From 2cb6f139e56d2fdec8e0298b5c241042c11765de Mon Sep 17 00:00:00 2001 From: 3eb2734abf9c03158722854f9624a07d <3eb2734abf9c03158722854f9624a07d@app-learninglab.inria.fr> Date: Thu, 8 Dec 2022 12:02:37 +0000 Subject: [PATCH] I want to die --- module3/exo3/bed.csv | 44 + module3/exo3/bed.xlsx | Bin 0 -> 41800 bytes module3/exo3/exercice.ipynb | 3049 ++++++++++++++++- module3/exo3/population.csv | 271 ++ .../time_series_covid19_confirmed_global.csv | 290 ++ .../time_series_covid19_deaths_global.csv | 290 ++ 6 files changed, 3941 insertions(+), 3 deletions(-) create mode 100644 module3/exo3/bed.csv create mode 100644 module3/exo3/bed.xlsx create mode 100644 module3/exo3/population.csv create mode 100644 module3/exo3/time_series_covid19_confirmed_global.csv create mode 100644 module3/exo3/time_series_covid19_deaths_global.csv diff --git a/module3/exo3/bed.csv b/module3/exo3/bed.csv new file mode 100644 index 0000000..e1fb4f9 --- /dev/null +++ b/module3/exo3/bed.csv @@ -0,0 +1,44 @@ 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Je conduis cette analyse avec le fichier du commit numéro `1b7e885187acaf46b1099b103d38da0b21e570ee`. Le fichier à ce moment est visible via ce [lien](https://github.com/CSSEGISandData/COVID-19/blob/1b7e885187acaf46b1099b103d38da0b21e570ee/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], + "source": [ + "def get_file(url, path):\n", + " # Download the file if it does not exists\n", + " if not exists(path):\n", + " print('Download file')\n", + " res = requests.get(url, allow_redirects=True)\n", + " open(path, 'wb').write(res.content)\n", + " if path.endswith('.csv'):\n", + " return pd.read_csv(path)\n", + " elif path.endswith('.xlsx'):\n", + " return pd.read_excel(path)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...11/28/2211/29/2211/30/2212/1/2212/2/2212/3/2212/4/2212/5/2212/6/2212/7/22
0NaNAfghanistan33.9391167.709953000000...205802205830205907206073206133206145206206206273206331206414
1NaNAlbania41.1533020.168300000000...333330333338333343333360333381333391333408333413333455333472
2NaNAlgeria28.033901.659600000000...271079271082271090271096271100271102271107271113271122271128
3NaNAndorra42.506301.521800000000...46824468244721947219472194721947219472194721947446
4NaNAngola-11.2027017.873900000000...104491104491104676104676104676104676104676104750104750104808
\n", + "

5 rows × 1055 columns

\n", + "
" + ], + "text/plain": [ + " Province/State Country/Region Lat Long 1/22/20 1/23/20 \\\n", + "0 NaN Afghanistan 33.93911 67.709953 0 0 \n", + "1 NaN Albania 41.15330 20.168300 0 0 \n", + "2 NaN Algeria 28.03390 1.659600 0 0 \n", + "3 NaN Andorra 42.50630 1.521800 0 0 \n", + "4 NaN Angola -11.20270 17.873900 0 0 \n", + "\n", + " 1/24/20 1/25/20 1/26/20 1/27/20 ... 11/28/22 11/29/22 11/30/22 \\\n", + "0 0 0 0 0 ... 205802 205830 205907 \n", + "1 0 0 0 0 ... 333330 333338 333343 \n", + "2 0 0 0 0 ... 271079 271082 271090 \n", + "3 0 0 0 0 ... 46824 46824 47219 \n", + "4 0 0 0 0 ... 104491 104491 104676 \n", + "\n", + " 12/1/22 12/2/22 12/3/22 12/4/22 12/5/22 12/6/22 12/7/22 \n", + "0 206073 206133 206145 206206 206273 206331 206414 \n", + "1 333360 333381 333391 333408 333413 333455 333472 \n", + "2 271096 271100 271102 271107 271113 271122 271128 \n", + "3 47219 47219 47219 47219 47219 47219 47446 \n", + "4 104676 104676 104676 104676 104750 104750 104808 \n", + "\n", + "[5 rows x 1055 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = get_file(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\",\n", + " 'time_series_covid19_confirmed_global.csv')\n", + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "Ce fichier contient le nombre de cas confirmés par pays. Chaque ligne correpond à un état d'un pays. La 1ère colonne correspond à l'état, la 2ème au pays, la 3ème à la latitude, la 4ème à la longitude et chaque colonne après correspond à une journée et contient le nombre de cas cumulés confirmés depuis le début de l'épidémie.\n", + "\n", + "**ATTENTION :** en regardant la période diponible j'ai remarqué que les dates sont au format américain : mois/jour/année. \n", + "*Tous le monde sait que seuls les formats jour/mois/année et année/mois/jour ont du sens.* \n", + "Je prépare donc une fonction pour parser les dates." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], + "source": [ + "def parse_date(date_str):\n", + " return datetime.strptime(date_str, '%m/%d/%y')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "Regardons un peu se que l'on trouve dans ce fichier..." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Nombre d'états :\t289\n", + "Nombre de pays :\t201\n", + "Nombre de jours :\t1051\n", + "1er jour dispo :\t2020-01-22\n", + "dernier jour dispo :\t2022-12-07\n" + ] + } + ], + "source": [ + "def data_overview(data):\n", + " print(\"Nombre d'états :\", data.shape[0], sep='\\t')\n", + " print('Nombre de pays :', len(data['Country/Region'].unique()), sep='\\t')\n", + " print(\"Nombre de jours :\", data.shape[1] - 4, sep='\\t')\n", + " print(\"1er jour dispo :\", parse_date(data.columns[4]).date(), sep='\\t')\n", + " print(\"dernier jour dispo :\", parse_date(data.columns[-1]).date(), sep='\\t')\n", + " \n", + "data_overview(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "## Analyse par pays\n", + "\n", + "La consigne est de montrer l'évolution du nombre de cas confirmés pour ces pays : la Belgique (Belgium), la Chine - toutes les provinces sauf Hong-Kong (China), Hong Kong (China, Hong-Kong), la France métropolitaine (France), l’Allemagne (Germany), l’Iran (Iran), l’Italie (Italy), le Japon (Japan), la Corée du Sud (Korea, South), la Hollande sans les colonies (Netherlands), le Portugal (Portugal), l’Espagne (Spain), le Royaume-Unis sans les colonies (United Kingdom), les États-Unis (US)." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], + "source": [ + "countries = ['Belgium', 'China', 'China, Hong-Kong', 'France', 'Germany', 'Iran', 'Italy', 'Japan', 'Korea, South',\n", + " 'Netherlands', 'Portugal', 'Spain', 'United Kingdom', 'US']" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "On vérifie conbien de ligne ont trouve pour chaque pays." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Belgium 1\n", + "China 34\n", + "China, Hong-Kong 0\n", + "France 12\n", + "Germany 1\n", + "Iran 1\n", + "Italy 1\n", + "Japan 1\n", + "Korea, South 1\n", + "Netherlands 5\n", + "Portugal 1\n", + "Spain 1\n", + "United Kingdom 15\n", + "US 1\n" + ] + } + ], + "source": [ + "for country in countries:\n", + " print(country, len(data[data['Country/Region'] == country]))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "Ceux qui ne contiennent qu'une seule ligne sont triviaux, les autres nécessite d'être regardé en détails." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...11/28/2211/29/2211/30/2212/1/2212/2/2212/3/2212/4/2212/5/2212/6/2212/7/22
59AnhuiChina31.8257117.22641915396070...1596161416141616162816541654166816801688
60BeijingChina40.1824116.4142142236416880...11520115201384014788154931620517236184011840120761
61ChongqingChina30.0572107.874069275775110...5661582958296231643867016701695276007600
62FujianChina26.0789117.98741510183559...6019608560856173634464366436666966696824
63GansuChina35.7518104.28610224714...1547155115511551155115511551155915591559
64GuangdongChina23.3417113.424426325378111151...34114356433725439052407304261244315464504818749638
65GuangxiChina23.8298108.78812523233646...2386239523952400241124112419242424252425
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71Hong KongChina22.3000114.2000022588...2101888210943521182452128382213837821484892157976216748421774362189417
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73HunanChina27.6104111.708849244369100...2040212921292155218522162282236523762390
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34 rows × 1055 columns

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41.2956 122.6085 2 3 \n", + "79 Macau China 22.1667 113.5500 1 2 \n", + "80 Ningxia China 37.2692 106.1655 1 1 \n", + "81 Qinghai China 35.7452 95.9956 0 0 \n", + "82 Shaanxi China 35.1917 108.8701 0 3 \n", + "83 Shandong China 36.3427 118.1498 2 6 \n", + "84 Shanghai China 31.2020 121.4491 9 16 \n", + "85 Shanxi China 37.5777 112.2922 1 1 \n", + "86 Sichuan China 30.6171 102.7103 5 8 \n", + "87 Tianjin China 39.3054 117.3230 4 4 \n", + "88 Tibet China 31.6927 88.0924 0 0 \n", + "89 Unknown China NaN NaN 0 0 \n", + "90 Xinjiang China 41.1129 85.2401 0 2 \n", + "91 Yunnan China 24.9740 101.4870 1 2 \n", + "92 Zhejiang China 29.1832 120.0934 10 27 \n", + "\n", + " 1/24/20 1/25/20 1/26/20 1/27/20 ... 11/28/22 11/29/22 11/30/22 \\\n", + "59 15 39 60 70 ... 1596 1614 1614 \n", + "60 36 41 68 80 ... 11520 11520 13840 \n", + "61 27 57 75 110 ... 5661 5829 5829 \n", + "62 10 18 35 59 ... 6019 6085 6085 \n", + "63 2 4 7 14 ... 1547 1551 1551 \n", + "64 53 78 111 151 ... 34114 35643 37254 \n", + 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"data[data['Country/Region'] == 'China']" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "Pour la **Chine** on veut toutes les ligne sauf celle ayant \"Hong Kong\" comme région.\n", + "\n", + "Pour **Hong Kong** on veut la ligne ayant \"China\" comme pays et \"Hong Kong\" comme région." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...11/28/2211/29/2211/30/2212/1/2212/2/2212/3/2212/4/2212/5/2212/6/2212/7/22
120French GuianaFrance3.933900-53.125800000000...95451954519545195451963899638996389963899638996389
121French PolynesiaFrance-17.679700149.406800000000...76899768997698577137771377713777137772757727577416
122GuadeloupeFrance16.265000-61.551000000000...197105197918197918197918197918197918197918197918197918197918
123MartiniqueFrance14.641500-61.024200000000...223877224468224468224468224468224468224468224468224468224468
124MayotteFrance-12.82750045.166244000000...41176411764117641206412064120641206416794167941679
125New CaledoniaFrance-20.904305165.618042000000...75258760517618776187761877618776187761877712777263
126ReunionFrance-21.11510055.536400000000...480323480323480323481540481540481540481540481540481540481540
127Saint BarthelemyFrance17.900000-62.833300000000...5336534853485348534853485348534853485348
128Saint Pierre and MiquelonFrance46.885200-56.315900000000...3248325032503282328232823282328232823282
129St MartinFrance18.070800-63.050100000000...12034120581205812058120581205812058120581205812058
130Wallis and FutunaFrance-14.293800-178.116500000000...3415341534153415341534153415341534153415
131NaNFrance46.2276002.213700002333...36671077367628913682986936897875369559453695594536955945370589773716449337240245
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12 rows × 1055 columns

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75258 \n", + "126 0 0 0 0 0 ... 480323 \n", + "127 0 0 0 0 0 ... 5336 \n", + "128 0 0 0 0 0 ... 3248 \n", + "129 0 0 0 0 0 ... 12034 \n", + "130 0 0 0 0 0 ... 3415 \n", + "131 0 2 3 3 3 ... 36671077 \n", + "\n", + " 11/29/22 11/30/22 12/1/22 12/2/22 12/3/22 12/4/22 12/5/22 \\\n", + "120 95451 95451 95451 96389 96389 96389 96389 \n", + "121 76899 76985 77137 77137 77137 77137 77275 \n", + "122 197918 197918 197918 197918 197918 197918 197918 \n", + "123 224468 224468 224468 224468 224468 224468 224468 \n", + "124 41176 41176 41206 41206 41206 41206 41679 \n", + "125 76051 76187 76187 76187 76187 76187 76187 \n", + "126 480323 480323 481540 481540 481540 481540 481540 \n", + "127 5348 5348 5348 5348 5348 5348 5348 \n", + "128 3250 3250 3282 3282 3282 3282 3282 \n", + "129 12058 12058 12058 12058 12058 12058 12058 \n", + "130 3415 3415 3415 3415 3415 3415 3415 \n", + "131 36762891 36829869 36897875 36955945 36955945 36955945 37058977 \n", + "\n", + " 12/6/22 12/7/22 \n", + "120 96389 96389 \n", + "121 77275 77416 \n", + "122 197918 197918 \n", + "123 224468 224468 \n", + "124 41679 41679 \n", + "125 77127 77263 \n", + "126 481540 481540 \n", + "127 5348 5348 \n", + "128 3282 3282 \n", + "129 12058 12058 \n", + "130 3415 3415 \n", + "131 37164493 37240245 \n", + "\n", + "[12 rows x 1055 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[data['Country/Region'] == 'France']" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "Pour la **France** on veut uniquement la ligne sans région (\"NaN\").\n", + "\n", + "Idem pour la **Hollande** et le **Royaume-Unis**.\n", + "\n", + "On peut désormais faire la courbe de l'évolution par pays..." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "data": { + "image/png": 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uc2Ocn/PpDKwwxtQDugO9cEZpRAMtgOfI++nIWGsP4uybJwprP5/NNAMnofjYGNPUPWZrGGNGG2Ou5vT271KcYc9v4dxycCKfZWGM8cO5HqTg3F6RlV9dD608tv39OMfzitOIrbDrX2E24fTA/tWN+zGc+zNPx2mfv4Wch5OA4cYZvWOMMZXcePL6+aY3gHHueZn90MFr3LKZwOXGmBuNMRXcfRztlhX0/wA419TH3PZCcY61M/7tWWvtViAOGOuuc0ec/ZXtXaC3Maanu70CjfNwqvoFNHu3Maa+cR6SNRr40J0egnOMHXHLnsxj3neAfwMZ1trshyqeyTVRRM6AEluRsi/7abDZr+zhxlhrs7+01cW5hy97+iLgcZx7QXfj/BX+5nzafxnnr9J7cXpVZuYqHwNMN86wrxs9C9wvp31w7tc7gPOzIgOstRvPdCWttetwHnLznhvzYZzhhNlmAD/hDJNdyJ9fTs7GVLe9JTgPmUnl5ITxTP0P54mzB3DuH7zBTSbyMwDnYTHrcdZzNvkPpRuLM3zuD5z19uw1yMT50hftlh/ASWCq5NPWAzj3K/6IMxT2OZz/R95xl7HTjSl3gtMfSDDOcL3hwO15NW6t/Qhn/d/DeeDLXJyHaBXZcVJMHsYZbrzCXcev+fMJvI3dz0k4D7V5zebx253W2gM4D88aj/MHgsY4971nl8/B2d4fuMtYi7M98nIYGIrzFN6jOF/mJ1hrZ+Lsi3hr7UJr7Z7sFzARiDJ5/C6s6xWcPwxFFdL+Kdzhl5cDG3Hutz2Kk5SF4vzBrND96w7NfgenV++dfGLM1h4nce+Bk3ScMkw5D5/i/JHvMM42us5am34asRV2/SuQtTYRp0d8Ms75k8zJ162C5j3T8zfP89BaG4ezP/+Ns/6/4Qwtz8u/cIamLzTGHMM519u67WzDGV77D5zrQzzOH03AeW7DJe7/A3PzaPdpnIT0Z5xrzGp32tm41Y3pEE6ymXO8WGu344wuGY3zQMDtwIMU/H34PZxr5+/uKzuuV3AeNncAZzt8mce8M3BGSszINf20rokicmaMtecyAktERETk/GWMGYPzcC8lF3ISY0wCzsPBvj7L+SviPOgqxlp7ys89iUjRUo+tiIiIiEjRuxP4UUmtSMmo4O0ARERERETKEre31+D8BrWIlAANRRYREREREZHzmoYii4iIiIiIyHntvB6KHBoaasPDw70dhoiIiIiIiBSDVatWHbDWFvob3+d1YhseHk5cXJy3wxAREREREZFiYIzZejr1NBRZREREREREzmtKbEVEREREROS8psRWREREREREzmvn9T22eUlPT2fHjh2kpqZ6OxQpIYGBgdSvXx8/Pz9vhyIiIiIiIl5Q5hLbHTt2EBISQnh4OMYYb4cjxcxay8GDB9mxYwcNGzb0djgiIiIiIuIFZW4ocmpqKjVq1FBSW04YY6hRo4Z66EVEREREyrEyl9gCSmrLGe1vEREREZHyrUwmtiIiIiIiIlJ+KLEtBr6+vkRHR9OiRQtiYmL44YcfCp0nODi40DpDhgxh/fr1RRGiiIiIiIhImVHmHh5VGlSsWJH4+HgA/vvf/zJq1Ci+++67c2538uTJ59yGiIiIiIhIWaMe22J29OhRqlWrlvN5woQJtG7dmqioKJ588slT6mdlZXHXXXfRrFkzevXqxdVXX83s2bMB6NKlC3FxccDJPbyzZ89m0KBBAAwaNIg777yTrl27ctFFF/Hdd98xePBgIiIicuqIiIiIiIiUJWW6x3bsvHWs33W0SNu8pG5lnuzdrMA6KSkpREdHk5qayu7du/nmm28AWLhwIZs3b2blypVYa+nTpw9Llizhsssuy5n3k08+ISEhgV9++YV9+/YRERHB4MGDzyjGw4cP88033/DZZ5/Ru3dvli1bxuTJk2ndujXx8fFER0ef+YqLiIiIiIiUUuqxLQbZQ5E3btzIl19+yYABA7DWsnDhQhYuXEjLli2JiYlh48aNbN68+aR5v//+e/r164ePjw+1a9ema9euZ7z83r17Y4whMjKSsLAwIiMj8fHxoVmzZiQkJBTRWoqIiIiIiJQOZbrHtrCe1ZJw6aWXcuDAAfbv34+1llGjRjFs2LB861trT6tdz5+4yf0brgEBAQD4+PjkvM/+nJGRcSbhi4iIiIiIlHrqsS1mGzduJDMzkxo1atCzZ0+mTp1KUlISADt37mTfvn0n1e/YsSMff/wxWVlZ7N27l8WLF+fZblhYGBs2bCArK4s5c+YU92qIiIiIiIiUWmW6x9Zbsu+xBacHdvr06fj6+tKjRw82bNjApZdeCjgPgHr33XepVatWzrzXX389ixYtonnz5jRp0oS2bdtSpUqVU5Yxfvx4evXqRYMGDWjevHlOsiwiIiIiIlLemNMd+nrGDRszFegF7LPWNnenVQc+BMKBBOBGa+1ht2wU8DcgE7jPWvvfwpYRGxtrs58SnG3Dhg1EREQU3Yp4QVJSEsHBwRw8eJA2bdqwbNkyateu7e2wSrWysN9FRERERORkxphV1trYwuoV51DkacCVuaY9Aiyy1jYGFrmfMcZcAtwMNHPnec0Y41uMsZVqvXr1Ijo6mk6dOvH4448rqRURERERESlAsQ1FttYuMcaE55p8DdDFfT8dWAw87E7/wFqbBvxhjPkNaAMsL674SrP87qsVERERERGRU5X0w6PCrLW7Adx/s28urQds96i3w512CmPM340xccaYuP379xdrsCIiIiIiIlL6lZanIps8puV586+19i1rbay1NrZmzZrFHJaIiIiIiIiUdiWd2O41xtQBcP/N/q2bHUADj3r1gV0lHJuIiIiIiEi5YU+c8HYIRaakE9vPgIHu+4HApx7TbzbGBBhjGgKNgZUlHJuIiIiIiEi5kPLLL/x25ZUcX73G26EUiWJ7eJQx5n2cB0WFGmN2AE8C44FZxpi/AduAfgDW2nXGmFnAeiADuNtam1lcsZWEPXv2cP/99/Pjjz8SEBBAeHg41157LZ999hnz588/pf6QIUMYOXIkl1xyiReiFRERERGRsizll7UkffsNmUeOkPbbFo7/+CN+9epRIbSGt0MrEsX5VORb8inqnk/9ccC44oqnJFlr6du3LwMHDuSDDz4AID4+nnnz5uU7z+TJk0sqPBERERERKSdsejoH3niTA6+9Bj4++IaEUKFmTULvvJNqt95ChdBQb4dYJIotsS3Pvv32W/z8/Bg+fHjOtOjoaI4cOcKiRYu44YYbWLt2La1ateLdd9/FGEOXLl144YUXiI2NJTg4mP/7v/9j/vz5VKxYkU8//ZSwsDDmzZvH008/zYkTJ6hRowYzZ84kLCzMi2sqIiIiIiKlSfKK/3Hij9/JTEwkY/8Bji1cSMb+/VS55hrCHnsU35AQb4dYLMp2YvvFI7Dnl6Jts3YkXDW+wCrZSWte1qxZw7p166hbty4dOnRg2bJldOzY8aQ6ycnJtGvXjnHjxvHQQw8xadIkHnvsMTp27MiKFSswxjB58mSef/55XnzxxSJbNREREREROb+k/f4HGXt2k75vH0cXLCB5ydKcMhMURFDrWOrc9jTBl13mxSiLX9lObEuhNm3aUL9+fcDpxU1ISDglsfX396dXr14AtGrViq+++gqAHTt2cNNNN7F7925OnDhBw4YNSzZ4ERERERHxOnviBImfL+DQtGmk/fprzvQKtWpR8/77qXJdX3yrVsXH39+LUZassp3YFtKzWlyaNWvG7Nmz8ywLCAjIee/r60tGRsYpdfz8/DDGnFLn3nvvZeTIkfTp04fFixczZsyYog9eRERERERKldQNGzg8axYn/kggY/du0vfswaalERARQdijjxJ4SQQ+wcEENG6M8SnpH74pHcp2Yusl3bp1Y/To0UyaNImhQ4cC8OOPP/Ldd9+dU7uJiYnUq1cPgOnTp59znCIiIiIiUrpkpaWR/MMPpO/YSebRRFJ+/pnkJUsxFSsS2KQJAZdEENytG5UubUeljh3LbSKbmxLbYmCMYc6cOdx///2MHz+ewMDAnJ/7ORdjxoyhX79+1KtXj3bt2vHHH38UUcQiIiIiIuItNiODEwkJHF24kMMz3yPz4MGcMv+LLqL64DsIHTYM38qVvRhl6Wastd6O4azFxsbauLi4k6Zt2LCBiIgIL0Uk3qL9LiIiIiLni6wTJ0j67juOzPqI1PXrT0pkK3XsSPWBAwhs1gyfSpXw8biVsTwyxqyy1sYWVk89tiIiIiIiIsXoxPbtHP38c1LifyLz2DFS16/HpqRQoU4dgrt2wS+sNhXCahF82WX41a7t7XDPS0psRUREREREikj67t2krF1Lxv79ZOzeTfLyFaSuXQtAQOPG+FSpTNXrr6dSxw4Ed+yIqaCUrChoK4qIiIiIiJwFay3pW7eScegQ6bt3c/SzeSQtXQpZWU6FChWo2KIFNf8xkip//St+det6N+AyTImtiIiIiIjIGcg8coTEz+Zx+MMPObFlS85035qh1Bj2d0K6dcevdhg+VaqUq9+S9SYltiIiIiIiIgVIWbuOo/M+I333HjIOHCDlp58gM5PAqChqj3kSv3r18a1WjcCLm2D8/LwdbrmkxFZERERERMSDzcggKzmZlLVrOTJ7Nse++BITGIhfvXr4BgdTY8gQKvfsQeAll3g7VHHp13yLwZ49e7j55ptp1KgRl1xyCVdffTWbNm1i8eLF9OrVK895hgwZwvr164s0joSEBJo3b37StDFjxvDCCy8U6XJyy72ejz32GD179iQtLa1YlysiIiIici4yjx1j74QJ/Brbmk1t27H9b0NIXrKUGsOG0fj7pTT6fD7hH35ArRH3K6ktZdRjW8SstfTt25eBAwfywQcfABAfH8/evXsLnG/y5MklEV6JGzduHMuWLWPBggUElPPf4BIRERGR0ifrxAkyDx4kcf58Dk2bTuahQ1Tu1YvAZpfg36ABlTp2LPe/JXs+UI9tEfv222/x8/Nj+PDhOdOio6Pp1KkTAElJSdxwww00bdqU2267DWstAF26dCEuLg6A4OBgHn30UVq0aEG7du1ykuJ58+bRtm1bWrZsyeWXX15oslyY+Ph42rVrR1RUFH379uXw4cM5sTz88MO0adOGJk2asHTpUgCOHz/OjTfeSFRUFDfddBNt27bNiTkvL774IgsWLGDevHlUrFgRgEWLFtGyZUsiIyMZPHhwTi9ueHg4Tz75JDExMURGRrJx40YA9u/fzxVXXEFMTAzDhg3jwgsv5MCBA+e03iIiIiJSvllrOfrfhfze5xp+jWrBb127sf/Flwho3Jjwjz6i3oTnqTFoECHduyupPU+U6R7b51Y+x8ZDG4u0zabVm/Jwm4fzLV+7di2tWrXKt3zNmjWsW7eOunXr0qFDB5YtW0bHjh1PqpOcnEy7du0YN24cDz30EJMmTeKxxx6jY8eOrFixAmMMkydP5vnnn+fFF18sMN4tW7YQHR2d83nPnj088MADAAwYMIBXX32Vzp0788QTTzB27FheeeUVADIyMli5ciULFixg7NixfP3117z22mtUq1aNn3/+mbVr157Ubm7Lli3j119/ZdWqVQQHBwOQmprKoEGDWLRoEU2aNGHAgAG8/vrr3H///QCEhoayevVqXnvtNV544QUmT57M2LFj6datG6NGjeLLL7/krbfeKnB9RURERETyYzMySFmzhv3/eY3jK1YQ0Lgxoffeg2/lKlRqfykBjRp5O0Q5S+qxLWFt2rShfv36+Pj4EB0dTUJCwil1/P39c+5RbdWqVU6dHTt20LNnTyIjI5kwYQLr1q0rdHmNGjUiPj4+55Xdk5yYmMiRI0fo3LkzAAMHDmTJkiU581133XWnLP/777/n5ptvBqB58+ZERUXlu9y//OUvWGtZuHBhzrRff/2Vhg0b0qRJk7Na5pVXXkm1atUKXWcREREREU/J/1vJbz16srF5JFv7DyBt82bCHn2UhnM+oebdd1O9/+1Kas9zZbrHtqCe1eLSrFkzZs+enW+5532mvr6+ZGRknFLHz88PY8wpde69915GjhxJnz59WLx4MWPGjCna4POI03P52cOmc5szZw5jx44F/rxXOCwsjJkzZ9KHoiYCAAAgAElEQVS9e3dq1KhB165d853/bJYpIiIiIlIYm57O/omvcnDyZPwvvJDQe+7Br25dKl99FT6Bgd4OT4qQemyLWLdu3UhLS2PSpEk503788Ue+++67c247MTGRevXqATB9+vSc6StXrmTAgAFn1FaVKlWoVq1azv2zM2bMyOm9zU/Hjh2ZNWsWAOvXr+eXX34BoG/fvjk9wrGxsTn1mzRpwieffMLtt99OfHw8TZs2JSEhgd9+++2slrlw4cKc+4BFRERERPKSsnYd+ydOZNcjo/i9b18OTppE1RtuoOEnH1Pznrupel1fJbVlkBLbImaMYc6cOXz11Vc0atSIZs2aMWbMGOrWrXvObY8ZM4Z+/frRqVMnQkNDc6Zv27Yt5+FMZ2L69Ok8+OCDREVFER8fzxNPPFFg/bvuuov9+/cTFRXFc889R1RUFFWqVClwntatW/P222/Tp08fdu7cydtvv02/fv2IjIzEx8fnpIds5eXJJ59k4cKFxMTE8MUXX1CnTh1CQkLOeF1FREREpOw7OHkyCTfcwIE33iR5+XJ8QypTb+K/qPPPp/AJCvJ2eFKMzPk81DM2Ntbmfirvhg0biIiI8FJE3vHggw/Sv3//Au95LQqZmZmkp6cTGBjIli1b6N69O5s2bcLf37/YlpmWloavry8VKlRg+fLl3HnnncTHx59SrzzudxERERFxZOzfz76XXyHxk0+ofPVV1B47Fl91hpQJxphV1trYwuqV6Xtsy4sJEyaUyHKOHz9O165dSU9Px1rL66+/XqxJLTi90TfeeCNZWVn4+/ufNMRbRERERMqvrLQ09r/8Cilr1pD2++9kpaZS/W+DqTVyJMbX19vhSQlTYiunLSQkpMDfrS0OjRs3Zs2aNSW6TBEREREp3TKPHmX78DtJWb2aoLZtCenWjRrD/k7ARRd5OzTxEiW2IiIiIiJy3kj74w92jvwHab/9Rr2XX6LyVVd5OyQpBZTYioiIiIhIqZZx+DBHP19Axp7dHJr5HsbPjwav/YfgTp28HZqUEkpsRURERESk1Dq+eg3b77yTrMRE8PEhqFUr6r7wAn5htbwdmpQiSmxFRERERKTUsdZydP7n7H78cfzCwqj3znQCGjfG+OgXS+VUSmyLga+vL5GRkTmf586dS3h4uPcCEhERERE5T9iMDBI/m8fRL74geelSAltE0eC116hQo4a3Q5NSTIltMahYsWKev7WaLSMjgwoVtOlFRERERDyl/fab82CoTZvwCQmh5ogR1BjyN/18jxRK/fglZNq0afTr14/evXvTo0cPkpKS6N69OzExMURGRvLpp58CkJCQQEREBEOHDqVZs2b06NGDlJQUAH777Tcuv/xyWrRoQUxMDFu2bAGc37Ft3bo1UVFRPPnkk15bRxERERGRs5W+dx/bhv6djEOHqPevf9Fk5f8IHfZ3JbVyWsp0t+GeZ54hbcPGIm0zIKIptUePLrBOSkoK0dHRADRs2JA5c+YAsHz5cn7++WeqV69ORkYGc+bMoXLlyhw4cIB27drRp08fADZv3sz777/PpEmTuPHGG/n444+5/fbbue2223jkkUfo27cvqampZGVlsXDhQjZv3szKlSux1tKnTx+WLFnCZZddVqTrLSIiIiJSXNK2bGHniJFkJiYS/u4MAi+5xNshyXmmTCe23pLfUOQrrriC6tWrA87N8KNHj2bJkiX4+Piwc+dO9u7dCzjJcHZi3KpVKxISEjh27Bg7d+6kb9++AAQGBgKwcOFCFi5cSMuWLQFISkpi8+bNSmxFREREpFSzWVkc+/JL0n7/g0MzZmCMof7EiUpq5ayU6cS2sJ7VklapUqWc9zNnzmT//v2sWrUKPz8/wsPDSU1NBSAgICCnnq+vLykpKVhr82zTWsuoUaMYNmxY8QYvIiIiIlJEbEYGO+6+h6TvvgMgoHFj6r/+Ov7163k5Mjlf6R5bL0lMTKRWrVr4+fnx7bffsnXr1gLrV65cmfr16zN37lwA0tLSOH78OD179mTq1KkkJSUBsHPnTvbt21fs8YuIiIiInK19E14g6bvvCBs9mqY//8RF8z5TUivnpEz32JZmt912G7179yY2Npbo6GiaNm1a6DwzZsxg2LBhPPHEE/j5+fHRRx/Ro0cPNmzYwKWXXgpAcHAw7777LrVq6QerRURERKR0sSdOsPeFFzj8zgyq9e9P9QH9vR2SlBEmvyGu54PY2FgbFxd30rQNGzYQERHhpYjEW7TfRUREREqvEzt2cuTDD0lZs4bjcXFUveVmao8ejfHz83ZoUsoZY1ZZa2MLq6ceWxERERERKTbpe/awdUB/Mvbtp0KtmoSNHkX1AQO8HZaUMUpsRURERESkWGSlpLB96FCyEo8S/uEHVGzWzNshSRmlxFZERERERIqctZZ9E14gbfNvNJg8WUmtFCs9FVlERERERIrcvuee5/B771FtQH+CO3bwdjhSxqnHVkREREREikRmUjJ7n36apGXfk7n/ANVuu42wUaO8HZaUA0psRURERETknGWlprJ96FBSfv6ZKr3+SmBUFNVuugljjLdDk3JAiW0x2bt3LyNGjGDFihVUq1YNf39/HnroIfr27evt0EREREREitzeceNIiY+n3ssvUfnKK70djpQzuse2GFhrufbaa7nsssv4/fffWbVqFR988AE7duw4rfkzMzOLOUIRERERkaJhs7LYM+4Zjnw0mxpDhyqpFa9QYlsMvvnmG/z9/Rk+fHjOtAsvvJB7772XzMxMHnzwQVq3bk1UVBRvvvkmAIsXL6Zr167ceuutREZGkpCQQNOmTRkyZAjNmzfntttu4+uvv6ZDhw40btyYlStXArBy5Urat29Py5Ytad++Pb/++isA06ZN47rrruPKK6+kcePGPPTQQwBMmTKFESNG5MQ1adIkRo4cWVKbRkRERETKiKyUFA6+PY1tg//G4RkzqDagPzXvu9fbYUk5VaaHIi+dtYkD25OKtM3QBsF0urFJgXXWrVtHTExMnmVTpkyhSpUq/Pjjj6SlpdGhQwd69OgBOEnq2rVradiwIQkJCfz222989NFHvPXWW7Ru3Zr33nuP77//ns8++4xnnnmGuXPn0rRpU5YsWUKFChX4+uuvGT16NB9//DEA8fHxrFmzhoCAAC6++GLuvfdebr75ZqKionj++efx8/Pj7bffzkmuRUREREROR1ZaGtuHDef4ypX4XXgBNf8xkhpDhuh+WvGaMp3YlhZ3330333//Pf7+/lx44YX8/PPPzJ49G4DExEQ2b96Mv78/bdq0oWHDhjnzNWzYkMjISACaNWtG9+7dMcbk9Ohmzz9w4EA2b96MMYb09PSc+bt3706VKlUAuOSSS9i6dSsNGjSgW7duzJ8/n4iICNLT03OWISIiIiJSGGste54cw/GVK6k7YQJVevfydkgiZTuxLaxntbg0a9Ysp9cU4D//+Q8HDhwgNjaWCy64gFdffZWePXueNM/ixYupVKnSSdMCAgJy3vv4+OR89vHxISMjA4DHH3+crl27MmfOHBISEujSpUue8/v6+ubMM2TIEJ555hmaNm3KHXfcUTQrLSIiIiLlwsG3JpE4dy6h99yjpFZKDd1jWwy6detGamoqr7/+es6048ePA9CzZ09ef/31nJ7VTZs2kZycfNbLSkxMpF69eoBzX+3paNu2Ldu3b+e9997jlltuOetli4iIiEj5cui999j/8stU7tWL0Lvu9HY4IjnKdI+ttxhjmDt3LiNGjOD555+nZs2aVKpUieeee45+/fqRkJBATEwM1lpq1qzJ3Llzz3pZDz30EAMHDuSll16iW7dupz3fjTfeSHx8PNWqVTvrZYuIiIhI2Wezsjjw2uskfvYZ6du2Edy5M3WfG4/xUR+ZlB7GWuvtGM5abGysjYuLO2nahg0biIiI8FJE549evXoxYsQIunfv7u1QioT2u4iIiEjRs+np7Br9KEfnzaNSx44ExcZS7fbb8A0O9nZoUk4YY1ZZa2MLq6ce23LmyJEjtGnThhYtWpSZpFZEREREisfeCRM4Om8eNe+/nxrD/q6nHkuppcS2nKlatSqbNm3ydhgiIiIiUkql79nDia3bOPr55xyZNYtq/fsTOnyYt8MSKZASWxERERERASDx88/Z9eBDkJUFPj5UHzSIWg8+4O2wRAqlxFZEREREREj+4Qd2PfwIQa1aEXr3Xfg3bIhfWJi3wxI5LUpsRURERETKueNxcey47/8IuOgi6r/2H3xDQrwdksgZ0TO6RURERETKqYzDhzn0zgy29h+Ab9WqNHjzDSW1cl5Sj20xCA4OJikpydthiIiIiIjkKSstjT1PPUXix58AUKl9e+q/OhGfSpW8HJnI2VFiW0IyMzPx9fX1dhgiIiIiUs5lJSezbchQUtasofrAAQR37UpQbCymglIDOX9pKHIxWrx4MV27duXWW28lMjISgGuvvZZWrVrRrFkz3nrrrZy6wcHBPProo7Ro0YJ27dqxd+9eb4UtIiIiImVUxv79bL/nHlJ++ol6L79E2KhRVGrXTkmtnPfK9BH87bS32Lf19yJts9aFF9F10N9Pu/7KlStZu3YtDRs2BGDq1KlUr16dlJQUWrduzfXXX0+NGjVITk6mXbt2jBs3joceeohJkybx2GOPFWnsIiIiIlL+2MxMDk2bTkp8PMdXriQrJYU6//wnla+6ytuhiRSZMp3YlgZt2rTJSWoBJk6cyJw5cwDYvn07mzdvpkaNGvj7+9OrVy8AWrVqxVdffeWVeEVERESk7MhKSWHnAw+StGgR/g0bEtSmDTVH3E/ARRd5OzSRIlWmE9sz6VktLpU8bsBfvHgxX3/9NcuXLycoKIguXbqQmpoKgJ+fH8YYAHx9fcnIyPBKvCIiIiJSNtgTJ9h5/wiSli4l7NFHqd7/dm+HJFJsynRiW9okJiZSrVo1goKC2LhxIytWrPB2SCIiIiJSBp3Yvp3tw+/kxJYt1B7zJNVuvtnbIYkUKyW2JejKK6/kjTfeICoqiosvvph27dp5OyQRERERKUOOzJ3L/n9NJGP3bnxCQqj/xuuEdOni7bBEip2x1no7hrMWGxtr4+LiTpq2YcMGIiIivBSReIv2u4iIiJRn1lr2Pj2OwzNnUrFlS0K6dyO4e3cCPJ71InI+MsasstbGFlZPPbYiIiIiIuexrBMnOPDqqxyeOZNqA/oT9tBD+vkeKXd0xIuIiIiInIcyDh3ieFwcRz74kOQffqDKtdcS9sgjGB8fb4cmUuKU2IqIiIiInGfStmxh66BBZO4/ABUqUPufT1GtXz9vhyXiNUpsRURERETOIylr17Ft4EBMxYpcMG0agc2b4Rsc7O2wRLxKia2IiIiIyHkiMymJXQ8/jE9ICOHvv4dfnTreDkmkVFBiKyIiIiJSimWdOEHixx+Tvms3SUuWcGLrVi6Y9JaSWhEPurO8GAS7Q0ESEhJ47733Cq2fkJBA8+bNizssERERETnPpO/ezdbbbmfP2Kc4+PbbkJVJ/VdeptKll3o7NJFSRT22xSg7sb311lu9HYqIiIiInGeykpPZdsdgMvbvp96rEwm5/HKMMd4OS6RUUo9tMXrkkUdYunQp0dHRvPzyyyQkJNCpUydiYmKIiYnhhx9+OGWeTp06ER8fn/O5Q4cO/PzzzyUZtoiIiIh4WeqGDfx+bV9ObNtG/ddeo/IVVyipFSlAme6xPTJvCyd2JRdpm/51K1G1d6PTqjt+/HheeOEF5s+fD8Dx48f56quvCAwMZPPmzdxyyy3ExcWdNM+QIUOYNm0ar7zyCps2bSItLY2oqKgiXQcRERERKX2stRyaMoVDM98jY88eKtSuzQWTJ1GpbRtvhyZS6qnHtgSlp6czdOhQIiMj6devH+vXrz+lTr9+/Zg/fz7p6elMnTqVQYMGlXygIiIiIlKirLXsfeZZ9r3wIgENGxJ6z92Ev/8eldq393ZoIueFMt1je7o9qyXl5ZdfJiwsjJ9++omsrCwCAwNPqRMUFMQVV1zBp59+yqxZs07p0RURERGRssVay8G3JnF4xgyqDxxArYcfxvio/0nkTJTpxNbbQkJCOHbsWM7nxMRE6tevj4+PD9OnTyczMzPP+YYMGULv3r3p1KkT1atXL6lwRURERKSE2cxMdj34EEcXLCCkRw9qPfKI7qUVOQtKbItRVFQUFSpUoEWLFgwaNIi77rqL66+/no8++oiuXbtSqVKlPOdr1aoVlStX5o477ijhiEVERESkJKT8spZ9EyaQ8tNP2LQ0Qu+5h9Dhw5TUipwlJbbFICkpCQA/Pz8WLVp0UpnnE46fffZZAMLDw1m7dm3O9F27dpGVlUWPHj1KIFoRERERKUkHp0xl34sv4lujOtVuvpmKrWII0VOPRc6JEttS5p133uHRRx/lpZdewkf3VoiIiIiUGel797L7iSdI/m4JIVdeSZ1/PoVvSIi3wxIpE5TYljIDBgxgwIAB3g5DRERERIqAzczk4OQpHJo2jczDhzEVK1Jz5EhqDL4DU0FfxUWKis4mEREREZFikPb7H+x+4nFS4lYR3LkzFWNiCLm8OwGNStcvd4iUBUpsRURERESKSMova0n56SeSf/iBpG++wadSJeqMf5Yq11yje2hFipESWxERERGRc2AzMjj21VccmjadlJ9+AsAnJITQe+6har8b8AsL83KEImWfElsRERERkTOUlZZG0uLvSF6xnKTvviNj1278LriAsEcfJaRHDyrUqqkeWpESpMS2mAQHB+f87I+IiIiInP9sVhbH4+I4Om8eR7/8L1nHjuETEkJg82bUfvRRgrt0wfj6ejtMkXJJia2IiIiISB7S9+4lackSji9fTtpvW8jYv995snFQEJWvuILKfXpTqV07JbMipYAS22KUlJTENddcw+HDh0lPT+fpp5/mmmuuISEhgSuvvJK2bduyZs0amjRpwjvvvENQUBBPPfUU8+bNIyUlhfbt2/Pmm29ijKFLly60bduWb7/9liNHjjBlyhQ6derk7VUUERERKTPSNm/m8EcfkbZpM+nbt5O+cycAFWrWJDAyksDI5lRqdykh3bvhExTk5WhFxJNXEltjzAhgCGCBX4A7gCDgQyAcSAButNYePpflfPHFF+zZs+ecYs2tdu3aXHXVVadVNzAwkDlz5lC5cmUOHDhAu3bt6NOnDwC//vorU6ZMoUOHDgwePJjXXnuNBx54gHvuuYcnnngCgP79+zN//nx69+4NQEZGBitXrmTBggWMHTuWr7/+ukjXTURERKQ8yEpOJuWXtaRu2ED6rl2k79hB6rp1ZOzbh/H3JzAigorR0VS9+SaCO3cmoHFj3S8rUsqVeGJrjKkH3AdcYq1NMcbMAm4GLgEWWWvHG2MeAR4BHi7p+IqStZbRo0ezZMkSfHx82LlzJ3v37gWgQYMGdOjQAYDbb7+diRMn8sADD/Dtt9/y/PPPc/z4cQ4dOkSzZs1yEtvrrrsOgFatWpGQkOCVdRIRERE5n6Tv3MnxVatI37mT9L17Sfn5Z9I2/gpZWQD4BAXhV68uQW3bEhTT0nnwU40aXo5aRM6Ut4YiVwAqGmPScXpqdwGjgC5u+XRgMeeY2J5uz2pxmTlzJvv372fVqlX4+fkRHh5OamoqwCl/9TPGkJqayl133UVcXBwNGjRgzJgxOfUBAgICAPD19SUjI6PkVkRERESklLPWciIhgZQ18WQeOkjqpk0cj4sjY9funDo+ISFUjGxOyPBhVGzZksDmzfGtWlW9sSJlQIknttbancaYF4BtQAqw0Fq70BgTZq3d7dbZbYypldf8xpi/A38HuOCCC0oq7LOSmJhIrVq18PPz49tvv2Xr1q05Zdu2bWP58uVceumlvP/++3Ts2DEniQ0NDSUpKYnZs2dzww03eCt8ERERkVLJWkvaps2k/baZzAMHSPnpZ46vXk2Gxy1ovjVqEBQbS9DgvxHUOhb/hg3x8ff3YtQiUpy8MRS5GnAN0BA4AnxkjLn9dOe31r4FvAUQGxtriyXIc5SRkUFAQAC33XYbvXv3JjY2lujoaJo2bZpTJyIigunTpzNs2DAaN27MnXfeSVBQEEOHDiUyMpLw8HBat27txbUQERERKR1sVhbp27dzfNVqkpcvJ2XVKtJ37copr1CrFkGxrQhq3Zqgtm3xCwvDBAWpJ1akHPHGUOTLgT+stfsBjDGfAO2BvcaYOm5vbR1gnxdiKxLr1q2jUaNGhIaGsnz58lPKExIS8PHx4Y033jil7Omnn+bpp58+ZfrixYtz3oeGhuoeWxERESnTMg4cIHnZMpK+X0byDz+QefAg4DyhuGJ0C2oMH0ZQTAy+1avjW62akliRcs4bie02oJ0xJghnKHJ3IA5IBgYC491/P/VCbOfsjTfeYOLEibzyyiveDkVERETkvJKZlMSxhV9x/McfSfzsM8jMxLd6dSq1b0+ldm0JaNyYwKgoJbEicgpv3GP7P2PMbGA1kAGswRlaHAzMMsb8DSf57VfSsRWF4cOHM3z48ALrhIeHs3bt2hKKSERERKR0y0xK5vDMmRyaOpXMxER8goKoev31VL3pRgIjIjA+Pt4OUURKOa88Fdla+yTwZK7JaTi9tyIiIiJSxtmMDE5s3cqxb77h0JSpZB45QnDnztQYPoyK0dHqlRWRM+Ktn/sRERERkXLq+OrV7PzHA2Tsdn6Kp1LHjtS89x4qtmjh5chE5HylxFZERERESoTNyuLQ1Knse/kV/OrVo86zz1IxsjkBf/mLt0MTkfOcElsRERERKXZZaWnsHDGSpG++IaRnT+o8/U98Q0K8HZaIlBG6E78YBAcH57xfsGABjRs3Ztu2bV6JZerUqURGRhIVFUXz5s359NOze9h0fHw8CxYsyPk8ZswYXnjhhaIKU0RERMoom5nJkTlz2dp/AEnffEPYqEeo98rLSmpFpEipx7YYLVq0iHvvvZeFCxdywQUXnNY8GRkZVKhQNLtlx44djBs3jtWrV1OlShWSkpLYv3//WbUVHx9PXFwcV199dZHEJiIiIuXDvucncGj6dPwuvIA645+l6rXXejskESmD1GNbTJYuXcrQoUP5/PPPadSoEQBbt26le/fuREVF0b1795xe3EGDBjFy5Ei6du3Kww8/THJyMoMHD6Z169a0bNkyp5c1ISGBTp06ERMTQ0xMDD/88EOBMezbt4+QkJCcHuTg4GAaNmwIOIlqu3btiIqKom/fvhw+fBiALl26EBcXB8CBAwcIDw/nxIkTPPHEE3z44YdER0fz4YcfArB+/Xq6dOnCRRddxMSJE4t4C4qIiMj57sjHH3No+nSq3Xorjb78UkmtiBSbMt1ju2nTPzmWtKFI2wwJjqBJk8cLrJOWlsY111zD4sWLadq0ac70e+65hwEDBjBw4ECmTp3Kfffdx9y5c91YN/H111/j6+vL6NGj6datG1OnTuXIkSO0adOGyy+/nFq1avHVV18RGBjI5s2bueWWW3KS0Ly0aNGCsLAwGjZsSPfu3bnuuuvo3bs3AAMGDODVV1+lc+fOPPHEE4wdO5ZXXnklz3b8/f156qmniIuL49///jfgDEXeuHEj3377LceOHePiiy/mzjvvxM/P74y2p4iIiJRNx1evYfeTY6jUoQNhjzysn+8RkWKlHtti4OfnR/v27ZkyZcpJ05cvX86tt94KQP/+/fn+++9zyvr164evry8ACxcuZPz48URHR9OlSxdSU1PZtm0b6enpDB06lMjISPr168f69esLjMPX15cvv/yS2bNn06RJE0aMGMGYMWNITEzkyJEjdO7cGYCBAweyZMmSM17Pv/71rwQEBBAaGkqtWrXYu3fvGbchIiIiZU/GwYPsvP9+/OrUod7LL2H8/b0dkoiUcWW6x7awntXi4uPjw6xZs7j88st55plnGD16dJ71PP9yWalSpZz31lo+/vhjLr744pPqjxkzhrCwMH766SeysrIIDAwsNBZjDG3atKFNmzZcccUV3HHHHYwYMSLf+hUqVCArKwuA1NTUAtsOCAjIee/r60tGRkah8YiIiEjZd+D1N8g4fJiGsz7Et3Jlb4cjIuWAemyLSVBQEPPnz2fmzJk5Pbft27fngw8+AGDmzJl07Ngxz3l79uzJq6++irUWgDVr1gCQmJhInTp18PHxYcaMGWRmZubM4znkOduuXbtYvXp1zuf4+HguvPBCqlSpQrVq1Vi6dCkAM2bMyOm9DQ8PZ9WqVQDMnj07Z96QkBCOHTt2dhtDREREyo3jq1dz5OOPqfLXvxIYEeHtcESknCjTPbbeVr16db788ksuu+wyQkNDmThxIoMHD2bChAnUrFmTt99+O8/5Hn/8ce6//36ioqKw1hIeHs78+fO56667uP766/noo4/o2rVrTi/vgQMHcpJgT+np6TzwwAPs2rWLwMBAatasyRtvvAHA9OnTGT58OMePH+eiiy7KieWBBx7gxhtvZMaMGXTr1i2nra5du+YMjx41alRRbyoREREpA/a9+BIHJ02iQq1ahA4f5u1wRKQcMXklROeL2NhYm/vhSRs2bCCinP11cP78+fz+++/cd9993g7Fa8rjfhcRESlNTmzfzpYrr6LyVVdR56mx+AQFeTskESkDjDGrrLWxhdVTj20Z0KtXL2+HICIiIuXcwUmTMT4+1HrwQSW1IlLidI+tiIiIiJyT9D17ODJnDlVuuB6/sFreDkdEyiEltiIiIiJyTg5OmQrWUuNvQ7wdioiUU0psRUREROSsZRw4wJFZs6jSpw/+9et5OxwRKaeU2IqIiIjIWTs0bRo2PZ0aQ9VbKyLeo8RW/p+9Ow+PqjrcOP49M9k3yMK+JCwiYQlbWI1IXYAqIlWUuuOCCy4UbdXWBVqrtVZr9aeWUhVxpwpuoFZBKYsogiIqAQEJa0gg+z7JzPn9kZBKBTJAJpG83BQAACAASURBVJck7+d58kzm5s697yQ+wTfn3HNFREREjon1esmfv4DoM88ktEsXp+OISDOmYhsAxhhuv/322uePPPIIM2fOPOJrli5dyqefflr7fPLkybzxxhvHlSMpKYn9+/cf1zEOiIqKqpfjiIiISNNR/u23ePPyiB492ukoItLMqdgGQGhoKAsWLDiqUvm/xfZ4WGvx+Xz1ciwRERGRwyn84N/gchGVdorTUUSkmVOxDYCgoCCuu+46HnvssZ98bd++fVxwwQUMHjyYwYMHs3LlSjIyMpg1axaPPfYY/fv3Z/ny5QAsW7aMESNG0LVr14NGb//yl78wePBgUlJSmDFjBgAZGRkkJyczdepUBg4cyM6dOw8674QJExg0aBC9e/dm9uzZtdujoqK4++676devH8OGDSMrKwuAbdu2MXz4cAYPHsy9995bu39mZiYjR46kf//+9OnTpzariIiINC/Fy1eQO3cuMWefjbtlS6fjiEgzF+R0gEC6d/Muvi0uq9dj9okK5/6TOta530033URKSgp33HHHQdunTZvG9OnTSUtLY8eOHYwZM4b09HRuuOEGoqKi+PWvfw3As88+S2ZmJitWrGDjxo2MHz+eiRMn8uGHH7J582ZWr16NtZbx48ezbNkyOnfuzKZNm5gzZw5PP/30T/I899xzxMXFUVZWxuDBg7nggguIj4+npKSEYcOG8cADD3DHHXfwz3/+k3vuuYdp06Zx4403csUVV/DUU0/VHueVV15hzJgx3H333Xi9XkpLS4/zOyoiIiKNTVVeHrtvv53Qk06i3e9nOh1HRKRpF1snxcTEcMUVV/DEE08QHh5eu33x4sVs2LCh9nlhYSFFRUWHPMaECRNwuVz06tWrdiT1ww8/5MMPP2TAgAEAFBcXs3nzZjp37kxiYiLDhg075LGeeOIJ3nzzTQB27tzJ5s2biY+PJyQkhHHjxgEwaNAgPvroIwBWrlzJ/PnzAbj88su58847ARg8eDBXX301lZWVTJgwgf79+x/z90hEREQap9JVq/AVFtJ21ixckZFOxxERadrF1p+R1UD61a9+xcCBA7nqqqtqt/l8PlatWnVQ2T2c0NDQ2s+ttbWPv/3tb7n++usP2jcjI4PIw/zDsnTpUhYvXsyqVauIiIhg1KhRlJeXAxAcHIwxBgC3201VVVXt6w5s/7GRI0eybNkyFi1axOWXX85vfvMbrrjiijrfi4iIiDQdJZ+vxhUZSXhKX6ejiIgAusY2oOLi4rjooot49tlna7eNHj2aJ598svb5unXrAIiOjj7syO2PjRkzhueee47i4mIAdu/eTXZ29hFfU1BQQGxsLBEREWzcuJHPPvuszvOccsopvPbaawC8/PLLtdu3b99O69atmTJlCtdccw1ffvllnccSERGRpqX088+JSE3FBDXpMRIRaURUbAPs9ttvP2h15CeeeII1a9aQkpJCr169mDVrFgDnnnsub7755kGLRx3K6NGjueSSSxg+fDh9+/Zl4sSJdRbisWPHUlVVRUpKCvfee+9hpyv/2OOPP85TTz3F4MGDKSgoqN2+dOlS+vfvz4ABA5g/fz7Tpk2r81giIiLSdHgyMvBkZBB5ilZCFpEThzkwxbUxSk1NtWvWrDloW3p6OsnJyQ4lEqfo5y4iItIwcp6bQ/bDD9Nt8WJCOnZwOo6INHHGmLXW2tS69tOIrYiIiIj4rXj5MkJ79FCpFZETioqtiIiIiPjFVlVR9vV6IgYPdjqKiMhBVGxFRERExC/lmzZhS0sJr7ntoIjIiULFVkRERET8UrZ2LQARA1VsReTEomIrIiIiIn4pXrqUkC5dCG7f3ukoIiIHUbEVERERkTp5CwooWf0F0Wee4XQUEZGfULENALfbTf/+/enTpw8XXnghpaWlR/X6Bx98MCC5MjIy6NOnT0COLSIiIk1b6dovoaqKqJEjnY4iIvITKrYBEB4ezrp16/j2228JCQlh1qxZfr3OWovP5wtYsRURERE5VhWbNwMQ2rOnw0lERH5KxTbATj31VLZs2QLAX//6V/r06UOfPn3429/+BlSPoiYnJzN16lQGDhzINddcQ1lZGf379+fSSy/9ySjrI488wsyZMwH44osvSElJYfjw4fzmN7+p3S8jI4NTTz2VgQMHMnDgQD799NOGfdMiIiLS5FRs2UJQu3a4o6OdjiIi8hNBTgcIpN+/+x0b9hTW6zF7tY9hxrm9/dq3qqqK999/n7Fjx7J27VrmzJnD559/jrWWoUOHctpppxEbG8umTZuYM2cOTz/9NACvv/4669atA6pL6uFcddVVzJ49mxEjRnDXXXfVbm/dujUfffQRYWFhbN68mYsvvpg1a9Yc+5sWERGRZq9i82ZCT+rudAwRkUPSiG0AHBhxTU1NpXPnzlxzzTWsWLGCX/ziF0RGRhIVFcX555/P8uXLAUhMTGTYsGFHdY78/HyKiooYMWIEAJdccknt1yorK5kyZQp9+/blwgsvZMOGDfX35kRERKTZ8ZWV4fnhB0K7n+R0FBGRQ2rSI7b+jqzWtwPX2P6Ytfaw+0dGRh72a0FBQfh8vtrn5eXldR7vscceo02bNnz99df4fD7CwsL8jS4iIiLyE4XvvYf1eIg67TSno4iIHJJGbBvIyJEjeeuttygtLaWkpIQ333yTU0899ZD7BgcHU1lZCUCbNm3Izs4mJyeHiooKFi5cCEBsbCzR0dF89tlnALz22mu1ry8oKKBdu3a4XC5efPFFvF5vgN+diIiINFXW5yN37guEntSdiCGDnY4jInJIKrYNZODAgUyePJkhQ4YwdOhQrr32WgYMGHDIfa+77jpSUlK49NJLCQ4O5r777mPo0KGMGzeOnj9aifDZZ5/luuuuY/jw4VhradGiBQBTp05l7ty5DBs2jO+///6II8IiIiIiR1K0eDEV339P/JQpGGOcjiMickjmSFNaT3Spqan2fxdFSk9PJzk52aFEDau4uJioqCgAHnroITIzM3n88ccdTuWM5vRzFxERaUi7b/81patX033pJxi32+k4ItLMGGPWWmtT69qvSV9j29QtWrSIP/3pT1RVVZGYmMjzzz/vdCQRERFpYsq/+46wfikqtSJyQlOxbcQmTZrEpEmTnI4hIiIiTZS3uBhPRgYtzhvvdBQRkSPSNbYiIiIickjlNbcMDOvtzJ0mRET8pWIrIiIiIodU/p2KrYg0Diq2IiIiInJI5d99R1DbtgTFxzsdRUTkiFRsRUREROSQyr/9VqO1ItIoqNgGyAMPPEDv3r1JSUmhf//+fP7550d9jHfeeYeHHnooAOlEREREjsxbXIInI4Ow3r2cjiIiUietihwAq1atYuHChXz55ZeEhoayf/9+PB7PUR9n/PjxjB+vVQhFRESk4VVs/h6AsJ49HU4iIlI3jdgGQGZmJgkJCYSGhgKQkJBA+/btSUpK4s4772TIkCEMGTKELVu2APDuu+8ydOhQBgwYwJlnnklWVhYAzz//PDfffDMAkydP5tZbb2XEiBF07dqVN954w5k3JyIiIs1CxebNAIT26OFwEhGRujXtEdv374K939TvMdv2hZ8feXrw6NGj+cMf/kCPHj0488wzmTRpEqeddhoAMTExrF69mhdeeIFf/epXLFy4kLS0ND777DOMMTzzzDM8/PDDPProoz85bmZmJitWrGDjxo2MHz+eiRMn1u97ExEREalRsWULJjyc4PbtnY4iIlKnpl1sHRIVFcXatWtZvnw5n3zyCZMmTaq9Vvbiiy+ufZw+fToAu3btYtKkSWRmZuLxeOjSpcshjzthwgRcLhe9evWqHdUVERERCQTPli2Edu+OcWmCn4ic+Jp2sa1jZDWQ3G43o0aNYtSoUfTt25e5c+cCYIyp3efA57fccgu33XYb48ePZ+nSpcycOfOQxzwwtRnAWhu48CIiItLsVWzZSuSIEU7HEBHxi/4EFwCbNm1ic811KQDr1q0jMTERgHnz5tU+Dh8+HICCggI6dOgAUFuARURERJziKyujKjubkKREp6OIiPilaY/YOqS4uJhbbrmF/Px8goKC6N69O7Nnz2bhwoVUVFQwdOhQfD4fr776KgAzZ87kwgsvpEOHDgwbNoxt27Y5/A5ERESkOfPs3AlAcKdODicREfGPacxTWlNTU+2aNWsO2paenk5ycrJDiY4sKSmJNWvWkJCQ4HSUJudE/rmLiIg0NkVLlrDrpptJev1fhPft63QcEWnGjDFrrbWpde2nqcgiIiIichDP9h0AhGjEVkQaCU1FbkAZGRlORxARERGpk2fnDlwxMbhbtnQ6ioiIXzRiKyIiIiIHqUjfSGj37k7HEBHxm4qtiIiIiNTylZdT9t13RAwa6HQUERG/qdiKiIiISK2y9euhspLwgSq2ItJ4qNiKiIiISK2SVavA5SJiwACno4iI+E3Ftp5lZGTQp0+fg7bNnDmTRx555IivW7NmDbfeeisAS5cu5dNPPz3qcyclJbF///4jbl+7di1dunThq6++4p133uGhhx466vMcytKlSxk3bly9HEtEREScU7x4MRGDBmnhKBFpVLQq8gkiNTWV1NTq2zMtXbqUqKgoRowYUa/nWL9+PRMnTmTevHkMGDCAAQMGMH78+Ho9h4iIiDReFT9so2LzFtr87ndORxEROSoasW1go0aN4s4772TIkCH06NGD5cuXA/8d8czIyGDWrFk89thj9O/fn+XLl7Nv3z4uuOACBg8ezODBg1m5ciUAOTk5jB49mgEDBnD99ddjrT3sedPT05kwYQIvvvgiQ4YMAeD555/n5ptvBmDy5MnceuutjBgxgq5du/LGG28A4PP5mDp1Kr1792bcuHGcffbZtV/74IMP6NmzJ2lpaSxYsKD2XLm5uUyYMIGUlBSGDRvG+vXrgeqR6yuvvJLRo0eTlJTEggULuOOOO+jbty9jx46lsrKynr/bIiIicjQK3nkbXC6ix4xxOoqIyFFp0iO2f179ZzbmbqzXY/aM68mdQ+48rmNUVVWxevVq3nvvPX7/+9+zePHi2q8lJSVxww03EBUVxa9//WsALrnkEqZPn05aWho7duxgzJgxpKen8/vf/560tDTuu+8+Fi1axOzZsw97zvPOO4+XXnqJtLS0w+6TmZnJihUr2LhxI+PHj2fixIksWLCAjIwMvvnmG7Kzs0lOTubqq6+mvLycKVOm8PHHH9O9e3cmTZpUe5wZM2YwYMAA3nrrLT7++GOuuOIK1q1bB8DWrVv55JNP2LBhA8OHD2f+/Pk8/PDD/OIXv2DRokVMmDDhuL63IiIicmystRS88w6Rp5xCcJvWTscRETkqTbrYOsEYU+f2888/H4BBgwaRkZFR5zEXL17Mhg0bap8XFhZSVFTEsmXLakdKzznnHGJjYw97jDPPPJNnnnmGMWPG4Ha7D7nPhAkTcLlc9OrVi6ysLABWrFjBhRdeiMvlom3btvzsZz8DYOPGjXTp0oWTTjoJgMsuu6y2WK9YsYL58+cDcPrpp5OTk0NBQQEAP//5zwkODqZv3754vV7Gjh0LQN++ff36XoiIiEhgVO3bR9WeTOInX+V0FBGRo9aki+3xjqwei/j4ePLy8g7alpubS5cuXWqfh4aGAuB2u6mqqqrzmD6fj1WrVhEeHv6Trx2uSP+vJ598khtuuIGpU6fyj3/845D7HMgF1E5rPtL05sOd+1CvObDvgXO4XC6Cg4Nrt7tcLr++FyIiIhIYFZu+ByC058kOJxEROXq6xraeRUVF0a5dO5YsWQJUl9oPPvjgiFOA/1d0dDRFRUW1z0ePHs2TTz5Z+/zAtN6RI0fy8ssvA/D+++//pFD/mMvl4tVXX2XTpk3cd999fmdJS0tj/vz5+Hw+srKyWLp0KQA9e/Zk27ZtbN26FYBXX3219jU/zrV06VISEhKIiYnx+5wiIiLS8Cq+3wRAWI8eDicRETl6KrYB8MILL/DHP/6R/v37c/rppzNjxgy6devm9+vPPfdc3nzzzdrFo5544gnWrFlDSkoKvXr1YtasWUD1tazLli1j4MCBfPjhh3Tu3PmIxw0NDeXtt9/mnXfe4amnnvIrywUXXEDHjh3p06cP119/PUOHDqVFixaEhYUxe/ZszjnnHNLS0khMTKx9zcyZM2vz3nXXXcydO9fv9y4iIiLOqPj+e4LatNFtfkSkUTJHmmp6oktNTbVr1qw5aFt6ejrJyckOJWqaiouLiYqKIicnhyFDhrBy5Uratm3rdKyD6OcuIiJyfH6Y8AuCWrWi8z8PvxiliEhDM8astdam1rVfk77GVurHuHHjyM/Px+PxcO+9955wpVZERESOj62spGLrVqLSTnE6iojIMVGxlToduK5WREREmiZPRgZUVhKq62tFpJHSNbYiIiIizVz5gRWRT9aKyCLSOKnYioiIiDRzFZs2QVAQoT+6PaGISGOiYisiIiLSzJVv3Ehot26YkBCno4iIHBMVWxEREZFmrjw9nTDdXUBEGjEV2wDIyMigT58+B22bOXMmjzzyCJ999hlDhw6lf//+JCcnM3PmTGdCioiIiABV+/bh3b+fsF4qtiLSeGlV5AZ25ZVX8q9//Yt+/frh9XrZtGmT05FERESkGStPTwcgtGdPh5OIiBy7oxqxNcbEGmNSAhWmOcjOzqZdu3YAuN1uevXq5XAiERERac7K0zcCaCqyiDRqdY7YGmOWAuNr9l0H7DPG/Mdae1uAsx23vQ8+SEXNL+v6Eprck7a/+90xv3769OmcfPLJjBo1irFjx3LllVcSFhZWjwlFRERE/Feenk5wx464o6OdjiIicsz8GbFtYa0tBM4H5lhrBwFnBjZW42aMOez2++67jzVr1jB69GheeeUVxo4d28DpRERERP6rQgtHiUgT4M81tkHGmHbARcDdAc5Tr45nZPV4xMfHk5eXd9C23NxcutTcG65bt27ceOONTJkyhVatWpGTk0N8fLwTUUVERKQZ85WW4tmxg5jx5zodRUTkuPgzYvsH4N/AFmvtF8aYrsDmwMZq3KKiomjXrh1LliwBqkvtBx98QFpaGosWLcJaC8DmzZtxu920bNnSybgiIiLSTFXu2QPWEpKY5HQUEZHjUueIrbX2deD1Hz3/AbggkKGaghdeeIGbbrqJ22+/HYAZM2bQrVs37r77bqZPn05ERARBQUG8/PLLuN1uh9OKiIhIc1SZuReA4HZtHU4iInJ8/Fk8qhUwBUj68f7W2qsDF6vx69WrF5988slPtr/22msOpBERERH5qcq9mQAEt1WxFZHGzZ9rbN8GlgOLAW9g44iIiIhIQ6nKzASXi6DWrZ2OIiJyXPwpthHW2jsDnkREREREGlRl5l6CWrXCBAc7HUVE5Lj4s3jUQmPM2QFPUo8OLM4kzYN+3iIiIsemcm+mpiGLSJPgT7GdRnW5LTfGFNV8FB7PSY0xLY0xbxhjNhpj0o0xw40xccaYj4wxm2seY4/l2GFhYeTk5KjsNBPWWnJycggLC3M6ioiISKNircWz9QeCO3Z0OoqIyHHzZ1Xk6ACc93HgA2vtRGNMCBAB/A5YYq19yBhzF3AXcNRToDt27MiuXbvYt29f/SaWE1ZYWBgd9Y+yiIjIUSn/9juqsrOJTEtzOoqIyHHz5xpbjDHjgZE1T5daaxce6wmNMTE1x5oMYK31AB5jzHnAqJrd5gJLOYZiGxwcTJcuXY41noiIiEizULR4MbjdRI06zekoIiLHrc6pyMaYh6iejryh5mNazbZj1RXYB8wxxnxljHnGGBMJtLHWZgLUPB5yeT5jzHXGmDXGmDUalRURERE5etbno+Ddd4gcNoyg2GO6+ktE5ITizzW2ZwNnWWufs9Y+B4yt2XasgoCBwN+ttQOAEqqnHfvFWjvbWptqrU1t1arVccQQERERaZ5KV6+mak8mLS843+koIiL1wp9iC9DyR5+3OM5z7gJ2WWs/r3n+BtVFN8sY0w6g5jH7OM8jIiIiIodQumYtGEPUqFFORxERqRf+FNs/AV8ZY543xswF1gIPHusJrbV7gZ3GmJNrNp1B9RTnd4Ara7ZdCbx9rOcQERERkcOr2LSJkMREXBERTkcREakX/qyK/KoxZikwGDDAnTXl9HjcArxcsyLyD8BVVJfsfxljrgF2ABce5zlERERE5BDKv99EWM9kp2OIiNSbwxZbY0xPa+1GY8zAmk27ah7bG2PaW2u/PNaTWmvXAamH+NIZx3pMEREREambr6SEyh07aXHeeU5HERGpN0casb0dmAI8eoivWeD0gCQSERERkYCp2LIFrCXs5JPr3llEpJE4bLG11k6pefxZw8URERERkUAq37QJgNCTezqcRESk/hxpKvIR13+31i6o/zgiIiIiEkgVGzfhiowkuEN7p6OIiNSbI01FPvcIX7OAiq2IiIhII1P+/SZCTz4ZY4zTUURE6s2RpiJf1ZBBRERERCSwrM9HxcZNxJw7zukoIiL16khTkW870guttX+t/zgiIiIiEigVW7bgKy4mvF8/p6OIiNSrI01Fjm6wFCIiIiIScGVffgVAxMCBdewpItK4HGkq8u8bMoiIiIiIBFbZV1/hjo8nuFMnp6OIiNSrI01FvsNa+7Ax5v+oXizqINbaWwOaTERERETqVfmG7wjv21cLR4lIk3OkqcjpNY9rGiKIiIiIiASOr7ycih+2EX3WWU5HERGpd0eaivxuzePchosjIiIiIoFQsXkLeL2E9uzpdBQRkXp3pBFbAIwxqcDdQOKP97fWpgQwl4iIiIjUo/KN1ZPxwpKTHU4iIlL/6iy2wMvAb4BvAF9g44iIiIhIIHi2bMWEhxPcoYPTUURE6p0/xXaftfadgCcRERERkYDxZGQQkpSEcbmcjiIiUu/8KbYzjDHPAEuAigMbrbULApZKREREROpVRcY2wnr1cjqGiEhA+FNsrwJ6AsH8dyqyBVRsRURERBoB6/FQuWs3MWef7XQUEZGA8KfY9rPW9g14EhEREREJCM+u3dUrIiclOR1FRCQg/LnI4jNjjOatiIiIiDRShe+/B0BY794OJxERCQx/RmzTgCuNMduovsbWAFa3+xERERE58XkyMsh9bg7RZ51FaPfuTscREQkIf4rt2ICnEBEREZGAyLznXkxwMK3vvNPpKCIiAVNnsbXWbm+IICIiIiJSv6ry8ihdu5aEqVMJ6aj714pI06UbmYmIiIg0USWffgrWEnVqmtNRREQCSsVWREREpIkqWb4CV4sWhPXVDS5EpGlTsRURERFpgqy1FK9cQeSI4Ri32+k4IiIBVWexNcacb4zZbIwpMMYUGmOKjDGFDRFORERERI5NxaZNePftJyrtVKejiIgEnD+rIj8MnGutTQ90GBERERGpH8VL/wNAZJqurxWRps+fqchZKrUiIiIijUvxJ58Q1rcvwW1aOx1FRCTg/BmxXWOMmQe8BVQc2GitXRCwVCIiIiJyzCqzsihbv56EW252OoqISIPwp9jGAKXA6B9ts4CKrYiIiMgJKP9frwPQYtw4h5OIiDSMOouttfaqhggiIiIiIsfP+nzkz59PZFoaIZ07Ox1HRKRB+LMqcg9jzBJjzLc1z1OMMfcEPpqIiIiIHK3y776jau9eYs452+koIiINxp/Fo/4J/BaoBLDWrgd+GchQIiIiInJsij78EFwuok47zekoIiINxp9iG2GtXf0/26oCEUZEREREjo21lvz588mZ8zzRZ5xBUGys05FERBqMP8V2vzGmG9ULRmGMmQhkBjSViIiIiByVwnffJfPuewjv1492D/zR6TgiIg3Kn1WRbwJmAz2NMbuBbcClAU0lIiIiIn7zFhaS9fBfCEtJIfHFFzAuf8YuRESaDn9WRf4BONMYEwm4rLVFgY8lIiIiIv7a98T/4c3JodOsWSq1ItIs+TNiC4C1tiSQQURERETk6JVv2EDeK68Qe/EvCe/T2+k4IiKO0J/0RERERBopb34+u341HXdcHK2mTXM6joiIY/wesRURERGRE4f1+dj7xweo3LOHxBdfwN2ihdORREQcU+eIrTHmQmNMdM3n9xhjFhhjBgY+moiIiIgcSvmGDWRceBGFCxeScN11RAwY4HQkERFH+TMV+V5rbZExJg0YA8wF/h7YWCIiIiJyKJ5du9lx7RSq9u2j/cN/JuHmm5yOJCLiOH+Krbfm8Rzg79bat4GQwEUSERERkUOp2LqV7Zddhq2spPPzc2gxfrxWQRYRwb9iu9sY8w/gIuA9Y0yon68TERERkXpS/J//kHHxJdiqKhJffIHQrl2djiQicsLwp6BeBPwbGGutzQfigN8ENJWIiIiIAOAtLCTvtXnsuuVWgjt2IOnVVwjr2dPpWCIiJ5Q6V0W21pYCC4wxrY0xnWs2bwxsLBEREREpWb2aXTfdjK+oiLBevej07DMExcY6HUtE5IRTZ7E1xowHHgXaA9lAZ6qLre4ALiIiIhIgRR9/wu7p0wnu2JH2zz1LWJ8+GGOcjiUickLyZyry/cAw4HtrbRfgTGBlQFOJiIiINFPWWnKef55dt9xCaI8eJL70IuF9+6rUiogcgT/FttJamwO4jDEua+0nQP8A5xIRERFpdrzFxez762NkP/RnokaNovOcOZp6LCLihzqnIgP5xpgoYBnwsjEmG6gKbCwRERGR5iV//nz2PvAgtrSUFhMm0O7BB3QrHxERP/lTbM8DyoDpwKVAC+APgQwlIiIi0pzkzp1L1p8eImL4MFpPn06Yph6LiBwVf4ptayDTWlsOzDXGhANtgJyAJhMRERFp4mxlJVl/+hN5r7xK9Fln0f7RR3CFhDgdS0Sk0fFnfsvrgO9Hz70120RERETkGPk8HvbceRd5r7xK3DVX0+Fvj6nUiogcI39GbIOstZ4DT6y1HmOMfuuKiIiIHCVvQQH5C96k5NNPKV2zBltWRqvbXTmLqQAAIABJREFUbiPhuilORxMRadT8Kbb7jDHjrbXvABhjzgP2BzaWiIiISNNS9PHHZM6YgXfffkK6dqXlBRcQNfJUIk891eloIiKNnj/F9gaqV0N+sub5LuDywEUSERERaRqstZR+vpqiD/9N3iuvEpqcTKdZswjv3dvpaCIiTUqdxdZauxUYVnPLH2OtLQp8LBEREZHGzVtURObd91D04YeY4GBanH8+bWfO0HW0IiIB4M+ILQDW2uJABhERERFpKopXrGTvffdRmZVFq9tvI+6SS3BFRjodS0SkyfK72IqIiIjI4Vlrqdy+nbxXXyV37guEdOlC4osvEjFwgNPRRESaPBVbERERkePkLS5m9+23U/KfZQC0/OUk2vz2t7hCQx1OJiLSPNRZbI0xEcDtQGdr7RRjzEnAydbahQFPJyIiInIC8xaXkPfSS+TOmYO3qIhWv/oV0WNGE9qli9PRRESaFX9GbOcAa4HhNc93Aa8DKrYiIiLSLJVv+p6SlSvJff55qrKziRo1ioSbbya8j1Y7FhFxgj/Ftpu1dpIx5mIAa22ZMcYEOJeIiIjICcezaxfZjzxK0QcfABDaK5mO//cE4f36OZxMRKR586fYeowx4YAFMMZ0AyoCmkpERETkBOLNzyf7r4+Rv2ABJiiIhJtvpuWFEwlu08bpaCIign/FdgbwAdDJGPMycAowOZChRERERJxmraXsq6/IfeFFSpYtw+fxEDtpEvHXTVGhFRE5wdRZbK21HxljvgSGAQaYZq3dH/BkIiIiIg4p+/Y7sv74R8rWrcPVogUx555L7KSLCOvVy+loIiJyCIcttsaYgf+zKbPmsbMxprO19svAxRIRERFpWLaqipJVn1Hw5gIK33sfd3w8be69h5a/+AWuiAin44mIyBEcacT20ZrHMCAV+JrqEdsU4HMgLbDRRERERALPV1pK/uuvk/vCi1Tu3g1BQSRMnUrclVfgbtHC6XgiIuKHwxZba+3PAIwxrwHXWWu/qXneB/h1w8QTERERCQxrLYWL3iP7kUeo2ruXiNRUWt91J5FDh+KOiXE6noiIHAV/Fo/qeaDUAlhrvzXG9A9gJhEREZGA8ezYQc6cOZSu+gxPRgZhvXvT4dFHiBg0yOloIiJyjPwptunGmGeAl6i+5c9lQHpAU4mIiIjUM+v1kvvii+z72+NgDBGDU4mfMoUWE87DuN1OxxMRkePgT7G9CrgRmFbzfBnw94AlEhEREalnFVu3kvm7uyn7+muiTjuNtr+fSXDbtk7HEhGReuLP7X7KgcdqPkREREQajfwFb5I/bx5l336LOyqK9n95mJhx4zDGOB1NRETqkT8jtiIiIiKNireggKwH/0TB228T2rMn8VOuJe6yywhKSHA6moiIBICKrYiIiDQpxcuXk/m7u6nKzSVh6lQSbpqqa2hFRJo4v4utMSbSWlsSyDAiIiIix6p07VoKFy0i77V5hHbrRsdZfye8d2+nY4mISANw1bWDMWaEMWYDNSshG2P6GWOeDngyERERET9Ya9n/j9lsv/Qy8t+YT4tzx5E07zWVWhGRZsSfEdvHgDHAOwDW2q+NMSMDmkpERETED97CQjLvvoeijz4i5uyzaXf/H3BFRjodS0REGphfU5GttTv/Z/VAb2DiiIiIiPin4ocf2DnlOiqzsmh9xx3ETb4S46pzMpqIiDRB/hTbncaYEYA1xoQAt1IzLVlERESkoVVmZpLzz2coePddTGgoSS+9SHj//k7HEhERB/lTbG8AHgc6ALuAD4GbAhlKRERE5FAqs7LYfuVkqvbuJfrMM0m45WZCu3RxOpaIiDjsiMXWGOMGLrfWXtpAeUREREQOqezrr9l18y34SkpIfPEFwvv1czqSiIicII54IYq11guc10BZRERERA6p8IMP2H75FZjQUBJffVWlVkREDuLPVOSVxpgngXlA7X1srbVfBiyViIiICODZsYPcF14k77XXCE9JoeNTTxIUG+t0LBEROcH4U2xH1Dz+4UfbLHB6/ccRERERqebJyGDbBROxlZVEn3Um7e6/H3dUlNOxRETkBFRnsbXW/qwhgoiIiIgcUJWTw86bbsYEBdHl7bcI6djR6UgiInICq/Nmb8aYeGPME8aYL40xa40xjxtj4hsinIiIiDQ/VXl57Jh8FZW7d9Pxyf9TqRURkTr5cxfz14B9wAXAxJrP5wUylIiIiDRPvtJSdl5zLZ4dO+j096eJGDzY6UgiItII+HONbZy19v4fPf+jMWZCoAKJiIhI81T29dfse/wJytPT6fj3p4kcPtzpSCIi0kj4M2L7iTHml8YYV83HRcCiQAcTERGR5qNg4SIyJv2Ssm++oc1v7yJ61CinI4mISCNy2BFbY0wR1asfG+A24KWaL7mAYmBGwNOJiIhIk+fZtYus++8nvH9/Oj/7DK7ISKcjiYhII3PYYmutjW7IICIiItL8eAsK2HnNtVig3YMPqtSKiMgx8ecaW4wxKUDSj/e31i44nhMbY9zAGmC3tXacMSaO6kWpkoAM4CJrbd7xnENEREROXNbrZfevf4Nnzx4Sn59DaNcuTkcSEZFGyp/b/TwHPEf1qsjn1nyMq4dzTwPSf/T8LmCJtfYkYEnNcxEREWmCSr/8ih2Tr6Jk+XLa3n03EYMGOR1JREQaMX9GbIdZa3vV50mNMR2Bc4AHqL5+F+A8YFTN53OBpcCd9XleERERcV7mjJnkz5uHOyGBtjNnEPvLSU5HEhGRRs6fYrvKGNPLWruhHs/7N+AO4MfX8bax1mYCWGszjTGtD/VCY8x1wHUAnTt3rsdIIiIiEmgFixaRP28esZddRuvbpuOKiHA6koiINAH+3O5nLtXldpMxZr0x5htjzPpjPaExZhyQba1deyyvt9bOttamWmtTW7VqdawxREREpIGVffsdmXffQ3i/frS5606VWhERqTf+jNg+B1wOfAP46uGcpwDjjTFnA2FAjDHmJSDLGNOuZrS2HZBdD+cSERGRE0BlVha7pk7FHRdLx6eexAT5tX6liIiIX/wZsd1hrX3HWrvNWrv9wMexntBa+1trbUdrbRLwS+Bja+1lwDvAlTW7XQm8faznEBERkROH9XjYddPN+EpK6PT3WQQlJDgdSUREmhh//ly60RjzCvAuUHFg4/He7ucQHgL+ZYy5BtgBXFjPxxcREZEGVrZ+Pfueeoryb7+lwxOPE3ZyD6cjiYhIE+RPsQ2nutCO/tE2Cxx3sbXWLqV69WOstTnAGcd7TBERETkxFK9cyc5rp+CKiaHVtFuJGT267heJiIgcgzqLrbX2qoYIIiIiIk1HVU4OmffeS0iXLiT961+4oyKdjiQiIk1YndfYGmM6GmPeNMZkG2OyjDHza+5DKyIiIvITvpISdk6dijcnl/Z//rNKrYiIBJw/i0fNoXphp/ZAB6qvtZ0TyFAiIiLSOFmPh1233Er5N9/S/pG/EN63j9ORRESkGfCn2Lay1s6x1lbVfDwP6AayIiIichBvcQl77/8jJZ9+Srv77yfmrLOcjiQiIs2EP8V2vzHmMmOMu+bjMiAn0MFERESk8Sj+z3/YesYZ5L/+OnGTJ9PygvOdjiQiIs2IP6siXw08CTxG9WrIn9ZsExEREaFq3z723HEnQW3b0uH/niBi8GCnI4mISDPjz6rIO4DxDZBFREREGpmqvDx2XHMtvooKOvz1UUK7dXM6koiI+Kl840ZCTz4ZY4zTUY7bYYutMea+I7zOWmvvD0AeERERaSS8+fnsuPoaPNu30+nvT6vUiog0ElV5eWT/5REKFiygw9/+RszYMU5HOm5HGrEtOcS2SOAaIB5QsRUREWmmfB4PO2+cimfLFjo+/TSRI0Y4HUlERA7D+nyUrFxJwdvv4CsqomzdOrwlJcRfew1RI091Ol69OGyxtdY+euBzY0w0MA24CngNePRwrxMREZGmy1pLzux/kjtnDt78fDo89leiTk1zOpaIiByCtZbCd99l35NPUbljB+7YWILbtyc8NZWIq28isySGaF8Q4U4HrQdHvMbWGBMH3AZcCswFBlpr8xoimIiIiJx4Ct58i32PPUbkaSOJu+xylVoRkROIraqiZOVKCv/9IeXffYevpITyPdmU9DuD8jG3URzaBq8PinPLyftnJpBJaEQQJ6W2cTr6cTvSNbZ/Ac4HZgN9rbXFDZZKRERETjiFH31E5owZRAweTKenn8a43U5HEhFptqy1VG7fTtn69XgLiyjPzGLHkq/JtQkUt0zE03YA1rgpPikGnzWYrYaWbSoICXMTHR9Gr7T2dO4dT2zbCKffSr0w1tpDf8EYH1ABVFF9m5/aL1G9eFRM4OMdWWpqql2zZo3TMURERJq83FdeIeuBBwnv04dO/5yNO8bx/w0QEWkWrM+HZ/t2KrZspaSwAusz7Fu3mV3peeSHtKUkoh1edyg+VxAYFwZLi9YRxLSKwOWC2LaRdOoVR7tuLQgKaXx/kDTGrLXWpta135GusXXVbyQRERFpbMo3biRv3jzyX32NqNNOo/2jj+KOinQ6lohIk2M9Hqry86nY9D0lX35FeXYuntJKMrZWkBPaicKYJCqDo2r27otp7SMuxkuXzi0Jj4skKDSYdicn0LZbC0LD67yra5PT/N6xiIiI+CXvtdfYO/P3ALS86CLazpyBcenv3iIix6syK5viTz6mdPUXlG/ahPV48OzPJTc8kexW/dkfn0JlSO/qndtDTKSXpM6RJHSIwO02xHRKoEOfNoSEqc4doO+EiIiI/ETJ6tVk/+URIoYPo8Nf/0pQbKzTkUREGq3KrGwKFy2i7Jv1+EpKKFmxEo87nL09fk5OpyvxuYIp7R5BpQ0iOBgS+8TTtnscLrehY89YYttqpkxdVGxFRESklq+0lOy/PkbeSy8RnNiZdvf/UaVWROQYeXbtJuuhP1H88Sfg8xHcqRM2JIys8XeysbgT3ipLmy4xhEeH0D46mK79WtExOZag4MZ3LazTVGxFREQEz67dFL73HvlvvEHljh3EXn45raf/CldE01gtU0SkIfjKyih8733yFyzAu38/lXv3Ytxuoq65ga0xw9m710tFaRXFeRV0G9iKweOSiG8fVfeBpU4qtiIiIs1cxQ8/kHHxJfgKCgjr3Zt2c+cSOXSI07FERBoN6/ORP28e2X97HF9BASHduxHWpw+Rp5xCyahfsnhhFuVbi+iYHEfLNi7SLmxDt4GtnY7dpKjYioiINFMVmzeT88yzFCxahDsykq6LFhLarZvTsUREGoXyTZvIe/VViv+zDFtWhjc/n4hhw2h101TCBg0CC98t38OyV78nvn0U597aj4SO0U7HbrJUbEVERJqRyqxscv4xi7JvvqX8m28w4eHEXnIx8VddRXC7dk7HExE5YVmfD1tRgWfHTrL/8hdKVqzAhIYS9bOf4Y6OJiJ1EDHjx7P1y30s/+2nlBZ4AEhKSWDMtb0b5T1kGxMVWxERkSbOV1JC8YqVFH+8hKKPP8F6PIT370+rabfS8pe/1OJQIiKHYa2ldNUqCj/4N0VLluDNyQHAFRNDq9tvI/bCC3G3bFm77xcLt/HFogxaJ0bTZ2QHImJCSB7RDpdbt0oLNBVbERGRJsRaS+XuPZSnb6B48WJKPl1F1f79YC3uFi2IPv104qdcS2j37k5HFRE54XgLCihd+yXl336Dr6KCkk9XUZGejisigqhRpxGanIwrNIyYcecQFBdX+zqf18eSF9L5/vMseg5ry6jLeuIOUpltSCq2IiIijYitqqJy7168+QX4Cguoys2jcucOSr/8isodO6jMysKWlwNgwsOJGX0WwR07ETFkCBGDBmKC9E+/iAhAVV4e5evXU7lnD77yCoqXLKF07VqwFlwuTHAwwZ060u7BB4k552xcoaE/OcbuTXl8tXgHJfkV7N9ZzNDxXRj08ySMMQ68o+ZN/7qJiIg4yHo8VOXn483Lx5uXhzcvl6q8vJrP8/Hm5uLNz6PqwNdzcrCVlT85Tki3boT2Sibq9NMJSexMWHIyoT164AoPd+BdiYg4z1pLVVYWFZs349mxA29OLt6CArx5eZR98w2VO3cetH9IUhIJN95I5PBhhKWkHLLI/ljGN/t57+/fEBETQnRcKGkXnkS/MzoF8i3JEajYioiI1DNfSQlV+/Yd4WM/3vx8vEVFtaOrh+KKicEd25KglrEEt21LWHIyQfFxhCQl4W7ZEndMDO7YWILbt9f9ZkWk2bCVlVT88AOVu3ZRmbkXX1kptqy8usDu3ElVdjbe/Hzw+Q5+oTG4oqNxR0UR1rs3sZMuIiwlhZCkJExQEO7YWL9HWjd/kcWSuekkdIxiwvQBhISrVjlNPwEREZGjYL1eqrKyqNyzh8rdu/Hs3k3l7t1U7q5+XrV/P7as7CevM8HBuFslENSqFcGJnQnv3w9XdAzu6Kjqkhobhzs2trrIxsbibtkSExzswDsUEXGOt6CgenQ1Px8AX1ERpWu/pGLLFqqysqp/B+/bd8g/CgYndia0S1fC+/XDHdsS43LhTkgg7KSTCE5MJCgu7pgvx9j7QwGr3txKzp5iACpKqmh/Ukt+fn1fldoThH4KIiIih2GrqqjY+gPl331H+bffVj9u2vST/6EKatWK4A4dCO/bl6DWrQlKiCeoVauDPlwtWuiaKxGRGt6CAsq+/pqK77/HV15BZeYeSpavoCo7+yf7mogIwnr0IDS5JyYomKC4WML6phCSmEhwu7a4oqIwLhcmJKTecxbuL2PVW1vZsiab8JgQThrUBuMyRLYMof8ZnXEHa4GoE4WKrYiICNX3J/Rs3UrZtz8qsRs31pZYV0QEYb16ETtpEiHduhLcoQPB7dtXTwOu4zosEZHmzFpLxfebKU/fgC0vp2DhQsq+/OqgqcKuqCgiT00jvG8KIYmdccfFYYzBhIYS2r17g81gKcwpY/MXWezamEeVx8e+HUUYA6lnJzFgdGdCwlSfTlT6yYiISLNkrcWTkUHp559T8tnnlH7+Od68PKBmdKBXcvX1V336ENa7d/U1WC79ZV5ExF++khLyXn+dvJdfOWihpuBOnUi44Xoihg4jrFcyrqgogAaf1eIpr2Lv1gIK95dRVelj29f72bO5egp0QqcowiKD6Tm8LalnJxEVG9ag2eToqdiKiEizYb1eyr76iqKPPqLoo8VU7tkDQFCbNkSNPJWIIUMJ79+vusS63Q6nFRFpfLzFJeTPm0fl7l2UfL4az9athA8aRPx1U4gYlIoJCSa4bdsGv/VYZYWX/TuLqKzwUpxXwdavstmVnofPZ2v3adkmgqHju9BjSFtiErSifGOjYisiIk2ar6yM0jVrKPpoMUVLluDNycGEhBA5YgTx100hctgwghMTdf2riMhxsF4veS+/zP5Z/8Cbm4u7ZUtcLWLo9MwzRKWd0qBZivMqyM8uxXotWdsL2f5NDlnbCrD/7bDEJISRckYnOifHEdchEpfLEBYVrH8LGjEVWxERaXJ8ZWUUffQRBW+9RckXa6CyEldEBFGjTiP6rLOIPHUk7qhIp2OKiDQJ1lp2TZtG8eIlRAwfRuvp0wlPSWmQ8+ZnlVJeXElZcSXZ2wvZ+uU+8rNKD9qvdWI0A8cm0rZLC8KiggkOcxPXLlIltolRsRURkSbBWkvZV+soeHMBhe+9j6+khOCOHYm74nIihw4lYuhQLfIkIhIApZ+vpnjxElpNu5WEG28M2Hk85VX4vJbsjEJ++Ho/e7fmk7O75KB94jtEkXbRScS1j8TtNrRoHUFkC/3ubw5UbEVEpFE7cD1X/htv4Nm2DRMeTsyYMbT4xS+IGJyqBZ9EROpZZWYmu6ffRnl6OlB9azR3bCxxV11V7+cqzqtg0+eZbPpsL3l7/zsSGxLmJqZVOKdd3IMWrSJwB7to0yUGd5B+5zdXKrYiItIo+UpKyH35FXKfew5vfj7hgwbR7tpriB4zVtOMRUQCpCo3l+1XTsabm0vsxRdjgqoX2osYPhxX2PGtHGytZc/mfLat209eVimVFdWrFlsL7bq3YOh5XQkOcRMdH0Zi73jdQ1YOomIrIiKNSnl6Onn/+hdF772Pt6CAyJGn0urmmxvkei4RkebKW1yCZ8tmcp59jqrMTBJffIHw/v2P+7iF+8vwlHvZt6OIdYt3kLunBHeQi7j2kbjchoFjEuk5vB0t20TUw7uQpkzFVkREGoWyr79m/+x/UrxkCSYsjOjTTyfuisvr5X+sRETk8Dy7drHjyslU7t4NQMLNNx/X715vlY9Nn+1l/Se7yNldXLs9vkMkZ0xOpmv/VoSEqabI0dF/MSIicsKyHg/Fn35K7jPPUrpmDa6YGBJuuZm4yy/HHRPjdDwRkSbPs3072ydfha+0lPaPPkJwmzaEDxp01McpK/KQubWAyvIq1n6wnby9pbULPUXFhhIeHUK7bi20UrEcMxVbERE54VTu3k3uSy+T//rr+IqLCWrXjja/vYuWEyfiitT1syIiDaEyO5vtV1yJ9XhIfH4OYcnJR32MKo+XL/+9nS//vQNvlQ+ovofsOTelkNgnXkVW6o2KrYiInBCstZR//TW5L7xA4b8/BCBmzBhizjmbqJEjMcHBDicUEWk+rM/Hnl//Bm9hIUmvvkJYz55HfYzC/WUseno9uXtKOCm1NX1/1ongUDexbSK08JPUOxVbERFxlLe4hIL5b5D32jw827bhiooi7soribvsUoLbt3c6nohIs+LZuZOsh/5MZeYeKjak0/b+PxxVqS0t9LDm/QwKssvYt6MQb5Vl3C39SOwdH8DUIiq2IiLikKq8PPJeeYXcuS/gKywkfMAA2v3xfqLHjsUdFeV0PBGRZqfk89XsnjYN6/MR1rsXcddcTcuJE/1+febWAj6Y/Q3lxZUkdIwioWMUaRf1IK6dLiGRwFOxFRGRBlO5ezcF7y6k+D//oWz9evB6iTrjDBKuv0636xERcVD+W2+Rec+9hCQm0unppwhJTDyq129Zm81Hz31HVFwYF/62HwkdowOUVOTQVGxFRCSgvEVFFP373xS8/Q6lX3wBQFjfvsRPuZaYn59N2Mk9HE4oItI8VWZmUvrFF3gytrP/6aeJGD6Mjk88gTvav1JaUlDBd8t2U1ZcyXfLdtO2awvOnppCWKTWRJCGp2IrIiL1zlZVUbJyJQVvv0PRkiXYigr+n707D4+qPP8//p59z0z2fSEQCGFHXBFQq9QWxb0u1aq/Li61i7VWxapt1dal39a2aq17tVJXxKrVKiKCIMq+74HsezKZfTvn/P4YBFO1gCSZJNyv65prkjNnzrkHQpjPnOe5H3NZGdk//QlpZ5yJuagw1SUKIcQRK97SQsff/kbXSy9DPA6A86STKPzTA+gtloM6Rv3WTt55YhPhQByDUU/J2ExmfneMrD8rUkZ+8oQQQvQKTVEIr1uXvDr75r9R2tsxeDx4zjsP99lnYR03TpZ1EEKIFNA0jej27SidnYTXraP9b4+ixeN4zjuP9EsuRu9wYCosPOjf0TtWtLDgqc24c+2cff1kMgpkDq1IPQm2QgghDkt050665s7F9/Z/UDo7wWTCddJJuM8+C+e0aejM5lSXKIQQRyQ1GKT9b4/ie+st4nV1+7a7TjuVnJtuwlxUdNDHikUSeFtCNO7wsvSVnRSM8DDr2vGYbRInxMAgP4lCCCEOmRII4n/3XbpffZXQJ5+gM5txnXoqrlO/hmPatIOenyWEEOLwqNEo8YZG1FCI6I4dhJZ/hBqOABDbs4fozp04TjiBrKt+gLmsDH1aGtaRh9bbYM+GdhY+u5WwLwZA2bhMvv79sRjNhl5/PUJ8VRJshRBCHLTItm10PvkUvnfeQQuHMRUXk3399XguOB9jRkaqyxNCiCFHi8eJ1deTaGkl0dZGvKFh762eWG0d8YYG0LR9+xuysjCme/Z+Y6Tg/vtwz5r11c6taax4cw8r3thNZqGT6ReOxOIwUljhQW/Q98bLE6LXSLAVQghxQOF162h/5G8E3n8fvd2Oe/Zs3GfNxjZpksybFUKIw6RGIsSqq/G99TbR7duJ7dlDvLkZfZoLpbMLFKXH/obMTEyFhdjGj8M9ezbm0hL0LhemvDwso0cf9u/lRFwhEVP5aN5ONi9tovK4PE76diUGk4RZMXBJsBVCCPGF1FgM/9tv0/ncc0TWrcfgdpP1o+vIuPRSDG53qssTQohBSY3FCK9eTXDZR0Q2biCyfQdKe3vyQZMJS3k5lspKnCefjOL1YszLxVxahik/H2N2Fqb8fPR2e5/Upqka6xbW8fFr1STiKgBTvlnGMWcOkw8xxYAnwVYIIUQP8ZZWvC88T9cLL6J0dGAeNozcOXPwnHcueod0vhRCiEMRra4m8P4iQmtWE167bn+INRqxjhqFc/p0zCUlmPLzcEyblrJpHbFIgv88tpHaTZ2UjcukqDIDT56d0jGZKalHiEMlwVYIIQSaphFevZqu557D9867oCg4TzqJ9Eu/jeOEE+STeiGEOEiJtjb8CxYQ/Gg50R07iO3eDYC5tBTn1KmYiouxjqnCfvQxGJwD48PCoDfKGw+to6MhyIxLRjFmWoH83heDjgRbIYQ4woU3bKD5zruIrF+PPi2NjEsvJf3bl2AuLk51aUIIMSiosRjeF1/C99ZbhFevBk3DVFSEuXwY6Zd+G9cpp2DKz091mT2EfDGWvLidPevbURIaBpOeWdeOp3SsXKE9kqhqAr1+aETCofEqhBBCHDKlu5vWBx7A+/wLGLOyyPvVHbhnz+6zuVtCCDGUaJpG6JMVdD75JKGVK1GDQSwjR5L1wx/imnkaloqKAXvVs2FbF+88sYloOEHl8flYbEYqjs4lq8iZ6tJEP0kkAjQ0Pk9d3VNMGP8oLteYVJd02CTYCiHEEUZTVbpfnU/r73+P0t1N+mWXkv3jH2NwyhsaIYQ4GNEdO2i67Xb3sox+AAAgAElEQVTCa9diyMgg7YwzcM08DefUqaku7UtFgnFC3TGq17bxyevVuHPsnPnjiRJmjyCxWCft7Qvo6FhMZ9dSEgkf6Z7jUl1Wr5FgK4QQR5BYTQ2Nt8whvHo1tkmTyLvjdqyVlakuSwghBjxNVQkuXUp02zba//YoOpMpOdLl7LPRW62pLu9L1W7qYPPSpr1DjpOdjium5HDSpZWYrRIFhjpNU+nsXEJ9/T/o6PwATVOwWgrIzDyJ4uIrcKdNSHWJvUZ+moUQ4ggRWLyYhp/fCDod+Xffjfucs9HpZU1CIYQ4kERbG/XXX0945SoALBUjKP7b3zAVFKS4ss/TNA1fe4RYOMGqt2vYtboVe5qZUcflUTQqHXuamYKRngE7TFocvkQiQHv7Qlrb3qa7exWxWDsmUyYlJd8nN+ebOJ1VQ/LvX4KtEEIMcZqm0fG3R2n705+wjBpF0YN/wVxUlOqyhBBiUAhv2Ej9ddeh+Hzk33UnrpkzMaSlpbqsz9FUjV1r2ljx5m46G4MAGIx6jp1dzqTTSjCY5IPMoS4Y3EVd/d9papqHqoYxm3PISD+RzMwZ5OR8Hb3ekuoS+5QEWyGEGMIUn4/GW+YQeO890mbNIv+uO9HbbKkuSwghBoXuN96k6dZbMWZmUvbPuQNm6oamarTs8VG3pZNAZwRVg7YaPx0NAdLzHUy/aCRWp4ncsjTSsuR3/lClqjE6Oz+kre1d2jsWEYu1otebyc2dTUH+Bbjdk9HpjpwPNCTYCiHEEBXZvJn6H/+EeHMzOTffRMbllw/JoUdCCNHbFJ8P70sv0fp/f8A2eRJFf/4zxoyMlNQSjyoEuiJ0NYeIRxU66gPsWNlCoCsKOnCkmdHpdVidJk69soqKo3PR6+V3/VClaQrB4E5aWt+ksfEFYrF2DAYnmZkzcLsnkZc7G7P5yFyySYKtEEIMQeENG6m98kr0DgelzzyDffKkVJckhBCDQmTzZuquuZZESwvWsWMpefTRflsGTdM02usDdDUFiUcVdq9rp25LJ6qi7dtHr9dRMiaD488ZTklVJlanqV9qE6mjaRp+/0aamufR0vIG8XgnoCMz8ySKCi8hI+NE9HpzqstMOQm2QggxxES2bqX2e9/D4HZT+o9nMeXnp7okIYQYFMJr11L7/R+gdzkp/cez2CZORGfs+7fLkWCc9e/Xs215E772yL7tznQL408pJqvQgTvHjtVhwuYyYbFLmB3qEokA3d2r8Ps309zyL4LB7ej1ZrKyTiUr8yQ8nmOw2YpTXeaAIsFWCCGGkMjmzdR+93vobTZK/v60hFohhDhIoRUrqLvqagxZWZQ+/VSfdjzWNI2aDR1s+rCRUHcUb0uIWESheHQ6R32jjLxhboxmPa4MKzoZVnxE0DSNUGg3HR2LaGtfQHf3SjRNASAtbRKjRt1Jbs4sTCZ3r57X6/Xi8Xh69ZipIsFWCCGGiNCKFdRdcy36NBelTz4pnY+FEOIghVavofb7P8BUUEDJU09hys3ps3M17+5myfPbaa3x40y3kFHgoLwgmwlfKyGryNln5xUDi6rGCAS24vWuxNu9Eq93JfF4BwBOxyhKSn5ARvrxOJ2VfTZndv369cyfP58LLriA0aNH98k5+pMEWyGEGAL8779Pw0+vx1RYSMkTj8uVWiGEOAhKIED7Qw/jfeEFjLk5lD77DMbM3g0RmqbRsK2LnavbCPtj7F7bhsNj4ZTvVDLq2Dz0hiOna+2RSNM0YrF2gqGdhILVBIJb8fs24g9sRdNiAFitxWRmTsfjnkJ6+vHY7aV9WpPP5+Pjjz9m6dKllJWVMWzYsD49X3+RYCuEEINccNky6n/0Y6yVlRQ/9ijG9PRUlySEEANerK6Ouu//gFhtLY6pU8m9+aZeD7XdbWEWPbeV+q1dmK0GrE4TY6YXcvzZwzHb5G34UKFpGrF4B5FwLeFwHaFwLeFwDaHQHkKhnSQS/n37GgxO0lxjKS6+nDTXONyeo7Ba8vqtzrVr1/L2228TjUYZO3YsZ511FibT0JizLf+ihBBiEIvu3k39T6/HMmwYJU8/hcEpw9iEEOJA4o2N1Fx+OVowROnfn8Z+9NG9duxYOEF3e5imnd18NH8Xeh2c+K0KxkwrwGgy9Np5RP9LJPyEwjWEQzUEQ7sIBncSDu0hFN6DogR77Gux5GG3lZGbexYOezkOxwjs9nIslryULL0XiUSYN28e27dvp7S0lNmzZ5PZyx/kpJoEWyGEGKSU7m7qr7kWncFA0V8fllArhBAHId7aSs2VV6L6A5Q8/RS2MWN65biaqrFpSQPLX6smGkoAUFSZzinfGY0rw9or5xD9Q9M0otEmAsHthILVdPvW4OteSyTa+Jm9dNisxdgdw3B7pmC3lWKzlWCzlWC1FmEwWFJW/3/r6upi7ty5dHR08PWvf51jjz0WvX7oDYGXYCuEEIOQlkjQcP3PiDU0UPrkE9IoSgghDoIaiVB31dUobe2UPPlEr4VagLXv1bHslZ0Ujkpn3IxCbGlm8oe7U3J1ThyaeNyLz7cBn28dPn/yPhZr2/e41VpImnsSRa5LsdnKsNlKsNuHYTAM7A8s4vE4H3zwAStXrgTg25d8m+w9RrzzdvbYzzm1EHO+IxUl9ioJtkIIMchosRgNN9xAcNky8u+6s1eH0AkhxFCkaRqdf/87bX98AC0apeiRv2KbOLFXju3vjLD4n9vYs6GD0rGZzPrheAmzg4CqxqmtfYyW1rcIBDbv2263DycjYyppaRNwOauw2cuwmLNSWOlX07y7gZdefpmOYBfDM0uYNuxoXCvj+NY2ok8z89kfUfvEbECCrRBCiH6kJRLU//R6AgsXkjvnFjznn5/qkoQQYkDTFIXmX/8G74sv4pg+jfSLL8Z10kmHfdzGHV4WPL0Zf0cEvVFH5XF5HDO7XELtAJZIBPF6P6GzaxmdnR8SDG7H7T6K4eU3kJY2gbS08RiNrlSXeUgSaoLOhhaiLQE0NCKJKB9tW8nmuu0YNR1HayPIaXPS0LaZbmMAZbIV53E912gel60wsK89HxwJtkIIMYi0/uGPyVD7y1+Scem3U12OEEIMaGo0SuPPf47/3QVkXnUV2T/9Sa8Ez7otnfz74fU4M6xMPX8EJWMyyRgCQzmHIk3T6PIup7b2cTo7l6JpcfR6MzZbGSNH3kFx0Xd6/Zz+mJ/GQGOPbeFEmHVt61A0pUdt9YF6vBFvz32VMM2B5p6vA42OcAexRAzQ9m2PqTEU1M8XUZy8+9d/bw8D7/fc9NDXHmJ60fSDeGUDmwRbIYQYJEKrVtH51FN4LrxQQq0QQhyAGgxSd/U1hFasIHfOHDK+c1mvHLejMcBbj2zAnWNj9k8mYU8z98pxRe/SNI1AYCs7d91LZ+cSTKZMiouvIDNjGm73URgMVhRVoTnYjKbtD4oaGo2BRgLxQI/jdUW62OHd0WNbQk2wqmUVoXiox/a2cBtRJXpQdbpMLnIduT22mfQmSixFEO4ZWMcmhmNs67nNpBkxGazU2brwBfyYDCaOGjORvNx8TA4LOp0Og86AXqfHZXLhsXo+V0Oxq/igah3oJNgKIcQgoIbDNM6Zg6mggNxf3JjqcoQQYsDS4nG88+fT9dxcotu3U3D//bjPPOPwjqlqeFtDtO7xsfxf1RgtBs64boKE2sOgaRoRJdJjW0JNsLF9IzEl1mN7a7iV9lD7544RjAdpCbXsPyYa7eF2fOEWorFWVCWCTqfHbCkjqOjoqnkZeHnf/oqqkNASB12z1WDFoO+5ZFNlRiUj00f22OaxeJiUMwm9bn/nYZ1Ox7iscbjMLjRNQ/HGSDQF0JpjqE1hEu3hz16IJdEZ5osuxDqnF2Ifnw1AOBLm/ZUfsnbreoYp5cyYMYOqqirsdvtBv6ahRIKtEEIMAq1//CPxmlpKnn4avUOGuwkhxBcJb9xE0623Et22DWNBPvl33nnYoXbbx80seWH7viV8zNZkqHWmD4VZib0rrsRZ17auR1hMqAne2v0WHeGOHvs2BBrY49tzWOcz6U0UOAvQkRxerqoRzIoXixbEarBic1ZgMeeg15txmBzk2nPhMyPR9egpcBZg0pt6HDfTlkmmrecarxa9hXJPeY+werC0hEqs3k/0Yx+B3a3E6/2oe3+e0IEx24Ypxw7G/ce2VmbgPKEAnfGzBeswOM0EAgE2b97MokWLCIfDHH/88Zx00klYLANniaFUkGArhBADXODDpXQ98yzpl1yC47hjU12OEEIMOGokQvtDD9Hx5FMYMzIo/POfcJ122mHPp936URPvPbOF/HI3o6fmk1OahifXjsE49NYAPVRv736b1a2re2zb2L6RDe0bPrev3WhnhGdEj215jjzOHH4mRv3+OKJDR0V6BemW9B77uswuilxF+wLsZ+l0OqLRNurqnqSm9jEsllyGld1Afv556P8rsPYXNaoQ3d1NdKeXWK2PWEMAlOTlWGOuHWtVJuYiJ6YCJ6Y8B3qz4QBHTPL7/Xz41nusWrWKRCJBcXExs2bNIi8vry9fzqAhwVYIIQawRGcnjbfcjHnEcHJu/HmqyxFCiAElWr2b7vnz8f/nP8RqanCfdy65v/gFBrf7sI+9ZVkTC5/dQnFlOt+4ZjymgwwfQ01rqJXH1j9GKLF/HmlMifH2nrdxmBw9gqnVYOW2425juGd4j2OUu8tJt/YMq70hkfCze/dfqKv/O5qWoKDgQipG3IrR2L8jmzRVI94UJN4UJLyxnciOrmSQNeowF7pwTi3AUpKGeZgbg+PQw3YgEGDp0qWsWLECRVGYMGECxx57LHl5edKF+zMk2AohxAClaRpNc25F9XZT8vjj6G22VJckhBApp2kaoeXL6XjyKYJLloDJhLWiguInHsc5dephH7+7LcS25c2sequG4sp0vnnteIymoRdqNU2jI9KBP+YnnAizqWMTtb5aGgIN1PvraQ21oqERiodQNZUsW8+1XE8rPY17pt2D2ZCaecadXR+xZfMviESbKMi/gOLiK3A6R/Xb+dVQnPCWTiLbOonu8qIGk0OLDWlmnCcUYB2ZjqUsDd1X/NlJJBJs2bKF9evXs3v3bhRFYfz48UyfPp3MzMwDH+AIJMFWCCEGqK65cwksWkTunFuwjuq//6yFEGKg0TSNyLp1hNauxffGm0Q2bsSQlUXWj39E+oUXYuylN/o1mzr498PrURWNnLI0Zn5v7KAKtaqmEogH8EV9+GN+fDFf8hb17fu6PdxOtbeaXd27CMaDPZ5vMVgocBZQ6CykKrMKo96IXqfn3IpzqcyoTNGr+rz6hrls23Y7NlspU456Ebd7cp+eT40kiLeEiNX6idX5iDcGSXRFQNHQu8xYR2VgqUjHXODAmG1Hp//qV1E7OztZtWoVa9asIRQK4fF4mDhxIscddxxZWVkHPsARTIKtEEIMQPHmZlrv/z2OadNIv6x3lqgQQojBJrp7N93z5tH95pskGpsAMJWWkPebX+M+6yz0vdgsp2mnl7ce2UBGgYNvXjMeV0bfNoeKK3FCiRDhRJhQPHTQXwfjQaJKFEVVULTkLZqIUuOvwR/zo2pf0Ep3L6POiMfqodxdzpnlZ1LmLsNj8WA2mBmZPpJiV/FXao7UXyLRZvbseYiGhrlkZp7MuLF/xmDonQ7AajSB0h1D8UVJdERItIaIt4ZItIZQuvd3aTa4LZiLnNjGZmEbk4mpyHlYw4HD4TA1NTVUV1dTX19PY2MjOp2OUaNGMWXKFMrLy9HrB+7fyUAiwVYIIQagtj//BRSFvDvukPkzQogjhhaPE1iyhMCiD4hu30547VowGHCeeCJpP/kJjqlTMWRm9snvxeWvVWNzmZj944nYXIc2vDYQC9AQaKAt3EZ7uJ1IIrmMTSAeoNpbTVe0i1A8RFSJ4o16aQ21ElfjB318o86IzWTDZrThNDmxGCwY9cZ965PajDZmls7EY/HgtrhJM6clb5a0fV+7LW5sRtug/T+ls3MZGzb+CEUJUlh4CSMrbj+o5lCaqqEG4yi+GEp3FMUX3Rtge36vRZUez9OZ9Riz7VjKPRhz7Zhy7JiLXBgOc4knv99PTU0NtbW11NTU0NKSXK7IZDJRVFTESSedxOTJk0lLSzus8xyJJNgKIcQAE9m2ne5XXyXjiiswFxWmuhwhhOhz8ZZWuv7xLN5X56O0t6N3uTCXDyP7+utxn3M2ppycPj1/d1uIxh1ejj2r/IChdkPbBubtnEeNr4YGfwMJNUFHpANFU75w/xx7Dtm2bBwmB3aTnTJ3GTm2HJxmJ3ajHZvRht1k/59fmwyp6e47UDQ1z2fLlpuw24cxftzL2O3D9j2mqRqKN0qiM4LqjxFvC5FoD6N4o8nw6o/t60i8jx4MLjOGNAumbDvWEekY3Mnv9WlmjBlWDG7LYQ0pBojH4zQ1NdHQ0EBDQwP19fV4vV4gGWSLi4s5+eSTKS0tpaioCKNRotnhkD89IYQYQDRNo/Xee9G7XGRdfVWqyxFCiD6j+Hx0PfccgcVLiGzciKYoOE8+Gc955+GcdiI6U9+HOVVR2bi4gfUL6zEY9Yw6dv+yKatbVvNuzbusaV1DdXf1viG+USWKy+RiuGc4k3MnYzaYybJlUZlRSbYtm0xbJnZjcnis1WjFYZK1xw9He8ciNm++EY/raEal3Yu6zoC3fVdyuHBHmERnpGdw1ZEMph4LlmHuZGB1WzCkJYOrwW1G7zQfdmj9b6qq4vf76erqYs+ePfuGFqtq8ucmLS2NwsJCjj76aEpLS8nPz8dgGDzztwcDCbZCCDGABD74gOCyZeTOuaVXlqsQQoiBRovF6Jw7l46/PoLS3Y1t4kQ8F15IxuXfwVxc3G91qIrKfx7bRPXaNvTuBPZzu7hr4x0sbVxKMBYkoSWwGW2MzRrLeRXn7btq6jQ5uajyItLMMlS0t2kJlURHmHhriFhrN63+N2lwPIolXEL2e1fiVfYAoDPpMWbaMOXasVVlYsyyYciwYnCaMGba0PXxOsPxeJzOzk5qa2upq6ujoaEBr9eLouy/ap+fn8/xxx9PcXExhYWFuFyuPq1JSLAVQogBQ41Gab33PszDhpF+8cWpLkcIIXqVpijEGxpoue8+AgvewzF1Kjk3/AxrVVW/19LZFOSpuxfS5NpFzkwTL4f/TrguTIY1gxlFM8i155Jpy+S8ivOwGvu2idSRSlM14o0BotXdRPf4SLSGSHSGQYWos46GCQ8ST2vBFhnB8Ngd2E8vxZTvwJRjQ+8y9+tc4XA4THV1Nbt27aKuro62trZ9jzkcDoqKiqisrMTj8eB2uykqKsJu752mVuLgSbAVQogBovXee4nt3k3xY4/1yxA8IYToL4HFi2n+9W+INzQAkHXtNWT/+McpqaU72s39S/7Mfya9RtwYBT+MyRzDzcfczLiscRj0Mjy0ryS8USJbO4nu6CKyqxstklz71Zi19+rruCx8nuXUhn6L0ehiYtWTZGRM7/eGV5qm0djYyI4dO9i5cycNDQ1omobFYqGkpISqqioyMzMpKioiPT190DbkGmok2AohxADge+stuub+k4z/9/9wTjsx1eUIIUSv0DSN9ocepv3BB7FUjCDvzt9gyi/AccLxKannP3v+wx3L7iAYD1IVP5pfnPFDXGYXw9zDMB1Eh11x6LSESmhNK8HVLcR2+wAweCzYxmZirfBgGebZ12m4tvYJduz8Le60SYwb9xAWS26/1hqPx9m2bRvLli2jsbERgIKCAqZNm8bw4cMpKiqSebEDmARbIYRIsVhdHU2/vA3bhAnkXP/TVJcjhBC9JrR8Oe0PPkja7DPJ/81v0Fv7f1hvV6SLR9c/Sq2/lhXNKyi1DWPcyjOZNfNEjsot6/d6jgSaphGt7iayqYPwpnaU7hjGbBtpp5ViG5eFMbvnskOaprF795/Yvecv5GR/gzFj/g+9vvfWKP5fVFVl06ZNrFixYl+zp8zMTGbNmkVVVRUOhzT/Giz6PdjqdLpi4BkgD1CBRzVN+5NOp8sAXgDKgD3AtzRN6+rv+oQQor+13P1bAAr/+AcZgiyEGDJa7r2PzqeewpidTf5dd6E3H976n4dKURVe2fEKf17zZwKxACPTRzI5ZzKTV5yNxeJi3ElF/VrPkUBTNcIb2/EtqCHRGkZn0mMuTSP9/JFYRni+cMiuz7ee7Tvuprt7Jfn55zO68rfodP1zVXTnzp0sWLCA5uZmMjMzOf744ykrK2P48OHo9X3bgEr0vlRcsU0AN2iatlqn07mAVTqd7l3gCuA9TdPu0el0NwM3AzeloD4hhOg3XS+9RGDRIrJv+BmmgoJUlyOEEIdNCQRp+9Of6Hr2WQxZWeTe9st+D7UxJcb33/k+q1tXMyV3CnOOnUOeVsyHL+6guraNU68aidkqAxd7i6ZpxBuDdL28nXhTEGOunfQLRmIbl4Xe/MUhVdNUamofo7r6D5jNWVRU/JLiosvR6fo2UKqqSm1tLYsXL6a6uhqPx8O5557L2LFjJcwOcv3+L1rTtCagae/Xfp1OtwUoBM4CTtq729+BRUiwFUIMYfGWFlruvAvHiSeSeeWVqS5HCCEOmxaLUXf1VYTXrMX1jdMp+N3v+nX48dKGpfxz6z9pCbWwtXMrdxx/B+dVnEeoO8bzd31CIq4wZVYZwyZm9VtNQ5mmaUQ2d+JbUEO8KYjeZSbjolHYxmf/z3ViI9FmNm/+OV1dH5GT/Q0qK+/GZOr7Je4aGxt5/fXXaWpqwmazcfrppzNlyhSMRvmQYyhI6d+iTqcrAyYBHwO5e0MvmqY16XS6nC95zg+AHwCUlJT0T6FCCNEH2h95BE1VyfvVHejkP1UhxBDQ9uBDhFeuouD++3GfeUa/nbcx0MjvPvkdi+oWkefII8+ex/VHXc/5I88HYPlru4hFE1w45xgyCmTOZG9Q/DG65u0gsqUTY6YV9xnl2CdmY3B++dV5RQnT2vo223fchapGGV15D/n55/d5V2FVVVm2bBkLFy7E4XBw1llnUVVVhcXSP/N4Rf9I2TspnU7nBF4Bfqppmu9gf6A1TXsUeBRgypQpWt9VKIQQfSfw4VK8/3ye9EsvxVwk87yEEINfdMcOOp54Avc55/RrqF3dsprrFl6Hoipcf9T1XDb6MkyG/f0K2mr9bF3ezKRTSyTU9pLw1k66XtyGGlNwzxqG84RCdIYvfy+vKBHq65+hpvYx4vFOXK4xjKl6AIejvM9r9Xq9vPrqq9TU1FBVVcUZZ5wha8wOUSkJtjqdzkQy1D6nadq8vZtbdDpd/t6rtflAaypqE0KIvharraXhhhuwVIwg54afpbocIYQ4bJqm0XznXeidTnJ+cWOfn29N6xoeWfcImzs2E4gHKHIW8fCpD1PsKv7cvsvm7cTqMHHUN8v6vK6hTg3F8X9Qj39JPaZcB9kXV2LK+d8hsb39fbZv/w3hSC0ZGdMoKfke6Z7j0Ov7NoYkEgkWLVrEJ598AsDZZ5/NhAkTZM3ZISwVXZF1wBPAFk3T/vCZh/4FXA7cs/f+tf6uTQgh+lq8tZW6a69FBxQ99BB6my3VJQkhxGHz/fvfhD75hLxf3YExPb3PzvN+7fs8tuExNrRvIMOawWmlp2E32rm06lLyHHmf279+Wxf1W7s48YIKLDaZ8vFVaZpGeH073n/tRA0lsE/MwXP2cPSWL/4zVdUYHR0f0Nj0Eu3t72G3D2fSxGfIyJjaL/V6vV5eeOEFmpqaGDt2LF/72tdI78OfSzEwpOJf+FTgMmCDTqdbu3fbHJKB9kWdTvddoBa4IAW1CSFEn1HDYWqv/H/Em5oofvhhzNInQAgxBKjRKK333oe1qgrPBb379m1923reqH6DT5o+IZQI0RRsoiytjJuPuZlzRpyD3fTlVws1TeOTf1Xj8FgYM126zn9VSjCOd94Owps6MBU5yfpuBeYC5xfum0j4aWiYS13d34nGWjAYnIwYfhPFxVeg1/dPZ+yOjg6eeeYZIpEIF154IaNHj+6X84rUS0VX5A+BLxsD8LX+rEUIIfqLGgzS8LMbiO3aRcmTT+A47thUlySEEL3C/+4CEq2t5P/2t+gMX339UU3T2N29mz2+PUQSEebtmMfHzR9jM9qYkjuFdGs6xa5ivjv2uz3m0H6Z7Z+00LSrmxkXj8Ro6p91UYcSTdGIVnvpemUHij9G2ulluKYVfW4uraJE8HpX0N6xkKameShKgPT0E6isvJuMjKn9FmgB2traeOaZZ0gkElx++eUUyDJ6RxQZkyGEEP2g+Te/IbBkCXl33I7jhBNSXY4QQvSKaPVu2h/5K6bCQhwnHH9Iz1VUhc0dm1nVsopVratY27oWb9S77/EsWxY/n/JzLhh5wf+8MvvfNE1jzTu1fPL6bvLK3VRNKzykuo50mqYR2dRB99t7SLSHMbgt5Fw9AXOxCwBVTRAK7aKz80M6Opfg9X6CqkbR6czkZM+kpPT7pLnG9nvdDQ0NzJ07F4ArrriC3Nzcfq9BpJYEWyGE6GPdr79O92v/IuuHPyT94otTXY4QQvQKNRaj/rrrSHR0UPC736LT6w/4HF/Mx7LGZSypX8KS+iV0RbsAKHGVMKNoBkflHkVFegVGvZFh7mFYDIe+HMvq/9SwfH415ZOymXHxKPT/Yz1VsZ+qxgjtaca7cCuR5jZ02Srm6WaimV1Uh14nvKaWcKSWSKQRTUsAYLcPp7DgYjIyp5HuORaDITV9I9atW8f8+fNxuVxcdtllZGdnp6QOkVoSbIUQog9Fq6tpvuNX2CZNIuuaq1NdjhBC9Brviy8Rq66m+G+P4Jwx40v3awm28E7NO7xX+x5rW9eiaApui5sTC09keuF0jsk/hixbVq/UFOyOsvKtGoZNyOL0H4wd8h1wNU1FUYIkEv7kTQmgJAJ7vw+QUJL3+7YpARQlhKIEk/eJUHK/RACNWPKg5XtvAPY9uJ8AACAASURBVIHkzWRKx2YtxuUaR07OLOz2MjLST8BqTf1Q3+3btzN//nxKS0u56KKLsFqtqS5JpIgEWyGE6CNKIED9dT9CZ7VS+If/Q2eUX7lCiKFBU1W6nn0W64TxXxpqNU1jYd1CbvzgRuJqnIr0Cq4ceyXTi6YzPms8Bn3vz3v95F/VqAmVqeePGNShVlHChCP1RML1hMO1RKMtxGLtxOLtxGIdxGIdJBJ+FCVwEEfTYTQ6MRic++4NOhv6qBNjlw6zV4chbsegd2ArycM+shCTNQ2jwZkMtLZijEZXn7/mr6K9vZ2XX36ZvLw8CbVCgq0QQvQFTdNouuUWYjU1lDz5JKb8/FSXJIQQvSaweDGxmhoKfvT7zz3mj/l5s/pNXt7+Mtu6tjE6YzT3Tb+PMndZn9bU0RBgy7Imxp9cjDv74OfkplIiESAY3EEguJ1gYDuB4DaCwV3EYq099tPpTJjNmXtvWTgdIzGa3BgNLoxGJ0ajC4PRidHwma+NLowGJwaDHS2sEK3xEdvjI7q7m1h9AFQNg8eCfWI29ok5GHPtg+rDgHg8zksvvYTBYJBQKwAJtkII0Se8zz+P/90F5Nx0E45jj0l1OUII0au6nnkWY04OaV+fuW9bZ6STR9Y9wvyd8wknwozOGM1tx93GGeVnHFLzp69q2Ss7MduMTJlV1ufn+io0TSMSqcPrXYHXuxJv9wpCod37HtfrbTidI8nMmIbNVrL3VoTVWozZnHXA0KkpGoovitIRIdEVJeaNEupsJFbnJ9EaSu5k0GEucuGaXoR1VDrm0jR0g3QO8oIFC2hpaeGSSy7B7XanuhwxAEiwFUKIXharq6Pl/t/jOOEEMq64PNXlCCFEr4ru3Elw2TKyf/oTdCYTqqby4rYX+dPqPxFOhJk9fDYXjrqQqsyqfrsCWLupg9rNnUw9fwRWx4GXAuovodAe2tsX4u1eha97DdFYCwBGoxuPZwp5eefgdIzC6RyJ1VqETvflDbi0uErCG0Hpiu67V7xREl0RFG8UxRcFtedz9E4T5kIn9knZWErdmIud6IbA0kfV1dV8/PHHHHPMMYwcOTLV5YgBQoKtEEL0Ik1VaZpzKzq9nvy77xpUw7qEEOJgdD77D3QWC55vfQuAWz+8lTeq3+DY/GOZc8wcyj3lBzhC7/K1h1n47Fbc2TbGzSjq13P/t1isk9a2t/F2fYw/sJlQqBoAm7UET/oxeNxT8HiOxuGo+MIQq0YTxJtDxJuDJDrCe0NsFKUrghqI99xZD4Y0CwaPBcswN4Z0C0aPFUN6cpvRY0VnOnCn6sGmtbWVefPmkZmZyamnnprqcsQAIsFWCCF6UddzcwmtWEH+3XfJvFohxJCjeL10v/YaaWeegTEjA0VVWFCzgNnDZ3PX1P7/MK9mYwdvP7oBnU7HrB9OxpCCIKdpGp2di6mv/wfe7hUkEn4sljxcziqKCr9NVtap2GyfD9xaQiXWGCBW4yPeFCTeHCTeFARt7w5GXTKoeiyYKjMwplt7htc0CzrDkfXhaTwe5/nnnwfgwgsvxGw2p7giMZBIsBVCiF4Sq6mh9Q9/wDF9Gu5zz011OUII0eu88+ejRSJkXHYZAHX+OiJKhCm5U/o91Po6wrz96AY8uXa+ec14XBn92zwoFmuntu4pWlreJBKpw2LJI91zHGVlP8Tl+vxSQ2pUIVaTbN4U3dNNrC4AieTYYUOaGWO2DdcpJZgLnZjyHBg8lkE7/7WvLF68mM7OTr7zne+Qk5OT6nLEACPBVggheoEWj9Nw4y/Qmc3k33mnDEEWQgxJ/ncXYKmsxDpqFADburYBMCpjVL/WoWkaS57fDtDvoTaRCFJb+zi1dU+gKGEyM2dQVnYN+XnnoNf3vIKo+GKE1rcR2dpJdHc3KBrowVTgxHlsHuYyN5bSNAxpcuXxQFpbW1m6dCkTJkygvLx/h7uLwUGCrRBC9IL2v/6VyPr1FD7wR0y5uakuRwghel2sro7wmjVkXX01AL6Yjxe2vYBBZ2C4Z3i/1rJ7XTt7NnRwwrkj+jXU+vwb2bjxx4TDNeRkf4Py8utxOPa/dk3ViNX6CK9vJ7K9i0RHGDQw5thxTi3AWpGOuSQNvWXwN3DqT6qq8vrrr2OxWJg5c+aBnyCOSBJshRDiMIVWr6H9kb/hPucc0k4/PdXlCCFEr1O8XvZceBE6iwXHrG/w8vaX+fPqP9MV7eKCkRdgMVj6rZZYJMGSF7aTWehk/Nf6p1lUKLSbbdt/TWfnEiyWPCZPmkt6+rFA8uqx4osR292N7/06Ei0hMOqxVniwT8rBNi4LU87gWFd3oFq1ahV1dXWcffbZOByOVJcjBigJtkIIcRiUQJDGX/wCU0EBubfemupyhBCiT3Q8+RRKVxfdT93F7ZvnsKVzC5NzJvPIMY9QlVnVb3V8OgQ56I3y9e+PxWDo+2ZRTU2vsHXbbej1ZoYN+ynFRZdiMqWjxhRCq1sILGsk0RoGwJhtI/1bI7GNyURvkbfZvcHn8/Huu+9SXl7OhAkTUl2OGMDkX5wQQhyGlt/+lnhjI6X/eBaDUz5FFkIMPWokwvp35vLS1Xks23YHOfYc7pt+H6eXnd6v/QQigTgfzd/F1uXNTJlVRl65u8/PuWfPX9lV/XvS009gTNXvsVhyUWMKgY8a8b1bgxpKYCp04j6zHHOBE3NpmjR86kWxWIwXX3wRVVU544wzpH+F+J8k2AohxFfke+cduufNI/Pqq7BPnpzqcoQQotcFYgHuffUnvHZRGLtBx7Xjr+Xyqsuxm/p3aG1Xc5DXHlhLqDvKxFOLOeaMYX1+zpaWN9hV/Xvycs+iIvdXhD/opHPtCpTOCACWcjdpM0uTYVYCV69LJBK88MILNDQ0cMEFF5CRkZHqksQAJ8FWCCG+gnhrK82334F1zBiyf/jDVJcjhBC9bnH9Yn7z0W9oi7ZwxjYnN97+Fum29H6vIx5VeOtvG1EVlQtuOZrsElefn9Pn38iWrXNwmceT/fF3aN2xDgBLRTqOo3MxF7mwjPBIoO0jqqoyb948du3axezZs6mq6r/h7mLwkmArhBCHSNM0mubcihqJUHD/fehMplSXJIQQvWZH1w4eWvsQ79W+R7m9hB8/k2DqJd9LSajVNI0P5m6jqznI7J9M7JdQ27D9ZbbW3YIxnkb2R1eQMEdxnVKC4+hcjJ7+XSv3SKRpGm+88QabN29m5syZTJYRUeIgSbAVQohD1Pn03wl++CG5t9+GRdbSE0IMER3hDv6y5i/M2zEPh8nBdROvY9ZbHfhba3GffXZKatq0uIFtHzdz9BnDKK7su6GomqYR2dpJy4p32VVwO7bukQyP3IbzjDLsk3LQGfu+SZVIWr58OatXr2batGmccMIJqS5HDCISbIUQ4hAElnxI6/334zrtVNIvvjjV5QghRK/4qPEjbl5yM76oj8uqLuMH43+AS2dj51UzcJ1yCsasrH6vqXZTB0te3EHp2EyO/mZZn5xD8ccIftxEeHMHoY56ak64F4s+n6O+9gwWT2afnFN8ua6uLhYuXMjIkSM55ZRTUl2OGGQk2AohxEGKNzbS8LOfYamooOCee2RulRBi0NM0jWc2P8P/rfw/hnuG88TMJxiRPgIA/3vvoXi9eM47t19r8ndGWPzPbezZ0EFGgYNTr6zq9U7D8eYg/iUNhNa2gqphLHLSccrzoCWYOOUxLE4Jtf1N0zTefPNNdDods2bNkv9jxSGTYCuEEAdBU1Uab70VTVEoevAv6GWBeCHEIKeoCvd8cg/Pb3ue00pP466pd/Xodux7800MHg+OfhwOGgnGmf+H1YT9cY45cxgTvlaM2do7b1c1VSNW58e/uJ7Ipg50Jj2Oo/NwnlhIl7qY7o0fU1HxS5zOkb1yPnFoPvroI3bu3Mk3vvEN3O6+X8pJDD0SbIUQ4iB0PTeX0EfLyfv1rzEXF6e6HCGEOCyheIibFt/EovpFXDHmCq4/6nr0uv3zSNVgEP/C93GffVa/NcjTNI33/r6FQGeUc34+udfWqdUSKsGVLfgX1aF4o+hMetJOLcFxfAEGhwlFCbFj+V04HaMoKrysV84pDs3KlSt55513qKys5Jhjjkl1OWKQkmArhBAHEN6wkdb77sM5Ywaeb12Q6nKEEOKwKKrCTUtuYnHDYm499lYuqrzoc/v431+EFongnjWr3+pa824te9a3c+IFFb0SajVVI7SmFd87NSjdUcwlLtzfKMMy3IPBad633+49DxOJNjJ5zPPo9fLWuL+1tLTw1ltvMWLECM4//3wZgiy+MvnXK4QQ/4PS3U3DT3+KISuL/Ht+J//hCiEGvQdWP8CiukXccswtXxhqQ6tW0fzrX2MqKMB21FH9UlPjDi/L51czfHI2408pOqxjJbxRgssbCW/sINEexlTkJP28CiwVn193trbuKWpq/kp+3rmke44+rPOKQ5dIJHjllVewWq2cffbZGI0STcRXJz89QgjxJbREgsabbibe0kLZP57FmN7/azgKIURvenXHqzy96WkuGnURl4y+5HOPa5pGy29/h97lpPjxx9Hp+3aZG03V2L6ihSUvbCcty8opl43+yh8gJrwR/AvrCK5sAU3DMtxD2qkl2MZnf2HzqWBwJzt33ktW1qlUVt51uC9FfAWLFy+mtbWVSy65BKfTmepyBh5NA00FVUneawrEwxALQCK6d7uSvO/xdQLUOES6IRbav11TQFX/63sFxpwNGYN/+UIJtkII8QU+DbWBRYvIvf02bBMnprokIYQ4LJs6NnHn8js5Lv84bjrmpi/cJ/D++0Q2bSL/7ruwlA/r03oSMYV/P7KBus2dZJe4OP0HYzHbDu2tqaZoxGp8hDe2E/i4CQDHsXm4phVhzLB++fM0ja3bbsNgsDO68m70esthvRZx6FpaWvjwww8ZP348I0d+xYZdqro/xCnxz4S1xGduSvIxJfb57Z8LhQlIxECJQiLy+cc+DZifhkcltvfY0eT9f4fQHmFShXgIgm3JwIqWfA2aBoGWZFDV1P3P1dRe+7M+oNwxEmyFEGIo0hIJGm68Ef9bb5N9w8/IuOTzVzWEEGIwaQ+3c8OiG8iwZnDf9PswfsFcUk3TaHvwQUwlJbhnz+7zmpa+spO6zZ3MuHgkY6YVHvSSPpqqEav1EVrbRnhDO2owDnpwHJWH62vFGD1fHmg/1dr6b7zeT6gcdTdmc/+v0TtkxULJsFezDLw1+wPgZwOkmkBTYnSsW8F5Oj+jotvhny8lg10iArHg3tAY3xtYE5AIJwPnZwOmmmBfOEwFnR4MFjCYwWBK3nQG0OuTj+kMoDd85l4HRmsyQH7aqO3T0QllJ4LZntxXp99/03/6vW7/YyY7mB1gtHzm+MbPfK3f+70RrJ79x+1Ri77n9wbzl7/OQUSCrRBC/Jf2h/+K/623ybnx52R+97upLkcIIQ5Le7id77z1HTrCHTz+9cdJt37xtIrAe+8R3bwl2U+gjzsh717XxsYPGph4WgljZxx4Tm2iI0y0uptYvZ/Itq593Y2tozOwjcvGUu7G4Di4mlU1QfXuB3A4KigokIaAB83fDK2bk193N0DLpuQVyLqP94bQRDLMHojOgKbTU6oaMdk9GDtiewOiCUw2cGTvDYtG0O8NjEbr3iBn3BvK9ga5ffd79+uxfe9NZ0gey2BO7qf/7yBo3BtG94a8T89lsOx/7NPj/HdQFQOKBFshhNhL0zRaf/97Op94EvdZZ0moFUIMeuFEmB+99yPaw+08NvMxJmRP+ML9NFWl7S8PYi4txX3GGX1aU9AbZeEzW8kucXHcWZ8f/qipGonWEPHmINHqbiI7vSidEQB0VgOW0jTSvl6GrSoDveXQ38q2tPyLUKiacWMfRqczHPbrGTI0DcJdyTmcW/6VnJ+pKlD9PoQ6obs+OeT2UyZHMkwWTUleGQSYcDFY08BTCqUnfD5o6vRs2LiRefPmUTWmivPPP18Coug1EmyFEGKvzqeepvOJJ/FcdCF5c+akuhwhhDgsqqZyy5Jb2NSxiQdOfoCJOV/eK8D/7gKi27ZRcP996PqwM62maix4ejOJuMJp/68KgzE5JFMNxQlv6iC8uYPobh9aJAGAzmLAMtyDa2oBlhEejDn2w+pOr2kaNbWP4nKOITt7Zq+8pkFB06BjF4Q6kt937AR/E/gaoe4TQIOID7prP//cnCoomAQVp8HoM5MB1exMzss8xL+LPXv2MG/ePEpKSpg9e7asNCB6lQRbIYQAfO+8Q+v99+P6+tfJu/32Pu8EKoQQfUnTNP6w8g+8V/sevzj6F5xScsr/3Lfj8ccxl5aS9s1v9llN0XCCpS/toH5rFyd/exSOuEr323uI7Owi3hgEVcOQbsE+LgtzWRqmfAemXAc6Q++FH79/A8HgDipH3TX4QlVib4MiSM497dydvIrqa0xui3Qnw2oiCm1b9s9p7dyVnPf6Rc2I9CYYNj05BFhvhGO+B0YblB4PuWOT+/TSn1MoFOKVV14hIyODiy++GItFGnaJ3iXBVghxxAssWULjjb/ANn48BffeI6FWCDGoRRIR7lp+F6/teo2LRl3EpaMv/Z/7h1etIrJhA3m/ugOdoW+G5rbXB3jjwXUkuqPMGJ9B+keNtL5ZDXowl6bhmlaIbVwWpkJnnwbOxqaX0evN5OT0XYA/JIlYsmESGrRtg0Brcnv7NvDW7u+e27YN6lccoFOuDhxZyTmgOZXJgKrTQflJyeCaVgDpZcldnTmQNXL//NN+8O9//5tgMMjFF1+M1XrgBl9CHCoJtkKII1p44ybqf/RjzOXlFP31YfTyn60QYhCr99fzs0U/Y0vnFq4afxXXTLjmgEGx46mnMXg8uM86q09qinZH2fTXdRynqTjdJqj1YxiWRtrXSrCNzkBv79tGVZ+Kx7toanqF3NyzMJnc/XJOwl3grYOoDxpWJa+4Nq9Pdv7VVKj9GOLBL36uI3tv91wduAvhxOv3z2XV6ZIh1ZkLmSOS24zWZAfcAWjjxo1s3LiRk08+mYKCglSXI4YoCbZCiCNWoq2N+uuuw5CeTsnjj2HMyEh1SUII8ZUtbVjKTUtuQlVVHjzlQWYUzzjgc5p+/WsC771H1rXXorfZerUeNZzAt7AW39JGhqsa5NpJm5yDbXQGplxHr57rQDRNY/OWm9G0OCXFVx7ewVQVAs3JIb9N6/auj6pAy8Zkl+Dmjfu7A4c6k8OGPyutEFx5ya+rzkrOVQVIy4fMiuTXjqzkFdYhwOv18sYbb1BYWMiJJ56Y6nLEECbBVghxRFJDIequuRalu5uyuc9hzMxMdUlCCPGVRBIRHtvwGI+tf4wR6SN44KQHKEkrOeDzwuvW4f3n83guupCsq6/qtXqU7ij+pY2EVregBuI0xFQYk8nx3x3ba+c4VB0d79PevoCKEXNwOkclN8bDySZKmpYMn77G5JI1LZsg6k9u9zUkr7Z+lrcOunZ//iRGK1hc4MyDkacnr6ra0qFgcnKpmaKjk1dUjdYjphNwIpHgpZdeQlVVzj33XAx9NNRdCJBgK4Q4AmmJBA0/u4HI5s0UPfgg1tGjU12SEEIcMk3TWFC7gN+v+D2NwUZmD5/Nrcfeit10cMNR2x58CEN6Ork33ojObD78ehQV/6J6/Ivq0FQN8zA3y/b48RkMXPTtysM+/kGLBZMBVUlAw0q0WAhl1e1MDMTIaH4HOv6avKKqJr54zqrOABZn8mtHdvL2WRnlcNw1yXmrOWPAtnd4cFohmGQ6y6fi8Tjz5s2joaGBb33rW2TKB8iij0mwFUIcUTRVpelXvyKwaBG5t9+G65STU12SEEIcsp1dO7nnk3v4uPljKtIrePLEJzk67+iDfn5ozRqCS5aQ8/Mb0DsOf1hwojNCx9wtxOsD2MZlkXZ6GUvfrqGhPcJZP52I2dpLbznjEWjdnFy6pms3hL3J7dHu5JXUeCjZZOkzdEC2DhLpheh8DeAugspZyauoOaOT9zp9cuivwZR83NpPc3CHKE3TmD9/Plu2bGHmzJlUVVWluiRxBJBgK4Q4YmiJBI23zMH3+utkXnM1GZdckuqShBDikNT6anluy3O8sO0FHCYHc46dwwUjL8CoP7S3dP+fvfcOs+u6634/u59eZs6ZqlGxqtUsV8lyJMeOQ3ohCYlTCZAQSAIE7suFhye88MILL7lvuC/PhffChdBJAychpJk4rnKRLKvYsuRRG2lG08uZ08tu6/6xzzlzRpJtSZY8I2l/nmd5lb3W2uscz4z2d//W77em//wvUNraSL7Gv4PCFVT7M8w+cAzhQttH1qGsSvDI145y4rlJbv6ppSxZd4HxC2zTE62zp716NQunn/K2CBfGoDQNZhGEMzdGjwASqIZnSZU1eMNveD6qAJ0b6R/5CzLWAFvvfgoU36L6erBr1y4OHz7Mfffdx/bt2xd6OT7XCb6w9fHxuS4QQjD2X3+P/Pe+R/oLX7is/mQ+Pj4+V5KiWeTHgz/muye+y/7J/ciSzAdWf4DP3/x5koHkRc9XeuYZSk8/Tcdv/iZy6NKj6NqZKpmv92OeKaB2BEl9YgPEdB740j5mx0rc8a4V3Pa25ecZWIOxF7wowdUclKZgaDdM9Z8baCnSBW0roHszhDs8S2rXRu+omuRybzvwK1AuDzJy+gArln8exRe1rwv9/f088sgjbNq0ibvuumuhl+NzHeELWx8fn2seIQSTX/4yuW9/m9TnPueLWh8fn0VPpprhqZGneHz4cR4/8zhVp8ry2HK+cMsXeOcN76Qz3HlJ8wrHYfyP/gitr4/kxz56yeszR4tM//2LCEuQfP9qQlvSSJrCUw8cZ2akyDs+u5nlm1NeAKbhfTD4FDg1OPkYDD/rRRJuoAZg2XZYdS90b4HU6vr5qhq0rYTXcLb4yMhXkSSF3t4PX/IcPhfO+Pg43/72t+nu7ubd7373FT2T2MfnbHxh6+Pjc00jhGDqf/0Zmb/9OxIfvp/U5z+30Evy8fHxOQdXuPRn+nli+Al2De/i0PQhBIL2QDvvWvku3rvqvWxKbXrNQqHw4x9jnjhJ7//6v5EN45LmMEeLTP31IWRdJv3Lm5pH94wP5Dj48Bk27Oxl+SoZHvqv8OJ3IDc0N7jtBtj6S16E4CW3e+ewStIViRLsOBVGx/6NdPotGMalvQjwuTBqtRoHDhzg8ccfxzAM7r//fjTt9Tmf2MengS9sfXx8rlmEZTH+3/+I7De/SeJDH6Lrd3/Xf3vs4+OzaCiaRXaP7fbE7MgupivTSEhsTG3kl7f8Mjt7d3Jj+43I0qVbLFsRpsnUn/8F+ooVRH/qpy5pDmuqzPTfvohsyKQ/cxNqm7e916za7P37H7C1fR9bevvga9+Hkf2w6k3wxt+GNW/x/GFV43U76mZ65lFsO+9ba68wp06d4jvf+Q75fJ6lS5fynve8h3jcD77l8/rjC1sfH59rEjuTYeTXf4Pynj20f/pTpH/915Few3Y2Hx8fn9eKEILT+dNNq+y+yX3Yrk1Ui7K9dzs7l+zkrp67aA9e/mNRCo8+yszf/i3mwABL/vL/RbqE80Sdgknmqy8BgtSnNjdFLdMnmP2H3+Jdyk+8+qN4kYbf99ew6QOX7TNcLFNTP0bT2kgm7liwNVzLVKtVHn74Yfbu3UtbWxs/93M/x7JlyxZ6WT7XMb6w9fHxueaoHDrE8K/+Gs7MDN1/8j9IvPe9C70kHx+f65RsNcveib3sGdvDUyNPMVwcBmBVYhUfX/9xdvTuYEvHFjT5ym3bLO7axfAvfxatt5fO3/kdovdc/DFntYEs0/94BGG5pH52PVp7AI4+iJMfRzz4RZKWxXDXL7Dk478FehhkdUHPdLXtEtPTj9LR8TYk6eJFvM/LU6lUOHz4MI8//jjFYpGtW7fypje9Cf0ynIXs4/Na8IWtj4/PNUX2gQcY/29/gJpOs+zrXyO4YcNCL8nHx+c6omAW2Dexj2fHn+XZsWc5OnsUgKAa5Pau2/nkhk+yY8kOeiI9r8t67EyG0d/5HYzVq1j+wAOX5FdrjZeY/ocjKAmD9o/fiBa14ZsfhaM/RAFKTpL9S/6euz71JlAWx86YsfFv4ThFens+tNBLuSaoVCocO3aMl156iePHj+M4Dt3d3dx///309vYu9PJ8fABf2Pr4+FwjuKbJxB/9MdlvfpPw9u30/OmXUZMXfwyGj4+Pz8UwXhrn4ORBDkwe4ODUQfoz/bjCxVAMtqS38Cs3/wp3dN3BhtSGK2qVPR9CCMa++Lu42Rw9X/nKJYlap2gy/Y+HkQyF9C9sRLGG4CsfQcyc5KD8SxzLbmHbx+7iDTf3LZoYBrXaBKdO/Tnx+C3E4zcv9HKuKoQQFAoFpqenm2lycpKhoSFc1yUajXL77bezefNmuru7F83/cx8f8IWtj4/PVY4QguKjjzH5pS9hDg7S/ou/SPrXfvWS/Md8fHx8XgnbtTk6e5SDkwe9NHWQ8dI44FlkN6U28elNn2Zr91Y2pzdjKJcWdfhyMfvP/0LxkUfo+O3fIrB27UWPF47LzFdfwimYdHzmJk/U/s29CEVjX/rP2HNoCe/47GaWbUpdgdVfOidPfhnHKXPjuj9Z6KUsGlzXpVKpUCwWXzHlcjlMc+4oJl3XSaVS3Hnnndx444309PQg+/EqfBYpvrD18fG5aqkePcrEn/wJ5Wd2o99wA31/8zdEdrxhoZfl4+NzjSCE4NjsMfaM7WH32G6em3iOil0BoCvcxZb0FrZs2MKWji2sTa5FlRfHY5VwXYqPP87El75E5E1vou0Tn7ikefIPDWGeytP23hT67I/gsa+D63Bkw7+y54cVtr57BcsXmaitVscYn/gPens/Sji8cqGXc8VxXZdCoUAul6NYLFIoFM4rWEulEq7rnjNeVVWi0SiRSIRUKsWKFStob28nlUqRTqeJRqO+VdbnjftazgAAIABJREFUqmFx/AX28fHxuQjMM2eY+ZuvkH3gAZRolM4vfpHkhz6I5J+Z5+Pj8xqZrkzz1MhTPDX6FHvG9pCpZgBYHlvOu1e+m9s6b2NLxxa6wl0LvNJzcWs1pv/qr5j9p3/GLZUwVq+i50tfuqSI8JX+DIXHzxDZ7BDa/UHIemfRDnd9msd+WGHlLWlufevyy/wJXjujo/+KEA5L+35uoZdy2XBdl0wmw8TEBJOTk2SzWXK5HNlslnw+f45glSSJcDhMJBIhEonQ2dnZFK/hcLhZjkQi6LruC1efawZf2Pr4+Fw1VF54gem//muKDz8CikLyYx8l/dnPoiQSC700Hx+fqxTbtXlx+kWeHHmSXSO7ODJzBIBUMMX2nu1s697G1u6ti1LINhCuS+HHP2byy3+KNTxM9K1vJXzXdqL33YcSCV/0fIXHh8n96BRGapb4+G+DWWJ8xz/x1MMW4wcTrN3axT0fW4ckLy5BJITD6Ni/0db2BoLBvoVeziUhhCCTyTA4OMjo6Cjj4+NMTExgWVazTzQaJZFIsGTJEhKJBPF4nHg8TiwWIxKJEAqF/O3CVwlCCBwBDgJbCGxXYAtwEfXr4AIC0VL2xolm2cvdep/WMvU+br2/25zT69iYb1XIIKld/bLw6v8EPj4+1zRCCMrP7iXzd39H8fHHURIJ2j/ziyQ//BG0zo6FXp6Pj89VhhCCU/lT7B7dze6x3ewd30vRKiJLMjelb+JXb/5VdizZwdrk2kVtyRJCUHnuOfI/+hHlvXupHT+BsXoVS//h7wlv23bJ81ZenCb3o1PEbjhGdPa/IzlwdP1X+MkDCm3dYd77G2voXbM4A/PNzDxBrTbGmtVfXOilXDBCCKamphgcHGRwcJDTp09TLBYBMAyDrq4ubrnlFjo7O+nq6iKdTqNdRbuTXCGouoKa61Kr56briThHeCLOy73kCrxr9bF2XfjNE21C4AJuS3tD/Ln1clPI1edsiLp57eeZo9HuCNEUgI012UJg1dc8t36B7c7/DI3P21h7Y1zVcbEaQlYIHLzyYuCfN63gzan4Qi/jNeMLWx8fn0WJUyyS//4PmP3GN6j196Mkk6S/8AXaPv4x5PDFWyB8fHyuXybLk00/2d1ju5ksTwKwJLKEtyx/C9t6tnFn953EjcX/YGeNjpL77nfJfuffsYaGkEIhAmvX0vM//y9ib3/7awqcZw4XyHzzKHpfgGjhyxDu4NnIH7D3hworbkrxU7+wAVVfvIH5Rsf+FU1rI5W6d6GX8rK4rsvExERTxA4NDVEulwHPErt8+XKWL1/OsmXLSKVS53254raII7dZ98SgUxdyTotAc+sWQUec29dy54RYqwCtui5VZ06MVutttbP7nNVWcebXTbFIlNurIAOyBDISsgQSEorEvLImSaj1pMkSiiShSjTbVMkbm9QUArKGKnnjGteCioxWb1Na+ivMn0+RJGS8LeUyIAFSfW0SXoPXLiFJ3vVGf6mlv1TvLzf7zPX32ueub4yEXv8v/QrgC1sfH59FgxCCysGDZL/1LfI/+CGiUsFYs4auP/wD4u96F3IgsNBL9PHxWeQIIRgrjfHC1AscmDzAnrE9nMydBCBhJNjavbW5vbgvuvi3qwrTpPTMM+T/88dU9u/HHBwEIQht3Ur6c58l+uY3I4de+0Opnasx+w+P0aH+LurMCJJr8kTl8xx6UWPLfX3c+b5VyIts63ErrmsxM7OL7u73I8v6RY2tuS45yyFrO+Rsh6xle7ntkLMcqq5bt9R5QtAWnmCzXdFsb1ge3RZrnOW4mJaFadnU7HpuWTiAQEJKLEVNrUTWVCRFBUnyBGdV4PaP44ixFuHKgln4NEnCkCUMWSYgSwRkuVk3ZImYohDQ1WY9MC8/q60u7tQWEdcqCht1BVDkei5JTWE3X3x64qwh/prleX1bBOJZY1sFpM+1gS9sfXx8FhQhBLVjxyg89BPy3/8+5unTSMEgsXe8neQHP0hg0yb/Hx0fH5+XpWyVOTxzmBemXvDS9AtMV6YBCCgBbu28lfeuei/beraxJrkGWVr8vodONkvxiScoPPIopV27cEsl5EiE0LatxN79LuLvfg/6kt7Ldj/huMz+8zO0Wb+FpOR4ofwO8maSwdAW3vLp1ay6dfG7fRQKh3DdCm3JO1+2T8lxeKFQ4UC+zNFSlYFyjZOVKhnLecW5G0JMkz3rW6Ouy9K8unBdbLOGVathVqvYpomEQBICGQhpGulggEgoRCQUJqBrTTGmtFjyWusNIebVz+0rvezYOWH3SmNbRWpAOVe0BmQZxf832OcqwRe2Pj4+rztupUJpzx5KT+yi+PjjWCMjIEmEbr2V9k9/muhb3nJJAU98fHyubVzhMpgfnCdij88exxGeMFkWW8a27m3clL6JzenNrE6uRpOvDn9E8/RpCo8+RvGRRyjv3w+Og5JKEXv724jcey/hu+5C1i/OEnkhOLbLxDf2k5r8P5ClKf59+vcJb7ybW9+6jDf0Ra6aF4uzs3sASCRuB8B2BcfKVQ7ky+zPlziQL9NfqtKIH9ypq6wMBXhHOkGvoRHXVBKqQlxVvFxTiKsqcVVBO4+lWgjB7Oxs0zd2cHCQ2dlZwPONXbp0KUuXLqWjo4P29naSySSKf776ZUG4LrZt4Vhech0HIVyE64VTEq7w6gKEcEEIhOuFYxKui/AueAGYWsYBzNs53VIRiPO2N5pf7vr8ndit7eLsple4hzi76yusrbWLOKfx5T5f9+q1hBOL03f+YvCFrY+Pz+uCOThI8fEnKD7xBOVnn0WYJlIwSHjbNto/84tE77kHNZ1e6GX6+PgsElzhMpQf4ujsUY5mjnIkc4RDU4fIm3kAIlqETalNfGrTp9ic3sym1CaSgcX/YCZcF3tsjNrAAJVDh6j1H6V24gTmwAAAxpo1tH/6U0TvvZfAxo2XdFTPq+G6gpGjsxx7dpzAoRFuD/0XVOkMB1P/gzd+5qO090Qu+z2vJEIIJia+B5E7+PYM/HBqgCezRcqOJ2MTqsLNsRBvTce5ORpiSyxEWr/4Fx6ZTIaBgYGmkM3nvZ/FYDDIsmXLuOOOO1i2bBldXV3XbVRix7awqjWsWhWzWsGu1bCqXrlWKWOWy5gVL3n1CpZZw7HMplC1LRPHsnHsRrnR3hCy9kJ/zGuOn/6t3+OGW25f6GW8ZiQhFmCz/mXitttuE88999xCL8PHx+c8uNUq5b17KT6xi+ITj2MNemcg6itWENm5g/DOnYRuuw3ZMBZ4pT4+PouBqfIUz089z8HJgzw/9TxHZ49SsSsAqJLKisQKNqc2N62xK+IrFuW2YmFZ2JkM9vQ0zswM9vQM9uQEtYEBzJMD1E6dQtSDBSFJ6MuWofX1Edm5k8g991zWLcbgib7CTJWxkzkKMxVyUxWGDmeo5svsiD/Pcu0AEfUHVN75TwRve89lvfeVQgiB69g4lkWxVuNbo4f51vhRDkk34yDTpUjsMCQ2a3CjLOiVXHAdXNfBdV2E4+A6Xtmtl4Xr4rrOvGvCdSlUKkxkC4znCxSqNQB0RSYeMIgbOjFdJajIdQugO3emrGj+p8U612J5E2dda/ls51joWsYL5lv6vPEN66OYP289AvCcdbJxvX4UTH2+pqWzpa0Rgrhh+WzcwzslpnFdYFsWVq3qpWrtwkWnJGEEQ2jBIJoRQNU0FE1DUTVUXUdRVRRNQ9X0lnYvVzQNRdO9MaqGrCpIshdaSZJlb5eBJHnBlCSp/nJIQpKllmty/Vo9xFJ9a3ZjbZyn3NKDecVmn5a+rUb+V5vjZa+fb77WtpdZz3nmeNmdF/X2RGcXRmjx7pSTJGmfEOK2V+vnW2x9fHwuG+bgIMVdT1Lc9QTlPc8iqlUkwyC0bSttn/gEkZ070fsWf7AWHx+fK4vjOhzPHufg5EEOTh3k4ORBRoojAOiyzvr29bxv9ftYm1zLurZ1rEysRFde2zZc4bqIahW3VkPUanPlahW3WkPUqrjVKqJm1sstbdUawqx5ba3javX+1SpupYKTyeDkcue9v9rVhbFyJYkPvB/jhpUYq1ZirFmDEou9ps/Vim06ZMZKTA8XyU2WyU9XGR/IUZytNfsEYzp9y1XuLP01kdJD3nez+i0LImpr5TKF6UkKM9MUZqYp57JUigWqhTzVUpFauYxVrWLVKpjVKla1ilPfgpoPxzm44Q5euPE2KsEI7Szl1heeZM3xw3RNjSABeWDPRa5JAG4gjBVLYkcTCN0LWihXihiFLHo5j+I4OLLMrCSRk2VPTMmyZ6WV5TlhIZ0reqQWMdPaz2tq6dsQJMz1n99nrtwQa805m/etR8GV5Gao3KaIq4fXlWTJW3dLW0MUAnXByLy2ubKEomnogQCaEUAzDC8PBNEC9XI96cEgeiiEEQyhh0JoRuCq2ebuc/XgW2x9fHwuGXtmhtLu3ZR376G0Zw/WUN0qu2wZ4R07iNy9k9Dtt/vRjH18rnOKZpEjM0c4MHmA/ZP7eX7qeUpWCYB0MM1NyQ1sCq9mk3EDa6RO1KqFWy7PpUr15UWmWUOYJsK0vLxVeJo1r3+1irCsS/8AqopsGEiBAJKhIxsBpECg2dbIlbYkaiqF2p5CTbWjtLd79VQKORi8TN+mh+u4jJ3IMX4qx8xwkenhItmJctO4JysSkaRBx7IYPasTdK9KkOgMop5+BPGNTyI5RaqJ92Pc/5tI7StAuzJ/p4XrkhkdYfrMaabPDJEZHiI7MU5+aoJqqXhOfy0QJBiNEohEMUJhtEAAPRBECwRQdYNjkSQPRjp4VvdeCGx1C9wj/Rm3yUna9E/ULXgqiqIgKQqyoiDLXi7Jcr0uz7tmOw7jk1MMnhmi/9hx8vk8iqJww4oVrFy1irVr15JMLv5t7j4+1yq+xdbHx+ey41YqlJ/bR+mZZyg9/TS1/n4A5GiU0O230/aznyCyYwf60qULvFIfH5+FomSWODy0l8PD+zkyc5gjpQHOuNMICSQByyph7p5QWTscY81AjbbRMSTGgJ8AMPpKk0vSPCEpGTqybiAZBpKuI+k6SjR6rgANGEhGa5uBHAggGY1rXprXFggg6YZXVhf+cUm4guxkmfGBHKMncpx+YZpq0RPr0bYA7UsirLylg9SSCO29EeLpINLZQY9e+j7imx/DEsuppn+T6C99Fkm9vAGprFqV8ZPHGT36EiNHjzB2rL8pYCVJJtHVRaKzm+4164il0sTSHUTb00TbU4QTCRT1XN/XiuPynYlZvjI8xZFSlaSq8Ms97XyyN0Vt+M8YHHqBm+74T8LhlRe8zkqlwrFjxzhy5AgnT57Etm1kWWblypXce++9rFu3joD/UtbH56pi4f9S+/j4LFrsmRmq/f1UD71IafduKvv2ISwLSdMI3nIL6V//dcLb7ySwfj2SH+3Rx+e6wSkUME+eZHboJP3547yUPUp/bZAT2iwjMRtR11PJguCGccG2MVid0Vk9qZBIptB6e1Ha4ijL4yjxOEosihyJIIcjyOEQcmguScEgcjDo+eNr2nW3fTEzWuLFXSMce3acWsnzXzRCKks3tLPy5jRL1iUxQq8SCMl1PV/Kh/4EhyXMxv6c9C/c+ZoEu3BdKsUChZlppodOM3l6gNFjLzF56iSu40WpbuvtY/XW7fSsuZGOFStJ9vSi6a8eV8F2BcfLVZ4vlHkqW+TBqRwFx2V9OMCfru3jpzuThBQZ2y7w5Mi/0Nn5zlcVta7rMjo6yokTJ5rBn1zXJRqNcsstt7B69Wr6+vp8MevjcxXjC1sfH58mTjZLac+zlJ5+mtLTT2OdOdO8ZqxbR/LjHyd8552Ebrv1sm+r8/HxWVw4xRLmwElqJwcwBwbITg9ztDZEf+0MJyJFTnVJjLXVRWYU2hWF1bUkbyr2cmP0Bm5MbaRr02q0zg7UdBrpChxVc60gXBfHcerRX03GTs4ydiLDyLEZJgdnkWVBz5oY6b4giY4AwYiM6+SwKtOc2Gvj2F4EWdeuB0hyGkGQLFaMfp3u7FOeiyWQcX6Rl4IvcfAfDyDqfb1gSQ6u456/zZmb17FtKoU81ULBO0qljqrpdK5czW3v/Gl61q6nZ806gtFX9x92hOBYqcpgxeRYucoz2SJ7cyWK9YjGMVXmHekEH+puY1s8PO/FxtjYt3CcEkv7fv6ceV3XZWpqitHRUYaGhjh27Bilkrf9vauri23btnHjjTfS29t73UYw9vG51vCFrY/PdYxrmlT2H/CE7DPPUH3xRRACORwmtHUryY98hMCN6zDWrkX1/Yt8fK4pnEIBJ5PBGhvHPOVF6zUHTlE7M8iUlWXIKHKqEwa6JE51y0ysmxvbKeKsC63gvR2bWJ/eyMZld5CKdCzch7lCCCGwazXvWJJKmVq5hFmuzB1VUj++pFmuVLBqtbrItOqCs54sC9duFaE2dj1vWDhfiYFnvXShJPUyb+46Tnc4T97aiS26Ga2N8HR2GGdi7Bw/0/P5nsqKgqqp3jbtRruiEIzGCMXiBGNxwok2Un3LSHb3IF/gzp3xmsV3JmZ5PFNgX75EwZkTyGtCAd7fmeT2eJjN0RArQwbKeaz0QrgMj/wLsdjNxGKbASiVShw7doz+/n5OnTqFaZqAd67sqrqv7KpVqwiFQhf+Rfr4+Fw1+MLWx+c6QrgutaNHKT39DKVnnqH83HOIahUUheBNN5H63OcIb99OcNNGJO3iz/jz8blaEa6LPTmJPTWNk5nBzsx6+fQM9sw0TjaLk8uhRKL0/dVfXvbfDyEEWBbCtueSZYMzvy5sC+bVX6WtXney2frnm8KenMSanMTJ5chE4UxaYrgdhrtURjYYnNluU1ZswBMpvYFONqU3cn96I+vb1nNj+41XxXmxrbiOQ7VUbFoaq6UC1WLRS6Ui1WKBWmmuXC2VvHqxeEHHl6iajh4KoQeDaLqBomnIqoaiqmiBoHd0iaJ6QY00r11RNYSQyc+YlLIWs+M1XEcikgzRu7adzhVtBMIGiqoiqxpqPffGts411yaZeRSriGQVUb/+QbBh1vwC1cjbSf38RjZ2htn4Onzf56NkO/xwOscD47Psmi3gAjeGA7yvLmJXhQIsCeik9At7NM1kdlEun2L58j/kmWeeob+/n6GhIYQQxGIxNm/eTF9fHz09PbS3t/tWWR+f6wBf2Pr4XONYY2MUn9hFafczlHfvwZmdBUBfuZLEz/yMt7X4jttRIpEFXqmPz5XFKRapHTtO7dgxzMFBnEwGezaDNTyCNTyMqFt3WpECAdT2dpRkEieTofr8C8x+/RsEt9yEWyziFIq4hbyXF4u4pVI9FXFL9Yi+Zs2L2FtrRO+tpxYhywVY7F4TqorUkWJgdYT9212OJyOcDLjkpEqzS1sgycrESt4Vv4FViVXcEL+BtW1riRvxK7u2S8CxLcr5HOVs1stzWS/lc1QK+WaqFvJU8vnzRt9tIkkYoRCBcAQjHCEQiRJtT3v1SMTLQyH0oJcax5XMtQXPG/DolZgZLXLosRGO7h7DNl2CUY31O9vZePcSOpdf5PE/rgsnfoJ44Rtw5LtIrifEXQJM1v4MZcUGOu5fixJbmDPDM5bN/x6a5O9Hpik7LksDOr+2rJMPdCVZGbo0f9ZarcqLL/4xth3lX/75JYQ4RkdHBzt27GDdunV0d3dfd77YPq8PQghsV+AK0Xq8sOfDLvDaaR4X3GwX9bFu8xxgr81xRTPNG0u9b+scL1euz90Ye3bZFWfdu7nmuXOUN/XGaY8szN+Iy4kvbH18rjGEENSOHafw8E8o/uRhqkeOAKB2dBDZuZPQndsIb9uG1tW1wCv18bkyCNum+lI/lQMHqL70ErVjx7AzGeyxsWYfKRBAbWtDSSQwVt5A5I1vRF/ah9rR4bW3taG0tSOHQ80HZOG6DLzjnUz88R+/7L2lUAglHPYCH9VzJRJtRuyVdL0eyVf3xKaqIamqlzTVa9O0uXbNu9bsW6+/Yps2N2dRVHl6Zh+7pnbz5MiTZGunUSSFNck13Nu2nXVt61iTXMPKxMpFY4UVrkspO0t+eorCzBT56SnyU5PNcmF6imqxcN6xiqYRjMUJRmMEozFiqY56OUog4uXBSJRANNYUrkYohCxf2eB3Qgimh4ucOZJh8MUZRo9nUTSZNbd3svHuXtJLo68sxBpP0LkzMLIPMXUCMXYUMXUcqTiGbE4giFKy34blrkYKKEhLbyF++1YC69sWROTVXJe/GJzkr85MUnRcfrozyc/2tHPHWX6yF4pt2/T393Po0CFmZx9l7boTjI/fxxvfeB+bNm2ira3tCnwKn4vBdlxqtpfMRnIcqpaL7Qoc18V2PGHYWndcgXVW3XZb8/p4Z67dct159Xn9GnXnZdrPc//519zzzOG1u1fvKamvyN998jbuXde50Mt4zfjn2Pr4XCNU+/vJffc/KDz0ENbwMEgSwZtuIvKme4necw/6ypX+G2yfaw7hupgnT1Let5/y/n3Ujp/AGhzELZcBUNrbCaxbh5pKoa9YgbFmDcaaNWi9PZf0+1A7dYrqiy8iRyIo0ShyNNrM5VBowaODF80iL0y9wIGpA+yb2MeBiQPYwiZuxNnRu4O7l9zN9t7txPSLtApeAaxqlekzg2RGh8mMnKnnw2Qnxs/Z/qsHQ8TSHcRSjWNh2gjFE4QSCUKxBOF4glA8jhYILqq/c/npCseeHefongnyEzl0qUyqE9ZsDnHD+iCGXIFawUtmEWpFRK3onbtbLsF0P1SzyJUzSGL+d2KLFLbbg0scK7oTZ9nb0XqTGDfE0brC5x718zrzP0+N8aenJ3h7Ks7/eUMX68KXFnAwm82yb98+9u/fT6lUIhaLsmnTD9GNGndtfwT1Mh9XdD1hOy6ZkkmmbFIxHSqWQ75ikS1bWHW/ZwGcmCwyXaxRNh3KNYeSaVMxHU/AOp6ArZgOZouv9JVEkSUUWUJtJEVu1udfq7cr0rzrzfZGXZFQZLnlemsuzxsvS3P3AJAkkJCQJJBbyt41yQvaJnmB22TZq9PS3jqnLM2NbZQb8zX6g+Tdp3Xuej+k+riWdTX6NsfU56JlPkmClakI8VeLrr6AXOg5tr6w9fG5irGnp8l9//vk/v273pmymkb4zm1E77uP6D33oKbTC71EH5/LilMsIaoVZr/2dSoHD1I5fBg3lwNASaUIbFiP3ttL8NZbCd16K2pn56ISOpeT6co0/Zl++jP9HM0cpT/Tz2B+EIFAlmTWJNdwV89d3N13N5tTm1GusFXylagUC4we9Y6CmRo6xdTgKbIT4839eroq0d7VQVtnJ8mONNFkgkg8RiQZJxKLomsauBY4Frh2PTkgnLNy9yLa3bm6a798X9cCx55/f8eaa3fMZtkxa9jVGq5pIhyvvyw56HIVmVf31QVwhQGoCBRssRRHxHCkbghEkIJxnPY7IL0SNdWG1h1G6wwjaYvLf7RoO9y15yU2RkJ89aYbLnq867oMDAywd+9ejh07hhCCNWvWcPvtt9PenuHAwY+wZs3v07fk41dg9Vc3jisomXbTYpotWzx6dJKZoknN9lwexnNVnh/OMlMyuRAZENYVuhNBQrpCUFMIGyohXcFQFXRVQldkgrrXFtBkdEVGVxV0VcZQZXTVaztbTLYKz6aInCdE5fMITema/Zvu8/JcqLD1tyL7+FxlOIUCxUcfJf+DH1J88klwHAIbN9L5xS8Se8fb/ejFPtcMbqWCNTxM4Sc/wcnlsaenyf/oR01/VGPtWqJvvo/QLbcSuvUWtKVLr7kHnrJVZqw0xlB+iDOFM5wpnGGoMMTRzFFmqjPNfr2RXtYm1/L2FW/npo6b2JzaTES/wn7zdg3MEmQHoTwD1TxUcwi7Rm1qkMrYCaqzE1j5GYRZJCg7rJIcNmgyehuo7S4yFrJrtXxg4HQ9vY4ISQVJAUmenyMjZBUkFVDr/VREXXg6tozryLiOgmtrCBFFQkWSFCRUEAquUDHdAEKEcAnO5YRwpSBSIAahGHI4gRSPoSaCKAkDJW6gJAyMuIEcUq+Kn+0p0+Jvh6f5h5FpsrbD/9N3cS9XK5UKBw4c4LnnniOTyRAKhbjrrru49dZbSSaTCOFy4OB/Q9Pa6On+wBX6FFcHris4Plnk8GiOTMmLD3AmU+bfD46Sq1jn9I8YKoYqI0kQ0lXuXddBVzxIR9QgGdLrolQhHtSIhzQMde5lSTyooSmL6+WJj8/58IWtj89VgLAsCo88Su4736H01FMIy0Lt7KT953+O+Hveg7Fq1UIv0cfnNeOWy/UzU09S+MnDFJ94AlGrAZ7vqhwMknjfT2OsW4exajXhrXcs8IrnI4TAFjaO6+AIB9u1qdpVynbZS1aZil2hZJUoW3NtZbtMySpRskrM1maZrc6lqlOdd4+oFqUv1seOJTtY17aOtcm1rGlbc3m3FgsBuWHIj9TTKFSyMH3UK5emvWSVzjtcAnQBrqMjCw1JCyNHU6jBNtRQApQgSAZCMrDREVIAgY5AB1SEUBBCRQgZ4aogZK/NVUDIuK6CcGRwJYQrIVwZHKluhJXBAeHICAeEIwEyICNQWspys+yli/yK8M5fdQTYAmwJlICKHtcJtQXQ4zqyoSIZCnJLkgwFOaQhhzWUkIoUvDoE66sxUK7xv4cmeGBiFtMVvC0V5/PLOrglFr6g8VNTU+zZs4fnn38ey7Lo6+vjjW98I+vXr0dV5x5VB4f+htnZZ1i79g9RlOvjLHUhBCcmiwxMl9gzkKFiOcyWTJ49nWkK2ga6IvOWjV1s7o1jaJ61NKApbF3RTlf80gJ1Xc00Aia5wvORbQR3coTAbQRtEgLX5Zw2xxVYjjvf99aZ74NbtVxqtrcl227p690PHNdt5qYjMG237qc7FxgKvPvPBZ+aCy7VGkyqUW621/s1A0zVrzeuuXVTfGvdFXPj3WZ/7wZffOd6bl9+9fup+8LWx2dCe3IuAAAgAElEQVQRY42MkP3Wt8j+2wPYU1OoXV0kP/pRom/5KYI33YTkH1/gc5UihMByLQoDx5h+6Efk9u2lcPwlLGFjqeCkEqgfewP0dSOtW4UbDVFzapiOWY/qeBxx5FhTQDrCwXEdLNdqluddO6vf2fWGIG20vWrf81xzxaX5l+myTkgLEdbCJIwEbYE2ViVWkTSSJANJusJd9EX76Iv2kTASFyyEhNsMezm/bLsIy0WYDow9D+P7kGaOImWPI5l5qGWQq+Pz50LC1XtxtF5c1mEpYUwngG3JmGYS102CFEWS4ihSCEGUxnFBOEAVyF7AohUJSZFAkZEUCUmRQZXmyvVc0iRQG328/rIioaotfVTP6c3Fe3ib92DquNi2wLZdbNvFsgS1mkO5ZFEqmpQLFtWKjUv9obI+hx7WCCZ04ukQHcujdCyP0bskihG+NgTqxeIKwVeGp/ijAS8w24e62vhMX/qCox2Pjo7y8MMPc/LkSRRFYdOmTWzdupXu7u5z+uZyBxgY+FM6Ot5Ob8+HL+vnWAxUTIexXIX+8QL7B2cZypRxXEH/eIGRrBe93FBlYkGNqKFy95o0b1iV4qa+OOloAEnyrhvqlXE5EEJQsRyEANsRTBSquEIwlqtSrHpbny3H87lt+N/ajtsMFGXV2yuW44m/lkjANdulZnmizxHMu9YQmpYzF3jKrV9z632bZTG/vJi8LRvbsVVFQmn60jZ8X+f7wwLIcqvvbsM3d74PrSw1/Hy9sU2/3HqfVl/chn+vLEtosjTnu1sfe61Y5H0fWx+fRYZwHAqPPEL2G9+k9PTTAIR3vIHkhz9MZOfOBQ9O43P9IISgYlcomAVKVomCVaBk1nOrNNdezyt2pSk+W/Nm2SxTs6qYrokpX5kgI7Iko0gKqqyiSiqKrKBICoqszKursnpuOwoKMgoyslBQhIziyqhCQXZlFCHNtdfTXD8JRSgoroTcvCZjoBN0AwSEQYgAQdcgKAIEXIOQGyAgdBRXofnqvPEwVheionEmQ+NaQ2m1luv5/L6Nb8RBpogkVQjI+1GlM2jSCKo0giLNIEn1o2FECEv04Yo4Ap2auwlbdOGIdhy5A1cO4ggHy65imhVs18IWFoqhoUdDBBMxQu1J9EjYs0xqMpI+l8uNui4jaWddV+uiVZbmBTyyLQez4lArW15e8XKzamNWbMxqS7niYFVtr151mtetqn1BD7eKJmMEVSJJg3DCIJIMzJUTBuGkl6u6//cXYLBS42tjGX4wleVEucab22N8eW0fncaFBZ8pFAo88sgjHDhwgFAoxLZt27j11lsJh89v4XVdi2f3vhvbzrNt64OoavRyfpwrjuMKZoo1RnNVJvIVJvI1JvI1JvNVhjJlTs+UmMzXmr+2uiLRGQ8gI9ERM1jXFaMnEaQzZqCrcsvxLZ6172yrnCMEjuOJxPNFFG5EBLYcQc12qJie2GwIx4plk6/Y1GynLlgFxZp93i3Or4ZW96VVZYmgrhDSlWbwpUbQpIYvrirLyLKE966qJaiS7PnxtvrfytJcsCVF8vo0xJ4itQZNklBkr+yNozm2MbdS79MaGKrh49u4Z6s/sCx5/r6GJhNQFQxNbl5vDV4lt9zzenzxdTnxfWx9fK4ynHye7Le/zexXv4Z15gxqdzepz36WxPvfh9bTs9DL87kGEEKQN/NMV6aZLE8286nKFFPlKaYr0+TNPCWrRNEsUrJLF2SFDGthIlqEoBpEFwqaDZrpYFRtwsUKSqmGmi+j1mw0Gww1QLC9g2A0STCZIrp+I6FEGl3RMRSjmRuKgaZoGLLRbNcUDRm5GSCpVaAqkoIsyQjHxS3buCULp2ThlizcsoVbtHDLttdWrrdXHUTNxq053p7Si0ECqWEhrFsPG5ZGGgFOZBqv1r039PU2SZJAmwt1Kckt5car9nqb1AypedacEnUh6CA5s8h2BsnJI9sZlNIRlOIhlOJLSO7cdmahBHFDyxHR27DDPYjYDbh9dyPFe5F0FUWVKOZmGD99nJGBfoaPPUNmZAgARVXpXLmG3s3r6V27np61NxKMnF9gCFdg1jyBWS3bmBWLWsXBzFS9vGJRK3uitFap52VPjDaErGO/+s+eqsvoQRU9oKIHFPSgSihueOWAih5U0Zrlen5WWQsoKOq1Ya24ktiu4KGZHP80OsOjmQKKBFvjEf7L8i7e03FhOwny+Ty7d+/mueeew7Zttm/fzs6dOwkEXtnCe+bM31EqHWPzpr+84qJ2plhjtuxt8c1VbGZLJpbjMpKteMfp2S65isVYtkrFdqiaDlXbpWY5FGs2+apN1XLmzie9BMuh6QjOZDwr7WCmzN7Ts5ft87UKL0XyxGZAU1AVCa0uzgKaTHtEJ6gpaIoX/CmgyfQmQk0B2BELoMoS6ahBMqQ1+2mKTFBTMFTZD/Tk87rjW2x9fBaY2vHjZL76VXL/8T1EuUzw5ptp++Qnid73Jt8663PRCCEYLgwzkBvgVO4Up/KnOJ073RSwNad2zpiwFiYdTJMKpojpMSJ6hKgeJayFiWpRwno918JE1BBGpoQxkUUbnUY7M4l9ZhhraAhzeBhRqcxNLMvoy5ahL1uG1tNNcMsWglu2oPX1XfTDjnBEU4w6eROn4CU3b+IUTZyChVsym+L15ZACSt2/0fNzlAOe36NkqJ6lUZ/zhWz4R85raxWyr3CcinAssKoIq4awvAi5wjbBqiFqOTArCLsGjo1wTLAthFMDq+oFZbLruTNXlhzTKzs1pHq7UhpBKY0gnfUCwpUNzMR6qonNWKGlCBRKbXdgBld424pdgWOZlGanyE0NkZs4TX5qkGJmFMfyhLCiBYl3rCDafgPh9hUEIr0IV8G2XBzbxbFcr1yv25aLXfOsqLWK3WI1Pj+qJqOHVIygJ0CNUD1vqTfKre2ekFXQAiryAh9pc63jCsG+fJnvTWb598lZJk2bbkPjY93tfKSnjW7jwo7ayefzPPbYYzz//PO4rsuGDRu45557aG9vf9WxpdIAz+59J21tO7hp8//3qv2FEJRNT2RmSiYT+SqT+RqZskm+bJIpW+SrFsWqzanpEmbdNzJbtrAvwyGlsgSG6gm7kK4Q1L0owvGgRqIemMkr683owroqt1gLQZHluhXS216sK61WzvlbTxtWS7lxjbOtjvPLvtD0uRrxj/vx8VnECNum8PAjzH71q5SffRZJ14m94x0kP/ZRghs2LPTyfK4ShBAMF4c5PHOYIzNHODJ9hCOZIxTMQrNPW6CN5bHldIY76Qh2kA6lSQfTpENpOkIdpINpQlpo/rymiTk8gnn6NObgIPbEBPb0NLWBk5gDpxDVOQugZBhofUvQ+5aiL+1Da+Z96L29SPqFPfgKy8XOVnEyVexMFXvGy51cDSdXwy1Z5xVKkqGgRHXkiIYS0ZAjupeH55ISUpF1B1kzkdwKWBUvmq9VbpaFWcYuFbCKBexSEadcxK0WEWa5KUg9kWkiuTUk10QWJrKwkDFRGrlkoWAhS5dnq7UtNByh4QgdB61e1702NIpOG3mni5LTRtlNUHWj1ESYWbsPF7W+PbmE62QQ7izCmUU0ym6euS9VRVI7kZU0kpJCVruR5JT3AC1LKJqMosmomoyiemVFrdcb11QZVVfOEasvJ1x9K+nio+q4HC5WeDpbpL9UZXe2yEjNQpck7muP8cGuNu5rj6Fe4AsF13XZv38/Dz30ELZtc/PNN7N9+3ba2rwgNY2jaQpVm1LNpmw6dT/MerlWI1L8FRQxzAB/Rc5MUK55/XMVk1zFJlcXqWXToWp5vp2XiiRBQFUIG54VM2KoJEIaYUOlI2oQD2pEDJV4UKc9ohMLaEQDaj155YDmv5D28bnc+MLWx2cRYo2Nkf23B8g+8AD25CRaTw+JD99P4gMf8I/p8bkgTudOs2tkF0+NPMWh6UPkzTwAqqyyNrmW9e3rWd++ntXJ1SyPLSduxOeNF5aFPTmJNTbmpdExrLFRrLEx7LFx7NkMzkzGO+OzjhQMora1oS9fjrFqFfqqlRjLl6MtXYqaTl9wEDO3bNVFa8UTrjNV7EwFZ6aKUzDnC1dVoCUFakygRlzkoI2iW8iaiaLbyLqDJJeRazNQzXlHzdTyZ5XzUCsgrDLSq5kPz8IWOrbQsYSBI3SEpOHKOkLSEYqOkHVcWQdZRygGQjFA1kH1yq6sgWw0+0mKhpA1hKwjtCiuEkDIOsgqKPVcNRBKAFQdlACoGpKseME/6tuXpfr240YZCRyzSjk3TSk3TSk7TWl2ilJ2itLsFMXMFFZtzoquaDrxjm4SnT0kunpJdPWQ6ltBW+8SFNWzgEpyy33qPmg+1x5Vx6W/VOVQsczz+QoHC2X6S5XmjvxeQ2NVKMD93W28qT1G7AKDElmOS7FqMzA4xKMP/4TizDhSrIN8ejM51yBTMhnNVilULUqm84pzrYwPsCQ6xgtT65mtef9GSrzqZgACqkzY8ARnW1inIxqgM2aQqh9tEwt6IjQW0IgF1GY9qCm+RdPHZxHiC1sfn0WCcBxKTz7J7Df/leJjj4EQXjCo++8ncvfd/nZjn1fEFS7PjT/HI2ceYdfwLoYKnr/jivgKbum4hQ2pDZ6QTaxGVzzrqFMsedbWerKnprDGx3CmpqmdOIEw5x8RoSQSqD3daF3dqO1xtLYgRncbejqO2hZCUd35otGqgF2BUAqWbQfHAruKsKq4xRJuvoCbLyFKJdxSCVEpIyoVJLsGkomEiYSFpDrIqo2sWEhSFUlUkdwyOBVv2+2FogYQRhxHjWBLYSzC1NwQZTNAqaJTKqtYroElAtjCwBIGciCMFo2hhSOokShaNIYRi6EnogRicYLxIMGohhFUUTT5ij/s2qZJtVSkVipSKRaolYpUi426l8+7XpyrO/b8rdeaESDe0Uks3UG8o4tkTy9t3UtI9vQSbWv3o6lfB9RclynTZtK0mDZtJk2bKdNq5gPlGsfK1aaITaoKN0VDbI4G2RwNcUc8TMcFBoIC2Dc4y4+PjPPc6VmOj0xzk3SalUqGmlDYa/cxKNLEQzqa4m25VRUJ0/ai5JYtL0DR+VAkh6hh0xZtoy2k0xb2UiKkkwxpJMM6yXq50RYPaqjXSIRXHx8fD1/Y+vgsIEIIqi+8QP7B/yT/4IPYY2MoqRSJ97+fxM/8DPqS3oVeos8iZyA7wPcGvscPBn7AWGmMgBLgju47eEPPG9ge3UxnWfME69BQXcAOYg4P48zM4GRbzlWRJJS2NtR0CqMzQrAvgNHTgRqwUMUMMmWkagZKU55gLU7AKwSMEpICWghkA2qzSOKVLS4C2TuzVNZBDYBqIOkG6EEkzQDFAC0IethLWgj0EGjheh7CVYOYjoFpG1RMlVJJoZBzyeY0soUQ2YxDMTPfd1hWJeLpEG1dIZLdYaLtAaLJAOGkQbQtgGZc/hdKjm03BWi1WPCEZ7FRnxOizetNwVrCNs/1fW7FCIcJhCMY4QiBcIRAJOrVIxGCkSixdCfxdAexjk6C0ZhvdboGcYVgxvJE6kTNYsK0muL1bBGbs8//exlXFTp0lb6AzqZoiI2RIJujQZYG9Iv6mTk5VeTb+4d58MVxKqbDaK6KpsCOtjJ95eNkbZWp+FqcUJrhbLV5XA14PqidsQDd8QDdiSCd0QDtEZ10xKA9otMeMbBLjzI+9HukE8u55eZ/RNP8HU0+PtczvrD18XmdEUJQPXSI/I8epPCf/4k1OgqaRuSuu4i/9z1E7733gv0Nfa5PpouT/PDIt/n+0IO8VDqJgsSt9hLunUpz+wlQRqawxsbm+biCt1VYX7YMvW8JSns7WlcXgS4NPWqhxsPIR/8DRvZBeWb+DUMpRKQDAu0IvR2BgaumceQUrhvGtQI4ZgCnZuBUDexyAKckg/AegBWmULVp5HgEORFFSUZR2mMobXHUdBwlFUPSXv5n3qzaVAom5bxFJW9Sztco5UxKuRrllrxSMM+JKirJEpGEQaTNO5qlrTtEojNMojNIOGEQCGuXLO6E61LKZSlmZqgW8vOEaVOczhOuJarFAlat+orz6sHgucI0HCEQabSdX7gaoRCy7O/suNZxhGCsZjFYqTFYNRmqmM3yaNViyrJwzvPIFlVk0rpGh66S0lU6dI10S55u5irGJVrrXVcwUzI5M1vm9//jMC8M55AluGtVis6oQSezlMZOcWDSZljuZMZSkSRY0R7mxp4Y67tjrO+JsaYzSmfUeEWL6uTkgxx68VdIJrfVoyBHLmnNPj4+1w6+sPXxeR1wy2XK+/ZRevIpCg89NCdmt28n+ra3Er33XpRYbKGX6bOACNPEzmSwp2dwZqaxp2ewZ+bKhewkTxtneKJrloNLbBxFYsW4YOeLLncdFiQqEmoq1dwqrHV3o/V0o6bTqKmU5+caDyKZRRjZhzjwNRh6Bqk6dzyEa3Rhx7dha2uwpBtwajp2NYT9/7f35rGSZfd93+d316p6r97+et9m6eEMPRySw81kGDKkKJmiQBmBRIN2NiCWHWdBYgQI4CBOoBhJQIuBYxux4xCBAVuIHYlhJpItK6Ikx4JIRyJpcjhDTvdMN2e6p3t6fftSVXc7J3/cU1X31avX/brn9Vv6/T7A6XPu7yz31K+rzqtvneW2JzGtrHwO6hCk5uNXD2EajfCaIcF0nWC6RjBdxxsNsRaypPvs0JzMPUc0aed01jJaKymt1dSJ19SJ2ZQ8HXJjgUYzojEeMTIRMzIW0RiPaYxF1JsRtdGQsely5tV/iOWG1lraqyss377F6sIca/NzrMyX8erCPGsLc6wtzGOK4TNeQRxvFqYVcRqPDheucWMEP9An7B12OoXhSifhSivlrXbClXbC252Uq+2Ua52UrPKdzBc4FUecrUeciCOOxqV4PRqFvfRsFNJ4RMturbVcuLnKN1+7xde/d70363psrMZf+NSTfPGF41y4fIX/5Zuv8IOliIQQT+BjT0zzcy8c5/PPH2NmNH6gey4sfJuXf/hLjI09zwc/8A/w/cb9KymK8tijwlZRHgGm0yG5eJH1P/oj1r/9L2m9/DJkGRKGND7+Jxn72S/Q/Oxn8MfH79+YciCxeU6xskKxvIxZXiZfWCSfn6OYn3eidY7Cidd8fh6zvLypjbkmXHw65vvPhnzndELqW47kDT5bPMPPjnyEp2efLcXs7CzBkSPY3KNYSTErCcVahllN4fZ3Ce7+AcHKdwnSC4hTp7mdJSneT2KfJzPnsATk9iRIiFcPSpHaCPFGQ6QeYCMfG3sUvk8RCJkImUBiIE2LnkhNO+UzRst0QdbJ++nk3suREaiPhtSbUU+gNsa2Sod4O/BFvb26wuLNGyzdvlnGt2704qS1vqFsEEaMTk/TnJ6lOTXN6PQMzelZRqemqTfHNsymBuH29x0qh4/cWBbzcjnw1XbCm62EK+2+iL2RZBsOPhoPfM7WI87VY87WIs66+Ew94mQcbfv04XdLJyu4vtji6nyLf/H6XRbWU964vcqlO2sA/GtPT/NTzx6lFvp8+OwEv/W9S7z0r67xdjvEw/LRkzW+9PFn+PSzRx9YzHZZXn6ZH7z871CvnebFF/8xYah/RxVFKVFhqyjvApumJG9dIbl8ieTSJZLLl0kvXSa9dq13Wmz83ucY/cQnaHz84zRefBGvXt/jXisPirWWYmmJ7MYN8ps3KZaXKZZXKFaWe8K1WFp2dmdbXd2yPW9sjGBqCn9mmmB6hmB6Gn9mmvmpkFcac7ws1/l++w3ead8CYDKe4HNHPsvPTHyWP2GfgbW8/4zWlW5oERUXibw3iL0fE8pbIBmBzGPxyIL3ktY+RB4dI/OarIx8ilQCEmNJC0srt+UBLZ2CLC1I2wVpkpO1C8w2ntkoAlE9IKz5RLWgDHWfMC7j0ua7Z4u6ci4d1XxqoyH10Z0Rq4N01tZYvPUOSzdvsNgVrrdvsnTzBp31tcpr8GjOzDJ5/AQTx04weewE40ePMTYzS3N6htpoU/ekKoCb0TeW9aJgvTCs5QVrhSlD7mxFwVpuWMpz7qY5c2nO3ayMF7J804m902HAE068PlGPebIRc64ec64eMRk+2ll8ay1JblhLclpJQTsreGtujct31rh0Z413FttkxnLh5krvAKd66HNyss54PeQXP3SKn3r2CKO1gG/80SW+/p0r/GiuwCBM+gmff88E/+kXP8rxyXe3XHh19QLf/8G/RRiM86EP/RpxfGQnXr6iHHrSImU1XWUtW2M1XR2aXkvX+NIzX+LJiSf3urtbosJWUe6DzXOyGzfcszrfJr32NtnVt0nfLgPdpYi+T3T2LPHTTxOfP0/8zDM0PvoRfTzPAaNYXSV5/XU6F18nffsq6eWf0P7hDzHr65sLex7++HgveBPd9AT+xDj+2LiLx/CnpglmpvGnp0k9w9WVq1yZe5M35y7z2vwFXlu5yJ38LgBNRnghf5b3tc/z/MI5nmrFhLKCJ23A4LFCGL6DH60RcQnPLiJ2Ha8oH+mTBMdZDt9LJwu4kz/Fa63PsL4WDhWoIhA3wo3PFK0I1DLuC9NwIO6K0yB69CcCV8mzjLS1TtJukbZaJK0WSXud9soyy7dvsXTnNsu3b7F85xadtcqPDCKMzcz2hOvEseM9ITt+5JjOtD4Exlpya8ltuf8zd6GwuLif38szW9fJNtTpt9O39+tkZohtSLl8iz7m5h59HKiTDdi2S9P3mHHLgWfCcn/rTBQwE5a2M/WIc7WI8XchXo2xLLZS7qwmLKynrCc5N5baLLYy1pOc9bT67NeCtaR8HuxaJy/TaUGxxQ9YJyfqnJlqEPjCU7OjfPDMBKcmG7znWJORyOcnN+b4wwvX+e1Xb/GDOzmZ9RiRhBenLV/62BN8/mPPE73LcyOMSbl69Wu8deXvEIYTfPhDv0a9fuZdtakoBwFjDWmRkhQJnbxDWqR0ig6dvEOn6NDO2710J+9sSLfz9gZ7u2j3y1Tqr2frJMW9DyYEGA1H+eqnv8onT35yF175w7FdYasbfpTHmmJlhez6ddJr18muXyd7p59Or1+HLOuVlUaD6MwZ4qefpvmnfob46fPE588TPXEOTw99OnB0Llxg9Z//c5KLF+lcuEh2/Xovz2s0CE+fZuznv0h87hzBiROEx08QTE3ijY3hNRpDH4mynqxx5/ZVbt96izvz17hz9ybvvH2Tq/ktrtk5bntr3XOVADiZhrw/CXlfZ4QPJ4ZnijaB/H8If4CYZaS2eQmvRcjzOov2KRaT91AUAW8nH+Rm9hwtO1kemDRZozEbcXqknA0dmYgZnYxpjMfUR0PikZAo9pFdfP6oMQVpu03aLsVo6gRpT5y21knbbRe7Mu3WxuvW+qZH11TxfL/3CJtjT32SiaPHmTh+ksljx0vxegA/p8ZajAVDGRdYrC23PReVPOvyjMsbVq9dWFbzgtWiYCUvynRuWCnK9EpezjSuFkU5o28smTVkTkhW49TYrbZe7xqBQCiCL0LQiyFwsY/gC/jQj+lf13HlBHyvrOezdd1ABA+oCTQ8KYNLj3hCXYQRD+oi1F0/oJwVLSmwNocMbGphDeasZa5Sphq30pxWkrPaybkyv85yK2O5nbLczlhuZ6y4YFwddze6n+o48MoQekS+EPoex0OPOPKJRjxqgfTLBD5R4OF7MD1SnkAcBR7WWvI8p92+xfXLV/iXcykX5nPeWgtYteXnKSbn/RMZP/f8UX7h0x9grNnckf/flZVXuHDxv2Rt7SJHjvwczzzz3xBHMzvStqI8CLnJWc/WWU1XWc/WWc/WSU1KWqRkRdZL38uWFAlJntAp+iI1LVI6eafM64a8jFPzAI+0q+CLTz2oE/sxtaBGPahT82vUghqTtcnedRzENMMmo9Eoo+EozahJM2qWaWNppus0l64zcvcS3p3XwJ/YYa/uDSpslQNPvrhYPvLk6tVy5vXq1XLW9erVTfsbvbExwlMnS/H6uZ8iOvcE0bmzRGfP4k9P63LEA0yxtsbS1/9PzOoK7Vd/xPq3vgVAdOYMtfc9z8Qv/iK1554lfvZZgskmsny9PCW4vYBdv8HC3Pd4+8o13mnd4W5nkbvpKndNyhwFc55hzoe1IWJ3xBjOZRkvZjnnsoxzLj5jAhrhKCZoUgQjpGGDlaxOO4lJUo+V9igr2QwtM0lq61jrkVInqZ0jao4yfqTO+JEGE0fqPD9b5xMz9Yc+MGkY1hiyNCHrdMjThLTTIW21SDvtnkBN223STmvjdXtYmTZ5cv9fhUU8okaduDFCVG8QNxqMTEwydeJUeWJwxV5NR/UG9eYYo9PT7+p04NQY1ot+aBWG9aJwcTcUvXRiDGlPAJZxajfbqrOApjIzaOjPGhZudrCb7ubvBg3fY8z3aQYezcBnzPeZiYRQhMjzCAQi8Qi90taNAxEnLJ2Y9Prisis2g2r+FjbfXfvWkqcpabtVniTdatF2p01330dZu1O+n7IMawxFUVAUBcaljTE86pVmObDiwm4TAjMu9Az3wgD3+OilLlQ3UFwDEutzx4z2woJtkBEAEQ0/4PyU8P4TI3z0yVk+9b4nGBvduUOc8nyNN9/8n7h2/R8SR7O88L6/x+zsT+9Y+8rhwVhDO2+zlq6VwjRbZT1dL5fXuiW2m9Iu7orYtWyNdt6+/822IPRCan6NyI+oBTViP94Qmo3mJlscxP06ToR286pCtRbUqPv1XroW1Ai9h1h9lK7Dm/8CfvwNWHgLrnwLupsmvABm3gPtxXu1cGDQpcjKgaBYWnLC9T7iVYTw+HGic2cJz5whOn2G8NQpwlMniU6d0kOdHjNsntN+5VXWv/Utll56ifzmTfAgPj3N5J/6BGOf+Rj+8iVYv4u98xoLqzd4u1jnbZNwNRDeDgLeDkOuhcEm0VozMJP7TBUBszZmRurMBE1mowmOjE4xO3aEIxPHmBidJbd11lohS6sxi4sBCwBdzcsAAB9DSURBVHPCwp2UpVst8qwvX8Kaz9TxEZpTNUYny5nX0anYXdeojYZ4Xn8WKE8TsqQUn1nSIU8SsqRT2nrpTk+cbqtskpAnyX2fm1olCCPCep243iCs14lqdeJGg7BWJ6rXieoNoko6boz0BGncGOmJ2TCubevHI2Mt7SFic5gAbQ0RpFVbtU72AH/vIhFqvhCJR+R1RaALFVtVBHpOzPWEXFXYwaYynoBHGfsuFtiQJ64dD3rlxOX5Ap7LE4G654Rr4NP0PcYCn1Hf37UDiACyLGNpaYmFhYVeWFxcZHFxkaWlJYohp01HUcTIyAi1Wo1arUYcx0RRhOd5+L7fi6vpe9k8b+Py+cH3nLFQuKXOhXE/OBiLMVBYQ2EgM5Z2mtNKDWlhyAtLVhgskBWWO6sdWqkhKyzrScZaUrDQSulkBmOtezyVbNhvG/geUyMRT8yMMtuMmRqNGI0D6lHAe442mRqNCSs/XHX7/TBxVhjWU8NyO+PaUsJb8y2uLHS4Ot/i5krCjeXy8x94wnPHRnnh9CTPHR/jI+emOH9ktDcO7RTWWlbXfsztW7/Jrdu/QZrOc/Lkn+Ppp/4LgmBnZoCV3cNaS25zsiIjM2VIi3RDvCFdDJQxbtazOrPp4uqsZmLK9KZ8F1pZC7tpV/tmGkGD0WiUZthkJBop43CEZlTGvTxnawQNIj/qBy8i9ENCL+xdR35E6D38Y+UeCdbC0lVYvg7Xv1fG73wPbr4CtoDaBEyeg6c/B0ffWwramWcg2P+rnXSPrXIgKZaXSS5fLg9sesMd3HTpEsXSUr9QVbyePUt0ppxxjc6eITx9WpcNP8bYoiC7eZP13/stku/9LsWVVwm8FkHDEJ8cp34kZzFb5JoPb4chV8OAa2HI1TAuxatUHqVhhaNZk5PpFCfSI5zgNGfGn+L05BmOzZxg7Mg04Uwdbzwm6eSszndYmeuwutBhdb4bt1mea5G1W1jbBpsCGfWm0Gh61MeE2ogQRgY/NHiSk6VJRXRuLUC3MwM6SBDFhHFMWKu5dI2wFhP20s5eqxHGcSVdhrheJ6w3iJ1ADet1/LhG7vmkbvayYwypm6nsVGY0E2PK5a22ku7FzmYtiTuYp1UY1nNDy2wUpV1hul0EGPE9F/xeuuFC1VYt06heBx4Nz6vU9Ql3UQxaN9NbGOuWGLvlyLb8ymYNWLfkuFvWurwNZW35vaZbtm/rl+0LONu7X17YXl5hLcb087rCr2vLjSFLOqTtddL1FZL1FdLWKnlrhay1ikkG9qz7IRKPQjyCjUYgrFMENYwfY/yY3I8pxC/bt/Tu07tnt1+VPuWmn7eh765/xuDSZV5WEabDngP7MIzXApr1kMD3aIQ+Y7WAyZGIeugR+uWy38lGyNRIzHg9oFkLCQPP/Z/0/w/S3JAVZUhzQ+r62bWXNlOxWdKB/Kwo63XSgpVOuYy5lW7+AWFmNOKJmRFOTTZ4anaED52d4gOnJ6hHj+YZydZa1tcvcffuN7l1+zdptX6CSMj09Kc5d/Y/YHz8xUdy30GMNSwlSyy0F1jL1mjlLdp5ux+ycr9iZjIKU2CswVhDYYvhsStTfs7KGAsG4z5rthd386t2gynLd/MG863p9XtDvqvb/d6+3fxue9X83v0eIN/Y/uvLTb4tQbldfPE3zGbGftybzYz8aPOMp8tvhI2eWB0NyyW3o9FoKVa76WAE/3F5DnjWgbVbsHp7c7x6E269Aut3++WjJpz4AJz+GJz5ODz5afAP5nkTKmyVfY0tCtK33qJz4SKdixdIXn+D5NIl8tu3e2W8kRHip58mOv808ZNP9ZYMq3h9TDFFOSCv3oL1OezyDYpbb2Juv4VdvIFdvA7tecTLWW1arkcBV3viNeZqFHEtDFmj/4XOx+OYN8uJ/CjHV6c50Z7heDrLKY5x+uhZ6qcmiU6Nko/HrBeGlbkWizfmWbo1z/LdBdYWl2ivLFNkbaxtY20HTBuRBCTBmjYm78A2/8AHUUwQO/EZ1zbEQS9dq6Rjl1ejiGvkUY0sjMhdSIOA1A9JvYBEPBLYKEC7otKJza7ALGOXthttVRGaGvNAh+nc87ULRJ5HzZMtBWfDLwVmLELNhQghEggRIguBBd+Cb8A3FilKAZNWvvjnpkznxpLlptw3WhjyoszvCp1B8WQqgmPQXsb07P18d7r2gL0rrrpCtS/MNtu3cTj1I8AiLnhYfCwhhkAKQgoCDIEYfEwvHVBed2sbNyOZ4ZPYgNTFmfVJ8cnwsXjgZqJFpLc/dHCSo59jK/9WemsruU6820rBg/tNZmt8Twjd3tk48Aj9MkQuHfnSS4e+Ry30GK+HjNVCxuoh4y6cniqF7ETj0f3dLPfqLtNqX2Vl+WWWl7/P4tIfk6bll+yJiY9y9OgXOXrkC4Thzu/lW0vXuLx0mctLl7m0eIm3lt9irjPHQnuBxWSxJ87uhycennj44m8de2UsiHtPC554vfo9eyWv+/7eXj699gTw8BApPyNSWbHR/dR4Ihv6Urbp2uvZ2ZAnrq5U066sNySv10PXVigBoRcQeUE/LQGB5xN5IaH4Ls9de74r5xNJaQ89n5oXuXpe5UNsKx94AyYvZxuNC730MHs+UGarci62xqVtxW4q6a3splL3Aey9vGKg3HbtQ86gEB9Gj8DoUTjyHJz6CEw9Wc7Ejp/c/odon6PCVtk3mFaL5I036Fy44ITsRZI33sB2OgBIGBKdf5ra+fKwpm4Ijh/fX0s8lHtjLSSr0FmCzjK0XbzFtW0vlXs61hcgXYMi6T2LtSXCHd/nTuDzthdw1Yu4FkZcq8e8EwnrlZlXD48TIyc4HZ0oBez6NMfmxjm6OMHRdJpQAuyET6duWGGduc48cyt3aa8u01lfJeusYosW1rbAdrZ8eUFUozbSpD4+RmNsrHy+6WiTerNJbXSM+ugokVtuG8YxfhTRDmPW/IA1L2AVj6XCsOQO9Wm5mcmWMf30Fra2ecDdmNZCbgmzgiCzBAV4xjpBaPEMiLFINy4sbooPjEUsYHFxORvBhrR13z0qsRN41uVb059JxDXdzbduf2n/uj/L+Cgpv6z10z3F1bveThsbO9n/E7qFIKsY7aB923fdf3huGXTgu6XWnhD4Xpl2tsAv7d1833P7dDcFzx3w5A3NDzzB68bSb0O6S7ZdXIqFjddez+YEgPSXfHsDbfREQrcNr/tlv9vm8Pt068jAda9Nb6A/9NvvCtaqQO3a/F1YNVDOHicY06YoOhjTqcRtjEkoTBtTdChMx8XldZYt0um8Qye5SafzDkXR6rUbR0eZmPgIk1OfYHrqX6dWO7FjfV7P1nnl7iu8fPdlfjT3Iy4vXubG+o1efj2o89T4U8w2ZpmqTTFVm2K6Ps1UbYpm1KQe1DeFRtAg8IKH+86RtspZs7U7sHbbzaLd7ttaC1AkUGSQu7hIoEghT8vY3udZ4MrOIl4pCMUDz6+kH8bu8jy/kt4h++C9wwY0j5Vh9GgZN6bLOo85KmyVPSGfn6fz2oVyFvbCRToXLpBeudL79ueNj1N79tkyvPc54mefI37yCUQfxbE/MKYUmekaZO0yXrnhDllyQrTj4vYSdJaw7UVnX0Hu8cfZWEhMyDwht6zPTTxuex53goC7ocdc5DNX81moCa2BY+18PGa8SY7YSWbzcY4mU5zozHJy/QgnW0dpmrHeL95r+TILyU3mO+8wn9xkKb1NYTf/yil+HQlHsPVxitFx8uY4WXOMvDlGWh+hE9dJwjpJENEJQhI8EmvJsKRYMiADciyZlAfO5FKGzCvDpmmp6v2NRboisyjTFE5k5gYKi00NZAU2NdjUIOUzTJDCxT0x6hxcGc4f1Vdicf9ILy09wdgVAVulewKAATHQrV8VC1QEAaUI6JUDPKybubC9vkjvxFhbEaAWccvnsBZrTUV4mzK4dPdgImu69tI2KENlkyy1lbzNtr59wOZeL+619vzYncnxqn7sz7z0BRVOOPbTXldESrmnM/Q9gsAn8D2iwCfwfcLAIwwCosAndCEOQ0YadUZHGow06jRHR2jU4lKsbhCZXk+kKY+G8r2YDIjMzkbxaTqYok1hEhcPuTaJE6eDYrV/bczWP+bdGyEMJ6jVTlCrnaQWu7h+krHmC9Rqx3fUJ+28zUuXXuKlyy/xxuIbGGsQhKcmnuL85HmemXyGpyee5vzkeY6PHO/NeO5cBxbh7hsw9zrcdWHxrVLEpkOebV6dRWtMQVArl4D6MfhRmQ5iZ4uccJFSvCD9AZFq7G2R7o3GQ9KV+L5lZUjZ7dQbdo971HugspSHG4lfxl1R6fmVdDBw7VfqeEPqe5X7KgeFAytsReTzwN+iPH3/f7PWfmWrsips95bs9h06r75C+0c/ovPaayQXLpLf7a/tD0+cIH7uOWrPPUftuVLMBidOHKgvRN29Nt39NRv2zbgvvtbtu7G2wJrczUKVNmyBMUXvSzMYjCltxuYUeYEpMvIiwxQZxhQUeYYtCorC7fdxdlsU5EWONTmFybEuz+YJpkigSDDu11/jfh22JgWT9YKtxGJyxGZgczwyoMCjoPs13gKFQCpCjpCKkIiQ4NO2Pgk+HTwSPFI8EvFIxSPrlvWFxLMkviXxDalvsLJ5vPGN0ExrjKV1xrMRJtJRprImU/k4M/kUp/PjnDAnGPFHyQRaAbR8Yc03zNl1FqTNnHSYJ2FRclphSCeMaUcx7TCiE0V0woAkDEnDgCzwKQKf3nNABt+PdqNY3CAeCwuFQQqLl5ci1CsMUpRC1XMC1S8snpsl9YzFs/RFbHd2k8H9keWy1gdZohr7UPOhFrjYt9R8qHuGum8Z8Q113xCJwRdDKBB4tlxS6kFIafPE4kkp/LoCzE29VmZlK3uvrO2LwCHX98obdr0bdA8aCoIA3/cJw5AgCAiCYEP6ftf3yqseZtQNIrLhumo/SGPho6Z8f+XlONoL+YB94Jqty+GujS2X8W2rvQ3l7tX+QLnKNdZgnJ3Bsrg2zL37bsyD768v8fD9Op4Xu7iG79fK2Kvj+bV75MW9Mr5Xq8T1Mu6Vr+P7MSLRrrx/b67d5BuXvsGvv/7rLCaLvG/mfXzy5Cf5wOwHeGH2BUaj0Z25UfdH3fYCzF+Gucswfwnm3igF7dqtftmgBjPnYeopaB4vBWzzmBOybiatMV2KKkVRdoQDKWxFxAfeAH4auA58F/iz1trXhpU/1MLW2nK9fZENWXNvN5fd3MB9ypQzGqaTkd24RXrlKtnbV0jfuU569RrJT96iWHKnEXtCeGQS/+gEzI5gphtko5D5BYlJyhPxyEhtTkZBKmWcSUEmllSMiy2ZmHJGrHddzoalYjFSLl8sxC1bFChw+sPllenNtqJrq+a7dAEYkQ1lS1GnXzqH4Vsf3wYENuilPRvgU8YevruOCGyMbyN8G+MR49mYgAaRmcBjEmEC4zVIPJ+O58SwDx2BxJfS5pW21PcoBKQ7O1ldOjtgk8LiG4tvTCkyTXktlYCx5fYXYzEFFEVXWO6MnzwsvlgCqcTO5mPcvsZq7IItY7GGUApiciIXx1IQkRFLTkjuZs6g+nkW9+NB4EsptDzB990sm9dfjiluNrA789efFbT9MpWJg2p+bzlnb2mn3ZRfnYGVyu8H3pAy3VnY/oylmxEU25uxRcpZTd8rl6x6brmr57mZSl/wxXNlyuB1g2vP9gR712fd409sz4fW9tN0Z3qHla+0M7RMtR26p+Ru456bygzph+3m2n753kEy5b4sWz7h1tV119b0yvbrbEyXPjKl8Oql7ab6g/WqfcCV7dfvHqBTjrKlqLMuLq/3F4LgI+IheC6uXOMhvT2WfqXMdsq5a1eODXXLtC8RnkT4EuJJ6K63iiMXB67Ne/zd2tb3vW2UeUTtWGvpmIz1IuHH69f5+t3v8IdLr2OBT028h3//+Kd4sXluczumcMt73bLewv2Y202na5C4lUjJahl66bX+KqVB4nGYeRpmn4XZ95QnyM6+BybOHIqln4qyn9iusN1vz7H9KHDZWvsmgIj8H8CfBoYK2/3Or375gzTWs/LCjd+9Pzm2umStNGyYzBosP6zehjJ2SJsDZbbZZpxZ6gnUEogT21viCVB4lrkJ4cpxePNF4dJxuHxM6EQ789Q/z5aHw4QWAisEFgLK2LPd4xLAs27ZXjW27tEZtnvQQWnrHYxgK0ckWNwXCaBrt/069PK8Xl7vq7ctFyIKgnV1rEtDN89zX27d4sheXrd+N9/rtdvP67fVXWhZ2jz3X1TWxwoGj5SI1IakhKQEpCZy6YiUAIvv/u83voaSav8YyO+mA6wNwPpl2PwOepe07l+EcrDa7oAlGEIvJ3Ah9HICyXu20MsJ/YwoSom8jNDLiP0yrtar1u2lvcyli35acgI/q7SflTOgZWcY3F3Z/+5ZWZoqA8tbB64f199ZqpJu2xUKF5ShGKd9e7LXOdhU0vfYOj003a3T3e19zzrbsJmKveyX9PpnKuWrr8UMxBvKDqtXec3D8qr2an75qev+1PloeaD3/rba29mBYuf7V/54nIiQuVVA3dVAHZENPyjP5AV/fm2NX1hd4+RbV+EH33y4m/oRxE2IRss4bkJjpnzsSdwsT46NXV5twh28cx5GZh/fgVdRHlP2m7A9Sfns8C7XgY9VC4jIXwT+IsCZM2d2r2cPwfhSytiK6f9hcONj9XpDni31hEtuSA+tj/T1yLA2u2UrZQbLWzc70vvzLbDU9Lg5I7Rij1YsLI75zI+FzI9FLI5EGC/EWBeIqHdCok5MZiNyYnIbYmxEQYgQgA0BD2sDxAaAD04oiXTTHhBg8SgoZ2irr2K4EKi+7L6IGDzcRaTqsW5iQEQ4dS92IE8G79+/n8jgn/zh/azOqA2/fzdth/R32Ouyvb5VX6uPpSEwsuEdkoPkQ+6x+b7V9mSD3Q68HrvBb4LFtwUiBo+iP+solVlIF3zJ8UyZF5ARkOGTl/cb5s+BX10Ei+8V+F2x6ffTvleGwCvwxFRa2RgP2jdcC5QzXOWbwVZyu58d6/pUaishYfAzF4AJNt2g57Xq59FW3wGD/ZUhtm5CNvwvb7sNu+mdeN961evNZbfoo3OmrZQYeLc9UBvVPAGsbHwH9tKVxjd/wobbZVif7L38MzjCDIzJ3T5uKrPhU7WpL0PvZWXL1zHom/6u4vt/EZdtlNlmU/dvTwbid9PeQ2qM7bzezYtGt64z7G/Qve6+M2W238y2/3+33exDO34ovvjEXkjkhcReROQFRF5IzY8YDRqMBnWO1ab4xPQLhF5wf3Epntu7Grj9q1F/76oXlnZFUQ4F++3TPmz02vC33Fr7NeBrUC5F3o1OPSw////8eK+7oCiKoiiKoiiK8tiz33a2XwdOV65PATe2KKsoiqIoiqIoiqIo+07Yfhc4LyJPiEgEfBn4zT3uk6IoiqIoiqIoirKP2VdLka21uYj8J8DvUD7u5+9ba3U9r6IoiqIoiqIoirIl+0rYAlhr/xnwz/a6H4qiKIqiKIqiKMrBYL8tRVYURVEURVEURVGUB0KFraIoiqIoiqIoinKgUWGrKIqiKIqiKIqiHGhU2CqKoiiKoiiKoigHGhW2iqIoiqIoiqIoyoFGha2iKIqiKIqiKIpyoFFhqyiKoiiKoiiKohxoVNgqiqIoiqIoiqIoBxoVtoqiKIqiKIqiKMqBRoWtoiiKoiiKoiiKcqBRYasoiqIoiqIoiqIcaFTYKoqiKIqiKIqiKAcaFbaKoiiKoiiKoijKgUaFraIoiqIoiqIoinKgUWGrKIqiKIqiKIqiHGhU2CqKoiiKoiiKoigHGhW2iqIoiqIoiqIoyoFGha2iKIqiKIqiKIpyoFFhqyiKoiiKoiiKohxoxFq71314aETkLnB1r/vxLpkB5va6E4cM9fneoH7fW9T/u4v6e+9Q3+8d6vvdRf29d6jvd5ez1trZ+xU60ML2cUBEvmet/fBe9+MwoT7fG9Tve4v6f3dRf+8d6vu9Q32/u6i/9w71/f5ElyIriqIoiqIoiqIoBxoVtoqiKIqiKIqiKMqBRoXt3vO1ve7AIUR9vjeo3/cW9f/uov7eO9T3e4f6fndRf+8d6vt9iO6xVRRFURRFURRFUQ40OmOrKIqiKIqiKIqiHGhU2CqKoiiKoiiKoigHGhW2D4CInBaR/1dELojIj0XkP3P2KRH5XRG55OJJZ/9pEflXIvKqiz9baetDzn5ZRP62iMgW9xxaTkT+cxF5TUReEZHfF5Gzu+GDvWA/+d3l/Rnn+x+LyD961K9/r9gjv//3InJNRNYG7LGI/Jqr/8cicu7RvfK9Z4d9P9SnQ+55qMea/eRzl6fjzKPzu44zjp3yv4g0ROS3ROSia+cr97jnoR1r9pO/Xd6hGGdgz3yvY81uY63VsM0AHAdedOkm8AbwXuBXgL/i7H8F+Osu/UHghEs/D7xTaes7wMcBAX4b+Nkt7jm0HPAZoOHS/yHwa3vtn0Pi9/PAD4BJd31kr/3zmPn9T7r7rg3Y/yPg77n0lx/n9/sj8P1Qnw6556Eea/aZz3WcebR+13Fmh/0PNIDPuHQE/CH6vWa/+/vQjDN76Hsda3b7/3mvO3CQA/AbwE8DrwPHne048PqQsgLMA7Erc7GS92eB/3VIne2W+yDw7b32x2HwuxsAf2mvffA4+n2g/uAfgd8BPu7SATCHO/zuMISH9f29fDqQp2PNPvK5jjOPzu/3KnfYx5md8r/L+1vAXxhi17Fmn/j7MI8zu+H7gTI61uxS0KXID4lbNvBB4I+Bo9bamwAuPjKkyi8AP7DWJsBJ4Hol77qzDbLdcn+e8le4x5594PdngGdE5Nsi8kci8vmHfzUHh13y+704CVxz98yBZWD6Ads4kLxL328XHWsq7AOf6zjz6Px+Lw7tOAM7538RmQC+CPz+kDo61jj2gb8P5TgDu+b7e3Gox5pHSbDXHTiIiMgo8A3gL1trV2T4dsFq+T8B/HXgZ7qmIcXssKr3Kyci/zbwYeDT9+n2gWef+D2gXL7zbwCngD8UkeettUv3fQEHlF30+z2b3YE2Dhw74Ptt32qI7VCONfvE5zrOPDq/37PZIbbHfpyBnfO/iATAPwb+trX2zWFVh9gO3VizT/x96MYZ2FXf37PZIbZDMdY8anTG9gERkZDyA/G/W2v/L2e+LSLHXf5x4E6l/CngJeDftdb+xJmvUw4iXU4BN0TEF5GXXfhrW5WrtP054L8Cfn4Hf7Hel+wjv18HfsNam1lr36JcwnJ+J1/rfmKX/X4vrgOn3T0CYBxYeHevbn+zQ77fqm0da4awj3yu48yj8/u9OHTjDOy4/78GXLLW/k1XVseaAfaRvw/VOAO77vt7cSjHml1hr9dCH6RA+QvLPwT+5oD9q2zceP4rLj0B/BD4hSFtfZdyU3l3M/8Xtrjn0HKUSyh+Apzfa78cMr9/HvgHLj1DuZRkeq999Lj4vVJ+cD/Kf8zGgxZ+fa/9c1B8v5VPt/t/dFjGmn3mcx1nHqHftyp32MaZnfY/8N9RigbvPvc8tGPNPvP3oRln9sr3lfKHfqzZtf/nve7AQQrAJymXCrwCvOzCFyjXxf8+cMnFU678XwXWK2Vfxp06R7nM5kduEP+f2WLT+FblgN8Dblfa/c299s8h8bsAfwN4DXgV+PJe++cx8/uvUP6SaVz8y85eA74OXKY84fHJvfbPAfL9UJ8+wHv+UIw1+8znOs48Wr/rOLPD/qecCbTAhYp96MFEh3ms2Wf+PjTjzB76XseaXQ7dN7eiKIqiKIqiKIqiHEh0j62iKIqiKIqiKIpyoFFhqyiKoiiKoiiKohxoVNgqiqIoiqIoiqIoBxoVtoqiKIqiKIqiKMqBRoWtoiiKoiiKoiiKcqAJ9roDiqIoinJYEJHuoyUAjgEFcNddf9Ram+5JxxRFURTlgKOP+1EURVGUPUBEfhlYs9b+j3vdF0VRFEU56OhSZEVRFEXZB4jIvyci3xGRl0Xk74qIJyKBiCyJyFdF5Psi8jsi8jER+QMReVNEvuDq/pKIvOTyXxeRv+rsTRH5bRH5oYj8SER+cW9fpaIoiqI8GlTYKoqiKMoeIyLPA/8m8Alr7Qcotwp92WWPA9+01r4IpMAvAz8FfAn4a5VmPurqvAj8ORH5APAF4Iq19v3W2ueB392Fl6MoiqIou47usVUURVGUvedzwEeA74kIQB245vLa1tquIH0VWLbW5iLyKnCu0sbvWGsXAUTk/wY+Sbmf9ysi8hXgn1hrv/3IX4miKIqi7AEqbBVFURRl7xHg71tr/+sNRpGAcpa2iwGSSrr6d3zw0Axrrb0gIh+mnLn9qoj8U2vt/7CzXVcURVGUvUeXIiuKoijK3vN7wJ8RkRkoT08WkTMP2MbPiMiEiDSAPw18W0ROUh5Q9avA36BcpqwoiqIojx06Y6soiqIoe4y19lUR+W+B3xMRD8iAvwTceIBmvgX8I+Ap4FettS+7w6W+IiKGcub3L+1w1xVFURRlX6CP+1EURVGUA46I/BLwvLX2L+91XxRFURRlL9ClyIqiKIqiKIqiKMqBRmdsFUVRFEVRFEVRlAONztgqiqIoiqIoiqIoBxoVtoqiKIqiKIqiKMqBRoWtoiiKoiiKoiiKcqBRYasoiqIoiqIoiqIcaFTYKoqiKIqiKIqiKAea/x+zZB5pjqiyagAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dates = [parse_date(d) for d in data.columns[4:]]\n", + "\n", + "def plot(data=data, yscale='linear'):\n", + " plt.figure(figsize=(16,10))\n", + " plt.title('Evolution du nombre de cas confirmés de SARS-CoV-2 pour une sélection de pays')\n", + " plt.xlabel('Temps')\n", + " plt.ylabel('Nombre de cas en millions')\n", + " plt.yscale(yscale)\n", + " \n", + " curves = []\n", + "\n", + " for country in countries:\n", + " # Get the data for the country\n", + " if country == 'China':\n", + " country_data = data[(data['Country/Region'] == 'China') & (data['Province/State'] != 'Hong Kong')]\n", + " assert len(country_data) is 33\n", + " elif country == 'China, Hong-Kong':\n", + " country_data = data[(data['Country/Region'] == 'China') & (data['Province/State'] == 'Hong Kong')]\n", + " assert len(country_data) is 1\n", + " elif country in ['France', 'Netherlands', 'United Kingdom']:\n", + " country_data = data[(data['Country/Region'] == country) & data['Province/State'].isnull()]\n", + " assert len(country_data) is 1\n", + " else:\n", + " country_data = data[data['Country/Region'] == country]\n", + " assert len(country_data) is 1, 'There is more or less than 1 line for country ' + country\n", + "\n", + " # Make x\n", + " x = [country_data[col].sum() / 1000000 for col in data.columns[4:]]\n", + "\n", + " # Plot\n", + " curve, = plt.plot(dates, x)\n", + " curves.append(curve)\n", + "\n", + " plt.legend(curves, countries)\n", + " plt.show()\n", + " \n", + "plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "On remarque une grosse augmentation du nombre de début 2022 dans la majorité des pays. Cela pourrait correspondre au variant Omicron qui est apparu fin novembre 2021 et est plus transmissible (source : [WHO](https://www.who.int/activities/tracking-SARS-CoV-2-variants)).\n", + "\n", + "Maintenant le même graphe avec une échelle logarithmique." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "hideCode": true, + "hidePrompt": true, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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5 rows × 1055 columns

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" + ], + "text/plain": [ + " Province/State Country/Region Lat Long 1/22/20 1/23/20 \\\n", + "0 NaN Afghanistan 33.93911 67.709953 0 0 \n", + "1 NaN Albania 41.15330 20.168300 0 0 \n", + "2 NaN Algeria 28.03390 1.659600 0 0 \n", + "3 NaN Andorra 42.50630 1.521800 0 0 \n", + "4 NaN Angola -11.20270 17.873900 0 0 \n", + "\n", + " 1/24/20 1/25/20 1/26/20 1/27/20 ... 11/28/22 11/29/22 11/30/22 \\\n", + "0 0 0 0 0 ... 7833 7833 7833 \n", + "1 0 0 0 0 ... 3594 3594 3594 \n", + "2 0 0 0 0 ... 6881 6881 6881 \n", + "3 0 0 0 0 ... 156 156 157 \n", + "4 0 0 0 0 ... 1923 1923 1924 \n", + "\n", + " 12/1/22 12/2/22 12/3/22 12/4/22 12/5/22 12/6/22 12/7/22 \n", + "0 7834 7834 7834 7834 7835 7835 7837 \n", + "1 3594 3594 3594 3594 3594 3594 3594 \n", + "2 6881 6881 6881 6881 6881 6881 6881 \n", + "3 157 157 157 157 157 157 158 \n", + "4 1924 1924 1924 1924 1925 1925 1925 \n", + "\n", + "[5 rows x 1055 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "death_data = get_file(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv\",\n", + " 'time_series_covid19_deaths_global.csv')\n", + "death_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Nombre d'états :\t289\n", + "Nombre de pays :\t201\n", + "Nombre de jours :\t1051\n", + "1er jour dispo :\t2020-01-22\n", + "dernier jour dispo :\t2022-12-07\n" + ] + } + ], + "source": [ + "data_overview(death_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "hideCode": true, + "hidePrompt": true, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot(data=death_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "Pour les mort ont n'a pas la même augmentation début 2022 se qui laisse supposé qu'omicron tue moins. Cela peut venir d'une dangerosité plus faible ou d'une amélioration de la prose en charge des malades depuis le début de l'épidémie.\n", + "\n", + "En revanche on note une rapide augmentation du nombre de mort début 2021, trois variants sont effectivement apparu fin 2020 : Alpha en septembre, Delta en octobre et Gamma en novembre.\n", + "\n", + "Les auteurs du MOOC suggèrent d'étudier la présence d'une corrélation entre le nombre de lit d'hopital et le nombre de mort. Le [dernier rapport de L'OCDE](https://www.oecd-ilibrary.org/sites/e5a80353-en/index.html?itemId=/content/component/e5a80353-en#:~:text=Across%20OECD%20countries%2C%20there%20were,\\)%2C%20rates%20were%20much%20higher.) est celui de l'année 2021 et il inclut le nombre de lit uniquement jusqu'à 2019 or les chiffres que nous possédons sur l'épidémie commencent en 2020. Il y a donc un décalage. Nous faisons néanmoins l'analyse.\n", + "\n", + "Le fichier fourni par l'OCDE est disponible à ce [lien](https://stat.link/files/ae3016b9-en/upe1dn.xlsx). Il contient une courbe se qui empêche de l'ouvrir avec Pandas, j'ai donc fais un export des données depuis libreoffice dans le fichier \"bed.csv\". Dommage que l'OCDE ne fournisse pas ses données dan sun format libre et ne fasse pas ses graphiques dans une document computationnel." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Country 2009 2019\n", + "0 Japan 13.6 12.8\n", + "1 Korea 8.2 12.4\n", + "2 Russia 9.7 8.0\n", + "3 Germany 8.2 7.9\n", + "4 Austria 7.7 7.2\n", + "5 Hungary 7.1 6.9\n", + "6 Czech Republic 7.1 6.6\n", + "7 Lithuania 7.2 6.4\n", + "8 Poland 6.7 6.2\n", + "9 France 6.7 5.8\n", + "10 Slovak Republic 6.5 5.8\n", + "11 Belgium 6.2 5.6\n", + "12 Latvia 6.7 5.4\n", + "13 China 2.3 4.8\n", + "14 Switzerland 5.1 4.6\n", + "15 Estonia 5.4 4.5\n", + "16 Slovenia 4.6 4.4\n", + "17 OECD38 4.8 4.4\n", + "18 Luxembourg 5.5 4.3\n", + "19 Greece 4.5 4.2\n", + "20 Australia 3.8 3.8\n", + "21 Portugal 3.4 3.5\n", + "22 Norway 4.5 3.5\n", + "23 Finland 6.3 3.4\n", + "24 Italy 3.7 3.2\n", + "25 Netherlands 4.2 3.1\n", + "26 Israel 3.2 3.0\n", + "27 Spain 3.2 3.0\n", + "28 Ireland 2.8 2.9\n", + "29 Turkey 2.6 2.9\n", + "30 United States 3.1 2.8\n", + "31 Iceland 3.7 2.8\n", + "32 Denmark 3.1 2.6\n", + "33 New Zealand 2.4 2.5\n", + "34 Canada 2.8 2.5\n", + "35 United Kingdom 2.9 2.5\n", + "36 Sweden 2.8 2.1\n", + "37 Chile 2.3 2.0\n", + "38 Colombia 1.5 1.7\n", + "39 Costa Rica 1.2 1.1\n", + "40 Indonesia 0.6 1.0\n", + "41 Mexico 1.0 1.0\n", + "42 India 0.4 0.5" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bed_data = pd.read_csv('bed.csv')\n", + "bed_data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "Les nombres sont pour 1000 habitants." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "China, Hong-Kong est manquant des données de l'OCDE\n", + "Iran est manquant des données de l'OCDE\n", + "Korea, South est manquant des données de l'OCDE\n", + "US est manquant des données de l'OCDE\n" + ] + } + ], + "source": [ + "for country in countries:\n", + " if country not in list(bed_data['Country']):\n", + " print(country, \"est manquant des données de l'OCDE\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "Hong Kong est vraisemblablement inclu dans la Chine.\n", + "\n", + "L'Iran est complètement absent.\n", + "\n", + "On trouve Korea dans les données de l'OCDE mais aucune idée de si cela inclu la Corée du Nord ou juste le sud.\n", + "\n", + "US est nommé \"United States\" dans les fichiers de l'OCDE." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "On peut récupérer la population mondiale sur le site [data.worldbank.org](https://data.worldbank.org/indicator/SP.POP.TOTL) on récupère les csv dans un zip. Celui qui nous intérresse est \"API_SP.POP.TOTL_DS2_en_csv_v2_4701113.csv\", je l'ai upload à la main dans le repo sous le nom \"population.csv\". Il contient 4 lignes de commentaires en haut, on les skip lors du chargement des données." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Country NameCountry CodeIndicator NameIndicator Code196019611962196319641965...201320142015201620172018201920202021Unnamed: 66
0ArubaABWPopulation, totalSP.POP.TOTL54208.055434.056234.056699.057029.057357.0...103165.0103776.0104339.0104865.0105361.0105846.0106310.0106766.0107195.0NaN
1Africa Eastern and SouthernAFEPopulation, totalSP.POP.TOTL130836765.0134159786.0137614644.0141202036.0144920186.0148769974.0...562601578.0578075373.0593871847.0609978946.0626392880.0643090131.0660046272.0677243299.0694665117.0NaN
2AfghanistanAFGPopulation, totalSP.POP.TOTL8996967.09169406.09351442.09543200.09744772.09956318.0...32269592.033370804.034413603.035383028.036296111.037171922.038041757.038928341.039835428.0NaN
3Africa Western and CentralAFWPopulation, totalSP.POP.TOTL96396419.098407221.0100506960.0102691339.0104953470.0107289875.0...380437896.0390882979.0401586651.0412551299.0423769930.0435229381.0446911598.0458803476.0470898870.0NaN
4AngolaAGOPopulation, totalSP.POP.TOTL5454938.05531451.05608499.05679409.05734995.05770573.0...26015786.026941773.027884380.028842482.029816769.030809787.031825299.032866268.033933611.0NaN
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5 rows × 67 columns

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" + ], + "text/plain": [ + " Country Name Country Code Indicator Name Indicator Code \\\n", + "0 Aruba ABW Population, total SP.POP.TOTL \n", + "1 Africa Eastern and Southern AFE Population, total SP.POP.TOTL \n", + "2 Afghanistan AFG Population, total SP.POP.TOTL \n", + "3 Africa Western and Central AFW Population, total SP.POP.TOTL \n", + "4 Angola AGO Population, total SP.POP.TOTL \n", + "\n", + " 1960 1961 1962 1963 1964 \\\n", + "0 54208.0 55434.0 56234.0 56699.0 57029.0 \n", + "1 130836765.0 134159786.0 137614644.0 141202036.0 144920186.0 \n", + "2 8996967.0 9169406.0 9351442.0 9543200.0 9744772.0 \n", + "3 96396419.0 98407221.0 100506960.0 102691339.0 104953470.0 \n", + "4 5454938.0 5531451.0 5608499.0 5679409.0 5734995.0 \n", + "\n", + " 1965 ... 2013 2014 2015 \\\n", + "0 57357.0 ... 103165.0 103776.0 104339.0 \n", + "1 148769974.0 ... 562601578.0 578075373.0 593871847.0 \n", + "2 9956318.0 ... 32269592.0 33370804.0 34413603.0 \n", + "3 107289875.0 ... 380437896.0 390882979.0 401586651.0 \n", + "4 5770573.0 ... 26015786.0 26941773.0 27884380.0 \n", + "\n", + " 2016 2017 2018 2019 2020 \\\n", + "0 104865.0 105361.0 105846.0 106310.0 106766.0 \n", + "1 609978946.0 626392880.0 643090131.0 660046272.0 677243299.0 \n", + "2 35383028.0 36296111.0 37171922.0 38041757.0 38928341.0 \n", + "3 412551299.0 423769930.0 435229381.0 446911598.0 458803476.0 \n", + "4 28842482.0 29816769.0 30809787.0 31825299.0 32866268.0 \n", + "\n", + " 2021 Unnamed: 66 \n", + "0 107195.0 NaN \n", + "1 694665117.0 NaN \n", + "2 39835428.0 NaN \n", + "3 470898870.0 NaN \n", + "4 33933611.0 NaN \n", + "\n", + "[5 rows x 67 columns]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "population = pd.read_csv('population.csv', skiprows=4)\n", + "population.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "hideCode": true, + "hidePrompt": true, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "China, Hong-Kong est manquant des données de worldbank.org\n", + "Iran est manquant des données de worldbank.org\n", + "Korea, South est manquant des données de worldbank.org\n", + "US est manquant des données de worldbank.org\n" + ] + } + ], + "source": [ + "for country in countries:\n", + " if country not in list(population['Country Name']):\n", + " print(country, \"est manquant des données de worldbank.org\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "Même problème qu'avec les données de l'OCDE à part que l'Iran est présent sous le nom \"Iran, Islamic Rep.\".\n", + "\n", + "La solution adopté est d'inclure Hong Kong dans la Chine, omettre l'Iran et la Corée et pour les états-unis on adapte juste le nom à la source des données." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], + "source": [ + "t = ['a', 'b', 'c']\n", + "t.remove('c')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], + "source": [ + "\n", + "\n", + "plt.figure(figsize=(16,10))\n", + "plt.title(\"Nombre de mort en fonction du nombre de lit d'hopital\")\n", + "plt.xlabel('Nombre de lit (pour 1000 habitants)')\n", + "plt.ylabel('Nombre de mort (pour 1000 habitants)')\n", + "plt.yscale(yscale)\n", + "\n", + "curves = []\n", + "\n", + "for country in countries:\n", + " # Get the data for the country\n", + " if country == 'US':\n", + " country_data = data[(data['Country/Region'] == 'China') & (data['Province/State'] != 'Hong Kong')]\n", + " assert len(country_data) is 33\n", + " elif country == 'China, Hong-Kong':\n", + " country_data = data[(data['Country/Region'] == 'China') & (data['Province/State'] == 'Hong Kong')]\n", + " assert len(country_data) is 1\n", + " elif country in ['France', 'Netherlands', 'United Kingdom']:\n", + " country_data = data[(data['Country/Region'] == country) & data['Province/State'].isnull()]\n", + " assert len(country_data) is 1\n", + " else:\n", + " country_data = data[data['Country/Region'] == country]\n", + " assert len(country_data) is 1, 'There is more or less than 1 line for country ' + country\n", + "\n", + " # Make x\n", + " x = [country_data[col].sum() / 1000000 for col in data.columns[4:]]\n", + "\n", + " # Plot\n", + " curve, = plt.plot(dates, x)\n", + " curves.append(curve)\n", + "\n", + "plt.legend(curves, countries)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], + "source": [] + } + ], "metadata": { + "hide_code_all_hidden": true, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -16,10 +3060,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo3/population.csv b/module3/exo3/population.csv new file mode 100644 index 0000000..b10c0c4 --- /dev/null +++ b/module3/exo3/population.csv @@ -0,0 +1,271 @@ +"Data Source","World Development Indicators", + +"Last Updated Date","2022-09-16", + +"Country Name","Country Code","Indicator Name","Indicator Code","1960","1961","1962","1963","1964","1965","1966","1967","1968","1969","1970","1971","1972","1973","1974","1975","1976","1977","1978","1979","1980","1981","1982","1983","1984","1985","1986","1987","1988","1989","1990","1991","1992","1993","1994","1995","1996","1997","1998","1999","2000","2001","2002","2003","2004","2005","2006","2007","2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021", +"Aruba","ABW","Population, 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+Australian Capital Territory,Australia,-35.4735,149.0124,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,3,4,6,9,19,32,39,39,53,62,71,77,78,80,84,87,91,93,96,96,96,99,100,103,103,103,102,103,103,103,103,103,103,104,104,104,104,105,106,106,106,106,106,106,106,106,106,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,111,112,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,116,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,120,120,120,120,122,122,122,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,129,131,133,152,169,191,207,219,226,245,261,291,300,314,335,361,374,386,398,421,433,451,483,498,509,528,548,563,587,602,617,630,652,665,680,710,725,742,749,765,782,798,817,849,874,893,906,928,959,1011,1063,1101,1129,1162,1190,1231,1271,1296,1326,1358,1386,1437,1483,1518,1538,1571,1588,1612,1636,1664,1677,1701,1710,1719,1731,1741,1749,1759,1768,1775,1780,1788,1803,1816,1822,1840,1853,1866,1884,1893,1902,1917,1928,1943,1953,1965,1971,1996,2013,2027,2042,2053,2072,2087,2095,2103,2110,2117,2124,2130,2134,2142,2146,2153,2159,2165,2167,2175,2179,2179,2196,2197,2200,2204,2210,2222,2242,2260,2278,2291,2307,2365,2450,2552,2694,2765,2942,3186,3311,3559,3564,4010,4919,5323,5323,7054,8021,9553,9429,12300,13248,13248,15834,17378,19908,21174,22396,23761,23761,27618,28510,28472,29240,30634,31366,31941,33071,33933,34418,34976,35520,36031,36474,37023,37426,37875,38143,38432,38698,38698,39613,40113,40538,40946,41380,41755,42163,42720,43246,43768,44100,44651,45086,45662,46591,47247,48187,48670,49088,49541,50214,51244,51916,52944,53607,54149,54683,55321,56474,57278,58021,58687,59305,59881,60654,61857,63148,64219,65341,66267,67243,68257,69571,70659,71683,72571,73344,74017,75421,76537,77714,78696,79515,80229,80964,81821,81821,82970,85177,86102,86887,87634,88543,89510,90567,90567,92330,92330,93713,94486,95625,96854,97825,98760,99485,99485,100927,101899,101899,103220,103220,104941,105739,106705,107769,108830,109879,110846,111599,112407,113368,114564,115688,116905,117882,118728,119548,120638,121713,122718,123655,124477,125220,125828,126633,127556,128440,129263,130085,130664,130664,131938,132735,133582,134286,134286,134286,134286,136860,137664,138407,138919,139894,140519,140519,141660,142629,143656,144597,145457,146264,147096,147942,148996,150123,151113,152199,153012,153939,155047,156472,157678,158826,160133,161158,162259,163404,164870,166162,167863,168983,169928,171071,172245,173590,174957,176165,176165,178225,179112,180333,181294,182701,183592,184636,185348,186138,187087,188191,189191,190198,190917,191473,191457,192138,192994,193557,194215,194705,195115,195621,196098,196642,197094,197561,197883,198193,198480,198866,199292,199673,199919,199919,200357,200570,200828,201089,201338,201579,201789,201956,202107,202308,202543,202737,202895,202895,203199,203320,203476,203613,203786,203786,203680,203680,203680,203680,203680,203680,204471,204397,204397,204397,204397,204397,204397,205128,205128,205128,205128,205128,205128,205128,205752,205752,205752,205752,205752,205752,205752,205752,206285,206285,206285,206285,206285,206285,206938,206938,206938,206938,206938,206938,206938,207667,207667,207667,207667,207667,207667,207667,208495,208495,208495,208495,208495,208495,208495,209414,209414,209414,209414,209414,209414,209414,210609,210609,210609,210609,210609,210609,210609,212092,212092,212092,212092,212092,212092,212092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+New South Wales,Australia,-33.8688,151.2093,0,0,0,0,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,6,6,13,22,22,26,28,38,48,55,65,65,92,112,134,171,210,267,307,353,436,669,669,818,1029,1219,1405,1617,1791,2032,2032,2182,2298,2389,2493,2580,2637,2686,2734,2773,2822,2857,2857,2863,2870,2886,2897,2926,2936,2957,2963,2969,2971,2976,2982,2994,3002,3004,3016,3016,3025,3030,3035,3033,3035,3042,3044,3047,3051,3053,3053,3053,3059,3063,3071,3074,3075,3076,3078,3081,3082,3084,3086,3087,3090,3092,3089,3090,3092,3092,3095,3098,3104,3104,3106,3110,3110,3109,3112,3114,3117,3117,3115,3119,3128,3131,3134,3135,3137,3143,3144,3149,3151,3150,3159,3162,3168,3174,3177,3184,3189,3203,3211,3211,3405,3419,3429,3433,3440,3453,3467,3474,3478,3492,3505,3517,3527,3535,3550,3568,3588,3599,3614,3633,3640,3654,3668,3685,3699,3718,3736,3756,3773,3784,3797,3809,3820,3832,3842,3851,3861,3875,3897,3915,3927,3936,3945,3950,3957,3959,3966,3971,3972,3981,3985,3988,3991,3997,4006,4019,4033,4040,4050,4063,4079,4091,4099,4104,4114,4118,4126,4135,4142,4152,4157,4166,4170,4177,4185,4190,4196,4198,4200,4204,4206,4212,4213,4217,4218,4218,4218,4220,4224,4227,4231,4232,4234,4235,4246,4249,4261,4271,4273,4278,4284,4295,4310,4321,4326,4333,4338,4342,4347,4357,4363,4370,4375,4382,4386,4398,4406,4411,4417,4421,4425,4432,4435,4443,4445,4454,4459,4462,4469,4469,4469,4469,4469,4469,4486,4498,4502,4509,4514,4517,4527,4538,4542,4548,4552,4552,4556,4564,4568,4577,4582,4588,4597,4603,4605,4610,4614,4620,4622,4624,4633,4639,4642,4645,4650,4657,4666,4682,4712,4748,4771,4789,4805,4823,4832,4847,4858,4872,4881,4906,4923,4928,4947,4958,4965,4973,4978,4984,4995,5001,5007,5018,5034,5041,5043,5045,5057,5066,5074,5076,5079,5084,5083,5084,5087,5090,5091,5093,5096,5099,5101,5104,5110,5112,5114,5117,5117,5119,5120,5123,5125,5129,5132,5134,5136,5138,5138,5139,5143,5143,5145,5146,5149,5150,5154,5155,5162,5166,5172,5177,5180,5183,5189,5193,5205,5207,5209,5210,5215,5220,5226,5234,5234,5237,5240,5242,5249,5251,5256,5259,5261,5266,5270,5273,5277,5278,5281,5281,5283,5288,5291,5296,5296,5299,5300,5303,5310,5316,5318,5320,5324,5330,5339,5344,5347,5356,5363,5370,5376,5384,5387,5395,5402,5418,5419,5420,5428,5440,5449,5464,5477,5481,5484,5489,5496,5506,5516,5521,5527,5533,5538,5542,5546,5551,5552,5555,5558,5560,5563,5565,5567,5567,5568,5570,5572,5574,5576,5576,5579,5580,5585,5587,5587,5588,5590,5590,5590,5595,5600,5605,5607,5610,5611,5612,5613,5619,5623,5626,5629,5631,5637,5642,5649,5655,5666,5684,5695,5725,5756,5778,5798,5826,5854,5886,5926,5942,5979,5997,6025,6064,6109,6161,6243,6359,6452,6551,6618,6716,6833,6942,7042,7121,7233,7357,7492,7651,7792,7943,8118,8294,8531,8703,8915,9153,9360,9562,9795,10063,10354,10662,10917,11201,11558,11902,12245,12629,13092,13503,13978,14416,15043,15717,16353,17173,17995,18800,19545,20466,21471,22346,23372,24585,25857,27026,28111,29390,30807,32323,33792,35064,36267,37724,39108,40616,42219,43436,44674,45782,47007,48341,49611,50919,51986,52922,53898,54919,55962,56988,57983,58931,59709,60561,61420,62353,63212,64014,64668,65279,65876,66456,67024,67669,68246,68712,69205,69552,69993,70391,70781,71099,71399,71658,71923,72202,72560,72899,73212,73500,73785,74057,74362,74634,74887,75112,75278,75407,75578,75766,76073,76314,76580,76824,76988,77207,77417,77671,77951,78200,78393,78556,78766,78994,79254,79468,79646,79821,79997,80163,80408,80681,80938,81170,81355,81499,81674,81916,82180,82514,82837,83118,83321,83572,83967,84384,84895,85447,85924,86453,87248,88595,90333,92532,95000,97558,100040,103073,106810,112496,118074,124322,130701,137011,143042,154191,166373,187504,210051,228307,249064,272160,307214,342133,380550,425593,455529,475731,501389,536025,628289,690758,738891,773447,802690,832520,864817,895004,919876,939615,960099,975564,994277,1015495,1033364,1083622,1103219,1121481,1139787,1086483,1098290,1110567,1121265,1129418,1137311,1144748,1154133,1164346,1174476,1183196,1191283,1197969,1197772,1212157,1222461,1232370,1241579,1249104,1254643,1259503,1268170,1277082,1285301,1292781,1299750,1305734,1311556,1320379,1330995,1342280,1351710,1361680,1370440,1379425,1392422,1405566,1421796,1435768,1448586,1461656,1470546,1481203,1511588,1531630,1551598,1570591,1587348,1602275,1623168,1647233,1671995,1695597,1715381,1732801,1749000,1770374,1795558,1817625,1843078,1863375,1880117,1895689,1914764,1938880,1961044,1981387,1998901,2014552,2028020,2043185,2061416,2079216,2094537,2108012,2117659,2128733,2139530,2154919,2172295,2187511,2200063,2211139,2219043,2228872,2241017,2254742,2266604,2278053,2287281,2294900,2304435,2316269,2334360,2345156,2356642,2365484,2373235,2383412,2395359,2407720,2419692,2430624,2439636,2447877,2458811,2471023,2481957,2492007,2501574,2510058,2517185,2525905,2534852,2545751,2554405,2561865,2568373,2574203,2581518,2589877,2597439,2604827,2611404,2616540,2620999,2627377,2635180,2643350,2650858,2657087,2662465,2667026,2672176,2679407,2688494,2696819,2704914,2711234,2717292,2725064,2734519,2743680,2752776,2761005,2768461,2775310,2783915,2794932,2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+Northern 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Brunswick,Canada,46.5653,-66.4619,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,6,8,11,11,11,17,17,17,18,18,33,45,51,66,68,70,81,91,91,91,98,103,105,105,108,112,112,114,116,116,117,117,117,117,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,119,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,122,123,126,128,129,132,132,133,135,136,136,136,137,146,147,151,153,154,157,157,160,163,164,164,164,164,164,164,165,165,165,165,165,165,165,165,165,165,165,165,165,165,165,165,166,166,166,166,166,167,168,168,168,168,169,170,170,170,170,170,170,170,170,170,170,170,170,170,170,170,170,174,176,176,176,176,176,177,178,180,180,184,186,186,186,186,186,188,188,189,189,190,190,190,191,191,191,191,191,192,192,192,192,192,192,192,192,193,193,193,193,194,194,194,194,194,194,194,196,196,197,199,200,200,200,200,200,200,200,200,201,201,203,205,222,225,238,258,272,278,284,292,292,297,297,310,313,313,319,322,324,326,328,331,334,337,341,342,343,344,344,344,347,349,350,353,354,355,355,355,356,358,364,367,375,379,388,392,401,424,430,445,450,453,465,477,481,495,501,508,514,520,528,530,534,536,541,542,546,554,555,557,558,559,567,573,573,578,574,578,580,585,587,588,590,592,593,595,596,599,601,611,618,635,662,693,717,735,765,779,800,817,836,859,884,911,947,973,1004,1025,1057,1087,1104,1124,1151,1161,1175,1202,1218,1230,1256,1264,1288,1302,1318,1325,1337,1344,1346,1361,1375,1377,1382,1398,1400,1401,1404,1407,1411,1417,1420,1424,1424,1424,1426,1427,1428,1430,1430,1431,1435,1438,1443,1447,1453,1455,1460,1460,1460,1462,1465,1465,1470,1471,1476,1477,1484,1486,1489,1490,1498,1505,1517,1546,1559,1571,1577,1588,1601,1613,1623,1632,1641,1652,1662,1665,1679,1686,1694,1713,1722,1732,1736,1752,1760,1767,1778,1788,1797,1797,1804,1823,1839,1847,1851,1858,1882,1890,1900,1915,1933,1939,1954,1958,1969,1980,1988,1996,2002,2013,2015,2024,2040,2045,2052,2063,2073,2083,2091,2098,2113,2115,2129,2144,2153,2163,2172,2181,2191,2200,2212,2215,2227,2243,2253,2262,2265,2266,2267,2280,2283,2284,2291,2298,2299,2302,2305,2309,2311,2316,2318,2318,2319,2320,2322,2323,2324,2325,2326,2329,2332,2332,2336,2336,2337,2338,2336,2336,2336,2336,2336,2336,2336,2336,2336,2343,2345,2345,2346,2346,2346,2346,2347,2350,2350,2350,2351,2352,2354,2358,2365,2365,2383,2383,2394,2396,2409,2414,2414,2434,2439,2447,2460,2471,2490,2490,2490,2530,2543,2559,2582,2614,2614,2614,2672,2687,2697,2705,2721,2721,2721,2760,2763,2774,2784,2798,2798,2798,2798,2852,2868,2885,2909,2909,2909,3031,3066,3129,3180,3237,3237,3237,3436,3501,3577,3629,3707,3768,3850,3936,4004,4088,4187,4272,4412,4505,4580,4670,4741,4857,4987,5087,5160,5258,5367,5449,5582,5669,5735,5793,5846,5896,5965,6032,6072,6112,6163,6185,6206,6263,6332,6380,6413,6445,6476,6516,6576,6615,6666,6716,6769,6813,6865,6934,7004,7069,7129,7194,7234,7268,7350,7422,7512,7579,7669,7731,7806,7893,7988,8087,8172,8217,8263,8318,8411,8506,8603,8680,8798,8869,8938,9049,9223,9366,9492,9604,9704,9813,9973,10150,10313,10446,10554,10672,10828,11065,11322,11587,11587,11587,12226,12532,13018,13590,14272,14272,14272,16820,17566,18345,19017,19857,20278,20479,20699,20890,21249,21553,21979,22388,22768,23173,23503,24001,24489,25003,25465,25465,26391,26741,26741,27649,28045,28442,28716,28885,29113,29494,29905,30306,30602,30756,31017,31276,31597,31948,32307,32610,32876,33066,33342,33647,33968,34222,34222,34222,34222,35370,35670,36035,36417,36417,36417,37482,37769,38155,38546,38937,38937,38937,40070,40312,40654,41109,41512,41512,41512,41512,42320,42320,42320,42320,42320,42320,42320,45101,45101,45101,45101,45101,45101,45101,48197,48197,48197,48197,51854,51854,51854,51854,51854,51854,51854,55812,55812,55812,55812,55812,55812,55812,58768,58768,58768,58768,58768,58768,58768,58768,58768,58768,58768,60756,60756,60756,60756,60756,60756,60756,62148,62148,62148,62148,62148,62148,62148,63486,63486,63486,63486,63486,63486,63486,64490,64490,64490,64490,64490,64490,64490,65258,65258,65258,65258,65258,65258,65258,65812,65812,65812,65812,65812,65812,65812,66345,66345,66345,66816,66816,66816,66816,66816,66816,66816,67241,67241,67241,67241,67241,67241,67241,67725,67725,67725,67725,67725,67725,67725,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,69537,69537,69537,69537,69537,69537,69537,70541,70541,70541,70541,70541,70541,70541,71479,71479,71479,71479,71479,71479,71479,72226,72226,72226,72226,72226,72226,72226,72968,72968,72968,72968,72968,72968,72968,73643,73643,73643,73643,73643,73643,73643,74440,74440,74440,74440,74440,74440,74440,75152,75152,75152,75152,75152,75152,75152,75741,75741,75741,75741,75741,75741,75741,76316,76316,76316,76316,76316,76316,76316,76902,76902,76902,76902,76902,76902,76902,76902,76902,76902,77460,77460,77460,77460,78056,78056,78056,78056,78056,78056,78056,78687,78687,78687,78687,78687,78687,78687,78687,78687,78687,79434,79434,79434,79434,80126,80126,80126,80126,80126,80126,80126,80126,80126,80126,80715,80715,80715,80715,80715,8071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+Newfoundland and Labrador,Canada,53.1355,-57.6604,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,3,4,6,9,24,35,35,82,102,120,135,148,152,175,183,183,195,217,226,228,232,236,239,241,242,244,244,247,252,256,256,256,256,256,256,256,256,257,258,258,258,258,258,259,259,259,259,259,259,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,262,262,262,262,262,262,262,262,262,262,262,263,264,264,265,265,266,266,266,266,266,266,266,266,266,266,266,266,267,267,267,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,269,269,269,269,269,269,269,269,270,270,270,270,270,270,270,271,271,271,271,271,271,272,272,272,272,272,272,272,272,272,273,273,273,274,275,275,276,277,277,277,277,277,279,282,282,283,283,283,284,287,287,287,287,287,287,288,288,289,290,291,291,291,291,291,291,291,291,291,292,294,294,296,297,297,297,298,298,299,301,303,303,305,307,308,311,316,319,321,323,324,327,331,333,337,338,339,340,340,343,347,351,351,352,353,354,355,358,358,359,359,364,367,372,380,382,382,383,384,384,384,384,387,389,390,390,390,390,390,390,391,392,392,392,392,392,393,393,393,393,394,395,395,396,396,396,396,397,398,398,398,398,398,400,404,408,408,408,408,408,410,411,412,415,416,427,457,510,610,660,686,697,704,711,755,803,863,901,926,939,954,962,972,976,980,987,989,994,997,1002,1003,1005,1006,1009,1010,1010,1011,1012,1012,1012,1012,1013,1013,1014,1014,1014,1014,1014,1014,1015,1015,1015,1015,1016,1016,1018,1019,1020,1020,1020,1020,1020,1020,1021,1022,1025,1029,1029,1030,1031,1034,1036,1039,1042,1043,1046,1048,1049,1052,1053,1056,1058,1062,1062,1066,1068,1076,1081,1099,1104,1108,1114,1120,1127,1133,1138,1141,1156,1166,1173,1179,1184,1193,1203,1209,1212,1216,1226,1230,1253,1258,1269,1273,1279,1293,1302,1309,1311,1317,1334,1340,1342,1347,1352,1354,1357,1360,1365,1368,1374,1375,1379,1381,1382,1383,1383,1383,1383,1383,1384,1384,1384,1384,1384,1384,1385,1385,1386,1386,1387,1387,1387,1400,1400,1400,1400,1402,1402,1402,1402,1407,1410,1433,1433,1433,1433,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1440,1440,1441,1441,1443,1443,1443,1443,1443,1443,1443,1447,1447,1447,1450,1450,1456,1456,1458,1458,1458,1460,1460,1462,1462,1469,1469,1469,1478,1478,1486,1486,1491,1491,1491,1506,1511,1520,1520,1532,1532,1532,1541,1541,1551,1551,1555,1555,1555,1570,1586,1609,1609,1654,1668,1692,1717,1731,1747,1747,1788,1797,1805,1819,1824,1833,1840,1848,1848,1848,1848,1869,1873,1877,1881,1881,1881,1889,1889,1898,1898,1928,1928,1928,1964,1964,1984,1984,1992,1992,1992,1994,1994,1995,1995,2003,2003,2003,2012,2012,2019,2019,2025,2025,2025,2027,2027,2031,2031,2035,2035,2035,2038,2038,2042,2042,2048,2048,2048,2057,2057,2059,2059,2064,2064,2064,2071,2071,2076,2076,2078,2078,2078,2093,2093,2106,2106,2152,2175,2213,2240,2267,2327,2427,2512,2512,2512,2869,3063,3375,3724,4155,4597,5063,5582,6075,6554,7057,7537,7949,8316,9451,10201,10931,11617,12092,12406,12790,13032,13327,13838,14198,14522,14805,15166,15515,15811,16115,16493,16758,16966,17176,17359,17538,17786,17984,18242,18464,18574,18740,18950,19200,19443,19710,19954,20191,20365,20578,20757,21073,21307,21613,21737,21974,22220,22468,22755,23147,23443,23699,24026,24392,24781,25278,25728,26197,26529,26972,27507,28103,28783,29365,30100,30627,31070,31553,31553,32113,32113,32113,32113,33385,34607,34607,35293,35293,35293,35293,36254,37411,37411,38331,38331,38630,38630,39019,39693,39693,40336,40336,40336,40336,40336,40336,41587,42038,42038,42038,42038,42038,42761,42761,43129,43129,43129,43129,43401,43713,43713,43920,43920,43920,43920,44148,44345,44345,44529,44529,44529,44529,44741,44892,44892,45037,45037,45037,45037,45145,45145,45145,45409,45409,45409,45409,45409,45409,45409,45775,45775,45775,45775,45775,45775,46109,46183,46183,46183,46183,46183,46183,46183,46647,46647,46891,46891,46891,46891,46891,46891,46891,47353,47353,47353,47353,47353,47353,47353,47773,47773,47773,47773,47773,47773,47773,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48593,48593,48593,48593,48593,48593,48593,48954,48954,48954,48954,48954,48954,48954,49412,49412,49412,49412,49412,49412,49412,49748,49748,49748,49748,49748,49748,49748,50091,50091,50091,50091,50091,50091,50091,50430,50430,50430,50430,50430,50430,50430,50810,50810,50810,50810,50810,50810,50810,51111,51111,51111,51111,51111,51111,51111,51329,51329,51329,51329,51329,51329,51329,51446,51446,51446,51446,51446,51446,51446,51580,51580,51580,51580,51580,51580,51580,51580,51580,51580,51743,51743,51743,51743,51955,51955,51955,51955,51955,51955,51955,52111,52111,52111,52111,52111,52111,52111,52335,52335,52335,52335,52335,52335,52335,52552,52552,52552,52552,52552,52552,52552,52552,52552,52552,52802,52802,52802,52802,52802,52802,52802,52802,52973,52973,52973,52973,52973,52973,53150,53150,53150,53150,53150,53150,53150,53299,53299,53299,53299,53299,53299,53299,53465,53465,53465 +Northwest Territories,Canada,64.8255,-124.8457,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,2,2,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,8,8,9,9,9,9,9,9,10,10,10,10,10,10,10,10,10,10,10,10,10,11,11,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,20,21,21,21,22,22,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,28,28,30,30,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,33,34,38,38,38,38,38,38,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,45,46,48,48,48,51,51,51,51,51,51,52,59,71,85,98,99,99,99,102,112,114,115,121,121,121,121,125,126,126,127,127,127,127,127,127,127,127,127,127,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,129,129,129,130,130,130,130,131,131,131,131,131,133,146,202,259,259,300,329,329,329,351,358,377,395,400,400,400,452,461,475,486,499,499,499,499,522,540,563,591,591,591,647,679,695,720,749,749,749,807,834,852,882,918,918,918,970,1019,1059,1059,1143,1143,1143,1240,1305,1360,1411,1456,1456,1456,1456,1537,1580,1617,1638,1638,1638,1694,1712,1746,1763,1786,1786,1786,1826,1843,1860,1863,1863,1863,1871,1880,1886,1886,1886,1886,1886,1886,1925,1951,1951,1951,2001,2001,2021,2028,2029,2032,2032,2036,2036,2044,2055,2057,2059,2059,2059,2059,2059,2060,2063,2068,2068,2069,2069,2069,2069,2069,2069,2070,2070,2070,2071,2071,2076,2082,2082,2082,2082,2082,2083,2090,2090,2090,2090,2090,2090,2090,2090,2187,2229,2229,2229,2229,2419,2495,2652,2801,2801,2801,3107,3322,3467,3587,3741,3741,3741,4055,4234,4372,4508,4680,4680,4680,4962,5120,5295,5446,5614,5614,5614,5865,6073,6221,6363,6550,6550,6550,6846,6919,7029,7126,7343,7343,7343,7678,7776,7907,7987,8085,8085,8085,8302,8424,8495,8594,8682,8682,8682,8797,8924,9007,9080,9122,9122,9122,9231,9325,9400,9466,9514,9514,9514,9590,9666,9737,9790,9843,9843,9843,9942,10005,10106,10235,10333,10333,10333,10547,10679,10779,10877,10951,10951,10951,11004,11004,11004,11004,11004,11004,11004,11136,11136,11136,11136,11136,11136,11136,11136,11217,11217,11217,11217,11217,11217,11286,11286,11286,11286,11286,11286,11286,11373,11373,11373,11373,11373,11373,11373,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11436,11436,11436,11436,11436,11436,11436,11457,11457,11457,11457,11457,11478,11478,11478,11478,11478,11478,11478,11495,11495,11495,11495,11495,11495,11495,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11506,11506,11506,11506,11506,11506,11506,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511 +Nova Scotia,Canada,44.682,-63.7443,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,7,12,14,15,21,28,41,51,68,73,90,110,122,127,147,173,193,207,236,262,293,310,342,373,407,428,445,474,517,549,579,606,649,675,721,737,772,827,850,865,873,900,915,935,947,959,963,971,985,991,998,1007,1008,1011,1018,1019,1020,1024,1026,1034,1037,1040,1043,1044,1045,1046,1048,1049,1050,1051,1052,1053,1055,1055,1056,1056,1057,1057,1058,1058,1058,1058,1059,1059,1060,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1062,1062,1064,1064,1064,1064,1065,1065,1066,1066,1066,1066,1066,1066,1066,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1069,1069,1071,1071,1071,1071,1071,1071,1071,1071,1071,1071,1071,1071,1072,1074,1074,1075,1075,1076,1077,1077,1078,1080,1080,1080,1081,1081,1083,1083,1083,1085,1085,1085,1085,1085,1085,1085,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1087,1087,1087,1087,1087,1087,1087,1087,1088,1088,1089,1089,1089,1089,1089,1089,1089,1089,1092,1092,1092,1092,1092,1092,1093,1095,1097,1097,1097,1097,1097,1097,1100,1100,1101,1102,1102,1102,1104,1109,1111,1113,1114,1118,1119,1121,1125,1128,1129,1132,1134,1134,1136,1142,1144,1146,1151,1154,1155,1160,1168,1179,1190,1227,1243,1257,1266,1280,1290,1305,1315,1332,1343,1358,1364,1368,1376,1383,1389,1393,1402,1409,1415,1420,1426,1430,1436,1442,1443,1445,1447,1454,1458,1465,1465,1465,1465,1478,1480,1483,1486,1497,1499,1501,1505,1508,1520,1523,1525,1528,1528,1533,1534,1542,1548,1550,1554,1557,1557,1561,1564,1565,1570,1570,1571,1571,1572,1576,1576,1577,1580,1580,1581,1582,1583,1584,1584,1584,1585,1586,1587,1588,1590,1590,1592,1593,1594,1597,1600,1602,1604,1608,1609,1610,1613,1616,1624,1634,1638,1641,1642,1643,1646,1649,1651,1657,1659,1659,1664,1665,1665,1665,1669,1670,1670,1672,1674,1677,1680,1682,1688,1690,1691,1696,1699,1704,1709,1711,1711,1714,1716,1719,1728,1732,1739,1741,1747,1749,1754,1756,1763,1768,1775,1781,1783,1786,1792,1800,1807,1822,1831,1856,1894,1938,1990,2053,2119,2215,2290,2360,2427,2575,2708,2854,3007,3182,3364,3591,3754,3917,4034,4152,4297,4407,4524,4610,4736,4827,4917,5000,5065,5149,5213,5286,5335,5387,5424,5457,5497,5530,5550,5567,5579,5593,5618,5633,5651,5663,5680,5694,5707,5721,5726,5736,5742,5749,5751,5759,5773,5784,5789,5791,5791,5793,5793,5798,5814,5825,5828,5831,5832,5836,5840,5842,5850,5853,5854,5861,5862,5864,5865,5866,5869,5869,5870,5870,5870,5870,5870,5873,5873,5873,5880,5880,5882,5882,5882,5883,5885,5885,5886,5887,5887,5887,5887,5893,5895,5899,5900,5900,5900,5907,5908,5911,5918,5919,5919,5919,5928,5929,5938,5946,5956,5956,5956,5973,5982,5989,5990,5999,5999,5999,6030,6031,6038,6042,6047,6054,6065,6072,6076,6090,6107,6117,6149,6178,6188,6254,6260,6294,6312,6312,6312,6367,6392,6411,6452,6486,6486,6486,6569,6598,6638,6638,6715,6715,6715,6800,6839,6864,6893,6918,6945,6961,6977,7011,7033,7059,7077,7114,7133,7155,7161,7166,7185,7208,7208,7208,7265,7272,7298,7328,7354,7354,7354,7413,7424,7462,7512,7550,7550,7550,7661,7717,7746,7746,7815,7815,7815,7913,7944,7963,7985,8012,8012,8012,8072,8100,8119,8141,8169,8169,8169,8227,8288,8322,8362,8381,8381,8381,8427,8448,8481,8532,8655,8784,8895,9009,9136,9314,9601,9995,10421,10897,11382,11904,12441,13130,13741,14310,14888,15469,16030,16616,17127,17745,18454,19638,20658,21678,21678,22520,23265,23265,23265,25925,26741,27357,28194,28736,28736,28736,30950,31445,31860,32387,33083,33083,33083,34689,35051,35543,35889,36255,36255,36255,37803,38059,38333,38728,39129,39129,39129,40454,40767,40986,41351,41716,41716,41716,42657,42815,43041,43264,43506,43506,43506,44240,44240,44351,44551,44738,44738,44738,44908,45795,46012,46374,46795,46795,46795,47089,47089,47089,47089,48471,48471,48471,48471,48471,48471,48471,48471,48471,48471,51359,51359,51359,51359,54812,54812,54812,54812,54812,54812,54812,59000,59000,59000,59000,59000,59000,59000,59000,65991,65991,65991,65991,65991,72903,72903,72903,72903,72903,72903,72903,72903,80411,80411,80411,80411,80411,80411,80411,85847,85847,85847,85847,85847,85847,85847,89262,89262,89262,89262,89262,89262,89262,92380,92380,92380,92380,92380,92380,92380,94893,94893,94893,94893,94893,94893,94893,96477,96477,96477,96477,96477,96477,96477,98040,98040,98040,98040,98040,98040,98040,99514,101990,101990,101990,101990,101990,101990,101990,103561,103561,103561,103561,103561,103561,103561,105032,105032,105032,105032,105032,105032,105032,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,108125,108125,108125,108125,108125,108125,108125,111769,111769,111769,111769,111769,111769,111769,113669,113669,113669,113669,113669,113669,113669,115417,115417,115417,115417,115417,115417,115417,117142,117142,117142,117142,117142,117142,117142,118671,118671,118671,118671,118671,118671,118671,120055,120055,120055,120055,120055,120055,120055,121380,121380,121380,121380,121380,121380,121380,122458,122458,122458,122458,122458,122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+,Congo (Kinshasa),-4.0383,21.7587,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,2,2,3,4,14,18,23,30,36,45,48,51,51,65,65,81,98,109,134,134,154,154,161,180,180,180,215,223,234,235,241,254,267,287,307,327,332,350,359,377,394,416,442,459,471,491,572,604,674,674,682,705,797,863,937,937,991,1024,1102,1169,1242,1298,1455,1455,1538,1629,1731,1835,1945,2025,2141,2297,2403,2546,2660,2833,2966,3070,3195,3326,3495,3644,3764,3878,4016,4106,4259,4390,4515,4637,4724,4778,4837,4974,5100,5283,5477,5672,5826,5924,6027,6213,6411,6552,6690,6827,6939,7039,7122,7189,7311,7379,7411,7432,7432,7432,7846,7905,7971,8033,8075,8135,8163,8199,8249,8324,8403,8443,8534,8626,8720,8767,8801,8831,8844,8873,8931,9010,9070,9084,9115,9133,9178,9253,9309,9355,9436,9454,9489,9499,9538,9589,9605,9638,9676,9706,9721,9741,9757,9802,9811,9830,9842,9891,9912,9915,9994,10007,10045,10097,10104,10114,10125,10149,10178,10210,10233,10292,10324,10343,10361,10385,10390,10390,10401,10414,10442,10456,10488,10515,10519,10523,10537,10555,10578,10593,10612,10624,10631,10659,10685,10729,10752,10760,10778,10789,10804,10822,10835,10841,10851,10868,10872,10935,10935,10999,11000,11006,11052,11066,11066,11097,11122,11143,11143,11174,11191,11211,11211,11306,11306,11373,11395,11427,11450,11450,11517,11550,11591,11608,11642,11656,11692,11692,11760,11760,11839,11866,11918,12008,12129,12180,12180,12278,12310,12365,12470,12470,12608,12702,12772,12859,12987,13132,13281,13413,13527,13595,13750,13843,13997,14169,14342,14461,14513,14597,14930,15089,15089,15397,15495,15669,15810,16039,16282,16472,16763,16839,16917,17182,17376,17658,17849,17998,18102,18153,18248,18487,18738,18969,19159,19436,19496,19707,20003,20479,20556,20693,20908,21060,21140,21302,21398,21597,21713,21869,21954,22048,22178,22322,22455,22604,22771,22842,23043,23182,23222,23371,23485,23599,23671,23771,23890,24026,24152,24240,24295,24386,24423,24602,24794,24964,25080,25080,25144,25144,25144,25144,25691,25792,25913,25962,26050,26247,26340,26340,26469,26541,26627,26684,26738,26759,26846,26938,27014,27077,27100,27252,27290,27356,27468,27553,27572,27580,27660,27729,27794,27887,27930,28012,28076,28142,28199,28217,28292,28325,28354,28377,28410,28474,28511,28542,28542,28542,28665,28714,28769,28859,28894,28956,28956,29084,29233,29350,29405,29498,29576,29611,29701,29768,29812,29853,29904,29965,30004,30071,30130,30201,30240,30285,30323,30350,30392,30429,30478,30511,30546,30562,30609,30620,30708,30757,30825,30863,30863,30863,31172,31248,31279,31386,31416,31557,31651,31651,31934,32177,32545,32796,33202,33338,33577,33956,34266,34695,34949,35228,35668,35918,36222,36578,36957,37519,37809,37926,38330,38553,38936,39395,39758,40254,40439,40836,40836,41353,41771,41959,42181,42617,42880,43019,43333,43694,43970,44139,44332,44512,44909,45211,45426,45426,46009,46356,46725,46866,47174,47404,47786,48128,48503,48768,48970,49251,49562,49917,49917,50193,50529,50793,51048,51254,51523,51889,51985,52292,52432,52432,52971,53136,53254,53346,53501,53620,53757,53899,53899,54009,54009,54009,54137,54226,54508,54508,54508,54863,54863,55146,55146,55307,55307,55307,55307,55877,55877,56085,56096,56096,56096,56215,56215,56322,56357,56387,56387,56387,56463,56463,56463,56463,56617,56617,56617,56862,56862,56862,56937,56997,56997,56997,57034,57034,57083,57083,57126,57126,57132,57247,57247,57269,57269,57269,57269,57269,57338,57338,57402,57402,57432,57432,57432,57453,57453,57470,57470,57470,57470,57470,57565,57565,57582,57587,57605,57605,57605,57638,57638,57662,57662,57729,57729,57729,57803,57803,57803,57803,57880,57880,57880,57977,58029,58060,58060,58115,58115,58115,58234,58234,58306,58319,58319,58319,58319,58858,59175,59175,59208,59851,59851,59851,59851,59851,61932,63388,64448,64448,64448,67298,67298,67298,70059,70059,70059,70059,72349,72349,74793,74793,74793,74793,74793,74793,79274,79942,80175,80175,80175,80175,80998,81719,81719,81719,82306,82306,82306,82984,82984,82984,84198,84283,84283,84283,84519,84760,84877,84926,84998,84998,84998,85379,85379,85510,85510,85510,85510,85510,85686,85686,85708,85743,85776,85776,85776,85793,85793,85822,85834,85834,85834,85834,85876,85876,85876,85938,85999,85999,85999,86018,86039,86039,86138,86154,86154,86154,86154,86154,86271,86290,86315,86315,86315,86344,86375,86426,86461,86461,86461,86461,86461,86509,86585,86598,86611,86611,86611,86628,86715,86748,86748,86748,86748,86748,86748,86748,86748,86748,86748,86748,86748,86748,86748,86748,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87023,87633,87633,87633,87633,87633,87633,87633,87633,87633,88036,88036,88036,88036,88036,88374,88374,88374,89189,89189,89189,89189,89189,89189,89189,89189,89932,89932,89932,89932,89932,89932,89932,89932,89932,89932,90561,90561,90561,91082,91082,91082,91082,91082,91082,91082,91082,91393,91393,91393,91393,91393,91393,91393,91393,91393,91393,91737,91737,91737,91737,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+,Costa Rica,9.7489,-83.7534,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,5,9,9,13,22,23,26,27,35,41,50,69,89,117,134,158,177,201,231,263,295,314,330,347,375,396,416,435,454,467,483,502,539,558,577,595,612,618,626,642,649,655,660,662,669,681,686,687,693,695,697,705,713,719,725,733,739,742,755,761,765,773,780,792,801,804,815,830,843,853,863,866,882,897,903,911,918,930,951,956,984,1000,1022,1047,1056,1084,1105,1157,1194,1228,1263,1318,1342,1375,1461,1538,1612,1662,1715,1744,1796,1871,1939,2058,2127,2213,2277,2368,2515,2684,2836,2979,3130,3269,3459,3753,4023,4311,4621,4996,5241,5486,5836,6485,6845,7231,7596,8036,8482,8986,9546,9969,10551,11114,11534,11811,12361,13129,13669,14600,15229,15841,16344,16800,17290,17820,18187,18975,19402,19837,20417,21070,22081,22802,23286,23872,24508,25057,26129,26931,27737,28465,29084,29643,30409,31075,32134,33084,33820,34463,35305,36307,37292,38485,39699,39699,41287,42184,43305,44458,45680,46920,46920,48780,49897,51224,52549,53969,55454,55454,57361,58137,59516,60818,62374,63712,63712,65602,66689,68059,69459,70816,72049,72049,73714,74604,75760,76828,77829,79182,79182,81129,82142,83497,84828,86053,87439,87439,89223,90238,91780,93152,94348,95514,95514,97075,97922,99425,100616,101826,103088,103088,104460,105322,106553,107570,108866,109971,109971,111257,112120,113261,114367,115417,116363,116363,117587,118566,119768,120939,122123,123223,123223,124592,125590,127012,128231,129418,129418,129418,132295,133190,134520,135742,137093,137093,137093,139638,140172,141340,142505,143685,143685,143685,146421,147430,148688,149815,150947,150947,150947,153169,154096,155263,156388,157472,157472,157472,159893,160804,161942,162990,162990,162990,162990,165762,166799,168114,169321,169321,169321,169321,172436,173591,175038,176407,177614,177614,177614,180061,181093,182156,183242,184187,184187,184187,186016,186877,187712,188477,189308,189308,189308,190745,191345,192066,192637,193276,193276,193276,194569,195009,195537,195992,196438,196438,196438,197435,197852,198338,198756,199187,199187,199187,200024,200454,200888,201241,201678,201678,201678,202674,203097,203496,203914,204341,204341,204341,205086,205514,205890,206293,206640,206640,206640,206640,207832,207832,207832,209093,209093,209093,209093,210447,210447,210447,211903,211903,211903,211903,213438,213438,213438,215178,215178,215178,215178,216764,216764,216764,216764,216764,216764,216764,219846,219846,219846,222544,222544,222544,222544,225343,225343,227533,228577,228577,228577,230837,231967,233498,235274,236930,238760,238760,241240,243167,245601,248382,250991,250991,250991,256676,257980,260535,263094,265486,265486,265486,271478,273714,276887,279926,282741,282741,282741,288626,290920,293820,296632,299219,299219,299219,304529,306899,309486,311922,314102,314102,314102,318986,321279,323598,325779,327979,327979,327979,331920,333820,336007,338048,339900,339900,339900,343604,345312,347157,349026,350630,350630,350630,354095,355620,357523,359266,361005,361005,361005,364304,366161,367938,369540,371206,371206,371206,374324,375812,377091,378938,380482,380482,380482,380482,385069,386722,388298,389798,389798,389798,392781,394135,395667,397469,398608,398608,398608,398608,402044,403511,405206,406814,406814,406814,406814,411123,412918,414745,416677,416677,416677,420462,422344,424472,426474,428295,428295,428295,432149,434081,436276,438587,440647,440647,440647,445442,447672,450291,452997,455784,455784,455784,461145,463726,466574,469565,472315,472315,472315,478144,481100,483984,486959,489784,489784,489784,489784,496736,499461,502362,505163,505163,505163,510653,513384,515931,518632,521182,521182,521182,525999,528077,530113,532185,533873,533873,533873,537916,539422,541036,542653,544021,544021,544021,546595,547914,549084,550134,551144,551144,551144,552953,553661,554604,554604,555970,555970,555970,557165,557922,558654,559250,559698,559698,559698,560563,561054,561432,561829,562316,562316,562316,562966,563290,563290,563924,564159,564159,564159,564662,564901,565096,565347,565548,565548,565548,565952,566119,566296,566429,566560,566560,566560,566560,566839,566959,567263,567383,567383,567383,567614,567706,567706,567906,567995,567995,567995,567995,568305,568373,568428,568538,568538,568538,568538,568860,568860,568860,568860,568860,568860,568860,570556,570556,570556,570556,570556,570556,570556,575871,578413,581394,584547,584547,584547,591745,595795,599965,604658,609882,609882,609882,620587,625952,631311,637327,643496,643496,643496,643496,661684,668209,675178,682480,682480,682480,694865,701471,708560,715749,721971,721971,721971,733708,739844,745949,751605,757093,757093,757093,766520,771027,775318,779323,783437,783437,783437,790444,793835,797030,799826,802472,802472,802472,806928,809131,811040,812812,814583,814583,814583,817538,818996,820445,821813,822935,822935,822935,825158,826251,827346,828442,829400,829400,829400,831152,832054,832966,833909,834726,834726,834726,834726,834726,837828,838537,839368,839368,839368,839368,841343,841343,841343,841343,841343,841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Salvador,13.7942,-88.8965,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,3,5,9,13,13,19,24,30,32,32,41,46,56,62,69,78,93,103,117,118,125,137,149,159,164,177,190,201,218,225,237,250,274,274,298,323,345,377,395,424,446,490,555,587,633,695,742,784,889,958,998,1037,1112,1210,1265,1338,1413,1498,1571,1640,1725,1819,1915,1983,2042,2109,2194,2278,2395,2517,2582,2653,2705,2781,2849,2934,3015,3104,3191,3274,3373,3481,3603,3720,3826,3941,4066,4200,4329,4475,4626,4808,4973,5150,5336,5517,5727,5934,6173,6438,6736,7000,7267,7507,7777,8027,8307,8566,8844,9142,9391,9674,9978,10303,10645,10957,11207,11508,11846,12207,12582,12975,13377,13792,14221,14630,15035,15446,15841,16230,16632,17050,17448,17843,18262,18701,19126,19544,19978,20423,20872,21269,21644,21993,22314,22619,22912,23193,23462,23717,23964,24200,24420,24622,24811,24986,25140,25284,25415,25537,25635,25729,25820,25904,26000,26099,26206,26308,26413,26511,26602,26688,26773,26851,26928,27009,27088,27163,27249,27346,27428,27553,27798,27954,28201,28415,28630,28722,28630,28809,28981,29077,29175,29269,29358,29450,29539,29634,29737,29842,29951,30070,30196,30335,30480,30766,31061,31265,31456,31666,31826,31975,32120,32262,32421,32585,32752,32925,33090,33264,33445,33631,33826,34015,34214,34404,34577,34782,34966,35145,35326,35509,35684,35862,36030,36195,36358,36516,36669,36819,36965,37109,37250,37404,37562,37719,37884,38058,38228,38405,38586,38758,38941,39130,39327,39515,39718,39930,40131,40345,40551,40741,40946,41163,41394,41631,41880,42132,42397,42641,42914,43195,43477,43772,44058,44328,44619,44892,44892,45157,45415,45684,45960,46242,46515,46803,46803,47087,47355,47645,47948,48255,48574,48905,49224,49539,49859,50157,50467,50784,51107,51437,51772,52094,52388,52672,52949,53218,53479,53738,53989,54241,54488,54723,54966,55195,55416,55623,55821,56025,56237,56442,56653,56859,57046,57229,57428,57638,57839,58023,58200,58374,58546,58728,58903,59071,59235,59396,59555,59712,59866,60021,60181,60337,60491,60640,60800,60952,61101,61251,61398,61539,61677,61814,61947,62086,62229,62377,62531,62691,62853,63017,63188,63344,63490,63631,63766,63900,64039,64168,64298,64431,64573,64726,64875,65030,65180,65337,65491,65491,65491,65491,65491,65491,66489,66489,66816,66956,67099,67249,67404,67557,67557,67851,68007,68161,68318,68468,68468,68468,68922,68922,69198,69198,69198,69198,69727,69727,69997,69997,70255,70255,70380,70380,70380,70915,70915,70915,71330,71479,71479,71479,71479,71479,72220,72220,72220,72220,72821,72821,72821,73246,73246,73246,73702,73702,73702,74141,74141,74141,74141,74141,74983,74983,75351,75351,75351,75351,75351,76297,76495,76495,76697,76697,77100,77484,77484,77484,77484,77484,77484,78572,78766,78766,78766,78766,78766,79790,79790,80235,80235,80235,80932,80932,80932,81644,81644,82130,82363,82605,82852,82852,82852,82852,82852,84144,84144,84691,84691,84691,84691,85779,86059,86059,86620,86620,86620,87498,87498,87498,88371,88371,88371,88371,88371,88371,90129,90129,90129,90129,90129,90129,90129,92135,92416,92686,92686,92686,92686,92686,94060,94060,94060,94060,94060,94060,94060,96067,96067,96067,96067,96067,96067,96067,96067,98122,98122,98122,98122,99701,99701,99701,99701,99701,99701,99701,102024,102024,102024,102024,102024,102024,102024,104348,104348,104348,104348,104348,104348,104348,104348,104348,107335,107664,107664,107664,107664,107664,107664,107664,109881,110188,110188,110188,110188,110188,110188,110188,112290,112290,112290,112290,113422,113422,113422,113422,113422,113422,113422,113422,113422,113422,113422,116258,116258,116258,116258,117350,117350,117544,117722,117884,118041,118041,118041,118041,118041,118041,118041,118041,118041,118041,118041,118041,118919,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,121127,121200,121267,121267,121384,121437,121484,121530,121530,121623,121623,121661,121741,121741,121741,121741,121741,121741,121945,121945,121945,121945,122063,122063,122063,122063,122234,122234,122469,122628,122628,123025,123025,123577,123577,123577,123577,123577,123577,123577,127012,127012,127012,127012,127012,127012,127012,127012,133262,134155,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,160305,160942,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161570,161570,161570,161570,161570,161570,161945,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162755,162755,162755,162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+,Equatorial Guinea,1.6508,10.2679,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,4,6,6,6,6,9,9,9,12,12,12,12,12,12,15,15,16,16,16,16,16,18,18,18,18,21,21,41,51,51,79,79,79,79,83,84,84,214,258,258,258,315,315,315,315,315,315,315,315,439,439,439,439,439,439,439,522,583,594,594,594,719,825,890,903,960,960,960,1043,1043,1043,1043,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1664,1664,1664,1664,1664,1664,1664,1664,1664,2001,2001,2001,2001,2001,2001,2001,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4892,4892,4926,4926,4926,4926,4926,4928,4928,4941,4941,4941,4941,4965,4965,4965,4972,4972,4972,4985,4985,4990,4990,4996,4996,4996,5000,5000,5000,5002,5002,5002,5002,5002,5018,5018,5018,5018,5028,5028,5028,5030,5030,5045,5045,5045,5045,5045,5052,5052,5062,5063,5063,5063,5066,5066,5068,5068,5068,5070,5070,5070,5074,5074,5074,5074,5079,5079,5079,5083,5083,5083,5083,5088,5088,5089,5089,5089,5092,5092,5092,5092,5092,5102,5102,5104,5104,5104,5104,5104,5121,5121,5121,5121,5130,5130,5137,5137,5137,5146,5146,5153,5153,5153,5156,5156,5159,5159,5159,5159,5166,5166,5183,5183,5183,5185,5185,5185,5195,5195,5214,5214,5214,5214,5231,5231,5236,5236,5236,5236,5248,5248,5248,5264,5277,5277,5277,5277,5279,5279,5286,5286,5289,5289,5289,5296,5296,5316,5316,5316,5356,5356,5365,5365,5365,5365,5401,5401,5401,5454,5454,5492,5492,5516,5516,5516,5534,5534,5534,5534,5578,5578,5578,5614,5614,5658,5663,5663,5694,5694,5694,5694,5694,5747,5747,5798,5798,5798,5852,5852,5852,5957,6005,6005,6095,6095,6210,6210,6210,6329,6329,6371,6371,6371,6456,6456,6562,6562,6562,6603,6603,6666,6666,6736,6736,6780,6780,6851,6851,6851,6902,6902,6914,6914,6914,7008,7008,7008,7008,7059,7059,7059,7059,7059,7219,7219,7219,7219,7259,7259,7259,7259,7259,7259,7505,7505,7505,7559,7559,7559,7559,7559,7559,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,8436,8436,8436,8436,8476,8476,8476,8476,8476,8529,8529,8529,8572,8572,8572,8572,8626,8626,8626,8640,8640,8640,8640,8650,8650,8662,8662,8662,8680,8698,8698,8698,8708,8708,8708,8712,8712,8723,8723,8723,8734,8734,8742,8742,8759,8759,8759,8775,8775,8790,8790,8790,8790,8815,8815,8828,8828,8828,8828,8828,8828,8848,8848,8848,8863,8863,8863,8863,8880,8880,8880,8880,8880,8880,8911,8911,8928,8928,8940,8940,8951,8951,8951,8951,8951,8951,8972,8972,8972,8972,9010,9010,9049,9049,9049,9049,9096,9173,9173,9173,9173,9326,9326,9477,9477,9477,9760,9760,9760,9939,9939,9939,10284,10284,10498,10498,10498,10498,10792,11063,11063,11063,11063,11063,11544,11544,11806,11806,11806,11806,11806,11806,12214,12362,12362,12362,12362,12532,12532,12532,12657,12657,12657,12657,12786,12786,12840,12840,12840,12840,12840,13020,13020,13097,13097,13097,13166,13166,13166,13236,13236,13236,13304,13368,13368,13368,13377,13377,13407,13407,13407,13407,13459,13459,13459,13485,13485,13485,13485,13485,13519,13519,13519,13525,13538,13538,13538,13547,13547,13547,13579,13579,13579,13579,13592,13592,13599,13599,13599,13599,13599,13599,13599,13599,13612,13612,13612,13612,13612,13617,13617,13618,13618,13618,13618,13618,13618,13623,13623,13630,13630,13630,13637,13637,13710,13710,13710,13710,13710,13710,13876,13876,14401,14401,14401,14871,14871,14871,14871,15319,15319,15319,15492,15492,15558,15558,15558,15690,15690,15732,15732,15774,15774,15802,15802,15802,15802,15828,15828,15828,15845,15845,15845,15850,15850,15850,15853,15853,15859,15859,15859,15869,15869,15870,15870,15870,15870,15874,15874,15874,15877,15877,15877,15877,15884,15884,15885,15885,15885,15889,15889,15894,15894,15894,15894,15894,15895,15895,15898,15898,15898,15899,15899,15899,15899,15899,15902,15999,15999,15999,15999,15999,16000,16000,16000,16000,16000,16000,16000,16000,16000,16001,16001,16001,16001,16001,15904,15904,15906,15906,15906,15906,15906,15906,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15908,15908,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15914,15915,15915,15915,15921,15921,15923,15923,15923,15924,15924,15924,15927,15931,15933,15937,15937,15937,15945,15945,15945,15945,15951,15951,15951,15951,15955,15962,15962,15995,15995,15995,15995,16034,16034,16034,16087,16087,16087,16114,16191,16191,16191,16383,16383,16383,16467,16504,16504,16504,16584,16584,16584,16621,16621,16654,16654,16654,16654,16654,16704,16704,16708,16708,16723,16723,16723,16741,16741,16741,16741,16771,16776,16776,16785,16789,16789,16795,16892,16892,16892,16898,16898,16914,16914,16917,16917,16917,16920,16937,16938,16938,16945,16945,16945,16946,16950,16956,16956,16957,16957,16957,16957,16962,16964,16964,16965,16965,16965,16965,16970,16990,16991,16991,16991,16991,16991,16994,17006,17006,17009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Barthelemy,France,17.9,-62.8333,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,3,3,3,1,1,1,1,1,1,1,3,3,3,3,3,3,3,3,3,3,3,3,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,8,8,8,8,9,9,9,9,9,9,9,13,13,13,13,13,13,13,13,13,16,16,16,16,16,16,16,16,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,21,21,21,21,21,23,23,23,23,23,23,23,23,45,45,45,48,48,48,48,48,48,62,62,62,62,62,62,62,62,65,65,65,65,65,67,72,72,72,72,72,72,77,77,77,83,83,83,83,83,89,89,89,89,89,90,90,90,90,90,90,90,90,109,109,109,109,109,109,127,127,127,127,127,127,127,127,127,127,127,127,152,152,152,152,152,152,152,164,164,164,164,164,164,164,172,172,172,172,172,182,182,182,182,182,182,182,189,189,189,189,189,190,190,190,190,191,191,191,191,191,191,191,224,224,224,224,224,224,224,281,281,281,281,376,376,376,376,376,376,376,376,379,379,379,379,379,379,379,379,379,425,425,425,425,425,475,475,475,475,475,475,475,475,475,533,533,533,533,612,612,612,612,612,612,612,671,671,671,671,671,671,671,671,725,725,725,725,725,725,725,776,776,776,776,776,776,776,857,857,857,857,857,857,910,910,910,910,910,910,910,928,928,928,928,928,928,928,928,954,954,954,954,954,954,954,976,976,976,976,976,976,976,988,988,988,988,988,988,994,994,994,994,994,994,994,994,1010,1010,1010,1010,1010,1010,1010,1016,1016,1016,1016,1016,1016,1016,1023,1023,1023,1023,1023,1023,1023,1029,1029,1029,1029,1029,1029,1029,1032,1032,1032,1032,1032,1032,1032,1040,1040,1040,1040,1040,1040,1040,1043,1043,1043,1043,1043,1043,1043,1046,1046,1046,1046,1046,1046,1046,1052,1052,1052,1052,1052,1052,1057,1057,1057,1057,1057,1057,1057,1065,1065,1065,1065,1065,1065,1065,1221,1335,1335,1335,1335,1335,1335,1389,1399,1399,1453,1453,1453,1453,1453,1479,1479,1532,1532,1532,1532,1553,1553,1553,1553,1553,1553,1553,1592,1592,1592,1592,1592,1592,1592,1592,1592,1593,1593,1607,1607,1607,1607,1607,1607,1613,1613,1613,1613,1613,1613,1624,1624,1624,1624,1624,1624,1624,1624,1624,1634,1634,1634,1634,1634,1634,1634,1649,1649,1649,1649,1649,1649,1649,1658,1658,1658,1658,1658,1658,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1660,1660,1660,1660,1660,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1666,1666,1666,1666,1666,1666,1666,1666,1672,1672,1672,1672,1672,1672,1674,1674,1674,1674,1674,1674,1674,1683,1683,1683,1683,1683,1683,1683,1683,1692,1692,1692,1692,1692,1692,1725,1726,1726,1895,1895,1895,1895,1895,1955,1955,2363,2363,2363,2363,2363,2390,2390,2927,2927,2927,2927,2952,2952,2952,3282,3282,3282,3282,3282,3282,3282,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3687,3687,3687,3687,3687,3687,3687,3735,3735,3735,3735,3735,3735,3735,3758,3758,3758,3758,3758,3758,3758,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3805,3805,3805,3805,3805,3805,3805,3883,3883,3883,4150,4150,4150,4150,4150,4150,4150,4313,4313,4313,4313,4313,4313,4313,4432,4432,4432,4432,4432,4432,4432,4432,4432,4432,4432,4443,4443,4443,4544,4544,4544,4544,4544,4544,4544,4575,4575,4575,4575,4575,4575,4575,4611,4611,4611,4611,4611,4611,4611,4611,4611,4611,4611,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4646,4646,4646,4646,4646,4646,4646,4671,4671,4671,4671,4671,4671,4671,4697,4697,4697,4697,4697,4697,4697,4740,4740,4740,4740,4740,4740,4740,4845,4845,4845,4845,4845,4845,4845,4954,4954,4954,4954,4954,4954,4954,5055,5055,5055,5055,5055,5055,5055,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5177,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5348,5348,5348,5348,5348,5348,5348,5348,5348 +Saint Pierre and Miquelon,France,46.8852,-56.3159,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,9,9,9,10,10,11,11,11,11,11,11,11,11,11,11,11,12,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,14,14,14,14,14,14,14,14,14,14,14,14,14,15,15,15,15,15,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,23,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,33,33,33,33,34,34,34,44,50,54,59,61,61,61,67,70,84,85,86,86,86,88,91,91,91,94,94,94,95,96,96,96,96,96,96,96,96,96,96,98,98,98,98,98,98,100,100,100,100,100,100,113,113,113,113,113,113,268,316,354,385,415,415,494,524,553,598,630,652,681,696,774,774,813,839,856,875,891,934,946,953,964,976,976,985,997,1002,1009,1020,1030,1033,1033,1040,1042,1047,1047,1047,1058,1063,1063,1063,1070,1070,1070,1070,1070,1087,1087,1087,1102,1102,1102,1125,1125,1220,1256,1316,1316,1316,1316,1554,1554,1693,1693,1693,1693,1693,1781,1781,1930,1930,1930,1930,1930,1930,1957,1957,2236,2236,2236,2236,2236,2236,2236,2418,2509,2509,2509,2509,2537,2537,2537,2537,2537,2537,2537,2537,2537,2641,2641,2641,2641,2641,2641,2641,2701,2701,2701,2701,2701,2701,2727,2727,2727,2727,2727,2739,2739,2739,2739,2739,2739,2739,2739,2739,2739,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2762,2765,2765,2765,2765,2765,2765,2765,2765,2765,2767,2767,2767,2767,2767,2767,2767,2767,2767,2767,2767,2767,2779,2779,2779,2779,2779,2779,2779,2779,2779,2857,2857,2857,2857,2857,2970,2970,2970,2970,2970,2970,2970,2970,2970,3026,3026,3026,3026,3026,3026,3083,3083,3083,3083,3083,3083,3083,3112,3112,3112,3112,3112,3112,3112,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3166,3166,3166,3166,3166,3166,3166,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3233,3233,3233,3233,3233,3233,3233,3248,3248,3248,3248,3248,3248,3250,3250,3282,3282,3282,3282,3282,3282,3282 +St Martin,France,18.0708,-63.0501,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,3,4,4,4,8,5,8,8,11,11,12,12,12,18,18,21,22,22,24,29,31,31,31,32,32,33,33,33,35,35,35,35,37,37,37,37,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,44,44,44,44,44,44,44,44,44,44,44,44,44,46,46,46,46,46,46,46,46,49,49,49,49,53,53,53,53,53,53,53,53,53,53,53,78,78,84,84,92,92,109,109,109,121,121,121,121,176,176,176,176,198,198,198,213,213,213,213,213,239,239,239,239,239,239,239,256,256,256,256,256,330,330,330,330,330,330,330,330,367,367,367,383,383,383,383,383,383,412,412,412,412,412,412,412,412,466,466,466,466,466,501,531,531,531,531,531,531,538,538,538,542,542,542,566,566,591,591,591,591,591,604,604,604,604,604,604,604,604,655,655,655,655,655,655,690,690,690,690,690,690,690,690,690,690,690,690,744,744,744,744,744,744,744,838,838,838,838,838,838,838,899,899,899,899,899,948,948,948,948,948,948,948,986,986,986,986,986,995,995,995,995,1002,1002,1002,1002,1002,1002,1002,1046,1046,1046,1046,1046,1046,1046,1117,1117,1117,1117,1191,1191,1191,1191,1191,1191,1191,1191,1289,1289,1289,1289,1289,1289,1289,1289,1289,1377,1377,1377,1377,1377,1456,1456,1456,1456,1456,1456,1456,1456,1456,1519,1519,1519,1519,1554,1554,1554,1554,1554,1554,1554,1581,1581,1581,1581,1581,1581,1581,1581,1612,1612,1612,1612,1612,1612,1612,1633,1633,1633,1633,1633,1633,1633,1657,1657,1657,1657,1657,1657,1687,1687,1687,1687,1687,1687,1687,1703,1703,1703,1703,1703,1703,1703,1703,1710,1710,1710,1710,1710,1710,1710,1728,1728,1728,1728,1728,1728,1728,1749,1749,1749,1749,1749,1749,1777,1777,1777,1777,1777,1777,1777,1777,1839,1839,1839,1839,1839,1839,1839,1895,1895,1895,1895,1895,1895,1895,2009,2009,2009,2009,2009,2009,2009,2113,2113,2113,2113,2113,2113,2113,2228,2228,2228,2228,2228,2228,2228,2314,2314,2314,2314,2314,2314,2314,2367,2367,2367,2367,2367,2367,2367,2420,2420,2420,2420,2420,2420,2420,2472,2472,2472,2472,2472,2472,2523,2523,2523,2523,2523,2523,2523,2579,2579,2579,2579,2579,2579,2579,2641,2641,2641,2707,2707,2707,2707,2755,2755,2755,2872,2872,2872,2872,2872,2943,2943,3092,3092,3092,3092,3147,3147,3147,3147,3147,3147,3147,3356,3356,3356,3356,3356,3356,3356,3356,3356,3363,3363,3544,3544,3544,3544,3544,3544,3659,3659,3659,3659,3659,3659,3740,3740,3740,3740,3740,3740,3740,3740,3740,3795,3795,3795,3795,3795,3795,3819,3819,3819,3819,3819,3819,3819,3819,3878,3878,3878,3878,3878,3878,3888,3888,3888,3888,3888,3888,3888,3920,3920,3920,3920,3920,3920,3920,3920,3920,3941,3941,3941,3941,3941,3975,3975,3975,3975,3975,3975,3993,3993,3993,3993,3993,3993,3993,4013,4013,4013,4013,4013,4013,4013,4013,4031,4031,4031,4031,4031,4031,4040,4040,4040,4040,4040,4040,4040,4059,4059,4059,4059,4059,4059,4059,4059,4075,4075,4075,4075,4075,4075,4118,4118,4118,4250,4250,4250,4250,4250,4250,4250,5148,5148,5148,5148,5148,5351,5351,7713,7713,7713,7713,7713,7713,7713,9143,9143,9143,9143,9143,9143,9143,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9774,9774,9774,9774,9774,9774,9774,9827,9827,9827,9827,9827,9827,9827,9877,9877,9877,9877,9877,9877,9877,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9939,9939,9939,9939,9939,9939,9939,9988,9988,9988,10107,10107,10107,10107,10107,10107,10107,10176,10176,10176,10176,10176,10176,10176,10279,10279,10279,10279,10279,10279,10279,10279,10279,10279,10279,10316,10316,10316,10462,10462,10462,10462,10462,10462,10462,10537,10537,10537,10537,10537,10537,10537,10602,10602,10602,10602,10602,10602,10602,10602,10602,10602,10602,10668,10668,10668,10668,10668,10668,10668,10668,10668,10688,10688,10688,10688,10688,10688,10726,10726,10726,10726,10726,10726,10726,10800,10800,10800,10800,10800,10800,10800,10875,10875,10875,10875,10875,10875,10875,10952,10952,10952,10952,10952,10952,10952,11061,11061,11061,11061,11061,11061,11061,11224,11224,11224,11224,11224,11224,11224,11410,11410,11410,11410,11410,11410,11410,11535,11535,11535,11535,11535,11535,11535,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11774,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12058,12058,12058,12058,12058,12058,12058,12058,12058 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+"Bonaire, Sint Eustatius and Saba",Netherlands,12.1784,-68.2385,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,9,9,10,10,10,10,10,10,10,11,11,11,11,11,11,11,11,11,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,14,15,15,15,16,16,18,18,18,18,18,21,21,25,25,25,25,25,25,28,32,36,36,36,36,54,69,69,85,85,85,88,106,121,121,121,124,124,124,141,141,141,148,148,148,148,148,150,150,150,150,150,150,150,150,150,150,150,150,150,150,150,153,153,153,153,153,153,153,153,154,154,154,154,154,154,155,155,155,155,155,157,157,157,158,158,158,161,161,161,161,161,161,162,162,162,162,164,164,164,164,164,169,172,172,172,175,175,175,177,177,177,177,179,179,179,179,182,182,182,182,182,182,182,186,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,1556,1558,1559,1559,1560,1560,1567,1573,1577,1580,1581,1582,1583,1583,1590,1591,1594,1597,1599,1604,1605,1606,1607,1608,1609,1609,1610,1610,1610,1612,1612,1612,1613,1614,1615,1615,1615,1615,1616,1616,1616,1616,1617,1618,1619,1619,1619,1623,1627,1629,1629,1630,1632,1633,1634,1634,1635,1636,1639,1640,1640,1646,1649,1650,1651,1651,1651,1652,1652,1652,1654,1656,1658,1659,1660,1661,1661,1661,1664,1668,1672,1672,1683,1683,1690,1691,1692,1693,1693,1697,1703,1705,1707,1707,1710,1710,1710,1710,1713,1715,1720,1724,1725,1729,1737,1738,1741,1741,1754,1756,1756,1759,1765,1767,1768,1774,1776,1779,1780,1783,1785,1786,1787,1791,1791,1793,1800,1808,1819,1837,1850,1863,1885,1895,1908,1928,1932,1932,1945,1949,1956,1962,1969,1972,1974,1980,1988,1998,2003,2010,2019,2045,2068,2083,2096,2116,2126,2141,2157,2168,2184,2204,2217,2217,2235,2257,2274,2290,2306,2312,2325,2335,2341,2353,2365,2373,2379,2383,2388,2390,2402,2407,2411,2417,2432,2435,2444,2455,2455,2468,2485,2494,2501,2511,2522,2546,2584,2597,2616,2628,2633,2633,2643,2660,2679,2698,2714,2714,2763,2802,2825,2858,2869,2889,2905,2938,2970,2997,3026,3026,3040,3057,3073,3073,3109,3119,3129,3138,3138,3156,3162,3175,3179,3193,3204,3213,3218,3236,3245,3254,3272,3277,3288,3304,3336,3368,3406,3429,3488,3531,3664,3918,4081,4296,4395,4395,4651,4755,4908,5064,5325,5438,5561,5649,5716,5824,5946,6180,6280,6419,6507,6570,6685,6829,6876,6922,6957,7001,7077,7103,7123,7155,7184,7209,7237,7271,7314,7347,7367,7393,7406,7424,7444,7455,7472,7489,7508,7514,7528,7542,7552,7566,7572,7572,7572,7582,7593,7599,7610,7616,7616,7616,7622,7633,7633,7633,7633,7633,7633,7653,7739,7739,7739,7739,7739,7739,8039,8039,8039,8039,8039,8136,8150,8189,8475,8515,8540,8574,8574,8574,8851,8860,8883,8883,8992,8992,8992,9000,9341,9346,9349,9349,9349,9349,9384,9561,9591,9591,9592,9592,9592,9711,9713,9745,9745,9745,9745,9745,9745,9801,9834,9834,9834,9834,9834,9902,9902,9943,9943,9943,9943,9943,9986,9986,10018,10018,10018,10018,10018,10044,10044,10076,10076,10076,10076,10076,10091,10091,10123,10123,10123,10123,10123,10170,10170,10194,10194,10194,10194,10194,10219,10219,10249,10249,10249,10249,10249,10249,10288,10320,10320,10320,10320,10320,10320,10373,10405,10405,10405,10405,10405,10405,10478,10478,10515,10523,10523,10523,10523,10523,10555,10567,10567,10567,10567,10567,10567,10738,10738,10738,10738,10738,10738,10738,10834,10834,10834,10834,10834,10834,10834,10897,10897,10897,10897,10897,10897,10897,10999,10999,10999,10999,10999,10999,10999,11091,11091,11091,11091,11091,11091,11091,11173,11173,11173,11173,11173,11173,11173,11230,11230,11230,11230,11230,11230,11230,11279,11279,11279,11279,11279,11279,11279,11282,11306,11306,11306,11306,11306,11306,11323,11323,11323,11323,11323,11323,11323,11345,11345,11345,11345,11345,11345,11345,11366,11366,11366,11366,11366,11366,11366,11395,11395,11395,11395,11395,11395,11395,11427,11427,11427,11427,11427,11427,11427,11450,11450,11450,11450,11450,11450,11450,11467,11467,11467,11467,11467,11467,11467,11467,11490,11490,11490,11490,11490,11490,11516,11516,11516,11516,11516,11516,11516,11544,11544,11544,11544,11544,11544,11544,11555,11555,11555,11555,11555,11555,11555,11596 +Curacao,Netherlands,12.1696,-68.99,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,3,3,3,3,3,4,6,6,6,8,8,8,11,11,11,11,11,11,11,13,13,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,17,17,18,18,18,18,18,19,19,19,20,21,21,21,21,21,21,21,22,22,22,22,22,22,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,25,25,25,25,25,25,26,26,28,28,28,28,28,28,28,29,29,29,29,29,29,29,29,29,29,29,29,29,31,31,31,31,32,32,32,32,32,33,34,36,36,36,36,37,39,39,47,49,53,55,62,62,67,68,71,75,78,78,88,92,102,107,116,131,135,145,157,161,169,192,210,228,247,268,282,291,301,315,329,337,360,364,370,392,399,411,429,452,462,476,505,532,549,571,583,585,619,645,673,698,715,744,751,759,785,804,818,837,858,873,884,907,944,958,970,987,995,1000,1021,1030,1053,1077,1097,1102,1131,1182,1215,1261,1307,1340,1374,1415,1482,1561,1620,1682,1749,1773,1827,1929,2046,2157,2258,2364,2379,2503,2658,2740,2890,3011,3136,3174,3246,3325,3404,3501,3576,3624,3661,3699,3767,3823,3881,3920,3947,3974,4006,4051,4099,4138,4140,4144,4151,4179,4230,4260,4289,4294,4317,4323,4342,4378,4405,4422,4445,4458,4464,4469,4488,4498,4505,4514,4514,4523,4527,4535,4537,4543,4543,4548,4548,4558,4567,4574,4579,4582,4585,4585,4591,4595,4597,4600,4605,4613,4613,4620,4628,4633,4643,4643,4650,4652,4655,4658,4666,4675,4681,4681,4694,4696,4705,4708,4717,4727,4730,4731,4736,4740,4751,4769,4790,4807,4813,4830,4862,4915,4960,5051,5110,5138,5238,5380,5520,5676,5839,5997,6041,6174,6424,6648,7057,7335,7558,7740,7898,8404,8834,9171,9635,9890,10066,10185,10185,10632,10909,11180,11355,11385,11430,11581,11674,11769,11837,11882,11903,11903,11983,12022,12058,12087,12119,12129,12146,12146,12181,12195,12207,12210,12213,12217,12218,12222,12228,12234,12235,12236,12236,12236,12244,12246,12249,12254,12256,12257,12262,12266,12268,12271,12271,12271,12271,12271,12271,12271,12271,12272,12272,12273,12273,12276,12277,12278,12279,12280,12281,12287,12291,12293,12293,12295,12296,12296,12304,12308,12314,12317,12318,12319,12321,12322,12327,12327,12330,12330,12332,12339,12342,12343,12345,12349,12349,12349,12350,12354,12364,12371,12380,12389,12395,12418,12453,12537,12605,12699,12775,12804,12883,12962,13038,13135,13217,13252,13300,13378,13447,13493,13567,13625,13669,13692,13757,13835,13907,13988,14055,14122,14137,14210,14333,14396,14446,14530,14570,14602,14686,14751,14802,14889,14889,14937,14974,15045,15086,15134,15170,15216,15248,15263,15299,15338,15379,15413,15452,15470,15483,15506,15550,15596,15642,15696,15713,15741,15814,15867,15925,15975,16031,16056,16086,16150,16216,16254,16303,16339,16373,16383,16428,16465,16500,16556,16592,16609,16618,16650,16684,16704,16742,16777,16787,16804,16837,16866,16885,16899,16921,16934,16936,16955,16972,16984,16998,17002,17011,17012,17027,17047,17053,17062,17072,17084,17091,17100,17111,17123,17134,17146,17156,17162,17162,17176,17187,17197,17216,17225,17234,17248,17259,17270,17282,17303,17321,17335,17348,17362,17374,17384,17390,17397,17401,17401,17426,17440,17455,17470,17485,17487,17502,17517,17540,17560,17572,17589,17598,17618,17657,17693,17720,17747,17770,17807,17901,18082,18299,18622,18884,19049,19247,19645,20199,20710,21325,22141,22551,22962,23692,24748,25988,26952,27915,28663,29069,29758,30864,30864,32892,32892,32892,33942,34368,34368,35307,35617,35878,36013,36092,36323,36594,36722,36875,36967,37085,37128,37281,37426,37526,37638,37747,37809,37854,37966,38073,38172,38267,38336,38380,38394,38465,38530,38608,38657,38695,38717,38737,38778,38828,38867,38896,38915,38933,38944,38960,39016,39082,39133,39133,39133,39133,39185,39185,39185,39459,39459,39459,39459,39459,39560,39560,39853,39853,39853,39853,39853,39853,39853,40217,40217,40217,40217,40217,40346,40346,40671,40671,40671,40671,40671,40802,40802,41153,41153,41153,41153,41153,41306,41306,41306,41652,41652,41652,41652,41729,41729,41729,41966,41966,41966,41966,42035,42035,42241,42241,42241,42241,42241,42330,42330,42330,42567,42567,42567,42567,42674,42674,43017,43017,43017,43017,43017,43149,43149,43522,43522,43522,43522,43522,43622,43622,43864,43864,43864,43864,43864,43953,43953,43953,44127,44127,44127,44127,44127,44127,44127,44127,44127,44127,44127,44314,44314,44314,44314,44314,44314,44314,44440,44440,44440,44440,44440,44440,44440,44545,44545,44545,44545,44545,44545,44545,44662,44662,44662,44662,44662,44662,44782,44782,44782,44782,44782,44782,44932,44932,44932,44932,44932,44932,44932,45063,45063,45063,45063,45063,45063,45063,45063,45127,45127,45127,45127,45127,45127,45127,45127,45209,45209,45209,45209,45209,45209,45209,45243,45243,45243,45243,45243,45243,45243,45277,45277,45277,45277,45277,45277,45277,45302,45302,45302,45302,45302,45302,45302,45318,45318,45318,45318,45318,45318,45318,45345,45345,45345,45345,45345,45345,45345,45357,45357,45357,45357,45357,45357,45357,45368,45368,45368,45368,45368,45368,45368,45390,45390,45390,45390,45390,45390,45390,45406,45406,45406,4540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+Sint 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+,Saint Kitts and Nevis,17.357822,-62.782998,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,7,8,8,9,9,9,10,10,11,11,11,12,12,12,12,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,16,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,20,20,22,22,22,22,22,22,22,22,22,22,22,25,25,25,25,25,26,27,27,27,28,28,28,28,30,30,30,30,30,30,30,30,30,32,32,32,32,32,32,33,33,33,33,33,33,34,34,34,34,34,34,34,34,34,34,35,35,35,35,35,35,35,35,37,37,37,37,37,37,38,39,39,39,40,40,40,40,40,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,43,43,43,43,43,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,46,46,46,50,60,60,60,64,68,68,68,68,73,73,75,78,83,83,83,83,83,83,83,155,155,155,209,244,279,304,330,341,350,377,396,425,425,428,429,439,443,446,457,476,490,492,492,515,517,519,520,525,530,538,540,544,544,548,550,550,554,557,557,560,563,564,565,573,578,582,582,589,593,594,594,600,600,600,603,611,614,620,620,630,630,636,642,655,655,681,708,742,773,792,823,823,883,929,955,995,1024,1053,1053,1091,1121,1148,1148,1148,1148,1230,1279,1310,1352,1352,1439,1464,1476,1510,1556,1589,1589,1632,1632,1680,1680,1718,1762,1762,1800,1835,1872,1891,1891,1918,1965,1994,1994,2037,2073,2246,2294,2320,2361,2361,2412,2435,2466,2511,2525,2546,2550,2556,2574,2589,2591,2619,2623,2625,2637,2637,2657,2664,2668,2669,2669,2675,2686,2696,2701,2708,2708,2717,2717,2717,2730,2735,2736,2745,2749,2749,2753,2756,2764,2764,2764,2766,2767,2774,2774,2774,2777,2779,2782,2782,2786,2786,2787,2789,2789,2790,2790,2791,2791,2792,2795,2796,2796,2796,2796,2797,2798,2801,2801,2801,2808,2809,2815,2815,2822,2836,2843,2848,2877,2918,2918,2999,3043,3193,3252,3333,3489,3666,3904,4056,4145,4216,4339,4484,4645,4645,4882,4933,4968,5026,5065,5141,5190,5230,5254,5254,5254,5331,5368,5393,5419,5422,5422,5446,5453,5467,5469,5475,5475,5484,5488,5492,5495,5497,5498,5499,5505,5508,5511,5511,5518,5523,5523,5523,5523,5524,5525,5526,5530,5530,5530,5530,5530,5531,5533,5536,5536,5536,5537,5537,5538,5538,5540,5540,5541,5541,5541,5544,5544,5544,5548,5548,5548,5548,5548,5548,5548,5548,5549,5549,5549,5549,5549,5549,5549,5549,5550,5551,5551,5552,5553,5553,5554,5554,5554,5555,5555,5557,5559,5559,5561,5561,5561,5561,5561,5561,5562,5562,5562,5562,5562,5562,5566,5566,5566,5570,5570,5583,5587,5587,5591,5595,5596,5600,5602,5605,5605,5610,5622,5626,5643,5654,5669,5669,5671,5688,5697,5701,5707,5707,5719,5719,5729,5746,5757,5782,5798,5805,5809,5811,5821,5824,5824,5824,5851,5852,5873,5873,5890,5899,5899,5910,5913,5913,5924,5941,5941,5941,5941,5965,5992,6022,6065,6102,6157,6157,6157,6193,6228,6254,6266,6293,6293,6308,6332,6332,6355,6367,6367,6377,6383,6399,6399,6413,6422,6422,6422,6430,6435,6442,6453,6453,6453,6462,6462,6464,6467,6470,6470,6477,6477,6477,6477,6485,6485,6485,6485,6492,6492,6493,6493,6493,6495,6495,6495,6495,6499,6501,6507,6508,6509,6509,6509,6511,6512,6515,6517,6517,6517,6517,6524,6524,6524,6524,6524,6524,6532,6532,6536,6541,6541,6541,6541,6541,6541,6543,6543,6543,6543,6543,6543,6543,6543,6544,6544,6544,6544,6544,6545,6545,6545,6545,6545,6545,6545,6546,6546,6546,6547,6547,6547,6547,6547,6547,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6549,6549,6549,6549,6549,6549,6549,6551,6552,6552,6552,6552,6552,6552,6552,6552,6552,6552,6552,6552,6554,6556,6556,6556,6556,6556,6556,6556,6556,6556,6556,6556,6556,6559,6559 +,Saint Lucia,13.9094,-60.9789,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,2,3,3,3,3,3,3,9,9,13,13,13,13,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,17,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,22,22,22,22,22,22,22,22,22,22,22,22,22,23,23,23,23,23,23,23,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,28,28,29,29,29,29,31,31,32,33,33,36,36,38,42,48,52,54,63,65,67,76,78,78,84,84,97,105,106,110,123,131,141,148,148,148,156,160,162,171,178,183,203,203,204,220,223,226,235,238,246,252,257,259,259,261,262,262,265,265,270,270,270,270,274,274,275,278,278,278,279,280,282,287,287,303,305,305,305,305,305,331,331,340,353,353,353,353,360,380,382,383,395,438,438,462,490,502,543,576,611,611,621,656,713,718,755,770,810,886,921,969,1029,1195,1195,1195,1411,1470,1479,1556,1556,1813,1813,2027,2027,2027,2415,2487,2487,2519,2519,2549,2576,2620,2620,2860,3078,3135,3142,3149,3149,3356,3356,3390,3390,3779,3803,3814,3814,3843,3866,3871,3902,3941,3966,3989,3989,4031,4053,4069,4083,4097,4113,4113,4121,4132,4149,4161,4172,4191,4191,4191,4202,4228,4238,4245,4265,4273,4273,4273,4297,4304,4312,4329,4347,4348,4355,4355,4355,4355,4398,4401,4401,4419,4419,4444,4455,4455,4463,4486,4502,4508,4508,4534,4552,4560,4560,4560,4573,4585,4607,4607,4654,4654,4690,4700,4725,4725,4788,4818,4818,4818,4871,4906,4923,4935,4935,4945,4945,4968,4980,5002,5035,5035,5053,5067,5072,5072,5102,5108,5108,5133,5138,5148,5156,5160,5168,5179,5179,5180,5186,5188,5188,5206,5211,5216,5218,5227,5238,5238,5262,5269,5278,5284,5292,5296,5302,5302,5302,5326,5326,5352,5363,5374,5380,5399,5399,5416,5430,5439,5455,5462,5470,5480,5481,5484,5496,5496,5516,5516,5520,5529,5529,5537,5567,5581,5610,5610,5632,5652,5671,5688,5713,5779,5837,5913,5949,5982,6112,6194,6287,6366,6475,6475,6578,6857,6955,6955,7111,7232,7232,7536,7713,7713,8050,8111,8155,8219,8322,8542,8887,9025,9149,9191,9258,9327,9403,9403,9527,9823,9823,9971,10082,10217,10344,10399,10520,10605,10624,10727,10852,10961,11053,11144,11231,11320,11459,11459,11573,11636,11693,11693,11709,11727,11833,11942,11970,11970,12017,12054,12095,12129,12129,12206,12228,12234,12280,12313,12331,12385,12411,12426,12433,12465,12486,12517,12536,12559,12559,12573,12586,12610,12645,12673,12688,12688,12748,12748,12757,12785,12808,12827,12835,12837,12844,12851,12872,12894,12894,12904,12909,12909,12927,12927,12954,12954,12977,12989,13000,13017,13017,13027,13027,13034,13048,13052,13067,13067,13086,13086,13086,13098,13105,13115,13127,13136,13136,13149,13166,13177,13209,13225,13248,13275,13302,13319,13357,13410,13473,13570,13640,13732,13816,13881,13974,14232,14414,14654,14874,15101,15372,15937,16505,16969,16969,17250,17531,17666,17871,18322,18746,19468,19680,19755,19967,20192,20417,20417,20798,20909,20942,20942,21081,21399,21399,21513,21513,21535,21768,21831,21873,21932,21932,22048,22121,22177,22269,22426,22468,22468,22468,22545,22568,22594,22627,22649,22649,22667,22694,22712,22729,22733,22733,22733,22779,22795,22808,22811,22822,22833,22833,22847,22853,22856,22862,22870,22878,22878,22884,22891,22892,22905,22907,22919,22919,22929,22941,22947,22953,22953,22959,22959,22964,22965,22977,22991,22998,23010,23029,23037,23045,23045,23045,23050,23050,23094,23094,23094,23111,23161,23161,23201,23239,23239,23285,23285,23285,23361,23394,23394,23394,23459,23482,23538,23612,23635,23635,23723,23778,23798,23978,23978,24164,24164,24267,24396,24514,24655,24780,24873,24873,24957,25054,25132,25315,25315,25538,25538,25593,25593,25593,25777,25877,25999,26092,26092,26206,26234,26250,26316,26453,26453,26538,26584,26629,26688,26704,26704,26722,26722,26763,26780,26816,26816,26885,26911,26937,26970,26984,27022,27022,27049,27094,27094,27094,27133,27133,27204,27252,27252,27252,27337,27337,27408,27408,27464,27464,27464,27464,27533,27533,27559,27654,27654,27654,27755,27755,27755,27843,27843,27966,27966,27966,27966,27966,28062,28161,28161,28161,28161,28233,28233,28233,28341,28341,28341,28341,28341,28379,28461,28542,28542,28542,28621,28621,28621,28621,28689,28689,28689,28689,28775,28775,28775,28832,28894,28894,28894,28894,28894,28894,28894,28894,28894,28894,28894,28959,28959,28959,28959,28959,28959,28959,28959,28959,28959,28959,29408,29408,29408,29408,29408,29408,29408,29408,29408,29517,29517,29517,29517,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29636,29636,29639,29639,29639,29639,29639,29654,29654,29654,29654,29654,29654,29654,29654,29654,29654,29676,29676,29676,29676,29676,29676,29692,29692,29692,29692,29692,29692,29692,29692,29692,29692,29692,29692,29711,29711,29711,29711,29711,29711,29711,29723,29723 +,Saint Vincent and the Grenadines,12.9843,-61.2872,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,3,7,7,7,8,8,12,12,12,12,12,12,12,12,12,12,12,12,12,13,13,14,14,14,15,15,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,18,18,18,18,18,18,18,18,25,26,26,26,26,26,26,26,26,26,27,27,27,27,27,27,27,27,27,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,35,35,35,35,35,35,38,44,50,50,52,52,52,52,52,52,52,52,52,54,54,55,55,55,56,56,56,56,57,57,57,57,57,57,57,57,58,58,58,58,58,58,58,58,58,58,60,60,60,60,60,61,61,61,61,61,61,62,62,62,62,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,65,67,67,67,68,68,68,73,73,73,73,74,74,74,74,74,75,75,75,75,76,76,76,76,76,76,77,77,78,78,78,78,83,83,84,84,84,84,84,84,84,84,85,85,85,85,85,85,87,87,87,87,87,87,90,91,94,94,98,98,98,100,100,100,100,104,104,107,108,108,108,109,109,109,113,115,121,121,122,124,124,133,149,149,149,225,249,249,284,284,340,450,450,478,494,602,602,690,690,720,738,746,746,827,827,896,896,901,901,1059,1059,1067,1170,1202,1269,1283,1283,1340,1370,1370,1418,1418,1453,1457,1462,1462,1494,1498,1503,1503,1511,1519,1519,1519,1556,1556,1628,1628,1645,1645,1645,1645,1663,1663,1663,1670,1674,1674,1680,1680,1680,1681,1681,1684,1692,1696,1696,1696,1696,1703,1715,1721,1723,1738,1739,1739,1748,1750,1754,1755,1758,1764,1765,1766,1774,1789,1790,1792,1806,1806,1812,1818,1819,1819,1819,1819,1819,1827,1827,1827,1830,1830,1839,1844,1850,1855,1864,1864,1882,1882,1882,1882,1889,1895,1912,1912,1922,1922,1926,1928,1932,1932,1937,1937,1940,1949,1954,1962,1973,1973,1978,1989,2006,2006,2014,2027,2027,2035,2044,2044,2044,2065,2068,2076,2076,2092,2092,2132,2132,2147,2156,2156,2158,2172,2178,2183,2192,2195,2196,2207,2207,2216,2216,2218,2219,2219,2225,2225,2227,2229,2229,2233,2238,2240,2240,2240,2241,2241,2242,2245,2245,2249,2258,2258,2260,2260,2263,2263,2266,2271,2271,2271,2271,2271,2280,2288,2288,2291,2291,2291,2297,2297,2298,2298,2298,2298,2299,2299,2301,2306,2307,2308,2308,2314,2314,2320,2320,2320,2320,2320,2320,2320,2321,2321,2321,2326,2331,2331,2336,2336,2348,2355,2358,2361,2371,2379,2385,2389,2391,2421,2446,2446,2487,2521,2559,2613,2613,2728,2791,2830,2848,2964,3071,3158,3247,3338,3359,3369,3423,3508,3563,3563,3676,3776,3838,3866,3965,3965,3965,4096,4096,4096,4096,4096,4096,4418,4623,4627,4637,4729,4786,4814,4814,4850,4860,4860,4905,4941,4951,4951,4995,4995,5012,5050,5073,5092,5092,5092,5123,5123,5167,5204,5257,5270,5270,5326,5326,5326,5359,5378,5391,5391,5414,5414,5446,5469,5500,5500,5500,5525,5525,5562,5579,5579,5579,5623,5623,5645,5645,5645,5692,5692,5722,5722,5723,5723,5723,5758,5758,5758,5758,5784,5810,5810,5828,5828,5828,5828,5843,5850,5850,5850,5850,5952,5991,5991,6039,6247,6247,6247,6247,6247,6562,6562,6575,6581,6581,6581,6599,6604,6604,6615,6615,6615,6615,6660,6662,9385,9447,9447,9447,9447,7903,7929,7939,7939,8035,8035,8035,8114,8134,8144,8144,8144,8144,8144,8246,8248,8248,8278,8278,8278,8278,8278,8297,8301,8303,8305,8305,8305,8309,8311,8311,8313,8316,8316,8316,8320,8321,8321,8321,8323,8323,8323,8323,8323,8326,8326,8326,8326,8326,8329,8330,8330,8330,8332,8332,8332,8333,8335,8335,8335,8335,8335,8335,8335,8338,8338,8339,8339,8339,8339,8342,8344,8344,8348,8348,8348,8348,8348,8352,8355,8378,8383,8383,8383,8394,8404,8406,8413,8419,8419,8419,8419,8425,8425,8428,8439,8439,8439,8450,8472,8479,8484,8494,8494,8494,8500,8527,8527,8570,8591,8591,8591,8591,8626,8641,8657,8670,8670,8670,8670,8670,8717,8741,8762,8762,8762,8762,8807,8807,8807,8883,8883,8883,8883,8916,8929,8936,8956,8956,8956,8956,8995,9000,9008,9026,9026,9026,9026,9038,9045,9051,9058,9058,9058,9058,9060,9075,9076,9083,9083,9083,9083,9127,9162,9183,9183,9183,9183,9183,9240,9240,9267,9282,9282,9282,9282,9321,9330,9330,9354,9354,9354,9354,9370,9370,9378,9390,9390,9390,9390,9396,9396,9396,9404,9404,9404,9404,9405,9405,9412,9412,9412,9412,9412,9414,9415,9415,9420,9420,9420,9420,9428,9428,9429,9430,9430,9430,9430,9430,9430,9430,9430,9430,9430,9446,9446,9446,9446,9446,9446,9446,9446,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9450,9450,9450,9450,9450,9452,9452,9452,9452,9452,9452,9452,9457,9457,9457,9457,9457,9457,9457,9459,9459,9459,9459,9459,9459,9459,9459,9459,9459,9459,9459,9459,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9468,9474,9474,9474,9474,9474,9474,9474,9474 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Principe,0.1864,6.6131,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,8,8,14,16,16,16,23,174,174,187,208,208,208,208,208,220,235,235,235,235,246,251,251,251,251,251,251,299,441,443,458,463,479,483,484,484,484,485,499,499,513,513,514,611,632,639,659,661,662,671,683,688,693,698,698,702,707,710,711,712,713,713,713,714,715,717,719,719,720,721,724,724,726,727,727,729,732,732,737,740,741,743,746,746,746,747,749,860,862,863,865,867,868,870,871,874,874,874,875,878,878,878,878,878,878,881,882,883,885,885,885,885,885,885,888,891,892,892,892,892,892,894,895,895,896,896,896,896,897,897,898,898,898,898,898,901,906,906,906,906,907,907,907,908,908,908,908,908,908,910,911,911,911,911,911,911,911,911,913,913,913,914,914,921,922,922,929,929,929,929,929,932,932,933,933,933,935,935,938,940,940,941,941,943,944,945,945,949,949,954,958,958,960,962,962,962,962,962,963,963,964,965,965,967,967,974,974,979,979,981,981,982,985,985,989,989,991,996,997,997,999,999,999,1002,1005,1005,1009,1009,1009,1009,1010,1010,1010,1011,1011,1012,1012,1012,1012,1012,1012,1014,1014,1014,1014,1014,1014,1014,1022,1024,1024,1024,1024,1025,1035,1054,1066,1066,1066,1090,1105,1119,1125,1130,1142,1142,1151,1170,1171,1182,1188,1188,1189,1210,1221,1232,1245,1256,1257,1259,1283,1287,1298,1346,1351,1351,1355,1385,1430,1431,1478,1482,1482,1482,1520,1535,1548,1578,1578,1610,1628,1655,1672,1719,1745,1786,1786,1828,1840,1881,1898,1923,1944,1950,1961,1977,2010,2035,2057,2078,2078,2084,2085,2107,2114,2123,2142,2145,2157,2159,2174,2177,2196,2210,2212,2215,2221,2223,2232,2236,2240,2240,2244,2248,2255,2255,2261,2263,2266,2267,2268,2269,2271,2272,2275,2275,2275,2283,2288,2292,2292,2297,2298,2299,2299,2301,2301,2302,2302,2310,2310,2311,2314,2317,2317,2318,2318,2318,2320,2320,2320,2324,2327,2327,2330,2332,2333,2334,2335,2338,2338,2338,2338,2338,2338,2344,2345,2345,2345,2345,2347,2349,2353,2353,2353,2353,2353,2354,2355,2356,2357,2358,2358,2358,2358,2358,2360,2362,2362,2362,2363,2363,2364,2365,2365,2365,2365,2366,2366,2369,2369,2376,2376,2377,2383,2386,2386,2387,2392,2392,2392,2392,2395,2400,2406,2410,2410,2410,2410,2417,2417,2420,2424,2424,2424,2424,2432,2432,2446,2454,2454,2454,2457,2463,2465,2468,2470,2470,2475,2476,2478,2480,2482,2488,2488,2489,2492,2496,2502,2517,2524,2524,2524,2546,2555,2570,2579,2590,2590,2593,2608,2627,2634,2657,2683,2683,2692,2697,2709,2738,2787,2814,2816,2825,2877,2893,2984,3025,3040,3043,3097,3115,3192,3217,3295,3338,3344,3349,3408,3453,3459,3504,3531,3535,3536,3564,3584,3600,3613,3626,3628,3629,3639,3649,3659,3670,3675,3677,3677,3685,3687,3689,3691,3697,3697,3697,3705,3705,3705,3710,3712,3714,3714,3715,3715,3718,3720,3721,3729,3729,3730,3730,3730,3730,3730,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3732,3732,3732,3733,3733,3733,3733,3733,3733,3733,3733,3733,3733,3733,3735,3735,3735,3735,3735,3736,3737,3741,3744,3755,3758,3759,3790,3819,3877,3897,3903,3912,3945,4010,4034,4151,4416,4735,4892,4916,5052,5235,5404,5458,5495,5525,5569,5634,5651,5785,5798,5816,5832,5836,5849,5856,5867,5873,5883,5885,5890,5899,5903,5907,5908,5911,5912,5912,5912,5913,5916,5919,5920,5920,5920,5920,5922,5922,5924,5925,5926,5930,5930,5932,5932,5933,5933,5934,5934,5934,5934,5934,5939,5939,5939,5939,5939,5939,5939,5939,5939,5939,5936,5937,5938,5938,5938,5940,5941,5941,5943,5943,5943,5944,5945,5945,5945,5945,5945,5945,5945,5945,5945,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5953,5953,5953,5953,5953,5953,5953,5957,5957,5957,5957,5957,5957,5957,5964,5964,5964,5964,5964,5964,5964,5970,5970,5970,5970,5970,5970,5970,5973,5973,5973,5973,5973,5973,5973,5982,5982,5982,5982,5982,5982,5982,5991,5991,5991,5991,5991,5991,5991,6003,6003,6003,6003,6003,6003,6003,6010,6010,6010,6010,6010,6010,6010,6023,6023,6023,6023,6023,6023,6023,6043,6043,6043,6043,6043,6043,6043,6064,6064,6064,6064,6064,6064,6064,6064,6079,6079,6079,6079,6079,6079,6087,6087,6087,6087,6087,6087,6087,6087,6100,6100,6100,6100,6100,6100,6115,6115,6115,6115,6115,6115,6115,6115,6120,6120,6120,6120,6120,6120,6123,6123,6123,6123,6123,6123,6123,6136,6136,6136,6136,6136,6136,6136,6153,6153,6153,6153,6153,6153,6153,6177,6177,6177,6177,6177,6177,6177,6193,6193,6193,6193,6193,6193,6193,6193,6209,6209,6209,6209,6209,6209,6230,6230,6230,6230,6230,6230,6230,6230,6230,6236,6236,6236,6236,6236,6252,6252,6252,6252,6252,6252,6252,6252,6263,6263,6263,6263,6263,6263,6263,6263,6266,6266,6266,6266,6266,6266,6270,6270,6270,6270,6270,6270,6270,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6279,6279 +,Saudi Arabia,23.885942,45.079162,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,5,5,5,11,15,20,21,45,86,103,103,118,171,171,274,344,392,511,562,767,900,1012,1104,1203,1299,1453,1563,1720,1885,2039,2179,2402,2605,2795,2932,3287,3651,4033,4462,4934,5369,5862,6380,7142,8274,9362,10484,11631,12772,13930,15102,16299,17522,18811,20077,21402,22753,24097,25459,27011,28656,30251,31938,33731,35432,37136,39048,41014,42925,44830,46869,49176,52016,54752,57345,59854,62545,65077,67719,70161,72560,74795,76726,78541,80185,81766,83384,85261,87142,89011,91182,93157,95748,98869,101914,105283,108571,112288,116021,119942,123308,127541,132048,136315,141234,145991,150292,154233,157612,161005,164144,167267,170639,174577,178504,182493,186436,190823,194225,197608,201801,205929,209509,213716,217108,220144,223327,226486,229480,232259,235111,237803,240474,243238,245851,248416,250920,253349,255825,258156,260394,262772,264973,266941,268934,270831,272590,274219,275905,277478,278835,280093,281456,282824,284226,285793,287262,288690,289947,291468,293037,294519,295902,297315,298542,299914,301323,302686,303973,305186,306370,307479,308654,309768,310836,311855,312924,313911,314821,315772,316670,317486,318319,319141,319932,320688,321456,322237,323012,323720,324407,325050,325651,326258,326930,327551,328144,328720,329271,329754,330246,330798,331359,331857,332329,332790,333193,333648,334187,334605,335097,335578,335997,336387,336766,337243,337711,338132,338539,338944,339267,339615,340089,340590,341062,341495,341854,342202,342583,342968,343373,343774,344157,344552,344875,345232,345631,346047,346482,346880,347282,347656,348037,348510,348936,349386,349822,350229,350592,350984,351455,351849,352160,352601,352950,353255,353556,353918,354208,354527,354813,355034,355258,355489,355741,356067,356389,356691,356911,357128,357360,357623,357872,358102,358336,358526,358713,358922,359115,359274,359415,359583,359749,359888,360013,360155,360335,360516,360690,360848,361010,361178,361359,361536,361725,361903,362066,362220,362339,362488,362601,362741,362878,362979,363061,363155,363259,363377,363485,363582,363692,363809,363949,364096,364271,364440,364613,364753,364929,365099,365325,365563,365775,365988,366185,366371,366584,366807,367023,367276,367543,367813,368074,368329,368639,368945,369248,369575,369961,370278,370634,370987,371356,371720,372073,372410,372732,373046,373368,373702,374029,374366,374691,375006,375333,375668,376021,376377,376723,377061,377383,377700,378002,378333,378708,379092,379474,379831,380182,380572,380958,381348,381708,382059,382407,382752,383106,383499,383880,384271,384653,385020,385424,385834,386300,386782,387292,387794,388325,388866,389422,390007,390597,391325,392009,392682,393377,394169,394952,395854,396758,397636,398435,399277,400228,401157,402142,403106,404054,404970,405940,407010,408038,409093,410191,411263,412216,413174,414219,415281,416307,417363,418411,419348,420301,421300,422316,423406,424445,425442,426384,427370,428369,429389,430505,431432,432269,433094,433980,435027,436239,437569,438705,439847,440914,442071,443460,444780,445963,447178,448284,449191,450436,451687,452956,454217,455418,456562,457546,458707,459968,461242,461242,463703,464780,465797,466906,468175,469414,470723,471959,473112,474191,475403,476882,478135,479390,480702,482003,483221,484539,486106,487592,489126,490464,491612,492785,494032,495309,496516,497773,498906,500083,501195,502439,503734,504960,506125,507423,508521,509576,510869,512142,513284,514446,515693,516949,518143,519395,520774,522108,522108,522108,525730,526814,526814,526814,526814,526814,531935,531935,531935,531935,531935,531935,531935,537374,537374,537374,539129,539129,539129,540244,540244,541201,541201,541994,541994,541994,541994,543318,543318,543318,543318,543318,543318,543318,543318,543318,545243,545243,545505,545505,545727,545829,545829,545829,545829,545829,545829,546336,546411,546411,546411,546612,546681,546735,546735,546735,546882,546926,546985,547035,547035,547134,547134,547134,547134,547134,547357,547402,547449,547497,547532,547591,547649,547704,547761,547797,547845,547890,547931,547969,548018,548065,548111,548162,548205,548252,548303,548368,548423,548474,548530,548571,548617,548666,548711,548760,548805,548848,548890,548930,548973,549022,549060,549103,549148,549192,549222,549260,549297,549339,549377,549412,549443,549479,549518,549556,549590,549618,549642,549671,549695,549720,549752,549786,549810,549848,549877,549912,549955,549997,550043,550088,550136,550189,550240,550304,550369,550457,550542,550622,550738,550842,550988,551210,551462,551749,552081,552406,552795,553319,553921,554665,555417,556236,557082,558106,559852,562437,565482,568650,572225,575293,578753,583531,588183,593545,599044,604672,609953,615430,620935,626808,632736,638327,643211,647819,652354,657192,661733,666259,670997,675471,679384,683053,687264,691125,695217,699069,702624,705637,708897,712644,715974,719136,722002,724525,726251,728387,730614,732596,734389,735958,737334,738331,739344,740396,741237,741864,742541,743205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+,Sierra Leone,8.460555,-11.779889,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,4,6,6,6,7,7,8,8,10,10,11,13,15,26,30,35,43,50,61,64,82,82,93,93,104,104,124,136,155,166,178,199,225,231,257,291,307,338,338,387,408,447,462,505,519,534,570,585,606,621,707,735,754,782,812,829,852,861,865,896,909,914,929,946,969,1001,1025,1062,1085,1103,1132,1169,1176,1225,1249,1272,1298,1309,1327,1340,1347,1354,1354,1394,1410,1427,1450,1462,1498,1518,1524,1533,1542,1547,1572,1584,1598,1613,1618,1635,1642,1651,1668,1678,1688,1701,1711,1711,1727,1731,1752,1765,1768,1783,1783,1786,1803,1818,1823,1823,1843,1848,1855,1860,1877,1887,1895,1916,1917,1932,1937,1940,1947,1954,1956,1956,1959,1961,1969,1972,1980,1992,1997,2001,2003,2013,2013,2019,2022,2022,2028,2029,2035,2041,2041,2054,2055,2064,2067,2069,2087,2096,2109,2111,2126,2133,2133,2153,2159,2168,2168,2174,2183,2188,2199,2208,2215,2215,2222,2231,2238,2252,2259,2269,2269,2277,2287,2293,2295,2300,2306,2306,2309,2315,2323,2325,2327,2330,2331,2336,2337,2340,2343,2345,2346,2346,2350,2354,2362,2365,2366,2366,2366,2368,2369,2371,2373,2381,2381,2385,2386,2386,2387,2389,2391,2391,2391,2392,2397,2397,2399,2405,2405,2406,2406,2408,2409,2410,2410,2411,2412,2413,2416,2416,2420,2420,2426,2428,2428,2434,2435,2438,2440,2440,2445,2451,2460,2464,2486,2497,2509,2509,2518,2524,2531,2549,2549,2560,2560,2569,2583,2611,2635,2646,2673,2673,2724,2739,2757,2782,2803,2834,2846,2864,2887,2933,2959,2970,3006,3014,3030,3030,3081,3093,3120,3139,3173,3194,3236,3282,3382,3528,3593,3634,3660,3699,3728,3759,3772,3785,3789,3801,3803,3813,3817,3821,3821,3823,3825,3825,3829,3841,3849,3855,3857,3862,3880,3884,3884,3887,3887,3887,3889,3900,3900,3909,3918,3920,3921,3922,3928,3932,3934,3937,3937,3938,3939,3942,3947,3947,3948,3948,3948,3949,3953,3953,3962,3962,3970,3970,3970,3980,3981,3987,3987,3988,3989,3990,3993,3993,3995,3995,4005,4008,4009,4013,4016,4016,4020,4028,4038,4041,4042,4044,4044,4044,4044,4046,4046,4049,4053,4054,4057,4062,4062,4068,4068,4068,4068,4068,4068,4089,4089,4089,4096,4103,4103,4107,4107,4107,4107,4115,4115,4121,4121,4121,4121,4121,4133,4140,4141,4147,4147,4148,4156,4162,4168,4188,4201,4208,4219,4251,4289,4312,4349,4388,4433,4449,4505,4553,4631,4702,4816,4879,4963,4963,5155,5253,5306,5381,5443,5495,5575,5652,5702,5748,5793,5811,5836,5867,5887,5963,6003,6031,6046,6074,6100,6122,6142,6166,6186,6191,6198,6201,6206,6206,6218,6228,6228,6247,6250,6268,6279,6283,6283,6288,6292,6296,6303,6310,6313,6315,6315,6315,6324,6332,6333,6338,6342,6342,6343,6346,6347,6347,6347,6355,6355,6357,6358,6363,6363,6363,6363,6367,6367,6368,6369,6371,6372,6374,6374,6376,6376,6378,6379,6379,6385,6385,6386,6388,6388,6391,6392,6392,6392,6393,6393,6393,6393,6393,6393,6393,6393,6393,6394,6394,6394,6396,6396,6396,6396,6396,6396,6396,6396,6396,6396,6396,6396,6396,6396,6396,6397,6397,6397,6397,6397,6397,6397,6397,6397,6397,6397,6397,6397,6397,6398,6398,6398,6398,6398,6398,6398,6398,6398,6398,6400,6400,6400,6400,6400,6400,6400,6400,6400,6400,6400,6400,6400,6400,6400,6401,6401,6401,6402,6402,6402,6402,6402,6402,6402,6402,6405,6405,6420,6421,6421,6421,6422,6423,6434,6434,6452,6471,6505,6510,6525,6573,6610,6659,6706,6744,6779,6819,6891,6983,7064,7114,7179,7220,7268,7308,7352,7382,7405,7448,7454,7454,7493,7500,7500,7529,7542,7544,7558,7562,7567,7572,7584,7590,7593,7607,7608,7611,7612,7615,7622,7623,7623,7625,7625,7627,7627,7628,7628,7637,7638,7648,7648,7652,7652,7652,7659,7661,7661,7661,7663,7663,7663,7663,7663,7665,7665,7665,7665,7665,7665,7665,7665,7665,7665,7665,7666,7666,7666,7667,7667,7667,7667,7668,7670,7670,7670,7673,7673,7674,7674,7674,7674,7674,7674,7674,7674,7674,7674,7674,7674,7674,7674,7674,7675,7675,7675,7675,7675,7677,7677,7677,7677,7677,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7681,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7682,7683,7683,7683,7683,7684,7685,7685,7685,7685,7688,7688,7688,7688,7688,7693,7693,7693,7693,7694,7694,7695,7695,7695,7697,7702,7702,7704,7704,7707,7713,7716,7718,7718,7718,7718,7718,7718,7721,7722,7722,7722,7725,7725,7725,7725,7728,7729,7729,7729,7731,7732,7732,7733,7734,7734,7734,7735,7736,7737,7737,7737,7738,7740,7740,7740,7740,7740,7741,7742,7742,7743,7743,7743,7744,7744,7744,7744,7744,7744,7744,7746,7747,7747,7747,7747,7747,7747,7747,7747,7747,7749,7749,7749,7749,7749,7749,7749,7749,7750,7750,7750,7750,7750,7750,7751,7751,7751,7751,7751,7751,7751,7751,7751,7751,7751,7751,7751,7751,7751,7751,7751,7751,7751,7751,7751,7752,7752,7752,7752,7752,7752,7752,7752,7752,7752,7752,7752,7752,7752,7752,7752,7754,7754,7754,7754,7754,7754,7754,7754,7754,7754,7754,7754,7754,7754,7758,7758,7758,7758,7758,7758,7758,7758,7758,7758,7758,7758,7758,7758,7758,7758,7758,7758,7758,7759,7759,7759,7759,7759,7759,7759,7760,7760 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+,South Africa,-30.5595,22.9375,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,3,7,13,17,24,38,51,62,62,116,150,202,240,274,402,554,709,927,1170,1187,1280,1326,1353,1380,1462,1505,1585,1655,1686,1749,1845,1934,2003,2028,2173,2272,2415,2506,2605,2783,3034,3158,3300,3465,3635,3953,4220,4361,4546,4793,4996,5350,5647,5951,6336,6783,7220,7572,7808,8232,8895,9420,10015,10652,11350,12074,12739,13524,14355,15515,16433,17200,18003,19137,20125,21343,22583,23615,24264,25937,27403,29240,30967,32683,34357,35812,37525,40792,43434,45973,48285,50879,52991,55421,58568,61927,65736,70038,73533,76334,80412,83890,87715,92681,97302,101590,106108,111796,118375,124590,131800,138134,144264,151209,159333,168061,177124,187977,196750,205721,215855,224665,238339,250687,264184,276242,287796,298292,311049,324221,337594,350879,364328,373628,381798,394948,408052,421996,434200,445433,452529,459761,471123,482169,493183,503290,511485,516862,521318,529877,538184,545476,553188,559859,563598,566109,568919,572865,579140,583653,587345,589886,592144,596060,599940,603338,607045,609773,611450,613017,615701,618286,620132,622551,625056,627041,628259,630595,633015,635078,636884,638517,639362,640441,642431,644438,646398,648214,649793,650749,651521,653444,655572,657627,659656,661211,661936,663282,665188,667049,668529,669498,670766,671669,672572,674339,676084,677833,679716,681289,682215,683242,685155,686891,688352,690896,692471,693359,694537,696414,698184,700203,702131,703793,705254,706304,708359,710515,712412,714246,715868,716759,717851,719714,721770,723682,725452,726823,727595,728836,730548,732414,734175,735906,737278,738525,740254,742394,744732,746945,749182,751024,752269,754256,757144,759658,762763,765409,767679,769759,772252,775502,778571,781941,785139,787702,790004,792299,796472,800872,805804,810449,814565,817878,821889,828598,836764,845083,852965,860964,866127,873679,883687,892813,901538,912477,921922,930711,940212,954258,968563,983359,994911,1004413,1011871,1021451,1039161,1057161,1073887,1088889,1100748,1113349,1127759,1149591,1170590,1192570,1214176,1231597,1246643,1259748,1278303,1296806,1311686,1325659,1337926,1346936,1356716,1369426,1380807,1392568,1404839,1412986,1417537,1423578,1430648,1437798,1443939,1449236,1453761,1456309,1458958,1463016,1466767,1470516,1473700,1476135,1477511,1479253,1482412,1484900,1487681,1490063,1491807,1492909,1494119,1496439,1498766,1500677,1502367,1503796,1504588,1505586,1507448,1509124,1510778,1512225,1513393,1513959,1514815,1516262,1517666,1518979,1520206,1521068,1521706,1522697,1524174,1525648,1526873,1528414,1529420,1530033,1530966,1532497,1533961,1535423,1536801,1537852,1538451,1538961,1540009,1541563,1543079,1544466,1545431,1545979,1546735,1548157,1549451,1550724,1551501,1551964,1552416,1552853,1553609,1554975,1556242,1557527,1558458,1559113,1559960,1561559,1562931,1564355,1565680,1566769,1567513,1568366,1569935,1571348,1572985,1574370,1575471,1576320,1577200,1578450,1579536,1581210,1582842,1584064,1584961,1586148,1588221,1590370,1592626,1592626,1596595,1597724,1599272,1602031,1605252,1608393,1611143,1613728,1615485,1617840,1621362,1625003,1628335,1632571,1635465,1637848,1637848,1645555,1649977,1654551,1659070,1659070,1665617,1669231,1675013,1680373,1686041,1691491,1696564,1699849,1704058,1712939,1722086,1730106,1739425,1747082,1752630,1761066,1774312,1786079,1796589,1810164,1823319,1832479,1843572,1861065,1877143,1895905,1913861,1928897,1941119,1954466,1973972,1995556,2019826,2046311,2062896,2075409,2090909,2112336,2135246,2157687,2179297,2195599,2206781,2219316,2236805,2253240,2269179,2283880,2295095,2302304,2311232,2327472,2342330,2356049,2368105,2377823,2383490,2391223,2408525,2422151,2435036,2447454,2456184,2461758,2470746,2484009,2497655,2511178,2523488,2533466,2540222,2546762,2554240,2568511,2582427,2595447,2605586,2613569,2624254,2638981,2652652,2666964,2680225,2690973,2698605,2708951,2722202,2734973,2747018,2757191,2764931,2770575,2777659,2787203,2796405,2805604,2814014,2819945,2824063,2829834,2836773,2843042,2848925,2854234,2858195,2860835,2864534,2869201,2873415,2877063,2880349,2882630,2884134,2886331,2889298,2892081,2894342,2895976,2896943,2897521,2898888,2898888,2902672,2904307,2905613,2906422,2906851,2907619,2908768,2909757,2910681,2911497,2912145,2912346,2912938,2913880,2914827,2915560,2916179,2916593,2916803,2917255,2917846,2918366,2918883,2919332,2919632,2919778,2920109,2920581,2921114,2921589,2921886,2922116,2922222,2922391,2922735,2923054,2923393,2923751,2923956,2924072,2924317,2924622,2924978,2925371,2925677,2925939,2926075,2926348,2926914,2927499,2928288,2929175,2929862,2930174,2948760,2950035,2952500,2955328,2958548,2961406,2963679,2968052,2976613,2988148,3004203,3020569,3031694,3038075,3051222,3071064,3093452,3112469,3129622,3167497,3180785,3204642,3231031,3255816,3276529,3292609,3308074,3316585,3332008,3353106,3374262,3393109,3407937,3413540,3417318,3424534,3433554,3446532,3458286,3468079,3472436,3475512,3483590,3494696,3504554,3513813,3521572,352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+,South 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Kingdom,32.3078,-64.7505,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,6,6,6,7,15,17,17,22,27,32,32,35,35,35,37,39,39,39,48,48,48,57,57,57,81,81,83,83,86,86,86,99,99,99,109,109,110,110,111,114,114,114,115,115,115,118,118,118,118,118,119,121,121,122,122,123,123,125,125,125,125,128,128,133,133,139,139,140,140,140,140,141,141,141,141,141,141,141,141,141,141,141,141,142,142,144,144,144,144,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,148,149,149,150,150,150,150,150,150,152,152,153,153,153,153,153,153,153,153,153,154,156,156,156,156,156,157,157,157,157,157,157,157,158,158,159,159,159,159,162,162,166,166,166,166,167,167,167,168,168,168,168,168,169,169,172,172,172,174,175,175,175,175,175,177,177,177,177,177,177,177,178,178,178,180,180,180,180,181,181,181,181,181,181,181,181,181,181,181,181,181,181,181,182,184,184,184,184,185,185,185,185,185,185,185,188,188,188,190,190,190,193,194,194,198,199,199,199,206,206,206,207,207,209,209,214,214,214,220,222,222,222,223,223,224,226,227,227,227,227,227,239,241,242,247,251,260,262,267,272,278,288,288,306,330,340,364,391,391,391,431,456,467,485,497,516,527,527,553,553,560,561,581,581,581,595,595,604,604,622,622,624,632,632,636,641,646,652,656,656,661,664,667,670,670,683,684,684,684,684,686,686,686,688,689,690,690,691,691,691,692,692,692,692,692,692,694,694,694,694,694,694,694,695,695,697,699,699,699,699,699,703,703,705,705,705,705,707,713,713,718,722,722,722,724,724,731,732,732,735,735,740,740,740,740,767,773,789,830,840,840,880,914,947,1028,1136,1157,1217,1292,1292,1292,1400,1469,1469,1497,1586,1657,1773,1773,1891,1912,1935,2023,2060,2123,2123,2214,2214,2226,2261,2284,2315,2335,2357,2362,2374,2382,2393,2393,2393,2393,2422,2429,2432,2432,2434,2434,2451,2455,2455,2461,2462,2466,2466,2477,2479,2479,2483,2488,2488,2488,2490,2490,2491,2491,2491,2491,2491,2494,2494,2494,2494,2494,2494,2494,2497,2497,2497,2497,2497,2497,2497,2498,2499,2499,2499,2504,2504,2504,2504,2504,2504,2504,2510,2510,2510,2510,2514,2514,2514,2514,2516,2516,2516,2521,2521,2521,2521,2521,2521,2521,2525,2525,2525,2530,2530,2530,2530,2530,2535,2535,2535,2538,2538,2538,2538,2553,2553,2553,2553,2568,2568,2589,2589,2589,2614,2614,2614,2614,2645,2645,2645,2663,2663,2663,2663,2663,2715,2715,2715,2750,2750,2750,2792,2792,2792,2844,2844,2844,2844,2923,2923,2923,3048,3048,3048,3048,3273,3273,3273,3465,3465,3465,3465,3877,3877,4027,4218,4218,4477,4632,4632,4800,4800,4800,4982,4982,4982,5145,5244,5244,5244,5336,5336,5419,5419,5455,5455,5501,5501,5501,5501,5536,5536,5548,5548,5548,5567,5567,5593,5593,5593,5612,5612,5612,5625,5625,5637,5637,5647,5647,5647,5657,5657,5657,5665,5677,5677,5677,5688,5688,5688,5692,5708,5708,5708,5708,5713,5714,5714,5715,5715,5715,5724,5724,5724,5730,5730,5730,5730,5748,5748,5748,5751,5751,5751,5751,5751,5753,5760,5760,5764,5764,5764,5764,5784,5784,5815,5815,5815,5815,5917,5917,5917,6014,6014,6014,6014,6014,6064,6064,6420,6420,6420,6420,6420,6936,6936,6936,7191,7191,7191,7880,7880,7880,7880,8541,8541,8541,9144,9144,9144,9766,9766,9766,9766,10262,10262,10262,10552,10552,10552,10552,10793,10793,10793,10921,10921,10921,10921,11058,11058,11058,11146,11146,11146,11146,11246,11246,11246,11316,11316,11316,11316,11423,11423,11423,11490,11490,11490,11490,11561,11561,11561,11634,11634,11634,11634,11743,11743,11743,11850,11850,11850,11850,11989,11989,11989,12094,12094,12094,12094,12231,12231,12231,12354,12354,12354,12354,12456,12456,12456,12564,12564,12564,12564,12564,12564,12564,12711,12711,12711,12711,12739,12763,12808,12901,12901,12901,12901,12901,12901,13143,13143,13143,13143,13143,13200,13252,13488,13488,13488,13488,13488,13559,13559,13832,13832,13832,13832,13832,13832,13872,14135,14135,14135,14135,14135,14135,14135,14442,14442,14442,14442,14442,14442,14442,14755,14755,14755,14755,14755,14755,14755,15085,15085,15085,15085,15085,15085,15085,15428,15428,15428,15428,15428,15428,15428,15428,15762,15762,15762,15762,15762,15762,15957,15957,15957,15957,15957,15957,15957,16162,16162,16162,16162,16162,16162,16162,16401,16401,16401,16401,16401,16401,16401,16722,16722,16722,16722,16722,16722,16722,16988,16988,16988,16988,16988,16988,17193,17193,17193,17193,17193,17193,17193,17193,17356,17356,17356,17356,17356,17356,17356,17556,17556,17556,17556,17556,17556,17556,17674,17674,17674,17674,17674,17674,17674,17785,17785,17785,17785,17785,17785,17785,17913,17913,17913,17913,17913,17913,17913,18019,18019,18019,18019,18019,18019,18019,18077,18077,18077,18077,18077,18077,18077,18077,18122,18122,18122,18122,18122,18122,18154,18154,18154,18154,18154,18154,18154,18220,18220,18220,18220,18220,18220,18220,18220,18220,18220,18220,18220,18280,18280,18340,18340,18340,18340,18340,18340,18340,18340,18340,18340,18340,18340,18340,18340,18428,18428,18428,18428,18428,18428,18428,18428,18428,18428,18428,18428,18428,18428,18463,18463,18463,18463,18463,18463,18463,18463,18463,18463,18463,18463,18463,18463,18463,18463,18519,18519,18519,18519,185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+British Virgin Islands,United 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Kingdom,-7.9467,-14.3559,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,31,33,92,95,101,107,111,117,126,144,164,175,188,663,672,672,1521,1521,1521,1521,1521,1521,1521,1656,1656,1656,1783,1826,1826,1826,1826,1826,1826,1973,1973,1973,1973,1973,1973,2007,2013,2013,2013,2013,2013,2013,2032,2032,2032,2032,2032,2032,2032,2045,2045,2045,2045,2045,2045,2045,2045,2115,2115,2115,2115,2115,2115,2115,2159,2159,2159,2159,2159,2159,2159,2159,2159,2162,2162,2162,2162,2162,2162,2162,2162,1806,1806,1806,2162,2162,2166 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diff --git a/module3/exo3/time_series_covid19_deaths_global.csv b/module3/exo3/time_series_covid19_deaths_global.csv new file mode 100644 index 0000000..5368f22 --- /dev/null +++ b/module3/exo3/time_series_covid19_deaths_global.csv @@ -0,0 +1,290 @@ 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+Australian Capital Territory,Australia,-35.4735,149.0124,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,5,6,8,6,6,8,8,9,9,9,9,9,9,9,9,10,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,13,13,13,13,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,16,16,16,16,18,19,19,20,20,22,22,22,24,25,25,25,26,26,26,26,26,26,26,27,28,28,29,29,31,31,31,31,31,31,31,31,32,31,32,32,33,33,33,33,33,33,33,34,34,34,34,34,34,34,34,34,34,34,37,37,37,37,38,38,38,38,38,38,38,38,38,38,39,39,39,39,39,39,41,42,42,42,42,43,43,43,44,45,45,46,46,46,47,47,47,47,47,47,47,48,49,50,50,50,50,50,50,50,50,51,52,53,54,54,55,55,55,55,56,58,58,58,58,58,58,58,59,60,60,60,60,60,61,61,61,61,62,62,62,64,64,64,64,64,64,64,66,67,67,68,68,68,68,68,68,68,74,74,74,75,78,78,78,78,78,78,78,78,78,79,80,80,80,80,81,81,81,81,82,82,84,83,84,84,84,84,84,84,84,84,85,86,89,89,89,89,89,90,90,92,92,92,96,97,100,100,101,101,102,106,107,108,109,110,110,110,114,116,116,117,117,117,117,117,124,121,121,123,123,123,123,123,124,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,127,127,127,127,127,127,127,127,127,127,127,127,127,127,128,128,128,128,128,128,128,128,128,128,128,128,128,128,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,130,130,130,130,130,130 +New South Wales,Australia,-33.8688,151.2093,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,2,2,2,2,2,2,4,5,5,6,6,6,6,7,7,7,7,8,8,8,8,9,10,12,12,16,18,21,21,21,22,23,24,25,25,25,25,26,26,26,26,26,26,31,33,33,34,34,39,40,41,41,42,42,43,44,44,44,44,44,44,44,45,45,45,45,45,46,46,47,47,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,50,50,50,50,50,50,50,50,50,50,50,50,51,51,51,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,55,55,56,56,56,56,57,58,58,59,59,59,60,60,62,62,66,65,67,67,68,68,69,69,71,76,77,83,82,83,87,89,91,93,97,102,110,111,114,115,119,122,125,128,128,130,133,135,137,143,147,150,154,161,173,177,180,185,193,201,207,216,224,231,238,240,252,264,276,282,295,299,309,314,320,331,342,351,363,370,385,391,406,416,426,432,439,449,457,468,479,485,493,498,502,508,512,514,524,529,533,540,541,546,548,552,556,557,560,562,564,567,568,572,576,580,584,587,590,591,598,602,605,606,608,608,609,610,612,612,615,618,618,620,621,623,625,625,625,625,625,625,628,628,628,628,629,630,630,632,633,634,634,637,639,639,640,641,641,642,643,643,643,645,647,648,649,649,649,652,653,656,657,663,668,669,673,675,684,689,700,709,725,743,754,775,797,826,846,866,883,919,951,976,1022,1052,1096,1110,1139,1168,1196,1231,1315,1366,1393,1422,1449,1487,1518,1536,1564,1578,1596,1616,1640,1659,1691,1713,1713,1743,1770,1784,1799,1811,1832,1839,1853,1859,1871,1877,1888,1895,1901,1910,1915,1924,1926,1936,1941,1946,1951,1960,1964,1971,1975,1982,1983,1989,1994,1999,2005,2017,2021,2025,2029,2034,2042,2049,2055,2056,2057,2066,2081,2098,2100,2444,2455,2461,2473,2487,2503,2511,2521,2529,2532,2543,2551,2572,2588,2606,2612,2616,2624,2639,2655,2668,2684,2692,2696,2714,2724,2743,2749,2769,2774,2779,2802,2823,2844,2851,2870,2876,2879,2896,2907,2930,2943,2962,2966,2970,2986,3000,3022,3032,3045,3052,3057,3071,3082,3112,3121,3146,3150,3151,3170,3179,3202,3213,3231,3236,3239,3247,3257,3278,3289,3311,3316,3319,3322,3336,3353,3361,3385,3392,3397,3404,3430,3456,3470,3490,3497,3508,3547,3558,3581,3590,3610,3612,3613,3627,3637,3659,3666,3699,3707,3715,3735,3750,3785,3799,3836,3848,3853,3879,3899,3924,3939,3980,3994,4001,4031,4051,4085,4107,4153,4158,4165,4212,4251,4284,4313,4343,4358,4362,4387,4417,4446,4481,4516,4525,4531,4555,4581,4624,4646,4680,4696,4700,4731,4745,4774,4796,4816,4821,4825,4862,4884,4907,4928,4946,4952,4954,4980,5001,5026,5046,5046,5046,5046,5046,5046,5046,5163,5163,5163,5163,5163,5163,5163,5232,5232,5232,5232,5232,5232,5232,5314,5314,5314,5314,5314,5314,5314,5355,5355,5355,5355,5355,5355,5355,5392,5392,5392,5392,5392,5392,5392,5414,5414,5414,5414,5414,5414,5414,5430,5430,5430,5430,5430,5430,5430,5454,5454,5454,5454,5454,5454,5454,5476,5476,5476,5476,5476,5476,5476,5515,5515,5515,5515,5515,5515,5515,5540,5540,5540,5540,5540,5540,5540,5572,5572,5572,5572,5572,5572,5572 +Northern Territory,Australia,-12.4634,130.8456,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,3,2,2,2,2,2,3,2,4,4,4,5,5,5,5,7,7,10,10,10,11,13,13,14,14,15,16,16,16,19,21,22,22,22,24,26,27,28,29,29,30,30,31,33,31,31,31,31,31,31,31,31,31,31,32,32,33,33,33,33,33,33,33,34,35,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,37,37,38,37,39,39,40,40,40,40,42,43,43,43,43,43,43,43,44,45,45,45,45,45,46,46,46,46,46,46,46,46,47,47,47,47,47,47,47,49,49,49,49,49,49,51,51,51,51,51,51,51,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,54,54,54,54,54,54,54,54,54,54,54,55,55,55,55,55,55,55,56,56,56,56,56,57,57,57,58,59,59,59,59,59,59,60,63,62,62,62,62,62,62,68,68,68,68,68,68,68,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,71,71,71,71,71,71,71,71,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,74,74,74,74,74,74,74,74,75,75,75,75,75,75,77,77,77,77,77,77,77,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,81,81,81,81,81,81,81 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+South 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+,Burma,21.9162,95.956,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,3,3,3,3,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,8,8,8,12,14,14,14,16,24,32,39,46,61,75,81,94,100,116,133,155,174,198,226,256,284,310,321,353,371,412,444,471,510,535,566,598,646,664,693,732,765,799,838,880,914,945,972,1005,1038,1066,1095,1122,1147,1172,1199,1219,1237,1258,1282,1307,1330,1352,1376,1396,1420,1437,1461,1480,1508,1534,1552,1577,1599,1625,1650,1676,1695,1722,1739,1765,1784,1810,1846,1865,1887,1918,1941,1972,1998,2028,2059,2081,2110,2132,2151,2174,2201,2220,2245,2268,2292,2319,2346,2377,2398,2424,2443,2465,2484,2507,2532,2552,2579,2601,2618,2637,2664,2682,2697,2711,2728,2744,2766,2785,2799,2812,2826,2846,2858,2878,2902,2912,2926,2942,2955,2973,2986,2997,3013,3031,3045,3062,3069,3082,3089,3103,3115,3125,3131,3138,3138,3160,3163,3168,3168,3168,3177,3180,3181,3184,3188,3188,3189,3190,3192,3192,3191,3194,3196,3196,3197,3197,3197,3198,3198,3199,3199,3199,3199,3199,3200,3200,3200,3200,3200,3200,3200,3201,3201,3201,3202,3202,3203,3203,3204,3204,3204,3204,3204,3204,3204,3204,3205,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3207,3207,3209,3209,3209,3209,3209,3209,3209,3210,3210,3210,3210,3210,3210,3210,3211,3212,3212,3212,3212,3213,3213,3216,3216,3216,3216,3216,3216,3216,3216,3216,3216,3216,3216,3217,3217,3218,3221,3221,3223,3225,3227,3228,3233,3237,3239,3241,3244,3248,3248,3250,3250,3251,3258,3262,3265,3267,3269,3275,3282,3290,3297,3309,3320,3334,3347,3364,3384,3419,3461,3513,3570,3621,3685,3756,3838,3927,4036,4181,4346,4536,4769,5000,5281,5567,5814,6133,6459,6756,7111,7507,7845,8210,8552,8942,9334,9731,10061,10373,10695,10988,11262,11526,11776,12014,12234,12452,12667,12879,13078,13263,13445,13623,13786,13945,14096,14236,14374,14499,14622,14737,14850,14968,15077,15183,15287,15389,15490,15600,15693,15795,15891,15985,16082,16173,16265,16353,16451,16530,16617,16693,16784,16869,16944,17016,17073,17129,17202,17266,17343,17413,17465,17527,17583,17631,17682,17735,17789,17835,17883,17921,17957,17998,18034,18068,18104,18134,18162,18188,18222,18255,18297,18329,18359,18388,18416,18444,18465,18491,18511,18538,18560,18582,18603,18622,18644,18664,18697,18714,18728,18744,18766,18783,18804,18821,18839,18855,18869,18882,18899,18913,18929,18946,18963,18975,18989,19000,19011,19025,19034,19041,19049,19058,19067,19079,19088,19097,19104,19111,19120,19127,19135,19141,19146,19152,19157,19157,19170,19177,19183,19188,19193,19197,19201,19208,19213,19220,19226,19230,19235,19242,19248,19251,19254,19257,19260,19262,19265,19268,19272,19274,19277,19278,19282,19284,19288,19290,19291,19293,19295,19297,19298,19299,19301,19302,19304,19305,19306,19307,19308,19309,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19310,19311,19314,19318,19319,19322,19327,19331,19338,19344,19349,19353,19356,19360,19365,19368,19372,19375,19379,19383,19386,19389,19391,19394,19398,19401,19403,19406,19409,19411,19414,19417,19418,19420,19423,19425,19425,19427,19428,19428,19428,19429,19430,19430,19430,19430,19430,19431,19432,19433,19433,19433,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19434,19435,19435,19435,19435,19437,19437,19437,19437,19437,19437,19437,19437,19437,19437,19437,19437,19437,19437,19438,19439,19439,19439,19440,19441,19442,19442,19442,19442,19442,19442,19442,19443,19444,19444,19444,19444,19446,19448,19450,19451,19452,19453,19455,19455,19455,19455,19457,19458,19459,19459,19459,19459,19459,19463,19464,19466,19467,19467,19467,19467,19468,19469,19470,19470,19470,19471,19471,19472,19472,19473,19475,19476,19477,19478,19480,19480,19481,19481,19482,19482,19483,19483,19484,19484,19485,19485,19485,19486,19486,19486,19486,19486,19486,19486,19486,19486,19486,19487,19487,19487,19487,19487,19488,19488,19488,19488,19488,19488,19488,19488,19488,19488,19488,19488,19488,19488,19488 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+New Brunswick,Canada,46.5653,-66.4619,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,4,4,4,4,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,9,9,9,9,9,11,12,12,12,12,12,12,13,13,13,13,13,13,14,14,16,16,17,18,18,18,18,18,18,18,20,20,20,21,21,22,22,22,22,23,24,24,24,24,24,25,26,26,26,26,26,26,27,27,28,28,28,28,28,28,28,29,29,29,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,32,33,33,33,33,33,33,33,33,33,33,33,34,34,34,35,35,35,36,36,36,36,36,37,38,38,39,40,40,41,41,41,41,41,41,41,41,41,41,42,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,44,44,44,44,44,44,44,44,44,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,47,47,47,47,47,47,47,47,48,48,48,48,48,48,48,49,49,52,53,54,54,56,57,59,60,64,66,68,69,70,70,72,72,74,75,75,80,82,84,87,90,91,94,99,101,106,107,108,111,111,112,114,114,116,117,117,118,119,120,121,121,121,121,121,121,121,121,121,122,122,122,122,122,122,122,122,122,123,123,123,123,123,123,124,125,128,130,132,132,133,136,136,136,138,139,140,140,142,144,144,144,146,148,148,148,148,149,151,152,152,152,156,156,157,159,160,160,160,162,165,168,169,170,171,172,172,173,174,178,182,183,187,189,192,196,199,201,207,207,212,215,215,224,228,228,233,238,243,247,251,252,258,259,263,269,275,278,282,286,290,292,293,296,297,298,298,298,298,300,300,300,301,301,301,304,306,306,308,309,309,309,311,312,313,316,317,317,317,317,320,320,320,320,320,320,320,336,336,336,336,336,336,336,349,349,349,349,358,358,358,358,358,358,358,368,368,368,368,368,368,368,378,378,378,378,378,378,378,378,378,378,378,384,384,384,384,384,384,384,399,399,399,399,399,399,399,406,406,406,406,406,406,406,411,411,411,411,411,411,411,416,416,416,416,416,416,416,419,419,419,419,419,419,419,421,421,421,422,422,422,422,422,422,422,422,422,422,422,422,422,422,425,425,425,425,425,425,425,429,429,429,429,429,429,429,429,429,429,429,429,429,433,433,433,433,433,433,433,438,438,438,438,438,438,438,443,443,443,443,443,443,443,447,447,447,447,447,447,447,451,451,451,451,451,451,451,456,456,456,456,456,456,456,462,462,462,462,462,462,462,466,466,466,466,466,466,466,472,472,472,472,472,472,472,476,476,476,476,476,476,476,480,480,480,480,480,480,480,480,480,480,485,485,485,485,490,490,490,490,490,490,490,493,493,493,493,493,493,493,493,493,493,576,576,576,576,585,585,585,585,585,585,585,585,585,585,592,592,592,592,592,592,592,592,599,599,599,599,599,599,603,603,603,603,603,603,603,609,609,609,609,609,609,609,615,615,615 +Newfoundland and Labrador,Canada,53.1355,-57.6604,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,10,10,10,10,10,10,10,11,11,11,11,13,13,13,13,13,13,15,15,15,15,15,15,15,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,17,17,17,17,17,17,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,20,20,20,20,21,21,21,23,23,23,23,24,25,26,26,28,28,30,30,30,30,31,31,34,38,38,38,38,40,40,44,45,46,46,46,46,48,50,50,52,52,52,56,57,60,61,61,61,61,63,63,64,64,64,64,64,66,66,66,66,66,66,66,68,68,72,72,76,76,76,76,78,78,82,82,82,82,85,87,87,92,92,92,92,101,103,103,110,110,110,110,116,118,118,122,122,122,122,122,122,130,137,137,137,137,137,142,142,152,152,152,152,157,157,157,162,162,162,162,164,165,165,168,168,168,168,168,169,169,176,176,176,176,176,176,176,177,177,177,177,177,177,177,182,182,182,182,182,182,182,184,184,184,184,184,184,184,187,187,187,187,187,187,187,187,187,190,190,190,190,190,190,190,192,192,192,192,192,192,192,193,193,193,193,193,193,193,193,193,193,193,193,193,194,194,194,194,194,194,194,200,200,200,200,200,200,200,203,203,203,203,203,203,203,207,207,207,207,207,207,207,212,212,212,212,212,212,212,219,219,219,219,219,219,219,223,223,223,223,223,223,223,227,227,227,227,227,227,227,231,231,231,231,231,231,231,235,235,235,235,235,235,235,236,236,236,236,236,236,236,236,236,236,239,239,239,239,243,243,243,243,243,243,243,246,246,246,246,246,246,246,250,250,250,250,250,250,250,254,254,254,254,254,254,254,254,254,254,257,257,257,257,257,257,257,257,262,262,262,262,262,262,268,268,268,268,268,268,268,271,271,271,271,271,271,271,275,275,275 +Northwest Territories,Canada,64.8255,-124.8457,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,9,9,9,9,9,9,9,9,9,9,9,9,9,10,10,10,11,11,11,11,11,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,13,13,13,13,14,14,14,14,15,15,15,15,15,15,15,15,15,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,18,18,18,18,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,20,20,20,20,20,20,20,20,20,20,20,20,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22 +Nova Scotia,Canada,44.682,-63.7443,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,3,3,3,3,4,7,9,9,10,12,16,16,22,24,24,27,28,28,29,31,37,38,41,41,44,46,47,47,48,48,51,51,55,55,55,55,56,57,58,58,58,58,58,59,59,59,59,60,60,60,60,60,61,61,61,61,61,62,62,62,62,62,62,62,62,62,62,62,62,62,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,69,69,69,70,71,71,71,71,71,71,72,72,72,72,72,74,74,76,77,79,79,79,79,79,80,84,85,85,85,87,88,88,88,88,88,88,88,88,89,89,89,90,90,90,90,90,90,90,90,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,94,95,95,95,95,96,97,97,97,97,97,97,97,97,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,99,100,100,100,100,100,100,101,101,101,101,101,101,101,101,102,102,102,102,102,102,105,105,105,105,106,106,106,107,107,107,108,108,108,108,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,112,114,115,117,117,117,117,117,121,122,124,128,128,128,128,131,136,136,142,142,142,142,146,147,153,157,157,157,158,161,161,166,167,167,167,167,176,182,182,188,188,188,188,188,191,191,191,191,191,193,193,202,206,208,208,208,212,212,212,212,218,218,218,218,218,218,218,218,218,218,232,232,232,232,245,245,245,245,245,245,245,255,255,255,255,255,255,255,255,263,263,263,263,263,277,277,277,277,277,277,277,277,290,290,290,290,290,290,290,314,314,314,314,314,314,314,336,336,336,336,336,336,336,354,354,354,354,354,354,354,378,378,378,378,378,378,378,391,391,391,391,391,391,391,400,400,400,400,400,400,400,421,408,408,408,408,408,408,408,416,416,416,416,416,416,416,420,420,420,420,420,420,420,428,428,428,428,428,428,428,428,428,428,428,428,428,447,447,447,447,447,447,447,461,461,461,461,461,461,461,467,467,467,467,467,467,467,468,468,468,468,468,468,468,472,472,472,472,472,472,472,481,481,481,481,481,481,481,490,490,490,490,490,490,490,496,496,496,496,496,496,496,504,504,504,504,504,504,504,518,518,518,518,518,518,518,531,531,531,531,531,531,531,531,531,531,541,541,541,541,544,544,544,544,544,544,544,552,552,552,552,552,552,552,567,567,567,567,567,567,567,583,583,583,583,583,583,583,583,583,583,598,598,598,598,598,598,598,598,613,613,613,613,613,613,628,628,628,628,628,628,628,639,639,639,639,639,639,639,653,653,653 +Nunavut,Canada,70.2998,-83.1076,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7 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+,Congo 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+,Congo (Kinshasa),-4.0383,21.7587,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,3,3,6,6,8,8,9,13,13,18,18,18,18,18,18,20,20,20,20,20,21,22,23,25,25,25,25,25,25,25,28,28,28,30,30,31,32,33,33,34,34,35,36,39,39,41,41,44,50,50,50,61,61,61,61,61,61,63,63,63,67,68,68,69,69,69,72,72,72,75,78,81,82,85,88,90,96,98,101,106,107,112,112,115,117,122,125,130,135,135,142,142,149,153,157,167,170,175,176,179,182,182,182,182,182,189,189,189,189,190,190,192,193,193,193,194,194,196,197,201,201,204,204,208,208,210,215,215,215,215,215,215,215,215,218,218,224,224,225,225,234,238,239,240,243,243,246,247,248,251,251,251,251,254,255,255,258,258,258,259,259,259,259,259,260,260,260,260,262,262,262,264,264,267,267,267,268,268,271,271,271,271,271,271,271,271,271,272,272,272,272,274,274,274,274,276,276,276,276,276,276,276,281,281,301,302,302,303,303,303,304,304,305,305,305,305,305,305,307,307,308,308,315,315,315,315,316,316,316,316,316,318,318,319,319,321,322,323,323,324,327,327,329,331,331,333,333,333,333,333,335,336,337,337,342,344,344,344,350,350,350,352,352,356,358,364,366,366,369,370,370,370,566,573,573,573,579,579,584,584,591,591,595,596,599,599,599,610,611,611,611,619,625,626,626,628,630,631,634,640,640,644,647,654,661,661,661,661,665,665,671,671,673,675,675,678,678,679,681,681,684,686,686,691,693,693,693,695,695,695,695,700,700,700,700,700,700,707,707,707,707,711,711,711,711,712,712,712,712,712,712,712,717,717,717,722,722,726,726,726,726,726,726,726,726,726,734,739,739,743,743,745,745,745,745,745,745,745,745,745,745,745,745,745,745,745,745,745,745,745,748,748,752,752,756,756,756,760,763,763,766,768,768,768,770,770,770,772,772,772,772,775,775,775,775,776,776,776,776,776,779,779,779,779,779,780,780,781,782,782,782,782,782,786,789,789,797,804,805,817,821,825,831,834,834,846,854,857,866,866,873,879,879,888,891,896,898,912,916,916,924,924,933,937,945,960,962,969,969,973,979,980,980,984,984,984,984,984,984,1018,1018,1018,1020,1021,1021,1021,1023,1023,1023,1023,1023,1023,1038,1038,1038,1045,1045,1045,1045,1048,1048,1048,1048,1050,1050,1050,1050,1050,1050,1050,1050,1053,1053,1053,1053,1053,1053,1055,1057,1057,1057,1057,1059,1059,1059,1059,1061,1061,1061,1061,1061,1061,1068,1068,1068,1068,1068,1068,1068,1068,1068,1068,1068,1068,1068,1068,1068,1083,1083,1083,1084,1084,1084,1084,1084,1084,1084,1086,1086,1086,1086,1086,1086,1087,1087,1087,1089,1089,1089,1089,1089,1091,1091,1091,1091,1091,1091,1091,1091,1091,1091,1091,1091,1091,1091,1098,1098,1098,1098,1098,1098,1098,1099,1099,1099,1099,1099,1099,1099,1099,1099,1099,1099,1104,1104,1104,1104,1104,1104,1104,1104,1104,1104,1107,1107,1107,1107,1107,1107,1107,1113,1113,1113,1115,1118,1118,1118,1118,1118,1118,1126,1126,1126,1126,1126,1126,1126,1126,1126,1126,1126,1205,1205,1205,1205,1205,1205,1205,1205,1225,1225,1225,1225,1225,1225,1225,1225,1225,1225,1225,1225,1225,1278,1278,1278,1278,1278,1278,1278,1278,1278,1278,1278,1278,1278,1278,1278,1278,1278,1278,1278,1278,1278,1316,1316,1316,1316,1316,1316,1316,1316,1316,1316,1316,1316,1316,1316,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1335,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1337,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1338,1345,1345,1345,1345,1345,1345,1345,1345,1345,1345,1353,1353,1353,1371,1371,1371,1371,1371,1371,1371,1371,1375,1375,1375,1375,1375,1375,1375,1375,1375,1375,1376,1376,1376,1376,1376,1376,1376,1376,1390,1390,1390,1390,1390,1390,1390,1390,1390,1390,1390,1390,1390,1390,1390,1390,1390,1390,1390,1390,1391,1391,1391,1391,1391,1391,1391,1391,1393,1393,1393,1393,1393,1393,1396,1396,1396,1396,1400,1400,1400,1400,1400,1400,1405,1405,1405,1405,1405,1405,1405,1405,1422,1422,1422,1422,1422,1422,1422,1422,1422,1422,1441,1442,1442,1442,1442,1442,1442,1442,1442,1442,1442,1443,1443,1443,1443,1443,1443,1443,1443,1443,1443,1443,1443,1443,1443,1444,1444,1444,1444,1444,1444,1445,1445,1445,1445,1445,1445,1445,1445,1445,1445,1445,1445,1445,1445,1445,1445,1445,1445,1445,1445,1445,1447,1447,1447,1447,1447,1447,1447,1447,1452,1452,1452,1452,1452,1452,1452,1452,1452,1452,1455,1455,1455,1455,1455,1455,1455,1456,1456,1456 +,Costa Rica,9.7489,-83.7534,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,4,4,4,4,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,8,8,9,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,14,15,15,16,17,18,18,18,19,23,23,25,25,26,28,30,34,37,40,42,47,54,62,66,68,71,80,87,98,104,115,125,133,140,150,154,162,171,181,191,200,218,228,235,244,255,263,272,281,291,294,304,314,321,333,340,348,355,362,376,386,397,407,418,418,436,443,453,460,469,478,478,510,531,543,567,583,590,590,621,633,649,666,686,706,706,745,760,781,795,812,828,828,861,880,904,917,930,950,950,987,1004,1024,1040,1055,1076,1076,1108,1124,1134,1159,1168,1183,1183,1204,1222,1236,1251,1265,1282,1282,1312,1329,1340,1357,1371,1385,1385,1404,1419,1431,1444,1453,1464,1464,1491,1502,1513,1527,1537,1546,1546,1566,1578,1588,1599,1608,1608,1608,1641,1662,1674,1679,1690,1690,1690,1726,1731,1739,1757,1773,1773,1773,1825,1846,1864,1882,1895,1895,1895,1936,1956,1967,1980,1996,1996,1996,2037,2051,2065,2086,2086,2086,2086,2144,2156,2171,2185,2185,2185,2185,2229,2248,2267,2286,2305,2305,2305,2353,2367,2384,2401,2416,2416,2416,2458,2477,2492,2506,2518,2518,2518,2558,2567,2584,2599,2604,2604,2604,2634,2641,2650,2662,2672,2672,2672,2692,2698,2701,2710,2714,2714,2714,2730,2737,2745,2756,2763,2763,2763,2782,2785,2793,2796,2800,2800,2800,2812,2820,2824,2829,2833,2833,2833,2833,2848,2848,2848,2862,2862,2862,2862,2886,2886,2886,2896,2896,2896,2896,2908,2908,2908,2931,2931,2931,2931,2957,2957,2957,2957,2957,2957,2957,3000,3000,3000,3018,3018,3018,3018,3044,3044,3065,3071,3071,3071,3099,3104,3115,3125,3136,3143,3143,3168,3186,3202,3217,3231,3231,3231,3290,3310,3326,3341,3365,3365,3365,3430,3456,3482,3514,3547,3547,3547,3625,3673,3696,3736,3765,3765,3765,3849,3877,3908,3929,3962,3962,3962,4041,4074,4098,4124,4153,4153,4153,4228,4251,4278,4298,4322,4322,4322,4388,4407,4437,4459,4473,4473,4473,4530,4546,4567,4581,4602,4602,4602,4648,4661,4667,4674,4686,4686,4686,4726,4740,4753,4760,4773,4773,4773,4773,4829,4842,4857,4874,4874,4874,4906,4915,4925,4933,4941,4941,4941,4941,4987,4997,5013,5030,5030,5030,5030,5070,5087,5108,5124,5124,5124,5162,5169,5185,5199,5211,5211,5211,5255,5269,5284,5296,5312,5312,5312,5361,5378,5394,5417,5431,5431,5431,5492,5506,5523,5540,5568,5568,5568,5642,5673,5702,5721,5754,5754,5754,5754,5851,5889,5919,5949,5949,5949,6056,6098,6128,6168,6189,6189,6189,6277,6316,6349,6386,6413,6413,6413,6494,6522,6553,6584,6612,6612,6612,6698,6718,6744,6771,6797,6797,6797,6857,6880,6895,6895,6946,6946,6946,6983,6997,7008,7021,7029,7029,7029,7078,7093,7111,7124,7134,7134,7134,7164,7176,7176,7190,7197,7197,7197,7223,7231,7241,7248,7251,7251,7251,7264,7271,7280,7284,7287,7287,7287,7287,7299,7305,7309,7312,7312,7312,7318,7324,7324,7328,7332,7332,7332,7332,7333,7336,7336,7340,7340,7340,7340,7343,7343,7343,7343,7343,7343,7343,7353,7353,7353,7353,7353,7353,7353,7366,7369,7370,7372,7372,7372,7382,7386,7394,7401,7406,7406,7406,7421,7425,7434,7441,7451,7451,7451,7451,7492,7505,7521,7533,7533,7533,7575,7593,7605,7621,7641,7641,7641,7694,7712,7730,7752,7772,7772,7772,7806,7829,7847,7874,7894,7894,7894,7936,7954,7969,7984,7999,7999,7999,8037,8047,8057,8073,8082,8082,8082,8121,8136,8142,8149,8160,8160,8160,8186,8192,8202,8215,8226,8226,8226,8244,8256,8261,8263,8266,8266,8266,8266,8266,8298,8300,8308,8308,8308,8308,8327,8327,8327,8327,8327,8327,8327,8357,8357,8357,8357,8357,8357,8357,8357,8383,8383,8383,8383,8383,8383,8383,8405,8405,8405,8405,8405,8405,8405,8421,8421,8421,8421,8421,8421,8444,8444,8444,8444,8444,8444,8444,8444,8472,8472,8472,8472,8472,8472,8495,8495,8495,8495,8495,8495,8495,8495,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8670,8670,8670,8690,8690,8690,8690,8720,8720,8720,8740,8740,8740,8754,8754,8754,8754,8774,8774,8774,8780,8780,8780,8780,8800,8800,8800,8808,8808,8808,8808,8828,8828,8836,8836,8836,8836,8836,8856,8856,8856,8867,8867,8867,8867,8887,8887,8887,8887,8893,8893,8893,8913,8913,8913,8913,8913,8913,8913,8933,8933,8933,8933,8933,8933,8933,8970,8970,8970,8970,8970,8970,8970,8970,8966,8966,8966,8966,8966,8966,8974,8974,8974,8974,8974,8974,8974,8982,8982,8982,8982,8982,8982,8982,8990,8990,8990,8990,8990,8990,8990,8999,8999,8999,9009,9009,9009,9009,9009,9009,9009,9019,9019,9019,9019,9019,9019,9019,9031,9031,9031,9031,9031,9031,9031,9031,9031,9031,9031,9038,9038,9038,9046,9046,9046,9046,9046,9046 +,Cote d'Ivoire,7.54,-5.5471,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,3,3,3,3,3,3,4,5,6,6,6,6,6,8,9,9,13,14,14,14,14,14,14,14,14,14,15,15,17,17,18,18,20,20,21,21,21,21,24,24,24,25,27,28,28,29,29,29,30,30,30,30,31,32,32,33,33,33,33,35,35,36,36,36,38,38,41,41,45,45,45,46,46,48,49,49,52,54,56,58,58,60,64,66,66,66,68,68,68,70,72,74,75,76,78,79,81,82,84,84,87,87,87,87,91,92,92,93,93,93,94,94,96,96,98,99,100,102,102,102,102,103,103,103,104,104,105,105,105,105,107,108,108,110,110,110,111,112,112,113,113,114,114,114,115,115,115,115,117,117,117,119,119,119,119,119,119,119,119,119,119,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,121,121,121,121,122,122,122,124,124,124,126,126,126,126,126,126,126,126,126,126,126,127,127,127,127,128,128,129,129,129,129,129,131,131,131,131,131,131,131,131,132,132,132,132,132,132,132,132,132,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,135,137,137,137,137,138,138,138,138,138,138,138,139,139,139,139,140,140,140,141,141,141,142,142,142,142,143,145,146,146,147,151,151,152,152,154,156,158,158,158,160,162,162,165,165,169,171,173,173,174,175,179,180,183,185,185,186,188,188,188,188,190,192,192,193,193,194,196,199,200,202,204,206,206,209,211,211,211,213,214,214,215,216,217,220,222,222,224,229,229,232,237,239,242,244,244,250,252,255,256,256,257,258,260,260,263,268,269,271,273,274,274,274,274,275,277,277,279,281,282,283,285,286,286,286,286,286,287,291,291,291,291,291,291,291,292,292,294,295,295,298,298,298,298,298,298,298,298,298,298,301,301,301,303,303,305,306,306,306,306,306,306,306,306,306,306,306,306,306,306,306,306,306,306,307,308,308,309,309,309,309,311,312,313,313,313,315,315,315,315,315,315,316,317,318,318,318,319,319,319,319,320,320,320,322,322,322,324,324,324,324,324,326,326,326,328,329,330,332,332,334,338,338,341,341,341,347,347,354,358,359,359,363,365,369,373,380,389,395,397,402,413,415,416,424,430,436,441,445,451,455,464,467,477,483,488,492,495,506,515,520,534,540,546,553,561,566,569,574,583,586,589,593,600,607,611,621,624,631,636,640,640,652,653,654,657,659,666,669,672,672,673,674,674,682,685,685,689,689,689,690,690,690,691,691,691,692,695,695,696,696,696,696,698,699,699,699,700,700,700,700,702,702,702,702,702,702,702,702,702,703,703,703,704,704,704,704,704,704,704,705,705,705,706,706,706,706,706,706,706,706,706,706,706,706,706,706,706,706,706,706,707,707,707,707,707,707,708,712,714,718,720,720,723,727,730,732,733,735,738,742,745,747,748,753,753,761,763,764,764,771,778,779,779,782,782,782,782,784,785,785,785,785,785,786,786,786,787,787,787,789,789,789,789,791,791,791,791,791,791,791,791,791,791,791,792,792,792,793,793,794,794,795,795,795,795,795,795,795,795,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,796,797,797,797,797,797,797,797,797,797,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,799,800,800,801,801,802,802,802,804,804,804,805,805,805,805,805,805,805,805,805,805,805,805,805,805,805,805,805,806,806,806,806,806,806,808,808,808,808,809,809,810,810,810,810,810,811,811,811,811,811,811,811,811,811,811,811,811,813,815,815,815,815,817,817,817,817,817,817,817,817,817,817,817,817,817,817,817,819,819,819,819,819,819,819,820,820,821,821,822,822,822,822,822,822,822,822,822,822,823,823,823,823,823,823,823,824,824,826,826,826,826,826,826,826,826,826,826,826,826,826,826,826,826,827,827,827,827,827,827,827,827,827,827,827,827,827,827,827,827,827,827,827,828,829,829,829,829,829,829,829,829,829,829,829,829,829,829,829,830,830,830,830,830,830,830,830,830,830,830,830,830,830,830,830,830,830,830 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Salvador,13.7942,-88.8965,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,3,3,4,4,5,6,6,6,6,6,6,6,6,7,7,7,7,7,7,8,8,8,8,8,8,9,10,10,11,11,13,14,15,15,16,17,17,18,20,20,23,25,26,30,30,30,31,33,33,33,35,35,36,39,39,42,46,46,46,49,51,52,53,53,53,56,60,64,68,68,72,74,74,76,79,82,86,93,98,107,113,119,126,133,143,152,164,174,182,191,202,210,217,223,229,235,243,249,254,260,267,278,286,298,309,324,335,344,352,363,372,379,390,400,408,417,430,439,448,459,467,477,486,498,513,520,536,549,563,570,577,584,595,603,612,618,625,633,640,646,654,661,669,678,687,694,702,708,713,717,724,731,739,744,752,759,764,765,770,774,777,782,785,788,792,796,801,804,808,811,812,814,819,823,826,826,826,831,839,843,848,853,857,863,865,869,873,877,881,887,890,894,899,904,908,912,917,922,926,929,933,936,940,944,949,953,957,962,967,971,975,979,983,987,992,997,1002,1006,1010,1014,1020,1024,1028,1033,1039,1044,1047,1052,1056,1061,1064,1070,1075,1081,1086,1086,1098,1102,1107,1111,1114,1120,1129,1134,1142,1153,1159,1164,1168,1174,1180,1186,1193,1200,1205,1212,1219,1227,1234,1242,1250,1257,1265,1274,1283,1289,1297,1305,1313,1313,1327,1327,1327,1327,1358,1364,1373,1382,1390,1398,1408,1419,1428,1437,1447,1459,1469,1479,1487,1498,1509,1521,1530,1540,1551,1561,1572,1583,1589,1599,1604,1614,1623,1632,1638,1646,1653,1662,1673,1681,1692,1701,1709,1719,1727,1734,1742,1750,1758,1767,1776,1785,1792,1799,1807,1815,1823,1832,1841,1847,1854,1861,1869,1878,1887,1894,1894,1907,1915,1923,1929,1935,1940,1945,1950,1954,1958,1962,1962,1971,1975,1979,1983,1986,1990,1990,1996,1998,2000,2003,2006,2006,2006,2017,2021,2025,2030,2030,2037,2040,2044,2048,2051,2054,2057,2060,2064,2068,2072,2075,2078,2082,2086,2089,2093,2098,2103,2106,2111,2117,2120,2124,2124,2132,2134,2137,2141,2143,2146,2150,2154,2158,2164,2168,2173,2178,2182,2187,2191,2195,2199,2202,2206,2211,2216,2220,2224,2229,2233,2237,2241,2245,2249,2252,2255,2260,2260,2266,2270,2274,2279,2279,2284,2288,2292,2295,2299,2305,2310,2315,2321,2327,2332,2336,2341,2346,2351,2356,2361,2367,2371,2376,2381,2387,2393,2397,2403,2409,2414,2420,2428,2433,2439,2445,2451,2457,2464,2470,2477,2484,2492,2499,2508,2519,2529,2538,2547,2558,2567,2577,2587,2599,2613,2629,2641,2651,2663,2672,2681,2691,2703,2717,2730,2742,2749,2759,2769,2781,2789,2794,2804,2812,2817,2824,2831,2840,2846,2855,2863,2872,2880,2890,2898,2909,2918,2926,2934,2944,2952,2961,2969,2977,2986,2995,3005,3013,3022,3032,3043,3056,3066,3078,3090,3102,3114,3125,3138,3152,3164,3174,3185,3197,3211,3222,3234,3245,3262,3277,3293,3312,3327,3345,3357,3368,3381,3392,3405,3420,3435,3447,3460,3477,3490,3505,3520,3532,3544,3554,3564,3575,3586,3596,3604,3613,3622,3629,3638,3647,3654,3664,3670,3675,3682,3690,3695,3704,3709,3715,3721,3728,3731,3735,3738,3741,3746,3751,3753,3756,3759,3762,3764,3764,3769,3771,3774,3776,3778,3779,3781,3781,3783,3786,3789,3790,3791,3792,3793,3795,3797,3800,3800,3802,3803,3805,3807,3809,3810,3812,3815,3817,3818,3818,3820,3820,3821,3823,3824,3824,3825,3826,3826,3826,3826,3826,3827,3827,3827,3827,3828,3829,3832,3832,3834,3834,3837,3840,3843,3847,3851,3855,3857,3862,3866,3871,3877,3884,3891,3899,3908,3914,3921,3927,3933,3942,3952,3960,3967,3975,3982,3989,3994,4002,4011,4019,4027,4032,4032,4041,4044,4048,4054,4058,4062,4062,4068,4071,4074,4077,4081,4083,4086,4088,4091,4092,4093,4094,4095,4095,4100,4101,4102,4104,4105,4107,4109,4109,4113,4113,4114,4115,4115,4116,4116,4117,4118,4118,4119,4119,4119,4120,4120,4121,4121,4121,4121,4121,4122,4122,4124,4124,4124,4125,4125,4125,4125,4126,4126,4127,4127,4127,4127,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4129,4129,4129,4129,4129,4129,4130,4130,4130,4130,4130,4130,4130,4131,4131,4131,4131,4131,4131,4131,4132,4132,4132,4132,4132,4132,4133,4133,4133,4134,4134,4134,4135,4135,4135,4135,4135,4135,4136,4137,4137,4137,4138,4139,4139,4139,4139,4139,4141,4141,4142,4144,4146,4146,4149,4150,4152,4152,4153,4155,4156,4160,4163,4164,4165,4167,4171,4174,4174,4177,4178,4181,4184,4184,4184,4184,4189,4190,4192,4194,4194,4194,4194,4199,4201,4204,4206,4208,4210,4213,4214,4216,4216,4216,4217,4217,4217,4217,4217,4217,4218,4218,4219,4219,4219,4220,4220,4221,4221,4221,4221,4222,4223,4223,4224,4224,4224,4224,4224,4224,4226,4226,4227,4227,4227,4228,4228,4228,4228,4228,4228,4228,4228,4228,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230 +,Equatorial Guinea,1.6508,10.2679,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,3,3,4,4,4,4,4,4,4,6,7,7,7,7,7,7,7,10,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,87,87,87,87,87,87,87,87,87,87,88,88,89,89,89,91,91,91,91,91,91,92,92,93,93,93,96,96,96,96,96,98,98,98,98,98,100,100,100,100,100,100,101,101,102,102,102,102,102,102,102,102,103,103,103,103,104,104,104,104,104,106,106,106,106,106,106,106,106,106,106,106,106,106,107,107,107,107,107,107,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,113,113,113,113,113,113,113,113,113,118,118,118,118,118,118,118,118,118,118,118,118,118,118,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,122,122,122,122,122,122,122,122,122,122,122,122,122,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,124,124,126,126,126,128,128,128,129,129,129,129,129,131,131,131,131,136,137,137,137,137,137,140,140,142,142,142,142,142,142,146,147,147,147,147,150,150,150,154,154,154,154,155,155,156,156,156,156,156,161,161,163,163,163,163,163,163,163,163,163,166,167,167,167,167,167,168,168,168,168,168,168,168,168,168,168,168,168,169,169,169,170,170,170,170,170,170,170,173,173,173,173,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,177,177,177,177,177,177,177,178,178,178,178,178,179,179,179,179,179,181,181,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183 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Miquelon,France,46.8852,-56.3159,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1 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Martin,France,18.0708,-63.0501,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,22,22,22,22,22,22,22,25,25,25,25,25,25,25,26,26,26,26,26,26,26,27,27,27,27,27,27,27,29,29,29,29,29,29,29,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,33,33,33,33,33,33,33,33,33,33,33,33,33,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,20,20,31,31,31,31,31,31,33,33,33,33,33,33,35,35,35,35,35,35,35,35,35,35,35,35,35,35,35,36,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,58,58,58,58,58,58,58,59,59,59,59,59,59,59,60,60,60,60,60,60,60,60,60,60,60,60,60,60,61,61,61,61,61,61,61,61,61,61,61,61,61,61,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63 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+Cook Islands,New 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Macedonia,41.6086,21.7453,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,3,3,3,4,6,7,9,11,11,12,17,18,23,26,29,30,32,34,34,38,44,45,46,49,49,51,54,55,56,56,57,59,61,65,71,73,77,81,82,84,85,86,88,89,90,91,91,91,92,95,95,97,98,101,104,106,110,111,112,113,113,113,116,119,121,126,131,133,140,141,145,147,149,151,153,156,157,164,169,171,179,188,193,201,210,216,222,233,238,247,251,259,265,268,277,286,298,302,306,321,328,334,341,346,351,359,362,368,376,382,385,389,393,401,406,414,422,432,432,442,445,451,460,460,466,471,476,480,486,493,497,500,505,511,517,519,523,527,528,529,530,532,535,539,544,547,549,551,554,557,563,564,568,573,578,585,590,596,600,603,604,606,606,609,614,617,623,631,634,637,642,646,648,652,661,668,675,683,689,693,700,705,710,712,721,722,725,729,737,739,743,749,753,756,760,768,772,775,781,785,792,797,800,809,815,821,824,834,846,850,862,874,883,897,919,934,949,963,977,982,994,1004,1025,1049,1071,1084,1096,1110,1136,1156,1186,1212,1238,1263,1281,1305,1345,1376,1397,1423,1462,1487,1511,1546,1561,1600,1630,1658,1699,1731,1763,1792,1825,1847,1877,1901,1924,1949,1977,2023,2051,2077,2096,2121,2147,2169,2194,2225,2254,2274,2292,2314,2340,2354,2375,2401,2427,2445,2456,2473,2488,2503,2510,2522,2530,2550,2559,2571,2581,2592,2614,2622,2635,2647,2657,2672,2682,2696,2702,2715,2726,2739,2754,2768,2779,2785,2791,2812,2821,2831,2841,2848,2855,2866,2873,2893,2900,2908,2916,2924,2946,2955,2959,2966,2971,2976,2989,2998,3003,3010,3018,3037,3047,3063,3076,3085,3098,3111,3119,3126,3137,3144,3151,3156,3165,3176,3185,3195,3206,3228,3244,3265,3280,3300,3319,3340,3364,3388,3403,3424,3448,3473,3503,3528,3545,3574,3607,3642,3675,3716,3749,3781,3810,3860,3905,3940,3977,4022,4073,4108,4150,4182,4228,4262,4289,4322,4357,4388,4419,4443,4478,4509,4556,4595,4628,4650,4677,4714,4742,4772,4818,4855,4891,4936,4961,4992,5016,5042,5067,5079,5093,5109,5135,5151,5168,5184,5197,5211,5230,5232,5249,5265,5280,5296,5311,5329,5342,5356,5369,5387,5398,5408,5413,5423,5429,5435,5442,5448,5455,5458,5462,5467,5468,5470,5471,5471,5472,5472,5472,5472,5474,5475,5475,5477,5477,5478,5481,5484,5484,5484,5484,5484,5484,5485,5486,5486,5486,5486,5486,5486,5486,5487,5487,5487,5487,5487,5487,5487,5487,5487,5487,5487,5487,5488,5489,5489,5489,5489,5491,5491,5491,5491,5493,5493,5493,5494,5494,5497,5501,5502,5503,5507,5509,5513,5521,5527,5532,5542,5552,5560,5574,5589,5608,5632,5654,5668,5695,5727,5755,5782,5818,5842,5869,5901,5938,5964,5987,6013,6045,6065,6097,6129,6153,6184,6214,6236,6259,6277,6307,6339,6367,6396,6437,6460,6472,6489,6511,6539,6557,6577,6594,6607,6630,6646,6668,6683,6683,6704,6719,6740,6758,6783,6799,6817,6831,6849,6855,6875,6888,6901,6922,6940,6964,6978,6998,7012,7019,7036,7051,7062,7072,7087,7098,7108,7121,7132,7145,7159,7178,7194,7204,7217,7232,7242,7255,7276,7294,7307,7320,7328,7337,7354,7367,7390,7406,7418,7436,7449,7464,7474,7492,7511,7528,7547,7569,7581,7592,7609,7616,7631,7641,7658,7674,7688,7695,7710,7723,7732,7740,7754,7768,7778,7794,7801,7815,7825,7838,7853,7868,7879,7894,7904,7907,7917,7935,7953,7960,7969,7975,7981,7996,8000,8002,8012,8023,8032,8042,8055,8062,8070,8083,8092,8100,8115,8139,8153,8166,8177,8198,8218,8240,8266,8285,8312,8338,8362,8383,8409,8444,8470,8494,8533,8549,8578,8599,8624,8658,8686,8705,8736,8747,8768,8793,8829,8851,8869,8891,8898,8915,8937,8958,8968,8981,8994,9001,9010,9027,9036,9050,9065,9075,9079,9086,9097,9104,9117,9123,9137,9146,9150,9155,9159,9162,9164,9172,9180,9184,9187,9188,9191,9197,9203,9206,9208,9214,9220,9221,9226,9226,9228,9231,9231,9234,9236,9240,9244,9251,9252,9256,9256,9260,9261,9261,9261,9262,9263,9265,9266,9271,9271,9271,9276,9277,9278,9278,9280,9280,9280,9280,9282,9283,9284,9284,9284,9284,9287,9287,9287,9287,9289,9289,9289,9291,9293,9293,9296,9296,9296,9297,9297,9297,9300,9300,9300,9300,9300,9303,9303,9306,9307,9309,9309,9309,9309,9311,9313,9313,9316,9316,9316,9316,9316,9318,9320,9322,9322,9322,9322,9322,9322,9322,9322,9322,9322,9322,9322,9323,9325,9327,9327,9327,9327,9327,9327,9329,9331,9331,9331,9335,9337,9337,9337,9339,9339,9339,9339,9343,9345,9349,9353,9353,9353,9359,9361,9361,9368,9370,9370,9370,9373,9377,9381,9387,9388,9388,9388,9398,9398,9400,9410,9414,9414,9414,9424,9426,9429,9437,9440,9440,9440,9450,9455,9461,9468,9473,9473,9473,9477,9481,9489,9490,9495,9495,9495,9499,9499,9502,9503,9506,9506,9506,9512,9515,9516,9520,9521,9521,9521,9524,9524,9524,9526,9527,9527,9527,9531,9531,9535,9534,9534,9534,9534,9537,9539,9542,9542,9544,9544,9544,9548,9548,9551,9551,9551,9551,9551,9553,9554,9556,9559,9559,9559,9559,9559,9561,9561,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9567,9567,9567,9567,9567,9567,9568,9568,9568,9568,9568,9568,9568,9568,9570,9570,9570,9570,9591,9591,9591 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Lucia,13.9094,-60.9789,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,8,8,8,8,8,9,10,10,11,11,13,13,13,13,13,13,15,16,16,18,18,18,18,19,19,19,22,23,23,23,23,23,24,25,25,28,31,32,32,34,34,35,35,35,36,37,39,43,43,43,43,46,46,47,47,48,48,51,55,55,55,55,55,55,55,55,57,58,58,58,58,58,58,59,60,61,61,61,61,61,63,63,63,64,64,64,64,64,64,64,65,67,67,69,69,70,70,70,70,70,73,74,74,74,74,74,74,74,74,74,75,75,75,75,75,75,75,75,75,75,75,76,77,77,77,77,77,77,77,77,77,77,77,77,77,79,79,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,84,84,84,84,84,84,84,84,84,84,84,84,85,85,85,85,85,86,86,86,86,86,87,87,87,87,87,87,87,87,87,88,88,88,88,88,88,88,89,89,89,89,89,89,90,90,90,90,92,92,94,95,95,95,95,95,95,95,97,97,97,97,97,97,101,101,101,103,103,103,104,106,108,116,116,116,118,118,128,128,128,132,132,132,132,136,139,148,150,150,150,150,168,169,181,183,185,186,195,201,201,207,207,209,209,209,215,215,222,224,224,224,231,232,232,232,236,236,237,237,237,238,239,240,241,250,250,253,253,254,255,255,255,258,259,260,260,260,260,264,264,264,267,269,269,269,270,270,271,272,278,278,278,279,279,279,279,280,280,280,280,280,280,280,282,282,282,282,283,283,283,283,283,283,283,283,285,285,291,291,293,293,295,295,295,295,295,295,295,295,295,295,295,301,301,301,301,305,305,305,306,306,306,310,310,311,314,314,314,314,314,316,316,316,316,316,324,326,326,326,326,326,326,328,328,333,333,333,341,341,341,342,342,346,347,347,347,347,347,353,353,356,356,356,357,357,357,358,358,358,358,358,358,360,360,360,360,362,362,364,364,364,364,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,365,367,367,367,367,367,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,368,370,370,370,370,370,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,376,376,376,376,376,376,376,376,376,376,376,380,380,380,380,380,383,383,383,383,383,383,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,386,387,387,387,387,387,387,387,388,388,388,388,388,388,388,388,388,388,389,389,389,389,389,389,389,389,391,391,391,391,391,391,391,391,391,391,391,391,391,391,391,393,393,393,393,393,393,393,393,393,393,393,393,393,393,393,393,393,393,393,393,400,400,400,401,404,404,404,404,405,405,405,405,405,405,405,405,405,405,405,405,405,406,406,407,407,407,407,407,407,407,407,407,407,407,407,407,407,407,408,408,408,408,408,408,408,408,408,408,408,408,408,408,408,408,408,408,408,408,408,408,408,408,408,409,409 +,Saint Vincent and the Grenadines,12.9843,-61.2872,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,4,4,4,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,9,9,9,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,11,11,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,13,13,13,13,14,14,14,16,17,17,17,17,17,18,19,19,21,26,26,28,33,33,33,33,33,33,38,38,38,38,38,38,47,53,53,54,56,56,60,60,60,63,63,64,65,66,66,68,68,69,69,69,69,69,69,69,69,69,71,71,71,71,72,72,72,73,73,73,73,73,73,74,74,74,74,74,74,74,74,74,74,74,76,76,76,76,76,77,77,77,77,77,77,77,77,77,77,77,79,79,79,81,81,81,81,81,81,81,81,81,83,83,83,83,84,84,84,84,84,85,85,85,85,85,85,87,88,88,90,90,90,90,92,92,92,92,93,93,93,94,94,95,95,95,99,99,99,99,101,101,101,102,102,103,103,103,103,104,104,104,105,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,107,107,108,108,108,108,108,108,108,108,108,108,108,108,109,109,109,110,110,110,110,111,111,111,111,111,111,111,111,112,112,112,112,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116 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Marino,43.9424,12.4578,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,2,2,2,5,5,5,5,9,11,14,14,20,20,20,21,21,21,21,22,22,25,26,28,28,30,32,32,32,32,34,34,34,34,35,35,36,36,36,38,38,39,39,39,40,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,44,44,44,44,44,44,45,45,46,46,46,46,47,48,48,48,48,49,49,50,51,51,52,54,54,54,55,55,55,55,56,56,56,57,57,57,57,59,59,59,59,61,61,62,62,62,64,64,64,64,64,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,67,67,67,68,68,68,69,69,69,69,71,71,72,72,72,72,72,72,72,72,72,72,72,72,73,73,73,73,74,74,74,74,75,75,76,76,76,77,77,77,77,77,77,77,77,77,77,78,79,79,79,79,80,82,84,84,84,84,84,84,84,84,84,84,85,85,85,85,85,85,85,85,86,86,86,86,86,86,88,88,88,88,89,89,89,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,94,94,94,94,94,94,94,94,94,94,94,95,95,95,96,96,97,97,98,98,98,98,98,99,99,100,100,100,102,102,103,103,103,103,103,103,103,103,103,103,103,103,103,103,105,106,107,107,107,108,108,109,109,109,109,109,109,109,109,109,109,109,109,109,109,109,110,110,110,110,110,110,110,110,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,113,113,113,113,113,113,113,113,113,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,116,116,116,116,116,116,116,117,117,117,117,117,117,117,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119 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Arabia,23.885942,45.079162,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,3,3,4,8,8,10,16,21,25,29,34,38,41,41,44,47,52,59,65,73,79,83,87,92,97,103,109,114,121,127,136,139,144,152,157,162,169,176,184,191,200,209,219,229,239,246,255,264,273,283,292,302,312,320,329,339,351,364,379,390,399,411,425,441,458,480,503,525,549,579,611,642,676,712,746,783,819,857,893,932,972,1011,1052,1091,1139,1184,1230,1267,1307,1346,1387,1428,1474,1511,1551,1599,1649,1698,1752,1802,1858,1916,1968,2017,2059,2100,2151,2181,2223,2243,2283,2325,2370,2407,2447,2486,2523,2557,2601,2635,2672,2703,2733,2760,2789,2816,2842,2866,2887,2917,2949,2984,3020,3055,3093,3130,3167,3199,3233,3269,3303,3338,3369,3408,3436,3470,3506,3548,3580,3619,3649,3691,3722,3755,3785,3813,3840,3870,3897,3929,3956,3982,4015,4049,4081,4107,4137,4165,4189,4213,4240,4268,4305,4338,4369,4399,4430,4458,4485,4512,4542,4569,4599,4625,4655,4683,4712,4739,4768,4794,4823,4850,4875,4898,4923,4947,4972,4996,5018,5043,5068,5087,5108,5127,5144,5165,5185,5201,5217,5235,5250,5264,5281,5296,5313,5329,5348,5363,5383,5402,5420,5437,5456,5471,5489,5506,5525,5540,5559,5576,5590,5605,5625,5641,5657,5676,5692,5710,5729,5745,5761,5780,5796,5811,5825,5840,5857,5870,5884,5896,5907,5919,5930,5940,5954,5965,5977,5989,6002,6012,6023,6036,6048,6059,6069,6080,6091,6101,6112,6122,6131,6139,6148,6159,6168,6176,6185,6196,6204,6214,6223,6230,6239,6246,6256,6265,6272,6278,6282,6286,6291,6295,6300,6304,6310,6313,6318,6323,6329,6335,6338,6342,6346,6350,6352,6355,6359,6363,6366,6368,6372,6375,6379,6383,6386,6389,6393,6397,6402,6406,6410,6415,6420,6424,6429,6433,6438,6441,6445,6450,6454,6457,6461,6466,6470,6475,6480,6483,6488,6494,6500,6505,6510,6514,6519,6524,6528,6534,6539,6545,6551,6556,6563,6567,6573,6578,6585,6591,6596,6602,6609,6613,6618,6624,6630,6637,6643,6650,6656,6663,6669,6676,6684,6690,6697,6704,6711,6719,6728,6737,6747,6754,6765,6773,6781,6791,6801,6810,6823,6834,6846,6858,6869,6878,6887,6900,6913,6922,6935,6946,6957,6968,6979,6992,7006,7018,7032,7045,7059,7072,7085,7098,7111,7122,7134,7147,7162,7174,7188,7201,7214,7224,7237,7249,7264,7278,7295,7309,7320,7334,7347,7362,7377,7393,7408,7424,7440,7456,7471,7488,7503,7503,7537,7553,7572,7590,7606,7621,7635,7650,7663,7677,7691,7703,7716,7730,7743,7760,7775,7789,7804,7819,7832,7848,7863,7876,7891,7907,7921,7933,7947,7963,7976,7992,8006,8020,8035,8048,8063,8075,8089,8103,8115,8130,8141,8155,8167,8179,8189,8200,8200,8200,8237,8249,8249,8249,8249,8249,8311,8311,8311,8311,8311,8311,8311,8388,8388,8388,8419,8419,8419,8439,8439,8457,8457,8481,8481,8481,8481,8512,8512,8512,8512,8512,8512,8512,8512,8512,8579,8579,8591,8591,8604,8610,8610,8610,8610,8610,8610,8645,8651,8651,8651,8667,8672,8679,8679,8679,8694,8699,8704,8709,8709,8716,8716,8716,8716,8716,8730,8732,8736,8739,8743,8745,8748,8751,8753,8755,8758,8760,8763,8765,8767,8770,8773,8774,8776,8778,8780,8782,8785,8788,8790,8793,8794,8796,8798,8799,8800,8802,8803,8804,8805,8806,8807,8809,8810,8811,8813,8816,8818,8820,8821,8822,8823,8824,8826,8827,8828,8829,8830,8832,8833,8834,8836,8837,8839,8840,8842,8844,8845,8847,8849,8850,8851,8852,8853,8855,8856,8857,8858,8860,8861,8862,8864,8865,8867,8868,8869,8870,8871,8872,8873,8874,8875,8877,8878,8879,8881,8883,8886,8888,8890,8892,8893,8895,8897,8899,8901,8903,8905,8906,8908,8910,8912,8914,8916,8918,8920,8922,8924,8927,8929,8931,8933,8936,8940,8941,8943,8947,8950,8953,8954,8957,8959,8962,8965,8969,8971,8973,8974,8975,8977,8978,8981,8982,8984,8986,8987,8990,8991,8993,8994,8996,8998,9001,9002,9004,9005,9006,9008,9009,9011,9013,9014,9016,9017,9018,9020,9021,9023,9024,9025,9027,9028,9030,9032,9033,9034,9036,9038,9039,9040,9042,9043,9045,9046,9047,9048,9050,9050,9053,9054,9055,9055,9058,9058,9060,9062,9063,9066,9068,9069,9069,9072,9074,9075,9075,9076,9078,9079,9082,9084,9085,9086,9088,9089,9093,9093,9094,9096,9099,9099,9103,9104,9104,9108,9110,9111,9114,9116,9118,9121,9123,9124,9127,9128,9130,9131,9134,9135,9138,9140,9143,9144,9145,9148,9149,9151,9152,9155,9156,9158,9160,9163,9165,9167,9170,9173,9175,9176,9179,9180,9183,9185,9188,9189,9191,9194,9194,9194,9194,9201,9202,9205,9207,9208,9209,9211,9211,9211,9212,9215,9218,9219,9220,9221,9221,9223,9225,9228,9229,9230,9232,9233,9233,9233,9236,9237,9238,9239,9240,9243,9243,9245,9247,9250,9251,9252,9255,9255,9257,9257,9260,9261,9261,9263,9264,9265,9266,9269,9269,9271,9272,9272,9273,9274,9276,9277,9280,9280,9282,9284,9287,9288,9289,9292,9293,9295,9297,9299,9302,9303,9306,9309,9310,9312,9313,9315,9316,9317,9320,9322,9324,9327,9330,9331,9332,9333,9335,9337,9340,9341,9342,9344,9347,9350,9351,9352,9353,9355,9357,9360,9361,9362,9364,9365,9368,9369,9372,9374,9376,9379,9379,9381,9383,9384,9387,9390,9391,9392,9393,9395,9397,9400,9401,9403,9405,9406,9407,9409,9412,9415,9416,9417,9418,9421,9423,9425,9426,9429,9432,9433,9435,9438,9440,9442,9443,9446,9447,9448,9449,9451,9454,9456,9457,9458,9459,9461,9464,9465,9468,9471,9472,9474,9476,9477 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+,South 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Lanka,7.873054,80.771797,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,3,4,4,5,5,5,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,10,10,10,10,10,10,10,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,14,14,15,16,16,19,19,19,19,20,21,21,23,24,29,30,34,35,36,41,46,48,53,53,58,61,66,69,73,74,83,87,90,94,96,99,107,109,116,118,122,124,129,130,137,140,142,142,144,146,147,149,152,154,154,160,160,165,171,176,181,183,184,185,186,187,191,194,195,199,204,208,211,211,215,217,219,222,225,229,232,240,244,247,251,255,256,264,270,273,274,276,278,280,283,287,288,290,297,305,313,316,323,330,332,339,343,351,356,365,370,375,379,384,390,397,403,409,422,430,433,435,445,450,453,457,459,464,464,464,476,483,484,489,493,493,502,507,511,511,520,525,526,527,532,532,537,537,544,544,546,551,552,552,554,557,558,561,566,566,568,571,571,575,581,581,586,588,591,593,595,598,598,602,602,608,615,615,618,620,620,630,634,634,638,642,647,647,661,661,678,687,696,709,709,734,745,764,786,801,827,850,850,892,923,941,962,981,1015,1051,1051,1133,1178,1210,1243,1269,1298,1298,1363,1363,1441,1441,1484,1566,1608,1656,1656,1696,1789,1844,1910,1910,2011,2073,2136,2260,2315,2374,2425,2480,2534,2581,2633,2704,2769,2814,2862,2905,2944,2985,3030,3077,3120,3157,3191,3236,3268,3313,3351,3391,3434,3467,3502,3533,3574,3611,3661,3702,3733,3779,3827,3870,3917,3959,4002,4054,4099,4147,4195,4258,4324,4380,4436,4503,4571,4645,4727,4821,4919,5017,5111,5222,5340,5464,5620,5776,5936,6096,6263,6434,6604,6790,6985,7183,7366,7560,7750,7948,8157,8371,8583,8775,8991,9185,9400,9604,9806,9806,10140,10320,10504,10689,10864,10995,11152,11296,11431,11567,11699,11817,11938,12022,12125,12218,12284,12376,12448,12530,12609,12680,12731,12786,12847,12906,12964,13019,13059,13102,13142,13185,13229,13267,13296,13331,13354,13377,13408,13429,13449,13472,13484,13507,13525,13543,13562,13574,13593,13611,13640,13654,13674,13696,13706,13725,13743,13760,13770,13791,13806,13821,13841,13856,13875,13892,13908,13927,13950,13972,13995,14016,14034,14057,14072,14086,14108,14127,14158,14182,14205,14232,14258,14278,14305,14328,14346,14372,14399,14419,14440,14461,14484,14505,14533,14555,14573,14595,14614,14641,14661,14677,14698,14720,14734,14752,14771,14795,14811,14832,14852,14871,14884,14901,14923,14944,14962,14979,14997,15019,15037,15055,15065,15083,15099,15112,15119,15134,15149,15163,15174,15190,15197,15211,15218,15231,15243,15255,15272,15284,15299,15313,15330,15346,15369,15386,15400,15420,15441,15474,15492,15515,15544,15572,15595,15621,15656,15692,15723,15754,15777,15808,15844,15874,15899,15926,15949,15969,15994,16024,16055,16086,16116,16142,16166,16190,16222,16244,16267,16287,16307,16321,16331,16339,16339,16361,16374,16381,16390,16397,16407,16415,16416,16419,16422,16426,16431,16436,16440,16445,16450,16452,16454,16459,16465,16469,16473,16477,16479,16480,16481,16485,16485,16486,16487,16489,16489,16489,16492,16492,16494,16495,16495,16495,16495,16496,16497,16497,16499,16500,16502,16502,16502,16503,16503,16504,16504,16504,16505,16505,16506,16507,16507,16507,16509,16509,16509,16509,16510,16510,16511,16511,16511,16511,16511,16511,16512,16512,16512,16512,16512,16513,16513,16513,16514,16515,16516,16517,16517,16518,16518,16518,16518,16518,16518,16518,16518,16518,16518,16519,16519,16519,16519,16519,16519,16520,16520,16520,16520,16520,16520,16520,16521,16521,16521,16521,16521,16521,16521,16521,16521,16522,16522,16523,16524,16525,16525,16525,16525,16526,16526,16526,16526,16527,16528,16528,16528,16531,16533,16535,16536,16537,16537,16539,16544,16544,16548,16553,16556,16556,16559,16566,16574,16574,16578,16583,16586,16588,16594,16603,16605,16614,16619,16621,16624,16630,16635,16640,16646,16646,16654,16660,16664,16669,16675,16679,16685,16687,16692,16695,16698,16699,16703,16707,16711,16712,16716,16719,16724,16725,16727,16728,16731,16736,16737,16737,16742,16744,16747,16748,16748,16751,16752,16753,16754,16754,16756,16757,16759,16761,16761,16762,16762,16763,16764,16766,16766,16767,16767,16768,16768,16768,16768,16768,16768,16769,16769,16769,16770,16772,16773,16774,16774,16774,16774,16774,16776,16777,16779,16779,16779,16780,16781,16781,16782,16782,16782,16782,16782,16782,16783,16783,16784,16784,16784,16784,16784,16785,16788,16791,16791,16793,16795,16795,16796,16797,16799,16800,16800,16802,16802,16803,16805,16805,16805,16805,16805,16806,16806 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Kingdom,32.3078,-64.7505,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,3,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,7,7,7,7,7,7,7,7,7,8,8,8,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,10,10,10,10,10,10,10,10,10,10,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,14,14,14,14,14,14,14,16,16,16,17,17,18,18,20,20,20,22,23,23,23,24,24,24,27,28,28,28,28,30,30,30,30,30,30,31,31,31,31,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,34,34,34,34,34,34,34,35,35,35,35,35,35,35,36,36,37,38,38,42,43,43,45,45,45,52,52,52,62,72,72,72,75,75,82,82,87,87,89,89,89,89,92,92,95,95,95,95,95,95,95,95,96,96,96,98,98,100,100,101,101,101,104,104,104,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,112,112,112,112,114,114,114,116,116,116,116,117,117,117,118,118,118,118,119,119,119,120,120,120,120,121,121,121,122,122,122,122,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,124,124,124,124,125,125,125,126,126,126,126,126,126,126,127,127,127,127,127,127,127,128,128,128,128,128,128,128,129,129,129,129,129,130,130,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,134,134,134,134,135,135,135,135,135,135,135,135,137,137,137,137,137,137,137,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,140,140,140,140,140,140,140,140,140,140,140,140,140,140,141,141,141,141,141,141,141,142,142,142,142,142,142,144,144,144,144,144,144,144,144,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,148,149,149,149,149,149,149,149,149,149,149,149,149,149,149,151,151,151,151,151,151,151,151,151,151,151,151,151,151,151,151,152,152,152,152,152,152 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Kingdom,18.4207,-64.64,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,3,3,3,3,3,4,8,8,14,17,17,23,23,23,23,25,25,25,25,25,31,31,31,31,31,31,31,31,31,31,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,37,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,40,40,40,40,40,40,40,40,40,40,40,42,42,42,47,47,47,47,47,47,47,47,49,49,49,49,49,49,49,49,49,51,51,51,51,51,51,58,58,61,61,61,61,61,61,61,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64 +Cayman Islands,United Kingdom,19.3133,-81.2546,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,4,4,4,4,4,4,4,4,4,4,4,5,6,6,7,7,7,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,11,11,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,18,18,18,18,18,18,18,22,22,22,23,23,23,23,23,23,25,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,31,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,34,35,35,35,35,35,35,35,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36 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Kingdom,54.2361,-4.5481,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,2,2,2,2,4,4,4,6,6,9,9,15,16,18,18,18,20,21,21,21,22,22,22,23,23,23,23,23,23,23,23,23,23,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,27,27,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,30,30,30,33,33,33,33,33,33,36,36,36,37,37,37,37,37,37,37,37,37,37,37,37,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,51,51,51,51,51,51,51,51,52,52,52,52,52,52,54,54,54,54,54,54,54,54,56,56,56,56,56,56,57,57,57,57,57,57,57,57,57,57,57,57,57,57,60,60,60,60,60,60,61,64,64,64,64,64,64,64,64,66,66,66,66,66,66,66,66,66,66,66,66,66,66,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,68,68,68,68,68,68,68,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,71,71,71,71,71,71,73,73,73,73,73,73,73,77,77,77,77,77,77,77,77,79,79,79,79,79,79,79,80,80,80,80,80,80,80,80,80,80,80,80,80,81,81,81,81,81,81,81,81,81,81,81,81,81,81,81,82,82,82,82,82,82,84,84,84,84,84,84,84,87,87,87,87,87,87,87,87,87,87,87,87,87,93,93,98,98,98,98,98,98,98,102,102,102,102,102,102,102,104,104,104,104,104,104,104,104,105,105,105,105,105,105,105,105,105,105,105,105,105,106,106,106,106,106,106,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,110,110,110,110,110,110,110,110,110,110,110,110,110,110,111,111,111,111,111,111,111,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116 +Jersey,United Kingdom,49.2138,-2.1358,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,2,2,2,3,3,3,3,3,3,4,4,4,4,4,6,7,10,11,12,12,14,14,18,19,19,19,19,19,20,20,22,23,24,24,24,24,25,25,25,25,26,26,27,27,27,27,27,27,27,28,29,29,29,29,29,29,29,29,29,29,29,29,29,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,33,36,36,36,38,39,40,41,41,41,41,41,41,42,44,44,44,44,47,51,53,56,57,57,57,59,59,60,60,62,62,62,62,62,62,62,63,63,63,63,63,64,65,66,66,66,66,67,67,67,67,67,67,67,67,67,67,67,67,67,68,68,68,68,68,68,68,68,68,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,70,71,72,73,73,73,73,73,73,73,74,74,74,74,74,74,75,75,75,75,75,76,76,76,77,77,77,77,77,77,77,77,77,77,77,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,79,79,79,79,79,79,79,79,79,79,79,79,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,81,81,81,81,81,81,81,82,82,84,84,84,84,84,84,84,84,85,87,87,87,87,88,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,90,90,90,90,90,92,92,92,92,92,92,94,94,94,96,96,96,96,99,99,99,100,100,100,101,103,103,104,104,104,104,104,106,106,106,106,106,108,108,108,108,108,108,109,109,110,111,112,112,112,112,112,113,113,113,113,113,114,115,115,115,115,115,115,116,116,116,116,116,116,116,116,116,118,118,118,118,118,119,120,120,120,120,120,120,120,120,120,121,121,121,121,121,121,121,121,121,121,121,121,122,122,123,123,123,123,123,124,124,124,126,126,126,126,126,126,126,127,127,127,127,127,127,127,127,127,127,127,127,127,127,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,132,132,132,133,133,133,133,133,133,133,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,137,137,137,137,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,139,139,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142 +Montserrat,United Kingdom,16.742498,-62.187366,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,4,4,4,4,4,4,4,4,4,4,6,6,6,6,6,6,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8 +Pitcairn Islands,United 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-- 2.18.1