyejPqBe4YlAnawvoQvhGo0H2iyf0Xoy+tN/0DGHqc09DwTxcq4PejjTNFjbjuBWKWv5fvpG+PmZO8AJ2P5iGeQcajnYG+hBNLRcvR3vCFtS86QPBhQVkj2nOtFz+TJPqSmeufwVNyPCcnot7jIvoOizjG/73Rr4vaBKb456cbHWegYrzwjbaXfYdahbkZbT09HHXJjwjWz/Qn+Xdkko9/hDaqXEMOswgmZGd8ZKCfEiTmoq14f/cXNhLOndD8vqcIWgKH00LfvL2j0FbiWXhPAx03c4U/R7PRRPMPoSk9fylUtPy2G9Bh1G5FQwH7+uv2Skw4R6MDvXwYzftLLKUHHUDiMTS1aStfNg2NCa4Dfu3L6rww/cU/D6lkPqCDoLyB1op6UUcg6oHXgiaa93obl6H5mWGsc7BRi2rRmuHbWYRzAtpJ5dtB2T5oqtcRwC5p389ZjymlCxV1A1yBVsmjWEnkLRzshfN6+qYhlGUIf/rGMPdHe+/8kL4DTNSjOX1/R5OhI+HcES/2w20Jrl+URB61GPeiictR17i90dbQNajn9QTqvRfr7e3vH/73x8rbfPnGvL8svy24FZu+Y3IejzZy9BJMiOfv6ev8ff0ztDb1N3TEokTnFcrD7q3QOO/nUY/3KH+ebsbPJoC+/D6Ojk/bSpaJ0XI5PzHhDKvql6CdDPZGO4EsRF+gJe8GXfB5S23HOsBGNLRUOF5eOFfxy2iAfoovK/cQWFeR6RbWi+ashdNKRMK5HK3KpNJDoZIW/5DdjYZSdvZlf0MbPq4MRQv1ZGZ5sSva2yMzevcukS3Bup+RmScpa8tvkce9BfqSWOIf/D+h1f87yVQ9d0Or6rd4AT89ENxyJ64f6vf/W4LuqWj30mgaln6njR5IMMmeadIQCOfFeI8THWyj01+b59B4c1lGKyr43KW6c01i/zMaBwrjKdFJPwxttduhTPaEHuYJaFB/DtqAcS8axzyevrlmI9FY5l/LZWclL6g30klmEOFr0ar4F7xwXk4/uXYDPYg57nuUv18WhWX+74FkqqH9DmFW4H4FfaF2kek62wB8xAvBnQTTrMSPkxJ7mGgM9QOBrVt7cV8F/CX4XiTg0WwCN5BnWl/sGRpHbNYE1GtdgyatRx721ug4oXOognaA9A3IVNUf6kc4yx4I9m/EbwLnBGXboPGnh/sRzrJMB1zpCxpH/Lb//8dow1g0S+CZaHV8IX7c0wT3K/46nI32Yz8ttv5jqJd5fClECh2o5a+xsjo0vWgdWlWPYpyJTik7yDnZHvX0m2PrZnpR7CVohAqeu/39S+Yv5JipEnsmfozGl19GHYqPkglVRML5Syq4Gt7vcaZtgD+J0Yg9D+Nb1VO05T/IVMe/E918/u/W/iZajs4YWVG9OSplQVtNt/Qvwi+SmYf7A2j1rBeYV+C2B6zGol1cr/DCeQna0PNhNEUm7ICQ1MRokch8D22J3yG2voFM9fMhEhx3IAfbovs2qgq30He6lQPRavhjZJ9N4AD6GWRjkP1ehmaanIl2Nljir/u5wYvjWLQV/jdUWR5z6gYEJ3oXtHHgX/ik1xRsiG6y96HB6fvINF6Ewnm7t7OsaSLVtKBdIuNezNFoyta7BxO/2LZGE1Tz0AE/NpksL7hG26E1hWe8Dau9aBadIN2f2HpBiqaOjle/L0YbQC5LSqzztFn8OXwKDTmFAvk+ss8mEM8eGSinM4xdNvtnY3bsOz9BG8FO9J/r0RDYc2QZnb+Sl9QNiJ3Y3dBUo7KMYDLQDYxWX95CG4N2Cm8OtMfEH8tlZzUuaMPIDWgV7b3ea/kz8KvgO7kMVFGLxkl/4YW4AW0s+HJcnGLXaKR/MA/2D3ISDU1RzK/Bi+QxaDgiyjk83QvnN8mMOt6IjrQfzheVVnrRO71o9jebwMPkOMCvv77ziU2JjXYa6CXTeBsO8RfFtyPPt5agb3u1LKkbkOVipJFW9CnUQzjPP2BRa+f7BxBOq5oPfo5ne8GIWkb/WohooT3C3vQP9j/R6t42g/xmE8+oGLEKRHc0WgOJvNiX0GyBqAvwaWjc9iG08fBJtNpetmkpsh17sL6/2QTeh4bInkMbaAfLvzwd7UAQn89oKhrHDIf4i8Iz70EzCg5J+94s6hynbUAqB923OnE1Wp14DB1B6SW050Y0DmYknB0Mc8+SHMeFjJ3fdwAfROcEqgm3k8+1QhPg16Fe5oeC9WV7eaHe621etA9Ax5VsRT20Z8lMyfFe1Au7FJ1TJzpv5RLOaH+HoN19z6XvSPX9zSZwGEFHkxz2E4nhccFLY6I/P53Af8a+fzjaYl/VXYtTNyDVg9dUjOfRFIsoQN2OViF+RmYGwij/75J8HvihtASCl9O4kPTjqeQjHME+BR20+EHUi/lD+ED2t68SnIMmtEfM7KCs1ovkcrSRMGtDT6nvG3RErbCh6wT/knkMHfd1FVpjinJYI+FcSpZ+7wOdU/oODn203/7Pg5fGu9FeWLfgp6VA87Iv8uepbJOgleRcp21AWQ9202HmLiXL5FRoS+hLwIeDsoMp41B0lbiQwriQaKPPvsHnQ9BGuj+w6cAvJfU60dDN6/ih7ciMB1qL5qG+gO81VmpbYnaNRsdweB34vi+7CfUyIw/wa2jq0Z/JhJqa0N5YKyhgPAd0UI/9yIx7uZBMF8x9/P5e8KIaTU6X+niYRZ/vtA0o440VVh+jQPT19E3uDYeqWwZcl7bdlbCQ8STLPi4kOt7A22jVLhKpmYFw7ufLtvUPbyItsdmOAU3WXknf5PlwxsheUhitKNj/t7xAXYJmeMRzMz+Jxlp/QKZq/U6CRqo89leHdkq53H/+dhbh3Al9yZ2NthtMTfteTuRcp21AmW6oUDDPRasyu6MjsDxH35bNKB50FXBr2randL4qZlxI1Lt9GPWIPhiI1KHei7nNX8+laONM0R5ecA+MiG8Prfb2AG2x8oP9/mekeN3C2QReJzO7QThk3kVe3DYJk+T7skPnwnoC31EB+D46xcvCpF5elbikbkDJD7Bvo8RVaLzyTO817OgfutvpGxAfiwazF1HARFrVvJDiuJBs2rgUTaS1GRp/ezImnO9Dq4APo15nJObFDL4RtZJvgXb5vAXtnx3FAiegnloP6tEd4c/FXRQ5SlOxNvv/d/TCuQ74RVAenZsj0BbsrAOX9LP9/nJTJ6A9vi4Jyr6HVsV/io9xDrUldQPKdqAa03kObfQJc8f29Q9elxfJM9Bc0deokOH1y3yeUh0XEvUsjws+R9XISDjjHuc2qIdV0CjvsX1HglmPxvmWobmFj/p7J4pljke7Yz7j75N/ojHEso1WRF9nYFRYRmZQ7LXAj2PX9iw0xDC5gH0ekKXsEwRxXl82Hw2fnM8QTM1L3YCyHajO//I7+qbNRA/JNH+hu/xb8mbgP9K2OeXzlcq4kGTm+/5KUBYJ53gv5vejHtPI2G+T8DDr0PDE5cAkNM1oAjpY7stesCNxGou2Qu9OAsnzBdr9ES/sHWjoIIrXh7MJ/NEL2HfQ+PDXCtjPcX5bvyfoWokOGnw/OnRi2Kp+FikMFl6Wc562AWW6sWrRmNcfgrI+ScBkql+bU2V9YZM8T/5vWceFjF2H3dGW4NfCh5uMN/U1b9O/ibWeJ3D8I9Gq+Aq0Wh7GwjdHezi9hPahb8jy+7J6VWiNYA2ZOeOfQAfBCGcTmId6yT3oeJnhvOT5TCUyCq1N3IS+uJahubO1/l55e6iKZHwZwfBgAxqj211E9gRwHgARORw4XkTGOefecs6tSdHW1HDOrReRLdAW1k+i4rQEbQH9vYhs6Zy7Ffgqms6yC/qwXI2mBfWISK1zbkMu+xORGr9fF9jwd7Sf8q+Ab4jI13x5dE1q0FrBTehgtUkyGhXrUajwbPB21jrn3kJ7ON2Nvkw+GNkf2N6bsD19EBGJFb0LjR3ORgcmWYyGmy4WkdHOuZVo/uQvUSfhGefcNX5bI8LzPhjOuTXOuaXo8G2fRPMwf4LWMAQNVZwjIg1FHGJ1kLZql2tBc9LeRkfACQfC3Qp9QG8j1o92uC2UcVxIMl7tZujI4eeiVbooQXoH4P/QGOqZaMPMu4A7gKMK2WeOdm2NVmXfws8umsXeuwlqLeW6NsH/k9BBSU4Fjg/KR5F9NoGpxHrnJGTTR9HGsGhUsL9SxlGc0lpSN6CsB6u5fmvQ6uS5qMd0A/rWTHw072pcKMO4kGRigqPRqvAK1FN5wS+fQj3K7dE4XA+ZXi3LKH3vmoloiOBJ4LygPBywI5UGDjS2+BTa0LKBoBeQXx/OJnAtsQExkrA7y8vyQHRu8mHR+SN1A8p+wNqr42b/kD6OBviHvWBS5nEhvShe67223dBGlcneQ+qOPChgDNot70zgM5SpHzfaKp9NOMM4Z8mFk74e5j5oH/cfod1KH0a7AR9P37SjkehIS89T4mlwgxdgxcxLXuolOuBhhY+7NKDV0W43DGOYIlLjssQeRaQFbTE/Gx0ouDdYdzHg0HP3yWy/z2P/E9B4aYdz7juxdVeh/bmbnHMv5Gp70ojINsDX0UFb7nDOfbrU+xzAlnehccuDgS85594QkYloRshoNKxyaXS9RKQezQBZlpbNQ5Xh0hDUB+dct3PuVefc6mEqmLXOuQ0i0iAiLSJyjIjsKyJjnHOdaPXubOBMEZnsf9OIphx1OueO9b+v6X8vg7IWjQ9OCO3y/34VfaHN9eV9GkDKIZh+P6vQ8MBfgDEiksrzIiLbot7/r9GUoje8fS+io9K/jjbMfTyy0Tm3NhLMtOweqtQO/hVjKOFbTdeLyGg0GX0rNKfvFeAJETnSOfddEXFousrHRKQHrT6/jsY8gaLFax1azX+viDQ657qcc+v9ujdQUa31+0mtOuScWyUiXwJec871+vNX0lbyLDb8W0QOQ1vB9/Fe50N+3QsiciSa+tWGNgb9PPb7sto71LE30DDDP/gj0STlV9FJrrZB+29vDvxVRLZ1zi1Aq4LXow01VwL7JOBhRnasReNuuwNni8gewept0dbrFyBrqk1Z8TWSsghmf8fqnLsZP24lOmD2ZOecExHxIYzZaIPZm6W0z2B4xjSHOyLShPYS+ZJz7ipfVouOrP1/qEc5M6oGxn5bG3iESdgyE83zfBQdtuwlNMWpFy/SSe2r0vECGOUO741mD+yA9qt/2Tn3loi8Hx1D4Qa019Qz0e9EZNRwDDeVG/M0hycNaKv0mwAiMtIL4Z/R1JFd/LJJPCxJwfTbuwkdk/FxdMi3I9A80X2T8mqrhUAwP4WK4iK0pfxvwBkisqNz7gbUq3w/sEBEpkS/iwQzbc98qGOe5hAn9F6CsnFouspNzrmosWWkc26diGyPDuhwVOSFlsnOkWg+6Ejn3GpflqhXWw347IXfo1XwW9Fr8T3gv9GunWf6OOtM1AO9BZ2Wd5NagVEazNMcwnjRcSIyIvQYvSh9E/ikiLT5snV+dSOaC/h8OW11zq1z2oU1j+1TTwAAAuhJREFUEkwZboLpeTc63NoVzrmHnHOv+FSnxWhf78Nho4d+JPB7E8zyYp7mECVqtPB9yS9CW8nfQuNgT/g8ydPRaRp+jQ5UsTk6UZhDhwEbNvHENIjFMGt9VsMP0Xl1tvfl9b7RDBG5Be3hs99A2zJKi3maQ5BAMOvRQS12QeOXjcAdIjLLOfcSOvDFiegwcJei01m8Drx3uMUTy01MMA8DPi8iu6MNdKNE5NOgWQY+dAE6PsKOIrJlfHsmmOXDRHOIEQhmHTrW4cNo48pRaOv4g8CvReSDwGrn3C/QgTAORKeQmOXyHK3IyJ9AMI9Hc1/3JDO1x93AJ0TkCP/ddf4FtjXa73y9Nfakh1XPhyDeM7kSnTb1OeAwlxnmbHM0ZWVftM/yn5xz3bHflz2BezgiIu9Fu0GeDVzme/ggIvugIZUedJyE29ExE9qArzrn/i8Vgw3APM2hSkWPC2lspBlt9LkKzU+N+tX/De10cB86Gvt1aGL7NyLBNE8zPczTHKKIyNboYBMnoRNfneLLowaHzdABM152zh2eoqnDFj8AygHOuV39541C6LMeJqNDwO0IvO10UGGrCaSMeZpDFN+1bj7qTc4SkfN8+XovnG8DB6Fz3hjpsBwYLSLvgUyc0wtmI+ptjnXOPRYIpphgpouJ5hDGx8jmo/3HPxwTzhqnoz312ig4qfF7NITyRRHZBTYK5ki03/8x6GRyG7FW8vSxUY6GOL73yHw09/KDovP8fDpsGTfPJR2cc4+LyFHoYMxbicgV6ORoBwJfBs5yzq1I00ZjUyymOUwQHVB3ATqG5dEmlJWDiPwXOrPnDuj1+QdwkXPuh369Ja5XECaawwjf5zy1cSGN/hGRsWhVfDTwinPuWV9u16nCMNEchtiDWB2Yh1mZmGgahmHkgbWaGoZh5IGJpmEYRh6YaBqGYeSBiaZhGEYemGgahmHkgYmmYRhGHphoGoZh5IGJpmEYRh6YaBqGYeTB/we6ZQB2/tvl7gAAAABJRU5ErkJggg==\n", 329 "image/png": "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\n",
291 "text/plain": [ 330 "text/plain": [
292 "<Figure size 360x288 with 1 Axes>" 331 "<Figure size 360x288 with 1 Axes>"
293 ] 332 ]
@@ -312,6 +351,13 @@
312 "metadata": {}, 351 "metadata": {},
313 "outputs": [], 352 "outputs": [],
314 "source": [] 353 "source": []
354 },
355 {
356 "cell_type": "code",
357 "execution_count": null,
358 "metadata": {},
359 "outputs": [],
360 "source": []
315 } 361 }
316 ], 362 ],
317 "metadata": { 363 "metadata": {