diff --git a/mdp/measure-validation.ipynb b/mdp/measure-validation.ipynb
index 51ab63fb..b2589e72 100644
--- a/mdp/measure-validation.ipynb
+++ b/mdp/measure-validation.ipynb
@@ -15,9 +15,7 @@
"cell_type": "code",
"execution_count": 2,
"id": "323af6c8",
- "metadata": {
- "scrolled": false
- },
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -28,7 +26,7 @@
"MDP of size 417 / 4 / 2362 / 5.7\n",
"aft20\n",
"aft20barzur.BitcoinSM(alpha=0.125, gamma=0.25, maximum_fork_length=13)\n",
- "MDP of size 454 / 4 / 1722 / 3.8\n",
+ "MDP of size 429 / 4 / 1602 / 3.7\n",
"\n",
"our:\n",
"sm.SelfishMining(Bitcoin(), alpha=0.125, gamma=0.25, maximum_height=13, maximum_size=0, force_consider_own=True)\n",
@@ -82,123 +80,123 @@
"
\n",
" \n",
" 0 | \n",
- " 0.25 | \n",
+ " 0.30 | \n",
" 0.50 | \n",
- " 25 | \n",
+ " 50 | \n",
" 0.01 | \n",
" fc16 | \n",
" 1 | \n",
- " 0.009711 | \n",
+ " 0.009863 | \n",
" 0.01 | \n",
- " 84 | \n",
+ " 203 | \n",
" 0 | \n",
" ... | \n",
- " 17.211788 | \n",
- " 142 | \n",
- " 142 | \n",
- " 0.030933 | \n",
+ " 27.760272 | \n",
+ " 148 | \n",
+ " 148 | \n",
+ " 0.030839 | \n",
" 2 | \n",
- " 0.204995 | \n",
- " 0.249974 | \n",
- " 0.154395 | \n",
- " 6.425462 | \n",
- " -0.000026 | \n",
+ " 0.257602 | \n",
+ " 0.326664 | \n",
+ " 0.308518 | \n",
+ " 16.424180 | \n",
+ " 2.666388e-02 | \n",
"
\n",
" \n",
" 1 | \n",
- " 0.25 | \n",
+ " 0.30 | \n",
" 0.50 | \n",
- " 25 | \n",
+ " 50 | \n",
" 0.01 | \n",
" aft20 | \n",
" 1 | \n",
- " 0.009872 | \n",
+ " 0.009911 | \n",
" 0.01 | \n",
- " 128 | \n",
+ " 291 | \n",
" 0 | \n",
" ... | \n",
- " 17.063486 | \n",
- " 142 | \n",
- " 142 | \n",
- " 0.002084 | \n",
+ " 27.412050 | \n",
+ " 155 | \n",
+ " 155 | \n",
+ " 0.002692 | \n",
" 2 | \n",
- " 0.116836 | \n",
- " 0.249975 | \n",
- " 0.137341 | \n",
- " 6.036471 | \n",
- " -0.000025 | \n",
+ " 0.151668 | \n",
+ " 0.326664 | \n",
+ " 0.280877 | \n",
+ " 15.770201 | \n",
+ " 2.666388e-02 | \n",
"
\n",
" \n",
" 2 | \n",
- " 0.25 | \n",
+ " 0.30 | \n",
" 0.50 | \n",
- " 25 | \n",
+ " 50 | \n",
" 0.01 | \n",
" our | \n",
" 1 | \n",
- " 0.009583 | \n",
+ " 0.009960 | \n",
" 0.01 | \n",
- " 147 | \n",
+ " 309 | \n",
" 0 | \n",
" ... | \n",
- " 17.244469 | \n",
- " 829 | \n",
- " 829 | \n",
- " 0.063768 | \n",
+ " 27.365872 | \n",
+ " 702 | \n",
+ " 702 | \n",
+ " 0.038981 | \n",
" 2 | \n",
- " 0.108854 | \n",
- " 0.249904 | \n",
- " 67.625856 | \n",
- " 6.235046 | \n",
- " -0.000096 | \n",
+ " 0.140008 | \n",
+ " 0.328882 | \n",
+ " 138.018218 | \n",
+ " 15.886203 | \n",
+ " 2.888239e-02 | \n",
"
\n",
" \n",
" 3 | \n",
- " 0.45 | \n",
- " 1.00 | \n",
- " 50 | \n",
+ " 0.20 | \n",
+ " 0.50 | \n",
+ " 25 | \n",
" 0.01 | \n",
" fc16 | \n",
" 1 | \n",
- " 0.009952 | \n",
+ " 0.009892 | \n",
" 0.01 | \n",
- " 333 | \n",
+ " 77 | \n",
" 0 | \n",
" ... | \n",
- " 45.417903 | \n",
- " 237 | \n",
- " 237 | \n",
- " 0.032954 | \n",
+ " 16.072149 | \n",
+ " 137 | \n",
+ " 137 | \n",
+ " 0.029876 | \n",
" 2 | \n",
- " 0.450000 | \n",
- " 0.788426 | \n",
- " 0.491456 | \n",
- " 41.554181 | \n",
- " 0.338426 | \n",
+ " 0.200000 | \n",
+ " 0.200000 | \n",
+ " 0.157802 | \n",
+ " 4.784298 | \n",
+ " 3.363976e-14 | \n",
"
\n",
" \n",
" 4 | \n",
- " 0.45 | \n",
- " 1.00 | \n",
- " 50 | \n",
+ " 0.20 | \n",
+ " 0.50 | \n",
+ " 25 | \n",
" 0.01 | \n",
" aft20 | \n",
" 1 | \n",
- " 0.009922 | \n",
+ " 0.009996 | \n",
" 0.01 | \n",
- " 396 | \n",
+ " 135 | \n",
" 0 | \n",
" ... | \n",
- " 45.250913 | \n",
- " 263 | \n",
- " 263 | \n",
- " 0.004900 | \n",
+ " 16.043961 | \n",
+ " 140 | \n",
+ " 140 | \n",
+ " 0.002263 | \n",
" 2 | \n",
- " 0.357169 | \n",
- " 0.787252 | \n",
- " 0.405291 | \n",
- " 40.984734 | \n",
- " 0.337252 | \n",
+ " 0.100000 | \n",
+ " 0.200000 | \n",
+ " 0.135671 | \n",
+ " 4.683534 | \n",
+ " 1.572631e-13 | \n",
"
\n",
" \n",
" ... | \n",
@@ -226,123 +224,123 @@
"
\n",
" \n",
" 400 | \n",
- " 0.40 | \n",
+ " 0.25 | \n",
" 0.75 | \n",
- " 50 | \n",
+ " 25 | \n",
" 0.01 | \n",
" aft20 | \n",
" 1 | \n",
- " 0.009948 | \n",
+ " 0.009992 | \n",
" 0.01 | \n",
- " 352 | \n",
+ " 141 | \n",
" 0 | \n",
" ... | \n",
- " 37.109433 | \n",
- " 235 | \n",
- " 235 | \n",
- " 0.003853 | \n",
+ " 17.468119 | \n",
+ " 218 | \n",
+ " 218 | \n",
+ " 0.003506 | \n",
" 2 | \n",
- " 0.254737 | \n",
- " 0.549392 | \n",
- " 0.368678 | \n",
- " 28.194043 | \n",
- " 0.149392 | \n",
+ " 0.126677 | \n",
+ " 0.284397 | \n",
+ " 0.152625 | \n",
+ " 6.991779 | \n",
+ " 3.439707e-02 | \n",
"
\n",
" \n",
" 401 | \n",
- " 0.40 | \n",
+ " 0.25 | \n",
" 0.75 | \n",
- " 50 | \n",
+ " 25 | \n",
" 0.01 | \n",
" our | \n",
" 1 | \n",
- " 0.009930 | \n",
+ " 0.009974 | \n",
" 0.01 | \n",
- " 423 | \n",
+ " 146 | \n",
" 0 | \n",
" ... | \n",
- " 38.898893 | \n",
- " 3481 | \n",
- " 3481 | \n",
- " 2.454811 | \n",
+ " 17.510537 | \n",
+ " 1225 | \n",
+ " 1225 | \n",
+ " 0.142822 | \n",
" 2 | \n",
- " 0.229374 | \n",
- " 0.618313 | \n",
- " 184.720154 | \n",
- " 31.252732 | \n",
- " 0.218313 | \n",
+ " 0.122221 | \n",
+ " 0.284769 | \n",
+ " 67.597934 | \n",
+ " 6.947488 | \n",
+ " 3.476935e-02 | \n",
"
\n",
" \n",
" 402 | \n",
- " 0.30 | \n",
+ " 0.40 | \n",
" 0.75 | \n",
- " 100 | \n",
+ " 25 | \n",
" 0.01 | \n",
" fc16 | \n",
" 1 | \n",
- " 0.009932 | \n",
+ " 0.009890 | \n",
" 0.01 | \n",
- " 464 | \n",
+ " 149 | \n",
" 0 | \n",
" ... | \n",
- " 48.232718 | \n",
- " 249 | \n",
- " 249 | \n",
- " 0.004395 | \n",
+ " 22.988541 | \n",
+ " 284 | \n",
+ " 284 | \n",
+ " 0.005359 | \n",
" 2 | \n",
- " 0.265724 | \n",
- " 0.379090 | \n",
- " 0.641664 | \n",
- " 37.225727 | \n",
- " 0.079090 | \n",
+ " 0.373632 | \n",
+ " 0.610876 | \n",
+ " 0.229349 | \n",
+ " 16.974401 | \n",
+ " 2.108758e-01 | \n",
"
\n",
" \n",
" 403 | \n",
- " 0.30 | \n",
+ " 0.40 | \n",
" 0.75 | \n",
- " 100 | \n",
+ " 25 | \n",
" 0.01 | \n",
" aft20 | \n",
" 1 | \n",
- " 0.009963 | \n",
+ " 0.009907 | \n",
" 0.01 | \n",
- " 603 | \n",
+ " 188 | \n",
" 0 | \n",
" ... | \n",
- " 45.366565 | \n",
- " 196 | \n",
- " 196 | \n",
- " 0.002980 | \n",
+ " 22.912271 | \n",
+ " 293 | \n",
+ " 293 | \n",
+ " 0.005557 | \n",
" 2 | \n",
- " 0.163203 | \n",
- " 0.352231 | \n",
- " 0.627965 | \n",
- " 33.671015 | \n",
- " 0.052231 | \n",
+ " 0.262387 | \n",
+ " 0.610876 | \n",
+ " 0.190317 | \n",
+ " 16.412349 | \n",
+ " 2.108758e-01 | \n",
"
\n",
" \n",
" 404 | \n",
- " 0.30 | \n",
+ " 0.40 | \n",
" 0.75 | \n",
- " 100 | \n",
+ " 25 | \n",
" 0.01 | \n",
" our | \n",
" 1 | \n",
- " 0.009961 | \n",
+ " 0.009996 | \n",
" 0.01 | \n",
- " 674 | \n",
+ " 210 | \n",
" 0 | \n",
" ... | \n",
- " 47.337924 | \n",
- " 2469 | \n",
- " 2469 | \n",
- " 0.909433 | \n",
+ " 22.713266 | \n",
+ " 3481 | \n",
+ " 3481 | \n",
+ " 2.419461 | \n",
" 2 | \n",
- " 0.153466 | \n",
- " 0.379184 | \n",
- " 287.169326 | \n",
- " 35.942575 | \n",
- " 0.079184 | \n",
+ " 0.227903 | \n",
+ " 0.611037 | \n",
+ " 94.679083 | \n",
+ " 16.464616 | \n",
+ " 2.110366e-01 | \n",
"
\n",
" \n",
"\n",
@@ -350,57 +348,57 @@
""
],
"text/plain": [
- " alpha gamma horizon eps model vi_discount vi_delta vi_stop_delta \n",
- "0 0.25 0.50 25 0.01 fc16 1 0.009711 0.01 \\\n",
- "1 0.25 0.50 25 0.01 aft20 1 0.009872 0.01 \n",
- "2 0.25 0.50 25 0.01 our 1 0.009583 0.01 \n",
- "3 0.45 1.00 50 0.01 fc16 1 0.009952 0.01 \n",
- "4 0.45 1.00 50 0.01 aft20 1 0.009922 0.01 \n",
+ " alpha gamma horizon eps model vi_discount vi_delta vi_stop_delta \\\n",
+ "0 0.30 0.50 50 0.01 fc16 1 0.009863 0.01 \n",
+ "1 0.30 0.50 50 0.01 aft20 1 0.009911 0.01 \n",
+ "2 0.30 0.50 50 0.01 our 1 0.009960 0.01 \n",
+ "3 0.20 0.50 25 0.01 fc16 1 0.009892 0.01 \n",
+ "4 0.20 0.50 25 0.01 aft20 1 0.009996 0.01 \n",
".. ... ... ... ... ... ... ... ... \n",
- "400 0.40 0.75 50 0.01 aft20 1 0.009948 0.01 \n",
- "401 0.40 0.75 50 0.01 our 1 0.009930 0.01 \n",
- "402 0.30 0.75 100 0.01 fc16 1 0.009932 0.01 \n",
- "403 0.30 0.75 100 0.01 aft20 1 0.009963 0.01 \n",
- "404 0.30 0.75 100 0.01 our 1 0.009961 0.01 \n",
+ "400 0.25 0.75 25 0.01 aft20 1 0.009992 0.01 \n",
+ "401 0.25 0.75 25 0.01 our 1 0.009974 0.01 \n",
+ "402 0.40 0.75 25 0.01 fc16 1 0.009890 0.01 \n",
+ "403 0.40 0.75 25 0.01 aft20 1 0.009907 0.01 \n",
+ "404 0.40 0.75 25 0.01 our 1 0.009996 0.01 \n",
"\n",
- " vi_iter vi_max_iter ... vi_max_value ss_reachable ss_nonzero \n",
- "0 84 0 ... 17.211788 142 142 \\\n",
- "1 128 0 ... 17.063486 142 142 \n",
- "2 147 0 ... 17.244469 829 829 \n",
- "3 333 0 ... 45.417903 237 237 \n",
- "4 396 0 ... 45.250913 263 263 \n",
+ " vi_iter vi_max_iter ... vi_max_value ss_reachable ss_nonzero \\\n",
+ "0 203 0 ... 27.760272 148 148 \n",
+ "1 291 0 ... 27.412050 155 155 \n",
+ "2 309 0 ... 27.365872 702 702 \n",
+ "3 77 0 ... 16.072149 137 137 \n",
+ "4 135 0 ... 16.043961 140 140 \n",
".. ... ... ... ... ... ... \n",
- "400 352 0 ... 37.109433 235 235 \n",
- "401 423 0 ... 38.898893 3481 3481 \n",
- "402 464 0 ... 48.232718 249 249 \n",
- "403 603 0 ... 45.366565 196 196 \n",
- "404 674 0 ... 47.337924 2469 2469 \n",
+ "400 141 0 ... 17.468119 218 218 \n",
+ "401 146 0 ... 17.510537 1225 1225 \n",
+ "402 149 0 ... 22.988541 284 284 \n",
+ "403 188 0 ... 22.912271 293 293 \n",
+ "404 210 0 ... 22.713266 3481 3481 \n",
"\n",
- " ss_time pe_iter ptrev rpp time vi_steady_value \n",
- "0 0.030933 2 0.204995 0.249974 0.154395 6.425462 \\\n",
- "1 0.002084 2 0.116836 0.249975 0.137341 6.036471 \n",
- "2 0.063768 2 0.108854 0.249904 67.625856 6.235046 \n",
- "3 0.032954 2 0.450000 0.788426 0.491456 41.554181 \n",
- "4 0.004900 2 0.357169 0.787252 0.405291 40.984734 \n",
+ " ss_time pe_iter ptrev rpp time vi_steady_value \\\n",
+ "0 0.030839 2 0.257602 0.326664 0.308518 16.424180 \n",
+ "1 0.002692 2 0.151668 0.326664 0.280877 15.770201 \n",
+ "2 0.038981 2 0.140008 0.328882 138.018218 15.886203 \n",
+ "3 0.029876 2 0.200000 0.200000 0.157802 4.784298 \n",
+ "4 0.002263 2 0.100000 0.200000 0.135671 4.683534 \n",
".. ... ... ... ... ... ... \n",
- "400 0.003853 2 0.254737 0.549392 0.368678 28.194043 \n",
- "401 2.454811 2 0.229374 0.618313 184.720154 31.252732 \n",
- "402 0.004395 2 0.265724 0.379090 0.641664 37.225727 \n",
- "403 0.002980 2 0.163203 0.352231 0.627965 33.671015 \n",
- "404 0.909433 2 0.153466 0.379184 287.169326 35.942575 \n",
+ "400 0.003506 2 0.126677 0.284397 0.152625 6.991779 \n",
+ "401 0.142822 2 0.122221 0.284769 67.597934 6.947488 \n",
+ "402 0.005359 2 0.373632 0.610876 0.229349 16.974401 \n",
+ "403 0.005557 2 0.262387 0.610876 0.190317 16.412349 \n",
+ "404 2.419461 2 0.227903 0.611037 94.679083 16.464616 \n",
"\n",
" rpp_minus_alpha \n",
- "0 -0.000026 \n",
- "1 -0.000025 \n",
- "2 -0.000096 \n",
- "3 0.338426 \n",
- "4 0.337252 \n",
+ "0 2.666388e-02 \n",
+ "1 2.666388e-02 \n",
+ "2 2.888239e-02 \n",
+ "3 3.363976e-14 \n",
+ "4 1.572631e-13 \n",
".. ... \n",
- "400 0.149392 \n",
- "401 0.218313 \n",
- "402 0.079090 \n",
- "403 0.052231 \n",
- "404 0.079184 \n",
+ "400 3.439707e-02 \n",
+ "401 3.476935e-02 \n",
+ "402 2.108758e-01 \n",
+ "403 2.108758e-01 \n",
+ "404 2.110366e-01 \n",
"\n",
"[405 rows x 21 columns]"
]
@@ -478,79 +476,55 @@
" \n",
" \n",
" \n",
- " 15 | \n",
- " 0.05 | \n",
- " 0.50 | \n",
- " 50 | \n",
+ " 45 | \n",
+ " 0.10 | \n",
+ " 0.75 | \n",
+ " 25 | \n",
" 0.01 | \n",
" fc16 | \n",
" 1 | \n",
- " 0.009829 | \n",
+ " 0.009760 | \n",
" 0.01 | \n",
- " 82 | \n",
+ " 59 | \n",
" 0 | \n",
" ... | \n",
- " 14.548281 | \n",
+ " 14.332720 | \n",
" 4 | \n",
" 3 | \n",
- " 0.029790 | \n",
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" 2 | \n",
- " 0.050 | \n",
- " 0.05 | \n",
- " 0.148920 | \n",
- " 2.023044 | \n",
- " -2.359224e-16 | \n",
- "
\n",
- " \n",
- " 16 | \n",
- " 0.05 | \n",
- " 0.50 | \n",
- " 50 | \n",
- " 0.01 | \n",
- " aft20 | \n",
- " 1 | \n",
- " 0.009811 | \n",
- " 0.01 | \n",
- " 159 | \n",
- " 0 | \n",
- " ... | \n",
- " 14.532848 | \n",
- " 5 | \n",
- " 4 | \n",
- " 0.000891 | \n",
- " 2 | \n",
- " 0.025 | \n",
- " 0.05 | \n",
- " 0.169144 | \n",
- " 1.998473 | \n",
- " -6.106227e-16 | \n",
+ " 0.100 | \n",
+ " 0.10 | \n",
+ " 0.089491 | \n",
+ " 2.275124 | \n",
+ " -1.249001e-16 | \n",
"
\n",
" \n",
- " 67 | \n",
- " 0.15 | \n",
+ " 46 | \n",
+ " 0.10 | \n",
" 0.75 | \n",
" 25 | \n",
" 0.01 | \n",
" aft20 | \n",
" 1 | \n",
- " 0.009857 | \n",
+ " 0.009872 | \n",
" 0.01 | \n",
- " 127 | \n",
+ " 111 | \n",
" 0 | \n",
" ... | \n",
- " 15.037238 | \n",
- " 5 | \n",
+ " 14.314769 | \n",
" 4 | \n",
- " 0.001263 | \n",
+ " 3 | \n",
+ " 0.000802 | \n",
" 2 | \n",
- " 0.075 | \n",
- " 0.15 | \n",
- " 0.262531 | \n",
- " 3.470035 | \n",
- " 1.387779e-16 | \n",
+ " 0.050 | \n",
+ " 0.10 | \n",
+ " 0.118374 | \n",
+ " 2.240891 | \n",
+ " -2.359224e-16 | \n",
"
\n",
" \n",
- " 72 | \n",
+ " 81 | \n",
" 0.05 | \n",
" 0.75 | \n",
" 50 | \n",
@@ -565,92 +539,44 @@
" 14.548281 | \n",
" 4 | \n",
" 3 | \n",
- " 0.000822 | \n",
+ " 0.000870 | \n",
" 2 | \n",
" 0.050 | \n",
" 0.05 | \n",
- " 0.121033 | \n",
+ " 0.120337 | \n",
" 2.023044 | \n",
" -2.359224e-16 | \n",
"
\n",
" \n",
- " 73 | \n",
+ " 132 | \n",
" 0.05 | \n",
- " 0.75 | \n",
+ " 0.50 | \n",
" 50 | \n",
" 0.01 | \n",
- " aft20 | \n",
- " 1 | \n",
- " 0.009811 | \n",
- " 0.01 | \n",
- " 159 | \n",
- " 0 | \n",
- " ... | \n",
- " 14.532848 | \n",
- " 5 | \n",
- " 4 | \n",
- " 0.000802 | \n",
- " 2 | \n",
- " 0.025 | \n",
- " 0.05 | \n",
- " 0.166529 | \n",
- " 1.998473 | \n",
- " -6.106227e-16 | \n",
- "
\n",
- " \n",
- " 87 | \n",
- " 0.05 | \n",
- " 0.25 | \n",
- " 25 | \n",
- " 0.01 | \n",
" fc16 | \n",
" 1 | \n",
- " 0.009964 | \n",
+ " 0.009829 | \n",
" 0.01 | \n",
- " 41 | \n",
+ " 82 | \n",
" 0 | \n",
" ... | \n",
- " 13.591608 | \n",
+ " 14.548281 | \n",
" 4 | \n",
" 3 | \n",
- " 0.000871 | \n",
+ " 0.000827 | \n",
" 2 | \n",
" 0.050 | \n",
" 0.05 | \n",
- " 0.065160 | \n",
- " 1.015561 | \n",
+ " 0.123979 | \n",
+ " 2.023044 | \n",
" -2.359224e-16 | \n",
"
\n",
" \n",
- " 88 | \n",
+ " 141 | \n",
" 0.05 | \n",
" 0.25 | \n",
" 25 | \n",
" 0.01 | \n",
- " aft20 | \n",
- " 1 | \n",
- " 0.009612 | \n",
- " 0.01 | \n",
- " 81 | \n",
- " 0 | \n",
- " ... | \n",
- " 13.591608 | \n",
- " 5 | \n",
- " 4 | \n",
- " 0.000784 | \n",
- " 2 | \n",
- " 0.025 | \n",
- " 0.05 | \n",
- " 0.087541 | \n",
- " 1.010755 | \n",
- " -6.106227e-16 | \n",
- "
\n",
- " \n",
- " 111 | \n",
- " 0.05 | \n",
- " 0.00 | \n",
- " 25 | \n",
- " 0.01 | \n",
" fc16 | \n",
" 1 | \n",
" 0.009964 | \n",
@@ -661,42 +587,18 @@
" 13.591608 | \n",
" 4 | \n",
" 3 | \n",
- " 0.000800 | \n",
+ " 0.000824 | \n",
" 2 | \n",
" 0.050 | \n",
" 0.05 | \n",
- " 0.065916 | \n",
+ " 0.065232 | \n",
" 1.015561 | \n",
" -2.359224e-16 | \n",
"
\n",
" \n",
- " 112 | \n",
- " 0.05 | \n",
- " 0.00 | \n",
- " 25 | \n",
- " 0.01 | \n",
- " aft20 | \n",
- " 1 | \n",
- " 0.009612 | \n",
- " 0.01 | \n",
- " 81 | \n",
- " 0 | \n",
- " ... | \n",
- " 13.591608 | \n",
- " 5 | \n",
- " 4 | \n",
- " 0.000896 | \n",
- " 2 | \n",
- " 0.025 | \n",
- " 0.05 | \n",
- " 0.087626 | \n",
- " 1.010755 | \n",
- " -6.106227e-16 | \n",
- "
\n",
- " \n",
- " 117 | \n",
+ " 180 | \n",
" 0.10 | \n",
- " 0.50 | \n",
+ " 0.25 | \n",
" 25 | \n",
" 0.01 | \n",
" fc16 | \n",
@@ -709,114 +611,90 @@
" 14.332720 | \n",
" 4 | \n",
" 3 | \n",
- " 0.000852 | \n",
+ " 0.000778 | \n",
" 2 | \n",
" 0.100 | \n",
" 0.10 | \n",
- " 0.089438 | \n",
+ " 0.089966 | \n",
" 2.275124 | \n",
" -1.249001e-16 | \n",
"
\n",
" \n",
- " 123 | \n",
- " 0.05 | \n",
+ " 181 | \n",
+ " 0.10 | \n",
" 0.25 | \n",
- " 50 | \n",
+ " 25 | \n",
" 0.01 | \n",
- " fc16 | \n",
+ " aft20 | \n",
" 1 | \n",
- " 0.009829 | \n",
+ " 0.009872 | \n",
" 0.01 | \n",
- " 82 | \n",
+ " 111 | \n",
" 0 | \n",
" ... | \n",
- " 14.548281 | \n",
+ " 14.314769 | \n",
" 4 | \n",
" 3 | \n",
- " 0.000777 | \n",
+ " 0.000859 | \n",
" 2 | \n",
" 0.050 | \n",
- " 0.05 | \n",
- " 0.126824 | \n",
- " 2.023044 | \n",
+ " 0.10 | \n",
+ " 0.111557 | \n",
+ " 2.240891 | \n",
" -2.359224e-16 | \n",
"
\n",
" \n",
- " 124 | \n",
- " 0.05 | \n",
- " 0.25 | \n",
- " 50 | \n",
- " 0.01 | \n",
- " aft20 | \n",
- " 1 | \n",
- " 0.009811 | \n",
- " 0.01 | \n",
- " 159 | \n",
- " 0 | \n",
- " ... | \n",
- " 14.532848 | \n",
- " 5 | \n",
- " 4 | \n",
- " 0.000788 | \n",
- " 2 | \n",
- " 0.025 | \n",
+ " 216 | \n",
" 0.05 | \n",
- " 0.164763 | \n",
- " 1.998473 | \n",
- " -6.106227e-16 | \n",
- "
\n",
- " \n",
- " 144 | \n",
- " 0.10 | \n",
- " 0.00 | \n",
+ " 0.50 | \n",
" 25 | \n",
" 0.01 | \n",
" fc16 | \n",
" 1 | \n",
- " 0.009759 | \n",
+ " 0.009964 | \n",
" 0.01 | \n",
- " 59 | \n",
+ " 41 | \n",
" 0 | \n",
" ... | \n",
- " 14.332720 | \n",
+ " 13.591608 | \n",
" 4 | \n",
" 3 | \n",
- " 0.001302 | \n",
+ " 0.000754 | \n",
" 2 | \n",
- " 0.100 | \n",
- " 0.10 | \n",
- " 0.175515 | \n",
- " 2.275124 | \n",
- " -1.249001e-16 | \n",
+ " 0.050 | \n",
+ " 0.05 | \n",
+ " 0.064893 | \n",
+ " 1.015561 | \n",
+ " -2.359224e-16 | \n",
"
\n",
" \n",
- " 162 | \n",
- " 0.10 | \n",
- " 0.25 | \n",
+ " 235 | \n",
+ " 0.15 | \n",
+ " 0.75 | \n",
" 25 | \n",
" 0.01 | \n",
- " fc16 | \n",
+ " aft20 | \n",
" 1 | \n",
- " 0.009759 | \n",
+ " 0.009857 | \n",
" 0.01 | \n",
- " 59 | \n",
+ " 127 | \n",
" 0 | \n",
" ... | \n",
- " 14.332720 | \n",
+ " 15.037238 | \n",
" 4 | \n",
" 3 | \n",
- " 0.000801 | \n",
+ " 0.000847 | \n",
" 2 | \n",
- " 0.100 | \n",
- " 0.10 | \n",
- " 0.089244 | \n",
- " 2.275124 | \n",
- " -1.249001e-16 | \n",
+ " 0.075 | \n",
+ " 0.15 | \n",
+ " 0.127475 | \n",
+ " 3.470035 | \n",
+ " 2.775558e-17 | \n",
"
\n",
" \n",
- " 196 | \n",
+ " 247 | \n",
" 0.15 | \n",
- " 0.25 | \n",
+ " 0.50 | \n",
" 25 | \n",
" 0.01 | \n",
" aft20 | \n",
@@ -827,44 +705,44 @@
" 0 | \n",
" ... | \n",
" 15.037238 | \n",
- " 5 | \n",
" 4 | \n",
- " 0.000793 | \n",
+ " 3 | \n",
+ " 0.000825 | \n",
" 2 | \n",
" 0.075 | \n",
" 0.15 | \n",
- " 0.133628 | \n",
+ " 0.126171 | \n",
" 3.470035 | \n",
- " 1.387779e-16 | \n",
+ " 2.775558e-17 | \n",
"
\n",
" \n",
- " 208 | \n",
- " 0.15 | \n",
- " 0.50 | \n",
+ " 258 | \n",
+ " 0.05 | \n",
+ " 0.75 | \n",
" 25 | \n",
" 0.01 | \n",
- " aft20 | \n",
+ " fc16 | \n",
" 1 | \n",
- " 0.009857 | \n",
+ " 0.009964 | \n",
" 0.01 | \n",
- " 127 | \n",
+ " 41 | \n",
" 0 | \n",
" ... | \n",
- " 15.037238 | \n",
- " 5 | \n",
+ " 13.591608 | \n",
" 4 | \n",
- " 0.000775 | \n",
+ " 3 | \n",
+ " 0.000772 | \n",
" 2 | \n",
- " 0.075 | \n",
- " 0.15 | \n",
- " 0.134393 | \n",
- " 3.470035 | \n",
- " 1.387779e-16 | \n",
+ " 0.050 | \n",
+ " 0.05 | \n",
+ " 0.071309 | \n",
+ " 1.015561 | \n",
+ " -2.359224e-16 | \n",
"
\n",
" \n",
- " 234 | \n",
+ " 321 | \n",
" 0.05 | \n",
- " 0.00 | \n",
+ " 0.25 | \n",
" 50 | \n",
" 0.01 | \n",
" fc16 | \n",
@@ -877,40 +755,40 @@
" 14.548281 | \n",
" 4 | \n",
" 3 | \n",
- " 0.000806 | \n",
+ " 0.000810 | \n",
" 2 | \n",
" 0.050 | \n",
" 0.05 | \n",
- " 0.136332 | \n",
+ " 0.119560 | \n",
" 2.023044 | \n",
" -2.359224e-16 | \n",
"
\n",
" \n",
- " 235 | \n",
+ " 327 | \n",
" 0.05 | \n",
" 0.00 | \n",
" 50 | \n",
" 0.01 | \n",
- " aft20 | \n",
+ " fc16 | \n",
" 1 | \n",
- " 0.009811 | \n",
+ " 0.009829 | \n",
" 0.01 | \n",
- " 159 | \n",
+ " 82 | \n",
" 0 | \n",
" ... | \n",
- " 14.532848 | \n",
- " 5 | \n",
+ " 14.548281 | \n",
" 4 | \n",
- " 0.000801 | \n",
+ " 3 | \n",
+ " 0.001003 | \n",
" 2 | \n",
- " 0.025 | \n",
+ " 0.050 | \n",
" 0.05 | \n",
- " 0.164385 | \n",
- " 1.998473 | \n",
- " -6.106227e-16 | \n",
+ " 0.120242 | \n",
+ " 2.023044 | \n",
+ " -2.359224e-16 | \n",
"
\n",
" \n",
- " 236 | \n",
+ " 329 | \n",
" 0.05 | \n",
" 0.00 | \n",
" 50 | \n",
@@ -925,18 +803,18 @@
" 14.620646 | \n",
" 176 | \n",
" 175 | \n",
- " 0.003003 | \n",
+ " 0.003363 | \n",
" 2 | \n",
" 0.025 | \n",
" 0.05 | \n",
- " 72.912262 | \n",
+ " 73.547694 | \n",
" 2.013310 | \n",
" -1.456474e-14 | \n",
"
\n",
" \n",
- " 241 | \n",
+ " 337 | \n",
" 0.15 | \n",
- " 0.00 | \n",
+ " 0.25 | \n",
" 25 | \n",
" 0.01 | \n",
" aft20 | \n",
@@ -947,44 +825,44 @@
" 0 | \n",
" ... | \n",
" 15.037238 | \n",
- " 5 | \n",
" 4 | \n",
- " 0.000795 | \n",
+ " 3 | \n",
+ " 0.000843 | \n",
" 2 | \n",
" 0.075 | \n",
" 0.15 | \n",
- " 0.135218 | \n",
+ " 0.124388 | \n",
" 3.470035 | \n",
- " 1.387779e-16 | \n",
+ " 2.775558e-17 | \n",
"
\n",
" \n",
- " 300 | \n",
- " 0.10 | \n",
- " 0.75 | \n",
+ " 361 | \n",
+ " 0.15 | \n",
+ " 0.00 | \n",
" 25 | \n",
" 0.01 | \n",
- " fc16 | \n",
+ " aft20 | \n",
" 1 | \n",
- " 0.009760 | \n",
+ " 0.009857 | \n",
" 0.01 | \n",
- " 59 | \n",
+ " 127 | \n",
" 0 | \n",
" ... | \n",
- " 14.332720 | \n",
+ " 15.037238 | \n",
" 4 | \n",
" 3 | \n",
- " 0.000766 | \n",
+ " 0.000799 | \n",
" 2 | \n",
- " 0.100 | \n",
- " 0.10 | \n",
- " 0.088306 | \n",
- " 2.275124 | \n",
- " -1.249001e-16 | \n",
+ " 0.075 | \n",
+ " 0.15 | \n",
+ " 0.130162 | \n",
+ " 3.470035 | \n",
+ " 2.775558e-17 | \n",
"
\n",
" \n",
- " 327 | \n",
+ " 375 | \n",
" 0.05 | \n",
- " 0.75 | \n",
+ " 0.00 | \n",
" 25 | \n",
" 0.01 | \n",
" fc16 | \n",
@@ -997,201 +875,209 @@
" 13.591608 | \n",
" 4 | \n",
" 3 | \n",
- " 0.000764 | \n",
+ " 0.001068 | \n",
" 2 | \n",
" 0.050 | \n",
" 0.05 | \n",
- " 0.064120 | \n",
+ " 0.068764 | \n",
" 1.015561 | \n",
" -2.359224e-16 | \n",
"
\n",
" \n",
- " 328 | \n",
- " 0.05 | \n",
- " 0.75 | \n",
+ " 384 | \n",
+ " 0.10 | \n",
+ " 0.50 | \n",
" 25 | \n",
" 0.01 | \n",
- " aft20 | \n",
+ " fc16 | \n",
" 1 | \n",
- " 0.009612 | \n",
+ " 0.009759 | \n",
" 0.01 | \n",
- " 81 | \n",
+ " 59 | \n",
" 0 | \n",
" ... | \n",
- " 13.591608 | \n",
- " 5 | \n",
+ " 14.332720 | \n",
" 4 | \n",
- " 0.000731 | \n",
+ " 3 | \n",
+ " 0.000776 | \n",
" 2 | \n",
- " 0.025 | \n",
- " 0.05 | \n",
- " 0.087373 | \n",
- " 1.010755 | \n",
- " -6.106227e-16 | \n",
+ " 0.100 | \n",
+ " 0.10 | \n",
+ " 0.087938 | \n",
+ " 2.275124 | \n",
+ " -1.249001e-16 | \n",
"
\n",
" \n",
- " 387 | \n",
- " 0.05 | \n",
+ " 385 | \n",
+ " 0.10 | \n",
" 0.50 | \n",
" 25 | \n",
" 0.01 | \n",
- " fc16 | \n",
+ " aft20 | \n",
" 1 | \n",
- " 0.009964 | \n",
+ " 0.009872 | \n",
" 0.01 | \n",
- " 41 | \n",
+ " 111 | \n",
" 0 | \n",
" ... | \n",
- " 13.591608 | \n",
+ " 14.314769 | \n",
" 4 | \n",
" 3 | \n",
- " 0.000813 | \n",
+ " 0.000839 | \n",
" 2 | \n",
" 0.050 | \n",
- " 0.05 | \n",
- " 0.070478 | \n",
- " 1.015561 | \n",
+ " 0.10 | \n",
+ " 0.115380 | \n",
+ " 2.240891 | \n",
" -2.359224e-16 | \n",
"
\n",
" \n",
- " 388 | \n",
- " 0.05 | \n",
- " 0.50 | \n",
+ " 393 | \n",
+ " 0.10 | \n",
+ " 0.00 | \n",
+ " 25 | \n",
+ " 0.01 | \n",
+ " fc16 | \n",
+ " 1 | \n",
+ " 0.009759 | \n",
+ " 0.01 | \n",
+ " 59 | \n",
+ " 0 | \n",
+ " ... | \n",
+ " 14.332720 | \n",
+ " 4 | \n",
+ " 3 | \n",
+ " 0.000866 | \n",
+ " 2 | \n",
+ " 0.100 | \n",
+ " 0.10 | \n",
+ " 0.089654 | \n",
+ " 2.275124 | \n",
+ " -1.249001e-16 | \n",
+ "
\n",
+ " \n",
+ " 394 | \n",
+ " 0.10 | \n",
+ " 0.00 | \n",
" 25 | \n",
" 0.01 | \n",
" aft20 | \n",
" 1 | \n",
- " 0.009612 | \n",
+ " 0.009872 | \n",
" 0.01 | \n",
- " 81 | \n",
+ " 111 | \n",
" 0 | \n",
" ... | \n",
- " 13.591608 | \n",
- " 5 | \n",
+ " 14.314769 | \n",
" 4 | \n",
- " 0.000764 | \n",
+ " 3 | \n",
+ " 0.000803 | \n",
" 2 | \n",
- " 0.025 | \n",
- " 0.05 | \n",
- " 0.093581 | \n",
- " 1.010755 | \n",
- " -6.106227e-16 | \n",
+ " 0.050 | \n",
+ " 0.10 | \n",
+ " 0.110829 | \n",
+ " 2.240891 | \n",
+ " -2.359224e-16 | \n",
"
\n",
" \n",
"\n",
- "25 rows × 21 columns
\n",
+ "21 rows × 21 columns
\n",
""
],
"text/plain": [
- " alpha gamma horizon eps model vi_discount vi_delta vi_stop_delta \n",
- "15 0.05 0.50 50 0.01 fc16 1 0.009829 0.01 \\\n",
- "16 0.05 0.50 50 0.01 aft20 1 0.009811 0.01 \n",
- "67 0.15 0.75 25 0.01 aft20 1 0.009857 0.01 \n",
- "72 0.05 0.75 50 0.01 fc16 1 0.009829 0.01 \n",
- "73 0.05 0.75 50 0.01 aft20 1 0.009811 0.01 \n",
- "87 0.05 0.25 25 0.01 fc16 1 0.009964 0.01 \n",
- "88 0.05 0.25 25 0.01 aft20 1 0.009612 0.01 \n",
- "111 0.05 0.00 25 0.01 fc16 1 0.009964 0.01 \n",
- "112 0.05 0.00 25 0.01 aft20 1 0.009612 0.01 \n",
- "117 0.10 0.50 25 0.01 fc16 1 0.009759 0.01 \n",
- "123 0.05 0.25 50 0.01 fc16 1 0.009829 0.01 \n",
- "124 0.05 0.25 50 0.01 aft20 1 0.009811 0.01 \n",
- "144 0.10 0.00 25 0.01 fc16 1 0.009759 0.01 \n",
- "162 0.10 0.25 25 0.01 fc16 1 0.009759 0.01 \n",
- "196 0.15 0.25 25 0.01 aft20 1 0.009857 0.01 \n",
- "208 0.15 0.50 25 0.01 aft20 1 0.009857 0.01 \n",
- "234 0.05 0.00 50 0.01 fc16 1 0.009829 0.01 \n",
- "235 0.05 0.00 50 0.01 aft20 1 0.009811 0.01 \n",
- "236 0.05 0.00 50 0.01 our 1 0.009932 0.01 \n",
- "241 0.15 0.00 25 0.01 aft20 1 0.009857 0.01 \n",
- "300 0.10 0.75 25 0.01 fc16 1 0.009760 0.01 \n",
- "327 0.05 0.75 25 0.01 fc16 1 0.009964 0.01 \n",
- "328 0.05 0.75 25 0.01 aft20 1 0.009612 0.01 \n",
- "387 0.05 0.50 25 0.01 fc16 1 0.009964 0.01 \n",
- "388 0.05 0.50 25 0.01 aft20 1 0.009612 0.01 \n",
+ " alpha gamma horizon eps model vi_discount vi_delta vi_stop_delta \\\n",
+ "45 0.10 0.75 25 0.01 fc16 1 0.009760 0.01 \n",
+ "46 0.10 0.75 25 0.01 aft20 1 0.009872 0.01 \n",
+ "81 0.05 0.75 50 0.01 fc16 1 0.009829 0.01 \n",
+ "132 0.05 0.50 50 0.01 fc16 1 0.009829 0.01 \n",
+ "141 0.05 0.25 25 0.01 fc16 1 0.009964 0.01 \n",
+ "180 0.10 0.25 25 0.01 fc16 1 0.009759 0.01 \n",
+ "181 0.10 0.25 25 0.01 aft20 1 0.009872 0.01 \n",
+ "216 0.05 0.50 25 0.01 fc16 1 0.009964 0.01 \n",
+ "235 0.15 0.75 25 0.01 aft20 1 0.009857 0.01 \n",
+ "247 0.15 0.50 25 0.01 aft20 1 0.009857 0.01 \n",
+ "258 0.05 0.75 25 0.01 fc16 1 0.009964 0.01 \n",
+ "321 0.05 0.25 50 0.01 fc16 1 0.009829 0.01 \n",
+ "327 0.05 0.00 50 0.01 fc16 1 0.009829 0.01 \n",
+ "329 0.05 0.00 50 0.01 our 1 0.009932 0.01 \n",
+ "337 0.15 0.25 25 0.01 aft20 1 0.009857 0.01 \n",
+ "361 0.15 0.00 25 0.01 aft20 1 0.009857 0.01 \n",
+ "375 0.05 0.00 25 0.01 fc16 1 0.009964 0.01 \n",
+ "384 0.10 0.50 25 0.01 fc16 1 0.009759 0.01 \n",
+ "385 0.10 0.50 25 0.01 aft20 1 0.009872 0.01 \n",
+ "393 0.10 0.00 25 0.01 fc16 1 0.009759 0.01 \n",
+ "394 0.10 0.00 25 0.01 aft20 1 0.009872 0.01 \n",
"\n",
- " vi_iter vi_max_iter ... vi_max_value ss_reachable ss_nonzero \n",
- "15 82 0 ... 14.548281 4 3 \\\n",
- "16 159 0 ... 14.532848 5 4 \n",
- "67 127 0 ... 15.037238 5 4 \n",
- "72 82 0 ... 14.548281 4 3 \n",
- "73 159 0 ... 14.532848 5 4 \n",
- "87 41 0 ... 13.591608 4 3 \n",
- "88 81 0 ... 13.591608 5 4 \n",
- "111 41 0 ... 13.591608 4 3 \n",
- "112 81 0 ... 13.591608 5 4 \n",
- "117 59 0 ... 14.332720 4 3 \n",
- "123 82 0 ... 14.548281 4 3 \n",
- "124 159 0 ... 14.532848 5 4 \n",
- "144 59 0 ... 14.332720 4 3 \n",
- "162 59 0 ... 14.332720 4 3 \n",
- "196 127 0 ... 15.037238 5 4 \n",
- "208 127 0 ... 15.037238 5 4 \n",
- "234 82 0 ... 14.548281 4 3 \n",
- "235 159 0 ... 14.532848 5 4 \n",
- "236 162 0 ... 14.620646 176 175 \n",
- "241 127 0 ... 15.037238 5 4 \n",
- "300 59 0 ... 14.332720 4 3 \n",
- "327 41 0 ... 13.591608 4 3 \n",
- "328 81 0 ... 13.591608 5 4 \n",
- "387 41 0 ... 13.591608 4 3 \n",
- "388 81 0 ... 13.591608 5 4 \n",
+ " vi_iter vi_max_iter ... vi_max_value ss_reachable ss_nonzero \\\n",
+ "45 59 0 ... 14.332720 4 3 \n",
+ "46 111 0 ... 14.314769 4 3 \n",
+ "81 82 0 ... 14.548281 4 3 \n",
+ "132 82 0 ... 14.548281 4 3 \n",
+ "141 41 0 ... 13.591608 4 3 \n",
+ "180 59 0 ... 14.332720 4 3 \n",
+ "181 111 0 ... 14.314769 4 3 \n",
+ "216 41 0 ... 13.591608 4 3 \n",
+ "235 127 0 ... 15.037238 4 3 \n",
+ "247 127 0 ... 15.037238 4 3 \n",
+ "258 41 0 ... 13.591608 4 3 \n",
+ "321 82 0 ... 14.548281 4 3 \n",
+ "327 82 0 ... 14.548281 4 3 \n",
+ "329 162 0 ... 14.620646 176 175 \n",
+ "337 127 0 ... 15.037238 4 3 \n",
+ "361 127 0 ... 15.037238 4 3 \n",
+ "375 41 0 ... 13.591608 4 3 \n",
+ "384 59 0 ... 14.332720 4 3 \n",
+ "385 111 0 ... 14.314769 4 3 \n",
+ "393 59 0 ... 14.332720 4 3 \n",
+ "394 111 0 ... 14.314769 4 3 \n",
"\n",
- " ss_time pe_iter ptrev rpp time vi_steady_value \n",
- "15 0.029790 2 0.050 0.05 0.148920 2.023044 \\\n",
- "16 0.000891 2 0.025 0.05 0.169144 1.998473 \n",
- "67 0.001263 2 0.075 0.15 0.262531 3.470035 \n",
- "72 0.000822 2 0.050 0.05 0.121033 2.023044 \n",
- "73 0.000802 2 0.025 0.05 0.166529 1.998473 \n",
- "87 0.000871 2 0.050 0.05 0.065160 1.015561 \n",
- "88 0.000784 2 0.025 0.05 0.087541 1.010755 \n",
- "111 0.000800 2 0.050 0.05 0.065916 1.015561 \n",
- "112 0.000896 2 0.025 0.05 0.087626 1.010755 \n",
- "117 0.000852 2 0.100 0.10 0.089438 2.275124 \n",
- "123 0.000777 2 0.050 0.05 0.126824 2.023044 \n",
- "124 0.000788 2 0.025 0.05 0.164763 1.998473 \n",
- "144 0.001302 2 0.100 0.10 0.175515 2.275124 \n",
- "162 0.000801 2 0.100 0.10 0.089244 2.275124 \n",
- "196 0.000793 2 0.075 0.15 0.133628 3.470035 \n",
- "208 0.000775 2 0.075 0.15 0.134393 3.470035 \n",
- "234 0.000806 2 0.050 0.05 0.136332 2.023044 \n",
- "235 0.000801 2 0.025 0.05 0.164385 1.998473 \n",
- "236 0.003003 2 0.025 0.05 72.912262 2.013310 \n",
- "241 0.000795 2 0.075 0.15 0.135218 3.470035 \n",
- "300 0.000766 2 0.100 0.10 0.088306 2.275124 \n",
- "327 0.000764 2 0.050 0.05 0.064120 1.015561 \n",
- "328 0.000731 2 0.025 0.05 0.087373 1.010755 \n",
- "387 0.000813 2 0.050 0.05 0.070478 1.015561 \n",
- "388 0.000764 2 0.025 0.05 0.093581 1.010755 \n",
+ " ss_time pe_iter ptrev rpp time vi_steady_value \\\n",
+ "45 0.000830 2 0.100 0.10 0.089491 2.275124 \n",
+ "46 0.000802 2 0.050 0.10 0.118374 2.240891 \n",
+ "81 0.000870 2 0.050 0.05 0.120337 2.023044 \n",
+ "132 0.000827 2 0.050 0.05 0.123979 2.023044 \n",
+ "141 0.000824 2 0.050 0.05 0.065232 1.015561 \n",
+ "180 0.000778 2 0.100 0.10 0.089966 2.275124 \n",
+ "181 0.000859 2 0.050 0.10 0.111557 2.240891 \n",
+ "216 0.000754 2 0.050 0.05 0.064893 1.015561 \n",
+ "235 0.000847 2 0.075 0.15 0.127475 3.470035 \n",
+ "247 0.000825 2 0.075 0.15 0.126171 3.470035 \n",
+ "258 0.000772 2 0.050 0.05 0.071309 1.015561 \n",
+ "321 0.000810 2 0.050 0.05 0.119560 2.023044 \n",
+ "327 0.001003 2 0.050 0.05 0.120242 2.023044 \n",
+ "329 0.003363 2 0.025 0.05 73.547694 2.013310 \n",
+ "337 0.000843 2 0.075 0.15 0.124388 3.470035 \n",
+ "361 0.000799 2 0.075 0.15 0.130162 3.470035 \n",
+ "375 0.001068 2 0.050 0.05 0.068764 1.015561 \n",
+ "384 0.000776 2 0.100 0.10 0.087938 2.275124 \n",
+ "385 0.000839 2 0.050 0.10 0.115380 2.240891 \n",
+ "393 0.000866 2 0.100 0.10 0.089654 2.275124 \n",
+ "394 0.000803 2 0.050 0.10 0.110829 2.240891 \n",
"\n",
" rpp_minus_alpha \n",
- "15 -2.359224e-16 \n",
- "16 -6.106227e-16 \n",
- "67 1.387779e-16 \n",
- "72 -2.359224e-16 \n",
- "73 -6.106227e-16 \n",
- "87 -2.359224e-16 \n",
- "88 -6.106227e-16 \n",
- "111 -2.359224e-16 \n",
- "112 -6.106227e-16 \n",
- "117 -1.249001e-16 \n",
- "123 -2.359224e-16 \n",
- "124 -6.106227e-16 \n",
- "144 -1.249001e-16 \n",
- "162 -1.249001e-16 \n",
- "196 1.387779e-16 \n",
- "208 1.387779e-16 \n",
- "234 -2.359224e-16 \n",
- "235 -6.106227e-16 \n",
- "236 -1.456474e-14 \n",
- "241 1.387779e-16 \n",
- "300 -1.249001e-16 \n",
+ "45 -1.249001e-16 \n",
+ "46 -2.359224e-16 \n",
+ "81 -2.359224e-16 \n",
+ "132 -2.359224e-16 \n",
+ "141 -2.359224e-16 \n",
+ "180 -1.249001e-16 \n",
+ "181 -2.359224e-16 \n",
+ "216 -2.359224e-16 \n",
+ "235 2.775558e-17 \n",
+ "247 2.775558e-17 \n",
+ "258 -2.359224e-16 \n",
+ "321 -2.359224e-16 \n",
"327 -2.359224e-16 \n",
- "328 -6.106227e-16 \n",
- "387 -2.359224e-16 \n",
- "388 -6.106227e-16 \n",
+ "329 -1.456474e-14 \n",
+ "337 2.775558e-17 \n",
+ "361 2.775558e-17 \n",
+ "375 -2.359224e-16 \n",
+ "384 -1.249001e-16 \n",
+ "385 -2.359224e-16 \n",
+ "393 -1.249001e-16 \n",
+ "394 -2.359224e-16 \n",
"\n",
- "[25 rows x 21 columns]"
+ "[21 rows x 21 columns]"
]
},
"execution_count": 3,
@@ -1207,12 +1093,14 @@
"cell_type": "code",
"execution_count": 4,
"id": "e666add5",
- "metadata": {},
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [
{
"data": {
"text/plain": [
- ""
+ ""
]
},
"execution_count": 4,
@@ -1221,9 +1109,9 @@
},
{
"data": {
- "image/png": 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JkiRJf50NhpIkSZIkSZIkSZIkSZIkaSs2GEqSJEmSJEmSJEmSJEmSpK3YYChJkiRJkiRJkiRJkiRJkrZig6EkSZIkSZIkSZIkSZIkSdqKDYaSJEmSJEmSJEmSJEmSJGkrNhhKkiRJkiRJkiRJkiRJkqSt2GAoSZIkSZIkSZIkSZIkSZK2YoOhJEmSJEmSJEmSJEmSJEnaig2GkiRJkiRJkiRJkiRJkiRpKzYYSpIkSZIkSZIkSZIkSZKkrdhgKEmSJEmSJEmSJEmSJEmStmKDoSRJkiRJkiRJkiRJkiRJ2ooNhpIkSZIkSZIkSZIkSZIkaSs2GEqSJEmSJEmSJEmSJElSBZQfjhCORFm3qZBwJEpeOBLvSNrFJMY7gCRJkiRJkiRJkiRJkiTpryksKmbouIUMG7+InPwImamJ9OjUiMsP2YPkUEK842kXEdcVDIuLi7ntttto1KgRqamp7LHHHtx1113EYrEt58RiMW6//Xbq1KlDamoqXbt2Zd68eXFMLUmSJEmSJEmSJEmSJEnxkx+O8NRXC3h07DwSg0Ga1cogMRjk0bHzeOqrBa5kqFIT1xUMhwwZwtNPP83w4cNp2bIlP/zwAz169CArK4urr74agPvuu4/HHnuM4cOH06hRI2677TaOOuooZs2aRUpKSjzjS5IkSZIkSZIkSZIkSVKZSwgG+Wruap67oA1dmtRkQ34OVVIz+Xr+ap784heuOLRJvCNqFxHXBsPx48dz0kkncdxxxwHQsGFDXn/9db7//nugZPXCRx55hFtvvZWTTjoJgJdffplatWrx3nvvcdZZZ8UtuyRJkiRJkiRJkiRJkiTFQ15hhJcu2ocRs4cxYNQIcsI5ZCZlck7zc3jpoh7kFUZISkyKd0ztAuL6iOROnToxduxY5s6dC8C0adP45ptvOOaYYwBYtGgRK1eupGvXrluuycrKokOHDkyYMGGbYxYWFpKTk/ObL0mSVHasxZIkxZ/1WJKk+LIWS5IUf9ZjSdKuLpQUYcTsYQydPpSccEmdywnnMHT6UEbMHkYoyUckq3TEtcHwxhtv5KyzzqJ58+aEQiHatWtHnz596N69OwArV64EoFatWr+5rlatWluO/bdBgwaRlZW15atevXo795eQJEm/YS2WJCn+rMeSJMWXtViSpPizHkuSdnVJwURGzB6xzWMjZo8gKRgq40TaVcW1wfCtt97itddeY8SIEUyZMoXhw4fzwAMPMHz48O0e86abbiI7O3vL19KlS0sxsSRJ+iPWYkmS4s96LElSfFmLJUmKP+uxJGlX9vOKbHLDuVtWLvxvOeEccotyyziVdlWJ8Zz8+uuv37KKIUDr1q355ZdfGDRoEBdccAG1a9cGYNWqVdSpU2fLdatWraJt27bbHDM5OZnk5OSdnl2SJG2btViSpPizHkuSFF/WYkmS4s96LEnaVa3IzufBz+by9Ll7k5mUuc0mw8ykTDJCleKQTruiuK5gmJeXRzD42wgJCQlEo1EAGjVqRO3atRk7duyW4zk5OUycOJGOHTuWaVZJkiRJkiRJkiRJkiRJipeComIufWUyU5ZsZGNBNmc3O2ub53VvdhaRaFEZp9OuKq4rGJ5wwgncc8891K9fn5YtW/Ljjz/y0EMPcdFFFwEQCATo06cPd999N02bNqVRo0bcdttt7Lbbbpx88snxjC5JkiRJkiRJkiRJkiRJZSIWi3HrezOZ9ms2WZWKuOWf/Rl86IMAvD7nDXLCOWQmZdK92Vn0bHkhybG4rjunXUhcGwwff/xxbrvtNi6//HJWr17NbrvtRu/evbn99tu3nNO/f382b97MJZdcwsaNG+nSpQuffPIJKSkpcUwuSZIkSZIkSZIkSZIkSWXj5Qm/MGryrwQDUdrt8QITVi/mhq+u56F2fenduie5+evJSK1KZMMikhOSIDE53pG1iwjEYrFYvEPsTDk5OWRlZZGdnU1mZma840iS9LdjLZYkKf6sx5IkxZe1WJKk+LMeS5IqsgkL1nHuCxMpjsY4qf0YvsgbS3I0ysuNu7NXxz6QkAiFmyE5HYqLICk93pG1C4nrCoaSJEmSJEmSJEmSJEmSpG1btjGfK0ZMoTgao2vLxXy5+XMIBLg1tDt7HXgjBP//UchpSSXfE5LiF1a7JB+2LUmSJEmSJEmSJEmSJEnlTH64mEte/oH1m8M0r5vPz8XPEgsEOKMwyMmnvfXv5kJpJ/J/mSRJkiRJkiRJkiRpu+SHI4QjUdZtKiQciZIXjsQ7kiRJu4RYLMZN70znp+U5VKkEaVUeJicQpU1hETec8AqkZMU7ov4mfESyJEmSJEmSJEmSJOkvKywqZui4hQwbv4ic/AiZqYn06NSIyw/Zg+RQQrzjSZJUob3wzSLem7qchCB0afYyX+XlULW4mAf3u5GkOm3iHU9/IzYYSpIkSZIkSZIkSZL+kvxwhKHjFvLo2Hlb9uXkR7b83PvgxqQl+XG0JEnb45t5a7n3o58BOHO/SXyQM4tgLMb9NQ+mdrsL4xtOfzs+IlmSJEmSJEmSJEmS9JckBIMMG78IgKrpSTSrlUHV9CQAho1fRGLQj6IlSdoeS9fnceXrU4jG4Ng26/g4+20A+gaqsf8xj8c5nf6OvGVEkiRJkiRJkiRJkvSX5BYUUaNSCg+e0ZjOTWqyPi+bqmlZfDN/NUM+WkhuQRHVKiXHO6YkSRVKXjhCr5d/YGNeEa12jzG76GEiATgiDBec/TYk2Oqlsuf/OkmSJEmSJEmSJEnSX5KREmLkZfvy2uyXGDBqBDnhHDKTMjmr2TmMvOxCKiWF4h1RkqQKJRaLcf2o6cxemUu1SglUrXofvxRFaFwU4a6jXiRQqXq8I+pvynWpJUmSJEmSJEmSJEl/SW7hZkbMeYlnZwwlJ5wDQE44h2dnDGXEnJcIRwvinFCSpIpl6LiFfDh9BYnBAEe3epsfi9aQHo3ycKvLSa/fMd7x9Ddmg6EkSZIkSZIkSZIk6U+b/utG0pKSeH32iG0ef332CJITXMFQkqQ/66s5q7nv09kAXNhxDqOzvwPg7qx9aHzAVfGMJtlgKEmSJEmSJEmSJEn6c3IKinjwszmsy8vesnLhVueEc8gtyi3jZJIkVUyL127m6td/JBaDU9oVMHrdiwD0iFai64kvxDmdZIOhJEmSJEmSJEmSJOlPiMVi3PbeTGYsy6FaWhaZSZnbPC8zKZOMUEYZp5MkqeLZVBjhkld+IKcgwt71kphXOIj8AHQIR7n61FGQmBTviJINhpIkSZIkSZIkSZKkP/bOlGW8P3U52flFLM1ZztnNz97med2bdycSjZRxOkmSKpZoNMa1b01l7qpN1MhIol71R/glVkitSDH3HfoIiVl14x1RAmwwlCRJkiRJkiRJkiT9gUVrN3Pb+zMB6HlIJrdPuIlzWpzDpW0u3bKSYWZSJpe1uYyebXqSGkqNZ1xJksq9J7+cz6c/rSIpIchpbT9lXMESQrEYDzc5m6pNjoh3PGmLxHgHkCRJkiRJkiRJkiSVX+FIlKtf/5G8cDEdGmfxc+RZflr3E0MmDuGOTndwSZtLyC3KJSOUQSQaITkhOd6RJUkq1z6ftYqHPp8LwKUHrmD4yk8gEOCmtKa0PujWOKeTfssVDCVJkiRJkiRJkiRJv+vBz+YwY1k2ldNC7Nd2KlPX/Eh6KJ2r9rmKtFAaoYQQVVOqEkoIuXKhJEl/YP7qTfR9cyqxGJy5b4h3Vz5CNBDglEgSp538GgQC8Y4o/YYNhpIkSZIkSZIkSZKkbfp63hqe+edCAK44KolXZz8PwM0dbmb3jN3jGU2SpAonp6CIS175gdzCCPs2qMTi/DvYGIixV1Ext5z8JoGktHhHlLZig6EkSZIkSZIkSZIkaSvrNhXS761pAJzVoSbvLbuf4lgxRzU8ihManxDndJIkVSzRaIx+b05l4ZrN1MlKYc9aTzIruoms4mIe6jiQ5GpN4h1R2iYbDCVJkiRJkiRJkiRJvxGLxbhu5DTW5BayZ61KJNb4gCW5S6iVVovbDriNgI9vlCTpL3lk7Dw+/3k1SYlBzt93Ah/k/kwgFuO+esdRt+Vp8Y4n/S4bDCVJkiRJkiRJkiRJvzHs28V8OWcNSYlBuh+Ww/sL3iVAgHu73EtWcla840mSVKF8MnMlj42dB8C1h+bx/LI3ALgqVJdOXe+LZzTpDyXGO4AkSZIkSZIkSZIkqfz4aXk2gz+eDUCfo2ry/M99ALiw5YXsX2f/OCaTJKnimbsql2vfmgrAuR0yeXvpLYQDAQ6NJNDzzJHgqsAq52wwlCRJkiRJkiRVSPnhCAnBILkFRWSkhIhEo6Ql+ba3JEk7Ii8c4erXfyRcHOXwFjWYlv8sGws30qJqC65sd2W840mSVKFk5xVxycs/sDlczAGNq7Ay/yZWBIppECnmnuNeI5iSGe+I0h/ynRZJkiRJkiRJUoVTWFTM0HELGTZ+ETn5ETJTE+nRqRGXH7IHyaGEeMeTJKnCuusfs1iwZjO1MpPpsPcsHp82nuSEZAYfOJikhKR4x5MkqcIojsa4+o0fWbwuj7qVU2lf50VeXr+e1GiUh/fpT0btNvGOKP0pwXgHkCRJkiRJkiTpr8gPR3jqqwU8OnYeOfkRAHLyIzw6dh5PfbWAvHAkzgklSaqYPpqxgte/X0ogANcdl8kzMx4H4Lp9r6Nx5cZxTidJUsXy4GdzGDd3DSmhIJd3nMXL6ycCMLDGgTRtd2F8w0l/gQ2GkiRJkiRJkqQKJSEYZNj4Rds8Nmz8IhKDvvUtSdJftWxjPje+PR2ASw6qx+u/DCYcDXPQ7gdxZrMz45xOkqSK5R/Tl/PUVwsAuOmIBB5fNBSA84JVOfrYp+IZTfrLfJdFkiRJkiRJklSh5BYUbVm5sGp6Es1qZVA1veSRjTn5EXILiuIZT5KkCidSHKXPGz+SUxChbb3KUPVj5m2YR9WUqtzZ6U4CgUC8I0qSVGH8vCKH60eWNO337FKTdxfdyOZAgPYR6Hvq2+BNcapgEuMdQJIkSZIkSZKkvyIjJcTe9bK48rAGdG5Sk/V52VRNy+Kb+at58otfyEgJxTuiJEkVyhNfzmfS4g1USk7kwsMLuW3iqwAM7DSQ6qnV45xOkqSKY8PmMJe88gP5RcV0aVqNjZtvYwFF1Cwu5oEjnieUbl1VxWNLrCRJkiRJkiSpQolGo7x6cXtm54/miFGHccx7h3PEqMOYkz+aVy9uT3E0Gu+IkiRVGJMWr+exsfMAuOn4ejw2/W4Azmx2JgfXOzie0SRJqlAixVGuev1Hlq7Pp37VNA7e/S0+K1hGYizGg3tdQvX6neIdUdourmAoSZIkSZIkSapQcgrzGDn/FZ6dMfTf+8I5PDtjKMFAgIta9cC3vyVJ+mPZeUX0eWMq0Ric0nY3Jm16ljX5a2iU1Yhr97023vEkSapQhnwym2/mryU1lMC1B/3KHbM/g0CA67Pa0PaAPvGOJ203VzCUJEmSJEmSJFUYeeEIGSnJjJg9YpvHR8x+jcSgzYWSJP2RWCzGze/OYNnGfBpWS2O/NvMZu2QsicFEBh84mNTE1HhHlCSpwnh/6jKe+3oRAAOPy+Shn++jOBDgeNI5+4ThcU4n7RgbDCVJkiRJkiRJFcZL3y5mXV42OeGcbR7PCeeQW5RbxqkkSap43vphKR/OWEFiMMBNJ1bnkR/vB+DKtleyV7W94pxOkqSKY+aybPqPmg7ApQfX4725fVgfhGaRGLefPIpAYijOCaUdY4OhJEmSJEmSJKlCmLR4PS98u4iqaVlkJmVu85zMpEwyQhllnEySpIpl/upNDBg9C4C+R+7B8PmDyI/ks2+tfbmw5YXxDSdJUgWyblMhvV+ZTGEkyqHNahDJG8D0WD4Z0SgPH3Q/qVm7xzuitMNsMJQkSZIkSZIklXsFRcXcMGo66zaFmb86m7Obn73N87o3704kGinjdJIkVRyFkWKufv1H8ouK6dKkOtHMMcxYO4OMUAb3drmXhGBCvCNKklQhFBVHuWLEFJZtzKdR9XSObfwJb26aB8DgxmdQr+kxcU4olY7EeAeQJEmSJEmSJOmPPDxmLgvXbqZWZjJzcr/lnBbnAPD67NfJCeeQmZRJ9+bd6dmmJ8kJyXFOK0lS+TXk4znMWpFD1fQkLjoc+n79HAC3dbyNOpXqxDmdJEkVxz0f/sx3C9eTnpTAbYfn0H/aWxAIcFlqYw46+I54x5NKjQ2GkiRJkiRJkqRyberSjTz39UIA+h1Tjfsn38wrs4fx2KGP0btNb3KLcskIZRCJRmwulCTpf/hyzmpe/HYRAHedsgf3TbmcaCzK8Y2P55hGrrIkSdKfNfKHpbw0fjEA955Um/umnk9hMMCB0WQuPeXN+IaTSpkNhpIkSZIkSZKkcqswUsz1I6cRjcFJe9dhzJonyY/kUz21OvUz6xMMBKmaUBWAUEIozmklSSq/VucWcN1b0wC4sFNDxm98gWWblrFb+m7c3OHmOKeTJKnimLZ0I7e8NxOAqw9tzCezLmZZMMbuxTEGnTiCYCglzgml0hWMdwBJkiRJkiRJkn7PE1/MZ97qTVSvlMR+rRcwccVEkhOSGdBxAMGAb3FLkvRnRKMxrn1rGus2h2lRJ5P2e/3C6AWjCQaCDDpwEBlJGfGOKElShbAmt5Der0wmHInStUUtkgsH8000h+RojIf3v52s6nvGO6JU6uL67kvDhg0JBAJbfV1xxRUAFBQUcMUVV1CtWjUqVapEt27dWLVqVTwjS5IkSZIkSZLKyMxl2Tz11QIArjumDk9NfxiAK9teSf3M+vGMJklShfL8Nwv5et5aUkJB7ji5DoMm3Q1Az1Y92afWPnFOJ0lSxRCORLn8tcmszClgjxrpnLHneIZumALAHXWPpHmrM+KcUNo54tpgOGnSJFasWLHla8yYMQCcfvrpAPTt25cPPviAkSNHMm7cOJYvX86pp54az8iSJEmSJEmSpDJQVByl/6jpFEdjHNOqFhOynyO3KJeW1Vpy7l7nxjueJEkVxoxfs7n/0zkA3HZcC56bPYjccC6tqrXisraXxTmdJEkVx8B//MSkxRvISE7knqMDDJj9LABnhWpzwhEPxjmdtPMkxnPyGjVq/ObnwYMHs8cee3DwwQeTnZ3NCy+8wIgRIzjssMMAGDZsGC1atOC7777jgAMOiEdkSZIkSZIkSVIZGPrVAmatyKFKWojD913FnRO/IDGQyJ2d7iQxGNe3tiVJqjA2F0a4+o0fKSqOcXTL2hSmf8H3c74nNTGVQQcOIhQMxTuiJEkVwuvfL+HV75YQCMCD3Rpx//dnkBsMsHdxAv3PfBsCgXhHlHaacvMuTDgc5tVXX6Vfv34EAgEmT55MUVERXbt23XJO8+bNqV+/PhMmTPjdBsPCwkIKCwu3/JyTk7PTs0uSpH+zFkuSFH/WY0lSRTdnZS6PfTEPgP7H1ufxab0B6Nm6J82qNotntD/FWixJKi/uGP0Ti9Zupk5WChcdFqL3F48D0H+//jTMahjfcDuZ9ViSVFom/7Ke29+fCUC/w5vw5czLmBsspmpxlAePfolQSmacE0o7V1wfkfyf3nvvPTZu3MiFF14IwMqVK0lKSqJy5cq/Oa9WrVqsXLnyd8cZNGgQWVlZW77q1au3E1NLkqT/Zi2WJCn+rMeSpIosUhyl/6hpFBXH6NqiJjMLXmF9wXoaZzXmkjaXxDven2ItliSVB6OnLWfU5F8JBmDIac25Z9JtRKIRDq13KN2adot3vJ3OeixJKg2rcgq49NUpFBXHOKZVbaoVP8E/ilaTEIvxQNtrqLVb+3hHlHa6ctNg+MILL3DMMcew22677dA4N910E9nZ2Vu+li5dWkoJJUnSn2EtliQp/qzHkqSK7IVvFjHt12wyUhI5udMmRi8YTYAAd3a6k6SEpHjH+1OsxZKkeFu6Po9b3pkBwJWHNeXrdS+xMHsh1VOrc2enOwmU5mMcw3lQHIbNa0q+h/NKb+wdYD2WJO2owkgxl746mTW5hTSrlcEFLWdx/4ovAehXvQP77VMxboKTdlS5eETyL7/8wueff84777yzZV/t2rUJh8Ns3LjxN6sYrlq1itq1a//uWMnJySQnJ+/MuJIk6X+wFkuSFH/WY0lSRbVgzSYeHDMXgP7HNOSxaVcB0L1Fd9rWbBvHZH+NtViSFE9FxVGufuNHcgsj7NugCu2areDqL98A4J7O91AlpUrpTRYpgG8fgYnPQMFGSKkMHXrDgf0gMaX05tkO1mNJ0o6IxWLc/t5P/LhkI5kpidx3fCX6fj2ESEKAoxMqc96xz8U7olRmysUKhsOGDaNmzZocd9xxW/a1b9+eUCjE2LFjt+ybM2cOS5YsoWPHjvGIKUmSJEmSJEnaSYqjMfqPmk44EuWgPWvwK++wYvMK6laqy1Xtrop3PEmSKoxHP5/Hj0s2kpGSyIBT6jNgwu0AnNviXDrV7VR6E4Xz4OuHYNyQkuZCKPk+bkjJ/nKykqEkSdvj1YlLePOHpQQD8OjpzXno216sSQjQpDjAnSePIhAsFy1XUpmI+//2aDTKsGHDuOCCC0hM/PeCillZWfTs2ZN+/frx5ZdfMnnyZHr06EHHjh054IAD4phYkiRJkiRJklTaho9fzORfNpCelMC5B0d5ffbrANze8XbSQmlxTidJUsUwYcE6nvxqPgD3ntKKp38axPqC9TSp3IQ+7fuU7mQJiSUrF27LxGdKjkuSVAF9v2g9d47+CYD+Rzfn+5+uZEogTKVojIcPe5y0SrXinFAqW3H/q+7zzz9nyZIlXHTRRVsde/jhhwkGg3Tr1o3CwkKOOuoonnrqqTiklCRJkiRpa/nhCAnBILkFRWSkhIhEo6Qlxf2ltiRJFc4v6zZz36ezAbj+6D14Ysa1xIhxcpOT6bRbKa60JEnSLmzD5jB935xKLAZn7Ls7ecnf8M9f/0koGGLwgYNJTijlxwUXZP975cKtjm2EghxIr166c0qStJMt35jP5a9NJhKNcXybOtSLDuPJ/MUA3NPsAho2PDi+AaU4iPunHkceeSSxWGybx1JSUnjyySd58sknyziVJEmSJEn/W2FRMUPHLWTY+EXk5EfITE2kR6dGXH7IHiSHEuIdT5KkCiMajXHj2zMoKIrSsXE1cpI/ZlH2IqqnVue6fa+LdzxJkiqEWCzGDW9PZ2VOAY1rpHPhIWlc8MkDAPTZpw/NqjYr/UlTsiCl8rabDFMqQ0pm6c8pSdJOVFBUzKWvTmbtpjAt6mRyadtfuWjiexAMcHFGCw7rdH28I0pxEfdHJEuSJEmSVNHkhyM89dUCHh07j5z8CAA5+REeHTuPp75aQF44EueEkiRVHCO+X8KEhetIDSVwSdcUhv00DIBbOtxCVnJWnNNJklQxvDZxCZ/NWkVSQpCHzmjFgAm3UFBcwAF1DuDcvc7dOZNuXgf799r2sQ69odjXxpKkiiMWi3HLuzOZ/ms2VdJCPHpyTW787hbygwE6BtK48sTX4h1RihsbDCVJkiRJ+osSgkGGjV+0zWPDxi8iMejLbUmS/oxlG/MZ9NHPAFx3VBOe/uleIrEIRzQ4gq4NusY5nSRJFcOclbnc9Y9ZAPQ/uhlfrn6Fn9f/TFZyFvd0uYdgYCe8Rt28Ft6+GDpcCgf1L1mxEEq+H3wDHNgPktJKf15JknaSl8Yv5u0pv5IQDPDYma15/Kvz+SUB6kRhyIlvkJAYindEKW7i/ohkSZIkSZIqmtyCoi0rF1ZNT6JGpWTWbCpk/eYwOfkRcguKqFYpOc4pJUkq32KxGDe+PZ3N4WL2bVAFssbx84KfyUjK4OYON8c7niRJFUJBUTFXv/4jhZEoB+9Zg9Z7rKXXmJLVgAd0HEDNtJqlP2m0uKS58Jdv4N1L4bQX4eDroSCn5LHIxUWQmFL680qStJOMX7CWuz8sufnt5mNb8POsvnxFHkmxGA93vpcqlRvFOaEUXzYYSpIkSZL0F2WkhNi7XhZXHtaAzk1qsj4vm6ppWXwzfzVPfvELGSnezSpJ0h8ZOflXvp63luTEIFcfXZl+3z4NQP/9+lM9tXqc00mSVDHc+9HPzFmVS/VKydxxUiN6f3kOMWKc0uSUnbca8Lj7YOGXEEqDI+8qaSoESP//+p2QtHPmlSRpJ1i6Po8rXptCcTTGKe3q0jz4Npdlz4RAgFsanEjLPU+Md0Qp7mwwlCRJkiTpLwpHinn14va89NOLDBg1gpxwDplJmZzV7BxevfgiiqNRwMckS5L0e1blFGx5lGPfrk14cc49FBYX0rFOR07a46Q4p5MkqWIYM2sVL0/4BYAHTm/D0Jn3s3LzSupl1OPG/W/cOZPO/xzGDSnZPv5hqNli58wjSdJOkh+OkBAMkltQREZKiCXr86iankzdKqlcve8GzvvnMGLBIN1SG3DqoffGO65ULthgKEmSJEnSX7R0YzZfrHiTZ2cM3bIvJ5zDszOGEgwEuKhVD3zJLUnStsViMW55dwa5BRH23j2LrFqTmfz9ZFITU7mj0x0EAoF4R5QkqdxbmV1A/1HTAOh1YCNyEyfy8eKPSQgkMPjAwaSF0kp/0uxf4e1eQAza94C9zyr9OSRJ2okKi4oZOm4hw8YvIic/QmZqIhd0bMjISzuyOXcV1350HNkJQVrFkrj55LfiHVcqN/y0Q5IkSZKkv+Cb+WvYp0EmI74csc3jI2a/xiVtepVxKkmSKo7R05bz+c+rCSUEuOH42vQbfx0A1+xzDXUr1Y1zOkmSyr/iaIy+b05lQ14Rrepm0r1zBmd/VLLCUu+9e9OmRpvSnzQShpEXQv56qLM3HD249OeQJGknyg9HGDpuIY+OnbdlX05+hMe/mE8gFmX9qkv4OSFGlWiMh44bTlLSTmjWlyoon9ckSZIkSdKflFNQxNCvFrA+L5uccM62zwnnkFuUW8bJJEmqGNbkFnLH6J8AuOrQJry24GE2F21m7xp7c1YzV0GSJOnPGDpuARMWriMtKYGHz2zDHRNuZVPRJtrWaEuv1jvphrfP74BfJ0FKFpzxMoRSds48kiTtJAnBIMPGL9rmsfkzb+T92EaCsRj37XsDdWq2KuN0Uvlmg6EkSZIkSX/SoI9mM2tFLtXSsshMytzmOZlJmWSEMso4mSRJFcMdo2eyMa+Ivepk0rDhXP756z8JBUPc2elOEoIJ8Y4nSVK59+OSDTw0Zi4AA05syZcr32TK6imkh9K598B7SQzuhAfY/fQefPdUyfbJQ6FKw9KfQ5KknSy3oIic/AgAjWukc9RetWhcI5390sbyXbUFAFxd5xAOaH1ePGNK5ZKPSJYkSZIk6U/4dv5aXv9+CQCrNm3g7OZn88z0Z7Y6r3vz7kSiEUIJobKOKElSufbRjBV8NGMlicEAt51Uj/7f3QxA7za92aPyHnFOJ0lS+ZdbUMTVb/xIcTTG8W3q0KLBRs7/+GkAbtr/Jupl1Cv9SdfOh/evLNnufA00P7b055AkqQxkpIQ4rk1tbj22MdUzKpETziEjKYPvlwe5b/J8GuVt4qIjH493TKlcssFQkiRJkqQ/sLkwwo3vTAfg3APq8ujUIdzW8TYAXp/9OjnhHDKTMunevDs92/QkOSE5nnElSSp31m8Oc/v7MwG47JA9eHfJU2ws3MieVfbkolYXxTmdJEkVw23vzWTp+nzqVk7lluP3oNfY7kRiEY5scCQn7nFi6U8YzoO3zodwLjToDIfdXvpzSJJURiLRYh46oxXPz3iOEf/xnu7Zzc/m5aNfJhopJhAIxDumVC7ZYChJkiRJ0h+4/9M5Wz7EqdNgIkOnf86qvFU83fVperfpTW5RLhmhDCLRiM2FkiRtw8APfmLtpjB71qpEmz2X0W/cxwQDQQZ2Guiqv5Ik/QnvTPmV96YuJyEY4LGz2/LMzIf5JecXaqbV5PaOt5d+Q0QsBh9eC6t/gvSacNqLkOBHy5KkiikajVFQlMfrc19h6H88lSYnnMMz058hAFzU8sK45ZPKu2C8A0iSJEmSVJ59v2g9L41fDECfY7J4ceazAJzV/CyykrMIJYSomlKVUEKI1FBqHJNKklQ+fT5rFe9NXU4wAHeevAeDJ90DwAV7XUDL6i13bPBwHhSHYfOaku/hvFJILElS+bJ47WZue69kJeA+hzdlY+BH3p73NgEC3NvlXrKSs0p/0h9fgWkjIBCE016AjNqlP4ckSWVk2LeLyEhJY8Ts17d5fMTs10n0xnHpd9lgKEmSJEnS7ygoKuaGt0sejXxG+7qMXvYI4WiYznU7c0LjE+KcTpKk8i87v4ib350BQK+DGjNm5YuszltN/Yz6XNb2sh0bPFIA3z4C9zeF+5uUfP/2kZL9kiTtIsKRKFe/8SObw8V0aFSV0ztkMWD8AAAuaHkBHep0KP1JV0yHj64v2T7sVmh0UOnPIUlSGRn5w1K+X7SenHAOOeGcbZ6TE84h93eOSbLBUJIkSZKk3/XQmLksWruZ2pkpNGs2nalrppKWmMYdB9xR+o+fkiRpF3TPh7NYnVtI4+rpHNQ6h5FzRwIwoNMAUhN3YOXfcB58/RCMGwIFG0v2FWws+fnrh1zJUJK0y3hwzBym/5pNVmqIB89ow4AJt7OxcCPNqzbnqnZXlf6EBdnw1vklDftNj4LOfUt/DkmSysiEBeu4+d0ZzFuzicykTDKTMrd5XmZSJhm/c0ySDYaSJEmSJG3Tj0s28PzXCwHod2w1npnxBAB92/elTqU68YwmSVKFMG7uGt764VcCAbj7lGbc+/1AAE7f83T2q73fjg2ekAgTn9n2sYnPlByXJKmC+2beWp4ZV/K6dEi3Noxb+R7fLv+W5IRkhhw4hKSEpNKdMBaD9y6HDYsgqz6cMhSCfpwsSaqYFqzZxKWvTqaoOMZedTIpLNrM2c3P3ua53ZufTaS4sIwTShWHfxFKkiRJkvRfCiPF9B81nWgMTm67G2NWP0l+JJ/2tdpzRrMz4h1PkqRyL7egiJveng7AhZ0a8t3G11mSu4SaaTXp274UVkIqyP73yoVbHdsIBT7aSpJUsa3bVEjft6YCcE6H+jSum8NDPzwEwLX7Xkvjyo1Lf9IJT8Lsf0AwBGe8BGlVS38OSZLKwPrNYS56aRLZ+UW0q1+Z+05szOOfXsE5Lc6hd5veW1YyzEzK5LI2venZuhepSZXinFoqv7yNU5IkSZKk//LEF/OZt3oT1Ssls2/reQz54TuSE5K5s9OdBAPeqydJ0h8Z/PFslmcXUL9qGsfvG+GiMcMBuO2A28hIytjxCVKyIKXytpsMUypDio+2kiRVXLFYjOtHTWdNbiFNa1ai/9F7cNGYcwlHwxxY90DOanZW6U/6ywQYc3vJ9tGDoG770p9DkqQyUBgppvcrP/DLujx2r5LKc+ftw7PvHceI4jX88PGFPN11KL3b9CY3nENGUiaR4kKSE5PjHVsq1/xURJIkSZKk/zBzWTZPfbUAgOuPrc1T0x4B4Iq2V9Ags0Eck0mSVDGMX7CW1yYuAeCeU1pw76SBRGNRjml0DIfUO6R0JimOQIdLtn2sQ++S45IkVVDDxy/mi9mrSUoM8tjZ7Xh25hPM2zCPqilVGdh5IIFAoHQn3LQGRvWAWDG0Og32u7h0x5ckqYzEYjFufHsGkxZvICM5kWEX7sc3X1zKC8VrAOhR9zBqZuxGKCFE1dRqhBJCrlwo/QmuYChJUgWWH46QEAySW1BERkqISDRKWpLlXZKk7VVUHOX6UdMpjsY4tlVtvtn4DLlFubSs1pLz9jov3vEkSSr38sIRbnx7BgDdO9Tn5/zRzN0wl8rJlblx/xtLb6JfJ8H+vSEWg++fK1nJMKVySXPhgf0gMaX05pIkqQzNWp7DvR/NBuCWY1uwITaTV2a9AsDATgOpnlq9dCeMFsPbPSF3BVRvBic8CqXdwChJUhl5bOx83v1xGQnBAE+duw/Zcx/jzg2TIRCgd+0DOX7/PvGOKFVIdiBIklRBFRYVM3TcQoaNX0ROfoTM1ER6dGrE5YfsQXIoId7xJEmqkIZ+tYCfV+RQJS3EIe2Xcdf3X5EYTGRg54EkBn0JLUnSH7n/0zksWZ/HblkpnNU5iQs+HQrAjfvfSNWUqqUzyfpF8OZ5kFELuj0PB/eHgpySxyIXF9lcKEmqsPLDxVz1+hTCxVG6tqjJie2yOO2DngCcsecZHFzv4NKfdNwQWDQOQmlwxsuQ7CpOkqSK6f2py3j487kA3H1yKxoUjeOceSOIJAQ5MrUelx/5RJwTShWXj0iWJKkCyg9HeOqrBTw6dh6JwSDNamWQGAzy6Nh5PPXVAvLCPgpKkqS/as7KXB77Yh4A1x9blyemPQBAr9a92LPKntu+KJwHxWHYvKbkezivrOJKklTu/LB4PS+NXwzAPae2ZMgPd1EULeKg3Q/i2EbHls4kRQUw8gIozC5ZsbDmXpCQBOnVS74npZfOPJIkxcHAf8xiwZrN1MxIZki3Ngz8biCr81fTMLMh1+13XelPOO9zGHdfyfYJj0LN5qU/hyRJZeCHxeu5fuR0AHof1Jhj663nigm3k50QpFUwnbtPGUUwYIuUtL1cfkGSpAooIRjkq7mreeX81hzQpBbhzRtISq/ChHkrefCrpVxxaJN4R5QkqUKJFEfpP2oaRcUxuraoxdTNw9lQuIEmlZvQq3Wv37moAL59BCY+42MZJUl/ewVFxfQfNZ1YDE5vvzvLo2OZtmYa6aF0bjvgNgKl9ajFz26BFdMgtSqcPgwSQqUzriRJcfbJzBW8/v0SAgF4+My2/HPFR3y+5HMSA4kMPmgwqYmppTvhxqXwTi8gBvteBG3OKN3xJUkqI7+s28wlr0wmXBzlqJa16NelKle+dQSLQwnUigV57KRRpIbS4h1TqtBsMJQkqQLKK4zw2oVtSZ34KAljRhEKpUBRAZ1bn84+F15NXmGEpMSkeMeUJKnCeOGbRUz7NZvMlESOP2A9t333McFAkLs630VoW40L4byS5sJxQ/69r2Djv3/u3AeSfNNKkvT38fDnc1m4tmTFpZ6HVub8Tx8FoO8+famdXrt0JpkxCiY9X7J96rOQtXvpjCtJUpwt25hP/1H/WnVpD+rVzKPvB4MAuKLdFbSs1rJ0J4yEYeSFkL8e6rSFowaV7viSJJWR7Lwierw0ifWbw7TZPYuHT23BfSMP57tQjNQYPNH1aWpk+tpR2lE2GEqSVAFlJhYR+/FVwnXbkXhgX3Lz15GRWo3Iwi9JnfEagXbnAjYYSpL0ZyxYs4kHx8wF4Ppj6vP4tCsBOH+v82lVvdW2L0pILFm5cFsmPgMH7YRHV0mSVE5NW7qR5/65EIC7T27Fwz/eQX4kn31q7sPpzU4vnUnWzIXRV5dsH3gdND2idMaVJCnOiqMx+r4xlZyCCHvXq8zVXRvR67OLyI/k075We3q07FH6k465DZb9AClZcMZwCLkKvySp4glHolz66mQWrtnMblkpPH9ee9794CzeCmwmEIsxpH1/mu/eKd4xpV2CDxiXJKmCKY7GICFEpM0ZvLh5AYeMOoKD3z2WQ0YdwbDNC4m0OZ1Aoo+IkiTpzyiOxug/ajrhSJSD9qzB/MgbrM5fTf2M+lze9vLfv7Agu2TFwm0e2wgFOTsjriRJ5U5hpJjrR00jGoOT2u5GfvJExi8fT1IwiTs73UkwUApvQYfzYOQFULQZGh4Ih9y042NKklROPPHFfL5fvJ5KyYk8dlZbhv30PNPXTicjlMGgLoNICCaU7oQ/vQsTh5Zsn/IMVGlYuuNLklQGYrEYt7w7gwkL11EpOZEXLtyP2d/dzH0FCwC4tuFJHNr6/DinlHYdNhhKklTBvD3lV/KK8nh+9msMnfEsOeGSBoaccA5Pz3iWF2a/RkEkP84pJUmqGF6esJjJv2ygUnIiZxyYzzvz3wHgzk53kpqY+vsXpmRBSuXfOVYZUjJLPaskSeXRk1/MZ+6qTVSvlMRVR9Tivkn3AXB528tpmNWwdCb56DpYPQvSa0K350tWEpYkaRcwdckGHh1bsqL+XSe3ZEPxPJ6d/iwAtx5wK3Uq1SndCdfOg/dLVu2nS19odkzpji9JUhl5etwCRk7+lWAAHj+nHQm/jqD/8s+IBgJ0q9yS8w++O94RpV2KDYaSJFUgM5dl88LXC0lOSmfEnDe2ec5rc94gMTGtjJNJklTxLFmXx32fzAHg2qMb8sT0QQCc2exM9q297/++eNUs2L/Xto916A3FkdKMKklSufTT8mye+qpkdYiBJ7XiqRkPkBPOoUXVFlzQ8oLSmeTHV2HqaxAIwmkvQEbt0hlXkqQ4yQ9HCEeirN1UyJ61Mxh6bnt6H9SYI1pW5savbyQai3Jc4+M4tvGxpTtxOA/eOh/Cm6BBFzj01tIdX5KkMvLh9BVb3tcdcGJLWodmctX0x9gcDLJ/qBq3HP8KgUAgzimlXYu3ekqSVEHkh4u5+o0fCQWD5BRu3LJy4X/LCeeQW5RL1YSqZZxQkqSKIxqNccPb08kvKqZj42qsCr7Lsk3LqJ1emz779PnfF88aDV/cBT0+Lml2mPhMyWORUyqXNBce2A8SU8rgt5AkKX6KiqNcP3I6kWiMY1vXJinzJ8ZMGUNCIIGBnQeSGCyFt55XzoQPry3ZPvRmaHTQjo8pSVIcFRYVM3TcQoaNX0ROfoTM1EQu6NiQvkfsyV0Tb2fZpmXslr4bt3S4pXQnjsXgw37/XhH4tBdcEViSVCFNWbKBfm9NBaBH54acuWcxF717FctDCTQgxEOnvEMoIRTfkNIuyL8cJUmqIO7+cBYL12zmjJpLyQztR2ZS5jabDDOTMskIZcQhoSRJFcfrk5YwYeE6UkMJXHBojP7jRwBwR8c7qJRU6fcv3LgURl8JBdkwbQR07gMHXQcFOSWPRS4usrlQkvS38My4BcxakUPltBDXHV2fnmOvA+CiVhfRvGrzHZ+gIKdklaVIATTpCl2u3fExJUmKo/xwhKHjFvLo2Hlb9uXkR3j8i/n8UjCBLzeMJhgIcu+B95KRVMrv7055Gaa9/v8rAr/oisCSpApp6fo8Lnn5BwojUQ5vXpNbDt+dm18/hOmhIJkxeOK4V8hKdQEWaWfwEcmSJFUAn89axWsTl5DJJu6KPMyipV9zdvOzt3lu9+bdiUR9LKMkSb9n2cZ8Bn00G4C+RzTiqZ8GESPGiXucSJe6XX7/wuIIvH1xSXNh3fbQ4TJISoOEJEivXvI9Kb2MfgtJkuJn7qpcHhs7H4ABJ7TkpdmPszZ/LQ0zG9J77947PkEsBh9cA+sXQGZdOOVZCPpWtiSpYksIBhk2ftFW+wOJ2Xy59ikAerbqSfta7Ut34hXT4KPrS7YPuw0aHVi640uSVAZyCoq46KVJrN0UZq86mTx2Zhuee/tkPk6MkBiL8XDnQTSs0TLeMaVdlu/KSJJUzq3OLaD/29MBGLHbSH4q3kD/aU9wTotzuLTNpWQmZQIlKxde1uYyerbpSWooNZ6RJUkqt2KxGDe9M4NNhRH2bVCF/PRPWJS9iGop1ei/X///ffG4IbD0O0jOhG4vgI/akCT9DUWKo1w/chrh4ihdW9SkVs0lvDv/XQIEGNh5IMkJyTs+yaTn4ad3IJgIp78E6dV2fExJkuIst6CInPySG8OrpifRrFYGVdMTSdntLUjIp1mVvbis7WWlO2n+xpIVgYsLYc+jS1bhlySpgikqjnLFa1OYt3oTtTKTeeHCffnnJ714KroWgFtbXMT+TY+Pc0pp1+YjkiVJKsdisRjXj5zO+s1hLq32Iw02fM5pu9dhec4iXv7pZXq36c0lbS4htyiXjFAGkWikdD7MkSRpFzVq8q/8c+4akhKD9D4imevHDwPglgNuISs56/cvXPQ1/PP+ku3jH4aqjcogrSRJ5c+L3y5i2q/ZZKQkcsvxTbjsq5LV9c9qfhbtarbb8QmWTYZPbirZPmIg1Nt/x8eUJKkcyEgJsXe9LK48rAGdm9RkfV42VdMy+W5FiEd+eJJBXQYRCpbijWyxGLx/BWxYDJXrw8lPuyKwJKnCicVi3DH6J76et5bUUAIvXLAfa6Y+yK0bp0AwwAW1OtGtQ794x5R2eTYYSpJUjg0fv5hxc9fQMHE91xc9wy3Vq7I8MZHdK+3Oxa0v3rJSYdWEqgCEXElJkqTftSqngLv+MQuAa7o25tmfb6U4VswRDY7giAZH/P6Fm9fBO72AGLQ7F1qfVjaBJUkqZxau2cSDn80F4Lbj9+KtBc+ybNMy6qTX4Zp9rtnxCfI3wMgLIVoEzY+HAy7f8TElSSonflm3mVcvbs9LP73IgFEjyAnnkJmUydnNz+aVY18iKVjKT6WZ8ATM/gckJMHpwyGtaumOL0lSGXj+60WMmLiEQAAeO7sd1TZ+xtkLRhBOSOCQtN3pe+RT8Y4o/S14m4okSeXUnJW53PvxbAJEeb3mcD4ORfiwUjoJgQQGHTiISkmV4h1RkqQKIxaLccu7M8kpiLD37lkkVhnH7PWzyUzK5OYON/+vC+H9yyF3BVTfE465r+xCS5JUjkSjMfqPmk5hJMqBTauzZ/11vPbzawDc3vF20kPpOzZBLAbvXQ4bl0CVhnDSkxAI7HhwSZLKgVGTf2XVplxenvUiz84YSk44B4CccA7PTH+GV39+BQJFpTfhLxNgzB0l20cPhrr7lN7YkiSVkU9/Wsm9H/8MwK3H7UWnysu4csIdrEtIoFkwnSEnjSIhmBDnlNLfgw2GkiSVQwVFxVzzxo+EI1EG1fkn0Zwp3FO95A7T3m1607Zm2/gGlCSpghk9bTmf/7yKUEKAq4/O4pnpQwG4Yf8bqJ5a/fcvnDgU5n4CCclw2ouQtIPNE5IkVVDDJyzmh182kJ6UwMCTmzNg/ABixDhxjxPpUrfLjk8w/nGY89G/V1lKrbzjY0qSVA5MXbqR+z+dwz71qzFi9ohtnjNi9mskBkvpwXObVpesCBwrhtanw74Xlc64kiSVoRm/ZtPnjanEYnDuAfW5YO8UbvjwAuaGEqgeC/LEiW+S5nu1UpmxwVCSpHLo/k/nMHtlLh3SlnNazkvcXKMam4JB9q6xN73a9Ip3PEmSKpS1mwoZMPonAK44tDHD5g6hKFpE57qdOaHxCb9/4YppMOb2ku0j74barcsgrSRJ5c+SdXnc98kcAG46tgUfLX2VBdkLqJpSlev3vb4UJvgOPh9Qsn30YNit7Y6PKUlSObA6t4BLX5lM5dQQ2QU5W1Yu/G854Rxyi3J3fMJoMbzdEzathOrN4PhHXBFYklThLN+YT8/hk8gvKubgPWsw4Jg9eHjkyYxLguQYPHb4k9TOahDvmNLfStwbDJctW8a5555LtWrVSE1NpXXr1vzwww9bjsdiMW6//Xbq1KlDamoqXbt2Zd68eXFMLEnSzvXPuWt44ZtFJBPmhYzneLFSClNSUkgPpTPowEGldyerJEl/E3eM/okNeUW0qJNJlTqTmLZmGmmJadxxwB0Efu+DlsJNMLIHFIeh2XGwvw3+kqS/p1gsxg1vTye/qJgDGldl36YFPD/9eQBu7nAzlVMq79gEm9eW1FxXWZIk7WIKI8Vc9uoUVuYUUCklkWpplclMytzmuZlJmWSEMnZ80q8GwaJ/QigdznwFkivt+JiSJJWhTYURLnppEqtzC2lWK4Mnzm7Lu++cycsJeQDcvc+1tK5XCqvoS/pL4tpguGHDBjp37kwoFOLjjz9m1qxZPPjgg1SpUmXLOffddx+PPfYYQ4cOZeLEiaSnp3PUUUdRUFAQx+SSJO0c6zeHuXbkNABerPcJi/IX8VSVLABu6XAL9TLqxTOeJEkVziczV/Dh9BUkBANcd2w1npz6OAD92vejTqU6v3/hR9fD+gWQWRdOesIVHyRJf1sjvl/ChIXrSA0lcO8pezFgwh1EYhEOq3cYRzY4cscGjxbDO70gdzlU39NVliRJu5QBo2cx+ZcNZKQkcv9pbSiMFHB287O3eW735t2JRCM7NuG8MfDP+0u2T3gUajTbsfEkSSpjkeIoV42YwuyVuVSvlMwLF+7LT19dz72FiwC4ssHxHN3mwviGlP6m4roE0pAhQ6hXrx7Dhg3bsq9Ro0ZbtmOxGI888gi33norJ510EgAvv/wytWrV4r333uOss84q88ySJO0s/1oVYk1uIadVXUC7tW9yWt3aFAcCHN3waI5vfHy8I0qSVKFs2Bzm1vdKHo186UGNeX3RA+RH8mlfqz2nNzv99y+c/hZMGwGBIJz6HKRVLaPEkiSVL8s25jPoo9kAXH9UM75e/R4/rfuJjFAGtxxwy++vBPxnff0gLPgCElPh9OGusiRJ2mW8+t0vvP79EgIBeOzsdtSvlsKdE+6kb/u+ALw++3VywjlkJmXSvXl3erbpSXJC8vZPuHFpSdM+wH4XQ5v/8ZpXkqRy6u4Pf+bLOWtICQV54YJ9KZo3nH4rPieSEOS4rBZccvC98Y4o/W3FtcFw9OjRHHXUUZx++umMGzeOunXrcvnll9OrV8kfwIsWLWLlypV07dp1yzVZWVl06NCBCRMmbLPBsLCwkMLCwi0/5+Tk7PxfRJKkUvDGpKWMmbWKagmbGRR4iruqVWFpKETt9NrcesCtO/7BTRmxFkuSyou7/jGLtZsKaVqzEvUbzuTliRNJTkjmzk53Egz8zoL+6xbAP0o+8OHgG6Bh57ILXIqsx5KkHRWLxbjpnRlsKoywb4MqHNYqyOn/eAKA6/a7jpppNXdsgoVfwZf//+HQ8Q9Brb12bLxyxlosSX9f3y9az4DRJTe7XX9UMw5tVpMHJj3Ae/PfY876OTzV9Sl6t+lNblEuGaEMItHIjjUXRsIw8gLI3wC7tYOjbL74F+uxJFUcL327iJfGLwbg4TPa0iA8me7THyM3lEjbUFXuPOGVCvNZqbQriusjkhcuXMjTTz9N06ZN+fTTT7nsssu4+uqrGT58OAArV64EoFatWr+5rlatWluO/bdBgwaRlZW15atePR8lKUkq/xau2cTAD2YB8Obub/NlbCPvZlQiQIB7u9xLVnJWnBP+edZiSVJ58MXsVbzz4zKCAbjphN14dMpDAFzZ9koaZDbY9kWRMIy6CMKboEFnOOj6MkxcuqzHkqQdNWryr/xz7hqSEoMM7taagRPvpKC4gA61O3BKk1N2bPCcFfD2xUAM2p0Hbc8plczlibVYkv6elm/M5/LXJhOJxji+TR0uO3gPPlz4IcNnlXz22bN1T6qnVieUEKJqSlVCCSFSQ6k7Nulnt8KyyZBSuWRF4MQdaFbcxViPJali+GL2Kgb+o+Rz0huPaU7XOrn0/eIqloQSqUuIR04atWPN+JJ2WCAWi8XiNXlSUhL77rsv48eP37Lv6quvZtKkSUyYMIHx48fTuXNnli9fTp06dbacc8YZZxAIBHjzzTe3GnNbd6LUq1eP7OxsMjMzd+4vJEnSdghHonR7ejwzlmVzXZ1pnJbzAN3q1iEnIcjFrS/mmn2uiXfEv8RaLEmKt5yCIo586J+szCmg14GNWJn6NF8t/YpW1VrxyrGvkBj8ncX8P70FJjwBqVXg0m8hq26Z5i5N1mNJ0o5YlVPAEQ+NI6cgwo3HNKd6nR+5c8KdpCSk8M5J71AvYwc+nC+OwMsnwi/fQq1WcPHnsKONFeWQtViS/n4Kioo5fegEZizLpkWdTN6+rCNLNs3nvI/Oo6C4gJ6tetKnfZ/SnXTm2yU3ygGc8xbseVTpjl/BWY8lqfybtTyH04eOZ3O4mDP3rcegY3dnwGuH8W5SMekxeOXY12has028Y0p/e3F9RHKdOnXYa6/fPvqiRYsWvP322wDUrl0bgFWrVv2mwXDVqlW0bdt2m2MmJyeTnGznsiSp4njk87nMWJZNs5SNXJr3NJfWqEZOQpCW1Vpy+d6XxzveX2YtliTF270f/szKnAIaVU+n9Z6LeGP8VyQGExnYeeDvNxfOG1PSXAhw0pMVurkQrMeSpO0Xi8W45d2Z5BRE2Hv3LE7cJ41uHzwIwFXtrtqx5kKAL+8uaS5MyihZZWkXbC4Ea7Ek/d3EYjFuemcGM5ZlUyUtxLPntacwmss1X1xDQXEBnet25qp2V5XupGvmwuirS7a79LO5cBusx5JUvq3KKaDn8ElsDhfTuUk17j6xGS+/fhTvJhUTjMW4v9M9NhdK5URcH5HcuXNn5syZ85t9c+fOpUGDksdVNWrUiNq1azN27Ngtx3Nycpg4cSIdO3Ys06ySJO0MExeu4+lxCwgQZUSN4byaHGNiagqpCSkMPnAwoYRQvCNKklShfD1vDW9MWkogALeeUJ8HJg8B4JLWl9C0StNtX5S7Et69tGR7/0ug+XFllFaSpPJn9LTlfP7zKkIJAYZ0a8Og7+9lU9EmWldvTfcW3Xds8LmfwjcPl2yf+BhUb7LjgSVJKgde+GYR7/64jIRggCe770OdyklcP+56lm9eTr2Megw5cAgJwYTSmzC8Gd46H8KboOGBcOgtpTe2JEllIC8coefwSazILmCPGuk8dc4+fP2Pi3gothaA/s3P58A9T4pzSkn/EtcVDPv27UunTp249957OeOMM/j+++959tlnefbZZwEIBAL06dOHu+++m6ZNm9KoUSNuu+02dtttN04++eR4RpckaYdl5xfR982pxGLwRMPxrF4/hUd3K1m9t//+N9Awq2F8A0qSVMFsKoxw49szALigY0M+XTWUDYUbaFqlKRe3vnjbF0Wj8M4lkLcWarWGI+4qw8SSJJUva3ILGTD6JwCuPqwpiwvG89WvJSsB39npzh1rjNi4pKTmQklDf6tTSyGxJEnx9828tdz70c8A3HpcCzrtUZ37Jt3HxJUTSU1M5dFDHyUrOav0JozF4B/9YM3PUKkWdHsBEuL6ka8kSX9JcTTGNW9MZeayHKqlJzHswv1ZPnEQN2ZPJRYMcmbNAzinw/XxjinpP8T1r8399tuPd999l5tuuomBAwfSqFEjHnnkEbp3//edsP3792fz5s1ccsklbNy4kS5duvDJJ5+QkpISx+SSJO2YWCzGre/NZHl2AYdVWc1ha5/nrFrViQQCHFbvMLo17RbviJIkVTj3fTKbZRvz2b1KKge0Wsn1X39MMBBkYKeBv78q8LcPw6JxEEqD016EkK81JUl/XwNG/8SGvCL2qpPJWR2rcdoHJQ36/3Ml4D8jEoaRF0LBRthtHzjy7lLJK0lSvC1Zl8eVr08hGoNu++zOhZ0a8sGCD3hl1isA3NPlnh2rodsyZThMfwMCCXDaMMioVbrjS5K0kw3++GfGzFpFUmKQZ89vT8ryD+ix8A3yExPplLY7Nx71NIFAIN4xJf2HuN/Ocvzxx3P88cf/7vFAIMDAgQMZOHBgGaaSJGnnem/qMj6YtpzUYBFPpjzNg2npLEoKUSO1BgM6DfCPZkmS/qKJC9fx8oRfALjjpMYM/qEnABfsdQGtqrfa9kVLv4cv7inZPuY+qLFnWUSVJKlc+njGCj6csYLEYID7TmvDw5OHsL5gPU0qN/n9lYD/rDG3w7LJkFIZTn8JEpNLI7IkSXG1uTDCJa/8wMa8IvauV5l7TmnFz+t/5s4JdwLQq3UvjmhwROlOunwqfNS/ZPvw26Fh59IdX5Kkney1ib/w3NeLAHjg9L3ZK3EhPb4bwOqkRBoH07j/xDdIDMa9lUnSfwnGO4AkSX83S9fncdt7JY+cGtHoM74v+IU3MzMAuLvL3VRJqRLPeJIkVTj54WJueHs6AGfvX59v17/E6vzVNMhswOVtL/+dizbCqJ4QK4ZWp0G7c8susCRJ5cyGzWFue38mAJcdsgcbYtP5YOEHf7wS8J/x03sw8emS7VOegSoNdjywJElxFovFuH7UNGavzKV6pWSeObc9ecXZ9PmyD4XFhXSp24Ur2l5RupPmb4C3zofiQmh2LHS6unTHlyRpJ/vn3DXc/n7JZ6TXHrEnxzeCWz68kJ+SEqlMkCdOeIPM5Kw4p5S0Lbb9SpJUhiLFUfq8OZVNhRF61FlMvZWv061uHQDO3+t8Ou3WKc4JJUmqeB78bA6L1+VRJyuFI9pnc81XbwMwoOMAUhK38cjjWAw+uAayl0CVhnD8w+DqwZKkv7GB/5jF2k1h9qxViR4H1uHMD68E4NwW59K6RuvtH3jdAni/ZCw6XwPNji6FtJIkxd+TX87noxkrCSUEeOa8faiekUjvMdezYvMK6mfUZ8hBQ0gIJpTehLEYvHc5bPwFKteHk5+CoOvISJIqjjkrc7nitSkUR2Ocuk9drjxwNx5/5VDGJAcIxeDRwx6jXuVG8Y4p6XfYYChJUhl66qsFTP5lA3WTC7g5/DhXVa/G+oQE9qyyJ9fsc02840mSVOFMWbKBF74teaTGHSc14b4fegNwZrMz2bf2vtu+aPJLMOs9CCZCtxchJbNswkqSVA6N/XkV7/64jGAA7jttb56e9jgrN69k90q779jKS0X5MPICCOdC/Y5w2G2lF1qSpDga+/MqHhwzF4CBJ7WifYOqDPl+CN+v/J60xDQePfRRMpNK+XXm+MdgzkeQkARnvAypPgVHklRxrMkt5KKXJpFbGGH/RlUZdEpL/jHyJJ5LzAdgQLtr2Kf+wXFOKel/8dYWSZLKyJQlG3h07DwA3tx9FG8l5PJtWirJCckMOXAISQlJcU4oSVLFUlBUTP9R04nFoNs+uzNt0xss27SMOul16Nu+77YvWv0zfHJjyfbht8Pu7csusCRJ5Ux2fhE3vzsDgF4HNqY4aQFvzHkDgAGdBpAWStv+wT++AVbOgLTqcNqLsCOPWZYkqZyYv3oTfd6YSiwG5x5Qn7P3r88HCz7g1Z9fBeCeLvfQpEqT0p30l/Hw+Z0l28cMgd3ale74kiTtRAVFxVz88g8s25hPo+rpPHNue376rC93hJcAcHH9ozlx74vjnFLSH3EFQ0mSysCmwgh93phKcTTGwEazyF89hofq1gagX/t+pf+mkyRJfwOPjZ3H/NWbqJGRzMkHhLniy9cAuKPjHaSH0re+oCgfRvaASAHscTh0vKqME0uSVL48OmYuq3IKaVw9ncsPa8C5H58JQLem3ehQp8P2DzztDZgyHAhAt+cgc7fSCSxJUhzlFBRxySs/kFsYYb+GVbj9+JbMWjeLOyeUNP/1at2Lrg26lu6km1aXvI6NFUObM6F9j9IdX5KknSgajdHvralMW7qRymkhXrxwPzbNeJY+q76gKCGBrlnNueqQIfGOKelPsMFQkqQycOfon1iyPo99sjZxxvrHOKdmNcKBAAfWPZCzm58d73iSJFU4M37N5pl/LgTgjhP35P4pVxIjxol7nEjnup23fdGnN8OanyG9JpwyFIIu6i9J+vvJD0dICAbZmBfmuqObccAe1ditcgovzXqOxTmLqZFag3779tv+CVbPhn/8/0rCB98AexxWOsElSYqjaDRGnzemsnDNZupkpfBU9/Zsimykz5d9KCwu5KDdD+KKtleU8qTFMOoi2LQSarSA4x+GQKB055AkaSd64LM5fDRjJaGEAM+c257qG77lvBlPsCEpxF6hKtxz3HCCAd+jlSoCGwwlSdrJPpy+gpGTfyUhEOWlKi/yWDjIvKQkqiZXYWDngQR8U0iSpL8kHIly/ahpFEdjHN+mDguL3mNR9iKqpVSj/379t33RrPfhhxdLtk8ZCpVqll1gSZLKicKiYoaOW8iw8YvIyY+QmZrIhZ0aUqv6OobNHAbArQfcSmZS5nZOsAneOh+K8qDxIXDw79RlSZIqmIfGzOWL2atJTgzy7Hn7Ujk9SO8x17Fi8woaZDZg0IGDSAgmlO6kX94Li7+GUDqc8TIkbWOlfkmSyqm3fljKU18tAGBItza0r7SWK9+9hgUpIWoGQjx+4lukhdLinFLSn2WDoSRJO9GK7HxufncGAC/s+T0zV0/lldolDQ13dbmb6qnV4xlPkqQK6amv5jN7ZS5V05M496AELv2ipHHwlgNuISs5a+sLNi6B0f//OOTO10CTw8swrSRJ5UN+OMLQcQt5dOy8Lfty8iM8NnYO769+nuJYMUc1PIrD6m/nioOxWMnKhWvnQEYdOPV5KO1GC0mS4uCjGSt44sv5AAzu1prWu2cx5PshTFo5ibTENB499NHtb87/PXM/ha8fKNk+8TGosWfpji9J0k40fv5abn6n5PPRqw9rwqnN07j31eP4NiWR1Bg8fvQL1KxUO84pJf0VNhhKkrSTRKMx+r05jez8Ik6svZ42y5+hW+2ShsKzmp3FQbsfFOeEkiRVPD+vyOGJL0o+2Ln9hGY8+OO1FMeKOaLBERzR4IitLyiOwNu9oCAb6raHw24r48SSJJUPCcEgw8Yv2mp/UrWvWR9ZRFZSFjfuf+P2TzBlOMx4CwIJcNqLUKnGDqSVJKl8+HlFDte+NQ2Ai7s04pR2uzN6wWhe/flVAO498F72qLxH6U66cQm8c0nJ9n69oPVppTu+JEk70fzVm7j01clEojFO3Hs3+h7WkBGvHMHryVECsRiDOg5kr1rt4h1T0l9kg6EkSTvJc18vZMLCdWSFirk/+DjXV8lgbWICjbMac+2+18Y7niRJFU6kOEr/UdOJRGMcuVctVgc/Yfb62WQmZXJzh5u3fdG4wbD0O0jOhG4vQEKobENLklRO5BYUkZMf+c2+QNIakqp/DsAVbfpt/yr7K6bBR///OOTDb4cGnXYkqiRJ5cKGzWEueeUH8ouK6dKkOjce05yf1v7EnePvBKB3m94cXr+UV8iPFMJbF0DBRthtHzjqntIdX5KknWjdpkIuemkSOQUR2jeown3dWvPtu+cxJLAeCNCnWXcOb3ZqvGNK2g7BeAeQJGlXNHNZNg98NgeAt5p8xuiiX/kyPY3EQCJDDhpCSmJKnBNKklTxPPf1ImYsyyYrNUSvw9IZOm0oADfsf8O2GyIWjoN//v8jpU54BKo2KruwkiSVMxkpITJTS+43r5qeRLNa6dRpNIZAMAJ5zTh1z5O2b+CC7JJGiOJC2PNo6HR1KaaWJCk+IsVRrnx9CkvX51OvaiqPn92O7PAGrvnyGsLRMAfvfjCXt7289Cf+7FZYPgVSKsMZwyExufTnkCRpJygoKqb3K5NZsj6P+lXTePa89vz6zUCu3zSdaCDAyTX3p8cBO7BqvqS4cgVDSZJKWX64mGve+JGi4hjXNFpG0q+vc/9utQHo074Pzas2j3NCSZIqnvmrN/Hw53MBuPW4Zjw6/RaKokV0rtuZExqfsPUFm9f+/yOlYtDuPGjVrWwDS5JUzsxemUPfrnuye9VEOjepyfr8DVRNfY4Jyycy95dMimOxvz5oLAbvXwEbFkFWfTj5aQh6T7skqeIb9PFsvp2/jrSkBJ47f18qpQbo9dm1rMpbRcPMhgw6cBDBQCnXvBmj4PtnS7ZPfQ4q1y/d8SVJ2klisRg3vD2dH37ZQEZKIi9euB+BBe9w5cKRbAol0j51N24/ciiBQCDeUSVtJxsMJUkqZfd8NIsFazbTJKOIy3Mf4vwa1cgPBulQpwPn7XVevONJklThFEdj9B81jXAkyiHNalCQ9k+mrZlGWmIadxxwx9ZvTMVi8N7lsGklVN8TjhkSn+CSJJUTb01aysczV/L0eW14fsbzDBg1gpxwDplJmZzd/Gx6depFcuJ2vFU8cSj8/AEEQ3D6S5BWtdSzS5JU1t6Z8isvfLMIgAdP35vmtTMZNHEQk1dNJj2UzqOHPkpGUkbpTrpmDoz+/1WAD7wO9jyydMeXJGknevjzebw/dTmJwQDPnNueegUzuXjinSxLDlEvmMYjJ75JKCEU75iSdoC3k0qSVIo+n7WKV79bAsR4fbe3eDqUx6zkZLKSMrmn8z2lf1erJEl/Ay+NX8yUJRuplJzIVUdW5fEfHwegX/t+1KlUZ+sLvnsa5n0KCclw2jBISi/jxJIklR8zfs3m1vdncs4BtXl+xvM8M30oOeEcAHLCOTwz/RlemPEC+UX5f23gpZNKHuMIcNQ9sHv7Uk4uSVLZm/7rRm58ZwYAVx7ahGNa1+G9+e8xYvYIAO7tci+NKzcu3UnDm+Gt86FoMzQ6CA69uXTHlyRpJ3r3x195bOw8AO49pTUdq+cz4OOLmJocIoMgTxz3KpVTKsc3pKQdZpeDJEmlZHVuATe8PR2AR1rMY/Gqz3kxKxOAAZ3upFZ6rXjGkySpQlq8djP3fzobgJuPbc7TPw0mP5JP+1rtOb3Z6VtfsHwqjLm9ZPuoe6B2q7ILK0lSObNhc5hLX51MpeREDmxSi9f/vzniv702+zUSg39hBcO89TDyQohGYK+TYf9LSiWvJEnxtCa3kN6vTCYciXJ485r0O2JPZq6dyV0T7gLgsr0v47D6h5XupLEYfNAH1syGSrWh2wsQTCjdOSRJ2km+X7SeG0aVNOZfdsgenNGmCs+NPIV/pCSQEIMHD36IxlWbxjmlpNJgg6EkSaUgFotx/cjprNsc5sCa+Ry64mFuqlGNWCDAqU1PpWuDrvGOKElShRONxrjh7ekUFEXp3KQaSVUmMXHFRJITkrmz051brwxcmAujLoJoETQ/Hva7OD7BJUkqB4qjMa5+40eWbcxn792z2BzZtGXlwv+WE84htyj3zw0cjcK7vSHnV6jaGE58HAKBUkwuSVLZC0eiXP7aZFZkF9C4RjoPn9WW9YXr6PNlH8LRMIfUO4RL9760lCbLg+IwbF4DxYXQ8iSo0QJOexEq1SydOSRJ2skWr93MJa/8QLg4yrGta3N91yZ8NvJ0Hk8qBODmva+gY8PD45xSUmn5C7elSpKk3zN8/GLGzV1DSiIMrfQcdxQlsioxkfoZ9bhhvxviHU+SpArpte+XMHHRetKSErjumNpcPq4vAFe2vZIGmQ22vuCj62H9Asisa7ODJOlv76Exc/h63lpSQwnccuxeZCQlkZmUuc0mw8ykTDJCGX9u4G8fgXmfQWIKnPEypGSWbnBJkuLgzg9+YtLiDWQkJ/Lc+fuSmgRXf3Ydq/JW0TCzIYO6DNr6JrftESkoqaUTn4GCjZBSGfbvBRd/BsnWVElSxbAxL8xFL01iY14Re9erzENntGXWx1dxS9ESCAY5t94RnNGulBrzJZULrmAoSdIOmrsql3s/Lnl046t7/cDYnBl8WimdxEACQw66j7RQWpwTSpJU8fy6IY/BH/0MQP+jmvHi7AfZVLSJVtVace5e5259wbQ3YNrrEAhCt+chrWoZJ5Ykqfz47KeVPPnlAgAGd2tNwxopzFg7g7Obn73N87s3704kGvnjgRd/A1+UPCaSY++H2q1LK7IkSXEzYuISXpu4hEAAHj27LXvUqMT9k+5n8qrJpIfSefSwR6mUVGnHJwrnwdcPwbghJc2FUPL9n/fD+CdKjkuSVM6FI1F6vzKZhWs3U7dyKs+d356Nkx7nqtVfURAMclDWnlx3yP3xjimplLmCoSRJO6CgqJirX/+RcCTK+Y1yqLn4Ka6oUx2Ay9teQavqreKcUJKkiicWi3HTOzPYHC5mv4ZVqFF7Fl998xWJwUQGdh5IYvC/XsquWwD/6FeyffAN0KBT2YeWJKmcWLhmE9e+NQ2AHp0bclLbujw0+SG+WvoVw48eToAAI2aPICecQ2ZSJt2bd6dnm54kJyT/74E3rYZRF0EsCnufDe3O2/m/jCRJO9kPi9dzx+iZAFx3ZDMOa16Ld+e9y+uzXwdgUJdBNM5qXDqTJSSWrFy4LROfgYOuK515JEkqZfnhCAnBILkFRaQnJ9KzSyPyw8Xcf/reVFr+BRfMfJq1yUk0DVXmvuNeJiGYEO/IkkqZDYaSJO2A+z+dw+yVudRJg5vDD9OzWhZ5wSD71NyHi1pdFO94kiRVSCN/+JWv560lOTHILSfU5+qvbwTgktaX0LRK09+eHCmEUT2gaDM06AIHXR+HxJIklQ+bCyNc+upkcgsj7N+wKjcf24Ixv4xh2MxhAPy07icuanURl7S5hNyiXDJCGUSikT9uLowWw9s9YdMqqNECjnsQAoEy+I0kSdp5VmTnc+mrUygqjnFs69pcfsgezFgzg7u+K1mt9/K9L+fQ+oeW3oQF2f9euXCrYxuhIAfSq5fefJIklYLComKGjlvIsPGLyMmPkJmayAUdG/L6JQeQsnEOfb7sx+zUJKoGQjxxwhukh9LjHVnSTmCDoSRJ2+nreWt44ZtFALzZ5DNeXL2S6SlZZITSGXTgIO/OkSRpO6zMLuCuD2cBJatHjJj/GBsKN9C0SlMubn3x1hd8fiesmAapVeDUZ8H6K0n6m4rFYtzw9nTmrtpEzYxknujejiW5i7j1m1sBuLDlhXSp22XL+VUTqgIQSgj98eBfDYZF/4RQOpwxHJL8wEiSVLEVFBVz6SuTWbupkOa1M7j/tL1ZV7COPl/1oShaxKH1DqX33r1Ld9KULEipvO0mw5TKkJJZuvNJkrSD8sMRho5byKNj523Zl5Mf4fEv5pMe2cjmpRfzVWqIpBg8dtSz7JZRN45pJe1MwXgHkCSpIlq/ObzlkVN3tFzD+l9G8EzlkjeAbj3gdnartFs840mSVCHFYjFueXcGuQUR9q5XmcYNFvPx4o8JBoIM7DRw6waIuZ/Bd0+WbJ/0FGT5BpYk6e/rxW8X84/pK0gMBniq+z6kJUfo82Uf8iJ57F97f67Z55rtG3j+5/DP+0u2T3gUajQrvdCSJMVByWvPmUz7NZvKaSGePW9fkhJjXPvVtazOW02jrEbc2+VegoFS/Bg1FoM1c2D/Xts+3qE3FEdKbz5JkkpBQjDIsPGLttqfTJiCWZfxUkrJz3cfcBt71963jNNJKkuuYChJ0l8Ui8W48e3prM4tpG31KKetGczpNaoTDQQ4vvHxHNv42HhHlCSpQnp/6nLGzl5NUkKQASc14trx5wJwwV4X0Kp6q9+enLMC3ru0ZHv/3tDc+itJ+vuauHAd9370MwC3HteCfRpUpu+XfVmcs5haabW476D7SAxux1vB2cvgnUuAGOx7EbQ5vXSDS5IUB8O+XczbU34lGIAnzt6H+tXSuPu7u5myegqVQpV49NBHqZRUqXQn/foBmP4W9PgYAgGY+GzJSoYplUuaCw/sB4kppTunJEk7KLegiJz8kgb4qulJ1KiUzJpNBZyX8ADDq4eBAJc3PZNjmp8R36CSdjobDCVJ+ovenLSUz2atIpQAL9V8k8E5hSwLVaJueh1u7nBzvONJklQhrcktZMAHPwFw9eFNeG/JM6zJX0ODzAZc3vby354cLYZ3L4G8dVCrNRwxMA6JJUkqH1blFHDFiB8pjsY4ue1uXNCpIS/MfIEvln5BKBji4UMeplpqtb8+cHERjOpRUm9rt4GjBpV+eEmSyti389dyz/835d98bAu6NK3Ou/Pe5c05bxIgwOADB9Moq1HpTjrhKfji7pLtuZ9C575w0PVQkFPyWOTiIpsLJUnlUkZKInvXy+K6Q+tzQJNaFOXnsrp4I90/2kykOMBR1ffh0o63xDumpDJgg6EkSX/BwjWbuPODWQA8s/dCJvwyltE1qxMkwKCDhpCRlBHnhJIkVUx3jJ7JxrwiWu6WSds913DZ2HcAGNBxACn//UHLNw/Don9CKA1OHwYhP4iRJP09hSNRLnt1Mms3FdK8dgaDTm3DhOUTePzHxwG4ucPNtK7RevsGH3snLJ0IyVlwxnDrrSSpwlu6Po8rR0yhOBrj1HZ16dmlEdPXTOeu7+4C4PK2l3NwvYNLd9LJL8GnN5VsH3IztOv+72Pp1Uu+JySV7pySJJWCWctzyC0oYuTF7YlkL4JAdfID+dTK2I27DhrMRwv+wS0dBhIIBOIdVVIZsMFQkqQ/qag4Sp83p5JfVMyJDSI0X3w/p1WvCsAle/emXc12cU4oSVLF9NGMFXw0YyWJwQADT27CLRN7AHBmszPZt/a+vz15yUT48t6S7WPvh+pNyzitJEnlxz0fzmLKko1kpCTyzHntWR9eSf+v+xONRTm16amctudp2zfw7A9hfEmTIic/CVUbl15oSZLiIC8codfLP7Ahr4g2u2dx76mtWVewjr5f9qUoWsRh9Q7jkjaXlO6k00fCB31KtjtdDQf3L93xJUnaSeatyuXcFybyynltiBFh2K9jGTH2DXLCOWQmZXJ2s7O4u9MAUgIJ8Y4qqYzYYChJ0p/0yOdzmf5rNlVSggwOPcXlmcnkJgRpU701vdv0jnc8SZIqpPWbw9z+/kwALj9kD8asHM6yTcuok16Hvu37/vbk/A3wdk+IFUOr06Bt922MKEnS38O7P/7K8Am/APDImW2plZXA+R/3Jbswm5bVWnJzh5u3b+ANi+G9y0q2D7gCWpxQOoElSYqTWCzG9SOnM3tlLtUrJTH03PYkBKP0+6ofq/NX0zirMfceeC/BQLD0Jv35H/BubyAG+/aEIwaCKzxJkiqAhWs2cc7zEwFotFslnp/5IkNnPLvleE44h2dmPEsQ6NH6IlLjlFNS2dqhv5Tnz5/Pp59+Sn5+PlDyB7okSbuiiQvX8dRXCwB4vdVkRuTOYnJqCmkJKQw+cAiJQXv2JUnaHgM/+Im1m8I0q5VBl1abGPHzCADu6HgH6aH0f58Yi8HoqyF7KVRpCMc/7IczkqS/rVnLc7jpnRkAXH14Uw5rXpO7v7ubn9f/TJXkKjx8yMMkJyT/9YEjhfDWBVCQDbvvD0fcWcrJJUkqe0+PW8CHM1aQGAzw9Lnt2a1yKkMmDeHH1T+SEcrg0UMf/e3rzx01fyyM6lFyc9zeZ8OxD/j6VZJUISxZl8c5z01kTW4hhzevSSghxIg5b2zz3NfmvEFiMFTGCSXFy3Y1GK5bt46uXbuy5557cuyxx7JixQoAevbsybXXXluqASVJirfs/CL6vjmVWAyubllA8fwnebJKFgA3HXAL9TLrxTmhJEkV0+ezVvHe1OUEA3D3Kc24a+IAYsQ4cY8T6Vy3829PnjwMfh4NwUQ47UVIyYxPaEmS4iw7r4hLX51MQVGUQ5rVoM/hTRk5dyTvL3ifYCDIfQffR51KdbZv8E9vgRVTIbUqnD4MEvywSJJUsX05ezX3fzoHgAEntmS/hlV5Z947vDnnTQIEGHzQYBpmNSy9CX8ZD290h+IwtDgRTnwCgqW4MqIkSTvJso35nP3cd6zMKaBpzUrcelwLcsObyAnnbPP8nHAOuUWbyjilpHjZrr9o+/btS2JiIkuWLCEtLW3L/jPPPJNPPvmk1MJJkhRvsViMW9+byfLsAppWTeSS7CHcUD2LSCDAkQ2O5KQ9Top3REmSKqSc/CJufrdk5aVeBzVm/Po3WJyzmGop1ei/X//fnrxqFnxyU8n24XdA3fZlnFaSpPIhGo3R580fWbI+j3pVU3nkzLZMXzuNQd8PAqDPPn04oM4B2zf4zLdh0nMl26c+C1m7l1JqSZLiY+GaTVz9xo/EYnD2/vU594AGTFszjbu/uxuAK9pewUG7H1R6Ey6bDK+dAZF8aHIEdHsBEnzyjSSp/FuVU8A5z33Hso35NK6ezmu9OpAV3Uh6KI3MpG3f6J2ZlElGKKOMk0qKl+1qMPzss88YMmQIu+/+2zeZmjZtyi+//FIqwSRJKg/em7qMD6YtJyEY4LVGn/BAbA2/hELUSq3B7R1vJ+CjLSRJ+tPywxHCkSjrNhWSlBjk7pNbccieNThmn2KGzRwGwK0H3EpWcta/LwrnwaiLIFIAexwOHa+MU3pJkuLvsS/m8eWcNSQnBnm6e3sigRyu/epaItEIRzQ4ggtbXrh9A6+dB6OvLtk+8DpoekSpZZYkKR5yC4ro9fIP5BZE2LdBFe48sSVr8tbQ78t+FEWLOLz+4fRq06v0Jlw5E145FcK50PBAOPMVSEwqvfElSdpJ1uQWcs5z3/HLupIb2f6PvfuOr/H8/zj+OjMneydW7BEr9qaoWUqrasYmNkWpalGUKmpVzSBmbC1d9mqN2JvYK4QMyck+5+Sc3x+nv7S+1ZZIHOHzfDzykHPu+7ruz9XHoy7nPu/7ulYHVcNHmcT61e9w6P5hOvh3eGq7QP+OmMyml1ytEMJWMvXYTFJS0hMrF/6/2NhY7OzsXrgoIYQQ4lVwNzaZMT9cAOCbirGcu7GGTb7eKFDwVZ2vnww/CCGEEOJfpRnTWbD/BiGHbqJPMeFir6ZrjYJ827EsPXd2Id2STqMCjWhYoOGTDbd/BlGXwNEHWi2QraWEEEK8sfZefsTs3VcB+KpVWUrkdiBoRxCPUh5R2LUwX9b6MnMPwRmSYX0XMCRaAxH1RmVx5UIIIcTLZTZbGLruNNejksjlomNep4ooFOkM2zeMRymPKOJahEm1J6FUZNHny+hrsPJ9SI2DfFWgwxrQ2GdN30IIIUQ2ik0y0GlxGNejksjjqiO0V3Vya1PZsuodvtQZKHRyJqubrUaJgtWXQ9Eb9LhoXQj070jPgF7YqSQfJMSbIlMBwzp16rBixQq+/PJLABQKBWazmalTp1K/fv0sLVAIIYSwBVO6maHrTpOYZqKen5qadyfR2ssDgG5lulE1d1UbVyiEEELkHCkGEwv238gIRQDoU0zM2XONs4mbuJxwGVc7Vz6r9tmTDS9ugRPWlQ35YCE4+bzEqoUQQohXx+2YJD76Y4vHztUL0LpSPqYem8qJhydw1Dgyq/4sHDWOmev8lxHw6KI1zN96sWzlKIQQIsebtesKuy49QqtWsrBzJXycdUw4PIHTUadx1jgz++3ZmZ83/9fj27CiJSRFQa6yELgB7GS7SCGEEK+++BQjnZeEEf4wAR9nO0KDquPnYOLXVc0Zq0kGFNR0L4mTxonuZXoQFNCbBGMCzhpnTGaThAuFeMNk6m7R1KlTadCgAcePH8dgMPDJJ59w4cIFYmNjOXjwYFbXKIQQQrx08/Zd5/jtxzjbqfjOdSVDE43Eq+wp6V6CQeUH2bo8IYQQIkdRKZWEHLr5t/eV2oec1K8HBYysMhIve68/Dz6+DVv+mHNrDYEib7+cYoUQQohXTIohnb6rTqJPNVEhvxtj3i3FLzd+YeXFlQBMqjWJQq6FMtf5uQ1wehUolPDhEnDOlYWVCyGEEC/ftvMP+HbPNQAmtypLOT83Nl7ZyIYrG1CgYMpbUyjgUiBrLqZ/YA0X6iPAqwR0/gHs3bOmbyGEECIbJaQa6br0KBfu6/Fy0hIaVJ2CzhZ2r36XUWo9ZoWCNn4NGfnW1ygUCuz/WJnXQ2VdjEWj0tiyfCFynHr16lG+fHlmzZr1TOcvW7aMIUOGEBcXl611PY9MBQzLlCnDlStX+O6773B2diYxMZEPPviAAQMGkDt37qyuUQghhHipTt55nLHCUkilm2y+to8jnu7olFq+rjtV/tEshBBCPKeEVCP6FBMAHo5avJ3siEpMIdVrEyjSqeZbk3cLv/tng3QjbOoFafGQtzK8PdpGlQshhBC2ZbFY+Oz7c1x6YP3SZ35gJW4lXGPc4XEA9CrbiwYFGjxfp4Zk6yqFKY+hRDNovxoSHkKht7J+AEIIIcRLFB6ZwLD1ZwDoXqsgrSvl4/Sj00wKmwTAoAqDqJOvTtZcLCnaui3y41vgXhC6/ACOXv/eRgghhHgFJBtM9Fh2jNN343Bz0LCqVzWKuqs4sPpdhitjSVcoaJm7NqPrT0ehUNi6XCHEKyLT+124urry+eefZ2UtQgghhM0lppkYuu406WYLXUspcQr/mlnebgCMqDqSwq6FbVugEEIIkQM56zSU83Nl4NsFqFXUh9jkeDwcXDjyQMOs4/MYW+OLJ29W7ZsM946CnYt1NSUJ9wshhHhDrTxym+9PRaBSKviuY0Uc7A30+GkIKaYUauSuwcDyA5+vQ1MqHJwFYQshNQ50blC1N9T5OBuqF0IIIV6euGQDQSuOk2xIp2YRTz5vVpJHyY8Ytm8YJrOJRgUa0atsr6y5WEocrGwFUZfBOQ902QouebKmbyGEECIbpRrT6bX8OMduPcZZp2ZVz2r4e9lxOPQ9hloeYlIqaOpTlQkNv0OpUNq6XCHEKyRTfyMcOHDgX3+EEEKInGr81gvcjknGz1XLCONsPnXTYVQoqJevLm2Kt7F1eUIIIUSOFJ9iYFWvSlxO2UqjjW/zzg8NaLSxARdjLrKyWQje9j5/nnxjP/w2w/p7i1nWlSCEEEKIN9CJ27FM+PEiAKPe8adqIXc+++0z7ibcJY9jHqa+NRWVUvXsHRqSrXPs/inWcCFY/zwwFX6fYT0uhBBC5ECmdDOD1pziTmwy+dzt+a5jRcyYGLZvGFEpURR1K8rEWhOzZhWmtERY3QYiz4KjN3TdCu5ZtOWyEEIIkY3STOn0WXmCQ9djcNSqWNGjKmVyOXB8XRsGp9/FoFTwtld5vmqy4Pk+awqRg9WrV49BgwYxZMgQ3N3d8fX1JTg4mKSkJLp3746zszNFixbl119/zWizf/9+qlatip2dHblz5+bTTz/FZDJlHE9KSqJLly44OTmRO3dupk+f/rfrpqWlMXz4cPLmzYujoyPVqlVj3759L2PImZapgGG9evX+9lO/fv2Mn2c1btw4FArFEz/+/v4Zx1NTUxkwYACenp44OTnRunVrHj58mJmShRBCiP/0y7kHbDhxD4UCVpc+zrdJl7mu1eJl5874WhNkGXAhhBAiE25GJ3E9+jErLi5l0bkF6A16APQGPQvPLmTVpZWgMFpPToqGzb0BC1TsAmVa265wIYQQwoYeJaTSb9VJTGYLzQNy07N2IRaeXcj+e/uxU9kxs/5M3HRuz9epSm1dufBpwhZajwshhBA50NTt4fx2NRp7jYpFnSvj4ahl8tHJnIk6g7PWmdn1Z+OgcXjxCxlTYE1764r7Ojfo/AN4FXvxfoUQQohsZkw3M2D1KfZficJeoyKke1Uq5HXmzIYODDBcJ1WppLZ7KaY1XYJGKbvJiDfL8uXL8fLy4ujRowwaNIh+/frRpk0batasycmTJ2ncuDGdO3cmOTmZiIgImjVrRpUqVThz5gzz589nyZIlTJw4MaO/ESNGsH//frZs2cKOHTvYt28fJ0+efOKaAwcO5PDhw6xdu5azZ8/Spk0bmjZtytWrV1/28J9ZpgKGjx8/fuLn0aNHbNu2jSpVqrBjx47n6qt06dI8ePAg4+f333/PODZ06FB+/PFHNmzYwP79+7l//z4ffPBBZkoWQggh/tWD+BRGbT4HwLgq6dy6/B1rXJ0B+LLOV3joPGxZnhBCCJEjxSSm8dHaUwTk8yD0cuhTzwm9vBq1Ug1mM/zQDxIjwasENJ3ykqsVQgghXg3GdDMDQ0/xKCGNYj5OTG0dwG8RvzH/9HwARlcfTSnPUs/fcWr8nysX/u1YHKTqM12zEEIIYSs/nIpg0YEbAExrE0CpPC5suLKBjVc2okDB1Lemkt8l/4tfyGSA9V3h1m+gdYJOmyFXmRfvVwghhMhmpnQzQ9aeZtelh9iplSzpWpmqBVy5uKkL/ZIvkaxUUs21GDObLUer0tq6XCFeunLlyjF69GiKFSvGqFGj0Ol0eHl5ERQURLFixRg7diwxMTGcPXuWefPm4efnx3fffYe/vz/vv/8+48ePZ/r06ZjNZhITE1myZAnffPMNDRo0oGzZsixfvvyJFQ7v3LlDSEgIGzZsoE6dOhQpUoThw4dTu3ZtQkJCbPhf4t9l6rFUV1fXv73XqFEjtFotw4YN48SJE89egFpNrly5/vZ+fHw8S5YsITQ0lLfffhuAkJAQSpYsyZEjR6hevXpmShdCCCH+xmy2MGzdGeJTjFTKa0/zyE9p7WWd6zqVDKR23to2rlAIIYTIeVKN6fRacZw0o5nHKfqMlQv/l96gJ8GYgEf4dri6A1R20CYEtFmwuoQQQgiRA33962WO3ozFyU7Ngs6ViE17wKe/fYoFC+1KtOP9ou9nrmOts3W1paeFDHVuoHPJfNFCCCGEDZy7F8/ITWcB6F+vCO8G5OH0o9N8FfYVAIMrDs6ae7vpJtgcBFe3g9oeOq6HfJVevF8hhBAim6WbLQzfcIafzz1Aq1KysHMlahb24MoPPeideJoElYqKzgX5tvkqdGqdrcsVwiYCAgIyflepVHh6elK2bNmM93x9fQF49OgRly5dokaNGk/sfFirVi0SExO5d+8ejx8/xmAwUK1atYzjHh4elChRIuP1uXPnSE9Pp3jx4k/UkZaWhqenZ5aPL6tk6b4Xvr6+hIeHP1ebq1evkidPHnQ6HTVq1GDy5Mnkz5+fEydOYDQaadiwYca5/v7+5M+fn8OHD/9jwDAtLY20tLSM13q9PHkrhBDi3wX/doPDN2Kw16hYkvcnPn8YS6zKnqIuhRhSaaity8txZC4WQghhNlsYuu40p+7EUdDTAW9HN1y0Lk8NGbpoXXDWOMHOcdY3mkwC39Ivt+DXkMzHQgiRM209c58lv98EYHrbcuRxV9HplyEkGBII8A5gZJWRmev44LfgWQSqBsGBaX8/Xq2PNTwhq1VkGZmLhRAie0UnptFn5XHSTGbqlfDm48YleJT8iKH7hmIym2hUoBE9y/R88QuZzfDjYLj4Ayg10H4VFKz14v2Kl0LmYyHEm8xstvDZ5nP8cPo+aqWC7zpWoF5xb25s7UdQ3FHiVSoCHPMx9901OGjkYW/x5tJontwWXKFQPPHe/4cJzWZzllwvMTERlUrFiRMnUKlUTxxzcnLKkmtkh0xtkXz27Nknfs6cOcO2bdvo27cv5cuXf+Z+qlWrxrJly9i2bRvz58/n5s2b1KlTh4SEBCIjI9Fqtbi5uT3RxtfXl8jIyH/sc/Lkybi6umb8+Pn5ZWaIQggh3hDnI+L5Zoc1HD+vRjzbbq7jgIM9WoWaKfW+wU5lZ+MKcx6Zi4UQQnz1yyV+PR+JVqVkSusAUk0pdPDv8NRzA/07Yrp90Lo1sv+7UKXXS6729STzsRBC5DzhkQmM3PjnKkyNS/ky7tA4rjy+gofOgxl1Z6BRaf6jl6c4PBd2joFd46DmYKg70rpiIVj/rDsS6gyT1YOzmMzFQgiRfYzpZvqvPsn9+FQKezkyu30F0i1Ghu4bSnRKNEXdijKx1sQnVpbJFIsFfv0ETq8Ghcq62n7Rhv/dTrwyZD4WQrypLBYLX2y9wLrjd1EqYHb7CjQu5cvdX4YSFL2fWJWKkva+zGuxFiftqxtoEuJVU7JkSQ4fPozFYsl47+DBgzg7O5MvXz6KFCmCRqMhLCws4/jjx4+5cuVKxusKFSqQnp7Oo0ePKFq06BM/T9sB+FWRqRUMy5cvj0KheOI/GED16tVZunTpM/fzzjvvZPweEBBAtWrVKFCgAOvXr8fe3j4zpTFq1CiGDRuW8Vqv18s/FoUQQjxViiGdj9aewphuoZW/PX5XPmaEhxsAw6oMp7h78X/vQDyVzMVCCPFmW3bwJov/WHnpm7blCMjvwJiDY/is2mcArLm8Br1Bj4vWhUD/QHqWDMRucUNwyQct58CLfgEkAJmPhRAip9GnGum76gQpxnRqF/Xi48YlCL0cyi83f0GlUDG97nR8HX2fv+Mj82G7dQ6m9AfWbZBrDYG3hkOq3vo63QiyFVaWk7lYCCGyz4QfL3L0ZixOdmoWdamEi07N+MPjORt1FhetC9/W//bFV2KyWGDXF3AsGFDA+/OhZIssqV+8PDIfCyHeRBaLhYk/X2LlkdsoFNbV8ZsH5Ob+9k/pGbmdR2o1Re28WNhyA652rrYuV4gcpX///syaNYtBgwYxcOBAwsPD+eKLLxg2bBhKpRInJyd69uzJiBEj8PT0xMfHh88//xyl8s/1/4oXL05gYCBdunRh+vTpVKhQgaioKHbv3k1AQADNmze34Qj/WaYChjdv3nzitVKpxNvbG53uxW5Eubm5Ubx4ca5du0ajRo0wGAzExcU9sYrhw4cP/zWxaWdnh52drDYlhBDiv0365SLXo5LwcdLypXYp3RwspCmV1MpVnY7+HW1dXo4lc7EQQry5dlyIZPxPFwH4pGkJmpf1Zei+oey9u5cHSQ+YU38OfQL6kGBMwFnjjCn+rjVcGHMNuv0MDh42HsHrQ+ZjIYTIOcxmCx+vP8PN6CTyutnzbYcKnI46yTfHvgHg48ofUzlX5efvOGwRbPvU+vtbI6DeH7///0qFjl7WP2Vb5Gwhc7EQQmSPtUfvsPLIbQBmtitPUR9n1oevZ9PVTSgVSqa+NRU/lywIkB34Bg7Otv7+7kwo1+7F+xQvnczHQog3jcViYdr2cJb88QD41x+UpVWFfDzcPZ5ed3/ggUZDQa0bwe9twF3nbuNqhch58ubNyy+//MKIESMoV64cHh4e9OzZk9GjR2ecM23aNBITE2nRogXOzs58/PHHxMfHP9FPSEgIEydO5OOPPyYiIgIvLy+qV6/Ou++++7KH9MwUlv9dhtCGEhMTyZ8/P+PGjaNr1654e3uzZs0aWrduDUB4eDj+/v4cPnyY6tWrP1Ofer0eV1dX4uPjcXFxyc7yhRBC5CAHrjyiy9JjAGx7+z4/XZ7IclcX3DXObHp/C94O3jau8PUhc7EQQrwZTt+No/2iw6QazXSomp9J75fm62Nfs+byGrRKLcGNg6noW/HPBrG3YH5NMCZBvc+g3kib1f4mkPlYCCFeXXP3XmPa9nC0aiUb+9Ygl4eBtj+2JSY1hncKvcOUOlOef4vHY4vh54+tv9ceBg3GyirBNiZzsRBCZE6KwYRKqSQh1YiTTs2BK1F8/Ws475XPw+AGxTj16BQ9tvfAZDYxpOIQepbt+eIXPTz3zxWAm3wFNQa8eJ/ilSDzsRDidfft7qvM2GndivXL90rTuUZBovd/Tfcry7il1ZBP48yy977P3Ar5Qog32jOvYPjtt98+c6eDBw9+pvOGDx9OixYtKFCgAPfv3+eLL75ApVLRoUMHXF1d6dmzJ8OGDcPDwwMXFxcGDRpEjRo1njlcKIQQQvzV/9+M0qcYqVzQg0WdK/Hw7lUenxvIci/rzYTxtSdJuFAIIYR4Tndjk+m1/BipRjP1Snjz5XulWXlpJWsurwHgqzpfWcOFhmRQqSElHpx8oPUiuPiTdZtGIYQQ4g104EoU3+wIB6xf/pTM7Uj37QOJSY2hmHsxxtUY9/zhwuMhf4YLa30k4UIhhBA5VpoxnQX7bxBy6Cb6FBMu9mq61ijI5v41cbZT8zDpIUP3DsVkNtGkYBN6lOnx4hc9sezPcGH9zyVcKIQQIsdYsP96RrhwdPOSdK5RkMcHZxN0JYRbWi25VA4sablRwoVCiEx55oDhzJkzn+k8hULxzAHDe/fu0aFDB2JiYvD29qZ27docOXIEb2/vjGsqlUpat25NWloaTZo0Yd68ec9ashBCCJHhaTejulX3o9v9L2njpgOgbbEPqZ+/vo0rFUIIIXKWuGQDXUOOEp1ooHQeF77rWJFdd3fwzXHrto7DKw+nScEmYEqFg7MgbCGkxoHODaoGQYuZoFTZcghCCCGETdyNTWbw2lNYLNC+ih/tquRn0pFJnIk6g7PGmVn1ZuGgcXi+Tk8sh5+GWH+vMRAajpdwoRBCiBwpxWBiwf4bzN59NeM9fYqJOXuuoVQo6F47H8P2DcsI5U+oOeH5Q/n/6+wG+HGI9fdaH8FbI16sPyGEEOIlCTl4k69/vQzAiCYl6FWnMPqjC+lzYR7X7LR4K3UsabmBPE55bFypECKneuaA4c2bN7P84mvXrv3X4zqdjrlz5zJ37twsv7YQQog3xz/djEo9MJsJea/zyNGBgo55GV71ExtWKYQQQuQ8aaZ0eq88wY2oJPK46ljarQrhcWf47Dfrag8d/TvSpVQX68qFB2fB/il/Nk6NgwPTQKGEWkNA+5wBCiGEECIHSzWm03/1SeKSjQTkc2Vcy9Jsvb6VteHW+6WT60wmv0v+5+v05Er48SPr79X7Q+OJEi4UQgiRY6mUSkIOPf27yaWHbhBjv4qz0Wdx0bowu/7s5w/l/69LP8H3fQALVOklIX0hhBA5xuqw24z/8SIAgxsUY0D9oiSdXE6/U9O5pLPDQ6ll8btrn/8zphBC/IXS1gUIIYQQ2e2vN6M8HLWU8HWmulMkRd1/ZrejA2qFkin1Z2CvtrdxpUIIIUTOYTZbGL7hLEdvxuJspyake1WSLQ8YvGcwRrOR+n71+aTKJ9YVJFRq68qFTxO20HpcCCGEeENYLBbGbjnPuYh4PBy1zO9UiZv6K0w4PAGAfuX6Udev7vN1ejoUtg4CLFCtLzT5SkIRQgghcrSEVCP6FNNTj6XaHWTL9e9RKpRMe2safs5+L3axa7tgY3ewpEO5jvDONJlHhRBC5Agbjt/l8+/PA9CnbmGGNixG8pm19D82ibM6O1wVGhY1D6WwexEbVyqEyOky/S3OvXv32Lp1K3fu3MFgMDxxbMaMGS9cmBBCCJFVElKNeDvpmNumENWL+mJKSSAqPTcf/uwDZiM9Sw+glGcpW5cphBBC5CjTdoTz45n7qJUKFnSuhKdrGp1+6YfeoCfAK4Apb01B9f9bH6fGW1csfJrUOEjVg6PXyypdCCGEsKk1R++y/vg9lAqY06ECjro0ev48lLT0NOrkrUPfcn2fr8Mza+GH/lhXXAqCpl9LKEIIIUSO56zT4GKvRp9iwsNRi7eTHVGJacSbr6DLtRWAjyp+RM28NV/sQrcOwtpOkG6AUu9ByzmglPVZhBBCvPq2nI7gk01nAehWsyCfNvXHcGkLHx0ey0l7O5xQsfCdFZTwKGHjSoUQr4NMBQx3795Ny5YtKVy4MJcvX6ZMmTLcunULi8VCxYoVs7pGIYQQ4oU46zT82K8yJN4GhRcpihS8nfPydd1v2HlzJ70Ceti6RCGEECJHCQ27w/x91wH4unUAFQo40GN7DyISI/Bz9mNOgzlPrgxs5wI6t6eHDHVuoHN5GWULIYQQNnf6bhzjtl4AYHiTElQv7M6A3QOISIwgn1M+JteZjFLxHKGGsxvgh36ABSr3gGay4pIQQoicz2KxcPVRAkMbFiefh5paRX2ITY7Hw8GVw/e1zD5VgCKuxeheuvuLXejeCQhtB6YUKNYYPlgsK+wLIYTIEX4994Bh689gsUDHavn5okUpTFe2MXT/CI446LBHyfymSyntXcbWpQohXhOZ+lfyqFGjGD58OOPHj8fZ2ZlNmzbh4+NDYGAgTZs2zeoahRBCiEyLiEvBSWlEZ6dg8b3dhO5ei96gx0XrQocS7fmi+ig0FgMvsKivEEII8UbZG/6IMVus224MaViM9yvkYsjeIVyIuYCbnRvzG87HQ+fxZ4PbhyEtHqoGwYFpf++wWh9IN4FK+5JGIIQQQthGTGIa/VedwJBupklpX/rVLcKcU3M4eP8gOpWOWfVn4Wrn+uwdntsI3/cGixkqdYNm0yVcKIQQ4rUwfccVLtzXM79zAIvPLWbcxtA/7+n6d2DFOyuwU9qheJF5L/I8rPoADAlQsA60XQFq+VwqhBDi1bfr4kMGrTlFutnCh5XyMfG9Mpiu72XEnsH85qBDh4K5jRZS3lcWBxNCZJ1MrfF96dIlunTpAoBarSYlJQUnJycmTJjAlClTsrRAIYQQIrOiE9MYuPokGp2KxReWseDcIvQGPQB6g56F5xax9MJyDAqLjSsVQgghcobzEfEMWH0y4+bV4LeL8vXRr9l/bz92KjvmvD2HAi4F/mxw+zCs/hB2jIEaA6DuSOuKhWD9s+5IqDMMtA62GI4QQgjx0pjSzQxac4r78akU9nbkmzbl2Ht3L8HnggEYV3Pc821bdeF72PxHuLBiF2g+U7ZzFEII8VqYs/sq3+29RsfquVhybjELzy548p7u2YWsvrj6xS4SfQ1Wvm9dZT9fVeiwFjT2/9VKCCGEsLkDV6Lov/okJrOFFuXyMKV1AJY7h/h8Z192O+jQomB2g7lUyVPd1qUKIV4zmbrr5OjoiMFgACB37txcv34941h0dHTWVCaEEEK8gPgUI12WHEWjUqJRaQgNX/vU81aHr0Wt1Lzk6oQQQoicJyIuhR7LjpFsSKdWUU++alWWZReXsS58HQoUTK4zmfI+5f9s8P/hQkMiOOcGlQ5qDYERV2HEdeuftT4Ctc5WQxJCCCFemmk7wjl0PQYHrYqFnSoRkxbB579/DkCnkp1oXrj5s3d2cQts7AmWdCjfCd6dLeFCIYQQr4VFB64zfecVPBy1vFXMl9DLoU89L/RyKGplJnekeXwbVrSEpCjIVRYCN4Cd0wtULYQQQrwch6/HELTiOIZ0M01L52JG23IoIo7xxS/d+dXBDjUwo+4MauarY+tShRCvoUzdeapevTq///47AM2aNePjjz9m0qRJ9OjRg+rVJQkthBDCtlIM6fRcdoyLD/S4OqhJMCRmPOX6v/QGPQnGxJdcoRBCCJGz6FON9Ag5xqOENEr4OjO/UyV23dnGzBMzARhRZQSNCjT6s8Ffw4WF6lpXg9DaW1cqVGnB0cv6p9bRRiMSQgghXp5fzz1g4f4bAEz7sBx5PVQM2TuERGMiFX0qMqzysGfv7NKPsLGHNVxYrgO0/FbChUIIIV4Lyw/d4qtfLgMwonFxkoz/dU834fkvon9gDRfqI8CrBHT+AezdMl+0EEII8ZIcvxVLz+XHSDOZedvfh287VED98CyTfuzEFkc7VBaYWvtr6hZsaOtShRD/wmKx0Lt3bzw8PFAoFJw+fdrWJT2zTN19mjFjBtWqVQNg/PjxNGjQgHXr1lGwYEGWLFmSpQUKIYQQz8NgMtNn1QmO336Ms07NiLcL4Kx1xEXr8tTzXbQuOGucX3KVQgghRM5hMJnpt+oE4Q8T8HG2I6R7FcLjTjP64GjAuupS51Kd/2xw58hTwoWyBbIQQog307VHiQzfcAaAoDqFaFY2F2MOjuF6/HW87b2ZXm86mmddVf/yz7ChG5hNENAO3psLSlX2FS+EEEK8JGuO3uGLrRcAGFi/KB2qFcBZ65y193STomHFe/D4FrgXhC4/WB9+E0IIIV5xp+/G0S3EurNMnWJezAusiCb6ElN/aMd6RzsUFphUYxyNijzHyvhCCJvYtm0by5Yt46effuLBgweUKVPmX8+fNGkSNWvWxMHBATc3t388b9myZQQEBKDT6fDx8WHAgAFZXDlkav3wwoULZ/zu6OjIggULsqwgIYQQIrPSzRaGrDvFgStR2GtULO9SjoL7+nOuzgA6+Hdg4dmFf2sT6N8Rk9mERiXbJAshhBD/y2Kx8Onmsxy8FoOjVsXSblVI5QEf7f0Io9lIw/wNGV55+J8N7hyBVa3/CBe+JeFCIYQQb7TENBN9Vh4nyZBO9cIejGzqz/ILy9lxewdqpZoZ9WbgZf+MwYbwX2F9V2u4sMyH8P58CRcKIYR4LWw+eY/Pvj8HWMP4HzcuDsDD5If/ck838Pnu6abEwcr3ITocXPJCl63gkieLRiCEEEJknwv34+myJIzENBPVCnmwqHNl7B5fY/bm1qxy1AIwvupnNC/R2saVCiGexfXr18mdOzc1a9Z8pvMNBgNt2rShRo0a/7jg34wZM5g+fTrTpk2jWrVqJCUlcevWrSys2ipTAcNevXrRqVMn6tWrl8XlCCGEEJljsVgYtfksv5yLRKtSsqhTeQKOf8oI/Smun5rJ8qbLUaAg9HIoeoMeF60Lgf4d6RnQCzuVna3LF0IIIV5Js3ZdZfPJCFRKBd8FVsTX3UCnX/qRYEignHc5JteZjOr/ww1/Cxeuk3ChEEKIN5bFYmHEhjNcj0oil4uOOR0qcuLRMWaenAnAyCojKe9T/tk6u7ID1ncBsxFKfwCtFkq4UAghxGvhp7P3Gb7hDBYLdKlRgM+alUShULD3zl7mnJrD4iaLAVhzec1f7ukG0jOg57Pf001LtK6yH3kOHL2hyxZwL5CNoxJCCCGyRnhkAp0Wh6FPNVGpgDtLu1XBPvE28ze2YomjNWQ/uuIwWpXqYONKhRDPolu3bixfvhwAhUJBgQIFuHHjBt988w2LFi3i7t27+Pr60qdPHz7//HPAuqswWFcofJrHjx8zevRofvzxRxo0aJDxfkBAQJbXn6mAYVRUFE2bNsXb25v27dvTqVMnypUrl9W1CSGEEM/EYrEw8edLrD9+D6UCvm1fjlqXJzLm0X52OTuh0d/htv42Pcr0oHdAbxKMCThrnDGZTRIuFEIIIf7BhuN3mb37KgAT3y9DtcJOdNvWjftJ9yngUoA5b89Bp9ZZT5ZwoRBCCPGERQdu8Ov5SDQqBfM6VSRd+ZgR+0dgtphpWaQl7Uq0e7aOru6CdYGQboBS78EHwaDK1C1dIYQQ4pWy40IkQ9aexmyBdpX9GNeiNAqFgt8jfufj/R9jNBsJORdCv/L96BPQJ3P3dI0psKY93DsGOjfo/AN4FcvOYQkhhBBZ4npUIoGLw3icbCQgnysh3avgmHKfpetaMs/R+sDZiID+tCvb3caVCvFqsFgspBjTX/p17TUqFArFM507e/ZsihQpwqJFizh27BgqlYpRo0YRHBzMzJkzqV27Ng8ePODy5cvPfP2dO3diNpuJiIigZMmSJCQkULNmTaZPn46fn19mh/VUmbobtWXLFh4/fsyGDRsIDQ1lxowZ+Pv7ExgYSMeOHSlYsGCWFimEEEL8mzl7rrHk95sATPmgLE0ivuPr2z+x1dUZFUq+qTfjiZUhPFQeALItshBCCPEPfr8azajN1i2q+tcrQpvKeRi8ZzCXYi/hofNgfoP5uOvcrSdLuFAIIYR4wqFr0UzZZr0ZPLZFaUrndaDbr/15nPYYfw9/xlQf82w3n6/thrUdreHCki2g9RIJFwohhHgt7At/xMDQU5jMFt4vn4evPiiLUqkg7EEYQ/YOwWg20qhAIz6q9BFqpXXue+57uiYDrO8Kt34DrTN03gy5ymTXkIQQQogsczsmiY7BR4hOTKNkbhdW9KiKiyGK1WveZaaD9bPkR6V70KVCPxtXKsSrI8WYTqmx21/6dS9OaIKD9tnu1bi6uuLs7IxKpSJXrlwkJCQwe/ZsvvvuO7p27QpAkSJFqF279jNf/8aNG5jNZr766itmz56Nq6sro0ePplGjRpw9exatVpupcT2NMrMN3d3d6d27N/v27eP27dt069aNlStXUrRo0SwrTgghhPgvIQdvMmPnFQDGvluKNslrmXt5FaGuzgB8WXsib+d/25YlCiGEEDnK5Ug9/VadwGS20LJcHj5uVJyJRybyW8Rv6FQ65rw9Bz+XP558k3ChEEII8YT7cSkMWnMKswVaV8xHp2r5mRw2mfMx53G1c2VmvZl/rgD8b67v/SNcmAYlmkPrpSAPyQkhhHgNHLoWTZ+VJzCkm2lWNhfftCmHSqng5MOTDNoziLT0NOrlq8eUOlMywoXPLd0Em4Pg6nZQ20PHdZC3UtYORAghhMgG9x4n0zE4jIf6NIr5OLGqZ1XczHFsCG3O1w4WAPqU6EivykNtXKkQ4kVdunSJtLS0J7Y2fl5msxmj0ci3335LkyZNqF69OmvWrOHq1avs3bs3C6vN5AqGf2U0Gjl+/DhhYWHcunULX1/frKhLCCGE+E8bT9xj/I8XARjasDg91NtYfvRbFnpaV1T6vNrntCjSwpYlCiGEEDnKQ30qPUKOkZBmomohD6a1CSDk4lI2Xd2EAgVfv/U1Ad4B1pMlXCiEEEI8Ic2UTr/VJ4lJMlAqtwuTWpVh89XNGfPo1DpTyeec7787urEf1nQAUyoUfwfaLAN11j1xLoQQQtjKsVux9Fx+nDSTmYYlfZndvgJqlZKzUWfpv7s/KaYUauWpxfR60zO/+4zZDFsHwcUfQKWF9qugYK0sHYcQQgiRHSLjUwlcHEZEXAqFvRxZHVQNT0UiW1c340udEVDQregHDKj2qa1LFeKVY69RcXFCE5tcN9Nt7e1f+Pq5c+cGoFSpUhnveXt74+XlxZ07d164/7/K9AqGe/fuJSgoCF9fX7p164aLiws//fQT9+7dy8r6hBBCiKfadj6STzaeAaBn7UIM9jjCxoNf8s0f4cKPKn5Ee//2tixRCCGEyFES00x0DznG/fhUCns7sqhzJXbe+ZXZJ2cD8GnVT2mQ/48n6SRcKIQQQvzN+B8vcuZuHK72GhZ2rsS1+EtMCpsEwKAKg6iZt+Z/d3LzNwhtB6YUKNYE2i6XcKEQQojXwum7cXQPOUaKMZ23inszN7ACGpWSizEX6buzL0nGJKrmqsrM+jPRqjI591ks8OsIOBMKChV8uBSKNszagQghhBDZICohjY6Lj3A7Jhk/D3tWB1XDR53KttBmjNGmYlEo6FCwGcNqjkOhUNi6XCFeOQqFAget+qX/vMj/j8WKFcPe3p7du3dnuo9atawP0oSHh2e8FxsbS3R0NAUKFMh0v0+TqRUM8+bNS2xsLE2bNmXRokW0aNECOzu7LC1MCCGE+Ce/X41m8B9bTrWplI/Rha6w7deRTPDyAKBH6R70KtvLxlUKIYQQOYcx3cyA1Se5+ECPl5OW5d2rciX+NGMOjgGga6mudCzZ0XrynTAJFwohhBD/Y/3xu4SG3UGhgNnty+PokEqPn4ZiNBup71efnmV7/ncntw5CaFtruLBoI2i3EtRyz1UIIUTOdz4ini5LwkhMM1GjsCcLO1XCTq3iyuMr9NnZhwRjAhV8KjDn7TnYqzO5kovFAru+gGOLAQW0WgAlZXcbIYQQr77YJAOdFodxIyqJPK46QntVJ7fOxO6V7/KpJgmzQkFrv4Z8+tZkCRcK8RrR6XSMHDmSTz75BK1WS61atYiKiuLChQv07Gm9j3Tnzh1iY2O5c+cO6enpnD59GoCiRYvi5ORE8eLFee+99/joo49YtGgRLi4ujBo1Cn9/f+rXr5+l9WYqYDhu3DjatGmDm5vbv55379498uTJg1KZ6YUShRBCiCecuP2Y3iuPY0g3806ZXHwd8JDftg7gM28PLAoF7Yq3ZUilIbYuUwghhMgxLBYLY7ecZ/+VKHQaJUu6ViFVEcGQvUMwmU00LtCYYZWHWU++EwarPpBwoRBCCPEX5yPiGf3DeQCGNixO7WIe9N3Zl8ikSAq6FGRS7UkoFf9xf/T2YVjdBozJUKQBtFsl4UIhhBCvhfDIBDovCUOfaqJyAXcWd62MvVbFjfgbBO0IIi4tjrJeZZnXYB4Omhf4fHngGzhoXYGfFrMgoG2W1C+EEEJkp/hkI52XhBH+MAEfZztCg6rj52Tht1UtGK6OI12hoEWeOoyp981/f64UQuQ4Y8aMQa1WM3bsWO7fv0/u3Lnp27dvxvGxY8eyfPnyjNcVKlQArLsO16tXD4AVK1YwdOhQmjdvjlKppG7dumzbtg2NRpOltSosFoslS3v8CxcXF06fPk3hwoWz6xL/Sa/X4+rqSnx8PC4uLjarQwghxIu79EBPu4WH0aeaqFPMiyX1jZzZ1IF+Xi6kKZU0L9SMr+pMln9gv2JkLhZCiFfb3L3XmLY9HIUCFnaqRPlCSgJ/CSQyKZIKPhUIbhyMncruyXBhwTrQcb2EC3MQmY+FECJ7PE4y8O6c34mIS6GBvw/BXSoz69RMQs6HYK+2Z03zNRRxK/Lvnfx1ji1cHzqsAU0mV28SryyZi4UQb6LrUYm0W3iE6MQ0yuVzZWWvarjoNNzR36Hbtm5EpUTh7+HP4saLcbVzzfyFDs+F7Z9Zf28yGWr0z5oBiNeOzMdCiFdJQqqRTkuOcuZuHF5OWtb2rkFRdxVHQlsw0PyANKWSxr5VmdJ4IWplptYOE0KILJOtfwtlY3ZRCCHEG+ZmdBKdlxxFn2qiUgF3FjVSc2V9Owb+ES6sl68uX9aeKOFCIYQQ4jlsOR3BtO3hAIxrUZpaxZ3ptq1bxopL39b/VsKFQgghxD9IN1sYvPYUEXEpFPB0YEa78uy6s5OQ8yEAfFnry/8OF949Bqta/7k6cPtQCRcKIYR4LdyJSSYwOIzoxDRK5nZheY+quOg03E+8T68dvYhKiaKoW1EWNVr0YuHC4yF/hgvrj5ZwoRBCiBwhKc1E95BjnLkbh7uDhtW9qlPUQ8OJNa0Y/Ee4sJ5Xeb5uvEDChUKIV4L8TSSEEOKVdz8uhU6LrTejSuV2Ydm7rtxb35K+Hg4kK5VU863MN/Wmo1Fm7TK/QgghxOss7EYMIzacBaBX7UJ0rJ6XQbsHcTn2Mh46D+Y1nIebzk3ChUIIIcQ/mLXrCr9djUanUbKgUyWi0+4w5uAYALqV7kaTgk3+vYN7J/6YYxOsc2yHdTLHCiGEeC1ExKXQIfgIkfpUivk4sapnVdwctEQmRdJze08eJD2goEtBghsH465zz/yFzq6Hn4Zaf681BN4aniX1CyGEENkp1ZhOr+XHOX77MS46NSt7VqOEt45z69oywHSbFKWSWu6lmd50iXz3KYR4ZUjAUAghxCstJjGNTkvCiIhLobCXI6ta+xK3oSW93eyIV6kI8CjFtw3mWldXEkIIIcQzufYokd4rT2BIN/NOmVyMesefCUfGc/D+QezV9sxtMBc/Zz8JFwohhBD/YOfFh8zZcw2AKa0DyOepoOPPQ0g2JVM1V1U+qvjRv3cQcRJWtoI0PRSoBR0lXCiEEOL18FCfSsfgIxn3c1cHVcPTyY7olGiCdgRxL/Ee+ZzysbjxYrzsvTJ/oUs/wvd9AQtUCYKG40ChyKphCCGEENkizZRO75UnOHwjBic7Nct7VKVMLkcubexIn9QrJKmUVHUtxqxmy9CqtLYuVwghMkjAUAghxCtLn2qky9Kj3IhKIo+rjtXtC2DY/B5Bzgqi1SqKuRZmXuNFOGjkSxghhBDiWUUlpNEt5CjxKUYq5ndjZrvyLD4fzOarm1EqlEx9ayplvMpIuFAIIYT4Bzejkxi27jQA3WoWpEW53AzdO5Rb+lv4Ovgy9a2p/76F1f3TsPJ9SIuH/DX+mGMdX0bpQgghRLaKTkyjY/ARbsck4+dhz+qgavg464hNjaXX9l7c0t8it2NuljRZgq+jb+YvdG0XbOwBlnQo1xHemSrhQiGEEK88g8nMgNUnOXAlCnuNipDuVaiQz5Wrm7rQO+k8CSoVFZwLMqf5KnRqna3LFUKIJ2RrwFAh/5gXQgiRSSmGdHouO8aF+3o8HbWEBhbDbsuHdLM3EKHRkN8xD4uaLMHVztXWpQohhBA5RrLBRM/lx7j3OIUCng4Ed6nMjjs/893p7wD4rOpn1POrJ+FCIYQQ4h8kG0z0XXmChDQTlQu481mzkiw9v5Q9d/egUWqYWW8mnvae/9zBgzOw4j1IjQe/ahC4AeycXt4AhBBCiGzyOMlAp8VhXP/jYfHQXtXJ7WpPfFo8fXb24Xr8dXwcfFjSeAl5nPJk/kK3DsLaTpBugFLvQ8s5oFRm2TiEEEKI7GBKN/PR2lPsuvQIO7WSJV0rU6WAOzd/CCJIf5I4tYoyjvmY+26oLKwihHglZWvA0GKxZGf3QgghXlMGk5l+q09w7NZjnHVqVnUuieevHeipieemVouvzovgpiEvtoWGEEII8YZJN1sYvOYUZ+/F4+6gYVn3qlxNOMUXB78AoEeZHrTzb/dHuLC1hAuFEEKI/2GxWPh00znCHybg7WzHvMCKHH94hG9PfgvA59U+p6x32X/uIPLcH+HCOMhXBQI3gp3zyyleCCGEyEbxKUY6Lw3jcmQCPs52rA6qjp+HAwmGBPru7Mvl2Mt46jxZ3Hgxfi5+z9e5IRlUams4384F0hLAzQ/cC8EHwdZjQgghxCss3Wzh4w1n+PV8JFqVkoWdK1GziCd3fxpEr9iDxKjVlLD3ZUGLtThr5TOiEOLVlKl/dYeEhNCuXTscHP79S6aLFy+SJ88LPIUkhBDijZNutjB0/Wn2hUeh0yhZ3qkMBff2pC+RXLLT4aF1Ibjp0hd7ylUIIYR4w1gsFib8eIFdlx6hVStZ3LUyRlUEQ3cMxWQx8U7Bd/io4kd/CRcm/BEuXCfhQiGEEG+0FIMJlVJJQqoRRzs17wbkJjxSz8RWZTEqY/jkt0+wYKF1sda0Lt76nzt6eAGWt4SUx5C3EnTaBDqXlzcQIYQQIpskppnoFnKU8xHWnWhW96pGIS9Hko3J9N/Vn/Mx53G3c2dx48UUci30fJ2bUuHgLAhbaA3o69ygahD03AFqe1Brs2FEQgghxIv56+dIZ52GSw/0nI/Qo1YqmBtYkXrFvXmwbTi9Hu7mkUZNETsvFrVcL7u2CSFeaZkKGH766ad89NFHtGnThp49e1KzZs2nnufn95xPIQkhhHijWSwWPv/+HD+ffYBGpWBRxwDKHh7MoNRrnHSwx1ntwMImS57/RpQQQgjxhlvy+02WH74NwMy25cnrZSDwl34kGhOp5FuJibUnorx77CnhQkcbVy6EEELYTpoxnQX7bxBy6Cb6FBMu9mq61ijIpn41UavT6fJrX+LT4injWYZR1Ub9c0ePLv0RLoyFPBWg02bQyRdHQgghcr4UQzo9lh3j1J04XO01rOxZjWK+zqSYUhi4ZyCno07jrHVmUeNFFHUv+nydG5Kt4cL9U/58LzUODkwDhRJqDcnCkQghhBBZ458+R67vU53z9/XULe7No52j6RXxM/c1Ggpo3Vj83gY8dB62Ll0IIf6VMjONIiIiWL58OdHR0dSrVw9/f3+mTJlCZGRkVtcnhBDiDWGxWPjql0usPXYXpQJmtwug5tlRjEw4zUEHe+yVWuY1Woi/h7+tSxVCCCFylF/PPWDSL5cA+LxZSer6OzNg9wAeJT+isGthZtefjTbilIQLhRBCiL9IMZiYt+86s3dfRZ9iAkCfYmLOnmssOnCDcYcmcCn2Eu527sysPxM7ld3TO3p0GZa3gORoyF0OOn8P9m4vbyBCCCFENkk1phO04jhHb8bibKdmZc+qlMrjQlp6GkP2DuFY5DEcNY4sarQoc/d0VWrryoVPE7ZQtkYWQgjxyvm3z5HLD9+iSkF3YvZ+Sa9bG7mj0ZBX48zilhvwsveyceVCCPHfMhUwVKvVtGrVii1btnD37l2CgoJYvXo1+fPnp2XLlmzZsgWz2ZzVtQohhHiNzd17jeDfbgLwdauyNL0xmfFRv7HT0QGNQsWsBnMo71PetkUKIYQQOcyJ27EMWXcaiwW61ChA11r5GLZvGFceX8HL3ot5Defh+vCyhAuFEEKI/6FSKgk5dPOpx0LOh/LzzR9RKpRMqzuNXI65nt5J1BVruDApCnKVhc4/gL179hUthBBCvCQGk5n+q0/y+7VoHLQqlvWoSkA+N4zpRj7e9zGH7h/CXm3P/IbzKeNVJnMXSY23rlj41GNxkKrPbPlCCCFEtvi3z5HLDt0i+cgsgq6t4qZWg6/akcUt1v/z50khxBvp8uXLVK9eHZ1OR/ny5W1dzhMyFTD8K19fX2rXrk2NGjVQKpWcO3eOrl27UqRIEfbt25cFJQohhHjdLT90i292XAFgTPOStImZz7Q7P/GDsxMqlEyrO52aeWrauEohhBAiZ7kZnUSv5cdJM5lpWNKHse+WYsLhCRx+cBh7tT3fNfiOvLH3JFwohBBCPEVCqjFjxYm/UtrfxuKxBYAhFYdQLXe1p3cQfRWWvwtJj8C3LHTZCg6y5ZUQQoicz5huZtCak+y5/AidRsnSblWoVMAdo9nIJwc+Yf+9/dip7JjbYC4VfCpk7iIWC2idQef29OM6N9C5ZHYIQgghRLb4p8+RAO+YtjLg8iKuarV4qexZ0mId+ZzzveQKhRCvui+++AJHR0fCw8PZvXs3y5Ytw83N7YlzjEYjI0eOpGzZsjg6OpInTx66dOnC/fv3nzgvNjaWwMBAXFxccHNzo2fPniQmJma6tkwHDB8+fMg333xD6dKlqVevHnq9np9++ombN28SERFB27Zt6dq1a6YLE0II8WbYdOIeX2y9AMBHDYrRM30988NXs8rVeoNoQu0vaVCggS1LFEIIIXKc2CQD3UOO8jjZSEA+V77tUIFF5xaw5foWlAol39T9htLJSRIuFEIIIf6Bs06Di71160UPRy0lfJ3xdDZgn3c1CkU6DfI3olvpbk9vHHMdlr0LiQ/BpzR02SLhQiGEEK+FdLOFYevPsP3CQ7RqJcFdKlO9sCfp5nQ+/+1zdt3ZhUap4dv631IlV5XMXcSYCpt6wfXdUDXo6edU6wPpTw9wCCGEELby18+Rhb0daVLKl8LejrRS7yIi304u2tnhrtSyuHkoBVwK2LhaIcSr6Pr169SuXZsCBQrg6en51HOSk5M5efIkY8aM4eTJk2zevJnw8HBatmz5xHmBgYFcuHCBnTt38tNPP3HgwAF69+6d6doUFovF8ryNWrRowfbt2ylevDi9evWiS5cueHg8eZPs0aNH5MqVy+ZbJev1elxdXYmPj8fFRZ5mEkKIV8mOC5H0W32SdLOF7rUKMtZrHysPT2aap3XLqFFVR9GxZEcbVylelMzFQgjxcqUa0+kYfISTd+LI62bP9wNqcjDyV8YeGgvA2BpjaWNfAFZ+IOHCN4jMx0II8exiEtMIj0wg/GEC+TzU1CrqQ2xyPB4Ozhx5cJilZ9Yy8+1peDu6PqXxH+HChPvgXRK6/QSOXi9/EOKVI3OxECKnM5stfLLpLBtP3EOtVLCwcyUalPTFbDEz5uAYtl7filqhZlb9WdT1q5u5iyRFw9qOcDcMfEpBzx1waA6ELbRui6xzs4YL6wwDtS4rhyfeEDIfCyGyS2ySgfCHeh7EpVKjsCNezk7oDXpctM6cjjzOl8e+JkZ/j6XNQynh6W/rcoUQNrJt2zYmTpzI+fPnUalU1KhRg9mzZ1OkSBEUCsUT59atW5f9+/c/8d4XX3zBuHHj/tbvsWPHqFq1Krdv3yZ//vxcunSJUqVKcezYMSpXrpxx7WbNmnHv3j3y5Mnz3LWrn7sF4OPjw/79+6lRo8Y/nuPt7c3Nm0/fX14IIYQ4eC2agaGnSDdb+LBSPsbkOcH3eycxzduaxB9UYZCEC4UQQojnZDZbGLruNCfvxOGiU7O8RxWu6U8y4fAEAILKBkm4UAghhPgXj/SpdFwchp+7A/M7B7D43GLGbQz944shFzr4dyD4ndnYq+3/3jj2JixvYQ0XepWArlslXCiEEOK1YLFYGL3lPBtP3EOlVDCnQwUalPTFYrHw5ZEv2Xp9KyqFiql1p2Y+XBgVDqvbQNxt0LlC06/BzhlqDYG3hkOq3rotcrpRwoVCCCFeKXdjk+kacpTqhTz5omVxFp8LJvTymic+Ry5vupzo5CiKeRS3dblCvJ4sFjAmv/zrahzgf4KB/yYpKYlhw4YREBBAYmIiY8eOpVWrVpw+fZoHDx7QsGFDmjZtyvDhw3FwcCAkJISxY8cSHh4OgJOT01P7jY+PR6FQZGynfPjwYdzc3DLChQANGzZEqVQSFhZGq1atnnuomQoYLlmy5D/PUSgUFCggy7oKIYT4u1N3HhO04jiGdDNNS+diiv91dmz7lHHe1tVwu5fuRlDZf9j+QgghhBD/aPKvl/j1fCQalYJFXSqTrr7PsF3DMFlMNC/cnEFe1SRcKIQQQvyDiLgUAoOPcCsmmTEtirLk3GIWnl2QcVxv0LPw7EKUKOlepjv2mr+EDB/ftoYL9RHgVRy6/ghOPjYYhRBCCJG1LBYLE366SGjYHRQKmNG2HO+UzY3FYmHKsSlsvLIRBQq+qv0VjQo0ytxFbuyDdV0gLR7cC0LHDeD9RwBD62D98/9D+yrtiw5JCCGEyDIX7+vpFnKURwlphPYqx+JzwSw4uzDj+P9/jlQAPUp3s1mdQrz2jMnw1fOvyvfCPrv/XN+xtG7d+onXS5cuxdvbm4sXL1KmTBnUajVOTk7kypULAFdXVxQKRcbrp0lNTWXkyJF06NAhY4XmyMhIfHyevC+lVqvx8PAgMjLymet9ov2znvjtt98+c6eDBw/OVDFCCCFef5cj9XQLOUayIZ06xbyYUyWKg1sHMcrHA4tCQZvibRhaadjflgAWQgghxL9bcfgWwb9ZV5Gf9mE5CvoaCfy5P0nGJKrmqsqX+VuiWNVawoVCCCHEU9yOSaJjcBgRcSmUyeNCjcI+fLY+9Knnrr68mqCAvzwUF3fHui1y/F3wLGoNFzr7vqTKhRBCiOxjsViYsi2ckIO3AJjSOoD3yufFYrEw88RMVl9aDcCEWhNoVrhZ5i5yYjn8PAzMJvCrDu1DwdEzi0YghBBCZJ9D16Pps+IECWkmGvj74OnkROjlNU89N/TyGnoH9HnJFQohXjVXr15l7NixhIWFER0djdlsBuDOnTuUKVPmufszGo20bdsWi8XC/Pnzs7rcJzxzwHDmzJlPvI6KiiI5OTljecW4uDgcHBzw8fGRgKEQQoinuhWdROclR4lPMVIxvxvBddM4830vhnm7YVIoeKdgUz6v9rmEC4UQQojntPPiQ8ZtvQDAiCYlaFDahS6/duFRyiOKuBZhZrHOaFa3lXChEEII8RTXHiUSuPgID/VpFPZyZGm3KiQaEtAb9E89X2/Qk2BMwEPlAXF3/wgX3gGPwn+EC//5qXIhhBAiJ5m9+yoL9l8HYOL7ZWhb2Q+AeWfmEXIhBIAx1cfwftH3n79zsxl2fQGH/ljgpGwbaPkdaGT7YyGEEK++H8/c5+P1ZzCkm6layINvO5QnwaD/98+RBj0e9hKiFyJbaBysqwna4rrPoUWLFhQoUIDg4GDy5MmD2WymTJkyGAyG5770/4cLb9++zZ49ezJWLwTIlSsXjx49euJ8k8lEbGzsv66G+G+eOWB48+bNjN9DQ0OZN28eS5YsoUSJEgCEh4cTFBREnz6SuhZCCPF3D+JTCFwcRlRCGv65nFnRRMP1zR0Z6OVKmlJJ3bx1mFTnK1RKla1LFUIIIXKUM3fjGLTmJGYLtK/iR1Cd/PTf059rcdfwtvdmfuk+uKztJOFCIYQQ4ikuPdDTaXEYMUkGivs6sapXNXycdaSlK3DRujz1yyEXrQvOGmfQ34fl70LcbXAvBF1/AhcbbMcjhBBCZIP5+64za9dVAMa8W4pO1QsAEHw2mAVnFgAwsspI2pZo+/ydG5JhcxBc/sn6ut4oqDsS5MFzIYQQOcDS328y4aeLADQrm4sZbcujU4HG4vzvnyO1Ln97XwiRRRSKV/57j5iYGMLDwwkODqZOnToA/P777//aRqvVkp6e/rf3/z9cePXqVfbu3Yun55Ph5Ro1ahAXF8eJEyeoVKkSAHv27MFsNlOtWrVM1a/MTKMxY8YwZ86cjHAhQIkSJZg5cyajR4/OVCFCCCFeXzGJaXRabN1qqqCnA6Hvu/Hw+/b09XQkSamkqm8lvqk3A41SY+tShRBCiBzlbmwyPZcfI9Vo5q3i3kx4rzTjDo8j7EEYDmoH5pbpR+4NQRIuFEIIIZ7i7L042i86QkySgdJ5XFjbuwY+zjpCL4VyKOIQHfw7PLVdoH8gJmMShDSDx7fAvSB0+wlc877U+oUQQojssvT3m0zZdhmAT5qWoGftQgAsv7Ccb09ZVxwcWmkonUp1ev7OEyJhWTNruFClhQ+Cod6nEi4UQgjxyjObLUz+5VJGuLBLjQLM6VARHUaur2/PsQdh//I5sgOm9LSXWa4Q4hXj7u6Op6cnixYt4tq1a+zZs4dhw4b9a5uCBQuSmJjI7t27iY6OJjk5GaPRyIcffsjx48dZvXo16enpREZGEhkZmbESYsmSJWnatClBQUEcPXqUgwcPMnDgQNq3b0+ePJl7ODZTAcMHDx5gMpn+9n56ejoPHz7MVCEAX3/9NQqFgiFDhmS8l5qayoABA/D09MTJyYnWrVu/0DWEEEK8XPpUI11DjnI9KoncrjrWtMlF0uY2BLnbEadSUdajFN82mItOLVtfCCGEEM8jPtlIt5CjRCcaKJnbhXmBFVl4bh4/3vgRlULFjNJ9KPnDUAkXCiGEEE9x/FYsgcFhxKcYqZDfjdCg6rg7aAg+G8zko5OZeXImXUt3pV9AP1z+WGXCRetCv4B+9CzbA/sNPeHxTXDLb1250DWfjUckhBBCZI3VYbczghODGxSjf72iAKy5vIZvjn8DQP/y/elRpsfzdx55DoIbwP1T4OAJXbZCQCZWQBRCCCFeMoPJzMcbzrDwwA0ARjQpwfiWpVGlxXNyVXM6J19kyvFpdCrZib4Bff7nc2QfepYNwl7rZMshCCFsTKlUsnbtWk6cOEGZMmUYOnQo06ZN+9c2NWvWpG/fvrRr1w5vb2+mTp1KREQEW7du5d69e5QvX57cuXNn/Bw6dCij7erVq/H396dBgwY0a9aM2rVrs2jRokzXr7BYLJbnbdSiRQsiIiJYvHgxFStWBODEiRP07t2bvHnzsnXr1ucu5NixY7Rt2xYXFxfq16/PrFmzAOjXrx8///wzy5Ytw9XVlYEDB6JUKjl48OAz9avX63F1dSU+Pv6J/aaFEEJkv1RjOl2WHuXozVg8HbVsDCyIw48f0NXRRIRGTVGXQixrthJXO1dblyqykczFQgiR9dJM6XRZcpSwm7HkdtXxff9aHHz4M+MOjwNgvH83Ptg9U8KFIoPMx0II8adD16Lpufw4KcZ0qhbyYGm3KjhqVcw8OZOQ8yEA9CvXj37l+pFqSkWtVJNgTMBZ44zJmIT9xl5wbSe4+kG3n8G9gI1HJHICmYuFEDnBxhP3GL7hDAB96hbm06b+KBQKNl/dzBeHvgCgV9leDK4wGMXzrjh4ZQds7A6GRPAsBoHrwaNwVg9BiH8l87EQIjMS00z0W3WC365Go1Iq+PqDsrSp7AfxEexa+z4jtSkYlAoCnAsxv/kqNAolapUdCQY9zloXTOlpEi4UQuR4mVrBcOnSpeTKlYvKlStjZ2eHnZ0dVatWxdfXl8WLFz93f4mJiQQGBhIcHIy7u3vG+/Hx8SxZsoQZM2bw9ttvU6lSJUJCQjh06BBHjhzJTOlCCCFeEoPJTL9VJzh6MxZnOzWrOhbF7deO9HEwEKFR4+eYh0VNlki4UAghhHhOZrOFTzaeJexmLE52apZ2q8K1xON8eeRLAPoUbPFnuLBAbQkXCiGEEH+xN/wR3ZcdI8WYTp1iXizvXhUHrZKJRyZmhAuHVx5O//L9USgU2FssaLDgYQaNxYJ9xCmIuw0u+azbIku4UAghxGti65n7fLLRGi7sVrNgRrjwx+s/Mu7QOAA6l+qcuXBh2CJY084aLixYB3rtlHChEEKIHCEqIY32iw7z29Vo7DUqFnetbA0XPrrE2lWNGWZnDRfW867E4pbrcLFzwV7rhEalwcPeE41KI+FCIcRrQZ2ZRt7e3vzyyy9cuXKFy5cvA+Dv70/x4sUzVcSAAQNo3rw5DRs2ZOLEiRnvnzhxAqPRSMOGDTPe8/f3J3/+/Bw+fJjq1av/ra+0tDTS0v7cu16v12eqJiGEEJmXbrYwbP1p9oZHodMoWR5YAr9dXeipiee61g4fnSfBTZfi7eBt61JFNpC5WAghstf0neFsOX0ftVLB/E4VQRvBx9s+Jt2STstcNRlwcMWf4cLA9RIufEPJfCyEEH+37Xwkg9acxJhuoWFJX+YGVkCltPD576P56cZPKFAwtsZYPiz+obWBKRUOzoKwhZAaBzo3qBoEPbaBIRnc/Gw4GvGqk7lYCJGTbDsfydB1pzFboEPV/HzRohQKhYLtt7Yz+uBoLFhoV6IdIyqPeL5wYboJtn8GRxdaX1foDM1ngFqbPQMR4n/IfCyEeBG3opPosvQod2KT8XDUsrRbFcr7uWG5dZA5P3cj2EkHwIcFmvL5W5NRKzMVvxFCiBzhhf6GK168eKZDhf9v7dq1nDx5kmPHjv3tWGRkJFqtFjc3tyfe9/X1JTIy8qn9TZ48mfHjx79QTUIIITLPYrEw+ofz/HT2ARqVgkXtS1Hy9yD6WR5wUafDXetCcNOl5HXKa+tSRTaRuVgIIbLPmqN3mLv3OgBffVCWIrmNBP7Sn2RTMtXcSzLuxM8oJFwokPlYCCH+15bTEQxbf4Z0s4XmZXMzq315zBgZtm8Ee+/uRa1Q81Wdr3in0DvWBoZka7hw/5Q/O0mNgwPTQKGEWkNsMAqRk8hcLITIKfZefsSgNSdJN1toXTEfk94vg0KhYM+dPXx64FPMFjOtirbis2qfPV+4MC0BNvaAqzusrxuOh1ofwfOufijEC5D5WAiRWWfuxtFj2TFikgz4edizokc1Cnk5Yjy/mXH7P2Grkz0AA0r3oE+lIc+/uq8QQuQwCovFYslMw3v37rF161bu3LmDwWB44tiMGTOeqY+7d+9SuXJldu7cSUBAAAD16tWjfPnyzJo1i9DQULp37/7EkyUAVatWpX79+kyZMuVvfT7tSRQ/Pz/i4+NxcXF53mEKIYR4DhaLha9/vczCAzdQKuC7dmVodG4ogxPP8ruDPU5qe5Y0XUYpz1K2LlVkI5mLhRAie/x+LYquS4+RbrYwuEExer7lS9dfu3I9/jrFHPOx/Oo5nNMkXCisZD4WQog/rT92l5Gbz2KxwAcV8zK1dQAGcyof7f2IIw+OoFVqmVFvBnX96v7ZKN0A04pZQ4X/S+cGI66CSlZfEv9M5mIhRE7w+9Voeiw/hsFk5t2A3MxuXwGVUsFv935j8N7BmMwmmhduzqRak1ApVc/ecfw9CG0HD8+DWgcfLIJS72XfQIT4BzIfCyEyY1/4I/qvPkmyIZ3SeVwI6V4FH2cdyYe/Y9jpWRx0sEcFjKn6Ga1LdrB1uUII8VJkagXD3bt307JlSwoXLszly5cpU6YMt27dwmKxULFixWfu58SJEzx69OiJNunp6Rw4cIDvvvuO7du3YzAYiIuLe2IVw4cPH5IrV66n9mlnZ4ednV1mhiWEEOIFzdt3nYUHbgDw9fslaRI+mk/0p/ndyRGdUsvchgskXPgGkLlYCCGyTorBhEqpJD7FQMX87swPrMjJO48ZUL8A/Xb343r8dXzs3Jl37byEC8UTZD4WQgirFYdvMXbLBQA6VsvPxPfKkGhKYMCuAZyOOo2D2oE5b8+hau6qTzZMjX96uBCs76fqwdErW2sXOZvMxUKIV13YjRh6rbCGCxuX8mVmu/KolAqOPDjC0H1DMZlNNCrQiIm1Jj5fuDDiJKxpD4kPwdEHOqyFfJWybyBC/AuZj4UQz2vTiXuM3HQWk9lCnWJezO9UCSetipjtoxhwexMXHOzRoeSb+rOom7++rcsVQoiXJlMBw1GjRjF8+HDGjx+Ps7MzmzZtwsfHh8DAQJo2bfrM/TRo0IBz58498V737t3x9/dn5MiR+Pn5odFo2L17N61btwYgPDycO3fuUKNGjcyULoQQIpusPHyLadvDARjdrARt7n/DuKjf2eHshFqhYtbb31LR99lD6EIIIcSbLs2YzoL9Nwg5dBN9igkXezXdahTkowbFGHvoc45FHsNRpWPendvkStVLuFAIIYT4H8EHbjDpl0sA9KhViDHvliQ2NZa+u/pyOfYyLloX5jecT4B3wJMNLRbQOltXKvynFQx1suKNEEKInOvkncf0WHaMVKOZeiW8mdOxAhqVkhMPTzB4z2DS0tOo51ePKW9NQa18jq8SL/0Im4LAlAI+paHjOnDzy76BCCGEEFnEYrGwYP8Npmy7DMD75fMw9cNyaBXp3Nncjb6Pw7hrZ4eb0o65TZYQ4FPOxhULIcTLlamA4aVLl1izZo21A7WalJQUnJycmDBhAu+99x79+vV7pn6cnZ0pU6bME+85Ojri6emZ8X7Pnj0ZNmwYHh4euLi4MGjQIGrUqEH16tUzU7oQQohs8P2pe4z5Y0WIwfWL0DMxmGl3f2azqwtKFEytO41aeWvZuEohhBAi50gxmFiw/wazd1/NeE+fYuLbPdc4kRDK2cRfUCtUzHgUTYnkOAkXCiGEEH9hsViYs+caM3ZeAWBA/SIMb1yCh8kPCdoRxC39LTx1nixstJASHiWebGxIgi0DoeyHUDUIDkz7+wWq9YF0k2yRLIQQIkc6HxFP16VHSTKkU6uoJws6VcJOreJM1Bn67+pPiimFWnlrMb3udDRKzbN1arHAoW9h5xeABYo2hA9DJJAvhBAiR0g3W/jyp4ssO3QLgN5vFebTpv4ojYmcX9eOAaZbxGo05NW4sqD5Kgq6FrRpvUIIYQuZChg6OjpiMBgAyJ07N9evX6d06dIAREdHZ111wMyZM1EqlbRu3Zq0tDSaNGnCvHnzsvQaQgghMm/nxYcM33AWgG41CzJUs4kFl0JZ6e4GwPhaE2hUoJENKxRCCCFyHpVSScihm397X+MWxtnE7wH4IjaBmvpYCRcKIYQQf2GxWJi6PZz5+64DMLxxcQa+XYw7+jsE7QjiftJ9cjnmIrhR8N+/FIq9AWs7waMLEHUZeu4AhRLCFlpXMtS5WcOFdYaBWveyhyaEEEK8sMuRejotCSMh1UTVgh4Ed6mMTqPiYsxF+u3sR7Ipmaq5qjKr3iy0zxqkTzfCz8Pg5Arr6ypB0PRrUGXqK0ghhBDipUo1pvPx+jP8fO4BAKObl6RXncKQ+Ijf1rzHx2o9KSoVJR3zMq/5KrzsvWxcsRBC2Eam/nVfvXp1fv/9d0qWLEmzZs34+OOPOXfuHJs3b37hlQX37dv3xGudTsfcuXOZO3fuC/UrhBAi6x26Hs2A0JOkmy18UDEvYz33sDpsPvM83QH4tOqnvF/0fdsWKYQQQuRA8SlG9CkmADwctXg72RFrPk+K5w8A9NOn8H5cNBSoJeFCIYQQ4g8Wi4XxP/656sT/fzF09fFVeu/sTXRKNAVcChDcKJjcTrmfbHxtF2zsaQ0SOnpD8+lg5wy1hsBbwyFVb12FKd0o4UIhhBA50rVHCQQGhxGXbKS8nxtLulXGQavmyuMr9N7ZmwRjAhV9KjLn7TnonnWuS4mD9V3g5n5rKL/JZKjeN1vHIYQQQmSV+BQjvVccJ+xmLBqVgulty9OyXB6Iuc4P61sxzt5MukJJDY/SzGy6BEeN3IMVQry5MhUwnDFjBomJiQCMHz+exMRE1q1bR7FixZgxY0aWFiiEEOLVdPpuHEHLj2MwmWlcypdphU+zZd9kpnh7AjCg/AACSwbauEohhBAi5zlz9zHFfJ0p5+fKwLcLULuoD7Gp8bjrqnDkgT+nfptCv5gjf4QLN0i4UAghhADMZguf/3CONUfvAvDl+2XoXL0A56PP03dXX+LT4inuXpyFjRY+ueKExQK/z4TdEwAL5K0EbVeCa17rca2D9U/HP9rItshCCCFyoFvRSXQMDiMmyUCZvC4s71EVZ52GG3E3CNoRRHxaPGW9yjK3wVwcNA7P1mnsTQhtC9FXQOMIHy6FEk2zdyBCCCFEFomMT6VbyFEuRybgZKdmYedK1CrqheXucYK3BjLHSQsoeDdvXSbUn4lGpbF1yUIIYVOZChgWLlw443dHR0cWLFiQZQUJIYR49YVHJtAt5ChJhnRqFfXku3I32bV9FON8rOHCrqW60Cegj42rFEIIIXKe7RciGbzmFCHdKrM6qBLLLyxl3MZQ9AY9LloXOvh3YOAHazH/PBJVy5kSLhRCCCEAU7qZTzaeZfOpCJQKmNI6gDaV/TgeeZyBewaSZEwiwCuAeQ3n4Wrn+mfDtATYMgAubrG+rtgFmn0DajvbDEQIIYTIBvceJxO4OIxHCWmU8HVmZY9quNpruKO/Q68dvYhNjaWkR0nmN5yPk9bp2Tq9EwZrO0ByDLjkhQ5rIXdA9g5ECCGEyCLXHiXQdekxIuJS8Ha2Y1n3KpTO40p6+DYm7xrIOid7ALoXb8eQ6p+hVChtXLEQQjydwWBAq305D8Nm+m/CuLg4Fi9ezKhRo4iNjQXg5MmTREREZFlxQgghXj23Y5LovOQvW2nUiOXo9o/41McTs0JB62Kt+bjycBQKha1LFUIIIXKUVUdu02/VCdJMZjydlSy/sJQFZxegN+gB0Bv0LDy7kCWXQzG0nCHhQiGEEAIwmMwMXnuKzaciUCkVzG5fgTaV/Thw7wB9d/UlyZhE1VxVWdR40ZPhwpjrsLihNVyo1MC7s6DlHAkXCiGEyPFSDCYMJjMxiWkYTGZuRCWh06go7O3Iql7VcHfUEpEYQc8dPYlKiaKoW1EWNlr45Dz5b85thOUtrOHC3OWg124JFwohhMgxTtyOpfX8w0TEpVDYy5HN/WpSOo8rqSdC+Hi3NVyoAD6tOIRhNUZLuFAIkaXS0tIYPHgwPj4+6HQ6ateuzbFjxwBYtmwZbm5uT5z/ww8/PJG7GDduHOXLl2fx4sUUKlQInU730mrP1AqGZ8+epWHDhri6unLr1i2CgoLw8PBg8+bN3LlzhxUrVmR1nUIIIV4BkfGpdFpifdrVP5czKxsYuLC1N0O93TEpFDQt0IQx1cdIuFAIIYR4DhaLhek7rvDd3msA9KpdkMJeLoTuCX3q+asvhxIU0PtlliiEEEK8klKN6QxYfZLdlx+hVSn5rmMFGpfOxfZb2/n0wKeYLCbq5qvL9HrTsVP9JTh4ZTtsCoK0eHDKBe1Wgl9V2w1ECCGEyCJpxnQW7L9ByKGb6FNMuNir6VqjIBv71sBktuDtbEdkUiQ9t/ckMimSgi4FCW4cjLvO/b87t1hg/1TY95X1dYnm0DpYHn4TQgiRY+y8+JCBoSdJM5kp7+fG0m5V8HDQEL9nIoOuLueUoz0aFEyu8zVNCjezdblCiNfQJ598wqZNm1i+fDkFChRg6tSpNGnShGvXrj1zH9euXWPTpk1s3rwZlUqVjdU+KVMBw2HDhtGtWzemTp2Ks7NzxvvNmjWjY8eOWVacEEKIV0dskoHOS8K4G5tCAU8HQptruPtDJwZ6u5KqVFInT22+qjMZlfLlTWJCCCFETmdMN/PZ5nNsOHEPgKENizO4QVGiU6IyVi78X3qDngRjAh4qj5dZqhBCCPFKSTaY6L3iBL9fi8ZOrWRh50rUK+HD91e/Z9zhcZgtZt4p+A6T6kxCo9RYG5nN8Ns3sPcrwAJ+1aDtCnDOZdOxCCGEEFkhxWBiwf4bzN59NeM9fYqJOXuuoVQo6FO3MFHJUfTa0YuIxAj8nP1Y3HgxXvZe/925KQ22DoKz66yvaw6ChuNB7gULIYTIIULD7jD6h3OYLfC2vw/fdayAg1rBg6396ftoLzd0OpwVGmY3WkiV3FVsXa4Q4jlZLBZSTCkv/br2avtnXnwpKSmJ+fPns2zZMt555x0AgoOD2blzJ0uWLMHb2/uZ+jEYDKxYseKZz88qmQoYHjt2jIULF/7t/bx58xIZGfnCRQkhhLC9FIMJlVJJQqoRZ52Gy5F6zBbI5aJj3fuuxG35kL6eTiQqlVT2qciM+jPRqDS2LlsIIYTIMZLSTAwIPcm+8ChUSgWT3i9Dm8p5WXR2EZ1LdcZF6/LUkKGL1gVnjZMNKhZCCCFeDYlpJnqEHOPorVgctCoWd61MzSJerLq4iinHpgDQulhrxlQf8+dDcKl6+L4vhP9sfV25JzT9GtRaG41CCCGEyFoqpZKQQzefeizk0E061vCgz64gbutvk8cxD0saL8HX0fe/O06KgXWBcOcwKFTQfDpU7p7F1QshhBDZw2KxMHv3VWbtsgbw21bOx1etyqI2p3FlbSD9Ui7xSKvBR+3I/GYrKO5e3MYVCyEyI8WUQrXQai/9umEdw3DQODzTudevX8doNFKrVq2M9zQaDVWrVuXSpUvPHBgsUKDASw8XQiYDhnZ2duj1f/+i68qVKzYZhBBCiKz1T1tpbOhbg5SHVzH90Iogdzseq1SU8SjJnAZz0al1ti5bCCGEyDGiE9PosewYZ+/Fo9MomduxIpUL6xiwZwAHIw5S3L04HUq0Z+G5RX9rG1iiPSazEY1KAhFCCCHePPHJRrqGHOX03Tic7dQs61GFivndWXBmAXNPzwWga6mufFz54z+fII+6Ams7QsxVUGmtwYiKXWw4CiGEECLrJaQa0aeYnnpMn6anz64+XI+/jo+DD4sbLya3U+7/7jT6KqxuA49vgp0LtF0ORd7O4sqFEEKI7GFKNzNmy3nWHL0LwKC3izKsUXEUKY85trYVgxXRJKrVFNH5sODd1eRylNXthRC2o1QqsVgsT7xnNBr/dp6jo+PLKukJmQoYtmzZkgkTJrB+/XoAFAoFd+7cYeTIkbRu3TpLCxRCCPFy/dtWGi6GR7S81p9uLkoeqdUUdSnE/EaLcNLKKkpCCCHEs7oVnUTXkKPcjknG3UHD0m5VcHaOocPP3bmbcBcdCpRR4QSV6YYSWB2+Fr1Bj4vWhcAS7elZuht2FqWthyGEEEK8dDGJaXRecpSLD/S4OWhY2aMaZfK6MOPEDJZdWAbAgPID6BPQ589w4eWfYXMfMCSAcx5otwryVbLdIIQQQohs4qRT42Kv/nvIUJmKc8GlXI+/h6fOk8WNF+Pn4vffHd48AOs6QWo8uOWHjhvAxz97ihdCCCGyWIohnUFrTrHr0kMUCpjwXhk6Vy8AcXfYtvZ9PtMZMCqUVHQtyrfvLMPVztXWJQshXoC92p6wjmE2ue6zKlKkCFqtloMHD1KgQAHAGiA8duwYQ4YMwdvbm4SEBJKSkjJChKdPn86OsjMlUwHD6dOn8+GHH+Lj40NKSgp169YlMjKSGjVqMGnSpKyuUQghxEv01600PBy1eDvZEZWYBknRVDk5gr6507mn0ZLPMTeLmizBTedm24KFEEKIHOTM3Th6LDtGTJIBPw97lnevyo3kI/T55TNSTCnkMSuY9eA+JZNXQdnOdM/XgKCyPUlIicXZ3gPT45vYqbSgtrP1UIQQQoiX6pE+lcDFYVx9lIiXk5ZVvapRzMeRCUcmsPHKRgA+qfIJnUt1tjYwm2HfZDgw1fq6QC1oswycfGwzACGEECIbfX/qHs521l1o5uy59ud93WQ9qR5Lwe4ebnZuLG68mEKuhf67w1Or4MePwGyCfFWg/Rpwkh3MhBBC5AyPkwz0XH6Mk3fi0KqVfNu+Ak3L5ILIc6za1JapjiosCgUNfavydaN52KnkXqsQOZ1CoXjmrYptxdHRkX79+jFixAg8PDzInz8/U6dOJTk5mZ49e2KxWHBwcOCzzz5j8ODBhIWFsWzZMluXnSFTAUNXV1d27tzJwYMHOXPmDImJiVSsWJGGDRtmdX1CCCFesoRUI95OOua2KUT1or4YUxLQ2DsRc2U3Q4+quaZS4aPzJLjJUrwd5KaSEEII8az2hj+i/6qTpBjTKZPXhcVdK7H+2mKCzwUDUDXNxDeRkbg7+kLLb0HriL1bQVCq8VA7glKNxq2ghAuFEEK8cSLiUggMPsKtmGRyuehYHVSN/J52jPp9FL/e/BWlQsm4GuNoVayVtUFKHGzuDVe3W19X7QNNJoFKY7MxCCGEENnBYrEwa9dVZu++ShFvJ34YUJN3y3nh5+FEbHI8Hg7OHHngQPDZYL6o+QVF3Yv+e4dmM+yZAL/PtL4u/QG8Pw80z74yixBCCGFL9x4n03XpUa5HJeGiU7OkWxWqFPTAfH0vM7f1ZpmTDoD2hVrwae0vUSlVNq5YCPEm+frrrzGbzXTu3JmEhAQqV67M9u3bcXd3B2DVqlWMGDGC4OBgGjRowLhx4+jdu7eNq7ZSWP53A+dnsGLFCtq1a4ed3ZNfbBkMBtauXUuXLl2yrMAXpdfrcXV1JT4+HhcXF1uXI4QQr7RkgwmVQkG6MRUSb6NxL0hCSgzO9p6ceXiCCcenEZsczfJmKyniVsTW5YocQuZiIYSA9cfvMmrzOdLNFuoU82Jq2+JMPDqaA/cOANBZn8iwmFjUeSpA+1BwyWPjisXrRuZjIUROdScmmQ7BR4iISyGfuz2hvarj66Zi+L7h7Lu3D7VCzeS3JtO0YFNrg0eXYG1HiL0Bah28OwvKd7DpGIQAmYuFEFkvzZTOp5vO8f2pCAA+b1aSLjXzsvjcYkIvh6I36HHRutDBvwM9y/b87+3bjCnwfR+4uMX6+q0RUO8zUCqzeSRCvDwyHwvxerv0QE+3kKM81KeR21XH8h5VKe7rjPHMOsb8/jk/O1nnwo/K9qZnhYEoFAobVyyEEDlHpgKGKpWKBw8e4OPz5JYiMTEx+Pj4kJ6enmUFvij5h6IQQjybU3ceM2z9Gb4PqoC9TsniC8sIDV/7xI2owJIdiUp4QHHv0rYuV+QgMhcLId5kFouF7/ZcY/rOKwB8UCEvvRs6MvzAUG7rb2OHki8ePaJFUrJ1ZYj35oL21V7GX+RMMh8LIXKia48SCVx8hIf6NAp5ObK6VzXcHC0M3jOYsMgw7FR2zKg3g7fyvWVtcOEH+KE/GJPA1Q/arYQ8FWw6BiH+n8zFQois9DjJQJ+VJzh6Kxa1UsHE98vwXgVvlp5fyoKzC/52fr+AfnQv0x37f1qJMOEhrO0AESdAqYGWcySgL15LMh8L8fo6fD2G3iuOk5BmorivE8u6VyWPmz2Jv89k6Pm5HLG3Rw2Mq/4F75X40NblCiFEjpOpLZItFstT09z37t3D1dX1hYsSQgjx8hjTzczZfZW5+67jaq9Ba69m8fmlLDi3KOMcvUHPwrMLUVgs9Cjbw4bVCiGEEDlHutnC2C3nWR12B4D+9YpQqWQEXbf1IdmUTC7UzI64SymD0boqRN1PQJ6aFUIIIQDryhOdFocRk2SguK8Tq3pVw06bRtDO/pyNOouD2oHvGnxHlVxVwJwOe778czvHgnWgzTJw9LLpGIQQQojscCMqkR7LjnErJhlnOzXzO1WidjEvjOlGQi+HPrXN6surCQoIenqHDy9CaFuIvwv27tBuNRSslY0jEEIIIbLWz2cfMHTdaQzpZqoW9CC4S2VcdSqifvmY/vd+4rK9PfaomPH2t9T2e8vW5QohRI70XAHDChUqoFAoUCgUNGjQALX6z+bp6encvHmTpk2bZnmRQgghsse1RwkMXXeGcxHxAHSpUQCNSkNo+Nqnnh8avpbe5fq8zBKFEEKIHCnFkM7gtafYefEhCgV88W5Jkhx/Zcg+60oSlU1Kvom4hafSDtoEQ+lWNq5YCCGEeHWcvRdHl6VHiUs2Uiq3C6t6VcOs1NNjex+uPL6Ci9aFBQ0XUNa7LCTHwqZecH23tXGNgdBwPKgy9Vy1EEII8UoLuxFDn1UniEs2ktfNnpDuVSju6wxAvCEevUH/1HZ6g54EYwIeKo8nD1zbBeu7gSEBPIpA4AbwLJLNoxBCCCGyzrKDNxn/00UsFmhaOhez2pdHpzBxc2NX+ulPEWGnxUOlY16TEEp7l7F1uUIIkWM91522999/H4DTp0/TpEkTnJycMo5ptVoKFixI69ats7RAIYQQWc9strDs0C2mbLtMmsmMq72Gie+XoUUpT2INCf9xIyrx7zeihBBCCJHhcZKBnsuPcfJOHFq1kiltirEneib7ru0DIDDJwMePItE454EOobJ1oxBCCPEXJ27H0m3pMRLSTJT3c2N596okm6Ppva03t/S38LL3YlGjRRRzLwaR52FtR4i7DWp763aOAW1sPQQhhBAiW2w+eY+Rm85iTLdQ3s+N4C6V8Xa2A+DEwxOU8iyFi9blqfd2XbQuOGucn3zz2GL45ROwpEOB2tBuJTjIfV8hhBA5g8ViYcq2cBbsvw5A5+oFGNeyNCpDAmfWtWZgegRxGjV+WncWNl+Nn4ufjSsWQoic7bkChl988QUABQsWpH379tjZ2WVLUUIIIbLP/bgURmw8w8FrMQDUKebFtA/LkSvtJhdCu1M48IfnuxElhBBCiAx3Y5PpGnKUG1FJuOjUTGzrQ3D4UG7pb6FVqBgbFc17CQmQpyJ0WAPOuWxdshBCCPHKOHQ9ml7Lj5NsSKdqIQ+WdqtCTFoEQTuCeJD0gDyOeQhuHEx+l/xwbiNsHQTGZHDLD+1DIVdZWw9BCCGEyHIWi4VZu64ye/dVAJqVzcWMtuXRaVQAbLqyiYlHJjKj3gw6+Hdg4dmFf+sj0D8Qk9mERqUBczrsGA1H5lkPlusILWaDWvvSxiSEEEK8CGO6mZGbzrL5ZAQAwxsXZ0D9oigSItm39n1GaBJJVako7eTH3GYr8bT3tHHFQgiR82Vqr5C3336bqKgo8uXLB8DRo0cJDQ2lVKlS9O7dO0sLFEIIkTUsFgs/nI5g7JYLJKSa0GmUfN6sJJ2q5efx4Tl8cXoOm53s+fb+kX+5EdXxzxtRQgghhHjChfvxdAs5RlRCGnlcdQx818BXp/uRZEzCV6lj1t1blDEYoExreG8uaOxtXbIQQgjxytgX/og+K0+QZjJTp5gXizpX5k7iNfrs7ENMagwFXQoS3DiYXDovayji0Bxrw8L14cOlsuKSEEKI11KaKZ2RG8/yw+n7APSrV4QRjUugVCowW8zMOjGLkAshgHUVw0EVBqFEyerLq9Eb9LhoXQj0D6RnQE/sVHaQlgibesKVbdYLvD0G6nwMCoWthiiEEEI8l6Q0E/1Wn+TAlShUSgWTPyhL28p+EHWFjRta86WDBbNCSW3PAKY3CcZB42DrkoUQ4rWQqYBhx44d6d27N507dyYyMpKGDRtSpkwZVq9eTWRkJGPHjs3qOoUQQryAx0kGRv9wnp/PPQCgnJ8bM9uWo4AugQ2rGzPbeB+9kzXkcDbyGH0qDkaJgtWXQ/9yI6ojPQN6WW9ECSGEEOIJB69F02flCRLTTJTI5UjDGueYfHIRABXRMf3mNbzMZqg/Gt4aLl/eCCGEEH+x7Xwkg9acxJhuoWFJH77rWJErcRfot6sfeoOeEu4lWNhoIZ5mYNUHcHO/tWGtIdBgLChVtixfCCGEyBaxSQb6rDzOsVuPUSsVTHy/DO2r5gcg2ZjMqN9GsefuHgD6letHv3L9UCgUdC/TnaCAIBKMCThrnDGZTdZ7uvERsKYdRJ4DlR20WgBlPrDlEIUQQojnEp2YRo9lxzh7Lx57jYq5gRV4298Xy+0jzP+pC/Od7AAF7/s1YGy9aWiUsmCKEEJklUwFDM+fP0/VqlUBWL9+PWXLluXgwYPs2LGDvn37SsBQCCFeIXvDH/HJxrNEJaShVioY3KAY/esV4eLpxXQ4NZtLGiWoVPjbefF5/RmU960AQPcyPQgK6P33G1FCCCGEeMIPpyIYsfEMxnQLVQrb41N4Mysu7wWgg0HFiIgraDQO8OECKPWejasVQgghXi1bz9xn6LrTpJstNC+bm5ntynMm+gQDdw8k2ZRMOe9yzG0wF9fYW7C2E8TfAY0jvPedhCKEEEK8tm5EJdJj2TFuxSTjrFMzP7AStYt5AfAw6SGD9gziUuwlNEoNX9b6kuaFm2e0tf9jtXwPlXV1X41KA/dPw5r2kPAAHLygw1rwq/LSxyWEEEJk1u2YJLosPcrtmGTcHTQs7VaFCvndMV36kYl7hrLpj4VUgvw7MajqJyjkAW8hhMhSmQoYGo1G7OysIZNdu3bRsmVLAPz9/Xnw4EHWVSeEECLTktJMTPrlEqFhdwAo4u3IzHblyeeazJcbmrE5LQI0SpwtMLB0D9pWGoRa+ee08NQbUUIIIYTIYLFYWHTgBpN/vQzA22UVRDnM4kDETTQKNWMeJ9DqcRS45IUOayB3ORtXLIQQQrxa1h+/y8hNZ7FY4IMKeZn6YQCHHvzOsH3DSEtPo1ruanxb/1scLv4IPw4GUyq4F4L2oeBbytblCyGEENki7EYMfVadIC7ZSD53e0K6VaGYrzMAF2MuMmj3IB6lPMLdzp3Zb8+mgk+Ff+/w8s+wqRcYk8HbHzquA/eC2T8QIYQQIoucuxdP92VHiU40kM/dnhU9qlLY24mUowsZcWIa+53sUQCfVx5Bu9JdbF2uEEK8ljIVMCxdujQLFiygefPm7Ny5ky+//BKA+/fv4+npmaUFCiGEeH4nbj9m2PrT3I5JBqB7rYIMb1yMn858R79dIej/eGjnPZ0fQ94Jxsslrw2rFUIIIXIes9nClz9fJOTgLQDeqfqY06lzSdQn4qN2ZObdWwSkpkDeytB+NTjnsm3BQgghxCtm5eFbjNlyAYAOVfMz6f0y7Li9nVG/jcJkMVHfrz7Tan+F3a4JEDbf2qhoI2gdDPbuNqxcCCGEyD6bT95j5KazGNMtlPdzI7hLZbydrQt+7Lmzh09/+5QUUwqFXQvzXYPv8HP2+3snhmRQqSE1HrTOgAVc81kffmu7HHSuL3dQQgghxAs4cCWKvqtOkGxIp1RuF5b1qIKPkx2Pd45l4I21nHWwxw4lU96aRoNCjW1drhAih6lXrx7ly5dn1qxZOaJfW8pUwHDKlCm0atWKadOm0bVrV8qVs67EsXXr1oytk4UQQrx8BpOZb3dfZd6+a5gtkNtVxzdtyuHsfI/u3zfhUlo0KMDfaObzikMpX7GXrUsWQgghcpxUYzofrz/Dz+ceAGYa17zAwcehWLBQQe3OjBvn8Eo3Q9k20HIO/LEqsBBCCCGsgg/cYNIvlwDrA3Fj3y3F5qubGX94PBYsNCvUjInlh6BZ3Q5u/25t9NYIqDcKlCobVi6EEEJkD4vFwsxdV/l291UAmpXNxYy25dFpVFgsFlZcXMH049OxYKFG7hp8U+8bXLQuf+/IlAoHZ0HYQkiNA50bVA2CXrtA4wCyS40QQogc5PtT9xix4Swms4VaRT1Z0KkSzhoF977vRb+Yg9zS2eGi1PJd42Aq+Fa0dblCCJFh8+bNaDSv17+9MxUwrFevHtHR0ej1etzd/3xiuHfv3jg4OGS8PnjwIJUrV87YTlkIIUT2ufowgSHrTnPhvh6AVhXy8lHjPIScmcLm29sAcE43M1Cbl7YfrETt7GvLcoUQQogcKT7FSO8Vxwm7GYtGbaBS5e0cfnwQgHa4MPLqGTQAb4+BOh+DQmHTeoUQQohXicViYc6ea8zYeQWA/vWKMKJJCVZeXMm049MAaFO8DaP93kG5uAHoI0DrBK0WQMkWtixdCCGEyDapxnRGbjrLltP3AehXrwgjGpdAqVRgNBuZdGQSm65uAqBt8bZ8Wu1TNMqnfFlpSLaGC/dP+UvncXBgGiiUUGuIBAyFEELkCBaLhUUHbjD518sAtCyXh2/alENrTuHSmg70T7tGtFZDLo0zC5qtpIhbERtXLIQQVgaDAa1Wi4eHh61LyXLKzDZUqVRPhAsBChYsiI+PT8brd955h4iIiMxXJ4QQ4j+ZzRYW/3aD5nN+58J9PW4OGr7rWI7q5cIJ/PndjHDhe0mpbC3dn46B2yVcKIQQQmTCg/gU2iw4RNjNWJwd4ygUsIQL8QfRKNWMS1Ex+uZ5NBoHaLcK3hou4UIhhBDiLywWC9O2h2eECz9uVJwRTUqw4MyCjHBh99LdGWNXGGVIc2u40LMoBO2RcKEQQojXVmySgc5Lwthy+j5qpYIprcsysqk/SqWC+LR4+u3qx6arm1Cg4JMqnzC6+uinhwvBui1y2MKnHwtbaD0uhBBCvOLMZgsTfrqYES7sVbsQs9qVR5sWy6EVTehmvE60WkUx+1yseu97CRcKIV6Y2Wzmk08+wcPDg1y5cjFu3LiMY3fu3OG9997DyckJFxcX2rZty8OHDzOOjxs3jvLly7N48WIKFSqETqcDrAv3DRkyBIB9+/ahUCj+9tOtW7eMfubPn0+RIkXQarWUKFGClStXPlGjQqFg8eLFtGrVCgcHB4oVK8bWrVuz7b/J02TrpwmLxZKd3QshxBsvIi6F4evPcPhGDAD1SnjTvb6SuWeHcOlxOAD+aQY+x5PybTeDVzFbliuEEELkWOGRCXQLOcqD+FQ8vW6gyb2GBykJeGtdmHn/AeUSYsAlH3RYA7kDbF2uEEII8UqxWKxfEIUcvAXA581K0qtOIaYdn8bKi9YbpoPK9Sfo3lUUx8dbGxV/Bz5YCDpXG1UthBBCZK8bUYl0X3aM2zHJOOvULOhUiVpFvQC4q79L/939uaW/hb3anqlvTaWeX71/7izdCEnR1hULnyY1DlL14OiV1cMQQgghXkiKwYRKqSQh1YizTsP5+/EcuBINWD87Br1VGGJv8tO6VoyxN2FSKKniVoLZ74TgrHW2cfVCiNfB8uXLGTZsGGFhYRw+fJhu3bpRq1YtGjRokBEu3L9/PyaTiQEDBtCuXTv27duX0f7atWts2rSJzZs3o1Kp/tZ/zZo1efDgQcbrS5cu0axZM9566y0Avv/+ez766CNmzZpFw4YN+emnn+jevTv58uWjfv36Ge3Gjx/P1KlTmTZtGnPmzCEwMJDbt2+/tNUS5XElIYTIgSwWC5tPRjBu6wUS0kzYa1QMa5qHu2xk4P7vgT+2Q34cT9uAHqjrjwa11sZVCyGEEDlT2I0YglYcR59qJHf+QyQ5/oTBZKGcfW5mXjmJt8kI+apAu9UgqwQLIYQQTzCbLXz+w3nWHL0DwJfvlaZjNT/GHx6fsd3jp+UGEHjie7h7xNqo3mfw1ghQZnrzFSGEEOKVduRGDH1WniA+5f/Yu+/oqAosjuPf6emNQOgdEnqvilQFsaCgSFEBkaLAqij2igVZEcUKIoINVBD70qT33iHU0Dspkzr17R+DICuWVciQ8Puc42Ez897jvj1n9zp5d37XQ+nYUCb2bkSVhMCQxNrja3lw/oOku9JJCEvgnbbvkBSX9PsXO70HfhoK3SZDSMyFhwxDYiAk6lLcioiIyN/m8vgYu3AvE5el4Mz1EhVqpVez8nw1oCkbDqbTtloCxuH1TPq2O6MjbICJ9iWa80rbt7Fb9NxTRC6O2rVr89xzzwFQpUoV3nnnHebOnQvA5s2bSUlJoUyZMgB88skn1KhRg9WrV9OoUSMgsBb5k08+oWjRohe8vt1up3jx4gCcPn2ae++9l3vuuYd77rkHgFGjRtG7d2/uv/9+AIYOHcqKFSsYNWrUeQOGvXv3pnv37gC88sorvPXWW6xatYoOHTpc7P9KLkgDhiIiBUxqtpsnp29m5tZjANQrG8W1TVKYtPNFnG4nAJ0ys3jQE0p85ylQoUUwyxURESnQ/rP5KA9+sQG3P5cSVb4jy7oOgNtCSvPEtmXYAWrfATe9BbaQoNYqIiJyufH6/Dw6bRPT1x/GbIKRXWpzS73iPL74cWbum4nZZOaFpN7cMvdNyDwKjijo/AEkXh/s0kVERC6Zr9ce4vHpm/D4DOqWiWH83Q0pGukA4Ic9P/Dcsufw+D3UKFKDt9u8TdGwCz+oxDBg/Wcw4zHwZMO+JdBkACwc+dtjmwwAnxc0jCEiIpeJXLeXsQv3MmburrOvOXO9vD1vN2aTiQEtK+LfNYfXZt/PZxGB37veWelWhl31PGaTvowmIhdP7drnb6UqUaIEJ06cYPv27ZQpU+bscCFA9erViYmJYfv27WcHDMuVK/e7w4W/5vF46NKlC+XKlWPMmDFnX9++fTv9+/c/79irrrrqvGP+t87w8HCioqI4ceLEX7/Rf0gDhiIiBci85OM8Om0zp7JcWM0melwDyZ63eX/LduDMOuTTqdSt1BFuehNCY4NbsIiISAE2aWkKL/y4DaynSag6mSwOYzVbecIfQ9ftywATtH0Wrn4ITKZglysiIhJ0v1ltdTidjYcysJhNvHFHXa6rEceDCx5k0aFFWM1WRpa6nutmvgx+D8QnBpKX4isH+zZEREQuCcMweOPnXbx1ZpDihloleL1rHUJsFvyGn3fWv8P4zeMBaFe2Ha+0eIVQa+iFL5abBj88CNu+DfxcvgWUqAMVWwZ+XjkukGQYEhMYLmwxFKz6UpyIiFw+LGYzE5elXPC9ictS6B+7gkdXDWdWRKAXPlJnEL3qDszPEkXkCmGz2c772WQy4ff7//L54eHhf+m4++67j4MHD7Jq1Sqs1v9/XO+f1vlPXdIBQ5MesomIXBTZLi8v/bSNKasOAlApwaBGzSV8c+RHACL9BoNT0+jqAmvHMVCnuwYdRERE/ia/32DkrGTGLdyLJXwn0eW+JMfIJt4Ry+jUTOqdWAe2cOgyHpJuCHa5IiIil4U/Wm21/aiTeuXDuH/u/aw+thqHxcEboUm0WPRu4ORqN8Et74MjMrg3ISIiconkeXw89vUmvttwBID7W1XikesSMZtN5HnzeHrp08zaNwuAe2rewwP1H/j9dKZ9S2F6f3AeArMVWj8JVz0IZkvg/asehGsegTxnYC2yz6PhQhERuexk5nlw5noBqFg0nCpFI9h1Mou9J7O4zfsVg9csYk14KFZMvNT8RW6o0inIFYvIlaZatWocPHiQgwcPnk0x3LZtG+np6VSvXv3/utbo0aP56quvWLZsGUWKFPnN37N06VJ69ep19rWlS5f+33/HpXZJBwwNw7iUlxcRuSKs2ZfK0K82ciA1B/DTsuEednumMv/Ir9Yhp6YTX6J+YNAhrmJwCxYRESnA3F4/j07byLcbDmOPW0RIwiw8hp/akeV4Y/dmiuWkQ3QZ6D4FitcKdrkiIiKXhT9bbdWtaRH6ze7H5lObCbeG8U6eg4a7fwBM0OZpaPGwviQnIiKFVmq2m/6frGHN/jSsZhOv3FqLro0CDyhP5Z7igXkPsOnUJqwmK882e5Zbq9x64Qv5PLBgBCweDRiB3wN3+RBKNTj/OHtY4M/w+MCfWossIiKXmSyXlzCHlRtqF+fpjhWJj4zA6XYSZY8iLeMYL84fz5qsEMJNVt5s+x5NSzULdskicgVq164dtWrVomfPnrz55pt4vV7uv/9+WrZsScOGDf/ydX7++WceffRR3n33XeLj4zl27BgAoaGhREdHM2zYMLp27Uq9evVo164dP/zwA9OnT+fnn3++VLf2t1zSAcPMzMxLeXkRkULN7fXzxs87GbdwD34DEooeJ77cj6zLDjywSfLCUyeOUdfthWuGBf6x2P7kqiIiIvJ7MvM83PfZOpbsOUJoqWlYozZhAJ2jq/PUxjnYDR+UbgzdPoeIYsEuV0RE5LLxR6utPlq5kYXZk9mTsZsYazhjT6RSI+M4hERDlwlQ5dp8rlZERCT/7DmZxT2TVrP/dA6RIVbG3tmAqyoHBv92pu1k8NzBHM0+SpQ9ijdbv0mj4o0ufKHUvfD1vXB4beDnunfC9SPBEZFPdyIiInJx7D6RyYBP1zLqttqM7lqTDzePZ3LylLMDht2TuvPCDRN5cM79PHnV8yTFJQW7ZBG5QplMJr777juGDBnCNddcg9lspkOHDrz99tv/13WWLFmCz+dj4MCBDBx4btV7r169mDRpErfccgtjxoxh1KhRPPDAA1SoUIGJEyfSqlWri3xH/4zJ+Isxg/Xr12fu3LnExsZSr169P1x/vG7duotW4D/ldDqJjo4mIyODqKioYJcjIvKX7DiWyYNfbmD7UScmSxaJ1RZz2LcQgEiTjcGnTtDVmYk1pix0Hg9lmwa5YpHfp14sIgXBCWcevSeuZvupfYSX+RST4yhWk5XHwyrTdctsTAB1usNNY8DqCHa5Iv839WMRuZROZ7lo8FLgW9Vx4XaKRjg4meUizXWcsHIfYrafpqg1nA8OpFDZlQfFqgcG9pXAL1cQ9WKRK8/yPacZ+NlaMnI9lI4NZWLvRlRJiARg8aHFDFs0jGxPNuWiyvFOm3coH13+txcxDNg4Bf4zDNxZ4IiGm96Emp3z9V5ECgv1Y5Hg+mnTUR6dtpFst4/VT13FV7s/Y+ymcb85bkDtAfRM6k5saJELXEVERILhLycYdurUCYcj8CDtlltuuVT1iIhc0Xx+gwlL9jJq1k7cPi/RxdbiKDabw75AImwnfygPHdxFEb8faneDjv8OpD6IiIjI37bnZBa9PlrFUdcmIipMAUsOcY5YRrtCaLBlNmCCds/DVQ9ofaOIiMj/yHF7CXdYqVMmmsFtynF15WKk5TqJDY1i2eGVjNkQhcuZxYcpuyjj9UKNW+Hmd5S4JCIihdrXaw/x+PRNeHwG9crGMP7uhsRHBJ6xTd4+mZGrR+I3/DRMaMgbrd4gJiTmtxfJTYcfH4Kt0wM/l20OnT+AmDL5dh8iIiIXg8fn59UZyUxYEki+v7VeSWLCwpmcPOWCx09JnsKA2gPys0QREfkTf3nA8Lnnnjv7nw8ePEjPnj1p3br1JSlKRORKdDA1h4enbmRVSirmkAMkVPmJHNN+cn2QFJLAUwd3UTfrQOBbqjeOhlq3BbtkERGRAm/t/jTu+XgVOSHzCCs7A0wGNaMr88bBFIqf3gi2cOjyISR1DHapIiIil53kY04GT17P8Jur83m/Bny89SOenzb5vNVWn3SYhGdiR4r6/HDtcGj+Lw3si4hIoWUYBm/M2clb83YDcEOtErzetQ4hNgtev5d/r/43U84MU3Sq1Innmj2HzWL77YX2L4Pp/SHjIJgs0PoJuHoomC35eTsiIiL/2AlnHoMnr2fVvlQABrasxCPXVcXpTsPpdl7wHKfbSabbSZwSDEVELht/ecDw106ePMn1119P0aJF6d69Oz179qROnToXuzYRkSuCYRhMW3uIF37YRrY3nfBSszFHrSIHiLRFMJg4um5fEvg/7LLNofM4iCkb5KpFREQKvjnbjjN4ygpMRacSEr0RgE7FGvPMhjk4XBkQXRa6T4HiNYNcqYiIyOXFMAw+X3mA4T9uw+31Ex5i8PHWjxi7aezZY5xuJ+M2jcOEiXuuHwU+N1RqE8SqRURELq08j49Hp23i+41HALi/VSUeuS4Rs9lEljuLYYuGseTwEgAeqP8AfWv2xfS/Q/c+LywcCYtHgeGH2PLQZQKUbpjPdyMiIvLPrUpJZdDkdZzMdBHpsDKqax3a1ygOXhcR9kii7FEXHDKMskcRadcacxGRy8nfGjD87rvvSEtLY+rUqUyePJnXX3+dpKQkevbsSY8ePShfvvxFLlNEpHA6neXiiembmb3tKLaYVUQVn43flANAp4RmPLR9KUUytoHZCq2egKsf0rdURURELoLPV+7n2Z8W4Sj9KZaQo1hMVh4r1pxuK6dgMnxQpinc8RlEFA12qSIiIpeVjBwPj0/fxIwtxwC4uXYJqpeI5f7Fky94/OTkyfTv2g8s9vwsU0REJF+dznIx4NO1rNmfhtVs4pVba9G1UWCV8ZGsIwyaO4jd6bsJsYTwSotXuLbctb+9SGoKTO8Hh1YHfq7THa7/N4RowEJERAoWwzCYsCSFETOS8fkNEhMief/O+lQsGgEZh1g9tTt57V+me1J3xm0a95vzeyZ1x+tzXTjlV0REguJvDRgCxMbG0r9/f/r378+hQ4eYMmUKH330Ec8++yxer/di1igiUijN2XacJ6ZvItW7m/AK32EOOYwfSIpN5ClLCequ+BQwIK4idP4QSjcIdskiIiIF3i/rqt5dMZOQcpMxW3OIdcQy2l6Bhis+CxxUpwfc9CZYHUGtVURE5HKzdn8a/5qynsPpudgsJh7rkMQ9V1XgdN6pP15t5ckizhKXz9WKiIjkjz0ns7hn0mr2n84hMsTK2DsbcFXleAA2ntzIv+b9i9S8VOJD43mnzTvUiK/x24ts/BJ+ehjcmeCIhhtHQ63b8vlORERE/rksl5fHpm3ip81HAehUtyQjOtcizG7F2D2PSTPvY0yEjbJrR/FJh08wAZOTp+B0O4myR9EzqTt9a/XDod/NiohcVv72gOEvPB4Pa9asYeXKlezbt4+EhIS/fO7777/P+++/z759+wCoUaMGzz77LNdffz0AeXl5PPzww3zxxRe4XC7at2/Pe++993/9HSIil5ssl5fhP2xl6vpk7MVmEh6zBoBIWySDq95B17VfYz06J3Bwvbugw6vgiAhixSIiIoWDx+fnyemb+Hbvl4SW/Q8mk5/qsVUZk5pN8eRvARNcOxyaD4H/XVMlIiJyBfP7Dd5fuIfRc3bi8xuUKxLG293rUb6YmVFrXmNwvcF/vNrKps+0IiJSOC3fc5qBn60lI9dD6dhQJvVpROVikQDMTJnJU0uewu13kxibyDtt36F4ePHzL5CXERgs3Dw18HPZZtD5A4gpm893IiIi8s/tPpHJgE/XsudkNlaziWdurM7dzcphMgwyF7zC09s+Yl5kKAA1IsvhsDi4p0Zv+tceQKbbSaQ9Cq/PpeFCEZHL0N8eMJw/fz6TJ0/m66+/xu/307lzZ3788UfatGnzl69RunRpXn31VapUqYJhGHz88cd06tSJ9evXU6NGDR566CF++uknpk6dSnR0NIMHD6Zz584sXbr075YtIhJUq1JSGTp1Hcf9CwmvNAuTJReATpU68ZCtJEVmvQieHAiJgZvfguqdgluwiIhIIZHj9nLf5ytYmfkBIcXXA3BzqZY8s3UxIWn7wB4BXSZAYofgFioiInKZOZGZx9AvN7Jk9ykAbq5TkpdvrcmaE0t46NuXOJF7gkbFG9E9sRvjNn/wm/N7JnbD6/dg04pkEREpZL5ee4jHp2/C4zOoVzaG8Xc3JD7CgWEYfLDpA97Z8A4ALUu3ZOQ1Iwm3hZ9/gQMrYfq9kH4ATBZo9ThcPRQs/zgbREREJN/9tOkoj07bSLbbR0KUg/d6NqBBuVjITWfH9N4MzU3mQHgoNkw83uhRbq/WE9OvvuQdF1oEQGuRRUQuU3/rU0qpUqVITU2lQ4cOfPDBB9x00004HP//FPlNN9103s8vv/wy77//PitWrKB06dJMmDCByZMnnx1anDhxItWqVWPFihU0bdr075QuIhIULq+P0XN28uGqBTgSviMk9DAASXFJPFV7MHWXfwDJbwcOrnAN3DIWoksFsWIREZHC41SWi14fzyLF8h626MOYMTOsws30XDoJk8sZSIbo/gUkXGBNlYiIyBVs4c6TPPzVBk5luQm1WXihUw3aVA9l+MonmblvJgDlfAZF0w/Tr0ZvzMDnO744t9oqsRt9a/TGYZiDeyMiIiIXkWEYjJ6zk7fn7QbghtoleP32OoTYLLh9bp5f9jw/7P0BgLuq38XDDR7GYracu4DPC4teg0X/BsMPMeWgy4dQpnEwbkdEROQf8fj8vDojmQlLUgBoVrEIb/eoR3yEA45t5ofpPRke6iPPZqO4LZLR146jVtFaQa5aRET+X39rwPD555/n9ttvJyYm5qIV4vP5mDp1KtnZ2TRr1oy1a9fi8Xho167d2WOSkpIoW7Ysy5cv/90BQ5fLhcvlOvuz0/nb1SwiIvlp+1En//pqMQeYRlj5wDrkCFsEQ+oNoautKNap/SHrGJht0PZZaDYYzHr4IgWXerGIXE72n86mx6efkx75ERZrNpG2aN4s3orG898JPMgp2wzu+AzC44NdqshFpX4sIv+Ex+dn1OwdjFu4F4Ck4pG83b0uO7IXcev3I0l3pWPBRK/0dO5LdxJinQZJnelTui39avUlMzeVyNA4vGkpOCx20HoruQKpF4sUTnkeH8OmbeKHjUcAGNS6Eg9fm4jZbCItL40H5z/IuhPrsJgsPNnkSbomdj3/Amn7YXo/OLgy8HPtO6DjKAiJyuc7EbkyqB+LXFonnHkMnryeVftSARjYshKPXFcVq8WMe92njFz+PF9FhAFmmhepyavt3iM2JDa4RYuIyN/ytwYM+/Xrd9EK2Lx5M82aNSMvL4+IiAi++eYbqlevzoYNG7Db7b8ZYkxISODYsWO/e70RI0bwwgsvXLT6RET+Lp/fYNyiXby16jOs8TOwW/KAM+uQ6w6iyNJ3YHlgTQbxVQPfUi1RJ4gVi1wc6sUicrnYeDCNXtNG4439HrPJT8XIKrxviqfkojOpwXXvhBtHa+hBCiX1YxH5uw6m5jBkyno2HEwH4K6m5ejbKpbX1j7BokOLAEj0wQvHjlDD7YFG90K7F8AeRmhMeTBbibOGg9mKLaa8+qxcsdSLRQqf01ku+n+6lrX707CaTbzSuRZdG5YBYG/GXgb9PIhDWYeIsEXwesvXaV6q+fkX2DQVfhoKLifYIwOfR2t3vcDfJCIXi/qxyKWzKiWVQZPXcTLTRaTDyqiudWhfozh4XRz97kGGHp/LlogwAAZW78XABg+dn+grIiIFiskwDCOYBbjdbg4cOEBGRgbTpk3jww8/ZOHChWzYsIE+ffqc960SgMaNG9O6dWtGjhx5wetd6JsoZcqUISMjg6gofQNMRC6NLHcODovt7BqoXK+bV+cs5ttDb2I5sw65cnRVnmv+DHVxwNf3wvEtgZMb9oXrXgJ7WBDvQOTiUS8WkWD5dT+OtEex6cRWhq98lpSMFNqVbMuIQzsI2b8MMMF1LwZSg02mYJctckmoH4vI3/HTpqM8/vUmMl1eokKsvNqlJln2pYxeO5psTzY2zAxMTaVPhhNbVGno9A5Uah3sskUuS+rFIoXLnpNZ9Jm4mgOpOUSGWBl3ZwOaVw4k4a84uoKhC4aS6c6kVEQp3m37LpViKp07Oc8J/3kENn0Z+Ll0Y+gyHmLL5/+NiFxh1I9FLj7DMJiwJIURM5Lx+Q0SEyJ5/876VCwaAekHWTq1G49b0ki3WIgy2xnRajTXlGkZ7LJFRC4LixYt4rXXXmPt2rUcPXqUb775hltuueXs+4Zh8NxzzzF+/HjS09O56qqreP/996lSpcrZY1JTUxkyZAg//PADZrOZLl26MGbMGCIiIi5p7X8rwfBistvtVK5cGYAGDRqwevVqxowZwx133IHb7SY9Pf28FMPjx49TvHjx372ew+HA4dA3o0Uk/7i8LiZtnciU5MlnBwy7J3XnkXY92DLTzpHMcIY2/Bddq96Ode0kmP00ePMgrAh0ehcSrw/2LYhcVOrFIhIMv9ePJ3WYxLzt0+my6C1Mj6iMSAAAl3NJREFUafsDKRG3TYCq7YNdssglpX4sIv+PXLeP4T9uY8qqAwDULxvDYzcVYezWp1lzfA0AdXwmhh89REWPF+rdCe1fgZDoYJYtcllTLxYpPJbvOc3Az9aSkeuhTFwoE3s3onKxSACm7ZzGyytexmt4qVu0LmPajCEuJO7cyQdXBb5snr4fTGa45lG4ZhhYgv54TuSKoH4scnFlubw8Nm0TP20+CkCnuiUZ0bkWYXYr/l1zGDdrEO9H2DFMFqqHl2Z0hw8pFVEqyFWLiPw+n8/H+vXrOXXqFPHx8dSrVw+L5dKlrWZnZ1OnTh3uueceOnfu/Jv3//3vf/PWW2/x8ccfU6FCBZ555hnat2/Ptm3bCAkJAaBnz54cPXqUOXPm4PF46NOnD/3792fy5MmXrG64DAYM/5ff78flctGgQQNsNhtz586lS5cuAOzYsYMDBw7QrFmzIFcpIhKQ5c5h0taJjNs09uxrTreTcZvGAfBi85cpHVmSIj4ffNEDds0OHFSpLdzyPkQmBKNsERGRQuXP+vE9EVUCw4Ux5aDHl1CsWrBKFRERuezsPJ7J4Mnr2Hk8C5MJBrYsT3ypVQxa+C4un4tQk4UHTp2mm9OJJSIBbnsLEjsEu2wREZF8MW3tIZ6YvgmPz6B+2Rg+uLsh8REOfH4fb6x9g4+3fQxAxwodGX7VcByWM4NMfh8sfh0WvAqGD6LLBlILyzYN4t2IiIj8fbtPZDLg07XsOZmN1WzimRurc3ezcpgMg4x5L/H4jkksiQwF4LZyHXi8xUvn+qKIyGVo3rx5jBo1ihMnTpx9rVixYjzyyCO0adPmkvyd119/Pddff+EAKsMwePPNN3n66afp1KkTAJ988gkJCQl8++23dOvWje3btzNz5kxWr15Nw4YNAXj77bfp2LEjo0aNomTJkpekbgjygOETTzzB9ddfT9myZcnMzGTy5MksWLCAWbNmER0dTd++fRk6dChxcXFERUUxZMgQmjVrRtOm+gAmIpcHh8XGlOQLT4JPSZ7CgNoDsO1bAtP7QfZJsDjg2uHQuD+YzflcrYiISOH0p/34tjlQ9fpAcnB4kXyuTkRE5PJkGAZfrD7ICz9sJc/jp2ikg4dviOTbQy+ydd1WAJr6LDx35AClvT6oeRt0fA3C4v7kyiIiIgWfYRiMnrOTt+ftBuDG2iUYdXsdQmwWcjw5PL74ceYfnA/A/XXuZ2CdgZhMpsDJ6Qdgen84sDzwc83b4MbRSv4VEZEC66dNR3l02kay3T4Sohy817MBDcrFQm4aW6f3YmjuLo6EheLAzNNNn+aWxNuDXbKIyB+aN28ejz766G9eP3HiBI8++ij//ve/L9mQ4e9JSUnh2LFjtGvX7uxr0dHRNGnShOXLl9OtWzeWL19OTEzM2eFCgHbt2mE2m1m5ciW33nrrJasvqAOGJ06c4O677+bo0aNER0dTu3ZtZs2axbXXXgvAG2+8cXZftMvlon379rz33nvBLFlEBAj8gmnFvv1UKBaK0+284DFOt5PM3NPEzXoyMFxYrAZ0+RASqudztSIiIoXT/tNOvto6j571G/9xP3ZnEtf1U7Da8rlCERGRy5Mzz8MT0zfz06bAWqurq8ZQp8ZaRm6aiNfwEmm2MezESW7JdGIKKwK3joYatwS3aBERkXyS5/ExbNomfth4BIBBrSvx8LWJmM0mjmcfZ8i8IWxP3Y7dbOfFq16kY8WO507ePA1+HAquDLBHwg2joPYd8MvwoYiISAHi8fl5dUYyE5akANCsYhHe7lGP+AgHxpENfP3tXbwSZuCxWSltj+GN9uNJiksKctUiciUyDIO8vLy/dKzP5+O11177w2NGjRpF48aN/3RdckhIyLkvGv1Dx44dAyAh4fwtmAkJCWffO3bsGMWKFTvvfavVSlxc3NljLpWgDhhOmDDhD98PCQnh3Xff5d13382nikRE/pjb62fCyhVM2vIxjqidzLztJ6LsURccaoiyRxHpiIKs49D0fmj7HNhCglC1iIhI4bJm/1FeXvwJO3N/okgkDGo284/7cUgcWDRcKCIiArD+QBr/+mI9B1NzsZpN3NUS1uW+xifJewBo47Pz1IEUivl8kHQj3PgGRBT7k6uKiIgUDqezXPT/dC1r96dhNZt4pXMtujYsA8C209sYMncIJ3JPEBcSx5jWY6hbrG7gRFcm/OdR2HgmXb90I+g8HuIqBOdGRERE/qETzjwGT17Pqn2pAAxsWYlHrquK1WImb+1EXl7xMt9GhAImWhWtx8vt3iHKHhXcokXkipWXl0eLFi0u2vVOnDhBq1at/vS4xYsXExoaetH+3stZUAcMRUQKioxcN6MWzeD7lMn4Q7dBCOS4YfPJLfRI6sHYTWN/c07PpB54jqzH1vkDqNzuAlcVERGRv8owDH7YsoM3V0/kBPMxWXIx2yHTFcnhzEP0SOzG2M0f/Oa8nond8Pjd2DRgKCIiVzi/32D84r28NmsHXr9BqTgzzRqs4etDUzEwiLOE8uSxo1yX5cTkiIab/63EJRERKfRy3V4sZjOZeR4iQ2xsPeIkPcdDVIiVsXc2oHnleADmHpjLE4ufINebS6XoSrzT9h1KR5YOXOTQWvi6L6SlgMkMLR6Blo/qi24iIlJgrUpJZdDkdZzMdBHpsDKqax3a1ygOnjwOfj+Eh04uYkdEKGZgSK3+3FNvEGaTOdhli4gUaMWLFwfg+PHjlChR4uzrx48fp27dumePOXHixHnneb1eUlNTz55/qWjAUETkDxxKy+TF+V+x9OTXmEIOQihgmKgQ1phHmw2kSXwN6haphsnw8/mOL3C6nUTZo+iZ2I2+1e/GYRgQom/riIiI/F1ur5+PVq5g4taPybatxGTxYQJCTQn0SLyLgdXaEWK2UTapByb4bT9O6oHD4wZbeLBvRUREJGhOZbkY+tVGFu08CUDzGqmcCv2cWYcOA3CzP5Rh+3cR4/cHviB389sQVTKYJYuIiFxyLo+PsQv3MnFZCs5cL1GhVno1K8+0gc1w5nkoVyQcwzD4eOvHjF47GgOD5iWbM6rlKCLtkeD3wZLRMH8EGD6ILgOdP4ByzYN9ayIiIn+LYRhMWJLCiBnJ+PwGiQmRvH9nfSoWjYD0AyyYegdPWpxkOuzEmUMY2eYtmpZqFuyyRUQICQlh8eLFf+nY9evX869//etPj3vrrbeoV6/en/69F0uFChUoXrw4c+fOPTtQ6HQ6WblyJffddx8AzZo1Iz09nbVr19KgQQMA5s2bh9/vp0mTJhetlgvRgKGIyAWsP3iclxd9wvacHzHbUzGFAIaNBnHteOrqgVSJqxg40OfG8dGN9LlmKP1um0NmbiqRoXF498zD8cktcM+MYN6GiIhIgeXMdfP6opl8lzIZX+hWcIAJKGKtyv31+tIlrgyWFe/D4lfgX+twfHzzhfvx513Vj0VE5Iq2ZNcpHvpqAyczXTjsLho3WMaG9FmQDcWtETx77DAtMg+APQLavwz1eym1UERECr1ct5exC/cyZu6us685c728PW83ZpOJAS0r4vF7eHnFy3y962sA7ki8g8cbP47VbIWMQzC9P+xfGji5Rme48Q0IjQnC3YiIiPxzWS4vj03bxE+bjwLQqW5JRnSuRZjdinfXLN6dPYQPIxyAmTqR5RnVfjzFwy9tWpaIyF9lMpn+8qriJk2aUKxYsd8kAf5aQkICTZo0wWKxXKwSAcjKymL37t1nf05JSWHDhg3ExcVRtmxZHnzwQV566SWqVKlChQoVeOaZZyhZsiS33HILANWqVaNDhw7069ePsWPH4vF4GDx4MN26daNkyUv7ZWENGIqInGEYBjO37+L1lR9xzJh3dvWixQjn2tJdeLRZH4qGB1ZikH0akn+CSq3g8BpCp/SAsCLERSRA1nFsOacDx+U54ZdzRERE5E8dTsvipQVfseTENPjf9OAmA7ja44Tl78CeeedOOrIeKre9cD9u+Rj4vGCxB+2eREREgsHr8/PGzzt5b8EeDAPKlt6LKX46G9JPAdCNKB7cvZVww4DyLaDTuxBbLshVi4iI5A+L2czEZSkXfG/ishTual6Mx+c/wspjKzGbzAxrOIye1XpiMplg6zfwwwOQlxEY0O/4GtTprgF9EREpsHafyGTAp2vZczIbq9nEMzdW5+5m5TAZBqfnvsBjuz5jZUQgpatHhZt45KoXsFlsQa5aROTvsVgsPPLIIzz66KO/e8zDDz980YcLAdasWUPr1q3P/jx06FAAevXqxaRJk3j00UfJzs6mf//+pKenc/XVVzNz5szzkhI///xzBg8eTNu2bTGbzXTp0oW33nrrotf6v0yGYRiX/G8JIqfTSXR0NBkZGURFaU2piPyW1+dn0upVfLh5ElnWlZjMXgBCKEb3xDu5r2E3Qq1npt0Pr4NV42HL1+CIgAc3w+jqkJf+2wuHxMCwXRpokCueerGI/BUbDh3npUWfsD07kB4MnEkPvpanmt9DlUNrYdk7cGJr4D2TGardDM2HQOmG4M2DxaNh5bhAXw6JgSYDoMVQsF68iHqRgkr9WOTKcigthwe+2MDa/WmYLFlUrf4zR7wrAChnj+WFIwdokJkG1lBo9zw07g9mc3CLFink1ItFLi8nMvNo/PJcAOLC7RSNcHAyy0VqthuT7RTV6k7lYNZ+wqxhvNbyNa4pfQ24smDGY7Dhs8BFStaHLh9CkUpBvBMR+X+oH4v81k+bjvLotI1ku30Ujwrh3Z71aVAuFnJS2fD1XTzs3ssJq5VQzDx/1XA6Vu4U7JJFRC6KefPmMWrUqPOSDBMSEnj44Ydp06ZNECu7PCnBUESuWFl5HkYvnsU3ez/HG7IF7IHVi3GWKgys25eu1TtgMVvA64KNX8KqD+DwmnMXiK4GmccDwwsLR/72L2gyQIlJIiIif8AwDGadSQ8++j/pwe1KdebxBrcRv/UbmHQzZB0LnGQLh/p3Q9OBEFv+3MWsIXDVg3DNI4EE4ZAo8Hk0XCgiIlecmVuO8ui0TTjzPEQW2UxYiR854nViMZnpZYrlvp0bCDEMKN0IbhkL8ZWDXbKIiEi+8fj8jF+0l95XladOmWgGtynHVZWLkZqTQVxYNEv37uPtLZ+QkrWfhLAE3m37LolxiXB4LXx9L6TuBUyBL7O1egKU3iQiIgWUx+fn1RnJTFgSSPRtVrEIb/eoR3yEA+PweiZ/fzejQg28VivlHXG80X4ClWP1+VFECo82bdrQsmVL1q9fz6lTp4iPj6devXqXJLmwMNCAoYhccY46s3lp3lcsOj41sHoxBDBMlAttxKNNB9CibKPAqouMw7DmI1g7CXICK6Qw26Bm50C6Q6kGgbUXLQKxtUpMEhER+Wu8Pj8fr1nFh5smkXkmPdgEhJDAHVV7MqhSU0LXfATvXwWenMBJkSUC/bVBbwiNvfCF7WGBP8PjA39qyF9ERK4geR4fL/+0nU9X7MdkTSehyk/kWDeT44PE0AReOLCHGln7Av2x9VOBFGCzfmEqIiJXjn2nsnngyw1sPJhO3TLRfHZvAyZt/Yjnp03G6XYSZY+iW2J3Jt3wPi8uf4knmzxB0ZC4QFr+/JfB74WoUtD5Ayh/dbBvR0RE5G874cxj8OT1rNoX2CQzsGUlHrmuKlaLmZzVH/L86leZER4KmLg2oTEvtn2LcFt4cIsWEbkELBYLDRs2DHYZBYIGDEXkirHlyAleXPgJW7N+wGRPPTNYaKVe7LU8efUAkopUAsOA/UsDaYXbfwTDFzg5siQ0ugfq94KIYudfWIlJIiIif0lWnoc3lsxi+p7z04NjLVW4r+49dI2Kx7L8XZg9FAx/4KSEWtB8MNToDFYNDIqIiFzI7hOZDJ68nuRjGdhiVhFRchY5Ri42s42B5nj6bFuJDaBEnUBqYUL1YJcsIiKSbwzDYOraQzz//VZy3D6iQqyUL2rnk20f8cHmsWePc7qdfLB5HCYTvHj1cCJyMuCrTrBvceCA6p3gpjG//6U3ERGRAmBVSiqDJq/jZKaLSIeVUV3r0L5GcfDksfe7+xl6eil7wkOxAkPrDuHO2v0CwSwiInJF04ChiBRqhmHw8849vL7iIw5552Ky5mCyg9kIp03JW3jyqnspGh4P7uxAWuGq8XBi27kLlLsaGveDpBv+eN2FEpNERER+11FnNi/Pn8rC41PBceC89OBhTfrRMuc4LBsDh1adO6lyu0CyUoWWgcRgERER+Y1fBiae+24reRwnqsI3GCF78BpQJ6Isw/fvpKJzD5itcM0waPGwVjmKiMgVJT3HzRPTNzNjyzEAmlSIY0y3uhSJsDI5efIFz5mSPIUBtfvBpBshbS/YwuH6kVDvTn0+FRGRAsswDCYsSWHEjGR8foPEhEjev7M+FYtGQNo+Zk/rxjPWTHLsdopaQhnV7j3qF1eql4iIBGjAUEQKJZ/f4LO1q/lg4yQyLMsDqxet4KAot1fpyZBG3QmzhcHpPbD4dVj/ObgyAifbwqD2HYHBwoQawb0RERGRAmzLkZO8tPBjtvySHuwADCt1Y9rxVNO7Sdq/DL4bAGn7AidY7FC7KzQbDMWqBbN0ERGRy15mnoenv93CdxsOYotbQmSxnzFMHkItITxgLUG3zQuxABStBreOhZJ1g1yxiIhI/lq2+xRDv9rIMWceVrOJh69LpP81FbGYTaTmpuJ0Oy94ntPtJDP7JHG2EChZD7pMgCKV8rl6ERGRiyfL5eWxaZv4afNRADrVLcmIzrUIs1vx7JjJmz//i08iHICZhlGVea3DeOJD44NbtIiIXFY0YCgihUqOy8uYpbOYuvtz3PYtmGwGJiDGXJn+de6hR82OWDDB7p8Da5B3zzl3clxFaNQP6vaA0Jhg3YKIiEiBZhgGc3ftYdTyiRzy/vw/6cG38mTdmyi66atAEkReeuCk0FhodG+gD0cmBLV+ERGRgmDToXSGTFnPwaw9hJX/GkvoIQygaXRVnkvZSumMnWAyQ/N/QesnweoIdskiIiL5xuX1MXr2Tj5YvBfDgIrx4YzpVo9apaMByPPmEWYLI8oedcEhwyh7FJGhRaDGrXDVg2DVthoRESm4dp/IZMCna9lzMhur2cQzN1bn7mblMBkGJ+Y8w7C9X7IuIvCZsU+V2/hX06ewmjVGIiIi51NnEJFC4URmDi/Pn8r8Y1MxHPvBASagjKMhjzQZSOvyjTHlpcOK92H1+HNJSZigyrXQuD9Uagtmc/BuQkREpADz+Q0+X7eacRv+Nz24GF0r92BI+bqErvoQxl4Dfk/gpLiK0PT+wHC/PTy4NyAiIlIA+P0GHy1NYeSsLZhi5hFeYT6Y/ETaIhhmL80tG2ZjAoirFEgtLNM42CWLiIjkq90nMvnXlA1sOxoYHOzRpCxP31CNMHvgcdjW01t5cvGTPFj/QbondWfcpnG/uUbPpO54vS5sLR/N19pFREQutp82HeXRaRvJdvsoHhXCuz3r06BcLOSksvrrngxz7+d0iIMIk5WXWoygbYUOwS5ZREQuUxowFJECLfn4aV5c8DEbnd9jsp8+u3qxVnQbnm4xkOrxVeDYFvjhAdj0FXhzAyeGREO9u6DhPVpvISIi8g/kur2MWTKbr3Z/isexBWycSQ+uFEgPDg3Bsvw9mDP03EllmwXWICdeD2ZL0GoXEREpSE5nuXhk6kYW7l9LSNlpWBwnAGhTpA5P7dlIsbTZgQOb3AdtnwV7WBCrFRERyV+GYfDZygO89OM2XF4/sWE2RnapzXU1igPg9Xv5aMtHvL/hfbyGl0lbJvJ+6zcxGwaf7/gCp9tJlD2Knond6JvYA4f6qIiIFGAen59XZyQzYUkKAM0qFuHtHvWIj3BgHFrLpB96MybUwGe1UDmkKG9eP5FyUeWCXLWIiFzONGAoIgXSwt17GbnsIw545py3erFl8U48dfW9JITGQPKP8P2/4MCycycWqwFN+kOt25WUJCIi8g+czMrl5flTmXf0q7PpwRgmyoQ05JGGfWjt3I9pyatwYmvgBJMZqt0MzYdA6YZBrV1ERKSgWb7nNA98tYIMx4+ElV+KyWQQ54jlSUd5rlvzXSC1MKYsdHoPKrQIdrkiIiL56lSWi8embWJucmD4vkWVeF6/vQ7FokIAOOA8wBNLnmDTyU0AXFvuWp6pdT9hE9rT59rn6XfbHDJzU4kMjcO7Zx6Oj9pDnxkQHh+0exIREfm7TjjzGDx5Pav2pQIwsGUlHrmuKlazicxV43hm7SjmhoUAJm4scTXPtH6dMJsG60VE5I9pwFBECgy/32DKhnWMXf8RaeZl51YvGkXpXKkHDzTpTrgrC9ZOhDUfQebRwIkmC1S/ObAGuWwzMJmCeyMiIiIF2I4Tpxk+/0LpwW15umF3qqfMh2/7QtbxwAm2cKh/NzQdCLHlg1m6iIhIgeP1+Xlr7i7eWzkTR/Hp2O2BB0Q3F2/OsJ2riDn9XeDABr3hupfAERm8YkVERIJg/o4TDJu6kVNZbuxWM493SKJ38/KYzSYMw2DqzqmMWjOKXG8uEbYInmzyJDdai2KKLAlZJwid0gPCihAXkQBZx7HlnIaQGAiJCvatiYiI/N9WpaQyaPI6Tma6iHRYGdW1Du1rFAdPLju/vY+haSvYHxaCDROP1x/K7TV7YdJzUxER+Qs0YCgil708j4+3l87hi52f4rJvxmQ1MAFR5or0q30Pd9W8AcuRdYE1yFu/Bb8ncGJ4UWjQBxr2gaiSwbwFERGRAm/hnhT+vXQC+3+dHuwPp2WJTjxd8zqKbZwCn9wInpzACZElocmAwMBDaEwwSxcRESmQjqTnMuSLZWzJ+5zQsqsBSAhN4LnQSrRY8RUY/kC/vfltqNIuyNWKiIjkrzyPj1dnJDNp2T4AEhMiGdO9LknFA4OBp3JP8ezSZ1l8eDEAjYo34qX6j1By6buw4TPoNhka94NFr0HO6cA/v2gyAHxesNjz+7ZERET+FsMwmLAkhREzkvH5DRITInn/zvpULBoBqSn88HU3hluzyLPZKG4JZ/R146hVrE6wyxYRkQJEA4YictlKzc7j5QVTmXP4KwzHPnCACShlb8DQxv25tkxdTFunw4dt4OjGcyeWbhxIK6x+M1gdwSpfRESkwPP7Db7csI73/ic92G4UpXOl7jxYuirhq8bDhyMBI3BSQi1oPhhqdAarHsaIiIj8HXO2HeeRnz7HG/s19lgnAN3KtOPB5OWEn/gicFDtbnD9qxAaG8RKRURE8t+2I04e/HI9O49nAdDnqvI81iGJEJsFgJ/3/8wLy18g3ZWOzWzjgfoPcJfbinnijecGCY9ughYPg8kMK8dBXnogubDJAGgxFKwhwbk5ERGR/1OWy8tj0zbx0+bAZrdOdUsyonMtwuxW3Mk/8e95D/FluAMw0zwmiVfbf0BsiD5HiojI/0cDhiJy2dl9MpXhCz5mXfr3mOynzqxetFAjqg1PXT2QWjYHrJkA03pAblrgJIsDat0Oje+FkvWCWr+IiEhB5/L6eGfpHKbs/JQ826/Sg02V6FerF3fZDCwr3oO5q8+dVPnawGBhhZagtRoiIiJ/S57Hx/M/reTbA+9iK7YJM1AyrDSvRFajwZKPwe8NpPXf+CZUuzHY5YqIiOQrv9/go6Up/HvmDtw+P0UjHYy6vQ4tqxYFINOdyaurXuX7Pd8DkBibyIhaA6my8E3YF0gypFj1QB8t2yTw81UPwjWPQJ4zsBbZ59FwoYiIXNZy3V4sZjOZeR4iQ2ysP5BG8rFMbBYTT99QnbublcNk+Dk6+0keTpnG5vBAGMvAxJ4MbDwMi9kS5DsQEZGCSAOGIhIUWe4cHBYbTreTKHsULp+HfafTeeLn90lxz8FkzcZkB5M/jBbFb+bpq++lxIltMPd52DkjsAoKILoMNOoL9e6G8CJBvScREZGC5EK92O+1MHzBV8w59BV+xz6w/5Ie3JBH6t9N27QdmBY+B+n7Axex2KH2HdBsEBSrFszbERERKZD+tx/vyzjEdv9b2KK3YsJMr/I3Mih5ESFbJwROqN4JbhgN4fHBLVxERCSfHXfm8cjUjSzedQqAdtUSGNmlFkUiAkMTq4+t5qklT3E0+yhmk5l7qt3N/Zm52D7rDj43WEOh1WPQbDBYbOcubA8L/PlLb9VaZBERuYy5PD7GLtzLxGUpOHO9RIVa6dWsPFMHNuNoei41SkVD9mmWfd2Dx7wHSQ9xEGWyMaLlKK4p1ybY5YuISAGmAUMRyXcur4tJWycyJXny2Yco3ZO606NaT0yRGzFlZGM34ulUoRsPN+hE+Nbv4eMb4dTOcxep2CqwBrlqB9A3bURERP4vv9eL76x2JzvdUwPDhYaVGlGteapeF2rtmQPf9IK8jMAFQmOh0b3QqB9EJgT1XkRERAqq3+vHEzu+xxMLn+Vf1mhqLPogMBQREgM3vA41uygpWERErjgztxzjiembSMvxEGIz88yN1enRuCwmkwmXz8U769/h460fY2BQOqI0r1TqSr3F78Dp3YELVL4WbhgFseWDeh8iIiL/RK7by9iFexkzd9fZ15y5Xt6etxuzycSAlhXxH1rNBz/04b1QMCwWqoeWYHTHiZSKKBXEykVEpDDQgKGI5Kssdw6Ttk5k3KaxZ19zup2M2zQOgMcbPcnW40foU6oa1jUT4K0G4M4KHGiPgLo9AgMNRRODUb6IiEiB92e9+OEGD/PV5qU8k9SC4hs/h087gd8TODCuEjS7H+r0OJfyICIiIv+3P+vHoxO7ET7phsAbVTvATWMgsngwShUREQmabJeXF3/cxherDwJQs1QUb95Rj8rFIgDYkbqDxxc/zu70wCBhlwo3MOzUKcK/fTBwgYgEuH4kVL9FA/oiIlLgWcxmJi5LueB7E5fu5e7wOTyy6U0Wh4UAcFvptjzeaiQOiyM/yxQRkUJKA4Yikq8cFhtTkidf8L0pyVMYUKsfzZe8C9/3OfdGkSqBtMI63SAkKp8qFRERKZz+rBf379qPlssmwCcjz71RtllgjVTi9UoOFhERuQjsf/bZ+LZ7IKY8tBwGdXtqKEJERK44Gw+m8+CXG0g5lY3JBAOuqcTQa6tit5rx+X1M2jqJdza8g9fvJS4kjucTWtJ6+SeQmwaYoFFfaPsshEQH+1ZERET+Ma/PT2q2G2euF4CKRcOpUjSCXSezOHIylX7WsfTcdpDDoSE4MPF04ye4pVr3IFctIiKFiQYMRSRf7EtNY8qWmfSq3xKn23nBY5xuJ5m5p4g7vRtMZqh6PTTuF1iHrIcpIiIi/4jb6+f7bau4qmK5P+zFWTmniDu9K9CLq90MzYdA6Yb5XK2IiEjhNH/XHn7cM4uhV3f648/GLidx98yCKKUWiojIlcXnNxi7cA9vzNmJ129QIjqE17vWoXmleAAOZR7iqSVPse7EOgBaJzTiuaOHKbJgTOACCbXgpjf1OVZERAqNvSezeOGHrbx/ZwNuqF2cpztWJD4yAqfbSZQ9ioOpOxm2JITDTiulrZG80WECSUWqBbtsEREpZDRgKCKX1Mr9B3hlyYfsyZtNXLidB5p1IsoedcEHKVH2KCLD4gMrK+p0g9hy+V+wiIhIIZOek8eIhV8z8+CXREel07HazD/vxYkdofsUiC2f/wWLiIgUMn6/wefr1jJ2w0dkWJYTFxpJrKP3H/fj0CJgsQWhWhERkeA5lJbD0K82siolFYAbapXglVtrER1mwzAMvt39La+uepUcbw5h1jAej6zOLau+x+T3gC0MWj8JTe4Dix59iYhIwef3G3y8fB8jZyaT5/Gz81gmo7vW5MPN45mcPOXsgGH3pO6Mv34S76x4lQebP02UXdvgRETk4tOnLBG56AzD4JvNm3h77YecZCkmsweTFXJcoRzLPkqPxG6M3fzBb87rmdgNj9+LrdVjQahaRESkcNmXmsYL8z9hTeq3YD8FDkjLs7I3fc+f9+K2z+R/wSIiIoVMnsfHmCWz+WrXZ7jsmzHZDEwA3jhSc0/TM7Eb7/9uP3Zj04ChiIhcQb7bcJinv91CZp6XcLuFFzrVpEv9UphMJk7nnuaF5S8w/+B8AOpHVeTlQ/sovWt64OSqHaDjaxBTNoh3ICIicvEcSsth2NRNLN97GoCrK8dTJcHKh5vHM3bTuLPHOd1Oxm0ahwl4pPmzhNkjglSxiIgUdhowFJGLxuPzM3bFXD7d/gk51o2YzIGHJxGm8txT5Tb62PxYzaHcm9QDE/D5ji/OfrumZ2I3+ib1wOFxgy082LciIiJSYK3cv59XlkxgT95sTNZssIPJH8ZVRW/k2Up1KeGIp4p6sYiIyCVzKiuXlxdMY+6RrzAc+8ABJqC0vQHDqt9E64z9mAwzfZN6AOrHIiJyZXPmeXjuu618s/4wAPXKxvDmHXUpVyTQB+cfmM/zy58nNS8Vq8nKEFsJem1cgAUgsiRcPxKq3QQmU/BuQkRE5CIxDIOv1hzkxR+3k+XyEmqz8OQN1bizSVm8fi+Tk6dc8LzJyVPoX3tAPlcrIiJXEg0Yisg/5sxzM2LBNGYc/AKfPQVsgYcnxa31eLjKdbQ/shzT3EfBHg61u+L4+Gb6XDOUfrfNITM3lcjQOLx75uH4vCvcMyPYtyMiIlLgGIbBN1s28vaaCZxkCSazF5MVbP4idCpzKw+H+IlYOwm2TYQHN6sXi4iIXAK7TqQyfMHHrM/4HtOZ9GAMCzWj2vBshfpU2/4DfNMXwuKg6QD1YxERueKt2ZfKg19u4FBaLmYTDGlThSFtKmO1mMn2ZPPa6tf4etfXAFR2FOHVQ/tIzNoLJjM07g+tn4IQrYEUEZHC4YQzj8enb2Ze8gkAGpaLZdTtdSgfHw5+P053Bk6384LnOt1OMt1O4kKL5GfJIiJyBdGAoYj8bQfS0nlh/qesOv0N2E+CHTAsJIZfw7NlalA7+Qf4z6BzJ8RXhczjULktoVN6QFgR4iISIOs4tpzT0PIx8HnBYg/aPYmIiBQkv5seTAXurXA9vZy7sK4cCZ7swAkhMZC6V71YRETkIlqyN4URSz9iv3sOJms2JjuY/WG0LNaRp2JjSFj3OWyacO6EUg0gN039WERErlgen5+35+7infm78RtQOjaUMd3q0qBcHADrT6znicVPcDjrMCZM9PKHMXjHehwGUKIO3PgmlKof1HsQERG5mL7feIRnvt1CRq4Hu8XMI+2r0vfqiljMJkhNYeHcJ2h860Si7FEXHDKMskcRadfQvYiIXDoaMBSR/9vagwd5afEEduXO/NXqxVCax13Ls1ERlNw4GbZ+HDjYZAmsqGgyEMo2DayqaDE08N7KcXBiW2DYoeVjgdetIUG7LxERkYLCmedmxMKvmXFgyv+kB9fl0TKNaLd/AaZ5j587oWhSoBfX7hpIFI6vEnhdvVhERORv8fsNvtq0jvfWTiTVvPRserDdiOf2UtczxJtK+MYJkJcROMEeAXV7QpMBUKRS4DV9NhYRkSvQ/tPZPPDFBjYcTAegc/1SvHBzDSJDbHh8Ht7d8C4Tt07Eb/gpYQnj5cMHaJSbE+ilrZ8KJBda9GhLREQKh9RsN898t4WfNh0FoGapKEZ3rUvVhEgwDDJWvMsr68fwnzAHbx1ZQfek7ozbNO431+mZ1B2vz4XNYsvvWxARkSuEPoWJyF9iGAbfb93EmDUTOGEswWT2YLKC1V+EWxPaMNR3iohNH4EnJ3BCaCw06A0N+0JMmfMvZg2Bqx6Eax6BPGdgjYXPowcoIiIif+JgWjrPz/+UVanTwXbqbHpwUtjVPFekBDW3fQO7vj9ztAmqdggMMlRsFRjy/4V6sYiIyN/i8vp4Z9nPTEn+lDz7JkzWQHpwlKkC95W+im7HN2JdNgIMf+CE2AqBXly3529XOKofi4jIFcQwDKatPcTz328l2+0jMsTKK7fW4qY6JQHYlbaLJ5c8SXJqMgA3u+DxozuINAxIuhGuHwnRpYN5CyIiIhfVz9uO8/j0zZzKcmE1mxjcpjKDWlfGZjFDxiEWfduH572HOBnmwGzAodQd9Kt1L2bg8+QpON1OouxR9EzqTt9a/XBYHcG+JRERKcQ0YCgif8jr8/PBqgV8vHUS2dYNmEwGJhOEU44BxRpx18n1WFe9fu6EYtUDCUm1bgd72O9f+Jf3wuMDf2r1k4iIyO/6TXqwLZAe3CKmJU9bPZTY8jVsO7MawxEF9e6ERveeS0i6EPViERGRvyw1O48RC79m9qEv8Dv2gSOQHlzKVpfHilWm1a7ZmBa9cu6Eiq0Dn42rXAdm8+9fWP1YRESuAOk5bp78ZjP/2XwMgMYV4njjjrqUignFb/j5dNunvLXuLdx+NzFYee74Udrl5EJUKej4GiTdEOQ7EBERuXiceR6G/7CNaWsPAVClWASju9alVuloMAwy10zgtVUj+SbcAVYr5e0xvNzmbWon1AWgT43e9Ks9gEy3k0h7FF6fS8OFIiJyyWnAUEQuKMvl5tWF0/lx/xR89r3nVi9aavJYbDna7pmFKWXxmaNNkNgRmg6E8i3OT0gSERGRv+WX9OC31kzg+HnpwXHcHteEB7JSCN84HjACJ8RVCgwy1O0Ojsig1i4iIlJYpJxO44X5n7Am7VtM9lPgAAwLtcKa8Ux4KNW2fgs7z6QH28KgTjdoPACKJQWzbBERkcvGsj2nGPrlRo4587CaTQy9rioDrqmExWziaNZRnl76NKuOrQKgRZ6H4ScOEe8Hmg6C1k/o862IiBQqS3efYtjUjRzJyMNkgv4tKvLQtVUJsVkg8zjLv+vLs649HAt3YDLgroo3M6T5M4T8Kuk+1B4BQFxoEQCtRRYRkXyhAUMROc/hdCcvzP+E5aeng+3k2dWLNRwNeDrERs3tP8Lu/wQOdkRD/bsCCUlxFYJat4iISGERSA+efyY9eOPZ9OAIynJ/TCLdDy/Dun7cuRMqtYWm9wX+/KOEJBEREfnLVuzbz4ilE9iTNxuTNRuTHUz+MNpFNeZRbyrFk78CvzdwcHQZaNwP6t8NobHBLVxEROQy4fb6eX32Dj5YvBfDgIrx4bzZrS61S8dgGAY/7PmBV1a+QpYni1ADhp0+zW2Z2ZhK1oMb34SSdYN9CyIiIhdNjtvLqzOS+WT5fgDKFQnj9dvr0LB8XOD9jZMZvewFvgyzg9VKGWskL7YZQ4MSjYJZtoiIyFkaMBQRANYdOszLiz9kR85MTNass6sXW4fV5XH3SUrs+JqzCUlFqkCTAVCnOzgiglq3iIhIYZHlcvPqgq/58cAX56UHlzJX47GwGFrtno0pZUngYFt4IKmw8QAoWjWodYuIiBQWhmEwffMG3l77EadYgsnsxWQFu78IPaJrMPDUFsI3f3LuhHJXBz4bJ3YEi37FJiIi8ovdJzJ54IsNbD3iBKB747I8c2M1wuxW0vPSGb5iOHP2zwGgdp6bESdPUdYcCte/Bo36gtkSzPJFREQuqrX7U3n4q43sO50DwF1Ny/FExyTC7FbIPs2aH/rzTNZWDoXZAehWtj0PXT2cMFtYMMsWERE5j377KXIFMwyD/yRv5Y1V4znmX3x29aLNH0u3sKrcf2oTEfu/PHdC5WsDa5ArtlFCkoiIyEVyKD2D4fM//U16cB1bTZ4kj+q7fwbDFzg4pmxgqLDenRAaE8yyRURECg2Pz8/7y+fy2fZPyLFtxGQ2MAHRlGZweEluS1mEdf/6wMEWB9S+PdCPS9QOat0iIiKXG8Mw+HzlAV76aRt5Hj+xYTZe7VKb9jWKA7D40GKeXfYsp3JPYTXgvrR07slwYq3eCTq8ClElg3wHIiIiF0+ex8cbP+9k/KK9+A0oER3Cv2+rTYsqRQPvb/uOtxY+zmehFgybjRKWMIa3ep2mpa8OcuUiIiK/pQFDkSuQz2/w4aoFTNw6iSzL+sDqRTNEGSUZFBLPbfsWY8/bGDjYHgF1ewQensRXDm7hIiIihcj6w4d4adEEduTMwGTNPpMeHMJ1jkQecaZQfN8P5w4u3yKwBrlqByU5iIiIXCTOPDcjFkxjxsEv8NlTwB5IDy5vqsIwq4UWu+dj8nsCB0eWgEb3QoPeEB4fzLJFREQuS6eyXDz+9SZ+3n4CgBZV4hl1ex0SokLI8eTw+prX+WrnVwBUdHt45eQpaoQWh+7jIbFDMEsXERG56LYczmDoVxvYeTwLgC71S/PsTdWJDrVBbjqbfhzMU+lr2BdmA6BzyZYMa/kqEXZtjhMRkcuTBgxFriDZLg8jF03nh31T8Nr3gDXw8KQsFRiGQcv9SzAZ/sDBseXPJCT1hJDoYJYtIiJSaATSg7fwxqoPz0sPtvtjuNNWkn4n1hCRfWaw0BoCtbtCk4GQUCO4hYuIiBQiB9PSeX7+p6xKnQ62U2fTgxtZq/BY3kkSD809d3DpxoEk/2o3g8UWtJpFREQuZ/N3nGDY1E2cynJht5h57Pok+jQvj9lsYuPJjTy5+AkOZB4E4M4MJw+kZxLSdBC0ehzs4UGuXkRE5OLx+Py8N38Pb8/bhddvEB9h55Vba3HdmTRf985ZvDdvKBNDTPjtNoqZQ3iuxatcU75tkCsXERH5Y0EdMBwxYgTTp08nOTmZ0NBQmjdvzsiRI0lMTDx7TF5eHg8//DBffPEFLpeL9u3b895775GQkBDEykUKliMZTobP/5Slp6aD7cTZhycNTOV5LOco1Y4vPHdwhZaBhKQq1ykhSURE5CIJpAfPZ+LWj89LD471JzDYHMKtB5dj828KHBxV6lxCUlhcUOsWEREpTNYePMhLiyewK3fm2fRgsz+EG6xlefDkNoo5ZwcONNugZmdoMgBKNQhu0SIiIpeRXLcXi9lMZp6HyBAbbp+PSUv3MWr2TgCqJkQwpls9qpWIwuP38N76cYzf9AF+DBK8Xl48eZpmRWpB1zeheK3g3oyIiMhFtut4Jg9P3cimQxkAdKxVnJduqUVcuB1cWWyb8QBPnVzC7lA7ADcmNOXx1qOIdijoRURELn9BHTBcuHAhgwYNolGjRni9Xp588kmuu+46tm3bRnh44FtrDz30ED/99BNTp04lOjqawYMH07lzZ5YuXRrM0kUKhI1HjvDSog/Znj0DkzXrzMMTBx3NJXjg5DaKZ88PHGgNhTp3BBKSilULbtEiIiKFSLbLw8jF3/BDyuTz0oMr+UvxsDuTq4+uxvTLwWWaBhKSkm4Ci4LGRURELgbDMPhh2ybGrJ7AcWPJ2fTgEH8Uvcwx9D6ylghPYCiC8KLQsC807AORxYNbuIiIyGXG5fExduFeJi5LwZnrJSrUSq9m5endvDzfrD9CiyrxPH59EiE2C3vT9/LEosfYlpYMQMesbJ7M9BLd9hVo0EdfbBcRkULF5zf4aEkKr83egdvrJzrUxvBONbi5TklMJhOevYv4cPYgPggx8NrtxJnsPHvVi7St1DHYpYuIiPxlJsMwjGAX8YuTJ09SrFgxFi5cyDXXXENGRgZFixZl8uTJ3HbbbQAkJydTrVo1li9fTtOmTf/0mk6nk+joaDIyMoiKirrUtyByWZiRvJU3Vo7niH8RJrMHgBBfBHcRQZ/D64n0BV4jukwgIan+3UpIEpFLRr1YrkS/SQ8GMMw0M0rwcFoKic5jgdcsdqjZJZCQVLJe8AoWkUJP/ViuND6/wQcr5/Px1klkWTdgMgV+/VXUX4TBXj83H9547lu3JeoGkvxr3ApWR7BKFpFCTr1YCrJct5exC/cyZu6u37w3pE1lujUqQ6nYMPyGnynJU3hj9Shchpcon49nTqfRoXwH6DBCA/wiEnTqx3Kx7T+dzbCpm1i1LxWAVolFGdmlNglRIeDJZdesYTx1ZA7bHYHUwmvj6/F02zeJC9FzWRERKVguq2iUjIxAXHBcXKChrl27Fo/HQ7t27c4ek5SURNmyZX93wNDlcuFyuc7+7HQ6L3HVIpcHv99gwppFTNw8Eadl3dnVi/G+WAa7XNx8fBu2Xw4u2zyQkJR4gxKSROSiUy+WK9mF0oMtfjs3+2O4//hWirv3BQ6MSDiXkBRRLKg1i0jhpH4sV6psl4dXF33Nj/um4LXvBVsgPTjRV5ShWSdolro+kB5sskD1m6HJfVCmMZhMf3JlEZH/j3qxFCYWs5mJy1Iu+N7Hy/cxpE0VjmUf45mFj7Li5HoAmufkMtwdSsItn0KVdhc8V0TkUlM/lkvFMAw+X3mAV/6znRy3j3C7hWdurM4djcpgMpnwHljJpBkDeM/hxeOwE22y8lTTZ+hQ5VZM+vwpIiIF0GUzWeT3+3nwwQe56qqrqFmzJgDHjh3DbrcTExNz3rEJCQkcO3bsgtcZMWIEL7zwwqUuV+SykeP28Nqib/kuZTIe++6zqxcTvUV4KPMozdM3Bh6eWOxQ6/ZAQlKJOkGuWkQKM/ViuRL9b3qwyQphvjD6eEzcdSyZ8F9Cw0vWDyQkVb8FrPag1iwihZv6sVxpjmRk8ML8T1l2ajrYToIdMMxc44vjgVO7qJp7IHBgaBw06A2N+kJ06WCWLCKFnHqxFCYZuR6cuV4AKhYNp0rRCHadzGLvyWycuV6+3fEdb657iUy/mxC/n6FpTrrV6oup5aNgDwty9SJyJVM/lkvhaEYuj07bxOJdpwBoWjGO126rQ5m4MPC6SJnzFE8f/J5NIQ7ARKvYGjzb7m2KhhUNbuEiIiL/wGWzIvm+++5jxowZLFmyhNKlA7/gnTx5Mn369DnvmyUAjRs3pnXr1owcOfI317nQN1HKlCmjqGsp0LLcOTgsNpxuJ1H2KFw+Dy6PwTNzP2bJia8xfrV6sYU3igdO7SYxLyfwWkTxwBrkBr0hQv/iKiKXnnqxFFYX6sfzdm/l1eXvnk0PBkjwRjIkO52OqYcD6cFma2CgsMlAKNMomLcgIlcQ9WMpjC7Ui485s3n85/dIzp6ByZoNgNVvo7PHwYDjOyjm8wVOLlYjkORf63awhQbxLkTkSqFeLIXBCWceHyzay9DrqjJs2kae7liR+MiIs734mDOd5+aOYHX2HABquly8YilNhRvfgYTqQa5eRET9WC4uwzD4Zv1hnvt+K5l5XhxWM491SKJ38/KYzSb8Rzbw+Y/3MsaWi8tsJgILjzd+lJuTuiu1UERECrzLIsFw8ODB/PjjjyxatOjscCFA8eLFcbvdpKenn5diePz4cYoXL37BazkcDhwOx6UuWSTfuLwuJm2dyJTkyWd/cdM9qTs9q/XkkH8mhu0EVr+Vzi4r/U7uofgvD09KNwoMMlS7WQlJIpKv1IulMPq9ftyjWg/id6aSmWFQ0xPJv9IO0DT7QCA9OKwINOgTSEiKKhnsWxCRK4z6sRQ2f/TZ2B2yFpMrm0hfCH1z8uh2eu+Z9GATJN0YSPIv30JrkEUkX6kXS0GW5fLywcI9jF+cQq7Hxw21ijO6a00+3DyeyclTzuvFo258mr4zdnPt4e30a/o4tvp9wGwO9i2IiADqx3LxnMpy8eT0zczedhyAumVieL1rHSoVjQCfh4M/D+eZPV+yNsQBmGkeVYUXrnuP4uEXnmkQEREpaII6YGgYBkOGDOGbb75hwYIFVKhQ4bz3GzRogM1mY+7cuXTp0gWAHTt2cODAAZo1axaMkkXyVZY7h0lbJzJu09izrzndTsZtGgfAsPpD2fHdfXRLPUiEYYDZBrW6BAYLSzcIVtkiIiKFyp/145fqDSXks9uo6jmzejGhViAhqeZtYAsJRskiIiKFyp/14ifqP8zpab1p7zwQSA92REP9u6BxP4gtH5SaRURECiKPz8+UVQcY8/MuTme7AahXNobKCTY+3DyesWd6L5zfiz9oPYai1nCIKBaUukVERC6lmVuO8uQ3W0jNdmOzmHiwXVUGXFMRq8WMcXw7U3/owyhLJrkhDkIx80j9B7i9Zh+lFoqISKES1AHDQYMGMXnyZL777jsiIyM5duwYANHR0YSGhhIdHU3fvn0ZOnQocXFxREVFMWTIEJo1a0bTpk2DWbpIvnBYbExJnnzB96YkT2HAbT/TItcFYfHQ8J7AP5H6JoyIiMjFZLdY/7Qf2+wxULlZYMi/XHMlJImIiFxEf/7ZuC82rwniqwbSCmt3A0dEPlcpIiJScBmGwX82H+O1WcnsO50DQIX4cB5tn0iHmsXx+r1MTp5ywXOnJE9hQO0BYLHlZ8kiIiKXXEaOh+e+38K3G44AkFQ8ktFd61K9ZBT4fRxb8ArPJk9ieWggtbBhRDmGX/s+ZaLKBLdwERGRSyCoA4bvv/8+AK1atTrv9YkTJ9K7d28A3njjDcxmM126dMHlctG+fXvee++9fK5UJH/luD1M27qYa6sk4XQ7L3iM0+0k05NN3M3vQOW2YFXEu4iIyMU0e+c2/rN3BsOu6vbH/dibTdyAxRBVIp8rFBERKdyOOTP5fNNMute96s8/G3ebDKUbayWjiIjI/2nl3tOMmJHMhoPpAMRH2HmgXVW6NSqDzWLmiPMgZovtj3ux20lcaJF8rFpEROTSWrDjBI99vYnjThdmE9zfqjL/alsFu9WMcWo3337fh3+bUskKdRCCiQdqDaRHvYGYTfpMKiIihVPQVyT/mZCQEN59913efffdfKhIJLhOZmYzfMGnLDw+jZgIN7fVnEmUPeqCv7yJskcR6YiGpI5BqFRERKRw8vsNPl67mPGbJ+I0ryUuJIbYkPv+uB/boyFUSQ0iIiIXy9ajRxm+6EO2Zv2HuHAb9zW54c8/G5fVpgsREZH/x87jmYyckczc5BMAhNkt9GtRkX7XVCTCYWXD0dVMWjGC9XmnmHHbn/ye2h6V3+WLiIhcElkuLy//tJ0pqw4AUDE+nNe71qFe2Vjw+zm59E1e2Pw+C0PtgJnaoSV4uf04ykdXCG7hIiIil1hQBwxFJGDbsWMMXziBLVk/YbJmgg1y8qzsT99Lj8RujN38wW/O6ZnYDY83B5slOggVi4iIFC45bg+jl3zH9L2f47HtBguYgIq5bjJyTtEzsRvvqx+LiIhcUrN3buP1FR9y2LcAk9mDyQqmPAdHMw/qs7GIiMhFciwjjzfm7GTq2oP4DbCYTXRrVIYH2lWhSLiNBSkzmLTmTTbkHT97zo6Tm+mR1J2xm8b95no9k7rj9bmwaUWyiIgUcCv2nuaRqRs5lJYLwD1XVWBY+0RC7RaMtAP85/vevOI7hjPUjg0YXL0PvRo8gMVsCW7hIiIi+UADhiJBNG/XDv694gMOeRdgMrsxWSHGa6GPM5XbvVYioytSMbwkJuDzHV/gdDuJskfRM7EbfZN64rCGBvsWRERECrRfpwcbtuNgA7Nh4rocN/emnyLRGgWh8fRN6gmoH4uIiFxs/5sebDIZmMxQ3mNmQNoJ2huh2CLKcG9ST302FhER+QeceR7GLtjDR0tTyPP4AehQozjDOiRSMtbC99s+55PNH3LAmwWAzTC40WVwd2I3KsfXonqxuoFenDzlXC9O6k7fWv1wWB1BvDMREZF/Js/j47VZO/hoaQqGAaViQhl1ex2aVSoChsHpVWN5ed0bzAm1g8VC9ZBivHzt+1SOqxrs0kVERPKNyfgre4oLMKfTSXR0NBkZGURFKaZfgs8wDD5dt5QPNk4k3bwGkynwy5xyHhP9009xfVY2NoAKLaHTu7DjP+TGlMZasTWZualEhsbh3TOP0IzDUO8usIcF9X5ERP6MerFcjn6THgw4/Ga6ZmZyd0Y6xX0+iCwJjftBw76w6Qv1YxEp0NSP5XLzm/TgMxrm+emXdopmeXmYzFao0Rmuewm2fateLCIFmnqxBIvL6+PzFQd4e94u0nI8ADQsF8sTHZMoX8zgy40f8MXOqaQZgfeifD7u8NroXmcgRRv0Bav97LVy3VlYLQ4y3U4i7VF4fS5C7RFBuS8Rkb9D/Vj+14aD6Qz9agN7T2YD0L1xGZ66oToRDis4j/Lzd3140XOAVIsFqwH9E7tzb5Nh2MxK7hURkSuLBgxF8kmex8voJd/z9Z7Pcdt2nn29QZ6ffumnaJ6bh8lih1q3Q9P7oHitwAHePFg8GjZNBVsIePKg9u3QYihYQ4J0NyIif516sVxO/jc9GCDWa6aP8zS3ObOINAwoWQ+aDoIat8AvK57Uj0WkgFM/lsvFb9KDAbMBHXJc3JOeSqLbA6Gx0KBPYNA/qmTgRPViESng1Islv/n9Bj9uPsprs5I5mBpY9VipaDiPdUiiSulcPl37Ft8fnIeLwBfgS3m83EUUtzZ5mLAaXUDrHkWkEFI/ll+4vX7enreL9xbswec3KBbpYGSX2rROKgaGQcaGz3hl5cv8JzTw++Eq9jhevvY9qsXXCHLlIiIiwaEBQ5FL7FRWDi8u+Iz5x6Zh2I4CYDKgfU4e96SnUc3tgbB4aNQ3kJAUmfDbi7hzwGKFPCeERIHPA/bwfL4TEZG/R71Ygs3vN/hs/VI+2PgR6ea1Z9ODy7uhX8bpQHqwyQxJNwQGC8s2BZPptxdSPxaRAkz9WILtwunBJro5ndzpdAbSg4tUCXzhrk73CycSqheLSAGmXiz5adnuU4yYkczmwxkAFI108GDbKlQtd5JP173FglPr+eXBUA2Xi96O0rS76kmsldpe+POwiEghoX585cl1e7GYzWTmeYgMseH1+zmakcfgyevZftQJQKe6JXnh5hrEhNkh+xSLvu/L8zk7OWm1Yjagb+VbGdjsaewW+5/8bSIiIoWXNdgFiBRWySeO8+LCj9jo/BGT1Qm2wMOTrplO7spwUsLng6LVoNn9UKtrIIHh9/zyYCU8PvCn/gVWRETkT/0mPdgCJqBRroe+GWmB9GB7JDS9H5oMgNjyf3xB9WMREZH/2/+mB5usEOeFPhlpdMk8kx5csVVgyL9yOzCbf/9i6sUiIiJ/aPtRJ6/OSGbhzpMAhNst9L+mPJXK72PKpkG8umP/2WNbZefSK7YmDdo+jal0w2CVLCIicsm4PD7GLtzLxGUpOHO9RIVa6d28PL2alcft9RMbZuPlW2vRsVYJADI3T+O1pc/wTagVrFbKW6N4ud3b1E6oH+Q7ERERCT4NGIpcZAv37GTk8vEccM/HZHFhskKsF3o507g9M4sovwGVrw0MFlZsrW+EioiIXGSnsnIYvuAzFvySHmwLrF5sn51Dn4yMQHpwTFm4ZiDUuyuQgCQiIiIXzS/pweM2fkTGmfRgkxkquv30zUgLpAdbHFC3Z2DQP0ErpkRERP6Jw+m5jJ69k+nrD2EYYDWbuKNxMcqX38r07a9w6HAaAHa/wU3Zudxd8hoqdnwCilYNcuUiIiKXRq7by9iFexkzd9fZ15y5Xt6auxvDgJFdalGuSDhFIx2Qm8byHwbwbOZmjoVaMRlwV/nrGXL1cEKsfxAQIyIicgXRgKHIRWAYBpM3rGDshgmkmVYHHp5YoILbxz0Z6XTMysZuDYV6vQPrnoomBrtkERGRQudC6cEhfrg908ldGZmB9OAyTQND/ok3BFYsioiIyEXze+nBjXPd3JORHkgPDi8Krf4FDftCRNFglywiIlKgZeR4eG/hbiYu3Yfb6wfg2pphlCu/hpn7nuP7jXkARPt83JHtonvFW4i/+iGILh3MskVERC45i9nMxGUpF3zv4+X7GNKmCnarmZzknxi9YBhfhlrAaqWMJZwX27xJg5JN87liERGRy5ueqor8Ay6PjzeX/sjU3Z/hsiWDOfDwpGGuiz4ZGbTIzcMUURzaDIWG90BYXLBLFhERKXQulB4c5zW425keSA82zFDj1sBgYakGwS5XRESk0Pm99OAO2dn0znAG0oOL1YDr7oeat4FNCRAiIiL/RJ7Hx6fL9/PO/N1k5HoAqFvRRdmyy1l6Yg4r9vgAKO3xcHeuj041ehHW9H79flpERK4YmXkenLleAOLC7RSNcHAyy0VqthtnrpdMZxr75j/E02mrOBRqA6BbqTY81HIEYbawYJYuIiJyWdKAocjfcDo7h5cWTGbe0an4bUfABqYzD096ZWRSw+2GEnWgw6DAQIPVHuySRURECpXfSw+u6PbSJyMjkB4cEg3NHoDG/SG6VLBLFhERKXT+UnpwlesCa5ArtgKTKdgli4iIFGh+v8F3Gw8zatZODqfnAgblSh2nVOnFbHauZc/xwHG181z09lhpU38wlga9wRERzLJFRETy1eksF+EOK3XKRPNI67I0rZyAJzcTW2gky3cd4z/zZzNhais+cxgYNhslzKEMb/kaTcu2DHbpIiIily0NGIr8H3adPMnwBR+x3vkDJmvGmYcnBrdlZnKnM5NSXj8k3RB4eFKuuR6eiIiIXGS/lx7cKDePPhlOrs7NwxRXCTreB3V7gD082CWLiIgUOhdKDy7i9XOXMyOQHmwOgXq9oMl9ULRqsMsVEREpFBbtPMmrM5LZdtQJ+IgvtouiJRZwyL2PVCeYDINWObn0Jpp6TR/FVPsOffFdRESuKD6/wecr9/ParB2Mu7M+U+9tgDcjBUzx5JlysZnCSCqSxpTENfx0BMBE5+LNGdb6dSLsGsYXERH5IxowFPkLFu/dzchl49nnnvur1Yt+7nI6uT0zi2hrGDToB00GQFzFYJcrIiJS6FwoPdhsQPvsbHplOKnh9kCFa6DpoEBSktkc7JJFREQKFcMw+Hz9csZt/Oi89OBKbg+9M5zckJWNLbIEtB4KDXprBaOIiMhFsuVwBq/OSGbJ7lNgchFZdD0xxRaR7k/lkBvsfoNOWVncFVKGCq1eCXwB3mwJdtkiIiL5au3+NJ79bgtbjzgBSAgDAy8TD81l8twvcLqdRNmj6J7YjZdbjODheQ/Qp9qdXFOhfZArFxERKRg0YCjyOwzD4IuNK3l//UekmlaefXhS/szqxRuzsrFHl4F2j0K9uyA0Jtgli4iIFDp/mh5sWKBWV2h6HxSvFexyRURECp1f0oO/2v0Z7l+lBzfOzaP3L+nBJevBdYOgxi1gsQW7ZBERkULhYGoOr8/ewbcbjmCyOgkttpzwIstxkUe6H2J8Pro5s+gWW5siNzwCFVpqo46IiFxxTme5GDkzma/WHAIgKsTK0zdWp2TRMD7c/BFjN39w9lin28m4Mz+/1fYdIh3RQalZRESkINKAocj/cHt9vLXsP3yx8zNctm1nH540PPPwpEVuHubSjeH6+yHpJrDof0YiIiIX24XSg4t4fdzpzAykB4fEwlWPQMO+EJkQ7HJFREQKnQunBxu0z845kx7sDSQkNRsMZZtqoEFEROQiSct28+783XyyfD9ey1EcJRYTEr0Ov8mPCyjr8XB3RiY3l2pFaPuhUKpBsEsWERHJdz6/weQz65CdeV4AujYszWMdkigS4cDjczN5xxcXPHfKji8YUGdAfpYrIiJS4GkySuSMtJwcXlrwBT8f+Qq/7fDZhyftsnPonZFJLY8Pqt8cWL1YplGwyxURESl0fi89uMKZ1Ys3ZmVjL1oNbrgPancFW2iwSxYRESl0LpQeHOo36PJLerA5FOrdC00GQFyFYJcrIiJSaOR5fExato935+8ix7wTe4lFOCJ3AOAH6ua56O3MplWVTlhueQjiqwS3YBERkSBZdyCwDnnL4cA65Oolonjxlpo0KBcLgD91P2khoTjdzgue73Q7yfRkEWeJy7eaRURECjoNGMoVb++p07yw8CPWpX0PtvSzqxdvzcziLqeTMpYIaDgAGg+AmDLBLldERKTQ+UvpwZXbQdP7oVIbJSSJiIhcAhdKD473+uj5S3pwZGloMwzq3wUhWiMlIiJysfj8BtPXHeL1Ods5ZazBUXwhYaFHADAZBm1zcumV7aFurTuh2SCILhXkikVERILjdJaLf8/cwZdrDgIQGWJlWPtEejYph8VsAlcW235+krdOr2J093lE2aMuOGQYZY8i0haZ3+WLiIgUaBowlCvWsn17GLH0Q1JcP2Oy5IEN4nw+ejgzucOZRUx0Obj2CajbExwRwS5XRESk0PnT9GC/Gep0CwwWFk0MdrkiIiKFzl9KDy7TBK67H5JuBIt+jSQiInKxGIbBgp0nGTFjAymu+TjiFxNqzwDA4fdzS1Y2d7lMlGs4ABr3hzClLImIyJXJ5zeYsuoAr83aQUauB4DbGpTm8euTiI9wgGGQsfFz3lrxClMdJgyTidVHV9IjqQdjN439zfV6JvXA6/dis9jy+1ZEREQKLP1mWK4ohmEwddMa3l03gdOmFZhMPkwWKO/20Mvp5KasbBxlr4YO90PVDmC2BLtkERGRQmfvqdM8v+Aj1md8D9b0M+nBfm7NzA6kB4cUhasfhQb3QHiRYJcrIiJS6PxpenCeB3ONW6DpICjdINjlioiIFDqbDqUz/D8r2JT5E47YFYRY8oDAF+C7OTO5w4gkrumj0KAX2MODXK2IiEjwbDiYzjPfbmHz4cAQfrUSUbzYqQYNywcG7/0nkpk+4z7G+I6THhJ4rtuxSF1qFq1N01LNMQGfJ0/G6XYSZY+iZ1IP+ta+F4fFEaxbEhERKZA0YCiFTpY7B4fFhtOdSZQ9EpfPg93s4N0Vs5ic/Al5tq1nH57Uz8ujd0YmLfO8mGt2gWb3Q4k6wb4FERGRAu9C/TjldCpPznuHFNfcQHqw9X/Sg4vVhJsGQY3OYLUH+xZEREQKtAv1YsNv4vl5U36THnztmfTgmuZQaHAmJSm6dLBvQUREpMD7336c63Uzdsk6PtoyAVv0ehzxfiDwBfi7nU5ucpQkpOVTUOt2fS4WEZErWmq2m9dmJfPF6oMYBkQ6rDx8XVXubFoOq8UMriw2//wErxyezRaHHSwWKtuiefKakTQqfdXZ6/SpeQ/9avcn05NJpC0Sr9+r4UIREZG/QQOGUqi4vC4+3jqRyb/6JkqPpB70rN6T+afGkmdLwWQYtMvJpVeGkzrmCGg4CBr3g8jiwS5fRESkULhQP+6e1J0e1XpgCt+GyZt3Nj34xqwcQqp2hFvuh3JXgckU7PJFREQKvAv34h70rNaDXe5v8dsOE+L30zkzmzudTspElYN2T0Cd7uCICHb5IiIihcLvfTa+96oeLMlMJSXDT/28PHplZNIqJglzx9cg8QYwm4NduoiISND4/AZfrj7Iv2clk54TWIfcuX4pnri+GkUjA+uQ0zZ8xpiVI5juMGE47ERgZlCNe7ij/v3YzOevPQ61hQIQZwkkHmotsoiIyN9jMgzDCHYRl5LT6SQ6OpqMjAyioqKCXY5cQtnuHCZtncjYTWN/896A2gOoWaQ6S767h7szMikbUwma3ge17wB7WBCqFRG5cqgXX1n+rB83iatO1pc9aOkxY653JzQZAEUqBaFSEZEri/rxlePPenHtuOps/6ZXID247FXQbBBUaa9hBhGRS0y9+MryZ/346tjqmKbcQZ1SzeHqoVDhGn3hTkQkH6gfX942Hkzn2e+2sPFQYB1yUvFIXrylJo3OrEP2ndjOtBn38ZbvBE5LYB3yzfENeKjNKOJD44NWt4iIyJVACYZSaNgtNiYnT77ge1OSpzD/9nm0SmgJHe6CSm308EREROQSsFusf9iPB3Sdh63li1D7dgiNyd/iRERErgB/9tl4QNd5XFOlG9S/C0rUzufqRERErgy2P/1sPB9b77nqxSIiIkBatpvXZu9gyqoDZ9chD72uKnf9ah3yhp8f55XDP7PdYQOLhURbLE+1+jf1SjYNdvkiIiJXBA0YSoFnGAZL9+2gcrEYnG7nBY9xup1kebOJ6/pxPlcnIiJyZdh3+jRfbpvJXfVa/WE/zvRkE9ekX/4WJyIicgXweH18v2MFzctV/PNefMNr+VydiIjIlWHpvj38sHsGQ5rc+if9OIs4DReKiMgVzu83+GrNQUbOTCbtl3XI9UrxeMckikWGgGFwesOnvLHyVb4LMYPDRiRmhtTsx+31BmI1a9RBREQkv6jrSoHl8fp4f+VsPkv+hJDww8zsMpMoe9QFf3ETZY8i0hYRhCpFREQKt5X7U3h5yXhSXHOIDQtlSNNb1Y9FRETyUXpuHi8v+ILZh78kOiKb66vqs7GIiEh+MgyDaZvW8M66D0k1rSA2JJpnQ+5RPxYREfkDmw9l8PR3W9h4MB2AxIRIhneqQZOKRQDwHt/OlzMH8q7vFJkhga10txZtxAOtX6NIaJFglS0iInLF0oChFDjOvDxeWfAVMw99gc92EKyQl2ewM20HPRK7MXbzB785p2diNzx+DzaLPQgVi4iIFC6GYTB981reWTeBUywDkx8sEJWdw4nsY+rHIiIi+WDf6dM8v2ASa9O/BWs62CA3z2BfRop6sYiISD7weH28vXwGU3Z+Sp51GwRmH6iQeYr0vFR6JnbjffVjERGR86TnuHlt1g4mn1mHHOGw8tC1Vbm7WTlsZ9Yhr53zKK8cncdOuw0sZqrZ43iq1WvUKdE42OWLiIhcsTRgKAXGgbQ0Xpg/kVWp34ItDWzg8PvplJXN3RmZlPOaqFajNybg8x1f4HQ7ibJH0TOxG31r9MZhmIN9CyIiIgWax+vjvZWz+Dz5U3KtW8AUeL1eXh69MjJpbSuK2W/iXvVjERGRS2bl/r28vORDUlxzwJIHVojz+ejuzKRrtos4n4lK6sUiIiKXTEZuLi8v+JJZh77Ebz8EVjAbBm1zcumd4aR2kRrgg741egPqxyIiIhBYhzx17UFenXFuHfItdUvyZMdqFIsKrEM+uf5jRq/6Nz+GmMFuIxoL/6o1gC51+2MxW4J8ByIiIlc2k2EYRrCLuJScTifR0dFkZGQQFRUV7HLkb1h9cD8vLx7PnrxZgYcnQOzZhyduitS6A5reD8WSwOsiJ3UPttjyZOamEhkahycthbC4ymB1BPlORESuTOrFBV8gPfhLZh76MpAeDJjOPDzpleGkbtE60GwQJN0EFqv6sYjIZUj9uGAzDIPpW9byztpfpQcD5d0e7nY6udEXQmije6HRvRBRTL1YROQypF5c8AXSgyeyNv27QHowEOL3c2tmNnc6MylbuQM0Gwxlm4LJpH4sInIZUj8Oji2HM3j62y1sOLMOuWpCBMM71aTpmXXInuNbmTzzft73nyLbbMZkQJeEJjzQehQxITHBK1xERETOUoKhXJYMw+D7besZs+ZDTvqXgdkHFijr8dArI5Mb/aGENRoMDe+BiKLnTrQ6CIspD2YrcdZwMFuxxZTXL2xERET+hgNpaTw/fyKrU78BW/rZ9OBbsrK5y5lFuSo3wE2DoMz/rKZQPxYREbkozqUHf0KudevZ9OD6Z9KDW4WVxtzqcah9B9hCz52oXiwiInLRrNy/l1eWjmdv3hywuM6mB/dwZtI1109snZ7QdCDEVTz/RPVjERG5wmXkeBg1ewefrdyPYUC43cJD11alV/PyZ9chr54zjFeOzme33QZmM7XsRXiq9WhqFK8f7PJFRETkVzRgKJcVr8/P2JVz+HT7x+RYNwdeNEOdPBd9Mpy0DC+HtfVTUOt2sIVc+CL2sMCfYfbAnxb7pS9cRESkEFl1YB8jlo5nd+7sQHqw7VfpwXkGRereDU36Q2z537+I+rGIiMjfdi49+At8tsDqRZNh0O5MenCdUs2hzWCo1BbMv7NiUb1YRETkbwukB685kx68PJAebAmkB/dyOrnRFENIk0eg/t0QGvv7F1I/FhGRK5DfbzBt3SFenZFMarYbgE5n1iEnnFmHfHzdJF5f8xozHIF1yLFYeLDOfdxSpx9m0+98zhUREZGg0YChXBYy81y8uugr/nPgC7y2A2cfnrTJyaV3hpO6pVtA20FQqU1gvYSIiIhcVIZh8N229by15kNO+peCOfDwpJzHw90ZmdxkjiG0yWNQ/y4IiQ52uSIiIoXSL+nBa1K/wTiTHhzi99MpK5u7MnMpV70LdL4fitcMdqkiIiKF0tn04O2fkGs7Pz24d0YmLaOrYr7uJajeCSy24BYrIiJyGdpyOINnv9vCugPpAFQpFliH3KzSL+uQt/DpzPsZ6z9NrsOM2YCuxZszuPW/iXbo984iIiKXKw0YSlAdTE/jhfkfs/r0dPy2tLOrFztlZXNnlosK1btAl/shoXqwSxURESmUAunBs8+kB28JvGiGunkuemc4aRlbDWv7V6DazWDRvzqKiIhcCqsP7uOVJePZkzsLw+ICW2D1YjdnJne4rcQ1vBca3QuRxYNdqoiISKHkzMvjlYVfMvPgFHy2w2ADs2HQNieXXhmZ1KlwLXQYBGWb6QvwIiIiF5CR62H07B18umI//jPrkB9sV5XeV51bh7x8ziOMOLaAFFtgHXJdR1GebP0G1RLqBLt8ERER+RN6SixBse7QAV5a/AG7c2dhnFm9GOPz0d2ZRVePjfiGA6BRX4goFuxSRURECqXMPBcjFn3FjAOT8f5q9WLbnFzudmZRr8J1cP1gKNNYD09EREQugXPpweM56V92Nj24vNvD3U4nN9pLEHr1I1C727n1iiIiInJR7U9N5YWFE1mb+g1+a8bZ9OBbsrK5K8tD2drdoel9UKRSsEsVERG5LPn9Bl+fWYd8+sw65JvqlOSpjtUoHh1Yh3x03Ue8tuZ15jjMYLMRh4WhdYdwU+0+WocsIiJSQGjAUPLVD9vW8+bq8Zz41erFsr+sXnSUJKzFY1C7K9hCg12qiIhIoRRID57E6tTp+K3pZ9ODb8nKpmeOlwq174QmAyCuQrBLFRERKZR+SQ/+bPsksq1bAy+aod4vqxcTGmK5aQhUvhbMetAiIiJyKaw+mMLLS8azN3d2ID3YGkgP7u7M5A5fOLGN/wUNekNYXLBLFRERuWxtO+Lk2e+2sGZ/GgCVi0Uw/OYaNK8cD4D72BY+nnUf4/2p5DrMWAzoXqIF97V+lSh7VDBLFxERkf+TBgzlkvP5/Ixb/TOfbJ1I9q9WL9bOc9Enw0mrhCZYbx4CldsqIUlEROQSOZcePPPsw5PYMw9PbvdHEN9kKNS/G0Jjgl2qiIhIoRRID/6SmQcm47EdPpse3C4nl7udOdRN7AQ33w8lage7VBERkUIpkB68jrfWfMgpYxmG6X/Sg8MrEtr6OahxK1jtwS5XRETkspWR6+GNOTv5ZPk+/AaE2S080LYKfa6qgN1qBlcmS2Y9zKsnFrPfZgWzmfqOYjzZ5k0Si9UKdvkiIiLyN2jAUC6ZLJeLkYum8Z/9n+H+1erF1jm59MrMpX7irXDL/ZBQI9ilioiIFFq/pAef9C/F+FV6cK+MTG6KqExo2+FQvRNYbMEuVUREpFAKpAdPZE3qdHy/Wr3YKSubO/NMlK/fBxr1g6gSwS5VRESkUPL6/IxdNYvPtk0i27ot8KIJ6p9JD76m1DVY2g2B8lfrC/AiIiJ/wDAMpq87zIgZ2zmVFViHfEPtEjx9QzVKRIeCYXB47YeMXPsG8x1msFmJx8rD9R/ghpq9MKnPioiIFFgaMJSL7khGBi8smMTKk9Pw2dLPrl68OSubO10WKta/BxrdC5EJwS5VRESkUAqkB8/h062TyPpVenDdPBe9MjJpVaY11muHQNmmengiIiJyiaw9tJ+XF3/AntyZ+C3us6sXuzkz6WqOp0izh6BOd7CHB7tUERGRQumX9OBZBz7HbTtyfnpwVh51q98BXe6H+MrBLlVEROSyt/1oYB3y6n2BdcgVi4Yz/OaaXF0lsA7ZdXQTH80exAR/Ki6HGasBPUu2ZGCrV4mwR/y3vTsPb6rM////ytqydGHfZF8sKIiCIAgCggsCggoo8FH0o+jPGXdxxG0YdUYQ0AEUB8QFxxlBdMaZ73wcQUCqiCiKoMgmhSIg+9Z0TdLk/v1RCNQWpKXhJKfPx3VxXSS5k7zfHM55NT137mNl6QAAoAJYOsHws88+0+TJk7Vq1Srt3r1bH3zwgYYMGRJ53Bij8ePHa/bs2Tpy5IguvfRS/eUvf1Hr1q2tKxon9d2uHXr2s1e1Oe8jhV1+ySOlhkIa4cvRMHcd1en+iNThRslTxepSAQCwpWOrB3/009vyn3Dpxcvz8nVLTkAXnT9CGvb/STVbWF0qAAC29f/Wr9b0r1/VvvAXkdWDmwaDuiUrWwNrdlDV/vdJra+SnE6rSwUAwJZ2HD6kp9PnaNWhf6jQ7YusHjwkJ1ejgl4163y31Pl/pao1rS4VAICYkh8olMvpVHZBUEmJHhWGwwoboxc+/lF/XfGTQmGjKh6X7uvbWrf3OH455PSFD+r5fcu18+jlkLsk1NPj/aarZe12VrcEAAAqiKUTDHNzc3XBBRfof//3f3X99deXeHzSpEmaPn263nrrLTVv3lxPPfWUrrrqKq1fv16JiYkWVIzS/Hfjd/rzylnaGzp+6cXGRy+9OLD2Rao24D6pZV9OngAAECU/Zx3R0+lz9M3+9xX0ZEVWDx6ck6tRhYlqcfG9UqfRUpUaVpcKAIAthUJhzVq5SH9b/4ayj1160SldWFCgW3x56tPiGrkG3CM1uMDaQgEAsLFvd/6kPy6bpa35CxU6YfXgEb5sDfOeo1qXPSWdd73k9lpdKgAAMccfDGnmp1v15heZ8uUXKrmKW7d2b6ZbuzfXZz8eUChsdE37+npyQDs1TC26HPKOVbM18dup+sxbdDnkunLrkU4P6arz/ofLIQMAYDOWTjDs37+/+vfvX+pjxhhNnTpVTz75pAYPHixJ+utf/6p69erpX//6l2666aazWSp+IRQK6/VvluitH16Xz72u6E6n1KHAr9G+PF3eaqDcA38r1W9vbaEAANjYmp936I/LZikj76OikyceqcbRkydDE5uqTq8/SOcNkVweq0sFAMCWcvx+TfzsPS386W0VnHDpxb55+bo5L6yLOt4qdRkjJTe0ulQAAGzrPxtWa9rKWdoXXhH5AnyzQFC3+HwaUK+7qg6+T2rWU2KiAwAApcoPFGrmp1s1bcnmyH2+/EJNX5IhY6Q/DGonI+myNnWKxu/+Tq9//Fu9GT6igLfocsi3NOqju3pPVFVPVYu6AAAA0WTpBMNTyczM1J49e9SvX7/IfSkpKeratatWrFjBBEOL5PoDmvT5e/oo823ln3Dpxd55+bol36hzx9uKTp4k1be6VAAAbOvDjWs0beUs7Qkdv/Rik2BQN2dla1D9Hqo25D6paXdOngAAECU/Zx3R00vn6JuD8xV0Z0dWDx6Sk6sRJkUtLxkndRwpeatZXSoAALZ0bPXgv69/TT73xqI7j64ePDq7QL3b3CDXkN9IddpYWygAAHHA5XTqzS8yS33srRXbdO/lreV1O2UKfPrk4wc1af8X2uV2S06HuiU20GP9pqt5rbSzXDUAADibYnaC4Z49eyRJ9erVK3Z/vXr1Io+Vxu/3y+/3R277fL7oFFjJ7PH59HT6HK3c964CHp/kkbxho8E5ORqpGmp1yYPSBSMkL99KAYDKjiyOjmOrB7/9w2s6csKlFzsU+DU6u0CXpw2T+7rfSLVaWlsoACAmkMfRcWz14C15H6nw6KUXI6sHJ7VVnSvul9pcLTldVpcKALAYWRwdRasHz9fHP/1V+Z49kS/A98vL1yi/S5063Sl1+l+pWi2rSwUAxADy+PT4CoLy5RdKklrUqabWdapr8/4cbd2fK19+obLzA8re+JYmrpmu5V6n5HargTz6Xeex6ttuBJdDBgCgEojZCYblNWHCBD399NNWl2Eb3+/eoWc/fVUZef8tOnnikVJDId3ky9Gw5Haqe+UDUusrJafT6lIBADGCLK5YuQG/Ji17Xwsy31KeZ3fk5EmfvHzd7Herc+f/T+p0q1S1ptWlAgBiCHlcsf67cY2mfTVTe8JfKOw0x1cP9uXq2sb9VPWqe6VGF1ldJgAghpDFFato9eA3tOrgewq4cySPlBgOa3BOrkY466nlpY9L598guROsLhUAEEPI41PzF4b0/jc7dd1FjTSgQ309eU0L1U6qLl/Ap2RvsvZnZ2v2h1/o7X/01V+VpaDXKY+Rbj2nr8b0nqAq7ipWtwAAAM4ShzHGWF2EJDkcDn3wwQcaMmSIJGnr1q1q2bKlVq9erY4dO0bG9erVSx07dtS0adNKfZ3SvonSuHFjZWVlKTk5OZotxK28QI48rgRlB3xK8iYrGPJr/f7denLJi9od+kJhZ1iS1PjYyZMmV6rapfdJDS6wuHIAQCwii8uutCz2B6XHF7+urw+8K787W1LRpRevzcnVSFd9tbr0Qem86yS31+LqAQCxiDwuuxJ5XOjX0sx1en75FB0+dulFSR0L/Lo5J6jLz/8fuS+5S0o5x8KqAQCxiiwuu9I+G+/OztGji6ZrS94CFbqCkqSaoZBu8mVraM1OqtPjAal5L4mVkwAApSCPSxcKG/1r9c96cdGP+vlIvj64u5vaNaqm19bO1jsb50YmGI5MG6GRbUdp9ILRyszKVI8qDTWu70tqWquN1S0AAICzLGZXMGzevLnq16+vJUuWRCYY+nw+ffXVV7r77rtP+ryEhAQlJPAtxdPlL/TrzXVziv2wOCJthEa2HSlv8s8KZ4XVocCvm3ML1a/9LXJ3vVNKbmh12QCAGEYWl83JsnhU21H62SyR352t1FBII3w5Glqrs+oOfFBq1oOTJwCAUyKPy+ZUn41TN/p15IjR5Xn5GlVYVRd3fVjqOEpKqG512QCAGEYWl82psjiQ+IMK/UE1DQZ1sy9fA1sOVLVB90l1zrW6bABAjCOPizPG6JON+zRpwSZt2lv0pfb6yYlqUdet19bO1szvZ0XG+gI+zfx+loykRzs/okD2LvVOG87lkAEAqKQsnWCYk5OjjIyMyO3MzEytWbNGNWvWVJMmTfTAAw/oj3/8o1q3bq3mzZvrqaeeUsOGDSOrHOLM5AVy9Oa6OSV+WJx19PbTXZ5Q4B93qkvXR+ToOFLyVrOqVAAAbOnXsnhc57Ha9t4turbltap+7b1S7dZWlQoAgG39Wh5PuOT3SvjP79Sqz4PSuddITpdVpQIAYEu/lsVPXTxOh+aPVr+Ot8vV5Q6pWm2rSgUAIG59s+2Qnl+wUV9vOyxJSk506zd9WunW7s3kcob1zsa5pT5v7sa5uqvDnfKcw5V0AACozCy9RHJ6err69OlT4v7Ro0drzpw5MsZo/PjxevXVV3XkyBH16NFDr7zyitq0Of1ll30+n1JSUir9UtelCYYC6j2/j3wBX4nHkr3JSh+eLo/DJTmdFlQHALALsvjkgqGges/vfeos9udKVVPPfnEAAFshj08uEAqoz699NnZ5LKgMAGAnZPHJndZn43BI8iRaUB0AwE4qYx5v2pOtyQs3avGGfZKkBLdTt13aXHf3aqmUqkWfdQ/mH1Dv+SXP2R/z6fB01axS66zUCwAAYpOlKxj27t1bp5rf6HA49Mwzz+iZZ545i1XZ3/q9P+tfG/+j0Z0GlfpLG6noG6LZAR8/LAIAEAX5gaA+2LBUvVue/+tZXJUsBgAgGhb++J2WbvtQ93YbzWdjAAAssNuXpffW/VdD219GFgMAUMF2Hs7Tnxdt1j9X75Qxksvp0PDO5+j+vm1UP6Vo0n7g4Bb9e/lzGnjNy0r2Jp90sn+St3JMxgQAACdn6QRDnF2LN/+gaSuma0foSyVXSdUDCbfwwyIAAGfR3hyfnvnkDX2zb54Sqns1pN0CshgAgLMoHA7rjVWf6J3vX9F+92bVSKih3yc+QB4DAHAWfb97h577dIY25y1UtapJuqPzYLIYAIAKcig3oBlLM/T2ip8UCIUlSf3Pr6+HrzxXrepWlySFcvbpw0UPa8ahVdrldqn2ri81Im2EZn0/q8TrjUobocKQn5X9AQCo5JhgaHPhcFh/Xf2p/rbmZe11/Sg5JDmlc7L26FDWdo1KG6G/nOSHxSA/LAIAUCHW7dmpP6W/ok15HyngKpQ8kjfPp52HNmtk2gjNJIsBAIiq/EBQk5a9p8WZr+mIZ7/klhzG6MJDPysnZzefjQEAOAsW/vidXloxXTvM1wo7jOSS6ufs094jmXw2BgDgDOUFCvX6sky9+tlWZfsLJUndWtTSo/3T1LFxqiTJFGQrfenjmv7zEmV4XJLbpbpyKeDbqTHt75BT0t83zpUv4FOyN1mj0kbo9vZjlOBOsK4xAAAQE5hgaFMFwaBe+PwfWrhltg579kW2dO/cPN3kbKDuPcfKUbO1bk9tLokfFgEAiIbFm9dq+orp2h76SiFn0cmTc4JBjcoNaUi7m1U9qamatk+TQ2QxAADRsDfHp2c/eV3f7J+nXHde0ST/sNHgnFwNT71IaQN/J9VoqduTxkgijwEAqGjHVg+e9/3L2uveUnSnQ7qgwK+RgSq6sutYuVNb6Y4arfhsDABAOQRDYc1buV3TlmToQI5fktSuQbIe7Z+my1rXlsPhkAoDWrXsT5qa8Z7WeF2Sx6Vk49AdzQdpRPcnleipIkm67bxbNabDXcoO+JTkTVZhyE8OAwAASZLDGGOsLiKafD6fUlJSlJWVpeRk+19KYX+OT88ufVNf752rHE+upKKTJ4NycjU85UK16zNOatyl2HPyAjnyuBIiPywGQ35V9Va3onwAgA1VtiwOh8N6a3W63lnzkva6MmQcRfd3KPDrpkAV9b/kPrk7jpSO/tJGIosBANFX2fJ43Z6dei79ZW3KWyi/q2jlhtRQSMOyCzSs2QA16PmgVLNFseeQxwCAaKpsWZwXCGjKsve0OHO2DnsOSipaPfjyvHwNdzdR916/k1pfJTmdJzyHLAYARJed8jgcNvq/tbv1wseb9NPBPElSk5pV9fCVbTSoQ0M5nQ4pHNamlTM07YdXtezoYsCJRvqfBj10W68JSk5Mta4BAAAQV1jB0CY27tutPy19SRtzP1LB0UsvJodCGn705EnDwQ9JNZuX+txjv6SpWaWWJHG5CQAAyqFo9eD39fGW2Tp09NKL0tHVg91N1L33o3K0vrLYyZNjyGIAACrG4s1r9dIXU/VT+OvI6sGNg0GNyJWGdLhNSZfcKVWpUepzyWMAAM7c3hyf/rhktr4+8K5y3fmSR0oIh3VtTp6G17pEaVf+Tmp4YanPJYsBAPh1xhgt23xAzy/YqHW7fJKk2tW9uq9va910cRN53U7JGO1YO08vr5ykj1wBGY9DbmN0Q80OuqvPFNVJamhxFwAAIN4wwTDOpW9Zr2nLX9S20EoVHj150ihYqJvyjK5vf5uST3HyBAAAnLkDudl69pPX9PXeecr2HL/04sCcPA2v1UXnDRknNexodZkAANhWOBzWX79N19zvpmmXe2vRnc6jqwcXJql/90flbj9ccnutLRQAABtbv3ennls6XRvzPpbfFZLcR1cPzgloWIshanD9A1LKOVaXCQBAXPtuxxE9v2CjvthStDpw9QS37ryshW7v0VzVEopO+x/YskSzlj2l9+VTodshyaH+1Zrpnj6T1aRWmoXVAwCAeMYEwzhkjNHfVqfrndXT9fOxSy86pfP8ft0UTNY13R+Tt/1QTp4AABBFm/bv1p8+maoNuR9HVg9OCYU09OjJk0bXPyilNLK6TAAAbKsgGNSLy97Tx1tf1UHPwWKrBw9PaKUe/cbJ0aK35HBYWicAAHa2OGOtZix/UZnhVcVWD74xz6nrLxyjpC53SAlJVpcJAEBc27o/R1M+3qT/rt0jSfK6nPqfS5rqt31aqlb1BElS9q7VevOTsfpbcI/ynU5JDl3qraP7LntO7RpdYmH1AADADphgGEf8waD+vPwf+jhjlvZ7DkS2Xq+8fA31tlSvvo/J0aIXJ08AAIii9K3r9NKyF7Q1/E2x1YNvzHfqho53KrnL7Zw8AQAgig7kZuuPS2Zr5b55yvbkH189ODdfw+v00Hn9H5PqsioDAADREg6H9da3S/Xud1P1s3tb0Z1HVw8eHqqha3o8Is95QyQXpx8AADgTe30Fmrp4s+Z/s0OhsJHDIV13YSM9dEUbnVOjqiTJfyhT8xY9oNm5m5XlcklOpzq4knR/18fVpfVAizsAAAB2wSf8OHAwN0d/+mS2vto7V76jJ088xmhATr6G1emhDtc8LtU51+oyAQCwrWOrB89d/WftdGVGVg8+3+/X8FAtDegxVt52gzl5AgBAFG3cv0sTl0zVuryPVeAKRVYPviG3UMNbDVOjnvdL1etaXSYAALZVEAzqhWXvavGW2TrgPSS5JYcx6p2Xr6FV2qrn1U/I0eQSvgAPAMAZysoPauanW/Tm8kwVBMOSpH5t62rsVecqrX6yJKkwZ5/+3+KH9crBVdrrdkkul1ooQfddeK8ub3+LHOQxAACoQJwFj2GbD+zRhCV/1g+5C5V/9ORJUiisG3KDGt5qmBoPfUCqXsfqMgEAsK2i1YPf16KMmdrnORT5yemyoydPel/1hBxNubwEAADRlL51nV5eNklbwquLrR48vMCjoZ3uU3Ln0ZKnitVlAgBgWwdys/XHxTP19YH58rkLJO+x1YMLNKz+5Tp/0KNSrZZWlwkAQNwrCIb01hfb9Er6FmXlByVJnZrW0Lj+abq4WU1JkvHnasnSxzT958XKdLskt0v1jUu/aXuzBl18v9xOTv8DAICKx08YMWhZ5ga99NkkZYRXKXjCyZOhBR4N63yvUjpx8gQAgGg6mJujCZ/M0pd731XWCasHX5NToOH1LleHQeOkmi2sLhMAANs6tnrwu6tf0HbXT8VWDx4arqdre42T59z+ktNpdakAANjWxv279PziF7Quf0nRF+DdRasHX58b1vBzR+icHvdKVWtaXSYAAHGvMBTWP77dqT8v2qw9vgJJUpt61fW7q9LUt23dotUIQ0F9tew5TcuYr7Uep+R2KdU4dEezgbqpx++V4E60uAsAAGBnTDCMEcYYzftumd5ZNVk/ubZFTp608/s11NTTtZeNUwInTwAAiKofD+zWpCUv6vvcRZHVg5NDIV2XF9aN545U4x73SlVqWF0mAAC25Q8GNfXz+Vq0ZZb2eg5HfmvRKzdfN1TvoN4DnpKj0YXWFgkAgM19unWdZiyboM3h71TolOSSzgkGNdRfRUO7PKSUC0dJbq/VZQIAEPeMMVq4bo8mL9ykLftzJUmNUqvowSva6LoLG8nldEjGaN3KGZq+dpa+cBvJ41QVI91Sv4dG956gpMRUa5sAAACVAhMMLRYMhTRt2XwtzPiL9pxw8qRHXoFuqNpefQf+Xo6GHS2tEQAAu1u2dYNmLJugTeHVkZMnjYKFut5fRcMvflipF43k5AkAAFF0KC9Hzy3+i77aN19HPAUnrB7s17CGV+qCIY9JKedYXSYAALZljNHfvv1E81e/oJ/cOyJfgG9f4NcNjka6ts+T8rS6XHI4rC4VAABbWLHloJ5fsFFrdhyRJNWo6tFv+7TS/1zSVIkelyRp2w/z9fLK57XQFZDcktsYDavRQXdePkW1kxpaWD0AAKhsmGBokcN5uXp+yUx9sXeeDh89eeI2Rv1zAxra4EpdNOQxKaWR1WUCAGBbxhjNXZOud7+dokzX9mKrB1/vOEdDej+hBE6eAAAQVZsP7NGkRc/r+/xPlOcKn7B6sDS87S1q0uO3UkKS1WUCAGBb/mBQ05bN06Ktr2qP54jkKbr/stwC3ZDcSX2G/F6Oeu0srREAADtZtytLkxZs0qc/7pckVfG4dEfP5hpzWQslJxYF8b6tn2jmsqf0T5OlkMshhzEaUK25fnP5ZDWulWZl+QAAoJJiguFZtuXgXk1ePElrchcr9+jJk6RQWNfmSTe2vUXNe/xWSqhudZkAANhWMBTS9M/m6uOMWdrlPVJs9eDrq1+kfoP/IEe9tpbWCACA3X22db1mLvuTNoa/V/CE1YOvC1TX8EseVI0LhksufmUBAEC0HMrL1sRFM/Tl/vd12OOPrB7cPzeooedcowtveEyqXtfqMgEAsI3tB/P0wqJN+veaXZIkt9OhEV2a6N6+rVQ3KVGSlLX7O73xycN6J7BbBU6n5HDoMm8d3XfZczq30SVWlg8AACo5flt/lnyxbaNe+fSPWh/+LnLypEFhoa7zV9eNlzykmh2HS06X1WUCAGBbh/NyNWnxy/pi33s65PFL3qKTJ1flBjW00QB1umEcJ08AAIgiY4zeXbNU81ZN1lb3zhNWDw7oOldTXdf390podimrBwMAEEWbD+zRlEUT9F1+euQL8MmhkAbnuXRj+9vVtNtdkreq1WUCAGAb+7P9evmTzXpn5XYFQ0aSNOiChnr4ijZqVruaJCn/8Da9s/hBvZ79o7JdTsnp1IWuJN3f9XF1aj3QyvIBAAAkMcEw6t5bk665qyYpw7UjcvIkzR/Qdc5muqHveCU07251iQAA2NqWg3s1ZdEErc5bWnz14Hynbjz/DjXvfpfkqWJ1mQAA2FagsFAvL3tHCzNe1S5vVuTSiz3y/BqS0kVXDHhaztotrS0SAACbW5a5TrM+fVbrzbpiqwcPCabqxksfUY3zh0hOp9VlAgBgG9kFQc1elqnXlm1VXiAkSerZurYevTpN5zdKkSQF8w7qg0UPaebBr7Xf5ZJcTrVSgh648F5d1v4WOfgCHgAAiBFMMIyCwlBIM5a9owWbZ2mnNyvyr9w9z6/BKV119cCn5azVwtoiAQCwuS+2bdDM9Ge0zvygwAmrBw8Opuqm7o+oFidPAACIqsN5uZq8aJq+2P8PHfQETlg9uFA3NB2izsN+J1WtaXWZAADYljFG81Yv1nvfTlGG+2cZh0NyFK0ePMTdStdf+bQSmnS2ukwAAOJWfqBQLqdT2QVBJSV6VBgOy+106G9fbtfLSzN0KDcgSbrgnBQ9enWaureqLUkKB/L08dLH9fLORfrJ7ZRcLjUyTv227S265uIH5OKqdwAAIMYwwbACZRXkafLH07R83/s6cPTkidsYXZEX0rAmg3Xx8EelKjWsLhMAAFt7b80nmvfN89p8wsmTNH9Ag92tNPSKp5XIyRMAAKJqy8G9evHjZ/Vt/jLlnLB68MACt27qcJdaXHKH5PZaXSYAALYVKCzUjE/f1sdbZ2unN/vo6sEOXZoX0HU1LtUV1/5BzhpNrC4TAIC45g+GNPPTrXrzi0z58guVXMWtW7s3023dm+vvX23XodyAWtSuprFXnav+59eXw+GQKQxqxfIJmpoxXxvcDsntVM2wdGezQRrWc7y87gSr2wIAACgVEwzLKC+QI48rQdkBn5K8yQqG/PLl+/Wn//5B3+R/Fjl5Uj0c1oB8j0a0v1Mtu3HyBACAilQijwsLtGDDZ3rt6+e0w+uLnDzplhfQkBqX6urBT8uZ2tjqsgEAsI3SPhtvO7RXzy94TD+YDZHVgxsGCzUoVFsjej6qWm0HSFzeCQCAClFaFofDTk1Y+IKW7/9ABz3ByOrBV+SFNbTZUF18+VgpMdnq0gEAiHv5gULN/HSrpi3ZHLnPl1+o6UsyZIz01MC22nWkQMM7nyO3yykZo7Vf/0VTv5+ple6w5HaoWthodIOeuqXP86qWQD4DAIDYxgTDMvAX+vXmujl6Z+Nc+QI+JXuTNSJthEa1HaWfqvyknEBY9QsLNbCwtkb2eEx12vXn5AkAABXsZHk8su1IzdlWS+4jWep39ORJ176PSAlJVpcMAICtnCqLD6cWKJBVtHrwIE+ahvd/VomNOlhdMgAAtlJaFo9MG6GRbUdprflaBz1BJYXCGuBP1E0d71bLLrdKLk4FAABQUVxOp978IrPUx95asU33Xt5aXrdTkrR13ft6aeVELXb6JXfR5P+banTQHZdPUc2khmezbAAAgHLjtwqnKS+QozfXzdHM72dF7vMFfJp19PbjnX+njYsma3j/Z1W1ISdPAACIhl/L40ndnpFr6zdqzckTAACi4tey+A9dHteuz9/UNdc9LWdyfavKBADAtk6WxTO/nyUj6dFOY7Xqo/Ea1esJ1WrTly/AAwAQBdkFQfnyCyVJLepUU+s61bV5f4627s+VL79Q2QVBBfd/qVeWPaF/h48o7HTIaYwGVWuu3/SZrIa10yzuAAAAoGwcxhhjdRHR5PP5lJKSoqysLCUnl3956WAoqN7ze8sX8JV4LNmbrPTh6fK4PGdSKgAAtlRRWSyRxwAAlBefjQEAsBZZDACA9SoqjwOFYT04f7WevKaFaidVj6wovD87Wy9/uEI1NE3zArsUcBZN9L/cU0f39npOrRpdUlGtAAAAnFUs7XOasgO+Un9pIxV9QzQ74FPNKrXOclUAAFQu5DEAANYiiwEAsBZZDACA9Uw4rBeHn6/X1s7WOxvnRiYYjkwboUduGKXRC2YpUOhQJ2d1PdDtSXVsNcDqkgEAAM4IEwxPU5I3Wcne5JN+MzTJe2YrMgEAgF9HHgMAYC2yGAAAa5HFAABYL6wCvbF2jmZ+Pytyny/g08zvZ8lIevzicSo8uFmXtr9FDofDukIBAAAqiNPqAuJFMOTXqLQRpT42Km2EgiH/Wa4IAIDKhzwGAMBaZDEAANYiiwEAsJ7blaB3Ns4t9bG5G+eqU/2L1aPDaCYXAgAA22AFw9NU1Vtdt7cfI0n6+wlLXY9KG6Hb249RgjvB4goBALA/8hgAAGuRxQAAWIssBgDAetkBX6mrCUtFKxlmB3yqWaXWWa4KAAAgehzGGGN1EdHk8/mUkpKirKwsJSe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cB+fomYMLFDAM3R5bUZ1vfNXqRAD/hcs6AwAQItJzfHpjwVa9cW/pvB0T/5fH61FabpoK2Atc4ToAAEKLzx9Q33nJyvWbalYxQcl7XtAJm1TSb+oxLucMAMBfysjx6bn5yZKkB667Rvs2P6/VDinCNDWo1UQZhmFxIQAAwScn16/xS3Zp6tLd8mT55I5w6KH6JfVYrUg9+fFQecLsquSI1eONh1udCgBAUPoq+bCGL9gqSRp8a2VVdW1Wx/WjleGwq5YzvwbeMoPXo0CQYTgRAIAQ8dLnm5R8MFUxzhi5Xe7zDii6XW7FOGMsqAMAILRM+nm3kg+kyh3uUPvyK/XMtoMyTFNDqvdSWGS81XkAAAS9NxZu1f5TWSqaL0Jdkvarw7J1ks2mXqVuV9G4ClbnAQAQdLK8Po1fsktvLtqed8yT5dM7P2yTfedrWh5pV4QpvdZ6ipx2p4WlAAAEp7X7TqvPR+skSZ0bltQ9FUw9PL+HDjrtKi6nRt/2MWsoEIS4rDMAACHgq+TDmrv6gIzME/Lv/VkdKnQ473kdkzrKF/Bd4ToAAELLjmPpGv39NklSv5aFNSplrCSpQ1hR1ajZzco0AABCwordp/T+0j2SpNduK68Rvz6vDJtN1WzRuvf6l6yNAwAgSNltNk1duvt3x++MmKcPIlIlSc9UeUSlCjDkDwDA/9p/KlPdPlilHF9ATZMK6cVmxTX4k3Za57QpxpTeaT1N+aMKWp0J4DzYOREAgCB3ODVLL3yyQZKpWYXnaMePx3XfA19IhjQrZZY8Xo/cLrc6JnVU16pdFWYPszoZAICg5Q+Y6jtvvby+gG4oX1B7DvTXIZtU1G+qV9upVucBABD0snP9eu7js5dzvqd2caXtHKqfHH45TVMvNXtHdpvd4kIAAIJTWnauPFlnv1heumCUyhWMlu/kZu2IXq5cw6nrI0uqfc0nLK4EACD4eLJz1XXaSp1I96pSYbfeuqeq3pvXWl86cmU3TY1s8IpKF6pidSaAP8BwIgAAQSwQMNVnznqlZuXqqfiVSjizRHdGFVbUgk4a1miYulftrrTcNMU4Y+QL+BhMBADgL0xbukdr9p1RdJhDD1XZot6bz+5aMbDyI4p0F7G4DgCA4Dfqu23afSJDie5wPVE9VR1/+lmy29W96E0qU7iW1XkAAAStmHCn2lZNVP82pRUfEy2P16Mo57VaeqiYJq96R4OaT5BhGFZnAgAQVHL9AfWYsUbbjqYrwR2mKZ1q65eF3fV24Lgk6YWkh1S//G0WVwL4MwwnAgAQxCb9vEvLdp1UOecJPZEzSc/GF9Axh10lTVOlYkvJaXeqgL2AJMlpd1pcCwBAcNt7MkPDF6ZIkvo2L6oxG5+VbNIdjoJqUO9Ji+sAAAh+a/ed1uSfd0mSht2epHd+ulWn7XaVN8LVpckIi+sAAAhegYCpfSczNOruazV5wyTN/K8r4nRI6qDJt3wom+myOhMAgKBimqYGfb5JP28/oQinXVMeqqOTyaP14umVks2m+wtdp7uve9bqTAB/wWZ1AAAAOL+NB1M14tutsimgmfFT9XmY9F1UpByGQ6/d8JoinZFWJwIAEDICAVPPfZys7NyA6peO08ljL2mPzVRBv6lnuJwzAAB/KcfnV995yQqY0p01isp2YJS+tntlM00NuXGEnA4GKgAA+CPv/rhDMRF+Td4wSeOTJ8jj9UiSPF6PJiRP0Psb35OpbIsrAQAILlN+2a2Zy/fJMKS3OtRQfOr36rntQ+XYbLohoqieaTne6kQAF4DhRAAAglCW169es9cq129qVJEflJW2QcPizu6Q+ESNJ1Q5rrLFhQAAhJaZK/bpt12nFOG069FaezXNs0WS1L98R7nzXWNxHQAAwe/tRTu0/Vi64qPD9Gw9v4bs/0aS9GDBuqp8zY0W1wEAELy+33xUn6w7qAJRUZqZMuu858xImSWHPewKlwEAELwWbjqiV74++x7ui20qqmH+w3pi6QCdcNhVzhap4bfPk91mt7gSwIVgOBEAgCD0ytebtfN4hm6MPqA2Zz5Qv4JxyrIZqpNYR50qd7I6DwCAkHLgdKaG/f83sp5pXlxvJb8qv2GolS2fbmr0vMV1AAAEv40HUzVuyU5J0su3VdTkxT10zGFXcTn0eIt3LK4DACB47TiWpt5z1qlcwWileT15Oyb+L4/Xo7Q/uA8AgH+bDQdS1Xv2OpmmdP91JdSpeqSe+/IBbXXaVcC06Z1b5ijKFW11JoALZPlw4sGDB3X//fcrLi5OERERqlKlilatWpV3v2maGjhwoAoXLqyIiAg1a9ZM27dvt7AYAIDLa9GWo/rwt30KV47GRU7QRHeUNoSHKcYVo1cbvcq3gAAA+BtM09Tz8zcow+tX7Wvyy3v6NW2zBZQvENDzbaZYnQcAQNDz+gJ6dl6y/AFTbasWVtzJyfrIyJAkDW7wkiKckRYXAgAQnFKzctXtg9VKz/Ep3GlXjMstt8t93nPdLrdi/uA+AAD+TQ6dyVLXaSuVlevXDeULanDrMnpz3u1a7JJcpvTWTW+rSL6SVmcC+BssHU48ffq0GjZsKKfTqW+++UabN2/WyJEjlT9//rxzhg8frrfeekvjx4/X8uXLFRUVpZYtWyo7O9vCcgAALo9jadnqOy9ZkjS9+JdKyTmgSfnOvik1qP4gJUYlWpkHAEDImbv6gH7efkJhDpt61TuhiafXSpL6lbpTBeLKW1wHAEDwG79kp7Yc9ih/pFP9r4/Q4J1zJEl3xVZS3XK3WlwHAEBw8gdM9Z69VrtPZKhIbLgG3FJJ6ZnH1SGpw3nP75jUQT5/zhWuBAAguKTn+NTl/ZU6lpajCgkxerdDdX3+yb1633b2C3JDa/RWtRI3WFwJ4O9yWPnLX3/9dRUvXlxTp07NO1aqVKm8/2yapsaMGaP+/fvrtttukyR98MEHSkhI0Keffqp77733ijcDAHC5mKapZ+cm62SGVx3jtinpxHzdVbSwAoahW8vcqpYlW1qdCABASDnqydbQLzdLkp5qWlLj198nn83QjUa02tzwksV1AAAEv61H0vT2D2evYjP4lkqa9WNH7XPYVci0qU+rCRbXAQAQvEZ+u1U/bj2uMIdNEx6orcjDS/Rc8rt6qe3Zz0RnpcySx+uR2+VWx6QO6lqlm8IcYRZXAwBgHZ8/oJ4z1yjlSJrio8M0pVNtpSx5TkOzd0mGocdKtFabal2tzgRwESwdTvz888/VsmVLtW/fXkuWLFHRokX1+OOPq1u3bpKk3bt368iRI2rWrFneY2JjY1WvXj0tW7bsvMOJOTk5ysn5v28WeTyey/+HAABwCXywbK+WbDuuREe6XjLHqn98AR1yOlQsupier/u81XkXjLUYABAMTNPUi59sUFq2T9WKxSo8Y6SSbT5FB0wNaDNBhs3SCwlcdqzHAIB/yucP6Nl565XrN9W8UoLKZH+kgYGTkmFoQO2+ignPZ3ViUGMtBoB/ry+TD2ns4p2SpNfbVdW1kaf17JdPanGEU70XPqK3W0xU96rdleb1KMblls+fw2DiZcBaDACh5eWvtujHrccV7rRp8kO15d8xXb0PLZTPblfr2Ap6rPHrVicCuEiWfhqza9cujRs3TuXKldPChQv12GOP6cknn9S0adMkSUeOHJEkJSQknPO4hISEvPv+17BhwxQbG5t3K168+OX9IwAAuAS2HU3TK19vkWRqTpE5WmCk66voKNkNu4ZdP0zRrmirEy8YazEAIBh8vv6Qvt9yTE67ob6NMvTu8d8kSU8Xb6mEhKoW111+rMcAgH9q8i+7lXwgVe5wh4Y0LaBBmyYrYBhqHVVSja/taHVe0GMtBoB/p82HPHp2brIkqdv1pXR75fya+nF7LYxwymFKvWs/rdiIAnLanSoQESen3amIEHrvN5SwFgNA6Hj/1916f+keSdLou6urVO4aPbF+jDx2u6o682vIzR/KMAxrIwFcNMM0TdOqX+5yuVS7dm0tXbo079iTTz6plStXatmyZVq6dKkaNmyoQ4cOqXDhwnnn3H333TIMQ3PmzPndc57vWzDFixdXamqq3G735f2DAAC4CDk+v25751elHEnTgKKr1Sp1jO4qWljpNpser/64Hqv2mNWJfwtrMQDAasfTctR89BKdyczVU01La/3B+7XS8KqeIjTpgd+u+l0TJdZjAMA/s+NYutq89bO8voBGtK+mUyld9LbvsPKZhj5t/53iohL++kn+5ViLAeDf51SGV7e+84sOnM7S9eXiNfWh2loxr70ey96mgGGof7Ueuqf6o1Zn/muwFgNAaPgh5agenrZKAVN6rlWSHq4iPTr/Fq1w2VVYTs286xvF8xoUCGmWXta5cOHCqlSp0jnHKlasqI8//liSlJiYKEk6evToOcOJR48eVfXq1c/7nGFhYQoLY+tzAEDoeGPBVqUcSVPVyNN60DNeDxeMU7rNpuoFq6tblW5W5/1trMUAAKsN+nyjzmTmqlJhtxL972qy4VVEwNSgFm//KwYTJdZjAMDF8wdM9Z23Xl5fQDeWL6gaWqD2uYckw9BzVR9lMPECsRYDwL+Lzx/QEzPX6MDpLJUoEKm3O9TQ4Z9f0bOZKQrY7bozsaHurtbd6sx/FdZiAAh+mw951HPmWgVM6Z7axdW9bgENmXmTVrjsijSlt1u/x2AicBWw9FOZhg0bauvWrecc27Ztm6655hpJUqlSpZSYmKhFixbl3e/xeLR8+XLVr1//irYCAHA5/Lz9uCb/sls2BfRBgSmaGmnXmvBwRTmjNOz6YXLYLP0eAQAAIefrDYf19YYjstsMvXijX6MP/yhJ6ln4BhUvWs/iOgAAgt+0pXu0Zt8ZRYc59ErrIhq0drRyDUPXhyWqbY3Q2tkfAIAr5dWvU7R050lFuuya9GBtufZ9p147Zpy9HGVEol5s9haXowQA4L8c9WSr67SVyvD61aBMnF6+LUnT592pj50+2UxTbzQYogoJ1a3OBHAJWDrx8NRTT6lBgwZ69dVXdffdd2vFihWaOHGiJk6cKEkyDEO9e/fWyy+/rHLlyqlUqVIaMGCAihQpottvv93KdAAA/rFTGV49/dF6SdKEUj9p/8mNGlvk7Ld/Xqz3oorFFLMyDwCAkHM6w6uBn22UJD16fSnNWP+QMmw2VTNduq/ZmxbXAQAQ/PaezNDwhSmSpBfaVNSSn57QeqdNkaY0sNUkhioAADiPj1cf0Hu/7pYkjbq7mso7jurpxU9re4RL8YZLo9pOl8vusrgSAIDgken1qeu0lTqcmq0yBaM07r6a+vWLrhoZOC4Zhp6u0FE3lL/D6kwAl4ilw4l16tTRJ598oueff15DhgxRqVKlNGbMGHXs2DHvnL59+yojI0OPPPKIzpw5o0aNGmnBggUKDw+3sBwAgH/GNE09Pz9Zx9Jy1LrAITU4NlXtC8fLbxhqXbK1bi59s9WJAACEnCFfbtaJdK/KFYpWOcd7+kBZcpqmhjQeKbvDaXUeAABBLRAw9dzHycrODahBmTjdELVcd2Zul2w29anQUYn5SlqdCABA0Fm//4ye/2SDJKnnTWXVqly0Jk9rq+8inHKY0ugW45QQlWhxJQAAwcMfMNVr9jptPOhRgSiXpnaqqyMrh6tv6hqZNpvuKlhXD1zXz+pMAJeQ5deKvPnmm3XzzX88gGEYhoYMGaIhQ4ZcwSoAAC6vOSv3a+Gmo4qxezXGOU6vRMZov9OpwlGF1b9+f3ajAADgb1q05ag+WXtQNkMa1NShfmu+lmw2PRpfV6VLNrY6DwCAoDdjxT79tuuUIpx2vX5zaQ39qpuynDbVdOZX++v6Wp0HAEDQOZaWre7TV8vrC6hZxUJ6qmlZ/TLnDr3l8koy9HyNXqpeuK7VmQAABJXXvtmi7zYflcth06QHayny8FfqunOGshwO1YsoohdajedzUuAqY7M6AACAf5tdx9P10hebJUmzS36tn3IP6ZOYaBky9GqjV+V2uS0uBAAgtKRm5eqF/79TxcONSumT9c8q1WZTBdOhzq3GWlwHAEDwO3A6U699vUWS9FyrClqzrLeWOiWXKb3UfLxsBm8jAwDw37y+gB7/cI2OeM5ejnL0PdV14IdB6pu9U6ZhqF2RG3R3tYetzgQAIKjMWL5Xk37eLUl6466qquzYoyeXDdQRh0MlbREaeetHctq4Ag5wteFdJQAArqBcf0C956xTVq5fjxXdpbgjH2twfAFJUtcqXVU7sbbFhQAAhJ5Xv9qio54clYqPUs3IOfrWTJPdNDWk0atyOsKtzgMAIKiZpqnn529QhtevOiXzq03BrRp+Zp0k6fGSN6tkwUrWBgIAEIQGf7FJq/aeVkyYQxMfrC37zi/Va89cpdltqhZZRC/cNNrqRAAAgspP245r4GebJEl9mpfXLaVt6v/Vg9rgcihWNr3TdqZiw2MtrgRwOVh+WWcAAP5Nxny/TckHUnVNeJb6ZL2lxwrGyWO3q3JcZT1e7XGr8wAACDk/bz+uOav2yzCkoS1iNGDVPMluU6f8VVWpbGur8wAACHpzVx3Qz9tPKMxh0/Dbyuu1r5rK47Sroi1aD90w1Oo8AACCzozlezVz+T4ZhvRWhxoqbR7Q0z/3044Il+JtYRrVdrpcdpfVmQAABI2tR9LUY8Ya+QOm7qxZVD2vL6qxHzbRwjBDDlMa3WSMrilQ1upMAJcJOycCAHCFLN91UmMX75Rkak6R2ZrhyNLyiHBF2MP12vWvyWlnm3IAAP6O9Byf+n189nLOD113jRasf0on7DaVDNj0WOuJFtcBABD8jqRma+hXmyVJT7cor12rXtB3zsDZHYibvimHje+2AwDw31buOaVB/3/Xp2daVFCTa1ya8sk9+i7CdXa4ovl4FYosZHElAADB43hajrq8v1JpOT7VLVVAw+6orK/m3aPx9kxJ0sDqPVXnmiYWVwK4nBhOBADgCkjNylWfj9bLNKXXS2/Q6ROL9WaBfJKk5+r2U8nYkpb2AQAQil7/JkUHz2SpWP4I3Zj/S30WOC3DNDXkugEKc0VbnQcAQFAzTVPDvt6itGyfqhXPp/YlDuvlY79IkroUaaKkInUtLgQAILgcTs3SYx+uli9gqm2Vwnr8hpL6eV4HvRXmlyS9ULOPqifWtrgSAIDgkZ3rV7cPVungmSyVio/ShPtract3T2ugd7ckqXPxFrqj+iMWVwK43PjqKwAAV8CATzfq4JksXZffo1tOvq17C8bLZxhqWqKp7ix3p9V5AACEnN92ndT03/ZKkl5pVUCvrJ4u2W3qEFNBNSreZXEdAADBK8vrk91m0+lMr4a1q6KbqxVWubhwjfnyJp1w2FXSCFP3piOszgQAIKhk5/rVffpqnUj3KikxRm+0r6r937+g53L3ybTbdFfRJmpftbPVmQAABI1AwNTTH63Xuv1nlC/Sqfc61VHmpsnqdeR75drtusldXr2bvGF1JoArgOFEAAAus0/XHtTn6w/JZQtocswkjfK7tNvlVKGIghpcf7AMw7A6EQCAkJLl9eu5j5MlSR3qltAvG3vrsN2mogFDvdpMsbgOAIDglZPr1/gluzR16W55snxyRzjUqUFJRe4drvmO3LM7EN84XGH2MKtTAQAIGqZp6oX5G5R8IFX5Ip2a9GBtmSnz1GvfZ0pzuVQtqpieb8JgPwAA/23Et1v11YbDctoNTbi/lgqeWaYH1r+lUy6nkpz5NOzm6bIZXOwV+Dfgn3QAAC6j/acyNeDTjZKk98v9qtVpmzTHHSNJGtroZeULz2dhHQAAoWnEt1u192SmCseG6+bEHzTbd0ySNLDWM4qMyGdtHAAAQSrL69PYxTv15qLt8mT5JEmeLJ++/PF7DT34jSTp3oJ1VKPkTVZmAgAQdN77dY/mrz0ou83Qu/fVVLGcner/60DtcLlU0Bam0W0+kMvusjoTAICg8dGq/Rq7eKck6bU7q6pWzEk9+0NP7XA5VVBOvX3LR4p0RlpcCeBKYTgRAIDLxOcP6Kk565SW49M9RY6r3MEpGlgwTpL0YKUH1aBIA4sLAQAIPav3ntZ7v+6WJL3cJkHDtkySJN0ReY0aVH3QyjQAAIKa3WbT1KW7zzlmU0A1EybpoNOhwnKoV/O3LaoDACA4/brjhF79eosk6YU2FdWwiE2TPrtP30eGySlpdPOJKhhZ0NpIAACCyNKdJ/TC/A2SpJ43lVW7SlEa+Ul7/RLmULgpvd1ykhJjCltcCeBK4rLOAABcJuMW79SqvacVH+bXUPNNPRkXq1N2u8rnL69eNXtZnQcAQMjJzvWr77z1Mk2pXc1iWr/5We11GCoYkJ5p857VeQAABLW07Ny8HRP/o23UXH0b65NkqE+NFxXlirYmDgCAILTvZKZ6zFwjf8DUnTWLqkv9YvrpwzZ6J9yUZOjFWs+qWmJNqzMBAAgaO46l69Hpq+ULmLqlWhH1uamU5sxorg/DApKkV64bqMqJtSyuBHClsXMiAACXwdp9pzVm0XZJ0kelvtJc/zH9GhmhMJtLr1//Opf5AADgIry5aLt2Hs9QwZgw3XvNck3L2S9J6l+1h9xRhSyuAwAguMWEO+WOOPtd9dIFo3RvZadOl9ot0zBUMq2wbqp0p8WFAAAEj0yvT49MX6UzmbmqWixWr95RRfsWPKN+/kMyDUN3F2+mdteyez8AAP9xKsOrLu+vlCfbp5ol8umNdlW07NNOGmaelCQ9We4etUhqb3ElACuwcyIAAJdYRo5Pveeskz9g6rky+xU4+LFGFUmUJD1d5xmVzV/W4kIAAEJP8oEzmvjTLknS0NZF9dra3go4DLUKK6ybaj1qcR0AAMHNNE1tOJiqwbdUVv3SUYqPidap7JOKcS3UqiMrdehIIfkCAbn4LjsAADJNU8/OTVbKkTTFR4dpwgO15N8wQ70OLVCay6Ua0SXU78bhVmcCABA0snP9euSDVdp3KlPFC0Ro0oO1dejXl/WMZ738dptuia+lh+u/aHUmAIswnAgAwCX20hebtPdkpirF5qrTmZG6v2CcvDZD1xe9XvdWuNfqPAAAQo7XF1DfecnyB0zdXLWw9uzop20OQ/kC0vNczhkAgL80fsku7T+VqUG3ltfkDZM0M2WWPF6P3C637kvqoIdrdFOYg7eKAQCQpLGLd+qrDYfltBsaf39NJaRvVp/lQ7UzMlyFbBEa1WaanHan1ZkAAAQF0zT13MfJWrX3tGLCHZraqY5suz5Vj51zlOZ0qEZEYQ1uNVGGYVidCsAifBUWAIBL6JsNh/XRqgMyDFMfFpqht8O82hbmUoGw/BrScAj/4g0AwEV498cdSjmSpgJRLnWtsFkTMndKkvpV6qQC7mIW1wEAENx+3XFCbyxMUc+bimnyhkkanzxBHq9HkuTxejQ+eYKmbJikLG+6xaUAAFjvh5SjGvHtVknS4Fsrq3a8X5M+f1CLIsPllKHRLSYqPiLe4koAAILHmO+367N1h+SwGRp/fy2V8Kao92+DdMDpUFFbhMbcMksuu8vqTAAWYjgRAIBL5HBqlvrN3yBJGltps1JO/KTpsW5J0tBGL/OmFQAAF2HLYY/e/XGHJGlI6xIase51+QxDNzrj1aZuH4vrAAAIbgfPZKnnrLUqGX/2Us4zU2ad97wZKbPksIdd4ToAAILLzuPp6jVrnUxTuq9eCXWsXUQ/zb1b70ac/cJ5/zrPqWpCdWsjAQAIIp+sPaA3F22XJL18+7VqUDBHL33VSWvCnIqWTe+2ma4CEXEWVwKwGsOJAABcAoGAqac/Wq/UrFw1L5ypegff0ovxZ/9l+94K9+qGYjdYXAgAQOjx+QN6dt56+QKmWlRK0Mm9/ZXskKIDpga0msyOxAAA/InsXL8e+3C1TmV41SypkNK8nrwdE/+Xx+tR2h/cBwDAv4EnO1fdPliltByfal+TX4Nvqaw9Xz2p53RMpmHonhItdWeljlZnAgAQNFbsPqXn5p3dtKX7jaV1b7UCmjL3dn0ebpPNlEbc8IbKxFWwuBJAMGA4EQCAS2DyL7u0dOdJRTult8LGabA7TCccdpWOLa2naz9tdR4AACFp4s+7tPGgR7ERTvWsskfveDZLkp4ud48SCpSxuA4AgOD20heblHwgVfkinerSqKSiXTFyu9znPdftcivmD+4DAOBqFwiYemr2Ou06nqFEd7jG3l9T3rVT1Ovoj0q32VQzpqSeu2GY1ZkAAASNPScy1H36Knn9AbW+NlHPNS+n7+fdrTed2ZKkflUfVcNSLSyuBBAsGE4EAOAf2nQoVW8s3CpJmllxmb7KSNGPUZFyGA69fsPrCneEW1wIAEDo2XEsTWO+O3tJkIGtSmr0miHKttlUzx6rdg37W1wHAEBwm7Nyn2at2C/DkN66t4byZe/S2iOr1CGpw3nP75jUQT5/zhWuBAAgOIz+fpsWpRyTy2HTxAdrKf70er24arh2uZwqZI/UyNZT5bQ7rc4EACAopGZ61eX9lTqdmatqxWI16u7q2rKgl5737pUkdSh2kzrU7GFxJYBg4rA6AACAUJbl9avX7HXK9ZvqVuaMovdM1PDCBSVJvWv1VlKBJIsLAQAIPf6AqWfnJcvrD6hxhYLyHx6qlQ5TEaapQS0ncDlnAAD+RPKBMxrw2SZJ0jMtKuj6EuEa8OH9So4voWmtpsmQNDNlljxej9wutzomdVDXKt0U5gizNhwAAAt8s+Gw3v5hhyRp2B1VVNWdpfEfdtIPUeFyytCYFhMVHxFvcSUAANbK8vpkt9nkyc5VlMuhfq2T9P7SPRpzb3V51ozVk0d/ULbDoYbuMurbZKTVuQCCDMOJAAD8A69+vUU7jqWreLT0dNZIPRSfT1k2m+ol1tMDlR6wOg8AgJA09dfdWrvvjKLDHHq25jF1XbNGstnU85pbVLxgZavzAAAIWqcyvHrswzXy+gJqXilBj91QWnPn3KLPnH7ZzuzSvhOb1aVyJz1StbvSvB7FuNzy+XMYTAQA/CulHPHo6bnrJUldGpZSu2oFtXhaM70bdfbj0wF1n1eVQtWsTAQAwHI5uX6NX7JLU5fulifLJ3eEQw/VL6kpD9WWuXeROiW/o2NhLpVxxuqNttPlsDGGBOBc/K8CAAAXadGWo5r+29ktyueU+krjT5zQ5rBYxbrceqXRK7IZNosLAQAIPXtOZGjEt1slSf1bldG7q+5ShsOmarZo3XfjyxbXAQAQvPwBU0/OWquDZ7JUKj5KI++upuSfXtIw717JMNS7bHtVK9Yw7/wCEXGSxGUqAQD/SmcyvXrkg9XK9PrVsGycXmhdQbs/76bnback2XTvNW10R8UOVmcCAGCpLK9P45fs0puLtucd82T59PYPO1Qgc7fWH+mlLREu5ZdD79w8SzGuGAtrAQQrpiYAALgIx9Ny1HdesiRp2LWHdXD/PL0X65YkvdRgiBKiEqzMAwAgJAUCpvp+nKzs3IAalo1T1InX9bPDL6dpakizd2W32a1OBAAgaI38dqt+2XFCEU67xt9fS979i/T0rrnyGYaaR5dRp4YDrU4EACAo+PwBPTFzrfadylSx/BF6p0NNZa8cp14nlyrdZlNNd2n1vYEvxwEAYLfZNHXp7t8dzy+P9u99SosiXHKa0pvNx6uYu7gFhQBCATsnAgDwN5mmqb7z1utkhlf1CgXU5sjralcwTqZh6M5yd6rpNU2tTgQAICTNWL5XK3afUqTLrv710tVt5VLJbtOjRZuqdOGaVucBABC0Fm46orGLd0qSht9VVaUjUtXti6d1zGVXaSNcQ2/5UIZhWFwJAEBweH1BSt5A/6QHayv22HL1WjdGuyMjlOCI0shWU+S0sbMwAABp2bnyZPkkSQWiXCoYHaYz6em6J/wNTc13dtzopbovqEaRelZmAghyDCcCAPA3Tf9tr37celwuh6HJcR/opXS/jjrCVSK6uJ6r85zVeQAAhKT9pzI17JsUSVK/FmU0ecU9SnXYlGSEq/NNb1hcBwBA8Np5PF1Pf7RektS1USndcm1BDf/gBq122RRlSmPaTlOUK9riSgAAgsOnaw9q0s9nd4Aa0b6aKkakatz8h7U4OkIuGRrTYpLiI+ItrgQAIDhEhztUrXisnmlSQteVTVBuVpq2ZuxUl+8Dkil1LX2nbqnUwepMAEGO4UQAAP6G7UfT9MpXWyRJ71Xdqh/3/aqFBePkMOx6/cbhinRGWlwIAEDoMU1TL3yyQZlev+qUzK/CaW/rDUeu7KapITeNltPusjoRAICglJHj06PTVys9x6e6pQqoX+skff15Z023pUuSXqn9nErFV7K4EgCA4LDhQKqe+zhZktSjSRm1rZhPP77fRGOjz77mHFCvv64tWMXKRAAAgsaPW48pzG5o7sO15EvdLRnxyjSylFSwikY2HqXlB5epW81nrc4EEAIYTgQA4ALl+Px6cvY65fgCal8qVyV2j9LThfJLkh6v3kPXxl9rcSEAAKHpo1X79fP2Ewpz2PTS9QH1WP69ZLerc0JDVSzeyOo8AACCkmma6vtxsrYfS1eCO0zv3FdDu9dM0OAzqySbTQ8XvlFNr73f6kwAAILC8bQcPTJ9lXJ8ATWpUFB9mpXXrvkP6XlHmiSbOpS6Wbcn3W11JgAAQeHXHSf06PTVmv9wTZnyaeqBRZq5aLY8Xo/cLrc6VLhXfWo+qTDDb3UqgBDAcCIAABdoxMKt2nLYo4KRdg3RSD2cL0KZNptqFqqpLtd2sToPAICQdCQ1Wy9/eXZX4meal9HMFR11wm5XKbn0aPM3La4DACB4Tfllt75KPiyn3dDYjjUV7tmk3slvK8thV/2wQnqiGesoAACS5PUF1GPGGh1OzVbp+Ci92aGGMpeNUa8zK5XhcqpWbFk922iI1ZkAAASFFbtP6eFpqxQV5lCpItGavPE9jd8wMe9+j9ejCRsmyiapc5UuirAuFUCIsP2TB+/YsUMLFy5UVlaWpLPf1gUA4Gr0y/YTmvTzbknS7ErLNDVrh5LDwxTjiNKw64fJbrNbXAgAQOgxTVMvfrJBaTk+VSueT0k5k/WZLVuGaWrI9a8pzBFudSIAAEFp2c6TGvZNiiRpwM2VVKOQTS9800X7HXYVkV3Db53D61QAAP6/IV9u0oo9pxQd5tDEB2sr+sBPemHDWO1xOZXgiNbIlpPltDmtzgQAwHJr9p1W56krlJXrV7uaReW0OzVz6+zznjtj62w5WD8BXICLGk48efKkmjVrpvLly6tNmzY6fPiwJKlr1656+umnL2kgAABWO53h1dNz10mS+lbNVNrOCZqQzy1J6l9/oIpEF7GwDgCA0PXpuoNalHJMLrtNrzaxa+j+LyVJ98XXVPXSzS2uAwAgOB1JzVbPWWvkD5i6s0ZRPVCvhCbMb68lzoDCTFOjb3pX+SLjrc4EACAozFqxTx/+tk+GIY25p7rKOo5r/MLHtDgyQi4ZerPFJMVFxFmdCQCA5TYeTNVD761QhtevBmXi9EyLCkrzpsnj9Zz3fI/Xo7Tc9CtcCSAUXdRw4lNPPSWHw6F9+/YpMjIy7/g999yjBQsWXLI4AACsZpqm+s1P1lFPjirH23X/iWHqF5dfAcPQzaVvVpvSbaxOBAAgJB1Pz9bgzzdLkp68qbQ+XfGUDjvsKiqHnmwxzuI6AACCk9cX0GMzVutEulcVC7v1yh1V9PP3fTUu9+yXxwdUeliVije0uBIAgOCweu8pDfxsoySpT7PyalY2Wj/MvVvjosMkSYOuG6TKBa+1MhEAgKCQcsSj+6csV1q2T3VK5tfkh2rLdXqnIp1Rcrvc532M2+VWjDPmCpcCCEUXNZz47bff6vXXX1exYsXOOV6uXDnt3bv3koQBABAMPlq1Xws3HZXTbuiD4l/qddtpHXQ6VDQyUS/Ue8HqPAAAQkqW1yevL6CT6TmKDnPqjbuqqlXlBNWzzdRs4+y3bAfVH6RIV5TFpQAABKehX27W2n1n5A53aPz9NXVix2fqd+AbmYahe/JX0W11e1udCABAUDiSmq1HP1yjXL+p1tcm6okmZbRrfme94MqUJHUsfZturdDO4koAAKy341iaOk5arjOZuapePJ/e61RHEZ49GvXxbVp2aJk6JHU47+M6Jt0nX8B3hWsBhCLHxTwoIyPjnB0T/+PUqVMKCwv7x1EAAASD3Scy9NIXZ3d0erPWca3Y+bE+LxQvmwwNu3G4Ylx8GwgAgAuVk+vX+CW7NHXpbnmyfHJHOPRQ/ZIa1ixKD3w1V3LadWdsJdUvf7vVqQAABKWPVx/Q9N/OfjH8zXtrqJBxVPcvHaA0p01VbdF6rs371gYCABAksnP96v7hah1Py1GFhBiNaF9N6T+/rl5pycpwOVU7X3k93XCQ1ZkAAFhu94kM3TdpuU5meHVtUbemdamrmKyDemfubXo/0qEla0ZrVpuZssnQjJSZ8ng9crvc6ph0n7pWfVhhduaDAPy1ixpOvP766/XBBx9o6NChkiTDMBQIBDR8+HA1adLkkgYCAGCFXH9AvWevVabXrxbX2FV998u6K66AJOmRat1Vo1ANiwsBAAgdWV6fxi/ZpTcXbc875sny6e0ftitt98vaG25XIdOmp1tNsLASAIDgtelQql74ZIMkqVfTcmpcJlb9PmyrbU6bCpiGRt0yS06Hy+JKAACsZ5qm+n+6Uev3n1FshFMTH6yliD3f68nNU7QnMkKJzhiNaDFRTpvT6lQAACy1/1Sm7pv0m46l5SgpMUbTu9RTrPeoJs25RRMiz16E9Z6SbRXlilbna7uoW9VHlJabphhnjHwBH4OJAC7YRQ0nDh8+XE2bNtWqVavk9XrVt29fbdq0SadOndKvv/56qRsBALji3lq0XesPpCo23KFRUe/pCUNKs9tUNe5ada/a3eo8AABCit1m09Slu393vGXkZ/okLF2Sof51npM7PN8VbwMAINidyfTq0Q9XK8cXUJMKBdWraTnNnH+PvrZly26aGtnwVSXkK2l1JgAAQeH9pXs0b/UB2Qzpnftq6BrzsN75rqeWxEQoTDaNaTlJcRFxVmcCAGCpQ2eydN/k33Q4NVtlCkZpetd6yh84pWmz2uqtiLPn9Lm2mzpWP/uZaITz7MEC9rMbuTjtDPkDwaxx48aqXr26xowZc0Hnv//+++rdu7fOnDlzWXpsF/Oga6+9Vtu2bVOjRo102223KSMjQ3feeafWrl2rMmXKXOpGAACuqBW7T+ndH3dIkqbX3KbZJ5dqdUS4Iu3heu2G4XLYLmq2HwCAf6207Fx5snySpNIFo9SyUoLqFMzR0cRfFDAMNY8spSaV77O4EgCA4BMImOo9Z532n8pSiQKRGnNPDa39baRGpG+WJD1d8jbVLneLxZUAAASHpTtP6OWvtkiSnm9dUdcXD9OieXdrQky4JGlQ/cGqHFfZykQAACx3zJOtjpOXa/+pLF0TF6mZ3a5TQcOj2TPbaEREQJL0eNL96lzrSYtLAVwtLnq6IjY2Vi+++OKlbAEAwHKe7Fw9NWedAqbUvYohe8pwvVsoVpL0/HUvqri7uMWFAACEnphwp9pWTVT/NqUVHxMtj9ejaGcV/XoonyatekvPNZtodSIAAEFpzKLtWrz1uMIcNo2/v5Zyjv+mp1Omyme3qXVkCd1/48tWJwIAEBT2n8pUjxlr5A+YuqNGUT3c6BrtnH2XXgjLkWTT/WXu1C3l77A6EwAAS51Iz9F9k5dr94kMFc0XoZndrlOCI1OffNhGr4TnSpK6lr1Lj9bta3EpgKvJRe2c+NNPP/3pDQCAUDXw0406eCZLpfKHqWfmSD1XIEo+w1CLa5rrtjK3WZ0HAEBISsvO1ai7r9X83TPU+KPGavxRY9009yZtPrlZk2+ZodjwAlYnAgAQdBZtOaq3Fm2XJA27s4rKxXr19PeP66TdpnJyafCtc2QYhsWVAABYL9Pr0yPTV+t0Zq6uLerWsDurKO3Hl9Urc4sybTbVyZ+kPg36W50JAIClzmR6df/k5dpxLF2J7nDN6nadioZ79dWMNhrkypIk3V/qFvVqMJDXmsBl0rhxY/Xs2VO9e/dW/vz5lZCQoEmTJikjI0OdO3dWTEyMypYtq2+++SbvMUuWLFHdunUVFhamwoULq1+/fvL5fHn3Z2Rk6MEHH1R0dLQKFy6skSNH/u735uTk6JlnnlHRokUVFRWlevXqafHixVfiT5Z0kcOJjRs3/t2tSZMmebcLNXjwYBmGcc4tKSkp7/7s7Gz16NFDcXFxio6OVrt27XT06NGLSQYA4C99uvagPl13SHaboRkVl2pE9i7tdTqVEB6vgfUH8S/iAABchM2HPPIHsjR5wySNT54gj9cjSfJ4PZqQPEHTNk6VqWyLKwEACC57T2boqTnrJEkP1r9Gd1YvouHz22mdQ4oJmBrTeqoiw6KtjQQAIAiYpqm+85K15bBHcVEuTXigtlzbv9Tz26Zrr9Opwk63RrSYIKfNaXUqAACW8WTn6oEpK5RyJE3x0WGa2a2eSkT79d2Mm/WiM12mYeju4s3V9/pX+DwUuMymTZum+Ph4rVixQj179tRjjz2m9u3bq0GDBlqzZo1atGihBx54QJmZmTp48KDatGmjOnXqaP369Ro3bpymTJmil1/+vytpPPvss1qyZIk+++wzffvtt1q8eLHWrFlzzu984okntGzZMs2ePVvJyclq3769WrVqpe3bt1+Rv/mihhNPnz59zu3YsWNasGCB6tSpo2+//fZvPVflypV1+PDhvNsvv/ySd99TTz2lL774QnPnztWSJUt06NAh3XnnnReTDADAn9p/KlMDPt0oSXqljldbto7Xx+5oGZJeveF1xYbFWhsIAEAIOpyapZe+2KT8UVGamTLrvOfMSJklhz3sCpcBABC8srx+dZ++Wp5sn2pdk1/921bS5wue0OzAKUnSsBp9VKJQVYsrAQAIDuOX7NKXyYflsBkad38tFfXu0buLntZPkREKk01jWk5SAXbrBwD8i6Xn+NTpvRXacDBVBaJcmtmtnkrH2rR45q3qaz8tv2HotiI36MUmIxhMBK6AatWqqX///ipXrpyef/55hYeHKz4+Xt26dVO5cuU0cOBAnTx5UsnJyRo7dqyKFy+ud955R0lJSbr99tv10ksvaeTIkQoEAkpPT9eUKVM0YsQINW3aVFWqVNG0adPO2Vlx3759mjp1qubOnavrr79eZcqU0TPPPKNGjRpp6tSpV+RvdlzMg2Jjfz+g0bx5c7lcLvXp00erV6++8ACHQ4mJib87npqaqilTpmjmzJm66aabJElTp05VxYoV9dtvv+m66667mHQAAH7HHzDV56N1SsvxqUGJCDU5MEB3xeWTJHWq3Fl1C9e1NhAAgBCUlp2rzlNX6poCkfJ4PXk7Jv4vj9ejNK9HBSLirnAhAADBxzRNPT8/OW83i7Eda2rnpg815OhPks3QYwXr68bqXazOBAAgKPy49ZiGL0yRJA26tbLqJhr6fuq9muiOOHuswUuqFFfJykQAACyV5fWry/srtWbfGcVGOPVh13oqX8CppTNvVR/juHyGodYJ1+mlpm/JZlzU3mYA/qaqVf/vC6d2u11xcXGqUqVK3rGEhARJ0rFjx7RlyxbVr1//nMHhhg0bKj09XQcOHNDp06fl9XpVr169vPsLFCigChUq5P28YcMG+f1+lS9f/pyOnJwcxcVdmc9lLmo48Y8kJCRo69atf+sx27dvV5EiRRQeHq769etr2LBhKlGihFavXq3c3Fw1a9Ys79ykpCSVKFFCy5Yt+8PhxJycHOXk5OT97PGc/wMwAAD+Y9ziHVq557SiwxwaX+gTPXPCozP2CFXMX149a/S0Oi/ksBYDAHL9AT0+Y41SjqQpKswht8stt8t93gFFt8utGJfbgsqrG+sxAISmD5bt1afrDsluM/TOfTUUnrNbT61+XTl2m653FNCjrcZZnYgLxFoMAJfX7hMZenLWWpmmdG+d4rq/TlHtnHm7XozwSbLpgXJ36ZZyt1udCQuxFgP4t8vO9avbB6u0YvcpxYQ59EGXuqpUKFwrZ9+pXoGDyrXZ1DS+hl5pMVZ2m93qXOBfw+l0nvOzYRjnHPvPIGIgELgkvy89PV12u12rV6+W3X7uP+vR0dGX5Hf8lYsafU5OTj7ntn79ei1YsECPPvqoqlevfsHPU69ePb3//vtasGCBxo0bp927d+v6669XWlqajhw5IpfLpXz58p3zmISEBB05cuQPn3PYsGGKjY3NuxUvXvxi/kQAwL/Euv1nNPr77ZKkCded1Kf7PtGyiAiF25x67cY35LQ7/+IZ8L9YiwHg3800TfX/ZKN+3n5CEU67Bt1SSRnZp9UhqcN5z++Y1EE+f85578PFYz0GgNCzas8pDf1ysyTp+dZJqlMsQs992VEH7TYVC9g07PaPZOMDo5DBWgwAl09adq66fbBKadk+1SyRTy/dVllp3w/Qkzk7lPn/2LvP8CjKhY3j/9ndbHohEEKvAqH3jgqC0gREmvTQQQUUK0q1C0gRkd6rICiKCCqKCiK9906oAQIppGyb9wPn5RyO6MEI2QD377pyXWZ2ZvZeP/BkZu95HouFquElGVDtTW/HFC/TWCwiDzKHy0OfeVtZd+QSAXYrs7pWpmyuIHYsacNzzuOkWiw8El6KkQ2m42PRd6EimVXx4sXZsGEDpmne2LZ+/XqCg4PJkycPhQsXxsfHh40bN954/cqVKxw6dOjG7+XLl8ftdhMbG8tDDz1008+tVjq+G9JVTixXrhzly5enXLlyN/67UaNGOBwOpk2bdtvnadiwIa1ataJMmTLUr1+flStXcvXqVRYvXpyeWAAMHDiQ+Pj4Gz8xMTHpPpeIiNzfrqW5eGHRdtwek7YlA8h6YBhjw8MAeKXK6xQKLeTdgPcojcUiIg+2CT8d4bMtMVgMGN+2PAXdexi8uhftirejV5lehPxrlsQQewh9yvSiW+ke+Nsz5um8B4nGYxGRe0tsYirPzt+Gy2PyZJmcdKtVkAlftmG9xYmfaTK2zlhCAyO9HVP+Bo3FIiJ3h8dj8uJnOzkSm0RkiC+TOlTEtn8Zrx1bwikfH3LZQxn5+ERslju6eJzcgzQWi8iDyun20HfhNn46eBE/HwszoitTMW8oez9vT5/UQ6RYLFQLLcroRrM0SYtIJvfss88SExND3759OXDgAMuXL2fo0KEMGDAAi8VCUFAQ3bp145VXXuHHH39kz549REdHY7H8uw5YtGhR2rdvT6dOnVi2bBnHjx9n06ZNvP/++3zzzTcZ8jnS9Zf58ePHb/rdYrEQERGBn5/fPwoTFhZG0aJFOXLkCI8//jgOh4OrV6/eNHvihQsX/rK56evri6+v7z/KISIiD4a3vt7HicvJ5Arx5Q1jIh2DDJyGQe3cj9CqaCtvx7tnaSwWEXlwfbn9DKO+u/5E3vCmJXk0MoFnl/Xkd7uVF1f3YNwTU+hVpheJjgSC7SG43Gn42jRm3A0aj0VE7h1Ot4fn528nNjGNopFBfNiiDD/9MpypKScAGFa0A8UK1PFuSPnbNBaLiNwd49Yc5of9F7BbLUzqUJHs1w7x8drXWBcSiJ9hZewTU8nil8XbMSUT0FgsIg8it8fkxc92sHrvBew2C1M7VaJagSwc/KILPa/tJslqpUJwQcY1nouvVf9GimR2uXPnZuXKlbzyyiuULVuW8PBwunXrxqBBg27sM3LkSJKSkmjSpAnBwcG89NJLxMfH33SemTNn8s477/DSSy9x5swZsmXLRrVq1XjyyScz5HMY5n/O/ehlSUlJ5MuXj2HDhtG5c2ciIiJYuHAhLVq0AODgwYNERUWxYcMGqlWrdlvnTEhIIDQ0lPj4eEJCQu5mfBERuYes2X+BbrO3YBjwQ+2TfHZwBAtDg8lmD2Np8+WE+4V7O+J9Q2OxiMiD4bejl+g8YxNOt0nPRwoxsHYkgxbU4SsfD/4mzKo/kxI5K3k75gNL47GISOb11tf7mLH+OMG+NpY/XxNL/Hra/jqAJIuFDsFRvPb0Em9HlDtAY7GISPqkOFxYLRYSU50E+dn4+eBFPlx1kN6PFqJV8QC+n1mbAcHX9/2g1ns0LtzEu4El09JYLCL3O4/H5OXPd7Js2xl8rAaTOlSkblR2ji3vRZe4dcRZrZQJzMuUZksI9An0dlwReYDc9syJH3/88W2ftF+/fre138svv0yTJk3Inz8/Z8+eZejQoVitVtq2bUtoaCjdunVjwIABhIeHExISQt++falevfptFxNFRET+0//fyEpIcVK9cFamdKzI1dMHOLPnQxZmu34z4u1H3lcxUURE5G86fCGRXnO34nSbNC6dk9frFeTTBXX5yseD1TT5qMa7KiaKiIjcwvIdZ5ix/voqNR+1LksO33ja/fIySVYLFfBnQNN5Xk4oIiLiPWlON5N+PsbM346TkOIixN9G5+oF+OLZGoTYDQ7PbcSbgR7AQqeirVVMFBGRB5Zpmrz55W6WbTuD1WIwvm156kZl59Q3/el++VfibDaK++dkYtNFKiaKSIa77XLimDFjbms/wzBuu5x4+vRp2rZty+XLl4mIiKBWrVr8/vvvRERE3HhPi8VCixYtSEtLo379+nz66ae3G1lEROSGW93Iiq6Wh46nhtMyy/U/wjtEtaNW7lpeTioiInJviU1MJXrmZhJTXVTMn4WPWpXmy6UtmGQkAPBmqR48XLSZl1OKiIhkPgfOJ/D60t0APFenMI9HRfDy/Ic5aoUID3zUbD4+Ni2zJSIiD6YUh4tJPx9j3JrDN7YlpLgY/+MRLIZBp9SJ9HedIsXHh6pZS/Ni1YFeTCsiIuI9pmky/Ot9LNwUg8WAMW3K0aBkDs6sfpVuF77nos1GEb8IpjRdTIhdM8eKSMa77XLi8ePH7/ibL1q06C9f9/PzY8KECUyYMOGOv7eIiDw4/uxGlueXjxiWJ4Y4uz8PBefnhUoDvJhSRETk3nMtzUW3WVs4czWFgtkCmdqpElu/68dbacfAMOiR5wlaVerv7ZgiIiKZTnyKk95zt5LidPNwkWwMeLwYc1Z04TszEZtpMrraULKFF/F2TBEREa+xWizM/O3W301eWj+DNyO/JibAn1z2MEbWm4DNcttfeYqIiNw3TNPk/W8PMOu3EwCMaFmWpmVzcf6HIXQ7vYLzPjYK2rMwpeliwvzCvJpVRB5c+ktdRETue/95Iys80E5EkC/Zrx0gl/93zA7Igt2w8mGd0fhaNSOFiIjI7XK5PfRbuJ3dZ+IJD7QzM7oysdvGMODiL7gtFp4MK0nfx0Z5O6aIiEim4/GYvLR4BycuJ5M7zJ9xz5Rn67ZJjI7bAobBa7nrU654K2/HFBER8arEVCcJKS7g3/d0LyalkSd5P1nDPuOrgCD8DCvj6k8li18WL6cVERHxjjHfH2LKL8cAeK95aVpWzMOlte/R4/hizth9yOMTwtSmS8jmn83LSUXkQZbucuLp06f56quvOHXqFA6H46bXRo8e/Y+DiYiI3CmJqU4igvyY0Kog1R6KxJWSwDlnBK1XRoDpomfp/hTNUtTbMUVERO4Z/79UyJoDsfjaLEztVAnf89/Q9dBskm1WqvhG8taTczEMw9tRRUREMp1P1x7hh/2x2G0WJnWoiCN+F6/s+gSP1UJTe07a1FO5X0REJNjPh7J5Q3m5Tj6qPRSJMyURH/8gvtu8ndePBAEwvOa7RIVHeTmpiIiId3zy42E+/vEIAEOblKBd1XxcWTeGHodnc8JuJ6ctkOlNlxAZGOnlpCLyoEtXOXHNmjU0bdqUQoUKceDAAUqVKsWJEycwTZMKFSrc6YwiIiL/SLCfD1/3qQRJJ8HIRoqRSs7Q/Iyo/RE/nfyJzqU6ejuiiIjIPWXqr8eY+/tJDAPGtilHEWM/nX8fykUfGw9ZAhjTfCk+Vh9vxxQREcl0fj50kY++PwTAO81KUSybQfTC7sRZLRT3WBncfInK/SIi8sBze0yOxCaypHtFXPHHwchGqpGCzQggMG9lCl5cR83IqjQq3NjbUUVERLxi6i/HGPXd9WvLgQ2j6FKzIPEbP6Xnvkkc8bWT3erP9CZLyBWUy8tJRUTSWU4cOHAgL7/8MsOHDyc4OJilS5eSPXt22rdvT4MGDe50RhERkXSLiUsmxObCz9dg2uk1LFiziARHAiH2ENoWe4Y3q7yCj+ngH0wmLCIi8kD5Ztc53lt5AIA3GxWnbq4U+izrwRG7jQisfNp0MSG+oV5OKSIikvnExCXTf9F2TBPaVslL68p5Gb7wCXZb3IR6TEY/MRU/P42hIiLyYPN4TF79fBddq+TAxMLM/76nG9WWuQ1mE2jogTgREXkwzdlwgndX7gdgwONF6fVoYZK2zqTPjrEc8PMl3OLL1CcXkTckr5eTiohcZ0nPQfv376dTp04A2Gw2UlJSCAoK4q233uLDDz+8owFFRETSKzYhlecWbMPHz8q0vbOYtHsKCY4EABIcCUzePYUZe2fjMEwvJxUREbk3bDkRx4uLdwAQXaMAXSuGMeSLp9lktxBgwqdPTCNnaH7vhhQREcmEUp1u+szfytVkJ2XzhDKsaUmWff8ynzvOYZgmI0o/S57clb0dU0RExKtM02TQ8j38dDCWgrmCbn1Pd9dk5u2bh9OimYZFROTBs2jTKYYs3wvAc3UK0/exh0jesYDntrzPbj9fQg0fpjaeT6GwQl5OKiLyb+kqJwYGBuJwOADImTMnR48evfHapUuX7kwyERGRf+BqsoOO0zfhZ7PiY/VhwcFFt9xv/sFF2Cx6ylZEROR/OXYxiR5ztuBweXi8RCSDGz7EJ0ua8o2PG6tpMrrGO0TlrOTtmCIiIpmOaZoM/nIPe84kEB5oZ2KHihw+/CXvnlkFQN/wCtSo9KyXU4qIiHiXaZq8tWIfCzaeokj2oL+8p7tA93RFROQBtGzbaQZ+sRuA7rUK8vITxUjb9wX9fh/KNj9fgg0bUxrNpWh4MS8nFRG5WbrKidWqVWPdunUANGrUiJdeeol3332Xrl27Uq1atTsaUERE5O+6luYieuZmDl5IJCzAh0RH0o2na/9bgiOBRGdSBicUERG5t1xOSiN65mau/Gu2p4/blGPZsjZMJR6AoaV6UrNoMy+nFBERyZwWbDrFkq2nsRgwvm15/MxzvLhhGA7DoI4RTLfGM7wdUURExKtM0+TDVQeZuf4EAL0eLaR7uiIiIv9hxa6zvLxkJ6YJHavl583GxXEe/JYXf32Njf5+BGBhYv2ZlMhW0ttRReQvmKZJz549CQ8PxzAMduzY4e1IGSJd5cTRo0dTtWpVAIYPH07dunX57LPPKFCgANOnT7+jAUVERP6OVKebnnO3sCPmKmEBPrxeLx/B9kBC7CG33D/EHkKwT3AGpxQREbl3pDrddJ+zhVNxyeQN92da58psXvMC76YcAaB3nidoXqmfl1OKiIhkTttPXWHYV9eX3HqlfhRVCwTz6lfPcN4KBdzwbrPFWKw2L6cUERHxrnFrDjPp5+urtL3zVCkei4ok2B6ke7oiIiLA6r3n6b9oBx4T2lTKy/CmJXEdWcPLP/Vnnb8ffliY8PgUykaW83ZUEfkfVq1axaxZs1ixYgXnzp2jVKlSf7n/u+++S40aNQgICCAsLOxP95s1axZlypTBz8+P7Nmz89xzz93h5P9Muu58FSr07/XpAwMDmTRp0h0LJCIikl4ut4e+C7ez/shlAu1W5nQqS+4ferDr0RdoG9WWybsm/+GY9lHtcHlc+Fi1DIiIiMh/c3tMXli0g+2nrhLq78PM6Cpc3DWely/8hNtioWlYCZ59bJS3Y4qIiGRKl5LSeHb+NpxukwYlc9D70UKM+aI1G0nB32My9pFRBIfm8XZMERERr5q49ihjfzgMwOAnS9ChWn44+iOnrRbd0xURkQfeTwdieX7BNtwek+blc/Pe06UxT67jjR/68FOAH3YMPq47gUq5qno7qojchqNHj5IzZ05q1KhxW/s7HA5atWpF9erV/3SywNGjR/PRRx8xcuRIqlatyrVr1zhx4sQdTP3Ppauc2L17dzp06EDt2rXvcBwREZH08XhMXv18F9/vu4DdZmFax/IU/30AA5L2cHL7GGY3mI2BwYIDC0hwJBBiD6F9VDu6lemOr9XX2/FFREQypfdW7mfV3vPYrRamdKyI/8VV9DgwgxSblWq+2Rn25DwMw/B2TBERkUzH5fbQd8F2zsWnUjgikJGtyvDDhpHMTDwAwNuFWlD4oQZeTikiIuJdM9Yd58NV18fGVxsUo1utgnBiHYu/6sq8gmWY1WAWBrDgwELd0xURkQfO+iOX6DVvK063SePSORnZsgzG6Y0MXtWNVQF+2IAxtcdQPU8tb0cVkdsQHR3N7NmzATAMg/z583Ps2DFGjRrFlClTiImJITIykl69evHmm28C11czhuszI97KlStXGDRoEF9//TV169a9sb1MmTJ398P8TekqJ168eJEGDRoQERHBM888Q4cOHShbtuydziYiInJbTNNk+Nd7Wbb9DDaLwcR25aiyZxgDL29gbVAgvomnOZN4hq6lutKzTE8SnYkE+wTj8rh0E0tERORPzFp/nOnrjgMwslUZonwO0+nHIVzysVLE4s/op5ZplgoREZE/MXL1QTYcuz6r/+SOFbl4YQODDs4Bi0G0fwHqPzrc2xFFRES8at7vJ3lrxT4A+tctwrO1H4JTG1n+RUfeDg+G+ON8dWgZXUp1pWeZXrqnKyIiD5SNxy7TbfZmHC4Pj5eIZOwz5bCe38FbKzrxVaAvVmDUwx/ySP66//NcIg8C0zRJcboz/H39fay3PYHDuHHjKFy4MFOmTGHz5s1YrVYGDhzI1KlTGTNmDLVq1eLcuXMcOHDgtt//+++/x+PxcObMGYoXL05iYiI1atTgo48+Im/evOn9WHdcusqJy5cv58qVKyxZsoQFCxYwevRooqKiaN++Pe3ataNAgQJ3OKaIiMifG/39IWZvOIlhwEetyvDYiTG8dfpbvg0JxmZYGF1nLKUiSt3YP9waDqBChYiIyJ/4bu95hv/rS6JX6hejYX4nvZZ255iPleymlU+bfU6wX6iXU4qIiGROK3efY/IvxwAY0bIsOQJTaPtNX5ItBlU8PvR/6jMvJxQREfGuJVtiGPTlHgB6PVqIF+oVgTPbWLmsLUOyBALQrmgbOpfuduPLXt3TFRGRB8W2U1foOmszqU4PjxaN4JN25bHF7uXD5W35PNAXiwnv13ybuoUaeTuqSKaR4nRTYsjqDH/ffW/VJ8B+e9W70NBQgoODsVqt5MiRg8TERMaNG8cnn3xC586dAShcuDC1at3+bKjHjh3D4/Hw3nvvMW7cOEJDQxk0aBCPP/44u3btwm63p+tz3WmW9B6YJUsWevbsydq1azl58iTR0dHMnTuXhx566E7mExER+UtTfjnK+B+PAPBWs1I0jZvFmMOf8XlIMAbw/sMf8kieR7wbUkRE5B6yI+Yq/RZtxzShbZW89K6WlUHLnmaLj0GgCZ/Wn0aOkHzejikiIpIpHYlN5JUlOwHo+UghGpbKzptftuKExUMOt4eRjediswd4OaWIiIj3LN9xhteW7gIgukYBXm8QhXFhDz8sacUbYQF4DIOWhZ/i9Wpv3vYsNCIiIveL3afj6TxjE9ccbmoUzsrkjhWxxx1mzBetmB94vWT0VrVBNCzylHeDisg/tn//ftLS0m5ajvnv8ng8OJ1OPv74Y+rXr0+1atVYuHAhhw8f5qeffrqDaf+ZdM2c+J+cTidbtmxh48aNnDhxgsjIyDuRS0RE5H9atOkU7628Pq3xqw2K0dHzFVN3TWZmeBgAQ6sPo0HBBl5MKCIicm85dTmZ7rP//VTu208WY/zCx/nW5sRmmoyu/jbFclbydkwREZFMKSnNRa+5W7nmcFO9UFZerV+MGav78KMrDh/TZEyl1wnPXtLbMUVERLxm1Z5zDFi8E48JbavkY2iTEhgXD/Lzoqd5Jcwft2HQtEAjBtccrmKiiIg8cPafS6DjjI0kprqoXCAL0zpXwi/hBJ9+/jQzA6/PHDy4wks0i2rj5aQimY+/j5V9b9X3yvum+1h//3/8/jlz5gSgRIkSN7ZFRESQLVs2Tp069Y/Pf6eke+bEn376iR49ehAZGUl0dDQhISGsWLGC06dP38l8IiIit7Ri11kGfrEbgN6PFubZ4HUs2PABH/+rmPhypZdpUbSFFxOKiIjcW64mO4ietYlLSQ5K5gphQrvyLPuyLdO5AsDQkj2oUay5l1OKiIhkTqZp8sqSnRy9eI0cIX6Mb1eeTXvmMP7CegDezP4wpcp09HJKERER7/nxwAX6LtyO22PSokIe3n2qFEbcMX5b2IwXw3xxGQYN89blrYffw2Kk++tLERGRe9KR2EQ6TNvI1WQn5fKGMSO6MgHXzjDts6ZMDLxefnq17PO0Lh3t3aAimZRhGATYbRn+808eqClSpAj+/v6sWbMm3eeoWbMmAAcPHryxLS4ujkuXLpE/f/50n/dOS9fMiblz5yYuLo4GDRowZcoUmjRpgq+v753OJiIicks/HYzlxc92YJrQrmo+Xsuzh69Wv8H7EVkB6F22N51LdvZyShERkXtHqtNNzzlbOXbxGrlC/ZgRXZmta1/m3eRDYBg8m+dxnqrc39sxRUREMq3Jvxzj2z3n8bEafNqhAmnJh3l12yg8FoMW1nBaNPzU2xFFRES8Zt3hS/Setw2n2+TJMjkZ0bIMlviTbJ7fhP4hNpyGQd3cD/Nu7ZFYLemffUZERORedPzSNdpN3cjlaw5K5Q5hdtcqBKfFMnfRk4wLvF7Y71+qOx3L9fJyUhG5k/z8/Hjttdd49dVXsdvt1KxZk4sXL7J37166desGwKlTp4iLi+PUqVO43W527NgBwEMPPURQUBBFixalWbNm9O/fnylTphASEsLAgQOJioqiTp06Xvx0N0tXOXHYsGG0atWKsLCwv9zv9OnT5MqVC4tFTziJiMidsel4HH3mbcXpNmlaNhdvFz/Dj1/3Z3BEOAAdirfn2bLPejmliIjIvcPjMXnl811sOhFHsK+NmV2qcHHvRF459wMei4XmoSXo/dhH3o4pIiKSaf125BIjVh0AYGiTkpTIYafTws7EWwxKuQ0GtvwctDSliIg8oDYeu0z3OZtxuDw8USKSMW3KYU08w455TXgu2CDVYuGRHNUYWWccPhYfb8cVERHJUDFxybSb+juxiWlE5QhmbteqhLriWLywMSMCru/TJ6oD3SvqwXGR+9HgwYOx2WwMGTKEs2fPkjNnTnr37n3j9SFDhjB79uwbv5cvXx64vtpx7dq1AZgzZw4vvvgijRs3xmKx8Oijj7Jq1Sp8fDLP39aGaZrm3Tp5SEgIO3bsoFChQnfrLf6nhIQEQkNDiY+PJyQkxGs5RETkn9tzJp62U34nMc3FY1HZmfJIKpuWtuX5iDCchkGzwk15q+bbWvYjk9FYLCKSuX246gAT1x7FZjGY3bUK+R2/0P73QcRZrdSwR/BJm9X6gug+oPFYROTuOHs1hSfHryPumoOWFfMwokVphixtyvLkk2Rxe1hcdxI58j/s7ZiSCWgsFpEH0daTV+g0fSPXHG7qFItgUseK+KZcZM+cBvQIcJJksVAtewU+eWIKvlat0CZ3l8ZiEclszl5Noc2UDcTEpVA4IpDPelUnm5HIl/PqM9jPAUCXh1ryYo0h/2jpWBERb7ur7Y272HsUEZEHzJHYJDrN2ERimouqBcOZWAf2LOvAC9lCcRoGj+ery7Aaw1VMFBER+RsWbDzFxLVHAfigRRlK+R2nz2/Xi4nFDH8+av6liokiIiJ/Is3lps/8bcRdc1AyVwjvPFWKz38dyvLkk1hMk5FR0SomiojIA2v36XiiZ27imsNNzYeyMrFDRXxT4zgw90l6+TtIsliomLUUHz8+ScVEERF54MQmpNJ+2kZi4lIokDWABT2qkc2azLcLGjHUNw2A9gWfVDFRRO4LanCIiEimFxOXTIdpG4m75qB07lBmNArk+OdteDY8iBSLhZo5q/HBIyOwWWzejioiInLP+OlgLIOX7wGgf90iNCnsod+qrpzwsRJpWpjQ7HOC/DSTgIiIyJ8Z9tU+dsZcJdTfh0kdKnLg5CreP/4FAC8El6BqjVe8nFBERMQ79p9LoOOMjSSmuqhSIJypnSrh54znyNwn6emXTILVStksUUyoPw1/m7+344qIiGSoS0lptJu2keOXrpEniz8LelQj0u5gzfzGDPRJxmMYtMz3OK89/J6KiSJyX1CLQ0REMrXYxFQ6Tt/I+YRUHsoexNzmEcQuaUqvLH4kWi1UyFaWMY99jN1q93ZUERGRe8aeM/E8N38bbo9Jiwp56PdwJK8tqMM2HwgyYeIT04gMzeftmCIiIpnW4s0xLNx0CsOAj9uWx996iZd+HYjLYvC46Ud0s3nejigiIuIVR2IT6TBtI1eTnZTLG8aMLpUJcCdxYl5TutsTuWK1UjL0ISY2mEGgT6C344qIiGSoK9ccdJi2kSOxSeQM9WNhj2rk8nfzy/wmvGxLwG0YNM31CINrj1IxUUTuGyoniohIphWf7KTT9E2cuJx8/cmh1nlJXtaMHiEW4qxWiocV4ZPHJ+rpWhERkb/hzNUUus7aTLLDTY3CWXn/qeKMW/Q4q61ObKbJ2BrvUCRXZW/HFBERybR2n45n0L9mHx5Qryg1CofSY0EzYi0mhVwe3m7+GYZND9CJiMiD58Sla7SbupHL1xyUyh3C7K5VCCKFmPlP0c16mcs2G0WD8zO54SyC7cHejisiIpKh4lOcdJqxiQPnE4kI9mV+96rkDTbYML8ZLxqXcRkG9SOrMrzuOCyGFkEVkfvHXS0nqsktIiLpdS3NRfSsf/+BvrD9Q1iWP02PACcXbD4UDM7HpPrTdBNLRETkb4hPcdJl5iZiE9MoFhnMpA4VWPpVe2aacQC8VbInVYs+5d2QIiIimdiVaw56z9uKw+WhXvHsPFfnIUat6MRWTyKBHg9ja7xNYHghb8cUERHJcDFxybSb+vuN6825XasSanVwbt7TdOcCsTYbhQNzM7XRHEJ9Q70dV0REJEMlpbmInrmJ3WfiCQ+0s6B7VQpl8WHLgqfoZ57HYbFQJ1t53n9iIjaL5hgTkfvLXf1XzTTNu3l6ERG5T6W53PSau5Xtp64S6u/Dgg7FCfmmDV19EjnlYyeXf3am1J9OuF+4t6OKiIjcMxwuD33mbeXQhSSyB/sys0tltvzyGh8k7QfDoG/uejSp3M/bMUVERDItt8ek36LtnLmaQoGsAXzUuhyrto5n7pUdALybpxEFiz/t3ZAiIiJecC4+hfbTNnI2PpVCEYHM616VLHY3sQta0c0Tw1kfH/IHRDK10Vzd0xURkQdOssNF15mbb3zvOa9bVYpk9WXnopY85z5FqsVCzfCSjGowDR+Lj7fjiojccemaC3bmzJkkJyf/z/327dtH/vz50/MWIiLygHK5PfRbuJ11Ry4RaLcyp1Npcq/pwrPEcsjXTjbfMKY2mEmOwBzejioiInLPME2T15ft4rejlwm0W5kRXZlLB6fw2tnv8BgGLUKK06PuaG/HFBERyXRSHC4cLg+Xk9Jwuj10rJafkrlCmNSxIhfitjJs7xQAethyULfeCC+nFRERyXixiam0n7qRU3HJ5AsPYEH3akT4w6XP2tHdcYwYHx9y+2VjWqN5RAREeDuuiIjIXfef15EOl4c9Z+K5fM1BsK+Nud2qUCIygH2ft6OP4yjJFgtVQ4sytuEs7Fa7t6OLiNwV6Zo58fXXX6d///60atWKbt26UaNGjVvulzdv3n8UTkREHiwej8lrS3ezeu8F7DYL09qXIWrdszznOM4ufz9CbIFMqT+DfCH5vB1VRETknjL2h8Ms23YGq8Xgk/YVCE1cS4e9k0m1Wqlpj2BQswUYhuHtmCIiIplKmtPNpJ+PMfO34ySkuAjxt9G5egEW96qO25PIM5/1IcUwqOGy8Fzrz0FjqYiIPGDirjnoMG0jxy5dI3eYPwt6VCVHkJUrizvQI2Ufx+12cvhmYXrjeXrYXEREHgh/dh25pHc1zl1NpWTOIA593omeyftItFqpEFyQjxvPxc/m5+3oIiJ3TbrKiWfOnOHrr79m1qxZ1K5dm0KFCtGlSxc6d+5Mjhy6uBARkb/PNE3eWrGPpdtOY7UYTGhTmko7XmNA4i42BgYQYPVl0hNTKZKliLejioiI3FOWbIlh3JrDALzdrBTlgmPo+O1A4mxWiht+fPT0l9gs6bo0FBERuW+lOFxM+vnYjTEUICHFxfgfj2BgcuTy88QYLnK73HzYYBZW/1AvphUREcl48clOOkzbyKELSUSG+LKgR1XyhPqS8Hk0vRJ3cMTXToQ9hGmN5pI7KLe344qIiNx1f3UdaTEMej1SgGNf9qBH0nbirVZKB+ZlwpMLCPAJ8GJqEZG7L13LOttsNpo3b87y5cuJiYmhR48ezJ8/n3z58tG0aVOWL1+Ox+O501lFROQ+NuaHw8z67QQAo1qWou6R9xh8aT1rAwOwGzY+qTeR0hGlvRtSRETkHrPu8CUGLtsNQJ/ahXk6ykK/b6M5abOS07QwodlSAn1DvJxSREQk87FaLMz87fgtX/t531B+dVzA1+NhdJm+hOWumMHpREREvCsx1UmnmZvYdy6BbEF25nevRv4s/iR92Ys+Vzay39dOuC2QaQ3nkj8kv7fjioiIZIi/uo6cuf4Ysd/2o8eVDcRZrUT552Bik4UE2YMyOKWIZGYHDhygWrVq+Pn5Ua5cOW/HuWPSVU78T5GRkdSqVYvq1atjsVjYvXs3nTt3pnDhwqxdu/YORBQRkfvdtF+P8fG/niJ6q2kJnjo/gfdOr+SboEBshoXRdcZSOUdlL6cUERG5txw4n0CfeVtxeUyalM3FS7Vz88ayZuywQbAJE5+YRkRoPm/HFBERyZQSU50kpLj+sD1P0HqOh+0FYHCWSpSo3Cejo4mIiHhVssNF11mb2RlzlSwBPszvXo2HIgJJ/rovz138mV1+voRa/ZnScDaFwgp5O66IiEiG+bPrSDDpzFR6Xv6ZWJuNh/wimNJ0MaG+moFfRG42dOhQAgMDOXjwIGvWrGHWrFmEhYXdtI/T6eS1116jdOnSBAYGkitXLjp16sTZs2dv2i8uLo727dsTEhJCWFgY3bp1IykpKQM/zb+lu5x44cIFRo0aRcmSJalduzYJCQmsWLGC48ePc+bMGVq3bk3nzp3vZFYREbkPfbb5FO98sx+AV+oXo1PaIsYdXshnIcEYwHsPf8CjeR/1bkgREZF7zIWEVLrO3EximosqBcIZ1aIko5c04XuLAx/TZFz1tyicS8V/ERGRPxPs50OIvw2AQhGB1C8RSfEcCbhyfYVpGLQxg2jWZLqXU4qIiGSsVKeb7rO3sPnEFYL9bMztVpVikUGkrnyZfue+Y5ufH8FWXyY3nEmx8GLejisiIpKhbnUdWSgikN6+81mTZy/nbDYK2LMwtelisvhl8XJaEcmMjh49Sq1atcifPz9Zs2a95T7Jycls27aNwYMHs23bNpYtW8bBgwdp2rTpTfu1b9+evXv38v3337NixQp++eUXevbsmREf4w8M0zTNv3tQkyZNWL16NUWLFqV79+506tSJ8PDwm/aJjY0lR44cXl/eOSEhgdDQUOLj4wkJ0XJlIiKZycrd53h+wTY8JvR6pBCvh61h+sYPGRceBsCQ6kNoVbSVd0PKP6axWEQkYyWluWg9aQP7ziVQKCKQZX1qsOLbDnyYdP1hgA+Kd6NxlRe8G1IynMZjEZHbd+ZqCscuJnExMY3qhQLJFhxEgiOeAJ9ANpzdwMotExj8yGhCs2mZSrl9GotF5F6X5nLTc85Wfj50kUC7lXndq1I+bxiO796g37ElrA/wJ8BiZ0qDGZSNKOvtuCJ/oLFYRO6mk5evcSou+b+uIxMItgez5dxGPtgyEse1y8x6aik5AnN4O66IeMmqVat455132LNnD1arlerVqzNu3DgKFy6MYRg37fvoo4/y888/37Rt6NChDBs27A/n3bx5M1WqVOHkyZPky5eP/fv3U6JECTZv3kylSpVuvHejRo04ffo0uXLlumuf8VZs6Tkoe/bs/Pzzz1SvXv1P94mIiOD48ePpDiYiIve3nw9dpP+i7XhMaFslL69HbmLx2vcZl+162X1AxQEqJoqIiPxNLreH5+ZvY9+5BLIG2pkVXYWt695gROI+MAz6566rYqKIiMhfOHn5Gu2mbuTRohEMbVqUabunsuDAQhIcCYTYQ2gb1ZZ3ms7Dz+bv7agiIiIZxun28PyC7fx86CL+PlZmdqlC+XxZcK55m5eOLmZ9YAD+ho1Pn5iiYqKIiDxwdp+Op8usTTxRIsefXkfObjAbh9tBZGCkt+OK3J9ME5zJGf++PgHwX6XCv3Lt2jUGDBhAmTJlSEpKYsiQITRv3pwdO3Zw7tw56tWrR4MGDXj55ZcJCAhg5syZDBkyhIMHDwIQFBR0y/PGx8djGMaNJaA3bNhAWFjYjWIiQL169bBYLGzcuJHmzZun/zOnQ7rKidOn/+8lSwzDIH9+PT0sIiJ/tPlEHL3mbsHpNmlcJifvFjnCilUDeTfiejGxR+kedCnVxcspRURE7i2maTJ4+R5+PnQRPx8L06MrE3d0Oq+d+RbTYqF1SBTd6o7xdkwREZFM60hsIu2mbiQ2MY3+9fIybfdUJu2afOP1BEcCk3dNxgJ0KRmNv/3WN4RFRETuJy63hxcW7eD7fRew2yxM61yJKgXDcf38Ia8fmMnaoEDshpWPH59IxciK3o4rIiKSoX45dJE+87ZyzeHmhb+4jjSAriWjvZZT5L7nTIb3MnY2QADeOAv2wNvevUWLFjf9PmPGDCIiIti3bx+lSpXCZrMRFBREjhzXZ1gNDQ3FMIwbv99Kamoqr732Gm3btr0xO/T58+fJnj37TfvZbDbCw8M5f/78bee9U267nPjxxx/f9kn79euXrjAiInL/23Mmnq4zN5Pq9FC7WARjK8Sy9uu+DI4IxzQM2kW1o2/5vt6OKSIics/5dO1RFm6KwTDg42fKkyX5VzrsmUSa1cIjPtkY2HTBH5YFEBERkev2nU2g4/SNXL7moG5UBOGBgSw4sPCW+84/sJAeZXplcEIREZGM5/GYvPr5Lr7ZfQ4fq8HkjhWp+VA23OvHMWjPZL4LCsSGhbGPjadazmrejisiIpKhvth+mleW7MLlMWlZMTdZ/uI6csGBhfTUdaTIA+/w4cMMGTKEjRs3cunSJTweDwCnTp2iVKlSf/t8TqeT1q1bY5omEydOvNNx75jbLieOGXPzDBsXL14kOTn5xpSQV69eJSAggOzZs6ucKCIit3T0YhKdZ2wiMc1FlQLhTH44ja1fdOfliCy4DYOmhZ7ktSqvqTghIiLyNy3fcYaRq69P6z/0yRJUynKWjt++zlWbhRL4MfLp5disPl5OKSIikjntOn2VjtM3EZ/ipGSuEMa2KU+iI4EER8It909wJJDoSCDcP2sGJxUREck4Ho/JG1/sZtn2M1gtBp+0q0CdYtnxbJzCW9vH8k1wEDYMPqozhofzPOztuCIiIhnGNE2m/HKM9789AEDTsrl4v3kZEh1XdB0p4i0+AddnMfTG+/4NTZo0IX/+/EydOpVcuXLh8XgoVaoUDofjb7/1/xcTT548yY8//nhj1kSAHDlyEBsbe9P+LpeLuLi4v5yF8W657XLi8ePHb/z3ggUL+PTTT5k+fTrFihUD4ODBg/To0YNevdT2FhGRPzpzNYWO067PQlEqdwgz6lvZv/QZ+mULxWkY1M1bh+E138ZiWLwdVURE5J6y8dhlXlmyC4ButQrSppSd7p935pTNQm6PhQnNPyfAL+R/nEVEROTBtOVEHF1mbiYxzUX5fGHM6lKFYH8f0lxBhNhDbvnFUog9hGC7xlYREbl/mabJ8K/3smhzDBYDxrYpR/2SOTC3zOK9Te+xLCQYC/D+IyN4LN9j3o4rIiKSYTwek3e+2c+M9df7M91rFeSNRsWxuFMJsgfrOlLEWwzjby2v7A2XL1/m4MGDTJ06lYcfvv5wz7p16/7yGLvdjtvt/sP2/y8mHj58mJ9++omsWW8uPlevXp2rV6+ydetWKlasCMCPP/6Ix+OhatWqd+gT3b50NUAGDx7M+PHjbxQTAYoVK8aYMWMYNGjQHQsnIiL3h4uJaXSYtpGz8akUjghkXpNQzixry7PhQaRYLFTPUZURj47CZrntzryIiIgAR2KT6Dl3Kw63hwYlc/B63bwMXNaMXTYI8cCn9aeRLSy/t2OKiIhkSr8duUTH6ddn969aMJy53aoS4mdj4tqB/Hb2N9pGtb3lce2j2uJyp2VwWhERkYxhmibvf3uA2RtOYhgwsmVZmpTNhbljISN/G8ZnIcEYwDu13qNBwQbejisiIpJh0lxu+i3afqOY+Gaj4gx6sgSW1CtsntuQ33UdKSJ/IUuWLGTNmpUpU6Zw5MgRfvzxRwYMGPCXxxQoUICkpCTWrFnDpUuXSE5Oxul00rJlS7Zs2cL8+fNxu92cP3+e8+fP35iBsXjx4jRo0IAePXqwadMm1q9fz/PPP88zzzxDrly5MuLj3iRd5cRz587hcrn+sN3tdnPhwoV0h/nggw8wDIMXXnjhxrbU1FSee+45smbNSlBQEC1atPhH7yEiIhkrPtlJpxmbOH7pGrnD/FnYMgfxX7SiV5gviVYL5bKVZuxjH2O32r0dVURE5J5yMTGN6JnXl6Asny+MMa1L89HSZqyxpOFjmnxc/S0K5ars7ZgiIiKZ0k8HYometZkUp5uHi2RjVpcqBNqtjPyhL5+eXMGYbWOILtmZPmV6EfKv2S1C7CH0KdOLbqV74G8P8vInEBERuTvGfH+IKb8cA+Ddp0rTomIezN1L+fjn15kbGgzA0OpDaVK4iTdjioiIZKiEVCfRMzazYtc5fKwGY9uUo8cjheBqDKvm1KOX5RKjto6mY4mO9NZ1pIjcgsViYdGiRWzdupVSpUrx4osvMnLkyL88pkaNGvTu3Zs2bdoQERHBiBEjOHPmDF999RWnT5+mXLly5MyZ88bPb7/9duPY+fPnExUVRd26dWnUqBG1atViypQpd/tj3pJhmqb5dw9q0qQJZ86cYdq0aVSoUAGArVu30rNnT3Lnzs1XX331t4Ns3ryZ1q1bExISQp06dRg7diwAffr04ZtvvmHWrFmEhoby/PPPY7FYWL9+/W2dNyEhgdDQUOLj429aX1tERO6+ZIeLDtM2su3UVbIF+fJFhwLYljenc5CLczYbUWEPMb3h7Bt/oMv9SWOxiMidl+xw0XbK7+w8HU/+rAEs61ODb77rzMjEvQCMjOpKg6ovejmlZCYaj0VE/m3VnvP0XbgNp9ukXvFIJrQvj80Cb6/qztKLWwB43ZKd9s+sJMV0YrP6kuhIINgegsudpi+UJF00FovIvWDCT0cYufogAMOalCC6ZkE48A2TVj/LhLDr/3a9UWUgbYu382ZMkXTRWCwi6RWbkErnmZvZfy6BQLuVyR0rUatINji/h3lLWzMi0IJpGNSLrMKHj0/E7XboOlJE5D+ka+bEGTNmkCNHDipVqoSvry++vr5UqVKFyMhIpk2b9rfPl5SURPv27Zk6dSpZsmS5sT0+Pp7p06czevRoHnvsMSpWrMjMmTP57bff+P3339MTXUREMkiay02vuVvZduoqIX42FrR7CP9v2tIzwMk5m40CQXmY9MQ0FRNFRET+JrfHpN/CHew8HU9YgA8zoyuz9ffBjErYA8CAXHVVTBQREfkTy3ec4bkF14uJjUvnZGKHClgMD69/3Y6lF7dgMU3e8clH+7bfgo8v/vYgfKw+hPtnxcfqoy+URETkvjXt12M3iokDG0ZdLyYe/p4Zq/5dTHy54ksqJoqIyAPl6MUkmn/6G/vPJZAtyJfPelWnVpFseI79zOilzfkwyIppGDxTsAmjnpiC3WrXdaSIyH+xpeegiIgIVq5cyaFDhzhw4AAAUVFRFC1aNF0hnnvuORo3bky9evV45513bmzfunUrTqeTevXq3dgWFRVFvnz52LBhA9WqVfvDudLS0khLS7vxe0JCQroyiYhI+rncHl5YtINfD18iwG5lTofiRH7fnm4+CZyw28npH8HUBjPJ6p/V21HlLtBYLCJy95imyVtf7+WH/Rew2yxM61SJ+BNzGHh65fWbYMHFiK43xtsxJRPQeCwi8keLN8fw2rJdmCY8XSE3I1qUwWU6eGl5a35JOo7NNBkRUJzHWywEa7pum4rcoLFYRO4lczec4J1v9gPwYr2i9Hq0MBxby/xvejAmy/ViYr9yz9O5VLQXU4r8PRqLReSf2nbqCt1mbeZKspOC2QKZ3aUK+bIG4Nz1GYPXvck3Qf4A9C/dk27ln8cwDC8nFhHJnP7RXbaiRYumu5D4/xYtWsS2bdvYvHnzH147f/48drudsLCwm7ZHRkZy/vz5W57v/fffZ/jw4f8ok4iIpJ/HY/L6st18u+c8dquFaW1LUvTXHvTkAgd9fclqD2Nqg5nkCMzh7ahyl2gsFhG5e6avO87sDScBGNO6HNkcG+iwewIOq4XaPll5vdki3QQTQOOxiMh/m7PhBEOW7wWgfdV8vN2sFCnuZPp+8TSbU87i5/EwJqwStZrNBEu6FpsRuYnGYhG5VyzeHMPgf42Rz9YuTL+6D8HJ31j8VRc+yBIMQK/SPehRtpc3Y4r8bRqLReSfWLP/As8t2Eaq00PZPKHMiK5M1iBfrq0fywu7P+H3QH9swLBqQ2lWrKW344qIZGqGaZpmeg48ffo0X331FadOncLhcNz02ujRo2/rHDExMVSqVInvv/+eMmXKAFC7dm3KlSvH2LFjWbBgAV26dLnpqRaAKlWqUKdOHT788MM/nPNWT8HkzZuX+Ph4QkK0dKiIyN1kmiZvrdjHzPUnsFoMPn2mFHV2vsDz13axwd+fYFsAMxvOoVh4MW9HlbtIY7GIyN3x7e5zPLtgG6YJbzSKokXRRDqsbM9pq4XS+DL9mR/x99W/s3KdxmMRkX+b8stR3lt5ffWXrjULMvjJ4iSkxdPni6fY7bhMoMfDhIjaVGz8CajkL3eIxmIRuRcs33GGFz7bgWn+e4w0Tm9h+dLWDMpyfQnKLsU78mLlV/QgnNxzNBaLSHp9tvkUb3yxB7fHpHaxCCa0q0Cgj4VLq1/l2Ziv2e9rxx8rox/7mFp5H/F2XBGRTC9dMyeuWbOGpk2bUqhQIQ4cOECpUqU4ceIEpmlSoUKF2z7P1q1biY2NvekYt9vNL7/8wieffMLq1atxOBxcvXr1ptkTL1y4QI4ct55xy9fXF19f3/R8LBER+YfGrTnMzPUnABjxdEnq7h/Ey4k72RAYgL/Fl4lPTFEx8QGgsVhE5M5IcbiwWiwkpjoJ8rPhYzUolC2IGoWz0r6cH90/b85pq4XcHoPxTy9VMVFuovFYROT6A3QfrznCmB8OAfBcncK8/EQxLqdcoscXzTjiSiTM7WZS3iaUrPeBiolyR2ksFpHMbuXucwxYvBPThA7V8l0vJp7bycqlzzAkLBCAdkVbq5go9yyNxSLyd5mmyfgfjzD6++vXkC0r5uH9p0vjY7o4sbQzveO3ccbXTrjFj08bzKRkRCkvJxYRuTekq5w4cOBAXn75ZYYPH05wcDBLly4le/bstG/fngYNGtz2eerWrcvu3btv2talSxeioqJ47bXXyJs3Lz4+PqxZs4YWLVoAcPDgQU6dOkX16tXTE11ERO6S6euOM/aHwwAMe7I4zU+PYNDFdawJDsRu2BhfbwJlI8p6OaWIiMi9Ic3pZtLPx5j523ESUlyE+NvoXL0Ay/pUx89w8PJnddhjNQn1mEx8YhpZQ/N7O7KIiEimYpomI1YfZOLaowC8/ERRnn+sCGcTTtNj+dOc8qQQ4XIxtXB7Ctce5OW0IiIiGeuHfRfot3A7bo9Jq4p5eKtpKYzYffywuCVvhPnjMQxaFn6K16sNUjFRREQeCG6PyZDle5i/8RTw74fbjLREdn7Wkufdp7nqYyOvPQuTG88nb0heLycWEbl3pKucuH//fhYuXHj9BDYbKSkpBAUF8dZbb9GsWTP69OlzW+cJDg6mVKmb2+SBgYFkzZr1xvZu3boxYMAAwsPDCQkJoW/fvlSvXp1q1aqlJ7qIiNwFi7fE8PaKfQAMqFeEzolTeS/mG74OCcaKhZG1P6JqzqpeTikiInJvSHG4mPTzMcatOXxjW0KKi/E/HsEwPSRffJ61Rip202R89bcomFtjrIiIyH8yTZPhX+9j1m8nABjUuDjdHy7EiStH6fF1a86bDnI7XUwt1Ye81fp5N6yIiEgG++XQRZ6dvw2Xx6RZuVx80KIMlsuH+HnhU7wS5ofbMGhaoCGDaw5XMVFERB4IqU43/RZu57t9FzAMGN60JJ2qF4DE8/y8sBkv+ySRarVSMigvExrNJat/Vm9HFhG5p6SrnBgYGIjD4QAgZ86cHD16lJIlSwJw6dKlO5cOGDNmDBaLhRYtWpCWlkb9+vX59NNP7+h7iIhI+n27+xyvL90FQPdaBelrW8b4vfNZFBaKAbzz8Ls8lu8x74YUERG5h1gtFmb+dvyWrx3e+yLrssZimCbvF+9K+ainMzidiIhI5ubxmLz55W4WbooB4O2nStGxWn4OXtxNz5WdiMNFQYeTqRVeJbJiVy+nFRERyVgbjl6mx5wtONweGpbKwUetymK9cozfFjTjxTBfXIZBw7x1eevh97EYFm/HFRERueuuJjvoPnsLW05ewW6zMLZNORqVzgmXDrN08dO8FWDiMSzUylqGj+pPJcAnwNuRRUTuOekqJ1arVo1169ZRvHhxGjVqxEsvvcTu3btZtmzZP57RcO3atTf97ufnx4QJE5gwYcI/Oq+IiNx5vxy6SL9F2/GY0KZSXt7MupZZv3/C1PAsAAyqNpgnCz3p3ZAiIiL3mMRUJwkpLgAKRQRSJCKIwxeTyOuYwrqsZwB4OVddnqg6wJsxRUREMh2X28Mrn+/ii+1nsBgwomVZWlbMw86zG+nzfU8S8VDc4WRSteGEl27j7bgiIiIZauvJOLrN3kyay0PdqOyMe6Y8toQYNs9vSv8QK07DoG7uh3m39kisFqu344qIiNx1Z6+m0HnGJg7HJhHsZ2Nap0pULZQV89RGJn3VkU+DfQGDZnkfY2jtUfhYfLwdWUTknpSucuLo0aNJSkoCYPjw4SQlJfHZZ59RpEgRRo8efUcDiohI5rT1ZBy95m7F6TZpXDon7xfcwZK17zI6WzgAL1R4gdbFWns5pYiIyL0nyM9G4zI5GNSoENmCg0hwJBBsD2b9GQ9Xto2lmtuHjo+P9XZMERGRTMXh8tB/0Xa+3XMeq8VgbJtyNCmbi99P/ki/n14gxTApn+ZkwqMfEVyssbfjioiIZKhdp68SPWMzyQ43DxfJxoT2FbBfO8eOeU/yXDCkWiw8kqMqI+uMU/FCREQeCAfPJ9J5xibOJ6SSI8SPWV0rE5UjBNf+r3nnxxdZGuwPQI+o9vSt8hqGYXg5sYjIvStd5cRChQrd+O/AwEAmTZp0xwKJiEjmt+9sAtEzN5PidPNo0QjGlj7Bqu9e551/FRO7lepGt9LdvJxSRETk3rN8xxnyZfFndOtSTNs9lQUHFpLgSCDEHkLbqLbMazgXK366GSYiIvIfUp1unpu/jTUHYrFbLXzSrjxPlMzB2iNf89K6N3AYUCPVyZjHJxFQqLa344qIiGSofWcT6Dh9E4lpLqoWDGdKx0r4pV5iz7wn6RPkIcVioVpEeUbXm4CPVcVEERG5/208dpnuc7aQmOrioexBzOlahVxh/qRsnsqrWz5kbZA/BvBmpVdoU7KTt+OKiPwph8OB3W73doz/yZLeA69evcq0adMYOHAgcXFxAGzbto0zZ87csXAiIpL5HLuYRKcZG0lMdVG5QBamVL/C+tV9eSNbOKZh0KZYG/pX6O/tmCIiIvecqb8co/+iHeTKYmHa7qlM2jWZBEcCAAmOBCbvmszcfXOxGE4vJxUREck8kh0uus/ewpoDsfjaLEzpVJEnSuZg5f5FvPCvYmLdVBfjG89RMVFERB4IKQ4XDpeHy0lpOFweziekki3Ilwr5wpgeXRl/5xUOzHuSXv5pJFksVMxaio+fmIyv1dfb0UVERO66b3efo+OMTSSmuqiUPwuf965OrlA/rvwwlO7bRrI2wB87BmMeGaVioojccWlpafTr14/s2bPj5+dHrVq12Lx5MwCzZs0iLCzspv2//PLLmyarGDZsGOXKlWPatGkULFgQPz+/jIyfbumaOXHXrl3Uq1eP0NBQTpw4QY8ePQgPD2fZsmWcOnWKOXPm3OmcIiKSCZy5mkKHaRu5lOSgRM4QZj7mYufy7ryULQtuw+DJgo15o+obms1JRETkb/B4TN5duZ/p645TKCKQ8MBAFhxYeMt9FxxYSM8yvTI4oYiISOaUlOai68zNbDoRR4DdyvTOlaleOCtLdk7h7e3jMQ1okurmrWZLsOUo5e24IiIid12a082kn48x87fjJKS4CPG30bl6AT7vUx0fq0GQO4Ej85rQ0/caCVYrZbMUY0L9afjb/L0dXURE5K6bs+EEQ7/ai2nCEyUi+bhtefwsJme+7EHvS+s44edLiMXO+MenUCFHRW/HFZH70KuvvsrSpUuZPXs2+fPnZ8SIEdSvX58jR47c9jmOHDnC0qVLWbZsGVar9S6mvXPSVU4cMGAA0dHRjBgxguDg4BvbGzVqRLt27e5YOBERyTwuJaXRcdpGzsanUihbIPMb+3Lsi1b0zRaCw2JQJ8+jvF3rHSxGuiflFREReeCkudwMWLyTb3adA+D1BlEkOhJuzJj43xIcCSQ6Egj3z5qRMUVERDKd+GQnnWZuYmfMVYJ9bczqWoWK+bMwa9NHfLR/FhjQJtXkjRbLsWQr4u24IiIid12Kw8Wkn48xbs3hG9sSUlyM//EIFsOgV9VsnPjsKbrb4rlitVIytDATG8wk0CfQi6lFRETuPtM0GfXdQSb8dBSAdlXz8XazUlhdyRxY1I4+qYe5ZPchhy2YSY3nUjissJcTi8jfZZomKa6UDH9ff5v/bU/cdO3aNSZOnMisWbNo2LAhAFOnTuX7779n+vTpRERE3NZ5HA4Hc+bMue39M4N0lRM3b97M5MmT/7A9d+7cnD9//h+HEhER70txuLBaLCSmOgn28+Hg+UQMwyB3mD+Lmodx8csW9MkaSLLFQtXIyoys/RE2S7qGFRERkQdSfIqTXnO38PuxOHysBqNalaVO8ay4PW5C7CG3LCiG2EMItod4Ia2IiEjmcTkpjY7TN7HvXAJhAT7M7VqVUrlD+GTdMCYfXQpA91QL/Vp/jZEln5fTioiIZAyrxcLM347f8rVF6/fT4uRYulkuctlmo2hwfiY3nE2wPfiW+4uIiNwvnG4PbyzbzZKtpwEY8HhR+j72EEZyHL8vfIoXrHFcs1kp4p+DiY3nERkY6eXEIpIeKa4Uqi6omuHvu7HdRgJ8Am5r36NHj+J0OqlZs+aNbT4+PlSpUoX9+/ffdtkwf/7891QxEdJZTvT19SUh4Y9flB06dOie+x8gIiJ/9GfLfyzpXZ3U2KOkftmcnmG+JFitlMlako/rfoKv1dfbsUVERO4Z5+NTiZ65iQPnEwnytTG5Y0Wicpr0XFSPTrWG0TaqLZN3/fGBsPZRbXG50/Cx+nghtYiIiPfFJqTSftpGDscmkS3IzrzuVSkaGcSIta8w79RqAPo77HRvtxKC9aWSiIg8OBJTnSSkuP6w3Y80Bhsf0oMEYm02CgfmZmqjOYT6hnohpYiISMZJdrh4dv421h68iMWA95qX5pkq+eDKCb5Z9BSD/F24DAuVw4oxtuEMQvRQuIh4kcViwTTNm7Y5nc4/7BcYeO/NfJ6ucmLTpk156623WLx4MQCGYXDq1Clee+01WrRocUcDiohIxvqr5T+CHZd48mgfegQbXLZZKRpamE8fn3zbTwOIiIgIHLqQSPSMTZyNTyUi2JdZXSqD5QjPfN6D8zhJ3jqGmU8uxALMP7CQBEcCIfYQ2ke1pVvpHvja9ECAiIg8mM5cTaH91N85cTmZHCF+zO9RlQJZ/Rn2/XN8cW4dAG86A3mm/UoICPdyWhERkYwV5GcjxN9GQoqL8EA7EUG+xCcl8oZ7FJ/mjuesjw/5AyKZ2mgu4X4aJ0VE5P52OSmNrrO3sDPmKn4+Fj5pW4F6JSLh3E5mL23DqGAfwKB+zhq8V3c8dqvd25FF5B/wt/mzsd1Gr7zv7SpcuDB2u53169eTP39+4Hr5cPPmzbzwwgtERESQmJjItWvXbhQQd+zYcTdiZ7h0lRM/+ugjWrZsSfbs2UlJSeHRRx/l/PnzVK9enXffffdOZxQRkQz0n8t//P9NrItJaXiuXabittfoldN1/UZWUG4m15+mJ2xFRET+hk3H4+g+ezMJqS4KRQQyu0sVdpxbxvDNH5JmQH6ni/fyNCTAJ5AuJaPpUaYXiY4Egu0huNxpKiaKiMgD69TlZNpO/Z0zV1PIk8WfBd2rkTPMh1e/jea7SzuwmCZvm+E07bAC/DTbhYiIPDhM02Tqr8comC2QF+sV5aEsVqo9FIkrJZFrRhpdv/UjJtWHXL7ZmNZoHhEBWgFNRETub6cuJ9N55iaOX7pGWIAPM6IrUyFfFjxHfmDU6j7MDfYDoEPh5rxScxgWw+LlxCLyTxmGkeknVAoMDKRPnz688sorhIeHky9fPkaMGEFycjLdunXDNE0CAgJ444036NevHxs3bmTWrFnejn1HpKucGBoayvfff8/69evZuXMnSUlJVKhQgXr16t3pfCIiksESU51EBPkxoVVBqj0UiTMlER//IC4e/J4XNls4YfUhh382ptafSTb/bN6OKyIics/4dvc5+n+2A4fLQ8X8WZjUoRwztg1n3omVYMAjqS7erzeBkMKPAeBvDwIg3D8rgJZyFhGRB9aR2CTaT/udCwlpFMwWyPzuVckSBP1WtGXd1YP4mCYjLTmp+8xysGfuG9EiIiJ3ksvtYchXe1mw8RR1imVnRocypFw5CkY2ko0UAv2z8kL1QczfN4+3ar1NjsAc3o4sIiJyV+05E0/0zM1cSkojd5g/s7tW4aHsQTi2z+fNDUNZFXR9lrOXyj5L57K9MQzDy4lF5EHywQcf4PF46NixI4mJiVSqVInVq1eTJUsWAObNm8crr7zC1KlTqVu3LsOGDaNnz55eTv3PGeZ/L1h9G+bMmUObNm3w9b151g6Hw8GiRYvo1KnTHQv4TyUkJBAaGkp8fDwhIXpqWkTkr1xLc2GzGLidqZB0Ep8sBUhMuUywf1Z2nN/K21tHcjXlMnMazadAaAFvx5V7hMZiERGY/dsJhn29F9OEx0tE8nbzAgxa04uN8YcA6Jlq4bkWn2PJVsTLSeV+pfFYRO5V+88l0GHaRi5fc1A0Moh53asS4Ovi+a+fYWvSSfw8Hsb5FqZG6yWgGYYlE9NYLCJ3WmKqk+cWbOeXQxcxDPj95ZqEBVmZtncWCw4uIsGRQIg9hLbFnqFbyc74Gz5gv/1l50TuNxqLRe5/6w5fotfcLVxzuInKEczsrlWIDPYl8ZeR9N8/lc3+ftgweLvGWzxZ5ClvxxUReWCka+bELl260KBBA7Jnz37T9sTERLp06ZKpyokiInJ7tp6MY8DinSzvWQF/PwvTTq9hwZr/uIkV1ZbZDWZxKfG8iokiIiK3yTRNRqw+yMS1RwFoXzUf7R620vnrZpx1JuDv8fCemY16Hb+AgHAvpxUREclcdp2+SqcZm7ia7KREzhDmda+KxZpM9y9bsTflPEEeDxMCS1GhxXywpus2p4iIyD3p9JVkus3awsELifj7WJnYoQIhIT5M2z2DSbun3NgvwZHA5N1TsABdSndF1UQREblfLd9xhpeX7MTpNqleKCuTO1UkxG7lwjcv0OfcKg77+xFgWBlb91Oq567h7bgiIg+UdN21M03zltPbnj59mtDQ0H8cSkREMo7D5WHsD4eY9PNRwgLs2P1tTNtzi5tYuyZjmCZdS3f1YloREZF7h8Pl4fWlu1i2/QwALz9RlIL5DxG98k1STTd5nU7GhZSnSPOZ4OPn5bQiIiKZy9aTcUTP2EximotyecOY3aUKDq7S7YuWHHHEkcXtZlKWapRoNg0sFm/HFRERyTA7Y67SbfYWLiWlkT3Yl+mdK1M6TyhOt4MFBxfd8pj5BxfRo2yvDE4qIiKSMab+cox3V+4HoHGZnIxuXRZf08mxxe3pfW035+x2slkD+LThLIpnLe7ltCIiD56/VU4sX748hmFgGAZ169bFZvv34W63m+PHj9OgQYM7HlJERO6Og+cTefGzHew7lwBA1xoF8LH6/OlNrAUHF9FTN7FERET+p6Q0F33mbeXXw5ewWgzea16CGPMzXl83D4CaySl8WKQdoXWHwy0e/BIREXmQ/Xb0Et1nbyHZ4aZKwXBmRFcm3nmBHstbEeNKJLvLxdQcj1Oo0TiNoyIi8kBZtec8L3y2nVSnh6gcwcyIrkyuMH+4fIx4/2ASHAm3PC7BkUCiM4lwq2bsFxGR+4fHY/Leyv1MW3ccgC41CzC4cQksafFsX9SS582zJNhsFPDNysTG88gTnMfLiUVEHkx/q5z41FNPAbBjxw7q169PUFDQjdfsdjsFChSgRYsWdzSgiIjceR6PyfR1xxn53UEcLg9ZAnx4r3lpGhbPRpwjQTexRERE/oHYxFS6zNzM3rMJBNitjGhdmC9jhrExdisA3eMTeb7mcKwVO3s5qYiISOaz9mAsveZuJc3l4eEi2ZjSsRLnkk/Sc8UzXHCnkMfpZGr+FuSp946KiSIi8sAwTZOpvx7j/W8PYJpQu1gEn7SrQJCvDQ7/wJo1r1Gj2zpC7CG3vLcbYg8h2CfYC8lFRETuDofLw8tLdvLVzrMADGwYRc9HCmEknmPNwma8Zk8mzWqlTHABPmk0hyx+WbycWETkwfW3yolDhw4FoECBAjzzzDP4+vrelVAiInL3nL6SzEuLd7LxeBwAdYpF8GGLMmR3xLB7QTceardUN7FERETS6djFJDrN2MTpKylkDbQztEUWPtnTmzMpsfh7PLx9NYX6TWdC4TrejioiIpLprN57nucXbMPpNqlXPDuftKvA8fgD9F7ZiTjTQWGHgylFo8n+6EBvRxUREckwTreHoV/tZcHGUwB0qp6fIU+WwGa1YG6aytTf3mZ8llA+Pvc7baPaMnnX5D+co31UO1weFz5Wn4yOLyIicsclpjrpPW8r649cxmYxGNmqDM3L54HY/Sxe0pJ3Aw08hoVHI8oz8onJ+Nv8vR1ZROSB9rfKif/vscce4+LFi+TJc33a202bNrFgwQJKlChBz54972hAERG5M0zT5POtpxn+9T6S0lwE2K0MalyCtpXzELd5EoO2jmF5oB8fn9VNLBERkfTYduoK3WZt5kqyk/xZA+jeIJ63t75OqsdBHqeTcck2irb/BrIX93ZUERGRTOernWd58bMduD0mjUvnZEybcuy7tJ1nV3cjETcl0hxMKt2XLNWf93ZUERGRDJOQ6uS5+dv49fAlDAMGNy5Bl5oFMEwPjm9fY/jRxXyVJRSAo1cO06N0DywYzD+wgARHAiH2ENpHtaNbme74WjXhiIiI3PtiE1OJnrGZfeeur1ozqUNFHikagXniN8av6MzUYD8AWuSvz6BHPsBmSVclRkRE7qB0/Uvcrl07evbsSceOHTl//jz16tWjVKlSzJ8/n/PnzzNkyJA7nVNERP6By0lpvPHFblbvvQBAxfxZGN26LLntSSxc0IBPHGdIDLz+x/qe81voUaGvbmKJiIj8DT/su8DzC7eR6vRQOk8w1SpuZMS2OQDUSE5hhDUXoV2WQHCkl5OKiIhkPou3xPDa0l2YJjxdPjcjWpZh89n19P/xeVLwUCE1jU8qv0FwhWhvRxUREckwp68k03XWZg5dSMLfx8rHbcvzeIlISEviytIuvJC4g23BQVgxeKPqm7SOagNAl1Jd6VGmJ4nORIJ9gnF5XLqnKyIi94X/XLUmW5CdGdGVKZMnDOeeL3jr51f4Mvj6DInPluhC70ovYhiGlxOLiAiks5y4Z88eqlSpAsDixYspXbo069ev57vvvqN3794qJ4qIZCJr9l/gtaW7uJTkwMdq8EK9ovR+tDC7dkzjpe1jOWizgNVCcd9svFlnDGUjywG6iSUiInK7Fm46xZtf7MZjQq1i/vjlmsuiQ78D0OVqAv0jamBtOQ3sgV5OKiIikvnM3XCCwcv3AtC2Sj7efaoUa0+u5uVfXsWJSc2UVMbUfB//0i29nFRERCTj7Iy5SrfZW7iUlEb2YF+md65M6TyhkHCOYwtb8Lw1jhg/P4Isvnz02MfUyF3jxrH+PteLGeHWcACtgiMiIveF7aeu0G32FuKuOcifNYA5XauQP2sgyb9/ykvbR7MuyB8LMLjyQFqWaOftuCIi8h/SVU50Op34+l4vqPzwww80bdoUgKioKM6dO3fn0omISLolpbl4Z8U+Fm2OAaBoZBBj2pQjR/A1hi5pxPLU02CzEGJCvxJdaFmpP1aL9cbxuoklIiLy10zTZOwPhxm35jAADSuYnLCO4PT5M/h5PLx1KY6GpaPhiXfgP8ZYERERuW7ar8d455v9AHSpWYAhT5bgm0PLGLRhGG4DHk9O5YPHxmMv1sDLSUVERDLOqj3neOGzHaQ6PUTlCGZGdGVyhfnD+d38vrgNA4IMEq0+5PbLxoT60ygcVtjbkUVERO6qHw9c4Ln520lxuimTJ5QZ0ZXJFmjn8uqBPH9yKXsC/PHDwsjao6mdv66344qIyH9JVzmxZMmSTJo0icaNG/P999/z9ttvA3D27FmyZs16RwOKiMjft/lEHAMW7yAmLgXDgO61CtK/XmG+2jmBHvtmkvivWcyf9s1N/0bTCQ/J7d3AIiIi9xiX28ObX+zhsy3XHwJoWv0ivyd9SkpKCrmdLsbFXqZY3behai8vJxUREcl8TNPkkx+P8NH3hwB4tnZhXqlfjCV7ZvPO1o8wDWh2LY1hDadhK/iol9OKiIhkDNM0mfrrMd7/9gCmCXWKRTC+XQWCfG1w6DuWruzNO2EBuAyDslmiGPf4JLL66zs5ERG5vy3eEsPAZbtxe0weKRrBxPYVCLSZxCzrQu8rv3PK15cwiy+f1J9G2ezlvB1XROQv1a5dm3LlyjF27Nh74rx3SrrKiR9++CHNmzdn5MiRdO7cmbJlywLw1Vdf3VjuWUREMl6ay83o7w8x5ZdjmCbkDvNnVKuy+AWdJPqL+hxMuwwGFHd6eLN8f8pW7OntyCIiIvecZIeL5xds58cDsVgMD/Vqbueny0sAqJqSyqgr1whrMRuKNfRyUhERkczHNE1Grj7Ip2uPAvDS40XpW7cIM7aNZ8zuKWBAu2tpvNZkPpa8lb2cVkREJGM43R6GLN/Lwk2nAOhUPT9DniyBzWrB/fskxm76gFlZggFomK8ebz/yAb5WX29GFhERuatM02TCT0cY9d31h9qerpCbD1uUwceVzN75rXnWdYI4Hx9y+4QysfFcCoYW9HJiERHvWbZsGT4+mXclzHSVE2vXrs2lS5dISEggS5YsN7b37NmTgICAG7+vX7+eSpUq3VgCWkRE7p4D5xN4YdEODpxPBKBlxTz0fTwHU7e/z/JTqwEIcbvp55OLlm3mYg3O6c24IiIi96TLSWl0nb2FnTFX8bWnUqb8N2y4vBmA6KsJ9Hf6Yuv8DeQq7+WkIiIimY9pmry1Yh8z158A4M1Gxen+cEE+/v09ph5cCECPa076Nl+KkbO0F5OKiIhknIRUJ8/N38avhy9hGDC4cQm61CyAYXpI/mYAr59czk+h14uJz5bpRe9yz2EYhpdTi4iI3D1uj8mwr/Yy9/eTAPSpXZhX6xfDuHaR9Qub8aItgRSrlaiAXHzaeB4RARFeTiwi4h0OhwO73U54eLi3o/wlS3oPtFqtNxUTAQoUKED27Nlv/N6wYUPOnDmT/nQiIvI/uT0mk38+StPx6zlwPpHwQDsT2pejQqm9tF3x5I1i4tNJKXwd1Ys2Hb5XMVFERCQdTl1OpuWkDeyMuUpo6GXylJzKgYTN+HlMPoi9xEu2nNi6r1ExUURE5BY8HpM3vthzo5j4drOSdHu4AB/8+saNYuKL1zz0a/21iokiIvLAOH0lmZYTf+PXw5fw97EypWMlutYqiOG4xoWFrYg+8w0/BQbgg4UPar1Pn/LPq5goIiL3tVSnm+fmb2Pu7ycxDBjWpASvNYjCiDvGV3Pq8bxPIikWC9XCSzCz2VIVE0XknuPxeHj11VcJDw8nR44cDBs27MZrp06dolmzZgQFBRESEkLr1q25cOHCjdeHDRtGuXLlmDZtGgULFsTPzw+4PsngCy+8AMDatWsxDOMPP9HR0TfOM3HiRAoXLozdbqdYsWLMnTv3poyGYTBt2jSaN29OQEAARYoU4auvvkr3Z07XzIm3yzTNu3l6EZEHXkxcMi8t3smmE3EA1CuenfaPepiwsy8Hrx4GoHiagzfNLJRttQSyR3kzroiIyD1rz5l4omdu5lJSGtlzHMLMtpDY1BRyuVyMvXCR4nlqQevZ4Bfq7agiIiKZjsvt4dXPd7Fs+xkMAz5sUYanK+Rk8Jr+fHVmLYZp8maKhTZtV0KW/N6OKyIikiF2xFyl++wtXEpKIzLEl+mdK1MqdyjEn2Hfopb0tV0l1tdOuC2QcY9Polz2ct6OLCIicselOFxYLRYSU50E+/mwI+Yqh2OTsFstjGlTjsZlcmKe3sL0L9szLtgOGDTK9QjvPDYWH2vmXcJUROTPzJ49mwEDBrBx40Y2bNhAdHQ0NWvWpG7dujeKiT///DMul4vnnnuONm3asHbt2hvHHzlyhKVLl7Js2TKsVusfzl+jRg3OnTt34/f9+/fTqFEjHnnkEQC++OIL+vfvz9ixY6lXrx4rVqygS5cu5MmThzp16tw4bvjw4YwYMYKRI0cyfvx42rdvz8mTJ9M1S+NdLSeKiMjdYZomS7acZvjXe7nmcBNotzKgQS6OexbT7+flwL+WcL4ST8uSnbHWGwo2Xy+nFhERuTf9cugifeZt5ZrDSe6Cv5DgtwrcUCUllVGxl8hSrgM0Hg26GSYiIvIHTreHFxbt4Jvd57BaDEa3LkvD0hG8+l0vvr+wCatp8k6aL0+2XwEhmuVfREQeDKv2nOOFz3aQ6vRQPGcIM6IrkTPUH87t5MfPn+H1IAspFhuFA3PxSf3p5AnO4+3IIiIid1ya082kn48x87fjJKS4CPG30bl6AZb0rs6py8mUyxeG+9BqPvj+ORYF+wMQXaQVL1YfhMVI9yKhIiJeVaZMGYYOHQpAkSJF+OSTT1izZg0Au3fv5vjx4+TNmxeAOXPmULJkSTZv3kzlypWB60s5z5kzh4iIW88ca7fbyZEjBwCXL1+me/fudO3ala5duwIwatQooqOjefbZZwEYMGAAv//+O6NGjbqpnBgdHU3btm0BeO+99/j444/ZtGkTDRo0+NufWeVEEZF7zKWkNAYu2833+65P31sxfwiPVT7G9ENvkehMBODpxCT6O3wJf2oeFK7zV6cTERGRv7B062leW7oLF8nkKvYFCZZdAHSIT+CluKvY6g6BWgNAy2qJiIj8QarTzfMLtvHD/lh8rAaftKvAI8VC6beyM+vj9uBjmoxyBPFYh28gMKu344qIiNx1pmky9ddjvP/tAUwT6hSLYHy7CgT52jAPrGT26ucZHRqAaRjUiCjPqHoTCLYHezu2iIjIHZficDHp52OMW3P4xraEFBfjfzyCxTDo9Wgh0rbOZuDGt/k+yB8DeKV8fzqW6e690CIid0CZMmVu+j1nzpzExsayf/9+8ubNe6OYCFCiRAnCwsLYv3//jXJi/vz5/7SY+J+cTictWrQgf/78jBs37sb2/fv307Nnz5v2rVmz5k37/HfOwMBAQkJCiI2Nvf0P+h9UThQRuYd8t/c8A5ft5vI1Bz5Wg7YPe9jrGMekvQeBfy3hfDmOsgWfgKbjIeDvT6krIiIi178wmvjzUUasOojFHkv2h+aTaF7A14Shly7RJMUNLaZD6ZbejioiIpJp/PdyXLtOX+X4pWR8bRYmd6xIxYL+9P66HdsSjuDv8TDOzEb1jsvBP8zb0UVERO46p9vDkOV7WbjpFACdq+dn8JMlsFkMnBs+4d2tH7E0LAiA1oWfYmCNodgs+hpPRETuT1aLhZm/Hb/lazPXH6Oz5TNePDKHbYH++GDwXq33aFD4yQxOKSJy5/n43LwKl2EYeDye2z4+MDDwtvbr06cPMTExbNq0CZvt719X/NOc/+muXtUYmj1EROSOSEx18tbX+1iy9TQARXJCsRI/88XZlQCEeDz0i7tKy1QP1oYfQfmOmsFJREQkndwek+Ff72XOhpPYgvYSnO9zUswUcnhg7LlzlLQGQ+eFkK+at6OKiIhkGn++HFc1Tl5KpkAkdP+qNfuunSbY7eFTa27KPbMMfIO8HV1EROSuS0h18tz8bfx6+BKGAUOeLEGXmgXB7SJ+xUu8dGYlG4ODrs8KVfElOpTsrO/YRETkvpaQ6iQhxQVAoYhAikQEcfhiEicuJtKLyXQ9dpCjfn4EGTbGPT6JKjmrejmxiMjdVbx4cWJiYoiJibkxe+K+ffu4evUqJUqU+FvnGj16NIsXL+a3334ja9abVyspXrw469evp3Pnzje2rV+//m+/x99xV8uJpmnezdOLiDwQNh67zEtLdnL6SgqG4ebRSkc5mLaYn88mAf9awjnuKuE5ykH0NMha2LuBRURE7mGpTjcvLNrBqr1n8Y1Ygz3bGlwmVEpzMer8ebKGFYD2n2u8FRER+Q//azmupysH0WV5R46mxhLudjPJtwjFW38GPn5eTC0iIpIxTl9JpuuszRy6kIS/j5XxbctTr0QkpCUSs7g9z6Ye4oS/H/6GjZF1xvBo3trejiwiInJXXUxKJcjuQ+MyORjUqBDZgoNIcCQQYg/hcvxpBq6Fo4l2stsC+bThbIqFF/N2ZBGRu65evXqULl2a9u3bM3bsWFwuF88++yyPPvoolSpVuu3z/PDDD7z66qtMmDCBbNmycf78eQD8/f0JDQ3llVdeoXXr1pQvX5569erx9ddfs2zZMn744Ye79dHubjkxMTHxbp5eROS+luZy89F3h5j66zFME3JkP0d4vhVsTToKQHEXvBl7nrJpTnj4Jaj9Olh9/sdZRURE5M9cTXbQY84WNp86R0DexViD9gHQPiGJly7H4ZO3GjyzAAKz/o8ziYiIPFj+ajmuGZu28N3FiZx2XiXS5WJKUFkKtZyr61cREXkg7Ii5SvfZW7iUlEZkiC/TO1emVO5QiD/N1kUteMEnkat2HyJ9QpnQYLrKFyIict/bfCKOZ+dvY0qHCoxuXYppu6ey4MDCG+XEtlFt+ajRLAb9+DKDH3mXnEE5vR1ZRCRDGIbB8uXL6du3L4888ggWi4UGDRowfvz4v3WedevW4Xa76d27N717976xvXPnzsyaNYunnnqKcePGMWrUKPr370/BggWZOXMmtWvXvsOf6N8M8zanN6xQoQJr1qwhS5YslC9f/i+nk9+2bdsdC/hPJSQkEBoaSnx8PCEhId6OIyJyW/adTWDA4h0cOJ+IYU2kWIlfOOP6FYAQi51+F2NpmZCANTQvPD0F8tfwcmKRP6exWETuBWeuptB5xiaOXT1GYN65YL+IHQtDLl6kWdI1KNUCmn2qGZ7knqXxWETupstJaVR85/rT1TctxxV/nKz5J5BqSyOv08nU8JrkfmoKWKxeTiyS8TQWizx4vt19jhcX7yDV6aF4zhBmRFciZ6g/nN3O10vbMSTYisswKBlSkPH1pxMREOHtyCL3NY3FIt5lmiYz1p/g/ZX7cXlMNr9Zk8VH5jFp1+Q/7NurTC86F+9AsF9YxgcVEZE77rZnTmzWrBm+vr4APPXUU3crj4jIA83tMZnyyzFGf38Qp9tFWOQWfCK+44zrGgBPe/zpf/Iw4R4PlG4FjUaBf5h3Q4uIiNzj9p9LIHrmJi55thNY8DOwpBFp2Bl7+hSlHI7rMxTXGQQWi7ejioiIZDoJKU4CfG1/WI4r2B7MhrMGH23NhfXiQabkbEBEozEaT0VE5L5nmtfv8b7/7QEAHovKzsdtyxPka8Oz/2s++eEFpoYEAFAvZw3ee2ws/jZ/b0YWERG5q66luXht6S5W7DoHQI9aBQkLCGTBgYW33H/hgYX0KtMrIyOKiMhddNvlxKFDh97475iYGNq3b0+dOnXuSigRkQfRqcvJvLRkB5tPXMHqf4LIAt+QTAxuNxT3z8GbJw9R9top8A2Bxh9BmdbejiwiInLP++3oJXrN2Uxa8HcERFyf8amC6ctHJ4+SzTSg6Xio0MnLKUVERDKnbaeu0HfBdj5pW+5Pl+Oa03AOnl3LCK/UBf5iJRYREZH7gdPtYcjyPSzcFANA5+r5GfxkCWwWg9R1Yxm0czyr/1VM7Fa8A/0qv4LFUHFfRETuX0dik+g9bytHYpOwWQzebFyc6BoFuJIaR4Ij4ZbHJDgSSHQkEO6fNYPTiojI3XDb5cT/dPHiRRo2bEhERARt27alffv2lC1b9k5nExF5IJimyWebY3h7xT6S3VcJyrMaI3gLyUCIPZh+hNNy369YAfJWu76Mc5b8Xk4tIiJy7/t651le+nwjlshF+AbvA+AZh4VXzxzGxzcEWs+Gwo95OaWIiEjm4/GYTP7lGB99dxCXxyRPuIVpu6fetBxXgiOBybsmYwBdy0armCgiIve9hFQnz83fxq+HL2EYMOTJEnSpWRDcLi593Y9+535gd1AANgyGVB9K86ItvB1ZRETkrlq5+xyvLNnJNYebyBBfJrSrQKUC4ZCaSJA9mBB7yC0LiiH2EILtWn5dROR+ka7HsZYvX865c+cYPHgwmzZtokKFCpQsWZL33nuPEydO3OGIIiL3r4uJaXSfvYXXl+3AEfgrIUVGYwRvAeDpHDX4+nw8bQ7+itWwXl9OMvobFRNFRETugGm/HqPf0u+w5f0En+B9+Bg23opP480zJ/AJyQNdV6uYKCIicgsXE9PoPHMTH646gMtj0v1/LMe14MBCbFbfDE4pIiKSsWLikmk58Td+PXyJALuVqR0rXS8mpiZwaH4z2l38id1+voRafJnyxHQVE0VE5L7mdHt4Z8U+np2/jWsON9UKhbOi78PXi4kX9rJqZi02nP2NtlFtb3l8+6i2uNxpGZxaRETulnTNnAiQJUsWevbsSc+ePTl9+jQLFy5kxowZDBkyBJfLdScziojcl1btOc8bX+wm3nOIwILLsfidwwMUD4/iTWtOym6YA5iQpSC0mAZ5Knk7soiIyD3P4zF5b+V+Zu74lsACizCsqUT4BDM25gRlUq5BzrLQbjEE5/B2VBERkUzn18MXefGznVxKSsPPx8LwpiVpXSkvl1IuajkuERF5YO2IuUr32Zu5lOQgMsSX6Z0rUyp3KFw9xa+fteAVezLXbDby+2VjQsNZ5A/Rw+ciInL/ik1M5fn529l0Ig6AXo8U4pX6xbBZLTi3L2D0+sHMCw6g4NbRzG04F4PrD7UlOBIIsYfQPqot3Ur3wNemh9xERO4X6S4n/j+n08mWLVvYuHEjJ06cIDIy8raPnThxIhMnTrwx22LJkiUZMmQIDRs2BCA1NZWXXnqJRYsWkZaWRv369fn000//1nuIiGQ2CalOhn+1j2U79+Ob/VsCwrYB16co71f0GVpuWYL13HfXdy7fARp8AL7BXkwsIiJyf0hzuXlp8U6+OzMf/zzfYxgm5f0iGX1oK9ncHijaEFpOB3ugt6OKiIhkKk63h9HfH2LSz0cxTSgWGcwn7coTHuJg+G9DebXK61qOS0REHkjf7j7HC5/tIM3loXjOEGZEVyJnqD+c2cr8L9ozIsiGx7BQKUsUY+tPI9Q31NuRRURE7prNJ+J4dv42LiamEeRrY1SrMjQolRNcDi589SIvn/ueHcEBADyWozqBPoF0LRlNzzK9SHQkEGwPweVOUzFRROQ+k+5y4k8//cSCBQtYunQpHo+Hp59+mhUrVvDYY7e/9FmePHn44IMPKFKkCKZpMnv2bJo1a8b27dspWbIkL774It988w1LliwhNDSU559/nqeffpr169enN7aIiFdtOHqZl5Zs46KxlsDC32FYUwF4+qHm9LflIHzV2+BMBr8waPoxlGjm3cAiIiL3iYRUJ93nrGdX2mR8s+8BoLVvbl7fvwEfgKq9of57YLF6NaeIiEhmExOXTL9F29l+6ioA7avmY1Dj4qw5vYoP17zHVWcij+atQ9uotkzeNfkPx///clw+Vp8MTi4iInL3mKbJlF+O8f63BwB4LCo7H7ctT5CvDdfeLxjx0yssDPYH4Kl8jzPkkQ81FoqIyH3LNE1mrD/B+yv34/KYFI0MYmKHihSOCIL402xa0pZXLJeJ8/Ml2PDhnUdH8Fj+egDY7EEAN2bb13gpInL/SVc5MXfu3MTFxdGgQQOmTJlCkyZN8PX9++31Jk2a3PT7u+++y8SJE/n999/JkycP06dPZ8GCBTcKjzNnzqR48eL8/vvvVKtWLT3RRUS8ItXpZtTqg8zc9hO+kcvx8zsHQPHw4rxZ9nnK/jYZDoy7vnPBR+CpSRCa24uJRURE7h8XElJpP2sFZ30n4RNyAathYxDhtDywATCgwftQrY+3Y4qIiGQ63+4+x6tLd5GY6iLYz8aIFmUoX8jg5V/68cuZXwEoluYgz6aZ1HhqChZgvpbjEhGR+5zT7WHI8j0s3BQDQHSNAgxqXBybxSDp15G8smcy6/5VTHyhbB+6lu2DYRjejCwiInLXXEtz8drSXazYdf27z6Zlc/H+06UJ9LVhHv2JGd/25uMgHzyGlaIBORlTfxr5QvJ5ObWIiGSkdJUThw0bRqtWrQgLC7tjQdxuN0uWLOHatWtUr16drVu34nQ6qVev3o19oqKiyJcvHxs2bPjTcmJaWhppaWk3fk9I+ONyMiIiGWnPmXj6L/mFM8bnBOS/voRzsD2E/uX70dIajnVxD0g6DxYfqDsEqj8PFouXU4ukn8ZiEclMjsQm0n7+HK6FzsJqTSWLTxY+Tkyj3Lkt4BMALaZBVGNvxxS54zQei8g/kep08/aKfczfeAqA8vnCGNumLBsvreSpL0dxzZWCj2nS+0o8XSKq4VN/JNj86FIymh5ajksE0Fgscr9KSHXy3Pxt/Hr4EhYDBj9Zgi41C4Lbydkvn+O5Sz9zJMAfPyy8/8gI6hWs7+3IIg8sjcUid9+R2CR6z9vKkdgkbBaDNxsXJ7pGAQzTJOGn9xh0YAY//auw3zTPYwx69AP8bf5eTi0iIhktXeXEHj163LEAu3fvpnr16qSmphIUFMQXX3xBiRIl2LFjB3a7/Q8FyMjISM6fP/+n53v//fcZPnz4HcsnIpJeLreHiT8fZsLWudiyrsbn/5dwLvI0/Uv3Jnz9ePh9wvWdsxWDFlMhZ1kvJha5MzQWi0hmsen4ZbovH4Eny7cYhkmJoMKMP3WA7PHnIDA7tPsMclfwdkyRu0LjsYik1+ELiTy/YDsHLyRiGND70cK0rOrLsI192XJhCwBlU9N462oyheq+BRW7wL9mg/LXclwiN2gsFrn/xMQl03XWZg7HJhFgtzK+bXnqFo+E1Hh2ftaGfu5TxNntZLMG8EmDGZTMVtLbkUUeaBqLRe6ulbvP8cqSnVxzuIkM8WVCuwpUKhAOKVc5uKwLL6bsJybAHx8MBlZ5nZZRbTWTsIjIA8rrU3MVK1aMHTt2sHHjRvr06UPnzp3Zt29fus83cOBA4uPjb/zExMTcwbQiIreW5EjG6XZyOeUyTreThNRrDFq5iomH++KTfTmGNZWiYVHMazSP4Q89Q/i8lv8uJlbuDj3Xqpgo9w2NxSLiLf85HjvcDvA9SYEC+zEMk6ZZqzD3wKbrxcSI4tBjjYqJcl/TeCwif5dpmny2+RRNPlnHwQuJZAvyZWaXimTPs4E2K1qy5cIW/D0eXr8cx2xLHgp1/xkqdb1RTBSRm2ksFrm/7Ii5SvNP13M4NonIEF8W96p+vZh45SSrZj9GV89p4qxWigXkZGHz5SomimQCGotF7g6X28O73+zj2fnbuOZwU61QOCv6Pny9mHh+N1/NfIQOjkPE+PiQyyeEuY0X0qp4OxUTRUSAX375hSZNmpArVy4Mw+DLL7+86XXTNBkyZAg5c+bE39+fevXqcfjw4Zv2iYuLo3379oSEhBAWFka3bt1ISkrKwE/x96Vr5sQ7yW6389BDDwFQsWJFNm/ezLhx42jTpg0Oh4OrV6/eNHvihQsXyJEjx5+ez9fXF19fLRcjIhknzZXGrL0zWXhgAQmOBELsIbSNasurj7dj3yo/ziUF8VKl/rQq0hLrlunw3WBwp0FANmg2AYo18PZHELmjNBaLiDf82Xg8q8EsNmyaSOOfRoHpgUK1odVs8A/zdmSRu0rjsYj8HQmpTt78Yg9f7zwLwMNFsvFc/UDG7niBvZf3AlAtJYWhl+PJU+sVqDUArF6/rSiSqWksFrl/fLv7HC98toM0l4cSOUOYHl2JnKH+mDGbmfJVRz4J8gEMHs1WnhFPTCLAJ8DbkUUEjcUid0NsYirPL9jOpuNxAPR6pBCv1C+GzWrBsW0uH2wYzpIgf8BCzaxl+KDeBML8wryaWUTkr7jdbrZv386lS5fIli0b5cuXx2q13rX3u3btGmXLlqVr1648/fTTf3h9xIgRfPzxx8yePZuCBQsyePBg6tevz759+/Dz8wOgffv2nDt3ju+//x6n00mXLl3o2bMnCxYsuGu5/6lMdxfR4/GQlpZGxYoV8fHxYc2aNbRo0QKAgwcPcurUKapXr+7llCIi1yU5kpm1dyaTd026sS3BkcDkXZMBeKfGu+QJyU240wkL28CRH67v9NDj8NSnEJTdG7FFRETuK381HhsmdI0sd72YWL4DPDkWtMSkiIjIDTtjrtJ34XZOxSVjsxi8+EQhzNAf6PPjNFymm2C3h1firvCUb06M6MWaeVhERB4Ypmky+ZdjfPDtAQAei8rO+LblCfS14dj9OcN+fZ2vg/wB6Fj4aV6qMQSr5e59kSkiIuJNm0/E8dz8bcQmphHka2NUqzI0KJUTXGmcXd6fARd+ZG+QPwbQp0QXelV6AYvh9YU8RUT+1I8//sioUaOIjY29sS179uy8/PLLPPbYY3flPRs2bEjDhg1v+ZppmowdO5ZBgwbRrFkzAObMmUNkZCRffvklzzzzDPv372fVqlVs3ryZSpUqATB+/HgaNWrEqFGjyJUr113J/U95tZw4cOBAGjZsSL58+UhMTGTBggWsXbuW1atXExoaSrdu3RgwYADh4eGEhITQt29fqlevTrVq1bwZW0TkBl+rDwsP3LqBvvDAQnqV6YXP8V9gWU9IvgRWX3jiHajSQ0tfiYiI3CF/NR4vOLiQni2/h/rvQrXnNP6KiIj8i8djMn3dcT5cdQCXxyRPFn/6NbKz4OjrHD15FIDHriXz5uUrZK/YHeoNA7tmghIRkQeD0+1h8Jd7WLT5+jKw0TUKMPjJElgNuLL2PV44OJNtgf5YgTcqvULrkp28G1hEROQuMU2TGetP8P7K/bg8JkUjg5jYoSKFI4LgagzrPm/L65Y44n19CbXY+aD2WGrlfdjbsUVE/tKPP/7Iq6+++oftsbGxvPrqq4wYMeKuFRT/zPHjxzl//jz16tW7sS00NJSqVauyYcMGnnnmGTZs2EBYWNiNYiJAvXr1sFgsbNy4kebNm2do5tvl1XJibGwsnTp14ty5c4SGhlKmTBlWr17N448/DsCYMWOwWCy0aNGCtLQ06tevz6effurNyCIiwPUvcTacPEnh7P4kOBJuuU+CI4HElMuEfzfoejExshS0mAbZi2dwWhERkfvTkdh4Fu/7juhKNf96PHZeI7z68xmcTkREJPO6lJTGy0t2svbgRQDql8pC3sK/8M62BZiYhLvdvHEpjiesYRhtl8BDdb2cWEREJOMkpDp5dt421h25hMWAwU+WoEvNguB2cuzLXjwX9xun/fwINmyMemw8NfLU8nZkERGRu+JamovXlu5ixa5zADQtm4v3ny5NoK8Nz5EfmLzqWSYG2TENKyUD8zK6wTRyBWXOWbtE5P5mmiapqam3ta/b7WbkyJF/uc+oUaOoUqXK/1zi2c/PD+MOTYpx/vx5ACIjI2/aHhkZeeO18+fPkz37zatz2mw2wsPDb+yTGXm1nDh9+vS/fN3Pz48JEyYwYcKEDEokIvLX0lxupm7YwJx9s/ELOcKqlt8QYg+5ZSEixB5CsG8IJF2A6s9D3SFg8/VCahERkf9j767jpCr0/4+/zsycme2FJZbuWLpblFLAREpCBUVEFLvzXrG7FQQFC2zFAqU7pLuXhiWWndidnTy/P4aLP7+i3gAGlvfzHx7MnjO+z8Pr/ezM+ZzPp2hZsH0Pz8wbz/bgFEqk2LjDdcnf1ONipz+kiIjIGWrB1sPc8dlKDnoDuBw2BnUKM/foEyzYvAeAy70+7s3No1jW5XDpK5CUEefEIiIip8/u3AKuH/8rWw76SHLaeaN/EzrXyQR/Hos+781dkf14TZPyZhpvXfwh1YtVj3dkERGRU2LrQR83fbyMrQd9OGwGD19Sh8Ftq2BYFnkzn+CBjR8wPzURgD6Vu/FA+6dw2p1xTi0i56rCwkLatz95U1sPHjxIhw4d/va4uXPnkpiYeNL+uUVVXJsTRUTOFnkFQV6Y8yM/7JhINHEDJIA/CGsOr2NA1gBGrR71h3MGZg0gtG8FZq+xUP30jvwVEREpaqJRi69Xr+ONpeM4YpuNYQ9gMyE/kM4+314G1O7HqDXv/uG8gbX7EYoGMe1mHFKLiIicOcKRKK9N38KbM7diWVA900aDBnOZuPt7AMqEIzx2+Ajtoy7oMRoa9IGT9OS3iIjImcofDGO32fAWhkhJcLD1oI+oBZlpLt4b1IL65dMhN5svv+jJU64QYbuNxqlVeO3iD8hIUAO/iIgUTT+t2c+9X6wiPxghM83FWwOa0rxKBviPsu6rQdxVuIV9SYm4sPFo60e5onbveEcWETnrlSlTBoCcnBzKli17/PWcnBwaN258/JiDBw/+7rxwOExubu7x889Eak4UEfkLu3K9PDHzUxYe/hojYQ8kApZB9eTW3NdmGK1K1KVxRhaGFeWTTZ/iCXpIc6YxsHY/htS9FpcFJKTG+zJERETOWoWhCO8umsdH6z/A71qGYUYxgGSjHIPqDWZI+YY4HalUzBqAAX+sx1kDcIWCYCbH+1JERETiZm+en9snrmDpzqMAdGx6kJ18xPS9sbXOV3m83JmbR3Ll86DHO1CsYjzjioiInBaBUIRRs7czbkE2Hn+YtEQHg9pU4cvhbQhHLEqluojsWsQrPwzmg2QTMLi4bFtGdn4dl10bckREpOgJR6I8N2UjY+ZmA9C6WgZv9G9KqVQX1r5VfDnpGp5JjBIyHVR0FuOVrmOpnVE7zqlFRGKbeefOnftvHbtixQpuu+22vz3u9ddfp0mTJn/7zz1ZqlatSpkyZZg+ffrxZkSPx8PixYsZPnw4AG3atCEvL49ly5bRrFkzAGbMmEE0GqVVq1YnLcvJpuZEEZETWL7rAE/OGc+mwp+wmUcxEsCwTJqX6MrD5w2jevEqsQMjQVzvX8p159/F0N5T8fpzSU3MILxtBq4Pe8D1k+N5GSIiImetvPwgz835nh93foqVuBESwABKm/W4rekQLrNZ2Ba+CdMfhjvW4Prg8hPX40/6qh6LiMg57ed1B7jvy9W4/SFSE/00aDyLpXmzAagcjvLPQ4doHgIuegpaDQebLb6BRURETgN/MMyo2dt5bfqW4695/GHemLEVm2Ew7IJqFKyayAMLHmNmcuyG4811ruWmFvdgaLKwiIgUQQe9hYyYsIIl2bkADDu/Gvd2rY3DbsO/bDxPLn6S75ITAYOOpZryZJc3SHOmxTe0iMgxhmH82+uVW7VqRenSpf8wgfD/l5mZSatWrbDb7ScrIgA+n4+tW7ce/3t2djYrV64kIyODSpUqcccdd/Dkk09Ss2ZNqlatyqOPPkq5cuXo0aMHAHXq1KFbt24MHTqUUaNGEQqFGDFiBP369aNcuXInNevJpOZEEZFjLMvix/WbeHXJOA5YMzHsfmwm2K1Uulbsyf1trycj8diqDt8h2Pgj1OgEe5eSOHEAJJUgIyUTfDmYBUdixxV6ILlk/C5KRETkLLPjiIcnZk5kce7XGK59x6cW10ppx/2trqfl4c0w4zE4uD52gmGHnPVQo/OJ6/EF90MkDHZnXK9LRETkdCsMRXjmpw18sHAnYFGtymYCaV+zJs+NHRiU52Z4noeEzPrQcwyUrhPvyCIiIqeN3WZj3ILsE/5s3PztXGVM5I7tE9iQlIATgyfbjqR7zR6nN6SIiMhp8uuOXG75ZDkHvQFSXA5e7NOQbvXLQqiQXd/fyp0H57A5OREbcFuDYVzX5GZshh5sE5Gzk91u55577uG+++7702Puvvvuk96YCLB06VI6dux4/O933XUXAIMGDWL8+PHcd9995Ofnc+ONN5KXl8d5553HlClTfjeh8ZNPPmHEiBF07twZm81Gr169eP3110961pPJsCzLineIU8nj8ZCeno7b7SYtTZ37IvJHoUiUcUsW896aceSbSzBsEQASyWRA1jXc1OwqEhzH/s9+zzJY8i6s+xpcqXDHGni5LhTm/fGNE4rBvVvUDCHnPNViEfl3LNm5j6fnjmdL4U/YTDcAhuWkVcnuPNyiH1U2/wyLR4MvJ3aCMwWaXgutboLilSFcCHNfjh1TmBerw62GQfu7wHHyxuqLnK1Uj0XOLVsP+rh14go27PdgOPKoVe8X9gWXA1A7DI/n7KdeMAzn3QEdHgKHPreKnGqqxSJnloOeQlo+PR2AaqWSqVkqhS2HfOw+5ObW5LeYVG43Bx0OMmxOXrtoDI0zm8Y5sYj8r1SLRf7IsizGzd/B0z9tIBy1qJWZwjtXN6N6qRTI28WML/vxiM2N124jw5bAC53foGW51vGOLSJyUsyYMYMXX3zxdxMUMzMzufvuu+nUqVMckxU9mpwoIucsb2GIl+ZM5tvsCUQS1oErti6yhL0Ww5vcQO86F2G32SFUCCsnxpoS9y3/7Q2KV4k1SLQaBrOf++M/oNUwTWoSERH5C5Zl8d3aDbz26/scZDaGvRCbCQ4rje6V+nBf3U4UW/4xjL0QQgWxk1LLxhoSmw2GxGK/vZkjAdrdAeffE5tcnJAGkZAaE0VE5JxiWRZfLtvDY5PW4Q+FKJa5HLPUT+wLFmBi46bcXK5zezCLVYKB70LlNvGOLCIiclr5gxFembaJO7rU4pKGZXjk4mqUTE3BE/SQ5kxj/9Ht3DM3gYMeB9VdGbx5ySdUSK0Q79giIiInXX4gzP1freaH1fsBuLxROZ7p2YBkl4Pwlp9585dbeS/FBdhonFqFF7uOJTM5M76hRUROok6dOnHBBRewYsUKDh8+TMmSJWnSpMkpmZh4rlNzooicc/bl+Xhi5ufMO/QluHZDAmAZVE1qxb2tb6R9pRaxA917YOn7sOwDKDgce83uhPq9oMVQqNAs9lr72KhdTWoSERH594QiUcYuns/4tR+Q71yKYY9gAElGWa7OGsSNmdVwLX4HRj8OVjR2UmZ9aDMiVof/bLqTMyn2Z3LJ2J96QEBERM4hvkCYR79dyzcr9mKYhylT+zvybZuJRKBRxM7I/bupFgpDk6uh6zOxRn4REZFzyNq9bm7/dAXbDuXTvV4ZXu5bn7FrxjBh48TjzYn9s/ozqvt4Xpn/BPe1H0mqMzXesUVERE66rQd93PTxMrYe9OGwGTx8SR0Gt62CYVkcnvE492/+mCUpsXucV1e7grva/QPTZsY5tYjIyWe322nevHm8YxR5ak4UkXPGmr0HeWL2B6zL/wGbMxdcgGXStPiFPHzeMGqVqAaWBdlzYlMSN/74W0NEWgVocT00HfRbw8O/aFKTiIjIv8XjD/LinB/5bscEIgkbj08tLuWoyy1NruNKgtgWvQ0/LfztpOqdoe0IqNYRDCNu2UVERM5ka/e6GTFhOTuOeHGVmE9i5jTyrSCJhoPbcnPpn5eHPakE9Hwd6lwa77giIiKnVTRqMXbedl74eROhiEXpVBc1Mk3GrhnDqNWjjx/nCXoYfezvD543kiQ1JoqISBH005r93PvFKvKDETLTXLw1oCnNq2RAQS4rv76GuwPbOZiYQCJ2RrZ7gm41Lot3ZBEROcupOVFEijTLsvhl0xZeWjSOfdHpGHY/NifYrRS6lO/JA+2up2RSCQj44NexsGQMHNr42xtUaQ8tb4TaF4P9L/4vU5OaRERE/tSeoz6emDmRBYe/Atfe41OLqye35f4Wg2hzaD1Mewhyt8VOsJnQoA+0uQXK1I9rdhERkTOZZVmMm7+DZyZvIOLYR3r1r4k6dxOxoLWVwD92b6NCOAK1usHlb0BK6XhHFhEROa32u/3c/fkqFmw7AsBFdTN5vldDEkyDCRsnnvCciRsnMqzhsNMZU0RE5JQLR6I8N2UjY+ZmA9CqagZvDmhKqVQX1r6VTJh0DS8mWoQdDqq6SvBqt/epVqxanFOLiEhRoOZEESmSwpEoHy5bwthV4/E4FmHYIhh2SCCTq2pdzS0triLRkQiHt8Ls52HlBAh4YiebydCoH7QcCqXrxPdCREREzmIr9xzgyTnj2VjwI4aZd2xqsZMWJbrxcLPeVN80GT4bAP7c2AkJ6dD8emg5DNLKxjO6iIjIGS83P8i9X6xi+qZ9OEvMJKXULKJESLW5uPfIUXrk7cIwk+GyZ6DptZpALCIi55zJa/bzwNdrcPtDJJp2/nFZXa5qURHDMMj1H8ET9JzwPE/QgzfoISOxxGlOLCIicmoc9BYyYsIKlmTHvocddn417u1aG4fdRsGv7/GPX59lSnICYNCtTGv+2elVks3k+IYWEZEiQ82JIlKk5AdCvDLvZ77a9glh11pwxtZFFrfX5KbGQ7iqbjfsAFumxlY3b5v+28kZ1WNTEhv3jzVHiIiIyH/Msiwmb9jEy0ve50B0Joa9EMMEu5VK14q9ub/2+WQs/xDe6wqRQOykYpWg9S3Q5GpwpcT3AkRERM4Ci7Yf4fZPV3AouIXkql9hc+VgAZ1s6Ty8Yz2lIxGo0BKuHAUlqsc7roiIyGmVHwjz+Pfr+HzpHgAaVkjn1asaU61U7POmd923JNXuRpoz7YQNimnONFKdaac1s4iIyKny645cbvlkOQe9AVJcDl7s05Bu9ctCqJDt393MnYcXsD05AQdwd+NbGdhwKIYebhMRkZNIzYkiUiTkeAt4csZnzMr5Ely7jk1mMqiU2IJ7Ww+jQ+WWUJALC9+KrW/O23nsTANqdY1NSazWCWy2eF6GiIjIWSsciTLu10W8v2Y8XnMJhhGbWpxIGQbUvpbhpSvgWjQa5j7+20nlmkK72yDrMrDro4mIiMjfiUQtXp++hTdmrsMs+QvJ5eaDYZFhpvDQ4aNclLsGw+aATo9AuztVX0VE5JyzYtdR7vhsJTuPFGAYcHOH6tzRpRam3Qb+PBZ/N5RHfGt5KDWd/ln9Gb169B/eY2BWf8KRAKbdjMMViIiInByWZTFu/g6e/mkD4ahFrcwU3rm6GdVLpcDRnUz58ir+4fBS4DQpbU/kxS7v0KRMs3jHFhGRIkjfUIrIWW3DgcOMnD2eNd7vMczcY02JJo2KdeaR84aTVbIa7F8Nk0bAmi8gXBg7MaEYNL0Gmg+BjKrxvAQREZGzWn4gxItzfuTb7AmEXRuOTy0uYc/i5saD6W0VYFv4FuxbcewMA2pfDG1HQKU2WjEpIiLyb9rv9nP7pytZlrOExKpfY3PG1nFd7irLvZt/pVg0CiVrQc93oVyTOKcVERE5vSJRi7dnbuXV6VuIRC3KpSfw8lWNaV0ttpo5sG0Gr029jY8SDXA4+HT1WF7tOgYb8MnGiXiCHtKcaQzM6s+QBkNxOVzxvSAREZH/QX4gzP1freaH1fsBuLxROZ7p2YBkl4PQpp95efptfJzsBGy0TK/Jc13fpWRiyfiGFhGRIkvNiSJyVpqxZRsvLHiP3ZHpGPYCDBNsVjIdy17Jw+cNoZQrDTZ+D9/dDLsW/nZiZgNodSPU7w3OpPhdgIiIyFnugDufkTM/Ze7BL8G15/jU4iqJrbm/xbWcl7Mapj4A7l2xExwJ0Kg/tLkFStaMa3YREZGzzbT1Odz91SIKUyeRVPlXAMq4MnjsqIf22YtjB7W6Cbr8E8zE+AUVERGJg925Bdz52UqW7jwKwGWNyvFkj/qkJ5oQDrDhl3t5cO8vbEuMTULsXe4C7u3wPIlmEtfVG8zQhsPwBj2kOtMIRwJqTBQRkbPa1oM+hn+8jC0HfThsBg9fUofBbatgWBYHpz3GPds+ZUVyrNZdX6MPt7Z5CIdNbSMiInLqqMqIyFkjGrWYsGIpo1a+T55tEYYtjGEHl1Wa3jUGcFur/iQVemJrm5eOA9+B2Ik2B9S5HFreCJVaa0KTiIjI/2Dt/hyemD2edb4fMcyjx6cWNy1+EY806UnNTT/AZwMg4I6dkFQiVoNb3ADJevpWRETkPxEIR3h28kY+XPUTCWW/xWl6ALgqpSZ3rJtNSjQMqeWgx9tQvWOc04qIiJx+367Yy6PfrsUbCJPicvBEj3r0aFwewzCI5Kxj3PeDeMtRSNhpUsIwefy8p7mgWrfj5yc6UwDISIxNWNQqZxEROZv9tGY/936xivxghMw0F28NaErzKhlQkMuvXw3kntBOchNcpBgOnmz/LJ2rdo13ZBEROQeoOVFEznj+YJjX50/l8y0fEXStAUdsXWQxWw1ubHg9A+p3x753aWx18/pJEA3HTkzJhGbXQbPBkFY2npcgIiJy1pu2aQsvLBrL3sgMDHshhgl2K5XO5a/koVrtKLH8Qxjf/bc6XKIGtBkBjfppgpOIiMh/IftwPsMnzmaH9QlJFVcDUCmpLI+7C2i+ZnrsoPq94JKXILF4HJOKiIicfm5/iMcmrWXSyn0ANKtcnFevakzFjCSIRtk993ke2vg+K11OwKBz8Xo8dtHbZCRkxDe4iIjIKRCORHluykbGzM0GoFXVDN4c0JRSqS6svcsZ990gXku0iNrt1EoozSvdx1EprVKcU4uIyLlCzYkicsY6ku/nyRlfMH3/Z1iuXcfXRVZIaM69rYbRsXwDjLVfwpgOcGDNbydWbA0th8amJTqc8YovIiJy1otELT5etoR3V72P27EYw4hg2CGBMvStOZARJTJJXDwa5j/520mV20HbW6FmV7DZ4hdeRETkLPb18t08Ou0jKDEJ01GADRuDSzRh+KopJIT8kJAOl7wMDXrHO6qIiMhptyQ7lzs/W8nePD92m8HtnWtyc4fqOOw2LPc+vpp0Dc9HDuB3OUnGxoPN7ubyetdgaKOOiIgUQQe9hYyYsIIl2bkADDu/Gvd2rY3DbsO75F0eWfYCM5ISAIPLy7XnkY4vkejQw+QiInL6qDlRRM44Ww7mMnLWB6xwT8JwHjnWlOigflpnHml/E/UcDvj1Pfj8KvAfjZ3kSIjdlGkxFMo1jmd8ERGRs54/GOaVeZP5cuvHhFzrwYxNLS5uq82whtfSP+rFtvAtOLgudoJhg7pXQJtboUKzuGYXERE5m+UHwtz3zRxmHH4HR+ZGAKqnVOWpgij1ln4TO6jqBbE1zukV4phURETk9AtForw2bQtvz9pK1IJKGUm82q8xTSvFJggfXjWBfy56gtkJDrDZaJZUjqe6vUf5VNVMEREpOvzBMHabDW9hiJQEB+v3eTjiC5LicvBin4Z0q18WQn42TbqJu3IXsyspARODB5vdQ28164uISByoOVFE4sIXLMBlN/EEPaQ50whEQmQfOsqDM95hR3AqhqMAwwm2aDLnl7mCR9oPIfPAGpj6CGyeAlixNypWCVrcAE2ugSSt5BAREfl3nagWh0MGj03/lFkHPsdy7Tk+tbhSQkvuazqAC3JWwrT7wLs/9iZmMjS9FlrfBMWrxPFqREREzk7/tx7v9Oxkj/MdHKkbseFgeLkLGLL8W0z/UbC74MLHoeUwTScWEZFzTvbhfO74dAWr9rgB6N2sAv+8vB4pLgcEvEz/7gYe967haIID04Lb6lzDNS3uxm6zxzm5iIjIyRMIRRg1ezvjFmTj8YdJS3QwqE0VvhzeBm9hiEoZyXB0B99/eRUjHT4KTZOyjmRevvBd6pduGO/4IiJyjlJzooicdoFwgPHrxjFx44TjN2D6Z/VnQJ2B2FJXY7gLcFqluLJaf+5sehnJa7+Fcd3hyNbf3qR6J2h5I9S8CPQFk4iIyH/kz2rxwDoD2RH9JtaYaJk0KnYhjza8nNqbvocvroZQfuwNUsrEGhKbDYbE4nG9FhERkbPVn9XjcReP5h9zR3KHO5fq88fFDi7TEHqOgdJZ8Q0tIiJymlmWxedLd/P49+spCEZIS3DwTM+GXNKwLAC+7Nk8N3UE37oAu51ajnSeuWg0tUrVi29wERGRk8wfDDNq9nZem77l+Gsef5g3ZmzFZhgMu6AawY0/8dyMO/k82QnYaFe8Ds9e9C7FEorFLbeIiIiaE0XktPIFCxi/bhyjV486/pon6GH06tEAPNjiYTYcPMCgcjWwL30fXv8nBH2xA52p0HhAbFJiqVqnP7yIiEgR8He1+O5m9/DN+kU8XL05pVZ8CB9dClY0dmDpetB2BNTvDQ5nPOKLiIgUCX9Xj5+rdhlJH/UEwwbn3QUX3K/aKyIi55yj+UEe/HoNU9YdAKB1tQxe7tuYcsUSIRJi6c/38Mi+X9jrcmBYcF2lrtxywdM47aqZIiJS9NhtNsYtyD7hzz6Yv43ekXHct+sr1ia7MCwYXudqbmxxj6YIi4hI3Kk5UUROK5fdZOLGCSf82cSNExnWYCht5l4Pk3747Qcla0PLodCoH7hST1NSERGRounvavGNfYZywdy3YeFTv/2geidoMyL2p2GcpqQiIiJFl9Pu+OvPxr2nQrkm0O1ZqNT6NKcTERGJv3lbDnP3FyvJ8QQw7Qb3XFSboe2rYbMZBHM28OYPgxhvL8AyHZQ3XDzV6WWaVTw/3rFFREROiUAoQm5BEI8/DEC1UsnULJXClkM+cg8d4CbXK/Tf58XtcpFumDzb8WXOq9QhvqFFRESOUXOiiJwW2w8f5dO1Uxjc/AI8Qc8Jj/EEPXj9h8nI3R6bDlH74tjq5qrnqxFCRETkf1QYCvPt+sVcUL3aX9Zin/8wGXk7wWZCgz7Q5hYoU/80pxURESl6LMvix/UbmbrzZ+5r3+evPxsHvWQM/hGcyac5pYiISHwFwhFe/HkTY+bGJkNVK5XM6/2aUL98OlgWm+Y9z0MbxrHZ6QAMvmMoTgAAeNZJREFUrizRhPsuepsUZ0p8g4uIiJwiK3YdZeQP6/nkhlZc0rAMj1xcjZKpKXiCHtKcaWw/vJ77FmTi9hRQN7EsL188jvIp5eMdW0RE5Dg1J4rIKbVox06envce2wO/kJHs5A7XFaQ50054EybNmUZqUkmod2VsSmKxSnFILCIiUrQc8fl5ctbnTN//OcVSvVxed8rf1+K6PaDpNZBW7vQHFhERKWLCkSjvLZnPuLUf4DN/JSMhneIJN/51PU7IALsZh7QiIiLxsyXHy22frmTD/lh9HNiqEo9cUpdEp52I9wAffns1b0QOEHI6yMDGP1o9Sqes3nFOLSIicmoEw1Fem76Zd2ZtI2rBtoM+Xu5bn7FrxjBh48TjzYn9s/ozrvt4PlnxLje2vBOX3RXv6CIiIr+j5kQROeksy+LrNSt5Y9l7HGY+hi2M4YCCQBI5+QcYULsfo9a8+4fzBtbuRygaxrzgvjikFhERKVq2HDrMyFkfsML9HYaZC044WmiS7c7++1rc4f44JBYRESlafIUhXpjzA5OyJxBJ2AhOMAAzWpa8wqMMrN2Pd/60Hgcx1ZwoIiLnCMuy+GjRTp76cQOBcJSMZCfP92pIl7qZAOxdPZGHFz/BMqcdDIMOyZX5R/dxlEwuFefkIiIip8b6fR7u+nwlGw94AejRuBzVSzkYu2YMo1aPPn6cJ+hh9OrRGMANzUaoMVFERM5Iak4UkZMmFIny9sJpfLzhQ/zmagybhQGkGtUYUrMXgxwhHLYEbsgagAF8sunT40/1DKzdjyFZA3CFgmBqbZWIiMh/a9727Tw7fyw7QtMw7H4ME2zRFC7IvJxHKtejtDODGqrFIiIip8w+t4+RMyYy/9CX4NoHCYBlUC2pDQ9kdaXNkU0QhSFZAwDVYxERObcd8ga478tVzNx0CIDza5XixT4NKZ2agBXIZ9L3Q3jWu4Z8p51EC+6vP5SezW7FMIw4JxcRETn5wpEoo+ds59VpmwlFLDKSnTzVoz7dG5QlFAkxYePEE543YeNEbmw47DSnFRER+feoOVFE/md5BYU8O/srJu/5lKhzx/FpEGXNZtxTswsX7l2AMe0ecKVAo364Pric686/i6G9p+L155KamEF42wxcn/SF6yfH+3JERETOOpZl8dmqpby9/H1yjYUYtgiGHZxWaXpXupLbHYUkLRsPawvgjjWqxSIiIqfAmn05jJw9jg35P2KYeeACLCfNil/IYxXrUm3NF/D1dZBUAtrdpnosIiLnvBkbc7j3i9UcyQ/idNh4sHsWg9pUwWYzyM2excjptzPdjILNRmOzOE93e5+KGTXiHVtEROSU2HbIx92fr2Ll7jwALqqbydM9G1AyxQXhEO5gHp6g54TneoIevEEPGYklTmNiERGRf4+aE0Xkv7YzN4/HZ33Ar7nfgnkYnIBlJyvlAv5RoS71N3wHP97y2wnpdcCXAzU6kzhxACSVICMlE3w5mAVH4IL7IRIGuzNelyQiInJWCYQivLnwFyZu+oiAcw3YYw8IpBs1GFa1KwOOrse+4EkI+2MnJJWA3GzVYhERkZPEsix+2bSZlxa/x77ITAx7IYYJdiuVrmUu4/5kk4zlH8GKd2InGDao3A4K3arHIiJyzioMRXj6pw18uHAnAFllUnmtXxNql0mFaITZU+7iH/umcsS047AsbqlyOded/wR2mz3OyUVERE6+aNRi/IIdPDdlI4FwlNQEB49fXo8rm5THMAysvSuYNPtRuvb5gjRn2gkbFNOcaaQ60+KQXkRE5O+pOVFE/mNLdu3i6bnvsbXwZwxHPphgRJM4r8RFPJqSQNlVn8La8bGDDTvUvRxaDYeKLcEwoP1dsZ8tHg0H10NCsdjNl/Z3gSMhXpclIiJy1sgt8PPMrC/4Ze9nRJ27wAmWZVDB2YwHKzblgu1TYfr9v52Q2QBa3wT1e4OZACWPTZpQLRYREfmvRKIWHy5dyJjV4/A4fsUwYlOLEyjDNRW7MaxgD65lb0AoP3ZCQjFoNgha3ADFKsVe02djERE5B63b5+b2T1ey9aAPgCHnVeXerrVJMO0UHNrACz8M5ktbAdjtVDcSeKbLG9Qp3zrOqUVERE6N3bkF3PvlKhZtzwWgfc2SPN+7IWXTEyESYv/MkTy29TMWJbpI37+I/ln9Gb169B/eZ2BWf8KRAKbdPN2XICIi8rfUnCgi/xbLsvh23SreWPoeB615GLYwhgPMaAl6ZnbmznAOyWvGQqggdkJiBjQbHLvxkl7+92/mSIB2d8D590ChBxLSIBLSzRcREZG/sf1wLo/PGs+yvEkYZu6xqcUmDZLb81hGSbLWfgWbv44dbNgg65LYAwKV28YeEPgX1WIREZH/SkEgzMvzfuLrbR8Tcm2IPawHZNiyuL1CC3rsWYRtzsjfTihVB1oNg4Z9wZn8+zdTPRYRkXNINGrx3rxsnv95I6GIRalUFy/1acT5tUqBZbFy/gs8tHEcux2x6YjXlmrJbRe9hUt1UUREiiDLsvjs19088cN68oMREk07D11Sh6tbVYpNSzywjm9/uJ7n7T58iS4SMPAVHGFog6HYgE82TsQT9JDmTGNgVn+GNBiKy+GK92WJiIickJoTReQvhSNRRi2ewUfrPyDfsQrDsDAMSKEyN2U2Z2DOChxLXvzthMz6sRsvDfqAmfjnb+xMiv2ZXDL2p9ZViYiI/KkF2Tt4Zv4YsoNTMex+DBOMaDKdil/Aw7YCSq39EoKxqRMkpEPTQdBy6G+TmU5EtVhEROTfluPJ54mZnzL74Jfg3AMuwDKomtCchzIq0nrTj7Dtl2NHG1CrW2xqcdULfv+AwP+leiwiIueAA+5C7v5iJfO3HgHgwrqZPNerIRnJTkK+HN6ZNJD3QgeIOuyUsew81W4kLWteHufUIiIip0aOp5AHvlrNzE2HAGhRpTgv9mlE5RLJEI1waPaz/HPjeOYkJgA2GiVX4MkL36FKehUArqs3mKENh+ENekh1phGOBNSYKCIiZzQ1J4rICXkLgzwz+yt+2jWRiDP7+DSIsvaGPJBRkY5bJmNkz40dbNig9sXQ6iaoct5f33gRERGRf4tlWXy5ejlvLX+fwyyITS22gzNaiv4lWnCzewtJK0f9dkKprGOTma7642QmERER+a+sP3CQJ2aPY433Bwwz7/jU4hYpbXnEZVBt7bew0RM72JUGTa6ObRAoUT2OqUVERM4cU9bu54Gv15BXECLRtPPopXXp37IihmGwbc0EHlzyNBscBhgGl6VU54FLxpGWUDzesUVERE46y7L4btU+Hpu0Drc/hNNh496LanP9eVWx2wysQ1v46bvreNrIxZOYgInBiPo3MKjJLdht9uPvk+hMASAjsQSAVjmLiMgZT82JIvI7u/PyGDnzIxYd+RrMw8duvNip72rOowl26m74AbYem8zkSoem18QmMxWvEs/YIiIiRUYwHOHtRdP4ZOMHFJprwBZ7QCCdqtxarDq9d8/FvvNfTYkG1Ooae0CgWgc9ICAiInKSzNiyhRcWjmV3eAaGvRDDBFs0lUvTW3C3fx8Zaz8GrNjBGdVjtbhxf3ClxjW3iIjImSI/EGbk9+v5bOluABqUT+fVfo2pXiqFaLCAj7+/jlc96wg6DNKj8FjjEVzUZFicU4uIiJwaR3wBHp20lp/WHABidfGlvo2olZkK0ShH5r3Ck2tGMS3JBdipm1iGpy58mxrFa8Y3uIiIyEmg5kQRAWD5nt08Oec9NvunYDjyY5MSo4l0Tm7C/YU5lNn0xW8Hl6x1bDJTP3ClxC+0iIhIEeL2B3h61udM2fMpUecuMMGyDCo76vFQYgptN/+MkT07drAzNTaZqeVQTWYSERE5SaJRi09WLGH0yvfJsy/GMCIYdkiwSnN9WhbXHVhGws7xv51QvTO0Hh7702aLW24REZEzzcrdedzx6Qp2HCnAMOCmC6pzZ5daOB02DmTP5pGZt7PYHgGbQTuzBE9c8iGl0ivFO7aIiMgpMXV9Dg9+vZrDviAOm8GtnWpyc8fqmHYbHN3J1EmDeTKaQ26SCwcwLOsahrS4E9OmiYgiIlI0qDlR5BxmWRbfr1/Na7++R441D8MWwnCAGS1O/+Sa3HxwNck7P/3thJpdY02J1TtpMpOIiMhJsiP3KI/PHM/So5PAPHJsarGD5s76PBTxUXPrZH4/mWkYNB6gyUwiIiIniT8Y5vUFk/l8y8cEnevBEZtaXNKoyp2JJbh0+0xsO5bGDjaTYxMSW94IpWrHNbeIiMiZJhK1eGfWVl6ZtoVI1KJcegIv9W1Mm+olsCIRfphyO0/vn4bXbiPRsrinWi/6tP8nhr5rFhGRIsjtDzHy+/V8tXwPALUyU3ipT2MaVEgHy8K9eBRPL3+Zn5JcYLdT01WCp7q8TZ2SdeOcXERE5ORSc6LIOSgStXh38Uw+WD8en30lhmFhGJBuleMWVwn67JyHo3BV7GBnKjQZGLvxoslMIiIiJ82SXTt5au5YtgV+wbAXHJtanMSlrlrcmbeZUju+++3g6p2g1XCo0UWTmURERE6SIz4/T876lOn7P8dy7jn2gIBBLXstHjAitNg2G6xI7OBilaDlsNjk4sRi8YwtIiJyRtpztIC7PlvFkh25AFzasCxP9WhAepKJ+9AGnvhpMD9TADYbDYxEnr5oFFXKNo1zahERkVNj3pbD3PvlKva7CzEMuPH8atzZpRYJph08+5gz6Xr+GdzJoSQXNguG1OzNTa0fxGl3xju6iIjISafmRJFzSH4gxLNzvuKHHRMJO7cfnwZRharcQ5Tzd87HsKKxg4tXPTaZaSAkpMU1t4iISFFhWRbfrF3BG8ve55A1H8MWjq2LjGYwyJnJdXuXkFywMXawmQSN+sfqsSYziYiInDRbDh3m8VnjWOn+HsM8GmtKjJq0N2twn283VQ5M/e3gKu1jq5trdQObPW6ZRUREzmSTVu7lkW/W4g2ESXE5GHlFPa5sUh7DMJg//zke3fQhh+w27JbFTZntuOGiN3HYtapSRESKnoJgmGd+2shHi3YCULlEEi/1aUTzKhlgWXiXf8Dzi5/m2yQnOBxUNYvxVJc3aFC6cXyDi4iInEJxbU585pln+Prrr9m4cSOJiYm0bduW5557jtq1f7v5WlhYyN13382nn35KIBCga9euvP3222RmZsYxucjZZa/bzciZH7Hg8NdgHjo2DcJOC6MK9xfso3bO7N8OrtYRWt0ENS/SZCYREZGTJBSO8M7i6Xy84QP85mowwDCgZLQMtxlOLt+1ELu1MnZwsUqxicVNrobE4nHNLSIiUpTM3b6NZ+e/x87QNAy7H8MEezSZXo5y3HJoNRm+n2MHOhKgYd/YZ+PMevENLSIicgbxB8PYbTa8hSFSE0wKwxHemrGF0XOyAWhaqRivXtWESiWS8PtyePm7gXwaygG7jSqWnWfbP0e96l3jfBUiIiKnxtIdudz9xSp2HikA4No2lXmgexZJTgf4DrHwuyE85t/CgSQnhgXXVruMEW0fI8GREOfkIiIip1ZcmxNnz57NLbfcQosWLQiHwzz00ENcdNFFrF+/nuTkZADuvPNOfvzxR7744gvS09MZMWIEPXv2ZP78+fGMLnJWWLl3L0/OHcvG/MkYjnwwwRZ1camtLLcdWkdm/szYgWYSNOoXW1FVOiu+oUVERIoQjz/AM3O+ZPKuiUScO+HYYIjaVgXu8efRKmcJxr8OrtI+1gRRu7smM4mIiJwklmXx2aqlvL3iPXJZhGGLYNghJVqcoSTTf88SEiMbYgenlYcWN0DTQZBcIr7BRUREzjCBUIRRs7czbkE2Hn+YtEQHg9pU4cbzqzNz0yEublCWER1r4LDbWLP6Yx5a+iw77LFPvANSanHHpeNIdGlDj4iIFD2FoQivTNvMu3O2Y1lQLj2B53s34ryaJQEoWPM5L897jM+STHA4qOhI5clOr9G0bIs4JxcRETk9DMuyrHiH+JdDhw5RunRpZs+ezfnnn4/b7aZUqVJMmDCB3r17A7Bx40bq1KnDwoULad269d++p8fjIT09HbfbTVqaPvjKuWHyxjW8tHgsB6JzMWwhABIiqQyykhm8dzkp0XDswPRK0HIoNL1Gk5lE5JRRLZZz0a6jeTw+6wOWHPkGzCOxFy077a0y3J27jereg7HXHAnQoE+sKbFM/fgFFpEiT/VYzjWBUIQ3FvzMp1s+JGCuO/56+Whpbg/66bp/Hcd3BVRsDa1vgqxLQSsmReQUUS2Ws5k/GGbU7O28Nn3LH352a6caDGxVmTLpCYSC+Yz54Tre9awnYhiUjsITTe+ibaPr4pBaROT3VIvlVFi7181dn69kc44PgN7NKvDYZXVJSzChIJelP9zEo57V7DFjnzX7VbyQO9s/SZKZFM/YIiIip1VcJyf+X263G4CMjAwAli1bRigUokuXLsePycrKolKlSn/anBgIBAgEAsf/7vF4TnFqkTNDJGrx3q+zGLd2PF77CgzDwrBBqUhxRgQKuTxn3W//wVc+L3bjpVZ3sJ9R/zcgIkWAarGcy5bu3slTc99jS+HPGPYCMMERTaBnNJXh+9dSMhxbdUVqOWh5AzQdrMlMInJKqB7LuepogZ+nZn3O1L2fEXXujk0ttqBRNJO73Ltp6l4aO9DuhPq9oNUwKNckrplFpGhSLZaixG6zMW5B9gl/9sHCHdzaqSbZ2TN4aNZdrLVFwDDobpbi4Us/Ij2t/GlOKyISo1osp1IoEuWtmVt5c8ZWwlGLkikununZgAvrZgJQuOEHXp91Hx8n2rBMk7L2JEZ2eInWFc6Lc3IREZHT74zpSopGo9xxxx20a9eO+vVjU2MOHDiA0+mkWLFivzs2MzOTAwcOnPB9nnnmGR5//PFTHVfkjFEQDPHcnG/4LnsCYec2cIABZIVLcKdnH23cq2LrIu0uaPivyUwN4pxaRIoy1WI511iWxXfrVvH6srHkROdj2MKxdZGRZIYELQbkbCLpX8PKK7aK1eI6l2kyk4icUqrHcq7JPpLL4zPHsSxvEphHwQlG1M6FkWLcdmgTlQO7YgemZELzIdD8OkgpHd/QIlKkqRZLUeL2B/H4Y9t4qpVKpmapFLYc8rH9UD4ef5AJU0bw1qE5FNoMUqMWj9Tsx8XnPRLn1CJyrlMtllNlS46Xuz5fxZq9scFLFzcow5M9GpCR7IRCD6t/vIWHc39lR1Ls+9+e5c7n3gueI8WZEs/YIiIicXPGrHUePnw4kydPZt68eVSoUAGACRMmcN111/3uqRaAli1b0rFjR5577rk/vM+JnoKpWLGiRnTLWc0XLMBlN/EEPaQ50whEQhSGLB6d9gHzDn0FZmw1pGHZaB9O5fZDW6kV8MdOTi0LLW6AZoMhuWT8LkJEzhmqxVIUnagWJzoSGb14Oh+sH0++fTWGEfu1unw4jVt9R+h2dD92AJv522Sm8k3jeh0icu5QPZai6ET1eFduHg9Mf4vtgakY9tjnYGfURf+gnetzNpMRjcZOLtcUWg+Huj3A4YzfRYjIOUO1WIqCXUcKeGf2Nh69tA73frmKRy6uRsnUlOO1+ID7CK/OuJNf8tcC0JpEnuj2HmUy9XC8iMSfarGcbJGoxXvztvPiL5sJhqOkJ5o80aM+lzUsi2EYBLdO5e1pdzIuAaKGQWlbAv9o/wznV+ny928uIiJShJ0RkxNHjBjBDz/8wJw5c443JgKUKVOGYDBIXl7e76Yn5uTkUKZMmRO+l8vlwuVynerIIqdNIBxg/LpxTNw44fiXPv2z+jOwzkD2WlPAPIgj6qBXwM7QQ9vJjERiJ1ZoGVvdXOdyTWYSkdNKtViKmhPX4gFcXfdqpuS8ToEjGwNoHErlttydNC/YFZtanFwaWgyBZtdBamacr0JEzjWqx1LU/Nln4wF1BkDyGoywn+KRRG7M99E7dysJlgU2B9S/EloNhwrNwTDifRkicg5RLZazWW5+kDdmbOHjRTsJRSz6NivPy33rM3bNGCZsnPi7WvzwpW+xc/JgrkyoQP+ub2Cz2eMdX0QEUC2Wk2vnkXzu+WIVv+44CkDH2qV4tldDMtMSIJjP+sl38vDB2WxNjD0Md2lmKx7o+BLprvR4xhYRETkjxLU50bIsbr31Vr755htmzZpF1apVf/fzZs2aYZom06dPp1evXgBs2rSJXbt20aZNm3hEFjmtfMECxq8bx+jVo46/5gl6GL16NAD3Nr2LzZOGc1XublIsKzaZqWHvY5OZmsUrtoiISJHx57V4FGBxZ9M7+GnyfQw/nE21UGzFFeWaxJog6l2pyUwiIiInwd99Nn646d14Pr+aTr5dsanFSSViDwe0GAJp5eITWkRE5CzkD0Z4f342o2ZtwxuIfcZtX7MkNTNNxq4Zw6hjtRd+X4vfvWgMGcl6KE9ERIoey7L4ePEunv5xA/5QhGSnnccuq0vf5hUxDIPQjnmMnXIz7yZECTudZBhOHmv3OJ2rXxrv6CIiImeMuDYn3nLLLUyYMIFJkyaRmprKgQMHAEhPTycxMZH09HSGDBnCXXfdRUZGBmlpadx66620adOG1q1bxzO6yGnhsptM3DjhhD+buHEiw3pPo70/AEklofkQaH69JjOJiIicRH9Xi2f2nkZHdy6ELajXM7YuskILTWYSERE5if7+s/EQzKgJmQ1iGwTq9wIz8TSnFBEROXtFohZfLtvNy1M3k+OJrUCtWzaNBy/Oon3NUoQiISZsnHjCcydunMiwhsNOZ1wREZHTYl+en/u/Ws3cLYcBaF0tgxd6N6JiRhKECtnyy308vPdnNiQ6AYMLSzTmkS6vkZGQEd/gIiIiZ5i4Nie+8847AHTo0OF3r48bN47BgwcD8Morr2Cz2ejVqxeBQICuXbvy9ttvn+akIqdXQTDEF2vncGGtOniCnhMe4wl68IbyybjiLajeCRwaTS8iInIyLdy5haolU/+yFvtCPjLOvw/qXAbp5U9zQhERkaJt59GjTFgzmUFNO/z9Z+OBX0G5xnpAQERE5D9gWRYzNh7k2ckb2XLQB0D5Yonc27U2lzcqh81mkH1wNYnJpf66Fgc9ZCSWOJ3RRUREThnLsvh6+V7++f06vIVhXA4bD3TPYlCbKthsBuHdvzJ+8o287QwRcjlJNxw83PoRutXsiaHPpCIiIn8Q97XOfychIYG33nqLt9566zQkEomvHK+XJ2Z+zJyDX1EsJUifBlNIc6ad8IufNGcaqa50qN09DklFRESKpkjUYsySmYxfNw5n0i6m9J78N7W4WGxCk4iIiJw0S3fv5Mm5Y9ha+AsZSQnc3qbH3382Ll8yDklFRETOXit2HeWZyRtZkp0LQHqiya2danB168q4HDYWbp7EB8teZYMtypRef/M9tTPtdMcXERE5JQ55Azz8zRp+WZ8DQOOKxXipbyOql0qBcJDsqY/yyM5vWe2KTUvsULwuj3V5k1JJpeIbXERE5AwW1+ZEEYlZf+AAI2ePZa3vRwyHD0woKHSwK287A2r3Y9Sad/9wzsDa/QiFCzDt6XFILCIiUrQUBEM8O/srvt85gbCZDQ7ID8KmIxtUi0VERE4Dy7KYtG4Fry99j4PWAgxbGMMOZqFFjnev6rGIiMhJsuNwPi/8vIkf1+wHwOmwcX27qgzvUJ0kJ0xZPZbxa99nc7QAAJtlsfXIegZk9WfU6tF/eL+BWf0JRwKYdvO0XoeIiMjJNnnNfh7+di25+UFMu8EdXWox7PxqOOw2ogfW8Mn31/Oao4CAy0kKdh5ocR+X1+mvaYkiIiJ/Q82JInE0fcsGnl80hr3h2Ri2IIYDioXtXO8+Qu+ISWp6Naoml8MAPtn0KZ6ghzRnGgNr92NI1kBcjsR4X4KIiMhZbb/Hw+MzP2T+oa/BPAQm2CyDS/IDXF8YpkZGHeqmVVUtFhEROUXCkSijF0/nw/XjKTBXgxHbzFwraHDT0YN0Igl7SnluyBqoeiwiIvI/OOwL8Pr0LUxYvItw1MIwoFfTCtx1YS1Sk8J89euzfLT1aw4SBiAxGqWnrThXt7yLCpnNqF2yQawWb5z4Wy3O6s+QBkNxOVzxvTgREZH/gbsgxGPfrWXSyn0A1Cmbxst9G1GnbBpEwuyeMZJHt0xgWYILsNE2rTqPXzSKMsll4htcRETkLGFY/85u5bOYx+MhPT0dt9tNWppWC0j8RaMWH62Yx7ur3sdtW4ZhxP4TrBIyuDHvEN18BZgA1TrA5W/Cpp/wF6uAo1pHvP5cUhMzCG+bQaJ7LzS5BpxJ8bwcEZG/pVosZ6JV+/by5JyxbMifjOHIByAhamOAx8PVnjxKRaKQXhGu/hK2z1YtFpGznuqxnGm8hQGenf0lP+6aSMS58/jr5/kjDD16mCaBAIbdBQ37Qud/wLqvVY9F5KymWizxUhAMM3ZuNqNnbyM/GAGgQ+1S3N8ti+Kp+Xy86Fm+3DuTfGLfU5cMRxiYUIE+7R4hvcr5v3svf9CHw+7CG/SQ6kwjHAmQ6Ew57dckIvLfUC2WE5m56SAPfLWaHE8AmwE3d6jBbZ1r4nTYsA5u4ovvB/OizYPfZiMRG/c0uY0+Da7XtEQREZH/gCYnipwmhaEwL839jq+3f0LQ3Ax2MIDmhRGG5h2hjb8Qw+6ExldD6+FQpn7sxGaDSJz7Mkx5hAwzAUKFmA37QPu7wJEQ12sSERE520zetJaXF41lf3QOhi2E4YASYYMh7lx6en0kWxZUaAltboasy8DugOJVVItFREROkt1H3YycNZ5FR74B8wg4wR41uDy/gOvcR6kaCkNyKWgzFJpfDymlYifqs7GIiMh/JByJ8tnS3bw6bQuHvAEAGpRP58HuWRQvlsMHC2/m5yOrCB/rrageDDEovR6XnD8SZ5l6J3zPfzUiZiSWANAqZxEROWv5AmGe+nE9E5fsBqBaqWRe6tOIJpWKQzTKgTnP89iG91iY4ARsNE+uxMiLRlExrWJ8g4uIiJyFNDlR5BQ75M1n5KyPmZ3zJZZ5AADDgm75hVzvPkpWMARJJaHFDdBiCKSU/uObBAtizRGFHkhIg0gInMmn+UpERP47qsUSb9GoxXu/zmLcuvF4bCuOTy2uEbQYmneEi/ILcBh2qHsFtLkFKjT/45uoFovIWU71WOJt2Z5dPDX3PTb7p2DYCwBIjhgM9OTR3+OlZDQKmfWh9c3QoDecaD2k6rGInMVUi+V0sSyLX9bn8PyUjWw7FNsUUDEjkXsuqk1G8S18sPRFFvt+m1rcsjDIoMy2nHfBP7EVrxyv2CIip5xq8bnJHwxjt9nwFoZITTAJR6NszvExYsJy9hz1A3B9u6rc1602CaYd68h2vv1uMM9zBJ/NRgIGtzcYxoAmw7EZtjhfjYiIyNlJkxNFTpGNB3MYOes9Vnt/xHB4wARX1OAqr4er3R7KRiJQul5sSmKDPmD+xaSHf62nSi4Z+9PuPPUXICIicpYrCIZ4ce63fJv9CSFz2/GpxW38QYbkHaVlYQDDlQ5tb4OWN0Kxv3jqVbVYRETkP2ZZFj9sWM2rv44lJzoPwxbGsENmGK7Py6WHL58ky4Ja3WJNiVXPh79ajaV6LCIi8peW7czlmZ82snTnUQCKJ5nc0qkKxUusYPyqx9kayAXAbllc5A8xqOol1Gv/0G+1VUREpAgJhCKMmr2dcQuy8fjDpCU6GNy2CoPaVMHlsFOheCIv9G5Em+olwLI4tPB1Hl/1FrMTY9MSGyaW5amuo6mSXjXelyIiInJWU3OiyEk2c+smnl84ht3hmRi2IIYDMsIwyHOU3l4faVELal4Uu/FSrcNf33gRERGR/9gBj5cnZn3E3INfYZkHwQS7BZf48hnk9lArFIKMatBxODQeAK6UeEcWEREpUiJRizFLpjN+3Xh89tUYhoVhgzqBCEPyculc4MdhJkHzIdBqOJSsEe/IIiIiZ7Vth3w8P2UjP6/LASDBtHFN29IUL7mAiZse4eC22GSoxGiUXoVRrskaQLk2t8cmEYuIiBRB/mCYUbO389r0Lcdf8/jDvD59K5YFr1zViGqlUkhxObDydjP5u+t4KrwPT6IT04IRdQcxqPmd2G32OF6FiIhI0aDmRJGTwLIsPlqxgHdXvk+ebSmGEcWwQdVghCHuPC725WM6EqHpdbEbL6VqxTuyiIhIkbNu/35GzhnLOt9PGA4fmJAYhX4eDwM9XjIjEah8HrS5OTahSV8siYiInFS+wiDPzf2KH3ZOIGzuAEdsanH7gkKuc7tpXhjASC0HXe6HpoMgKSPekUVERM5qB72FvDZtC5/+uptI1MJmwKVNEsgoNZPvdv9IwcEwAKXCYQYGHfRucjPpzYb89RYfERGRIsBuszFuQfYJf/bBwh3c2qkmTrtB7tKxPLn0RaYmmmC3U9dViqcuGkWNDN3LFREROVnUnCjyPwiEIrw8/3u+3PoxQXPT8XWRLfwBrne7aecvxEgtC53vhmbX6caLiIjIKTB183peXDSWvZFZGLYQhgNKhS0GufPo5fWRYjigfp9YU2LZRvGOKyIiUuTsc7t5fOaHLDj8DZiHwASHBZf5fAxye6geCkO5JtBmBNS9AuxmvCOLiIic1XyBMO/O2c7YudspCEYAaFPHT0bJqcw5vJDILguAGsEgg61ULm75MGaD3mDXLSERETk3eAtDePyxJv2MZCelUlwc8gXIzQ/i8YfxHdnD8mk38URgB7mJJg4Lbqzdjxta3Ydp02dWERGRk0mfREX+C4d9BTw5ewIz9n+OZe4HE2wWdM3PZ7DbQ91gCMo2hu63QN0e4HDGO7KIiEiREo1afLBsLmPXjMNtW3Z8XWTNYJjr8vLoll+AmZgB590NLYdCapl4RxYRESlyVu3byxNzxrAxfwqGIx9MSI5Y9Pd6GODxUioKZF0CrW+BSq3BMOIdWURE5KwWikT5dMkuXpu+hcO+IGBRs8oeMkpOY23+JjgcO66Vv5DrzLK0bf8ARq1uYLPFNbeIiMjptCe3gBIpLhpVTOeejpVoXSOTkN+LmZjKwi0HmDXzC5775m5+OjYtsaazOE91eZs6perHO7qIiEiRpOZEkf/AlkOHeHzWe6z0/IDhcIMJCVGL3l4vV3u8lA9HYzde2twCldroxouIiMhJ5g+FeGnuJL7e/gkhc+vxqcVtCgoZ7PbQprAQo2Rt6DgcGvUDMzHekUVERIqcnzas4ZUlY9kfnXt8anGZcJRBbjc9vT6SzBRocRO0GgbFq8Q7roiIyFnPsiwmrz3ACz9vIvtwPhhhypRfT1qJ6ewP5XAgH+yWRbf8AgalZlGn20NQuZ2+nxYRkXNKYSjCqNnbeHvWNsYPbs4XNzQj7M4GoySFhh/TSKJGxhHer7aaZYdMbBYMqd6Dm9o+itOuQTMiIiKnipoTRf4Ns7dv5vkFY9kZnIFhD2A4ICMc5RqPhz5eL+mOZGh2Y+zGS0bVeMcVEREpcg558xk56yNm53yJZeaACXYLLvblM8jjoXYwBNU7xSYz1eisGzAiIiInWTRqMfbXWYxbOx6vfcXxqcV1AkGuc3u4ML8AR7FKcNGD0OQaSEiLd2QREZEiYUl2Ls9M3sCKXXlgK6BYmaUkZczGa+WTH4LkaJTeXh8DS7eh7EX3Q7km8Y4sIiJy2s3YmMM/v1vPrtwCAMqlGFiEGbdnOhOmf4on6CHNmUb/rP683OlVHp59H8MbDadhmWZxTi4iIlL0qTlR5E9YlsXElYsZtfI9co0lGEYUww5VgyGuc3u4xJePM70SdLkfml4DCenxjiwiIlLkrD9wgCfmvMca748YDi+YkBS16OP1crXbSxkc0Kg/tL4ZSteJd1wREZEipyAY4oU53/Dtjk8Im9vBEZtafF6Bn+vcHloUBjAqtoZLboasS8Fmj3dkERGRImFLjpfnpmxk2oaDGGYuyWXnk1BsMUHCeC0oHQ5ztbeA3lW6kXrZPVCyZrwji4iInHa7cwt4/Pv1TNuQA0CZtARGXlGPzBKJjF3zPqPWvHv8WE/Qw+jVo8GyeLHjKyQ7U+MVW0RE5Jyi5kSR/yMYjvDa/B/5bMvHBMwNYIvdeGnuL+Q6t4fz/IXYKraC7sduvNj1n5GIiMjJNnPrJp5fOIbd4ZkYtiCGA0qHI1zt8dDb4yM1qRSc/wA0vx6SS8Y7roiISJFzwONl5MyPmHvoKzAPggkOy+ISXz6D3F5qRiyo2wPa3AzlNWlCRETkZMnxFPLK1M18vnQ3uPaQXH429tS1WIZFEKgVCDI4P0C3rKsw294K6RXiHVlEROS0KwxFeHfOdt6auZVAOIrDZjCkfVVu61STZJeDUCTIhE2fnvDciZs+ZVijYac5sYiIyLlLXVUixxwtKOCJWROZvu9zouY+MMFmWVyYX8Bgt5f6oQjU6xFbF1lBN15ERERONsuy+GjFfN5dOY4829LY1GIb1AwGGez20t2Xj5nZADreDPV7gcMV78giIiJFzpr9+3hizljW+yZjOHxgQkokSl+vl4EeH6XNVGh5C7S8EdLLxzuuiIhIkeEtDDF69nbGzttKyLWBpIqzMJJ3AmABbQv8DPJHadPoeozWwyG5RHwDi4iIxMnMTQf553fr2HkktsK5TbUSPNGjHjVKxyYhhg6sIze1JJ6g54Tne4IevCEfGfaM05ZZRETkXKbmRDnnbT18iJGzxrHC/R043GBCQtSip9fHNR4PFewp0GL4sRsvegpVRETkZCsMhXll3vd8ue1jguZmsMemFrc6NrW4rT+AUatbbDJTlfZgGPGOLCIiUuT8vGkdLy0ew77IHAxbCMMBZcJhrnF76eX1kVy8GnR9FBoPAGdyvOOKiIgUGcFwlE8W7+T1GRvwmYtJqDgb03UEiE0t7u4rYFDISe2Wt0Hz68ClFZQiInJu2p1bwBM/rOeX9bEVzplpLh65pC6XNiyLYRiQf5hFk2/nTf923u03nTRn2gkbFNOcaaSaqqciIiKni5oT5Zw1P3sbzy4YQ3ZgGoY9AA4oEY4wwOPlKq+P9GJV4MKHYjdeXCnxjisiIlLkHPYV8MSsT5h54Assc//xqcXd8gsY5PZQ1zKh8TXQejiUqB7vuCIiIkVONGoxfukcxq4Zh8e+HMOwMGyQFQgy2O3hovwCzKrnwyW3QM2LwGaLd2QREZEiIxq1+HHNfp77ZTkHmYGr3HwSHLEJUCnRKH08PgYY6ZRp+wg0GgBmQpwTi4iIxEcgHGHMnO28OXMrhaHYCufrz6vKbZ1rkuJyQDTCgYWv88Lq0fySaAKw7MASBmQNYNTqUX94v4FZAwhHw5h283RfioiIyDlJzYlyTrEsi89X/crbK97jiLEYw4hg2KFKMMRgt4dL8/NxVW4P3W+GWt1040VEROQU2HzoEI/PGssqzw8YDg+YkBSN0svr42qPl3JJZeD826DZIEgsHu+4IiIiRU5BMMRLcyfxTfYnhMyt4IhNLW5X4GeQ20PrkIXRoE/sAYEyDeIdV0REpMhZsO0wT0yZy/bgZJwlf8VlCwOxqcVXu730SqxESqfHoW4PsOs2joiInLtmHVvhvOPYCufW1TIYeUV9amXGJh8Gdy7gw6m38669AH+iic2C/hU70ySzOS3LtcEAPtk4AU/QQ5ozjYFZAxjS8AZcdlccr0pEROTcok+1UuT4ggW47CaeoJc0ZyqBSAinzcWbC6cwcdOHFJrrwRa78dK0sJDr8rycHwhja9AbWt8MZRvG+xJERETOeieqx1sPHeKhmW+yKzgTwx7AcECpcJgBHh99vF7SyzaFjjdD3StAT62KiIj8T05Ui0Mhi0enf8icg19hmTlggt2yuNgXm1pc20yHVndA8yGQmhnvSxARETnr/d96XBAK8uqsBUzcMg4zdS3OFAuITS0e5PbQNaMB5qV3xyYWG0ac04uIiMTPnqOxFc4/r4utcC6d6uLhS+pweaNyx1c4z598G8/kLWenaQI2miaW5aFOr1K7ZN3j73Nd/esZ2vBGvCEvqWYq4WhYjYkiIiKnmZoTpUgJhAN8sG4cE/6/J2AGZA1gYN2BzDoymkIzG5tl0bnAz2C3h4b2VGgxAlrcAKll4h1fRESkSDhRPe6f1Z8BdQbgSNmE4Q5QPRhkkNvLxfl+XHUug9a3QMWWuvkiIiJyEvxZLR5YZyC7opOxzBySj62LHOjxUiajFnT/JzToq5WRIiIiJ8mf1eNbOwxgWeEbZLst2h37nrpV+fMwut4DldvGO7aIiEhcBcIRxs7N5o0ZWygMRbHbDK5rW4Xbu9QkNcGEaIS9C17j+bXvMiPBBNOkpGFyV/N7uLRO/1jj4v8n0UwEIMOeAaBVziIiInFgWJZlxTvEqeTxeEhPT8ftdpOWlhbvOHIK5QcLGL9uHKNWj/rDz4Y1HEb9EnWZP+l6rnV7qVi8Rmw9VcOr4NgvpSIicmqoFp9b/q4et86oS8Gn/TkvYmJrNgha3gjFK8chqYjIuUX1+Nzxd7W4cUZdtn51Lb28PlKrd4E2N0O1jnpAQETkFFMtPrf8XT2+oHhdXJ9cRa1al8B5d0LZRnFIKSJyblEtPvPN2XyIf3y3juzD+QC0qhpb4Vy7TGyFc2DHAsZNu52x9gICNht2CwZWupDh540kxZkSz+giIiLyF9ScKEVGKBKiw+cd8AQ9f/hZmjONmX1m4Px6GDS9Gqp31o0XEZHTRLX43BKKBOnwecc/rcez+s7AXP4JNOgNCfrfg4jI6aJ6fO74u8/Gs/rOwJw2EppeC6VqxyGhiMi5SbX43BKMBOn4l5+NZ2Lm7YES1eKQTkTk3KRafObam+fnyR/WM3ntAQBKpbp4+OI6XNH4txXOcyaP4Nm8lew2Y5MPWySV56FOr1GjhD7XioiInOm01lnOepZlMW/HRmqWLn7CL3sAPEEPvnA+GX3Hn95wIiIi54ithw/x+YbJDGrS+S/rsTeUT0aL609zOhERkaLPHwrxzfp5dKye9fe1uOtTpzmdiIjIuWHKprVM3TGFu9r2/5t67CNDjYkiInKOC4ajjJ23nTemb8UfimC3GQxqU4U7LqxJ2rEVzrvnv8Jz68Yy+9gK59KGk3ta3Ee3rL5/WOEsIiIiZyY1J8pZKxSO8Nain5mw8SMSUvYypdcU0pxpf/o0aqqpcd4iIiIn27zsrTw7fww7g9MpnpTEHa17qx6LiIicRod8+Twx62NmHfiCYilBetTVZ2MREZHTKRq1eH/pbN5fOw6vbTnFE4pTPOFm1WMREZG/MG/LYR77bi3bD8VWOLesksHIHvXIKhObalm4Yz7vTb+D921+ggkmDguuqdyNm857nCQzKZ7RRURE5D+k5kQ567j9hTw9+zN+3v0ZEeduMKGw0GLL0U0MqN2PUWve/cM5A2v3IxQNYdqdcUgsIiJStFiWxWerFvP2ivc5aiwGIwp2KJbv51BBjuqxiIjIabAh5wBPzHmfNZ4fwOEFEwJ+i53uHarFIiIip0FBMMSLc7/h2+xPCJnbwR57vZ7nEJ7CPAbW7sc7qsciIiK/s9/t58kfNvDjmv0AlExx8fAlWfRoXB7DMLB8h5gxeQQvuFez13QABq2TK/Jg59epVrxGfMOLiIjIf0XNiXLW2Hk0l8dnjuPX3ElgHgUnuKJRevjyudbtpVLYIKveYAzgk02f4gl6SHOmMbB2P4bUG4zLssX7EkRERM5qwXCE1xf8xGebP6LQ3ADHSmtzfyGD3R7aJ5TBFjG4QfVYRETklJm5dRMvLBrD7tAMsIXAAaXDYa72eOlZECE9alBNtVhEROSUyfF6GTnzI+Ye/BLLPAQmOCyLS3z5DHJ7qVm+NVgGQ+oNBlSPRUREILbC+f352bw+fQsFwQg2Awa1rcKdF9Y6vsJ55/yXeWbde8xPMMF0UMZwcV+rB+lSq6dWOIuIiJzFDMuyrHiHOJU8Hg/p6em43W7S0tLiHUf+C0t27eDpeWPYVvgL2AsBKB6J0N/jpW9BiBINroLWN0Op2hAOUJC7DbN4Fbz+XFITMwgdzSYpowY4XHG+EhGRc5Nq8dkvz+/nyZkTmbrvM6LmPgBslsWF+QUMdnupX6Y5tLkFancHm131WETkDKR6fHazLItPVixg1Kr3cBtLwYh9lVMzGGSw20s3UnG2uhGaXQdJGarFIiJnINXis9+6A/sZOXss630/giO2gjI1EqWP10t/n58ydXpCm5uhbKPYCarHIiJnFNXi+Jm/9TCPTVrLtmMrnJtXLs7IK+pTt1zs30PBjnmMnX4n4+1+QoaBacHgKhdzQ7t/aIWziIhIEaDJiXJGsiyLSetW8PqyMRyKLgRbBOxQORTiWreXy6KJJLa8FZpfD8klfzvR4SKpWBWwOchwJIPNgVmsir7sERER+S9sP3KYx2eNY3neJHC4wYTEaJQrvflc7c2nYu3LocfNUL7Z709UPRYRETkpAqEIr8z/ji+3fkzA3Hx8anFrv5/Bbi9t02tgXPg41OsJjv9vNaRqsYiIyEkzbct6Xlj0LvvCs8EWBgeUCYe5xu2lZ8hOSrMh0HIopJX7/YmqxyIico474C7kyR/X88Pqf61wdvJg9zr0bPrbCuepk2/hBc8aDjhiK5zbJVfmwS6vU7lYtfiGFxERkZNGzYlyRglHoryz+Bc+3vABBY61sRdt0LgwwGC3hw4pVbB3egTq9wYz4cRv4jz2BE3SsRszdueJjxMREZETWrhzG8/MG0N2YBrYA+CAEuEIAz1e+gQMijUdBK2GQXqFP38T1WMREZH/2uH8fJ6c+QkzD3xO1MwBE+yWRbf8Aga5PdSp0hm63gJV2sOfrbZSLRYREfmvRaMWHy6fy5jV7+GxrYhNLbZBViDIYLeHC12ZOM+7CxoPAGfyn7+R6rGIiJyDguEo4+Zn89r/t8L52jaxFc7pibEVztvnvcgzG8axyGWCw0F5w8V9rR+hY80rtMJZRESkiFFzopwRvIUBnpnzOZN3TSRs7gYHGJZF5wI/g9weGlc8H7rcAtU6/vmNFxEREfmvWZbFF2uW8Pby9znCIjCiYIeqwRCD3R4udpQgoc3D0GQguFLjHVdERKRI2nLoII/Pfo/V7u+wHD4wISkapbfXx8D8EOUaXAWtb4aSNeMdVUREpEjyh0K8OPdbvt3+CUFzG9hjr7cr8DPY7aFVZnOMy0ZArW5gs8U3rIiIyBlowbbDPDZpHVsP+gBoVrk4I6+oR71y6QDkZ89h9Iy7+MheSNhl4rTg+qqXMaTdYyQ4/mQwjYiIiJzV1JwocbU77yiPzxzPr0e+JmrmgQmuaJQevnyu9gWoUq839L4ZSteJd1QREZEiKRSO8OaiyUzc+CF+cwMcewagub+QwW4P7Us2wnbxCMi6BGz2+IYVEREpouZs38xzC95ld2gGli0EDigdDjPQ46VXNIn0FiOg2fWQXCLeUUVERIqkgz4fI2d+yNycL4mah8AEh2VxsS+fa70F1K51OVxxM5RrEu+oIiIiZ6QcTyFP/biB71btA6BEspMHumfRq2kFbLbYCucpk2/mRc9aDh5b4dwhpSr3dXmdiulV4ppdRERETi01J0pcLNuzkyfnjmGb/2cseyGYUDwSob/HS9+QkxItboLmQyClVLyjioiIFEluv5+nZn/K1D2fEjb3gQk2y+LC/AKu9eTTsMbFcOktUKF5vKOKiIgUSZZlMXHlQkatfI+jxq/H10XWCAYZ7PbSPbkyzo6PQv1e4HDFO66IiEiRtD5nP0/Mfo913h+wHPlgQko0Sh+PjwGFUKbpYGh5I6SXj3dUERGRM1IoEmX8/B28Om0z+cdWOF/dujJ3X1ib9KTYCuetc1/gmQ0fsMTlAIeDCrYEHmz9GOfXvCze8UVEROQ0UHOinFbfr1/Oq7+O5VB0PpYtti6yUijEILeXyxLKk3j+A9CgL5ga2y0iInIqZOceZuSs8Sw/+g1RhwdMSIxGudKbz0B/lEqNr4FWw6BYpXhHFRERKZKC4Qivzv+eL7Z8RKG5GY5thGx1bGpxu/LtMTqPgKoXgGHEN6yIiEgRNX3Lel5cNIa94VlYtjA4oEw4zDVuL1faS5Da+mFoPABcKfGOKiIicsZauO0Ij01ay5ZjK5ybVCrGE1fUp3752ApnX/Zs3p5xNxPshURcDlwW3FCtB9e1ewSXXQ/hiYiInCvUnCinXDgSZfSSqXy0fjz5jrWxF23QqDDAdW4PF5RpjeOKEVC9s268iIiInCKLd23n6XljyC78BcseBAeUCEcY4PHS20gno9V90ORqSEiLd1QREZEi6WiBnydmfczMfZ8RNnPABLtl0TW/gGu9AerV6w29boZSteMdVUREpEiyLIuPVszj3ZXv4bYtPz61OCsQZLDbw4UlGuLsfivU7g42e7zjioiInLEOegp56qcNTFoZW+GckezkgW5Z9G722wrnHyYP52XPeg477IBB59Tq3Nvldcqn6aF4ERGRc42aE+WU8QUCPDvnCybv/ISguQccYFgWnQr8XOv10zTrSuhxM2TWi3dUERGRIsmyLL5Zt5Q3lo7lCIuwjNjU4qrBEIPcHi4pVpeEi0ZA1qVg16+FIiIip8K2w4f456z3We3+lqjDByYkRaP08voYGHRSvsVN0Px6SC4Z76giIiJFUmEozMvzvuWbbR9RaG6HY32H7Qr8DPLk07pad4xLboHyzeIbVERE5AwXikT5YMEOXp22BV8gjGHAwFaVuOei2hRLckI0wqY5z/H0po9Y7nSAw05lWyIPtvkn7WpcHO/4IiIiEie6Cy0n3V63m8dnjmPJ4a+ImHlggisa5QpfPgMDdqo1GwItboCU0vGOKiIiUiSFI1HeXjSFCRvHk+/YAMcGEzfzFzLI4+OCyhdi6zYCKraMb1AREZEibP6OLTwz7112h6YRPbYusnQ4zECPl57O8hRr/yDU7w1mQryjioiIFEmH8n08MfNj5h74jLB5GExwWBYX+/K5piBKVuNrodUwSK8Q76giIiJnvMXbj/DYpHVsyvEC0LhibIVzgwqxFc6e7bN4a+bdfGoPEHU6SLTgxuq9uLbtQzjtznhGFxERkTiLa3PinDlzeOGFF1i2bBn79+/nm2++oUePHsd/blkW//jHPxgzZgx5eXm0a9eOd955h5o1a8YvtPyplXt38eTcMWwpmEzUHgATikUi9Pf46OMoRam290LDq8BMjHdUERGRIslbWMjTsz/ll90TCJr7wQE2y6JLfgHX5odp1PDq2I2X4pXjHVVERKRIsiyLz1YvYtTysRwxfj2+LrJGMMhgt5fupVvjvHwEVOsIhhHvuCIiIkXSpkMHGDnrPdZ5viPiKAATUqJR+nh89LfSKNv6fmgyEFyp8Y4qIiJyRvEHw9htNryFIVITTMLRKP5QhCd/2MA3K/YCUDzJ5IHuWfRpVhGbzSDqzeG7yTfzim8DucdWOF+UWoN7L3yTMqnl43tBIiIickaIa3Nifn4+jRo14vrrr6dnz55/+Pnzzz/P66+/zgcffEDVqlV59NFH6dq1K+vXrychQZMFzhQ/bFjBa7+OIScyH8sWWxdZKRTiWreXS0s2JfmS26B6Z7DZ4h1VRESkSNp9NJd/zhrH8tyvCDu8YEJiNEoPbz4DI8lUbnUXNL0GEtLjHVVERKRICoUjvL7wB77Y9AH55hY49vG3lb+QQd4Czqt1JcYVt0DpOvENKiIiUoTN3raR5xe+y57QDKK2CDigTDjM1W4vV6ZlkXbhbZB1Cdjs8Y4qIiJyxgmEIoyavZ1xC7Lx+MOkJToY3LYKg9tWZfUeN4YBA1pW4t6uv61wXj/7WZ7e/DGrnA6w26lqS+TBtiNpU71bvC9HREREziBxbU7s3r073bt3P+HPLMvi1Vdf5ZFHHuGKK64A4MMPPyQzM5Nvv/2Wfv36nc6o8n9EIlHGLp3Oh2vfw+NYF3vRBg0LAwzyFNCpxqU4Lh0BZerHN6iIiEgRtnRPNk/OfZcd/p+J2EPggIxIhIFuL72Sq1Gi0xNQ53Kwx/VXPhERkSIrr8DPk7M/YdbeCQTMQ2CC3bLoml/ANYU26je7AZoPgZRS8Y4qIiJSJFmWxScr5jNm1RhyjeVgADaoHQgyyOOja6UuOLveChWaxzuqiIjIGcsfDDNq9nZem77l+Gsef5jXp2/FsuCJHvVIcTloWKEYAO7tM3hj5r18cWyFc5IFw2v2YWDrBzHtZpyuQkRERM5UZ+yd6uzsbA4cOECXLl2Ov5aenk6rVq1YuHChmhPjxBcI8MLcL5m840P85j5wgGFZdCzwc43fonmT66HFDZBaJt5RRUREiqxJ65byxtJ3OWgtwjIssEOVYIhBbi+XVuhAQpfboGJLrYsUERE5RbbnHmbkzPdYnfc1oWPrIpOiUXp5ffSzlaJS2/ugQV8wtfVBRETkVAiEw7w6/zu+2TKefDP7+NTidgV+rskP07b+AIzWN0GxSvENKiIichaw22yMW5B9wp99sHAHt3aqidNhI+rN4ZvJw3nNt5Gjx1Y4d0+rxd0XvkFmSrnTG1pERETOGmdsc+KBAwcAyMzM/N3rmZmZx392IoFAgEAgcPzvHo/n1AQ8x+z3uBk56wOWHPqMoMMDJriiUS735TOQDKq3uQsa9gNnUryjiohInKkWnxrhSJRRi39m4oaxeBybYy8a0LSwkEHeIBfUvQp7r+GQUTW+QUVE5IygenxqLNq5jWfmjWJnYBoRexgcUCocZqDHS8+MJhS/+Hao3lkPCIiIiGrxKZJbUMDImR8xb/8EAmYumOCwLC725TMwnETdVndBk6shIS3eUUVEJM5Ui/99Hn8Ijz8MQLVSydQslcKWQz62H8rH4w/jLSjkwIqXeWrzJ6w5tsK5hi2Jh857ihZVu/zNu4uIiMi57oxtTvxvPfPMMzz++OPxjlFkrN6/mydmv8vWgp8I24PggGKRCP09Pnqn16N01zugxoVgs8U7qoiInCFUi08uX6CQZ+Z8ztSdH+I3c8ABNsuic4Gfq4NOmra4FZpeC4nF4h1VRETOIKrHJ49lWXy1dgnvLBvFIZYdn1pcIxjkWk8B3atdSsKlIyCzXryjiojIGUS1+OTaevgg/5w5hvWebwk5CsGElGiUPh4fVyVWo3zHJyHrUrAXuVseIiLyX1It/nvewhAfL9rFoLaVuaRhGR65uBolU1PwBD2kOdM45PXywU/TeOOL9nxtD2A5HaRYcHOtfvRrfR+mTSucRURE5O8ZlmVZ8Q4BYBgG33zzDT169ABg+/btVK9enRUrVtC4cePjx11wwQU0btyY11577YTvc6KnYCpWrIjb7SYtTU9LnkhB0Idpd+ENekh1phGKBFh/cD+PzHiZ/ZEFRG1RACqGQlzryeeyyl1JbnsblG0Y5+QiInImUi3+z52oFucHIzw4dSwrc78g4MgHICEa5UpvPv2cFajW7g6oewXY9QWQiIj8kerxf+4P9TgcYMq2Fby84EXc5vbjx7XyF3J1gcUFja/DaDkUUkrHMbWIiJypVIv/cyf6bJx99AgPTH2F3aFZRGwRADLDYQa6ffQsdz7p7W6Hii3jnFxERM5EqsV/LhCO8PGiXbw1cyu5+UG+Gd6GuuWTGbtmDBM2TjzenDggqz8D6gxk0JRBZLuzuSw9i7sufJOSyZl//w8REREROeaMfYywatWqlClThunTpx9vTvR4PCxevJjhw4f/6XkulwuXy3WaUp79AuEA49aN/90vmv2z+jOgzgCcaXuJuqM0LAxwTX6YLg0G4Wh1I6SVjXdsERE5g6kW/2f+rBYPrDOQg8ZsAo58MiIRBnh89CrVmpJX3AmVWmtdpIiI/CXV4//MX302Hr/ZwpdncVF+AQOtdBq1eRgaXgVmYrxji4jIGUy1+D/zV7XYSNlOxB2hdiDINb4A3bOuwtnzZiheOd6xRUTkDKZa/EeRqMW3K/by8tTN7M3zA1CtZDLVS5uMXTOGUatHHz/WE/QwavVoLOChFg/gDAdoWrljnJKLiIjI2SyuzYk+n4+tW7ce/3t2djYrV64kIyODSpUqcccdd/Dkk09Ss2ZNqlatyqOPPkq5cuWOT1eU/01B0Me4deP/8Ivm6GN/f7zlwwS/upGWre7FaDwAnMnxiioiIlIk/V0tfqD5vez5/Bouq9WTxB4jIKNavKKKiIgUWX9Xj59r/U8SJz9ElYvuhuqdwWaLV1QREZEi6e9q8T9aPoTv8+s5v8UIjGbXQkJ6vKKKiIiclSzLYsbGg7zw8yY2HvACkJnm4o4utejTrAIWESZsnHjCcydunMiwhsMwtcFHRERE/ktxXes8a9YsOnb84xMWgwYNYvz48ViWxT/+8Q/effdd8vLyOO+883j77bepVavWv/3P8Hg8pKena0T3CYQiQTp83hFP0POHn6U505jVdxamYdeNFxER+Z+oFv+5UCREh887/HUtDhZAom68iIjI/0b1+M8FI0E6/t1nY92EERGR/5Fq8Z/7tz4bY4D9jF0EJSIiZ4FztRYv25nLs5M38uuOowCkJTgY3qEGg9tWIdFpB+CI/zAdPv/zqYiz+84iI7HEackrIiIiRU9cP8136NCBv+qNNAyDkSNHMnLkyNOYquhbe2AP3236gUFNLzvhFz4QezLVG/ToF00REZFTwBcI8PWGGXSp0Ui1WEREJE6+Wfcr8/f8yJ1th6oei4iIxMG2Iwf5esMPDGjcVbVYRETkJNuc4+X5KZuYtiEHAJfDxuB2Vbj5ghqkJ8UewPPtXcrni16g/+XjSXOm/emDAqnOc6eZU0RERE4+PWp4Dpm6ZQ2vL3yD3ZFFpCUW446Ea/WLpoiIyGm03+Pm8RljWX7kcxKSXfSuN0W1WERE5DSKRKK8vXgyX61/hyPmToq7ilM84T7VYxERkdNowc4tvDj3DbJDs0lNTOeWVv1Ui0VERE6SvXl+Xpm6ma+X7yFqgc2Avs0rcnuXmpRNTwQgeGQbn029kzEFWzlqt1N1/yL6Z/Vn9OrRf3i/gVn9CUcC2iggIiIi/zU1JxZx0WiU8ctnMWHVW+TYN4MB2KCi+wC57l0MzOrPO3/yi2ZIv2iKiIicFKv27eLp2W+x1f8LQXsYHJBY4GXv0S0MyOrPKNViERGRU8oXKOSpWROYs3s8HvMomGC3LFof2UO+L0efjUVERE4xy7L4cs1ixi57nf3GGqxj31OX8uRw2L1Tn41FRET+R0fzg7w1cysfLtpJMBwFoFu9MtzTtTY1SqcAEPEd5Iepd/NW7jL2O+xgt1PFcOEM+BjaYCg24JONE/EEPaQ50xiY1Z8hDYbicrjieGUiIiJytlNzYhFVGArx4rwv+WXbWI6aB4//m+6QX0A/Wznatr8bI6MmQ4pVBfSLpoiIyKkwZdNK3lz0GnusZUQMC+xQJRiif0GUKxoMJjm1KpUaZGGgWiwiInIq7MnLZeSMd1l59Cv8jkIwITEapae3gL4lW1PtwnuheFWGpA4FVI9FREROtnAkyhsLvmfSpnc4Yu4FW+z11n4//aPF6dD2IWzFqnNDsWr6bCwiIvJfKAiGeX9eNqNnb8cbCAPQuloG93fLokml4gBYhV5mzXyY1/dOY6tpB4ed0ti5uc61XNH8Nhy22I3k6+oNZmjDYXiDHlKdaYQjAdVhERER+Z8ZlmVZ8Q5xKnk8HtLT03G73aSlFf31D4d8Hp6YOY5fcybgMwsAcEYtLvPl07dYU+p2uB8qtvzdOQVBH6bddfwXzVAkQJIzJR7xRUSkCDrXanE0GmXs0ml8vuYtchzbj7/epLCQfqEUura5A3vDq8BMOP4z1WIRETnVzrV6vHxPNs/NeZ2thTMJ2iMAlAxHuMoXoFeNnpRqdxsUq/i7c1SPRUTkVDrXarHb7+fpWR8xb+8HeMzYumaHZdEtv4C+SVk0ueB+qHo+GMbxc1SLRUTkVCpqtTgUifLpr7t5ffoWDnkDANQpm8b93WpzQa1SGIYB4SBL5z3Nq1u/YJUZe0IgzTK4ocpl9G/3CAlmYjwvQURERM4RmpxYRGw8uJ+nZ77O+vwpBOxhMCE9EqGPt5A+VS6h3BV3QUbVE577ry94MhJLAGhFhoiIyH+hIBjk+bmfMSN7LEfNXHCAYVl0LvDT11mNNp3vh+qdf3fj5V9Ui0VERE6O7zcsZfTi19jNSqIGYIdqwRD9/TauaDqMxObXQcKJb0KpHouIiPzvduQe5skZ77Da/S1+RxBMSIpG6en1c1XZTlS55F4oVfuE56oWi4iI/L1o1OLHNft56ZdN7DgSG1RTKSOJuy+qxWUNy2GzGRCNsmnJW7y6ZjTzTMC0kWDBNWXOY3CHZ0hLKBbXaxAREZFzi5oTz3Izt63j9XkvsyP6K2FbbF1k+VCY/gUWVza8nrRWN0JisXjHFBERKbIOeN08OWMMyw5/hu/YukhXNMrlPj99SrWjTrf7oUz9eMcUEREpsiKRKKOXTOHrdW+SY+6GY88BNPcXcpVVkgvPuxt73R5g11cgIiIip8riXVt5ac6rbA3NJWSLggNKh8Nc5YvQu05/MtqOgJRS8Y4pIiJyVpu75RDPTdnI2r2xqcQlU5zc2qkm/VtWwumwgWWxe82nvLnkeX5yhMCMTS7uVbwhwzq9QKnU8nG+AhERETkX6Zv5s5BlWXy8fBafrHyNffZtWAZgg/qBAP1CaXRv+yDOBr3B4Yx3VBERkSJr7YHdPDvzVTb6pxOwR8ABxSMR+viC9K7Zh7Ln3Q6pZeIdU0REpMjKDxby3KwJzNr1PkdNN5hgsyy65Pvpm1yXVt0fgkqtTzi1WERERE6Or9cu5v0lL7Pbtj42tdgGNYJB+gUSuKLl3SQ0GQhaGSkiIvI/Wb0nj+embGT+1iMApLgcDG1fjRvaVyXZFbvdf3jbdEbNfYSv8BJ2xD4Hd0+uwogOz1OpZJ24ZRcRERFRc+JZJBAK8fK8L/ll22gOm0eO/9u7oMBPH2cNzu/yIEbV83XjRURE5BT6ZfNq3ln4ItnWCiLH1kVWCoW4yu/gymY3k9r8OnAmxzumiIhIkbXfnccT099m+dGvyXcEwITEaJTLfYVcVa4LNS+7D0pUj3dMERGRIisSifLWou/5fsNbHDD3gz32eit/IX2M8lx4wf3YanUFmy2+QUVERM5y2w/5eOmXzfy4Zj8ATruNq1tX5paO1SmR4gLAu28F42bcy8eh/fhtNsCgnbM0t7d/ijoVWscxvYiIiEiMmhPPAkfyfTw1YwyLcybiMf1ggmlZXOLz07dUexpc/CCUqh3vmCIiIkVWNBpl/PIZfLHqVfY4dsZeNKBRYYC+VmkuPv9eHFmXgs0e36AiIiJF2Mp9O3hh1stsKpxNwB5bF5kRidDXF6FXnasp0+4WSMqId0wREZEiy1tYyDOzPmDenvEcNX1ggt2yuCjfT59izWhxxcNQtlG8Y4qIiJz1cjyFvDZ9C5/9uptI1MIw4Mom5bmzSy0qZiQBUHg0m0+n3sFY31bcdhvYbDS0p3JH64dpUeOSOF+BiIiIyG/UnHgG23x4P89Of4W1+b/gt0fAhLRIhJ75YfrW6EvF3rdDSql4xxQRESmyCkMhXprzKdOy3+WwmQcOMCyLDgWF9EluQPtLHoEKzeIdU0REpEibvGkF7y54nmxj7fGpxVWCIa4KJHJlq3tIbtIPHK54xxQRESmyducd4alpb7DS/R35jhCYkBSN0sMXpE+lS6lx5T2QXj7eMUVERM56bn+I0bO38f78bApDUQA6Z5Xm3m61ySqTBkA4/xDfTb2bt48sJcdhB7uN6oaL25rcRsf612Bow56IiIicYdSceAaam72BN+Y8x5boMsI2wA7lQ2F6F5r0aX4b6c0GgZkY75giIiJF1qF8L09Pe5slh7/Ac2xdpDNqcWl+IX3LXkS9K+6H4pXjHVNERKTIikajjPl1Ct+ueY095j44thWyaWEhvW0VubjDQ9hrdAbddBERETlllu/N5qWZz7ExtICgzQIHlAqH6V1go0/DIZRqfSO4UuIdU0RE5KxXGIrw4cIdvDVzG25/CIBmlYtzf7csWlaNbQiwAvlMm/Egr++bxg6HHRx2ylh2bqlzDZe1uAO7tvqIiIjIGUrNiWcIy7KYuHI2E5e/xE77DiwDsEHdQIDeVhkuv+ABXLW6gc0W76giIiJF1saDe3l++ous9c/Af2xdZLFIhJ75Fn3rXkP5drdAQnq8Y4qIiBRZBcEgL87+iFk73+eQ6QETbJZFp4JCeqe1oF2PRyGzbrxjioiIFGnfrV/CuEXPs922ieix76lrBIP0Dhfjyrb3kNSgJ6gBQkRE5H8WjkT5evleXpm2mf3uQgBqlk7hvm5ZdKlTOjYFMRJm8dyneHXr56w1beCwU8wyGFrlMq4671FcjoQ4X4WIiIjIX1NzYpyFIhFem/sZP28dxQHz6PF/I+0LCumZ3IDOlz6GUa5xXDOKiIgUdTO2rmHUvGfZYq0+PrW4YihEr0AKvdvcSXqjvmA34x1TRESkyNrvzePZaW+wNPdbPI4gmJAQjXJpfog+lS+nbq97ITUz3jFFRESKrEgkyujF3/Pd+tfZax6EY72HLfyF9HLWpPtFj2Gr3Dq+IUVERIoIy7L4eV0OL/6yia0HfQCUS0/gzgtr0bNpBew2AyyLdUve4rU1o1nosMC0kWjBoDLnMajDs6ToIXoRERE5S6g5MU6OFuTz7PS3WZjzOUfNQjDBtCy65QfpXa4rTa98ENLKxTumiIhIkRWNRvl4xXS+WPEyO8w9YAAGNCgM0NNemSs6PoJZ7XytixQRETmF1h7YxUvTn2VtYD6Fx6YWZ0QiXFlg56qGN1K29VBwJsU7poiISJHlCxTy4oxxzN77AYfNfDDBbll0zg/Qu2R72lz2KGRUjXdMERGRImPR9iM8N2UjK3blAVAsyWRExxpc3boyCWbs6YAdaz/nzSXP8bM9CA5wWBZ9izdkaKcXKZmq+8ciIiJydlFz4mm27UgOz099jlUF08m3R8GE1EiUywugX91rqdLuFnClxDumiIhIkRUIhXht7gSmbnuXA87YukiACwoK6Zneko4X/xOjVM34hhQRESniftm8gvfmP80mYyMRA7BDlWCIK8MZ9Gl/L6l1rwCbLd4xRUREiqy97lyenfoyy9w/4nWEwYTEaJTL8iP0rd6X2h3uhMTi8Y4pIiJSZKzf5+H5nzcya9MhABJNO0POq8qNF1QjLSH2JXXO9hmMmvso31huInYDw7K4NLkqN3d6kQolasczvoiIiMh/Tc2Jp8n87A28M+cp1kdXETq2LrJsOMyVgVSuanMnGY36gs0e75giIiJF1pF8L89NfZ1Fh7/mqBkEJzijFt0LQvSpdAWNet8PySXiHVNERKTIikajjP91Ct+ueYVs8wAc6z1sXBjgSrMWl3f7J46KzeMbUkREpIhbsTeb12c8xZrwEgI2CxxQMhyhR6GLq5rdQpnm14LDGe+YIiIiRcbu3AJe+mUTk1btw7LAYTPo17Iit3WqSem0BADc+1fx/ox7+CS4j4DNBobBBc5S3Hr+U9Qu3ybOVyAiIiLyv1Fz4in2xcoZTFz2Alvte7AMwAZZgSBX2qrQq/M/cFVtG++IIiIiRdqmQ/t4eerTrCycS8GxqcXpkQiX+x30aziMSq1vADMh3jFFRESKLH8oyKuzxjFjx3gOOH1ggmFZdCwI0qPE+XS84h9QrGK8Y4qIiBRpP65fzAeLnmGzbVtsarENqgVD9LDK0PeCh0mu1QUMI94xRUREiozDvgBvztjKJ4t3EopYAFzasCz3XFSbKiWTAfAf3ckn0+7gfe9mvHYb2Gw0saVyR+v/1969R0dV3/0e/2QmMwmXXIBwC0q4ShC5VCkpVgQ1KKAI1YoCjw0uS7tseaoiPOKlTdVT4UhsoRaLohaPp0KpS2urLV5yjK08IIqgaIACRdFH7tUkGMgkmd/5IzIxZhKSyUz2nt+8X2uxFjP5zcz+utn7TcbN5C6dO/hyJzcfAAAgarg4MQaqa2v18D+e1vo9j+gTX1nov/L5lVWalpGnSVfcI0+3Ac5uJAAAlnt973at+vt9KtWO0KcW96mu0bSabpp5wX8pc9hU/scLAAAxdPh4uR54uUhvfvYXfZ5cI/mllGBQkyuNZgy8VsMn3Cqlpju9mQAAWCsYDOrxTX/Sn0sf0oe+o9KXP7jnvBNVmtZxhK688h55ew5zdiMBAIhjJwI18no8qjhZrbRUn2qCQRlJj77+Lz32j3/pi0CtJGnc4Cz912W5Gn5GhiSpuvKYnnvlNq08tllHvF7J69Eg+XXLN36iC4d/T0m8bw0AACzCxYlRVHayUktfXq4Nh5/RUV9A8knJxujSylp9t+80fXPG7VKHLk5vJgAA1jLGaO2Wl/XHbUXak3xAxlP3Js6wqoCm+Ybo6in3yZ890uGtBADAbqWHPtbyV+7TtsAmVXrrflxkl9paTT3ZQded92OdOfp7kpe3IwAAiJUvAlX6VfEjKvmf/6tDvhOST/IYo4sqq3VVr0t14dU/kzp3d3ozAQCIa1XVtVr5+r/0u//ep/ITNUrvkKw55/fTnPP764X3DuiLQK1GnJGh2yfl6tuDsiRJwUClXn7tTj30ySvan+yRvF71MR79eOj3NOWbt8jr8To8FQAAQPTxfwNaqTJwXD5viioC5Urzp6u6tkrlJ6r0i7/+XFtO/F0VX/64yLTaoKac9Om64T/UoLE3Ssl+pzcdAAArhGtxsidVK0pW6+V9j+uTL39cpJSkCyoDmt5tvCZOL5Qno4/Tmw4AgDXC9fifh/9HRS8v0geePapJkuSV+lZXa6rJ1swJP1XGoAl8ajEAAFESrsUnamp1/4u/0JvlL6ssuVbySR2CQU2q9Oja3AINu3Ce5Ovg9KYDABD3TgRqtPL1f2l58e7QfeUnavTr4j0yRiqcerYqTtZoyvBeSkpKkqmt0cYNi7Vs9x+0IzlJSvaoa1D6Qb+pumZcofzJKQ5OAwAAEFtcnNgKVTVV+t0Hq/X0zjUqD5Qr3Z+umbkzNXvobH3U4SNVBILqVVOjqTVZmjXuDmUNncz/eAEAIIrCtXhW7kzNHvofeu34n/WJ/7h8xmhipdE1A6/T6IvmS/5OTm82AABWaep741lDZ6m8a61qyqQRJwOa2mGErr7yf8nXY4jTmwwAgFWae596t2+nypJr1a2mVpdXp2t23m3KHnm15PE4vdkAAFjD6/Hod/+9L+zXntz4of7z4sHyJ3skY/Te27/V8ndXanNyUEpOUqegUUGvC/S9i/63OqVmtPOWAwAAtD8uTmyhysBx/e6D1Vr53iOh+8oD5Xrky9t3jr5dO19ZqhmT71PH7OFObSYAANZqqsUr33tERtJt583XGy8s1Mxz52nAN/9D4kdgAAAQdaf73vjevLt1ZOPTmnjNz6SOXZ3aTAAArHW6Fi8avVDb1/9Cs/J/rrR+33JqMwEAsFrFyWqVn6iRJA3o3kmDu3fW7iPH9a8jX6j8RI0qTlarbP8L+vWbi1XsqZKSJZ8xui5zuL5/yYPqmpbt8AQAAADtJ8kYY5zeiFgqLy9XRkaGysrKlJ6eHvHzVNdWa8K6CSoPlDf6Wro/XSUzSuTz+tqyqQAAWKn9WvyafF5/WzYVAABr8b0xAADOosUAADgrWi2WpEBNULeu26q7pwxQVlrn0CcZH6mo0Mq//j+ZmmX6c/BzBZOS5DFGUzv1048uKlJ2Vm6UpgEAAIgffHJiC1UEysO+4SPV/cvUikC5unbo1s5bBQBA4jh9iytoMQAAMcb3xgAAOIsWAwDgPBMM6pczztFj21fp6Z1rQhcnzsydqVuumqU56/+PgmVlutjXXf85/n4N6sOnGQMAgMTFxYktlOZPV7o/vcl/kZrmb9u/sAEAAM2jxQAAOI8eAwDgLFoMAIDzgjqpJ7av1sr3HgndVx4o1yNf3v7pmDvlqzymUYMud2oTAQAAXMPj9AbEi+raKs3OnRn2a7NzZ6q6tqqdtwgAgMRCiwEAcB49BgDAWbQYAADnJXtT9PTONWG/tmbnGo3qeR4XJgIAAHyJT05soY7+zrpx+FxJ0u+/8vHcs3Nn6sbhc5WSnOLwFgIAYDdaDACA8+gxAADOosUAADivIlAe9lOMpbpPUKwIlKtrh27tvFUAAADulGSMMU5vRCyVl5crIyNDZWVlSk9v+4+0qAwcl8+boopAudL86aqurVJHf+cobCkAAHaixQAAOI8eAwDgLFoMAICzotni6tpqTVg3IewFiun+dJXMKJHP62vTawAAANiCH+vcSh39neXz+tS1Qzf5vD7e8AEAoJ3RYgAAnEePAQBwFi0GAMA5NbVVmp07M+zXZufOVE1tVTtvEQAAgHvxY50BAAAAAAAAAAAAAGiBDv7OunH4XEnS73euUXmgXOn+dM3Onakbh89VSnKKw1sIAADgHlycCAAAAAAAAAAAAABAC6Ukp+iGYXM0d8QPVREoV5o/XTW1VVyYCAAA8DVcnAgAAAAAAAAAAAAAQCt08HeWJHX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