notebooks/matplotlib.ipynb
2020-08-12 17:42:23 +08:00

749 lines
622 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fc1f0018d90>]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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nUQ3vxKThnWjo67yLzdRY6CISBpTayjwQGMWFL3ouBe4FfgTGAiuNvp/aqf61dh8FxWVMGx1jdRSPNH1UDFsO5vKnz7bTo21TurVpanUk5Uay8ot45vMdLNt1jF7hwbz7wAC6t3X+3yF7Drm0AVaJyDbgZyqPoX8lIs+LyBjbNm8CzUUkFZgGPOmcuArgREExb63fz/W92tC1tRaNM/j6NGDOuFiCA/2YuCiRfB3ipexgjOGjnzMYMeN7vk/O5qlru/LZo4PrpczBjhW6MWYbEFvF158953YRcJtjo6nqvL5mH0Wl5UwdqatzZwoLasi8u+IY968NPPHxNhaMj9Pz/FW1MnIKeWrJdtalHqd/h2a8eEsvosOa1GsGfaeom8nKL+LdH9O5OTacTi3r9y+LN+rfoRlPXtOV/+48yhtrdYiXulB5heGtdfsZPXMNWzJy+fvNPfngdwPrvcyhli+KKuu9ujqN0nLDlBGdrY7iNR66ogOJB07y4n/30CcihP4dmlkdSbmIlGOneOLTbWw+mMtVXcL4x2960TYk0LI8ukJ3I4dzz/DexoPcHt+O9s0bWx3Ha4gI/7ytNxGhgUx+L4msU0VWR1IWKymrYM6KFK6fs47046eZdUdf3rrvMkvLHLTQ3crclakATB6uq/P61jTAjwXj+5FfVDnEq6y8wupIyiLbDuUyZt46ZiQkc3XP1iRMu5KbY8Nd4vUVLXQ3cfBEIR9vymBc/wjCLV4FeKtubZry95t7sWFfDq8kJFsdR9WzotJyXvhmNzfPX8/JwhL+9dt45o6LpUWThlZH+4UeQ3cTc1am4NNAmHSVc95hpuwztl87Eg/ksGB1GnGRoYzq3srqSKoebNh3gic/3Ub6iULG9Y/gyWu7ERzoZ3WsC+gK3Q2kZRewJOkQ9wxsT8umAVbH8Xp/ubEHPcObMu2jLRw8oUO8PNmpolL+9Nl27ly4gQoD7z00gBdu6e2SZQ5a6G5h9vIUAvx8eGRYR6ujKCqHeC24ux8NRHSIlwdbuecYo2eu4f2fDvLQ5R34bupQBndy7QvIaKG7uL1HT/HltsPcNzjKpY7VebuIZo2YeUcfdh7O569Ld1odRzlQzukSpn6wmQfe3kRQgC+fThzMMzd0J9DfeTNYHEWPobu4mQnJNPH3ZcLQaKujqPMM79qKSVd1ZP6qNOLah3J7fITVkdQlMMbw5bYj/HXpTk4VlTJlRGcmXdUJf1/3WfdqobuwHZl5/HfnUaaO7ExII3+r46gqTBvVhc0Hc/nz5zvo0bYpPdrq5Et3dDSvcpjW8t3H6NMumJfGDnDLOUnu86PHC81ISCY40I8HLu9gdRRVDZ8GwpxxsYQ08uPRxUnkndEhXu7EGMP7Px1k1IzvWZeazTPXd2PJo0PcssxBC91lJR08yco9WTx8ZTRNA1zzFXVVqUWThsy/K47Mk2f4w8db0cnR7uHAidPc9a+NPLVkOz3Dg/lu6lAeuiIanwbWv0GorrTQXdSMZck0b+zPvYOirI6i7BAf1Ywnr+3Ksl3HWLhmn9Vx1EWUVxjeWLuPq2etYUdmHi/c0ov3fjfAI8Zp6DF0F7Rx3wnWpR7nmeu70bihPkXu4sHLO5B08CT//G4vfSNCGBB9wWV1lcX2Hq0cprU1I5eR3Vry95t70TrYc97boSt0F2OM4ZVlybQMasj4ge2tjqNqQUR46dbetG/WiMnvbyYrX4d4uYqSsgpmLU/mhrlrycgpZM64WP7123iPKnPQQnc561KP81N6DpOHdyLAz/XPe1W/FhTgx6vj4zhVVMpkHeLlErZk5HLj3HXMWp7Cdb3asHzalYzp09Ylhmk5mha6Czm7Og8PCeSOy/ScZnfVtXVTXrilFz/tz+HlZXutjuO1zpSU84+vd3HLq+vJO1PKm/fGM/vOWJo19txTgPUArQtZtTeLLRm5vHhLL6deGVw5329i27Ep/SSvf7+PfpGhjO7R2upIXuWHtOM8+el2DuYUcveASJ68titBXnC2mBa6izi7Oo9s1ohb+7WzOo5ygGdv7M72zDymf7yVr1oHecRZFK4uv6iUF77Zzfs/ZRDVvBEfTBjIQC96cVoPubiI73YeZefhfKaO7Iyfjz4tnqChrw/z74qjgQiPLErSIV5OtnzXMUbN+J4Pf87g4aHRfDtlqFeVOWihu4TyCsOMhGQ6hjXmpr7hVsdRDhTRrBGz7ujL7iP5/PnzHVbH8UgnCor5/fubeejdTYQ28ufzSUN46rpubjFMy9H0kIsL+GrbYZKPFTDvrli3fpeaqtpVXVvy++GdmLsylfioUO64LNLqSB7BGMPSrYf569KdFBSXMW1UDI9c2dGthmk5mha6xcrKK5i9PIWurYO4rmcbq+MoJ5k6MqZyiNcXO+nRNpie4TrE61Iczj3DM5/vYOWeLGIjQ3jp1t7EtAqyOpblavxRJiIRIrJKRHaJyE4RmVLFNsNEJE9Ettg+nnVOXM/z2eZM9h0/zeOjYmigq3OP5dNAmH1nX5o18tchXpegosKwaMMBRs9cw49pJ3j2hu588shgLXMbe343KQOmG2O6AwOBSSLSvYrt1hpj+to+nndoSg9VUlbBnJUp9AoPZrRem9LjNW/SkPl3x3E49wzTP9pKRYUO8aqN/cdPM+5fG3jm8x30iagcpvXA5R30MOU5aix0Y8wRY0yS7fYpYDegr9w5wMeJGWTknGHa6BiPfNeaulC/9qE8fV03lu8+xus6xMsuZeUVvP59GtfMWsOuI/n889beLHpwAJHNG1kdzeXU6hi6iEQBscDGKu4eJCJbgcPA/xhjLrgul4hMACYAREZ69wtDRaXlzFuZSr/2oQyLCbM6jqpH9w+JIvHgSV7+bg99I0IY1NG7Tq2rjd1H8vnjp9vYdiiPUd1b8febe9JKL5ReLbtfDhaRJsCnwFRjTP55dycB7Y0xfYC5wOdVfQ9jzEJjTLwxJj4szLtL7IOfDnIkr4jpo3R17m3ODvGKatGY3+sQryoVl5UzY9lebpy7jsO5Z5h/VxwL7+mnZV4DuwpdRPyoLPPFxpgl599vjMk3xhTYbn8D+ImIa18e20JnSsqZtyqNgdHNXP4q4so5mjT05bXx/ThdXMbk9zZTqkO8fpF44CTXz1nHnJWpjOnTloTHr+T63m104WMHe85yEeBNYLcxZkY127S2bYeI9Ld93xOODOpJ/rMhneMFxUwf3cXqKMpCMa2CePHWXvyUnsPL3+kQr8KSMp77cidjX/uBwuIy/n3/Zcy4oy+hHjxMy9HsOYY+BLgH2C4iW2xfexqIBDDGvAaMBSaKSBlwBrjT6HW4qlRQXMaC1WkMjQnjsqhmVsdRFrupbzib0k+ycM0+4iJDuaandw7xWpdynCeXbOPQyTP8dlB7nrimK0304i61VuP/MWPMOuCiv+sYY+YB8xwVypO9vX4/JwtLmT4qxuooykU8c0M3tmXm8YePt9KldRAdWnjPEK+8M6X84+tdfLTpEB1aNOajhwfRv4MudOrKe98ja4G8M6UsXLOPkd1a0ScixOo4ykVUDvGKxcdHmLgokTMl3jHE67udRxk143s+Tcpk4rCOfDvlCi3zS6SFXo/eXLuP/KLKmRNKnatdaOUQr73HTvHM5zvw5COW2aeKmbQ4iYf/k0jzJg35/NEh/PGarnqFLgfQg1T1JOd0CW+tT+f6Xm3o3rap1XGUCxrWpSW/H96ZOStSiI8KZVx/z3qvhjGGJUmZPP/VLs6UlPOHq7swYWi0jot2IC30evL6mjROl5QxdWRnq6MoFzZlRGc2HzzJX5bupFe45wzxysw9w9NLtvN9cjb92ofy0q296dSyidWxPI7+aKwH2aeKefeHA9zUpy2ddYiQuojKIV6xNG/szyOLEskrdO8hXhUVhnd/TGf0jO/5OT2Hv97YnY8fHqRl7iRa6PVgweo0SsormDJSj52rmjVr7M/8u+M4ll/EtI+2uO0Qr7TsAu5Y+CPPfrGTuPahfDd1KPcN6aBTRZ1IC93JjuSdYdHGA9waF+5Vp6OpSxMXGcqfruvGij1ZLPg+zeo4tVJWXsGrq1O5dvZa9h49xctje/PuA/2JaKbDtJxNj6E72fxVqRhj+P1wPXauaufewVEkHszllWV7iY0MYXBH1x8TsfNwHn/8dBs7MvO5tmdrnrupBy2DdP5KfdEVuhNl5BTy4c8Z3HFZhK5OVK2JCC/e0ovosCY89v5mjua57hCvotJyXv5uD2PmredoXjEL7o5jwfh+Wub1TAvdieauTEFEmHyVrs5V3TRu6Mtr4+MoLCln8ntJLjnEa1N6DtfNWcv8VWn8Jjac5dOGcm0vvZyiFbTQnWT/8dN8mpTJ+AHtaR2sqxRVd51aBvHirb3ZdOAkL327x+o4vzhdXMZfl+7kttd/pLi0gncf6M//3daHkEY6TMsqegzdSWYvT8bfpwETh3W0OoryAGP6tCUxPYc31u2nX/tQy1fAa5KzeWrJdg7nneHeQVH84eouNNZhWpbTZ8AJUo6d4outh3l4aEfCghpaHUd5iD9d352th/L4wyfb6NI6iOiw+j+XO7ewhL9/vZtPEg8RHdaYjx8eRLxODXUZesjFCWYtT6Gxvy8PD422OoryIP6+DZh/dxx+PsLERUkUlpTV6+N/u/0II2es4bPNmUy+qhPfPHaFlrmL0UJ3sJ2H8/h6+xEeGBKlg/mVw4WHBDL7zliSs07xzGf1M8QrK7+IR/6TyMTFSbRq2pClk4fwP1d30WFaLkgPuTjYzIQUmgb48uAVujpXzjE0JowpIzoza3kK/aJCuXtAe6c8jjGGTxIP8bevdlFUVsEfr+nK767ogK8O03JZWugOtCUjl+W7j/E/o2MIDvSzOo7yYI8N70zSwVyeW7qLXuHB9G4X4tDvn5FTyNOfbWdtynEuiwrlxVt709GCY/aqdvRHrQPNSEimWWN/7hvSweooysM1aCDMuqMvLZr4M3FRErmFJQ75vhUVhrfX7+fqWWtIOnCSv93Ugw8nDNIydxNa6A7yc3oOa5KzeeTKaL0WoqoXzRr78+r4fmSdKuLxDy99iFdq1ilue/1H/vrlLi6LasZ3jw/lnkFROkzLjWihO8gry/YSFtSQewZGWR1FeZG+ESH8+YburNqbzaurU+v0PUrLK5i3MoXrZq8jLbuAGbf34e37L6NdqI6rcDe6lHSAH1KPs2Ff5aznQH995V/Vr3sGtifxwElmJCQTGxnKkE72D/HakVl5XvvuI/lc37sNf72xh753wo3pCv0SGWP4v2V7aRMcwJ0edskw5R5EhBdu6UXHWgzxKiot58Vv93DT/PUcLyjm9Xv6Mf+uOC1zN6eFfolWJ2eTdDCXycM76Xm5yjKN/H1ZML4fRaXlTKphiNdP+3O4bvZaXvs+jbFx7Vj++JVc3aN1PaZVzqKFfgmMMcxYlkxEs0Bu6xdhdRzl5Tq1bMJLY3uTeOAkL3xz4RCvguIy/vz5Dm5//UdKyitY9OAAXhrbm+BGeoqtp6jxGLqIRADvAq0AAyw0xsw+bxsBZgPXAYXAfcaYJMfHdS3Ldh1je2YeL4/tjb+v/mxU1ruhd1s2pZ/krfWVQ7yu7105xGvV3iz+tGQ7R/KLeGBIB/7n6hga+etLaJ7Gnme0DJhujEkSkSAgUUQSjDG7ztnmWqCz7WMAsMD2X49VUWGYmZBMdIvG/CY23Oo4Sv3i6eu6se1QLk98spXWwQ1ZvOEgSzZn0rllEz55ZDD92odaHVE5SY3LSmPMkbOrbWPMKWA3cH6D3QS8ayptAEJExKMn3H+9/Qh7jp5iysjO+lZo5VLODvFq6OfDrQt+ZOnWwzw2vBNfPXa5lrmHq9XvXCISBcQCG8+7KxzIOOfzQ7avHTnvz08AJgBERrrvGSHlFYZZy5OJadWEG3u3tTqOUhdoExzIgrvj+Pf6dKaM7Ey3Nk2tjqTqgd2FLiJNgE+BqcaY/Lo8mDFmIbAQID4+3vlj4pzkiy2ZpGWf5rXxcfouOuWyBkQ3Z0B0c6tjqHpk17ECEfGjsswXG2OWVLFJJnDuaR7tbF/zOKXlFcxankKPtk31VC+llEupsdBtZ7C8Cew2xsyoZrOlwG+l0kAgzxhzpJpt3dqniYc4mFPI9NExVP6vUUop12DPIZchwD3AdhHZYvva00AkgDHmNeAbKk9ZTKXytMX7HZ7UBRSXlTN3ZSp9I0K4qktLq+MopdSv1Fjoxph1wEWXoqbysimTHBXKVX34cwaZuWd48dZeujpXSrkcPd/OTkWl5cxbmUr/Ds24vBbDj5RSqr5oodtp0YYDZJ0qZvooPXaulHJNWuh2OF1cxoLVaVzRuYWeBqaUclla6HZ458d0TpwuYdqoGKujKKVUtbTQa5BfVMrr3+9jeNeWxEbq26aVUq5LC70Gb63bT96ZUl2dK6Vcnhb6ReQWlvDm2v1c06M1PcODrY6jlFIXpYV+EQvX7KOgpIzHdXWulHIDWujVOF5QzNs/pHNj77Z0aR1kdRyllKqRFno1XludRlFpOVNGdrY6ilJK2UULvQrH8ov4z4YD3BLXjo5hTayOo5RSdtFCr8L8VamUVximjNDVuVLKfWihnycz9wwf/JTBbfERRDRrZHUcpZSymxb6eeatTAHg98M7WZxEKaVqRwv9HAdOnOajTYe4a0AkbUMCrY6jlFK1ooV+jtkrUvDzER4d1tHqKEopVWta6DapWQV8vjmT3w6KomXTAKvjKKVUrWmh28xankyAnw8PD422OopSStWJFjqw+0g+X207wgNDOtC8SUOr4yilVJ1ooQMzE5IJCvDld1fo6lwp5b68vtC3H8pj2a5j/O6KaIIb+VkdRyml6szrC31Gwl5CGvlx/5Aoq6MopdQl8epCTzxwklV7s3l4aEeCAnR1rpRyb15d6DMS9tKiiT/3Dm5vdRSllLpkNRa6iLwlIlkisqOa+4eJSJ6IbLF9POv4mI73Y9oJ1qeeYOKwTjTy97U6jlJKXTJ7muxtYB7w7kW2WWuMucEhieqBMYYZCXtp3TSAuwdEWh1HKaUcosYVujFmDZBTD1nqzdqU4/ycfpJJwzsR4OdjdRyllHIIRx1DHyQiW0XkWxHpUd1GIjJBRDaJyKbs7GwHPXTtGGN4ZdlewkMCuSM+wpIMSinlDI4o9CSgvTGmDzAX+Ly6DY0xC40x8caY+LCwMAc8dO2t2J3F1kN5TBnRGX9fr35NWCnlYS650Ywx+caYAtvtbwA/EWlxycmcoKLC8EpCMlHNG3FLXLjVcZRSyqEuudBFpLWIiO12f9v3PHGp39cZ/rvzKLuP5DN1ZAy+Pro6V0p5lhrPchGR94FhQAsROQT8BfADMMa8BowFJopIGXAGuNMYY5yWuI7KKwwzE5Lp3LIJN/Zpa3UcpZRyuBoL3Rgzrob751F5WqNL+3LrYVKyCph/Vxw+DcTqOEop5XBecdyhrLyCWcuT6damKdf2bG11HKWUcgqvKPQlSZmknyhk2qgYGujqXCnloTy+0EvKKpi9IoU+7YIZ2a2l1XGUUsppPL7QP9qUQWbuGaaN7oLtZByllPJIHl3oRaXlzFuZSnz7UIZ2dslT45VSymE8utDf23iQo/lFTNfVuVLKC3hsoReWlPHq6jQGd2zOoI7NrY6jlFJO57GF/u6PBzheUMz00TFWR1FKqXrhkYV+qqiU179PY1iXMPq1b2Z1HKWUqhceWej/Xp/OycJSpo3S1blSynt4XKHnFZbyr7X7GN29Fb3bhVgdRyml6o3HFfob6/ZxqqiMx3V1rpTyMh5V6DmnS3hr3X6u792Gbm2aWh1HKaXqlUcV+uvfp3GmtJzHR3a2OopSStU7jyn0rFNFvPNjOjf3DadTyyCr4yilVL3zmEJ/dVUapeWGKbo6V0p5KY8o9MO5Z3hv40Fu69eO9s0bWx1HKaUs4RGFPm9VKgbD5OGdrI6ilFKWcftCz8gp5KOfMxjXP5J2oY2sjqOUUpZx+0KfvSIFnwbCpKt0da6U8m5uXej7sgtYknSIewa2p1XTAKvjKKWUpdy60GevSCHAz4dHhnW0OopSSlnObQt979FTLN16mHsHR9GiSUOr4yillOXcttBnLU+mib8vDw+NtjqKUkq5hBoLXUTeEpEsEdlRzf0iInNEJFVEtolInONj/tqOzDy+3XGUBy7vQEgjf2c/nFJKuQV7VuhvA9dc5P5rgc62jwnAgkuPdXEzE5IJDvTjwSs6OPuhlFLKbdRY6MaYNUDORTa5CXjXVNoAhIhIG0cFPN/mgydZsSeLCUOjaRrg56yHUUopt+OIY+jhQMY5nx+yfe0CIjJBRDaJyKbs7Ow6PZgBhsaEcd/gqDr9eaWU8lT1+qKoMWahMSbeGBMfFhZWp+8RFxnKuw/0p3FDXwenU0op9+aIQs8EIs75vJ3ta0oppeqRIwp9KfBb29kuA4E8Y8wRB3xfpZRStVDjcQsReR8YBrQQkUPAXwA/AGPMa8A3wHVAKlAI3O+ssEoppapXY6EbY8bVcL8BJjkskVJKqTpx23eKKqWU+jUtdKWU8hBa6Eop5SG00JVSykNI5WuaFjywSDZwoI5/vAVw3IFxrKT74po8ZV88ZT9A9+Ws9saYKt+ZaVmhXwoR2WSMibc6hyPovrgmT9kXT9kP0H2xhx5yUUopD6GFrpRSHsJdC32h1QEcSPfFNXnKvnjKfoDuS43c8hi6UkqpC7nrCl0ppdR5tNCVUspDuHShu+IFquvCjv0YJiJ5IrLF9vFsfWe0l4hEiMgqEdklIjtFZEoV27j882LnfrjF8yIiASLyk4hste3Lc1Vs01BEPrQ9JxtFJMqCqDWyc1/uE5Hsc56Xh6zIag8R8RGRzSLyVRX3Of45Mca47AcwFIgDdlRz/3XAt4AAA4GNVmeu434MA76yOqed+9IGiLPdDgKSge7u9rzYuR9u8bzY/j83sd32AzYCA8/b5lHgNdvtO4EPrc59CftyHzDP6qx27s804L2q/h454zlx6RW6cbELVNeVHfvhNowxR4wxSbbbp4DdXHgNWZd/XuzcD7dg+/9cYPvUz/Zx/tkONwHv2G5/AowQEamniHazc1/cgoi0A64H3qhmE4c/Jy5d6Haw+wLVbmCQ7dfMb0Wkh9Vh7GH7FTGWylXUudzqebnIfoCbPC+2X+23AFlAgjGm2ufEGFMG5AHN6zWknezYF4BbbYfzPhGRiCrudwWzgCeAimrud/hz4u6F7imSqJzP0AeYC3xubZyaiUgT4FNgqjEm3+o8dVXDfrjN82KMKTfG9KXymr79RaSnxZHqzI59+RKIMsb0BhL4/6tclyEiNwBZxpjE+nxcdy90j7hAtTEm/+yvmcaYbwA/EWlhcaxqiYgflSW42BizpIpN3OJ5qWk/3O15ATDG5AKrgGvOu+uX50REfIFg4ES9hqul6vbFGHPCGFNs+/QNoF89R7PHEGCMiKQDHwDDRWTReds4/Dlx90L3iAtUi0jrs8fORKQ/lc+LS/5js+V8E9htjJlRzWYu/7zYsx/u8ryISJiIhNhuBwKjgD3nbbYUuNd2eyyw0thejXMl9uzLea/HjKHy9Q+XYox5yhjTzhgTReULniuNMePP28zhz0mN1xS1knjIBart2I+xwEQRKQPOAHe64j82myHAPcB223FOgKeBSHCr58We/XCX56UN8I6I+FD5Q+cjY8xXIvI8sMkYs5TKH17/EZFUKl+gv9O6uBdlz748JiJjgDIq9+U+y9LWkrOfE33rv1JKeQh3P+SilFLKRgtdKaU8hBa6Ukp5CC10pZTyEFroSinlIbTQlVLKQ2ihK6WUh/h/vyV/3iC5QPwAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# create a figure containing a single axes\n",
"fig, ax = plt.subplots()\n",
"# plot some data on the axes\n",
"ax.plot([1, 2, 3, 4], [1, 4, 2, 3])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fc1eff84dc0>]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot on \"current\" axes\n",
"plt.plot([1, 2, 3, 4], [1, 4, 2, 3])"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure() # an empty figure with no Axes\n",
"fig, ax = plt.subplots() # an figure with a single Axes\n",
"fig, axs = plt.subplots(2, 2) # a figure with a 2x2 grid of Axes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"all plot functions expect `numpy.array` as input, 'array-like' such as `pandas` data object\n",
"and `numpy.matrix` may or may not work as intended"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fc1eea9dbb0>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ZM4clS5Yc1/GUUoHnxcIXKa4q5trca4kMjfR3OIcUVD34w/W0fcm7VLDb7aa5ubl128FX0QPtqrpS6vhUNlby6OpHOaX3KUxJnXLkN/iR9uCPYMqUKfznP/+hoqICgMrKygNKBefl5eF0Olv3//LLL9m4cSNut5sXX3yR8ePHH/F4Sqng8fBXD9PgbODG0TcGfAcuqHrw/jBs2DAWLFjAxIkTCQ0NZeTIkdx7773MmjWLESNGMGPGjAMW6xg1ahTz5s2juLiYyZMnc9555x3xeE8//bSPfyql1LFYW76Wl4te5qLsi0jvnu7vcI7IJ+WC2ysYygUHMz2XSh07t3Fz8VsXs61mG6+f9zpxEXH+DgkIjHLBSikV1PJK8lhTtoYrc64MmOR+JJrglVLqCPY27+XBlQ8yImkEszJm+TucdguKMXhjTMBfzAh0gTQUp1Sw+cuqv1DVVMVjUx8jRIKnXxzwkUZFRVFRUaEJ6jgYY6ioqCAqKsrfoSgVdAoqCnix8EVmZ81maEJwXcMK+B58v3792LZtG2VlZf4OJahFRUXRr18/f4ehVFBxGzd3f3E33SO7M2/kPH+Hc9QCPsGHh4czcOBAf4ehlOqCXit+jTVla7jz1DvpFtHN3+EctYAfolFKKX/Y07iHB1Y+QE5yDjMHzfR3OMdEE7xSSrXhwZUPUttcy61jbw2qC6ve7F7RqbuIvCQi60SkQEROsbM9pZTqCKtKV/FK8StcNOwiMnpk+DucY2b3GPxDwNvGmB+ISAQQY3N7Sil1XJxuJ3d8dge9Y3tz+YmX+zuc42JbgheReGACcAmAMaYZaD7ce5RSyt+ey3+O4qpiHpr8EDHhwd0ntXOIZiBQBvxdRFaJyBOeRbgPICJzRWSFiKzQqZBKKX/aVrONhasXMqX/lIAvBdwedib4MCAHWGiMGQnUATcevJMxZpExJtcYk5uUlGRjOEopdWjGGO76/C5CQ0K5acxN/g6nQ9iZ4LcB24wxX3iev4SV8JVSKuC8tfEtlu5YyvyR8+kV28vf4XQI2xK8MWYXsFVEsjwvnQ7k29WeUkodq+qmau5dfi/DE4ZzYdaF/g6nw9g9i2Y+8LxnBs0G4Gc2t6eUUkftgZUPUN1Uzd+m/Y3QkFB/h9NhbE3wxpjVQJuF6JVSKhB8sfMLXi56mUuHX8qQnkP8HU6HCs7bs5RSqgM0tDTwu89+R2pcKr8c8Ut/h9PhAr7YmFJK2WXhmoVsrdnKk2c8SVRY5yunrT14pVSXlF+Rz7Nrn+X8zPMZ3Xu0v8OxhSZ4pVSX43Q5uXXprfSM6snVuVf7Oxzb6BCNUqrLeeLbJ1i/Zz0PT344KOu8t5f24JVSXcr6PetZ9PUizhx4JpNTJ/s7HFtpgldKdRkt7hZuW3ob3SK6cdPozlGO4HA0wSuluoxn1j7D2oq13DTmJnpE9fB3OLbTBK+U6hKK9xTz6OpHmZo6lekDpvs7HJ/QBK+U6vScbicLli7AEe7glrG3ICL+DskndBaNUqrT+/u3fye/Ip8/TfwTCdEJ/g7HZ7QHr5Tq1AorC1m4ZiFnpp3JGWln+Dscn9IEr5TqtJpdzdy85GbiI+K5eczN/g7H53SIRinVaS1cs5D1e9bzyJRH6B7V3d/h+Jz24JVSndLq0tU89e1TfD/z+0zqP8nf4fiFrT14EdkE1AAuoMUYo7XhlVK2q3fWc/OSm+kd25vrcq/zdzh+44shmsnGmHIftKOUUgD8acWf2FazjSenP4kjwuHvcPxGh2iUUp3KJ1s/4d/r/81Ph/2UUb1G+Tscv7I7wRvgXRFZKSJz29pBROaKyAoRWVFWVmZzOEqpzqy8oZzblt1GVo8s5o+c7+9w/M7uIZrxxpjtIpIMvCci64wxi713MMYsAhYB5ObmGpvjUUp1UsYYfrvst9Q21/LkGU8SERrh75D8ztYevDFmu+d7KfAK0DmXTVFK+d2/C//N4m2LuTr3ajJ6ZPg7nIBgW4IXkVgRidv3GDgD+Nau9pRSXVdJVQn3rbiPcX3GMWfIHH+HEzDsHKJJAV7xFPUJA/5pjHnbxvaUUl1Qk6uJ6xZfR2x4LHePv5sQ0bkj+9iW4I0xG4ARdh1fKaUAHljxAEV7inj09EdJjE70dzgBRX/VKaWC1uJti/nnun/yk6E/YUK/Cf4OJ+BogldKBaXddbtZsGQBWT2yuOrkq/wdTkDSBK+UCjout4sbP72RJlcTf5z4RyJDI/0dUkDSBK+UCjp/+/pvrNi9glvG3kJ6fLq/wwlYmuCVUkFl+a7l/O3rvzFz0ExmDprp73AC2iFn0YjI9w/3RmPMyx0fjlJKHVpFQwU3LL6B1LhUFoxZ4O9wAt7hpkmee5htBtAEr5TymX3j7nub97Jw6kJiwmP8HVLAO2SCN8b8zJeBKKXU4Sz6ehGf7/yc3437HVk9s/wdTlA44hi8iKSIyJMi8pbnebaI/J/9oSmllOWzHZ+xcM1CZg6ayXkZ5/k7nKDRnousTwPvAH08z9cDV9kUj1JKHWBX3S5u/PRG0uPTWTBmAZ7yJ6od2pPgE40x/wbcAMaYFqwl+JRSylZOl5NrPrmGxpZGHpj0gI67H6X21KKpE5EErAuriMhYoNrWqJRSCrhvxX18XfY190+8n/TuOt/9aLUnwV8N5AGDRGQpkAT8wNaolFJd3hsb3uCFdS9wUfZFTE+b7u9wgtIRE7wx5isRmQhkAQIUGmOctkemlOqyCisLueOzO8hJzuE3J//G3+EErSMmeBGJAq4AxmMN03wqIo8ZYxrtDk4p1fVUN1Vz1UdX4Qh3cP/E+wkPCfd3SEGrPUM0zwI1wCOe5z8CngMusCsopVTX5HK7uOHTG9hVv4u/T/87STFJ/g4pqLUnwQ83xmR7Pf9IRPLb24CIhAIrgO3GmHOONkClVNfx6OpHWbp9KbeOvZWTkk/ydzhBrz3TJL/yzJwBQETGYCXs9roSKDjawJRSXcu7m97l8W8e5/uZ3+eCwTpA0BEOV2zsG6wx93BgmYhs8TwfAKxrz8FFpB9wNnA31mwcpZT6jnWV67hl6S2MSBrRdW5mMgZK8yE/D/Zuh1l/6fAmDjdE0xHDKX8GrgfiDrWDiMwF5gKkpqZ2QJNKqWBS2VjJlR9eSVxEHH+e/GciQiP8HZJ9jIEdq6Agz0rslSWAQNp4cDkhtGMvKB+u2Nhm7+cikgxEtffAInIOUGqMWSkikw7TziJgEUBubq5p7/GVUsHP6XJy9cdXU9FYwTMznumci2a73bBt+f6kXr0FJBQGngan/AqGnANxKbY03Z5pkjOBP2HVoinFGqIpAIYd4a2nAjNF5CysXwzdROQfxpifHF/ISqnOwBjDXV/cxcrdK7nntHsYlniklBJE3C7YvMxK6gWvQ81OCI2A9Mkw6QbIOgtietoeRntm0dwJjAXeN8aMFJHJwBGTtDHmJuAmAE8P/lpN7kqpfZ7Lf46Xi17mshMu4+z0s/0dzvFzOWHjJ1Yvfd3/oL4cwqIh43TI/h4MPgOi4n0aUnsSvNMYUyEiISISYoz5SET+bHdgSqnOa/G2xfxp5Z+YNmAa80bO83c4x87ZCCUfWr30wv9BYzVEOGDwdBg6EzKnQUSs38JrT4KvEhEHsBh4XkRKgbqjacQY8zHw8VFHp5TqdNbvWc/1i68nq0cWd516FyESZEtDN9dB0XuQ/xoUvQvNtVbPPOssyJ5lDcOEt/typa3ak+BnAY3Ab4AfA/HAHXYGpZTqnMrqy/jVB78iNiyWh6c8HDzlfxurYf07VlIv/gBaGiAmAYafD9kzIW0ChAXe7J/2FBvz7q0/Y2MsSqlOrN5Zz7wP51HdVM0zM56hV2wvf4d0ePWV1lh6QR5s+BhczRDXG3IusoZfUk+B0Pb0kf3ncDc61eCpAX/wJsAYY7rZFpVSqlPZV2NmXeU6Hp78MEMThvo7pLbV7IZ1b1hJfeOnYFwQnwqj51rDL31zISR4hpQONw/+kDcnKaVUexljuHf5vXy89WNuHH0jE/tP9HdIB6reZl0kzc+DLZ8BBhIy4NQrreGX3idBkN5ZG9h/Xyilgt4za5/hhXUvcHH2xfx46I/9HY6lcoOV0AvyYPtK67XkbJh0ozX8kjw0aJO6N03wSinbvLXxLf608k9MT5vONbnX+DeYskJPUn8Ndn1jvdb7JDj9Nhg6CxIz/BqeHTTBK6VssXzXchYsWUBOcg53j7/b99MhjbES+b4SAeWF1uv9RsMZd8PQc6HHAN/G5GPtKVUwH/iHMWaPD+JRSnUChZWF/PrDX5Mal8rDUx4mMjTSNw0bA9u/snrp+XmwZyNICKSOg1E/h6HnQLc+voklALSnB58CLBeRr4CngHeMMVoUTCnVpm0127j8/cuJDY/lsWmPER9p8+35bhds/XJ/3ZfqrRASBgMnwvirIOtscHTNlaHaMw/+FhG5FTgD+BnwFxH5N/CkMabE7gCVUsGjoqGCy9+/nGZXM8+e+ax9c91dLbB5iafuyxtQuxtCI2HQFJh8M2SdCdE97Gk7iLRrDN4YY0RkF7ALaAF6AC+JyHvGmOvtDFApFRxqmmv45fu/ZHfdbh4/43EGdR/UsQ20NMGGT6zhl3VvQkMlhMdY9V6GzrTqv0Tq7G5v7RmDvxK4GCgHngCuM8Y4RSQEKMJa0EMp1YU1tjQy74N5FO0p4qEpD3XceqrOBih+3+qpr38bmvZCZDcrmWfPgkGnQ0SQlDvwg/b04HsC3z94ARBjjNuzqIdSqgtzup1c88k1rCpdxb0T7mVCvwnHd8CmGquIV36eVdTLWWcNtwydad14lD4Jwnx00TbItWcM/reH2aaLaSvVhbncLhZ8uoDF2xZz69hbOXPgmcd2oIY9UPi2daG0+ANwNUFsEoyYbSX2tPEdvpxdV6Dz4JVSx8Rt3Nz+2e28tektfnPyb/hh1g+P7gB15QcW83K3QFwfyP2Zp5jXWAgJtSX2rkITvFLqqBljuOfLe3i1+FUuH3E5lw6/tH1v3LvTmvWS/xpsXgrGDT3SYOwV1ph6n5ygKuYV6GxL8CIShbVISKSnnZcON9yjlAoOxhgeXPkgL6x7gZ9m/5QrRlxx+DdUbfEU83rNmq+OgcTBMP5qK6n3OqFT1H0JRHb24JuAKcaYWhEJB5aIyFvGmM9tbFMpZSNjDA+vepi/r/07s7Nmc03uNUhbybmixEroBXmwY5X1WsoJ1hz1oTMheYhvA++ibEvwnrtdaz1Pwz1fegesUkHsr2v+yhPfPMEPBv+Am8fcvD+5GwNl66yknp8HpWut1/vkwNTfWbNfeqb7L/AuytYxeBEJBVYCGcCjxpgv2thnLjAXIDU11c5wlFLHYeGahTy25jHOyziPW8feSggCO1bvL+ZVUQSIdXF0+h+sYl7d+/s77C5NfFFWRkS6A68A840x3x5qv9zcXLNixQrb41FKtZ8xhr+u+SuPrXmMmekzuXPAuYQUvG4l9qotIKHWNMbsmTDkHIgL8KX4OhkRWWmMyW1rm09m0RhjqkTkI2AGcMgEr5QKLMYYHvnqYR7/9gm+F9WX2798mZAP/gIh4dYNRxOuh6yzIDbB36GqNtg5iyYJcHqSezQwDbjXrvaUUh3I5cRs+IQ/f/UgTzVu4fyaWm7buoqQjKkw9HarVEB0d39HqY7Azh58b+AZzzh8CPBvY8wbNranlDoeLU1Q8hHkv4YpfJN7Y4Tn4+O4ICyRWybdTkjmdIh0+DtKdRTsnEXzNTDSruMrpTpAc51XMa93oLkGV2Q8dw4YzH+du/lJ1oVc7z1bRgUVvZNVqa6mca+VzAteg6L3oaUBYhJg+Hk4s87h1l0f8L9Nb3HZCZcxf+R8Te5BTBO8Ul1BfSUUvmn11Dd8BK5mcPSCkT+2bjwacCpNuLj242v5eNvH/Hrkr7nsxMv8HbU6TprgleqsakutEgEFebDxUzAuiO8Poy6zpjT2G91a96XOWcf8D+ezYtcKFoxZwIVDLvRz8KojaIJXqjOp3r4/qW9eBhjrDtJx8z3FvEZ+p+5LZWMlV7x/Besq1/GH0/7A2eln+yd21eE0wSsV7PZssoZeCvJg23LrtaShMPF6a/glZdghi3ntWyB7V90uHpr8EBP7T/Rd3Mp2muCVCkZl662LpPl5sOtr67VeJ8KUW62eemLmEQ9RWFnYukD2E2c80XHL7KmAoQleqWBgDOz+1lN2Nw/KPIup9RsNZ9xl1X3pkdbuw32x8wuu+ugqYsNjefbMZzt+gWwVEDTBKxWojIEdX+0ffqncABICqePgzD9aSb1bn6M+7Oslr3PbsttI65bGwqkL6RWrtWM6K03wSgUStxu2femppf46VG+1inkNnADjfm0V83IkHdOhjTE88c0TPLzqYUb3Gs2Dkx+kW0S3Dv4BVCDRBK+Uv7larOXrCvKg4A2o3QWhETBoCky6CbLOhJiex9WE0+Xkjs/v4NXiVzk7/WzuHHcn4bqIdaenCV4pf2hpho2fWD31wjehvgLCoiFzKmR/DzLPgKiO6V1XN1Xzm49/w/Jdy7l8xOVcMeIKvTu1i9AEr5SvOBug5ENrTL3wLWiqhog4qzJj9izImAoRMR3a5Oa9m5n3wTy2127n9+N/z7mDzu3Q46vApgleKTs11ULRu9bwy/p3wVkHUd1h6DnWHPVBkyEs0paml+1YxrWfXEuohPL4GY9zcsrJtrSjApcmeKU6WkMVrH/b6qmXfAAtjRCbBCf+0CoRkHYa2Dj+bYzhhXUv8Mflf2Rg/EAemfII/eL62daeClya4JXqCHUVUPg/a0x9wyfgdkJcH8j5qTX8kjoWQkJtD6PZ1czdX9zNy0UvM6nfJO6ZcA+x4bG2t6sCk50rOvUHngVSAAMsMsY8ZFd7Svlcza79dV82LbWKeXVPhTG/sC6U9j25tZiXL+yu283VH1/N1+Vfc9kJl/Grk35FqA9+qajAZWcPvgW4xhjzlYjEAStF5D1jTL6NbSplr6qt+5P6ls8BAwmZMP4qa0y994hD1n2x01e7v+KaT66hzlnHg5MeZOqAqT6PQQUeO1d02gns9DyuEZECoC+gCV4Fl4oSK6Hn51l3lgKkDLfmqGfPhKQhfknqYI23P5f/HA+sfIC+jr4smraIzB5HrkOjAoPT5WZzRR3ltc2MTe/4hct9MgYvImlYy/d90ca2ucBcgNTUVF+Eo9SRla7bn9R3f2O91icHpt5u9dQT/F+7pc5Zx21Lb+Pdze8ypf8U7hp/F3ERcf4OS7Wh0eliQ1kdxWW1FO+uobislqLdtWwsr6PFbUiIjWDlrdM6vF3bE7yIOID/AlcZY/YevN0YswhYBJCbm2vsjkepNhljVWXcV/elfD0g0H8MTP+DVfele39/R9mqsLKQaz65hq01W7kq5youHX6p3rwUAGqbWiguraW4tJai0hqKd9dSXFbLlsp6jCe7hQgMSIhlUJKDqdkpZCY7yEyOwxjT4f8PbU3wIhKOldyfN8a8bGdbSh01txu2r7TK7ha8btVVlxAYcCqMnmsl9bjAKsRljOGlope454t7iI+M54kznmBUr1H+DqvL2VPX3NoLb03mpbXsrG5s3SciNISBibEM7xPP907qS0ayg4xkBwMTY4kK983Fbztn0QjwJFBgjHnArnaUOipul3VxdF8xr5odEBIO6RNh/NUw5GyITfR3lG2qaa7hzs/u5K1Nb3FK71P4w2l/ICG648dtlcUYQ2lNk5XAPcMq+3rn5bXNrftFh4cyKDmWsekJrUk8M9lBas8YwkJ9N4uqLXb24E8FLgK+EZHVntduNsa8aWObSn2XywmbPrWGX9a9AXVlEBpplQbI/i0MngHR3f0d5WGtKVvDDYtvYFfdLuaPnM/PT/g5IeLf5NFZuN2G7VUNnvHx/b3xotJaahpbWveLiwojI9nBlCHJZCbHtSbzvt2jCQkJzOExO2fRLAEC86dWnV9LE2z42FP35X/QsAfCY2HwGdZF0swzINLh7yiPyOV28dS3T/Ho6kdJiUnh6RlP68pLx6jF5WZzZX1rL9z7q8Hpat0v0RHBoCQHs07q05rIM5MdJMVFBt11Dr2TVXUezfVQ/L6n7ss70LQXIuMha4aV1DNOh/Bof0fZbttqtnHzkptZVbqKGWkzuPWUW7V+ezs0tbjYWF7XOj6+b4x8Y3kdTtf+eRx94qMYlOxgzujUA4ZWesRG+DH6jqUJXgW3xr1WMa/816zk7qyH6J5WeYDsWTBwIoQF1z9YYwx5JXn84cs/IAi/H/97zkk/J+h6j3arb26hpLTugCGV4tJaNlfU4faasZLaM4aMZAeTvYZWBiXFEhfV+evha4JXwae+0iq3W5Bnld91NYMjBUbMsZL6gFMhNDg/2uUN5dzx2R18tPUjcpJz+P1pv6evo6+/w/Kr6nonxWU1FO3en8SLS2vZXtXQuk9YiDAwMZYhveI498TeZKTEkZHkID3JdzNWAlFw/itQXU9tmXWBtCAPNi4Gdwt06we5/2cl9f6jfVLMyy7GGN7Z/A53f3439c56rsu9jp9k/6TLXEg1xlBe20xRaQ0lXr3xotJaymqaWveLCg9hUJKD3LQezEnu3zq0MiAhlnA/z1gJRJrgVeDau8OaypifB1uWgXFDj4FwyjyrRECfHL+VCOhI5Q3l3P353by/5X2GJwzn7vF3k9493d9h2cIYw47qRmvaofeFzrJaquqdrfvFRYYxKNnBpMFJrUl8cEpcQM9YCUSa4FVg2bN5f4mAbV9aryUNgdOutZJ6yvBOkdTBSnavb3ide7+8l8aWRn5z8m+4OPtiwkKC/5+ly23YWllPkddNQPu+6pv3z1jpGRtBRpKDs07oTWbrhc44UroF34yVQBT8nyQV/MqLPDce5cHONdZrvU6EKbfA0FmQNNi/8dlga81W7vzsTj7b+RknJZ3EHafewcD4gf4O66g1t7jZVFHnuRlofzLfUF5Hc4u7db9e3aLISHbww9z+ZKY4yEiyknmCw57VrJRFE7zyPWOgNN9K6vl5UFZgvd43F6bdYU1p7Bl8ya49nG4nz659lsfWPEZoSCgLxizgh1k/DPix9oZmFyVl+6ccFnlqrGyuqMflmbIiAv16RJOR5GCC19BKRrKDbl1gxkog0gSvfMMY2LFq//BLZQkgMGAczLjXWqM0vnMvK7di1wru+vwuSqpLmNJ/CjeNuYlesYFV62Zvo9MaSvEk8KLdNRR5ZqzsK5YVFiIMSIghM9nBWcN7tybxQUkOoiOC90J3Z6QJXtnH7bbG0fPzrIul1VtAQmHgaTBuHgw5BxzJ/o7SduUN5Ty48kHySvLoE9uHR6Y8wqT+k/waU0Vtk2d8vNYza8XqlZd6zViJCAshPTGWk/p354e5+2espCXEEhEW2H9xKIsmeNWxXC3WjJd9dV9qdkJoBKRPgkk3QNZZENPT31H6hNPt5J8F/2ThmoU0uZr4+Qk/Z+6Jc4kO883dtMYYdu1t9Bof35/M93jNWImNCCUj2cFpmUmtd3NmJDvo3zOGUJ2xEtQ0wavj19IMmxZ7kvr/oL4cwqIhc6p1kXTwGRAV7+8ofWrJ9iXct/w+NlRv4LS+p3HD6BsY0G2ALW253IZte+pbx8WLvXrmtU37i2V1jwknI8nBjOG9yPAqltUnPkpnrHRSmuDVsXE2WneRFuRB4ZvQWA0RDhg83VPMaxpExPo7Sp/bULWB+1bcx5LtS0iNS+3Q4ZjmFmt5N+/b8otLaykpq6XJa8ZKclwkGckOzs/ZV4PcSuaJjghN5F2MJnjVfk21UPye1VMveheaayGqO2Sdbc1RT58M4VH+jtIvyhvK+evqv/Jy0cvEhMVwXe51zBkyh/DQo589sm95N+/540WltWzyLO+2T78e0WQmOzg1I4HM5DgGeXrk8dE6Y0VZNMGrw2ushsK3rZ568fvQ0ggxiTD8fE8xrwlwDEmss6hz1vHM2md4eu3TOF1OZmfN5hcjfkHPqCNfZ6jZN2OltPaARL51z4HLu6UlxDIo2cG07BQGpzjISIpjUHIsMRH6z1cdnn5C1HfVV1pj6QV5UPIRuJ0Q1xtyLraGXwaMC+q6Lx2hydXEi+te5IlvnmBP0x6mDZjGVTlXkdrtuwvH76lr9qqtsr9XfvDybulJsZzQL57ve4ZWMpPjSEuMITKsa59rdezsXLLvKeAcoNQYM9yudlQHqdkN6zx1XzYtAeOC+FQY8wurp943F0J0apzT5eSV4ld4/JvH2VW3i7G9x3JlzpUMSxhGaU0TS4rKDyhfW1JaS0Xd/uXdYiJCGZTkaF3eLTPZQWZKHP17RPt9eTfV+Ygx5sh7HcuBRSYAtcCz7U3wubm5ZsWKFbbEo9pQvc2rmNdngIGEDKuXnj0Tep/Uaeq+HC+n28nrJa/ztzV/Y0fdDtIcQznJMYemmnSrd767lhqvGSvdPMu7ZSbHkZnisMbHkwJ7eTcVnERkpTEmt61tdi7Zt1hE0uw6vjpGlRs8Nx7lwfaV1mvJw2DSjVZiTx6qSR1wutxsrqhn3a5K3tyUx/I9/6WRckxjfxpKf8Y3dYP5BiHRUUZmsoPvjey7fw55ioMkhxbLUv7n9zF4EZkLzAVITf3u+KXqAGWFnqT+Guz6xnqtz0g4/bfW8EvCIP/G50eNTs/ybq0XOq3hlY0VldDtCyJ6fkpI+F5CmgeQHvojcnqPY/DI/et0do8JrtWiVNfi9wRvjFkELAJriMbP4XQOxliJfF/dl/JC6/X+Y+CMu2HoudDDnptuAlVdUwslZbWtNwNZ63XWsKWy/oDl3foluIhJ+pxuCR/SbOoY2n0kl580l8mpp2qPXAUdvyd41UGMsYZc8l+zxtX3bAQJsZavG32ZVfelW29/R2m7qvrm1gucrXd27q5hh9eMlfBQa3m37D7dmHmSNbQSHVPOJ7tf4q2N/6PK7WRK/ylcOvxSTkw60Y8/jVLHRxN8MHO7YOsX+5P63u0QEmYtND3+Kiupxyb6O8oOZ4yhrLZp/9zx3fvnkJfXHri8W0ayg9EDex5wR+eAhBjCQ0NwGzdLty/l+XUPsHT7UiJDI5mVMYuLsi8KytrsSh3MzmmSLwCTgEQR2Qb81hjzpF3tdRmuFtj0qTX8UvAG1JVCaCQMmmItkJF1JkT38HeUHcLtNuyobmidbuh9i351g9fybp4ZK5OzkshMsWauZCQfesbK3ua9vFiYx78K/8XmvZtJik7iipOuYHbW7HbdoKRUsLBzFs0cu47d5bQ0wYZPrIuk696EhkoIj4HMM6zx9MHTITLO31EeM5fbsKWy3lqns8yacljkqbHivbxbQmwEg5IdnHPivuXdrETenuXdjDGsrVjLf9b/hzc3vEmjq5ETk07k3tPuZdqAacdUUkCpQKdDNIHK2WCVBsjPg/VvQ9NeiOwGg2dYc9QHnQ4RMf6O8qg0tbjYVF7/nTU6D17erXe8tbzb7FH9W3vjGckOesYe/YyVvc17+d+G//Hf9f+lcE8h0WHRnJ1+NrOzZjM0YWhH/nhKBRxN8IGkqcYq4rWvmJez3hpuyZ5pld1Nnwhhgb+GZX1zCyWldRSX1bSOjxeX1rK58sDl3fr3sFYFmnjQ8m5xx7m8m8vt4vOdn/Na8Wt8sOUDmt3NDO05lFvG3MJZ6WcRFxG8f+0odTQ0wftbwx6vYl4fgKsJYpNhxIXWjUdp4wO2mFd1g1Usq3VFIE8i37anoXWfsBAhLTGWwSlxnH1i79al3TKSHUSFd1yNFWMMhXsKeaPkDd7a+BalDaXER8Zz/uDzmZUxi2EJwzqsLaWChSZ4f6grt1Y7ys+DjZ+AuwW69YXcS63eev8xAVPMyxhDRV3zAVMO9yVy7+XdIsNCSE9yMDK1B7O9l3dLjCXcxhorm6o38famt3l749uUVJcQFhJmLbCRfgOT+k8iIlRvRFJdlyZ4X9m7w5r1UpAHm5eCcUOPNBh7BWR/D/rm+LVEgDGGndWNBy0mYSXzKq/l3RyRYQzyLO+WmWLVV/H18m4bqzfy/ub3eW/zexRUFgCQk5zDLWNuYXradLpHdfdJHEoFOk3wdtqz2VPM6zVr8WmAxMEw/mqrRECvE3ye1F1uw9bK+gMTedl3l3frERNORrKDM4f39lQ8tBJ5r26+X97NbdzkV+Tz4ZYP+WjrRxRXFQMwImkE1+Zey/S06fSK7eXTmJQKBprgO1p5sWeOeh7sWGW9lnICTF7gKeY1xCdh7Fvereig+eMlZbUHzFhJ6ea1vFtKHBlJDganOEhw+Pdibr2zns93fs7ibYv5dNunlDaUEiqh5KTkcOPoGzk99XRN6kodgSb442UMlBZ47ibNg9J86/W+J8PU31lj6j3TbWu+odlFSZmVuPfd1VlUWsPmivrvLO+WkezgtMxEMpIcAbe8mzGG4qpilu1YxpLtS1i5eyVOt5PY8FjG9RnHpP6TmNB3gg6/KHUUNMEfC2Ng5+r9ZXcrigGB1FNgxj3WzUfx/Tq0yX3Lu3kvtlxUWsO2PQ2ty7uFhggDEmLISHIwY3gv60JnAC/vtqN2B1/u+pLPd37OFzu/oLyhHICM7hnMGTKHCf0mkJOcozchKXWMAu9ffaByu2H7iv099aotIKHWNMaxV1h1X+JSjruZin01VjwVD/dVQNy112t5t7AQ0hNjGdGvOz/I8Z6xErjLuxlj2FKzha92f8XK3StZsXsF22u3A9Azqidjeo9hbO+xjOszTodelOogmuAPx+2Czcs8Y+qvQ81OCAmHQZNhwvUw5GyIOfraJcYYdu9tOmBpt2LPNMTKg5Z3y0h2MG5QAhleNVZSfThj5Vg1tjRSUFnA6tLVrClbw5qyNa099O6R3clNyeWi7IsY1WsUmd0ztRSvUjbQBH8wlxM2Lt5fzKu+HMKiIGOqdZE0awZExbfrUG63YXtVw/5Evnv/Op3ey7vFR4eTmezgjOyUA+7o7BMfHMu7NbuaKaoqoqCigLUVa/m2/FuK9hThMlYdmf5x/Rnbeyw5KTnkJOcwMH4gIaLrjyplN03wAM5G2PCRNaZe+CY0VkGEwyrmlT0LMqdBROyh3+5Z3q3Yu0fumbHS6Nw/YyUpLpKMJAfn5fQlM3n/hc5gWt6toqGC4qpiCisLKdxTyPo96ymuKqbFbf3CiguPY3jicC4dfinDE4czImkECdEJfo5aqa6p6yb45jooes/qqa9/B5prITLeKrebPcsqvxsedcBbGp0uNpTVtd7RuW+cfGN53QEzVvp2j2ZQsoOx6QmeqofW8Ep8THBcLDTGsLt+N5v2bmJj9UZKqkrYWL2R4qpiKhsrW/dLjE4kq0cW47LHkZ2QTXbPbPrG9dXeuVIBomsl+Ma9VjIveA2K3oeWBohJgOHft4p5DZwAYRHUNrVQsquW4tJyT2/c6pkfvLzbgIRYBiU5mJqd0prIByU5iI0M/NPqdDvZVbuLbbXb2F67na01W9las5Ute7ewpWYLDS3768k4wh2kx6czsd9EMntkktE9g8wemSRGd77FRJTqTAI/Ex2v+kpr2CU/zxqGcTWDoxeM/Ak16WexLnI4RWWNFK+rpWjxKkpKaw+5vNssz/JuGckOBibGdmixrI7kdDkpbyintKGUsvoydtfvZnfdbnbV72Jn7U521u2krKEMt9k/fBQWEkY/Rz/6x/VnVK9RDIwfyIBuAxgYP5Ck6KSgGUJSSu1na4IXkRnAQ0Ao8IQx5h4722tVW2rNeil4HbNxMWJcNMb2paTfbJZEjOPj2gEUraqn/NMGYDkA0eHWjJUx6QkHXOgc0DOGMBuLZR2JMYb6lnqqm6rZ27yXqqYqqpqqqG6sZk/THvY07qGysZLKxkoqGioobyynuqn6O8eJCIkgOSaZPo4+jOk9ht6xvenr6Eu/uH70dfQlJSaF0AApcKaU6hh2LtkXCjwKTAO2ActFJM8Yk29He+49W6le9TJSkEd82UoEw47QPrxpzuXVply+bRwIFUJcVBiZyTBlSLI17dBTMOtQy7sdijGGFncLTreTFtOC0+Wkxd1Cs7sZp9uJ0+Wk2dVMo6ux9XtTSxNNriYaWhoO+Kpz1lHfUk+9s55aZy11zjpqm2upcdZQ21zbOhulLXHhcfSI6kHPqJ4MjB9Ibq9cEqITSI5OJikmiaToJFJiU+gR2UN74Up1MXb24EcDxcaYDQAi8i9gFtChCb6loYbz/3EqglW6tikinNo+mdSHxEBoBBFhu4gIfZPMsBDCQ4WQEHAi5GNYW24w5QZjDAbruxs3buPGGIPLuFq/u40bl3Hhcrus74dJuu0lCNFh0cSExxATFkNMeAyOcAe9YnoR2z2WuPA44iKsr/jIeOIj4ukW2Y3ukd1bv/QuT6XUodiZ4PsCW72ebwPGHLyTiMwF5gKkpqYedSNh0XEkGweNYSm0OHrTPbYbmVHhrTXID+61iuc/zxPrmQghhCBibQsNCW19PVRCCZEQQiXU+gqxvoeFhLV+hYeEtz6OCIkgIjRi/3fPV1RoFJFhkUSFRhEdFk10WDSRocEzPVIpFXz8fpHVGLMIWASQm5trjrB7mx6fu6xDY1JKqc7AzquH24H+Xs/7eV5TSinlA3Ym+OVApogMFJEI4EIgz8b2lFJKebFtiMYY0yIi84B3sKZJPmWMWWtXe0oppQ5k6xi8MeZN4E0721BKKdU2LRqilFKdlCZ4pZTqpDTBK6VUJ6UJXimlOikx5pjuLbKFiJQBm4/x7YlAeQeG01E0rqOjcR0djevodMa4BhhjktraEFAJ/niIyApjTK6/4ziYxnV0NK6jo3Edna4Wlw7RKKVUJ6UJXimlOqnOlOAX+TuAQ9C4jo7GdXQ0rqPTpeLqNGPwSimlDtSZevBKKaW8aIJXSqlOKuATvIjMEJFCESkWkRvb2B4pIi96tn8hImle227yvF4oItN9HNfVIpIvIl+LyAciMsBrm0tEVnu+OrSEcjviukREyrza/7nXtp+KSJHn66c+jutBr5jWi0iV1zY7z9dTIlIqIt8eYruIyMOeuL8WkRyvbXaeryPF9WNPPN+IyDIRGeG1bZPn9dUissLHcU0SkWqv/1+3eW077GfA5riu84rpW89nqqdnm53nq7+IfOTJBWtF5Mo29rHvM2aMCdgvrDLDJUA6EAGsAbIP2ucK4DHP4wuBFz2Psz37RwIDPccJ9WFck4EYz+Nf7ovL87zWj+frEuAvbby3J7DB872H53EPX8V10P7zscpL23q+PMeeAOQA3x5i+1nAW4AAY4Ev7D5f7Yxr3L72gDP3xeV5vglI9NP5mgS8cbyfgY6O66B9zwU+9NH56g3keB7HAevb+Ddp22cs0HvwrQt3G2OagX0Ld3ubBTzjefwScLqIiOf1fxljmowxG4Fiz/F8Epcx5iNjTL3n6edYK1rZrT3n61CmA+8ZYyqNMXuA94AZfoprDvBCB7V9WMaYxUDlYXaZBTxrLJ8D3UWkN/aeryPGZYxZ5mkXfPf5as/5OpTj+Wx2dFy+/HztNMZ85XlcAxRgrVftzbbPWKAn+LYW7j745LTuY4xpAaqBhHa+1864vP0f1m/ofaJEZIWIfC4i3+ugmI4mrvM9fwq+JCL7llUMiPPlGcoaCHzo9bJd56s9DhW7nefraB38+TLAuyKyUqxF7X3tFBFZIyJvicgwz2sBcb5EJAYrSf7X62WfnC+xho9HAl8ctMm2z5jfF93u7ETkJ0AuMNHr5QHGmO0ikg58KCLfGGNKfBTS68ALxpgmEfkF1l8/U3zUdntcCLxkjHF5vebP8xXQRGQyVoIf7/XyeM/5SgbeE5F1nh6uL3yF9f+rVkTOAl4FMn3UdnucCyw1xnj39m0/XyLiwPqlcpUxZm9HHvtwAr0H356Fu1v3EZEwIB6oaOd77YwLEZkKLABmGmOa9r1ujNnu+b4B+Bjrt7pP4jLGVHjF8gRwcnvfa2dcXi7koD+fbTxf7XGo2P2+qLyInIj1/3CWMaZi3+te56sUeIWOG5o8ImPMXmNMrefxm0C4iCQSAOfL43CfL1vOl4iEYyX3540xL7exi32fMTsuLHTUF9ZfGBuw/mTfd2Fm2EH7/IoDL7L+2/N4GAdeZN1Ax11kbU9cI7EuKmUe9HoPINLzOBEoooMuNrUzrt5ej88DPjf7L+hs9MTXw/O4p6/i8uw3BOuCl/jifHm1kcahLxqezYEXwL60+3y1M65UrOtK4w56PRaI83q8DJjhw7h67fv/h5Uot3jOXbs+A3bF5dkejzVOH+ur8+X52Z8F/nyYfWz7jHXYybXrC+sK83qsZLnA89odWL1igCjgP54P+5dAutd7F3jeVwic6eO43gd2A6s9X3me18cB33g+4N8A/+fjuP4ArPW0/xEwxOu9l3rOYzHwM1/G5Xl+O3DPQe+z+3y9AOwEnFhjnP8HXA5c7tkuwKOeuL8Bcn10vo4U1xPAHq/P1wrP6+mec7XG8/95gY/jmuf1+focr19AbX0GfBWXZ59LsCZeeL/P7vM1HmuM/2uv/1dn+eozpqUKlFKqkwr0MXillFLHSBO8Ukp1UprglVKqk9IEr5RSnZQmeKWU6qQ0wSvlISK1R9iedqhqhYd5z9Mi8oPji0ypY6MJXimlOilN8KrTE5FRnuJqUSIS66nLPfww+zvEquH/ladOuHfVwzAReV5ECjzF2mI87zlZRD7xFKx6x1MNUCm/0hudVJcgIndh3fUcDWwzxvyhjX1qjTEOT02jGGPMXk8dlc+xCmYNwLpdfLwxZqmIPAXkAw8Bn2DVhCkTkdnAdGPMpSLyNFZ99Jd88XMq5U2rSaqu4g5gOdAI/PoI+wrwexGZALixSrSmeLZtNcYs9Tz+h+dYbwPDsSoRgrW4xc4OjV6pY6AJXnUVCYADCMfqydcdZt8fA0nAycYYp4hs8rwHrLoi3gzWL4S1xphTOjRipY6TjsGrruJvwK3A88C9R9g3Hij1JPfJWEMz+6SKyL5E/iNgCVYxu6R9r4tIuNdCF0r5jSZ41emJyMWA0xjzT+AeYJSIHG6Rk+eBXBH5BrgYWOe1rRD4lYgUYJVwXWisJeh+ANwrImuwKgaO6/ifRKmjoxdZlVKqk9IevFJKdVKa4JVSqpPSBK+UUp2UJnillOqkNMErpVQnpQleKaU6KU3wSinVSf0/hQRW407TmrgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Using Matplotlib in Object-Oriented style: suitable for Embedded GUI plotting\n",
"# Example: https://matplotlib.org/3.3.0/gallery/user_interfaces/embedding_in_gtk3_panzoom_sgskip.html\n",
"\n",
"x = np.linspace(0, 2, 100)\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.plot(x, x, label='linear')\n",
"ax.plot(x, x * 2, label='quadratic')\n",
"ax.plot(x, x ** 3, label=\"cubic\")\n",
"ax.set_xlabel('x label')\n",
"ax.set_ylabel('y label')\n",
"ax.set_title('Sample Plot')\n",
"ax.legend()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fc1eebb0eb0>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Using Matplotlib in pylot sytle: suitable for Interactive plotting like Jupyter Notebook\n",
"\n",
"x = np.linspace(0, 2, 100)\n",
"\n",
"plt.plot(x, x, label='linear')\n",
"plt.plot(x, x ** 2, label='quadratic')\n",
"plt.plot(x, x ** 3, label='cubic')\n",
"plt.xlabel('x label')\n",
"plt.ylabel('y label')\n",
"plt.title('Sample Plot')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fc1eeed9c40>]"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 2 sub-plots:\n",
"data1, data2, data3, data4 = np.random.randn(4, 100)\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(1, 2) # 1 row 2 columns\n",
"ax1.plot(data1, data2, marker='x')\n",
"ax2.plot(data3, data4, marker='o')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fc1ee78c070>]"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# formatting style\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 4))\n",
"ax1.plot([1, 2, 3, 4], [1, 4, 9, 16], 'b-') # default blue-line style\n",
"ax2.plot([1, 2, 3, 4], [1, 4, 9, 16], 'ro') # red-cricle style"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fc1ee7057f0>,\n",
" <matplotlib.lines.Line2D at 0x7fc1ee7056a0>,\n",
" <matplotlib.lines.Line2D at 0x7fc1ee705820>]"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD4CAYAAAAXUaZHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy86wFpkAAAACXBIWXMAAAsTAAALEwEAmpwYAAAXYElEQVR4nO3de5SddX3v8fcXAgkXNRhiEkEIKsVVWUuBKfUUhSOgJxoWoUfaRT1yqKWNiiLKWUvBUj1nTT2KPdriEq0IBLqkSgUkVll4MGJjFillINFyOZU0cglOYCig4RKGJN/zx7MnsyczO5l9mX159vu11qyZ/Vz2/j0kfPKd3/N7fr/ITCRJ5bJXpxsgSWo9w12SSshwl6QSMtwlqYQMd0kqoVmdbgDAwQcfnIsXL+50MySpp9x9991PZub8qfZ1RbgvXryYoaGhTjdDknpKRDxca5/dMpJUQoa7JJWQ4S5JJWS4S1IJGe6SVEKGuyR1yPCWYU665iQ2P7u55e9tuEtShwyuHmTNI2sY/KfBlr+34S5JHTC8ZZgV61ewI3ewYv2KllfvhrskdcDg6kF25A4Atuf2llfvhrsktdlY1T66fRSA0e2jLa/eDXdJarPqqn1Mq6t3w12S2mztprU7q/Yxo9tHuWPTHS37jK6YOEyS+sm6D6yb8c+wcpekEjLcJamEDHdJKiHDXZJKyHCXpBIy3CWphAx3SSohw12SSshwl6QSMtwlqYQMd0kqoT2Ge0RcHRFPRMS9VdteGRG3RcSDle8HVbZHRHw5IjZExM8j4tiZbLwkaWrTqdyvAZbssu0iYFVmHgmsqrwGeBdwZOVrOfC11jRTklSPPYZ7Zq4Gntpl8zLg2srP1wJnVG3/uyz8MzA3Iha1qK2SpGlqtM99QWYOV37eDCyo/HwI8GjVcZsq2yaJiOURMRQRQyMjIw02Q5I0laZvqGZmAtnAeVdk5kBmDsyfP7/ZZkiSqjQa7o+PdbdUvj9R2f4Y8Jqq4w6tbJOkUhveMsxJ15zU0nVQm9FouH8POKfy8znAyqrt/70yauYtwK+rum8kqbQGVw+y5pE1LV0HtRnTGQr5LWAtcFREbIqIc4HPA++IiAeBUyuvAW4BNgIbgG8A581IqyWpiwxvGWbF+hXsyB2sWL+iK6r3Pa6hmpl/VGPXKVMcm8CHm22UJPWSwdWD7MgdAGzP7Qz+0yCXL728o23yCVVJasJY1T66fRSA0e2jXVG9G+6S1ITqqn3MWPXeSYa7JDVh7aa1O6v2MaPbR7lj0x0dalFhj33ukqTa1n1gXaebMCUrd0kqIcNdkkrIcJekEjLcJamEDHdJKiHDXZJKyHCXpBIy3CWphAx3SSohw12SSshwl6QSMtwlqYQMd0kqIcNdkkrIcJekXQxvGeaka07q+GpKzTDcJWkXg6sHWfPImo6vptQMw12Sqoytibojd3TFWqiNMtwlqUr1mqjdsBZqowx3SaoYq9rH1kQd3T7as9W74S5JFdVV+5herd4Nd0mqWLtp7c6qfczo9lHu2HRHh1rUuFmdboAkdYt1H1jX6Sa0jJW7JJVQU+EeER+PiPsi4t6I+FZEzImIIyLizojYEBHXR8S+rWqsJGl6Gg73iDgE+CgwkJlHA3sDZwGXAn+dma8HngbObUVDJUnT12y3zCxgv4iYBewPDAMnAzdU9l8LnNHkZ0iS6tRwuGfmY8D/AR6hCPVfA3cDz2Tmtsphm4BDpjo/IpZHxFBEDI2MjDTaDEnSFJrpljkIWAYcAbwaOABYMt3zM/OKzBzIzIH58+c32gxJ0hSa6ZY5FfhlZo5k5kvATcAJwNxKNw3AocBjTbZRklSnZsL9EeAtEbF/RARwCnA/cDtwZuWYc4CVzTVRklSvZvrc76S4cXoP8K+V97oC+CRwYURsAOYBV7WgnZKkOjT1hGpmfgb4zC6bNwLHN/O+kqTm+ISqJJWQ4S6p9MqwbF69DHdJpVeGZfPqZbhLKrWyLJtXL8NdUqmVZdm8ehnukkqrTMvm1ctwl1RaZVo2r16Gu6TSKtOyefVymT1JpVWmZfPqZeUuSSVkuEtSCRnuklRChrsklZDhLkklZLhLUgkZ7pJUQoa7JJWQ4S5JJWS4S1IJGe6SVEKGu6Se0o9L5jXCcJfUU/pxybxGGO6Seka/LpnXCMNdUs/o1yXzGmG4S+oJ/bxkXiMMd0k9oZ+XzGuE4S6pJ/TzknmNaGqZvYiYC1wJHA0k8CfAvwHXA4uBh4A/zMynm/kcSernJfMa0Wzlfhlwa2a+AXgT8ABwEbAqM48EVlVeS5LaqOFwj4hXACcCVwFk5mhmPgMsA66tHHYtcEZzTZQk1auZyv0IYARYERHrIuLKiDgAWJCZw5VjNgMLpjo5IpZHxFBEDI2MjDTRDEnSrpoJ91nAscDXMvMY4Dl26YLJzKToi58kM6/IzIHMHJg/f34TzZAk7aqZcN8EbMrMOyuvb6AI+8cjYhFA5fsTzTVRklSvhsM9MzcDj0bEUZVNpwD3A98DzqlsOwdY2VQLJUl1a2ooJHA+cF1E7AtsBN5P8Q/GP0TEucDDwB82+RmSpDo1Fe6ZuR4YmGLXKc28rySpOT6hKqljnJt95hjukjrGudlnjuEuqSOcm31mGe6SOsK52WeW4S6p7ZybfeYZ7pLazrnZZ57hLqntnJt95jX7EJMk1c252WeelbsklZDhLkklZLhLUgkZ7pJUQoa7JJWQ4S5JJWS4S1IJGe6SWsYpfLuH4S6pZZzCt3sY7pJawil8u4vhLqklnMK3uxjukprmFL7dx3CX1DSn8O0+hrukpjmFb/dxyl9JTXMK3+5j5S5JJWS4S1IJGe6SVEJNh3tE7B0R6yLi+5XXR0TEnRGxISKuj4h9m2+mJKkerajcLwAeqHp9KfDXmfl64Gng3BZ8hiSpDk2Fe0QcCiwFrqy8DuBk4IbKIdcCZzTzGZI6w0nAeluzlfvfAJ8Axp5emAc8k5nbKq83AYdMdWJELI+IoYgYGhkZabIZklrNScB6W8PhHhGnAU9k5t2NnJ+ZV2TmQGYOzJ8/v9FmSJoBTgLW+5qp3E8ATo+Ih4BvU3THXAbMjYixh6MOBR5rqoWS2s5JwHpfw+GemRdn5qGZuRg4C/hxZv434HbgzMph5wArm26lpLZxErBymIlx7p8ELoyIDRR98FfNwGdImiFOAlYOLZlbJjN/Avyk8vNG4PhWvK+k9nMSsHJw4jBJEzgJWDk4/YAklZDhLkklZLhLUgkZ7lIfcCqB/mO4S33AqQT6j+EulZxTCfQnw10qOacS6E+Gu1RiTiXQvwx3qcScSqB/Ge5SiTmVQP9y+gGpxJxKoH9ZuUtSCRnuklRChrsklZDhLvUgpxPQnhjuUg9yOgHtieEu9RinE9B0GO5Sj3E6AU2H4S71EKcT0HQZ7lIPcToBTZfhLvUQpxPQdDn9gNRDnE6gHBYuhMcfn7x9wQLY3KIeNit3SWqzqYJ9d9sbYbhLHeYDSZoJhrvUYT6Q1NsWLoSIyV8LF3a2XYa71EE+kNT72tHF0oiGwz0iXhMRt0fE/RFxX0RcUNn+yoi4LSIerHw/qHXNlcrFB5I0U5qp3LcB/yMzfxt4C/DhiPht4CJgVWYeCayqvJa0Cx9I6j7t6mJZsKC+7Y1oONwzczgz76n8vAV4ADgEWAZcWznsWuCMJtsolZIPJHWfdnWxbN4MmZO/WjUMElrU5x4Ri4FjgDuBBZk5XNm1GZjy36KIWB4RQxExNDIy0opmSD3FB5I0k5p+iCkiDgRuBD6Wmb+JiJ37MjMjIqc6LzOvAK4AGBgYmPIYqcx8IGnmteNhoQULan9GJzVVuUfEPhTBfl1m3lTZ/HhELKrsXwQ80VwTpd7hmPXu0o5ulnZ0sTSimdEyAVwFPJCZX6ra9T3gnMrP5wArG2+e1Fscs65u0UzlfgJwNnByRKyvfL0b+Dzwjoh4EDi18loqPcesz6x2jGRpxyiWdmm4zz0z1wBRY/cpjb6v1KumGrN++dLLO9yq8mhXF0tZ+ISq1AKOWVe3MdylFnDMen3K9LBQtzLcpRrqGfnimPX6lOlhoW7lYh1SDdUjX/bUd+6YdXUbK3dpCo58qY8jWbqP4S5Nwdka69PPDwt1K8Nd2kW/j3zp1sUnVB/DXdpFv498aUcVbhfLzDPc1TemO/rFkS8zzy6WmedoGfWN6Y5+KdPIl3bMiqjuZOWuvtCvo1/aNZ7cbpbuY7irL5Rl9Eu33uy0m6X7GO4qvTKNfvFmp6bLcFdPqmdqgG4d/WIVrplkuKsn1bMoRreOfmlXf7j6U2R2fvnSgYGBHBoa6nQz1COGtwzz2i+/lq3btrLfrP3YeMFGFh7Y2XK3kVEpUWs1BIpKuRXnOFqm3CLi7swcmGqflbs6rt51R7vx5mi3VuF2sfQvw10dV08XSztujnZrXzh4s1PTZ7iro+odf97IzdF6w7pbq3CwEtf0Ge7qqHq7WBq5OdqtYW0VrpnkDVW13PCWYc668SyuP/P63d7orL4xOmZPN0jbceOyHTc6VSKZsG0bvPQS7L9/sW3zZnj6aXjxxfGvvfeGE04o9v/oR/DII3D44XDKKQ1/9O5uqDq3jFpuunO4vO5PBtn6hh0T/ha+sHU7r33/IM9/Z+rzurkKr/WPjmZA5sTgHPs6/HDYZx949FF48MGJ+7ZuhbPOgtmzYfVq+OlPi23Vx3zlKzBrFlxxBaxcOXE/wF13Fd/PPx+++c3x982EefPgySeL/eedB9/97sQ2H344PPRQ8fMXvgC33QZ/8AdNhfvuGO7arelW4VCpqp8bhgtWwD47+OraFXz1rL9gwQELp6yqX5i3FmZN7GJh1igvzOu92Rf7os9727bi+6xZRaj96lcTg/PFF+Goo8b/pVu1anJ4nnkmvO518POfw9e/Pjl8P/c5eOMb4ZZb4JJLJr73iy/C7bfD0UfDV78KH/nI5DZu2FC8/9//PVx00eT9S5YU7bvtNvjLvyy2zZlTBP7s2fClLxXX98wzxTWM7Xv5y2G//cbf5/jji1/Xxs6bMwde9rLx/RdcUAR39XtX77/mmuK/Z/W2FrNbRlPa2f2x9Dw47usw9EG45fI9d38sPQ+OuaoI7W37wj1/Crdc3tHuj54dG54Jo6MTw23OHJg/v9h3xx2TK9fXvx6OO64478tfnhyO73wnLF0KTz0Ff/Znk/effz6cfTb8+7/DW986cf+OHUUgL18OQ0PwO78zuc3XXQfvfS/85Cfw9rdP3r9yJZx+Otx6K7zvfePBNxaQ3/gGDAwU53/xi+Pbx4656CI47DC45x744Q8n7ps9u3jvl78cHn64qJKr982eXVTPs2YV/32gqPJ39xeky+2uW8Zw7wM7w+rAYTjzLLjhenh24Z6D+sBhuOC1sM9WeGk/uGwjPLuwdoi+rOr4MZXzcsvkqr9d4V5XWG/fXvSNQvEr9pYtEwNun33g2GOL/T/+cfEG1ftf9aoi3AAuvbToV60O36OPhk9/uti/bFnRfVB9/rveVQQcwEEHFRVktfe/H66+uvh5772LwK320Y/CZZfBCy+M9/9WV5if+AR86lNFuJ944ng4jn0/91x4z3tgZAT+/M8nh+vSpcX1/8d/wD/+48Rgnj27qLoXLoTnn4dNmyaH7+zZsJfjOFrFPveSqTesdwbbSYNw2Bo4cRBuuXzP/dQnDUJUwiO27zxvWsePGTuP3ZxXy6ZN4+E4Fn6cUfv4T36y+FX3i18sXn/ta/CjH7F5oOr8OXOKX8kBPvQhWHTzxMr10EOLqg+KkB47dswb3wj33lv8fMklsHbtxP3HHz8e7jffDL/4xcSAmzt3/Ni5c4twrg7H444b33/xxcX1VO9/wxvG9996K+y778TgPPjgYt+cOfCb3xTbpqpOX/nK8euYyvz5Rb9zLfPmwR//ce39++8Pv/Vbtfdrxlm5t1Ajv843XFXDpC4T2M3oj1pV+K+GJ/eLHnkkcdjW2lX4A9uKEFy3rvg1vHJ+7D0Ei9ZPbsDwm8mfjo6//+rVcMQRe67CP/1pGJw4NHIhwzzO5N8CFrCZzbMXF6H29NPFRV9ySRGw1eE4dy7cdFNx0t/+bfHrfXX4zpsHH/94sf/WW4s/hOrwPOgg+L3fK/Zv3FiMkKh+/zlzJvbNSjOo7d0yEbEEuAzYG7gyMz+/u+PrDfdGArEd5+wMq12OB8itVeG5777wilfA9u3ErEoXwFRB/exzsGLFpH7R+MKltcP6bScW4fT7vw/33QennUY89MvafeFMkbA330x844fjx4+pnJcX/tfiDv93vlN0E1SCL4Z/VfPPLN9z5nhAfvazsGgRC+eN8vhT+046dsGrdrD58b2KqveXv5zcNXDUUUWXxHPPjVe+Pd53KjWireEeEXsDvwDeAWwC7gL+KDPvr3VOveFeV+X661/D888Tr15U+5wbbpxYuS5aBMuWTe9zTj+96Jt98UXinrtrH18douefX9zs2rqV2G9O7aAeebL49bja7NnEi1trh/V/fjt87GPj/bmXXELc9PnaVfhf3Tw5PAcGiM8sqV2Ff+Wu4qbULrrmRqTUJ9od7v8J+J+Z+V8qry8GyMzP1TqnoXCvFYgHHFgMhfrZz4qDTzgB7riDIGufs2v1evLJsGrV9G4qLltW3DyaPZv4wfdrH//Z/z0enm96E7ztbZBJ7BW1g3r7juLG1Vj4VqrTum9cnnZe7Sr8B1P3hRvUUvdr9w3VQ4BHq15vAn53ikYtB5YDHHbYYfV/Sq2bfR/8ILz61ePHXXhhMbTrQ7s5Z/36iZXrAQfs+XPGrFxZdVG7Of5Tn5p8DRHFPwZvXjEevLNG4ZgVsPovYK+Fkyv3Xdu0871q37ictXgt26YYTz7riNrjyQ1wqbfNROV+JrAkM/+08vps4Hczc4onDgp1V+51Vq7tOqehz2igqt7nI8ewbf76SdtnjbyZl76ybspzJJVPuyv3x4DXVL0+tLKtdRoZcteGc/ZbMsgLUxy/35Lan9FIVW2AS9qTmQj3u4AjI+IIilA/C3hvKz+gkUBsxzlHnbqW9ZsnH3/UqQa1pPaaqaGQ7wb+hmIo5NWZ+dndHV+Wce6S1E5tf0I1M28BbpmJ95Yk7ZmTPEhSCRnuklRChrsklZDhLkkl1BWzQkbECPBwg6cfDDzZwub0mn6+/n6+dujv6/faC4dn5hSPsXdJuDcjIoZqDQXqB/18/f187dDf1++17/na7ZaRpBIy3CWphMoQ7rtZC6wv9PP19/O1Q39fv9e+Bz3f5y5JmqwMlbskaReGuySVUE+He0QsiYh/i4gNEXFRp9vTThFxdUQ8ERH3drot7RYRr4mI2yPi/oi4LyIu6HSb2iUi5kTEv0TEzyrX/r863aZ2i4i9I2JdRHy/021pt4h4KCL+NSLWR8Rup9Lt2T73RhbiLpOIOBF4Fvi7zDy60+1pp4hYBCzKzHsi4mXA3cAZ/fBnHxEBHJCZz0bEPsAa4ILM/OcON61tIuJCYAB4eWae1un2tFNEPAQMZOYeH+Dq5cr9eGBDZm7MzFHg28CyDrepbTJzNfBUp9vRCZk5nJn3VH7eAjxAsXZv6WXh2crLfSpfvVmhNSAiDgWWAld2ui3drpfDfaqFuPvif3CNi4jFwDHAnR1uSttUuiXWA08At2Vm31w7xSJAnwB27OG4skrg/0bE3RGxfHcH9nK4q89FxIHAjcDHMvM3nW5Pu2Tm9sx8M8X6xMdHRF90y0XEacATmXl3p9vSQW/NzGOBdwEfrnTPTqmXw33mF+JW16r0N98IXJeZN3W6PZ2Qmc8AtwNLOtyUdjkBOL3S7/xt4OSI+GZnm9RemflY5fsTwHcpuqen1MvhvnMh7ojYl2Ih7u91uE1qg8pNxauABzLzS51uTztFxPyImFv5eT+KAQX/r6ONapPMvDgzD83MxRT/v/84M9/X4Wa1TUQcUBlAQEQcALwTqDlarmfDPTO3AR8BfkhxQ+0fMvO+zraqfSLiW8Ba4KiI2BQR53a6TW10AnA2ReW2vvL17k43qk0WAbdHxM8pCpzbMrPvhgT2qQXAmoj4GfAvwA8y89ZaB/fsUEhJUm09W7lLkmoz3CWphAx3SSohw12SSshwl6QSMtwlqYQMd0kqof8PuqRhysvbEXsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plotting multiple lines on one Axes\n",
"\n",
"x = np.arange(0., 5., .2)\n",
"plt.plot(\n",
" x, x, 'r--',\n",
" x, x ** 2, 'bs',\n",
" x, x ** 3, 'g^',\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fc1eee57040>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plotting with keyword string: suitable for table-like data such as pandas.DataFrame\n",
"\n",
"data = {\n",
" 'x': np.arange(50),\n",
" 'y': np.arange(50) + np.random.randn(50) * 10,\n",
" 'colors': np.random.randint(0, 50, 50),\n",
" 'sizes': np.abs(np.random.randn(50)) * 100,\n",
"}\n",
"\n",
"plt.subplots(figsize=(12, 10))\n",
"plt.scatter('x', 'y', c='colors', s='sizes', data=data)\n"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0.98, 'Categorical Plotting')"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# pyplot-style subplots\n",
"\n",
"names = ['foo', 'bar', 'foobar']\n",
"values = [1, 10, 100]\n",
"\n",
"plt.figure(figsize=(12, 4))\n",
"\n",
"# 131\n",
"# first digit 1 is the number of rows, \n",
"# second digit is number of columns, \n",
"# and last one is the index\n",
"plt.subplot(131)\n",
"plt.bar(names, values)\n",
"plt.title('bar')\n",
"\n",
"plt.subplot(132)\n",
"plt.scatter(names, values)\n",
"plt.title('scatter')\n",
"\n",
"plt.subplot(133)\n",
"plt.plot(names, values)\n",
"plt.title('line')\n",
"\n",
"plt.suptitle('Categorical Plotting')"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" agg_filter: a filter function, which takes a (m, n, 3) float array and a dpi value, and returns a (m, n, 3) array\n",
" alpha: float or None\n",
" animated: bool\n",
" antialiased or aa: bool\n",
" clip_box: `.Bbox`\n",
" clip_on: bool\n",
" clip_path: Patch or (Path, Transform) or None\n",
" color or c: color\n",
" contains: unknown\n",
" dash_capstyle: {'butt', 'round', 'projecting'}\n",
" dash_joinstyle: {'miter', 'round', 'bevel'}\n",
" dashes: sequence of floats (on/off ink in points) or (None, None)\n",
" data: (2, N) array or two 1D arrays\n",
" drawstyle or ds: {'default', 'steps', 'steps-pre', 'steps-mid', 'steps-post'}, default: 'default'\n",
" figure: `.Figure`\n",
" fillstyle: {'full', 'left', 'right', 'bottom', 'top', 'none'}\n",
" gid: str\n",
" in_layout: bool\n",
" label: object\n",
" linestyle or ls: {'-', '--', '-.', ':', '', (offset, on-off-seq), ...}\n",
" linewidth or lw: float\n",
" marker: marker style string, `~.path.Path` or `~.markers.MarkerStyle`\n",
" markeredgecolor or mec: color\n",
" markeredgewidth or mew: float\n",
" markerfacecolor or mfc: color\n",
" markerfacecoloralt or mfcalt: color\n",
" markersize or ms: float\n",
" markevery: None or int or (int, int) or slice or List[int] or float or (float, float) or List[bool]\n",
" path_effects: `.AbstractPathEffect`\n",
" picker: unknown\n",
" pickradius: float\n",
" rasterized: bool or None\n",
" sketch_params: (scale: float, length: float, randomness: float)\n",
" snap: bool or None\n",
" solid_capstyle: {'butt', 'round', 'projecting'}\n",
" solid_joinstyle: {'miter', 'round', 'bevel'}\n",
" transform: `matplotlib.transforms.Transform`\n",
" url: str\n",
" visible: bool\n",
" xdata: 1D array\n",
" ydata: 1D array\n",
" zorder: float\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# controlling line properties\n",
"\n",
"x = np.linspace(0, 2, 100)\n",
"\n",
"line, = plt.plot(x, x ** 2, linewidth=3.0)\n",
"line.set_antialiased(False)\n",
"\n",
"plt.figure()\n",
"lines = plt.plot(x, x ** 3, '--')\n",
"plt.setp(lines, color='r', linewidth=2.0, antialiased=False)\n",
"\n",
"plt.figure()\n",
"lines = plt.plot([1, 2, 3])\n",
"plt.setp(lines) # get a list of settable line properties"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Y')"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# working with text\n",
"x = np.linspace(0, 4, 100)\n",
"plt.plot(x, np.exp(x))\n",
"plt.text(2.0, 20, r'$y=e^x$')\n",
"plt.grid(True)\n",
"plt.xlabel('X', fontsize=14, color='red')\n",
"plt.ylabel('Y', fontsize=14, color='blue')"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(3, 1.5, 'local max')"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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z1tozxMd/uJvRsOEPJrghdpNEbXH3MPASsEJEGkTkQRH5kIh8yHrK40A9cBz4N+DDAFZC4V8C262vz9tJhm63pLKAr9y3EYC/f+ooBxu7HS6RmonPPnKApu5BNi0o5c/ftBqRiSvo0qoCvnzvBgD+9qkjHG7SOHvJZ/9nPy09Q1y1sJTPvnHyOC+rLuTv770CgL958ghHm3tSWUwVpz/9n/209gyxZVEZn7lz1aRxXjGnkL99WyTOf/3Lwxxv0Th7yZ/8dB9tvcNcu7icT9+xatLnrZxTxN/cE4nzXz1xmOMt09+yUjnv0z/dS3vfMNctLeeTt690ujiXlZBOtDHmfmPMXGNMljGm1hjzLWPMvxhj/sX6vTHG/JExZokxZp0xZkfMa79tjFlqfX0nEeVJlRuWV/KeaxcwGjZ87tEDJGppjEquF0+08fM9jeRm+fnyvRsuGZkc76aVVbzz6vmMhAx//ojG2St+d7yNx/adJy/o5+/v3TDlSMYtq6q5f0sdw6Gw1mcPeeFoK0/sbyI/6Ofv771iyjjftmYO926uZXg0zF/8/KDG2SOeP9LCUwebKcgO8Hf3XjHlEo3b187hnk2ROH/+Fxpnr3j2cDO/OtRCYXaAv33b1HF2mqauxul/37aC8vwgr5zq4LF9550ujppCKGz4/M8PAvDhG5dMO8v3/75+JaV5WWw72cET+5uSWUSVAKGw4S9+fgCAP7ppKXVl04vzJ29fSUleFi+eaOfJA83JLKJKgNFQpIME8NFbllFbOr04f+qOVRTlBPjNsTZ+daglmUVUCRAb54/dsox5JdNLLvv0HSspzAnwwtFWnj2scXa7kVCYv/zFIQA+dusy5ha7K4lwItqJjlNxbhb/+7YVAPz900cJhfVu180e23eew0091JTk8oHrF0/7dcV5WXxC4+wZP9/TyNHmXmpLc3nwNYum/bqSvCCfeN1yAP7+6SOENc6u9sjuRo639DK/LI/3Xbdw2q8ryw/yv6w4/91TGme3+9muc9S39rGwPI8Hti6c9uvKC7L52C3LAPi7p47qaLTL/fTVBk629bG4In9GcXaSdqIT4G2ba6kry6W+tU9Ho10sHDZ89ZljAHzk5qUz3vro7ZvrqCnJ5XhLL0/s1zi7VShs+OqzkTg/dPOymcf5qjrmFedwtLmXJw/orINbhcKGrz13HICP3rx0xns/v+Pq+cwpyuFwUw9PH9JZB7caDYX5uhXnh25ZNuO9n991zQKqCrM5eL6bZ3TWwbVGQuFoff7YrcvImmKZpVt4o5Qul+X38Uc3LgXgn547rne7LvX0oWaOtfRSU5LLW6+snfHrgwEfH75pCQBfe1bj7FZPHWjiRGsftaW5/N6VNTN+fXbAzx/eaMVZ67NrPbH/PCfb+phflsfvbZxdnD90Q2Q26usaZ9d6fH8Tp9r7WViex11XzJvx63Oy/HzohrH6rNzpsb3nOdsxwOKKfN64fuZxdop2ohPkLVfWUlmYzeGmHl460e50cdQEvm1tXfbgaxbN+iSrezbVUlEQifPL9Z7YSCbjfPt3kTh/4LWLZz2a8bbNdZTnBznQ2M32UxcSWTyVIHZ9/sD1i6dMDp7MfVvmU5qXxd6GLl49o3F2o0TE+f4t8ynOzWL32U52aZxdxxgTbbc/eP1i125nNxHtRCdIMODjXVcvAODbvzvlbGHUJQ40drHtZAf5QT9v2zzzUWhbdsDPO6+eD8B3fqf7CbvN/nNdbD91gcLsAG/dNPs452T5eYfG2bX2nO3k1TOdFOYEeOssZhtsOVl+7t8SibO22+6z68wFdp/tpDg3i7dsnH19zg36uW9LHQDf0Ti7zqtnLrC3oYuSvCzePItZJSdpJzqB3nH1fIJ+H88cbqaxc8Dp4qgY/7ntDBAZYSzMyYrrvd55zXyy/MKvDjVzvkvj7Cb/8fJpIBLnguxAXO/1rmsWEPAJTx5oorl7MBHFUwlix/m+q+rIC8YX53dfuwC/T/jl/iZaejTObvIfL0fa7fuuqiM3GN/x3e+5diE+gcf3naetdygRxVMJYsf5/i3zPXdMu3aiE6iyMJvb1lRjDPxkZ4PTxVGWgeEQP9/dCBAdRY5HVWEOt62eQ9jAf2ucXaNvaJSf74nE+R0JiHN1UQ63rqqOxPlVjbNb9A6NRhO432HN/sVjbnEuN6+sIhQ2/OzVc3G/n0qMnsERHo/GOf76XFOSy00rqhjVOLtK10BMnLfEH+dU0050gr39qsiU0Y93nNVtk1zi8X3n6RkaZeP8EpZVFybkPe0lIT/e0aBxdonH9p2nbzjEpgWlLK0qSMh73ntVJM7/taNBE89c4hd7GukfDrFlYRmLKvIT8p73bo602z/acVbj7BI/33OegZEQ1ywuY0F5guJ8lcbZbR7d08jQaJitS8qnvZ+/m2gnOsGuW1JBTUkuDRcG2HZSE8/cwB5FfLt1oUyE1y6rZF5xDmc6+tl+SuPsBvasQCLjfP2ySqqLsjnZ1sfO05qQ5AZ2fbY7RIlw04pKKguzqW/tY9fZzoS9r5q9aLudwDjfvLKKioJsjrf0sqehK2Hvq2Yv2m4nMM6ppJ3oBPP5hLs3RLZneVz3jHZca88QL9e3E/T7uGPd3IS9r98nvEnj7Bot3YO8cqqDYMDHHevmJOx9A35fdFst3QPeeU1dg2w/dYHsgI/b1yY2zm+yttV6fK/G2WmNnQPsPH2BnCwfr1+TuDhn+X28cX3kOqDttvPOdvSz+2wnuVl+bluduDinknaik+ANVmftif3n9WQ7h/3yQBNhA69dVkFxbnwJhePdacX58f1NGmeHPbG/CWMiI8fxJo6OZ9fnx/ed16U7DrM7PjeuqIw7cXS8O9fPiX6GxtlZdpxvXlkVd+LoeHdanejH9p7XJR0Osw8tu3lVVdyJo07RTnQSrJlXxMLyPNp6h9l2UveMdtJjeyOJZnbDmUjraoqpK8ultWeIHbqkw1H2KPEbkxDnDXUl1JTk0tw9pHsJO8zuXN2ZhMMYNtaVMrc4h8auQV3S4TC7Pt+5LvFx3jS/lOqibM51DuiSDoc9ti9yIuwbEzhLnGraiU4CEbnoblc5o6VnkG0nOwj6fdy6ujrh7y8i0UZep/qd09w9yHZrKcctq6oS/v6x9fkXWp8dc75rgB2nI0s5blmZ+Dj7fBKdddB22znnOgfYdSYyxX/TysqEv//FcW5M+Pur6Tnb0c+es53kBf3cuCLx9TlVtBOdJHYlffJAE6OhsMOlyUxP2lP8yysoSvAUvy26pGOfLulwyhP7zmMM3LA88Us5bLFLtHSq3xmPW6NWN62oIj/BSzlsGmfnPZHEpRy22HZbl3Q4I3bJjleXckCCOtEicruIHBGR4yLyqQl+/2UR2W19HRWRzpjfhWJ+92giyuMGq+cWsagin7beYV7RXTocYY8aviGJU0Vra4qYX5ZHW++Q7tLhELtzlYylHLYraoujSzp26pIOR4wt5UhenDfWlTCvOIfzXYPsOqtxdoLdbiczzlfOL2VOUQ7nOgfYrUt3HPF4EpfgpVLcnWgR8QNfB+4AVgP3i8jq2OcYY/6XMWaDMWYD8FXgpzG/HrB/Z4y5K97yuIWI8AZrl4Bf6FR/yrX0WLs1JGkphy0SZ50CdkpL9yDbT9tLOZIbZ12i5ZzzXZHdGrIDPm5OwlIOm88n0V18dOlO6tmd2twsPzclcYo/EufI9Vnrc+qd7ehnT0OX55dyQGJGorcAx40x9caYYeCHwN2Xef79wMMJ+FzXu31NpDF+7nCLThml2PNHWjEGti4tT9pSDpu91dazGueUe+5IC8bAa5dWJHy3hvHsrbY0zqn33OFWAK5fXpm0pRw2uz4/d7glqZ+jLvWs9W9+w/LKpE/x327X5yMa51R7zvo3v3FFpeeO+R4vEZ3oGuBszM8N1mOXEJEFwCLg2ZiHc0Rkh4i8LCJvTkB5XGPNvCIqCrI53zXI0eZep4uTUX59JHLRTeZohm19TTHl+UHOdQ5wolXjnErPW3G+MYmjk7YNdSWU5mVxpqOfk219Sf88NeZ566Kbivq8sa6EopwAp9o1zqn2azvOSUgoHG/TglIKcwLUt/Zxpr0/6Z+nxkTbbY+PQkPqEwvvA35ijAnFPLbAGLMZeAfwFRFZMtELReSDVmd7R2trayrKGjefT7hxRaQxeE7vdlNmNBTmhWOp60T7fMINy604H/bG/810MBIK89tjbQDcuDz5F12/T7jejvMRjXOqDI+G+d1xK84rkh/ngN8XjfPz2m6nzOBIiN8dj2wJm4rOVcDv4/plVpyPapxTZXAkxIsnUtduJ1siOtHngNjzGmutxyZyH+OWchhjzll/1gPPAxsneqEx5hvGmM3GmM2Vld75h7cbfW2MU+fVM530DI6yuCKf+eV5KfnMG1ZoY5xqO09foGdolKVVBdSVpSbOWp9Tb8epDvqGQ6yoLmReSW5KPtPuxD2vN0sps/1UBwMjIVbNLaK6KCclnxlttzXOKfNyfTuDI2HWzCuiKkVxTqZEdKK3A8tEZJGIBIl0lC/ZZUNEVgKlwEsxj5WKSLb1fQVwHXAwAWVyjdcurcTvE3acukDP4IjTxckIY+utUjdVdP2ySnwCr5zsoHdoNGWfm8mei07xp+6m+vpllYjAtvoO+oc1zqkQrc8pmOK32TNLL9W3MzAcmuLZKhHsWbxU1md7JPTFE20MjmicU+H5FC61TIW4O9HGmFHgI8CTwCHgx8aYAyLyeRGJ3W3jPuCH5uKMnFXADhHZAzwHfMkYk1ad6OK8LK6cX8Jo2ESnJFVyja23Sl1jXJofZENdCSMhw4sa55T4tQPr6soLsllfW8JwKMxLJ/Q00lSI1uflqYtzZWE262qKGR4N83K9xjkV7Fm8VNbnqqIc1swrYnAkzDbdijYlno9JKkwHCVkTbYx53Biz3BizxBjzReuxPzPGPBrznM8ZYz417nUvGmPWGWOusP78ViLK4zZ2o6DrZZOvqWuQQ+e7yc3ys2VRWUo/276z1vWyydfYOcDhph7yg342LyxN6WffpHkOKdNwoZ9jLb0UZAc0zmnsTHs/9a19FOYEuHJ+SUo/O9pu624sSXeyrY9T7f0U52axoa7E6eIkhJ5YmAI3xqyX1a2xkuvX1mjG1iXlKd86x75Z+vURjXOy/fpo5EZl69IKsgPOxDmyjaLGOZnsUejXLK0gy5/ay9UNGueUsUehr19WSSDFcbavz3abopLHHoV+7bKKlMc5WdLjb+Fyq+cWUVWYTXP3kG51l2QvHE1dFv949paGjV2DutVdkr1wNPVLdmzra4opyw/ScGFAt0BLMifjvKGuhBJrS8PTugVaUtlxvsGhOBfnZnGyrY+zHRrnZBqrz+mxHhq0E50SIsLWJeUAvHRC18smSzhsousXty6tSPnn+3zCtdE46zrKZImN83VLHIrzYivOul42aUJhE12nep0D9dnvE65ZpHFOttFQmG31zsU54PdxtbX0T9vt5BkJhXklWp/LHS5N4mgnOkW2Whf7F7WSJs3Rlh7a+4apLspmcUW+I2Wwb5Y0zslzuKmHC/0jzCvOYUGKtjAc71qNc9IdOt9N18AItaW5KdvCcLytSzXOyXagsZueoVEWlOdRk6ItDMcba7d1kCtZ9p3rom84xKKKfOYWOxPnZNBOdIrYF91tJzsIh3V9XTLYowjXLi5HRBwpgz1C+XJ9u8Y5SexRwWuWOBhnqz6/fKJd18smSWx9dkp0xkHjnDR2fXY0ztYg10v1GudksevzNQ7GORm0E50idWWRu+yugREOnu92ujhpKXrRXeJcJV1Qnsfc4hwu9I9wpLnHsXKkM3tJlJMX3cUV+VQVZtPeN6x5DkkS7Vw5WJ+XVhVQUZBNW++Q5jkkiRva7eXVBZTnB2nuHtI8hyR52QX1ORm0E51C9pSR7juaeLHrJ7c6sE7WJqLropMpNs5ONsaa55BcozHrJ52Os9bn5BkJhdl+yoqzgzfFIsI1S3T9e7IMj7ojzsmgnegU0nWUyWOvn6wpcW79pM1uJDTOiXegsYuewVHml+VRW+pwnPWimzT7znXROzTqivWTWp+TZ29DJ/3DIZZU5jt+BLTGOXl2n+1kcCTMsqoCKguznS5OQmknOoXsi+4rJzsYDYUdLk16ccOUoG1s/Xs7IV0XnVAvumCdrO3axZEZj5frNc8h0aLr3t0Q5yWa55Asrmy3dV10wrkpzommnegUmlucy6KKfHqHRtnfqOuiE8m+6G51QSWtLc1jflkePYOjHNQ4J5TdGG91wRZJdWW5mueQJNE4u6A+L9Q8h6QZa7edW4JnW1yRT3VRNm29wxxr0fXvifRSfWTJmxvqc6JpJzrFrolOGek6ykRxy/rJWNdqnBPOLesnbbHrZTXPIXGGR8PsOHUBcMdItIjoVH8SDI2G3Bvn49puJ8rgSIhXz3QiAlcvcj7Oiaad6BS7ZnFkU3e78VDxO9zUQ+9QZJ2s0+snbdcsicR5u8Y5YQ42dtNv7TPq9PpJm33xt2/iVPwONHYxMBJZJ+uW9ZN2nHec0jgnyv5zXQyNhlleXUBZftDp4gBjcd5+WtvtRNnb0MXwaJgV1YWUuiTOiaSd6BTbvNDuROs6ykSxRyevsv5t3WDzgkhZdp7WOCfKWJxLHS7JGLssO09f0HWUCWIPMLiqPltx3n5K45wo9gDDZhfGecepDo1zgrjx+pxI2olOsZqSXOYV59A9OKrrrhJkR7Qxdk/nqrY0l+qibC70j1DfpnFOhJ3W6JB9g+IG88vyqCiI7Bet+8smhn3RdVPnalFFPuX5Qdp6hzjd3u90cdLCDhfeFC+pLKA0L4vm7iEaLgw4XZy0EG23XRTnRNJOtAM22aPRp3VqMF7GmOi/o5saYxGJdvZ06U78jDExI1fuivNV0dErjXO8jDExN0vuivMmqzw7dKo/buGwceVN8cVx1utzvMJhE71ZctNNcSJpJ9oBetFNnIYLAzR3D1GSl8XiigKni3OR2ClgFZ/T7f209Q5Rnh9kUUW+08W5iH3R3a7rZeN2sq2P9r5hKgqyWVDu7D7g48VO9av41Lf1cqF/hOqibGpL3ZHHYrM7e9pux+9YSy/dg6PMLc6hpsRdcU6UhHSiReR2ETkiIsdF5FMT/P69ItIqIrutr/fH/O4BETlmfT2QiPK4nX3nrRfd+EWnfheU4vOJw6W52FU645Aw9ujfpgWliLgzzjt1hDJuY+uh3Rfnsc6V1ud4xa6Hdlucr9KbpYSxr33pOgoNCehEi4gf+DpwB7AauF9EVk/w1B8ZYzZYX9+0XlsG/DlwNbAF+HMRcc8cXpKsmFNIYXaAhgsDNHUNOl0cT9tx2n3JKbaVcwrJC/o53d5PS4/GOR47XJycsnpeEblZfurb+mjrHXK6OJ5mX3Q3uWgph23tvGKyAz5OtPbR0TfsdHE8LZrH4sY41xQTDPg42txLV/+I08XxtNib4nSViJHoLcBxY0y9MWYY+CFw9zRf+3rgaWNMhzHmAvA0cHsCyuRqfp+wUdddJcSOmJFotwn4fVw539q9QacG4xIdiXZhY5zl97GhrgTQ0eh4uXFnDlsw4OMKjXNCjOWxuC/O2QE/V9QWA7DzjF6f4+Hmm+JESUQnugY4G/Nzg/XYeG8Vkb0i8hMRqZvha9OO3enTddGz19k/zNHmXoIBH+usRs9txtbLapxn60LfMMdbeskO+Fg7z51x1ing+LX1DlHf1kdulp/V84qcLs6ENM7xa+kZ5HR7P3lBPyvnFDpdnAltWqDrouPV3D3I2Y4BCrIDrJzjzvqcCKlKLPw5sNAYs57IaPN3Z/oGIvJBEdkhIjtaW1sTXsBUiyap6Ej0rL16JtLAXVFbTHbA73BpJja2XlbjPFv2qN+GuhKCAXfmQkf3f9cRylmLjXOWX+OcruxZuSvnlxJwaZyj+79rJ3rW7AHCKxeU4ndZvlIiJeJ/8DmgLubnWuuxKGNMuzHGXiz4TWDTdF8b8x7fMMZsNsZsrqysTECxnbWhrgS/TzjY2E3f0KjTxfEku5JuctEWSeNtmF+CT2B/YzcDwyGni+NJOzywz+hGO87nuhgc0TjPhhf2k71yfikisK+hi6FRjfNsxCYJu5Vdtt0NnQyPhh0ujTdFkwpdHOdESEQnejuwTEQWiUgQuA94NPYJIjI35se7gEPW908Ct4lIqZVQeJv1WNrLCwZYOaeQsIF957qcLo4n7T7bCUQ6MG5VkB1geXUhobBhf6PGeTZ2n41cdDfWubcxLszJYllVISMhw4HGbqeL40m7z3QC7q7PxblZLKksYDgU5qDGeVa80G6X5AVZXJHP8GiYw00a59nwQpwTIe5OtDFmFPgIkc7vIeDHxpgDIvJ5EbnLetpDInJARPYADwHvtV7bAfwlkY74duDz1mMZwU5G2mP9Z1PTFw4b9jZEOqUbrX9Ht7IbEbuToKYvFDbss+K8weWNsV2fd2t9nrHRUDg6mHBFbYmzhZmCttuzNxIKs9+K8waXt9tan2dveDQcHUxY7/L6HK+ELEgyxjxujFlujFlijPmi9difGWMetb7/tDFmjTHmCmPMTcaYwzGv/bYxZqn19Z1ElMcrtJLO3onWXnqHRplXnENVUY7TxbksjfPsHWvpoW84RG1pLhUF2U4X57LsTr7GeeaONPcwMBJiflke5W6Ps9bnWTvS1MPQaJhFFfmU5AWdLs5lbdDBj1k7dL6b4dEwSyrzKc7Ncro4SeXOVf0ZQhvj2dtl/Ztd4fLRDBgro8Z55vZ4Kc7WiIuOUM7cnrPWKLQH4qzt9uxF222X7qYUy67Puxs6HS2HF+2x/s28UJ/jpZ1oBy2pLKAwO8D5rkGau/UwjpmwL2BunxIEWFZVSH7Qz7nOAVp79DCOmYiuq/NAnJdXF5Cb5edMRz/teujKjNjr3r1Qn1fMKSQ74ONUez8X9NCVGbFHdb0Q51VziwgGfNS39umhKzMUzW/wQJzjpZ1oB/l8wvq6yB35Lp0ymhEvNcZ+n0T3sdbRq5nZ5aE4B/xj+5Xv0dGrGfHSTXGW38e6Gqs+a5xnJHqzNN+9ScK2YMDHGmu/cq3PMzNWn90f53hpJ9phOjU4cwPDIY4091zUOXU7uzGxLyJqan1Doxxt7iHgE9bWeCPO9siLrqOcvp7BEY619JLll2inxe02aJxnrGtghBOtfQT9PlbNdechK+Pp9XnmuvpHqG/rIzvgY6VH4hwP7UQ7zO5c6TrK6dvf2EUobFheXUheMOB0caZFG+OZ23eui7CBlXMLycly52E649lx3qVxnrZ9DV0YE5k+90ycraQzHaGcPnuXndXzilx7ONZ42m7PnD07s7am2LWHJiVS+v8NXc6upHsbOgmFjbOF8QgvLeWw2dvc7T3bRVjjPC1emuK3RTtXZzs1ztO0y4txjtnmzhiN83R4ad27bWN0BlHjPF1evD7HQzvRDqsszKamJJe+4RDHW3qdLo4neCnZzFZdlMPc4hx6hkY50apxno6xxtg76+rmFudSXZRN9+AoJ9v7nC6OJ3jxZqmmJLLl4oX+EU639ztdHE/w4uEbdWW5lOUH6egb5mzHgNPF8QQv3izFQzvRLjC2v6yul52O6EXXQ40x6FT/THmxcwW6XnYmjDGejLOI6FT/DKRDnHfp9XlKXo1zPLQT7QIb7P0otTGeUkvPIOc6B8gP+llSWeB0cWZE94uevqauQZq6BynMCbC4It/p4syIxnn6GrsGae0ZoignwMJyb8V5Q53uuDNdDRcGaOsdpjQvi/lleU4XZ0au0OvztJ3p6OdC/wjl+UFqS3OdLk5KaCfaBewRVd3mbmr26N762hL8PnG2MDOkxwVPn33BuqK2BJ9X46xJZ1OKPUzHe3GOLDPSmaWp7Y6Js4jH4hyT56AuL3YU2mtxni3tRLvA2nnF+H3C0eYe+odHnS6Oq9kdE68t5QBYV1OMT+BwUw8DwyGni+NqXp4SXF9bgkjk6NvBEY3z5Xgxv8G2vq44EufGboZGNc6Xs8fD9dmeKd7fGDnKWk3Oy+32bGkn2gVyg35WzikkbMa2AVIT83Ilzc8OsLy6kFDYsL9R43w5Xk5OKcgOsLyqkJGQ4UBjt9PFcbVo8qgHb4qLcrJYUlnAcCjMofM9ThfH1bzcbhfnZbG4Ip/h0TCHm7Q+X45X85XioZ1ol9AklamFw4a9ZyOdTy+OXMFYZromnU0uFDbRm0mvNsZan6c2Ggqz71wkzva6U68ZSyLVpLPJjMTE2YudaND6PB3Do+HooMF6j9bn2dBOtEtoJZ1afVsvPUOjzC3Ooaoox+nizIrGeWrHW3rpGw5FtxHzorEddzodLYebHW3uZWAkRF1ZLuVejbPW5ykdaephaDTMwvI8SvKCThdnVjbo4MeUDjdFlrssrsynODfL6eKkjHaiXcK+c7Pv2NWl7H+b9R456nsi62pKAI3z5URHJ+u8HOdI2fdrnCe1P1qfS5wtSBzstkjr8+TSIc52fdY4T87rs0qzpZ1ol1hSmU9Olo+GCwNc6Bt2ujiutK8hMlVkN2hetKy6gGDAx5mOfrr6R5wujivZF921Ho7z8upCgn4fJ9v66B7UOE/Evuh6uT6vmFNIll+ob+ujd0iTwieSDnFeNbcIv0840dqryf+TSId2ezYS0okWkdtF5IiIHBeRT03w+0+IyEER2Ssiz4jIgpjfhURkt/X1aCLK40UBv48186zRK006m1A6VNIsv4/Vc4sAjfNk0uGiGwz4WDW3EIAD5zQZaSLpEOfsgJ8VcwoxBg5qEumE0qHdzsnys7w6kvyvcZ5YOtTn2Yi7Ey0ifuDrwB3AauB+EVk97mm7gM3GmPXAT4D/L+Z3A8aYDdbXXfGWx8vs/3x7dYeOS4TDhgON6VFJdWpwcqGwiV6k1s7zdpzXRuPc6WxBXGg0FObQ+fSI81i73elsQVxoJBTmUFNk55I1NUUOlyY+66zya7t9qaHREEeaehCBNfO8HeeZSsRI9BbguDGm3hgzDPwQuDv2CcaY54wx/daPLwO1CfjctLNW11FOqr6tj77hEPOKczybhGSLdqL1ZukSJ1ojyWa1pbmU5nszCck2drOkI1fjHWvpZWg0zPyyPIrzvJ2EpO325I429zA8GmZRRT5FOd6Os7bbkzva1MtIyLC4Ip/87IDTxUmpRHSia4CzMT83WI9N5kHgiZifc0Rkh4i8LCJvnuxFIvJB63k7Wltb4yqwW2mSyuTSYUrQtk7jPCn7AuX12QYYi7N2ri6VTlO/6zVZeFLp1W6XABrniaRTfZ6plCYWisi7gM3A38Q8vMAYsxl4B/AVEVky0WuNMd8wxmw2xmyurKxMQWlTb0llAblZfk0unEA6VdJlVQVka3LhhPal0UV3eXUhwYAmF04knTpXy+cUaHLhJMbabe9P8a+cU0jASi7s0zhfJJ3a7ZlKRCf6HFAX83Ot9dhFRORW4DPAXcaYIftxY8w568964HlgYwLK5El+n7B6nq67mki0knp4eztbwO9j1VyN80T2p9HNUpbfx6o5keRCHY2+WDrdFMcmFx7QOF/EXsqUDp2rnCw/y+zkwvO6RCtWOrXbM5WITvR2YJmILBKRIHAfcNEuGyKyEfhXIh3olpjHS0Uk2/q+ArgOOJiAMnmWJp1dKpxGyWY2XbpzqVB47JjsdLjogq6XnchFSYVpMEIJuv/7REZi4rwmXdptXRd9ieHRMEeiyaPpEeeZiLsTbYwZBT4CPAkcAn5sjDkgIp8XEXu3jb8BCoD/GreV3Spgh4jsAZ4DvmSM0U40WkljnWyPTJPOKcqhstDbSYU27Vxdqt5KKqwpyaXM40mFNvtmSXfcGXO8tZfBkTB1ZbmePcFuPB38uJSdVLigPC9tTrBbq3kOlzja3MNwKMziinwKMiypECAhf2NjzOPA4+Me+7OY72+d5HUvAusSUYZ0oUlnl0qn9ZO26LZYuv1Z1Ni6uvQYnQS9WZpIOiWP2rQTfan0brc1zrZMXg8NemKh69jJhec6B+jQ5EIgPS+6dnLh2Y4BOvs1zpBe62RtdnLhqfZ+ugY0uRDSs3O1fE5B9ITKHk0iBdKzPmty4aXSMc4zoZ1ol/H7JLpZuY5qREQraW36jFAG/L5oEul+3UcYSM/OVVZMEqkmnUWk40X3ouRCPdEOGEsqTKc42ycXGk0ujErHdnsmtBPtQjoFPCachslmNl3SMSY2qTCdLrqgJ53FGg2Fo52PdEkStmm7PWYkjU6kHE9PFh4zPBrm8Pn0OJFytrQT7ULRnRu0knLKSiqsLsqmqjDH6eIk1Dq96EadbOulP01OpBxP18uOOdHax+BIOC1OpBxPd9wZc6y5l+E0OZFyPD1EaYydVJgOJ1LOlnaiXUgvumPScerXpkmkY9I5OUW3PxuT1vVZd1aKSud9g/X6PCbTl3KAdqJdaXFlAXnBSHJhe+/Q1C9IY+lcSZdWFpCTpcmFAPsa0nMpB8Cy6gKCAR+n2/WEynSuz8urCwn6fdRrcmFa3xSvnFtIll+TCyG9TqScLe1Eu5AmF45J55GrgN/Haj25EIjpXKXBiZTjxSYX7m/M7Dinc30OBnysnGufUJnZSWfpHOfswFhyYaYnkabzTfF0aSfapTRJxUoqTMMM71g6NWgnj6bvRRc0uRAiyaMH0zR51KbtdnqeSDmetttW8qh1UqF2opXraJIKnO7op2dolKrCbKqK0iup0LautgTI7ItufVsffcMh5hbnUJFmSYW29boumhMxJ1KmW1Khbb12rjjW0svQaHqdSDmeJheOnUi5sDwvY5MKQTvRrqVJKuk9JWjT7ZIyY0pwrdbntDw0aby12onOsHa709mCOCgT2u3p0E60Sy2qiCQXNnYNZmxyYSZU0iWV+eRk+Wi4MMCFDD2hMhMuunZy4ZmOzE0uHDs0KX3jbCcXnmzroztDkwszod1eMSeSXFjfFtmCNRNlQrs9HdqJdim/T6Kb1GfqqEYmjFwF/D7WWHHO1KSzTGiMs2KSSDM1zpnQuQoGfKyykgsPZGhyYSbU59gTKg9maHJhOp5IORvaiXaxTJ4CNsZEOxvpPHIFmb2kIxyTbJbOnSvI7Din84mU440t6eh0tiAOGE3jkwrHy+QlHbEnUq5J8/o8Fe1Eu9i62szN6D/d3k/P4CiVhdlUp2lSoS2TM/pPWidSzinKobIwPZMKbZl8QmV9TFJhWZomFdrGdm7IvBHK4629aXsi5XiZ3G7bJ1IuKM+jODdzkwpBO9GulskX3UyYErRl8nZJmTDFb8vkpLOxwzfSc8uzWJncucqEJXg2bbczo92eSkI60SJyu4gcEZHjIvKpCX6fLSI/sn6/TUQWxvzu09bjR0Tk9YkoT7rI5OTCTKqkmZxcmEkX3UxOLsykm+JMTi7MpHY7k5MLM6k+TyXuTrSI+IGvA3cAq4H7RWT1uKc9CFwwxiwFvgz8tfXa1cB9wBrgduCfrPdTZPbJhZlUSQMZnHQ2tmND+o9QZvLJhZnUuYo9uTDTkgszqd2OPbkw05ILMynOU0nESPQW4Lgxpt4YMwz8ELh73HPuBr5rff8T4BYREevxHxpjhowxJ4Hj1vspSyZODRpjon/fTKmkmTg1GI5JNsuEzhVk5smFmZRUaMvEdns0FObg+cyKcya225mUPDodiehE1wBnY35usB6b8DnGmFGgCyif5mszWiZW0jMd/XQPjlJRkE11UXonm9ky8aJ7ykoqrC7KpqowvZNHbZlYn0+29dI/HGJecQ7laXoi5XiZGOcTrX0MjoTT+kTK8TKx3bZPpJxflkdxXmYnFYKHEgtF5IMiskNEdrS2tjpdnJQZSy7MnOmisamiIiITFulvXQYe856JU4KZeNHdl0FLOWyZmBSeifU5E2+WMjHOl5OITvQ5oC7m51rrsQmfIyIBoBhon+ZrATDGfMMYs9kYs7mysjIBxfaGxZWR5MJznQN0ZEjSWSZW0qWVBeRk+TjbMUBnf2bEOZPWydqWVxcSDPg43d5P10BmJJ3ta8isKX4YSy6sb+ujJ0OSC6NL8NJ8X/9YK+YUEvAJJ1p76cuQ5MJMbLcvJxGd6O3AMhFZJCJBIomCj457zqPAA9b39wDPGmOM9fh91u4di4BlwCsJKFPa8PskmnSWKXe7mVhJA7FJZxky65CJN0tZfh+r5thJZxlWnzOocxUM+FhhxzlDks4yccYhJysmufB8ZsU5k9rty4m7E22tcf4I8CRwCPixMeaAiHxeRO6ynvYtoFxEjgOfAD5lvfYA8GPgIPBL4I+MMaF4y5RuMmkKOJJUaI1cZdBFFzJrajAcNtGdCzKtMc6k/aIjyaOZedHNpHY7FHPyaKbFOdpuZ8BJpBclFWbAnu/TEUjEmxhjHgceH/fYn8V8Pwi8bZLXfhH4YiLKka4yqZKe7Riga2CEioIgc9L8pMLxMumie7qjn56hUaoKs6nKsDhn0s1SfVsffcMh5hbnUJEhSYW2dTXFPExmxPlEBp1IOd7a2mJ+tONsRrTb9omUdWW5lORlVpwn45nEwkyWSUlnsVOCmZJUaMukzlUmTwlm0s1SJi7NsmVUfW7InBMpx8vEOGdiuz0Z7UR7wJLKAnKzIsmF6X6iXSZ3rpZVFZCdISfaZXLnyk46O9Xen/Yn2mVyfV4+p4Asv3AyA060y+Q4r4xJLuwfTu84Z3K7PRntRHuA3yeszpCTCzPtkJVYgQw60c4e0VifYeve4eIT7dJ9NDqTO1fZAT8r5kSSztI9iXRsZ44SZwvigJwsP8uqCwlnwMmFdn1eX1PibEFcRDvRHpEJU0bGmJhjoDPvoguZEedwOPNOpBwvE5Z0RJJHM3vkKhPqcyaeSDleJpxEGnsiZSYu25mMdqI9IhMuupmcVGjLhItuJicV2sbinL4jV7FJhZWFmZVUaMuEdjuTkwptmdBua1LhxLQT7RGZUEljp34zLanQlgkX3eiUYIbONkBmnGin6yczpN3WZLPMaLcbdCnHRLQT7RFLKvPJyfLRcCF9kwv3nusEMrsxXlZdkPYn2u1r6AQyu3NlJxeebOtL2+TCvdGLbubGecWcQrL8Qn0aJxdm+hI8gFVzi/D7hOMt6ZtcmImH6UyHdqI9IuD3RU8uTNcTsHTkyjrRzo5zmo5qZHKymS32RLt0TUbKxJMKx8sOjJ1odyhNT7TTzpWVXFhVQDgD4pzJ7fZEtBPtIek8NWiMidmxocTZwjgsnZNUMvmkwvHSeQo4lMEnFY6XzodlZfJJheOlc5xHQ2GN8yS0E+0h6XzRPdPRT/fgKBUF2VQXZWYSki2db5ZOtffRMzRKdVHmJhXa0jnOJ9t66RsOMS8DTyocL53bbU0qHDN2KFr6jUQfa+llaDTM/LI8ivOynC6Oq2gn2kPS+eTCsamiooxNKrSl80VXpwTHpHMnWqf4x6RznPdqUmGUttuZSTvRHrK0soCcrPQ80W4sOaXE2YK4wPLqQoKB9DzRbmx/6BJnC+IC6Xyi3b4Gnfq1rUjjE+32a1Jh1GorufBYSw8DwyGni5NQGufJaSfaQ9L5RDvdJmlMlt/HqjnpeaJddOSqVjfrT+cT7fbZO+3oRZecrEhyYTqeaKcjlGNikwsPpllyoc44TE470R6TjlODxugJduOl49RgOOZkM53mj0jH+qwn2F0qHeOsyWaXSsd2ezQUju44snaexnk87UR7zNo0bIztpMLKQk0qtKXjiXan2iPLFuYU5VBVmNlJhbZ0vOiebOul30oqLM/wpELb2jTMZznR2sfASIja0lxKMzyp0JaON0t2UuGCck0qnIh2oj0mHU86i50qyvSkQls6dq402exS6XjRteuzxnlMOrbbupTjUmnZbmt9vqy4OtEiUiYiT4vIMevP0gmes0FEXhKRAyKyV0TeHvO7fxeRkyKy2/raEE95MsGyqgKy0+xEOz1k5VLpeKKdrnu/VDqeaKfHul9qpZVcmE4n2mm7fanVc4vwSWT0dnAkPZIL9Wbp8uIdif4U8IwxZhnwjPXzeP3Ae4wxa4Dbga+ISEnM7/+PMWaD9bU7zvKkvUAanmgXvehqJY0KBnysnBtJLjyQJks6tHN1qdgT7dIl6Uw7V5fKyfKzzEouTJcT7fY2dAJan2PlBv0sqyqMHEKTJnHW6/PlxduJvhv4rvX9d4E3j3+CMeaoMeaY9X0j0AJUxvm5GS2dpoCNMTHb22kljZVOU4OaVDi5dKrPobBhv55IOaHoSaRpcKLdaCgc7SRqstnF0qndHomJ8xqtzxOKtxNdbYw5b33fBFRf7skisgUIAidiHv6itczjyyKiWSjTkE4X3dPt/fREkwo12SxWOsX5ZExSYWWhVvNY6XTRrY85wU6TCi+WTsnCJ1r7GBwJa1LhBNLpZulYcy/DdlJhriYVTiQw1RNE5FfAnAl+9ZnYH4wxRkTMZd5nLvB94AFjTNh6+NNEOt9B4BvAJ4HPT/L6DwIfBJg/f/5UxU5r6XTR1amiyaVTMpJu1j+5dLpZGkse1X3Ax0undluXckwunU4W1q1npzZlJ9oYc+tkvxORZhGZa4w5b3WSWyZ5XhHwGPAZY8zLMe9tj2IPich3gD++TDm+QaSjzebNmyftrGeCZdUFF51oV5Tj3TtE3bFhcnZyYX1bHz2DIxR6OM66Wf/kYk+06xsaJT97ymbZtTTOk1s17kS73KDf6SLNmq57n9zqucUXJRfmZHk3znvtQ5M0zpOKdznHo8AD1vcPAI+Mf4KIBIGfAd8zxvxk3O/mWn8KkfXU++MsT0bIij250ON3u7pjw+SCAR8rrJMLD3g86UwzvCdnn2hn0uCks7EZhxJnC+JC6XSindbnyeUG/SytKiAUNp5PIt2n+Q1TircT/SXgdSJyDLjV+hkR2Swi37Secy9wPfDeCbay+08R2QfsAyqAL8RZnoyxdp73O9HhsIkeX67T/BOzp8W9HucDOnJ1WdElHR5eR6knFU4tHZZ0xCYVapwnZidbejnOIzEnFWpS4eTi6kQbY9qNMbcYY5YZY241xnRYj+8wxrzf+v4/jDFZMdvYRbeyM8bcbIxZZ4xZa4x5lzGmN+6/UYZIhySV0x2RpMIqTSqcVDqcUFnf1kffcIi5xZpUOBn7RDsvX3RPxCQVlmmy2YTSYf378dZeBkfC1JXlUpKncZ5IOrTbR5t7GB4Ns1CTCi9LTyz0qGjygpXg4UU6JTi19TUlgLdHKHX95NTsxNq9Hr7ojp1spkmFkxlrt70fZ223J2cnXO71cJy13Z4e7UR71PLqQrKt5MLO/mGnizMru890AnBFXYmj5XCzFXMKCQYiyYVd/d48uXD32U4ANmicJ7VybiSJ9ERrLz0ePaHSjrPW58mtnltEwEou7PPoCZXROOu690mtmVeM3yccbe7x7AmV2m5Pj3aiPSrL74uOBNj/2b1m99kLgFbSywkGfKyx1r/v8eiswy5tjKeUHfCzal4Rxnh39EovulPLyfKzam4RYY1zWssN+llhnVDp1VmHXdYgl8b58rQT7WH2f24vdqKHR8Pst5KQdOTq8rwc56HREIcauxHRPWWnstHDcR4cCXHovB3nEqeL42pers8DwyEON/Xg94kmg09hw/wSwJtx7hsa5WhzDwGf6HKOKWgn2sO8XEkPN3UzPBpmcWW+Ji1MwcsX3YON3QyHwiytLPD0PtepYMfZHgHykgONXYyGDcurCinw8D7XqTBWny84W5BZ2N/YRShsWF5dSF5Q43w5Xm63953rImwiy8y8vM91Kmgn2sPsSrrnbCfGeOv8GZ0SnL6NdaVA5N/Mq3HW2YapXRFz0fVanHXqd/q8PPixW+M8bV6eWdJ179OnnWgPqynJpaIgmwv9I5xu73e6ODNiN8YbtTGeUl1ZZMuwjr5hznYMOF2cGdGbpelbWJ5HSV4Wbb1DnOv0aJytDqKa3KLyfIpyAjR3D3G+y5tx1nZ7aksqCyjIDnC+a5Dm7kGnizMjerM0fdqJ9jARYUOdN5MLdYRy+kSEK6z1h7s8NgWsnejpi8S5BPBwfdaRqyn5fDI26+CxpTvabk+fzyfRPBCvLdGK3izpTfGUtBPtcV5cd9XVP0J9Wx/BgI+Vc3RP2enYYC3p2HPWO5neF/qGOd3eT06Wj5XW8eXq8mKXaHlFW+8QDRcGyM3ys7y6wOnieEK03fbQjjstPYOc6xwg3zrWWk0tWp89FOemrkGaugcpzAmwuELjPBXtRHvchpj1sl5hNyhr5xURDOh/wekYW0fpnZFou4OwrqaYgF/jPB1eXC9rd/jX1Wqcp2uDB0ei7Rv49bUl+H3icGm8wYtxjp1V8mmcp6QtnsetrytGJLILwtBoyOniTMvYFH+pswXxkA3WNPn+xsiuJl6g6+pmzo7zvnNdjIQ8EmddJztjdp3Ydy6y24UXRPf11yn+abP/rfY2dHoozp2AttvTpZ1ojyvKyWJJZQHDoTCHzvc4XZxp0SSkmSvOy2JxRT7Do2EON3U7XZxp0fWTM1eaH2RBeR6DI2GONHmsPmucp628IJu6slz6h0McbdY4p6uqwhxqSnLpGw5xvKXX6eJMi32zpO329GgnOg2MTRm5f6rfGKMjV7PkpfXvxpjosh296M6Ml+IcDhu9KZ4lLy3FC4cNe63lHNpuz4yX9gUPhU30hEVtt6dHO9FpwEsX3bMdA3T0DVOeH6S2NNfp4nhKdL2sB9bXnWrvp7N/hIqCbGpKNM4z4aX6XN/WR8/gKNVF2cwt1jjPhJfWy55o7aVnaJR5xTlUFeU4XRxP8VJ9PtbSQ99wiJqSXCoLs50ujidoJzoNeKmS2lu0bagrQUSTFmbCS3HerXGeNW/FuRPQUavZ8FKcd+lsw6zZ/2Ze2OYumseicZ427USngRVzCsnJ8lmjf8NOF+ey7AxvvejO3Mo5kd1M6tv66Oofcbo4l2XHWfcZnbnV84oI+n2caO2le9Dtce4ENEl4NtbMKyLgE4629NA7NOp0cS5rj94szdraecX4fcLR5h76h10eZ2sJni7Zmb64OtEiUiYiT4vIMevPCVtSEQmJyG7r69GYxxeJyDYROS4iPxKRYDzlyVRZfh9r53nj0BVNWpi9YMDHmnmRfbXdvu/oLr3ozlp2wM+qeUUYQ3R9oluNJY8WO1sQD8rJ8rNqrsfirIfpzFhu0M+K6kLCHojzLt1RacbiHYn+FPCMMWYZ8Iz180QGjDEbrK+7Yh7/a+DLxpilwAXgwTjLk7Hs//RunjIaGg2xvzGys4Q2xrPjhTgPjoQ41NiNSGTvYDVzG6Innbk3GWlwJMSh85E4r9f6PCvR+uzipLP+4VEON/Xg0/o8a9ElHS4e5OobGuVocw9+n7BmnsZ5uuLtRN8NfNf6/rvAm6f7QokslLwZ+MlsXq8utmlBZBJg52n3Nsb7z0X2OF5WVUBxXpbTxfEkO847Tnc4XJLJ7TvXxXAozPKqQopyNM6zcWU0zu6tz7vPdjIaNqycU0RBdsDp4nhStN0+5e44h8KG1fOKyAtqnGdj03yrPrs4zrvOdBI2kWVGuUG/08XxjHg70dXGmPPW901A9STPyxGRHSLysoi82XqsHOg0xtiLhBqAmsk+SEQ+aL3HjtbW1jiLnX42LYxU0l1nLjDq0kMadlodv80LyxwuiXdtXhD5t9t1xr2b99sXis0LdZ3sbF1l1ZGdpy8Qdmmc7Rv2qzTOs2bXkZ1nXBxnuz4v0HZ7tsbqcwfGuDPO9sCMxnlmpuxEi8ivRGT/BF93xz7PRP5nTPa/Y4ExZjPwDuArIrJkpgU1xnzDGLPZGLO5srJypi9Pe1WFOSwoz6NvOMRhlx7SsD3aGOtFd7bmFOdQV5ZL79Coaw9d2XEq0hhfpTdLszavJJeaklx6Bkc52uLW+qw3xfGqKcllTlEOnf0jnGh152Ec20/rTXG86spyqSrM5kL/CCda+5wuzoTswQ+9KZ6ZKTvRxphbjTFrJ/h6BGgWkbkA1p8tk7zHOevPeuB5YCPQDpSIiD0/VAuci/tvlMHsO0j74uYmxpiYkSu96MbDjrMbl+6Ew4ad1jreTXqzFJfo0h0XTgGHw2P1WW+KZ09Eop3T7S6McyhsePW0jkTHKzbOO124FG80FOZVu93WTvSMxLuc41HgAev7B4BHxj9BREpFJNv6vgK4DjhojVw/B9xzuder6bMrqRvXUda39dHRN0xlYeS4WzV7br7onmjtpbN/hDlFOXqYTpzsEaEdLrwpPtrSQ8/gKDUluczTw3TistnFeQ5HmiLb79WW5jKnWA9ZicfYIJf72u3DTT30D4dYUJ5HVaHGeSbi7UR/CXidiBwDbrV+RkQ2i8g3reesAnaIyB4ineYvGWMOWr/7JPAJETlOZI30t+IsT0aLvei6bd3V2BR/qR6+EafoSLQLO1f2DdwmjXPcNllxduNNsT06rrMN8bOXw7hxxsHu2OvsYfzGRqLdF2d79lrr88zFlWprjGkHbpng8R3A+63vXwTWTfL6emBLPGVQYxZXFFCSl0Vz9xANFwaoK8tzukhR26MXXW2M47WsqoCinACNXYOc6xxw1bHadmN8lTbGcVsxp5DC7AANFwY43zXgqmO1Y2+KVXxWzikkP+jnTEc/Ld2DrjpWe7veLCXM6rlF5AX9nGzro7VnyFXHao+th9br80zpiYVpxOcT104NaiZ/4vh8EjN65a44j+3MoY1xvPw+GdvqzmWjlNs1zgkT8Ptcu6XhTk0STpiA3xc9wdVN66KNMTEzDnp9nintRKcZ+6LmpnVXrT1DnGzrIy/oZ/XcIqeLkxbcmHTW0j3ImY5+8oN+Vs4pdLo4aWGzC/d/P981wLnOAQqzAyyv1jgnghuTws91DtDYNUhRToBlVQVOFyctRJdouajdbrgwQHP3ECV5WSyu0DjPlHai00x0JNpFjbF9172hroSAX//LJcJVC9130bVH0a5cUKpxTpDNbozzqbE4+3267j0RoknhLupc7YhZJ+vTOCeEPdK73UU3xdGtKjXOs6JXujSzrraY7ICPo829tPcOOV0cAF6u1/1kE219bTHBgI8jzT109g87XRwAttW3A7oVViJtqCshyy8cOt9N18CI08UBYNvJSJx16jdxNtSVEPAJBxq76B50R5y13U68jfMjN577z3XROzQ69QtSYJvGOS7aiU4z2QE/V1pHjG476Y7Rq5etztW1i8sdLkn6yMnys7GuBGPGLnZOe8mO8xKNc6LkBv1sqCshbOAVl9Tnl05onBMtPzvA+tpiwga2uyTOL2t9TriC7ADraooJhY1rZpde0utzXLQTnYa2Wo2efbFzUnvvEIebesgOjCVVqMTYuqQCGLvYOam1Z4ijzb3kZPnYUFfidHHSyrVWnN1Qn1u6BznRGslvWF9b4nRx0spWF8X5fNcAJ9v6KMgOsL6m2OnipBX7+vyyC+LccKGfMx39FOYEWDNP85VmQzvRacgeOXjxRJvDJRkbJd20oJScLL/DpUkv7oqzPcVfRjCgzUoi2SNEbojzSzFxztJ17wk1Vp+d71zZHfmrFmp+Q6K5Mc5XLyrTOM+S/qulofW1JeQF/Zxo7aOle9DRsrxUH7nwb9UpwYS7oq6YnKzI+vc2h9e/252ra3RKMOE2zi8hGPBxuKmHjj5n17/rUo7k2bSglKDfx6GmbsfzHOw426PjKnE2Lygjyx9Z/+50noO22/HTTnQaCgZ80SSBlxye6teLbvJkB/zRJD6nl3S8rHFOmpwsP5vsPAen67Oun0yanCw/G+e7I89B8xuSxy15DsYYbbcTQDvRacq+yDnZudL1k8l3rQvWvzd1DVKv6yeTKprn4GB9Ptc5wOl2XT+ZTHZ9drLdPtvRT8OFAYpyAqzSff2Twg15Dmc6+mnsGqQkL4tVczTOs6Wd6DS11QXrrnT9ZPK5oRNtL9nR9ZPJ44Z1lLp+Mvns5RNOrn+343zN4nLdBzxJ3JDnYLcl1ywq1/2h46AtYZpaM6+IwuwAp9v7aewccKQMupQj+dbVFJMf9FPf1kezQ+vfNc7Jt762hNwsP8dbemnpcTbOun4yedyQ56BLOZLPDXkO2m4nhnai01TA7+PqxZH1sr87nvq7XWNM9E5X108mT5bfx5ZFbomzJiElSzDg4yorzk7MOhhjeMkaNdOLbvJkB/zR00idmHWI1GeNc7LlZPmjpws7Vp/1ZikhtBOdxl6zNNKp+fXR1pR/9sm2Ps509FOSl8VaXSebVK9ZVgk4E+cTrX00XBigLD/Ial0nm1SvtevzkdTH+VhLL41dg1QUBHX9ZJK9xsE4H27qobl7iKrCbFZUF6b88zPJa5bZ1+eWlH/2gcZuWnuGqC7KZllVQco/P51oJzqN3biiCoDfHGtjNBRO6Wc/b10Arl9WqevqkuzGFZFO9AtHWwmFTUo/+/kjkQvA9csqNM5JZsf510dbCTsV5+WVun4yyex225k4R9rtG5ZXIqJxTqYbl0fi/PyRVoxJbZztAZebVlRpnOOkneg0trAin0UV+XQNjLD7bGdKP/s566J708rKlH5uJlpckc/8sjwu9I+wp6EzpZ9tX3RvWlmV0s/NREurCqgpyaW9b5h957pS+tnPHR676KrkWl5dwLziHNp6hzjQ2J3Szx5rtzXOybZqbiHVRdm09Axx8HyK43w4Emf7xlzNXlydaBEpE5GnReSY9WfpBM+5SUR2x3wNisibrd/9u4icjPndhnjKoy51w/JIJbEbx1ToHx5lW30HIpGRaJVcIhJtDJ8/nLo49w2N8srJSJxfq3FOutg4p7I+9wyOsP1UBz6B1y7Tde/JJiLcYN2spDLOXQMj7Dx9Ab9PuG6pxjnZROSi0ehU6ewf5tUzFwhonBMi3pHoTwHPGGOWAc9YP1/EGPOcMWaDMWYDcDPQDzwV85T/Y//eGLM7zvKocewRhVRW0pdOtDMcCrO+toTyguyUfW4ms0cIn0/huugXrThvqCuhLD+Yss/NZNE4p7A+/+54O6Nhw5XzSynJ0zinwk32TXEKO9G/O95GKGzYtKCU4tyslH1uJrNnalMZ598cayNsIlvPFuZonOMVbyf6buC71vffBd48xfPvAZ4wxvTH+blqmq5eVEZOlo8Djd0pOwLcHj25cbmOTqbKNYvLCQZ87G3oorUnNVtjjcVZp35TZevScoJ+H3saOmlP0RZo9gVep35TZ+vSCrL8wq6znVxI0RZoOsWfetctrSDgE3aevkBXf2qOAH9O63NCxduJrjbGnLe+bwKqp3j+fcDD4x77oojsFZEvi8ikw5Yi8kER2SEiO1pbU5+17FU5Wf7oBv6pGKU0xug6WQfkBv3RrQRfSFGcfx2NszbGqZIXDHD14jKMiYwoJVtsfb5R10OnTEF2gC2LInF+4ViK2u2juu491Qpzsti8sJSwgd8cT36cw2ETvT7o9TkxpuxEi8ivRGT/BF93xz7PRNJLJ00xFZG5wDrgyZiHPw2sBK4CyoBPTvZ6Y8w3jDGbjTGbKyv1oj0TN6ZwavBEa290yzM9Ajq1Urle9lhLL+c6B6goCLJ2nsY5lVKZ53C4qYem7kEqC7P1qO8US+V6WXvLszlFOayco1vbpZJ9c2on7ybT/sYu2nqHmVeco1vbJciUnWhjzK3GmLUTfD0CNFudY7uTfLlW/V7gZ8aY6JyFMea8iRgCvgNsie+voyZijyz8+kgrgyOhpH7WkweagchSDt0KK7VuXjkW56HR5Mb5qQNNANywvErjnGJ2nJ873MLwaHK3rnzKqs83rdAtz1LNHil89nALI0neovSpg1acV2qcU+3maJybkx9nuz6v1K3tEiXe5RyPAg9Y3z8APHKZ597PuKUcMR1wIbKeen+c5VETqCvLY11NMX3DoaQfyPH4vsjqnjvWzU3q56hLLSjPZ/XcInqGRvnN0eRO9T+2L9KJfsO6OUn9HHWpxZUFrJxTSPfgaNJPqdT67JylVQUsry6ga2AkqXE2xozFea3GOdWWVRWwpDKfC/0jvFyfvNMLY+P8Bq3PCRNvJ/pLwOtE5Bhwq/UzIrJZRL5pP0lEFgJ1wK/Hvf4/RWQfsA+oAL4QZ3nUJO5cH6k0j+09P8UzZ+9kWx8HGrspzA7oVlgOicZ5X/LifKK1l0PnuynMCURP3VKpdad1EfxFEuvzseYejjT3UJybxXVLNM5OuHPdPCC57fbR5l6Ot/RSmpelR0A7QES4c33y43zofA/1bX2U5we5elFZ0j4n08TViTbGtBtjbjHGLLOWfXRYj+8wxrw/5nmnjDE1xpjwuNffbIxZZy0PeZcxpjee8qjJ2RfdXx1qTtqSDvsu99bV1eRk+ZPyGery7Dg/fTCJcbYa+ttWzyE7oHF2whusm6WnDjYlbemOfSN22+pqggE9l8sJd66PzPQ8eaApaUt3HtvbCMDr18why69xdoLdbv/yQFPSlnQ8ts+K89o5BDTOCaP/khmiriyP9bXF9A+HkpaoYt9F36lTRY5ZWJHPmnlF9A6NJm33Brtz9cb1GmenLKksYNXcInqSuKTDvim+U+PsmKVVhayotpbunEh8nI0x0fqscXbO8uoCllYV0Nk/wksnEr+kI7KUI7IE7416fU4o7URnELtzm4yp/vrWXg6et5ZyLNepXyeNLd1pTPh7H2/p5XBTD0U5AT3tymF3WuvRk7Gk42hzD0ebeyNLOTTOjkrmUrwjzT2caO2LLOVYrEs5nCIiY9fnJMT54PluTrb1UVEQZIsu5Ugo7URnEDuZ4JkkLOmwR61et7pap/gdNrZ0pyVpcb5tzRyd4neYXZ+fPtCc8CUd9oX89WuqdYrfYXacn0rCkg47zrfrFL/j7JulJw8mfknHWH3WOCea/mtmkLqyPK6wlnQ8bW1plAjGGB7dExn11Kxf5y0oz2dtTWRJx7OHE7eXcGycdcmO8xZXFkR3Y0nkHrPGGH6u9dk1llaN7caSyL3+td12l+XVhSyzlnQk8sCscNjw873abieLdqIzzFuurAXgxzvOJuw9d5/t5GhzLxUFQW7Qo0Rd4S0bEx/nV89c4HhLL5WF2br7iku85coaILFx3nH6AvVtfVQVZvMaXcrhCmNxbkjYe2472cHp9n7mFOVET7VVzkrG9fnl+nbOdgxQU5LL1bpkJ+G0E51h7t4wj2DAx2+Pt9FwoT8h72lX+N/bWKNTvy7xextrCPp9vHC0lfNdAwl5zx9tj8T5LVfW6JSgS0TqnPD8kRaaugYT8p52nO/ZVKtxdonf21hLwCc8d6SFlu7ExPnHMXH264FJrvDWK2vw+4RnDrXQ2jOUkPf8kXV9fqvGOSm0hcwwJXlBXr9mDsaMNaLx6Bkc4ed7Iuut3n5VXdzvpxKjND/I69ZUEzZjnaJ4dA+ORBPY7t2scXaL8oJsbl0VifN/JWD0qmtgJLp+UuPsHpWF2dy8sopQ2PBfO+Mfje7sH+bx/Rpnt6kqyuGmFZWMhg0/SUCcL/QN88v9TYjA2zbVJqCEajztRGegd149H4AfvHIm7oSkn+xsoHdolC2LylhaVZiI4qkEseP8n9vOxJ2Q9F87GugfDnHt4nKWVBYkongqQd559QIA/mPb6bgTkn68/SwDIyGuW1rOwor8RBRPJcg7r4nE+fsvxR/nH24/y+BImNcuq2B+eV4iiqcSxK7P33/pFKNxxjlyjQ9zw/JK6so0zsmgnegMdPWiMlbNLaKtdzg6ijwb4bDhuy+eAuD3r1uYmMKphLl2cTkrqgtp7RmKbrQ/G6GYOL9P4+w61y0tZ1lVAc3dQ9HdU2YjFDZ896VTALxv66IElU4lyvXLKlhSmU9T9yC/3N806/cZDYX5XrTd1ji7zQ3LK1lUkU9j1yBPxbEBwEgozPdfOg3A+zTOSaOd6AwkIrxv60IA/u2FesJhM6v3eepgM6fa+6kpyeXWVdUJLKFKBBGJdnq/8cLJWcf5yQNNnOnop64sl1s0zq4jIrw3Gud6jJldnB/fd56GCwPML8vjppVVCSyhSgQR4b1Wux1PnB/bd57GrkEWVeRzw3JNBHcbn0944NrIaPS/xhHnX+xtpKl7kMWV+bxWE4STRjvRGerujfOYW5zDkeYenjo481ENYwz/+MwxAD54/WJNQHKpN2+soboom0Pnu3n60MxHNcLh2Dgv0cQUl3rrlbVUFmZzoLGbZw7NfBu0cNjw1Wcjcf6DGxZrnF3qnk11VBRks+9c16xOng3F1Oc/uH4xPo2zK917VR3l+UH2nO3k17PY7i4UNnz12eMAfOiGJRrnJNKeT4bKDvj5wxuXAPCVXx0jNMNRyicPNHPwfDfVRdmaUOhiOVl+PnTDWJxnOhr9ywNNHG7qYW5xDvdu1sQUt7oozs8cnXGcH9t3nqPNvcwrzuFtm7Q+u1Vu0M8fXL8YgK/8auZx/sXeRk609lFTkhvdTk25T14wwAesOH/5V8dmPBr96J5z1Lf2UVeWy+9trElGEZVFO9EZ7N7NdcwrzuFwU8+M9qUcGg3x/544BMAf3bSUnCw9odDN7t8yn7nFORw6381/7Zx+nAdHLo6znkTpbu+8ej7VRdnsP9fNf786/cz+wZEQX3riMAAfuXmZnkTpcu+8Zj6Vhdnsaejif3afm/brBoZD/LUV54duWapxdrl3X7OAioJs9pzt5JHd089p6R8e5a+fOALAQzcv021nk0z/dTNYTpafT79hFQB/8+QROvqGp/W6f3uhntPt/SyrKuD+LfOTWUSVADlZfj51x0ogEufO/unF+V9/Xc/ZjgFWzinkPp1tcL3YOP/1L4/Q1T8yrdf90/MnONc5wKq5RTqr5AF5wQCfvD0S5y89cZiugenF+evPHaexa5A184q4R2cbXC8/O8D/ff0KAP7fE4foHpxenL/27HGaugdZV1PMW3W2Iem0E53h3rh+LtcsLqOjb5g/+em+KaeN9p/r4h+sNXWfu2uN3uV6xF1XzGPLojLaeof5k59NHed9DV3RNbJ//qY1uubdI968oYbNC0pp6x3iM/8zdZx3n+3k689F1k5+7k2rdS20R7xlYw1Xzi+hpWeIP3tk/5TPf/XMBf751ycQibTbGmdvuGdTLVfUldDcPcTnHjkw5fN3nu7gX6JxXq1roVMgriujiLxNRA6ISFhENl/mebeLyBEROS4in4p5fJGIbLMe/5GIBOMpj5o5EeFv7rmCguwAvzzQxLd+e3LS57b3DvGRH7zKSMjwwLULuE4zfj1DRPjbe64gP+jn8X1NfOd3pyZ9blvvEB95+FVGw4b3XbeQa5foUbFeISL83b1XkBf084u95/metcXVRFp7hvjow68SChsefM0iPRLYQ3w+4e/u3UBulp9HdjfyfWtrwom0dA/y0R/sIhQ2fOC1i7lqYVnqCqri4vMJf3/vFeRk+fjprnP857bJ63Nz9yAPPbybsIE/uH4JmxZonFMh3uGl/cBbgBcme4KI+IGvA3cAq4H7RWS19eu/Br5sjFkKXAAejLM8ahbqyvL4f29ZB8AXHjvE91++tKK29Azy3u9s51R7P6vnFvGpO1alupgqTvPL8/grK85/+dhBfrDtzCXPaeke5IFvv8Lp9n7W1hRFp42Vdywoz+evfi8S58/9/AA/2n5pnJutOJ/tGGB9bTH/x5o2Vt6xqCKfL7x5LQB/9uiBCU+gPd81wHu+/QrnOge4oq6E/33b8lQXU8VpSWUBn787EufP/s/+CU8ybOwc4D3fisR54/wSPvE6jXOqyGz3ILzoTUSeB/7YGLNjgt9dC3zOGPN66+dPW7/6EtAKzDHGjI5/3uVs3rzZ7NhxyUepOH3jhRP81eORxJM3rJvDe7cuoqIgyIsn2vnHZ47R0jNEXVku//2HW6kqzHG4tGq2/uXXJ6KJZHeun8t7ty6kPD/I76w4t/YMsaA8j598aCuVhdkOl1bN1j89f5z/75eRBKM3XTGPB65dQGl+kBePt/EPzxynrXeIheV5/OQPt1JRoHH2qq89e4y/feooEFm29R4rzr873sY/PnOMtt5hFlfk818fupZyjbNn/cOvjvHlX0Xi/OYN83j3tQsoyQvym6OtfPXZ47T3DbO4Mp+ffGgrZfk6qZ9IIrLTGDPhaotUdKLvAW43xrzf+vndwNXA54CXrVFoRKQOeMIYs3aqz9NOdPL8ZGcDn/nZPoYmOCZ6y8Iyvv7OK7VjlQb+a8dZPvM/+yc8DvzqRZE4a8fK+360/Qyf/Z8DDE9wfPC1i8v52js2ascqDTz8yhn+/JGJ43zd0nK+ev+V2rHyOGMMP3jlDJ979AAjoUv7ba9dVsE/3reRUo1zwl2uEx2Yxot/BcyZ4FefMcY8Em/hpktEPgh8EGD+fN0RIlnu2VTLtUvK+dZvTrLtZDud/SMsqSrgbZtqecO6uZqQkibetrmOa5eU883fnOSVkx10DUTifO/mWu5Yq3FOF2+/aj5bl1Twrd+OxXlpVQFvv6qO29fM0cSjNHH/lvm8ZmkF3/xNPa+cukDPoBXnzXW8XuOcFkSEd169gNcureSbv61ne0yc77uqjttWa5ydoMs5lFJKKaWUmsDlRqJTsW/VdmCZtRNHELgPeNREeu/PAfdYz3sASNnItlJKKaWUUrMV7xZ3vyciDcC1wGMi8qT1+DwReRzAGDMKfAR4EjgE/NgYY294+EngEyJyHCgHvhVPeZRSSimllEqFhCznSDVdzqGUUkoppZLN6eUcSimllFJKpRXtRCullFJKKTVD2olWSimllFJqhrQTrZRSSiml1AxpJ1oppZRSSqkZ8uTuHCLSCpx24KMrgDYHPlellsY5M2icM4PGOTNonDODE3FeYIypnOgXnuxEO0VEdky2zYlKHxrnzKBxzgwa58ygcc4MbouzLudQSimllFJqhrQTrZRSSiml1AxpJ3pmvuF0AVRKaJwzg8Y5M2icM4PGOTO4Ks66JloppZRSSqkZ0pFopZRSSimlZkg70dMkIreLyBEROS4in3K6PCrxROTbItIiIvudLotKHhGpE5HnROSgiBwQkY85XSaVeCKSIyKviMgeK85/4XSZVPKIiF9EdonIL5wui0oOETklIvtEZLeI7HC6PKDLOaZFRPzAUeB1QAOwHbjfGHPQ0YKphBKR64Fe4HvGmLVOl0clh4jMBeYaY14VkUJgJ/Bmrc/pRUQEyDfG9IpIFvBb4GPGmJcdLppKAhH5BLAZKDLGvNHp8qjEE5FTwGZjjGv2A9eR6OnZAhw3xtQbY4aBHwJ3O1wmlWDGmBeADqfLoZLLGHPeGPOq9X0PcAiocbZUKtFMRK/1Y5b1paNGaUhEaoE7gW86XRaVWbQTPT01wNmYnxvQi65SniciC4GNwDaHi6KSwJri3w20AE8bYzTO6ekrwP8Fwg6XQyWXAZ4SkZ0i8kGnCwPaiVZKZSgRKQD+G/i4Mabb6fKoxDPGhIwxG4BaYIuI6DKtNCMibwRajDE7nS6LSrrXGGOuBO4A/shaguko7URPzzmgLubnWusxpZQHWWtk/xv4T2PMT50uj0ouY0wn8Bxwu8NFUYl3HXCXtV72h8DNIvIfzhZJJYMx5pz1ZwvwMyJLbR2lnejp2Q4sE5FFIhIE7gMedbhMSqlZsBLOvgUcMsb8vdPlUckhIpUiUmJ9n0skMfywo4VSCWeM+bQxptYYs5DItflZY8y7HC6WSjARybcSwRGRfOA2wPGdtLQTPQ3GmFHgI8CTRJKQfmyMOeBsqVSiicjDwEvAChFpEJEHnS6TSorrgHcTGbHabX29welCqYSbCzwnInuJDIQ8bYzR7c+U8qZq4Lcisgd4BXjMGPNLh8ukW9wppZRSSik1UzoSrZRSSiml1AxpJ1oppZRSSqkZ0k60UkoppZRSM6SdaKWUUkoppWZIO9FKKaWUUkrNkHailVJKKaWUmiHtRCullFJKKTVD2olWSimllFJqhv5/zMg2Zzj34JwAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# annotating text\n",
"\n",
"plt.figure(figsize=(12, 4))\n",
"t = np.arange(0.0, 5.0, 0.01)\n",
"s = np.cos(2 * np.pi * t)\n",
"line, = plt.plot(t, s, lw=2)\n",
"\n",
"plt.annotate('local max',\n",
" xy=(2, 1), # target point\n",
" xytext=(3, 1.5), # text location\n",
" arrowprops={'facecolor': 'black', 'shrink': 0.05}\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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eg4Rc6/MTsnpzyeTBzBzZhzPG9mf0gF7eBhZfUJkWkW6ppLqRv6wu4PJpQ/jZtTO17JSIHNPOslpWbC1le0ktq/ceZGdZHQBpKYlkD+rNZ8MrcMwb05+B6VqTXv6dyrSIdDvvFVRyx1MbAPjyheNVpEXkiOrGFjYVVZOXX8qK/FK2ldQCMKB3CuMHpXP1nBFcOXMoQzJ66LdZclJUpkWkW9lTXsc1v3uLtJRE7r5qGhMHp3sdSUQ8VtPYwhvby3lqXRGvby+noSVIcqIxf2x/Ljoti4/ljGCMpmxIJ6lMi0i38uSaQoIhx/NfOUdruorEsZLqRp5cU8j+ygaWrd9PdWOAAb1TWDhjCBedlsX8cf3J6JHsdUzpBlSmRaRbeWNHObNG9FGRFokz9c0BDtSG+PvaQl7fXs7LW0qoaQzQJy2ZOaP68umzxnDmuP4kJSZ4HVW6GZVpEek2tpXU8F5BJbedr/WMReJBRW0T9726k5c2l7C3oj68dT1905K5cNIgbrsgm+xBmuol0aUyLSLdwv2v7+Lu57YAcP6kgR6nkbZ00xaJpIN1zbyzq3XN52ffP8Ch+mbOmzCQj84eTtWBPVx94TwmZKWTqIsHJUZUpkWky3tidQF3P7eFuWP6ccdlpzFjRB+vI0kbummLnIpgyPHchgM8v+EA20pqjixd1zM5kZzRffnaxROYHb4hU15eEacNyfAyrsQhlWkR6dKe33CAbz75PgN6p/Lza2cytI/mSot0dc459lbU8/r2Mu57dRdFlQ0M69OTKUMz+PCsYZwxrj/Th/chWfOfxQdUpkWky2oKOr791AamDcvkb58/k5Qk/WAV6YpqGltYX1DF27sqeHlLCUWHGqhpCgDQr1cKP/zwVK47faSmbogvqUyLSJf1WkGAyvoWfn39JBVpkS6kORBiZ1ktb++qIC+/jJU7y2kJtt6ze9bIPnxk9jCG903j/EkDGTewt268JL6mMi0iXdJ3ntrAo1ubOSu7P/PH9vM6joicwP7KBt7ZXcGz6w+wIr+UUGt3Zlifnlw9ZwTnTxzIGeP6k661n6WLUZkWkS6ltLqR5RsO8Og7+5g1KJE/fGqu1o0V8amq+hZe3V7Go+/s5e1dBwEYmJ7KZ84Zy8SsdM4Y11/XOUiXpzItIl1GfXOA3J/mUd8cZGS/NG6dhqZ3iPjIobpmNhRVsWrPQfLyy9hQVAXA6P5pfO68cVw2bTBTh2aSoLnP0o2oTItIl9DYEuT6JW9T3xzkf66ezkdmD+f11171OpaIAGU1TXx/2Saeff8AAAkGs0f25esXTyBndF/mjemviwel21KZFhFfc87xl1UF/OqVHRRVNnDXwslcPWe4LkgS8Zhzjq3FNTy6pYm8f7xCczDEpVMHc9WsYcwf05/MNM19lvigMi0ivlXbFOBLj65lRX4ZE7PS+e2Ns7l02hCvY4kI8O2/b+DxVQUAXDF9CF+9aLxu3S1xSWVaRHzrydUFrMgv466Fk7npzNEajRbxkHOOd3cf5C+rC8jLL+NgXTPXzx3JrB5lXHPZbK/jiXhGZVpEfKkpEOQvqwsZnNGDT501xus4cgrMbCGwMDs72+so0gmb91fz/MYDLFu/nz0V9aSnJvGhKYOZOiyDj88fxZuvv+Z1RBFPqUyLiO/sKqvl5odWsaeinrsWTvY6jpwi59wyYFlOTs6tXmeRk3OgqoHXt5fztzWFvLO7dUm7+WP78eULx3Pp1CH0TEn0OKGIf6hMi4ivVDW08L2lm9hTUc+PPzqNa08f6XUkkbjR2BLkxy9s5aGVe3AOsjJS+cYlE7nu9BH0753qdTwRX1KZFhHfeOzdffz0xXwq6pq55ewxKtIiMdIUCPLCxmJ+9coOdpTWkjtxILdfOomJWem6VkHkBGJWps1sAfALIBG43zn3o6OeHwk8DPQJv+Z259zyWOUTEe+EQo63d1dwx1MbGNkvjV9cN4szx/X3OpZItxcIhnhlayk/fmErO8vqyOyZrFVzRDooJmXazBKBe4GLgUJglZktdc5tbvOy7wJPOOd+a2aTgeXA6FjkExHvrNl7iM88vIpD9S30SUvmic+dwaD0Hl7HEum2nHMcqm9hb0Udv3t1Fy9sKqZvWjL/c/V0rpo1jORE3VVUpCNiNTI9F9jhnNsFYGaPA4uAtmXaARnhzzOB/THKJiIe+eeWEm59ZDXpPZL5ydXTyZ0wUEVaJEqcc7y+vZx7nt/KlgPVR7Z/7rxx/MeHJqhEi3RSrMr0MKCgzeNCYN5Rr7kLeMnMvgT0Ai461o7MbDGwGCArK4u8vLwOh6mtre3U+6LBL1n8kgOUxc85IDJZCmpC/GlzE/mHQozKSOAz05IYVLuTzWt3fuBf2LHIEgl+ySHSng2FVXzx0bXsO1jPoPRUvrlgItkDezN5aAbD+6Z5HU+kS/PTBYjXAw855/7XzM4A/mhmU51zobYvcs4tAZYA5OTkuNzc3A4fKC8vj868Lxr8ksUvOUBZ/JwDTi1LMOS4+7nN/PntfWT0TOIrF47ic+eN6/QyW375uvglh8ixvLy5hDue3kAg6Pjpx2awYOpgeqf66ce/SNcWq79NRcCINo+Hh7e1dQuwAMA595aZ9QAGAKUxSSgiUffwyj384c09XDp1MP911VQGaKktkahwzrGjtJaHVu7hz+/sY8yAXnz/yimcO2Gg19FEup1YlelVwHgzG0Nrib4OuOGo1+wDLgQeMrPTgB5AWYzyiUgUVdW38Nk/rebtXQeZNiyTX10/iyTNzxSJikN1zXzjyfW8vKUUM7h+7khuXzCJzLRkr6OJdEsxKdPOuYCZ3Qa8SOuydw865zaZ2Q+A1c65pcB/AL83s6/RejHip5xzLhb5RCS6fv/6Lt7ZfZDP547j87njVKRFoqCuKcDvXtvFX1bt42BdM1+5cDzXzR3BkMyeXkcT6dZiNmkqvGb08qO23dnm883AWbHKIyKxUdPYwtPvFXF29gC+tWCS13FEup1AMMTPX97OU+uKKKpsYM6ovvz243OYPbKv19FE4oKuQBCRqGkOhLjiV29QeKiBuxZO8TqOSLezcmc5P1i2ma3FNcwc0YdvXTqJK2cM9TqWSFxRmRaRqHivoJK/rNrH3op6fvSRaVw0OcvrSOIRM1sILMzOzvY6SpdX1dDCpqIq/ryliYd3v8sbO8rJ7JnMnVdM5tNnjdatv0U8oDItIhH3zHtF/McT6wmEHFdMH8LHckac+E3SbTnnlgHLcnJybvU6S1dVVNnAIyv38Me391LfHCQlAbKzmrhq5jDuuPw0+qSleB1RJG6pTItIRP3o+a3c9+pOThuSwcOfPp1BGbqjoUhnOOfIyy/jwTd3s3JnBc45Zo7ow2fOGYuVbOXSi87xOqKIoDItIhFU3xzgwTd386HJWfzmxtlatUOkk9bsPcT/vpTPyp0V9OuVwuJzx3JtzghGD+gFQF5FvscJReQwlWkRiYiaxhYu+dlrNAdCfGT2cBVpkU56YnUB3/n7hiPTpP5r0VT69tI0DhG/UpkWkVPmnONLj61jf1Uj37hkIpdM0cWGIh1VWtPIwyv3cN+ru5g1og+/vmE2gzM1TUrE71SmReSULV2/n7z8Mv7zQxP44vlasUGko9buO8TND62isr6FqcMy+NUNs1SkRboIlWkROSV/XV3AN558n8lDMvjceeO8jiPSZVTWN/OPzSXcu2IHeyrq6Z2axMM3z+W8CQO9jiYiHaAyLSKd9sAbu/mvZzczaXA6D336dM2TFjmO+uYAr20rY/P+ajYUVfH69nICIcfo/mnccdlpLJo5VKvfiHRBKtMi0mGhkOOxVfv4r2c3c1Z2f5Z8IodeqTqdiBzPlx9bx8tbSkkwGD8onevmjuCyqUOYN7Y/iQm62YpIV6WffiLSIQ0Bx/W/f5t3dh9k5og+3HvDbBVpkeOobw5w19JNvLyllC/kjuOL52fr74xIN6K/zSLSIUt3trBqTz33fGQaH5ujJfBEjueVrSV888n3Ka9t5pqc4fzHhyZqFFqkm1GZFpGTcqCqgf97aRvP725h4YyhXD93pNeRRHwrEAzxPy/lc//ru5mQlc7/fGwGuRMGYqYiLdLdqEyLyDGFQo49FXXsKqvjhU3FPL/hAHXNQeZkJfKtBRO9jifia4++u4/fvbqL2SP78NDNc8nokex1JBGJEpVpEfk3gWCIz/1pDS9vKQUgvUcSC6YO4TPnjKEkfy3D+6Z5nFDEvzYUVvGj57fSNy2ZR2+dT4/kRK8jiUgUqUyLyAeUVDfy2T+u4b2CSr54/jjOGT+QWSP7kJrUWghK8j0OKOJTBQfrufu5zby4qYSeyYn87fNnqkiLxAGVaRE5oikQ5O7ntvBeQSV3XjGZm88e43UkkS5h9Z6D3PzQKmqbAnx8/kgWnzOOkf31GxyReKAyLSIA1DUFuHbJW2wsqua600eoSIucpJZgiK8/sZ60lCT+8Om5zBnV1+tIIhJDKtMiAsDtf9/AxqJq7rjsNBVpkZO0p7yOO5duYt/Beh64KUdFWiQOqUyLxLnqxhY+/6c1vLmjgi+eP45bzx3rdSSRLmFrcTVX3fsmALeeM4YLJg3yOJGIeEFlWiSOrdl7kLuf28L6gkq+dtEEPp87zutIIl3CewWVfOL+d0hJTOCFr57L0D49vY4kIh5RmRaJUyvyS7n14dX0SUvhZ9fOZNHMYV5Hkm7KzBYCC7Ozs72OEjHPvFdETVOA39w4W0VaJM7pPsAicWjVnoN84U9rmZCVziv/eZ6KtESVc26Zc25xZmam11EiwjnHhsIqpg/P5LJpQ7yOIyIeU5kWiSOH6pr57tMbuPZ3bzEoI5WHbj5dd2YT6YBAyPGff32f1XsPccmUwV7HEREf0DQPkThxsK6ZWx9ZzZq9h7hh3ki+tWASmT1VpEU64rldLTy1o5DF547lC7rGQERQmRaJC02BIHc8tYH1BZX8/NqZXDVL0zpEOurtXRU8taOF8yYM5NuXTsLMvI4kIj6gMi3SjTnn+N1ru/j9a7uoqGvmaxdNUJEW6YS8/FI+9YdVGPDrG2apSIvIESrTIt1UVX0LD765m1/8czvnjB/AZ84Zy7njB3gdS6TLWbG1lFsfWU16ahLXjE8gXdcZiEgbKtMi3ZBzjq898R6vbC1l3ph+PPTpuSQmaCRNpCMO1TXzf//Yxp/e2cvgjB78/Qtnkr/uHa9jiYjPqEyLdDOhkOOuZZt4ZWspN50xiruunKJfSYt0UHMgxMd+9xY7SmtZOGMody2cTP/eqeR7HUxEfEdlWqQbCQRD3LtiJ4+8tZfF547VRVIinfTPLSXsKK3lF9fphkYicnwq0yLdRENzkBvuf5t1+yqZPCRDRVrkFPxtbREZPZK4YvpQr6OIiM+pTIt0Ez94djPr9lXyhdxxfPa8cSrSIp30xvZyXt5SwkdmDdO1BiJyQirTIt3APzaX8Ni7+7jpjFF8c8Ekr+OIdGl/ensvfdKS+a+rpnodRUS6AN1OXKSLq2ls4d4VOxjWpyffvWKy13FEurTH3t3HC5uKuWzaEHqlarxJRE5MZwqRLmpHaS0vbS7mj2/tpbi6kXs+PI3kRP37WKSz/ramkG//fQPzxvTjTv3DVEROksq0SBdU2xTgqnvfpLYpwJShGdx742xmj+zrdSyRLquqoYU7nt7ApMHp/Okz8/QPUxE5aSrTIl3Qk6sLqG0KaNkukQh5fsMBGltCXHf6CBVpEekQnTFEuphgyPHAm7uZM6qvirRIBKzZe4ifvJjPiH49uenM0V7HEZEuRmVapIt55K09FBxs4NZzxngdRaTLc85xx1Mb6JmcyMOfnqslJUWkwzTNQ6SLqGsK8LN/bOP+N3YzbmAvLp482OtIIl1aSzDE/760ja3FNfzko9MZO7C315FEpAtSmRbpAioaQlx931tsOVDNGWP787/XzNDNJERO0d/WFHLfqztZOGMoi2bpToci0jkq0yJdwDM7W9hyoIFPnTmau66c4nUckW5hfWElmT2T+eV1MzW9Q0Q6TXOmRXzuqXWFvF4Y4OPzR6pIi0RIKOR4bVs5s0b2UZEWkVMSszJtZgvMLN/MdpjZ7e285hoz22xmm8zs0VhlE/Gr3726k6/9ZT2D0oxvXKLbhItEylu7KiiqbOAjs4d7HUVEuriYTPMws0TgXuBioBBYZWZLnXOb27xmPPBt4Czn3CEzGxSLbCJ+5JzjN3k7+Z8X8zlvwkCuG1lHZs9kr2OJdBtPrC4go0cSH5qc5XUUEeniYjUyPRfY4Zzb5ZxrBh4HFh31mluBe51zhwCcc6UxyibiO7c8vJr/eTGf00f35XefmEPPJP0aWiRSNhZV8cLGYq6aNYweyYlexxGRLi5WFyAOAwraPC4E5h31mgkAZvYmkAjc5Zx74egdmdliYDFAVlYWeXl5HQ5TW1vbqfdFg1+y+CUHKMv+2hCvbG0gd0QS12c38fabr8f916Q9fsnilxxyYkWVDSy69016pSRy6zljvY4jIt2An1bzSALGA7nAcOA1M5vmnKts+yLn3BJgCUBOTo7Lzc3t8IHy8vLozPuiwS9Z/JID4jvLH9/ey50vbgTgP6+az9RhmZ7kOB5l8W8OObENhZUEQ47/vWYmI/qleR1HRLqBWE3zKAJGtHk8PLytrUJgqXOuxTm3G9hGa7kWiQsbi6r43jMbOW/CQJ790tlHirSIRM7f1haRnGicnT3A6ygi0k3EqkyvAsab2RgzSwGuA5Ye9ZqnaR2VxswG0DrtY1eM8ol46q2dFVx175v0TUvhF9fOUpEWiZJ3dx/k8mlD6JmiudIiEhkxKdPOuQBwG/AisAV4wjm3ycx+YGZXhl/2IlBhZpuBFcA3nHMVscgn4qWS6kb+96V8Esx49Nb5ZKZp1Q6RaKhpbKGqoYVJQzK8jiIi3UjM5kw755YDy4/admebzx3w9fCHSFx4fsMBvvHk+9Q2BbjjstOYODjd60gi3davX9kBwIi+mistIpHjpwsQReLG2n2H+OmL+azcWcHo/mk8fPNc5ozq63UskQ4xs7HAHUCmc+5qr/McTzDkePTdfcwYnsmFp+k2BiISObqduEiMFVU2sPiR1ewsq+XLF45n+VfOUZGWmDOzB82s1Mw2HrX9hHerPSx874Bbops0Mt4vrKSmMcDNZ4/R2tIiElEamRaJEecc/718C396ex9JCcZfP38GkwZr7qZ45iHg18Ajhze0d7daWtf+v+eo99/cVW6u5ZzjO09tJDUpgdwJGpUWkchSmRaJgZ1ltfz3c1v459ZSLps2mK9fPJHsQb29jiVxzDn3mpmNPmrzkbvVApjZ48Ai59w9wBWdOY4fbrS1ozLIlgONXDsxhXXvvtnp/UQiS6T4JQcoS3v8ksUvOaD7ZlGZFomigoP1fOepDby+vZzkROPrF0/gtvOzSUjQ7cHFl07mbrVHmFl/4IfALDP7drh0f4AfbrS1JW8nsJVvXXMe/XqldHo/kcgSKX7JAcrSHr9k8UsO6L5ZVKZFoqSxJcgtD6+i4GADX794AtfPHcnA9FSvY4lETHj50s95neN4mgMh/vT2XrIH9T7lIi0iciy6AFEkwpoDIV7YWMyiX7/JtpJabjpzNF++cLyKtHQFJ3O32i7l//6xjaLKBi6bNsTrKCLSTWlkWiSCKuubuW7J22wtrqFnciK/uG4mi2YO8zqWyMk6crdaWkv0dcAN3kY6NW/uKGf68Ey+euF4r6OISDelMi0SIXvK67j7uS1sLa7haxdN4FNnjtbdDMW3zOwxIBcYYGaFwPeccw+Y2eG71SYCDzrnNnkY85TUNQXYVlLDx+eP0nUKIhI1KtMiEbBpfxXXLXmbmsYAi88dy1cu0iiY+Jtz7vp2tv/b3WpPlZktBBZmZ2dHcrcn9Ke399IUCHH5dE3xEJHo0ZxpkVPgnOORt/Zw3ZK3SU5M4InPnsF3LjvN61givuKcW+acW5yZmRmzYzYHQjz45m7Ozh7A7JG6KZKIRI/KtEgnhUKOX72ygzuf2URGj2SW3nYWc8f08zqWiACPvrOXkuombjlnjNdRRKSb0zQPkU5wzvGDZzfz0Mo9zB7Zh8cXn0FKkv5tKuIHoZDjt6/uZO6Yfpw3fqDXcUSkm9NPf5EOCoYcX39iPQ+t3MON80byt8+fqSIt4iPltU2UVDdxxfQhuvBQRKJODUCkg376Uj5PrSvi4/NH8l+LpmKmH9YiftIUCAGQlqJfvopI9OlMI3KSlm84wM/+sY3tpbVcPDmLu6+a5nUkkS4h1qt5NAWCAKTqN0YiEgM604ichLqmAN95agMH65q584rJ/PzamV5HEukyYr2aR2NL68i0yrSIxIJGpkVOoLiqkf/463tU1rfwt8+fyZxRWmZLxM8OT/PQtQwiEgsq0yLtCIUcz+5s5quvvUZlfQt3XjFZRVqkC/jXNI9Ej5OISDxQmRY5SnltE0te28Xf1xZSXttCzqi+3P3hqUwanOF1NBE5Cc3hkenUZI1Mi0j0qUyLtFFZ38yCn79GeW0zF52WRXZyJd+6/gyt2CHShRye5qE50yISCzrTiLRx+99aLzJ88FM53H9TDvOHJqlIi5wiM1toZkuqqqpicrx/lWlN8xCR6FOZFqF1tY7/eymfFzYV89nzxnHBpCyvI4l0G7FezaOpRUvjiUjsaJqHxL0tB6r5/J/WsKeinunDM/nM2WO8jiQip6BJc6ZFJIZUpiWuLd9wgK8/8R7JiQk8+KkcjUiLdAPVjS2A7oAoIrGhM43EpZc2FfP0e0U8v7GYiVnp/N81M5k8VKt1iHQH24prGJLZg96p+hEnItGnM43Ende2lbH4j2sY0DuFm88awzcumUiPZF2oJNJdbD5QzeQh+sexiMSGyrTElX0V9XzywXcZmtmDFd/I1dX+It1MY0uQnWV1fGjyYK+jiEic0NUZEjcKDtZz93ObAfjpx2aoSIt0Q4WH6gmGHNmDensdRUTihEampds7UNXA8xuK+fELW2kOhvjkGaM4M3uA17FE4oaZLQQWZmdnR/1YpTVNAAzKSI36sUREQGVaurFgyPH9ZZt45K29AAzO6MHvP5nDtOGxWetWRFo555YBy3Jycm6N9rHKDpfp9B7RPpSICKAyLd3Uyp3l/GDZZrYW13DmuP7cuXAyE7PSdTdDkW6upLoRgIHpGpkWkdhQmZZupTkQ4ofPbebht/bSKyWRu6+ayg1zR5KQoBItEg9W7TnE8L49yeihH28iEhs620i3sXJHOd9ftpn8khrOGT+AX18/m8y0ZK9jiUiM1DYFeGN7OR+dM0y/hRKRmFGZli5v1Z6DPPD6bl7eUkJWRg9+cvV0PjZnuH6YisSZJa/toqElyGVTh3gdRUTiiMq0dGnL1u/na395j57JiVx7+gi+uWASmT01Gi0Sbyrrm/n9a7uYM6qvVusRkZhSmZYuqaS6kf/863pe317OnFF9+cOnTyejh0q0SLxatn4/DS1BPnvuWK+jiEicUZmWLuf17WX88LktbC2u4WsXTeDWc8eQlqJvZZF4tbGoih89v5WpwzK4eHKW13FEJM6ogUiX8sb2cj7z8GoCIcfvPjGHS6bolsEi8e7Xr+ygZ0oiD9x0uq6VEJGYU5mWLqG4qpEfPb+Fp9/bz4DeKTxz29kM69PT61gichKieQfEspomXt9exmXThpCVoRu1iEjsqUyLr7UEQzz4xm7+58V8zODLF47ns+eOpVeqvnVFuopo3gHxxU3F1DUHuenM0ZHetYjISVEjEd/6y6p9/Pzl7RyoamTG8Ez+79qZjBvY2+tYIuIjq/YcZFB6KlOGZngdRUTilMq0+NL+yga+9bcNjO6fxvevnMIn5o/SXQxF5AMqapt4eXMJuRMHaa60iHhGZVp8p7rJcfNDqwD43pVTOH/iII8TiYgf3fP8VlqCjhvnj/Q6iojEMZVp8ZWmQJBfrWtkZ1WI338yR0VaRI7JOUdefhmXTRvMmeN0kxYR8U5CrA5kZgvMLN/MdpjZ7cd53UfNzJlZTqyyiT9sK6nh6t++xfbKEPd8ZJrWixWRdpXWNFFe28TsUX29jiIicS4mI9NmlgjcC1wMFAKrzGypc27zUa9LB74CvBOLXOIfoZDj039YRWNLkOsnpXBNzgivI4mIj+0qqwNg7ABdlCwi3orVyPRcYIdzbpdzrhl4HFh0jNf9F/BjoDFGucQn3iuspKiygf93xWQuGZ2si4lE5Li2ldQAMG5QL4+TiEi8i9Wc6WFAQZvHhcC8ti8ws9nACOfcc2b2jfZ2ZGaLgcUAWVlZ5OXldThMbW1tp94XDX7J4lWOlpBj6Y4WntvdQqJBcvk2apvqfPE1Af35HIuy+DdHPHl3z0EGpqcyWDdqERGP+eICRDNLAP4P+NSJXuucWwIsAcjJyXG5ubkdPl5eXh6deV80+CWLFzlqGlu49ndvs/lAPRdOGsQN80Zy4WlZvvmaQHz/+bRHWfybI17UNgV4fsMBrj19hH6LJSKei1WZLgLaToIdHt52WDowFcgLnxgHA0vN7Ern3OoYZZQY2lhUxe1/f58txdXctXAynzprjNeRRCRKIn078YO1zYQczB6piw9FxHuxmjO9ChhvZmPMLAW4Dlh6+EnnXJVzboBzbrRzbjTwNqAi3Q0FgiHuWrqJq+59k+KqJn51/SwVaZFuzjm3zDm3ODMzMyL7q2poASCzZ3JE9icicipiMjLtnAuY2W3Ai0Ai8KBzbpOZ/QBY7Zxbevw9SHfQ2BLkS4+t4x+bS7hs2mB+sGgqA3qneh1LRLoYlWkR8ZOYzZl2zi0Hlh+17c52Xpsbi0wSOyu2lvK9pZvYd7Ceb186ic+eN87rSCLSRVU3hst0msq0iHjPFxcgSvf2+9d28cPlWxg3sBf3fXwOC6YO9jqSiHRha/ceAqBPzxSPk4iIqExLlL1XUMkPl29h/th+PHLzPFKSYnbTTRHppl7aXMLc0f0YnKll8UTEe2o2EjVVDS3c+shqUpMS+K9FU1WkReSUHaprZt/Bes6fNMjrKCIigMq0RMm2khqu/u1Kymub+PNn5jE+K93rSCLSDbxfVAXAjOGRWRlERORUaZqHRFxVfQvX/O4tWgIhfrBoKjmj+3kdSUS6ifziagAmD83wOImISCuVaYmoDYVV3PH0BirrW3js1vmcMa6/15FEpBupqGsmJTFBy+KJiG+oTEvEOOf46l/WUVHXzM+unaEiLSIRV1nXQp+0ZN1GXER8Q2VaTllFbRPvF1ax7P397Cyr478/PI0PzxrudSwR6YYO1TfTr5eWxBMR/1CZllPyxvZyPv+nNdQ0BUhJSuCWs8dwTY6KtIhEx6H6ZvroZi0i4iMq09JpK3eW89W/vEdGz2TuvXE2M0b00TxGEYmqmsYAI/qleR1DROQIlWnplN/m7eTHL2xleN+e3H9TDpMG68p6EYm+hpYgaSmJXscQETlCZVo6zDnHo+/uZe7ofjxyy1x6JOsHm4i0z8wWAguzs7NPeV/1zSrTIuIvummLdIhzjlsfWU3BwQYWzhyqIi0iJ+ScW+acW5yZeeo3WmlsDtIzWeNAIuIfKtPSIb/J28nLW0r5fO44Pj5vpNdxRCSOOOeobwnSM0U/ukTEP/TPezkpdU0BfvpSPn94cw/zx/bjKxeO1zqvIhJTLUFHMORIS9GPLhHxD52R5IRqmwJc/duV5JfUsGjmUH780ema3iEiMdfQHATQ+UdEfEVlWo7LOce3/vY++SU1/Or6WVwxfajXkUQkTtW3BAB0AaKI+IrKtLSruKqRrz/xHit3VvAfF09QkRYRTx0emVaZFhE/UZmWYzpQ1cCXHl3H6r2H+PKF47ntglNf0kpE5FTUa5qHiPiQyrT8m7d3VXDj/e8QDDnuWjiZT501xutIIiI0tmhkWkT8R2VaPuC9gkpufWQ1mT2T+fvnz2T0gF5eRxIRAf41Mt1TI9Mi4iNarFOO2FVWy3VL3gLg19fPUpEWEV85UqY1Mi0iPqKR6ThXWt3I39YW8fBr9RS/8CppKYks//I5jOiX5nU0EZEP+Nc0D/3oEhH/0BkpTgWCIf6+tojvPrOR5kCICX0TuOGs8SyYOlhFWkR8SdM8RMSPVKbjUFMgyOf+uIYV+WUM6J3CfR+fQ83u9Zx//nivo4mItKuhRdM8RMR/VKbjSFMgyH15u7j/jV3UNAb45oKJfPKM0fROTSJvj24NLiL+VtfUetMWjUyLiJ+oTMeRxY+s4dVtZeSM6svXLp7AWdkDvI4kInLSdpbVMjSzBylJunZeRPxDZToOlFQ3csWv3qCspomLTsviNzfO1g8jEely8otrmDQkw+sYIiIfoDLdzTW2BPnin9dSVtPEbednc9sF2SrSItIl1TQG6NcrxesYIiIfoDLdjTW2BHngjd2s3nuIH390GteePtLrSCIinVbXHKCXLj4UEZ9Rme6m6poCfPyBd1i3r5KB6al8eNZwryOJiJySuqYAaan6sSUi/qKzUjdU3djC1x5/j3X7Kvn6xRP4zDljNLVDRDxjZguBhdnZ2Z3eR3MgREvQaWRaRHxHDasbCYUc967YwZz/+gf/3FrKDfNG8uULx+tuYSLiKefcMufc4szMzE7vo765dVm8XhqZFhGf0Vmpi3POsa2klle2lvL713dxsK6ZuWP68c1LJpIzup/X8UREIqIufPfDXhocEBGf0VmpC/vxC1v56+pCymubADh9dF/uunIKC6cPwUw3YRGR7uPIDVs0zUNEfEZluosqqW7kt3k7GZrZgx9+eCpnZw9gZL80lWgR6ZZqGlsAyOiZ7HESEZEPUpnugirrm/nin9eSlGD8+db5jBnQy+tIIiJRVdUQLtM99GNLRPxFZ6Uu5pWtJdz80GoAfnL1dBVpEYkLh8t0pkamRcRnVKa7kHX7DvGFP69leN+e3H3VVHInDvI6kohITFTVq0yLiD+pTHcRL28u4TOPrKZfrxT+/oUzGZTew+tIIiIxU9XQegGi5kyLiN9onekuIBRy/OqV7QA888WzVKRFJO7UNwdISUogOVE/tkTEX3RW6gL+srqA9YVVfHz+SEb0S/M6johIzLUEHSkq0iLiQ5rm4WP7Kxu446kNrMgvY2JWOt+/cqrXkUREPBEIhUhK1NKfIuI/KtM+lV9cw8fuW0l1Y4CbzxrDF84fR2KCfpCISHxqCTqSEjQyLSL+ozLtQ40tQT7xwDuEHDy+eD7zx/b3OpKIiKcCwRDJGpkWER+K2T/zzWyBmeWb2Q4zu/0Yz3/dzDab2ftm9k8zGxWrbH7zp7f3UlrTxH0fn6MiLSICBEJO0zxExJdiUqbNLBG4F7gUmAxcb2aTj3rZOiDHOTcdeBL4SSyy+Ul1YwtffHQtdz+3hZkj+nBWtoq0iAhASzBEsqZ5iIgPxerMNBfY4Zzb5ZxrBh4HFrV9gXNuhXOuPvzwbWB4jLL5gnOOHyzbzPMbDvCF3HH84VOnY6ZRGBERgEBQI9Mi4k+xmjM9DCho87gQmHec198CPB/VRD5z5zObeHJNIdedPoJvLpjkdRwREV9pCYZ0AaKI+JLvLkA0s48DOcB57Ty/GFgMkJWVRV5eXoePUVtb26n3RcPhLC9vqCc9Bc7PrPAkmx+/Jn7glyx+yQHK4ucc3VlLyOkCRBHxpViV6SJgRJvHw8PbPsDMLgLuAM5zzjUda0fOuSXAEoCcnByXm5vb4TB5eXl05n3RkJeXx7jpcyl7KY/PnjeOSy7yZlTab18TZfFnDlAWP+fozlpX89DItIj4T6zOTKuA8WY2xsxSgOuApW1fYGazgN8BVzrnSmOUy3N7q4N89Lcr6ZWaxIdnDfM6joiIL2nOtIj4VUzKtHMuANwGvAhsAZ5wzm0ysx+Y2ZXhl/0P0Bv4q5m9Z2ZL29ldt1Fe28T9G5ppaA7y2K3zyR6U7nUkERFfaglpZFpE/Clmc6adc8uB5Udtu7PN5xfFKosfOOe446kNFNSE+P0nZzN5aIbXkUREfCsQdCTpLrAi4kO+uwAxHtQ0tvCFP6/l9e3lTB+YyMWTs7yOJCLiay3BEEkamRYRH1KZjrF9FfV86bG1rC+s4qYzRjG7R5nXkUREfC+g1TxExKdUpmMkGHJ8f9kmHn1nHwlm/PeHp3HDvJFaTktE5CQEtM60iPiUynSM/HV1AY+8tZfrTh/Bly8cz9A+Pb2OJCLSZbRoNQ8R8SmV6Rj549t7mTQ4nXs+Mk23CRcR6aDmYIjUJI1Mi4j/6MwUAw+9uZtN+6u5bNoQFWkRkU5o0U1bRMSndGaKsqr6Fn7xz+3MHtmHz+eO8zqOiEiX1BwIkaIyLSI+pDNTFG0trubq+1ZS1dDCVy6aoFEVEZFOag6ESNE0DxHxIc2ZjpKq+hY++puV9ExJ4oGbTue8CQO9jiQi0iWFnCMQcirTIuJLKtNR8tOX8qlrDvKTq2dw/qRBXscREYk4M7sKuBzIAB5wzr0UjeMEQq3/1W/3RMSPdGaKgu89s5E/vr2XD03O4vLpQ7yOIyLyb8zsQTMrNbONR21fYGb5ZrbDzG4/3j6cc087524FPgdcG62sh8u0VvMQET/SyHQENQdC/PmdvTz81l4+Pn8k3718steRRETa8xDwa+CRwxvMLBG4F7gYKARWmdlSIBG456j33+ycKw1//t3w+6LicJnWNA8R8SOV6Qj67+VbeGjlHmaM6MOdV0zRiV9EfMs595qZjT5q81xgh3NuF4CZPQ4scs7dA1xx9D6sda3PHwHPO+fWRitrwDlA0zxExJ9UpiOkORBi+YYDXHRaFks+MYeEBK0nLSJdzjCgoM3jQmDecV7/JeAiINPMsp1z9x39AjNbDCwGyMrKIi8vr8OhqmrqAWPX9nzy6nd1+P2RVFtb26n/h+6aA5SlPX7J4pcc0H2zqExHyCNv7aG0pokb549UkRaRuOCc+yXwyxO8ZgmwBCAnJ8fl5uZ2+DhFz74CNDB96hRyZwztRNLIycvLozP/D901ByhLe/ySxS85oPtm0e/MIqDgYD2/eHk7508cyPkTtXKHiHRZRcCINo+Hh7d5KhBqneahqXMi4kc6M52iFVtLOe9/VhB0ju9eoQsORaRLWwWMN7MxZpYCXAcs9TgTVU3hMq050yLiQzoznQLnHL/J20HIwXNfPodxA3t7HUlE5KSY2WPAW8BEMys0s1uccwHgNuBFYAvwhHNuk5c5ATaUB0lONGaO6ON1FBGRf6M506cgv6SGVXsOsfjcsYwZ0MvrOCIiJ805d30725cDyyN5LDNbCCzMzs7u1PsbAzCwdyp9e6VEMpaISERoZLqTWoIhvvToOgCuPX3ECV4tIhK/nHPLnHOLMzMzO/X+pqCjR0pihFOJiESGynQn/fntvWwvreXms8YwVqPSIiJR0xyEnskq0yLiTyrTnfDy5hLuWraZGSP68N3LT6P1vgUiIhINTUGnMi0ivqUy3UFFlQ3c+cxGRvVP40+3zNWa0iIiUdYchJ6a5iEiPqUy3QGBYIhr7nuLA9WNfPOSSaT3SPY6kohIt9cc0jQPEfEvlemT5JzjB89upqiygf/92Awunz7E60giIl2CmS00syVVVVWden9z0GlkWkR8S2X6JIRCju88tZFH3trLzWeN4cOzhnkdSUSkyzj11Tw0Mi0i/qUyfRJe3V7GY+/u45NnjOL/XaELDkVEYiUUctQ0OzLTNK1ORPxJZfok7K9sAODzueNUpEVEYqi0pomggxF907yOIiJyTCrTJ6GyvgWAvmm6+5aISCwVHqoHYFjfnh4nERE5NpXpk3CwrpleKYn00Jw9EZGYqmsOApDRI8njJCIix6YyfRLKapro11uj0iIisRYIhgBIStCPKxHxJ52dTqC0upF/bC5hzsi+XkcREemSTmVpvJagAyApUderiIg/qUyfwF/XFNLQEuSrF03wOoqISJd0KkvjBUPhMq2RaRHxKU1Ca4dzjmfe28+S13Yxe2QfRg/o5XUkEZG4EwiFp3loZFpEfEpl+hiWbzjA/a/vYu2+Skb1T+Nn1870OpKISFw6PM0jWSPTIuJTKtNtVNY389/Lt/DE6kKG9+3JNy6ZyC1nj9EqHiIiHjlyAaJGpkXEp1Smw3aW1fKR36ykqqGFT505mm9fNonUJJVoEREvBY7MmVaZFhF/UpkGCg7Wc+Pv38EMnvjsGZw+uq/udCgi4gP/GpnWNA8R8ae4L9MNzUG++OhaiqsbeeKzZzB3TD+vI4mISNiRkWlN8xARn4r7f+p/9+mNbCiq4rPnjVWRFhGJgkisM60LEEXEr+L67NTQHGT5hgNcP3ck3770NK/jiIh0S6e2znTrNI9EzZkWEZ+K6zK9Ir+UhpYgV0wb4nUUERE5hiMj05rmISI+FbdluiUY4t4VO+jfK0XTO0REfCoQCpFg6KJwEfGtuC3TT60tYtP+ar528QRdJS4i4lOBkEOD0iLiZ3HbIpe8votpwzK5Ye5Ir6OIiEg7AkGVaRHxt7gs05srguworWXhjCEk6KIWERHfCgRD6JeHIuJnMTtFmdkCM8s3sx1mdvsxnk81s7+En3/HzEZHI8cLG4v539WNZPRI4qqZw6JxCBERiZAWTfMQEZ+LSZk2s0TgXuBSYDJwvZlNPupltwCHnHPZwM+AH0c6R0swxPeXbWJQmvHsl85hUEaPSB9CREQiKBh0JOjiQxHxsViNTM8FdjjndjnnmoHHgUVHvWYR8HD48yeBCy3Cl28nJybwyM1z+eLMHozsnxbJXYuISDtO5aYtt547li/MTI1CKhGRyIjV7cSHAQVtHhcC89p7jXMuYGZVQH+gvO2LzGwxsBggKyuLvLy8DofpY/Wdel801NbW+iKLX3KAsvg5ByiLn3P4lXNuGbAsJyfn1o6+N3tQbwr7JkYhlYhIZMSqTEeMc24JsAQgJyfH5ebmdngfeXl5dOZ90eCXLH7JAcri5xygLH7OISIisReraR5FwIg2j4eHtx3zNWaWBGQCFTFJJyIiIiLSCbEq06uA8WY2xsxSgOuApUe9ZilwU/jzq4FXnHMuRvlERERERDosJtM8wnOgbwNeBBKBB51zm8zsB8Bq59xS4AHgj2a2AzhIa+EWEREREfGtmM2Zds4tB5Yfte3ONp83Ah+LVR4RERERkVOl+0qJiIiIiHSSyrSIiIiISCepTIuIiIiIdJLKtIiIiIhIJ6lMi4hIVJ3K7cRFRPxOZVpERKLKObfMObc4MzPT6ygiIhFnXfm+KGZWBuztxFsHAOURjtNZfsnilxygLMfilxygLMfSmRyjnHMDoxHGr3TOjii/5ABlaY9fsvglB3T9LMc8b3fpMt1ZZrbaOZfjdQ7wTxa/5ABl8XMOUBY/5+iu/PT19UsWv+QAZWmPX7L4JQd03yya5iEiIiIi0kkq0yIiIiIinRSvZXqJ1wHa8EsWv+QAZTkWv+QAZTkWv+Torvz09fVLFr/kAGVpj1+y+CUHdNMscTlnWkREREQkEuJ1ZFpERERE5JSpTIuIiIiIdFJclWkzW2Bm+Wa2w8xuj8HxHjSzUjPb2GZbPzP7h5ltD/+3b3i7mdkvw9neN7PZEc4ywsxWmNlmM9tkZl/xIo+Z9TCzd81sfTjH98Pbx5jZO+Hj/cXMUsLbU8OPd4SfHx2JHEdlSjSzdWb2rJdZzGyPmW0ws/fMbHV4W8y/X8ysj5k9aWZbzWyLmZ3hUY6J4a/F4Y9qM/uqh3+Hvhb+nt1oZo+Fv5c9+76NFxan523zyTk7vG9fnbdN5+yjc+icfew8X7NYnbOdc3HxASQCO4GxQAqwHpgc5WOeC8wGNrbZ9hPg9vDntwM/Dn9+GfA8YMB84J0IZxkCzA5/ng5sAybHOk94f73DnycD74T3/wRwXXj7fcDnw59/Abgv/Pl1wF+i8Of0deBR4NnwY0+yAHuAAUdti/n3C/Aw8Jnw5ylAH6++b9tkSgSKgVEefU2GAbuBnm2+Rz7l5fdtPHwQx+dtfHLODu/bV+dtdM4+OofO2f9+/JiesyP+BfTrB3AG8GKbx98Gvh2D447mgyflfGBI+PMhQH74898B1x/rdVHK9QxwsZd5gDRgLTCP1rsQJR39ZwW8CJwR/jwp/DqLYIbhwD+BC4Bnw3+pvcqyh38/Mcf0zwfIDJ+AzMscx8j1IeBNr7LQemIuAPqF/+yfBS7x6nslXj7QebttJs/P2eH9enreRufsozPonH3s48f0nB1P0zwOf2EPKwxvi7Us59yB8OfFQFb485jlC//6YhatowsxzxP+Fd17QCnwD1pHniqdc4FjHOtIjvDzVUD/SOQI+znwTSAUftzfwywOeMnM1pjZ4vC2WP/5jAHKgD+Ef416v5n18iDH0a4DHgt/HvMszrki4KfAPuAArX/2a/DueyVe6LyN9+fscAa/nLd/js7ZbemcfQyxPmfHU5n2Hdf6TyAXy2OaWW/gb8BXnXPVXuRxzgWdczNpHWGYC0yK9jGPxcyuAEqdc2u8OP4xnO2cmw1cCnzRzM5t+2SM/nySaP0V92+dc7OAOlp/LRfrHEeE57RdCfz16OdilSU8x28RrT+4hgK9gAXRPq74jwff/56fs8PH8vy8rXP2MemcfewMMT1nx1OZLgJGtHk8PLwt1krMbAhA+L+l4e1Rz2dmybSelP/snPu713mcc5XAClp/1dLHzJKOcawjOcLPZwIVEYpwFnClme0BHqf114a/8CjL4X9J45wrBZ6i9QdWrP98CoFC59w74cdP0nqi9uz7hNYfVGudcyXhx15kuQjY7Zwrc861AH+n9fvHk++VOBLX522/nbPB8/O2ztn/TufsY4vpOTueyvQqYHz4Ss4UWn8FsdSDHEuBm8Kf30TrPLjD2z8Zvrp1PlDV5tcip8zMDHgA2OKc+z+v8pjZQDPrE/68J61zALfQenK+up0ch/NdDbwS/pftKXPOfds5N9w5N5rW74dXnHM3epHFzHqZWfrhz2mdb7aRGP/5OOeKgQIzmxjedCGwOdY5jnI9//p14eFjxjrLPmC+maWF/y4d/rrE/HslzsTtedsv5+xwFl+ct3XO/nc6Z7crtufsk51c3R0+aL1ydButc73uiMHxHqN1rk4Lrf96vIXWOTj/BLYDLwP9wq814N5wtg1AToSznE3rr1beB94Lf1wW6zzAdGBdOMdG4M7w9rHAu8AOWn81lBre3iP8eEf4+bFR+rPK5V9Xhsc8S/iY68Mfmw5/f3rx/QLMBFaH/4yeBvp6+H3bi9bRgcw227zK8n1ga/j79o9Aqtfft/HwQZyet/HJOTu8b9+dt9E5u22WmeicfawsMTtn63biIiIiIiKdFE/TPEREREREIkplWkRERESkk1SmRUREREQ6SWVaRERERKSTVKZFRERERDpJZVpEREREpJNUpkVEREREOkllWkRERESkk1SmRUREREQ6SWVaRERERKSTVKZFRERERDpJZVpEREREpJNUpkVEREREOkllWkRERESkk1SmRUREREQ6SWVaRERERKSTVKZFRERERDpJZVpEREREpJNUpkVEREREOkllWkRERESkk1SmRUREREQ6SWVaRERERKSTVKZFRERERDpJZVpEREREpJNUpkVEREREOkllWkRERESkk1SmRUREREQ6SWVa5CSZ2UNmdrfXOURE4oGZ7TGzi05xH/eZ2f+LVCaRY0nyOoCIiIhINDjnPnf4czPLBf7knBvuWSDpljQyLSIiIiLSSSrT0m2Y2bfMrMjMasws38xuNLN6M+vf5jWzzazMzJLN7FNm9qaZ/czMKs1sl5mdGd5eYGalZnbTcY53q5ntMLODZrbUzIa2ee5D4QxVZvYbM3vVzD4T7a+BiEh3Y2apZvZzM9sf/vi5maW2ef6bZnYg/NxnzMyZWXb4uYfM7G4z6wU8Dww1s9rwx9D2jinSESrT0i2Y2UTgNuB051w6cAnwNpAHXNPmpZ8AHnfOtYQfzwPeB/oDjwKPA6cD2cDHgV+bWe9jHO8C4J7wvocAe8PvxcwGAE8C3w7vNx84M3L/tyIiceUOYD4wE5gBzAW+C2BmC4CvAxfRet7OPdYOnHN1wKXAfudc7/DH/qgnl7igMi3dRRBIBSabWbJzbo9zbifwMK2lGDNLBK4H/tjmfbudc39wzgWBvwAjgB8455qccy8BzbSeoI92I/Cgc26tc66J1uJ8hpmNBi4DNjnn/u6cCwC/BIqj8P8sIhIPbqT1vFzqnCsDvk/rwAi0Dmj8wTm3yTlXD9zlUUaJYyrT0i0453YAX6X1RFpqZo+Hf4X3DK0FewxwMVDlnHu3zVtL2nzeEN7X0dv+bWQaGErraPTh49cCFcCw8HMFbZ5zQGFn/99EROLcB8634c+HtnmuoM1zbT8XiQmVaek2nHOPOufOBkYBDvixc64ReILW0elP8MFR6VOxP3wcAMLz8foDRcABYHib56ztYxER6ZAPnG+BkeFtcNT5ltbfLrbHRTiXCKAyLd2EmU00swvCF6U00jqiHAo//QjwKeBKIlemHwM+bWYzw8f8b+Ad59we4DlgmpldZWZJwBeBwRE6rohIvHkM+K6ZDQxfk3In8Kfwc0/Qei4+zczSgOOtKV0C9DezzOjGlXijMi3dRSrwI6Cc1vnJg2idx4xz7k1ai/Va59zedvfQAc65l2k9af+N1pGRccB14efKgY8BP6F16sdkYDXQFIlji4jEmbtpPYe+D2wA1oa34Zx7ntbrUlYAO2i98ByOcb51zm2ltZjvCq/gpNU8JCKsdTqnSPdmZq8Ajzrn7vfg2Am0zpm+0Tm3ItbHFxGJF2Z2GrARSA1fAC4SdRqZlm7PzE4HZtO6WkesjnmJmfUJTwH5DmD8a8REREQixMw+HF6Lui/wY2CZirTEksq0dGtm9jDwMvBV51xNDA99BrCT1mknC4GrnHMNMTy+iEi8+CxQSus5Nwh83ts4Em80zUNEREREpJM0Mi0iIiIi0klJXgc4FQMGDHCjR4/u8Pvq6uro1atX5AN1gl+y+CUHKIufc4CyRCrHmjVryp1zA6MUyZd0zu5+OUBZ2uOXLH7JAV0/S7vnbedcl/2YM2eO64wVK1Z06n3R4JcsfsnhnLIci19yOKcsx9KZHMBq54PzaCw/dM6OHL/kcE5Z2uOXLH7J4VzXz9LeeVvTPEREREREOkllWkRERESkk1SmRUREREQ6SWVaRESiyswWmtmSqqoqr6OIiEScyrSIiESVc26Zc25xZmam11FERCJOZVpEREREpJNUpkVEREREOkllWkRERESkk1SmRUREREQ6SWVaRESiSqt5iEh3pjItInIKAsEQgZDzOoavaTUPEenOkrwOICLSVVQ3trB5fzXbS2rYfKCazfur2Vpcw+JpyVzkdTgRETmh03/4MpdOHcwFEfy3vcq0iEg76poCrNxZwRvby8gvqWHtvkqaAyEA+qQlM2VoBp88YxQDgwc8TioiIiejORDCIrxPlWkRiXvBkGPfwXrW7TvE7vI6tpXUsLOsjn0V9TQHQ/RKSWTi4HRumDuS3IkDmZCVzpDMHpi1npLz8ko9/j/wNzNbCCzMzs72OoqIxLlgyJGUGNlZzirTIhJXnHOU1zaz72Ade8rrefb9/by7+yB1zUEAEgyGZPZk6rAMLjxtEOdNGEjOqH6kJOkSk85yzi0DluXk5NzqdRYRiW+BUIikhMiOTatMi0i3Fgo5iiobeHpdEc9vLGZPRR314eIMkN4jiQ/PHsa0YZlMyEpnytBMFWcRkW4qGHIkqkyLiLTPOcfafYdYt6+S9woqeWVr6ZHyPHVYBtedPpKR/Xoyqn8vRvRLY0S/nqQmJXqcWkREYiEQchqZFhE5WkNzkC3F1ewoqWX5xgPk5ZcB0L9XCotmDmXasD5MH57J1GFams0LmjMtIn4QCjmcg8QEzZkWEWFXWS15BS088MA7vLWz4shazylJCXznskl8dPZw+vdO9TilgOZMi4g/HP45kZSokWkRiSMNzUF2l9exq7yW/OIa3tl1kPySGqoaWgAY0a+OW84Zw6TB6cwe2ZfBmT00bUNERP5NMFymExMMInivLZVpEfGduqYAefllrNpzkD+9vffIaEKCwdRhmSycMYThfdPIrNnLdZeff2SJOvEnTfMQET8IhFrvE5CUYBA8wYs7QGVaRDxVXNXIO7srOFjXzMaiat7dU0FxVSMtQUeCwQWTBnHVrGGMGdCLsQN60zPlX6POeXkFKtJdgKZ5iIgffGBkWmVaRLqi8tomXtxUzIbCKnaV1bG7oo6ymqYjz6f3SOLc8QO5bGpPzhk/kFkj+9ArVacpERE5df+aM50ALZHbr35KiUhU7a9s4IWNxfwmbwfltc0A9OuVwriBvTg/fDfBmSP6MG5gb9J7JEX8zlTiPU3zEBE/CATDZVpL44mIn1XUNvHGjnLeL6wiv7iGd3cfpDkYYs6ovnzmnLGcO34gpw1J1/SMbsDMTgO+AgwA/umc++2xXqdpHiLiB4fnTOumLSLiS5v3V/PYu/v429pC6puD9EhOYGJWOh+dM5xPzB+lAh0BZvYgcAVQ6pybGo39mNkC4BdAInC/c+5H7e3HObcF+JyZJQCPAMcs0yIifnB4zrRGpkXENwoP1bN8wwFe2VrK27sOkmBwxrj+fO68cZwxtr+mbETeQ8CvaS2uEd+PmSUC9wIXA4XAKjNbSmuxvueofdzsnCs1syuBzwN/bO9gmuYhIn4QaHsBYgSpTItIh1Q0hPjhc5t5d/dB3i+qwjkYM6AXX74gm0+fNYa+vVK8jthtOedeM7PRUdzPXGCHc24XgJk9Dixyzt1D60j2sfa1FFhqZs8Bj7bzGk3zEBHP/WtkWndAFJEYKKpsYN2+Q5TVNHGwrpn9lY3sLKtl8/4GYC+zRvbhyxeM5+o5wxnRL83ruBIZw4CCNo8LgXntvdjMcoGPAKnA8nZesxhYDJCVlUVeXl6HQ9XW1nbqfdHglyx+yQHK0h6/ZPFLDvA+y77q1vXwtm7ZxMRejRHLojItIkdUNbTwzy0lLHltF1uLa45sTzAYmJ7KuIG9OWdYEt+95mzGDOjlYVI5FjN7GRh8jKfucM49E+njOefygLwTvGYJsAQgJyfH5ebmdvg4eXl5dOZ90eCXLH7JAcrSHr9k8UsO8D7LhsIqWPkGM6ZNI6l0S8SyqEyLCBuLqnh6XRF/fmcfDS1BRvZL47uXn8YZ4/ozJLMnfXomkxCeY5aXl6ci7VPOuYtOcRdFwIg2j4eHt4mIdHlHVvNI1JxpEYmAHaW1/Ontvby6rYzd5XUAXDp1MJ+YP4o5o/uSmpR4gj1IN7QKGG9mY2gt0dcBN3gbSUQkMg7PmU5OSCAQwf2qTIvEkYKD9Ty9rojXt5ezau9BkhKM8yYM5NNnjWbB1MEMSu/hdUQ5DjN7DMgFBphZIfA959wDkdqPcy5gZrcBL9K6gseDzrlNEfsfEBHxUNvVPFSmReSkVTW08F5BJa9vK+ORt/fSHAgxMSudr100gWtPH0FWhgp0V+Gcuz7a+3HOLaediwlFRLqykupGAHqnJtEUwf2qTIt0U5v2V/HEqgL+vq6ImsYAZvDhmcP4z0smMrRPT6/jiYiIxNSy9QcYnNGDyUMzeH1H5ParMi3SzVQ1tPCj57fy5JoCnIMzswfw2XPHMnVoJplpyV7HExER8cTbuypYNHOobtoiIse2v7KB7y/bxIubSkgwuH7uSL5y0XjNgxYREQGaAyEyekZ+UEllWqQbWLfvELc+spqKumaunjOcD88axlnZA7yOJSIi4huBUIikCI9Kg8q0SJdVXtvEun2VvL69jCdWF9CnZwrPf+UcJg3O8DqaiIiIrzjnCDkiPsUDVKZFuqSCg/Vc9svXqWkMkJKYwGXTBnPbBdlkD0r3OpqIiIjvHF5jOtFUpkXiXjDk+I8n1hMKOX5z42zOnTCQ3qn6qywiItKeI2tMR/juhwAJEd/jKTCzsWb2gJk96XUWET8qOFjPZ/+4hnf3HOSuK6dw2bQhKtIiIiIncHhkOhpzpiNWps3sQTMrNbONR21fYGb5ZrbDzG4/3j6cc7ucc7dEKpNId1HX4vj6X97jnJ+s4OUtJdx0xiiunjPc61giJ8XMFprZkqqqKq+jiEic+tfdDyM/jhzJIa2HgF8DjxzeYGaJwL3AxUAhsMrMltJ6m9p7jnr/zc650gjmEekWQiHH/RuaWFdaxDnjB3DH5afpIkPpUpxzy4BlOTk5t3qdRUTiUzRHpiNWpp1zr5nZ6KM2zwV2OOd2AZjZ48Ai59w9wBWROrZId7W9pIYvPbaOraVBvn3pJD573jivI4mIiHQ5h8t0gp/LdDuGAQVtHhcC89p7sZn1B34IzDKzb4dL99GvWQwsBsjKyiIvL6/DoWprazv1vmjwSxa/5ABlOWxVcYD7NzThgI+OcUwI7SMvr+CE74s2/fn4N4eIiBxblxiZjgTnXAXwuRO8ZgmwBCAnJ8fl5uZ2+Dh5eXl05n3R4JcsfskBygLwxUfX8tz7BxjetyePfmY+uza8G/dfk2PxSxa/5BARkWMLhEJAdNaZjvZqHkXAiDaPh4e3icgxhEKOf2wu4bn3D/CR2cNYdtvZjOyf5nUsERGRLq0rj0yvAsab2RhaS/R1wA1RPqZIl+Sc446nN/LYu/tISUzgtvOz6dsrxetYIiIiXd6/VvPw8ci0mT0GvAVMNLNCM7vFORcAbgNeBLYATzjnNkXqmCLdhXOOh1fu4bF393HrOWNY/f8uYuzA3l7HEhER6RZCUSzTkVzN4/p2ti8HlkfqOCLd0ROrC7hr2WamD8/kWwsmkZToq/spiYiIdGmBrnDTFhHpnPcKKvlN3k4GZ/Tgic+eoSIt3Y5u2iIiXgtG8aYt+qkt4qHH393HR37zJgeqGvnBoin0SE70OpJIxDnnljnnFmdmZnodRUTiVDRHpn21NJ5IvNhWUsNPXsjn5S0lTB2WwYM3nc6gjB5exxIREemWguGl8briTVtE5CiBYIjbHl3L3op6bj5rDN9cMFEj0iIiIlEUbO3SGpkW6eqqGlr40fNb2FZSy30fn82CqUO8jiQiItLtRfOmLSrTIjFS1xTg8l++TuGhBhafO5ZLpgz2OpKIiEhc6Mo3bRERoLqxhVseWkXhoQZ+c+NsLpumEWmJH2a2EFiYnZ3tdRQRiVNd4qYtInJsK7aWkvs/eazac4j/d8VkFWmJO1rNQ0S8Fgx2gZu2iMi/e+79A3zx0bUMTE/loU+fTu7EQV5HEhERiTtNgdY506lJkb/gX2VaJIr++PYeBqan8sa3zo/KX2ARERE5scaWIAA9knXTFpEuY0V+KW/vOsjpo/uqSEtc0x0QRcRrjYHDZTryP49VpkWiYFdZLV/881qGZvbgno9M9zqOiKc0Z1pEvNbY0jrNo4emeYj437L1+/nSY+swg8cXzyezZ7LXkUREROLa4WkeqZrmIeJvZTVNfOmxdQzr05O/fvYMpg/v43UkERGRuNfUEsQMUpNUpkV8bcXWUgC+cP44ckb38ziNiD9ozrSIeK0xECI1KQEzrTMt4lt1TQGeWV9Ez+RErjt9pNdxRHxDc6ZFxGuNLcGoXHwIKtMiEXPX0k28uaOCm88eHZVF4UVERKRzGluCUbn4EFSmRSKiKRDk2fcPsGDKYL5xySSv44j4iqZ5iIjX6pqDpKWoTIv41gNv7KahJcjCGUO9jiLiO5rmISJeKzhYz7C+PaOyb5VpkVMUCjn+sqqAeWP6cfn0IV7HERERkaPsLq9jzIBeUdm3yrTIKXpxUzF7K+q5fq4uOhQ5Fk3zEBEv1TcHqGkMMLSPRqZFfKeyvpkvPLqWPmnJLJg62Os4IjFlZleZ2e/N7C9m9qH2XqdpHiLipYraZgD69UqJyv5VpkVOQX5xDc7Bty+dFLUld0QOM7MHzazUzDZGaz9mtsDM8s1sh5ndfrz9OOeeds7dCnwOuPZUMomIREtFXWuZ7q8yLeI/20pqADhz3ACPk0iceAhYEK39mFkicC9wKTAZuN7MJpvZNDN79qiPQW3e+t3w+45J0zxExEv/2FwMaGRaxHeqGlr42cvbGTuwF8OjdIWwSFvOudeAg1Hcz1xgh3Nul3OuGXgcWOSc2+Ccu+Koj1Jr9WPgeefc2uMcT9M8RMQzm/dXAzB2YO+o7D8pKnsViQPvFVRysK6Z7y2cHJXbk4p4YBhQ0OZxITDvOK//EnARkGlm2c65+45+gZktBhYDZGVlkZeX1+FQtbW1nXpfNPgli19ygLK0xy9Z/JIDvMtSXNbAhL4JrHvnzahkUZkW6aT39lUCcN6Egd4GEQkzs5eBY10Je4dz7plIH88590vglyd4zRJgCUBOTo7Lzc3t8HHy8vLozPuiwS9Z/JIDlKU9fsnilxzgXZafb3qTjJ7J5ObOjUoWlWmRTnpqXSHzx/ajT1p05mCJdJRz7qJT3EURMKLN4+HhbSIiXVZjS5CsjNSo7V9zpkU6YX9lA3sq6vnQZC2HJ93KKmC8mY0xsxTgOmCpx5lERE5JfXOQnlFccUtlWqQT8sOreEwfrguqJHbM7DHgLWCimRWa2S2R3I9zLgDcBrwIbAGecM5tikx6ERFvNLQE6ZkSvTKtaR4infB+QesSX9G6NanIsTjnro/2fpxzy4HlkTiOiIgfNDYHo3ovCI1Mi3TCX9cUMG5gr6itWSkiIiKR0dASJC2KI9Mq0yIdVNPYQuGhBj46Z7iWxBMREfGxxpYggZCjR5LKtIhv7CyrAyA7Sou/i4iISGS8vr0cgCnDMqJ2DJVpkQ7aUVoLwLhBKtMiIiJ+tr6gksQE46zsAVE7hsq0SAftLKslOdEY2S/N6ygiIiJyHPklNYwd0ItUTfMQ8Y+ymiYG9E4lOVF/fURERPxsW0kNEwanR/UYagMiHVRZ36y7HoqIiPhcfnENeyvqmTAoumXaV+tMm9lVwOVABvCAc+4lbxOJ/LvK+hb6piV7HUNERESOY9n6/QBcnTM8qseJ2Mi0mT1oZqVmtvGo7QvMLN/MdpjZ7cfbh3PuaefcrcDngGsjlU0kkg7VN9NHZVrkpJnZQjNbUlVV5XUUEYkjW4urmZDVm2F9ekb1OJGc5vEQsKDtBjNLBO4FLgUmA9eb2WQzm2Zmzx71MajNW78bfp+Ir1TWN1NU2cCg9B5eRxHpMpxzy5xzizMzM72OIiJxZHd5HWMHRH/lrYhN83DOvWZmo4/aPBfY4ZzbBWBmjwOLnHP3AFccvQ9rvQPGj4DnnXNrI5VNJFIeWrmHpkCI6+eO9DqKiIiItMM5x/7KRnInDjrxi09RtOdMDwMK2jwuBOYd5/VfAi4CMs0s2zl339EvMLPFwGKArKws8vLyOhyqtra2U++LBr9k8UsO8HeWNzY0MjjNOLB1DQe2epfDS8ri3xwiItKqsr6FhpYgQ6M8xQN8dgGic+6XwC9P8JolwBKAnJwcl5ub2+Hj5OXl0Zn3RYNfsvglB/g7y71bVzKql5Gbe4anObykLP7NISIirYoqGwCiPl8aor80XhEwos3j4eFtIl1SeW0zA3qneh1DREREjqM7lelVwHgzG2NmKcB1wNIoH1MkKpoCQYqrGhmYrjItIiLiZ0WHWsv00D7RXzAgkkvjPQa8BUw0s0Izu8U5FwBuA14EtgBPOOc2ReqYIrH0zy2lNLQEY3Ixg4iIiHTelgPV9O+VQr9e0b/JWiRX87i+ne3LgeWROo6IV/65pZT+vVI4O3uA11FERESkHXVNAd7YUc704Zm0LhQXXbqduMhJqm8O0L93CokJ0f+LKdKd6KYtIhJLP35hK8XVjdx6ztiYHE9lWuQktQRDJCfqr4xIR+mmLSISK845lq3fz6IZQzkzRr9JVjMQOUnNQacyLSIi4mPPvLefQ/UtnD6mX8yOqWYgcpKaA0FSVKZFRER86x+bSwD40OTBMTummoHISWoJOlKS9FdGRETErzbtr+LSqYNjuoytmoHISWqdM62LD0VERPyoprGFPRX1TBmaEdPjqkyLnKTmgC5AFOkMreYhIrGweX81AFOGxfZiZzUDkZPUEgyRrGkeIh2m1TxEJBZW7z0EoJFpEb9qDoZ0AaKIiIgPtQRDPPjGbsYM6MWg9OjfQrwtNQORk9QScJozLSIi4kMvbiqmoq6Z//jQhJgfW2Va5CS1BENazUNERMRnXt5cwu1/28CUoRlcMiV2S+IdpmYgcpKadQdEkU7RBYgiEi3OOb7/7CZ6pyZx38fnePJzWs1A5CS1aM60SKfoAkQRiYZQyPGNJ9+n4GAD15w+ghH90jzJoWYgcpK0NJ6IiIh//GV1AU+uKeT6uSP5/HnjPMuR5NmRRbqQYMgRcqhMi4iI+EBpdSPfW7qJiVnp/PCqqSQkeLdAgJqByEloCYYAdAGiSCdozrSIRFJRZQPfX7aZ5kCIu66c4mmRBpVpkZPSHC7TWhpPpOM0Z1pEIqWhOcjNf1jFcxsOcOGkQZw+uq/XkTTNQ+RktAQ0Mi0iIuK1l7eUkF9Sw29unM1l04Z4HQfQyLTISfnXyLT+yoiIiHjloZV7GJrZw5P1pNujZiByEloCDlCZFukMzZkWkUhoaA6ybt8hPjpnOIkez5NuS81A5CRozrRI52nOtIhEwor8UkIOpg3z17lEc6ZFTsLh1TxSNWdaREQkpraX1PCbvJ0s33CASYPTOX/SIK8jfYDKtMhJaNGcaZFOM7OFwMLs7Gyvo4hIF7NyZzmf++MagiHH1XOG8/nccb77WawyLXISmgMq0yJHM7OxwB1ApnPu6vZe55xbBizLycm5NWbhRKRLC4YcX/jzGl7cVEL2oN7c/8kcRg/o5XWsY1IzEDkJWs1D/MDMHjSzUjPbGK39mNkCM8s3sx1mdvvx9uOc2+Wcu+UkjqcLEEWkQ3732k5e3FTCdaeP4InPnuHbIg0q0yInpSXYuppHSpIuQBRPPQQsiNZ+zCwRuBe4FJgMXG9mk81smpk9e9THSU9a1AWIItJRf3prLwkGdy6cTL9eKV7HOS5N8xA5CUdu2pKY6HESiWfOudfMbHQU9zMX2OGc2wVgZo8Di5xz9wBXnOpxRUROpLElyDeefJ/9VY3cfdVU0lL8X1X9n1DEB45cgKiRaenehgEFbR4XAvPae7GZ9Qd+CMwys2+HS/fRr1kMLAbIysoiLy+vw6Fqa2s79b5o8EsWv+QAZWmPX7L4JQecOEt5Q4hfrG2ioCbEecOTGFK/i7y83Z5k6QiVaZGT0NASBCA1SSPT4l9m9jJwrNuC3eGceybSx3POVQCfO8FrlgBLAHJyclxubm6Hj5OXl0dn3hcNfsnilxygLO3xSxa/5IDjZwmFHDc/vIqShiZ+fu1Mrpo1zLMsHaUyLXIS6ppby3SvVJVp8S/n3EWnuIsiYESbx8PD20REombN3oP87B/beWNHOd+4ZGLUi3SkqUyLnIS6pgAAvbrA3C2RU7AKGG9mY2gt0dcBN3gbSUS6s9LqRj7xwLv0TE7kyxeO5wu547yO1GFazUPkJNQ3BTCDnskamRbvmNljwFvARDMrNLMTLkvXkf045wLAbcCLwBbgCefcpsikFxH5d0+sLqC+OciTnz+Tr188AbOud22ShtlETkJtU5C05EQSErreX3LpPpxz10d7P8655cDySBxHRKQ9zYEQS9fv55f/3MHcMf0Y4+N1pE9EZVrkJNQ3B+iVqr8uIiIip2rdvkPc/rcN5JfUMCSzB1+9cLzXkU6J2oHISahtUpkWERE5VU+vK+I//7qekHP8YNEUPjF/VJec2tGW2oHISahvDmolDxERkU5qCgR5s6iFh19+n9kj+7Lkk3Pok+bvOxueLJVpkZNQ2xToEndhEhER8ZP65gBv7qjg96/t4t09zYwf1Jv/vWZGtynSoDItclLqmwMMSu/hdQwREZEuY92+Q3znqY1sOVBNgsG1E1P475vOJbGbXcyvMi1yEuqagqT11zQPERGR49lbUcdfVxfy4qZitpfWkp6axJ1XTGbRzKFsWP1WtyvSoDItclLqmgL01gWIIiIi7dpYVMVHfruSQDDE6aP78YNFU/jI7OHd/udn9/6/E4mQOs2ZFhEROaaqhhZ++NxmnlpXRGKC8cp/5DK6C68b3VFqByInEAo56pqD9NZqHiIiIke8V1DJvSt28Nq2MpoCIS6fPoQvXZAdV0UaVKZFTmjNvkMADOnT0+MkIiIi3nHOsXJnBb9/fRf5xTUUVzfSNy2FRTOHcsX0oZw7YaDXET2hMi1yAvnFNQCcP3GQx0lERERiq6K2iZe3lPDK1lLW7D1EeW0zKUkJXDp1MOMH9eaTZ44mo0ey1zE9pTItcgL1zQEA0nvor4tIZ5jZQmBhdna211FE5CStL6hkRX4pv39tF3XNQYZm9uDcCQOZP7Y/l0weTGZafBfotnzTDsxsAfALIBG43zn3I48jiQBQ2xQEoGey5kyLdIZzbhmwLCcn51avs4jI8TW2BHl45R7ueX4rALNH9uGOyycze2SfLn/b72jxRZk2s0TgXuBioBBYZWZLnXObvU0mAvVNAXqlJJLQDdfGFBERcc6xrqCSVbsP8uSaQraX1jJvTD/uvXE2A3qneh3P93xRpoG5wA7n3C4AM3scWAT8W5k2s8XAYoCsrCzy8vI6fLDa2tpOvS8a/JLFLznAf1l27GkiyUKeZvLb10RZ/JlDRKSjXtlawv97ehNFlQ0ADOidwq9vmMVlU4doEOkk+aVMDwMK2jwuBOYd64XOuSXAEoCcnByXm5vb4YPl5eXRmfdFg1+y+CUH+C9L5oBM+jZUeprJb18TZfFnDhGRk7Uiv5T7X9/FmzsqGN63J//7sRlcMGkQfXuleB2ty/FLmRbxrbqmoG7YIiIiXV4gGOL5jcU89u4+Vu5sLdFfyB3HTWeOJiujh9fxuiy/NIQiYESbx8PD20Q8V9vU0u1vhSoiIt2Tc45Xtpbw8pZSXt5cQmlNEwPTU/nu5adx47xR9EzRxfWnyi8NYRUw3szG0FqirwNu8DaSSKvK+hZG9kvzOoaIiMhxNTQHKatpoqy2idLqRraX1vLS2iY2Vqymd2oS88b042M5I7jotEEkJSZ4Hbfb8EWZds4FzOw24EVal8Z70Dm3yeNYIkBrmZ4+XOtpioiI/zQFgvzxrb28sLGYdQWVBEPuA88P7Gl845KJ3HrOWFKSVKCjwRdlGsA5txxY7nUOkaNVNjTTJ00XZIiIiD8EQ44NRVXc//ou/rG5hKZAiMlDMvjsuWMZM6AXA9JTGdg7lbEDe/HuyjfIzdUNk6LJN2VaxI+ag47GlhB9dKcnERHxUENzkOc3HmDVnoPk5ZdxoKqRtJREFs0cyoKpg7lgUpbXEeOWyrTIcdQ0t/66rJ9GpkU6TbcTF+mcvRV1vLatjNe3l/PWzgpqmgJk9Ehi7pj+fP3iCVwwaRD9dVMVz6lMixxHZVNrmR6UoZOVSGfpduIiJ6euKcDqvYf455YSNhRVsW5fJQDD+vTk8ulD+PCsYcwd00+39fYZlWmR46gKl+mBvbX+poiIREdefilPrinkuQ0HcA56pyYxeUgGX74gmw/PHs7o/mkq0D6mMi1yHGtLgwBkZWpkWkREImfN3kPc9+pO3theTkNLkMyeydw4byRnjhvAhacNIjVJ6z93FSrTIsdRUNN6hfSgdI1Mi4hI5zW2BFmxtZS9B+t5a2cFr24rIz01iYUzhjBjRB8+NmeElq7rolSmRY6jMeCYmdXb6xgiItKFvbmjnO88tYG9FfUAjOqfxq3njOErF03QHXa7Af0JihxHQ8DpRCciIh0SDDnWlAR49JHVbNpfTVFlA6P7p/GHT53OrJF9dO+CbkYtQeQ4GgLQu4f+moiIyPG1BEO8tq2Ml7eU8Nq2cooqm0jvUcH5Ewdxy9ljuGHeSHokax50d6SWINKO5kCIlhCka2RaRESOoSUY4t3dB/nT23v5x+YSAiFHz+RETh/Tj6tGh/jy1efrQsI4oJYg0o7apgCApnmInCLdtEW6k5ZgiG0lNTyyci+vbiujuLoRgA9NzuKqWcO4YNIgeiQnkpeXpyIdJ9QSRNpR2xgu0z10K3GRU6GbtkhXVlHbxNbiGt7ZVcE7uw+yaX81tU0BEgzOmzCQ7y+awqwRfRiUoVWf4pXKtEg7appaAI1Mi4jEi5ZgiHd2HWTdvkPsKq/j3d0HKapsACDBYOqwTD48axgzRvRh3ph+jOiX5nFi8QO1BJF2HB6ZztAFiCIi3VJlfTN5+WW8saOcXWW1bC+ppSY8xW9Qeio5o/vy6bNGMz4rnVkj+5Ch31TKMagliLTjyJxplWmRYzKzscAdQKZz7mqv84icSH1zgLz8MtbuPcTKnRVsPlANtA6aTBmayaJZQzl3/EDOHj+AtBSd++Xk6DtFpB26AFHk+Jxzu4BbzOxJr7OIHEtTIMjBumaWbyjmhY0HWLuvkmDIkZRg5Izuy39+aAKTh2Zw7viBJCXq7oPSOWoJIu2obtTItIhIV3OgqoH1BVW8sPEAz6zfj3Ot2ycPyWDxuWOZO6Yf52QPUHmWiFFLEGlHdUPrBYjpqZojJyLiR/XNAZ55bz9vbC9nd3kdhRX1VL/wCgCpSQl8Yv4oJg5OZ+rQTGaM6ONtWOm2VKZF2lFW00TPJOiZonVCRY7FzPoDPwRmmdm3nXP3HOM1i4HFAFlZWeTl5XX4OLW1tZ16XzT4JYtfckBss9S3OPZUh9hcEaSoNsT2Q0FqW6BfD2N47wSm9A0xtl8qYzMTGN47gdSkcmgo59BOyNsZk4hH+OXPyC85oPtmUZkWaUdpTSOZqeZ1DBHfcs5VAJ87wWuWAEsAcnJyXG5uboePk5eXR2feFw1+yeKXHBD9LCt3lvPkmkJe21ZOeW0TAEkJxpgBvThrQi9umDeKc8cPwMzi6uvS1XJA982iMi3SjgNVjfRVmRYRiYn65gD5xTWs2XuIwkMNFBys572CSirqmumRnMBlU4cwPiudiYN7M29Mf3rp4nDxCX0nihzDivxS1u2r5Iqxmi8t0h4zc8fa7pzTv0KlXc45Sqqb2F/VwOb91WworOLt3RXsrag/8pr0Hkn065XCeRMHMnlIBh/LGUFmT52PxZ9UpkWO4cWNxQAq0yLHodIsJ8M5x/bSWlZsLWXzgWrW7jtEwcGGI89n9kxm+vBMrskZwbiBvZg1si9ZujW3dCEq0yLHsLOslrmj+9EjqcnrKCK+ZWZXAZcDGcADzrmXvE0kXnPOUXiogfcLq9hVVsu20lrW7WudtgEwrE9PThuSzi1njWFY3zQmDU5neN+emOnfZdJ1qUyLHMOBqkZOH90PUJkWaY9z7mngaTPrC/wUUJmOQyHneHNHOY+vKuDFjcU0B0NHnhvWpyeTh2bwxfOzOWvcAEb2T/MwqUh0qEyLHENtU4B03axF5GR9F7jX6xASW6v2HOSRt/byZn4DBxvfITUpgYsmD2Lu6H7MGNGH04Zk0CNZS4tK96e2IHIU5xy1jQHdRlzkBKz1d/M/Ap53zq31Oo9EV0VtEyt3VrByZzm7yupYtecgmT2TGdE7ge9dNY0PTR6sdfklLqktiBylKRAiEHK6jbjIiX0JuAjINLNs59x9x3qRmS0EFmZnZ8c0nJyaspom3i+s5KVNJby75yC7y+sAyOiRxISsdK7JGcE3F0zi/VUryZ05zOO0It5RWxA5SnVj+DbiPZKh0eMwIj7mnPsl8MuTeN0yYFlOTs6t0U8lp6KkupFH3trDX1cXUlrTes1I79QkzhzXn4/OHsaZ2QOYPiyTpMQEj5OK+IfKtMhRahsDAKSnJqlMi0i3t6e8jpe3lPDK1lLe3X2QQMgxd0w/PnveOE4bks6cUX1JTdL0DZH2qEyLHKWq4fDIdBJUeRxGRCSCnHPsrahne2ktO8tqeXNHOa9vLwdgYlY6t547lo/OHkb2oHSPk4p0HSrTIkcpr20GYGB6KgdLPA4jIhIBJdWN/DZvJ+/sPsiWA9VHtg9MT+Vz543jxnkjGdFPy9aJdIbKtMhRysLzBAemp3LQ4ywiIp3lnGNHaS2Pryrgj2/vpTkQ4oyx/bn90knMH9ufsQN7kdFDd3kVOVUq0yJHKaqsB6B/r1SPk4iIdMzhW3f//rVdvLylhEP1rdPWLps2mFvPGcuskX09TijS/ahMixzl+Y3FTB2WQUqSrlYXEf9zzrF8QzGr9hxk2fr9VNQ10yM5gQVTBjNnVF8+NGUwWRk9vI4p0m2pTIscpaq+hTPH9fc6hojIMTW2BNlTFeQfm0tYvecgf1tbRHltEwkGZ4zrzyVTBnP5tCH0763fronEgsq0yFGaAyFSErUMlEik6KYtneecY3d5HRuKqnhzRzlv7qigqLKh9cm3VmMG500YyOXThnDVrGEka/1nkZhTmRY5SlMwpCkeIhGkm7Z03Mod5by8pZQXNh5gf1XrgvcZPZI4bUgG1+SMoKlsL5ecncOo/mn0SUvxOK1IfFOZFmnDOdc6Mq0yLSIxVlXfQt62Uh54YzfvF7Yucj9tWCa3nDOW+WP7MSEr/cjIc15eETNG9PEwrYgcpjIt0kZzMARAqsq0iERZKOQoPNTAP7eWsGl/Ncs3HKC+OUhKUgLfuGQiN8wdSd9eGnUW8TuVaZE2mgOtZTpF8w5FJMLW7D3Ek2sKKK5qpOBQAwUH62kKn3MG9E5h7ph+3HrOWKYPzyRd6z+LdBkq0yJtHCnTGpkWkQhoCYZYubOCZ9fv55n39uNwTMhKJ3tgby6YNIiR/dI4Z/wARvXv5XVUEekklWmRNg5P81CZFpFT0RwI8etXtvO3tUUUVTaQnGhcOWMYt186iYHpWrJOpDvxVZk2s6uAy4EM4AHn3EveJpJ409SiaR4i0nl1TQFW7TnIj57fytbiGqYOy+DOhZM5K3sAvVN99SNXRCIkIn+zzexB4Aqg1Dk3tc32BcAvgETgfufcj463H+fc08DTZtYX+CmgMi0xdeQCxGSVaRE5eVuLq/nNip28sKmY5kCItJRE7r5qKh+fP8rraCISZZH6Z/JDwK+BRw5vMLNE4F7gYqAQWGVmS51zm81sGnDPUfu42TlXGv78u+H3isSULkAUkY7YU17H8xuL+c2KHZjBdaeP4JzxAzl9dF+t/ywSJyJSpp1zr5nZ6KM2zwV2OOd2AZjZ48AiYLNzbgOtI9kfYGYG/Ah43jm3NhLZRDqiSRcgishJKK5q5P/+kc+TawoJOZg0OJ0HPnU6w/r09DqaiMRYNCdwDQMK2jwuBOad4D1fAi4CMs0s2zl339EvMLPFwGKArKws8vLyOhystra2U++LBr9k8UsO8DbLe6UBAHZs2QAHEn3zdfFLDlAWP+fwq+52O/FgyPH9ZZt4fmMxl04dzJ0LJzM4owet40EiEm9Oqkyb2cvA4GM8dYdz7plIhXHO/RL45QleswRYApCTk+Nyc3M7fJy8vDw6875o8EsWv+QAb7MUv7sP1m5gwXlnMLxvmm++Ln7JAcri5xx+1Z1uJ/5eaYA7frKCosoGrp87gns+Mt3rSCLisZMq0865izqx7yJgRJvHw8PbRHyrtKYJQEtXicgHbDlQzS//uZ3nNzYxrE9PfnvjbD405VhjTCISb6I5zWMVMN7MxtBaoq8Dboji8URO2YGqBvr1SiE1KdHrKCLisYraJl7ZWsqr28p4bsMBnIPpAxJ54ivn0SNZ5wgRaRWppfEeA3KBAWZWCHzPOfeAmd0GvEjr0ngPOuc2ReJ4ItGysaiaSYPTvY4hIh7bXV7Hh3/zJpX1LQzoncIn54/i87nZbF33toq0iHxApFbzuL6d7cuB5ZE4hkgs7Cmv46NzhnsdQ0Q8tLeijmt/9xbBkOPpL57FjOGZRy4u3OpxNhHxH92OSSQsEAxR0xSgT1qy11FExAOBYIjnNhzgpy/lU98c5P+umcHMEX28jiUiPqcyLRJW3di6LF5mT5VpkXhT1xTglodX8faug4wd0It7b5zNeRMGeh1LRLoAlWmRsOqGFkBlWiTevLOrgu8t3cTW4hq+etF4vnzBeBIStGa0iJwclWmRsCqVaZG4UlXfws9e3sZfVhXQr1cKP/nodK45fcSJ3ygi0obKtEjY5gPVAPTrleJxEhGJhZ+9vI1H3trDBZOyuOcj07S+vIh0isq0CLC9pIbvLd3EzBF9mDG8j9dxRCTKXt5cwsNv7eGaOSP48dW6i6GIdJ7KtAjw9HtFNAdC/PRj0zVXUqQbawoEufvZLfx1TQFTh2Zy15VTvI4kIl1cgtcBRLzmnOMfm0vIGdWX7EG6YYtId3b/67v549t7mTWiL/fflEPPFN2ARUROjcq0xL2Xt5SyraSWC04b5HUUkS7FzMaa2QNm9qTXWU5GVX0L//NiPpOHZPDnz8wjK6OH15FEpBtQmZa49/r2MpITjc+cPdbrKCIxY2YPmlmpmW08avsCM8s3sx1mdvvx9uGc2+WcuyW6SSMjEAxx9X0rAfjaxRM0nUtEIkZzpiXuvbv7IHPH9CMlSf+2lLjyEPBr4JHDG8wsEbgXuBgoBFaZ2VIgEbjnqPff7JwrjU3UU9MSDPGpP7zL9tJa7r5qKhfpt1AiEkEq0xLXVuSXsrW4hi9fkO11FJGYcs69Zmajj9o8F9jhnNsFYGaPA4ucc/cAV3TmOGa2GFgMkJWVRV5eXof3UVtb26n3AQRDjj9vbebNfQE+nJ3M8MbdvPrq7k7t61SzRJJfcoCytMcvWfySA7pvFpVpiWsPvL6bnsmJfOqsMV5HEfGDYUBBm8eFwLz2Xmxm/YEfArPM7Nvh0v0BzrklwBKAnJwcl5ub2+FQeXl5dOZ9AN/++/u8sq+AS6cO5mcfn9OpfUQqSyT5JQcoS3v8ksUvOaD7ZlGZlri1v7KBN3eW86ULxutGLSKd4JyrAD7ndY72LFu/n8feLeDyaUP4xXUzvY4jIt2UJolKXKqsb+bbf98AwEdnD/M4jYhvFAFt76c9PLztlJjZQjNbUlVVdaq7Oml/fmcvX/3Le8wd0497PjqNpET9uBOR6NDZReJOY0uQa373Fit3lvNfi6Yyqn8vryOJ+MUqYLyZjTGzFOA6YOmp7tQ5t8w5tzgzM/OUA56MqoYW/t/TG5kzsi8Pfup0Mnokx+S4IhKfVKYl7qzZe4htJbX89GMz+Pj8UV7HEfGEmT0GvAVMNLNCM7vFORcAbgNeBLYATzjnNkXgWDEdmS6raeL/t3fv4VHVdx7H398EArlACAnEcL8jCIqYgrfaqIBURat1u6L71K5W10vbre22j7b7rL1Z222frtpSra202m6xrbUqFhdvxGtBROUagQABEgi5ACH3SSa//WNOaIyhyjAz5yTzeT3PPDlz5nI+mTn5zjfn/M6ZDgfXnjmGrAEazSgi8aUqI0nnvcp6AM6emOdzEhH/OOcWH2P+CmBFjJe1HFheWFh4Yyyf91jqmkMADMnQsRAiEn/aMi1JJdzhePRvZYzIHsiwQQP8jiMicXC4qQ2AIeka3iEi8admWpLK23sOsbu2icJxQ/2OIpI0Ej3Mo7OZzlYzLSIJoGZaksqu6kYAvrpgis9JRJJHog9A3FUT+TsfmqVhHiISf2qmJWl0dDheK60hNcUYMSTd7zgiEgdt4Q7+8NZeiqYO01k8RCQhdACiJI2bf7eO57Yc4HNnj6O/zjkr0idtKD9MdX0rnykc/eF3FhGJAXUU0ueF2jv47erdPLflALcWTeSuRdP9jiSSVBI5ZnrVe9UAFI7NifuyRERAW6alj1u3+yBfWvYuFYebmTgsk389Zzxm5ncskaSSqFPjPfJGGT9bVcolMwsYPnhgPBclInKUmmnps5pDYf7tt+uoaQhx39WzuOy0EWqkRfqg+pY27n9xO798dRenjBjM3VfM8DuSiCQRNdPSJ9U1t3HNL1dT0xDip4tPZ9FpI/yOJCJx0BwKc/1v1rK27BALpudz39Wnk56W6ncsEUkiaqalz9lf18yl979GbWOIu6+YoUZaxGdmtghYNGnSpJg/970vbGNt2SG+f8VMrpk7JubPLyLyYXQAovQp1fWtXLHkDWobQzxw7WyunTvW70giSS9e55n+7jNb+MUrO7l81gg10iLiGzXT0mes232QTz/wBgfqW/jWoul8cmaB35FEJE72HW5m6eu7WHTaCO65cqbfcUQkiWmYh/R6TaF2nnxnHz94toSMtH4sve5jnH/ycL9jiUgc/by4FID/WDCFjDR9lImIf1SBpFerb2njU0teZ0d1IxOHZfLrz81hTG6G37FEJI6qjrTwu9V7uPTUAsbmZvodR0SSnJpp6bX2HmziG3/ZSFltE0uumc3FM0/Sqe9EAijWByBu3n8EgGvmaJy0iPhPY6alV3qjtIYLf/Iya3Yd5DuXn8IlpxaokRYJqFgegOic497nt9E/1ZicPygG6UREToy2TEuvs2RVKQ8U7yC9fypP3Ho2E4dl+R1JRBJkza6DrC+v42sXTWXYoAF+xxER0ZZp6T1a28P89MXt/GjlVkblpPPUbeeokRZJMqveqyItNYUbzh3vdxQREUBbpqUXCHc4Vmzcz/88v42dNY2cPTGXX362kMwBWn1Fkk1JZT2ThmcxsL++5VBEgkHdiARWqL2DtWUH+elL21m98yDj8zJ55Po5fGLKML+jiYhP9h5sYnrBYL9jiIgcFahm2swmAN8Esp1zV/mdR/x1wyNreXV7DSkGX5k/hVuKJtI/VSOTRHqbWJ7No+pIC0VT9Q+1iARHTDoTM1tqZlVmtqnb/IVmttXMSs3sjg97HufcTufcDbHIJL1Xh3Pc/dctvLq9hk/PHsXqb1zIly6crEZapJeK1dk8GlrbaQyFGT5oYIySiYicuFhtmf4N8DPg0c4ZZpYKLAHmA+XAWjN72jm3xcxmAvd0e47rnXNVMcojvVRbuIMH17fyZuUuLj21gG9ffgpZGhstIkS2SgPkD9ZZPEQkOGLSpTjnXjGzcd1mzwFKnXM7AczsMeByYItzbiNwaSyWLX3H/22q5LvPbKHicJhbiybytYum6tzRInJUVX0rgLZMi0igxHOT30hgb5fr5cDcf/QAM8sF7gZON7M7nXPdt15jZjcBNwHk5+dTXFx83MEaGhqielw8BCWL3znqQ46vFDeRl278y2THnIGVvPxypW95Ovn9ugQtByhLkHP0dUebaW2ZFpEA+UjNtJm9AJzUw03fdM49Faswzrla4OYPuc9DwEMAhYWFrqio6LiXU1xcTDSPi4egZPErR1V9C0tfK+P3a3bT1gGP3vRxKkrWBeI1Ab0/PVGW4Obo644O89CWaREJkI/UTDvn5kXx3BXA6C7XR3nzRAi1d/DkOxV8a/lmmtvCnDMxj0tPLWBy/iAqSvxOJyJB9ELJAcYMzWBwuo6jEJHgiGdFWgtMNrPxRJroq4Fr4rg86QWq6lu494XtrNxUSW1jiFmjh/Dty07htNFD/I4mIgG3tbKei2cW6FgKEQmUmDTTZrYMKALyzKwcuMs597CZfQFYCaQCS51zm2OxPOldOjoca8sO8uymSn7/5h46OhzzpuWzeO4YPj4pj5QUfTCK9GWxOM90cyjMoaY2RgxJj10wEZEYiNXZPBYfY/4KYEUsliG906HGEF9Y9javl9aSlprCvOnD+eqCqUwcluV3NBFJEOfccmB5YWHhjdE+x766ZgAKsjVeWkSCRQPPJC5a2sKs3FzJ9/5aQnV9K7cUTeS28yfpnNEiEpVd1Y0AjM3N9DmJiMj7qbORmGppC/PSe1V8Z/kWKo+0UJA9kMdvPovCcUP9jiYivdiO6gYAJmmvlogEjJppiYmDjSG27DvC91eUsGX/EfKy0vj5tbO54OThDOyf6nc8EenlqupbyUhLJTujv99RRETeR820RMU5x86aRp54u5w/r6ug0jv/a1pqCvdcOZOrzhhF/9QUn1OKSF/RFGonU8PERCSAVJnkuDW0tnPnExtZvn4fAB+fnMf1545jekE2M0YOZkhGms8JRaSvaWwN65gLEQkkVSb5yGoaWvnrhv08ULyDyiMtXHH6SL66YAqjcjL8jiYifVxjazsZaRoyJiLBo2Za/qGODsdL71Vx/0vb2VBeB8C0gsH86J9O5dxJefryBBFJiMZQO5lp+sgSkeBRZZIPaG0P8+zGSl4vrWHFxv00hsKMyknn6wuncvbEPGbp2wpFJMGaQmGGZmoImYgEj5ppoaG1nd1Hwry8rZqXSg7w1Pp9HG5qIzXFWDjjJBZMz+eTMwpI66cDCkXEHw2t7YzWkDIRCSA100mmtT1Myf56NlbU8c7uQ7yyvYaahtbIjW+8Sf9U4xNThnPl7JHMm5avBlpEAqGxtZ3MARozLSLBo2Y6CVQdaeGJdyr4245a1uyqpaWtA4C8rAHMHDmYuRNyqd+/i6IzZzMuN5Nhgwb4nFhEegMz+xRwCTAYeNg591y8lnWkuZ3sdJ1jWkSCR810H+Sc48CRVp7ZsI/VO2tZtbWacIcjJ6M/C085iXnT85kxIpuxuRlHDyAsLt7Lx/QthSJJw8yWApcCVc65GV3mLwTuA1KBXznnfnCs53DOPQk8aWY5wI+BuDTT7R2O5rYwgweqmRaR4FEz3YvtqW1i8746DjaFqK5v5cCRVnbXNvLu3sM0hcIAjBySzvxp+dw+fwpTTxrkc2IRCZDfAD8DHu2cYWapwBJgPlAOrDWzp4k01vd0e/z1zrkqb/o/vcfFRVN75OdgbZkWkQBSM93LbK2sp3hrFRvK63i+5ACh9o6jt+VlpTFiSDqfKRzN+LxMThs9RGfeEJEeOedeMbNx3WbPAUqdczsBzOwx4HLn3D1EtmK/j0V2bf0AeNY593ZPyzGzm4CbAPLz8ykuLj7urDV1jYBRUVZKcajsuB8fSw0NDVH9Dn01ByjLsQQlS1ByQN/NomY64NrDHew91Mxja/fwp7fKOdgYAiKN8xWzRvLPc0YzIjud3Kw0fX23iJyokcDeLtfLgbn/4P5fBOYB2WY2yTn3YPc7OOceAh4CKCwsdEVFRccd6sVHnwdCnH3GqRRNHX7cj4+l4uJiovkd+moOUJZjCUqWoOSAvptFzXTAOOeoONzM4+vKeXV7DZv31R09YLBwbA63z5/CRdPzycsaQEqKvjBFRPzjnLsfuP/D7mdmi4BFkyZNimo5Ow53kJaawrmT8qJ6vIhIPKmZDojVO2v549q9PL/lAPWtkQGCZ4zNYfGcMZx80iBmj8lhcr7GPItIXFUAo7tcH+XNOyHOueXA8sLCwhujeXxdawfTRgymn/a+iUgAqZn2SVu4g00Vdfxpa4gfrn+Vkv1HALh81gjmjs+lcFwOU9Q8i0hirQUmm9l4Ik301cA1/kaCulbHtHydslNEgknNdIKUH2pi2Zt72FHVSFltIzuqG2gLOwz42LhB3Hb+RK4/Zzy5WfrAEJH4M7NlQBGQZ2blwF3OuYfN7AvASiJn8FjqnNscg2VFPcyjLdxBTbOjIHvgicYQEYkLNdNx0tIW5rXtNbyz9xAbyut4dXsNqSnG+LxMRuekUzR1OJOGZ5FSvY0rF57ld1wRSTLOucXHmL8CWBHjZUU9zGNDeR0tYThrQm4sI4mIxIya6Rjp6HAUb6vixZIqNlXUUbK/nlC4g9QUY2xuBjd/YiLXzBnDmNyM9z2uuLjUp8QiIolxIlumO89gNCon40PuKSLiDzXTJ6C+pY0n3q7guS2VbD/QQFV9K5lpqUw5aRDXnT2W2WNyOP/k4Qzsn+p3VBER35zIlummUOSA7IwBqqMiEkxqpj8i5xzV9a28tTsybOONHTWU7D9CW9gxZmgGZ07IZd70fBZMz1fzLCISI53f5pqRproqIsGkZvoj2FRRx42PvsX+uhYA+qUYs0YP4YZzJ3DWxFzOm5xH5IvAREQklhq9U4VmpOnjSkSCSdXJ45zjYGOIstomKutaqG1spbYhxL7DzTy1fh/p/VO5a9F0phUM5oyxOfq2QRGRj+hExkw3a8u0iARcUjfTVfUtvLClihdLDvBm2UHqW9rfd7sZ5GYOYP60fG4pmsiMkdk+JRUR6b1OZMx0YyhMP0MbMEQksJKumX7q3QpWbg3xi22rWb2rFudg9NB05k/P55QR2YzLzWBkTjq5mQPIyeivb9wSEfFRc6idAUn3SSUivUnSlaglq0rZWdXGpPwQX7xgMpfMLGBKfpbGPIuIBFBjKMyAVNVnEQmupGumf/f5uWxc+zcuvOA8v6OIiCSFExkz/b1PzeCF7IOxDyUiEiNJN4Zh+KCBpKZoK4eISKI455Y7527Kzj7+404G9k8lK001W0SCK+maaRERERGRWFEzLSIiIiISJTXTIiISV2a2yMweqqur8zuKiEjMqZkWEZG4OpEx0yIiQadmWkREREQkSmqmRURERESipGZaRERERCRKaqZFRERERKKkZlpEROJKZ/MQkb5MzbSIiMSVzuYhIn2ZmmkRERERkSiZc87vDFEzs2pgdxQPzQNqYhwnWkHJEpQcoCw9CUoOUJaeRJNjrHNuWDzCBJVqdkwFJQcoy7EEJUtQckDvz9Jj3e7VzXS0zOwt51yh3zkgOFmCkgOUJcg5QFmCnKOvCtLrG5QsQckBynIsQckSlBzQd7NomIeIiIiISJTUTIuIiIiIRClZm+mH/A7QRVCyBCUHKEtPgpIDlKUnQcnRVwXp9Q1KlqDkAGU5lqBkCUoO6KNZknLMtIiIiIhILCTrlmkRERERkROmZlpEREREJEpJ1Uyb2UIz22pmpWZ2RwKWt9TMqsxsU5d5Q83seTPb7v3M8eabmd3vZdtgZrNjnGW0ma0ysy1mttnM/t2PPGY20MzeNLP1Xo5ve/PHm9kab3l/MLM0b/4A73qpd/u4WOTolinVzN4xs2f8zGJmZWa20czeNbO3vHkJX1/MbIiZPW5m75lZiZmd5VOOqd5r0Xk5YmZf9vFv6HZvnd1kZsu8ddm39TZZWJLWbQtIzfaeO1B121Szu+dQze45z+2WqJrtnEuKC5AK7AAmAGnAemB6nJd5HjAb2NRl3n8Dd3jTdwA/9KYvBp4FDDgTWBPjLAXAbG96ELANmJ7oPN7zZXnT/YE13vP/Ebjam/8gcIs3fSvwoDd9NfCHOLxPXwF+DzzjXfclC1AG5HWbl/D1BXgE+Lw3nQYM8Wu97ZIpFagExvr0mowEdgHpXdaRz/m53ibDhSSu2wSkZnvPHai6jWp29xyq2R9cfkJrdsxfwKBegLOAlV2u3wncmYDljuP9RXkrUOBNFwBbvelfAIt7ul+ccj0FzPczD5ABvA3MJfItRP26v1fASuAsb7qfdz+LYYZRwIvABcAz3h+1X1nK+GBhTuj7A2R7Bcj8zNFDrgXA635lIVKY9wJDvff+GeAiv9aVZLmgut01k+8123teX+s2qtndM6hm97z8hNbsZBrm0fnCdir35iVavnNuvzddCeR70wnL5+2+OJ3I1oWE5/F20b0LVAHPE9nydNg5197Dso7m8G6vA3JjkcNzL/B1oMO7nutjFgc8Z2brzOwmb16i35/xQDXwa2836q/MLNOHHN1dDSzzphOexTlXAfwY2APsJ/Ler8O/dSVZqG7jf832MgSlbt+LanZXqtk9SHTNTqZmOnBc5F8gl8hlmlkW8Gfgy865I37kcc6FnXOziGxhmAOcHO9l9sTMLgWqnHPr/Fh+D851zs0GPgncZmbndb0xQe9PPyK7uB9wzp0ONBLZLZfoHEd5Y9ouA/7U/bZEZfHG+F1O5INrBJAJLIz3ciV4fFj/fa/Z3rJ8r9uq2T1Sze45Q0JrdjI10xXA6C7XR3nzEu2AmRUAeD+rvPlxz2dm/YkU5f91zj3hdx7n3GFgFZFdLUPMrF8Pyzqaw7s9G6iNUYRzgMvMrAx4jMhuw/t8ytL5nzTOuSrgL0Q+sBL9/pQD5c65Nd71x4kUat/WEyIfVG875w541/3IMg/Y5Zyrds61AU8QWX98WVeSSFLX7aDVbPC9bqtmf5Bqds8SWrOTqZleC0z2juRMI7IL4mkfcjwNXOdNX0dkHFzn/M96R7eeCdR12S1ywszMgIeBEufcT/zKY2bDzGyIN51OZAxgCZHifNUxcnTmuwp4yfvP9oQ55+50zo1yzo0jsj685Jy71o8sZpZpZoM6p4mMN9tEgt8f51wlsNfMpnqzLgS2JDpHN4v5++7CzmUmOsse4Ewzy/D+ljpfl4SvK0kmaet2UGq2lyUQdVs1+4NUs48psTX7ow6u7gsXIkeObiMy1uubCVjeMiJjddqI/Pd4A5ExOC8C24EXgKHefQ1Y4mXbCBTGOMu5RHatbADe9S4XJzoPcCrwjpdjE/Bf3vwJwJtAKZFdQwO8+QO966Xe7RPi9F4V8fcjwxOexVvmeu+yuXP99GN9AWYBb3nv0ZNAjo/rbSaRrQPZXeb5leXbwHveevtbYIDf620yXEjSuk1Aarb33IGr26hmd80yC9XsnrIkrGbr68RFRERERKKUTMM8RERERERiSs20iIiIiEiU1EyLiIiIiERJzbSIiIiISJTUTIuIiIiIREnNtIiIiIhIlNRMi4iIiIhE6f8BVUPbmaCFutwAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# logarithmic and other nonlinear axes\n",
"\n",
"# fixing random state for reproducibility\n",
"np.random.seed(19680801)\n",
"\n",
"# make up some datain the open interval (0, 1)\n",
"y = np.random.normal(loc=0.5, scale=0.4, size=1000)\n",
"plt.figure(figsize=(12, 4))\n",
"plt.plot(y)\n",
"plt.title('guassian distribution, loc=0.5, scale=0.4, size=1000')\n",
"y = y[(y > 0) & (y < 1)]\n",
"plt.figure(figsize=(12, 4))\n",
"plt.plot(y)\n",
"plt.title(f'between 0 and 1 (open internval), total: {len(y)}')\n",
"y.sort()\n",
"x = np.arange(len(y))\n",
"\n",
"plt.figure(figsize=(12, 12))\n",
"\n",
"# linear\n",
"plt.subplot(221)\n",
"plt.plot(x, y)\n",
"plt.yscale('linear')\n",
"plt.title('linear')\n",
"plt.grid(True)\n",
"\n",
"# log\n",
"plt.subplot(222)\n",
"plt.plot(x, y)\n",
"plt.yscale('log')\n",
"plt.title('log')\n",
"plt.grid(True)\n",
"\n",
"# symmetric log\n",
"plt.subplot(223)\n",
"plt.plot(x, y - y.mean())\n",
"plt.yscale('symlog', linthresh=0.01)\n",
"plt.title('symlog')\n",
"plt.grid(True)\n",
"\n",
"# logit\n",
"plt.subplot(224)\n",
"plt.plot(x, y)\n",
"plt.yscale('logit')\n",
"plt.title('logit')\n",
"plt.grid(True)\n",
"\n",
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}