From 337be7ab15d1c5d1d11bfc1702c74e0dbf0bf315 Mon Sep 17 00:00:00 2001 From: 082aa0aa9507b80b621099010e33de9d <082aa0aa9507b80b621099010e33de9d@app-learninglab.inria.fr> Date: Fri, 28 Jun 2024 11:58:24 +0000 Subject: [PATCH] 1st commit, covid --- module3/exo3/exercice_en.ipynb | 9092 +++++++++++++++++++++++++++++++- 1 file changed, 9084 insertions(+), 8 deletions(-) diff --git a/module3/exo3/exercice_en.ipynb b/module3/exo3/exercice_en.ipynb index 70f7d6a..520b700 100644 --- a/module3/exo3/exercice_en.ipynb +++ b/module3/exo3/exercice_en.ipynb @@ -11,20 +11,9096 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "2\n" - ] + "data": { + "text/html": [ + "
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3NaNAndorra42.5063001.521800000000...47866478754787547875478754787547875478754789047890
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78LiaoningChina41.295600122.608500234172127...3547354735473547354735473547354735473547
79MacauChina22.166700113.550000122256...3514351435143514351435143514351435143514
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81QinghaiChina35.74520095.995600000116...782782782782782782782782782782
82ShaanxiChina35.191700108.870100035152235...7326732673267326732673267326732673267326
83ShandongChina36.342700118.1498002615274675...5880588058805880588058805880588058805880
84ShanghaiChina31.202000121.44910091620334053...67040670406704067040670406704067040670406704067040
85ShanxiChina37.577700112.2922001116913...7167716771677167716771677167716771677167
86SichuanChina30.617100102.7103005815284469...14567145671456714567145671456714567145671456714567
87TianjinChina39.305400117.323000448101423...4392439243924392439243924392439243924392
..................................................................
130Wallis and FutunaFrance-14.293800-178.116500000000...3427342734273427342734273427342734273427
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156NaNJapan36.204824138.252924222244...33227230332411803325268633263208332736393328237033286633332987993331060433320438
162NaNKorea, South35.907757127.766922112234...30526012305335733054398130555102305551023056921530581499305942973060518730615522
196ArubaNetherlands12.521100-69.968300000000...44026440444404444044440444404444044440444404444044
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200NaNNetherlands52.1326005.291300000000...8596157859615785961578598043859804385980438598043859998185999818599981
218NaNPortugal39.399900-8.224500000000...5566708556808455680845568084556808455680845568084556808455704735570473
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260NaNUS40.000000-100.000000112255...103443455103533872103589757103648690103650837103646975103655539103690910103755771103802702
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265BermudaUnited Kingdom32.307800-64.750500000000...18799188141881418814188141881418814188141882818828
266British Virgin IslandsUnited Kingdom18.420700-64.640000000000...7305730573057305730573057305730573057305
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269Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...1930193019301930193019301930193019301930
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272Isle of ManUnited Kingdom54.236100-4.548100000000...38008380083800838008380083800838008380083800838008
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277Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...6551655165516551655165516551655765576561
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75 rows × 1147 columns

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" + ], + "text/plain": [ + " Province/State Country/Region Lat \\\n", + "24 NaN Belgium 50.833300 \n", + "59 Anhui China 31.825700 \n", + "60 Beijing China 40.182400 \n", + "61 Chongqing China 30.057200 \n", + "62 Fujian China 26.078900 \n", + "63 Gansu China 35.751800 \n", + "64 Guangdong China 23.341700 \n", + "65 Guangxi China 23.829800 \n", + "66 Guizhou China 26.815400 \n", + "67 Hainan China 19.195900 \n", + "68 Hebei China 39.549000 \n", + "69 Heilongjiang China 47.862000 \n", + "70 Henan China 37.895700 \n", + "71 Hong Kong China 22.300000 \n", + "72 Hubei China 30.975600 \n", + "73 Hunan China 27.610400 \n", + "74 Inner Mongolia China 44.093500 \n", + "75 Jiangsu China 32.971100 \n", + "76 Jiangxi China 27.614000 \n", + "77 Jilin China 43.666100 \n", + "78 Liaoning China 41.295600 \n", + "79 Macau China 22.166700 \n", + "80 Ningxia China 37.269200 \n", + "81 Qinghai China 35.745200 \n", + "82 Shaanxi China 35.191700 \n", + "83 Shandong China 36.342700 \n", + "84 Shanghai China 31.202000 \n", + "85 Shanxi China 37.577700 \n", + "86 Sichuan China 30.617100 \n", + "87 Tianjin China 39.305400 \n", + ".. ... ... ... \n", + "130 Wallis and Futuna France -14.293800 \n", + "131 NaN France 46.227600 \n", + "135 NaN Germany 51.165691 \n", + "150 NaN Iran 32.427908 \n", + "154 NaN Italy 41.871940 \n", + "156 NaN Japan 36.204824 \n", + "162 NaN Korea, South 35.907757 \n", + "196 Aruba Netherlands 12.521100 \n", + "197 Bonaire, Sint Eustatius and Saba Netherlands 12.178400 \n", + "198 Curacao Netherlands 12.169600 \n", + "199 Sint Maarten Netherlands 18.042500 \n", + "200 NaN Netherlands 52.132600 \n", + "218 NaN Portugal 39.399900 \n", + "241 NaN Spain 40.463667 \n", + "260 NaN US 40.000000 \n", + "264 Anguilla United Kingdom 18.220600 \n", + "265 Bermuda United Kingdom 32.307800 \n", + "266 British Virgin Islands United Kingdom 18.420700 \n", + "267 Cayman Islands United Kingdom 19.313300 \n", + "268 Channel Islands United Kingdom 49.372300 \n", + "269 Falkland Islands (Malvinas) United Kingdom -51.796300 \n", + "270 Gibraltar United Kingdom 36.140800 \n", + "271 Guernsey United Kingdom 49.448196 \n", + "272 Isle of Man United Kingdom 54.236100 \n", + "273 Jersey United Kingdom 49.213800 \n", + "274 Montserrat United Kingdom 16.742498 \n", + "275 Pitcairn Islands United Kingdom -24.376800 \n", + "276 Saint Helena, Ascension and Tristan da Cunha United Kingdom -7.946700 \n", + "277 Turks and Caicos Islands United Kingdom 21.694000 \n", + "278 NaN United Kingdom 55.378100 \n", + "\n", + " Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 \\\n", + "24 4.469936 0 0 0 0 0 0 \n", + "59 117.226400 1 9 15 39 60 70 \n", + "60 116.414200 14 22 36 41 68 80 \n", + "61 107.874000 6 9 27 57 75 110 \n", + "62 117.987400 1 5 10 18 35 59 \n", + "63 104.286100 0 2 2 4 7 14 \n", + "64 113.424400 26 32 53 78 111 151 \n", + "65 108.788100 2 5 23 23 36 46 \n", + "66 106.874800 1 3 3 4 5 7 \n", + "67 109.745300 4 5 8 19 22 33 \n", + "68 116.130600 1 1 2 8 13 18 \n", + "69 127.761500 0 2 4 9 15 21 \n", + "70 114.904200 5 5 9 32 83 128 \n", + "71 114.200000 0 2 2 5 8 8 \n", + "72 112.270700 444 444 549 761 1058 1423 \n", + "73 111.708800 4 9 24 43 69 100 \n", + "74 113.944800 0 0 1 7 7 11 \n", + "75 119.455000 1 5 9 18 33 47 \n", + "76 115.722100 2 7 18 18 36 72 \n", + "77 126.192300 0 1 3 4 4 6 \n", + "78 122.608500 2 3 4 17 21 27 \n", + "79 113.550000 1 2 2 2 5 6 \n", + "80 106.165500 1 1 2 3 4 7 \n", + "81 95.995600 0 0 0 1 1 6 \n", + "82 108.870100 0 3 5 15 22 35 \n", + "83 118.149800 2 6 15 27 46 75 \n", + "84 121.449100 9 16 20 33 40 53 \n", + "85 112.292200 1 1 1 6 9 13 \n", + "86 102.710300 5 8 15 28 44 69 \n", + "87 117.323000 4 4 8 10 14 23 \n", + ".. ... ... ... ... ... ... ... \n", + "130 -178.116500 0 0 0 0 0 0 \n", + "131 2.213700 0 0 2 3 3 3 \n", + "135 10.451526 0 0 0 0 0 1 \n", + "150 53.688046 0 0 0 0 0 0 \n", + "154 12.567380 0 0 0 0 0 0 \n", + "156 138.252924 2 2 2 2 4 4 \n", + "162 127.766922 1 1 2 2 3 4 \n", + "196 -69.968300 0 0 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14715 14715 14715 \n", + "62 ... 17122 17122 17122 17122 17122 \n", + "63 ... 1742 1742 1742 1742 1742 \n", + "64 ... 103248 103248 103248 103248 103248 \n", + "65 ... 13371 13371 13371 13371 13371 \n", + "66 ... 2534 2534 2534 2534 2534 \n", + "67 ... 10483 10483 10483 10483 10483 \n", + "68 ... 3292 3292 3292 3292 3292 \n", + "69 ... 6603 6603 6603 6603 6603 \n", + "70 ... 9948 9948 9948 9948 9948 \n", + "71 ... 2876106 2876106 2876106 2876106 2876106 \n", + "72 ... 72131 72131 72131 72131 72131 \n", + "73 ... 7437 7437 7437 7437 7437 \n", + "74 ... 8847 8847 8847 8847 8847 \n", + "75 ... 5075 5075 5075 5075 5075 \n", + "76 ... 3423 3423 3423 3423 3423 \n", + "77 ... 40764 40764 40764 40764 40764 \n", + "78 ... 3547 3547 3547 3547 3547 \n", + "79 ... 3514 3514 3514 3514 3514 \n", + "80 ... 1276 1276 1276 1276 1276 \n", + "81 ... 782 782 782 782 782 \n", + "82 ... 7326 7326 7326 7326 7326 \n", + "83 ... 5880 5880 5880 5880 5880 \n", + "84 ... 67040 67040 67040 67040 67040 \n", + "85 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3904 3904 3904 \n", + "265 ... 18799 18814 18814 18814 18814 \n", + "266 ... 7305 7305 7305 7305 7305 \n", + "267 ... 31472 31472 31472 31472 31472 \n", + "268 ... 0 0 0 0 0 \n", + "269 ... 1930 1930 1930 1930 1930 \n", + "270 ... 20423 20423 20423 20433 20433 \n", + "271 ... 34867 34929 34929 34929 34929 \n", + "272 ... 38008 38008 38008 38008 38008 \n", + "273 ... 66391 66391 66391 66391 66391 \n", + "274 ... 1403 1403 1403 1403 1403 \n", + "275 ... 4 4 4 4 4 \n", + "276 ... 2166 2166 2166 2166 2166 \n", + "277 ... 6551 6551 6551 6551 6551 \n", + "278 ... 24370150 24370150 24396530 24396530 24396530 \n", + "\n", + " 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", + "24 4727795 4727795 4727795 4727795 4739365 \n", + "59 2275 2275 2275 2275 2275 \n", + "60 40774 40774 40774 40774 40774 \n", + "61 14715 14715 14715 14715 14715 \n", + "62 17122 17122 17122 17122 17122 \n", + "63 1742 1742 1742 1742 1742 \n", + "64 103248 103248 103248 103248 103248 \n", + "65 13371 13371 13371 13371 13371 \n", + "66 2534 2534 2534 2534 2534 \n", + "67 10483 10483 10483 10483 10483 \n", + "68 3292 3292 3292 3292 3292 \n", + "69 6603 6603 6603 6603 6603 \n", + "70 9948 9948 9948 9948 9948 \n", + "71 2876106 2876106 2876106 2876106 2876106 \n", + "72 72131 72131 72131 72131 72131 \n", + "73 7437 7437 7437 7437 7437 \n", + "74 8847 8847 8847 8847 8847 \n", + "75 5075 5075 5075 5075 5075 \n", + "76 3423 3423 3423 3423 3423 \n", + "77 40764 40764 40764 40764 40764 \n", + "78 3547 3547 3547 3547 3547 \n", + "79 3514 3514 3514 3514 3514 \n", + "80 1276 1276 1276 1276 1276 \n", + "81 782 782 782 782 782 \n", + "82 7326 7326 7326 7326 7326 \n", + "83 5880 5880 5880 5880 5880 \n", + "84 67040 67040 67040 67040 67040 \n", + "85 7167 7167 7167 7167 7167 \n", + "86 14567 14567 14567 14567 14567 \n", + "87 4392 4392 4392 4392 4392 \n", + ".. ... ... ... ... ... \n", + "130 3427 3427 3427 3427 3427 \n", + "131 38591184 38599330 38606393 38612201 38618509 \n", + "135 38210851 38210851 38231610 38241231 38249060 \n", + "150 7570232 7570743 7571352 7571996 7572311 \n", + "154 25603510 25603510 25603510 25603510 25603510 \n", + "156 33282370 33286633 33298799 33310604 33320438 \n", + "162 30569215 30581499 30594297 30605187 30615522 \n", + "196 44044 44044 44044 44044 44044 \n", + "197 11804 11804 11804 11804 11804 \n", + "198 45986 45986 45986 45986 45986 \n", + "199 11020 11020 11020 11020 11020 \n", + "200 8598043 8598043 8599981 8599981 8599981 \n", + "218 5568084 5568084 5568084 5570473 5570473 \n", + "241 13770429 13770429 13770429 13770429 13770429 \n", + "260 103646975 103655539 103690910 103755771 103802702 \n", + "264 3904 3904 3904 3904 3904 \n", + "265 18814 18814 18814 18828 18828 \n", + "266 7305 7305 7305 7305 7305 \n", + "267 31472 31472 31472 31472 31472 \n", + "268 0 0 0 0 0 \n", + "269 1930 1930 1930 1930 1930 \n", + "270 20433 20433 20433 20433 20433 \n", + "271 34929 34929 34929 34991 34991 \n", + "272 38008 38008 38008 38008 38008 \n", + "273 66391 66391 66391 66391 66391 \n", + "274 1403 1403 1403 1403 1403 \n", + "275 4 4 4 4 4 \n", + "276 2166 2166 2166 2166 2166 \n", + "277 6551 6551 6557 6557 6561 \n", + "278 24396530 24396530 24396530 24396530 24425309 \n", + "\n", + "[75 rows x 1147 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Country list\n", + "countries_of_interest = [\"Belgium\", \"China\", \"Hong Kong\", \"France\", \"Germany\", \"Iran\", \"Italy\", \"Japan\",\n", + " \"Korea, South\", \"Netherlands\", \"Portugal\", \"Spain\", \"United Kingdom\", \"US\"]\n", + "\n", + "# Filter by country\n", + "filtered_data = df[df['Country/Region'].isin(countries_of_interest)]\n", + "\n", + "filtered_data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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75 rows × 1144 columns

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value\n", + "filtered_data = filtered_data.drop(columns=['Province/State', 'Lat', 'Long'])\n", + "filtered_data\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Country/Region
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Germany0000014445...38168908381899543820257138210850382108503821085138210851382316103824123138249060
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Korea, South11223444411...30526012305335733054398130555102305551023056921530581499305942973060518730615522
Netherlands0000000000...8708982870901187090118710897871089787108978710897871283587128358712835
Portugal0000000000...5566708556808455680845568084556808455680845568084556808455704735570473
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US1122555668...103443455103533872103589757103648690103650837103646975103655539103690910103755771103802702
United Kingdom0000000002...24603373246034502462983024629840246298402462984024629840246298462462992224658705
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13 rows × 1143 columns

\n", + "
" + ], + "text/plain": [ + " 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 \\\n", + "Country/Region \n", + "Belgium 0 0 0 0 0 0 0 \n", + "China 548 643 920 1406 2075 2877 5509 \n", + "France 0 0 2 3 3 3 4 \n", + "Germany 0 0 0 0 0 1 4 \n", + "Iran 0 0 0 0 0 0 0 \n", + "Italy 0 0 0 0 0 0 0 \n", + "Japan 2 2 2 2 4 4 7 \n", + "Korea, South 1 1 2 2 3 4 4 \n", + "Netherlands 0 0 0 0 0 0 0 \n", + "Portugal 0 0 0 0 0 0 0 \n", + "Spain 0 0 0 0 0 0 0 \n", + "US 1 1 2 2 5 5 5 \n", + "United Kingdom 0 0 0 0 0 0 0 \n", + "\n", + " 1/29/20 1/30/20 1/31/20 ... 2/28/23 3/1/23 \\\n", + "Country/Region ... \n", + "Belgium 0 0 0 ... 4717655 4717655 \n", + "China 6087 8141 9802 ... 4903524 4903524 \n", + "France 5 5 5 ... 39827175 39831700 \n", + "Germany 4 4 5 ... 38168908 38189954 \n", + "Iran 0 0 0 ... 7567906 7568903 \n", + "Italy 0 0 2 ... 25576852 25576852 \n", + "Japan 7 11 15 ... 33227230 33241180 \n", + "Korea, South 4 4 11 ... 30526012 30533573 \n", + "Netherlands 0 0 0 ... 8708982 8709011 \n", + "Portugal 0 0 0 ... 5566708 5568084 \n", + "Spain 0 0 0 ... 13763336 13763336 \n", + "US 6 6 8 ... 103443455 103533872 \n", + "United Kingdom 0 0 2 ... 24603373 24603450 \n", + "\n", + " 3/2/23 3/3/23 3/4/23 3/5/23 3/6/23 \\\n", + "Country/Region \n", + "Belgium 4727795 4727795 4727795 4727795 4727795 \n", + "China 4903524 4903524 4903524 4903524 4903524 \n", + "France 39835896 39839090 39839090 39839090 39847236 \n", + "Germany 38202571 38210850 38210850 38210851 38210851 \n", + "Iran 7569261 7569483 7569769 7570232 7570743 \n", + "Italy 25576852 25603510 25603510 25603510 25603510 \n", + "Japan 33252686 33263208 33273639 33282370 33286633 \n", + "Korea, South 30543981 30555102 30555102 30569215 30581499 \n", + "Netherlands 8709011 8710897 8710897 8710897 8710897 \n", + "Portugal 5568084 5568084 5568084 5568084 5568084 \n", + "Spain 13763336 13770429 13770429 13770429 13770429 \n", + "US 103589757 103648690 103650837 103646975 103655539 \n", + "United Kingdom 24629830 24629840 24629840 24629840 24629840 \n", + "\n", + " 3/7/23 3/8/23 3/9/23 \n", + "Country/Region \n", + "Belgium 4727795 4727795 4739365 \n", + "China 4903524 4903524 4903524 \n", + "France 39854299 39860410 39866718 \n", + "Germany 38231610 38241231 38249060 \n", + "Iran 7571352 7571996 7572311 \n", + "Italy 25603510 25603510 25603510 \n", + "Japan 33298799 33310604 33320438 \n", + "Korea, South 30594297 30605187 30615522 \n", + "Netherlands 8712835 8712835 8712835 \n", + "Portugal 5568084 5570473 5570473 \n", + "Spain 13770429 13770429 13770429 \n", + "US 103690910 103755771 103802702 \n", + "United Kingdom 24629846 24629922 24658705 \n", + "\n", + "[13 rows x 1143 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Group by country and sum cases for each date\n", + "grouped_data = filtered_data.groupby('Country/Region').sum()\n", + "grouped_data\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Select date columns\n", + "date_columns = grouped_data.columns # All remaining columns should be date columns\n", + "\n", + "# Plot the data\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "for country in countries_of_interest:\n", + " if country in grouped_data.index:\n", + " plt.plot(date_columns, grouped_data.loc[country, date_columns], label=country)\n", + "\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Cumulative Number of Cases')\n", + "plt.title('Cumulative Number of COVID-19 Cases Over Time - Linear - day view')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YLq5eI77GGUSsmms773Al8sk4XYlzegTYK0BrY8wY12c1wBgzBOf8fzZTuTk4F2heBf6Tad/Nxjkv+riOmZcxJsI49zW72+We89kp5trX5/55XeTyOR43nPPNB+dcSDXG3AoU2CPmXD0tOgJ/eXQczv3op3AGfvQyzkB23YBvsimbnbx8z+YWWypOb6bxOLeizM2h6IWO8WKcgQmLW2v34vSGugXn1pPfLzU+EREoIgm6McYfZ7CaacaY9TiDeZzrWncfMNlaWw2nS9eUnFocRMT9rLVv4YxQ/QLOD8pY4HGckbbBSbg24HQxj+R/ieKlrCseGAx8itOCc4qcuxR/gdMVcx+wlfNbXgEmAg1d3SFnZl3YZRbOIHOHbKbBx6y1M3BaMb8xTvf5zbgeE5aHbUjDSQzLZpq2AyfhmQdEkz8DaE3F2d87Xf9ec60rCiehfR+ny/mfON1b88RaexTnfuNncC5+jAC6Wmvj8rj8CpxkoCOw0xhzDOeC7RzX/GScpDsWJzk4iZPcPm+tHZ+lrhhgBeBH9velZnXCOCOIb8L5+9LLWjspl/I1cbpKn7tv+wzO/brn9MG5R/sw0Ano7Io/u+0+hvN3LwX4zRiTAMzHaSX/E+e+2J9xLkLtxumZkrlL+C3AFmNMIs6Acfdaa5OstbE4PUVG8b/P33Cc3wseOMdpP04vthtxPj/ZxReN08W6Kc5n9QDOhaku1trlmcol4wyudxOZLlq5ur/fjNPtfT9Ot+fXyfkC2hVzued8Dj7COR/O/buokdRzO26uffkEzi0Tx3F68OTl/L5k1tooa+1/s5l+FrgD5/stDqcxpa+1dnseqx6Nc1HqhMk0qv9Fmopzvk2zOYx3cqFj7PqOTcR1m5K19iTO9+JyexU8t15ECjdjs3+0bKFnjAkEZltrGxvnMTl/WGuzu89wC3CL648XxpidOIN8HL6S8YqIiIiIiIjkpki0JLuuXO461yXU1R2pqWv2HpyWCFxd43xxri6LiIiIiIiIFBpXZQu6MeZrnME5yuPcj/QysACni9i5Z1J+Y6191TjPVf0EZ0RPC4yw1ka6I24RERERERGRnFyVCbqIiIiIiIhIUVMkuriLiIiIiIiIXO2KuTuAi1W+fHkbGBjo7jBERERERETkGrJ27do4a22FglzHVZegBwYGEhUV5e4wRERERERE5BpijNld0OtQF3cRERERERGRQkAJuoiIiIiIiEghoARdREREREREpBC46u5Bz05KSgp79+4lKSnJ3aHIZfL19aVatWp4eXm5OxQREREREZErqkgk6Hv37iUgIIDAwECMMe4ORy6RtZajR4+yd+9eatWq5e5wRERERERErqgi0cU9KSmJcuXKKTm/yhljKFeunHpCiIiIiIjINalIJOiAkvMiQsdRRERERESuVUUmQRcRERERERG5milBzyeenp6EhobStGlTwsLCWLFixQWX8ff3v2CZgQMHsnXr1vwIUURERERERAqxIjFIXGFQvHhx1q9fD8Cvv/7KyJEjWbx48WXX++mnn152HSIiIiIiIlL4qQW9AJw8eZIyZcpkvB8/fjwRERGEhITw8ssv/6V8eno6gwcPplGjRnTt2pXbbruN6dOnA9C+fXuioqKA81vcp0+fTv/+/QHo378/jz76KB06dKB27dosXryYBx98kODg4IwyIiIiIiIiUrgVuRb0V37cwtb9J/O1zoZVSvJyt0a5ljlz5gyhoaEkJSVx4MABFixYAEBkZCTR0dGsXr0aay133HEHS5Ys4YYbbshY9vvvvycmJoZNmzZx+PBhgoODefDBBy8qxuPHj7NgwQJmzZpFt27dWL58OZ9++ikRERGsX7+e0NDQi99wERERERERuWLUgp5PznVx3759O7/88gt9+/bFWktkZCSRkZE0a9aMsLAwtm/fTnR09HnLLlu2jF69euHh4UHlypXp0KHDRa+/W7duGGNo0qQJlSpVokmTJnh4eNCoUSNiYmLyaStFRERERESkoBS5FvQLtXRfCa1atSIuLo4jR45grWXkyJE88sgjOZa31uap3syPIMv6rHAfHx8APDw8Ml6fe5+amnox4YuIiIiIiIgbqAW9AGzfvp20tDTKlStHly5dmDRpEomJiQDs27ePw4cPn1e+bdu2fPfdd6Snp3Po0CEWLVqUbb2VKlVi27ZtpKenM2PGjILeDBEREREREbmCilwLurucuwcdnBbxzz//HE9PT26++Wa2bdtGq1atAGegty+//JKKFStmLNuzZ0/mz59P48aNqV+/Ptdffz2lSpX6yzrGjRtH165dqV69Oo0bN85I+kVEREREROTqZ/LavbqwCA8Pt+dGNT9n27ZtBAcHuymi/JGYmIi/vz9Hjx6lRYsWLF++nMqVK7s7LLcoCsdTRERERESKFmPMWmtteEGuQy3ohUTXrl05ceIEZ8+e5cUXX7xmk3MREREREZFrlRL0QiKn+85FRERERETk2qAEXURERERERK6I40nHSU5L5mzaWbYc3cLCPQsJKhfEg40fdHdohYISdBEREREREcl3qempnEg+wdEzR1m6byk//vdHdsbvPK9MWd+y1Cldx00RFj5K0EVERERERCRfHDx1kAkbJrAodhFHk46eNy+8Ujg96vYgwDuAYh7FqFWqFo3KNcLTw9NN0RY+StBFRERERETkoh1LOsaM6Bn8tOsn9iXsI82mkZyWjJeHFzcH3kyNgBqU8y1H2eJlqVWyFnXL1HV3yIWeEvR8dPDgQZ566inWrFmDj48PgYGBdO/enVmzZjF79uy/lB84cCBPP/00DRs2dEO0IiIiIiIieRN3Jo6p26ay9tBaTp49ScLZBA6fPozFElYxjJ71e1LMFKOkT0m6BHahekB1d4d8VVKCnk+stfTo0YN+/frxzTffALB+/Xp+/PHHHJf59NNPr1R4IiIiIiIieXI65TQz/pzBqv2rOJZ0jJNnTxKbEEu6TSe0Yig1S9YkwDuAKn5V6Fyzs1rG85ES9HyycOFCvLy8GDRoUMa00NBQTpw4wfz587n77rvZvHkzzZs358svv8QYQ/v27XnzzTcJDw/H39+fJ598ktmzZ1O8eHF++OEHKlWqxI8//shrr73G2bNnKVeuHF999RWVKlVy45aKiIiIiEhRkW7T2RS3iZ0ndrIvcR/7E/ez5tAaDp46SK1StahcojKV/CrRuWZn7qx7JzVL1nR3yEVa0UvQf34ODm7K3zorN4Fbx+Va5FzynZ3ff/+dLVu2UKVKFdq0acPy5ctp27bteWVOnTpFy5YtGTNmDCNGjOCTTz7hhRdeoG3btqxatQpjDJ9++ilvvPEG//d//5dvmyYiIiIiIteOxLOJ7IrfxfHk4xw8dZCvt3/Nnyf+BMDDeFCxREVqlqzJ2LZjiagc4eZorz1FL0EvhFq0aEG1atUAp1U9JibmLwm6t7c3Xbt2BaB58+bMnTsXgL179/K3v/2NAwcOcPbsWWrVqnVlgxcRERERkavemdQzvLPuHf7zx39ITU/NmF6zZE3GtB1DWMUwKvlVwsvDy41RStFL0C/Q0l1QGjVqxPTp07Od5+Pjk/Ha09OT1NTUv5Tx8vLCGPOXMkOGDOHpp5/mjjvuYNGiRYwePTr/gxcRERERkSLDWsvSfUuZt3se+0/tJyUthZiTMRxPOs5d9e7ihmo3UK54Ocr6lqWaf7WMPETcr+gl6G7SsWNHRo0axSeffMJDDz0EwJo1a1i8ePFl1RsfH0/VqlUB+Pzzzy87ThERERERKXpOnj3JwVMHOZ50nGk7pvFrzK+U8ilFzZI1Ke5ZnIjKEfQO6k1YpTB3hyq5UIKeT4wxzJgxg6eeeopx48bh6+ub8Zi1yzF69Gh69epF1apVadmyJbt27cqniEVERERE5GqXkp7CO2vf4avtX2V0Xff19OWx0Mf4e5O/q8v6VcZYa90dw0UJDw+3UVFR503btm0bwcHBbopI8puOp4iIiIhIzs6mnSXhbAKnU07z3u/v8XPMz9xV7y5aV2lNgHcAjcs3pqR3SXeHWeQYY9Zaa8MLch1qQRcREREREbkKxJ6M5Y01b7B031LSbFrG9CfDnmRgk4FujEzyS4El6MaYSUBX4LC1tnE28w3wDnAbcBrob61dV1DxiIiIiIiIXE12HN/B2kNrSTybyOHTh/k++nu8PL3o27AvVfyr4OPpQ8NyDWlQtoG7Q5V8UpAt6JOB94Evcph/K1DP9e964CPX/yIiIiIiItesdJvO66tfZ+r2qRnTiplidKrZieHhw6nkV8mN0UlBKrAE3Vq7xBgTmEuRO4EvrHMT/CpjTGljzHXW2gMFFZOIiIiIiEhhtOHIBqIORpFwNoEFsQvYFb+L3kG9GdB4AGV9y+Ll4aXHoV0D3HkPelUgNtP7va5pf0nQjTEPAw8D1KhR44oEJyIiIiIiUtBOp5xm9MrR/LzrZwAMhiYVmjC27Vi61u6qpPwa484EPbszLdsh5a21HwMfgzOKe0EGJSIiIiIiUlCS05JZGLuQPSf3EJ8cz68xv3LkzBEGhw7m/uD7CfAKUFJ+DXNngr4XqJ7pfTVgv5tiuWyenp40adIk4/3MmTMJDAx0X0AiIiIiIlKobD26lWGLhxGb4HQkLmaK0bxyc16/4XWaV2ru5uikMHBngj4LeNwY8w3O4HDxV/P958WLF2f9+vU5zk9NTaVYMT3VTkRERETkWnEs6RjfR3/PrvhdxJ2JY9WBVZQvXp4PO31Ii+ta4O3hrdZyOU9BPmbta6A9UN4Ysxd4GfACsNZOAObgPGLtT5zHrA0oqFjcZfLkyfz0008kJSVx6tQpZs2axZ133snx48dJSUnhtdde48477yQmJoZbb72Vtm3bsmLFCqpWrcoPP/xA8eLF+fPPPxk0aBBHjhzB09OTadOmUadOHcaPH8+3335LcnIyPXr04JVXXnH35oqIiIiICBB3Jo6Zf85k4qaJJKYkUtmvMgHeAQxoNID+jfpT2re0u0OUQqogR3G/7wLzLfBYfq/39dWvs/3Y9nytM6hsEM+2eDbXMmfOnCE0NBSAWrVqMWPGDABWrlzJxo0bKVu2LKmpqcyYMYOSJUsSFxdHy5YtueOOOwCIjo7m66+/5pNPPuGee+7hu+++44EHHuD+++/nueeeo0ePHiQlJZGenk5kZCTR0dGsXr0aay133HEHS5Ys4YYbbsjX7RYRERERkdwlpSbxS8wvzPxzJieSTnDy7EmOJh0l3abTtmpbhoUPo07pOu4OU64S6nOdT3Lq4t65c2fKli0LgLWWUaNGsWTJEjw8PNi3bx+HDh0CnKT+XILfvHlzYmJiSEhIYN++ffTo0QMAX19fACIjI4mMjKRZs2YAJCYmEh0drQRdRERERKSAHUg8wE+7fmJh7EJOJp/kwKkDJKclU7d0XWqVqkUpn1JU8qtEl5pdqF26trvDlatMkUvQL9TSfaX5+fllvP7qq684cuQIa9euxcvLi8DAQJKSkgDw8fHJKOfp6cmZM2dwOhn8lbWWkSNH8sgjjxRs8CIiIiIi17BjSceYGzOX2IRYDp85zN6EvWyK2wRASPkQGpRtQLtq7WhbpS0tq7TEw3i4OWK52hW5BL0wi4+Pp2LFinh5ebFw4UJ2796da/mSJUtSrVo1Zs6cSffu3UlOTiYtLY0uXbrw4osvcv/99+Pv78++ffvw8vKiYsWKV2hLRERERESKlpT0FNYcWMPO+J2cSjnFnyf+ZPHexZxJPYOvpy8VSlSgQvEKPB76OLfVvo3qAdUvXKnIRVKCfgXdf//9dOvWjfDwcEJDQwkKCrrgMlOmTOGRRx7hpZdewsvLi2nTpnHzzTezbds2WrVqBYC/vz9ffvmlEnQRERERkTyw1nLo9CEOnjrIsaRjRB2K4pddv3DkzJGMMtf5XUfnmp0Z0GgAdUrX0WjrckWYnLpRF1bh4eE2KirqvGnbtm0jODjYTRFJftPxFBEREZH8FJ8cz5HTR4hLiuP3Q7/zc8zP7IrflTHf28ObllVacne9uwmtGIqflx/ent5ujFgKI2PMWmtteEGuQy3oIiIiIiJSZCSnJZNwNoHYhFhW7l/Jiv0r2HhkIxanYdJgaFaxGX9G/AluAAAgAElEQVRr8TeqB1SnlE8pGpRpgG8xXzdHLqIEXURERERErlKp6akknE3g6Jmj/HbwNxbGLmTtwbWk2lTAScYblWvEI00foU7pOpT0Lkmjco0o5VPKzZGLZE8JuoiIiIiIXDUSzyaydN9Sftr5E8v3Lc9IxgFql6pNn4Z9qOJfhQrFKxBeOVzJuFxVlKCLiIiIiEihtf3YdqbvmM6ek3s4mnSUnSd2kmpTqViiIvcG3Uu1gGqU9C5J0wpNqVGyhrvDFbksStBFRERERKTQ2HF8B+sPr+d40nFW7F/BusPrKF6sOHVL16WyX2XaVW1Hm6ptCKsYhqeHp7vDFclXStBFRERERMStrLVsjtvMJ5s+YWHswozpQWWDeKLZE/wt6G+U9C7pxghFrgwl6Pno0KFDDB06lFWrVlGmTBm8vb0ZMWIEPXr0cHdoIiIiIiKFyoYjG/g++nv2Jexj/6n9xCbEEuAdwODQwdxZ505K+5SmhFcJd4cpckUpQc8n1lq6d+9Ov379mDp1KgC7d+9m1qxZeVo+LS0NT0910RERERGRoslay5nUM2yM28iXW79k8d7F+Hv5U7d0XeqUqsPfG/+dmwNvJsA7wN2hiriNh7sDKCoWLFiAt7c3gwYNyphWs2ZNhgwZQlpaGsOHDyciIoKQkBD+/e9/A7Bo0SI6dOhA7969adKkCTExMQQFBTFw4EAaN27M/fffz7x582jTpg316tVj9erVAKxevZrWrVvTrFkzWrduzR9//AHA5MmTueuuu7jllluoV68eI0aMAGDixIkMHTo0I65PPvmEp59++krtGhERERG5hllr+fG/P9JxWkeun3o9D0U+xIYjGxjSbAjze81nym1TeK/Te/Ss31PJuVzzilwL+sGxY0netj1f6/QJDqLyqFG5ltmyZQthYWHZzps4cSKlSpVizZo1JCcn06ZNG26++WbASbY3b95MrVq1iImJ4c8//2TatGl8/PHHREREMHXqVJYtW8asWbMYO3YsM2fOJCgoiCVLllCsWDHmzZvHqFGj+O677wBYv349v//+Oz4+PjRo0IAhQ4Zw7733EhISwhtvvIGXlxefffZZxkUCEREREZGCkJyWTEx8DOOjxvPbgd8IKR/iPALNrwodanTAx9PH3SGKFDpFLkEvLB577DGWLVuGt7c3NWvWZOPGjUyfPh2A+Ph4oqOj8fb2pkWLFtSqVStjuVq1atGkSRMAGjVqRKdOnTDGZLSwn1u+X79+REdHY4whJSUlY/lOnTpRqpTzrMeGDRuye/duqlevTseOHZk9ezbBwcGkpKRkrENEREREJL+cTjnN++vf56edP3Es6RgAAV4BvNjyRe6ufzceRh14RXJT5BL0C7V0F5RGjRpltGIDfPDBB8TFxREeHk6NGjV477336NKly3nLLFq0CD8/v/Om+fj870qih4dHxnsPDw9SU1MBePHFF+nQoQMzZswgJiaG9u3bZ7u8p6dnxjIDBw5k7NixBAUFMWDAgPzZaBERERERlxX7V/DaqtfYm7CXLoFdqFemHhWKV6BdtXaUL17e3eGJXBWKXILuLh07dmTUqFF89NFHPProowCcPn0agC5duvDRRx/RsWNHvLy82LFjB1WrVr3kdcXHx2csP3ny5Dwtc/311xMbG8u6devYuHHjJa9bREREROSczXGb+Xr71xw4dYA1B9dQs2RNJnaZSETlCHeHJnJVUoKeT4wxzJw5k6FDh/LGG29QoUIF/Pz8eP311+nVqxcxMTGEhYVhraVChQrMnDnzktc1YsQI+vXrx1tvvUXHjh3zvNw999zD+vXrKVOmzCWvW0REREQk3abz2ebPeP/39ynhVYKq/lV5tOmj/L3J33VvuchlMNZad8dwUcLDw21UVNR507Zt20ZwcLCbIrp6dO3alaFDh9KpUyd3h5IrHU8RERGRwuvQqUM8v+x5fjv4GzfXvJmXWr1EKZ9S7g5LpMAZY9Zaa8MLch1qQb8GnDhxghYtWtC0adNCn5yLiIiISOGzL3Ef76x7h6iDURxPPo6Xhxevtn6V7nW7Y4xxd3giRYYS9GtA6dKl2bFjh7vDEBEREZGrjLWW2TtnM+a3MVhruanmTZQrXo676t5FYKlAd4cnUuQoQRcRERERkfOkpKUQuTuSX2N+ZWHsQsIqhjG23Viq+l/6QMcicmFK0EVEREREJMOqA6t4aflLHDh1AC8PL54Me5IBjQbg6eHp7tBEijwl6CIiIiIiAjjPMh8yfwjVAqrxYacPuf666/H29HZ3WCLXDCXoIiIiIiLXMGstCSkJTNo0iclbJlO3dF0+vflTSvuWdndoItccJej5xN/fn8TERHeHISIiIiKSZ0v2LuGVla9w+PRhAHrU7cEz4c/osWkibqIEvQClpaXh6al7dURERESk8FmxbwVPLnySOqXq0LdhX2qXqk27au3cHZbINc3D3QEUNYsWLaJDhw707t2bJk2aANC9e3eaN29Oo0aN+PjjjzPK+vv78/zzz9O0aVNatmzJoUOH3BW2iIiIiFwjrLVM3jyZpxY9RZ1SdZh0yyT6Neqn5FykEChyLehLv91BXGz+djUvX92fdvfUz3P51atXs3nzZmrVqgXApEmTKFu2LGfOnCEiIoKePXtSrlw5Tp06RcuWLRkzZgwjRozgk08+4YUXXsjX2EVEREREAA6dOsS41ePYGb+TnfE7ubHajYxuPZqS3iXdHZqIuBS5BL0waNGiRUZyDvDuu+8yY8YMAGJjY4mOjqZcuXJ4e3vTtWtXAJo3b87cuXPdEq+IiIiIFG17E/YyMHIgx5OO0+K6FvSs15M+DftgjHF3aCKSSZFL0C+mpbug+Pn5ZbxetGgR8+bNY+XKlZQoUYL27duTlJQEgJeXV8aXoqenJ6mpqW6JV0RERESKrtMpp3l8/uMkpiQysctEGpdv7O6QRCQHRS5BL2zi4+MpU6YMJUqUYPv27axatcrdIYmIiIjINSLuTBwPRT7Ezvid/Lvzv5WcixRyStAL2C233MKECRMICQmhQYMGtGzZ0t0hiYiIiEgRt2TvEj5Y/wG74ncB8NFNH9GqSis3RyUiF2Kste6O4aKEh4fbqKio86Zt27aN4OBgN0Uk+U3HU0REROTS/RrzK8MXD6dWqVq0qtKK22vdTpMKTdwdlshVzxiz1lobXpDrUAu6iIiIiEgRMX/PfEYuHUmzis2Y0HkCxYsVd3dIInIRlKCLiIiIiFzF0m06W+K28HPMz0zZOoXgssG82/FdJeciVyEl6CIiIiIiV6lTKad4auFTrDrgDER8V727eOH6F/Dy9HJzZCJyKZSgi4iIiIhchZJSkxiyYAjrDq3juRbP0aF6B6r4V3F3WCJyGZSgi4iIiIhcZRLOJjBs8TCiDkbxz3b/5Pbat7s7JBHJB0rQRURERESuEseTjrPm4Bq+3PYlm45s4pXWryg5FylCPNwdQFHh7+8PQExMDFOnTr1g+ZiYGBo3blzQYYmIiIhIEfHbgd/o/kN3nln8DJvjNjO23Vh61Ovh7rBEJB8pQc9neU3QRURERETyav6e+Tw892FK+5Rm8i2TWXbvMm6tdau7wxKRfKYEPZ8999xzLF26lNDQUN5++21iYmJo164dYWFhhIWFsWLFir8s065dO9avX5/xvk2bNmzcuPFKhi0iIiIihczBUwdZsncJ7//+PsMWDaNxucZMvX0qzSs1p4RXCXeHJyIFoMjdg75w8scc3r0zX+usWLM2Hfo/nKey48aN480332T27NkAnD59mrlz5+Lr60t0dDT33XcfUVFR5y0zcOBAJk+ezL/+9S927NhBcnIyISEh+boNIiIiInL1WLp3Kc8sfoYzqWcA6FyzM6Nbj8bPy8/NkYlIQSpyCXphk5KSwuOPP8769evx9PRkx44dfynTq1cv/vGPfzB+/HgmTZpE//79r3ygIiIiIlIoLNm7hKcWPkXd0nV5rsVzVPWvSiW/Su4OS0SugCKXoOe1pftKefvtt6lUqRIbNmwgPT0dX1/fv5QpUaIEnTt35ocffuDbb7/9Swu7iIiIiBR9aelpvPv7u3yx5QsalG3Avzv/m1I+pdwdlohcQUUuQXe3gIAAEhISMt7Hx8dTrVo1PDw8+Pzzz0lLS8t2uYEDB9KtWzfatWtH2bJlr1S4IiIiIuJmsSdjGR81ng1HNnAs6Rjd63ZneMRwSnqXdHdoInKFKUHPZyEhIRQrVoymTZvSv39/Bg8eTM+ePZk2bRodOnTAzy/7+4aaN29OyZIlGTBgwBWOWERERETcZcGeBYxcOhJPD0861ehEm6ptuCXwFneHJSJuogQ9nyQmJgLg5eXF/Pnzz5uXeUT2f/7znwAEBgayefPmjOn79+8nPT2dm2+++QpEKyIiIiLulJSaxJStU/hww4cElQnirfZvcZ3/de4OS0TcTAl6IfDFF1/w/PPP89Zbb+HhoSffiYiIiBRVc3bO4e11b3Po1CEslptq3MSrbV4lwDvA3aGJSCGgBL0Q6Nu3L3379nV3GCIiIiJSQKy1jI8az5StU2hSvgnd63anReUWRFSOcHdoIlKIKEEXERERESlAB08dZPSK0Szfv5zeQb0ZFjEMLw8vd4clIoWQEnQRERERkXxmrWV69HS+2f4NMfExeHl6MSJiBA8EP4Axxt3hiUghpQRdRERERCQfJacl8/Sip1mydwkh5UO4L+g+7qp3F7VL13Z3aCJSyClBFxERERHJJzuO72D0itFsitvEcy2eo3dQb7WYi0ieKUHPR/7+/hmPWxMRERGRa4O1lq+2fcWs/85iZ/xO/L38GdduHLfXvt3doYnIVUYJuoiIiIjIJTqbdpbnlz3PLzG/0LRCU+6ufzf9GvbTM81F5JLoodv5LDExkU6dOhEWFkaTJk344YcfAIiJiSEoKIh+/foREhLC3XffzenTpwF49dVXiYiIoHHjxjz88MNYawFo3749zz77LC1atKB+/fosXbrUbdslIiIiIuez1jLmtzH8EvMLTzR7gi9u/YLnWjyn5FxELlmRa0E/8eN/Obv/VL7W6V3Fj9Ld6uSprK+vLzNmzKBkyZLExcXRsmVL7rjjDgD++OMPJk6cSJs2bXjwwQf58MMPGTZsGI8//jgvvfQSAH369GH27Nl069YNgNTUVFavXs2cOXN45ZVXmDdvXr5um4iIiIjkXVp6GtN2TGNT3CZi4mPYGLeRh5o8xEMhD7k7NBEpAtSCns+stYwaNYqQkBBuuukm9u3bx6FDhwCoXr06bdq0AeCBBx5g2bJlACxcuJDrr7+eJk2asGDBArZs2ZJR31133QVA8+bNiYmJubIbIyIiIiIZ4s7E0f+X/oz5bQyrDqwi3aYz6vpRDGk2xN2hiUgRUeRa0PPa0l1QvvrqK44cOcLatWvx8vIiMDCQpKQkgL+M4GmMISkpicGDBxMVFUX16tUZPXp0RnkAHx8fADw9PUlNTb1yGyIiIiIiGbYf285Ly18i5mQMY9uOpWvtrhqdXUTynVrQ81l8fDwVK1bEy8uLhQsXsnv37ox5e/bsYeXKlQB8/fXXtG3bNiMZL1++PImJiUyfPt0tcYuIiIjI+VLSUpi0eRLDFw+n90+92Ze4j/E3jKdbnW5KzkWkQBS5FnR3SU1NxcfHh/vvv59u3boRHh5OaGgoQUFBGWWCg4P5/PPPeeSRR6hXrx6PPvooJUqU4KGHHqJJkyYEBgYSERHhxq0QEREREYCjZ47y9KKnWXd4HdX8q3FTjZsYdf0oSvuWdndoIlKEKUHPJ1u2bKFOnTqUL18+o5U8s5iYGDw8PJgwYcJf5r322mu89tprf5m+aNGijNfly5fXPegiIiIiV0DsyVieWfwMu+J38cYNb3BrrVvdHZKIXCOUoOeDCRMm8O677/Kvf/3L3aGIiIiIyCWw1rLt2DY2HdnEm1FvYrG83f5t2lVr5+7QROQaogQ9HwwaNIhBgwblWiYwMJDNmzdfoYhEREREJK+2H9vOuNXjWHtoLQD1y9Tng04fUNmvspsjE5FrjRJ0EREREbkmJaclM2XrFD7e+DHFixVnZIuRtKzSkhoBNSjmoZ/JInLl6ZtHRERERK4Z1lpm75zNf/74D7EJsRxLOkbrKq0Z03YM5YuXd3d4InKNU4IuIiIiIkVeuk1n7aG1fLThI9YcXEP9MvVpW7Utt9W6jTZV27g7PBERQAm6iIiIiBRR8cnx/LzrZ9YcXMOO4zuIORlDgHcAL7V6iZ71euJhPNwdoojIefStlE/8/f0zXs+ZM4d69eqxZ88et8QyadIkmjRpQkhICI0bN+aHH364pHrWr1/PnDlzMt6PHj2aN998M7/CFBEREcl3cWfiWLZvGSOWjKDjtx0Z89sYthzdwnV+1/GPNv8gsmckver3UnIuIoWSWtDz2fz58xkyZAiRkZHUqFEjT8ukpqZSrFj+HIq9e/cyZswY1q1bR6lSpUhMTOTIkSOXVNf69euJioritttuy5fYRERERPKbtZad8TtZsGcBC/YsYPNR56k5Ad4B3FXvLnrU60Fw2WCMMW6OVETkwpSg56OlS5fy0EMPMWfOHOrUqQPA7t27efDBBzly5AgVKlTgs88+o0aNGvTv35+yZcvy+++/ExYWxquvvsqQIUPYtGkTqampjB49mjvvvJOYmBj69OnDqVOnAHj//fdp3bp1jjEcPnyYgICAjBZ9f3//jNfr169n0KBBnD59mjp16jBp0iTKlClD+/btefPNNwkPDycuLo7w8HB27NjBSy+9xJkzZ1i2bBkjR44EYOvWrbRv3549e/bw1FNP8cQTTxTkLhURERE5T9yZOLbEbWFT3Cb+OP4Hu+J3sfvkbgBCyofwZNiTBJUNIqJyBD6ePm6OVkTk4hRogm6MuQV4B/AEPrXWjssyvxTwJVDDFcub1trPLmedP//8MwcPHrycKv6icuXK3HrrrbmWSU5O5s4772TRokUEBQVlTH/88cfp27cv/fr1Y9KkSTzxxBPMnDkTgB07djBv3jw8PT0ZNWoUHTt2ZNKkSZw4cYIWLVpw0003UbFiRebOnYuvry/R0dHcd999REVF5RhH06ZNqVSpErVq1aJTp07cdddddOvWDYC+ffvy3nvvceONN/LSSy/xyiuv8K9//Svbery9vXn11VeJiori/fffB5wu7tu3b2fhwoUkJCTQoEEDHn30Uby8vC5qf4qIiIjkRXxyPBuObGDNwTVsO7aN2JOx7D+1HwAP40HtUrWpWbImfYL70L56eyr5VXJzxCIil6fAEnRjjCfwAdAZ2AusMcbMstZuzVTsMWCrtbabMaYC8Icx5itr7dmCiqugeHl50bp1ayZOnMg777yTMX3lypV8//33APTp04cRI0ZkzOvVqxeenp4AREZGMmvWrIx7vJOSktizZw9VqlTh8ccfZ/369Xh6erJjx45c4/D09OSXX35hzZo1zJ8/n6FDh7J27VqGDh3KiRMnuPHGGwHo168fvXr1uujtvP322/Hx8cHHx4eKFSty6NAhqlWrdtH1iIiIiIDTRf3Q6UNsO7qNrce28ufxPzl8+jAHTx3k8JnDAHh5eBFUNoiQCiH0Du5Nk/JNCCobRAmvEm6OXkQkfxVkC3oL4E9r7U4AY8w3wJ1A5gTdAgHGuSnIHzgGpF7OSi/U0l1QPDw8+Pbbb7npppsYO3Yso0aNyrZc5vuf/Pz8Ml5ba/nuu+9o0KDBeeVHjx5NpUqV2LBhA+np6fj6+l4wFmMMLVq0oEWLFnTu3JkBAwYwdOjQHMsXK1aM9PR0wLkwkBsfn/91FfP09CQ19bIOl4iIiFwj0m06x5OOs/XoVjbFbWJT3CZ2xe/iZPJJElISAKdVvEZADa7zu45WVVpRu3RtGpZrSNMKTSlerLibt0BEpOAVZIJeFYjN9H4vcH2WMu8Ds4D9QADwN2ttetaKjDEPAw8DeR54zR1KlCjB7NmzadeuHZUqVeLvf/87rVu35ptvvqFPnz589dVXtG3bNttlu3Tpwnvvvcd7772HMYbff/+dZs2aER8fT7Vq1fDw8ODzzz8nLS0tY5mgoCC2b99+Xj379+/n4MGDhIWFAc595zVr1qRUqVKUKVOGpUuX0q5dO6ZMmZLRmh4YGMjatWtp0aIF06dPz6grICCAhISE/N5NIiIiUoQlpyVzIPEAh08fZl/ivowu6rEJsVgsAAZDndJ1CKkQQmmf0tQqVYvgssHUL1NfreIick0ryAQ9u6EybZb3XYD1QEegDjDXGLPUWnvyvIWs/Rj4GCA8PDxrHYVK2bJl+eWXX7jhhhsoX7487777Lg8++CDjx4/PGCQuOy+++CJPPfUUISEhWGsJDAxk9uzZDB48mJ49ezJt2jQ6dOiQ0eoeFxeHtX/dFSkpKQwbNoz9+/fj6+tLhQoVmDBhAgCff/55xiBxtWvXzohl2LBh3HPPPUyZMoWOHTtm1NWhQwfGjRtHaGhoxiBxIiIiIudYa4k7E8emuE2sPbSWzXGb2RS3iZT0lIwyAV4BNK/UnFtr3Uppn9I0KNuAhuUa4ufll0vNIiLXJpNdkpcvFRvTChhtre3iej8SwFr7z0xlfgLGWWuXut4vAJ6z1q7Oqd7w8HCbdZC0bdu2ERwcnP8bUYjNnj2bnTt3FslR1K/F4ykiInK12Bm/k1X7V7Hu8DrWHlpL3Jk4ALw9vAkuF0zTCk0JKhtExRIVqexXmWr+1fD08HRz1CIil88Ys9ZaG16Q6yjIFvQ1QD1jTC1gH3Av0DtLmT1AJ2CpMaYS0ADYWYAxFRldu3Z1dwgiIiJyjYg+Hs2MP2ew4fAGNsZtBKCyX2VaVG5B0wpNqVO6DmGVwvDy0JNdREQuR4El6NbaVGPM48CvOI9Zm2St3WKMGeSaPwH4BzDZGLMJp0v8s9bauIKKSURERETyJt2ms3zfcqZsncLKAyvx9vCmcfnGDG46mDvr3kkV/yruDlFEpMgp0OegW2vnAHOyTJuQ6fV+4OaCjEFERERE8m7p3qX854//8MfxPzh46iAVilfgiWZP0Kt+L0r7lnZ3eCIiRVqBJugiIiIicnWIT47njTVvMOu/s6jiV4WQ8iE80ewJbgm8BS9PdV0XEbkSlKCLiIiIXOOiDkYxfMlwjicd5+GQh3kk5BG8Pb3dHZaIyDVHCbqIiIjINWrdoXVM3DyRFftXUD2gOh92+pDgcnqSioiIu3i4O4CiwhjDM888k/H+zTffZPTo0bkus2jRIlasWJHxvn///kyfPv2y4ggMDCQuLn/G2fP398+XekRERKTw2RK3hUfnPcr2o9vpHdSbz2/5XMm5iIibKUHPJz4+Pnz//fcXlRxnTdAvh7WW9PT0fKlLREREirbtx7YzMHIgZXzL8HXXrxkeMZwyvmXcHZaIyDVPCXo+KVasGA8//DBvv/32X+YdOXKEnj17EhERQUREBMuXLycmJoYJEybw9ttvExoaytKlSwFYsmQJrVu3pnbt2ue1po8fP56IiAhCQkJ4+eWXAYiJiSE4OJjBgwcTFhZGbGzseevt3r07zZs3p1GjRnz88ccZ0/39/Xn++edp2rQpLVu25NChQwDs2rWLVq1aERERwYsvvphR/sCBA9xwww2EhobSuHHjjFhFRETk6rM/cT+D5w3G39ufybdMpmKJiu4OSUREXIrcPeg7dvyDhMRt+VpngH8w9eu/eMFyjz32GCEhIYwYMeK86U8++SRDhw6lbdu27Nmzhy5durBt2zYGDRqEv78/w4YNA2DixIkcOHCAZcuWsX37du644w7uvvtuIiMjiY6OZvXq1VhrueOOO1iyZAk1atTgjz/+4LPPPuPDDz/8SzyTJk2ibNmynDlzhoiICHr27Em5cuU4deoULVu2ZMyYMYwYMYJPPvmEF154gSeffJJHH32Uvn378sEHH2TUM3XqVLp06cLzzz9PWloap0+fvsw9KiIiIu7y8oqXSUpN4otbv6CyX2V3hyMiIpkUuQTdnUqWLEnfvn159913KV68eMb0efPmsXXr1oz3J0+eJCEhIds6unfvjoeHBw0bNsxo2Y6MjCQyMpJmzZoBkJiYSHR0NDVq1KBmzZq0bNky27reffddZsyYAUBsbCzR0dGUK1cOb29vunbtCkDz5s2ZO3cuAMuXL+e7774DoE+fPjz77LMARERE8OCDD5KSkkL37t0JDQ295H0kIiIi7nEi6QSTtkxi1YFVDA8fTt0ydd0dkoiIZFHkEvS8tHQXpKeeeoqwsDAGDBiQMS09PZ2VK1eel7TnxMfHJ+O1tTbj/5EjR/LII4+cVzYmJgY/P79s61m0aBHz5s1j5cqVlChRgvbt25OUlASAl5cXxhgAPD09SU1NzVju3PTMbrjhBpYsWcJPP/1Enz59GD58OH379r3gtoiIiEjhkJKWQp+f+7D75G5u/X/27ju86vLu4/j7Pid7D8ImhCkECMOwURERqCJFxWq1rvqg1q2ttbVW8WmfVlttHVRxK2rd1uLCCQoKaBiywgoEEggJZO+ccT9/BCIihCPm5GR8XteV65zf7/zG5yRK8j33SvkJ5w84P9CRRETkCDQGvYklJCTws5/9jKeeeqph35QpU5g7d27D9po1awCIjo4+akv6oaZOncrTTz9NRUUFALt376agoKDRc0pLS4mPjyciIoJNmzaxfPnyY95n/PjxvPzyywC8+OKLDft37txJx44dmT17NldccQWrVq065rVERESk5Xhp00tkl2Xz0KSH+NspfyPUGXrsk0REpNmpQPeDX//619+Zzf2hhx4iIyODtLQ0UlNTmTdvHgBnnXUW//nPf74zSdyRTJkyhQsvvJCxY8cyZMgQZs2adczCftq0abjdbtLS0vjjH/941G7wh3rwwQf517/+xciRIyktLW3Yv3jxYoYNG8bw4cN54403uPHGG495LREREeIm900AACAASURBVGkZSmtLeWztY4zvOp6JPSYGOo6IiDTCHOxG3Vqkp6fbjIyM7+zLzMxk4ECt29lW6OcpIiLSdP7+9d95IfMFXjvrNfrH9w90HBGRVssYs9Jam+7Pe6gFXURERKSNyinP4d+b/s3MvjNVnIuItAIq0EVERETaqIdXP0ywI5hrh10b6CgiIuIDFegiIiIibVB5XTkf7/yYc/udS8eIjoGOIyIiPlCBLiIiItIGfbrrU1xeF1NTpgY6ioiI+EgFuoiIiEgbs7loM/d+dS994/qSlpQW6DgiIuIjFegiIiIibUidp45rPr6GiOAIHjntERxGf+6JiLQW+he7iTidToYNG8bgwYM577zzqKqq+kHn/+Uvf/FLruzsbAYPHuyXa4uIiEjLszJ/JQXVBfxh9B/oEtUl0HFEROQHUIHeRMLDw1mzZg3r168nJCSEefPm+XSetRav1+u3Al1ERETal89zPyfEEcKYrmMCHUVERH4gFeh+cNJJJ7Ft2zYA/vGPfzB48GAGDx7MAw88ANS3ag8cOJBrrrmGESNGcMUVV1BdXc2wYcO46KKLvtfqfd999zFnzhwAvv76a9LS0hg7diy33nprw3HZ2dmcdNJJjBgxghEjRvDll18275sWERGRgLPWsihnEaO6jCI8KDzQcURE5AcKCnSApvbHrbmsr6hu0msOjgrnT/26+3Ss2+3m/fffZ9q0aaxcuZJnnnmGFStWYK1l9OjRnHLKKcTHx7N582aeeeYZHnnkEQBee+011qxZA9QX20dz+eWX8/jjjzNu3Dh+97vfNezv2LEjH330EWFhYWzdupWf//znZGRkHP+bFhERkVZnzb417K7YrXXPRURaKbWgN5GDLeDp6ekkJydzxRVXsHTpUs4++2wiIyOJiorinHPOYcmSJQD07NmTMWN+WNezkpISysvLGTduHAAXXnhhw2sul4vZs2czZMgQzjvvPDZu3Nh0b05ERERahY92fkSII4RJyZMCHUVERI5Dm2tB97Wlu6kdHIN+KGvtUY+PjIw86mtBQUF4vd6G7ZqammNe75///CedOnXim2++wev1EhYW5mt0ERERaSNW5K1geKfhRAYf/e8MERFpudSC7kcnn3wyb731FlVVVVRWVvKf//yHk0466YjHBgcH43K5AOjUqRMFBQUUFhZSW1vLO++8A0B8fDzR0dEsX74cgJdffrnh/NLSUrp06YLD4eD555/H4/H4+d2JiIhIS1JYXciW4i2M6aLJ4UREWisV6H40YsQILrvsMkaNGsXo0aP5n//5H4YPH37EY6+88krS0tK46KKLCA4O5s4772T06NFMnz6dAQMGNBz31FNPceWVVzJ27FistcTGxgJwzTXX8NxzzzFmzBi2bNnSaAu9iIiItD2LcxYDMLbr2MAGERGR42Ya6zbdEqWnp9vDJz/LzMxk4MCBAUrUvCoqKoiKigLgnnvuIS8vjwcffDDAqZpWe/p5ioiINJXLFl5GYXUhC2YuwBgT6DgiIm2OMWaltTbdn/dQC3or8+677zJs2DAGDx7MkiVLuOOOOwIdSURERAKs0lXJqvxVTE2ZquJcRKQVa3OTxLV1559/Pueff36gY4iIiEgLklmYicWSlpQW6CgiIvIjqAVdREREpJXLLMoEIDUxNcBJRETkx1CBLiIiItLKbSzcSMfwjnQI7xDoKCIi8iOoQBcRERFpxUprS/l016eM7jI60FFERORHUoEuIiIi0oo9u+FZqtxVXDb4skBHERGRH0kFehP6v//7PwYNGkRaWhrDhg1jxYoVP/gaCxYs4J577vFDOhEREWlrCqoKmL9hPtN7T6d/fP9AxxERkR9Js7g3kWXLlvHOO++watUqQkND2b9/P3V1dT/4OjNmzGDGjBl+SCgiIiJtzbI9y6jz1nHZoMsCHUVERJqAWtCbSF5eHh06dCA0NBSADh060LVrV1JSUrjtttsYNWoUo0aNYtu2bQC8/fbbjB49muHDhzN58mTy8/MBePbZZ7nuuusAuOyyy7jhhhsYN24cvXv35vXXXw/MmxMREZEWaXXBaqJDoukX3y/QUUREpAm0uRb0u9/ewMY9ZU16zdSuMdx11qBGj5kyZQr/+7//S//+/Zk8eTLnn38+p5xyCgAxMTF89dVXzJ8/n5tuuol33nmHCRMmsHz5cowxPPnkk/ztb3/j/vvv/9518/LyWLp0KZs2bWLGjBnMmjWrSd+biIiItF6rC1YzNGkoDqM2FxGRtqDNFeiBEhUVxcqVK1myZAmLFi3i/PPPbxhL/vOf/7zh8eabbwYgNzeX888/n7y8POrq6ujVq9cRrztz5kwcDgepqakNrewiIiIipbWlbC/dzvTe0wMdRUREmkibK9CP1dLtT06nk4kTJzJx4kSGDBnCc889B4AxpuGYg8+vv/56brnlFmbMmMHixYuZM2fOEa95sMs8gLXWf+FFRESkVVlTsAaAYR2HBTiJiIg0FfWHaiKbN29m69atDdtr1qyhZ8+eALzyyisNj2PHjgWgtLSUbt26ATQU8iIiIiK+Wl2wmiATxOAOgwMdRUREmsgPakE3xjiAKGtt0w7ybgMqKiq4/vrrKSkpISgoiL59+/L444/zzjvvUFtby+jRo/F6vbz00ksAzJkzh/POO49u3boxZswYduzYEeB3ICIiIq3J2v1rGZAwgPCg8EBHERGRJmKO1W3aGPNv4GrAA6wEYoF/WGv/7v9435eenm4zMjK+sy8zM5OBAwcGIs4xpaSkkJGRQYcOHQIdpdVoyT9PERGRlsBrvYx/aTxn9j6TO8bcEeg4IiLtgjFmpbU23Z/38KWLe+qBFvOZwHtAMnCxP0OJiIiIyNHtLt9NhauCgQn6QFtEpC3xpYt7sDEmmPoCfa611mWM0WxlPsrOzg50BBEREWljNhZtBGBgogp0EZG2xJcW9MeAbCAS+NwY0xPQGHQRERGRANlavBWHcdA3rm+go4iISBM6Zgu6tfYh4KFDdu00xpzqv0giIiIi0pgdpTvoEd2DEGdIoKOIiEgTOmYLujGmkzHmKWPM+we2U4FL/Z5MRERERI5oe+l2esX0CnQMERFpYr50cX8W+ADoemB7C3CTvwKJiIiIyNF5vB52lu2kV6wKdBGRtsaXAr2DtfZVwAtgrXVTv+SaHJCdnc3gwYO/s2/OnDncd999jZ6XkZHBDTfcAMDixYv58ssvf/C9U1JS2L9/f6P7V65cSa9evVi9ejULFizgnnvu+cH3OZLFixczffr0JrmWiIiI+Ca3IheX10VKbEqgo4iISBPzZRb3SmNMImABjDFjgFK/pmon0tPTSU+vX0Zv8eLFREVFMW7cuCa9x9q1a5k1axavvPIKw4cPZ/jw4cyYMaNJ7yEiIiLNJ2NvBgBpHdICnERERJqaLy3otwALgD7GmC+A+cD1fk3VxkycOJHbbruNUaNG0b9/f5YsWQJ82wKdnZ3NvHnz+Oc//8mwYcNYsmQJ+/bt49xzz2XkyJGMHDmSL774AoDCwkKmTJnC8OHDueqqq7D26CveZWZmMnPmTJ5//nlGjRoFwLPPPst1110HwGWXXcYNN9zAuHHj6N27N6+//joAXq+Xa665hkGDBjF9+nTOOOOMhtcWLlzIgAEDmDBhAm+++WbDvYqKipg5cyZpaWmMGTOGtWvXAvU9CS699FKmTJlCSkoKb775Jr/97W8ZMmQI06ZNw+VyNfF3W0REpG1blreMjuEd6RPXJ9BRRESkifkyi/sqY8wpwAmAATZba1tuVfX+72Dvuqa9Zuch8JMf1y3c7Xbz1Vdf8d5773H33Xfz8ccfN7yWkpLC1VdfTVRUFL/5zW8AuPDCC7n55puZMGECu3btYurUqWRmZnL33XczYcIE7rzzTt59910ef/zxo97zpz/9KS+88AITJkw46jF5eXksXbqUTZs2MWPGDGbNmsWbb75JdnY269ato6CggIEDB/LLX/6SmpoaZs+ezaeffkrfvn05//zzG65z1113MXz4cN566y0+/fRTLrnkEtasWQNAVlYWixYtYuPGjYwdO5Y33niDv/3tb5x99tm8++67zJw580d9b0VERNoLl8fFsj3LmNhjIsaYQMcREZEm5sss7ucB4dbaDcBM4BVjzAi/J2tFjvYL8tD955xzDgAnnngi2dnZx7zmxx9/zHXXXcewYcOYMWMGZWVllJeX8/nnn/OLX/wCgDPPPJP4+PijXmPy5Mk8+eSTeDxHnzJg5syZOBwOUlNTyc/PB2Dp0qWcd955OBwOOnfuzKmn1q+qt2nTJnr16kW/fv0wxjTkOHjOxRdfDMCkSZMoLCyktLR+JMRPfvITgoODGTJkCB6Ph2nTpgEwZMgQn74XIiIiUu/z3Z9TVlfG1JSpgY4iIiJ+4MsY9D9aa18zxkwApgL3AY8Co/2a7Hj9yJbu45GYmEhxcfF39hUVFdGr17ezq4aGhgLgdDpxu93HvKbX62XZsmWEh4d/7zVfPzGfO3cuV199Nddccw2PPfbYEY85mAto6C7fWLf5o937SOccPPbgPRwOB8HBwQ37HQ6HT98LERERqffWtrdIDEtkXNemnbNGRERaBl/GoB9sfj0TeNRa+18gxH+RWp+oqCi6dOnCJ598AtQX5wsXLmy0a/nhoqOjKS8vb9ieMmUKc+fObdg+2F385JNP5sUXXwTg/fff/94HA4dyOBy89NJLbN68mTvvvNPnLBMmTOCNN97A6/WSn5/P4sWLARgwYAA7duwgKysLgJdeeqnhnENzLV68mA4dOhATE+PzPUVERKRxueW5fJbzGef0O4cghy9tLCIi0tr4UqDvNsY8BvwMeM8YE+rjee3K/Pnz+fOf/8ywYcOYNGkSd911F336+D55y1lnncV//vOfhkniHnroITIyMkhLSyM1NZV58+YB9WO9P//8c0aMGMGHH35IcnJyo9cNDQ3lv//9LwsWLOBf//qXT1nOPfdcunfvzuDBg7nqqqsYPXo0sbGxhIWF8fjjj3PmmWcyYcIEevbs2XDOnDlzGvL+7ne/47nnnvP5vYuIiMixfbzzYyyWn53ws0BHERERPzGNdWcGMMZEANOAddbarcaYLsAQa+2HzRHwcOnp6TYjI+M7+zIzMxk4cGAg4rRZFRUVREVFUVhYyKhRo/jiiy/o3Llzs9xbP08REZHvu/WzW1m7by0fzPog0FFERNolY8xKa226P+/hyyzuVcCbxpiOxpiDzbWb/BlKAm/69OmUlJRQV1fHH//4x2YrzkVEROTINhRuYFCHQYGOISIifnTMAt0YMwO4H+gKFADJ1Bfo+g3Rhh0cdy4iIiKBV1pbSk55Duf2OzfQUURExI98GUv+J2AMsMVa2wuYDHzh11QiIiIi0mBD4QYAtaCLiLRxvhToLmttIeAwxjistYuAYX7OJSIiIiIHbCzcCMDABM3RIiLSlvmyRkeJMSYK+Bx40RhTAGjxahEREZFmsmH/BpKjk4kNjQ10FBER8SNfWtB/ClQBNwMLgSzgLH+GEhEREZFvrS9cT2piaqBjiIiInx21QDfG9DXGjLfWVlprvdZat7X2OWANENd8EVuH7OxsBg8e/J19c+bM4b777mP58uWMHj2aYcOGMXDgQObMmROYkCIiItLqFFQVsLdyL2lJaYGOIiIiftZYF/cHgNuPsL/qwGtqRffRpZdeyquvvsrQoUPxeDxs3rw50JFERESklVi3bx0AQzoMCXASERHxt8a6uKdYa9cevtNamwGk+C1RG1RQUECXLl0AcDqdpKaqi5qIiIj4Zu3+tQQ5ghiYqAniRETausZa0MMaeS28qYM0lXu/updNRZua9JoDEgZw26jbjvv8m2++mRNOOIGJEycybdo0Lr30UsLCGvv2ioiIiNRbu28tAxMGEuoMDXQUERHxs8Za0L82xsw+fKcx5gpgpf8itU7GmKPuv/POO8nIyGDKlCn8+9//Ztq0ac2cTkRERFojt9fNhsINGn8uItJONNaCfhPwH2PMRXxbkKcDIcDZ/g52vH5MS/ePkZiYSHFx8Xf2FRUV0atXLwD69OnDr371K2bPnk1SUhKFhYUkJiYGIqqIiIi0ElklWVS7qzX+XESknThqC7q1Nt9aOw64G8g+8HW3tXastXZv88RrPaKioujSpQuffPIJUF+cL1y4kAkTJvDuu+9irQVg69atOJ1O4uI0Eb6IiIg0bmPhRgAGdxh8jCNFRKQtaKwFHQBr7SJgUTNkafXmz5/Ptddey69//WsA7rrrLvr06cMf/vAHbr75ZiIiIggKCuLFF1/E6XQGOK2IiIi0dDnlOTiNk25R3QIdRUREmsExC3TxXWpqKosWff+zjJdffjkAaURERKS1212xm86RnQly6E82EZH24Khd3I0xmipUREREJIByK3LpHtU90DFERKSZNDaL+zIAY8zzzZRFRERERA6xu3w33aNVoIuItBeN9ZcKMcZcCowzxpxz+IvW2jePdXFjzDTgQcAJPGmtvecIx0wEHgCCgf3W2lN8zH54nqMudSatx8HJ9ERERNq7KlcVhTWFGn8uItKONFagXw1cBMQBZx32mgUaLdCNMU7gX8DpQC7166ovsNZuPOSYOOARYJq1dpcxpuMPfwsQFhbWsGyZivTWy1pLYWEhYWFhgY4iIiIScMvylgGQmpga4CQiItJcjlqgW2uXAkuNMRnW2qeO49qjgG3W2u0AxpiXgZ8CGw855kLgTWvtrgP3LDiO+9C9e3dyc3PZt2/f8ZwuLUhYWBjdu6srn4iIyDtZ75AYlsjoLqMDHUVERJqJL1OCPm+MuQE4+cD2Z8A8a63rGOd1A3IO2c4FDv8N0x8INsYsBqKBB6218w+/kDHmSuBKgOTk5O/dKDg4mF69eh37nYiIiIi0Ansr97I4ZzEXDbxIM7iLiLQjvvyL/wj148MfObB9MfAo8D/HOO9Ifc0PH2AcBJwInAaEA8uMMcuttVu+c5K1jwOPA6Snp2uQsoiIiLRpb259Ey9eLhhwQaCjiIhIM/KlQB9prR16yPanxphvfDgvF+hxyHZ3YM8Rjtlvra0EKo0xnwNDgS2IiIiItFMZ+RmkJqRqBncRkXamsWXWDvIYY/oc3DDG9AY8Ppz3NdDPGNPLGBMCXAAsOOyY/wInGWOCjDER1HeBz/QtuoiIiEjb47VeNhZuZFCHQYGOIiIizcyXFvRbgUXGmO3Ud1vvCVx+rJOstW5jzHXAB9Qvs/a0tXaDMebqA6/Ps9ZmGmMWAmsBL/VLsa0/zvciIiIi0upll2ZT6apkcIfBgY4iIiLN7JgFurX2E2NMP+AE6gv0TdbaWl8ubq19D3jvsH3zDtv+O/B3nxOLiIiItGHrC+vbKgYnqkAXEWlvfJoW9EBBvtbPWURERETavfX71xMeFE6vWK1QIyLS3vgyBl1EREREmsmGwg0MTBiI0+EMdBQREWlmjRbopl6Pxo4RERERkabh8rrYXLRZ489FRNqpRgt0a60F3mqmLCIiIiLt2vr966n11DKs47BARxERkQDwpYv7cmPMSL8nEREREWnnluctx2AY1XlUoKOIiEgA+DJJ3KnA1caYbKCS+pncrbU2zZ/BRERERNqbFXkrGJg4kNjQ2EBHERGRAPClQP+J31OIiIiItHMur4v1+9dzXv/zAh1FREQC5Jhd3K21O4EewKQDz6t8OU9EREREfLe1eCu1nlrSktRJUUSkvTpmoW2MuQu4Dfj9gV3BwAv+DCUiIiLS3qzbtw6AIR2GBDiJiIgEii8t4WcDM6gff461dg8Q7c9QIiIiIu1NZlEmcaFxdIvqFugoIiISIL4U6HUHlluzAMaYSP9GEhEREWl/tpZspW9cX4wxgY4iIiIB4kuB/qox5jEgzhgzG/gYeMK/sURERETaD2stWSVZ9I3rG+goIiISQMecxd1ae58x5nSgDOgP3Gmt/cjvyURERETaib2Ve6l0VdIvvl+go4iISAD5sswawDognPpu7uv8F0dERESk/VmWtwxABbqISDvnyyzu/wN8BZwDzAKWG2N+6e9gIiIiIu1BXkUeD656kCEdhjA0aWig44iISAD50oJ+KzDcWlsIYIxJBL4EnvZnMBEREZH24Palt+PyuLh73N04jC/TA4mISFvly2+BXKD8kO1yIMc/cURERETaj4KqAjLyM7hk0CXq3i4iIkdvQTfG3HLg6W5ghTHmv9SPQf8p9V3eRURERORH+HTXpwCc3vP0ACcREZGWoLEu7tEHHrMOfB30X//FEREREWk/Pt71MSkxKfSO7R3oKCIi0gIctUC31t7dnEFERERE2pOSmhIy9mZw+eDLMcYEOo6IiLQAx5wkzhiTDvwB6Hno8dbaND/mEhEREWnTPtn1CR7rYXLy5EBHERGRFsKXWdxfpH4m93WA179xRERERNqH93e8T3J0MqmJqYGOIiIiLYQvBfo+a+0CvycRERERaSeyS7P5au9XXD30anVvFxGRBr4U6HcZY54EPgFqD+601r7pt1QiIiIibdizG54lxBnCz074WaCjiIhIC+JLgX45MAAI5tsu7hZQgS4iIiLyA1W7q3l/x/uc0esMOoR3CHQcERFpQXwp0Idaa4f4PYmIiIhIO7Bwx0Kq3FVM7z090FFERKSF8aVAX26MSbXWbvR7GhEREZE2ylrLk+ueZN438xiUOIgTO50Y6EgiItLCOHw4ZgKwxhiz2Riz1hizzhiz1t/BRERERNqSd3e8y0OrH2JCtwk8OvlRnA5noCOJiEgL40sL+jS/pxARERFpw/ZW7uUvy//CsKRh/GPiP1Sci4jIEflSoFu/pxARERFpo7zWyx1f3IHbuvnLhL+oOBcRkaPypUB/l/oi3QBhQC9gMzDIj7lEREREWj1rLX9Z8RdW5K1gztg59IjpEehIIiLSgh2zQD98BndjzAjgKr8lEhEREWkDaj21PLv+WV7Z/AqXD7qcc/qdE+hIIiLSwvnSgv4d1tpVxpiR/ggjIiIi0hZklWRx1UdXkV+Vz8QeE7lxxI0YYwIdS0REWrhjFujGmFsO2XQAI4B9fkskIiIi0oqtLljNzYtuxhjDE1OeYHTn0SrORUTEJ760oEcf8txN/Zj0N/wTR0RERKR1stby9PqnmbtmLl0ju/LwpIfpHdc70LFERKQV8WUM+t3NEURERESkNbLWkpGfwaubX2Vh9kImJ09mzrg5xIbGBjqaiIi0Mkct0I0xz3D0JdastfYK/0QSERERaR2qXFXc8cUdfLTzI0KdoVyZdiXXDbtOXdpFROS4NNaC/s4R9iUDNwFawFNERETatV1lu7hp8U1klWRx44gbuXDAhUQERwQ6loiItGJHLdCttQ3jzI0xvYHbgZOBe4Cn/B9NREREpGX6MPtDbl96OyHOEB457RHGdxsf6EgiItIGNDoG3RgzEPgDMBz4O3C1tdbdHMFEREREWprFOYt5cNWDbCvZRlpSGv845R90iuwU6FgiItJGNDYG/TUgHbgPuBnwADEHx1RZa4uaI6CIiIhIoHmtl6fWPcVDqx+ib1xffj/q98zsO1Nd2kVEpEk11oI+kvpJ4n4D/PrAvoMznlhA64aIiIhIm7e/ej+3L7mdZXnLOKPXGdw97m7CgsICHUtERNqgxsagpzRjDhEREZEWw2u9bC/ZzqqCVbyQ+QJ5FXncOfZOZvWbpRnaRUTEb465DrqIiIhIe+HyuHhp00s8tf4pimrqR/N1jOjII5MfYWTnkQFOJyIibZ0KdBEREWn3yurK+Hrv1zz2zWNkFmUyrus4zuh1BiM6jqB7dHe1mouISLNQgS4iIiLtlrWWt7a9xd++/hsVrgpiQmJ4YOIDnNbztEBHExGRdsinAt0YMwHoZ619xhiTBERZa3f4N5qIiIiI/2zYv4F7vrqHNfvWkN4pnWuHXUtaUhohzpBARxMRkXbqmAW6MeYu6pdbOwF4BggGXgDG+zeaiIiISNPyeD0syFrAsrxlfJj9IXGhcdw97m5m9p2JwzgCHU9ERNo5X1rQzwaGA6sArLV7jDHRfk0lIiIi0oS81stHOz9i/sb5rN23lqTwJM7udza3nHgL0SH6s0ZERFoGXwr0OmutNcZYAGNMpJ8ziYiIiDSJvIo8VhWs4rkNz5FZlEmP6B7MGTuHc/qdo4nfRESkxfGlQH/VGPMYEGeMmQ38EnjCv7FEREREjt83+77h6XVP82nOpwB0jezKn8f/mem9p+N0OAOcTkRE5MiOWaBba+8zxpwOlFE/Dv1Oa+1Hfk8mIiIi8gPUempZlb+KR9Y8wpp9a4gOjuaqtKs4NflUTog/gSCHFq8REZGWzZdJ4m4GXlNRLiIiIi3RzrKdzPtmHgt3LMRt3XSM6MjvRv2Os/ueTURwRKDjiYiI+MyXj5JjgA+MMUXAy8Dr1tp8/8YSEREROTprLZlFmTy17ik+3vUxIY4QfnbCz0jvnM74ruNVmIuISKvkSxf3u4G7jTFpwPnAZ8aYXGvtZL+nExERETnEzrKdvLn1TRZkLWB/9X5iQmK4JPUSLh10KR3COwQ6noiIyI/yQwZjFQB7gUKgo3/iiIiIiHxfVkkWj37zKB9kf4DTODm5+8mM6TKGM3ufSWxobKDjiYiINAlfxqD/ivqW8yTgdWC2tXajv4OJiIhI+1ZSU8KT655k6e6lbC/dTnhQOLOHzObnA35OUkRSoOOJiIg0OV9a0HsCN1lr1/g7jIiIiIjL6+KVTa/wyDePUOmqZFzXcUzvM51z+51LfFh8oOOJiIj4zVELdGNMjLW2DPjbge2EQ1+31hb5OZuIiIi0I1uLt7JszzJe2/Ia2WXZjO0ylltH3kq/+H6BjiYiItIsGmtB/zcwHVgJWMAc8poFevsxl4iIiLQTFXUVPPrNozy/8Xkslr5xfZk7aS4ndz8ZY8yxLyAiItJGHLVAHN74nAAAIABJREFUt9ZOP/DYq/niiIiISHthreWd7e9wf8b9FNYUcl7/87gq7So6RXYKdDQREZGA8GWSuE+stacda5+IiIiIL+o8dby25TUW7VrEir0rGJo0lLmnzWVwh8GBjiYiIhJQjY1BDwMigA7GmHi+7eIeA3RthmwiIiLSxuSU53DH0jtYVbCKlJgUbhpxE5cPvhyHcQQ6moiISMA11oJ+FXAT9cX4Sr4t0MuAf/k5l4iIiLQhXuvlhY0vMHfNXBzGwT0n3cOZvc8MdCwREZEWpbEx6A8CDxpjrrfWPtyMmURERKSN8Hg9LNm9hFc2v8LS3Us5pfsp3DHmDjpHdg50NBERkRbnmGPQrbUPG2MGA6lA2CH75/szmIiIiLRuNe4abl96Ox/t/IjokGh+k/4bLkm9RDOzi4iIHIUvk8TdBUykvkB/D/gJsBRQgS4iIiJHtLloM7d9fhtZpVncfOLNXDzwYoKdwYGOJSIi0qL5MiPLLOA0YK+19nJgKBDq11QiIiLSKnmtlwVZC7jw3QsprSvlscmP8cvBv1RxLiIi4oNjtqAD1dZarzHGbYyJAQqA3n7OJSIiIq3M4pzF/HXFX9lTuYf0TuncP/F+EsISAh1LRESk1fClQM8wxsQBT1A/m3sF8JVfU4mIiEirsjxvOb9e/Gt6xfbif4f+L2f0PoNQpzrciYiI/BC+TBJ3zYGn84wxC4EYa+1a/8YSERGR1uLd7e9yxxd3kBKTwhNTniA+LD7QkURERFqloxboxpgRjb1mrV3ln0giIiLSWry6+VX+tPxPnNjpRB6a9BAxITGBjiQiItJqNdaCfn8jr1lgUhNnERERkVZic9Fm5q6Zy+KcxZzc/WT+MfEf6tIuIiLyIx21QLfWntqcQURERKR1yKvI45cf/BKncXJJ6iVcO+xaFeciIiJNwJd10C850n5rrdZBFxERaWf2Vu7lig+vwGM9vHTmSyTHJAc6koiISJvhyzroIw/5OgmYA8zw5eLGmGnGmM3GmG3GmN81ctxIY4zHGDPLl+uKiIhI8yupKeGqj66iuKaYx05/TMW5iIhIE/NlFvfrD902xsQCzx/rPGOME/gXcDqQC3xtjFlgrd14hOPuBT74AblFRESkmVS6Knlz65vM3zifouoi5p0+j6FJQwMdS0REpM3xZR30w1UB/Xw4bhSwzVq7HcAY8zLwU2DjYcddD7xBfQu9iIiItCD7q/dzwTsXkF+Vz4iOI/jrhL+S3jk90LFERKSZea0Xt9eNy+vC7XXjsZ6GfV7rxeP14Lb1r7s8LlxeF3WeOtxeN27rrn88cJ7b66bOU0eNp4ZqdzW9Y3szKVlzkINvY9Dfpn7WdqjvEp8KvOrDtbsBOYds5wKjD7t2N+Bs6meEP2qBboy5ErgSIDlZ3elERESaQ6WrkhsX3UhpbSlPT32akZ31WbqISEtS56ljZ9lOSmpLqHRVUumqpMpdRbWrmhpPDTXumobHWk8ttZ7ahqLZ5XV9++Vx1RfXnm/3HVqMH3zdX87sfaYK9AN8aUG/75DnbmCntTbXh/PMEfbZw7YfAG6z1nqMOdLhB06y9nHgcYD09PTDryEiIiJNrNpdzXWfXMeG/Ru4/5T7VZyLiASA2+tmW8k2aj217K3cy7p961i3fx17KvdQUVdBtbsaj/Uc9XyncRLqDCUsKIwwZxihQaGEOEIIdgQT7AwmyBFEVHAUwaHBBDvqtw++9p1tx7fbB/c5jIMgRxAO48BpnDgdTpzGSbAjmBBnSMNjkCOIIFN/ntPhbNgOcYYQHhROWFAYIY6QZvyutmy+jEH/DMAYE3PweGNMgrW26Bin5gI9DtnuDuw57Jh04OUDxXkH4AxjjNta+5Zv8UVERKSpub1ublp0E6sKVnHvSfdyWs/TAh1JRKTdsNbyxZ4veGPLG6zIW0G5q7zhtRBHCAMSBzCq8yiiQ6KJDI6kb1xfEsMSiQyOJDw4nMigSCKCIwgLCiPYERzAdyLHw5cu7lcCfwKqAS/1LeMW6H2MU78G+hljegG7gQuACw89wFrb65D7PAu8o+JcREQkcJbnLWf+hvl8uedL7h53N9N6TQt0JBGRNs3tdbMibwXvbn+XjPwMaj21FNUUkRSexJSUKQ3FeEJYAv3j+xPsVNHdlvnSxf1WYJC1dv8PubC11m2MuY762dmdwNPW2g3GmKsPvD7vB6cVERERv3ln+zv8fsnviQ2N5cYRN3JOv3MCHUlEpE2qclWxo2wHhdWF/HPlP9lWso3o4GjGdxtPRHAEwzsO58xeZ6oYb4d8KdCzqJ+5/Qez1r4HvHfYviMW5tbay47nHiIiIvLjfZX3FXO+nMOIjiN4YsoThDg1HlBEpKntqdjDE+ue4L3t71Hlri+xukR24d6T7mVyz8n6t1d8KtB/D3xpjFkB1B7caa29wW+pREREpNl8nvs5tyy+hR7RPfjnqf/UH4giIk3E5XHxxZ4vyC3PZVf5Ll7f8joGwxm9z+CU7qcQ6gzlxE4nEhEcEeioTcq63XhKS/GWl+OtrcWVl0dddjaeomK8NdXY6hq8NTXYmmq8lZVEjB5Dh6uuDHTsFsGXAv0x4FNgHfVj0EVERKQN8Fovn+z6hN9+9ltOSDiBRyc/SnxYfKBjiYi0eqW1pbyY+SIvbXqJktoSABzGwYw+M7h22LV0juwc4IS+s14vtrYWT3k5npISvKWluIuK8RQX4S4sxFNYhLuoCE9hIe7iIjyFRXhKSsAeYfEtpxNHeDgmLAxHeDiOsDAckZFgVWYe5EuB7rbW3uL3JCIiItJsdpbt5JbFt7CleAt94/ryxJQniA6JDnQsEZFWx1rLluItfLLrE5bnLaestow9lXuodlczscdEzut/HkOThhLsCG72lnLr8eCtrsFbVYm3shJvWRmesnK8lRXY2lq81TV4SkvxFBfXt3hXV2Orq3GXFOPZX4i7qAhbXd3oPZyxsTgTE3EmxBPauw/OkSMJik/AmZCAMyYaExJKUKeOhKSkEBSvD4GPxZcCfdGBmdzf5rtd3I+1zJqIiIi0QKW1pdyy+Bbyq/K5a+xdTE2ZquJcRMQHtZ5a1hSsYWPhRrYWb6XWU8uW4i1kl2VjMAzuMJjecb0Z0WkEFwy4gP7x/f2Sw9bV4amsxFNcTM2GjdRu2YK7oABvbS22rg5Xbi6u3bvxVlb6dD0TEYEzNvZA63YoQXFxhCT3JCghAUdkJCYsDGd0FM64uPqvhASc8fEExcdjgjWRXVPypUA/uDTa7w/Z58syayIiItLC5FXkcfXHV5NTnsPDkx5mfLfxgY4kItJiuDwuCqoLcHvdrNu/jvX715Ndlo3L48JrvWQWZVLpqi96O0V0IiI4gk4Rnbg49WIm95xMQlhCk+bxVFRSs34dtq4O6/ZQs349ZR9+QN22rO8eGBxMUIcOOCIiMEFBBHfrRsSY0Thj6otuR2QEjshInDExOKJjcEZHYUJDMaGh9YV5WFiT5pbjd8wC/dC1ykVERKT12l6yndkfzqbaXc1jpz/GyM4jAx1JRKTZ1bhr2FK8hczCTPbX7KfGXUNOeQ55lXlsLd6Ky+tqODYiKIKeMT0JDwoHYFrKNCYlTyKtQxpxYXFNlslai2v3bmo3bcK6PdRu2Uzl8hVUr10Lbve3BzochA8dSofrr8MZHYMjOpqw1IGE9umDCfKl7VVaumP+FI0xlxxpv7V2ftPHERERkaa2v3o/8zfO57/b/ovB8NxPnqNffL9AxxIRaRb7qvbxee7nFNYUsrtiNwt3LGxY4gwgyASRHJNMUngSvxj4C1JiU3AaJ/3i+3FC/Ak4Hc4mzeOpqKD6m29w5eRiXS5q1q+j8uuvce/J+/Ygh4OwQYNI/OUviRg1Cmd0FAAhKSk4Y2ObNI+0LL58zHLox+thwGnAKkAFuoiISAtX5ari6o+uJqskizFdx3DLibeoOBeRdmFF3goeWfMIqwtWY6mfUTw8KJypKVOZ2H0iqYmpdI7sjDHGL/d3FxdTvXo11evW4SkpwVbXULNxI7XbtoH321nLnQkJRKSnE3HFFYSnpWFCQgju1g1nVJRfcknL5ksX9+sP3TbGxALP+y2RiIiINIm8ijyu+/Q6tpVsY+6kuZzU/aRARxIR8QtrLd/s+4a3s97m410fU1FXQZ23ji6RXbhm2DWclnwaKbEpOHA0SYu4tRZ3fj6e0jK8lZXU7dhO9fr11G7MxF1UhLeyEk/RgTm1nU6cMTGY4GBCTziB6NNPJ3zEcEL79sU4nTgTE/32IYG0PsczUKEK0EfvIiIiLdiiXYv4wxd/AAuPnvYo47qNC3QkEZEmVeWqYmX+Smo8Nby6+VWW5y0nzBnGxB4T6RLVhW6R3ZjZbyahztDjvoetq6Nm0yZqt2zBuj3U7dpFzbp11GzejLes7DvHOiIjCUtNJXz4MBwREQR37kJE+omEDR6sSdjEZ76MQX8bOLjKvANIBV71ZygRERE5Pgt3LOTp9U+TWZTJoMRB3HvyvfSM6RnoWCIiTSarJItn1j/DB9kfUOOpASAmJIbfjvwt5/Q7h8jgyOO6rrUW186dVGVk4Nqzh6rVq6letRpb27DSdH0r+MCBxPzkJ4Se0J+ghEQcEeEE9+hBSM+eGIejSd6jtF++tKDfd8hzN7DTWpvrpzwiIiJynL7c8yW/X/p7UmJSuHHEjVw44EIigiMCHUtE5Lh5rZev937NZ7mfsbloMzXuGtbuX0t4UDjT+0xnaspUYkNi6RHdg6gQ38dsW2upXr2G2m1bsTU1VK9ZQ9XXGbj37Ws4JrRfX+IvOJ/w4SMIG5SKCQnFGR+HIyTEH29VBGikQDfG9AU6WWs/O2z/ScaYUGtt1lFOFRERkWaUV5HH/Svv54PsD0iOTuaZqc806fI/IiLNwWu9ZJdls27fOvZW7qXCVcGH2R+yp3IPIY4QBiQOIMQZwjVDr+GCARcQHxb/g+9hraVi0WIK/nH/d9YSD+rYkYhRo4gYOZKIUSMJSU7WsmUSEI39V/cAcPsR9lcfeO0svyQSERERn3y08yPe3/E+S3KXAHDtsGu5bNBlhAVprKOItGyltaVsLNxIZlEmJbUlFNcU83nu5xTVFDUcYzCM7TqWm0+8mVN6nNKwFvkP5a2spGj+fOp25VC3cyfVq1YR0qcPXf7vz0SOG4cJDtZEbdJiNFagp1hr1x6+01qbYYxJ8VsiERERaVR+ZT4vbnqRZ9Y/Q6eITpzZ+0yuTLuSrlFdAx1NRNq54ppi8qvyKasto8pdRXFNMTvLdrKnYg8ltSWU15VTXFvM7ordDeeEOkMJdYYyvut4xnYdS1pSGskxyU0y43rF0i/Iu/123AUFBHXpgjMqik633078zy/ABAf/2Lcr0uQaK9Ab+/j9+D6+EhERkeOyuWgzGws3sjhnMZ/lfobXejmz95n8afyfCHboj0wR8a/S2lJyy3MpqS3BYz3sKttFVmkW+6r2UVpbSrW7mvyqfEpqS753bpAjiK6RXYkLiyM2NJbu0d05r/95pCamkpqYSmxobJNmrcvNxVNcTMWiRex/dB6hffvQ7cEHiBg+vEnvI+IPjRXoXxtjZltrnzh0pzHmCmClf2OJiIhIfmU+y/KWsThnMZ/s+gSAhLAELh10KbP6z6JHdI8AJxSRtsDtdeP2uimsKeSrvK/IKskipzyHClcFAPur97O9dPv3zosNjaVrZFdiQmOIC4sjLSmNlJgUukZ1JTY0loigCKJDouka1ZUgh//Hc1uXi30Pz6XwiSfA1i9CFTPjLLrMmYMjQhNmSuvQ2P8pNwH/McZcxLcFeToQApzt72AiIiLthdd6KawuJKs0i42FG/l016fkVeZRUFUAQGJYIrOHzGZm35l0i+r2o7t8ikj75fK4cHldbCjcwPs73mf9/vVsLdmK2+tuOCbEEUKP6B4NLds9onswvfd0esf1JjGsfqx2t6huDc9bAk9pKbk33EjVihXEnTeLqEmTCO7ShbABAwIdTeQHOWqBbq3NB8YZY04FBh/Y/a619tNmSSYiItLKub1uyuvKKa0tpaS2hH3V+yipLaG0tpTC6kJ2le9iU9EmCqsL8VhPw3mpiamM6TKGfnH9GNt1LP3j+7eYP4JFpPUpqini7ay3+Sz3M1bnr8Zt64vxyOBIhnQYwsUDLyY2NJbI4EjSO6XTO643DtPy1/O2Hg+VX36Jp6SU/Y8+Sl1ODl3u+StxM2cGOprIcTtmXxNr7SJgUTNkERERaZFq3DUNhXVZXRlltWWU1ZU1bB/6WFpXWr9dW0a5q/yo1wwPCqdrZFdGdx5N58jOJEUk0Su2F33j+tIhvEMzvjsRaYtyynL4ZNcnlNWV8e9N/6bSVUn/+P5cnHoxcWFxdI7ozKnJpx73zOiB5q2pIe/22yl7730AgpKSSH7ySSJHjwpwMpEfR4v7iYhIu+TyuCioLmBv5V7yK/PJr8qnsLqQ4tpiimqKKK4prv+qLabaXX3U6ziNk5iQGGJCY4gNjSUxLJHesb2JDY0lNiS2YX9sSCxJEUnEh8YTExpDmDNMreIi0uR2lO5g7uq5fLzrY7zWC0B6p3T+OOaP9I7rHeB0x8+63dRmZYHXi7uwiIJ776V261aSbrqJqEmnEtK9u8aZtyLW7cVb48Zb48HWuDGhToKT9PMDFegiItKG1Xnq2F66nezSbHaV72Jn2U5yynPIKc+hsLoQi/3O8aHOUOLD4okPjSchLIFesb2ID6t/HhdaP/twTEgMMSExDc8jgyNVaItIi7C5aDMXv38xTuPk8kGXc8GAC0gISyDEGRLoaMfNut2UvvMO+x95FNeuXQ37nQkJ9HjicaJOOimA6QTAW+fBU1yDp6wOb5ULb4ULT5Ubb6Wr/qvajbfGja3xHCjK3eD+7u/fiOEdSTj/hAC9g5ZFBbqIiLR61lpyK3LZVryNbSXb2FK8ha3FW8kuy/7O2O6OER1Jjk7mpG4n0SWyC50iO9E5ojOdIzvTMaIjUSFRAXwXIiI/jLWWL/Z8wd7KvQC8nfU2wY5g3pzxJp0iOwU43fHxVFRQuWQJtTt2YGtqKf/wQ+qyswlNHUiXv/4VZ3QUJjiYiFGjcIS3zu75rZG1Fk9RDXW7ynHtrcRdVIO7uAZPSS3eCtf3TzDgCA/CERlc/xgRjCMhDEdYECYsCEeY88Dz+seghMZW+G5fVKCLiEir4/a62Vq8ldUFq8nIz2Bl/kqKaooaXu8W1Y1+8f2YlDyJ/vH96RXbix7RPYgIVvc5EWkbPF4Pd355JwuyFnxn/00jbmo1xbm7uJiqjAw8hUV4ysqoWr6Myq8zwHWg4DOG8LQ0us99mKjTTlNvpWbkqXRRm1VCbVYJdbkVuPdVY+sOfODtNATFh+GMDyWkSxTO+FCCEsJwxoTiiArGEVFfkBuHfl7HQwW6iIi0CvmV+XyW+xmLchaxMn9lw7jwLpFdGN91PMM7DeeE+BPoE9eHyODIAKcVEfEPay3V7mrmfTOPBVkLuHro1czqNwsAh3G0yEkmrctFTWYm1Wu+wVtViXvffqpWrqR28+aG9coBQvv1JeHii4k+bRLhaWngdGIcLX82+bbAW+OmZnMxNZuKqN1ZhqeoBgAT6iSkRzSR6Z0I6hhBSHI0wZ0jVXz7kQp0ERFpkay1bCnewqKcRSzOWcyGwg0AdI/qzsy+MxmWNIyhHYfSLapbgJOKiDSP/dX7uXnRzazZtwaAWf1nce2wawOc6lvW66V269b64jszE1tXh2v3HqrXr8fW1DQcZ8LDCR82lKQbridi9GiCu3XHERaKMzY2gOnbH+u11OWUU/5ZLjWbisBrcUQEEdo7luCRnQntE0tIt2iMU8V4c1KBLiIiLYbL62JV/qqGonx3xW4A0pLSuHHEjZza41R6x/ZWN0cRaXe2FW/j2k+upbi2mF8N/RVJEUmc1fusgOXxVFRS9fVXVC1fTk3mJqzHQ+3WrXjLygBwxsfjiIjAmZhI3M/OI2LEiYQPH05QQrxaxgPMXVJL5Yo8Kr/ai7fShSMiiKgJ3QhPTSAkOUat4wGmAl1ERALK4/WwZPcS3t/xPkt2L6G8rpxQZyhjuoxh9pDZnNLjlBbZZVNEpLnsrtjN5R9cTpAjiGemPcOgxEHNen/rclHxxReUf/gRdTt2YOvqqNm8GdxuTGgoYQMHYkJCiJk6hYj0dMJPPJHgbt30YWoLY91eyj7dRfniXLCWsIGJhKcmEj4kEUeoysKWQj8JEREJiIq6Cv6b9V9ezHyRnPIc4kPjOS35NCb2mMjYLmM1oZuItHs5ZTnkVOTwwMoH8Hg9vHDGC/SM6en3+9Zu30H5Bwtx7c3HU1ZK5ZfL8JaW4oiJIWzgQBwRESRefjmR48cRPnw4jtBQv2eS42c9XqpW76P881zcBVVEDO9IzOk9NXN6C6UCXUREmo3Xevk893Ne3fwqy/OW4/K6SEtK44YRNzA5eTJBDv1aEhHxWi/PrH+Guavn4rZuDIaHJz3sl+LcWkvNN9/gLirGvW8fZW+/TVVGBhiDMyEBExpC9KRJRJ9+OlETxmNCWu+a6u2Re381hS9m4sqrJCgxjMTLBxF+QkKgY0kj9JeQiIj43f7q/by17S1e3/I6uyt20zGiIxcOuJCpKVMZkjQk0PFERFqM4ppibv3sVlbsXcHpPU/nooEXkRSeRHJMcpPex7pclLzxBoVPPY0rJ6dhf3ByMkm/voW4mTMJSkpq0ntK86rdXsr++RswDkPiLwYSNihRww5aARXoIiLiF2V1Zby3/T0+2vkR/8/efYe3Vd1/HH9r25Zsee/t2M4igySEhCwCYaSBlFIoPwoUaIFCS5kddNBSoLQFSgtlFcpogULLXgGSEEIWWc6e3nvIW3vd+/tDjmNDIAQsK3G+r+fRI+nq3nu+ShxHH51zzylrLSOgBjgp/SRunHIjp+WehkFriHSJQghxVPAH/axuXE2Pr4cndzxJs6OZO2bewXmjzhvSQOXZs4fOfz+HYrfj2bULf1MT0ZMmkfyj6zCNKkZrjsGYny8hbgTwNTpof3YXujgjyVeMl+HsxxAJ6EIIIYZMUAlS1lbGa+Wv8UHtB3iDXkbFj+LSsZdyXvF5FFgLIl2iEEIcNTwBD//d91+e3fUsbe42AKwmK0+c8QQnpp04ZO0oHg+t9/yR7pdeQmuxYMhIx1hURNrtv8Eyd64E8hFE8QToea8G58YWdLFGkn9wAnpreOcI8Pv9uN1uPB4PXq/3C2+ft8+4ceM499xzw1rnsUICuhBCiK9tf9d+Xi1/lSXVS+j0dGIxWPjmqG9yXvF5jE0cKx/+hBACcPldbGjZQFlbGd6Al2W1y2hztzE9fTq/nflbCqwFJEUlDckkmUGHE8eHy1GcTrpe+A/e8nISL7+c5OuuRRcXNwTvRhxtVEWl88V9ePZ3Yp6aTuxpuUcczgOBAE6nE4fDgcPhwOl04nQ6cblcuFyu/iDudrv7b8Fg8LDnNRqNmEymQbfY2Nj+x9nZ2V/1bY84EtCFEEIcMVVVaXI2sbFlI29VvsWGlg0YtAZOzTmVBXkLmJszl2h9dKTLFEKIiFFUhQZ7A76gD4CVDSt5ZOsj+BQfBq0Bo87I6MTR/HHOH5mWPm1I23aVldH0s5/jb2gAwJCZSc4/HscyZ86QtiOOLvYP6/Ds7SR+cRGWGZmH3Mfv92Oz2ejo6KCnp2fQzW6343K5DnmcwWAgOjq6/5acnNz/OCoqqv/+0yH8wE0r695/aRLQhRBCfCmKqrDdtp1ltctYXrecBkfog1+mOZObp9zMeaPOIz4qPsJVCiHE8FBVlV5fL02OJpqcTbQ4W2h1tdLqbKXd3U5FdwWdns5Bx8zLnsfFYy5mStoUjLrwzIbe/fLLNP/uDgwZGeQ+/RTG/Hz0KSlo9PKxfyRz7+mgd1kdMSemYj45A4Du7m4aGxtpamrCZrPR3t5OZ+fgn8no6GisVitWq5WcnBwsFguxsbGYzWYsFgtmsxmz2YxRZu8fNvIvVQghxOfyK342tmxkee1yPqz/kHZ3O3qtnpMzTuaycZdxYuqJlCSUyBB2IcSI4w162dOxh+227TQ4Qj3hiqpQZ6+jxdlCp6cTd8A96BiD1kBaTBopMSmcknkKU9KmYDFaAIjRxzAjc0ZYlpN0rFqNfdkyAm1tOFaswHzKKWT99QF0sbFD3pY4uqiqire8m86X9uFP11Ff7GbT0qWUl5djs9kA0Gq1JCcnk56ezoQJE0hJSSElJQWr1YpJ1rA/6khAF0IIMUiPt4cNLRtYUbeCjxo+wu6zE62PZlbWLE7PPZ3Z2bOJNcqHPiHEyKCqKtW91exs30lFVwXl3eW0ulqp6anBr/gBiDXEYtAZ0KAhLy6PSamTSDAlkG5OJ9OSSaY5kwxLBgmmhGH9wlINBGi79z46n30WbWwsWrOZpGuuIeX6H0uP+XHAs7+Ljg8q2dVcTrmpBVt3D7wRCuR5eXmceOKJ5ObmkpaWhl5+Ho4Z8jclhBCCTk8nS6qX8G7Vu+zs2ImiKsQZ4zg151ROzz2dGZkziNLLEi1CiGNfg72BsrYydth2sKtjF02OJjo8HQAYtUYK4wvJMmcxK3MWE1MnMjFlIsnRyRGu+rMCnZ003fpTnGvXknDJJaT+7KdoZRjycaG3tYtNL66kqr2eNl0PPkOAtOQ05o+fQnFxMSkpKRLIj2HyNyeEEMepHm8Py2qXsbR2Keub1xNQA4xJHMMPJ/yQ6RnTOSHlBFmrXAhxzKvuqWZl/Uq2t2+ntreW/V37gdCQ83HJ45idPZsJKROYkjqF3LjcsAxBHyr+tjZafv973Js2o7hcqKpKxt13EX/++ZEuTQyDxsZG1ny8mj379qKikhgbz9ji8UyZOoXs7Gy53GyEOHp/AwkhhBhyQSXI2qa1vF7xOivqV+BX/GRbsrls3GUsKlxEcUJxpEtXbEG8AAAgAElEQVQUQoivrcXZwqrGVTy/+3kqeyoByInNIcuSxa1Tb2Vm5kwKrYXotLoIV/rlOTdsoPHmW1CcTqyLvoHWbCH+2+djGjUq0qWJMFFVlaamJrZt20ZFRQWdnZ0YNQbGB3M5afFscqbK3/1IJAFdCCGOA9U91bxe8TpvV75Nm7uNeFM8F5ZeyLlF5zImcYx86y6EOOYFlABvV73NC3teYE/nHgDGJo3ll9N/ybzseWRYMiJc4ZHzVlbib2jAvW0b7Y//A2NuLnlPP4WpWL5MHcmCwSC7d+9m9erVtLa2otPpKMwrYJw2l4IGK2nfGYd5cmqkyxRhIgFdCCFGKLvPzns17/FGxRtss21Dp9ExK2sWt426jbnZczHoZPi6EGJk2Ne5j1+s+gUV3RWUJJRw69RbmZgSun78WPwCUvX7sf3tb3T88ylQVQDiFi0i/Xe/RWexRLg6EQ6BQIDy8nK2b99OTU0Nbreb5ORkzjnnHIrj83C8UI7iCmA9O1/C+QgnAV0IIUYQRVVY37yeNyrfYHntcjxBD0XWIm6ZcguLihYdlRMdCSHEV9Hp6eTRrY/yTvU72H12UqJT+Mu8v3B67unHZCg/wN/aRuMtN+PetJn4Cy4g/tvno7NaMebnR7o0EQZOp5ONGzeyYcMGXC4XZrOZ0aNHU1JSQmlpKYEWF7Z/7EAboyftmokYUmMiXbIIMwnoQggxAqiqyor6FTxY9iCVPZXEGmNZPGoxi4sWMz55/DH9YVUIIT7t44aPuW3VbTj9ThYWLKQ0sZSzC84mNebY7Fn0Vldje/BBgp1deHbtQg0Gybz3XqznLIp0aSIMbDYbu3btYteuXf1rlZeUlDBt2jQKCwvR6UJzI/jbXLT/cwdak46Uq05AnyCrqRwPJKALIcQxbkPzBv625W9st20nPy6fe2bfw4K8BZh0pkiXJoQQQ0pRFf6+5e88seMJShNK+dOcP1EUXxTpsr4yNRik85lnsD34EBqTCVNxMZZ580i+7jpMhQWRLk8MEVVV6erqor6+ns2bN1NXVwdAXl4e8+bNY9y4caSkpAw6JtDhxvbEDtBqSJZwflyRgC6EEMeoPR17+GvZX1nbtJa0mDR+N+N3LB61+KheIkgIIb6qstYyntn1DCvqV3DeqPP45fRfEqU/tkKLqqq4t2zFu38fqs9Pz5tv4tm5E8vpp5F+++0YUo/NEQDis1RVpb6+np07d1JeXk5XVxcACQkJLFiwgAkTJhAbG3vI49zbbPQsqYGgQso1EzAkRw9z9SKS5FOcEEIcY/yKn39s/wdPbH+CWGMst069lYtGXyQ95kKIESmoBPlb2d94etfT6LV6rjrhKq6ffP0xd+mOe8dO2u6/H9cnn/Rv02dkkHn/fcQtXHjMvR/xWQ6Hg4qKCqqrq6mrq6Orqwu9Xk9hYSEzZswgMzOTzMxMtFrtIY9XFZXu1ytwbmhBnxZD0mVjMaSZh/ldiEiTgC6EEMeQqu4qfrX6V+zs2Mk5hefwi+m/IM4YF+myhBAiLFx+Fz9f9XM+qv+I75R+h1um3kK0/tjoTfS3ttH13HM416xB8XrxVVaiS0gg7Ze3EXvGGWiMRnRWKxrdsbMWu/gsh8NBZWUlW7ZsoaamBgCz2UxGRgZz585lzJgxmEyH/wJdDSp0vrQP9/Z2YuflEHdGHhqtfGlzPJKALoQQx4CgEuTfu//NQ1seIsYQw31z7+PM/DMjXZYQQoRNu7uda5ddy/6u/dx20m1cPObiSJd0SKqi4Nm5E8fHq/A3NQEQ7OzEsWYNBIPEnHQSerOZ+PO+SfxFF8kyacc4RVGoqqpi3759VFZW0tnZCYSGrs+bN4/S0lLS0tI+t5f8UFS/QscLe/Ds6cR6dgGxc7PDVb44BkhAF0KIo1ynp5ObVtxEWVsZ83Pm85sZv5Hl0oQQI5aqqrxd9Tb/2P4PWl2t/H3+35mdPTvSZQGh2dbdZWX4m5pxb9+O6vHgq60l0NYGGg361FTQatFGR5PwfxeReOmlGHNyIl22+JocDgfl5eXU19dTXl6O3W7HYDBQUFDA1KlTycrKIjc39ytdphDo8dL18n685d3ELy7CMiMzDO9AHEskoAshxFGs3l7PD5f+kDZXG3+Y9QcWFS6S6xSFECOWzWXjttW3sb55PanRqdw3976IhXPV58O+ciW9776L0tOLv7ERX21t6EWNBlNJCbq4OKJPPJHYU+dhnjMHfUJCRGoVQ8vn89HQ0EBNTQ2VlZU0NjYCEB0dTW5uLhMnTqS4uBiDwfCV21BVFceaJnqWVIOqknBBCeYpaUP1FsQxTAK6EEIcpXbYdnD9h9cTUAM8ccYTTEqdFOmShBAibGp7a7lm6TV0ejq5fcbtfLv428P6haTiduNcvx7V48W9pYyeN98i2NWFLjkZY3Y2hvw8Ei67FPOMmehTU9FZZPKukSIQCNDU1ERVVRVVVVU0NDSgKAoajYbMzExOPfVUSkpKSE9PH5KfScXlp/Plcjy7O4gak0j8okL0ScfG3ApflaqqqIqCoiioSnDA49BNZzBgipF/UyABXQghjkqvV7zO79f9ntSYVB457REK4wsjXZIQQoTNvs59XL30alRV5akzn2J88vhha1vxeOh6/gU6nniCYHc3ABqDAcv8+cR/6zzMp5yCRi8fmUeKA2uSNzQ00NDQQGNjIy0tLQSDQQAyMzOZMWMGeXl55ObmEhU1tEv5+ertdLywh2CPD+s3CrHMygzrF1GqouC29w7a5vd6aK+vA9T+bYqi0NvWSjAQGLSvo7ODgN83aJvHbsfrdg0+p8eNx2EftC3g9+Ps6kJRgqCqfJGxc+Zz9o9u/rJva0ST3zZCCHEUCSpB7tt0H8/teY7p6dO5b+59xEfFR7osIYQIi6AS5JXyV3h468MYtAaeOOMJCqwFYW/X19CI/YMPUJxOul9+mUBrK+bZs0m8/Hvok1MwpKehs1rDXocID0VRcDgcdHV19d+6u7vp6uqivb0dlysULg0GA5mZmZx00klkZ2dTUFBATExMWGryt7mwf9yAa0sbulgjKT+cgCn3q6/C4uzuGhy8VZVdH39IW3XloP26W1votbV+5XYMUdEYowf37hujY4i2DF7D3WAyEZeSNujLBo1WiyUhEZ1ej0arRaPVotXqBjzW9j9OzJSJ8Q6QgC6EEEcJRVX47drf8kblG1wy5hJumXoLeq38mhZCjEw2l42fr/o5G1s2kmnO5MH5D4Y9nAcdDjoef5zOZ/+F6gv1CkZPnEjmvX/GfNJJYW1bDB1FUejt7aW7u5vu7m7sdjsul4vu7m46Ojro7Owk8Kme4Li4OBISEhg9ejSZmZlkZ2eTkpKCLszL3CmeAL3L6nCsbUKj1xIzKZX4bxSgjTn09esehwMleLB2t72Xze+8jtftPnjOQICqso2D9jsgY1TpoKX7ErOyOfHsc9ENGAWi1elIyslD/6lr6GOTUzB8akk4vcGI5ghmpBdfn3zyE0KIo4Cqqtyz/h7eqHyD6yZex7WTro10SUIIETbrmtbxi1W/wB1wc9cpd7F41OKwteVraMS1aSPBjk46nnqKYEcH1sWLSb7+evTJSWiHeAizGBqqquJyuWhvb6ejo6P/vqOjg66urv4h6Qfo9XqsVitJSUkUFhaSmJhIQkICCQkJxMfHo4/AZQq+ejsd/9lLsMuDeVo6cWfkobMYgVDwrtlWhjpg6Hdz+V62vv/OZ86jN5mIS0oZtG3MrLkUTJ42aJs1NY30ouIwvJMwUFVQFVCC4O6EoB/iZcUDkIAuhBARp6oq9266lxf3vcjl4y7nhxN/GOmShBAibN6sfJPb19xOflw+T535FEXxRWFpR1VVuv79HG333Xewt3zKFNIee4zoE4bvGndxeH6/n87OTurr62loaMBms9HR0YHH4+nfR6fTkZiYSHJyMqWlpSQmJhIfH098fDyxsbEYjcYIvoPBAh1uHGuacHzSjC7OiH5xMlUdu2Hl7v59dnz4Ph0NdZ85duzsU8koHn1wg0ZDwaQTsaamf3Gj7m5o3Qk1A4azB/3Q0wBKANTgwVB8IBgfeKweeKwOfi3oA58jdJ5BxwQHH68EQu0HDvbyoypgb4WgF5SBx/Td86lr0ideDOc9egR/yiOXBHQhhIigoBLkng338NK+l7h49MXcPOVmWUZNCDHiqKrK8rrlPLfnOTa3bmZ6xnQePPVBYgzhud436HDS/OtfY3/vPSynnkrKTTeis1jQZ2TI79ijhMvlYs2aNVRXV9Pc3NzfkxwTE0Nqairjx48nKSmJ5ORkkpKSiI+PRzscQ619rgGh8hDB8kAo9bvB29sXXkPhVw0EaPt4F9q6ABpUtBYP9vgemp5bhybo7W9Cq1GZaApScOZEomIPXIeuonO2YNB+DC0r+7fRXQ9lXV+ibico/qH7c9DoQGcAowV0RtDqQKMJbdfqQKMNPdZoQ8+jrKHbwH9fGZPAEHNw/4HHaXV991owWSF7ytDVfoyTgC6EEBHiDXq5bdVtLK1dyhXjr+CmE2+SD45CiBFnU8sm7tt0H7s6dpETm8Pl4y7nx5N/jElnOvzBR8i9fTvurdvofecd3Dt3kvrTW0m88kr53XoU8Pl81NfXU1dXR319PY2Njfj9frKzs5k1axYpKSlkZWWRmJj45f6+VBXay0PDowfqqAj1Gg/ktEH7/sHb/B7orGJQT64SBE/3V3p/ABogDeDApd0+oAVKkg9RvtGCxrYWbAM2xqaD6cDka31/BmnjIC7r8I0boiB/DugHjCTQaEPH6qP6grF2QNAeELAHvaYdHLLFsJOALoQQEaCqKnesvYOltUu5deqtfG/c9yJdkhBCDBlFVajsruTZXc/yRuUbZJgzuPOUO1lUuChsk1/2LllC409/BoEAGqORrPvvJ+6sM8PS1nHJ7wn1LA+kqmBvGbzd5wRXR/9Tu8PBvr17aanZhzHoQAMUx8Yy0RpDXlYq8bqd4N4BdYRuQV+o1/jAkGsI9VC37YaAd3Dbn67n8+ijIX08DPzZ0xlh9MLQ/UCxGYN7fTVanL12qrZsIhBQAA2qRoPD4aK1wUZqTCFpUUUkGjPp9nfQE9fDpCvOR683HuwljklAY4gZEHw1aAzREoTFIUlAF0KICHi5/GXeqnqL6yZeJ+FcCDFitLnaeKPiDV6reI16ez16jZ4fnPADrp5wNdH66MOf4CtyrFpF409/RvTEiWT95X50cXFoo8PX3jHlQMi17YOGDYPXo/b2QmNZKAwfoASgdVcoKA88h6Nl8H5fUiww9dMb7X23NiAmKRSED9BoIT53QHDuG1Y9djFEJww+T3weJH5q5v+YZEgb/9nwO+C5qqq4erppr6+lq6kRv+9g0O/c3UBV2dpBk7f53W60eh2xAyZqS9WMY1r+DPRuHTqrkagZmRTPyUajldAtvh4J6EIIMcx2dezinvX3cErmKVwz8ZpIlyOEEF9Ll6eLne07eavyLT6o/YCgGmRa+jR+cMIPmJY+jZzY8M7M7G9spPGGGzEVF5Pz2KPoYmMPf9BIUrEMOqsPPldV2Po8NG/9csdbc0I9xgdoNJB+AkR9ao1uSzrEJH72eHMqGEPHBwIBKmsb2LS3nl67HbPZTEFBAZMnT8YSnwKWtMHBWasH/dBf6jCQqii0N9TRWllOa3Ul7fU1tNfX4Rm4hvgAGq2WkpNnEWW2DChTx8QFC0lMzcRT2UPv0lr8jQ70cTFYv51P1JhECeZiyEhAF0KIYdTubufGFTeSFJ3EPbPvQauRtUWFEMeeBnsDK+pX8GHdh5S1laGoChaDhUvHXsoFJReQG5cbtrYVp5PGm2/BsXJl/zZNTAw5f39oZIdzZzusfiDU632gd9fbC7vf+Oy+0Ykw+xbQ9l0MrdGEJvsqPTt0PfIBWj3Epn3t0nw+H+Xl5Sxbvoyuri5ycoqZt3AmpaWlwzOx2wCOrk6ay/fSXL6PjsZ6Wir24+oJXVduiIomJTefkpNmkpSTS1J2LolZ2ZhizP3Ha3X6z6wPHuj24FjbRNOG9aieILp4EwkXlBAzOVWCuRhyEtCFEGKY+II+blpxE92ebp49+1kSohIOf5AQQhwF/EE/65rXsbJ+Jetb1lPbWwtAcUIxV51wFSeln8TYpLFYjJbDnOnrCfb2Un/1Nbi3byfxe5ehtYQCuXnWKRiyvsREWkcTVQ1NSOawgaMVPD2hmcGdNmjZHloyq7u+L5D3DS3XGsB8YMaxvmA46RI47faDw8Q1mtBEY2HumQYIBoNs2LCBjz/+GLfbTVJSEpdeeilFReFZOu/TVFWlq7mJxn276Giop2br5v6ly7Q6PYmZWeSOn0jehMlkFJeSmJGF5kt+YaAqKr66XhxrmnDvagcgenwyMZNSiSpJQKOXL9hFeEhAF0KIYaCqKnd9chdbbVu5d869jE0aG+mShBDisJodzTy962neqXqHXl8vMfoYpqVP4zul32Fe9jxy4sI7fH0gxeOh7oor8ezfT9ZfHyDujDOGre1DF6SA3xW6+ZyhcO13g//AY9fBe58L7M3QXQe9TeBoA2fb4Ou8B7Kkha6jzjk5tHSVVh8K3qO/ERp+fhSora3lrbfeor29naKiImbOnEleXh56ffjihdflwlZXTXdzE9XbyqjftR13bw8AWp2OzNIxzL3kSjJLx5KaX4j+CNdGVxUVb1U3rq023DvbUT1BNFE6LLOysMzMRB8fdfiTCPE1SUAXQohh8NK+l3it4jWunnA1ZxWcFelyhBDic3V6Onl+z/O8U/UOjY5G9Fo9Z+SdwcKChczInIHx07Neh5ln3z4ab76FQFsbit1O9iMPEzt//lc7WdAfCsmOtlDPtNce6rn29oKn77nPCT5HKFwHPH1B2wMB98EQHvCEbkfCEBOa1CwuA1JGg6XvmmxzauhxdEJotvHoeLCkfrX3Nwz8fj+bN2/mgw8+wGq18n//93+UlJQM2VJ2ihLE0dlBT1tr/62zsZ626kq6W5v79zPHJ1AwaQpZo8eRNXrsEfWODxTs8eKt68VX04truw3F7kdj0hE9LglTcQLRY5PQmnRD8t6E+DIkoAshRJg1OZr4y+a/cErWKfxo0o8iXY4QQhySqqo8su0Rnt31LJ6Ah1lZs/h2ybdZVLiIdHN6RGryVldTd+X30ej1xC36BjFTpx46nHdWQfN26KrpC94OsO0Fdxe4u0P3QR8o/s+fiVyrDw0NN1pCYdoYEwrMUfEQGw2G6ND124aY0JrT+ujQPoYYMJr7tseE9jtwbxywzWg55pfV2rdvH2+99RYOh4OSkhK+9a1vERX15XqVfR43ru5unD3duHq7cXV34+rpe97ThaunG0dnB/aODpRg4OCBGg3W1DRS8wsZN+90UgsKsaamf6VArioqgU4Pvno7vqoevFXdBDr6vmjRaYganUjMpBSiRyeiMUgoF5EhAV0IIcJIVVX+sP4PANx+8u0yKZwQ4qjT4+3hzco3WdO0hjWNa1iQt4AfT/oxhfGFEa3L39pG/fd/AKpK7tNPYyosCC3/9clj0LQltOwXgBKE2jUHg7dGF7r+OnUMxGVC2rhQyNabQkt3JeRDbHpo6LgpLjRbuSkuFKKP8QAdLoqisGzZMtauXUtaWhrf/OY3KSwsRKvVoihBnF1d9NhasXe04+hox9HZEQrbXR24urtw9nQT8B56zfIoSywx1nhirFYyikdTOiMFa2o6calpWFPTiEtOQac3HPLYLxJ0+PA3O/G3uPC3OPG3Ogm0ulD9oZ8TTZQeU0Ec5pMzMBVY0afGoDVKKBeRJwFdCCHC6P2a91nZsJJbp95KpiUz0uUIIcQgy2qX8bt1v6PH20OCKYFzCs/hrll3RfzLRMXjofG6K4gx15N66RT0b50XGlp+IJRb0kNrZR8I1NOugsnfhYSCzy4PJr4WRVF44/XX2LZ9B6Oysyiwmqlc9i5bbK302trobbcN7vEGjNHRWBKSsCQmklE8GnN8PDHWBGKs8Zit8aFAHh9PTJz1K4XvgYJOP8FuL8FuD8FuL956O76aXoLdB78Q0FoMGNLNmE9Kx5BuxpBlwZBulhnYxVFJAroQQoRJp6eTezbcw/ik8Xx3zHcjXY4QQgzyVuVb/HL1LxmbNJZ/nvFPShNLI10SSuN2fO88SKC+nNyxW9HqgLZ1kD8rdI12YhFMuDDUMy6GlKIE6WxsoLWqgtbqCtrr62nttdOtMxGMisHY3kTLnk20AuaEROJSUkkfVULJjFlYU0I93bHJqcQmJWGMjjlse0dKVVQCNhe+RgeBNhf+Fhe+JgdK7+CJ9rSxRkz5cRhPycSQYcGQHoPOMrzzJgjxdUhAF0KIMAgoAX69+tf0+np58own0Wvl160Q4ujxn73/4Z71oS8Q/3X2vzDovl4v5teiqlD5Iax7GG3lcqIAdOAJ5hJ11bOQMZFQUhdDRQkG6Wysp7W6MhTIqypoq63qH4aujTHjzxmFy5xAtEHPqIw0xpw2l+ScPBIyszAYw7+Em+pX8Nb14q3qwVvVg7/Rjurru4xBp0GfFE1UUTyGDDP6xCh08SZ0cUa0scYhm7BOiEiQT4xCCDHEVFXlTxv+xKrGVfzm5N9QnFAc6ZKEEAIIXW/+6LZHeX7P86TGpPKrk38VuXDu7obGTVCzGlY/gGJMoH17LOqUy0n8/o8xpaXJNeFDyO2wU7FhHRWbPqFu57b+MK43mUgrKGLC/DNJKxyFYo7lvRUr8Xk8nL1gAdOmTUP7FWZH/yrUoIpnXyfOjS14yrsgoIIGDJkWzFPTMWRZMGZb0CfHoNHJz4YYmSSgCyHEEHth7wu8uO9FLh93OReWXhjpcoQQAgiF88uWXEZVTxUL8hbw5zl/jszoHp8LNjwOqx8ILXEGKCXnUPVEPZpoCwW3/Brtl5wZXHwxV28PFRvX0bhnF/vXryXg8xKXksr4eaeTMaqUtMJRJGRmodXqUFWVzZs38+4772K1Wrn00ktJS0sLe42KJ4BrSxvuPZ34antRvUG0sQYsJ2diGhWPKT8ObZREFnH8COtPu0ajOQv4G6ADnlRV9Y+fev27wM/7njqAa1VV3RbOmoQQIpzKu8q5b9N9zMuZx01Tbop0OUIIAYCiKvx81c+pt9fzzzP+yUkZJ0WmkOpV8OpVYG+G4jPh5GtRo6w03/9v/LZt5P/nYQnnQ6ClspxNb7/G/k9WoyoKUZZYxsyex8TTzya1oOgzQ8ArKipYvnw5zc3NjBo1ivPPP5/o6Oiw1hjo8uBY04RzYwuqN4g+OZqYSSlEFScQNSYRjU5WPRHHp7AFdI1GowMeBhYADcBGjUbzpqqquwfsVg3MVVW1S6PRnA38A5gerpqEECKc2lxt/Gj5j4gzxvG7Gb+L+CzIQghxwFM7n2JN4xp+c/Jvhj+c9zbDmr9C01Zo2w2WNLhiCeTNBMC5ahW9775Hyo03En3C+OGtbQQJBvzUbCtj54qlVGz8BGN0DCeefS5j58wnJa/gkNdlOxwO3n//fXbs2EFiYiILFy5k6tSpYR3S7q3rxbG6EffOdgCiT0ghdlYWxpzYsLUpxLEknD3oJwEVqqpWAWg0mheBxUB/QFdVde2A/T8BssNYjxBChNUDmx+gw93BcwufIyk6KdLlCCEEAI2ORh7b9hgL8hZwQckFw9ew3wNrH4JV94Pih5yToWAOnHEnJBai+Hy41q2j44kn0aekkPT9K4evthFEVRT2rlnJqhf/hb3dht5g5JQLL2Hy2ediijn0bOqKorBlyxaWLl2K3+9n3rx5zJo1C70+fNEg2OOl++0q3Dva0UTpsMzKxjIzE318+CecE+JYEs6AngXUD3jewBf3jn8fWHKoFzQazdXA1QC5ublDVZ8QQgyZ92re4+2qt7nqhKsYkzQm0uUIIUS/P234E1qNlp9N+1n4Z7dWglC5AuxNsPkZaNwMYxfD6XdAYsGgXZtuuRX70qUAJP/kejSGCM4kf4zqbGrgvYcfoLliH6kFRZz+/evIGT/hc2dZt9vtbNy4kW3bttHT00NeXh6LFi0iJSUlbDWqQRXHuiZ6l9aiBhXiTs/FMjsLrUmuKxfiUML5L+NQ/wOoh9xRozmVUECfdajXVVX9B6Hh70ydOvWQ5xBCiEhZ37yeX676JZNTJ3PtxGsjXY4QQvTb1bGLFfUr+Mnkn5BuTg9fQ/YWKPsXbH4WehtC2/RRcOG/QgH9Uxyr12BfupSkH3yfuG98A1OxrHZxJNwOO9vef4f1b/wPvcHIWdfdxNjZp6L5nKHpTqeT1atXs2HDBoLBIMXFxZx++umMHz8+bF/aqKqKa6sN+0f1BFpdmEoSSFhchD4pvNe2C3GsC2dAbwByBjzPBpo+vZNGo5kAPAmcrapqRxjrEUKIIfdxw8fcuvJW8uLyeGj+Q5FdS1gIIQbo9nTzt81/I0Yfw0WjLxrakzvbYf97ULcuNCt7+VLw2aFoPpx1D2SdCKY4iIr7zKGqz0fr3XdjyMsl+Sc/QWs0Dm1tI1gw4GfLe2+z7uX/4HO7KJxyEqf/4DpiE5M/s6+iKFRXV7Nv3z62bt2K3+9n4sSJzJkzh8TExPDW6fDR+dI+vOXdGDLMJH53DNHjk2R9ciG+hHAG9I1AsUajKQAagYuAiwfuoNFocoFXgUtVVd0fxlqEEGLIrW1cy08+/AnFCcU8fNrDWE3WSJckhBAABJUgN6y4gW22bdw05SZijV9jAi5Vhc4qaNsDQS+UL4OdL0PQBzFJEJ0A+afAGXdD8qjDnq7j2WfxVVeT8/hjEs6PQOPe3bz/+IN0NTVQMGkKsy++nJS8gs/s19vby5YtWygrK6Onpwe9Xk9JSQmnnnpqWIeyH+BvcdL+zC4Up5/4xUWYp2eg0UowF+LLCltAV1U1oNFofgy8T2iZtadUVd2l0Wh+2Pf6Y8DtQBLwSN83agFVVaeGqyq+b+oAACAASURBVCYhhBgqb1W+xW/W/IYCawHPnPUMZoM50iUJIUS/V8pfoaytjLtn3c25Rece2cFeB9Suhfr1oWvIm7aAp/vg6wYznHgZTLkc0sbDEfSKurdtw/bgQ1hOPw3L3LlHVtdxSFUUqrZsDM3Mvmk91pRUzvvFbymcPK1/H6fTSW1tLXV1ddTW1tLS0oKqqhQWFrJgwQJKS0sxDNP1/Z59nXS8sBeNUUvKNRMwZsvM7EIcKY2qHluXdE+dOlXdtGlTpMsQQhzHtrZt5cr3r2RS6iT+eupfiTN+dginEEJEiifgYeGrC8mJzeGZs545/LDigBcaNkL1x1C1Eho3gRIAjQ7SxkLmiZA1BdLHgz4a4nPA9NWCV8P1P8G1eTNFS95FZ5VRR59HCQbZ98lq1r/+P9ob6olJSCR74hTyp8/C6XbT09NDT08PNpuN9vbQcmV6vZ7s7Gzy8vKYMGECSUnDt5qIGlTofrMS54YWDOlmkr43TmZnFyOSRqPZHO4OZZk+UQghjkBdbx03rLiBDHMGD8x7QMK5EOKo83rF69jcNv40509fHM7b9sLy30PVCvC7QKOFjEkw83oomAs508F46GW6jpRj1Wp6lyzB/tFHJF588YgM58FgEI/Hg9frxefzfebm9/u/8N7n8+Hs7cXtcuLxeFDQgDkZSpNxAG3N7ZS9/joABoMBq9VKYmIikyZNIi8vj4yMjLAuk/Z5VL9Cx/N78OztxHJKJnFn5KM16Ya9DiFGCgnoQgjxJbW727lm6TUoqsJDpz0k15wLIY46fsXP0zufZlLKJKamHaKTR1FCQ9d3vgzb/wtaPUy6GIpOC11HHjX0v9f8ra003HADGp0OY1YW8d/5zpC3ES7BYJCenh7sdjsOh+MzN6fTidvtxu124/F4vvR5dTodRqMRvV6PRlEIej34nHYUnw+NEsRisZA1qoS03HxMUVGYTCaio6OxWq3Ex8cTHR19VEy4pioqnf/dh2dvJ/HfLMJycmakSxLimCcBXQghvgSX38W1y66lw9PBk2c8SaG1MNIlCSHEZ7xX/R5NziZ+dfKvBgc4Vyesfxy2vgA9daGh6qVnw+m/hYT8sNbUevcfIBCg4I3XMebkHP6ACPB6vbS2tvYPGe/s7KSjo4POzk4URRm0r0ajwWw2Y7FYMJvNJCUlER0d3X+LiorCaDQOuun1OgJuF86Odjpqq2mtqqC1aj89ba2oQFR0DGMmT2XU1OnkTZhMdOyxMTqr9/0a3DvasS4skHAuxBCRgC6EEIehqiq/W/s79nft56H5DzEhZUKkSxJCiEP63/7/kR+Xz+ys2aENfjd88gis/it4e2HU6TD/1zB64Ve+jvxI9C5div2DD0i56aajJpz7/X7a2tpobW2ltbWV+vp6mpubOTAvk16vJyEhgaSkJEpLS0lKSsJqtWKxWLBYLERHR6MdsN64qqq4e3uwd7TT22HD3lyPrcOGvaO972bD2dWJEgz2H2NNTSOtsJiJCxaSXlRMZukYdPpja5lO1zYb9pUNmKenY5mdFelyhBgxJKALIcRhvLD3BZbULOGGE29gTvacSJcjhBCHVN1TzZa2Ldw85eaDvef/uwL2L4HShaFgnjZu2OrxNzbScsfvMZWWknTlFcPW7qf19vZSX1+PzWajpqaG+vp6gn1h2WAwkJmZyezZs8nOziYlJQWr1ToogHtdTrpbmumpLqehL3Db2/vCd1cHru5ulGBgUJs6g4HYxGRik5LJGTOe2OQUYpOSsaamk1pQREzcsX2JlLe2l66X92PMiyP+nKKjYri9ECOFBHQhhPgCW9u2ct/G+5iXPY8rx18Z6XKEEOJzvV7xOjqNjnOKzgltCPqh8kOYdhV8475hr6f5jjtQvV6y7rsXzTAt83WAw+GgrKyMuro6Kioq+renpaUxffp0srOzSUtLIyEhoT+MB3w+2utq2LFpHd2tLbTVVGGrrcbd2zPo3HqTidikUODOy5pITHwCloQkYpOTievbHh1nHbGh1dfowPbEdnRxJpK+OxqNXnv4g4QQX5oEdCGE+Bw2l42bP7qZdHM6d826C61GPoQIIY5OW9q28Gr5q8zOmk1ydHJoY+suCHohb8aw1hKw2XDv2oVz9RqSrrkaU3HxsLTr9/vZtm0b27Zto7GxEUVRsFqtzJw5k7Fjx5KamorRaARCw9I7G+vZuXUTrZXltFSW015f0z8MXafXk5SdR9GU6SRkZJKQnok1LZ3Y5BSizJYRG74PR/EF6fzPXnQxBlKvm4jOYox0SUKMOBLQhRDiEPxBPzd/dDMOv4PHFjwmM7YLIY5avb5eblxxI2aDmetPvD60UQnC5mdCj7OmDFst/qYmqhZ/E8VuB62W+G9+M+xtBgIBPvnkE9atW4fT6SQtLY0ZM2YwadIkUlJSgAOBvIG2mkqqyjZSt3Mbrp5uAExmM2mFxUxddB5pRcWkFYwiLiX1uA3hX6T7zUoCHW6Sf3CChHMhwkQCuhBCHMKfNv6Jrbat3Dv3XkoSSiJdjhBCfK5ndj5Dl6eLRxc9Sol1FOx6DVb8Adr3Q+ZkiM8bljpURaHptl9CMEj2I49gyM7CmBe+tgOBADt27GDt2rXYbDaKioqYNWsW+fn5/eG6pWI/Oz78gKotG3F0dgAQHWclf8JkcsZNIGv0OBLSM9BoZYTU4bi223BtaiX21ByiiuIjXY4QI5YEdCGE+JRX9r/CS/te4vJxl3NW/lmRLkcIIT6Xy+/ipX0vcVrOfMZ2NMD/roGW7ZBcChc8C6MXwTD1BPe89hqu9evJuOtOYuefGta29u/fz7vvvkt3dzfx8fFcfPHFlJSU4Pd52bv2Yyo2rKO9robOpgYMUdHkT5xMwaSppOYXkpJfgFarC2t9I02g00PXq+UYc2OJOz030uUIMaJJQBdCiAG22bZx9/q7mZk5kxtPvDHS5QghxBd6veJ1SnrauLNnE3z8dKi3/LzH4YQLYBhDaO+779J8+2+JGjcO6/nnh60dRVFYvnw5a9asISUlhUsuuYSioiJcPd2sfO4pdix/H6/LiSUpmbSCIiYuOJtx8xZgiokJW00jXdDho+Pfu0GFxItGo9HJaAMhwkkCuhBC9LG5bNy04ibSYtL485w/o5MeFiHEUUxp2MTod27jYkc3xOrgG3+ByZeCfnivDfa3ttH4s59DMEjKjTeE9drtpUuXsm7dOiZPmkRJSgK73/wv7+/cjsfpQKPRUjJjFhNOO5OcsSfIsPUhEOjx0v7kDgJdXpIvG4s+MSrSJQkx4klAF0IIwBf0cdNHN8mkcEKIo1/DJlj9ANq9b1Og1bJn6iWMOfM+MEQPaxm+hgYarr0WX0MjKApFSz/AmJMTnrZ8PlZ8+CHrPvmEdHMUNa89T4XHTYw1nlEnzSQxM4uiqdNJzMwOS/vHo0C7G9uTO1DcAVKuHI+pUP5fFGI4SEAXQhz3VFXlD+v/wDbbNu6fe79MCieEODo1lsGy30H1SjBZWZI3mb8Z/bx59gOgG95e82BvLw3XXoe/tY34888nauzYsIRzRQlStbWMN5a8h90fRN/djqeymdEzZzNm1jxyxp6AViejnYaav82F7YntEFRJueoEjNmxkS5JiOOGBHQhxHHv0W2P8kr5K1x1wlWckX9GpMsRQojBPL3w7k9h+4sQkwRn3EX7mEXc9tZ5XFZ6GcZhDueKy0XDdT/CW1ND7j8exzxj6NdZt9XVULutjC1L36XFFEcwJpaSBAsnfeMssseMJ8piGfI2RYjiDfZfc55yzQQMaeZIlyTEcUUCuhDiuPbCnhd4dNujLC5azI8n/zjS5QghxGAtO+G/l0FXDcy6GWbdBFFxvLr9HwTVIN8u+fawlqO4XFRfeCG+yioy//znIQ3nXpeTvWtWsuPDD2itqgBAUzqRoNbAOYu+wZSp04asLXFoqqrS9Wo5gfbQWucSzoUYfhLQhRDHrc2tm7l3473My57HHTPvQKuRCYWEEEeRLc/BO7dAVDx87y3IPwUAf9DPK/tfYXrGdHLjhmfJK8Xno/edd3GtX4+vopLsRx4mdv78r39eJUjT/r1Ul21k6wfv4nO7SM7N59TLr4HEVN5csoRZs2ZJOB8mjo8bcW+zEXdmnqx1LkSESEAXQhyXmh3N3LryVrJis/jD7D/IjO1CiKOHqsL7v4JPHoaCuXD+k2BJBcCv+LlsyWU0OZv4+Uk/H6ZyVJpv+yW977wDgGX+/K8dzj0OBztWfMCW997C3m4DjYaSk2Yy9dxvkV5UgtPp5JFHHiE9PZ158+YNwbsQh9OztBb78jqixyUROzc8k/0JIQ5PAroQ4rhj99m5bvl1eAIenljwBLFGmfxGCHGUUFVYfkconE//IZz5h0Hrmf9333/Z2bGTO0+5k/m5X78H+8tof/RRet95h5QbfkL8RRehi4v7SudRFYX63TvY+dEyytevJeDzkjP2BOZ89wpyx00gxhrqsXW73bz66qt4vV7OO+889Hr5uBpurm027MvriJmSRsL5xWi04VsqTwjxxeQ3nhDiuOIP+rn5o5up6anh0QWPMiphVKRLEkKIg1bdD6sfgKlXwll/hAFrind7unlk6yPMyJjB4qLFYS9FVVW6nnue9gcfwrr4XJJ++MOvtMa5z+1i54qllL33Fj2tLZhizIydcyoTFywkNb9w0L6KovDSSy9RW1vLokWLSEtLG6q3Iz6H3+ai65VyjHlxJHxrlITzr8kfVHB4AgQUFVVVUVQIqiqKoqKqoKgqQVUlqKg4vQH8QRVF7bsp9D9WVQgqocdufxC3L4jSd7xK6N+nooTO3/+8r70Dx6uqSkBRcfmC+AIKcPC1A/tCqF2VvnP1Haf27RtUDt4O7K8OqiP0mAGPVfXg+fh0zerB+wPHAcwfncotZ5QO49/U0UsCuhDiuGH32bn5o5v5pPkT7jzlTk7OODnSJQkhxEHbXoQP74QJ34GF9w8K5wAPb30Yp9/Jz6b97CsF5SPl+PBDWu++G/PcOaTfeecRten3eanZVkb5+rVUbvoEn9tNZulYTrnwEkadNAOD0XTI49asWUNNTQ2LFy9m8uTJQ/VWxOdQfEE6ntuDxqAh8eLRaHRfby6W/kDaF+gCinIw4PUF0ANh9cC2oKLiDyp9+w94re/1gKISCIb28QcVAkF1UMgMDgx9ikpQBY8/iNMb+FTbB9sL3UJhutfjxx9UBoVjZUCAVfuO8fSFZF8wFLwPnEsZ8N6UvnqPNlEGLQadFq1Gg0YDWo2G0PcwofsD2zSAZsA+Gg3otBr0Wk3f89A+Wi1oCL2u6T9u4DkYsK8G/YBzQuhepz24L4A12hCBP5mjkwR0IcRxocXZwrXLrqWmp4a7Z93NuUXnRrokIYQ4aPv/4I0fQ8EcOPfvoU/AA1R0VfC//f/jgpILwj7yx7N7Nx1PPY27rAxDTg45Dz+M5ksMM+9tt9GwewdVZRupKtuI3+shyhJLycmzmHD6WWSM+uLesba2NlasWMG4ceOYNGnSUL2d447HH6Sp243LF2RDdSfegBIKjsHPBtXu3R30trvQFlhR3tyJP6jgDSh4/EH8ikqgLzj7g0p/UA4oCv7gwVB9oJf3YA/r0UGvDYVAnVaDTqNB2/c4FA5Bp9Fg0GuxRhsw6bVo+kKrQRsKslpt6PmBMGsy6IjS6zDqtf3Ha/vPd/C8Jr0Oi0mPQXfwdW1fYA0dc+CcGswmHSa9bkBoDp1Dozl4nFajIcqgI8aoG3Qu7YAQ/enng4N4qD5x7JCALoQY8WwuG9ctv44WZwuPLXiM6RnTI12SEEIctOEJePdWyJ0JF/4L9J9d1/y+TfcRY4jhR5N+FNZS/G1t1F1zDarXhz41hZTrf3LIcK6qKj1trTTu3UX97h007N5BT1srANFxVsbMnkfJ9Flkjx2P7kuEe1VVWbJkCUajkYULFw7LCIFjTY/LT5fLx/5WO3tb7AA0dbup73LR4/azv9UBKgQU5QuDsravV1SrgkkBc5SeKLsbg0uDQafFqNcSbdBh1mnRazXodRr0Wi16XSjoGbRaDPq+bQdC78AQfCAAa7WhkKoZvI9Oe7AH9UCwNfS1odOF9tFrDwZqnVaDURfqAQ7VojlEgB782GTQEmWQyV/FsUkCuhBiRNvXuY+rPrgKp9/JQ6c9JOFcCHF02fxsKJyXnP254Xxr21bWNK3hlim3EB8VvqWvVJ+PxhtvQnE4yX/xRaJKS/pfc3R20LR/D80V++lqbqSlYj/O7i4AoiyxZI8Zz4kLF5M9ZjwpuflotEc2VHrPnj1UV1ezcOFCzObjb+1tRVHZ2tCNwxNAUVXKWx24fEE21XbS1O1GBeo6XJ8ZPm0x6SlNjyXWZOCyk/Mw6ENBNj8pBr1Oy9S8BBLNxgG9vKHeVvvqRnreqcJUkkDy5ePkunMhjiIS0IUQI1Z5VzlXfXAVBp2B/531PwrjCw9/kBBCDJetL8BbN8CoBXDhs4cM5wCPb3+cBFMCF5ZeGLZS1ECA5tt/i7usjMz774OsTPatW01rdQU1WzZhq6sBQKfXE5+eSe74iWSNHktm6ViSs3OPOJB/2urVq0lKSmLq1KlD8G4iwxdQaHd4AXB6A7Q7fHgCQeo6XKiqiieg0NztxhdUqWxz4FdC11Tvbwk9Vg/R651pjWJybgJoYMGYNEZnxBIfbeSUUcmDAveRcG1ro+ftKqLGJZH4nVIJ50IcZSSgCyFGpB22Hfz4wx9j0Bp46synyIvLi3RJQggR4nXAB7+GzU9D4anwnedAf+hJ096oeIPVjau54cQbiDHEhK2kjmeeof69d3EuPpttG1bS9O/HUVUFjVZL1uixzPnuFeSMPYHkvAL0hqGdzKm+vp6mpiYWLlyI9msG/aGiKCpV7c7+icl2N/XiC4ZCtMMbYFNNJx1OHxCaubq5x0Ov248vqHzheeOi9Oh1WgqSzVhMejQaDZfOSCLGqGNUqoXshGgAchJjSDKbvlIA/yK+ZiddL5djzI8j6f9Go9EfHX/eQoiDJKALIUacrW1buXrp1SRGJfLY6Y9JOBdCHD3qPoHXroGuWpj5Ezj1V2CIOuSuqxpW8es1v+aE5BO4qPSisJRT//FHbH/jFWprKnGX5kDNflLzi5h+3gUUTJ5GakHRkAfygVRVZcWKFcTExDBx4sSwtXNAu8NLlc2Jyxdgb4udQFBhf6sDbyCIP6iyubYLbyCIovCFYbt4QJgGGJMRS6LZRF5STGhCMb2O1DgTBp2WvKQYDH3XV8dFRW6masXlp+O53Wii9CR9d4yEcyGOUhLQhRAjyp6OPVy37DpSY1J55qxnSI5OjnRJQggBfg98dA+s+RvE58IV70LezM/fPejnjxv+SH5cPs+e9SwG3dAFO1VVqdi4jk/++zxt9bVoFYUUl5tp3/w2Yy64CEti0pC1dTgff/wxVVVVnHnmmZhMhx5F8GmBoEJwwHhwVYWy2i46XT5ae7209noAaO31YLN76XD42Ndq/9zzZVij+pd4Om1MKikWE2igKMVCXJQe0ISu847So9VoMOq1WEzH1kdoNajQ8Z+9BLu9pFw9AV3soS+nEEJE3rH120UIIb7Ano49/OCDH2AxWnhiwRMSzoUQkRfwwdbnYOW9YG+CKZfDGXeBKfYLD/vP3v9QZ6/jkdMeGbJw7rb3UrbkTXZ8+AHOrv9n772j5Drue8/Pzbfj9OSEQSASSQAMCISYRZEiRcsKli05PftIshzk9Tqsdp+f/XzWsp5MS/ueniTvHln22vIe79qWtCvLkkiZliiSEnMASIAgMpEmh56e6Xhj1f5xu3t6gAERCCKQ93NYrKpf1a1b3dPo7m//qn41S1rR2DBR4B1f+t9p27gJ5U30lC/F5PQM333sWdas2YTZv55vvHACL5Qcm6k0j++aKbsEItqz7fghQsJUyXndKOW2oaKgkE3oDLUn6clavPvaXjRVIWFqXNufxdBUru3PYhlq84ittypSSAr/chj30BztP7cWa0X2Uk8pJibmdYgFekxMzFuCV/Ov8hs/+A1SRoqv3fc1+tP9l3pKMTExb2fCAF75Jjz+OZg7DkPb4UN/A6tuP+Olc84cX939VW4duJXbl525/5kQImTXD/+Np77+f+NWK6zeup2Bikvq699i4DN/Ru7GzW/4Hg1qXshs1WOu6iFEJKbLbsBIocbRmQoQebZHCzUmCmWq4UbYA+x5pjmGbaiYWiSauzMWuqqwuidNru7l7s3aJMzFR2it6kqxtidNxjboa1t6y8DbEemHzPzDXtxDc2TuXk5qa9+lnlJMTMwZiAV6TEzMFc8jxx/hj5/8Y3JWjq/d9zWWZZZd6inFxMS8XXFLsOdb8OQXoXAM+q+H934B1twDZ+ml/fwLn6fm1/jU1k+94enMT03w8Fe+xMi+PSzfdAN3/eon0He8zPgf/RHZ976X3Ic/fFbjOH7I8GyVUEpcX7BrZI7JosNMyaNQ9Zir+RydqTBdck87Rn+bjaooZGydVe0GymyeOzb0c8OmDVi6yoaBNnRNoTdjo8aRxd8wMhTk/3E/7uE52j+0luS23ks9pZiYmLMgFugxMTFXNN/Y/w0++9xnua7rOr5015foTnZf6inFxMS8nZASZo/Aa4/CgX+DY09A6MHAZrjvAVj/U2ctzAFenHiRB488yG9d/1usbV973tOqFuf50de+ysFnnsCwE9z3yd9nw513g5S89rFPYF9/HQN/8cCipd1CSI7lK7w6VmS4UCUMo0jme0bnOVJfdt6Kpip0pkzakyYZW+ed67pZ2ZWiK23SljDRVYVc0qAjZZK2dXoyC57tr3/96xzLjvP7H/55bDv2eF9opJDM/r8HcfbPkvvgGlI3xZ7zmJgrhVigx8TEXJFIKfn7V/+eL+74Incuu5MvvPMLWNrZBRiKiYmJeUMUx+HoT+Doj+HIj6E4Etk7VsNNvwFX/zQsf8c5CXOAUIR84cUv0JPs4dc2/tp5T2/6+FH+9b/+FypzBW764Ie5/t33k2nvZOx//l+oPPMM4ewsXX/wB7w6XePxA8c5lq9SrPk8dXiGihcuGqsnY7FxsI37NvSxtjddX3oOGwfbGGhLnJene3Jykv3793PnnXfG4vxNQIaC2W8coLZ7hux9K0m/I97yFRNzJREL9JiYmCuORnTjbx78Ju9Z+R4euO2BCxrhOCYmJmYRtQIcezIS40d/DDMHI3uiHVbdAav+IDrPvHP1ed/i6dGn+cf9/8ie/B4+f/vnsfXzE65HX97B9/77X2Alk/zCpz9P35p1AEx/5SsUH3qIzHvew8NdG/jb3RYTTz4JREvPDU3l/TcMcONQO9cOZLmqO4WmKli69nq3Oy+efPJJTNNk+/btF3zstzMyEFRemKD04xHCOZe2+1eRuTPe8hUTc6URC/SYmJgriuPF4/zHn/xH9ub38rGNH+P3N/8+qhKf5RoTE3MB8apw4plIjB/9CYzvAinASEZHo934K3DVndC7CdQ3/v7zg2M/4FM//hQddgefvP6T3L/q/vMaZ2TvHr773/6cjsEhfuY//Snp9g6klDzyL4/yN89X2feBz6EkbErlgK0rknzq3vW8c30P3ZmLt/rIcRz27t3L5s2bSSaTF+2+b2WklNT2zDD//aOEBRdzZZbc+1eTuPbiHZcXExNz4YgFekxMzBWBlJJvHvgmX9jxBQzV4Et3fYm7l999qacVExPzVqBWgJEXYfg5OP4MjDwf7SNXDVi2De78Q1h1JwxuAf3Cnh99YPYAf/LUn3B99/X83X1/d15bdcLA54l/+r946eGHyPX28bP/+TOUsDg2Os9nv/E8z055tHet5P1bV2DZBh1Jk1+/4yps48J7x8/Eq6++ShiGXH/99Rf93m81ZChxj85TfOQ43rEiRl+S9o9vxFqbe0sfGxcT81YnFugxMTGXPZOVSf706T/lqbGnuHXgVv7slj+jNxVHo42JiTkPhIDZ12D4+UiQDz8H0/ujNkWDvo2w/Tdh1Tthxc1gpt60qcw6s/zeY79HxsjwxXd+8TzFecD3vvh5XnvxWTa96162f/g/8H8+P8VfPnqIUEhUKfgfRn7CJz/3+6SHBt+ER3EOcw1DnnzySfr6+hgcvLRzuVIRVR/ntTmcvbM4B2YR1QA1ZZD7mTWktvWhxNHvY2KueGKBHhMTc9kipOChIw/xF8//BYEI+JPtf8JH1n8k9gzExMScHUJA4SiMvVRPL0fL1b1S1G63wbKbYNPPReeUD2wGK31Rplb2ynzykU+Sr+X52n1fO68TKIQIefgrX+S1F5/lXR/7Tdq3vouPfv1lXjoxx33KDLdOvELX3p3c8YXPXHJxDvDDH/6QQqHAL/7iL8bv40sghURUfMKShyg3co+w5BOWPYKJKv5kBSSoSR376g7sazqx17WjWhd/NURMTMybQyzQY2JiLjuEFDxy/BH+evdfc7BwkOu6r+OB2x5gRXbFpZ5aTEzM5UytEC1RP/FMJMjHd4FbjNo0K/KOX//z0H9DtHS9a90F2UN+tkgpeWL0Cf5h7z+wf3Y/Za/MX77rL9nUvem8xnr07/+G/U/9mNt/6aMsu/Ve7vnvP0ZKyZ+Wd/COR79BYtMmzHffTOq2W9+ER3NujI6O8uyzz7Jt2zbWr19/qadz0ZBCImpBXWgvCO+w5J9iExUf5KljKIaKmjHRO22ym1ZgXdWGuTyLosU/csTEvBWJBXpMTMxlQyhCHjnxCF/d9VUOzx1mZXYlD9z2AD+16qfQ1Ng7EBMTcxLlaTj+FBx/OsonXwUkaCb0bow84wM3RoK85xq4RKc9SCl5cfJF/mrXX/HCxAsMpge5Z/k93LvyXm4ZuOW8xnz53x9k1w8eInf3z/PnI/2M/+UTVNyAv68+Rdcj/0Lfpz9N+y/8/AV+JOfPY489RjKZ5O673xqxQ6Sse7vnPcJ5l7DoERbd9HxI8QAAIABJREFUqF50I9Fd9iPRLZZQ3ZqCljFRMyZazsIcyqCmjciWNtEyBlo6ao+94zExby9igR4TE3PJmaxM8p3XvsO3Dn6LscoYq9pW8bnbP8d7Vr4nFuYxMTELFMcjIX7syUiUzxyI7HoChm6Cu/4YVtwaBXMzLu352lW/yhOjT/CDYz9g98xuJioTdNgd/NFNf8SH1334vI+GDIOAR7/2VV559AfMb7yPvz7RRXfaZetQGzf+6Bt0PfcQPX/4h5eVOJ+cnOTw4cO8613vuiLPPQ8rPv5oGX+qSjBVbeaiGizuqBAJ7Gwkuo3BNFraqAtusynAtYyJYmvxMv9zREoJCKSMkhAuQjgI4SFlgJRhlBBIGYAUSBkiZIAUfr1PlIQM630kEhGd0oBcdA+QSGQ0TjMXIGW9TdRt1G2NfvXrmmVRL9f71u3N8Zt1TrquXkbW/xOnti1x3eJxOeU+srlMo+WHo5PHWTRPWq5pue6UsRbsp1wjF9rlEn0BOjpuY+XKT57mr//2IhboMTExlwQ3dHnsxGN857Xv8PTY0wgp2N63nU9t/RR3L787FuYxMW93Qh+m9sLoDhjZEQnzwtGozczA8nfA9b8AK2+LPOQXOLr6uSKlZN/sPg7PHebx4cd5YuQJnNChw+5gW982fuu63+K9V733vM83h2jP+b/9H19g7zNPsfeGX+bx+TRb+mw+M/pDkjtfw9m9m8G//DLZe++9gI/sjfPMM89gGAZbt2691FM5I9IXeONlvBMlvJES3nCJMO8029Wkjt6TJLGxC70niZ6z0NostGzk+X6zlp1HgtRHSg8hPIT0kcJHCB8hPeQi28llLyqf0h7lQrx+u5QNIdrIF4vVBbtozrUpcpsirrXvgk02BGVdEC/YFoR4VA5Zcv3/FYOCoqiA0kzR7zOtdaWlzqL6wrWc0ldBAaWlrVlvbWeJ+7DEmCyynzz2ons0TUvZW69RWrouZY/yxusnJhboMTExFxEpJbumd/Hd177Lw0cfpuSX6Ev18Wsbf40Prvkgy7PLL/UUY2JiLgVSwuwRGN0ZCfKxndH+8aAujBLtsPxm2PaJ6BzyvutAu/RfYfzQ54WJF3h0+FEeG36MqeoUAJ12Jx9Y8wHuW3kfm3s2X5AfHKUQPPyVL/PcC7tw7/g4jw8b/GJPwC/9P/8JHYEcGqL79373shPn5XKZ3bt3s2XLljd87rkQHmFYIQgqhGGURNMzKpCEda9pvd7wqMqwpS2s9xVIERKWHYK5GsFcjXDeISw5kVBQBIqloK4zUDN6lFJa/ZtzGInIhre2LKDU8NwuiFUpw1PLS7XVxfEiAS58ZIstEqgXFkXRURQDVTXquVkvR7mqmvU+OoqioSgGCiooDcGoNoVjM6+3RzZtkViM2tTFtsY4i/pF16KoLWNoKPX7KYoGqKiahapaqIqJour1dq0+X7U5hqpEj09RtXpZa3lMGotFsNoUsI06SmNO9XqLyF0QzmqL4F4Y41ThGxNzZi79p1tMTMxbGiklBwsHeXz4cR488iDHisewNZt7VtzDB9Z8gJv6bkJVLl6QppiYmMuA8lQkxBuCfHQHOHNRm56AgRtg66/B4OZouXr7yhbPy6Wj6ld5cfJFnhl7hucnnme4NEwtqJHQE9wycAt3Dd3Fhs4NrGpbdUFXAUkpefhvv8KX98OBoV+GYdhSGeVX/+aLJLduZeDzn8O4TI8tO3jwIEIItmzZcto+QVChUjlAqbwfpzaM407guhP4/twiQS6l/+ZN1K6nRSd4Kk0xqFRUlKrWtDWEXVRW6+IzWrbevKZFTJ5SrotVVdFRtRSKakYCWTFQVKOe14Vyo1wXzo32SEDXc9VYot1aEOCt7YqJqur1+cTExFxuxAI9JibmguMEDs+NP8djw4/xxMgTTNUir9KW3i18fOPHuXflvaSMN+9s4ZiYmMsEKWF+GMZ3w8Tuhbw4GrUrGvRcC9d+YEGMd19zWXjHi16RQ4VDHCwcjNLsQfbO7iUQAZZmsblnM9v6tnFz/81s79/+hpaun4knv/3/8b+9AkfT6/m5g4+xbm6Y7e4E/Z/9L7R96EMoFzES/bly6NAhMpkMvb29SClxnDHK5X2Uy/solfdTLu+jVjtBY/myopjYVh+W1UsyuRJNS6FraTQtiaan0LUUmpZG05PoWiryjLZ6TNEQlZBg0iGYcAjGHYLJGtIDRUaiWM8m0HMJ9I4k5kAWczCD0Z2OvLCLBPal/1EoJibm7cel/wSMiYm54qn6VXZN72Ln1E52Tu5k9/RunNAhZaS4ZeAWbh+8ndsGbzuvc35jYmKuEJx5mD4AU/vqaW8kxmuFqF1Ro2PNVtwK/ddHYrz/OjAvzo91vvBxAxc3dHFChzlnjryTJ1/LL+T18nBpmPHKePParJllfcd6fuWaX+HmgZvZ3LsZS7PetLlKKXEPHcLZf4DHnn6azztrmEit4neOPcJH770aLbeV9O23X7Ze8waO43D8+B42boRX9/5PzM4+ie/PNtsTiRWk09fQ3/czpNPXkE5fg20PnJMwFk7Q3CvuDZfxhouIUt3TrhmYA+2kr01jLs9iLkujdyTetseTCSEJvJDQF/j1PPAEgS8I/DAqN+x+VI7aQwJfEHot/ertIowCq0XbzWU9FliUt9ohOnKuaW/GFlvYVy5b443REmTspK3nJ1/bbD65u1x8Yev4Zxz7ZE7TcNpd8adpOH3/c7vg3O97DgNdoLmf6xzXb+/jno9de7qr3lYo8rSvxMuTrVu3yhdffPFSTyMm5m3NrDPLS5MvsWNqBzsnd7J/dj+hDFEVlfXt69nSu4XbB29na99WTO3SBm6KiYm5wEgJhWOLPeKTry54xQGMJHSvj/aK918HfddD7wYwk4QixA3dZnICZ1HdDd2mkD6vfqGDF3o4QT2v18Mz7OFN6km6El10JjrpS/Wxvn0969rXsa59HT3JnjfNmyqlRBSLzed2/nsPUvj615k7Nsx3rtnME/1bGU4u44F1kg//6ntRjEtzVNyZkFISBgIRSFx3lqnp73HsxDeRHEZRQNc6yKRuJmndgGWsxdTXoMhEdE64kKfkTeEXSoSgaUcIlHkPfbqKOV1Dn3ebIaqChI6fMfEyJl7KwEsa1PXiYvEIC8GxF9Vls39rv2i/eSMgtmwGt5YslBvPwUK9cb8WgXrKuK11eZpxlh5XNie6uF/jnkJIwiXE9PmgKKCZGrqhRsnU0M2orGoqihoFPGvmSj0AmrJEXaX5b+nk2GOtgcea/9qUlklwqn2hrryufcnrTnvNaZ6H0zeck/207ySneY85ff9zGuacJnTu9zzH98clunctS7P6xp5zG+cSoCjKDinlmxrxMhboMTExr4uUktHyaNM7vmNyB8eKxwAwVZNN3ZvY3LOZLb1buL77etJm+tJOOCYm5oIRhgGlqd14w8/B2MuYk3tJ5V/D8CoACEUln+pkPNPJSCLLcSvBUctmTNepCXeRQG4I6kAGZ7jr6VEVFUuzsDUbUzOx9XquLeSWZkVJtxbKraluz1k5OhOddNqddCY6SeiJC/W0LYkMQ9zDh/HHI8+8e/AQ1Wefwdl/gHB2dlHfg9vv4YHeW5hUswB86t1r+R/vXvemzq+BU/GpznvUSh7Vkket5C+Uix5uNSDwQnxPELghgV8v+y7pvj20rXyKdP8rKFpIudRBYWoNwZF7cQtDRAG2zh1LgV5DoVdX6dIVTDX6dj8XCCYDST6QzIUS/+SvtAqoihLF+WpEzW4IRVgkIhv9lUX1usBkcT+lbjylX6vwXNQ/GrwRbuX1+inNG7b0U+vXN+yq0hI8u3Hv5o1QFFBVBc1U0Q1tkajWjLrNVOsiu9Ee9VnUXr9O1eJAZzExDS6GQI+XuMfExCxCSsmJ0glemHiB5yeeZ8fkjmZk4oyZ4caeG/ngmg+ypXcL13ZeG3vIY2KuUJzAYaIywUR1IsrLY/jT+0lMH6Jzbpih8izrnCo5EakeDzhgmuyzTPZn2tlnmRwyDFQzRVJPkDYtkrpNQk+Q0m06tK7TCumGWG61n42wNtTL03u8FO6Ro1SefQZZc6g88wzVHTuQtdqiPta115C+806stWtRdI2qgP8638V3xqPn/DfXhPzs++5iXW/mws+vFpAfKTEzUmZmuEx+tMz8dA335LO9iQSfnTZIZEzsVJRnGoIueQwl/SNC6zFQ5lFkO7bys0xMXMXug6O8a9v76d3U3/S0qpqCWs8VNSo37IoS5fgBcrSCGK8gxsqIyWo0j4yJeVUb+vIM1uoc3VmTdXVBq6p1EanWRXmLYI6JiYm5kogFekzM25yqX+Vg4SC7pnfx8tTLvDz9MjO1GQC6El1s7d3Klt4t3NhzI2vb18YR12NirhBCETLrzHKidIIj80c4MneEkfIIk5VJCqUx2svTrPc8rvE8rnE97vV8kvVVdYGiMpXpYXj5Bspda3F7r0XpuYZMopMtZoY7jBQpI0VST17QaOVXKjIIcA4cQFarzH3rX6g89xzB+MIedr27m9zP/RyJjRswV60CRUHL5TCHhhaN88A3X+K7+0fZMvcSv/2Bm7n7/nve+NykpFxwmRleEOMzIyWKMwtneycyBl3L0qzd1ku2M0G63SKRiYR4MmtipQxUVakHeRuhVNpLsfgyM/nHqFQOoSgmPd330N/3ITo6bsd1fb785S+zbt067njv5jPOUXgh/lgZ9+gczoEC3okiCEBXMQfT2PeuwL66A6M/FYvumJiYtzyxQI+JeRtRC2q8OvMqL0+/zO7p3RwsHGS0vLBvdCgzxM39N3NDzw1s69vGyuzK+MtQTMxlipCC6eo045VxxivjjJXHGK+MM1wa5kTxBOOVcczQZ5Xvs9rzWR/Cu0KVlZ5Dl1NubgEMjQRBz0b0gc0wcCP0XYfefTUDusnAJX2ElzdSSmo7dlB69DHmvvtdgvwsUlFRkykSt91O+qObSb7jZpRMG5gmoCKExGnutQZ5osTTx2f5zqtjFKbG2FUxua64h9+5eT2rlt3A0V3TSBHtJxZCROX63mwRLuzXDn2B74b4TojvBvhuSK3sUy64lAsOgSeiSSuQ60nSsyLLtbcN0LUsQ9dQmmTWPOW93vNmKZVeYnruMN7UDKXiHoqlPQRBdByeoujkcttYNvgf6O39aQwj17z2+eefwnEc7rrrriWfO1H18cYreEfncQ7P4Z0oQX2lhjGYJnPnEPb6dsxlGRQ9/lE4Jibm7UW8Bz0m5i2KlJKxyhg7J3eya3pXU5A3AiWtzK5kfcd61ubWsq59HZu6N9GV6LrEs46JuTBIKakGVWZrsxTcAnPuHKEIuXPozst+FUggAubcOeacuebcC06BqerUIjE+WZ0kEAFISW8YstIPWC80NmBxVRDS75Roq841x5WqgdK1Frqvrqd1URC39lVwGR/TdbaIUOA5IZ4TRELVC/HdkMCN8tYUeHUx6wtCXxAGohm5WgRRHtZzEYooUJkEGQhC10OGIqpLkIoK5/GachTJ05bPTisgIVzssIopFd5X9shpK895PEUBw9LQLQ3D0rBTBul2m3S7Ra4nQddQho6BFKa9tG9GCJ+5ueeZnv4hM/nHcJyRlrF10qn1ZLIbyWQ2ks1sJJVah6aderSc67p86UtfYmhoiF/6pV+KgsflHZxDBZzDc/gjZcJ5tz5wJMjt1TnMFVnM5Rm0dLxtKiYm5vIl3oMeExNz1kgpOTp/lBcnX2TH5A52Tu1kojIBQMpIsbFrIx/f+HGu776e67qvo91uv8Qzjok5d0IRNkVqvpZnpjbDTG2G6do0M7UZCk6BeXeeWWcWJ3ROuf4zt3yGD675IG7oUvbLlL0yFb9C2S9T9atLRg1vBDkLRBAlGSyURUAoQ3zhE4oQIQWBDAhFSChDQhESyCCy1/s22hr1k9uWmjeAicI2JcVNis3aEIa8BN3VebLlabTAXehoJKFzNQxsh56rm4JcaV91WZwvvhRSSDw3xK36eLUAt7qQorqPWwsiAV6LbM2yE5UD9/WjtLei6Sq6pWKYGpreCJylNstmUo/KuoqmKYj5Odx9ewkmxlACHy2VRNU17HVrSVyzHi1hN/dUL9pXfVI+43gMV6O/1V+9dIyRSsCGykHumHuO2z7wMZZv2n7SNZy6V7tlz3ajrBvRvM91xZOUkkLhGSYmvs30zKMEwRyqatPRcRvLBn+ZTGYj6fTV6HoG9Sz3/7/wwgvUajW2D15H4V8O4RwqEBaix6zlLMxVWcz+FHpfCmsog5q8cuIKxMTExFwMYg96TMwVih/67Jvdx8tTL/PS1EvsmNxBwY3OG+5OdLOldwubezezuWcza3Jr4n2iMVcURa/I/vx+Ds0d4uj8USYqE4xVxjhRPIEbuov66opOZ6KTnmQPHXYHWTNLu93ejNDdbreTs3L8+XN/zsHZgwDnFEm8ETlcV3Q0VUNXdXRVR1M0DNVoljVVa/Zp1DVFW7qtpb31ek3RSOgJ2u12uhWLodlj9IzvJT3xKvrMIRRRP99ZUSG3ArrWQueahdS1FjL9r3fOzkXB90KcchT9u1b2cep5a9mp12tlD68anP784TqGrWEldAxbx2wtJzTMhI5p63Vb5EE2LA3T1tDNRr3eZkZHQ70eQaFA6d//ncI//TPu4cMgBFpXF9n776ft/e8nsWnjGZ8DKSWzFY+pksuzr83w3ZdO8PJopXkEsCpD3j/xELeu7eaeT/w27X0Xb0OBEAFTU9/nxIm/pVR+FV3P0tX5Lrp77qWz43Y0LXnOY4Zlj+lXhvm7H/wzfSLHfe71KJaGtTqHvTaHtbYdvdOOt029hZFSIoBQSgIJQsqFMpJQQlC3iUaZlnL9mmaZhXJYvy6UELJgEy1nmtdPmKNRaT1WvdnnFPvC3E8Zg5Yj7FpOEj+bMWhtX2qMRfaTHsPJZ7OfdI+l73365+H17rFojLN8DEvfe4nHKE8ao+UxLHXvd7Sl+Piybi53Yg96TEzMIgpOgceHH+eHx3/I8xPPN4XKYHqQO5bdwZbeLWzp3cJQZij+EhRzRSClZKQ0wp78HvbM7OFg4SATlYnmUX4QnR4wmB5kIDXALf23sLJtJcsyy5rHY+Ws3FktW//0zZ/mXw//K0kjScpIkTEypMx6bqRIGIlmNHFbt5vHeemqfnH+PbllGHkejj8DR74NoztAhpFHfNk2WPvuaEl670bouAr0S7MUOPBDSnmHUt6hWM9Lsw7VeZfKvEdlzsU/jTdbVZV6NHADOx0FJrPTBnbKwErqmAkdKxkJbStpNOumrZ1RVL8RZBhS27WLIJ+n/KNHmf/ud0EIrGuuofPXfx01maT95z9CmM5ScQNmZquUnICyG1B2fSbmaozPzOM4DkenyxyccZioCjy5MOdOd4Zt1aOsEtP0rVrNtdesZeu2/0zH4MV/vz548NOMjv0zyeRVXH31A/T1fhBNs855nLDiU9s9TfWlKbwTJX5svIrQBHdfextdW1dircyivIl/t7cbo47HlBdQDUOqoaAmJNUwpCYknhB4QuJLiS8knlxs8+q2QJwkeusiWMjFwjoSzwvCeJF90bWL+8RcGJSTc6XVppzG3vL/U+wsHC148hgs/k1XaRmp9ah45eT2Je6xYFdOvU5ZYoyWewzZ8faWBrEHPSbmMme6Os2PTvyIR44/wouTLxLKkMH0IO8ceiebezZzY8+NdCcv/18cY2IAZmoz7Mvv40TpBN8/8n2Ol44z784DYGkWa3Nr6Un2sKFrAxs6N7C2fS3die631g9OvgP5QzC1H6b31fP9UDgKUkTe8YHNcNU7YfVdkTjXz108vVG8WkBhosrseIXCRIXCeIXZiSrFmdoi94qqKaTbLVI5i1SbRbItivxtpw3MlI6eNDCTOkZSRzXVyFsmJKGQzTwqi6ZNtLRFuSAIZSQQGvawfm3DFoqF8aQkDE8dIxREYwUhQRDijI3jjk/gzuQJ/IBQUQlVDWVwEC/XQUUxKDs+ZU9Q9QW+PPPrMBVU6HGnaRdlepMKvbkkq/vauPGqPjqXLaf3qjWo2qVb0TQ/v5MdO3+R/v6f5er1n0U5x/3z0hfU9uWpvjSFc6AAQqL3Jqmu1vmHnd/m5ptv5r777nuTZn9lUwlD9pRqFIMQQeRhfLVcY8T1yHsBs35ANRQ4QlIOQ0pBJL7PFQWwVAVDUTBUBUtVMZTo/HhdiZKqgK4oaChoCmgn2+u2pp2l7Iv7aAqLxmv0UVv703qPxfNotTfHYGGs1nG1lrEajxnq59i3PA+LxeHSonHheTuTMG05m/4ke/Ps+rMQpqcT12+pz7m3MLEHPSbmbUhjL/kTo0/wyPFH2DW9C4lkZXYlH9/4ce5ZcQ/XdFwTv5HHXNY0XsfPTTzHgdkD7JnZgxM6jJfH8YQHwLr2ddy9/G42dm1kY+dG1rSvuaLOuT4tQkB1BopjUSqNwfwIzByCqX0LQhxA0aL94r0bYNOHYWgbLLsJ7OwFn5aUkqoXMlfzKTk+JSeg5PgUawFTszWmp6vk8zXm5hzmSx5VL8RH4isQKqCYKugq9CtIlci7RsN75hOWSgTzC2L7PHTFm4KKRAVUBKoUqCJEESEqEkUKVBKo7ctQFAlSRG1VF6N8AkP6pIRHu/AxhYclfZKmStoyyCZNsimbXDpBby5Ff2eGTK6NdNsK2nr6SLd3oFwmwfeCoMzk5PcYHfs6pdIedD3HqpW/c9biXEqJd7RIZecktVdmkG6ImjFJ3zpA8sYe9L4k//RP/4RlWdx+++1v8qO5PJn2fA5UHKa9aPvMuOvz8Mw8k65f92ZHots96R+GCvSYBp2mRoeh02XqWKpKWlPJ6hq2qjbFYqehM2SbJDWVpKqS0NSorKmLRLgWfz94eyIElCdg7gQUjke5Mwd+DQLn1FwEIEKQAinDZjnK63Vx6mqoc3lrP3lp/Mn21vHcNT9F5oP/7dwe81uUWKDHxFwGSCl5ZeYVHjryED8e+XHz6LP17ev57Rt+m3eveDerc6sv8SxjYk7PdHWaHVM72DW1i2PFYxydP9p8HRuqwfb+7WSMDLcP3s49K+4hZaRY177ujUVUF6L+BaM1hedYP8c+fhXcIrilaEm6W2pJxYVcnLTHvVWIb/zZevC2ayLbBfCO58suByZKTJVcpksu02WXshtwIl9lougwV/WZr3n44Rm+WkmJAdgqWEmwNUgYYGqgKz6aFGh1oasRRoIXATJEVQUKIYoSghKJYKX+BU8JAxQRIBvlMECKKEdE4ygIVClRkM1xFSkX5ZG9Iaxl85rF10dtqqz3l7KeQJESTdfR7ASarmOmUiT6+rGSKcxEEiuZwEwkm8lKpkhmsyTbciSybdjpNOoVFM8jCEocOfplxsa+SRhWSKfWs27t/0p//4fQ9cyZr8/XqO6aprpzimCmhmJqJDZ2kryxB2t1DqXuvnzkkUc4fPgw999/P8nkue9fv1LwheSVcpVDFZeDVYdjNZdKIDjmuByreaf0vy6dYFtbCkNVMBWFpKZycy5Nl6mj10X0Mtukw7g8v45LGf3gJurL22U9F4293y3tsmWZvBBRn7CZ0ywvNYZosUlJcxXMyStpgpZVMievmgnqq2oCIfBCgR80xmsdv3G/pR4TC/3Fgg0Wz7N1n3bj+sb+71PKLL6O+v5xedK9mzmnPs/NMRvtQpCTRZbJMVbIUZbLMVbKUVYyygDTmCz+7KlICxcTp5FklLsY+FKj/k5LiIHAIozeaQnrSaCeMT7IBXu9TbTxkYtzq8ueeIl7TMwlZKQ0woNHHuTBIw9yvHgcUzW5ZeAWbl92O7cN3sZAOj6FOOYiIgSEbvTLeuC2JAdCDwKH0KsyUx5lujhCvjzKfHWK2dIY+fI4lpQkFY1uI0O7nmTA7qTXypFARZUni+lzFcrhqe3n9Dv+hUPqNtJIIY00wkgijRRCT7akFIHdSWB14tudBFYHvtEWfekKBVKESCHq51oLxEl1KQQiDBfVq37IlKOQ92CkpnGsqjHh6Ux6Op5QCFnsMdMJMRG0yyqZsILp17CCGmZQxQqqWMLFFF7dK+xhhS6G9NFlwJl8b6qmoRlmJHR1Hc0w0HQdVVsoa7qBquvohoGq6VFZ11F1A03XIpsERQgUIVCFQAlDlCAS8GoQgu+jOA5Uq1CtIstVKJeRpRKUSiiuFwn3FvHdEONGVzfWwADm8iHsdetQTAtr7RqSW7eiGG+BVRqvg5SSUmkP+fzjjIz+I56Xp6/vAywb/GWy2RvOuPpKSol3rEjpiVGcfXmQYK7MktrWR2JTF6q5+AeKV155hW9961ts2bKFn/7pn76iV3dJKZnxA45WXY7WPKY8n1fLNV4t16iGglk/pCai1S+6AlclbNK6Sq9psK0txaZ0gj7LQFEgrWn0Wef3WgtCQc0P8UOJHwq8QOAGgoobUPNDJosOXiCa7W4QMj7v4AYCPxD4YdTmhVG5IVyDuq3iBk1B29g20iqG/Rbhe6WhKGBqKoamoipR3Au1vpReqedRXUFplmnWlfoSeqWlf6OfUr+BAs3xGsvhFRrXLC6rjSXxLX3VZnnxvRt5QtbIBdO0h3lywTSd/gTd3jDd3gjd7jC2qDQfb6AY5K0hZuzlFKxB5swB5q1+5q1+SnYfoZZo3quxpF5tKTeWZ5z8OBbZWv5NL3p8S9gW+kWPUdcUtPqqDrWZL/wNtJa/z0AuwcbBtgv9krjgXIwl7rFAj4m5yMy78/zg+A948LUH2Tm1E4CtvVt53+r38e4V7yZjntmrEROziDCIvLbOHDjz55CKLWLcgUaE8DeAVDQU3Y68wrodBTLTLNAMUDVQ9ZZ0mrqinWKTqhbtKQ5F5DUJ6vuI/RA/CKN6GC5hDwmD+n7lUDT3Mgf1MVrHElKJRDQKQkZJNsr1PBCRR+HNIERl1uxgxuykYOQQqExZ3RSMdqr6Yq/YO5mQAAAgAElEQVRkJijTIYq0h2US+JgELJPzZPFJCh8jlASegu8qgA6KjmlZJHNJ0h0p2roytPVkMRMWummim/XcMOv1hbJmmOiajhoGKH4AtRqiUkFUqohqZaFcqSykanXJclitICtVRK12aqjipVBVtLY2tFwuSu3tLeUo11ttuRyKbaOmUle0UDwfarVhJia+w8Tkd6hWjwDQ3n4za1b/IdnspjNeL4Wk9mqe8k9G8IZLqEmd1Dv6Sd3Uj55bepVHoVDgq1/9Kj09PXz0ox9Fu4h762VdWPp1b6kbhniBoOaFFN2AQhAy7wfM+yF5L2DODyiHgooQVKSkEoaUhcCRkhoSFygrEu+kl00ylLT5YIQSTUDOESRqAiMQqOHpPctLeW1bPb0nx1cI6ltDAiHPy2OZMjUSpo6pKeiaiq4pmJqKqavoamQz6rakqTeFk67WBVRdPGlq1E/XFHRVbbadKmZbxW4khBUUtLr4agqv5rgL4ldVG+L0VIHaOp5WH6cxF71ejuYd1TUtegyqomBo0Xwve6SE8iRM7oGJPdG2p/nRaCtUcTT6PF+EAm1D0YqrzjULecdV0Wkel+nxmW9V4j3oMTFvEfzQ58nRJ/neke/x+PDj+MJnVdsqfvfG3+W9V7039pTHnB4poZqH+eHow7uZWurlyTMMooDd1kzCzuJk+ym19VOSASXhMRc6FIIqs36F2bCCA3iKgqco+KpGW7KHjswAPZll9GVX0p9byWBuNelER12IW6BZKGfxRUGIEKdcpjo/R604T7VYrOdzVItFnFKRWrmEUypRKxdxK2W8Wu2M4+qGiW7bGJaFaScwLAvDstGSkTe34dnVdB27WW94dXVUTUNVNRRVRVVVFDWKHK6oWr0eJdSF5X8hCkF9l7NQlOZyQalEbaFUKPmSsi8peZKSJ6LcDSm6IUVXUHIDnEAyWfII6h6r6EszrGxPcGt/mqGczfI2k76UQW/KoEMhCuA26VCYcpiZ8Jid8Qnr2wUVHfoGoSsn6GoL6Mz4JDQP6QfIIED6PnJ6FlGtIqtVwhZxHVar+A3BXRfX8iye/wZqMomaSi3kqRR6T8+i+qJyqtG/tZxETSRQM5nLZh/35YYQAeXyXmZnn2Qm/xjz89EPvrncdpYv/wTdXfdgmp1nHEeGgsqLk5R/MkKQd9A6bXIfXE1yc+8p3vJWgiDgW9/6FgAf+tCHzkmcCyEpVD1mKx4VL6TmhdT8AC8QHJupRMHRpGS84lERgrznUw4EgaZQCkNcBTwFXCQYKlJXQVeQRj1OgnYGkRZFKkTxo1wNJEoo0H1JzhNYrsB0BGYoMKSySCxqmoJQVQJ1wdOqqVEwtqWEa9MLy4KYXBDGkRjW1AVxqdfLtqFi6RpGQ1jrKmlLx9I1+tosLF3D1NVme9q6SKdNxJw7YQCTr8CJZ6M0/ByUxhfak53QtiwS3qvugOxAlDL99fIgGPalm3/MRSf2oMfEvEk09pV/77Xv8fCxh5lz5+iwO7h/1f2876r3cW3ntfGHacwCQsDsERh7CcZ2wtTeBQEeOIv76onow7yRsgOQ6AC7jdDKMK/AvCqZkQHDfpFjzgyj5TFmajPMOrOMlEcIWvZI64pOb6qXgfQA/al+BtIDDKQG6E/3M5AaoC/Vh6md+fgTEYaUC3lK+Tyl/DSl/Azl/AzluQLV+QLV+XlqxXlq5dJpvad2Kk0im8VOZ0hkotxOpTGSaRQ7hbBSCDMBpo00bDAs0C0CVceruTjFEm6pQq1cxa3WcF0fzwtw/RA3CPGCEDeQ0ZJRIfFD8KTEF+BL8NHwlUh0+4pKoGj4ioqvaJFNVQmVN+YlTPoOab9K2quR8Wuk/SpGGNBbLbCqOMZV82P0VWYJrBw1u4taohPH7qKW6KJmd1JLdBEY6eZ4WlAjUx4mUxomUzpBpjxMsjqFcjZbAFT19MJ5yXJysZBuadNSKZREIhbUbwJSCqrVY5RKr1As7qZY2k2ptBchoveGTHoDPT0/RV/f+7Hts/vBVwpJddc0xR8eJ5x1MJalydy5jMSGLhRVQUqJ4wvKblAX0CGOv5Dvf+EnTBzew8CN78TuWYkXRHt/a17AZMVjPoi81VUpmPUiT7angK9CTUqErpwirKWugKHCGbygqgRTQlJRSCgKSUUlqUZ5VtfI1AOsZTWNNkOj09LptAxyhka7oZPSIy9ywtDq3uH4szjmAlKbiz7LR3fA3n+NAoQ2PsfblsPy7TC4JToys3cDJDsu7Xxjzol4ifsSxAI95nLnePE43z/6fb5/5PscKx7DVE3uWn4X77vqfdwyeMtbI0p1zBsn8OD4U3Dksboo3wX148bQE9BzDeSW10X4ELQtw8/0MmulmJQ+o5UxRsujjJfHmXPnmHVmGa+MM1mZJJCLg8QYqsFAeoDuRDftdjtDmSFWZleyPLucwfQg3YlutLMIfCWFoFyYZX5qguL0FPNTk1GajurFmRkCFAJFbybsFEa2Ay2dRUtmIZECK4U0EwS6jadZeIqBh44rFSpetD+y4oVUvSAqOwG1QLyhp1uVAiMMMESAKUMMGWJKgYHAVCSGIjEUMJD1JNCVqGwio7LSKBP1R2IqEq2uKTRAi/RG09tmKJKMKslqkjZNkFIkKDo+Om5oUAtNqr5BLTCoBiY1X6fq61RdHdmyG1xRJCk7JG0L0omQbEqQa4O2NpVUWke1DBRdj5JhgK6j6AaKuYTdMKKk6yiWFYuTywgpQ1xvGtcZo1w+SLmyn3JpP6XyPsKwDICq2mQyG8hmNpHNXk97xy1YZtdZje8GIcP5CqVXZkg8N0m6FDCd1HikS+N5JWDeCSg7ASU3oByEhIYaeagX5QpZw6PHqjCtZShoqUhot3iyzySwdQkJRSFVj1ae0bS6oFbpTZr0JkwymkrO0MnqGm26tii347PVYy4XwgAmdsPw89GP66M7IH94oX3gRlh5W5QPvQPaBi/dXGMuCLFAX4JYoMdcbkgpOVY8xk9GfsLDRx9mT34PCgpberfE+8pjFlObg8OPwP6HotwtgmpA30bEwA2UutYwlu3juGUz6eSZc+cYr4wzUhphpDRC3smfMmTOytFut5MzO+i0ltGmD9Bm9KCKLIGfxFSyKDJB1Q0puwFlty563cgL5gaCNT1p+ttsXD+kUqlSqVSoVmtUay41x8VxfRwvwAtCAiIPcoiKUDSEpiNUg1DR8Op7ts8FTYGUoZJQJUkZkAhc7MAl4dWwKiWs0hwJr0Yi9CJ74GETksimSWRSWOkkdjpJIpPGzmaw29Ik2jIkclnstiyJTBIrncJM2Ci2jfIG98iKUODVQtyaj1sN8GoBbi1YVPZOsru1qN6wLeXYVnWFdM4i3W6Tyllku2yyXYl6skm326hXwt7KmEVIKQnDMr4/hx/ME/jz+ME8vj9H4Bfx/BlcZwLHncB1x/G86ei4ozqaliKdXk86fU1dkF9HMrkaVT3zVpLh2SpFx+fZI7M8fXiG16bK9My6fAKba9HYp4X8VTpkX4eJnjMhoSFMDU9TqGkQvM7LTQ9DEiKkM5WizWgIZ512M/JQtxl6U0xndXWRuM7qGla8yiLmSkAICGrRZ/f8MMwNw/yJej68kPvVqH+6L/KMD26O0sCNkGi/tI8h5oITC/QliAV6zOVAxa/w3PhzPDX6FE+NPdU8Turqjqt576r38p5V76Ev1XeJZxlzOeDOHMTZ+220gz8gOfoSqgypWRkO96zhhVwPT5kax51ppmvTCLnYS6wpGn2pPgbTgyzLLKPTHKBU6sR326jVUsyVdYo1wYHJEoWq97qBhTQFEjokVImtCEwCNOFD4HM8TOOjockQVYZozSQwVDB1FcvQsE2DhG2SsC0SSZtUMolt6hj1QERJU8M2NGxFYDg1zFoZq1ZGL5cxKvOY5SJGuYheyKNOjWOPDmOU5hZJesWy0Lu70To6MAYHMJevwFw+hN7bh97djd7THQUCOw+vbxgI3GqAU/FxKz5ONcCt+riVKPfcEN8J8Z2gWfacIMrdyB54Z/DkK2DaOlZCx0zW84SOlaznLWU7ZZDpsEm3W9hpI/ZkX0EIEeB5UzjOGI4zhuuO47gTeF4e3y9EyZvF8wtIeerxWw1UNYFt92Nb/VhWH5bdh2X1YVv9pFKrse1lZ31WOcD+iSLf3z3Ov786yYHJUtN+fy7NB6TOaELliT6DHd0G0+rCG4alKgxaJj2mTq9l0Gsa9JjRmdwdhk6uLqxfeeYpdj/9NFctH+IjH/kIqVTq/J7AmJjzRYh6cFMnEsZ+PT9tvXaGPrWFFNQW10N36TkkOqIVbrmhaMn64GZYfnPsHX+bEAv0JYgFesylQErJwcJBnhp7iidHn+SlqZcIREBST7K9fzu3Dd7GLQO3sCyz7FJPNeZNREpJ2S8z58wx685ScAoUnAKzTr3sFpit5WmfPc6GmePcND/DWi/6gH/N0HksmeTxZILdlomhWfSl+pqpN9lLf7qfvmRUF34bLx2vsXukyK7hOWYrHnNVj5pfP+JHhV5bIamFDOguaVHD8CuYThFZK6NWCpiVPKbwMaWHJhcfxNXY453ItpHIZElms6Ry7WS6esh299DW3UO6vRPV9xHlMmGphChXEOUSYalEOFsgyM8Q5mcJZmcJ83mCfJ4wn0dUq0s+f2oqFUXk7ujA6O9D7+tH7+lG7+7GXLYMY/ly9O7usxKqUkqcik9lzqVccKnMuXXhHYltpxpEIrylHrjh646pWxqmpWHYGqatY1gapq1h2Hpks7TTiu3IbmBaWvNs6JgrF98v4rhjuHUB7rjjC2LcGcP1Jhd5ugE0LY1pdmIaHRhmB4bRgWm0R2W9HcNoQ9fbotxow9DbUFX7Df0wU6h4/HDfJD8+OE3ZCXji0DQAW1d28J71PZglj53lKi8m4XAmCmTYrmvc0ZFhYzrBupTNuqTN8oSJ9jrzEELw0EMPsWPHDrZu3cr9999/USO2x1yhSBkJYbdUT8Xo9JDW+sl2r/L64vnkmCxni6qDkYyCmhqJhaQnTqrbUT/DXmizs/WtZkORKDfjH6bezsQCfQligR5zMaj6VQ7PHWb/7H52T+/mmbFnmKpNAbC+fT23Dt7KbYO3cUP3DRhavKf8SiQQAWWvTNErUvJKFL0iRa/IvDu/ILadBRHesPknHUWmSslq3+cGX7LVF2wvF+n0XQQKox1DjA1ez9yKWzB6rqbD7qDdbidNArUa1iOXz3N8ssCeySqvzQUcK8O4q5MPTQQKlvTo82ZIekV06bOqepwOr0AqrKDW10pruh4FVEulSSRT2IkktmVjmxaWbmBpGhYKFgpmIDDCEGoOohpF516I4F2P3F0uR6lSWeqpa3nwKlpHB3pnJ3pnB1pHS97Vhd7dhd7VhdbRgdbRgWqeOdBcA88JKM06lPL1NOs0hXi54FCZ8wiX2Jeu6SpWKvJOW8lINNspHStlYCcjm50yTuljJvR4CfnbgIUl5/N4fr4uukdwnNGoXBuh5ow293s3UBQj8nLb/XWP9wC2HSXLimy6/uZtZfJDwdGZCqOFGrtH5nGDkJ8cmmbPaHQc00CbTS5pcsPyNt594yCPvzbN990qwwkVXUhu0k1uHmznXd1t3JBNvq4YP5kwDPn2t7/Nnj17uO2227j77rvj1R5vVcIgEsCh13IEpxuJZvc0wrphWyS8W9rk6/8wCkSC2MqAlY3Eb0Mgn5WgbpRb+y9xffxdLeYCEQv0JYgFesyFwhc+E5UJxspjjJWjgFvHi8fZP7uf48XjyLr4abPauLn/Zm4dvJVbBm6hJ9lziWcesxRSSiYqExwrHmO6Nk2+lidfy1NwC5H4douU/FIkxt0i1WBpL2+DtJGm3W6n3W6nw4qEdbuVYyiUrCjn6ZsbpSN/jMT0AVQ/OoJKmBmcni3M525kylxHqRpSaUQwL85Tnp/nNcdiXGlj2uxixuwiUDTmjTakoqJIQWdYpFuU6MDhHeEJBkQZS0iMIET3AwzPR3ccjGoNvVzFKJVQa8457vwGJZGIjrFKJFqOu6qndAotnUZNZ1DTabRMGjWdRk0tlLXOTrS2tvOO2B36gtKsQzFfozjjUKrnxZkaxbyDU178Q4imq6RyJqmWfdrpnFWvR7mdNtANNRYPlzFSCqQM+P/ZO+9wSaoy/3/equ6+ce6dmTs5MEmYERAWlCTJQJJgdg0gZnRFV8WAurqroosKRswJc1oxr+lnYFdXMUcQEQaQGeKkO3Njhzq/P963uqv79r23um83cxvO93n6qapTp956+9Spb533nPe8x7lSYluqOZ4ufWqeUjRBqTRGqTROZNtSaYxSpNticcRczocpFHZTLA7jaoIogo5+93SvprtnjRneq/Vnhngut6QhV/PZEEWO0bzGgojjQsQxInaP5tm+Z5ztu8fZtnuc7XvGuWN4nKimuXbYmkFOO3g5x2wcYkepyPe27eJH+Ql2ZCCMHEdNBjx+1WLOOXgFi3LNGSfj4+N87Wtf44YbbuCUU07hhBNOaMG/n0coFSFK/FxUfRwV1aXaleycbcvHUc1xfD7xm3JNSUeWZ5U5g9yZZJYK6podG9dlYztfnV6crMk3qbIaQaZHDevuATOwzcjuSh7br3uwJk9i36/j7dFB8AZ6HXgD3SMtCiU1wLePbi8b4LExfvvo7dw9dnfVnN9AAlb2rWTzos1sWbyFzYt1u7JvpW/wzyOUohLbR7Zz454b2Tq8la17trJ1eCs3D988xejuCrtY3L2YgdwAC3ILytsFuQUMdA0wkBuoTssNMJDtZ2GpBLtuZ/KurRR23orbdTPZndfRs+8mcjayVnQhd5SWcMvkYm4cH+LGwkq2RUPkJUc+yFGQLJNhN6PdCxkOFzAiXVUB1AajCTZM7KBncpRVu+/khNt+z4bhO+mKphoPQX8/wcACwv4FBAsWmAGtxnPQ30fQ00vQ0410deu2u5ug27Y9PZU1pXt7CXp7W7YUVlSKyE+UKEwm5mqXtyUKk0Xy47adKJEfr4yKj+yZrAqWFoTCgsXdDCzpZsGSHgaGuhkY6mHBUDcLhrrpXZC7X7mOO+eIoglKpVGKxVFKpVFKpTGiKJ8wUItEtnVRbLgWcK5EZFsXFXFMZwAXZzGYG7lmtmsjM4zb3+YIgh7CsIcw7CWT6SebWUg2u0jdyrML9WdpaoyvIZsdaOgek8USu0bz7BzJs3M0z86RSXaN5tk3UWR4vMA9+yYZzRcZm6wsSzZZjBgvlBidLDKWn3lUMRBYOdjD6kU9rFnYw5pFPaxf0seKBV2s78lx/a5R/rRnlN+OTfCzTJHxUOgtOo7f5zitr48zDlvF0pXNj+iXSiV+85vfcPXVVzMxMcGZZ57JUUcd1bS8ewWFcdh9q64vPXIX7Lszsb0bxncl5iSP634dvu0YSAgSQGDb+DjMQKjLT5LpgjCno8hV+7YNc4l8XdPs52qM7YRx7UelPe6H8AZ6HXgD3SPGZGmSO0buKBvcVdsRNcBdojEYSMDyXl3reXX/6vJaz6v7V5fn/np39fmHydIk1+28jnwpzw9u+QHf2votxovj5fPLepexcXAjmxZuYuPgRjYMbmB573KGeoboDnoYmSwxki8yNjrC5PCdFPbcQX7nbRR3/gPZdzvZsbvpzu+ir7SbQTfMQkYIpXoUIXLC391q/hht4o9uE3+INnGDW0uB+r3+oYvoiQr0FSZYNrqTFSM7GZoYJnQR6/beyYPG7mTZoj4yK5aTXbaMcGgJmcWLCBctIly4sPIbHNRR6uzc62UUOYqTJQp5C4QW71swtGK8X/uzgGn58aIZ4pY2UaJUSDfaEmSEXFeGXE9I/6JuBobMCF+iRvjAkm76BrvmZIBHUb48ehpFeSKXx0UFNVSjAlE0mdjPE7kCuAjnIiBSQxKn84pdhCMqb52NWsV5cKXK+Sl5dSRLjeLkdZZu1zob/XKupCO9ZoCrQT5CqTQGzG1puakIEMkgEtb8MjXb2dJDxIVQCiAKkEigJBBpurgAXKB5nOUhsHMhogvSIU7AjqWc3867QNMIK3JcnC8o5wlcjiDqQlw3QdRDQE7lQnVfgHPgLMkl0hLH2iniKJQixiZLTBZLFIoRxchRKjnG8kWKxYhCyRG5SnebJH4AGRGyYUAYCKFAIEIoQoDuB4Kd0309DwGVcxl7F3YHcH2vsLULbsg5/twv3NwX4KzTePlExMOKGU5fPMDJBy2lb+nc5sY65/jb3/7GD3/4Q3bs2MGGDRs4/fTTWbFingQ9LYzDrpth11bYdRPsvMn2t8Le7VPzZ/tgwXKNrt272Nyne8wF2uYbBxn7hTXbjBq9wTSGcPk4qHMc56k9TsqQ2WVOe9/7T2elh8d8gzfQ68Ab6PcfjBXGdJ3n0TvK6z0nDfDaJafiiNcr+1ZWGeHxdlnvMr8GeYegFJW4fvf1/OqOX/Gpaz9Vfta5IMcZG85gU99D6JXVuMJido3A5Nheuke2UdixlZ7R2xnM30F/cSeLSrtZKsMslT0slKnzqSMn7GSAu91CdrpBdjHAsCxkOFjIWHYxE7khCplBijJIrlCid2SY7t07yA3vomvXDrqHd9JjS3/pdoL+wQX09PeSXb26PP86u3wZ2dWry79woDJa5yJHsRBRLJQo5iOK+RLFQkSpEFHIlyjlIz1v6cW85StYvsQ18flaI7s4qedTQyCbCzVoWp2AacltzgKoZS2AmgZZqz4XZoKyIVpxQZ6odkkujZfdkqMpaYn0xHHFIJ+o67bcXgTm8qzb6v0QEDVk0Ua2GrZxHt0XM5iDsIdMpo8wjH+9ZMI+wkx/Zd/SgyCn1wdZAsmY8Rwb0FkkCOukZxL3rw/nHNG+AsXdExR3TVDaNUFpX55orEA0XiQaL+JsG02zVNyMKFuxZliI6G5NGkJ1umBlSXm/2jLWAwfWwaLdGg5s35W3UYQa204N7AgoOUehpEZ5MXLlazF58Y1EoCcXkg0DMmFAJhQyYUA2o/tZ2w8DqXhclfWU5Cbxf3UzEcC20HFzFu4JHTtDx9as49qs4/ZEH+DCCA4jwxHd3Ry5qI8jVgyydFFPSzy8JicnufHGG/nVr37FrbfeytDQEKeddhoHHXTQveNBVirYaPddOgJeHgW/Q0fA49/Yjurreodg8SYY2gSLN+pvwUpYsAL6l0NXf/t19/DwuF/BG+h14A30+w6cc+yc2Mk/9v6DbSPbuG3fbdy27za27dP9XRO7qvJngyyr+leVDfBVfauqjpf1LiOTYm1Yj/mH4clhbtl7Cz+59f/45W03cP3ddzE20Y0rLGRRuInBYB3h6DBD+Z0sLdzJKnawXu5kQ3An6+VOlsjeKnmTLsOuqJ/hUi97Sz2Mul4mM4OUeoaQvuXkFq+ib9l6FgyuYGkuR+/kONHOnRTuupvCtm3kt21jfPtdTN69k1IUEIVZoiBH1NNPsGotLFoCA4txAwthwULd7+qllOmi5AJK+RKFvBrZtYZ3bESXChHFfFQ30FkaiECYC8lkAzK5gEw2LG+z3SHZnBrN2S41tMv7uYBsF2S6HJlsRKYrIsxGhNkSQaZIkC0gUsC5SaJo0gzpSaJowo41PSpNVM5HEwkjeoJSVG14R9E4UTT9UlP1ERCGveaq3GPGaWU/DHsIgx6C5HHYSxh0EwTdBEHWjNicGbVZgiCn6ZK1bUjZ0BYbrRWpTp9igMfG99yMFudcPKirxqId675uXVQ5Fzkzou1cKXJV22Kk+/Evco5iyYzRCEr5IsFYARkpEo4UCEeLZEYL5EYKdI0UyY0WCWsmOeezAYWskM8G5DPCZEaYDAMmM8JEBiYCYTwUJkIYC4VJII+j6Bx52y84RyFylJwaw1N0jHTUumT6Rsk8LjaqI0pWFsVSROQo5yla/ilBGGqN+XIa9Hdn6MqE5DIB/V0Zlg50saS/iwW9OXq7Q7pzIWuHelnY18WC3ixhKBSc3qtg9yzY/ynYfyjU7MfnJiPHeCliPIqYiPfteDyKuCdf5I7JwhTVD+jOcfhAL4cv6OXwBT1s7utmSTbTMmPZOcfOnTu5+eabueGGG9i6dSulUon+/n5OPvlkjjzyyNZGaR/bBff8DXb8DYa3VRvdI3fC6A6m9PpIoEb2ghVqdPcvh4FVFUN88UboWdg6HT08PDxSwBvodeAN9M5DKSpx++jt5bnC8e/mPTezr1BZpzWQgBW9K1izYA1rF6xlzYI1Va7oQz1DBC0M0uPRXsRBkPZN6G9kssCu0Qn+MXw3t++7h5t27GHb7hHuGZlgZNyxOCqwsuBYIztZI/ew1n7rwx2s5B66qDbwRmSA3aUF7B6BPRNZ9ua7GZUBsis3M7jyQBYNLKQ/yJKdcBR3TTC+cy8Te8aZ2DvB5FiRyUlHMeimkO2lkOmlmO2lkOmjmO2jmOlp6j+HmdhYDghzIdlcQJgVMl1FMl0lMrkSmVyRMFsgyJXIZItqFGeKhJkCkikQhEUkKBCEBQjyEBQQyYMUQIqVnyvYHOSCzUsuEEWWFhVwLl9zXCintwJihm8YdhMEXQRmLIv0IIFunXSB9ODoJir/uohcN0W6KEZdFF03xShHIcpRdN0UXBeFUo5SlKEQQSlSl+JS5ChEEaWSGkHFKCqPehbitMS5YsJ4LRu8VAzgeMRVDWOh5JLHlfzla9DYTWCjsQkDu2xoo8Zm5brKqG4sJz5X9eW1kWCXHDW2/SDAOg10XnIoQlaEjLlF50ToEiFnv6wIWaGcJ5PYLwVQEqGEeqdPCIyKY0xgXGBcHBOCGtoCUXLENzFqLeWR7oSuJEa/qRyX/185m4141zWoFeWyEan2Uk9uO8TDNydCTxjQEwT0hGLbgG7bLs6GrO/pYn1PFxt7uljdnWVxNtNQlPXZUCwW2bNnDzt27GDnzp1s376dW2+9lVFbpWHhwoVs2bKFLVu2sHbt2rkZ5pMjcOef4A0q86IAACAASURBVK5r4Z7r1Si/53oYvaeSRwLoW2aG94qKAb5ghbqix8d9S9Sd28PDw2MewRvodeAN9PmLQlTgtr23cdPwTWzds5Wbhm/i5uGbuXn4ZiZLk+V8S3qWlOcKbxzcyAEDB7B2wVpW9a3yc8DnEYqliNG8BjS6Z98kd+2dMENbf/smiuwZn2D32ATD4xPsnSiwd6LI6ESJsTzooJCQo8AShlkild9Shlkt97AmuJs1wU5WsYvuGgO8mB0g37WEkaifXWMZ7h4usmO4xHChm72FLgh76eleRHcwSJYBguIAUXGAgsuSz/RSzPZRCrum/X+CI5eJ6OoOdOmtBV30LOyha6CHXG9EpmucMDuBZMYgHIVgDIIxXDBK5EZxMopjjMiNEblxIjdKVBojikaJojFcNIGLJoHGXa8dkCfHOL2M0c8Yg4zTzzj9jNHHGH1M0MM4vYzTwxg95MlRIqTkQiICIkJKBJQI9Njp1iFECM4JDikf4ywdIUqeK+9TlR4bpqqvqzKqEoVcW+hMGdWcKV/tuVoXYY+6CJ0jdBA4KM/4NuM+ENH5z6HOcw4wQz6I89l5Evnt2tDmR8dzpQMqc6xrvdIFTQuSx1V9D4lryvmkqooEtddQuReJe03Np/qRuFdQT7/ENXEZZBMdIFmbJ55NdnQEkuj80DyZmmvijpGMld900CXfShSLRQqFAsVikVKpVE6rt53pXLwdGxtjZGSE0dFRRkZGmJioXjd6cHCQdevWsW7dOg444ACWLFnS/Mh8FMFNP4Zrvwrbf6cj5HHw1a5BWHoQLN0MS7fob8lBMLDaR+328PDoWNwbBnpbGVJEzgDeA4TAx5xzb605L3b+TGAMeKZz7nft1Mlj7ohcxPZ92/n7nr9z454buXH3jfx9z9+5Ze8tFBMRUVf1rWLjwo0cveLochCvDYMbGOwa3I/a3/cQRRGThYiJyRJjhSLjkyUm8ho1eDyv+6OTRXaO5tk7XmA0X2IsX2TfZIGRyYIu8ZMvMp6fpJDPUyzlcUVdXiYrRXIUydpP90tkpUgPE/TJGEtknPWi5uNSGWYJwwwF+1jcNcIQ++iXibp6T7h+RqJF7Msv5m+FNQxP5tgzKeyZiBjOQz6K6SlAgkVIZglhbhHhggG6cgMEmQxBtkAxHEdkhDAcJsjeSS6bJ5ctEHUVibpKlLKOYtbhwgIuKNiIdAEJ8oRSAClQkgKTQYEoyFPKTFAIrB47cAUoFUIKVgrxdqTYy0ipn7Gol7FSL+NuOeOlHsZdDxNRD5MuR4EcebIUyFEgS4mMXZ+hKBmKkqUYZikFGUqh/qIwwIUhpAmYFjmCYkRQdAQlR2CevoFDDRLbxsexkRKUfxXDJUgYK5pWfa4sU0T3JSFHgmqZUnsvNfjKx7GM+L5lfe0/OJDI6Tbet2Mih+gQNxLZcXzO7iEuMbBbLoeaPIl8da+L9wMzCm1ucRCIxW4y48u28RzpADsvUjZCg8CMQanexuuux8ZebBxnzCAuG86BEGLGYTZQT41sSDYbkOnKkOvNkunVtd4z2fB+u+pEFEUW6C2yKQSugbRSOS2KoiqDuPY3UXOcNLCn25/ufKsGSYIgIJPJEIYhPT099Pf3s2zZMjZs2EB/fz+Dg4MMDQ0xNDREb2/v3G+4ayv8+Svw+8/CnluhZxGsPQYOeSysOgJWPEhHwe+nddHDw8NjLmjbCLroRL0bgFOBbcCvgac6565L5DkTeDFqoB8DvMc5d8xMcv0I+r2HieIEt+27jX/s/Qe37L2Fm4dvLi9tlYyivbxnBWt61rGqey1Ls6sZClcywDKiUpZSvkApP0mxOIkUJnDFSaJiHilNEpXyEBV0jc5SAYkKEBWRKA9RkSAqIlEBcRFBVNSxwKhEQBFxJUJn44NOw/q42I80Ht+L913FobSyb8c4sGi8YuOAcXMiSOSVcv6K/HgftPEfy5PyNdSkQSCu6vrkeGQyDam+Pj5O5tO0yv2TcuLjQOLzUSXNtiERGUpl4zuUuXPBZJRhrJRjzGUZj7KMEzJOhgkJmQgCJoPQ5rCGuBwEmYgg4wgyEWEGMhkhyDgkA1EmoJgLKWYDSmFAMStq0JqRXDGYMxTJkidHsWwA6/m86yJPF3nXZUaybotmNMddDwXJxKWgxjMZihJSJKBIJWLyXJFxkHWQs21PCfoiR18J+kvQV3T0lRx9RegvOvoKjv6CbvvyEX35SI+Lmjc3nx2gEsOVUrb+1Qdagso5zHglDJBQkDDAhSBhYMO+8TndEgoSCi5UOS6j15n/t8rLCC4wGYFdF1B1HUGgsjWMtt7T9ss9DKG95fadvDe3c722MeP0vpG2P5HNZslkMuVtJpMhm8mQidNtP2vnNG+8nyWbzRCGGTKZkDAMyYQZwrBidGfCDGEmJBOGhOW0kNDyzzRSr3MsatbVdlFNer21touQH9XlyPKj+tu7Ha79Gmz7tcpefyI85Fmw5RxdusvDw8PjPo5OH0E/GrjRObcVQES+CDwGuC6R5zHAp51+Wa8RkYUistI5d0cb9Wo7PnTlW/jD6P8AySiwVCbQmSHkqhKT2eo1NFydo+rZeQ5t77p4+Aep+KACro4BFl9TlIhxiRgPSowHJcaCEiOZ6nVaFxSFlfmQY/MBa/M51ucj1uVLDLrbyfIPclJMGHylyr7MvN5rSyGxGy5Eomazs6GtiGrzOaqYw2a+Qq25rOeqTOeqvEx7beUetddG5r9ZdidGiAinyha7XsARVK6xuarO5uPrcTJdr61KC9RAcYGdC/TeBQnJB2agBhkKElIIdHS3EIQUJEMhyFhaSD7QfHnJMBlkmQi7GAu6mQhzjIfd5INsTdeDwsVu1gTqhk1Y3o9q9kvSujmHgiMTRWQi3YbOkS1FhK6SlokcfVFk5wtkojyhHcfnK/lLmi9yhLbNRCUydl7TKteGUUTo7BqnzubVs5BtiDhxXHs+Esde9BeXpgsdhJWOpmon8zrMIpW50lXnpNyPVXP11K3uyzR5atOTxzI1PZJpzvnRtvmCmL0qHXsVBp09Ta9PdhwGNfIq+8mJF9Tkm02Hme4x07Uz5zMmSvz0OFNzHP8CHFIACsD4zOV6n8DyQ+GUN8KDngiDa/a3Nh4eHh73ObTTQF8N3JY43oaOks+WZzVQZaCLyAXABQAHHHBAyxVtNW4dvpH/W9S6PgZxydHbatfNqnSXTFfTuzLSO/M1ITBQilgYOdYWIgYix/KiY0VRWF4QlhRDcmQpiBl1kiUfZNjbm2GHZNWIkwyFIEsxCMtGXDE27MRcemOjLz5HWDb+ipJRA9D2C5Zf08OyrNiALEpAMchS1OE4HMmleCh3hJT/b7njQvfL2USomBLJMkqaIVKTlhRVbcLUykmaOFWj4jWol4ZLlzc5ol+1dXXSqnRUD4MqfR3V+ab+vbLssqdCAYKC0OMiNfacuvY67TEAFyGRuRpHmGty7DYdmWuz/nQ/InCO0AxiNXAjwqhEGEVk7TiTSMtENccmI0gU/LTvgiTTXFVMLAARV5W3ypxMejvYCyUhOlxedU3N/WfSKXEw8zWVBJmaWq13nf86ZTWo2vNp88143tXVpypPmnvOdI/kvOS43tYrq9r7SB1dZry31Fzrpsiq1qXx/1a+Ztb/P/P/0b64SnA5kXiKQvX5clrifFCubAlFZkSKPLPKaYWM+6suaVRJrK89Za1tqTlOrLed69M1w3N9+uteCIOrU9zQw8PDw6NZtNNAr/fJqLU00uTBOfcR4COgLu5zV629eMlT3sxjb70BRAgzGYIgRIKQMAgJwpAAdVeTMCAMAsJMFkEIg9Bc2nKEYUgYZJBA11XF5jMGEi/vk2yE17TcZkA56u5055rEbNfeX+dEenh4eHh4eHh4eHh4pEU7DfRtwNrE8Rrg9ibydBxWrFjNihW+h9nDw8PDw8PDw8PDw8MjPdq5qPSvgQNFZIOI5ICnAN+syfNN4HxRHAsMd/r8cw8PDw8PDw8PDw8PDw+PZtC2EXTnXFFEXgR8H53i/Ann3LUi8gI7/yHgO2gE9xvRZdae1S59PDw8PDw8PDw8PDw8PDzmM9q6Drpz7juoEZ5M+1Bi3wEXtlMHDw8PDw8PDw8PDw8PD49OQDtd3D08PDw8PDw8PDw8PDw8PFLCG+geHh4eHh4eHh4eHh4eHvMA3kD38PDw8PDw8PDw8PDw8JgH8Aa6h4eHh4eHh4eHh4eHh8c8gDfQPTw8PDw8PDw8PDw8PDzmAbyB7uHh4eHh4eHh4eHh4eExD+ANdA8PDw8PDw8PDw8PDw+PeQBvoHt4eHh4eHh4eHh4eHh4zAN4A93Dw8PDw8PDw8PDw8PDYx7AG+geHh4eHh4eHh4eHh4eHvMA3kD38PDw8PDw8PDw8PDw8JgH8Aa6h4eHh4eHh4eHh4eHh8c8gDfQPTw8PDw8PDw8PDw8PDzmAbyB7uHh4eHh4eHh4eHh4eExD+ANdA8PDw8PDw8PDw8PDw+PeQBvoHt4eHh4eHh4eHh4eHh4zAOIc25/69AQROQe4NZE0hJgR5tu12myO03fTpbdiTq3U7bXubNld5q+7ZTbTtmdqLOXfe/J7TTZnaRrp8vuRJ3bKdvr3NmyO03fWrnrnHNL23CPMjrOQK+FiPzGOfcQL7vz9O1k2Z2ocztle507W3an6dtOue2U3Yk6e9n3ntxOk91Juna67E7UuZ2yvc6dLbvT9G2n3OngXdw9PDw8PDw8PDw8PDw8POYBvIHu4eHh4eHh4eHh4eHh4TEPcF8w0D/iZbdVppd978rtVNle586W3Wn6tlNuO2V3os5e9r0nt9Nkd5KunS67E3Vup2yvc2fL7jR92ym3Ljp+DrqHh4eHh4eHh4eHh4eHx30B94URdA8PDw8PDw8PDw8PDw+Pjoc30DsAIiL7WwcPDw8PDw+P+z58m8PDw6MZeO5oHe63BrqIdNJ/zyUPOukF6LBybinuzed0fy7n6dCuMmm13A57nztG13sLnfzutet5dnI98WUCQGZ/K+DROO7lNkcn1WePew/d+1uBZjAfv+P3mznoInIm8FAgBD7onPtHC2SuBRah5fjHucqb5h5nAi8EfgXscM59wNLFzeHhicg/ASuAP5vcyRbp+0Dg6cA24P+cc3+cq6418vuAbufczhbJ2wgcDex2zn0/kd60ziKy0Dm3R0S6nXMTIhI456JW6Ftzn1XAeuDvzrl7Wix7M3AmUAKuBCacc4UWyN0A3ANkrIxaVjYicg5wEpAF3u2cu2Wey+0Dxp1zUSvfkYT8Y4F9zrlrWyiz3zk3IiKhc67UQrnLgT7n3NZWyayRL8451+L6tgTY65zLt+sdbxfi52j7rSyTlei7fVuLeb+t5SsihwJh/B1vle7tkCsiq4GFJvdPc9WxjvxTgOcBf0O/LZ9pkdxDgWXAjcAdrfiemNwDgacCu4CrnXN/aYXchPxeIOec29MieRuAw9Fv6vdaJHPAObc30eZo+ffE7rMCWA1sd87d2WLZBwKnoN/ZK1rIHQcAO4Fsq55hQvapwMlAD3BZq8qkjXIPAFYCOOd+2QqZNfJPA/4VuA64wTn3sRbIfDBa524Grm8hb2wGng2MAN92zv2+FXIT8geAHufcXc3KmHc9Bu2AiJwMXAr8HNgDfF9EHiUiTfcS28P9BfB84CoReZERectgFfM9wKeAPwLPEJEPAlhjs6keTBF5DPBFVPdLgEtFZFEL9F0H/BdQRBsQPxCR01tItIcD30XL+xIzQOYibxNwDfBPwGUm8wzQ8m1S5gPR//1h4IMissUMsFaPuh6MdtpcCPw/EXm+iGxpkey1wP+gnVlnAW8BniIiPXOUexbwHeDdwCdF5JhWlY2IHGVyfwlMAF8RkVNEpGueyj0U+BJwrohk5vI+TyP/kSjfvUNEDmmRzMcBt4rIic65UqvqtL0zfwcuEpEHtUJmjfyDMI5rYX07BPhf4CMi0tMKuSLyQBF5oYj0z1W/We5zMPBdEbkQoIVlcjBa5z4hIg9sVZ22DrLXi8jCucqaRv7ZKJc+V0QeCnP7vrZTrnH8fwMvAb4lIufNRcc68h8FvBf9zm4HTrPv7lzlngN8Hng5+j05da4yTe7BaFtmAWp4vM/aIS2Byf868FVrH8zJs8Ce33fQwaJPiMhFLdBxi+n3MZTvV7fJON8C/Ah9htfEdbpF3LEF+BowCJwPfGiuMk3uo9A26QeBd4sOyLQE1p65DLgV7VT4bis4qo1ytwDfBp6E2kCPn6vMGvmnA5cDnwVuAI5ogcxHAZ8EngC8CW2rzxnW5vgMsBe1g/9dREI714pv1gOBbwGfFZF3NC3IOXef/wEXA/+ROP4U8HvgODsOGpQXoo32V9rxEcCPgVcC/S3U+0jg44njXnTE+4NzlPsJ4GzbPxp4G1pZF81R7pnAVxLHT0R70k5vppxrZPcAPwCeBqxCieBy4AlzkPl04M22v97qyeXAGU3KG0AN/ueYvFcAtwOHzfX/19xHgDcAL7Ljs+wZ/gfwwBbIPw34iO1ngecC70Q/nLkm9V0B/AF4OPoRfg46kn5iK8rG6sWnE8fPRT9GD5+L/HbIRTuvfo12grwFHf3JxGXVgufXA7zU5L4BbaAcOkeZBwL/h3pT7ABOatFzy5mOH7F3701z1bVG/gbU0Pgf9EO/aK56ozz8Q+DDwH+a7j1zrGdrgLusbJ9PC78jNfcZAv6CfgM/D7wwcW4uZZJBvyEfAl6ANrYf2AK5RwC70VHXlwGDLS6PbrQxfCnK15di7YL5JjfBoU+341OsHi6Z63to8hYDnwNOSxx/HjhnjnKPAv5K5Tv4WuAzLdB3AWqcP9uO+4H3AQ9tUd040Mr7XGAT2vl00RzL9xfA8+z4MGAr8E9zkLkJbWOdD5yAfk/+xc61pL1hslZhg0R2/K/An2Lem6PsfrRD6EI77kI7th4zR7knoYbiscCh6LflOXZuTt9ZYLlx3CMSaR8Fjpinclfa84v//wVo+2BJi+rHEuBjwMPs+GFW188Dzm1S5kNRe+doO/4Y8M9omyE7B10H0E6EuCwOR79dx9Oab9Zm1L48F23rXQ8c0oys+/QIeqIn5C6gR9Q1DHS05kZ09GOZa9B1zqlr543AGlFXwd+jI5mnoi4TrUIBWGkjmjjnxlCyOVxEntOMQOvtFNSABPgN2ru4HbhYRHLTXJoGNwH7RGSdqEviV4B/Bz4jIkc2Ws41yKGNwGudc7ejDZ5bgeNE5KQmZY4AZ1mP8y1oA/5u4IRmvCGcc3uB3wE/dc7d4py7HG3Af19EDp7j/0/ex6EfsWPs+L9RUu9BG21z7dXeDpwoIsc5dSf6JHAt2mE01KS+d6MNnFudc8POuY+jDe6rROToFpTNb9BX/kF2z48B30BHFNbOQX475JaAVwNPRsv6WOBJIpJ1zrm4J7dZOOfGgauAq5xzbwBuQXuID5tD7/Ae4F3OuWehIyjfEpGTnI6+zkXfImoU/AtwBWqEPElEDpuDzCQWoR/fZ6IdQu9JjKQ3pbfx8KvQd/vTQN7k9s6hnm1Cy/V0tF48KzmS3ipvBadTg94EvA59r09NjqTPQW6RSpl8A21g/2cLeG8B2ig7A+0AfoGIDMYnWzDaMYl2Pr4W+CZaH88RkROSmZq4TzvkrgQ+5Jz7jF33Z5RLsPo8p7Jwzu1CR8//ZN/vXWhnzlFzkYt+Z69wFXf8dwMrRGT5HHWeBL4MfBXA6ZSNEH2H5gTT6zjg8865zznnbkI7Wo5MnG8UEfAO4GNWvn8Cfmo6N6vj2cCnnHOfds79DPiH6T2n97kOeoD3O+c+ZbLfi7b3WjHfuIi+Kx8TnTo1ibYVmpItBrRz7z+dc9c4nfZwFzpAELdJ5oJRtDPypwluXoQalfNR7iJ0QPHjdnwx+p35bxH5lznKxjm3A3idc+5qERlCO91/Z6efLyKvbkLsHegg1K9EZBn6Xj8T9Sr+t2ba6IYJ4K2Jsng7sA6tG1eLyPFzfHcOBz5gvLEHGAMuFJGLG27XNNtL0Ek/YCNK4p9CDZlvW/q7aGAElkSvDTry/BGUBOLRr8PQeRJN9+CivS8nYCMoqAv6dcCCRJ6nAq9oUG4Y64/2LP4ZODNx7gQrn4Z61NBe4ZWxfLTB+nYSPZToh+0NLXiOr0IbEGsS974EJeG0MvpqdHs72jAesuN16Cj4E5vQr8vqxBtq0l8GfIU5joqhcw7j/eVoz+o/J9JOQxvGa5qQvdjKJh5hvNjKNu5RzNm78x9N6p5FPTcuq0m/AB2l6afBXm10hGM1sBTtvPkgaviuSOS5vNG610a5Sf6I4390oTEm3gOcZ2lNebIYd5yY5Ioafb+MdrA8Pb5XmjqHeU2gc8Tj9POBYSoj6YejsSEaqW+rknXa0tejI9OXmK7HMEevkLg8UCP4MpSjllpa6nfS3o8pPevAFrRz4aN2vBxY16COXcAy238I6pH1YmzEmCY8V2qfY520nHHG14AXW9oSYKDB59gHLKxJX2nvzNdRj5k1NDFSaPVvoe0/EPWienUiLbWuNXIPNJ2W1aRvBt6MdgCvBx4HrN+fcqnmjaVUf7++DjzA9oeaLIvNaJtgyruAfrs+ZPuPxdoMDTy7mDsG4v+CjipdAxxgaRtoYETM6tzqmrTAti8EXmv7hwMbmykTu34wvo/9l6PQDts+S8uklJPkzZAEhwAfBx5v++sarc9oB9ZBVL4nBwLfrFd3miyDZJtjCTq4E9/rF8CDE88kVXnUPMfeRHkmy+VizLvH3vvVDchNfltXJ44Po9rDs68RfRPlu5YE3yXq3uuofMPPoYHveBvlZmuOQ+DxwBvtOPZQOq3J+lFucyTKeQgbSbfjRwNva6TOAV01ZfBi4CW2/wi0zdiQp53Vt9U19Wwz8LTE8cvQduqcPRlN3nvQtv9m4P3Aexu6vhVKzLefVcAvU/1hW4Ua1Y9KPPz3AE9JKfMgdMThDcCTLO0S1OXzcCqNwLckK2eDep+N9lh/H3WjfZClfxAdwdxkxxehbquZNBUJHXn4BDp37ShLOxedC3VWIt93sQZ3Sn0PAa5GG5OXAw9AP74/Qw3f5ZbvGWjva6PlscmufQrag7vO7vNyKh/OZcBvgbUp5G02XT+IussI2mv2TivTVZbvJcC/ptRxvZXlKXa8Gu3Ffo0dC9qo+ihzcAcz3T9r9esCS7vAdH9iIt/HaNAlETUwfmF15LtoA/MgtDH5xkSdeYLdf0pjfxq5J9qzepqVwyLU8+RtiTzL7b4NNSTsXfmVvScfsP+wHh29u5hKw+EV2MdoP8tN8sfTas71AC9CRzYvQ0d61zVRHjF3fAM40tJziTyvRd2tbiWFyxXVvBH/7wyVj+b5put7MFfblLomeePtifoV2najpX8B2Ac8qsGySPJGbyJdUI56B2pQPw6dGjKrkU4d7kicC+w/vdny3AUcnkLmeow7qOncQI2BH9u7c6aVRTdNNByo5o7n16l7Z6BeBh9GuTRV3WMqb2yqOb8G5ajfoqOox6eUG/PGU6kY4nGdOwQ10p+H8vRVNNh5QfU7PsUl2srr5Vb+o8CW/SWXCm+8kURbxepcaOUfN5L/hHqgpK4jTM8bcWf+Y0znU+2/PSCl3Jg7vp2QKRh/oPMzc+go3mdIOXWB6bkjrh/nou7XD7LyOLHBurEJHaV7ElPfycXAD2z/eCuXGeseFd74ENp5Hxsxcfl+HjW6jrTncFAKHddT4Y1czbkDgT8k3qO3Nvp+1Oj+OdQr5jmJ9LjT5aemy1HoO7msAdkxd1xJgjuofAPejH4TH4y2GVK5eFPd5hisOXcI8GvbPx/9DjTSMZR8v9+P8VnimV5k9fkJqHfBpv0st26bg5pOILTd0fC0Tqbhjjr5LkI7xWftwKG6zVFXnuW7igbsLKbhjTr5zkO9fRoti5g3nkyinY/ZQLY/hMYy2pBabqOKzPcfSsx/Q906Pz/dC4jO8/sjKT44KFFdhzYIXos23A+yc5ejjbZLUFK/iybmmqEjRddTaQhfBnwjcf4StLf8S6ZLqt4jtEPij7Z9BRpdfRP6cX8yavi/FO2hupaUo69oI/qPaGfIOtRQjI3SIbTX6KNoY/ZvwKMbLI+D0Xm6H0A/4F9AP+yn2wv2dpTkD0F7tVfMIu8B9v8uQANNfBIzwtGRgUvRObYvRKPBPiKFjlvsmb0bbQy8zNIPtHJ+HdoxdKI9s/VN1uktJj92i74ajfC5EJ1a8T60cX2q1b8HNyB7PZU5bKvQKQmX2bmHokbp71BDZgeJDp0U9e7vVueuAV5t6cst/TL0XX0WOl8nteeGledf0XllG9DGazwCuBk1vj6PkvgN2NzH/Si3lj+uwBocVI9QfNDK+PEt4I6rEueTjdc9pDPO6/FGPFKXHEX5gumctizq8cYr6uh6PuqKdnaDZZHkjU+jHbXJTooANUq/hk4hmtVThqnc8YlYZ6p745+FehXMOneSqdzxooR+cRmsRrlzF/C4Rsqh5j5J7vgxdUZB7fwoKT3KmMobr0cbvGFNnX6S6Z+q05CpvPHyRJ2LG+8D6NSQ29LWu4T82nf8DVRG6pLP8q12j4P3l1zq88aRSZlog/5i9NvV6Dd2Rt6wtIejUzh+ydzaHA+oyfMJtG3wW2wgIoXcGbnD8vyz1Yvfk/Jblbh2Nu7IoW2Rx6CGyYzlzcy8Edfl2Hj5GXPkDdsuRzvjjrMyOL2RMqi5z4y8gb7vr0MN7dT8xMzcEXujnocGpPsZKb8BzMAdtj0AHdg6z+pdas8sUrzf9ixvt3u3jDealDstd9TkO8bq8jEN1o803BGgHeW/T1PWpOANy/d4tE0666Cc5Z+VNyzf0Sa3oc4K6vNGV518/4RO3ViVWnYjinTCD3UPfJTtf9teyHIAJiOBdWjP4KwudygpX5l42fvQRvqrEnnORInsszTgAlZznyOwAByJNef3swAAIABJREFU+3yTRG+XvcCHYK5hKWQOoD235yTS3o55ACQq5TtRI2/WUZ/EdeeQcC03Of9LxVW8F+1ZPQ84IS7/lLIXob1ycTCclVbxN9jxMai7++/QhsmMXhD2zP8Vc5GxtPOB9ySOF6Cuvy/HRsNnkVkb8OWhJAK+oB+hL6K95tfSZMATdNTsHSQCv6AfxecmnvGB9pzfBzy2AdmCjjK+LJF2OtVuYFm0F/s8KkEVZ3yO6Ifw18CpdvxPqFdBXDZDKJm9z8owVQMtIf/cGp3PQXvwY1e5QdPhcTQwEt0OuUzPHxcl8oSo++AuKu6OjYyCTccdvTVpL0tT1tTnjbeR4A1LOxZtuKc2kpieNwapNKS60QbFPyfqaRpPoXq8cSU1o1Km991UAmVOK5vpueOdieOM3ft3WEN1FpnTccchNfkOQI3mWfWc5j7Tcceza/KtQ70qHpPmPkzPG1+uKZNu1Evr8YnrZiqX6XijtlyOQzuFGg68w/TveHesH8p5H2eGEZx2yyUFb1j6laiXyRmN1hHS8cZJ6FzQA1PKnJE77H2KR/7vIOWIfKJMp+OO2Jg52erGIxusFzNyh9XnIdRj6NZEHa1b3qTgDUt7JTo3/bSZ5Nm5WXnD6s2N9muogyIhY0beoMLTXzfdT5lN94TsWbnD0s5GYwykqtek4A60TXoHapynMnQT1870fgeJtGuBzftTLunaHD1W7tc1U09Ixx3xVK00AwKztjnQd/AFpnNq7iddm+ME1COk0U7OtG2OR5CiU2+K/EYfzHz9Ud1rn5zH8W10NDd2KYrnL0/p4ZhB9sGou0j8wjwNeEedfHEk30Y+kskRk9idL/4Y/J6KK/cKGnfly6CuU/1Uemwvq6d7k2W+Mi5LdP7MT6i4+qeej1pH7lJ0NCrWWVCXuPNr8q3CRl5nK3N0NCo5V+sI07d2DmxytGOmj2UXOjrUm5D5CRJujSjJZqnMtWtqXgvaIbEucfw8EkZ0Ij2X9j4JnXtRj4q4Di6xconr8hS3/BRlnUVH87NUOse+ADyktpxpbL5r1Xy4WA7a2//t2nP7W27iurT8ETcG03ZkpeWOlSRGIFPInY43Lq/JtxTjgAbLYybeiGNvdMdl0UB5TMcb59XkO5FEwy9FfZ6OO6Qm36o0MknBHZZ2AnByo+VQIyMtdzwope6z8Ub83OJpZAvS6k8K3rC0h9Dg3GLSv+NxHIC0da4tci3vrLyBGn0Pb1DntLyxPPm/UspOyx1n0MRqDczMHV3oN/chTZR1Wu64kvReZLPyhr1DR6XRl/Rtjv+hyYGihJxZeQM1fB7WgMzU3GH159C0z5F0bY44jk5q45z07/dC1MhM64HaFrmJ69JwxyNpMF4WjXNHqvYd6XnjWFJMA6kjfybeiANQH5i2viXkzsoblud1NNHRPqc1HecLRNeuPkFEHOrytTs+55w7W0S+DXxYRK4BzhSR85xG/JxJ5kq0V+4G59x1NafzKMEgIkejI7tfQnv8cPYUUuj9WHQpspKIfNo596PE6TFgt3Nuu4g8FQ3m82K792xyj0Ir3F7n3O8sLX7Wf0jo/mTgRufcb1PqezDqftKL9rDeDeCcmxSRO4BJ59w+ETkeeKyIXOo0EmwqWHTegnPuHhH5lNPItFnnXEFE/oCWSbye4y1Oo7ljOkwpcxFZj5bbb4HbnHM3JE5PAoudrud8IuoK9jqgLGcamX1A0f7zV5yrWtc2g7q1/dzW25y053fbdPJmKItVqJvSH4DfmJ6B0+iS21CiRHQt+NXOuaucc/k09xGRBwBPE5G/AH91zv3V0gP7D6ucc+MicjLwHBF5PjARy51Ovuk86TRS9P+rOV1C56T+xnS+E52Gsi9ledR9x62O7ER7hBGR84EHi8hrgPEUZdEuuWn54yjU2PhSTf2cEQ1yx+noEjajs8hMyxv/DNzsnPt1Sl0b4Y3HichbnHPxc5j1nUnBGxOWbzO6isBP42tnqMvrmZ07nHHHGc65f0Pr9Ewy03LHBmDUaVTmMhr4rjTCHWudc//lnPvzbPdIyRsToqtqPNd4YyyF3LS8cQz6LH6TphwS8ht+x51G6r/X5TbY7ljhnPt0qkKoyG+EN84UkRc4jdA8m9xG2hw3Oee+l1LfRrjjicDr4/rRBu7YirqUj4qIzKHN4ewdebhz7o3ovOKZdEzLG5tQ9/5TnXP56XSc4T6N8MaQc+5biWtnvFcD3HEyavBc4DTyehqd03DHcWhg5Mc3wKONvN9HoyPW2/aj3Ea4Y5Vz7uuzyayR3wh3PEpE/sXpykYzyWykzbHVOXdNSl0b4Y0noMGP/255WskbB6Lt3EvtfWronez4ZdbsAX8G7b3ZArwGJYJyCH7n3NloQI1LgH93sxvnB6NBGy4CfiQiz7WCjjEMbLW0j6JuM7gGQvOLhtu/FHWL/wm6TM8zRWSBc67odKmkm0UkDmD2rtn0NrmPQt1ZngO8VUTea7oVLcsoMCEiT0IDccwq0+SuAeKP6oPQntszpLIUUAjsEZEL0Lm0V7vGjPND0bm9XxKRi1GXEJwu8wVqOAci8hB0Hv7Bs8jbjJbrUag7/KUiklx+5U7gtyJyJBrN/xd2v5k+MoeivdMfFZHPoG49SeSB3SJyCDoPpX82mdPcJw6E9Ao0av2lIrI0Ub+2ATeJyANRt6BUz9Bkb0TLpQudS/cKEXmx6Rmhc5R/JSKnYpG/nXNpDNLHoHPj3y8i3xaR5ZaeXI5mXEQejbq2j9s905DhbO94AIxYvXk5GnV4LIXO7ZLbCH98DOOPGCnkN8od73SzG+eN8MZbgBk/vAm5jfLGT5wZ5ynlN8IbX0anCM0ms1Hu+Lndc1r+b5A7/gt1Zy2jgUZlo9yR9jk2whvvoMIbpVnkNsIb70ddalOj2Xd8f8htot0xnLy+Dbxx2Wy8YXIbbXOk7ZRtlDt+mKaNlJDfCHd8BR3RHbU89YzzRnjjnagRX8Y0MhvhjS+hAcRSddTX3KdR3igmr5+l3dRom+Mr8X+YSXaD3HEF6p2Vlkcbfb/f73R5uP0lt1HuSN02N/mNcsflbWhztIs3fuScSyXb5DfCG1eh3mnxcpgN2QINuQnMxx/ao/NO28+gkfTeibp+xS6/R6O9lLO6VKEvyJupzL95HDpv+3VUXCAOQoM2/I4G5xQk7vMI4FuJ44ej8/XOT/yXa+0+s87/gvIct68BT7W0pehH4MpEviejxtEvaSxIxtnomqDx8YvR+dVnoz1+PegcoG2kmMNdI7vP9HwG6sLyL+j8puT8k1eic0R+TQoXM7QX9hLbPxCdX/4dLGgKajzvRHu30sgbQHton4H2yn2JmqUe0ABzX0XnxaeeC17nXu/E5guh0WLfYveKl4Y6HO2Nb3j+EOrW9C7bX2717ioSUevRuTK3U1mGbzbXu5X2bI614w+jDZoj42vRQEb/i35QG51zPt07/gzUpa8XHd34PSkjLrdLLvcCf9BC7sDzhueOdHI7jjfs+o7gDjqMN+Lni+eOOfHGTO8I9wHesGs7jjvoEN4wOR3FHXjeSH+/uVw8H35GHL+nEsAqQInyCiprOj+YlIHVLP87sDVt7fgEq/DxC3Aw2pPf8NIECZnL0Ejix1GZv/AINKJjHHTjSY1UTLvmdVSvjZ1Bo5zHpPBANDJmo3IPQInuhETahWiwvcV2fCkNrCufkNON9irGc0IWoxEXv0El4N+5aK9fqhcKjdKfJJSFaKCzz6AuYX32f9LK60aDYByXSLsM7VGM69lrrF480o6bnXP+NuDiRH1eh34w34MS+Ho0CMyskebryD4TjWgZzx/qQcn2k2jQmdD+U+p1Ma1svkViSRs0AvpVVOZXvR4l22bmD830jsf/4100uM5yG+W2lT9oA3fgecNzx8xyO4437PqO4Q46kDfsGs8dzvPGDLI7jjvoIN6wazqOO/C8Mfv95ipgf/zQeQnLsaW10Ajql1AJKhGiweEubkBmMjjYWtT19HGJtLNRN+g4+EEcdKCRgAKHooFC4mjkl9jLuJFKYIvnYdHFkzrNVmkS++ejczeGEmmr0V7W+CORdr3ioWR+lABfQYLwrLJeUXNdM8GMvgD8V+J4IUpcb0iU3UkzyUddqJJrEH4XWzLMjtejQV4eFv+/RvS1enZh/JJb2uew4ClWb1IFfKkjW6gE3zgK7Y18bOLcg033tZaWOqAFGqE+qfN70d7mQTtein4gnhGXYxN1+7VWNsl693Es4Ana4726AXlp3/HXNFjO7ZLbVv6gDdyB5w3PHTPL7TjesGs6hjvoQN6wfJ47nOeNGWR3HHfQQbxh13Ucd+B5o6Ffx81BFw2w8FW0B+QLInIA2msWAk8RkROc+vv/0PLLtMIqMg8CPiEibxKR851zt6GuICeIBkbAOfdtdO3jh9hldzWo9znoUmFvAl4vIg9HeygXAS9Ce7xAXT967Z6zzrezeRzvFZGPi8hhToPG/Bj4pYgsMTnb0TV/B5xzoy5d0JcHoi4oHwXeZcdfQF1lzhEN2AM6X7Jq/oazmjmL/I0i8jgROdeSngkUReRyk7EH62kUkcXOub845/53OvkJfb8kIm+15JcAa+Jj59wt6Dyw4+z8jIGoRGS9iDxLRE4QkcVonToNeLiILLRsT7e8i5xzt7mUgbPq6H4F8EkReajJeANwgYg8xil+i370jrLLbpxJ9xrZPwCuFJEfWvKr0WAyHxGRAefcPWhP6INFJMTml80k28rk1fYMVwH/jUbmfVSi3j0HnevT65y7w+phmvJo5B2PRAPN7E+5beWPdnCH5426OnvuqJbbUbxh8juGOzqRN0yu5w48b8wiu6O4o5N4w+R2HHd43mgCs1nw8+mHusPcgM6RGURdJN5o545B1/m9Dn1Qd5Fu/b0tqPvNa1Hi+1+UTIfQdSzfj7r5PAIN5tSQ64nd41jT6xDUveflaFQ/0HlJl6CBDH6AzsVJtR45Sk7XowT+PrRSxj1bl6PuIs9EA5b8lfRrN69He1OfjEb1fAXwb3buOOA/0fknH0bnnDS0xjfquvIn9IW/DevVQt1wPoPOfQpRYrlmNr3RF/EPaLCJONrqhXbuUNQV6hvAs+1+J6fQ8WCT+SnT6U2W/iST92y0d/Eh9mxXNFmnt6BzWi5Eg2vcGddbu9cfgZeiESlvoGbJoVlkb0Qjlz7Tjn+IBisC7V1+pz2HV9l9U7mYoT2z16IuVB9JlM2ZqEveS9CgjOdafR7cn+94m+W2lT9oA3fgecNzx32MN9r8jndcuwPf5mgrd+B54z7DHXQQbySeX0dxB543mvq1TFC7f6jLzbnA0xJpjweuqlN5z0hTUOh8gncDL7DjEO1FjAMfLLIHdCUaufJxTep+EhaAw44PQYMIxC4vGXuBjyelS469KF+ieg7Hd+P/YsfnGgl8jgbWHAWeCrw2cXwO8IPE8SJ7GZ4FHBM/n5SyF6GE8tzE8a/RD4+g7iJfRHsZrwOeOIu8EA2U8tJE2ukk1nw0ua9BiSZNsJcl6NyXp9nxyVa28fM6DfgPNFLkNbPpOMN9cugHKxks5d+BFyeOj7L693EamDNj//mxNbI3kwjCYWlPRj/KqeaWoe5av6ISnOVENMps7D51nNW5r6EBblI1/BI6t/Qdb7PctvMHLeYOPG947pj9Xeko3kjo3RHcQQfyhl3juaPyvDxv1H9XOoo76CDesPwdxx143mj611Jh7f5Z5VyTOF4DfC9x3FCPu11zfI3MFwFfrJOv4TkyNdfHASAywAojkh5LW9ukzM1W+eOeqLcAL6uTL2xC9qbE/hJ0jkwcFb9vDs9waVyRE3p/mZoeZrQ3MJ47M9tcyU0YWdvxKfYidU+TfzZ5GTQ642Ai7SvoGprxcWAkdUCz9cJkHG0vehx59OXAp6Z7fo3cBw3ssTZx/AAjkkXNPj+T85RkHUBdh86oyZNt8n1s+TveZrlt549Wc4fnjWp9PXdMkd1xvGHXdgx3dCJv2HWeO5znjRnkdxx3dBJv2HUdxx2eN5r7ddQcdOfchHNuWyIpi7o4ICLPAq4QkaxIqnnnYjL/r0bmrWjvCCJyjOgaijhbi9DZU2hC9z22LaLzkIrOuXEReTpwiYgMNCH2JufciKusG3grtk6miDxaRE60/9nI+uxxudyUVB9YBRRE5CTg3SIymKaca+F07tFPbD/Wexs61wmxtRudczudc3fZ/oxl7py7yTmXXEv678Ae59yElcGFNfmnlScioen1IefcsIhk7NQIlbLdCKxyzg075/6RRsdp9I6A3zrn9iSu/zW2NrGIHCsix7rEWsKN3Mc5d7fTuUnY3KadwLhzbreVy7ts/lcqxPOjnHNfdM6NJq6NqDy/40Rko3Ou4Jwbnk7WDDq37B1vp9x7kz/awB2eNypyPXdMld1xvGHy5z13dDhvgOeOWKbnjfryO447OoE37JpO5g7PG02gowz0OtgJ/EVEng28AHibvaRpGmZVeRIPcBtws2iggQ8DEy3WOcaoiLwbnQN0mXNu72wXxDomdC3VHIdAICKPR+fqbHOGtEpNk3cS+BvqvvRu4Kv2oWi2s2Kn6R3Xv8VAl2gwh+9b2c8FO4HbRORhwAeA1EGG4g9Tnf+2HdghIgej7kMLa69tBskPYZyEksuxqLvPYIvuEznndgN/EpGz0ef40zr3n1FGDdHF+7cBd4jIWWgwlNTvTG2drkOkTb/js2BOcvczfzTEHZ43GoLnjup7zEvegM7kjk7ijaR+njtmheeNqfeZl9zRibwBncUdnjdaBNfC4fhW/ki4CgDLZsh3Mxqo4OBmZNc5dyRawa+lwUXmobJsxXT3tDxZNCjCDaRco7GmPOpeAzwGJfWfkDLgRM31R2FLadQ59wu01+tRbXjWr0KDRvwMOHuOdSVAg5GMW904PcUzX4sGIemaIc9L0Hk4v6HBQBMN6C5odMwdaBCQptasTJZFjewsGpjlHiw4y0zlUitjhjyvtPflGuBBTeo6bSCTRt/xdnJHirrUFH+0izs8bzRUPp47XGfxhsnpCO7oJN6oUxaeO6YvG88bibKokT1vuaNTeCNFXZpX3OF5o4X3a/cNWlAgz0N7QgbqnMuhER03p5QVV7r+GSrUgWhEzlQBLGrkJNfzOxsNYHAYNi+p5j7PnYkgZrjHM4Afoe4hUnPuCOCmRl/+xP/+0Qwv1KeBc+bwHI+gEik0rDn3fPTjdkZtOc3wDJdTvf5o8sOQRedvnZ5St3PQZRIeh81dqXO/V6DuNyfPpmOK+z04SR419WIFGsm1IXJJ6HkgGkl1QU16vN7pu4FTU8pcDJxn+8/D1iytk+9N6DIpmxrROdYPHRm4vR7hNfqO11zbMu6oKcuW80e7ueP+zhs1z89zx1QdO4o3Yh07gTs6mTfsuvs1d3jemLVcOoo7OoU3asqy47jj/s4brfi1TXBLlKssZL+xzrkguW1A5plor+TrgVMS6VN6fRopfGA1GpnwOOAJ6DIW/4W6Jl2CBStoVN+aexyPRvGMoynWVp4czQXJOAJ1GbogllOvXBotk5rr3gZ8f5pzRwFHpZVvZPI3Estt1JYt1ouZVl+0R+9q4InUfDDtfA/wyGbLgArRHoEuq/GrevUP6MI+Oo3eB430eisaWfKvwJY65TLQYLm8H+31vQYLhDFNvtQfynr3RperuQj9eIY1ZdLwO9MO7rBrWs4f7eYOzxtV13jumCq/I3hjuvt3And0Im/YtZ47nOeNGe7REdzRqbxh13Qcd3jeaM2vrcKbVkpfmAzwLsy1px6BNSH3SOCr6NqBl6LLTTwxcT47B9mL0KU3voquD9hv6Seg6/zF0QAbaTgl3Uz6gRdb5XzhXCthnXv9GLg+cdxwNMV6utc8008Ax82k92z/B40G+UF0jc6HousQJpc3afgZosFXYiK8mpoPZq3MObz4Z6JuZBeiH/r/JtHTN5cyR5fCeD+VpUhei65HurbZemf7h6HuTT+peZblj/scdD4jsX8UuqTF6jmWcVu4w+S0hT9azR2eN6aV7bljqtyO4w27vmO4o1N4I5nXc0fVec8b9WV3HHd0Em+YnI7gDs8b7fnNmyBxyUANTlFE5608TEQGnHN5y3eOiBzShPy1aIj83znnPgNcgbqFPFREnmL3LTSrt9NgGJ9DCfA44NGW5Ro0QuYx8X9LKzeRt8tpBMQrgDcDDxaRx8bymolQaPc4XETOEJGFzrlHADeJyE9Mbkkq0UQbhul1vIicJyLH2X+5GyWAacthpvIRkeXoy9njnPsuGn30zcAKEXm/Xd/QMxSRlcCbReQC59x30IAVLwLOFpFcPZlpn2EdPBS4xDn3frQ39MvAS0XkkSY3dfCUhP6hiPShH4cTsMCPzrn/BH5o92mq3lkdOwTtDd0uIt8RkV47v8XkTjagazlwiO2/TES+JiIXoPObvgxcKiK5Rsq43dxh17acP9rBHZ43ptXZc0e17h3DG7H8eNtJ3NEpvBHL9dwxRV/PG1P17xju6FTesGs7gjs8b7QP88JAr3lBzxCRp4rIBrTnLwDOEpHlIvIkdJL+rNFHa+F06YdvABeKyIHOudtRl47twPEismKOeq9EIxV+EngNcL6InGEv7h3AWhHpSlNBa+T+K3CliHxcRE52zn0YdVU6U0SebP+tYWIRkUegPcEXAR8QkQudc2cBu0XkGpNbnF5SKixA5z79u4j8O/BL4DlNNnRWOV3K4OXAiSJyopHT9cBbgeXSRERFp0ul/AwlkmcmPpivAR7TLKHU6L7YdkO0JxT7L78GCsALROTIBmXGemWcc6PAs4BbgIdbowLg5+h8mdRI1LsXA29APw6TzrnzgH3AF0TkZcBXRGSoEX0T9fRA1IXqdHS+1mq0x3wQWIeupdqw3HZxB7SeP9rBHZ43ptXdc0dFXkfxRqxzp3JHJ/BGHbmeO/C8UUdmR3FHJ/MGdAZ3eN5oM1ybh+gb+aFuET8H3oj2bh2LksAVaC/m1cBhKeQk3WE2A4cnzr0eJanNdrwCWDdHvV8JfA34vum7Hg0mcBcasOAbNBep8EI0yuEG4OsoGZ5j514CvJea4BEp5R4BfCdRBqearDjwwf8AxzQhNy7zh9g91tvxQnuGb0bX9jzf0lO5pqARUq+kMu/k6cCNwAl2HGBzZmaRsxr4lu1vAF6VOHcu6tbyDDs+G3PdmmPd2GRlexLqVvQJ4HI7dxhKkB8k4bbUQDmfgRL2W9CgM2tQd6Uvo42Ka4BHNyF3g8mJ5w91JfK8Fv3AHdpkebwQne/0BbtHPNfpLKsj/wAOaEJuS7gjLgfuJf6gDdyB542kbM8dU8u543jDZMxr7qDDecPkeu5wnjdmKOeO4w7mOW/E5UAHcweeN9ryu9dvOEOBbbYXX4ALqJ5/kkEXn1/YoMyz0MAVH7EKHs81udjSG47SGOuT2D8H+IHtfw/4pO33oVE4v5T25QdOAV6fOH4pSrAXoXNFnoy6uJwVV6YmdO9B12DMU5kv0wv8G/CeOTy/OMjGWehyDxehUUrPTjzDnP2n64DeBuU/257jM+34PHT5jpMalPNzlDhPQgObvDxx7rXoR/jZLazXC9De9neiAVUOA76NktnfgYOA1wH/0aDcRwK/Q13BPoYFtTB53wE+CxydUtYaYIjK3LEeq2/HJYkJeEDyWaf9/4n9E9EgKuutLlyBzlmLP5jdNEfiLeeORF1uKX/QBu7A88Zs9/DcUZHZEbwR///EfsdwBx3CG3aN547p5XveqJbbEdxBh/JGoi7Pe+7A88a98tsvN40fmFWK5YmH8QZ7yb+fKMTnAEtTykz2Vj7ACvcAdNH6UdStaL2dfx1wfBN6n4NGOYz1exLwTKvc38N6/tB1Lnuos9xCHZnxWoPXoS49b0qkPwBdUmDI0n5EgmBSyN4MPAUjwkTZ/xvw/4CHJirrN1Byb4QMFyf2D0ZJZQO6xMJf0GicT6i55sskeghneIaz9Tg/A3hYSj2TUUW/aXqeAHwceKWlxx+yhpd+qHO/IxNlu8Dq9juwDxj6wVgOnEwK4kUJfwOVnr9zUZecR6LuOOssvc9kfwf9+M8YKRONJPsLtNfzl2hv8HLgfeiHJ+7RfirwqTT1OSF7E+q6F0e9PBT4QFy3bfs54NwGy7bl3FGn7rWcP2gxd+B5w3PHLNxBB/KGXdcx3EGH8UZchnju8Lwxs7yO4w7+f3vnGyPVWcXh57W7Uootta0EUpvSEkgpll1KC0bTtMVAFf1AjYuEKCjVVhpoYsW0iR+KSghpEymk1JqQWNoP7YfSqlGRiEEMxX+RLLWN0WjQxGiVGlTUkgi8fjhn3Mv0zr+de2fu2/09yWR3Zu6c8859z/3dvWfPe25CupETe5XXDqQbPX30x6l1lvym7/TDflAPYKULRzIH/mrgJTooPwFexMpYJnvQvR9bBzEZyw79FrhmnONeimXjsp0g34d1gtyHd1TESn2epcNOjh54e7ASpJ2ZAH0WE5q1+NqnNu0FTKD/i63h2I5lDAf8IPsctp5lGyauHd07EBPl48A2fz4FmIudhEaxbo6bgL8DH/Zt3uUHbcM5pcOMM7TdabLRCXOfx+MrdHgvyQZ+LgTuw8qcap0gpwJ7MdGq3TrlWqzU7IYW9q7zsY0wdsuS9b7vf8yYIN4BbPbfh7BM5uVN7N6OlWYt9Dibg50wP4+Va+3FysL2uP+m48yxf6PH1lZgGDvh/47MvUexLP+aDmyWph3+uVL0gxK1A+mGtCPfVpK64T6S0g4S1A3/nLQjSjdy7CWpHSSmG/655LQD6UZPHr13aCU3LwNLfAcsBv6ENSq4CisbeQrLch2jzXUnnC+E3wMO+e8bsS6WYPf7GwWGxzHuJdiahNr9Bq8G7vSD6EnsFgirgE/7uNtaw5ENYN8fL2AdFbcBj/rrW4GnMWHrdG3IMkxUZrntR7H1Q5d68N/KchFeAAAI6ElEQVSPCXhtrUXb9z3EypT+gK07eiTz+t2MZYhXYhnj2/3524Er2pjDUjLOOT5+CFyGleR0VLqWsZOX+ZuGdWb9Fp71xLKi3wZmZ7ZrWl6FCcvLwF313wPL7D+fic9fAcsz2zQVXCwzucF/vzDjbxRbk3QR1gV2hA7WPJEpZ8I6sn4Zu3XHdJ/PE8CD7v8ofky1GcuFa0dOXBSqH5SgHUg3pB1NtIMEdcPtJKUdJKYbbkfakT9/E143/P2ZJKYdJKYbOXFRee1AutHzR2+dWdCcAmb581oGZxbW1n6tH6CLfeI7zUTVB/wBTKAex8poDgILxzn2+VjXw2WYUB1hTGimYxmendjakbaEHFvHccID/J1YFmk1loV6DyaGm33bAZpkJlv4+Qa+XgRYg5XO/BRbY7ESaxTxI+CmcdjehK2PeRjY5a+twjKOn8UyUEP+ejv3Ki4941znYx9eYlT/Xpu28jJ/k7DuqW/FGmT8EitP+gVwSyd+fG521D6DZYXv8XlbgK2p+gHWLKO23idkf+aN2X9+NRNfgbEyqGGPh47jzWP6N8AO7D6jM/z42IydFKa7/Qc87ue2abdU7ciJi8L0g4K1A+mGtKO17aR0IxPXyWkHiehGZh9LOxrP34TWDd8uKe0gUd3IiYvKagfSjb48eutsLGhGajsBz7j5wfB9OlyrluMjG/AvYB0aV/nBu6JL2zcDJ4HXgFX+Wk1gagLUSZnIfA/A1zAB3A18AMvyXYmVYDwHbO1mXwCLsIziEJYNXOcH7hcx4boEy6Rd1YbNa4CPZp4v9QNoiR/wtRKSte6zo1KUnDksJOPcRpxs7MJWw8xf5v1HgKXjsH0rVgJ1ByaCz/gc7gZ2+zZTM77aFhas3OkAfgLAhHwQKwt7njbXDtXZHAZOY7cW2YA1pfkUls1+APvDomWcNThWStWOBnFRiH5QoHYg3Wh3/iasdpCYbridZLUjJyYqpxuZfSHtaD5/E1Y3/LNJaQcJ60aDuKicdiDd6Muj9w6trf1JYH1tYrDM37sxYey6nX1dwO8Fvpv33jht3+Dj/3/A+3domkFsYm8udnuDhzw4D7v9e/z9ecCMLsc8zcXk9Zpdf31K5veW+x3Lzv4eOIeVsqzAyk8+hgnjECbo2+s+13E2igIzzq18YOVKX+jSVl7m72dYpvLGLuxehGUPR10Ab8FKb+ZjpVWTurA9BcsyP0wmS4tlKg8yjs6b/vnrsWzrGhfJdW7vqMfOdo+lTo+V0rUjJ/YK048itUO60fb8TUjtSFE33Eay2pGCbvj20o7W8zchdcNtJacdKetGTuxVUjukG71/9MfpWNDfm3ntE1imbnJBPuqzUvcVOP5aZuozBdlbiDUnuNOfvxfvQlngmBdh6y9m1O+fDu0MYc0WDmFrWg4Du4Cv+/vzsfuHFtGVtLCMcxMfk/wA7mp9GfmZv6X+2riWVdT5uazu+a2+77sVxCtdcA9h5Utfwjp0dtW50o+RfzB2i5oLsAYuD9JmiVkDu6VrR4PYK0Q/itQO6UZH8zchtSM13XDbyWpHCrrh9qQd7c3fhNQNt5+UdqSsGw1ir3LaId3o7aN/jseCfgRb3zBKBw0W2vRRWLYyx/ZCLDvzyYLsLfLAv6sIezn2B7EGCCvHG/AZW/OBvzGWrdyFrZ+Zg5UBXVzEmMuew4yPgQJsNMr8FSbgmXlcjjX2+GBBNidjWfItWOa843ttNrBbOzHcW4S9jN3StcP9lBJ7RWqHdKP381fnIwntSEk33Hay2pGCbrg9aUcP56/ORxK6kZnHJLQjZd1wP5XXDulG7x79dW5Bfw54lS4yXC18dJWtbGF7QcF/lBR6As6xvwi/l2ABtmrZytX+/NIiTjq9nsMS9m/Xmb8m9gexjOUBKrhepsGYazG9rmC7pWuH+ykl9orUDulG7+evpH1cinakqBs+7mS1IwXdqNvH0o4ezF9J+1d/c5w/5mR1w/1UXjukG7151NYh9I0QwvXA2Rjjr0v0MRBjPFOW/SIJISwA/lPm/iiKEMLNwHeALTHGnSX7qvwchhAGgSeA/cBzMcZzJfm4PMb4agghxH4fwG1QVkz3QjvcTwqxJ91o7C+F+StVO1LUDUhbO1KIO5B2NPFV+fnT3xz5pKwb7ieF2JNulEzfL9BF2oQQFmPZ1XnAH8s4QaRECGERlp070u+xCFFVpBtvRNohRGukHecj3RCiNSnqhi7QRdeEEC6JMf6z3+MQQqSDdEMIMR6kHUKITklNN3SBLrqmVvaUSvmTEKL/SDeEEONB2iGE6JTUdEMX6EIIIYQQQgghRAV4S78HIIQQQgghhBBCCF2gCyGEEEIIIYQQlUAX6EIIIYQQQgghRAXQBboQQgiROCGEsyGE0RDCKyGEYyGE+0MITc/xIYSZIYTVvRqjEEIIIVqjC3QhhBAifV6PMQ7HGOcBS4HlwEMtPjMT0AW6EEIIUSHUxV0IIYRInBDCv2KMb8s8vxb4OXAFcDXwNDDF394QYzwSQvgJMBc4DuwBdgLbgNuAScCuGOPXevYlhBBCCKELdCGEECJ16i/Q/bWTwHXAKeBcjPF0CGE28EyM8aYQwm3Aphjjh3z7u4FpMcYtIYRJwIvASIzxeE+/jBBCCDGBGej3AIQQQghRCsF/DgKPhRCGgbPAnAbbLwPmhxA+4s+nArOx/7ALIYQQogfoAl0IIYR4k+El7meBv2Jr0f8CDGG9Z043+hiwMca4vyeDFEIIIcQbUJM4IYQQ4k1ECOEdwBPAY9HWsU0F/hxjPAd8HLjANz0FXJz56H5gfQhh0O3MCSFMQQghhBA9Q/9BF0IIIdJncghhFCtnP4M1hfuKv/c4sDeEMAIcBP7tr78EnAkhHAOeBHZgnd2PhhACcAJY0asvIIQQQgg1iRNCCCGEEEIIISqBStyFEEIIIYQQQogKoAt0IYQQQgghhBCiAugCXQghhBBCCCGEqAC6QBdCCCGEEEIIISqALtCFEEIIIYQQQogKoAt0IYQQQgghhBCiAugCXQghhBBCCCGEqAD/A1OMPh3CilUoAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Convert date columns to datetime for better plotting\n", + "date_columns = pd.to_datetime(date_columns)\n", + "\n", + "# Plot the data\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "for country in countries_of_interest:\n", + " if country in grouped_data.index:\n", + " plt.plot(date_columns, grouped_data.loc[country], label=country)\n", + "\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Cumulative Number of Cases')\n", + "plt.title('Cumulative Number of COVID-19 Cases Over Time - Linear - Month view')\n", + "\n", + "# Format x-axis to show month and year\n", + "# Sets the major formatter for the x-axis to display the month and year.\n", + "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", + "# Sets the major locator to display ticks for each month.\n", + "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Belgium0000000000...33717337173377533775337753377533775337753377533814
China171826425682131133171213...101048101051101051101052101053101054101055101055101055101056
France0000000000...166004166029166050166071166071166071166114166138166165166176
Germany0000000000...168086168175168296168397168397168397168397168709168808168935
Iran0000000000...144845144858144864144867144878144893144902144907144922144933
Italy0000000000...188094188094188094188322188322188322188322188322188322188322
Japan0000000000...72395724947258172648727297277972813728487291772997
Korea, South0000000000...33988340033401434020340203403434049340613408134093
Netherlands0000000000...23705237052370523705237052370523705237052370523705
Portugal0000000000...26117261802618026180261802618026180261802626626266
Spain0000000000...119380119380119380119479119479119479119479119479119479119479
US0000000000...1119917112089711216581122165112217211221341122181112251611232461123836
United Kingdom0000000011...220721220721220721220721220721220721220721220721220721220721
\n", + "

13 rows × 1143 columns

\n", + "
" + ], + "text/plain": [ + " 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 \\\n", + "Country/Region \n", + "Belgium 0 0 0 0 0 0 0 \n", + "China 17 18 26 42 56 82 131 \n", + "France 0 0 0 0 0 0 0 \n", + "Germany 0 0 0 0 0 0 0 \n", + "Iran 0 0 0 0 0 0 0 \n", + "Italy 0 0 0 0 0 0 0 \n", + "Japan 0 0 0 0 0 0 0 \n", + "Korea, South 0 0 0 0 0 0 0 \n", + "Netherlands 0 0 0 0 0 0 0 \n", + "Portugal 0 0 0 0 0 0 0 \n", + "Spain 0 0 0 0 0 0 0 \n", + "US 0 0 0 0 0 0 0 \n", + "United Kingdom 0 0 0 0 0 0 0 \n", + "\n", + " 1/29/20 1/30/20 1/31/20 ... 2/28/23 3/1/23 3/2/23 \\\n", + "Country/Region ... \n", + "Belgium 0 0 0 ... 33717 33717 33775 \n", + "China 133 171 213 ... 101048 101051 101051 \n", + "France 0 0 0 ... 166004 166029 166050 \n", + "Germany 0 0 0 ... 168086 168175 168296 \n", + "Iran 0 0 0 ... 144845 144858 144864 \n", + "Italy 0 0 0 ... 188094 188094 188094 \n", + "Japan 0 0 0 ... 72395 72494 72581 \n", + "Korea, South 0 0 0 ... 33988 34003 34014 \n", + "Netherlands 0 0 0 ... 23705 23705 23705 \n", + "Portugal 0 0 0 ... 26117 26180 26180 \n", + "Spain 0 0 0 ... 119380 119380 119380 \n", + "US 0 0 0 ... 1119917 1120897 1121658 \n", + "United Kingdom 0 1 1 ... 220721 220721 220721 \n", + "\n", + " 3/3/23 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", + "Country/Region \n", + "Belgium 33775 33775 33775 33775 33775 33775 33814 \n", + "China 101052 101053 101054 101055 101055 101055 101056 \n", + "France 166071 166071 166071 166114 166138 166165 166176 \n", + "Germany 168397 168397 168397 168397 168709 168808 168935 \n", + "Iran 144867 144878 144893 144902 144907 144922 144933 \n", + "Italy 188322 188322 188322 188322 188322 188322 188322 \n", + "Japan 72648 72729 72779 72813 72848 72917 72997 \n", + "Korea, South 34020 34020 34034 34049 34061 34081 34093 \n", + "Netherlands 23705 23705 23705 23705 23705 23705 23705 \n", + "Portugal 26180 26180 26180 26180 26180 26266 26266 \n", + "Spain 119479 119479 119479 119479 119479 119479 119479 \n", + "US 1122165 1122172 1122134 1122181 1122516 1123246 1123836 \n", + "United Kingdom 220721 220721 220721 220721 220721 220721 220721 \n", + "\n", + "[13 rows x 1143 columns]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load data\n", + "death_data = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv')\n", + "\n", + "# Filter by country\n", + "filtered_death_data = death_data[death_data['Country/Region'].isin(countries_of_interest)]\n", + "\n", + "# Filter country and value\n", + "filtered_death_data = filtered_death_data.drop(columns=['Province/State', 'Lat', 'Long'])\n", + "\n", + "grouped_death_data = filtered_death_data.groupby('Country/Region').sum()\n", + "grouped_death_data\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "date_death_columns = grouped_death_data.columns\n", + "\n", + "# Convert date columns to datetime for better plotting\n", + "date_death_columns = pd.to_datetime(date_death_columns)\n", + "\n", + "# Plot the data\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "for country in countries_of_interest:\n", + " if country in grouped_death_data.index:\n", + " plt.plot(date_death_columns, grouped_death_data.loc[country], label=country)\n", + "\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Cumulative Number of Death')\n", + "plt.title('Cumulative Number of COVID-19 Death Over Time - Linear - Month view')\n", + "\n", + "# Format x-axis to show month and year\n", + "# Sets the major formatter for the x-axis to display the month and year.\n", + "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", + "# Sets the major locator to display ticks for each month.\n", + "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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220721 \n", + "2023-03-03 220721 \n", + "2023-03-04 220721 \n", + "2023-03-05 220721 \n", + "2023-03-06 220721 \n", + "2023-03-07 220721 \n", + "2023-03-08 220721 \n", + "2023-03-09 220721 \n", + "\n", + "[1143 rows x 13 columns]" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "# Group by country and sum cases for each date\n", + "grouped_death_data = filtered_death_data.groupby('Country/Region').sum()\n", + "\n", + "# Convert date columns to datetime\n", + "grouped_death_data.columns = pd.to_datetime(grouped_death_data.columns)\n", + "\n", + "# Transpose the DataFrame to have dates as rows\n", + "grouped_death_data = grouped_death_data.transpose()\n", + "grouped_death_data\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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169243 \n", + "2021-11-30 173763 \n", + "2021-12-31 177869 \n", + "2022-01-31 184634 \n", + "2022-02-28 188575 \n", + "2022-03-31 193028 \n", + "2022-04-30 198162 \n", + "2022-05-31 200321 \n", + "2022-06-30 201790 \n", + "2022-07-31 205481 \n", + "2022-08-31 207831 \n", + "2022-09-30 209268 \n", + "2022-10-31 212350 \n", + "2022-11-30 214179 \n", + "2022-12-31 217054 \n", + "2023-01-31 220064 \n", + "2023-02-28 220721 \n", + "2023-03-31 220721 " + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Resample the data to get the last available value for each month\n", + "monthly_death_data = grouped_death_data.resample('M').ffill()\n", + "monthly_death_data\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2020-01-31 00:00:002020-02-29 00:00:002020-03-31 00:00:002020-04-30 00:00:002020-05-31 00:00:002020-06-30 00:00:002020-07-31 00:00:002020-08-31 00:00:002020-09-30 00:00:002020-10-31 00:00:00...2022-06-30 00:00:002022-07-31 00:00:002022-08-31 00:00:002022-09-30 00:00:002022-10-31 00:00:002022-11-30 00:00:002022-12-31 00:00:002023-01-31 00:00:002023-02-28 00:00:002023-03-31 00:00:00
Country/Region
Belgium00705759494679747984198951001611625...31918322283251632673329023306133228335573371733814
China213283733234697470847134733479648134814...1492715046152401571315952159861710297663101048101056
France02352624349288052984630268306463197836827...150572153023155133156152158034159990163003165274166004166176
Germany0058362888500897391419298948810452...141105143855147404149948153544157791161465165711168086168935
Iran0432898602877971081716766215712616934864...141389141998143867144426144576144633144685144749144845144933
Italy0291242827967334153476735141354833589438618...168353172086175595177092179101181098184642186833188094188322
Japan06674818989741013130015751770...31281326133994244918467654965257274680997239572997
Korea, South016162248271282301324415466...24555250682687628445292093056832219334863398834093
Netherlands0010404811597561326166625264577459...23000231222323923292234592356823697237022370523705
Portugal00160989141015761735182219712507...24149245922485525031252282545025714260222611726266
Spain00846424543271272835528445290943179135878...107906110719112600114179115078115901117095118434119380119479
US01535966638107857127432153969182794205957230545...1017377103008810462401059507107037610804661092764110868811199171123836
United Kingdom13514539062525695628457434579845887564308...201790205481207831209268212350214179217054220064220721220721
\n", + "

13 rows × 39 columns

\n", + "
" + ], + "text/plain": [ + " 2020-01-31 2020-02-29 2020-03-31 2020-04-30 2020-05-31 \\\n", + "Country/Region \n", + "Belgium 0 0 705 7594 9467 \n", + "China 213 2837 3323 4697 4708 \n", + "France 0 2 3526 24349 28805 \n", + "Germany 0 0 583 6288 8500 \n", + "Iran 0 43 2898 6028 7797 \n", + "Italy 0 29 12428 27967 33415 \n", + "Japan 0 6 67 481 898 \n", + "Korea, South 0 16 162 248 271 \n", + "Netherlands 0 0 1040 4811 5975 \n", + "Portugal 0 0 160 989 1410 \n", + "Spain 0 0 8464 24543 27127 \n", + "US 0 1 5359 66638 107857 \n", + "United Kingdom 1 3 5145 39062 52569 \n", + "\n", + " 2020-06-30 2020-07-31 2020-08-31 2020-09-30 2020-10-31 \\\n", + "Country/Region \n", + "Belgium 9747 9841 9895 10016 11625 \n", + "China 4713 4733 4796 4813 4814 \n", + "France 29846 30268 30646 31978 36827 \n", + "Germany 8973 9141 9298 9488 10452 \n", + "Iran 10817 16766 21571 26169 34864 \n", + "Italy 34767 35141 35483 35894 38618 \n", + "Japan 974 1013 1300 1575 1770 \n", + "Korea, South 282 301 324 415 466 \n", + "Netherlands 6132 6166 6252 6457 7459 \n", + "Portugal 1576 1735 1822 1971 2507 \n", + "Spain 28355 28445 29094 31791 35878 \n", + "US 127432 153969 182794 205957 230545 \n", + "United Kingdom 56284 57434 57984 58875 64308 \n", + "\n", + " ... 2022-06-30 2022-07-31 2022-08-31 2022-09-30 \\\n", + "Country/Region ... \n", + "Belgium ... 31918 32228 32516 32673 \n", + "China ... 14927 15046 15240 15713 \n", + "France ... 150572 153023 155133 156152 \n", + "Germany ... 141105 143855 147404 149948 \n", + "Iran ... 141389 141998 143867 144426 \n", + "Italy ... 168353 172086 175595 177092 \n", + "Japan ... 31281 32613 39942 44918 \n", + "Korea, South ... 24555 25068 26876 28445 \n", + "Netherlands ... 23000 23122 23239 23292 \n", + "Portugal ... 24149 24592 24855 25031 \n", + "Spain ... 107906 110719 112600 114179 \n", + "US ... 1017377 1030088 1046240 1059507 \n", + "United Kingdom ... 201790 205481 207831 209268 \n", + "\n", + " 2022-10-31 2022-11-30 2022-12-31 2023-01-31 2023-02-28 \\\n", + "Country/Region \n", + "Belgium 32902 33061 33228 33557 33717 \n", + "China 15952 15986 17102 97663 101048 \n", + "France 158034 159990 163003 165274 166004 \n", + "Germany 153544 157791 161465 165711 168086 \n", + "Iran 144576 144633 144685 144749 144845 \n", + "Italy 179101 181098 184642 186833 188094 \n", + "Japan 46765 49652 57274 68099 72395 \n", + "Korea, South 29209 30568 32219 33486 33988 \n", + "Netherlands 23459 23568 23697 23702 23705 \n", + "Portugal 25228 25450 25714 26022 26117 \n", + "Spain 115078 115901 117095 118434 119380 \n", + "US 1070376 1080466 1092764 1108688 1119917 \n", + "United Kingdom 212350 214179 217054 220064 220721 \n", + "\n", + " 2023-03-31 \n", + "Country/Region \n", + "Belgium 33814 \n", + "China 101056 \n", + "France 166176 \n", + "Germany 168935 \n", + "Iran 144933 \n", + "Italy 188322 \n", + "Japan 72997 \n", + "Korea, South 34093 \n", + "Netherlands 23705 \n", + "Portugal 26266 \n", + "Spain 119479 \n", + "US 1123836 \n", + "United Kingdom 220721 \n", + "\n", + "[13 rows x 39 columns]" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Transpose back to have countries as rows\n", + "monthly_death_data = monthly_death_data.transpose()\n", + "monthly_death_data" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Plot the data\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "for country in countries_of_interest:\n", + " if country in monthly_death_data.index:\n", + " plt.plot(monthly_death_data.columns, monthly_death_data.loc[country], label=country)\n", + "\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Cumulative Number of Cases')\n", + "plt.title('Cumulative Number of COVID-19 Cases Over Time by Month - Linear')\n", + "\n", + "# Format x-axis to show month and year\n", + "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", + "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", + "\n", + "# Set y-axis to logarithmic scale\n", + "#plt.yscale('log')\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the data\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "for country in countries_of_interest:\n", + " if country in monthly_death_data.index:\n", + " plt.plot(monthly_death_data.columns, monthly_death_data.loc[country], label=country)\n", + "\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Cumulative Number of Cases')\n", + "plt.title('Cumulative Number of COVID-19 Cases Over Time by Month - Log')\n", + "\n", + "# Format x-axis to show month and year\n", + "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", + "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", + "\n", + "# Set y-axis to logarithmic scale\n", + "plt.yscale('log')\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "\n", + "#sth wrong/ hmmmmm" ] }, { -- 2.18.1