{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Grafy v Pythonu - matplotlib a spol." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pokud chceme v Pythonu vizualizovat data či vytvářet grafy vhodné do publikací, knihovna matplotlib představuje referenční standard. Ještě si ukážeme `plotly`, na konci dokumentu najdete odkazy na několik dalších knihoven.\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tento notebook byl z části převzat, přeložen (a následně překopán ;-)) z [J.R. Johansson: Lectures on scientific computing with Python](https://github.com/jrjohansson/scientific-python-lectures) - díky." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Tato řádka způsobí, že se grafy zobrazí přímo v notebooku,\n", "# místo aby se pouštěly v novém okně.\n", "%matplotlib inline\n", "\n", "# Můžete vyzkoušet i interaktivní mód notebook\n", "# %matplotlib notebook\n", "\n", "import IPython" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Poznámka:** Matplotlib nabízí 2 sady API: Jedno nabízí rozhraní s mnoha funkcemi a globálními proměnnými (modelované podle MATLABu), druhé je objektové a z hlediska dobrých programovacích návyků čistější. Budeme se tedy věnovat jen tomu druhému. Na internetu ovšem najdete příklady obojího." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Co matplotlib umí?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Vytvářet 2D a 3D grafy.\n", "* Umožňuje vytvářet popisky v $\\LaTeX$ \n", "* Kontrolovat nastavení všech grafických prvků v grafu. \n", "* Kvalitní grafický výstup, včetně formátů PNG, PDF, SVG, EPS.\n", "* GUI pro interaktivní práci s grafy (zoomování, posouvání, ...).\n", "\n", "Jedna z vlastností matplotlibu, která si zaslouží zdůraznění a která velice zjednodušuje vytváření vědeckých publikací, je možnost ovládat všechny aspekty a detaily grafu z kódu. Díky tomu můžete ihned zopakovat celý proces vytváření grafu s pozměněnými daty bez nutnosti jít znovu krok po kroku.\n", "\n", "Více informací na stránkách projektu: https://matplotlib.org/" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Importujeme základní vykreslovací modul\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "\n", "# A samozřejmě numpy\n", "import numpy as np\n", "\n", "# Občas se hodí i matematika\n", "import math" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Jednoduché grafy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Objekty a třídy v matplolib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Každému prvku grafu připadá v objektovém rozhraní matplotlibu nějaký objekt:\n", "\n", "**Figure** - objekt reprezentující celý obrázek (může obsahovat více různých grafů). Standardně se vytváří voláním `plt.figure()`, což není konstruktor v pravém slova smyslu (funkce vrací nový objekt, ale dělá toho ještě mnohem více).\n", "\n", "**Axes** - objekt reprezentující nějakou soustavu souřadnic (jeden obdélník), do níž lze vykreslovat data. Obvykle se vytváří voláním metody `add_axes` na existujícím objektu `Figure`. Jiné způsoby si popíšeme dále.\n", "\n", "**Line2D, ...** - každý typ grafu má vlastní třídu. \n", "\n", "**Text** - objekt reprezentující popisky všeho druhu." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Nejjednodušší graf" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vytvoříme jednoduchá data\n", "# (50 bodů rovnoměrně rozmístěných na úseku -1,5)\n", "x = np.linspace(-1, 5, 8)\n", "y = x ** 2\n", "\n", "fig = plt.figure()\n", "\n", "# U add_axes musíme zadat, jakou část obrázku zabere čtverec se souřadnicemi\n", "# zleva, odspodu, šířka, výška (v relativních hodnotách 0 až 1)\n", "axes = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n", "\n", "# Nyní vykreslíme data\n", "# Středník na konci zajistí, že notebook ukazuje z návratové hodnoty jen grafický výstup\n", "axes.plot(x, y);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Další datovou sadu do jednoho grafu přidáme opětovným zavoláním metody `plot` pro stejný objekt `Axes`:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Kratší získání Figure a Axes\n", "# (pomocí rozdělení obrázku na 1x1 podgraf :-))\n", "fig, axes = plt.subplots()\n", "\n", "# Jen voláme vícekrát plot\n", "axes.plot(x, y - 5)\n", "axes.plot(x, x - y, color='red'); # druhá datová řada, jiná barva (r = červená)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podobně můžeme vložit několik dvojic datových sad za sebou:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots()\n", "\n", "# Dvě datové řady najednou\n", "axes.plot(x, y + 5, x, y * 2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Popisky os (základ)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pro přidání popisků os a nastavování dalších parametrů voláme metody objektu `Axes` (obvykle začínají na `set_`)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Druha mocnina')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots()\n", "\n", "axes.plot(x, x ** 2, color='red', linewidth=2) # Zopakujeme kreslení čárového grafu (+ přidáme styl)\n", "axes.set_xlabel('x') # Nastavení popisku osy x\n", "axes.set_ylabel('y') # Nastavení popisku osy y\n", "axes.set_title('Druha mocnina') # Nastavení popisku celého grafu (soustavy souřadnic) ;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Všechny popisky jsou typu **Text** a dá se s nimi pomocí metod tohoto objektu všemožně manipulovat." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ukládání do souboru" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "K tomuto účelu slouží metoda **savefig**:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Základní uložení (typ souboru podle jména)\n", "fig.savefig(\"filename.png\")\n", "\n", "# Parametry\n", "fig.savefig(\"filename.png\", dpi=200)\n", "\n", "# Vektorová grafika\n", "fig.savefig(\"filename.svg\")\n", "fig.savefig(\"filename.pdf\")\n", "\n", "# Další možnosti pro PDF výstup (\"profi\")\n", "# fig.savefig(\"filename.pdf\", bbox_inches='tight') -- Bez bílých okrajů\n", "# matplotlib.rcParams['text.usetex'] = True -- a další možnosti (TeX použitý pro písmo)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib nabízí výstup do mnoha formátů včetně PNG, JPEG, EPS, SVG, PDF. Do vědeckých publikací se nejvíce hodí PDF (zkompilujte dokumenty $\\LaTeX$u pomocí příkazu `pdflatex`, který umožňuje PDF přímo vkládat `includegraphics`). " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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r1y8rr7xyU0daIpUeQf64T33qU7WvPzqsoT7XXXddzjnnnLz88stL9PXnzp2b9957r97DNZbW+uuvX/Ex2YUt/LU22mijxb7nwusr3RH33HPP1b7edtttlyRmtt1229oC8Nlnn11k9uSTT9a+/vSnP73I4+WfVGP/9W6Or/vhhx/mnHPOyVVXXZWpU6cu0ddf0nUAQMulAAQAmt3ChcXiyr2G7jgr2sKPLtdn4UJt7ty5FdeUSqUcfvjhGTt27FJnmD59eqMVgEvy/Sz8uPPSrq/0/f/3v/+tfb3WWmst9v2Scgn8kY+XUwvvIbnOOuss0fstqcb6691cX/edd97JgAEDlvqOvsXdlQsAtHz2AAQAmtUHH3yQSZMm1X682mqrNbh+cY+IFumjR3E/qZ/+9KeLlH977bVXrr/++vztb3/LO++8k9mzZ6dUKtX+WrgoW7BgQaNkSJb++2mM7/+j/f+S1DlIpD4Lr/t4ObXwxws/Wt4YGuuvd3N93SFDhtSWf507d85RRx2VX/3qV3nllVdqHwH+6Gfs9ddfr/28xvwZAwCahzsAAYBm9cwzz2T+/Pm1H2+99dbNlqW5io6FT8v90Y9+lJNPPrnB9dV0R1a3bt1q7wD94IMPluhzFl63wgorLDJb+OOFy8W2bvLkybUnMbdv3z73339/tt9++3rXV9PPGADgDkAAoJl9dHBBkrRr126J94FbEgs/FrnwAQf1aaw925bGxIkT88orryQp75c3fPjwBte///77S3RScmux8CPd//rXv5boc954443a1x8/DbpXr161rxe+i62t++Mf/5hSqZQk2WOPPRos/5JFf48BgNZPAQgANJupU6fmZz/7We3HX/nKV9KjR49Ge/+F7wabNm3aYtd/dLBEkd58883a1/37919kz7xKHn300doipxosfEry448/vkSf89hjj9W+3myzzRaZLXwH6csvv7zI4+Vt2cI/ZxtvvPFi13900jMAUB0UgABAsyiVSjnssMMWeUzzlFNOadSvsfbaa9e+XtzBB7Nmzcqvf/3rRv36S6Jdu///r2MzZ85c7PrRo0c3ZZzCDRgwoPb1L37xi8yaNavB9c8++2yef/752o932mmnReZrrbVWNtxww9qPr7jiikZK2rotzc/ZzJkzFynmAYDWTwEIABRuxowZOeigg3LPPffUXvvmN7/ZqI//JslWW21V+/ruu++uc2LswkaMGNHgvKmsvfbatYc8/O1vf8urr75a79qbb745d999d1HRCvGNb3yj9k7NKVOm5Mwzz6x37Zw5czJ06NDaj3faaaf079+/zrrjjz++9vWFF16YRx55pBETt04Ln4j8m9/8psFH4v/nf/5nkdOUAYDWTwEIABTm3//+d3784x9no402WmTvvy984QsZM2ZMo3+9rbbaKuuuu26Scul48MEH19k/b+bMmRk+fHguuOCCdO7cudEzLM4qq6ySL3zhC0nKh5AccMABeemllxZZs2DBglxxxRU55JBD0r59+yy33HKF52wqK664Yk499dTaj88999ycdtppmTNnziLr/vOf/2TgwIG1jwl36NAhI0eOrPiegwYNyhe/+MUkydy5c7PbbrvlyiuvzNy5c+usnTNnTn79619n4MCBjfUttUgDBgxI165dkySvvvpqBg0alHfffXeRNe+//36OPPLIXHXVVUt8IjMA0Do4BRgAaDT33HPPInfRLViwIO+//37efffdvPjiixUPZfjOd76TSy+9tElKrZqamowcOTIHHnhgkuT3v/991l577ey8885ZZZVV8u9//zsPP/xw3n333fTu3TtDhgxp9MeQl8TZZ5+dXXfdNQsWLMhzzz2Xz372s9l2222zzjrrZMaMGXnkkUcyZcqUJOVTgq+++uqqOqThhBNOyKOPPlr7CPbZZ5+d0aNHZ6eddspKK62UiRMn5oEHHsjs2bNrP+eCCy6oLU4/rkOHDrn55pszYMCAvPLKK5k5c2btX9svfelLWX311TN37ty88cYb+fOf/5z3338/3bt3L+R7bS4rrbRSTjjhhPzv//5vkuTnP/95fvvb3+YLX/hC1lhjjUyZMiUPPvhgPvjgg7Rv3z5XXnllDjvssGZODQA0FgUgANBo/vSnP+VPf/rTYte1a9cuu+22W4YNG5ZddtmlSTMdcMABOfPMM3P66acnKZ/0e8cddyyypn///rn99tuXKHtT2HnnnXPFFVdk6NChmTdvXubOnZsHH3wwDz74YO2adu3a5dRTT80Pf/jDXH311c2Ss6m0a9cud9xxR4477riMHj068+fPz7Rp03LbbbfVWdu9e/dccsklGTRoUIPv2adPnzz55JM54ogjcueddyZJ3n333Xofoe7Wrdsn/j5auhEjRmTChAm1+/u9/fbb+e1vf7vImh49emTs2LHZZJNNmiEhANBUFIAAQJPp1KlTVlxxxXTv3j29evXKpptumi222CI777xz+vbtW1iOESNGZJdddsmoUaPyyCOP5K233sqKK66Y9dZbLwcddFAOP/zwdOvWrdkKwCQ5+uijs+222+biiy/OAw88kDfffDNdunTJGmuskQEDBuQ73/nOIifmVpsOHTpk1KhROfroo3PttdfmD3/4QyZOnJjp06dn5ZVXzvrrr5899tgjgwcPzqc+9akles+VV145d9xxR/70pz/lxhtvzIMPPphJkyblnXfeSZcuXdKnT59ssskm2W233fK1r32tib/D5te+fftcd911OeCAA3L11VfnqaeeyjvvvJOVVlopa665ZvbZZ5985zvfSe/evTNhwoTmjgsANKKaUqlUau4QAAAAAEDTcAgIAAAAAFQxBSAAAAAAVDEFIAAAAABUMQUgAAAAAFQxBSAAAAAAVDEFIAAAAABUMQUgAAAAAFQxBSAAAAAAVDEFIAAAAABUMQUgAAAAAFQxBSAAAAAAVDEFIAAAAABUMQUgAAAAAFSxDs0dgLZp1qxZeeGFF5Ikq666ajp08KMIAAAAjW3evHn573//myT57Gc/m+WWW66ZE9EctC40ixdeeCFbbbVVc8cAAACANuPpp5/Olltu2dwxaAYeAQYAAACAKuYOQJrFqquuWvv66aefzuqrr96MaQAAAKA6TZkypfYJvIX/LE7bogCkWSy859/qq6+ePn36NGMaAAAAqH7232+7PAIMAAAAAFVMAQgAAAAAVUwBCAAAAABVTAEIAAAAAFVMAQgAAAAAVUwBCAAAAABVTAEIAAAAAFVMAQgAAAAAVUwBCAAAAABVTAEIAAAAAFVMAQgAAAAAVUwBCAAAAABVTAEIAAAAAFVMAQgAAAAAVUwBCAAAAABVTAEIAAAAAFVMAQgAAAAAVUwBCAAAAABVTAEIAAAAAFVMAQgAAAAAVUwBCAAAAABVTAHYyjz77LM555xzsvvuu6dv377p3LlzunXrlvXXXz+DBg3KI488stj3GDduXGpqapbo17hx45r+mwIAAACgyXRo7gAsuR122CEPP/xwnetz5szJK6+8kldeeSXXXXddDjnkkIwZMyadOnVqhpQAAAAAtCQKwFZk8uTJSZLevXvngAMOyHbbbZc111wz8+fPzxNPPJELL7wwkydPzvXXX5958+blxhtvXOx73nfffendu3e98z59+jRafgAAAACKpwBsRTbYYIOcc8452X///dO+fftFZltvvXUOOeSQbLvttnn55Zdz00035Zhjjsl2223X4Huuv/766devXxOmBgAAAKA52QOwFbn77rtz4IEH1in/PrLKKqvkwgsvrP34tttuKyoaAAAAAC2UArDK7LjjjrWvX3311eYLAgAAANWmVCr/glZGAVhl5syZU/u6XTt/eQEAAKDR3HZbstdeyWuvNXcSWCoaoirz0EMP1b7eYIMNFrt+0KBB6dWrVzp16pRVVlklW2+9dU499dTaA0cAAACAJNOnJ8OGJffck2y8cXL22cns2c2dCpaIQ0CqyIIFC3LuuefWfnzggQcu9nMWLgynTZuWadOm5amnnsqFF16YSy65JEcdddQyZZk0aVKD8ylTpizT+wIAAECzOP305M03y69nzUpOOy25/vrk6quTHXZo3mywGArAKnLxxRfn6aefTpIMHDgwW2yxRb1r11lnney3337ZZptt0rdv3yTJa6+9lttvvz233XZbZs2alaOPPjo1NTU58sgjlzrLR+8JAAAArd5f/5pcdlnd6y+//P9LQWjBakolu1dWg4ceeihf/vKXM2/evPTs2TPPP/98evXqVXHte++9lxVXXDE1NTUV53fffXf222+/zJ07N127ds2rr76a1VZbbany1PfelUycODF9+vRZqvcHAACAQixYkHzpS8kTT9Sd7bxz8rvfJUvxZ+CiTZo0qfYmHX/+brvsAVgF/v73v2fgwIGZN29eOnfunFtuuaXe8i9Junfv3mBBt9dee+X0009PksycOTPXXHPNUmeaOHFig78+ulMRAAAAWrSxYyuXf506JVdc0aLLP/iIArCVe/3117PrrrvmnXfeSfv27XPTTTdlh0bYe2Dw4MG1JeHC+wQuqT59+jT4a/XVV//EGQEAAKBJTZ2aDB9eeTZ8eNK/f7F5YBkpAFuxN998M1/+8pfz5ptvpqamJtdee20GDhzYKO/ds2fPrLLKKkniRGAAAADappNOSt5+u+71tddOTj65+DywjBSArdTUqVOzyy675LXXXkuSjBo1Koceemijfg3bQwIAANBmPf54Ut+WWJdfnnTpUmwe+AQUgK3Qe++9l6985St58cUXkyTnnntuhgwZ0qhf46233sq0adOSJL17927U9wYAAIAWbd685JhjKs8GDkz22KPYPPAJKQBbmZkzZ2bPPffMs88+myQ55ZRT8oMf/KDRv87VV19dewdgY+wpCAAAAK3GqFHJ88/Xvb788smllxafBz4hBWArMmfOnAwcODCPPfZYkuT73/9+zj777KV6jwkTJuS5555rcM3dd9+ds846K0my3HLL5dvf/vayBQYAAIDWZtKkZMSIyrPTT0/69i02DzSCDs0dgCV38MEH5/7770+SDBgwIIcffnj+9re/1bu+U6dOWX/99Re5NmHChOy0007ZZpttsvfee2eTTTZJz549UyqV8tprr+W2227LbbfdVnv3349//OOsscYaTfdNAQAAQEty/PHJjBl1r2+8cTJsWOFxoDEoAFuRO+64o/b1H//4x3zuc59rcP1aa62VCRMmVJw98cQTeeKJJ+r93K5du+biiy/OkUceuUxZAQAAoNW5777k1lsrz0aPTjp2LDYPNBIFYBuz+eab54YbbsgTTzyRZ555JlOmTMnUqVMzb968rLTSStl4442z884754gjjkjPnj2bOy4AAAAUY9aspL4DNg87LNluu2LzQCNSALYiHz2W+0mssMIK+eY3v5lvfvObjZAIAAAAqsS55yavvlr3+korJRdcUHweaEQOAQEAAADatldeKReAlYwcmay6arF5oJEpAAEAAIC2q1RKhg5NZs+uO9tqq2Tw4OIzQSNTAAIAAABt1223lQ//+Lh27coHf7RTndD6+SkGAAAA2qbp05NhwyrPhgxJNtus0DjQVBSAAAAAQNt0+unJm2/Wvb7aaslZZxWfB5qIAhAAAABoe/761+SyyyrPLroo6d692DzQhBSAAAAAQNuyYEFyzDHJ/Pl1ZzvvnBx0UPGZoAkpAAEAAIC2ZezY5Ikn6l7v1Cm54oqkpqb4TNCEFIAAAABA2zF1ajJ8eOXZ8OFJ//7F5oECKAABAACAtuOkk5K33657fe21k5NPLj4PFEABCAAAALQNjz+eXHNN5dmoUUmXLsXmgYIoAAEAAIDqN29e+eCPSgYOTPbcs9g8UCAFIAAAAFD9Ro1Knn++7vWuXZNLLik8DhRJAQgAAABUt0mTkhEjKs/OOCNZc81C40DRFIAAAABAdTv++GTGjLrXN944GTas8DhQNAUgAAAAUL3uuy+59dbKs9Gjk44di80DzUABCAAAAFSnWbOSIUMqzw47LNluu2LzQDNRAAIAAADV6bzzkldfrXt9pZWSCy4oPg80EwUgAAAAUH3Gj09Gjqw8GzkyWXXVYvNAM1IAAgAAANWlVEqOPTaZPbvubKutksGDi88EzUgBCAAAAFSX224rH/7xce3alQ/+aKcOoW3xEw8AAABUj+nTk2HDKs+GDEk226zQONASKAABAACA6nH66cmbb9a9vtpqyVlnFZ8HWgAFIAAAAFAd/vrX5LLLKs8uuijp3r3YPNBCKAABAACA1m/BguS7303mz68723nn5KCDis8ELYQCEAAAAGj9xo5NHn+87vWOHZMrrkhqaorPBC2EAhAAAABo3aZOTYYPrzwbPjzp37/YPNDCKAABAACA1u2kk5K33657fe21k1NOKT4PtDAKQAAAAKD1evzx5JprKs9GjUq6dCk2D7RACkAAAACgdZo3LznmmMqzgQOTPfcsNg+0UApAAAAAoHUaNSp5/vm617t2TS65pPA40FIpAAEAAIDWZ9KkZMSIyrMzzkjWXLPQONCSKQABAACA1uf445MZM+pe33jjZNiwwuNAS6YABAAAAFqX++5Lbr218mz06KRjx2LzQAunAAQAAABaj1mzkmOPrTw77LBku+2KzQOtgAIQAAAAaD3OOy8ZP77u9ZVWSs4/v/g80AooAAEAAIDWYfz4ZOTIyrORI5OePYvNA62EAhAAAABo+Uql8qO/s2fXnW21VTJ4cPGZoJVQAAIAAAAt3223lQ//+Lh27coHf7RTcUB9/L8DAAAAaNmmT0+GDas8GzIk2WyzQuNAa6MABAAAAFq2M85I3nyz7vXVVkvOOqvwONDaKAABAACAluv555NLL608u+iipHv3YvNAK6QABAAAAFqmBQuSY45J5s+vO9t55+Sgg4rPBK2QAhAAAABomcaOTR5/vO71jh2TK65IamqKzwStkAIQAAAAaHmmTk2GD688Gz486d+/2DzQiikAAQAAgJbnpJOSt9+ue33ttZNTTik+D7RiCkAAAACgZXn88eSaayrPRo1KunQpNg+0cgpAAAAAoOWYN6988EclAwcme+5ZbB6oAgpAAAAAoOUYNSp5/vm617t2TS65pPA4UA0UgAAAAEDLMHlyMmJE5dkZZyRrrlloHKgWCkAAAACgZTjuuGTGjLrXN9ooGTas8DhQLRSAAAAAQPO7777k1lsrz0aPTjp2LDYPVBEFIAAAANC8Zs1Kjj228uyww5Ltty82D1QZBSAAAADQvM47Lxk/vu71lVZKzj+/+DxQZRSAAAAAQPMZPz4ZObLybOTIpGfPYvNAFVIAAgAAAM2jVCo/+jt7dt3ZVlslgwcXnwmqkAIQAAAAaB63314+/OPj2rUrH/zRTm0BjcH/kwAAAIDiTZ+eDBtWeTZkSLLZZoXGgWqmAAQAAACKd8YZyeTJda+vtlpy1lmFx4FqpgAEAAAAivX888mll1aeXXRR0r17sXmgyikAAQAAgOIsWJAcc0wyf37d2c47JwcdVHwmqHIKQAAAAKA4Y8cmjz9e93rHjskVVyQ1NcVngiqnAAQAAACKMXVqMnx45dnw4Un//sXmgTZCAQgAAAAU46STkrffrnt97bWTU04pPg+0EQpAAAAAoOk9/nhyzTWVZ6NGJV26FJsH2hAFIAAAANC05s0rH/xRycCByZ57FpsH2hgFIAAAANC0Ro1Knn++7vWuXZNLLik8DrQ1CkAAAACg6UyenIwYUXl2+unJmmsWmwfaIAUgAAAA0HSOOy6ZMaPu9Y02Ks+AJqcABAAAAJrGffclt95aeTZ6dNKxY7F5oI1SAAIAAACNb9as5NhjK88OOyzZfvti80AbpgAEAAAAGt955yXjx9e9vtJKyfnnF58H2jAFIAAAANC4xo9PRo6sPBs5MunZs9g80MYpAAEAAIDGUyqVH/2dPbvubKutkiOOKD4TtHEKQAAAAKDx3H57+fCPj2vXrnzwR/v2xWeCNk4BCAAAADSO6dOTYcMqz4YMSTbbrNA4QJkCEAAAAGgcZ5yRTJ5c9/pqqyVnnVV4HKBMAQgAAAB8cs8/n1x6aeXZRRcl3bsXmweopQAEAAAAPpkFC5Jjjknmz68723nn5KCDis8E1FIAAgAAAJ/M2LHJ44/Xvd6xY3LFFUlNTfGZgFoKQAAAAGDZTZ2aDB9eeTZ8eNK/f7F5gDoUgAAAAMCy++EPk7ffrnt97bWTU04pPg9QhwIQAAAAWDaPP56MGVN5dtllSZcuxeYBKlIAAgAAAEtv3rzywR+V7LtvstdehcYB6qcABAAAAJbeqFHJ88/Xvd61a3LppcXnAeqlAAQAAACWzuTJyYgRlWenn56suWaxeYAGKQABAACApXPcccmMGXWvb7RReQa0KApAAAAAYMndd19y662VZ6NHJx07FpsHWCwFIAAAALBkZs1Kjj228uyww5Ltty82D7BEFIAAAADAkjnvvGT8+LrXe/RIzj+/8DjAklEAAgAAAIs3fnwycmTl2ciRSc+exeYBlpgCEAAAAGhYqVR+9Hf27LqzrbZKBg8uPhOwxBSAAAAAQMNuv718+MfHtWtXPvijffviMwFLTAEIAAAA1G/69GTYsMqzIUOSzTYrNA6w9BSAAAAAQP3OOCOZPLnu9dVWS846q/A4wNJTAAIAAACVPf98cumllWcXXZR0715sHmCZKAABAACAuhYsSI45Jpk/v+5s552Tgw4qPhOwTBSAAAAAQF3jxiWPP173eseOyRVXJDU1hUcClo0CEAAAAFjUtGnJ8OGVZ8OHJ/37F5sH+EQUgAAAAMCiTjqpXAJ+XL9+ycknFx4H+GQUgAAAAMD/9/jjyZgxlWejRiVduxabB/jEFIAAAABA2bx55YM/Ktl332SvvQqNAzQOBSAAAABQNmpU8vzzda937ZpcemnxeYBGoQAEAAAAksmTkxEjKs9OPz1Zc81i8wCNRgEIAAAAJMcfn8yYUff6Rhslxx1XfB6g0SgAAQAAoK27//7kllsqz0aPTjp2LDYP0KgUgAAAANCWzZqVDBlSeXboocn22xebB2h0CkAAAABoy847Lxk/vu71Hj2SCy4oPA7Q+BSAAAAA0FaNH5+MHFl5NnJk0rNnsXmAJqEABAAAgLaoVEqOPTaZPbvubKutksGDi88ENAkFIAAAALRFt9+e3Hdf3evt2pUP/mjfvvhMQJNQAAIAAEBbM316MmxY5dmQIclmmxUaB2haCsBW5tlnn80555yT3XffPX379k3nzp3TrVu3rL/++hk0aFAeeeSRpXq/e++9N/vtt1/69OmTzp07p0+fPtlvv/1y7733NtF3AAAAQLM744xk8uS613v1Ss46q/A4QNOqKZVKpeYOwZLZYYcd8vDDDy923SGHHJIxY8akU6dO9a4plUo5+uijc/XVV9e75sgjj8xVV12VmpqaZcrbkEmTJqVv375JkokTJ6ZPnz6N/jUAAACo4Pnny3f4zZ9fd/bznyff+EbxmWgy/vxN4g7AVmXy//3Xmd69e+f73/9+brvttjz99NN54oknctFFF2WNNdZIklx//fUZNGhQg+916qmn1pZ/m266aW666aY8/fTTuemmm7LpppsmSa6++uqcdtppTfcNAQAAUKwFC5Jjjqlc/g0YkBx8cPGZgCbnDsBWZK+99sqhhx6a/fffP+0rbMY6derUbLvttnn55ZeTJA8//HC22267OuvGjx+fDTfcMPPmzcsWW2yRhx9+OF26dKmdz5w5MzvssEOeeeaZdOjQIf/85z+z7rrrNur34r9AAAAANINrr00OP7zu9Y4dy3cGbrBB8ZloUv78TeIOwFbl7rvvzoEHHlix/EuSVVZZJRdeeGHtx7fddlvFdRdffHHmzZuXJBk1atQi5V+SdO3aNaNGjUqSzJs3L5dcckkjpAcAAKBZTZuWDB9eeTZ8uPIPqpgCsMrsuOOOta9fffXVOvNSqZS77rorSbLBBhtk6623rvg+W2+9dfr3758k+eUvfxk3igIAALRyJ51ULgE/rl+/5OSTC48DFEcBWGXmzJlT+7pdu7p/eV9//fXavQR32GGHBt/ro/mkSZMyYcKExgsJAABAsR5/PBkzpvJs1Kika9di8wCFUgBWmYceeqj29QYVbt/+xz/+0eB8YQvPF/48AAAAWpF588oHf1Sy777JXnsVGgcoXofmDkDjWbBgQc4999zajw888MA6ayZOnFj7enEbf360SejHP29JTJo0qcH5lClTlur9AAAAWEaXX14+4OPjunZNLr20+DxA4RSAVeTiiy/O008/nSQZOHBgtthiizprpk+fXvu6W7duDb7f8ssvX/t6xowZS5Vl4fIQAACAZjJ5cnLaaZVnp5+erLlmsXmAZuER4Crx0EMP5aSTTkqS9OzZM6NHj664btasWbWvO3Xq1OB7du7cufb1hx9+2AgpAQAAKNTxxyeVbujYaKNk2LDC4wDNwx2AVeDvf/97Bg4cmHnz5qVz58655ZZb0qtXr4prl1tuudrXCx8YUsns2bNrX3fp0mWpMi3ukeEpU6Zkq622Wqr3BAAAYCncf39yyy2VZ6NHJ4u5KQSoHgrAVu7111/PrrvumnfeeSft27fPTTfd1ODpviussELt68U91vvBBx/Uvl7c48Ift7j9BQEAAGhCs2YlQ4ZUnh16aLL99sXmAZqVR4BbsTfffDNf/vKX8+abb6ampibXXnttBg4c2ODnLFzMLe6gjoXv4rOnHwAAQCty3nnJ+PF1r/fokVxwQeFxgOalAGylpk6dml122SWvvfZakmTUqFE59NBDF/t5G220Ue3rf/7znw2uXXi+4YYbLmNSAAAACjV+fDJyZOXZyJFJz57F5gGanQKwFXrvvffyla98JS+++GKS5Nxzz82Q+m7t/pi11147vXv3TlI+OKQhDz/8cJJkjTXWSL9+/ZY9MAAAAMUolZJjj00W2tO91lZbJYMHF58JaHYKwFZm5syZ2XPPPfPss88mSU455ZT84Ac/WOLPr6mpyT777JOkfIffk08+WXHdk08+WXsH4D777JOamppPmBwAAIAmd/vtyX331b3erl1y5ZVJ+/bFZwKanQKwFZkzZ04GDhyYxx57LEny/e9/P2efffZSv8+wYcPSoUP5/JehQ4fmww8/XGT+4YcfZujQoUmSDh06ZJij4QEAAFq+6dOT+v789t3vJptvXmgcoOVwCnArcvDBB+f+++9PkgwYMCCHH354/va3v9W7vlOnTll//fXrXF9//fVzwgkn5Nxzz80zzzyTbbfdNj/4wQ+y7rrr5tVXX815552X5557Lkly4okn5tOf/nTTfEMAAAA0njPOSCZPrnu9V69kGW4eAapHTalUKjV3CJbM0j6Gu9Zaa2XChAkVZwsWLMjgwYNz7bXX1vv5hx9+eK6++uq0a9f4N4pOmjSp9mThiRMnLnI6MQAAAEvp+eeTzTZL5s+vO/v5z5NvfKP4TLQI/vxN4hHgNqtdu3a55ppr8pvf/Cb77LNPevfunU6dOqV3797ZZ599cs8992TMmDFNUv4BAADQiBYsSI45pnL5N2BAcvDBxWcCWhSPALciTXGz5h577JE99tij0d8XAACAgowblzz+eN3rHTsmV1yRONQR2jy3dwEAAEBrNW1aMnx45dnw4ckGGxSbB2iRFIAAAADQWp10UrkE/Lh+/ZKTTy48DtAyKQABAACgNXriiWTMmMqzUaOSrl2LzQO0WApAAAAAaG3mzSsf/FHJvvsme+1VaBygZVMAAgAAQGtz+eXJX/9a93rXrsmllxafB2jRFIAAAADQmkyenJx2WuXZ6acna65ZbB6gxVMAAgAAQGty/PHJjBl1r2+0UTJsWOFxgJZPAQgAAACtxf33J7fcUnk2enTSqVOxeYBWQQEIAAAArcGsWcmQIZVnhx6abL99sXmAVkMBCAAAAK3Beecl48fXvd6jR3LBBYXHAVoPBSAAAAC0dOPHJyNHVp6NHJn07FlsHqBVUQACAABAS1YqJccem8yeXXe25ZbJ4MHFZwJaFQUgAAAAtGS3357cd1/d6+3alQ/+aN+++ExAq6IABAAAgJZq+vRk2LDKs+9+N9l880LjAK2TAhAAAABaqjPOSCZPrnu9V6/k7LMLjwO0TgpAAAAAaImefz659NLKs4suSrp3LzYP0GopAAEAAKClWbAgOeaYZP78urMBA5KDDy4+E9BqKQABAACgpRk3Lnn88brXO3ZMrrgiqakpPBLQeikAAQAAoCWZNi0ZPrzybPjwZIMNis0DtHoKQAAAAGhJTjqpXAJ+XL9+ycknFx4HaP0UgAAAANBSPPFEMmZM5dmoUUnXrsXmAaqCAhAAAABagnnzygd/VLLvvsleexUaB6geCkAAAABoCS6/PPnrX+te79o1ufTS4vMAVUMBCAAAAM1t8uTktNMqz04/PVlzzWLzAFVFAQgAAADN7fjjkxkz6l7faKNk2LDC4wDVRQEIAAAAzen++5Nbbqk8Gz066dSp2DxA1VEAAgAAQHOZNSsZMqTy7NBDk+23LzYPUJUUgAAAANBczj8/GT++7vUePZILLig8DlCdFIAAAADQHMaPT845p/Js5MikZ89i8wBVSwEIAAAARSuVkmOPTWbPrjvbcstk8ODiMwFVSwEIAAAARbv99uS+++peb9eufPBH+/bFZwKqlgIQAAAAijR9ejJsWOXZd7+bbL55oXGA6qcABAAAgCKdcUYyeXLd6716JWefXXgcoPopAAEAAKAozz+fXHpp5dlFFyXduxebB2gTFIAAAABQhAULkmOOSebPrzsbMCA5+ODiMwFtggIQAAAAijBuXPL443Wvd+yYXHFFUlNTeCSgbVAAAgAAQFObNi0ZPrzy7MQTkw02KDYP0KYoAAEAAKCpnXRSuQT8uH79klNOKTwO0LYoAAEAAKApPfFEMmZM5dmoUUnXrsXmAdocBSAAAAA0lXnzygd/VLLvvsleexUaB2ibFIAAAADQVC6/PPnrX+te79o1ufTS4vMAbZICEAAAAJrC5MnJaadVnp1+erLmmsXmAdosBSAAAAA0heOPT2bMqHt9o42SYcMKjwO0XQpAAAAAaGz335/cckvl2ZVXJp06FZsHaNMUgAAAANCYZs1KhgypPDv00GSHHYrNA7R5CkAAAABoTOefn4wfX/d6jx7JBRcUHgdAAQgAAACNZfz45JxzKs9Gjkx69iw2D0AUgAAAANA4SqXk2GOT2bPrzrbcMhk8uPhMAFEAAgAAQOO4/fbkvvvqXm/XLhk9OmnfvvhMAFEAAgAAwCc3fXoybFjl2Xe/m2y+eaFxABamAAQAAIBP6swzk8mT617v1Ss5++zi8wAsRAEIAAAAn8TzzyeXXFJ5dtFFSffuhcYB+DgFIAAAACyrBQuSY45J5s+vOxswIDn44OIzAXyMAhAAAACW1bhxyeOP173esWNyxRVJTU3hkQA+TgEIAAAAy2LatGT48MqzE09MNtig2DwA9VAAAgAAwLI46aRyCfhx/folp5xSeByA+igAAQAAYGk98UQyZkzl2ahRSdeuxeYBaIACEAAAAJbGvHnlgz8q2XffZK+9Co0DsDgKQAAAAFgal1+e/PWvda937ZpccknhcQAWRwEIAAAAS2ry5OS00yrPRoxI1lqr2DwAS0ABCAAAAEvq+OOTGTPqXt9oo+S444rPA7AEFIAAAACwJO6/P7nllsqzK69MOnUqNg/AElIAAgAAwOLMmpUMGVJ5duihyQ47FJsHYCkoAAEAAGBxTj45GT++7vUePZILLig8DsDSUAACAABAQ375y+TiiyvPRo5MevYsNA7A0lIAAgAAQH1efz359rcrz7bcMhk8uNg8AMtAAQgAAACVzJmTfP3rybvv1p0tt1xyzTVJ+/aFxwJYWgpAAAAAqGT48ORPf6o8u/zy5LOfLTYPwDJSAAIAAMDH3XFHcumllWff+lbyne8UmwfgE1AAAgAAwMJee63+gm+DDZLRo5OammIzAXwCCkAAAAD4yOzZyYEHJu+9V3fWpUty661Jt27F5wL4BBSAAAAA8JETT0z+/OfKsyuuSD7zmWLzADQCBSAAAAAkyW23JaNGVZ4demgyaFChcQAaiwIQAAAAXn01OfzwyrMNN0yuvNK+f0CrpQAEAACgbZs1q7zv3/vv15117Vre92/55YvPBdBIFIAAAAC0bSeckDz7bOXZlVcmG29cbB6ARqYABAAAoO265Zby4R6VfPvbyWGHFZsHoAkoAAEAAGibXnklOeKIyrONN04uv7zYPABNRAEIAABA2/PRvn/Tp9edfbTvX9euxecCaAIKQAAAANqe445L/vKXyrOrriqf/AtQJRSAAAAAtC2/+EW55Kvk8MOTQw4pNg9AE1MAAgAA0Ha8/HIyeHDl2Wc+k1x2WbF5AAqgAAQAAKBt+PDD8r5/M2bUnS2/vH3/gKqlAAQAAKBtGDYs+etfK89+8pNkgw0KjQNQFAUgAAAA1e/GG5Orr648Gzw4+eY3i80DUCAFIAAAANXtpZeSo46qPPvc55JLLy02D0DBFIAAAABUrw8/TA44oPK+f926JbfcknTpUnwugAIpAAEAAKhe3/te8sILlWdXX530719sHoBmoAAEAACgOt1wQzJmTOXZUUclBx9cbB6AZqIABAAAoPr885/J0UdXnn3+88kllxQaB6A5KQABAACoLjNnlvf9++CDurMVVkhuvTVZbrnicwE0EwUgAAAA1WXo0ORvf6s8++lPk09/utg8AM1MAQgAAED1+NnPkmuvrTw75pjk618vNg9AC6AABAAAoDq8+GK55Ktk002Tiy4qNg9AC6EABAAAoPX74IPyvn8zZ9adrbBCcsst9v0D2iwFIAAAAK3fsceW7wCs5JprkvXWKzYPQAuiAAQAAKB1Gzeu/KuSIUPKdwYCtGEKQAAAAFqvv/89+e53K8822yy58MJi8wC0QApAAAAAWqcZM8p39334Yd3ZiiuW9/3r3Ln4XAAtjAIQAACA1qdUKt/5949/VJ5fe22y7rrFZgJooRSAAAAAtD5jxybXX1959r3vJfvvX2wegBZMAQgAAEDr8sIL5cM9Ktlyy+T884vNA9DCKQABAABoPWbMSA48MJk1q+6se/fk5pvt+wfwMQpAAAAAWodSKTnmmOSf/6w8Hzs2WXvtYjMBtAIKQAAAAFqHa65Jbrih8mzYsGTgwELjALQWCkAAAABavuefT4YOrTzbaqvkvPOKzQPQiigAAQAAaNmmT08OOKDyvn89epT3/evUqfBYAK2FAhAAAICWq1RKjjoqefnlyvNx45J+/YpMBNDqKAABAABouX760+SmmyrPjj8+2WefYvMAtEIKQAAAAFqmv/wl+d73Ks++8IVk5MhC4wC0VgpAAAAAWp73308OPDCZPbvubKWV7PsHsBQUgAAAALQspVJy5JHJK69Unl93XbLWWsVmAmjFFIAAAAC0LD/5SfkOv0pOOCHZe+9i8wC0cgrAVuatt97K3XffnREjRmT33XfPKquskpqamtTU1GTQoEFL9B7jxo2r/ZzF/Ro3blyTfj8AAACLeO65ZNiwyrNttknOOafQOADVoENzB2Dp9OrVq7kjAAAANI33308OOKDyvn8rr1y+K7Bjx+JzAbRyCsBWrG/fvtlwww1z//33L/N73Hfffendu3e98z59+izzewMAACyxUik54ojk1Vcrz3/2s6Rv32IzAVQJBWArM2LEiGy55ZbZcsst06tXr0yYMCFrr732Mr/f+uuvn379+jVeQAAAgGUxenRy662VZ8OHJ3vuWWwegCqiAGxlzjzzzOaOAAAA0Lj+/OfkuOMqz7bdNjn77GLzAFQZh4AAAADQfN57LznwwGTOnLqzT30q+cUv7PsH8AkpAAEAAGgepVJy+OHJa69Vnl9/fWJfcoBPTAHYxg0aNCi9evVKp06dssoqq2TrrbfOqaeemsmTJzd3NAAAoNpdfnly++2VZyedlOy+e7F5AKqUPQDbuIceeqj29bRp0zJt2rQ89dRTufDCC3PJJZfkqKOOWqb3nTRpUoPzKVOmLNP7AgAAVeKZZ5L/+Z/Ksy99KTnrrGLzAFQxBWAbtc4662S//fbLNttsk759+yZJXnvttdx+++257bbbMmvWrBx99NGpqanJkUceudTv/9F7AgAA1PHuu+V9/+bOrTtbZZXyvn8d/HEVoLH4O2obNHDgwBx22GGpqalZ5PqWW26Zr3/967n77ruz3377Ze7cuTnuuOPy1a9+NauttlozpQUAAKpKqZR85zvJ669Xnt9wQ7LGGsVmAqhy9gBsg7p3716n/FvYXnvtldNPPz1JMnPmzFxzzTVL/TUmTpzY4K+nn356mfMDAACt2GWXJXfeWXl28snJV75SbB6ANkABSEWDBw+uLQkX3idwSfXp06fBX6uvvnpjRwYAAFq6p59OTjyx8myHHZIzzyw2D0AboQCkop49e2aVVVZJEicCAwAAn9w779S/79+qqyY33mjfP4AmogCkXqVSqbkjAAAA1aBUSr797eSNN+rOamqSn/886d27+FwAbYQCkIreeuutTJs2LUnS2z+IAQCAT+KSS5K77qo8O/XUZJddCo0D0NYoAKno6quvrr0DcIcddmjmNAAAQKv11FPJ8OGVZzvumPzfAYQANB0FYBszYcKEPPfccw2uufvuu3PWWWclSZZbbrl8+9vfLiIaAABQbd5+u7zv37x5dWc9e5b3/WvfvvhcAG2MHVZbmUcffTTjx4+v/Xjq1Km1r8ePH59x48Ytsn7QoEGLfDxhwoTstNNO2WabbbL33ntnk002Sc+ePVMqlfLaa6/ltttuy2233VZ799+Pf/zjrLHGGk32/QAAAFWqVEoGDUr+9a+6s5qacvm3+uqFxwJoixSArcyYMWNy3XXXVZw99thjeeyxxxa59vEC8CNPPPFEnnjiiXq/TteuXXPxxRfnyCOPXOasAABAG3bRRcmvf115NmJEsvPOxeYBaMMUgG3M5ptvnhtuuCFPPPFEnnnmmUyZMiVTp07NvHnzstJKK2XjjTfOzjvvnCOOOCI9e/Zs7rgAAEBr9MQTyUknVZ4NGJCcdlqxeQDauJrSR896QoEmTZqUvn37JkkmTpyYPn36NHMiAACgUUyblmy6aTJxYt1Zr17JX/6SrLZa4bGgrfLnbxKHgAAAANBYFixIDjuscvnXrl153z/lH0DhFIAAAAA0jgsvTH7zm8qz008vP/4LQOEUgAAAAHxyjz2W/PCHlWdf/nJyyinF5gGglgIQAACAT2bq1OSgg5L58+vOVlstueGGpH374nMBkEQBCAAAwCexYEFy6KHJpEl1Z+3aJTfdVD78A4BmowAEAABg2V1wQfLb31aenXlmsuOOhcYBoC4FIAAAAMvm0Ufr39tvl12Sk08uNg8AFSkAAQAAWHr//W/9+/717l3e96+dP3ICtAT+bgwAAMDSWbAgOeSQZPLkurOP9v3r2bP4XABUpAAEAABg6Zx3XnLffZVnZ52VbL99sXkAaJACEAAAgCX38MPJqadWnn3lK8lJJxWbB4DFUgACAACwZN56q7zv34IFdWdrrJFcf719/wBaIH9nBgAAYPEWLEi+9a1kypS6s/btk1/8Ill11eJzAbBYCkAAAAAW75xzkt/9rvLs7LOTL32p2DwALDEFIAAAAA178MHk9NMrz/bYIxk+vNA4ACwdBSAAAAD1+89/koMPrrzvX58+yXXX2fcPoIXzd2kAAAAqmz+/vO/fv/9dd/bRvn+rrFJ8LgCWigIQAACAyn70o+T3v688Gzky2XbbYvMAsEwUgAAAANT1xz8mZ5xRebbnnsn//E+hcQBYdgpAAAAAFvXvfyff+EZSKtWd9e1r3z+AVsbfsQEAAPj/5s9PvvnN8uEfH9ehQ3LzzcmnPlV8LgCWmQIQAACA/++ss8qP/1Zy7rnJNtsUmweAT0wBCAAAQNkf/pD87/9Wnu29d3L88cXmAaBRKAABAABIpkypf9+/NddMxo1LamoKjwXAJ6cABAAAaOvmzy+Xf2+9VXf20b5/K69cfC4AGoUCEAAAoK0788zkwQcrz84/P9l660LjANC4FIAAAABt2f33J2efXXm2zz7JsGGFxgGg8SkAAQAA2qo330y+9a3K+/7165eMHWvfP4AqoAAEAABoi+bNSw4+OPnvf+vOOnYs7/u30krF5wKg0SkAAQAA2qIzzkgefrjy7IILkq22KjQOAE1HAQgAANDW3Hdfcs45lWcDBybf+16xeQBoUgpAAACAtmTy5Pr3/Vt77eTaa+37B1BlFIAAAABtxUf7/k2dWnfWsWNyyy1Jjx6FxwKgaSkAAQAA2ooRI5JHHqk8u/DCZIstis0DQCEUgAAAAG3Bb3+bjBxZebb//smxxxabB4DCKAABAACq3aRJySGHVJ6ts05yzTX2/QOoYgpAAACAajZ3bnLQQcm0aXVnnTqV9/3r3r34XAAURgEIAABQzU47LXnsscqziy5KNt+82DwAFE4BCAAAUK1+85vkvPMqzw44IPnud4vNA0CzUAACAABUo3/9Kzn00MqzdddNxoyx7x9AG6EABAAAqDYf7fv39tt1Z507J7femqy4YvG5AGgWCkAAAIBqc/LJyRNPVJ5dckmy6aaFxgGgeSkAAQAAqsmvf538+MeVZ1//enLUUcXmAaDZKQABAACqxRtvJIcdVnn26U8nV19t3z+ANkgBCAAAUA3mzCnf4ffOO3VnnTsnt9xi3z+ANkoBCAAAUA1++MPkqacqzy67LNlkk0LjANByKAABAABau7vuSi66qPLs4IOTwYOLzQNAi6IABAAAaM0mTEgGDao8W3/95Cc/se8fQBunAFyMc889N1OmTGnuGAAAAHV9tO/fu+/WnS23XHLrrckKKxQeC4CWRQG4GCeffHLWWmut7L333vnlL3+ZefPmNXckAACAsh/8IHn66cqzUaOSz32u2DwAtEgKwCUwb9683HPPPdl///2zxhpr5IQTTsjf//735o4FAAC0Zb/8ZXLJJZVn3/pWcvjhRaYBoAVTAC7GCy+8kGHDhmWVVVZJqVTKf//731x88cX53Oc+l6233jo//elPM3369OaOCQAAtCWvv17/vn8bbJCMHm3fPwBqKQAXY+ONN85FF12UyZMn54477sjee++d9u3bp1Qq5U9/+lOOPvrorL766jnssMPy0EMPNXdcAACg2s2enRx4YPLee3VnXbqU9/3r1q34XAC0WArAJdShQ4fsu+++ueuuuzJp0qScf/752XDDDVMqlTJz5szccMMNGTBgQNZbb72cc845mTx5cnNHBgAAqtHw4ckzz1SeXX558pnPFJsHgBZPAbgMevbsmRNOOCF/+9vf8uSTT+bII4/MiiuumFKplNdeey2nnXZa+vXrlz322CO333575s6d29yRAQCAanD77clll1WeHXpo8u1vF5sHgFZBAfgJbbXVVrnqqqsyZcqU/OxnP8tqq62WUqmU+fPn57777suBBx6YNdZYIyeddFKmTJnS3HEBAIDW6rXXku98p/Jsww2TK6+07x8AFSkAG8GECRNy3nnnZcSIEfnPf/6Tmv/7h26pVEqpVMrUqVNzwQUXZL311stFF13UzGkBAIBW56N9/95/v+7so33/ll+++FwAtAoKwGX04Ycf5oYbbsjOO++c9dZbL//7v/+bCRMmpFQqZYMNNsiPf/zj/Oc//8nvf//7HHzwwenQoUM+/PDDnHjiibnhhhuaOz4AANCanHBC8uc/V55deWWy8cbF5gGgVakplUql5g7RmjzxxBMZO3ZsbrnllkyfPj1J+U6/rl275sADD8wRRxyRL37xi3U+b8KECdl///3z3HPPZdNNN82f6/uHdxsxadKk9O3bN0kyceLE9OnTp5kTAQBAC3XrreW7/yoZNCgZO7bQOEDr4s/fJEmH5g7QGny0v9/YsWPzyiuvJCmXfkmy+eab54gjjsg3vvGNrLDCCvW+R79+/XLuuefmK1/5Sl5++eVCcgMAAK3c+PHJ4YdXnm20UfnUXwBYDAXgYuy55565//77s2DBgtrSr0ePHvnGN76RwYMH5/Of//wSv9faa6+dJJk5c2aTZAUAAKrIrFnlO//+78mjRXTtat8/AJaYAnAxfvvb39a+3n777XPEEUfka1/7WpZbbrmlfq+uXbtm++23rz0kBAAAoF7/8z/Jc89Vno0eXb4DEACWgAJwMXr27JnDDjssRxxxRD796U9/ovfq3bt3HnzwwcYJBgAAVK+bby4f7lHJd76THHposXkAaNUUgIsxadKkdOjgtwkAACjIK68kgwdXnn3mM8moUcXmAaDVa9fcAVo65R8AAFCYhvb9W3758r5/XbsWnwuAVk0BCAAA0FIcd1zyl79Unv3kJ8kGGxQaB4DqoAAEAABoCW66KbnqqsqzI45IvvnNYvMAUDUUgAAAAM3tpZeSI4+sPPvsZ5PLLis2DwBVRQEIAADQnD78sLzv34wZdWfdupX3/evSpfhcAFQNBSAAAEBz+v73k+efrzy7+uqkf/9i8wBQdRSAAAAAzeXnP09++tPKsyOPTA4+uNg8AFQlBSAAAEBz+Oc/k6OOqjz7/OeTSy4pNA4A1UsBCAAAULSZM5MDDkg++KDurFu35JZb7PsHQKNRAAIAABTte99L/va3yrMxY5L11y82DwBVTQEIAABQpOuvT665pvLsmGOSr3+92DwAVD0FIAAAQFH+8Y/k6KMrzzbdNLnoomLzANAmKAABAACK8NG+fzNn1p2tsEJ537/llis+FwBVTwEIAABQhGOPTf7+98qza65J1luv2DwAtBkKQAAAgKZ23XXJ2LGVZ0OGlO8MBIAmogAEAABoSi++mHz3u5Vnm22WXHhhsXkAaHMUgAAAAE3lgw/q3/dvxRXL+/517lx8LgDaFAUgAABAUxkypHwHYCXXXpusu26xeQBokxSAAAAATWHs2PLef5UMHZrsv3+xeQBosxSAAAAAje1vfyvf/VfJFlskF1xQbB4A2jQFIAAAQGOaMaO879+HH9adde+e3Hyzff8AKJQCEAAAoLGUSskxxyT//Gfl+dixyTrrFJsJgDZPAQgAANBYrr02ueGGyrPvfz8ZOLDYPAAQBSAAAEDjeOGF5NhjK8+23DI5//xi8wDA/1EAAgAAfFLTp5f3/Zs1q+6sR4/klluSTp0KjwUAiQIQAADgkymVkqOPTl56qfJ83LikX78iEwHAIhSAAAAAn8SYMcmNN1aeHXdcss8+xeYBgI9RAAIAACyrv/41GTq08uwLX0jOPbfYPABQgQIQAABgWUyfnhx4YDJ7dt3ZSislN99s3z8AWgQFIAAAwNIqlZIjj0xefrny/LrrkrXWKjYTANRDAQgAALC0rr46+cUvKs/+53+SvfcuNg8ANEABCAAAsDSeey75/vcrz7beOhk5stg8ALAYCkAAAIAl9f779e/7t/LK5X3/OnYsPhcANEABCAAAsCRKpWTw4GT8+Mrzn/0sWXPNYjMBwBJQAAIAACyJq65Kbrml8mz48GTPPYvNAwBLSAEIAACwOPfemwwbVnn2xS8mZ59daBwAWBoKQAAAgIb8/vfJvvsmc+bUnX3qU+XTgO37B0ALpgAEAACoz4MPJl/9auVDP5Lk+uuTvn0LjQQAS0sBCAAAUMmjjyZ77ZV8+GHl+cknJ7vvXmwmAFgGCkAAAICPe/LJcrn3wQeV54MHJ2edVWwmAFhGCkAAAICFPfNM8pWvJDNmVJ4PGlQ+EbidP04B0Dr4JxYAAMBHnnsu2WWX5P33K8+/+c1kzBjlHwCtin9qAQAAJMkLL5TLv3ffrTw/8MBk3LikffsiUwHAJ6YABAAAePHFZOedk2nTKs8HDkxuuCHp0KHYXADQCBSAAABA2/bSS8mAAcl//1t5vvfeyS9+kXTsWGwuAGgkCkAAAKDtGj++XP795z+V57vtltx6a9KpU7G5AKARKQABAIC26fXXy+Xfm29Wnn/5y8kddySdOxebCwAamQIQAABoe/71r3L5N3Fi5fmOOyZ33ZV06VJoLABoCgrAVuatt97K3XffnREjRmT33XfPKquskpqamtTU1GTQoEFL/X733ntv9ttvv/Tp0yedO3dOnz59st9+++Xee+9t/PAAANASTJ5cLv8mTKg8/9KXkl//OunatdBYANBUHGHVyvTq1atR3qdUKuXoo4/O1Vdfvcj1yZMn584778ydd96ZI488MldddVVqamoa5WsCAECzmzKlXP69+mrl+dZbJ/fck3TrVmwuAGhC7gBsxfr27Ztdd911mT731FNPrS3/Nt1009x00015+umnc9NNN2XTTTdNklx99dU57bTTGi0vAAA0q7feSnbeOXn55crzLbZIfvvbZIUVis0FAE3MHYCtzIgRI7Lllltmyy23TK9evTJhwoSsvfbaS/Ue48ePz/nnn58k2WKLLfLwww+ny//tbbLlllvmq1/9anbYYYc888wzOe+88/Ltb3876667bqN/LwAAUJipU8uHevzjH5Xnm2yS3Hdf0qNHkakAoBDuAGxlzjzzzOy1116f6FHgiy++OPPmzUuSjBo1qrb8+0jXrl0zatSoJMm8efNyySWXLPPXAgCAZvf228kuuyQvvFB5/tnPJr/7XbLyysXmAoCCKADbmFKplLvuuitJssEGG2TrrbeuuG7rrbdO//79kyS//OUvUyqVCssIAACN5t13k113Tf7yl8rzDTdMfv/7ZJVVikwFAIVSALYxr7/+eiZPnpwk2WGHHRpc+9F80qRJmVDfCWkAANBSvf9+svvuyZ//XHm+/vrJH/6Q9OxZbC4AKJgCsI35x0J7nmywwQYNrl14/o/69koBAICWaMaMZM89kyefrDxfd93kj39MVl+92FwA0AwcAtLGTJw4sfZ1nz59Glzbt2/fip+3JCZNmtTgfMqUKUv1fgAAsMRmzkz23jt59NHK8379yuXfGmsUGgsAmosCsI2ZPn167etu3bo1uHb55ZevfT1jxoyl+joLl4cAAFCYDz9M9tknefDByvO+fcvl35prFhoLAJqTR4DbmFmzZtW+7tSpU4NrO3fuXPv6ww8/bLJMAADQKGbPTvbbr3yoRyW9e5fLv7XXLjYXADQzdwC2Mcstt1zt6zlz5jS4dvbs2bWvu3TpslRfZ3GPDE+ZMiVbbbXVUr0nAADUa86c5GtfS+69t/J8tdXK5d966xWbCwBaAAVgG7PCCivUvl7cY70ffPBB7evFPS78cYvbXxAAABrN3LnJQQcld99deb7qquXTfvv3LzYXALQQHgFuYxYu5hZ3UMfCd/HZ0w8AgBZp3rzkW99K7ryz8vxTnyqXfxttVGwuAGhBFIBtzEYL/YvPP//5zwbXLjzfcMMNmywTAAAsk/nzk8MOS265pfJ8pZXK+wF+9rPF5gKAFkYB2Masvfba6d27d5LkoYceanDtww8/nCRZY4010q9fv6aOBgAAS27BguTww5Mbb6w8X3HF5P77k002KTQWALRECsA2pqamJvvss0+S8h1+Tz75ZMV1Tz75ZO0dgPvss09qamoKywgAAA1asCA56qjkuusqz1dYIbnvvmSLLYrNBQAtlAKwDRo2bFg6dCif/zJ06NB8+OGHi8w//PDDDB06NEnSoUOHDBs2rOiIAABQWamUDB2ajBlTeb788sk99yRbb11sLgBowZwC3Mo8+uijGT9+fO3HU6dOrX09fvz4jBs3bpH1gwYNqvMe66+/fk444YSce+65eeaZZ7LtttvmBz/4QdZdd928+uqrOe+88/Lcc88lSU488cR8+tOfbpLvBQAAlkqplBx3XHLllZXnXbqUTwL+0peKzQUALVxNqVQqNXcIltygQYNyXX2POlRQ31/eBQsWZPDgwbn22mvr/dzDDz88V199ddq1a/wbRSdNmlR7svDEiRMXOZ0YAADqKJWS4cOTH/+48rxz53L59+UvF5sLoIXz528SjwC3We3atcs111yT3/zmN9lnn33Su3fvdOrUKb17984+++yTe+65J2PGjGmS8g8AAJZKqZScemr95V+nTskvf6n8A4B6uAOQZuG/QAAAsMTOPDM544zKs44dkzvuSPbaq9BIAK2FP3+TuAMQAABoyc45p/7yr3375OablX8AsBgKQAAAoGX68Y+TU06pPGvXLrnxxmTgwGIzAUArpAAEAABanksvTU48sfKspia5/vrkwAOLzQQArZQCEAAAaFmuvDIZNqzyrKYmGTs2+cY3Co0EAK2ZAhAAAGg5xoxJhgypf3711clhhxWXBwCqgAIQAABoGa67LjnyyPrnV16ZHHFEcXkAoEooAAEAgOb3858n3/52UipVnl9ySXLMMYVGAoBqoQAEAACa1623JoceWn/5d8EFyfe/X2wmAKgiCkAAAKD53HlncvDByYIFlec/+lFywgnFZgKAKqMABAAAmsfddydf/3oyf37l+RlnJCefXGgkAKhGCkAAAKB4996b7L9/Mndu5fnJJycjRhSbCQCqlAIQAAAo1u9/n+y7bzJnTuX5CSckZ5+d1NQUGgsAqpUCEAAAKM6DDyZf/Woye3bl+fe/n5x/vvIPABqRAhAAACjGo48me+2VfPhh5fkxxyQXX6z8A4BGpgAEAACa3pNPJnvskXzwQeX5EUckl1+u/AOAJqAABAAAmtYzzyRf+UoyfXrl+aBByU9+krTzxxMAaAr+CQsAADSd555Ldtklef/9yvNvfCMZM0b5BwBNyD9lAQCApvHCC+Xy7913K88POCC57rqkfftCYwFAW6MABAAAGt+LLyY775xMm1Z5PnBg8vOfJx06FJsLANogBSAAANC4XnqpXP7997+V53vtlfziF0nHjsXmAoA2SgEIAAA0nvHjkwEDkn//u/J8t92S225LOnUqNhcAtGEKQAAAoHFMmFAu/958s/L8y19O7rgj6dy50FgA0NYpAAEAgE/uX/9KdtopmTix8nzHHZO77kq6dCk0FgCgAAQAAD6pyZPLd/5NmFB5vu22ya9/nXTtWmgsAKBMAQgAACy7f/+7XP69+mrl+dZbJ/fck3TrVmwuAKCWAhAAAFg2b71VLv9efrnyfIstkt/+NllxxWJzAQCLUAACAABLb+rU8qEe//hH5fkmmyT33Zf06FFkKgCgAgUgAACwdN5+O9lll+SFFyrPP/OZ5He/S1ZeudhcAEBFCkAAAGDJvfde8pWvJH/5S+X5hhsmf/hDssoqhcYCAOqnAAQAAJbM++8nu+2WPPNM5fn665fLv549i80FADRIAQgAACzejBnJnnsmTz5Zeb7uuskf/5isvnqxuQCAxVIAAgAADZs5M9l77+TRRyvP+/Url39rrFFoLABgySgAAQCA+n34YbLPPsmDD1ae9+1bLv/WXLPQWADAklMAAgAAlc2eney3X/L731ee9+5dLv/WXrvYXADAUlEAAgAAdc2ZkxxwQHLvvZXnq61WLv/WW6/YXADAUlMAAgAAi5o7NznooOTXv648X3XV8mm//fsXmwsAWCYKQAAA4P+bNy/51reSO++sPP/Up8rl30YbFZsLAFhmCkAAAKBs/vxk0KDkllsqz3v0SH73u+Szny0yFQDwCSkAAQCAZMGC5Igjkp//vPJ8xRWT++9PNt202FwAwCemAAQAgLZuwYLk6KOTceMqz7t1S+67L9lyy0JjAQCNQwEIAABtWamUDB2a/PSnledduya//W2y9dbF5gIAGo0CEAAA2qpSKTnuuOTKKyvPu3RJfvOb5EtfKjYXANCoFIAAANAWlUrJD36QXHpp5XnnzsmvfpXsuGOhsQCAxqcABACAtqZUSk49NbnggsrzTp2SX/4y+fKXC40FADQNBSAAALQ1Z52VnHNO5VnHjslttyW77VZsJgCgySgAAQCgLRk5Mjn99Mqz9u2Tm29O9t672EwAQJNSAAIAQFvx4x8nJ59cedauXXLjjcnAgcVmAgCanAIQAADagssuS048sfKspib52c+SAw8sNhMAUAgFIAAAVLvRo5Pvf7/yrKYmufba5JvfLDYTAFAYBSAAAFSzMWOS7363/vlPfpIMGlRYHACgeApAAACoVtddlxx5ZP3zK65IBg8uLg8A0CwUgAAAUI1uvDH59reTUqny/JJLGr4zEACoGgpAAACoNrfemhxySP3l3wUX1L8nIABQdRSAAABQTe68Mzn44GTBgsrzH/0oOeGEYjMBAM1KAQgAANXi7ruTr389mT+/8vz005OTTy42EwDQ7BSAAABQDe69N9l//2Tu3Mrzk08uF4AAQJujAAQAgNbu979P9t03mTOn8vyEE5Kzz05qagqNBQC0DApAAABozR56KPnqV5PZsyvPv/e95PzzlX8A0IYpAAEAoLV69NFkzz2TDz+sPD/mmOSSS5R/ANDGKQABAKA1evLJZI89kg8+qDw/4ojk8suVfwCAAhAAAFqdZ55JdtstmT698vyww5Kf/CRp51/3AQAFIAAAtC5/+Uuy667Je+9Vnn/jG8k11yj/AIBa/q0AAABaixdeSL785eSddyrPDzggue66pH37YnMBAC2aAhAAAFqDF19Mdt45mTat8nzffZOf/zzp0KHQWABAy6cABACAlu7ll8vl33//W3m+117JzTcnHTsWmwsAaBUUgAAA0JK9+moyYEDy739Xnu+2W3LbbUmnTsXmAgBaDQUgAAC0VBMmJDvtlEyeXHm+887JHXcknTsXGgsAaF0UgAAA0BJNnFgu/yZOrDzfYYfkV79KunQpNhcA0OooAAEAoKWZPLlc/k2YUHm+7bbJ3XcnXbsWGgsAaJ0UgAAA0JL8+9/lPf9efbXy/AtfSO65J+nWrdhcAECrpQAEAICW4q23yvv6vfxy5fnmmyf33pusuGKxuQCAVk0BCAAALcG0acmXv5y8+GLl+SabJPffn/ToUWQqAKAKKAABAKC5vfNOsssuyQsvVJ5/5jPJ736XrLxysbkAgKqgAAQAgOb03nvJrrsmzz1Xeb7hhskf/pCsskqxuQCAqqEABACA5jJ9erLbbskzz1Ser79+ufzr2bPYXABAVVEAAgBAc5gxI9ljj+TJJyvP1103+eMfk9VXLzYXAFB1FIAAAFC0mTOTvfdOHn208rxfv3L5t8YahcYCAKqTAhAAAIo0a1ayzz7Jgw9WnvfpUy7/1lyz0FgAQPVSAAIAQFFmz04GDkx+//vK8969kwceSNZeu9hcAEBVUwACAEAR5sxJDjgguffeyvNevcp3/q23XrG5AICqpwAEAICmNnductBBya9/XXm+6qrl8q9//2JzAQBtggIQAACa0rx5ySGHJHfeWXm+8srlR4I32qjYXABAm6EABACApjJ/fjJoUHLzzZXnPXqUy7/Pfa7IVABAG6MABACAprBgQXLEEcnPf155vuKKyf33J5tuWmwuAKDNUQACAEBjW7AgOfroZNy4yvNu3cqHgWy5ZaGxAIC2SQEIAACNqVRKhg5NfvrTyvOuXZPf/jbZZpticwEAbZYCEAAAGkuplBx3XHLllZXnXbokv/lN8qUvFZsLAGjTFIAAANAYSqXkBz9ILr208rxz5+Suu5Iddyw0FgCAAhAAAD6pUik57bTkggsqzzt1Su68M9lll2JzAQBEAQgAAJ/cWWclP/pR5VmHDslttyW7715sJgCA/6MABACAT2LkyOT00yvP2rdPbr452XvvYjMBACxEAQgAAMvqwguTk0+uPGvXLvn5z5P99is2EwDAxygAAQBgWVx2WXLCCZVnNTXJz36WfP3rxWYCAKhAAQgAAEtr9Ojk+9+vf37ttck3v1lcHgCABigAAQBgaVxzTfLd79Y/v/rqZNCgwuIAACyOAhAAAJbUddclgwfXP7/iiobnAADNQAEIAACLUyolY8Yk3/lO+XUlF1/c8J2BAADNRAEIAAANee+98n5+gwcnCxZUXnP++cmwYYXGAgBYUh2aOwAAALRYjz1WLv/eeKP+NWefnZx4YnGZAACWkjsAAQDg4+bNS844I9l++4bLv9NPT045pbBYAADLwh2AAACwsNdfT771reTxxxted+qp5QIQAKCFUwACAMBHbrwxOeaY5P3361+z0krJT3+a7L9/cbkAAD4BBSAAALz/fjJkSHLDDQ2v22mn5Gc/S/r0KSYXAEAjsAcgAABt2xNPJJts0nD516FDcu65ye9+p/wDAFoddwACANA2zZ+fnHNOcuaZ5df1WW+98qPBW25ZXDYAgEakAAQAoO15443yQR+PPtrwuu98J7n00qRbt2JyAQA0AY8AAwDQtvziF8nnP99w+dejR3LLLck11yj/AIBWzx2AAAC0DdOnJ0OHJtdd1/C67bdPrr8+WXPNYnIBADQxdwACAFD9nnoq2XTThsu/9u2Ts89O/vhH5R8AUFXcAQgAQPWaP798eu/ppzd80Mc665QP+vjCF4rLBgBQEAUgAADVaeLE8kEfDz/c8LrDDktGjUpWWKGYXAAABfMIMAAA1efWW5PPfa7h8q979+Smm5Jx45R/AEBVcwcgAADVY8aM5HvfS8aObXjdttsmP/95stZaxeQCAGhG7gBso2pqapbo14477tjcUQEAlsyf/lQ+6KOh8q99++TMM5MHH1T+AQBthjsAAQBo3ebPTy64IDnttGTevPrX9etXPuhjm20KiwYA0BIoANu4Y445Jt/97nfrnS+//PIFpgEAWEqTJiWHHFK+o68h3/xmcsUV5X3/AADaGAVgG9ezZ8985jOfae4YAABL7447kiOOSN55p/41K6yQjB5dLgABANooBSAAAK3LBx8kw4YlY8Y0vG6bbcoHfay9diGxAABaKoeAAADQejz7bLLZZg2Xf+3aJSNGJA8/rPwDAIg7AAEAaA0WLEguvDA55ZRk7tz61621VnLDDcmXvlRcNgCAFs4dgG3crbfemv79+6dLly5ZYYUV8ulPfzqHHXZYHnjggeaOBgBQNnlysuuuyfDhDZd/Bx2U/OUvyj8AgI9xB2Ab9+KLLy7y8fjx4zN+/Pj87Gc/y7777ptx48al+zKcljdp0qQG51OmTFnq9wQA2qC77koOPzyZNq3+Nd26lU/4PeSQpKamuGwAAK2EArCN6tq1a7761a9m5513zgYbbJBu3brlv//9bx566KFcddVVmTZtWn75y19mn332ye9+97t07Nhxqd6/b9++TZQcAGgTZs5Mjj8++clPGl73hS+UD/pYd91icgEAtEI1pVKp1NwhKN67776bHj16VJz95z//ye67757nnnsuSXLppZfme9/73lK9f81S/Nf3iRMnpk+fPkv1/gBAFfvLX5KDD07++c/619TUJCefnJx+erKU/6ESANqSSZMm1d6k48/fbZcCkIpee+21bLjhhpkzZ07WW2+9vPLKK0v1+UvyCPBWW22VxN+AAID/s2BBcsklyQ9/mMyZU/+6vn3LB31sv31h0QCgtVIAkngEmHqss8462WWXXfKb3/wm48ePz5tvvpnevXsv8ef7GwoAsFSmTEkGDUruv7/hdQcemFx1VbLSSoXEAgCoBk4Bpl4bbbRR7evJkyc3YxIAoKr9+tfJ5z7XcPm3/PLJtdcmv/iF8g8AYCm5A5B6eTocAGhSH36YnHBCcuWVDa/bYovkxhuTT3+6mFwAAFXGHYDU68UXX6x9vTSP/wIALNbzz5eLvYbKv5qa5KSTksceU/4BAHwC7gCkotdeey2/+93vkpT3A1xjjTWaOREAUBVKpeSyy5If/CCZPbv+dWuskVx/fbLTTsVlAwCoUu4AbIN+/etfZ968efXO//Of/+RrX/ta5s6dmyQZMmRIUdEAgGr2n/8ke+yRDBvWcPm3337lOwSVfwAAjcIdgG3Q0KFDM3fu3Oy///7ZZptt0q9fv3Tp0iVTp07Ngw8+mKuuuirTpk1LknzpS19SAAIAn9w99yTf/nby1lv1r+naNbn00uTww8uP/wIA0CgUgG3Um2++mVGjRmXUqFH1rtl///0zZsyYdO7cucBkAEBVmTUrGT48aeDfOZIkm21WPuijf/9icgEAtCEKwDbouuuuy0MPPZQnnngir732WqZOnZr3338/3bp1S9++ffPFL34xhx12WLbZZpvmjgoAtGZ/+1ty8MHl/23I8OHJWWclnToVkwsAoI1RALZBO+ywQ3bYYYfmjgEAVKtSKbniiuSEExre66937+RnP0t23rm4bAAAbZACEACAxvPWW8l3vpP85jcNr9t332TMmORTnyokFgBAW+YUYAAAGsd99yWf+1zD5V+XLslVVyV33KH8AwAoiAIQAIBPZtas5Ljjkt12S/7zn/rXbbJJ8uc/J0cd5ZRfAIACKQABAFh2L76YfOELySWXNLzu+OOTJ59MNtywkFgAAPx/9gAEAGDplUrlR3mPP758B2B9Vlstue66ZNddi8sGAMAiFIAAACydqVOTww9PfvWrhtftvXdyzTXJqqsWkwsAgIo8AgwAwJL73e+Sz3624fJvueWSK65I7rpL+QcA0AIoAAEAWLzZs5MTTig/yvvvf9e/7nOfS555Jvnudx30AQDQQngEGACAhv3zn8nBByd/+UvD677//eTcc8t3AAIA0GIoAAEAqKxUSq6+OjnuuOTDD+tf17Nn+aCP3XYrLhsAAEtMAQgAQF3TpiVHHJH88pcNr9tjj+Taa5NevQqJBQDA0rMHIAAAi/rDH8p7+TVU/nXunFx2WXL33co/AIAWTgEIAEDZnDnJD36Q7LJL8uab9a/7zGeSP/0pGTrUQR8AAK2AR4ABAEhefjn5xjeSP/+54XXHHpucf37SpUsxuQAA+MQUgAAAbVmplFxzTfkE35kz61+36qrJ2LHJnnsWlw0AgEahAAQAaKvefjs58sjk9tsbXrfbbuXyb7XViskFAECjsgcgAEBb9OCDyec/33D516lTcvHFyW9+o/wDAGjFFIAAAG3J3LnJyScnAwYkkybVv26jjZKnn06GDUva+VdGAIDWzCPAAABtxfjx5YM+/vSnhtd997vJBRckXbsWkwsAgCalAAQAqHalUjJuXDJ0aPLBB/Wv+9SnkmuvTb761cKiAQDQ9BSAAADV7J13kqOPTm65peF1u+ySXHddsvrqxeQCAKAwNnQBAKhWDz9cPuijofKvY8fkwguTe+9V/gEAVCl3AAIAVJu5c5P//d/knHOSBQvqX7fBBsmNNyabblpcNgAACqcABACoJq++mnzzm8lTTzW87qijkosuctAHAEAboAAEAKgGpVJyww3lE3xnzKh/3corJ2PGJAMHFpcNAIBmpQAEAGjt3nsvOeaY5KabGl43YEDys58la6xRTC4AAFoEh4AAALRmjz1WPuijofKvQ4fkvPOS3/1O+QcA0Aa5AxAAoDWaNy85++zkrLMaPuhj/fXLB31svnlx2QAAaFEUgAAArc3rryff+lby+OMNrzviiOSSS5Llly8kFgAALZNHgAEAWpMbb0w22aTh8m+llZLbbkt++lPlHwAA7gAEAGgV3n8/GTKkfNJvQ3bcsXzQR9++hcQCAKDlcwcgAEBL98QT5bv+Gir/OnRIzjkn+f3vlX8AACzCHYAAAC3V/PnlUu/MM8uv67PeeuVHg7fcsrhsAAC0GgpAAICW6I03ygd9PPpow+sGDUouuyxZYYVCYgEA0Pp4BBgAoKX5xS+Sz3++4fKve/fk5puTsWOVfwAANMgdgAAALcX06cnQocl11zW8brvtyvsBrrlmMbkAAGjV3AEIANASPPVUsummDZd/7dsnZ52VPPCA8g8AgCXmDkAAgOY0f35y7rnJ6ac3fNDHOuskP/95svXWxWUDAKAqKAABAJrLxInlgz4efrjhdYccklx+ebLiisXkAgCgqngEGACgOdx6a/K5zzVc/q24YnLjjcnPfqb8AwBgmbkDEACgSDNmJN/7Xvn03oZsu235oI9+/QqJBQBA9XIHIABAUZ55Jtlss4bLv3btkjPOSB58UPkHAECjcAcgAEBTmz8/ueCC5LTTknnz6l/Xr1/5oI8vfrGwaAAAVD8FIABAU5o0qXyIx4MPNrzum99Mrrgi6d69kFgAALQdHgEGAGgqd9xRPuijofJvhRWS668v7/en/AMAoAm4AxAAoLF98EEybFgyZkzD67beuvzI7zrrFBILAIC2yR2AAACN6dlnywd9NFT+tWtX3g/wkUeUfwAANDl3AAIANIYFC5ILL0xOOSWZO7f+dWuuWX7cd7vtissGAECbpgAEAPikJk9ODjss+cMfGl530EHJ6NFJjx6FxAIAgMQjwAAAn8xddyWf/3zD5V+3bsl11yU33qj8AwCgcO4ABABYFjNnJscfn/zkJw2v22qr8kEf661XTC4AAPgYdwACACytv/wl2Xzzhsu/mpryfoCPPqr84/+1d/dBVdWJH8c/FxBQwKdQEyVNgWRHsxLcUBulwmpS03XlV4GKaba2tW1j02Y76+buTg9b9rTNamlJPqyuWeumtv20UlLHTUxNTc0MS1AsMZKEq4Dc3x/fH1dIgXuVew/33Pdr5kz3Hs7xfHbmLsLH7wMAAIClGAEIAADgqZoa6cUXpRkzpMrKhq/r3t1s9DF0qN+iAQAAAA1hBCAAAEBTXC4zku+WW6Tp0xsv/375S2nXLso/AAAAtBiMAAQAAGhIWZm0aJE0d660Z0/j10ZFSS+/LE2aZKb/AgAAAC0EBSAAAMBP7dghzZljdu0tL2/6+pQUc21iou+zAQAAAF6iAAQAAJAkp1NavtwUf5984tk9Dof0u99Js2ZJ4eG+zQcAAABcJApAAAAQ3A4cMFN8c3Ol0lLP7+vWzUwPTk/3WTQAAACgOVAAAgCA4FNVJf3732a030cfeXfvZZdJkyebkX8dO/omHwAAANCMKAABAEDwKCyU5s2T5s+Xiou9u3fQIGnaNLPLb2Skb/IBAAAAPkABCAAA7K2mRlq71oz2W73avPdUdLSUnS396ldS//6+ywgAAAD4EAUgAACwp+PHpTfekF59VTp0yLt7r77ajPbLypJiYnyTDwAAAPATCkAAAGAfLpe0ebMZ7bdihVRZ6fm9ERFSZqYZ7ZeWZnb4BQAAAGyAAhAAAAS+sjKzI+/cudKePd7d27u3Kf1ycqTYWJ/EAwAAAKxEAQgAAALXjh2m9FuyRCov9/y+0FBp1Cgzzfemm6SQEN9lBAAAACxGAQgAAAKL0yktX26m+X7yiXf3xsVJU6dKU6ZI3br5Jh8AAADQwlAAAgCAwHDggBntl5srlZZ6d29GhhntN3KkFMaPPwAAAAgu/AQMAABarqoq6d13zWi/Dz/07t6OHaV77pHuu09KSPBNPgAAACAAUAACAICWp7BQmjdPmj9fKi727t5Bg8ymHuPGSZGRvskHAAAABBAKQAAA0DLU1Ehr15rRfqtXm/eeio6WsrNN8de/v+8yAgAAAAGIAhAAAFjr+HFpwQLp1VelggLv7r36arO2X1aWFBPjm3wAAABAgKMABAAA/udySZs3m9F+K1ZIlZWe3xsRYab3TpsmpaVJDofvcgIAAAA2QAEIAAD8p6xMWrTI7Oa7Z4939/bubab45uRIsbE+iQcAAADYEQUgAADwvZ07zWi/JUuk8nLP7wsNlUaNMqP9brpJCgnxWUQAAADArigAAQCAbzid0vLlpvj75BPv7o2Lk6ZOlaZMkbp1800+AAAAIEhQAAIAgOZ14ICZ4pubK5WWendvRoYZ7TdypBTGjykAAABAc+AnawAAcOmqqqR33zWj/T780Lt7O3aU7rnHjPhLTPRNPgAAACCIUQACAICLV1gozZsnzZ8vFRd7d++gQWZTj3HjpMhI3+QDAAAAQAEIAAC8VFMjrV1rpvmuWmXeeyo6WsrONsVf//6+ywgAAADAjQIQAAB45vhxacEC6dVXpYIC7+69+mqztl9WlhQT45t8AAAAAC6IAhAAADTM5ZI2bzZr+61YIVVWen5vRISZ3jttmpSWJjkcvssJAAAAoEEUgAAA4HxlZdLixab427PHu3t79zZTfHNypNhYn8QDAAAA4DkKQAAAcM7Onab0W7JEKi/3/L7QUGnUKDPa76abpJAQn0UEAAAA4B0KQAAAgp3TKS1fboq/Tz7x7t64OOnee83RrZtv8gEAAAC4JBSAAAAEqwMHzIYeCxZIpaXe3ZuRYUb7jRghtWrlm3wAAAAAmgUFIAAAwaSqSnr3XTPa78MPvbu3Y0fpnnukqVOlxETf5AMAAADQ7CgAAQAIBoWF0rx50vz5UnGxd/empZnRfuPGSZGRvskHAAAAwGcoAAEAsKuaGmntWmnuXGnVKvPeU9HRUna22c23f3/fZQQAAADgcxSAAADYzfHjZl2/V1+VCgq8u7dfPzPaLztbionxTT4AAAAAfkUBCACAHbhc0ubNZrTfW29JlZWe3xsRYab3Tptmpvs6HL7LCQAAAMDvKAABAAhkZWXS4sVmU489e7y7t3dvM8U3J0eKjfVJPAAAAADWowAEACAQ7dxpSr8lS6Tycs/vCw2VRo0yxd/NN0shIT6LCAAAAKBloAAEPPHVV9Kvfy2lpkopKea/cXFWpwIQbJxOM713zhzpv//17t64OOnee6UpU6Tu3X2TDwAAAECLRAEIeGLrVul//9cctbp2PVcGpqSYo1Mn6zICsK8vvzRr++XmSt9/7929GRlmbb8RI6RWrXwSDwAAAEDLRgEIeCI///xzxcXSqlXmqNWjR/1ScMAAqX17v8UEYCNVVdK775rRfh9+6N29HTtKkyZJ990nJSb6Jh8AAACAgEEBCHhi2zbPrvvmG3O8/fa5c4mJ50YIpqZK114rRUf7JieAwFdUJL32mjR/vvmHBm+kpZnRfuPGSZGRvskHAAAAIOBQAAJNOXtW2r794u//8ktzLF1q3jscUnJy/fUE+/fnl3UgmNXUSOvWmdF+q1aZ956Kjpays82mHv37+y4jAAAAgIBFAQg05fvvzVTe7du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"text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Jednoduchý způsob, jak v Jupyter Notebooku zobrazit obrázek ze souboru\n", "IPython.core.display.Image(filename=\"filename.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Více grafů v jednom obrázku" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Přesné umístění" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Na vytvoření více grafů v jednom obrázku není nic magického. Prostě jen zavoláme několikrát metodu `add_axes` objektu `Figure`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "axes1 = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # Hlavní\n", "axes2 = fig.add_axes([0.2, 0.5, 0.4, 0.3]) # Menší, vlevo nahoře\n", "\n", "# Hlavní graf\n", "axes1.plot(x, y, 'r')\n", "axes1.set_xlabel('x')\n", "axes1.set_ylabel('y')\n", "axes1.set_title('hlavni')\n", "\n", "# Vnořený graf\n", "axes2.plot(y, x, 'g')\n", "axes2.set_xlabel('y')\n", "axes2.set_ylabel('x')\n", "axes2.set_title('detail');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rozložení navržené matplotlibem" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib nabízí různé \"správce rozložení\", které se starají o rozložení více grafů do jednoho obrázku. Nejjednodušší z nich je `subplots`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vytvoříme 1x3 podgrafy v širokém grafu.\n", "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(12,3))\n", "\n", "for i, ax in enumerate(axes):\n", " # V numpy vytvoříme pravidelně rozmístěné hodnoty osy x\n", " x = np.linspace(0, 5, 20)\n", "\n", " # Umocníme na\n", " power = (2. ** (2*i - 1))\n", "\n", " # Vypočítáme hodnoty y\n", " y = x ** power\n", "\n", " ax.plot(x, y)\n", " ax.set_xlabel('x')\n", " ax.set_ylabel('y')\n", "\n", " # Použijeme LaTeXovou syntax pro správné vysázení titulku grafu.\n", " ax.set_title('$x^{%.1f}$' % power)\n", "\n", "# Opravíme rozložení, aby nám grafy nelezly přes sebe.\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Komplikovanější rozložení" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pro vytvoření ještě komplikovanějších rozložení slouží metody `gridspec` a `subplot2grid`, viz http://matplotlib.org/users/gridspec.html." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Inspirující (a zároveň odstrašující) ukázka\n", "fig = plt.figure()\n", "ax1 = plt.subplot2grid((3,3), (0,0), colspan=3)\n", "ax2 = plt.subplot2grid((3,3), (1,0), colspan=2)\n", "ax3 = plt.subplot2grid((3,3), (1,2), rowspan=2)\n", "ax4 = plt.subplot2grid((3,3), (2,0))\n", "ax5 = plt.subplot2grid((3,3), (2,1))\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dvě různé osy v jednom grafu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pokud chceme v jednom grafu mít pro dvě různé datové sady dvě různé osy *x* nebo dvě různé osy *y*, můžeme použít metody `twinx` a `twiny` třídy `Axes`, které vytvoří novou soustavu souřadnic se sdílenou osou *x*, potažmo *y*." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots()\n", "\n", "ax1.plot(x, x**2, linewidth=2, color=\"blue\")\n", "ax1.set_ylabel(r\"area $(m^2)$\", fontsize=15, color=\"blue\")\n", "\n", "ax2 = ax1.twinx() # Kopie soustavy souřadnic, sdílející osu x\n", "ax2.plot(x, x**3, linewidth=2, color=\"red\")\n", "ax2.set_ylabel(r\"volume $(m^3)$\", fontsize=15, color=\"red\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Formátování a úpravy grafů" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rozsah grafu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rozsahy se nastavují pro každou osu souřadnic (objekt třídy `Axes` pomocí metod `set_xlim` a `set_ylim`." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", "\n", "axes[0].plot(x, x**2, x, x**3)\n", "axes[0].set_title(\"výchozí rozsah\")\n", "\n", "axes[1].plot(x, x**2, x, x**3)\n", "axes[1].axis('tight')\n", "axes[1].set_title(\"těsný rozsah\")\n", "\n", "axes[2].plot(x, x**2, x, x**3)\n", "axes[2].set_ylim([0, 60])\n", "axes[2].set_xlim([2, 5])\n", "axes[2].set_title(\"vlastní rozsah\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Logaritmická škála" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "K nastavení logaritmické škály slouží metody `set_xscale` a `set_yscale`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "\n", "ax.plot(x, x**2 - 1, x, x**3 + 1)\n", "ax.set_yscale(\"log\")\n", "# ax.set_xscale(\"log\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Velikost obrázku, rozlišení" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ve chvíli, kdy vytváříme graf, můžeme mu nastavit velikost a rozlišení. Jupyter Notebook si s tím zachází lehce po svém (a ručí vlastně akorát poměrem stran), ale exportujete-li obrázky do vektorových či bitmapových formátů, můžete specifikovat přesnou velikost v palcích (`figsize`) a rozlišení v dpi neboli bodech na palec (`dpi`). Oba argumenty se při vytváření obrázku předávají funkci `figure` jako \"keyword\" argumenty:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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TJuN0Onsv5fFUdvhFcBpjTHFxsYmNjTXBwcFmxowZpqqqqvfPVqxYYebOndtn/uHDh8306dNNcHCwGTdunNm6dauXK/YvNv2bO3eukdRvW7FihfcL9xO2n7//70EPTmPs+1dfX2/mz59vhg4daqKjo012dra5fv26l6v2H7b9KyoqMpMnTzZDhw41kZGR5oUXXjAXLlzwctW+d+jQobv+W+ap7OC2YgAAWPD5OU4AAO4nBCcAABYITgAALBCcAABYIDgBALBAcAIAYIHgBADAAsEJAIAFghMAAAsEJwAAFghOAAAsEJwAAFj4HxTPSQBKAwotAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Obrázek o velikost 4x1 palce s rozlišením 100 dpi\n", "fig = plt.figure(figsize=(4, 1), dpi=100)\n", "axes = fig.add_axes([0,0,1,1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Argumenty lze předat i správcům rozložením, jako je např. fuknce `subplots`." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Dva grafy pod sebou, které dohromady zaujímají obdélník 4x7 palců\n", "fig, axes = plt.subplots(2, 1, figsize=(4, 7), dpi=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Formátování textu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Každý textový objekt (popisek osy, legenda, titulek grafu, poznámky, ..., zkrátka instance třídy `Text`) má spoustu parametrů, které lze specifikovat. Celý výčet vlastností najdete v dokumentaci: http://matplotlib.org/api/artist_api.html#matplotlib.text.Text\n", "\n", "Pro nás budou (kromě barev) podstatné parametry `fontsize` (velikost v bodech) a `family` (název nebo druh fontu). `family` akceptuje jméno existujícího fontu nebo název kategorie:\n", "\n", "* `serif` - patkové písmo\n", "* `sans-serif` - bezpatkové písmo (výchozí)\n", "* `monospace` - písmo s pevnou šířkou\n", "* ... a další, neužitečné ;-)\n", "\n", "Pomocí `style=\"italic\"` můžeme nastavit kurzívu, pomocí `weight=\"bold\"` tučné písmo (tlouštěk je hned několik, viz dokumentace).\n", "\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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uR10V9wkUJZyWlpZ66VcsqampuHfvHoCiEchGjRppbVvRf7uSxXi7du1aZtubN28qb4SojPld2hKvkp9zBwcHvd8oUXxnMaD/0TQyHky8iGoomUyGwYMHY/DgwTh+/Dj69euHjIwMAMCRI0dUEq+SI2NWVlYqy8Q8j4rM0SqtIl/8ly9fVo7YNWvWTG/L+RQvPwQAtWvX1kufYir571HeCKSuc7CKnT9/Xvlzef/WBw8e1Knvkn2Wl3jp8nkpvnkEgN4XOL9+/bqy9ImZmRlefPFFvfZPxoOT64mquTVr1mD9+vVltunUqRPeeOMN5ePSf+mXvCsyNzdXeXnweT3PvKtnnVivr/ldAJSJKgDUqlVLb/2KRdf39OHDh8olnlxdXXUqixAXF6f8ubwkteTnVdcRr/IuC+pSm6zk5764NlhZkpOTMXHiREyYMEHl0qsmxXXBgKJaetpuTiEqDxMvomosOzsbY8eOxaefflpu25JJRFBQkMpzJesTFRYWKifEaxMZGYkRI0Zg/Pjxynk9pQmCUOFyBCVVh1ISJRnCRGld36fbt28rfy49oT0tLQ1jx47F2LFjlSM8QNEoT7HiuyE1OXXqFI4fPw6gaN5ccUHf0koWWDU1NdXaDiia2F986dLZ2Vlrkty6dWvlz3FxcWWuDwkU1fhavnw5QkNDy10MvOQajq+//nqZbYnKwsSLqBq7dOkSCgsLcefOHWVRTE3S09Px999/Ayj6q3/EiBEqzzdq1EglGSvrUmNBQQGmTJmCjRs3wsnJSWtR0+joaKSlpQEAfHx8dCpHUFJ1KCVR8nJU6bpnNVFFRryKlR692r17N1avXo3Q0FCVkbCSlwJL3llbUmZmpsrIa6NGjbSWnLh+/Tqys7MBAE2aNIGFhYXWeHU9r549eyqTspycHOzcuVNr23379uGnn36CRCLB77//XubE/ujoaJw6dQpA0R2VgwYN0tqWqDxMvIiqseI5MAUFBXj11Vfx5MkTtTY3b95ESEgIkpOTYWZmhtWrV2us6v7jjz8qv9wWL16sXDqopIcPH2LAgAHYv38/unTpgvnz52uN7Xku/z169Eh5qcvJyUllaaLSFAoFrl69CgAwMTEps+RARXl6eip/Lm90pLorLCxUlmaQSCRljiCVvJGh+N+h+OePPvoIQNHKBiWT7kmTJil/XrBggcr8LKAoOenVq5dKoqWvy4y6Jl6mpqbKZAoApkyZohxVK5aTk4OffvoJAwcORF5eHr7//vtyl4lasmSJ8ue5c+eWucICUblEXCeSiMrx66+/ChYWFspFeWUymdCpUydh2LBhwoABA4QWLVoon6tfv75w/PjxMvvbvn27YGtrqzymXr16wssvvywMHTpUCA4OFkxMTAQAwoQJE4SsrKwy+/r444+V/Xz66acVOq/du3crj3VychLGjBkjjBkzRvj777/V2kZGRirbNmnSpEKvU57ihbsBCIMHD9Zr34JQtYtkX79+XeVzUvyeLl26VK1tSkqKYG9vr2zfpUsXYeDAgYKjo6MAQBg0aJBQWFiodty7776rPMbExERo3769MHz4cKFLly6CqampMHToUJV/22bNmgljxowRxo0bp9bf5MmTle1atmypjPf27dtqrzts2DBl23bt2inbxsXFaXwvfv/9d+X/G6lUKnTs2FEYMWKE0LVrV8HJyUkAIDg7OwubNm0q9319+vSp8v9McHCwoFAoyj2GqCxMvIiqucTERGHFihXCiBEjBD8/P8HOzk4wMTERbGxsBF9fX2HEiBHChg0bhLy8PJ36i42NFaZPny40btxYsLa2FkxNTQVHR0chMDBQePfdd4WzZ8/q1M+AAQOUX4b//vtvhc5pwYIFymNLbn/++ada2/Xr1yuff+WVVyr0Orpo3LixAEDw8fHRe99VmXiVfJ9KbvPnz9fY/uLFi8JLL70kODs7CyYmJoJcLhc6deokrFixoszkYvPmzULPnj0FBwcHwdzcXKhdu7YwbNgwYd++fYIgCML333+vFoOfn59aPx07dtQY79OnT9Xa+vr6qrWTyWRlfubv3r0rTJ8+XQgICBDkcrlgamoquLi4CD179hR++OEHISUlpby3VBAEQXjzzTcFAIKFhYVw+fJlnY4hKotEEEpUVSQiqmbmzJmDr776CgDw1VdfYdasWXrt/7vvvlMuHh4ZGalzEVUyfPv370ffvn2hUCjw559/llutn0gXvFBNRNXamTNnlD936NBB7/2PHz8ebm5uAIqSMCKgaPL/iBEjoFAo8MknnzDpIr3hiBcRVVtZWVlwdnZGdnY2XFxc8PDhQ5WyBvqyc+dO9O/fHxKJBPv370fPnj31/hpUc5w+fRovvvgikpKSsHDhQkybNk3skMiAcMSLiKqtDRs2KEsOvPPOO5WSdAHAiy++iKVLlwIABg0apLw7kIzPsmXL0KlTJ8hkMuzbt49JF+kdR7yIqFo6c+YM+vfvj4SEBDRt2hRnz56t9LUUd+7ciXfeeQc7duzQa4V8qjmCg4PRqVMnzJ49m9XpqVIw8SKiamXDhg344YcfcPbsWRQWFiIwMBDbt29XqblVmTIzMyGTyWBqyqVsjVFKSgrs7e3FDoMMGH+zVDMKhQKPHj2Cra2t3hYCJqpJ9u3bh9u3b6Nr164YPHgwhg0bBjMzM2WV/KpQ1pI4ZNikUmmVftbIcAiCgPT0dHh6epZZZJcjXtXMgwcP4O3tLXYYRERE9AxiY2PLXI2DI17VTPF6d7GxsbCzsxM5GiIiItJFWloavL29y123lolXNVN8edHOzo6JFxERUQ1T3jQhlpMgIiIiqiJMvIiIiIiqCBMvIiIioirCxIuIiIioijDxIiIiIqoiTLyIiIiIqggTLyIiIqIqwsSLiIiIqIow8SIiIiKqIky8iIiIiKqI0SZex44dQ//+/eHp6QmJRIJ///233GOOHj2KwMBAWFhYoF69evj111/V2mzZsgV+fn6QyWTw8/PD1q1bKyF6IiIiqomMNvHKzMxE8+bN8fPPP+vUPjo6Gv369UOnTp1w8eJFzJ07F5MnT8aWLVuUbcLCwjB8+HCMGjUKly5dwqhRozBs2DCcPn26sk6DiIiIahCJIAiC2EGITSKRYOvWrRg4cKDWNrNmzcL27dsRGRmp3PfWW2/h0qVLCAsLAwAMHz4caWlp2LNnj7JNnz594ODggPXr1+sUS1paGuRyOVJTU7lINlULaTn5sDA1gbmp0f6dRkRULl2/v02rMKYaLSwsDCEhISr7evfujRUrViA/Px9mZmYICwvD1KlT1dosXrxYa7+5ubnIzc1VPk5LS9Nr3EQVIQgC7jzJxPn7T3H+fjLO3U/G3SeZsDCTok1dRwTVd0KH+s7wryWHiVQidrhERDUOEy8dxcfHw83NTWWfm5sbCgoKkJiYCA8PD61t4uPjtfa7YMECfPrpp5USM1F5cvILcSk2BedjknH+XjLOxyQjJStfQzsFjt9KxPFbiQBuwNbCFO18nBBc3wkdGjijkZsNJBImYkRE5WHiVQGlv1iKr9KW3K+pTVlfSHPmzMG0adOUj9PS0uDt7a2PcInUJKTl4Nz9ZOVo1rWHqShQqM42kJlK0dzbHoF1HNC6jgNa1nbAk/RcnLqTiFN3khB+NwnpOQU4EPkYByIfAwCcbczRvp4Tgus7o0MDJ9R2tGIiRkSkARMvHbm7u6uNXCUkJMDU1BROTk5ltik9ClaSTCaDTCbTf8Bk9AoVAm7Ep6tcNnyQnK3WztVWhtZ1HdCqtgNa13WEn4ed2nwuR2tz+Lrb4vUOPihUCLj2KBUnbyfh1J1EnL33FIkZedh5OQ47L8cBAGrZWyKoftGIWHB9Z7jLLarknImIqjsmXjoKCgrCjh07VPbt378frVu3hpmZmbJNaGioyjyv/fv3Izg4uEpjJeOUkVuAizFFo1nn7yfjYkwKMnILVNpIJYCvux1a13FA4H+bl4NlhUanTKQSNPOyRzMve7zdtT5yCwpxKTYVJ28nIuxOEi7GJuNhSjY2n3+AzecfAADquVgrk7Cgek5wsDbX67kTEdUURpt4ZWRk4Pbt28rH0dHRiIiIgKOjI2rXro05c+bg4cOH+PPPPwEU3cH4888/Y9q0aZg4cSLCwsKwYsUKlbsV33vvPXTu3Blff/01BgwYgG3btuHAgQM4ceJElZ8fGYf8QgWWH4/G9kuPcCM+DaWuGsJGZoqWte3/G81yQAtve9hamOk1BpmpCdr6OKKtjyOm9gKy8gpw7l4yTt4pSsSuPEzF3SeZuPskE2vCYwAAfh52RYlYAye09XGCjcxofxURkZEx2nISR44cQbdu3dT2jxkzBqtWrcLYsWNx7949HDlyRPnc0aNHMXXqVFy7dg2enp6YNWsW3nrrLZXjN2/ejA8//BB3795F/fr18cUXX+Dll1/WOS6WkyBdRSdmYsrGCFyKTVHu83KwLDGa5Qhfd1vR7z5MzcrH6egknLpTdGny5uMMledNpRK83qEuZvT2hczURKQoiYiej67f30abeFVXTLyoPIIgYP2ZWHy28zqy8wtha2GKOX2boEcTV7jZVf+5VE/ScxF2NwlhdxJx8nYSYp5mAQD8a9nhp1dawcfZWuQIiYgqjolXDcXEi8qSmJGLWZsv42BUAgAgqJ4TFg1rDk97S5Eje3ah1x/j/c2XkJyVDytzE3w2wB+DA73EDouIqEKYeNVQTLxImwPXH2PWlstIysyDuYkUM3v7YnxHH0gNoJBpfGoO3ttwEaejnwIABrWshc8G+nPuFxHVGEy8aigmXlRaVl4BPtsZifVniiamN3a3xffDW6CJh2F9PgoVApYcvo3FB2+hUCGgjpMVfnqlJZp52YsdGhFRuZh41VBMvKikizHJmLoxAveSiuZBTejogxm9fWFhZriT0M/de4r3NkTgYUo2TKUSvN/HFxM61jOIkT0iMlxMvGooJl4EAAWFCvx8+DZ+OnQbhQoBHnILLBraHMENnMUOrUqkZuVj9j+XsedqUUHizo1csGhoc7jYstgwEVVPTLxqKCZedO+/MhER/5WJeKm5Jz4b4A+5lX7rb1V3xXdvfrrjGnILFHC2keG7Yc3RuZGL2KEREalh4lVDMfEyXoIgYMPZojIRWXlFZSI+H+iPAS1qiR2aqG4+Tsf/1l3EjcfpAIA3O9fD9BBftWWNiIjExMSrhmLiZZwSM3Ixe8sV5aLT7es5YtGwFqhVg8tE6FNOfiG+2BWJv8LvAwCae8nx4ystUceJNb+IqHpg4lVDMfEyPoeiHuP9zZeRmFFUJmJG70acTK7F3qvxmLXlMlKz82EjKxoRHNjSuEcEiah6YOJVQzHxMh5ZeQX4fFck1p0uKhPRyM0Gi4e3hJ8n/93L8iglG1M2RODMvaKaX4NbeWH+gKawZs0vIhIRE68aiomXcYiITcHUjRGITswEAIzv6IOZBl4mQp+K7/r88eAtKATAx9kaP73SEv615GKHRkRGiolXDcXEy7AVFCrwy+E7+PFQUZFQdzsLLBrWHB2MpEyEvp2Jfor3NlxEXGoOzEwkmNWnMcZ39IFEwsu0RFS1mHjVUEy8DNf9pKIyERdjUgAALzbzwOcD/WFvZS5uYDVcSlYeZm25jH3Xim5M6Obrgm+HNoezDWt+EVHVYeJVQzHxMjyCIGDj2VjMLy4TITPFZwP9MaCFJ0dm9EQQBKw5HYPPdl5HXoECLrYyLB7egiOJRFRlmHjVUEy8DIsgCPho21WsCS+aQN/OxxGLhjWHl4OVyJEZpqj4NPxv3UXcSsiARAK81aU+pvVqBDMT1vwiosql6/c3fxsRVaKfDt3GmvAYSCTA7L6NsW5ieyZdlaixux22v9sRr7arDUEAlh65g6G/hiExI1fs0IiIADDxIqo0m87G4rvQmwCA+S81xVtd6sOEtbkqnaW5Cb4cFIAlr7WCnYUpImJTMGH1OWTnFYodGhEREy+iynA4KgFztl4BALzTtT5GBdUVNyAj1C/AA1sndYC9lRkiYlMwZeNFFCo4s4KIxMXEi0jPLsWm4J21F1CoEPByq1qY2dtX7JCMVn0XGywb1RrmJlLsu/YYX+yKFDskIjJyTLyI9Oh+UibGrTqL7PxCdGrojK8HN+OdiyJr+98NDQCw8mQ0/jgZLXJERGTMmHgR6UliRi5GrzyDpMw8NPW0w9KRgbybrpro39wTs/o0BgDM33kd+67FixwRERkrfisQ6UFWXgHGrzqL+0lZ8HKwxB+vt4EN1w6sVt7qUk95t+N7Gy4iIjZF7JCIyAgx8SJ6TgWFCry77iIuPUiFvZUZVo9rC1dbC7HDolIkEgnmv9QU3XxdkJOvwPhVZxGTlCV2WERkZJh4ET0HQRDw4b9XcSgqATJTKVaMaYP6LjZih0VamJpI8fOrrdDU0w5JmXkYu+oMUrLyxA6LiIwIEy+i5/DDwVvYcDYWUgnw0ystEVjHQeyQqBzWMlOsHNsGnnIL3H2SiTf+PI+cfNb4IqKqwcSL6BltOBODxQduAQDmD/BHSFN3kSMiXbnZWeCP19vCVmaKM/eeYubmy1CwxhcRVQEmXkTP4FDUY3zw71UAwLvdGmBk+zoiR0QV5etui19HBcJUKsGOS4/w7f4bYodEREaAiRdRBUXEpmDS2qIq6INbeWF6SCOxQ6Jn1KGBM74a3AxA0bqO607HiBwRERk6Jl5EFXAv8f8LpHZu5IKvBgewQGoNNyTQC1N6NgQAfLTtKg7fSBA5IiIyZEy8iHSUmJGLMX+cwdPMPPjXssPS11qxQKqBeK9HQwwJ9EKhQsCktRdw9WGq2CERkYHitwaRDjJzCzDuvwKp3o6WWDm2DaxZINVgSCQSfDkoAB0aOCErrxDjVp3Fw5RsscMiIgNk1InXkiVL4OPjAwsLCwQGBuL48eNa244dOxYSiURta9q0qbLNqlWrNLbJycmpitOhSpJfqMCkdRdw+UEqHKzMsPp1Fkg1ROamUiwdGQhfN1skpOdi3B9nkZaTL3ZYRGRgjDbx2rhxI6ZMmYIPPvgAFy9eRKdOndC3b1/ExGieXPvDDz8gLi5OucXGxsLR0RFDhw5VaWdnZ6fSLi4uDhYW/JKuqQRBwAdbr+DIjSewMJNixdg2qMcCqQbLzsIMf7zeBq62Mtx4nI6315xHXoFC7LCIyIAYbeL13XffYfz48ZgwYQKaNGmCxYsXw9vbG0uXLtXYXi6Xw93dXbmdO3cOycnJeP3111XaSSQSlXbu7qztVJMtPnALm849gFQC/PxKK7SqzQKphs7T/r9LyeYmOHk7CXP+uQJBYI0vItIPo0y88vLycP78eYSEhKjsDwkJwalTp3TqY8WKFejZsyfq1FGt35SRkYE6derAy8sLL774Ii5evFhmP7m5uUhLS1PZqHpYfyYGPxwsKpD6+cAA9PRzEzkiqir+teT4+bVWMJFKsOXCA+XngIjoeRll4pWYmIjCwkK4ual+kbq5uSE+Pr7c4+Pi4rBnzx5MmDBBZX/jxo2xatUqbN++HevXr4eFhQU6dOiAW7e0/9JesGAB5HK5cvP29n62kyK9Ohj5GB9svQIAmNy9AV5tV1vkiKiqdfN1xWcD/AEUjXxuPv9A5IiIyBAYZeJVrHT9JUEQdKrJtGrVKtjb22PgwIEq+9u3b4+RI0eiefPm6NSpEzZt2oRGjRrhp59+0trXnDlzkJqaqtxiY2Of6VxIfy7GJGPSugtQCMDQQC9M7cUCqcbq1Xa18XbX+gCA2Vsu4+TtRJEjIqKazigTL2dnZ5iYmKiNbiUkJKiNgpUmCAJWrlyJUaNGwdzcvMy2UqkUbdq0KXPESyaTwc7OTmUj8UQnZmL86nPIyVegq68LvnyZBVKN3cwQX/Rv7okChYC3/jqPG/HpYodERDWYUSZe5ubmCAwMRGhoqMr+0NBQBAcHl3ns0aNHcfv2bYwfP77c1xEEAREREfDw8HiueKlqPEnPxZiVRQVSA2rJ8curLJBKgFQqwcKhzdC2riPScwvw+h9n8DiNJWKI6NkY7bfKtGnTsHz5cqxcuRKRkZGYOnUqYmJi8NZbbwEougQ4evRoteNWrFiBdu3awd/fX+25Tz/9FPv27cPdu3cRERGB8ePHIyIiQtknVV/FBVJjnmahtqMVC6SSCpmpCZaNDkQ9F2s8Ss3BuFVnkZlbIHZYRFQDGe03y/Dhw5GUlIT58+cjLi4O/v7+2L17t/Iuxbi4OLWaXqmpqdiyZQt++OEHjX2mpKTgjTfeQHx8PORyOVq2bIljx46hbdu2lX4+9OzyCxV4Z+0FXHmYCkdrc6we1xYutjKxw6Jqxt7KHKvGtsWgJSdx7VEa3l13Ab+Pbg1TjooSUQVIBBaoqVbS0tIgl8uRmprK+V5V5Nt9Ufjl8B1Ymplg/Rvt0cLbXuyQqBqLiE3BiGVhyMlX4NV2tfHFQH/OAyQinb+/+acaGbWLMclYeuQOAODboc2YdFG5Wnjb48cRLSGRAOtOx+DXo3fFDomIahAmXmS0svMKMX3TJSgEYEALT7zYzFPskKiGCGnqjo9f9AMAfLMvCmein4ocERHVFEy8yGh9u+8G7iZmwtVWhk9falr+AUQlvN7BB0MDvSAIwMzNl5CVx8n2RFQ+Jl5klMLuJGHlyWgAwNdDmsHequyabESafNTfD55yC9xPysI3e2+IHQ4R1QBMvMjoZOQWYObmSwCAV9p6o5uvq8gRUU1lZ2GGr4c0AwCsOnUPYXeSRI6IiKo7Jl5kdL7YFYkHydnwcrDEBy/4iR0O1XCdGroo1/KcufkS63sRUZmYeJFROXwjAevPFNVn+3ZIc9iwSCrpwdx+TVDL3hIPkrOxYE+k2OEQUTXGxIuMRkpWHmZtvgwAeL1DXQTVdxI5IjIUNjJTfPvfJcc14TE4cYuLaRORZky8yGjM234NCem5qOdsjfd7NxY7HDIwwQ2cMTqoaOWLWVsuIz0nX+SIiKg6YuJFRmHPlTj8G/EIUgmwaFhzWJqbiB0SGaBZfRqjtqMVHqZk48vdvORIROqYeJHBS8zIxQf/XgUAvN21PlrWdhA5IjJU1iUuOa4/E4ujN5+IHBERVTdMvMigCYKAuf9cwdPMPDR2t8XkHg3FDokMXLt6Tni9Q10AwKzNl5GazUuORPT/mHiRQfs34iH2X38MMxMJvhvWAjJTXmKkyvd+78ao62SF+LQcfL7zutjhEFE1wsSLDFZcajY+3nYNAPBej4bw89S+WjyRPlmam2Dh0OaQSIC/zz/AoajHYodERNUEEy8ySIIgYNaWK0jPKUBzb3u81aW+2CGRkWld1xETOvoAAGZvuYLULF5yJCImXmSg1p2JwbGbTyAzlWLR0OYwNeFHnare9BBf1HOxRkJ6Lj7dcU3scIioGuC3ERmcmKQsfLGr6Fb+9/s0RgNXG5EjImNlYVZ0yVEqAf65+BD7r8WLHRIRiYyJFxkUhULAjL8vISuvEO18HPF6cF2xQyIj16q2A97oXHSpe+7Wq0jOzBM5IiISExMvMigrT0bjzL2nsPpvcrNUKhE7JCJM6dkQDV1tkJiRi0+285IjkTFj4kUG43ZCOr7ZdwMA8OELfvB2tBI5IqIixZccTaQSbL/0CHuuxIkdEhGJhIkXGYSCQgWmb7qEvAIFujRywSttvcUOiUhFc297vP3f3bUf/nsVSRm5IkdERGJg4kUG4dejd3DpQSrsLEzx9eBmkEh4iZGqn//1aIDG7rZIysxT1pgjIuPCxItqvGuPUvHDwVsAgPkD/OEutxA5IiLNZKZFlxxNpRLsuhKHnZcfiR0SEVUxJl5Uo+UWFGL6pkvILxTQp6k7BrTwFDskojL515JjUrcGAICP/r2KJ+m85EhkTJh4UY32w4FbiIpPh5O1OT4f5M9LjFQjTOrWAH4edkjOyseH/16BIAhih0REVYSJF9VYF2KS8evROwCALwb5w9lGJnJERLoxN5Vi4dDmMDORYN+1x9h+iZcciYwFEy+qkbLzCjFj0yUoBGBQy1ro4+8hdkhEFeLnaYfJ3RsCAD7edg0JaTkiR0REVYGJF9VI3+yLwt3ETLjbWWBe/6Zih0P0TN7qWh8BteRIzc7H3K285EhkDJh4UY1z6k4i/jh5DwDw9ZBmkFuZiRsQ0TMyMym65GhuIsWByAT8c+Gh2CERUSVj4kU1SkZuAWb+fRkA8Gq72ujSyEXkiIiej6+7Lab0KrrkOG/HNcSn8pIjkSFj4kU1yuc7r+NhSja8HS0xt18TscMh0os3OtVDc297pOcUYPY/l3nJkciAGXXitWTJEvj4+MDCwgKBgYE4fvy41rZHjhyBRCJR26KiolTabdmyBX5+fpDJZPDz88PWrVsr+zSMxuGoBGw4GwuJBPh2SHPYyEzFDolIL0xNpFg0tBnMTaU4cuMJ/j73QOyQiKiSGG3itXHjRkyZMgUffPABLl68iE6dOqFv376IiYkp87gbN24gLi5OuTVs2FD5XFhYGIYPH45Ro0bh0qVLGDVqFIYNG4bTp09X9ukYvJSsPMzaUnSJcVwHH7Sv5yRyRET61cDVFjNCGgEAPvtvZJeIDI9EMNIx7Xbt2qFVq1ZYunSpcl+TJk0wcOBALFiwQK39kSNH0K1bNyQnJ8Pe3l5jn8OHD0daWhr27Nmj3NenTx84ODhg/fr1OsWVlpYGuVyO1NRU2NnZVeykDNh7Gy5iW8Qj1Hexxq7JnWBhZiJ2SER6V6gQMPTXU7gQk4JODZ3x57i2LApMVEPo+v1tlCNeeXl5OH/+PEJCQlT2h4SE4NSpU2Ue27JlS3h4eKBHjx44fPiwynNhYWFqffbu3bvMPnNzc5GWlqaykaqjN59gW8QjmEglWDSsBZMuMlgmUgkWDm0OmakUx28lYv2ZWLFDIiI9M8rEKzExEYWFhXBzc1PZ7+bmhvj4eI3HeHh4YNmyZdiyZQv++ecf+Pr6okePHjh27JiyTXx8fIX6BIAFCxZALpcrN29v7+c4M8OTX6jA/B3XAABjg+uihbe9uAERVbJ6LjZ4v09jAMAXu64j9mmWyBERkT4ZZeJVrPQQviAIWof1fX19MXHiRLRq1QpBQUFYsmQJXnjhBSxcuPCZ+wSAOXPmIDU1VbnFxvIv3JJWn7qHO08y4Wxjjvd6Niz/ACID8HpwXbSt64jMvEIWViUyMEaZeDk7O8PExERtJCohIUFtxKos7du3x61bt5SP3d3dK9ynTCaDnZ2dykZFEjNy8cOBovd3Zm9f2FmwUCoZB6lUgm+GFN3lePxWIkKvPxY7JCLSE6NMvMzNzREYGIjQ0FCV/aGhoQgODta5n4sXL8LD4//XCAwKClLrc//+/RXqk/7ft3tvID23AAG15BgayEuwZFzqOltjYicfAMDnuyKRk18ockREpA9GWwhp2rRpGDVqFFq3bo2goCAsW7YMMTExeOuttwAUXQJ8+PAh/vzzTwDA4sWLUbduXTRt2hR5eXlYs2YNtmzZgi1btij7fO+999C5c2d8/fXXGDBgALZt24YDBw7gxIkTopxjTXblQSo2nS+67DrvJT9Ipbyzi4zPO10bYPP5B4h5moWVJ6PxTtcGYodERM/JaBOv4cOHIykpCfPnz0dcXBz8/f2xe/du1KlTBwAQFxenUtMrLy8PM2bMwMOHD2FpaYmmTZti165d6Nevn7JNcHAwNmzYgA8//BAfffQR6tevj40bN6Jdu3ZVfn41mSAImLfjGgQBGNSyFgLrOIodEpEorGWmmN23MaZuvISfD93G4FZecLOzEDssInoOFarjNX/+fABA27Zt0adPn0oLypixjhfw78WHmLIxAlbmJjg8oyu/aMioKRQCBv96ChdjUjC4lRcWDWsudkhEpEGl1PGaN28ePv30U+zevVvtuXHjxmHcuHFYt25dxaMl+k9mbgEW7IkEAEzq1oBJFxk9qVSCT/o3BQBsufAAF2OSRY6IiJ6H3ibXr1q1CqtXr0Z4eLi+uiQj9Mvh23iclovajlYY39FH7HCIqoUW3vYYEugFAPh0x3UoFCwvQVRTVSjxMjEpqhien59fKcGQcbuflInlx6MBAB+96McK9UQlvN/bF9bmJoiITcG/EQ/FDoeInlGFEq/iNQrv379fGbGQkft8VyTyChXo1NAZPZu4ih0OUbXiameBd7sXFRH+ak8UMnILRI6IiJ5FhRIvPz8/CILAEgmkd8duPkHo9ccwlUrwSX8/LgxMpMG4jnVRx8kKCem5WHL4ttjhENEzqFA5iYEDB+L48eMoLCxEly5d0KBBA3h4eEAq/f/8bevWrbh69eozBySRSHDw4MFnPp5qnvxCBebvvA4AGB1UFw1cbUWOiKh6kpma4MMX/DDxz3NYfjwaI9rURm0nK7HDIqIKqFA5iZycHLRt21aZWJUclSju5nlGKorXNSwsNN4KzcZYTmLFiWh8tvM6nKzNcWhGV8gtuTQQkTaCIGD0yjM4fisRIX5uWDa6tdghEREqqZyEhYUFjh8/jokTJ8La2hqCICi3YiX3VXQj45OYkYvFoTcBFK3HyKSLqGwSiQQfv+gHE6kE+68/xolbiWKHREQVUKERr5IKCwtx8+ZNJCcnIy8vD927d4dEIsHAgQMxefLk5wqqS5cuz3V8TWZsI16zt1zGhrOx8K9lh22TOsKESwMR6WTe9mtYdeoeGrnZYPfkTjA1Mcqld4mqDV2/v595ySATExM0adJEbX+tWrWMOnEi3V15kIqN5/5bj7F/UyZdRBUwtWcjbIt4iJuPM7DuTAxGB9UVOyQi0oFe/0Ti5ULSVcn1GAe28ETrulyPkagi5FZmmBbiCwBYtP8mkjPzRI6IiHSht0Wyo6OLCl8aw+Uxen7bIh7h/P1kWJmbYHZf9ZFTIirfq21rY234fUTFp+P7Azcxf4C/2CERUTn0NuJVp04d1KlTBw4ODvrqkgxU6fUY3eVcj5HoWZhIJfi4vx8AYE34fUTFp4kcERGVh7MxqcotOcL1GIn0Jbi+M/r6u0MhAPN3XOeUD6JqjokXVan7SZn4/VjRZekPX2jC9RiJ9GBuvyYwN5Xi1J0k7Lv2WOxwiKgMFV4ku3gzNTXV+tzzbKX7JcNScj3GXn5uYodDZBC8Ha3wZud6AIAvdl9HTr7xFqEmqu4qlHgVD2FrKnha+jkWUqXSjt8qWo/RRFpUAJLrMRLpz9td68PdzgKxT7Ox4kS02OEQkRYVvtRYVmLEpIm0yS9U4NMdxesx1kFDN67HSKRPVuammN23MQDgl8O3EZ+aI3JERKRJhRIvhUKh3Eqvp1jyuefZjHmdRkP2Z9h93E7IgKO1Oab0bCR2OEQGaUALTwTWcUBWXiG+2RsldjhEpAEn11OlS8rIxeIDXI+RqLJJJBJ88l95iX8uPsSFmGSRIyKi0ph4UaVbuP8G0nMK0NTTDsNae4sdDpFBa+Zlj6GBXgCAT7dfg0LBKSBE1YneEq9WrVqhVatW6NChA/Lz8/XVLdVwVx6kYsPZ/9ZjfInrMRJVhZl9fGEjM8WlB6n45+JDscMhohL0lnhdunQJly5dgqOjI8zMeCmJim62+PS/9RgHtPBEG67HSFQlXG0t8L/uDQAAX++NQkZugcgREVExvSVeTk5OAABPT099dUk13PZLj3DufjIszUyUd1sRUdUY26Eu6jpZ4Ul6Ln4+dFvscIjoP3pLvLy8iuYUpKam6qtLqsEycwuwYHfRXVWTutWHh9xS5IiIjIvM1AQfvlA00X7liWjcS8wUOSIiAvSYePXr1w+CIODUqVP66pJqsCVHbiM+LQfejpaY0Kme2OEQGaUeTVzRuZEL8goV+GJ3pNjhEBH0mHiNGzcOFhYWePjwIVauXKmvbqkGiknKwu/Hi9dj9ON6jEQikUgk+PjFJjCRShB6/TGO33oidkhERk9viVe9evWwePFiCIKASZMmYcOGDfrqmmqYz3ddR16BAh0bOCOE6zESiaqBqy1GB9UBAMzfcR35hQqRIyIybhJBT+v8xMTEAAA2bdqEuXPnorCwEG3btsWIESMQGBgIFxcXWFrqNs+ndu3a+gipRkpLS4NcLkdqairs7OzEDqfCjt96glErzsBEKsHe9zpxaSCiaiA1Kx/dFh3B08w8zOvvh7EdfMQOicjg6Pr9baqvF6xbt67KoseCIODMmTM4c+ZMhfqRSCQoKOCtzzVRyfUYR7XneoxE1YXcygzTQxrhg61X8V3oTbzUohYcrc3FDovIKOm9cn3xAFpxEiYIQoU3qpn+KrEe41Sux0hUrYxoUxtNPOyQllOA70JviB0OkdHSW+JVu3Zt1K5dG3Xq1FH+XPy4IltVXmZcsmQJfHx8YGFhgcDAQBw/flxr23/++Qe9evWCi4sL7OzsEBQUhH379qm0WbVqFSQSidqWk5NT2aciuqSMXHz/33qMM0J8IbdiEV2i6sRE+v/rOK47HYPIuDSRIyIyTnq71Hjv3j19dVUlNm7ciClTpmDJkiXo0KEDfvvtN/Tt2xfXr1/XmPwdO3YMvXr1wpdffgl7e3v88ccf6N+/P06fPo2WLVsq29nZ2eHGDdW/Ji0sLCr9fMS2cP9N5XqMw9twPUai6qh9PSe8EOCBXVfiMH/Hdayb2E5liggRVT69Ta6vadq1a4dWrVph6dKlyn1NmjTBwIEDsWDBAp36aNq0KYYPH46PP/4YQNGI15QpU5CSkvLMcdXEyfW3Hqej9+JjUAjApjeD0NaHSwMRVVexT7PQ87ujyC1QYOlrrdA3wEPskIgMgq7f33qf41UT5OXl4fz58wgJCVHZHxISonMBWIVCgfT0dDg6qiYZGRkZqFOnDry8vPDiiy/i4sWLZfaTm5uLtLQ0la2m+XpvFBQC0LupG5MuomrO29EKb3YuKmr8xe5I5OQXihwRkXExysQrMTERhYWFcHNTrTHl5uaG+Ph4nfpYtGgRMjMzMWzYMOW+xo0bY9WqVdi+fTvWr18PCwsLdOjQAbdu3dLaz4IFCyCXy5Wbt3fNukx3JvopDkQmwEQqwft9uB4jUU3wVtf68JBb4EFyNlaciBY7HCKjUumJ19WrV7Fnzx6sW7cOf/75Z2W/XIWUntsgCIJO8x3Wr1+PefPmYePGjXB1dVXub9++PUaOHInmzZujU6dO2LRpExo1aoSffvpJa19z5sxBamqqcouNjX32E6pigiBgwZ6iZUiGt/FGfRcbkSMiIl1YmZti1n9/KP165A6eZuaJHBGR8dDb5PqS7t+/j2+++Qbr169XWzR79OjRKo8fP36MyZMnQxAEtG7dGu+//35lhKTC2dkZJiYmaqNbCQkJaqNgpW3cuBHjx4/H33//jZ49e5bZViqVok2bNmWOeMlkMshkMt2Dr0b2Xo3HxZgUWJqZYEqPhmKHQ0QV8FJzT/x+/C6uPUrDT4du4ZP+TcUOicgo6H3Ea/369QgICMCvv/6KlJSUcutzubm5ITExEZs3b8b8+fORkZGh75DUmJubIzAwEKGhoSr7Q0NDERwcrPW49evXY+zYsVi3bh1eeOGFcl9HEARERETAw8PwJq/mFyrwzb6iuzcndvKBq53h37lJZEikUglm9y0a9VoTfh+xT7NEjojIOOg18dqyZQtGjhyJzMxMCIIAe3t79O3bF40alV1Mc8KECQCA7Oxs7N27V58haTVt2jQsX74cK1euRGRkJKZOnYqYmBi89dZbAIouAZYcnVu/fj1Gjx6NRYsWoX379oiPj0d8fLzKiN6nn36Kffv24e7du4iIiMD48eMRERGh7NOQbDgbi+jETDhZm+ONLvXFDoeInkGnhi7o1NAZ+YUCFu5nUVWiqqC3xCslJQUTJ05UzpP6+OOPERcXh127dqFXr15lHvvSSy/BzKyo4ObBgwf1FVKZhg8fjsWLF2P+/Plo0aIFjh07ht27d6NOnaLFZOPi4pTrTwLAb7/9hoKCAkyaNAkeHh7K7b333lO2SUlJwRtvvIEmTZogJCQEDx8+xLFjx9C2bdsqOaeqkplbgB8OFF0+ndyjIWxklXLFmoiqQPFcr20Rj3D1YWo5rYnoeemtjtc333yD2bNnQyKRYN68efjoo4+Uz/3vf//DL7/8AolEgsJCzbcut2zZEpcuXUL79u11LulgiGpCHa/FB25i8YFbqONkhdCpXWBuapQ3xxIZjPc2XMS2iEfo1NAZf41vJ3Y4RDVSldfx2r17N4CiieuzZs2q8PHFlyPv3r2rr5CoEjxJz8WyY0X/RjN7+zLpIjIAM0J8YW4ixfFbiTh+64nY4RAZNL19a964cQMSiQQdO3aEuXnFV713cHAAALW7IKl6+fHgLWTlFaK5lxwvsOI1kUHwdrTCyPZF0yy+2hMFhcIoFzQhqhJ6S7yePn0KACp1rSoiL6+ojoxUyhGU6io6MRPrzxTNe5vdtwnXeCMyIO92bwBbmSmuPUrD9kuPxA6HyGDpLcuRy+UAgPT09Gc6vngiu5OTk75CIj37dl8UChQCuvm6IKg+/52IDImjtTne6lp0h/LC/TeQW8ClhIgqg94Sr1q1ainrVlVUVlYWwsPDIZFIyi09QeK4GJOM3VfiIZEAs/pyaSAiQzSugw9cbWV4kJyNNeEx5R9ARBWmt8SrW7duAIDIyMhyF4Yu7eeff0ZWVlHxvu7du+srJNKToqWBogAAg1t5obF79bzbkoiej6W5Cab2Kvrj9+dDt5CWky9yRESGR2+J16uvvqr8+c0331QmUuU5ePAgPv74YwCAqakpRo4cqa+QSE8ORSXgTPRTyEylmNaLI5JEhmxooBfqu1gjOSsfvx29I3Y4RAZHb4lX69at8fLLL0MQBJw/fx6dO3dGWFiY1vaPHj3C+++/j379+iEvLw8SiQQTJkxA7dq19RUS6UGhQsDXe4tGu8Z2qAtPe0uRIyKiymRqIlUWVV1xIhrxqTkiR0RkWPRWQBUoqtweHByMqKgo5R1vxXO/Hj58CIlEgoEDB+LWrVu4du0aACjXcGzVqhVOnjxZYxeM1pfqVkB109lYvL/lMuSWZjg2sxvkVmZih0RElUwQBAz9NQzn7idjRBtvfDW4mdghEVV7VV5AFQDs7e1x+PBhdO3aVbkw9sOHD/Ho0SNlIvbvv//i2rVrKgtnd+/eHfv37zf6pKu6yc4rxHehNwEA73ZrwKSLyEhIJBLM6Vc06rXpXCxuJzzb3epEpE7vRbPc3Nxw8OBBrF69Gi1atFAmWKU3AGjSpAlWrVqF/fv3w9HRUd+h0HP641Q04tNyUMveEqOC6ogdDhFVocA6jgjxc4NCAL7eywW0ifRFr5caNYmPj0dYWBgePXqE1NRUWFtbw83NDe3bt0fdunUr86VrpOpyqTE5Mw+dvz2M9JwCfDesOV5u5SVaLEQkjtsJGQj5/igUArD5rSC0rss/kIm00fX727SyA3F3d8egQYMq+2VIz34+fBvpOQVo4mGHgS1qiR0OEYmggasNhrfxxvozsfhydyS2vB3MFSuInhPX5yE1sU+z8FfYfQDA7L6NIZXyFy2RsZrSsxEszKS4EJOC/dcfix0OUY3HxIvULNp/A3mFCnRo4ITODZ3FDoeIRORmZ4EJHesBAL7ZG4WCQoXIERHVbHpNvBQKBRQKBcqaNpaUlITJkyejbt26sLS0RO3atfH2228jPj5en6HQM7r6MBX/RhQtkDu7DxfCJiLgjS714GBlhjtPMrHp3AOxwyGq0fSWeN25cwdmZmYwMzPDmDFjNLZJTk5GUFAQfvnlF8TGxiI3NxcPHz7EsmXL0LJlS9y6dUtf4dAzKi6W+lJzTwR4yUWOhoiqAzsLM/yve0MAwOIDN5GVVyByREQ1l94Sr/379ytHuiZOnKixzfvvv4/bt28D+P/CqcXlJR4/fowRI0boKxx6BsdvPcHxW4kwM5FgZm9fscMhomrktfa14e1oiYT0XKw8ES12OEQ1lt4Sr9DQUACAnZ0dOnTooPZ8YmIiVq9eDYlEAlNTU3z55Ze4fPkyduzYoSwrERERge3bt+srJKoAhULAV/8thD2yfR14O1qJHBERVScyUxPMCCn6g+zXo3eRlJErckRENZPeEq/o6GhIJBI0b94cUql6t1u3bkVBQdHw9JQpUzB79mz4+/vjhRdewLp165TttmzZoq+QqAK2X3qEa4/SYCszVV5SICIqqX8zT/jXskNGbgF+OnRb7HCIaiS9JV6JiYkAoLUo6qFDh5Q/v/HGGyrPtW/fHn5+fsoFtqlq5RYUYuH+osrUb3WtD0drc5EjIqLqSCqVYHafJgCAtafvIyYpS+SIiGoevSde1tbWGp8/fvw4AKBevXqoX7++2vONGxetC/bgAe+YqWp/hd3Hg+RsuNnJMK6Dj9jhEFE11rGhMzo1dEZ+oaD8g42IdKe3xKv48mJWlvpfQPfv31culN2pUyeNxzs7O2s9nipPanY+fj5cdMlgas9GsDQ3ETkiIqruZvUp+kN5+6VHuPIgVeRoiGoWvSVexYlT8V2LJRVPvAeAzp07azw+MzMTAGBhYaGvkEgHvx69g5SsfDRwtcGQQK7HSETl868lx8AWngD+vwQNEelGb4lXQEAABEHA2bNn8fix6rISa9euVf7cpUsXjcfHxMQAANzc3PQVEpUjLjVbeVv4rD6NYWrChQyISDfTQ3xhbiLFiduJOHbzidjhENUYevum7d+/PwAgPz8fI0aMQHR0NNLT0/HVV1/h6NGjkEgkaNasGXx81OcQKRQKREREQCKRoGFD3lFXVb4PvYncAgXa1HVAzyauYodDRDWIt6MVRravAwD4ak8UFArtK5YQ0f/TW+I1cuRIeHoWDT0fO3YMDRo0gL29PT744ANlm2nTpmk89vjx40hPTwcAtGnTRl8hURluPk7H5vNFNzLM7sulgYio4t7t3gC2MlNcj0vD9kuPxA6HqEbQW+JlbW2Nv//+GzY2Nspq9MUbAAwZMgSjRo3SeGzJOl7aLkWSfn29JwoKAejT1B2BdRzEDoeIaiBHa3O81bXoLvWF+28gt6BQ5IiIqj+9TuoJCgrCtWvXMHnyZAQGBqJhw4bo0aMHli1bhg0bNmg8JikpCWvWrAEA2NjYaJ18T/pz+m4SDkYlwEQqwcw+XBqIiJ7duA4+cLOT4UFyNv4Kuy92OETVnkQoHpKiaiEtLQ1yuRypqamws7PTe/+CIGDQklOIiE3Ba+1q44tBAXp/DSIyLhvOxGD2P1dgb2WGozO7QW5pJnZIRFVO1+9v3sZmZPZcjUdEbAqszE3wXk/eyEBEz29IoBcauNogJSsfvx29I3Y4RNWaUSdeS5YsgY+PDywsLBAYGKisrq/N0aNHERgYCAsLC9SrVw+//vqrWpstW7bAz88PMpkMfn5+2Lp1a2WFX2H5hQp8u6+o0vSETvXgasuaaUT0/ExNpMqiqitPRiM+NUfkiIiqrypLvNauXYtx48Zh/PjxVfWSZdq4cSOmTJmCDz74ABcvXkSnTp3Qt29fZT2x0qKjo9GvXz906tQJFy9exNy5czF58mSVRb3DwsIwfPhwjBo1CpcuXcKoUaMwbNgwnD59uqpOq0wbzsQgOjETzjbmeKNzPbHDISID0rOJK1rXcUBOvgLfh94UOxyiaqvK5nj973//wy+//AKJRILCQvHvfGnXrh1atWqFpUuXKvc1adIEAwcOxIIFC9Taz5o1C9u3b0dkZKRy31tvvYVLly4hLCwMADB8+HCkpaVhz549yjZ9+vSBg4MD1q9fr1NclTXHKyO3AF2/PYzEjDzMH9AUo4Pq6q1vIiIAOH//KQYvDYNUAuyb0hkN3WzFDomoynCOVxny8vJw/vx5hISEqOwPCQnBqVOnNB4TFham1r537944d+4c8vPzy2yjrU8AyM3NRVpamspWGX4/dheJGXmo62SFV9rWrpTXICLjFljHEb2bukEhAF/v5QLaRJoYZeKVmJiIwsJCteWJ3NzcEB8fr/GY+Ph4je0LCgqQmJhYZhttfQLAggULIJfLlZu3t/eznFK5UrPzIZUAM3s3hhmXBiKiSjKzd2OYSCU4EPkYZ+89FTscomrHqL+BS1drFwShzArumtqX3l/RPufMmYPU1FTlFhsbq3P8FTHvpaY4MK0L+gW4V0r/REQA0MDVBsNaF/0BuWB3JFixiEiVUSZezs7OMDExURuJSkhI0LpIt7u7u8b2pqamcHJyKrNNWQt/y2Qy2NnZqWyVpZ6LDZcGIqJKN7VnQ1iameBCTAr2XdM+4k9kjIwy8TI3N0dgYCBCQ0NV9oeGhiI4OFjjMUFBQWrt9+/fj9atW8PMzKzMNtr6JCIyRK52FpjQyQcA8M3eG8gvVIgcEVH1YZSJF1C0YPfy5cuxcuVKREZGYurUqYiJicFbb70FoOgS4OjRo5Xt33rrLdy/fx/Tpk1DZGQkVq5ciRUrVmDGjBnKNu+99x7279+Pr7/+GlFRUfj6669x4MABTJkypapPj4hIVG90rgdHa3PcTczExrOVM4WCqCYy2sRr+PDhWLx4MebPn48WLVrg2LFj2L17N+rUqQMAiIuLU6np5ePjg927d+PIkSNo0aIFPvvsM/z4448YPHiwsk1wcDA2bNiAP/74A82aNcOqVauwceNGtGvXrsrPj4hITLYWZpjcvQEAYPGBW8jMLRA5IqLqocrqeCUnJytLJRQnN6SustdqJCKqKnkFCvT6/ijuJ2VhSs+GmNKzkdghEVWaalfHy8HBAXXq1GHSRURkJMxNpZjZ2xcAsOzYXTxJzxU5IiLxGe2lRiIiqnwvBHiguZccWXmF+PHgLbHDIRKdqRgvev78eezYsQOPHz+Gi4sL+vXrh/bt24sRChERVSKJRILZfZvgld/Dse5MDF7vUBf1XGzEDotINHqb45Weno5JkyYBAJo1a6Zyt19JU6ZMwU8//aS2f+TIkVi5ciVMTEz0EU6NxTleRGSIxq06i0NRCejr746lIwPFDodI76p8jtehQ4ewZs0arF27Fi4uLhrbLF++HD/++CMEQVDb1qxZg6lTp+orHCIiqkZm9WkMqQTYczUeF2KSxQ6HSDR6S7z2798PADAxMcGAAQPUni8sLMS8efMAFA09BwQEYNq0aRgyZAgkEgkEQcDSpUsRFRWlr5CIiKia8HW3xZBALwDAV7ujuJQQGS29JV4XLlwAADRp0gT29vZqzx84cACPHj2CRCJBly5dcO7cOSxcuBCbNm3CokWLAAAKhQJ//vmnvkIiIqJqZGqvRpCZSnHm3lMciEwQOxwiUegt8UpMTIREIkHjxo01Pr9nzx7lz3PmzFEuswMAb7/9NhwcHAAAJ06c0FdIRERUjXjILTGuY9FSQl/vjUIBlxIiI6S3xOvJkycAAEdHR43PHzt2DABgZ2eH7t27qzwnk8nQvn17CIKAmzdv6iskIiKqZt7uWh8OVma4nZCBzecfiB0OUZXTW+KVnZ0NABqv22dkZODKlSuQSCTo0KGDxjsX3d3dAQCpqan6ComIiKoZOwszvNu9IQDgu9CbyMrjUkJkXPSWeBXfOhkXF6f23IkTJ1BYWAgA6Nixo8bjJRKJvkIhIqJqbGT72vBysERCei5WnogWOxyiKqW3xKtBgwYQBAHh4eHKJKvY1q1blT937txZ4/EJCUUTLTVNzCciIsMhMzVRLiX069G7SMrgUkJkPPSWeBUnVImJifjuu++U+6OiorB27VoARfO/2rVrp/H4y5cvQyKRoF69evoKiYiIqqn+zTwRUEuOjNwC/HTottjhEFUZvSVe48aNg6lp0QpEs2fPRufOnTF48GAEBQUhKysLEokEY8aM0Ti/6969e4iJiQEANG/eXF8hERFRNSWVSjC7b9Fd8GtP38f9pEyRIyKqGnpLvHx9fTF37lzl5PqTJ0/i33//RVpaGgDAw8MDc+bM0Xjs5s2blT936NBBXyEREVE11qGBM7o0ckF+oYBv990QOxyiKqG3xAsA5s2bh++++w6Ojo4qywEFBwfj0KFDcHJyUjtGEAT8+uuvAIom2IeEhOgzJCIiqsZm920MiQTYeTkOl2JTxA6HqNLpbZHskgoLCxEVFYW0tDTUrl0btWrV0to2JSUF27ZtAwDY2Nhg8ODB+g6nRuEi2URkbKZtisA/Fx6ifT1HrJ/Ynne5U42k6/d3pSRe9OyYeBGRsXmYko1uC48gr0CBP8a2QbfGrmKHRFRhun5/6/VSIxERUUXVsrfE68F1AQBf7YlCoYLjAWS4mHgREZHo3unaAHJLM9x4nI4tF7iUEBkuJl5ERCQ6uZUZ3u3WAADwfehN5OQXlnMEUc1UKYnXiRMnMGnSJLRt2xaurq6QyWQwMTHRaSuuBUZERMZlVFAd1LK3RFxqDv44eU/scIgqhV6znKdPn2L06NHYs2ePyn7O3yciovJYmJlgekgjTNt0CUuO3MaINt5wsDYXOywivdLbiFdBQQFCQkKwZ88elRpeTLqIiEhXA1vUQhMPO6TnFODnw1xKiAyP3hKv3377DRcuXFA+HjJkCHbv3o24uDjk5eVBoVDotJVeYJuIiIyHVCrBnP+WEvor7D5in2aJHBGRfukt8dq0aZPy58WLF2PTpk3o06cP3NzcOG+LiIh01rmRCzo2cEZeoQIL93MpITIseku8rl27BolEAl9fX0yePFlf3RIRkREqXkB7W8QjXH2YKnI0RPqjt8QrM7NoZfn27dvrq0siIjJS/rXkGNjCEwCwYE8k5wuTwdBb4uXpWfQfRCplaTAiInp+00N8YW4ixcnbSTh2K1HscIj0Qm9ZUtu2bSEIAqKiovTVJRERGTFvRyuMCqoDoGgpIQWXEiIDoLfE64033gAAnD59Grdu3dJXt0REZMTe7dYAthamiIxLw78RD8UOh+i56S3x6tatGyZOnIjCwkKMHj0aWVnV9xbg5ORkjBo1CnK5HHK5HKNGjUJKSorW9vn5+Zg1axYCAgJgbW0NT09PjB49Go8ePVJp17VrV0gkEpVtxIgRlXw2RESGy8HaHO90LVpKaNF+LiVENZ9eJ2T9/PPPGDt2LE6fPo3AwEBs27YNBQUF+nwJvXj11VcRERGBvXv3Yu/evYiIiMCoUaO0ts/KysKFCxfw0Ucf4cKFC/jnn39w8+ZNvPTSS2ptJ06ciLi4OOX222+/VeapEBEZvNc71IWH3AIPU7LxZ9g9scMhei4SQU+3inTv3l35c1hYGHJzcyGRSGBhYQFfX1/I5XJIJJLyA5JIcPDgQX2EpFFkZCT8/PwQHh6Odu3aAQDCw8MRFBSEqKgo+Pr66tTP2bNn0bZtW9y/fx+1a9cGUDTi1aJFCyxevPiZ40tLS4NcLkdqairs7OyeuR8iIkPy97lYzNx8GXJLMxyb2Q1yKzOxQyJSoev3t94qmx45ckQlsZJIJBAEAdnZ2bh06ZJOfQiCoFNy9jzCwsIgl8uVSRdQVAJDLpfj1KlTOideqampkEgksLe3V9m/du1arFmzBm5ubujbty8++eQT2Nraau0nNzcXubm5ysdpaWkVOyEiIiPwcisvrDgRjaj4dCw5chtz+jUROySiZ6LXS43a1mgsvV/bVhXi4+Ph6uqqtt/V1RXx8fE69ZGTk4PZs2fj1VdfVclqX3vtNaxfvx5HjhzBRx99hC1btuDll18us68FCxYo55rJ5XJ4e3tX7ISIiIyAiVSCWX2Kiqr+ceoeHqZkixwR0bPR24jX4cOH9dXVM5k3bx4+/fTTMtucPXsWADSOquk62pafn48RI0ZAoVBgyZIlKs9NnDhR+bO/vz8aNmyI1q1b48KFC2jVqpXG/ubMmYNp06YpH6elpTH5IiLSoKuvC4LqOSHsbhIW7b+B74a1EDskogrTW+LVpUsXfXX1TN59991y7yCsW7cuLl++jMePH6s99+TJE7i5uZV5fH5+PoYNG4bo6GgcOnSo3DlYrVq1gpmZGW7duqU18ZLJZJDJZGX2Q0RERX80z+nXGC/9fBJbLz7EhI714OfJubBUsxjM6tXOzs5wdnYut11QUBBSU1Nx5swZtG3bFkBR7bHU1FQEBwdrPa446bp16xYOHz4MJyencl/r2rVryM/Ph4eHh+4nQkREWjXzsseLzTyw83IcvtobhT/HtRU7JKIKMbr1fZo0aYI+ffpg4sSJCA8PR3h4OCZOnIgXX3xRZWJ948aNsXXrVgBAQUEBhgwZgnPnzmHt2rUoLCxEfHw84uPjkZeXBwC4c+cO5s+fj3PnzuHevXvYvXs3hg4dipYtW6JDhw6inCsRkSGa2dsXZiYSHLv5BIei1K9gEFVnRpd4AUV3HgYEBCAkJAQhISFo1qwZ/vrrL5U2N27cQGpqKgDgwYMH2L59Ox48eIAWLVrAw8NDuZ06dQoAYG5ujoMHD6J3797w9fXF5MmTERISggMHDsDExKTKz5GIyFDVcbLGuI4+AID5O64jt4BFVanm0FsdL9IP1vEiIipfRm4Bui08gifpuZjVpzHe7lpf7JDIyFV5Ha/Sbty4gQMHDiAiIgKJiYlIT0+HQqEo97jKLqBKREQ1n43MFHP6Nsa0TZfw06FbGNSyFtzlFmKHRVQuvSded+/exVtvvfVMyVNVFFAlIiLDMKhlLawJv48LMSn4ak8kFo9oKXZIROXS6xyviIgItGrVCgcPHqxQwdSqLKBKRESGQSKR4NOX/CGRAP9GPMK5e0/FDomoXHpLvPLz8/Hyyy8jLS0NgiCgb9++2LhxIwYOHAig6D/I4cOHsX37dvz0008YOnQozM3NIQgCbGxs8Ntvv+Hw4cM4dOiQvkIiIiIDF+Alx4g2RUWnP952DYUK/hFP1ZveEq81a9bg3r17kEgkGD16NHbt2oWhQ4eiVq1ayjZdunTBiy++iEmTJmHjxo24c+cO+vXrh4yMDMycORMymUz0QqxERFSzzAjxhZ2FKa7HpWHD2RixwyEqk94Sr507dwIATE1NsXDhQp2O8fT0xPbt2/HSSy8hLS0NI0aMUJZwICIi0oWTjQzTejUCACzcdwMpWXkiR0Sknd4SrwsXLkAikaBt27Y6VZBXBiCV4rfffoO5uTliY2OxevVqfYVERERGYmT7OvB1s0VyVj6+C70pdjhEWukt8UpMTAQANGjQQGV/yeKh2dmaV5N3c3ND586dIQgCNm/erK+QiIjISJiaSPHJS34AgDXh9xEZlyZyRESa6S3xKl46x8rKSmW/ra2t8ucnT55oPb5u3boAispREBERVVRwfWe8EOABhQDM236Nd8tTtaS3xMvBwQEAkJmZqbLfxcVF+fPNm9qHfxMSEgD8/8gZERFRRc3p1xgWZlKcjn6KnZfjxA6HSI3eEq+GDRtCEAQ8ePBAZX9AQIDy59DQUI3H5uTk4OzZswDAZXKIiOiZeTlY4e0uRVNevtwdiay8ApEjIlKlt8SrVatWAIBr166p7G/fvr3ycuOyZctw69YttWM/+ugjxMXFQSKRoGVLVh4mIqJn92aXevBysERcag6WHrkjdjhEKvSWeHXv3h1A0SXD69evK/dbWlpi1KhREAQBaWlpaNOmDaZMmYLff/8dP/zwA7p3747vvvtO2X7MmDH6ComIiIyQhZkJPnyhaKL9b8fuIiYpS+SIiP6fRNDT7MOcnBy4uLggMzMTH3zwAT777DPlc8nJyWjRogViY2O1rsUoCAJ69+6NPXv26COcGkvX1c2JiEg7QRAwasUZnLidiF5+bvh9dGuxQyIDp+v3t95GvCwsLHDw4EHs2bMH/fv3V3nOwcEBx48fR3BwsNY1G0ePHo1//vlHX+EQEZERk0gkmPeSH0ylEoRef4yjN7XfVU9UlfQ24qWrsLAwHDx4EI8ePYJUKkW9evXwwgsvwNfXtyrDqLY44kVEpD+f7byOFSeiUc/FGnvf6wxzU72NNxCp0PX7u8oTLyobEy8iIv1Jy8lH94VHkJiRhw/6NcHEzvXEDokMVJVfaiQiIqpu7CzM8H6fxgCAHw7eQkJ6jsgRkbETJfH6559/MHbsWPTt2xejR4/Ghg0bxAiDiIiMwJBWXmjuJUdGbgG+3nND7HDIyOntUmNSUhIGDRoEAOjYsSO+/PJLtTYKhQJDhgzBtm3b1J7r3Lkzdu7cCWtra32EU2PxUiMRkf5djEnGoCWnAAD/vBOMVrUdRI6IDE2VX2oMDQ3FiRMncPLkSQQGBmps8+233+Lff/8FALU7G48dO4bx48frKxwiIiKllrUdMDTQC0DROo4KBac3kzj0lnjt378fAGBubo6+ffuqPZ+bm4tvvvlGWcerd+/e+PHHHzFjxgzIZDIIgoC///4b586d01dIRERESu/3aQxbmSkuP0jF3+djxQ6HjJTeEq/ipYL8/f1hZWWl9vyuXbuQnJwMABg4cCD27NmDd999F9988w2WL1+ubLdmzRp9hURERKTkYivDez0bAgC+2XsDqdn5IkdExkhvideTJ08gkUjQqFEjjc8Xj4gBwIwZM1See+WVV+Dh4QEACA8P11dIREREKkYH1UV9F2skZebhhwPqawcTVTa9JV6JiYkAALlcrvH548ePAwCcnZ0RFBSkGoRUisDAQAiCgDt3uKApERFVDnNTKea91BQAsDrsHm4+Thc5IjI2eku88vLyAAAFBQVqzz19+hRRUVGQSCTo2LGjxuPd3d0BFN0VQEREVFk6NXRBiJ8bChUCPt1xDawjTlVJb4mXvb09AODBgwdqzx09elT5we7UqZPG44sTNhMTE32FREREpNGHL/jB3FSKk7eTsO9avNjhkBHRW+Ll6+sLQRAQFhaGnBzVysCbN29W/ty5c2eNx8fHF33wnZyc9BUSERGRRrWdrPDWf8sHfbYzEtl5hSJHRMZCb4lXjx49ABRdKpw9e7Zy//Hjx7F582ZIJBJ4enqiVatWGo+/ePEiJBIJ6tevr6+QiIiItHq7awN4yi3wMCUbvx3j/GKqGnpLvMaNGwdLS0sAwE8//YS6desiMDAQPXr0QH5+0S27b7zxhsZjr1+/jsePHwMAWrZsqa+QiIiItLI0N8HcF5oAAJYeuYMHyVkiR0TGQG+Jl5eXF7777jvlXK7Y2FhEREQo5241btwY06dP13jspk2blD9rm3xPRESkby8EeKB9PUfkFijwxa5IscMhI6DXRbLffPNN/PPPP2jWrJlyKSBLS0u8+uqrOHLkiMbCqvn5+Vi2bBkAwNTUFD179tRnSBolJydj1KhRkMvlkMvlGDVqFFJSUso8ZuzYsZBIJCpb+/btVdrk5ubif//7H5ydnWFtbY2XXnpJ480GRERUPUgkEsx7qSmkEmDP1XicvJ0odkhk4PS2SHZpmZmZSEtLg4uLC0xNTbW2y8jIwPnz5wEAlpaWaNu2bWWEo6Jv37548OCBMuF74403ULduXezYsUPrMWPHjsXjx4/xxx9/KPeZm5vD0dFR+fjtt9/Gjh07sGrVKjg5OWH69Ol4+vQpzp8/r/Pdmlwkm4io6n2y7SpWh91HIzcb7JrcCWYmeh2XICOg6/d3pSVe1VVkZCT8/PwQHh6Odu3aASiqlh8UFISoqCj4+vpqPG7s2LFISUlRLvJdWmpqKlxcXPDXX39h+PDhAIBHjx7B29sbu3fvRu/evXWKj4kXEVHVS8nKQ7eFR5CclY+PX/TDuI4+YodENYyu399Gl9KHhYVBLpcrky4AaN++PeRyOU6dOlXmsUeOHIGrqysaNWqEiRMnIiEhQfnc+fPnkZ+fj5CQEOU+T09P+Pv7l9lvbm4u0tLSVDYiIqpa9lbmmNm7MQDg+wM3kZiRK3JEZKiMLvGKj4+Hq6ur2n5XV1dlLTFN+vbti7Vr1+LQoUNYtGgRzp49i+7duyM3N1fZr7m5ORwcHFSOc3NzK7PfBQsWKOeayeVyeHt7P+OZERHR8xjexhtNPe2QnlOAhftuiB0OGSiDSbzmzZunNvm99Hbu3DkARZMpSxMEQeP+YsOHD8cLL7wAf39/9O/fH3v27MHNmzexa9euMuMqr985c+YgNTVVucXGxup4xkREpE8mUgk+/W8dx43nYnH5QYq4AZFB0j7rvYZ59913MWLEiDLb1K1bF5cvX1bWDCvpyZMncHNz0/n1PDw8UKdOHdy6VbS6vbu7O/Ly8pCcnKwy6pWQkIDg4GCt/chkMshkMp1fl4iIKk/ruo4Y1LIWtl58iLlbr2DrOx040Z70ymASL2dnZzg7O5fbLigoCKmpqThz5ozyDsrTp08jNTW1zASptKSkJMTGxsLDwwMAEBgYCDMzM4SGhmLYsGEAgLi4OFy9ehXffPPNM5wRERGJYU7fxjgUlYCrD9Pw06HbmNarkdghkQExujS+SZMm6NOnDyZOnIjw8HCEh4dj4sSJePHFF1XuaGzcuDG2bt0KoKjkxYwZMxAWFoZ79+7hyJEj6N+/P5ydnTFo0CAAgFwux/jx4zF9+nQcPHgQFy9exMiRIxEQEFAltcmIiEg/XO0s8PlAfwDAL4dvIyI2RdyAyKAYXeIFAGvXrkVAQABCQkIQEhKCZs2a4a+//lJpc+PGDaSmpgIATExMcOXKFQwYMACNGjXCmDFj0KhRI4SFhcHW1lZ5zPfff4+BAwdi2LBh6NChA6ysrLBjxw6da3gREVH10L+5J15q7olChYBpGyO4iDbpjdHV8aruWMeLiKh6SMnKQ+/Fx/A4LRdjgurg0wH+YodE1RjreBERET0HeytzfDOkOQBgddh9HL/1ROSIyBAw8SIiItKiSyMXjGpfBwAw8+/LSM3KFzkiqumYeBEREZVhTr/G8HG2RnxaDj7ZflXscKiGY+JFRERUBitzUywa1hxSCfBvxCPsuhwndkhUgzHxIiIiKker2g54p2sDAMCH/15BQlqOyBFRTcXEi4iISAeTezREU087JGflY9aWy2BRAHoWTLyIiIh0YG4qxffDW8DcVIrDN55gw1murUsVx8SLiIhIR43cbDEzpGiVk892Xsf9pEyRI6KahokXERFRBYzv6IN2Po7IyivE9E2XUKjgJUfSHRMvIiKiCpBKJVg4tDmszU1w7n4yfj9+V+yQqAZh4kVERFRB3o5W+KR/UwDAd/tvIjIuTeSIqKZg4kVERPQMhrb2Qs8mbsgrVGDqxgjkFnAhbSofEy8iIqJnIJFIsODlADhamyMqPh3fh94SOySqAZh4ERERPSMXWxm+HBQAAPjt2B2cvfdU5IioumPiRURE9Bz6+LtjcCsvCAIwfdMlZOYWiB0SVWNMvIiIiJ7TJy/5oZa9JWKeZuHzXZFih0PVGBMvIiKi52RnYYZvhzYDAKw/E4PDUQkiR0TVFRMvIiIiPQiu74xxHXwAAO9vuYzkzDyRI6LqiIkXERGRnrzfxxcNXG3wJD0XH/57lQtpkxomXkRERHpiYWaC74e1gKlUgl1X4rD90iOxQ6JqhokXERGRHgV4yfG/7g0BAB/9exVxqdkiR0TVCRMvIiIiPXunW30095IjLacAM/++DAUX0qb/MPEiIiLSMzMTKb4b3gIyUylO3E7EmtP3xQ6JqgkmXkRERJWgvosN5vRtDAD4cnck7jzJEDkiqg6YeBEREVWS0UF10bGBM3LyFZi26RIKChVih0QiY+JFRERUSaRSCb4Z0gy2Fqa4FJuCpUfuiB0SiYyJFxERUSXytLfE/AFNAQA/HLyFKw9SRY6IxMTEi4iIqJINbFEL/QLcUaAQMHVTBHLyC8UOiUTCxIuIiKiSSSQSfD4wAM42MtxOyMC3+26IHRKJhIkXERFRFXC0Nsc3QwIAACtOROPIDS6kbYyYeBEREVWR7o3d8Erb2gCAd9ZewOUHKeIGRFXOKBOv5ORkjBo1CnK5HHK5HKNGjUJKSkqZx0gkEo3bt99+q2zTtWtXtedHjBhRyWdDREQ1ybyX/NChgROy8gox9o+zuMv6XkbFKBOvV199FREREdi7dy/27t2LiIgIjBo1qsxj4uLiVLaVK1dCIpFg8ODBKu0mTpyo0u63336rzFMhIqIaRmZqgt9GtUZALTmeZuZh1IozeJyWI3ZYVEVMxQ6gqkVGRmLv3r0IDw9Hu3btAAC///47goKCcOPGDfj6+mo8zt3dXeXxtm3b0K1bN9SrV09lv5WVlVpbIiKikmxkpvjj9TYYsvQU7iVlYczKM9j4ZhDklmZih0aVzOhGvMLCwiCXy5VJFwC0b98ecrkcp06d0qmPx48fY9euXRg/frzac2vXroWzszOaNm2KGTNmID09vcy+cnNzkZaWprIREZHhc7aR4a/x7eBiK0NUfDomrj7HMhNGwOgSr/j4eLi6uqrtd3V1RXx8vE59rF69Gra2tnj55ZdV9r/22mtYv349jhw5go8++ghbtmxRa1PaggULlHPN5HI5vL29dT8ZIiKq0bwdrbD69bawlZnizL2n+N/6i1xWyMAZTOI1b948rRPgi7dz584BKJooX5ogCBr3a7Jy5Uq89tprsLCwUNk/ceJE9OzZE/7+/hgxYgQ2b96MAwcO4MKFC1r7mjNnDlJTU5VbbGxsBc6aiIhqOj9POywf0xrmplKEXn+MD7ZehSAIYodFlcRg5ni9++675d5BWLduXVy+fBmPHz9We+7Jkydwc3Mr93WOHz+OGzduYOPGjeW2bdWqFczMzHDr1i20atVKYxuZTAaZTFZuX0REZLja1XPCT6+0xNtrzmPjuVi42Mowo7fmOcdUsxlM4uXs7AxnZ+dy2wUFBSE1NRVnzpxB27ZtAQCnT59GamoqgoODyz1+xYoVCAwMRPPmzctte+3aNeTn58PDw6P8EyAiIqPWu6k7vhgUgDn/XMHPh2/D2cYcYzv4iB0W6ZnBXGrUVZMmTdCnTx9MnDgR4eHhCA8Px8SJE/Hiiy+q3NHYuHFjbN26VeXYtLQ0/P3335gwYYJav3fu3MH8+fNx7tw53Lt3D7t378bQoUPRsmVLdOjQodLPi4iIar5X2tbG9F6NAACf7ryO7ZceiRwR6ZvRJV5A0Z2HAQEBCAkJQUhICJo1a4a//vpLpc2NGzeQmqq6gvyGDRsgCAJeeeUVtT7Nzc1x8OBB9O7dG76+vpg8eTJCQkJw4MABmJiYVOr5EBGR4Xi3ewOMCaoDQQCmb4rA8VtPxA6J9EgicAZftZKWlga5XI7U1FTY2dmJHQ4REYlAoRAwecNF7LwcBytzE6yf2B7Nve3FDovKoOv3t1GOeBEREVVnUqkEi4Y1R8cGzsjKK8Trq7i0kKFg4kVERFQNyUxN8OuoQC4tZGCYeBEREVVTxUsL+Thb42FKNsasPIPU7Hyxw6LnwMSLiIioGnO2keHPcW2VSwtNWH2WSwvVYEy8iIiIqjlvRyv8Oa4tbC1McfZeMt5dx6WFaiomXkRERDVAEw87LB9dtLTQgUguLVRTMfEiIiKqIYqXFpJKgI3nYrFw/w2xQ6IKYuJFRERUg/Ru6o4vBwUAAH45fAd/nIwWOSKqCCZeRERENcyItrUxI+S/pYV2XMe2iIciR0S6YuJFRERUA03q1gBjg+sCAGb8fQnHbnJpoZqAiRcREVENJJFI8PGLfnixmQfyCwW8teY8LsWmiB0WlYOJFxERUQ2laWmhO1xaqFpj4kVERFSDFS8t1MyraGmh0VxaqFpj4kVERFTD2chM8cfY/19aaNSK04hOzBQ7LNKAiRcREZEBcPpvaSFXWxluPs5A3x+OYeWJaCgULLJanTDxIiIiMhDejlbYOqkDOjRwQk6+AvN3XseI38NxP4mjX9UFEy8iIiIDUsveEmvGt8NnA/1hZW6CM9FP0WfxcfwVdo+jX9UAEy8iIiIDI5FIMKp9Hex9rzPa+TgiO78QH227hpErTiP2aZbY4Rk1Jl5EREQGqraTFdZPbI95/f1gYSbFqTtJ6LP4GNadjuEC2yJh4kVERGTApFIJxnbwwd73OqN1HQdk5hVi7tYrGL3yDB6lZIsdntFh4kVERGQE6jpbY+ObQfjwhSaQmUpx/FYien9/DJvOxnL0qwox8SIiIjISJlIJJnSqh93vdULL2vZIzy3A+1suY9yqs4hPZdHVqsDEi4iIyMjUd7HB5reCMbtvY5ibSHH4xhOEfH8U/1x4wNGvSsbEi4iIyAiZSCV4q0t97JrcEc285EjLKcC0TZcw8c/zSEjn6FdlYeJFRERkxBq62eKft4Mxs7cvzEwkOBD5GCHfH8O2iIcc/aoETLyIiIiMnKmJFJO6NcCO/3VEU087pGTl470NEXh7zQUkZuSKHZ5BYeJFREREAIDG7nb4d1IHTO3ZCKZSCfZei0fI98ew63Kc2KHpTUpWHvIKFKK9vkTgOGK1kpaWBrlcjtTUVNjZ2YkdDhERGamrD1Mx4+9LiIpPBwC82MwD8wf4w9HaXOTIKkYQBFx7lIYjNxJw+MYTXIxJxh+vt0WXRi56fR1dv79N9fqqREREZBD8a8mx/d2O+OnQLSw5cgc7L8ch/G4SvhgUgN5N3cUOr0xpOfk4eSsRh28k4MiNJ0hIV71ceuVBit4TL11xxKua4YgXERFVN5cfpGD6pku4lZABAGhb1xEta9vDv5YcAbXkqONkBYlEIlp8giDg5uOM/0a1EnDuXjIKSiwIbmVugg4NnNHN1xVdfV3gaW+p9xh0/f5m4lXNMPEiIqLqKCe/ED8cvIXfjt6BolTmYGthCn9POQK85GjqaYeAWnLUdbKGVFp5yVhmbgFO3UkqGtWKSsCjUgVg67lYo5uvK7r5uqKNjwNkpiaVFgvAxKtMX3zxBXbt2oWIiAiYm5sjJSWl3GMEQcCnn36KZcuWITk5Ge3atcMvv/yCpk2bKtvk5uZixowZWL9+PbKzs9GjRw8sWbIEXl5eOsfGxIuIiKqz6MRMnL6bhCsPU3H1YSoi49M1Tla3lZnC778kLMBLDv9acvg8RzImCAKiEzNx+MYTHLmRgNN3nyKv8P9fV2YqRXB9J3Rr7IqujVxR28nqmc/xWTDxKsMnn3wCe3t7PHjwACtWrNAp8fr666/xxRdfYNWqVWjUqBE+//xzHDt2DDdu3ICtrS0A4O2338aOHTuwatUqODk5Yfr06Xj69CnOnz8PExPdMm0mXkREVJPkFypw83E6rj1Mw5WHqbjyMBWRcWnI1ZCMWZuboKlnURIW4FWUlPk428BESzKWk1+I8LtJOHLjCQ7fSMD9pCyV570dLdHd1xVdG7siqJ4TLMwqd1SrLEy8dLBq1SpMmTKl3MRLEAR4enpiypQpmDVrFoCi0S03Nzd8/fXXePPNN5GamgoXFxf89ddfGD58OADg0aNH8Pb2xu7du9G7d2+dYmLiRURENV1+oQK3EzKUo2LFyVhOvnoyZmVugqaedmjqWTRfrL6rDS4/SMHhqASE3U1SOcbMRIJ2Pk7o6uuCbo1dUc/ZWtS5ZSXxrkY9io6ORnx8PEJCQpT7ZDIZunTpglOnTuHNN9/E+fPnkZ+fr9LG09MT/v7+OHXqlNbEKzc3F7m5/3+3RVpaWuWdCBERURUwM5GiiYcdmnjYYVhrbwBAQaECd55kqiRj1x+lISuvEGfvJePsvWSNfXnILdDV1xXdfF3QoYEzrGU1O3Wp2dFXkfj4eACAm5ubyn43Nzfcv39f2cbc3BwODg5qbYqP12TBggX49NNP9RwxERFR9WJqIoWvuy183W0xJLBo7nOhQsCdJxnKROzqw1TcTshAIzdbdGtcNDG+kZtNtRnV0geDSbzmzZtXbgJz9uxZtG7d+plfo/Q/vCAI5X4YymszZ84cTJs2Tfk4LS0N3t7ezxwjERFRTWEilaCRmy0audni5Va634hWkxlM4vXuu+9ixIgRZbapW7fuM/Xt7l5UKC4+Ph4eHh7K/QkJCcpRMHd3d+Tl5SE5OVll1CshIQHBwcFa+5bJZJDJZM8UFxEREdUsBpN4OTs7w9nZuVL69vHxgbu7O0JDQ9GyZUsAQF5eHo4ePYqvv/4aABAYGAgzMzOEhoZi2LBhAIC4uDhcvXoV33zzTaXERURERDWLwSReFRETE4OnT58iJiYGhYWFiIiIAAA0aNAANjY2AIDGjRtjwYIFGDRoECQSCaZMmYIvv/wSDRs2RMOGDfHll1/CysoKr776KgBALpdj/PjxmD59OpycnODo6IgZM2YgICAAPXv2FOtUiYiIqBoxysTr448/xurVq5WPi0exDh8+jK5duwIAbty4gdTUVGWb999/H9nZ2XjnnXeUBVT379+vrOEFAN9//z1MTU0xbNgwZQHVVatW6VzDi4iIiAybUdfxqo5Yx4uIiKjm0fX7W1qFMREREREZNSZeRERERFWEiRcRERFRFWHiRURERFRFmHgRERERVREmXkRERERVhIkXERERURVh4kVERERURZh4EREREVURo1wyqDorXkggLS1N5EiIiIhIV8Xf2+UtCMTEq5pJT08HAHh7e4scCREREVVUeno65HK51ue5VmM1o1Ao8OjRI9ja2kIikeit37S0NHh7eyM2NpZrQFYyvtdVg+9z1eD7XDX4PleNynyfBUFAeno6PD09IZVqn8nFEa9qRiqVwsvLq9L6t7Oz43/qKsL3umrwfa4afJ+rBt/nqlFZ73NZI13FOLmeiIiIqIow8SIiIiKqIky8jIRMJsMnn3wCmUwmdigGj+911eD7XDX4PlcNvs9Vozq8z5xcT0RERFRFOOJFREREVEWYeBERERFVESZeRERERFWEiRcRERFRFWHiZSSWLFkCHx8fWFhYIDAwEMePHxc7JINz7Ngx9O/fH56enpBIJPj333/FDsngLFiwAG3atIGtrS1cXV0xcOBA3LhxQ+ywDNLSpUvRrFkzZaHJoKAg7NmzR+ywDNqCBQsgkUgwZcoUsUMxOPPmzYNEIlHZ3N3dRYmFiZcR2LhxI6ZMmYIPPvgAFy9eRKdOndC3b1/ExMSIHZpByczMRPPmzfHzzz+LHYrBOnr0KCZNmoTw8HCEhoaioKAAISEhyMzMFDs0g+Pl5YWvvvoK586dw7lz59C9e3cMGDAA165dEzs0g3T27FksW7YMzZo1EzsUg9W0aVPExcUptytXrogSB8tJGIF27dqhVatWWLp0qXJfkyZNMHDgQCxYsEDEyAyXRCLB1q1bMXDgQLFDMWhPnjyBq6srjh49is6dO4sdjsFzdHTEt99+i/Hjx4sdikHJyMhAq1atsGTJEnz++edo0aIFFi9eLHZYBmXevHn4999/ERERIXYoHPEydHl5eTh//jxCQkJU9oeEhODUqVMiRUWkH6mpqQCKEgKqPIWFhdiwYQMyMzMRFBQkdjgGZ9KkSXjhhRfQs2dPsUMxaLdu3YKnpyd8fHwwYsQI3L17V5Q4uEi2gUtMTERhYSHc3NxU9ru5uSE+Pl6kqIienyAImDZtGjp27Ah/f3+xwzFIV65cQVBQEHJycmBjY4OtW7fCz89P7LAMyoYNG3DhwgWcPXtW7FAMWrt27fDnn3+iUaNGePz4MT7//HMEBwfj2rVrcHJyqtJYmHgZCYlEovJYEAS1fUQ1ybvvvovLly/jxIkTYodisHx9fREREYGUlBRs2bIFY8aMwdGjR5l86UlsbCzee+897N+/HxYWFmKHY9D69u2r/DkgIABBQUGoX78+Vq9ejWnTplVpLEy8DJyzszNMTEzURrcSEhLURsGIaor//e9/2L59O44dOwYvLy+xwzFY5ubmaNCgAQCgdevWOHv2LH744Qf89ttvIkdmGM6fP4+EhAQEBgYq9xUWFuLYsWP4+eefkZubCxMTExEjNFzW1tYICAjArVu3qvy1OcfLwJmbmyMwMBChoaEq+0NDQxEcHCxSVETPRhAEvPvuu/jnn39w6NAh+Pj4iB2SUREEAbm5uWKHYTB69OiBK1euICIiQrm1bt0ar732GiIiIph0VaLc3FxERkbCw8Ojyl+bI15GYNq0aRg1ahRat26NoKAgLFu2DDExMXjrrbfEDs2gZGRk4Pbt28rH0dHRiIiIgKOjI2rXri1iZIZj0qRJWLduHbZt2wZbW1vlSK5cLoelpaXI0RmWuXPnom/fvvD29kZ6ejo2bNiAI0eOYO/evWKHZjBsbW3V5idaW1vDycmJ8xb1bMaMGejfvz9q166NhIQEfP7550hLS8OYMWOqPBYmXkZg+PDhSEpKwvz58xEXFwd/f3/s3r0bderUETs0g3Lu3Dl069ZN+bh43sCYMWOwatUqkaIyLMUlUbp27aqy/48//sDYsWOrPiAD9vjxY4waNQpxcXGQy+Vo1qwZ9u7di169eokdGlGFPXjwAK+88goSExPh4uKC9u3bIzw8XJTvQdbxIiIiIqoinONFREREVEWYeBERERFVESZeRERERFWEiRcRERFRFWHiRURERFRFmHgRERERVREmXkRERERVhIkXERERURVh4kVEZCQGDRoEiUQCiUQCmUyG+/fvix3Sc6lbt67yfCQSSbVaMH3gwIEqsWnaKivee/fuqb3WyJEjyzzmjTfeULY1MzPDhQsXKiU2YuJFRGQUNm/ejH///Vf5eOLEiVw2jJQ++ugjyGQyAEBBQQHGjx+PgoICkaMyTEy8iIgMXHZ2NqZOnap8bGpqilmzZokYEVU33t7eGDVqlPJxREQEfv31VxEjMlxMvIiIDNyiRYvw4MED5eNhw4bB29tbxIgMn7W1NeRyucomkUjEDqtM06dPV4nx008/RWpqqogRGSYmXkREBiw9PR3fffedyr533nlHpGiMx9q1a5GSkqKy1a5dW+ywytS4cWN07dpV+TgxMRG//PKLeAEZKCZeREQG7LfffkNycrLysa+vLzp06CBiRFSdjR8/XuXxDz/8gNzcXJGiMUxMvIiIDNiyZctUHg8fPvy5+ps3b57K3XKrVq16rv6oennppZeUk+wBICEhQeWmDHp+TLyo2hs7dqzyl3yLFi2Qk5ODGTNmwNPTE/b29hg2bJhy/sqePXvQpk0bWFlZwdXVFaNHj8bjx4/LfY2TJ0/i7bffRpMmTWBvbw9LS0vUrl0bAwYMwMqVK5GXl1duH6Vv3+7YsSMAICoqCmPGjEHdunVhYWEBb29vTJgwAbGxsTq/B9HR0fjwww/Rpk0buLi4wNzcHB4eHujcuTMWLFiAxMREnfsSBAE7duzA6NGj0bRpU8jlcpiamsLGxgY+Pj7o1asXPvzwQxw7dgwKhUJrP9pu5U9NTcW8efPg5+en/Hfo3bs3/vnnH53iu3v3Ln766ScMHToUTZs2hYODA8zMzGBjY4NatWqhR48e+Oijj3D37l2dz7nYlStXMHv2bLRr1w7u7u4wNzeHnZ0dAgICMH78eGzbtk3nO7l27dqF119/Hb6+vpDL5bC0tISXlxd69eqFb7/9VmWUSSwnTpzArVu3VPYNGDBApGiqTlpaGj7++GM0atQIFhYW8PT0xIABA7B7926d+8jLy8OKFSvQv39/1K5dGxYWFrC3t4efnx8mTZqEsLCwSjyDshUUFGDp0qXo1KkTnJycYGNjg9atW2P58uUQBOG5+ra1tUX37t1V9jG51jOBqJobM2aMAEAAIDRv3lwYNGiQ8nHx1qBBA+HAgQOCqamp2nPNmzcXCgoKNPadlpYmDBkyRO2Y0lv9+vWFsLCwMuMsfUyHDh2EI0eOCDY2Nhr7dHZ2FqKiosrsU6FQCPPmzRNkMlmZ8cnlcuH3338v97188OCB0K5du3LPt3gbP3681r7q1Kmj0rZWrVrCw4cPBT8/P639jR07VlAoFFr77N+/vyCRSHSKTSqVCh999FGZ/RVLS0sTXnvtNZ369vb2Fu7fv6+1r+joaCEoKKjcfuRyubB8+fJyY6tMM2bMUInJwcFBp/erLJ988olKn3/88Yd+gn0Gmj6Djx49Evz9/bX+u7zxxhvlvgcnTpwQ6tWrV+6/8bBhw4T09PTnireinj59KrRt21ZrTEOHDhVu376ttv+1117T+TW+/fZblWPNzc2FtLS0CsdKmjHxomqvZOJlaWmp9ReOtgQHgLBv3z61flNTU4WWLVvqnIRYWVkJBw8e1Bpn6fZt2rRR+0VbeuvcuXOZ5z5+/Hid4wMgLFiwQGtf2dnZgq+vb4X6K+uXtaYvkT59+pTb58cff6y1TycnpwrFB0BYvHhxme9hYmJimV/EmraLFy9q7CsyMlJwd3fX279JZQsICFCJ5cUXX3zuPqtz4uXh4SF079693H+TefPmae1z//79Zf6eKb21bt1a5+RLH4lXt27dyo1p5MiRFfq/XFp4eLja8du2batwrKQZEy+q9komXsWbiYmJ1l86mka9PvzwQ7V+X3vtNY3HSyQSwdzcXONzrq6uQnx8vMY4NfVT/LO2/gAI165d09jf77//rvUYCwsLjfulUqnW5HDp0qVa+zMzM9M4qlaRxEvX91Amk2kdUdKUeEmlUsHGxkaQSqUa+3NwcBCys7M19qdQKIS+fftqjVMqlWr8ktWUeGVnZ6slMrqcr1QqFY4ePar1faws6enpau/Z3Llzn7vf6px4VeQzeO/ePbX+4uLiBGdnZ43HmJubax0xHTNmzDPFW9HEa8OGDVrPt7xR8YokXpmZmWqfnTlz5lQoVtKOc7yoxhk4cCCysrI0zjv45JNPkJOTg88++0xlf1RUlMrjs2fPYu3atSr7TE1NsXjxYmRkZCAnJwfHjx9Hw4YNVdokJCTgiy++0ClOQRBQq1YtnD17Frm5uTh//rzGJUKOHj2qti87Oxtz5sxR2z9+/HjExcUhOzsbd+7cQb9+/VSeVygUKoUySzp06JDavo8//hiPHj1CXl4ecnJykJKSgkOHDmH69Onw8PDQ6TxLe+ONN5CUlIScnBxs27YNcrlc5fnc3FysWLFC47EWFhZ44YUXsGjRIpw4cQKPHz9GYWEh0tPTUVBQgKioKJUijwCQnJyMvXv3auxv586d2LNnj9r+F198EWFhYcjLy0NWVhZSUlKwbds2vPDCC1prLf3222+4cuWKyr7mzZsjNDQUmZmZyMnJwYMHDzBv3jyYmJgo2ygUCnz00Uca+6xMV69eVZuj17hx4yqPQwy6fAZXrlypdtxnn32mNl/S19cXJ06cQE5OjrI0h6mpqUqb1atXV8kSO0uXLlXb5+fnh4iICOTk5ODOnTt6uWPVyspKbVWDiIiI5+6X/iN25kdUntIjXuvWrRMEQRDy8/PV/qKNiYkRBEEQYmJiVPZ36tSpzD4BCN98843aa9+5c0dtdMnGxkbIyMhQa1u6v5KxFvv111/V2kydOlWtrz/++EOt3QsvvKDWLicnR+MozJEjR9Ta9urVS6VN06ZNy3jXi0Z4wsPDtT6vabShU6dOavNn/vrrL7V2zZo109hnVlZWmTEJgiBkZGSo9adpRFMQBKFHjx5qbSdMmFBm//v27ROio6PV9jdo0EClH3d3dyEhIUFjHx988IHa6966davcc9OndevWqcVw6NCh5+63uo94PetnMD09XbC2tlZpY2VlpXFk7Msvv1Trb+zYsRWOtyIjXk+fPlUbhTI1NRVu3ryp0i4xMVFwcHB4rhEvQRCEjh07qhzfuHHjCh1P2jHxomqvdJIUGhqqfM7Dw0Pluby8PEEQBCE3N1dlf0BAgEqfnp6eKs/b2dkJOTk5Gl9/woQJar/EDhw4oNaudBsrKyu1Ps+fP6/Wbty4cWp9vfrqq2rttE3uX7NmjU6JSOn3USaTCXv27NHYpy40felt3bpVrV1hYaHg5uam9oWRm5ursd+kpCRh+fLlwqhRo4TAwEChTp06gpOTkyCXy5Vb6dcdNmyYWj9ZWVlqibm9vb3GpLk8d+7cUXvNyZMna22vaY7MypUrK/y6z+P7779Xi+HKlSs6HVs6uXrWrbKTMn1+Bvfv36/W15tvvqnxdbOysgRbW1uVtl5eXhWOtyKJ1+HDh9XiGzhwoMa2U6dOfe7Eq/RNTA4ODhU6nrTjpUaqcUoO85ubm6s8Z2ZmpnF/yQKAcXFxePTokcrznTp1UqldU1JISIjavrNnz5Ybp5eXl1qf9vb2au00FSc8d+6cymNbW1u0a9fuueIrXUYgNzcXffv2RYcOHbBw4UKcP3/+uRfFLVn1uphUKlWW1ihWUFCA6Ohotbbfffcd6tSpgwkTJuCvv/7C+fPncf/+fSQlJSE1NVW5lZaWlqa279KlS2plQPr37w9ra+sKnpXm9/PHH39UKyFSvLVv316t/Y0bNyr8us8jMzNTbZ+FhUWVxiCGZ/0Mlv4/BwA9e/bU+BqWlpbo1KmTyr4HDx4gPj7+GSLWTemyIIDmcwWAbt26PffrWVpaqjzOyMh47j6pCBMvMgr5+fnKnxMSEtSer1+/vtZjNT2nqY/SnJ2d1fZJpbr9lyvdv4+Pj9a5Ry4uLrC1tS03voEDB2LQoEFq+0+dOoWZM2eidevWkMvl6NevH/7880+dapeVJJfLNSaWQFHNr9JKJ1CffPIJpk+f/ky/4DUlGZreg4CAgAr3DUCnWnDlefr06XP38byq+1qBz+t5PoNV9XvhWWn6g6P0PKxims71eRn6Z6cqMfEio1ByknF6erra81ZWVlqP1TRCoqmP0p7nF1Xp/suKD1CPUVN8EokEmzZtwvz582FnZ6exn6ysLOzZswdjxoxBQECA2mTyspQVY+m/notfq9itW7fw5Zdf6vxapWkq9KrpPdB23uXR5d+7PNnZ2c/dR0Vo+tyWfM/LYmFhobbAc/FWehTX0tJSa9vSI8+V7Xk+g1X1e+FZafr8aIuvvN8Xz/J6zzJSTJox8SKjU3p0CCj7C0nTaIqmPvSpdP/lfWGWjlFbfKampvjoo4/w6NEjbNiwAW+88QaaNWumcSTu5s2b6NGjh86jPWXFWN6XxqZNmzRe5pwwYQKOHTuGhIQE5OXlQRAEldHLstjY2Kjte9YvRk1fOmUlHJo2fXwZVoSbm5vaPl1XOJg9e7baAs/F2+zZs1XaLlmyRGvbV199VS/noqvn+QxW998L5SWOuuyviCdPnqg81vR5omdjWn4TIsPi6uqqtu/OnTta22t6TlMf+uTq6oqUlBTl4+joaAiCoHEU7cmTJ2oJRXnxWVtbY/jw4cp1+1JSUrBv3z4sWbIEx44dU+n7p59+wueff15uzKmpqUhJSdF4qefevXtq+0qOPl26dEnt+ZEjR+L3339X269rIqjpPbh27ZpOx5am6bLxt99+i0mTJj1Tf1XBx8dHbV9FlqmqiSr6GSxZZkLb74WWLVtqfK1n+b1QsswIgArNqdR0Tvfv39fYVtO5VlTxMmzFKuPypbHiiBcZHQ8PD3h6eqrsO378uMZJ7gCwb98+tX1t2rSplNiKtW7dWuVxeno6wsPDNbbVR3z29vYYPnw4Dh06pDYPSlP9L2001SRTKBQ4ceKEyj5TU1OVxEDTuoalJ0OX9RqatGjRQnmzRbEdO3Y80yW/Vq1aqe3TNBm7OgkICFD7oo+MjBQpmqrzrJ/B0v/nACA0NFTja2RnZ+P48eMq+7y8vODu7l5mbKVHTp8+fapz8lW6piCg/f+Crv9HtMnMzFRL6lq0aPFcfdL/Y+JFRqlXr14qj9PS0vDjjz+qtbt7965aoVUbGxuNd61VZnwANBZuzcvLwzfffKO2X9PdWKdOnSp3zpaJiYlakdeKLMD9/fffqy3Su2HDBrVRqiZNmqjMFdJ0iUbTXYC5ubn4+uuvdYrF0tJSrZhkUlISZsyYUeZx+/fvV7vjskmTJmpfquvXr8fly5fLjePGjRuYPn26TjHrk7W1NZo2baqyT5d4azpdP4N+fn4qc9CCgoLUEqM1a9ZoHFVavHix2iiztjsgSyp9uS4/Px8nT54s9zgAaNasmVoivXPnTrWRt+Tk5Ode1Pry5ctq76G2u6qp4ph4kVHSdIlo7ty5+OGHH5TzI06ePIm+ffsiJydHpd3rr79e6RNNhw8frnZ5a9euXZgwYYLylvXo6Gi8/PLLaslUs2bN0KVLF7U+T506hWbNmqFjx4747rvvcPr0aZV5KnFxcViwYAH279+vcpyDg4POcR89ehTvvPMOkpOTIQgCdu7cqfG9Ll3aonSCABTNHVq3bp1yJPLixYvo3bt3hZKHyZMna+x38ODBOHPmjHJSfnp6Ovbs2YOXX34Zffr0UbuDTCKRqJ1Hbm4uunTpgoULF6okavn5+YiMjMTy5cvRs2dP+Pn5YePGjTrHrE+9e/dWeXzq1CmNNyIYEl0/gwMHDlR5bGNjgzFjxqjsy8rKQu/evZXJUVZWFhYvXoyPP/5Yrb///e9/5cbm7++vtm/ixIkIDw8vd+TLwcFBrYRFfn4+Bg4cqPwdEB0djQEDBiApKancWMpSejTPzMwM3bt3f64+qQQRa4gR6aR04c/Dhw8rnytdkLCkkvvr1Kmj1q+2tRqlUqnWdc8qslZjhw4d1NpER0frXNiwrLUatS3iW9Zajd9++63GYywsLAQzMzOtrzV9+nSN/T3POnl3795V6evChQta+5JKpWWudantvRaEosKZPXv2LLNvXddqTElJEXx8fLT2ZWpqqlb5vHh7lsWQ9eHkyZNqsZw9e/a5+qzulet1/QxqWp3g0aNHWtdqlMlkWtcL1XWtxr1792qN18zMTKVI8Ntvv612/MaNG7Uer2391vJ+z2jSu3dvlWN79eql87FUPo54kdFasmSJxomzCoVC43wvKysrrF+/vsru7pkwYQLGjx+v8Tlt85S++OKLCv9lmpOTo/VOQVtbW7z33ns69ePp6YkePXoAAARB0FoHbNasWWoTv1u2bKn1DjiFQqHSV+lRnLJIpVKsXbtW6xqFCoVC5zlfcrkc//zzD5ycnDQ+X1BQoPFONzEFBwerzQ3atm2bSNFUvlq1aikv05f1GZw5c6bGyeIeHh5Yt26dxkKzubm5GkcLW7dujZ9//lmn+Hr27Km1llx+fr5KkWBNdyYOGzZMa9HUkiPz48aN0ykeTdLS0nD48GGVfa+//voz90caiJ35EZWnska8BEEQ0tLShMGDB5f5lyIAoX79+lqX7NH0etAyClORES9BEASFQiHMmzdP6whc8WZnZyf8/vvvZca3bt06rSNlmrZatWoJJ0+e1NqfpuVP4uLiBH9/f619jhs3Tm0dvf9r735ekofjOIAvq60QRuBkVEJBmEWXQu0UJEW3RgYidKirdOzHKXYQwk5h18g89IMuBRH9CVm3bkEQVITQqZKwiCB7Pyfl8cn1TKkV9X7BDjtsfjaHvvlu+37yHh8foWnauzUNDAwgk8mYOtd/y2QyCIVCpo67sbERV1dXhvu6vLxEf3+/6fNos9lKtjSyyuLiYlE97e3tX1bLRyt1DabTaXg8HsPvY3x8HLlc7t39plKpd0c380s4HEY2my2r5pOTkzetzkotRqNoNzc36OnpMdwuGAzi7Oys4hGv9fX1ou2cTieenp7KOkZ6H4MXfXufGbzyUqkUIpEIOjo6IMsyJEmCy+WCpmlYXV017Cto9HkfFbzyLi4uMDc3B5/PB4fDgdraWqiqir6+PiwsLBg2a/7Xw8MD9vb2MDs7i8HBQbS0tMBut8Nms8Fut6OtrQ0jIyNYWVn5b09Do75z9/f30HUdbrcbkiRBVVVomob9/f3/1vf6+ord3V0Eg0E0NTVBFEU4HA4EAgGsra0V/jDLDV55x8fHmJmZgdfrhdPpLNwedLvdCIfD2NzcNP0nc3h4iKmpKfj9fqiqClEUIYoiFEWB1+vFxMQEkskkrq+vTe3vs2Sz2TdNkw8ODr60po9idA3e3d1B13V4PB7U1dVBURQMDQ1hZ2fH9L6fn5+RSCQwPDwMl8sFSZIgyzI6OzsxOTmJo6Ojiuu+vb1FNBpFb28vGhoaUFVVZTp45WuLx+Pw+XyQZRmyLMPv92N5eRm5XK7i3xkACAQCRdvFYrGKj5NKqwL+eXWBiMiE1tbWoje+mpub38z9Q99DLBYTdF0vrI+NjQlbW1tfWBF9R6enp0JXV1fhjUZFUYTz8/OKOz5QaXzGi4joh5ueni6aJmR7e/vHT6ZK5YvH40XTSESjUYauT8DgRUT0w9XX1wtLS0uF9ZeXF9PzodHvkE6nhY2NjcJ6d3e3EIlEvrCin4vBi4joFwiFQsLo6GhhPZFIGLacod9nfn6+8DZ3dXW1kEwmhZoadhX8DHzGi4gqwme8iIjKxxEvIiIiIosweBERERFZhLcaiYiIiCzCES8iIiIiizB4EREREVmEwYuIiIjIIgxeRERERBZh8CIiIiKyCIMXERERkUUYvIiIiIgswuBFREREZJE/Y9g0DAP5ezsAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, np.sin(x))\n", "ax.set_xlabel('monospace (+ bold)', family=\"monospace\", fontsize=24, weight=\"bold\")\n", "ax.set_ylabel('sans-serif', family=\"sans-serif\", fontsize=24)\n", "ax.set_title('serif (+ italic)', family=\"serif\", fontsize=24, style=\"italic\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Podpora $LaTeX$u" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib nabízí výbornou podporu $LaTeX$u. Jakýkoliv text můžeme (ostatně, totéž nabízí i Jupyter Notebook!) obklopit dvěma znaky dolaru a matplotlibu tak řekneme, že jej má interpretovat jako Latexový zdroják. Například napíšeme `\"$y=x^3$\"` a dostaneme $y=x^3$. To můžeme použít v `set_xlabel`, `set_ylabel`, `set_title` i kdekoliv jinde.\n", "\n", "Pokud ale chceme vkládat příkazy LaTeXu, které začínají na zpětné lomítko `\\`, musíme si dát pozor, abychom ho správně vložili. Python totiž standardně zpětné lomítko slouží pro escape sekvence. Musíme tedy buď všechna lomítka zdvojit, nebo použít tzv. raw stringy (\"syrové řetězce\"), které se píší s `r` před uvozovkami a escape sekvence ignorují: `r\"\\alpha\"` nám vyprodukuje $\\alpha$." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, math.pi * x**2, label=r\"$y = \\pi r^2$\")\n", "ax.plot(x, 1.0 / 3 * math.pi * x**3, label=r\"$y = \\frac{4}{3}\\pi r^3$\")\n", "ax.set_xlabel(r'$r$', fontsize=18)\n", "ax.set_ylabel(r'$y$', fontsize=18)\n", "ax.set_title('Obsah kruhu a objem koule', family=\"serif\")\n", "ax.legend(loc=2); # Použití legendy viz dále" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Je též možné některé parametry nastavit jako výchozí pro celý matplotlib (typicky se hodí umístit na vrch skriptu / notebooku). Může to být užitečné, v tomto notebooku se tomu raději vyhneme." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Nastavení výchozích hodnot pro Matplotlib\n", "matplotlib.rcParams.update({'font.size': 18, 'font.family': 'serif'})\n", "\n", "# A hned zase zpátky, abychom si nerozhodili zbytek notebooku\n", "matplotlib.rcParams.update({'font.size': 12, 'font.family': 'sans'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Barvy a styly" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Barvy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "V matplotlibu se barvy čar, textu apod. dají specifikovat dvěma způsoby (preferujeme druhý):\n", "\n", "* pomocí jednopísmenných zkratek přímo v argumentu pro styl metody `plot` jako v MATLABu: `b` znamená modrou, `r` červenou, `g` zelenou a tak dále." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(x, x**2, 'b.-') # Modrá čára s tečkami\n", "ax.plot(x, x**3, 'g--'); # Zelená přerušovaná čára" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* pomocí keyword argumentů `color` a (případně) `alpha`. Do prvního (`color`) můžeme zadat anglický název barvy nebo její hexadecimální vyjádření (viz třeba http://www.colorcodehex.com/html-color-picker.html), druhý nepovinný argument (`alpha`) vyjadřuje míru průhlednosti (0 = zcela průhledná, 1 = zcela neprůhledná)." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, x+1, color=\"red\", alpha=0.5) # Poloprůhledná červená\n", "ax.plot(x, x+2, color=\"#1155dd\") # Jakási namodralá barva\n", "ax.plot(x, x+3, color=\"#15cc55\"); # Jakási nazelenalá barva" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Styly čar a značek" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pro nastavení vlastností čáry grafu slouží keyword argumenty metody `plot`:\n", "\n", "* `linewidth` nebo `lw` - tloušťka čáry v bodech\n", "* `linestyle` nebo `ls`- styl čáry\n", "* `color` - barva\n", "\n", "Podobně nastavení značek bodů se přidává argumenty začínajícími na `marker` v téže metodě:\n", "\n", "* `marker` - druh značky \n", "* `markersize` - velikost značky\n", "* `markerfacecolor` - barva vnitřku značky\n", "* `markeredgewidth` - tloušťka okraje\n", "* `markeredgecolor` - barva okraje\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,6))\n", "\n", "# Tloušťka čáry\n", "ax.plot(x, x+1, color=\"blue\", linewidth=0.25)\n", "ax.plot(x, x+2, color=\"blue\", linewidth=0.50)\n", "ax.plot(x, x+3, color=\"blue\", linewidth=1.00)\n", "ax.plot(x, x+4, color=\"blue\", linewidth=2.00)\n", "\n", "# Základní styly přerušované čáry ‘-‘, ‘–’, ‘-.’, ‘:’, ‘steps’\n", "ax.plot(x, x+5, color=\"red\", lw=2, linestyle='-')\n", "ax.plot(x, x+6, color=\"red\", lw=2, ls='-.')\n", "ax.plot(x, x+7, color=\"red\", lw=2, ls=':')\n", "\n", "# Vlastní styl přerušované čáry\n", "line, = ax.plot(x, x+8, color=\"black\", lw=1.50)\n", "line.set_dashes([5, 10, 15, 10]) # formát: délka čáry, délka mezery, ...\n", "\n", "# Výběr typu značek: marker = '+', 'o', '*', 's', ',', '.', '1', '2', '3', '4', ...\n", "ax.plot(x, x+ 9, color=\"green\", lw=2, ls='', marker='+')\n", "ax.plot(x, x+10, color=\"green\", lw=2, ls='', marker='o')\n", "ax.plot(x, x+11, color=\"green\", lw=2, ls='', marker='s')\n", "ax.plot(x, x+12, color=\"green\", lw=2, ls='', marker='1')\n", "\n", "# Velikost značek a jejich barvy (vnitřní a vnější)\n", "ax.plot(x, x+13, color=\"purple\", lw=1, ls='-', marker='o', markersize=2)\n", "ax.plot(x, x+14, color=\"purple\", lw=1, ls='-', marker='o', markersize=4)\n", "ax.plot(x, x+15, color=\"purple\", lw=1, ls='-', marker='o', markersize=8, markerfacecolor=\"red\")\n", "ax.plot(x, x+16, color=\"purple\", lw=1, ls='-', marker='s', markersize=8,\n", " markerfacecolor=\"yellow\", markeredgewidth=2, markeredgecolor=\"blue\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Vzhled osy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Umístění značek a jejich popisků" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "K umístění značek slouží metody `set_xticks` a `set_yticks`, jimž jako argument předáme seznam všech hodnot, kde má být značka umístěna. Pomocí `set_xticklabels` a `set_yticklabels` pak můžeme pro každou značku specifikovat vlastní popisek (pokud nám výchozí nedostačuje)." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", "ax.plot(x, x**2, x, x**3, lw=2)\n", "\n", "ax.set_xticks([1, 2, 3, 4, 5])\n", "ax.set_xticklabels([r'$\\alpha$', r'$\\beta$', r'$\\gamma$', r'$\\delta$', r'$\\epsilon$'], fontsize=18)\n", "\n", "yticks = [0, 50, 100, 150]\n", "ax.set_yticks(yticks)\n", "ax.set_yticklabels([\"$%.1f$\" % y for y in yticks], fontsize=18) ;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Více detailů můžete nalézt zde: http://matplotlib.org/api/ticker_api.html." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Další prvky grafu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Legenda" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pokud chceme do grafu přidat legendu, měli bychom každé datové sadě přiřadit název pomocí keyword argumentu `label`. \n", "Potom ještě musíme metodou `legend` legendu pro danou souřadnicovou soustavu zobrazit. (*Poznámka: Existuje i jiný způsob, bližší volání v MATLABu, ale ten zde úmyslně nezmiňujeme.*)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.plot(x, x**2, label=\"krivka1\")\n", "ax.plot(x, x**3, label=\"krivka2\")\n", "ax.legend()\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Metoda `legend` přijímá keyword argument `loc`, který vyjadřuje, kam má legenda přijít. Hodnoty parametru jsou číselné a vybírají se z několika předdefinovaných hodnot. Uvádíme některé nejčastější. Více viz http://matplotlib.org/users/legend_guide.html#legend-location ." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6JmUuOPdCeCM44yar01Sbd1QrTysrhMkJVqf43SP7IKjqXa9P5N5772X48OGsX7+e7t27A7B69WpWr17Nu+++e8LXpqamnnBenaMlJyef8MTZ4OBg5s2bx1lnncXw4cMZNWoUTz31FI888ggDBpgneRUWFlJUVMSKFStIT0/n66+/5o033mDTpk0sWbKEfv36kZKSwvTp0+nUqRNJSUnccsstjBkzhmnTplFUVFRptGXQoEF88cUXAERGRvLRRx9x+eWXV+v7ERGpd9zl8O00c/mckRDoPXNVndbkcnXVaU8uV1rg9aWlpKSE5s2bc+WVV/L2228DcOutt7J48WLS0tKw2+3HfW1paSm//PJLtT6nffv2REREnHS/uXPncsMNNxAcHEzv3r35+uuv8ff3r7Jfamoqt99+O0uXLj3ueyUlJTFr1ixatmx5zO3btm0jJyeH/fv3M3v2bD755BPeffddhg0bdtz31ORyIlJvbfoPzL0VgqNg9AYItv6+fdWdXE6lBczDMWVV7zJtmcDQ0zqLe/z48UydOpW9e/dSVlZGs2bNGDNmDJMnTz7pa10uV7U+w9/fH1s1shUUFNCmTRsOHjzIf/7zH6688spqvX9NuOyyy1i1ahUZGRn4+R37CKhKi4jUS4YBb/eDfeug74Nw0eNWJwKqX1p0TguYBSEorO48TvOysxEjRlBWVsbMmTN5++23cblc3H333Sd9XWpqKoGBgdV6LFu2rFpZ7r77bvLy8ujcuTP33nsv2dnZp/U9nY5evXqRnZ1Nenp6rX2miIhX2LnULCwBIdBnhNVpTpnOafEh8fHxDB06lNdee43S0lIGDx5M8+bNT/q6hISEal9d1L59+5PuM2PGDGbPns3MmTO58MIL6dGjB8OHD+eTTz6p1mf8GYZhVFx1FBMT4/HPExHxKt++YH7tcSuExVqb5TSotPiY++67j969ewPwzjvvVOs1QUFBnH322TXy+SkpKdx7773cdtttDB8+HIB//etfXHfddUybNo3Ro0fXyOcAXHXVVZxxxhl0796dmJgY9u3bx6xZs1i2bBnTp0/XZc8iIkf7bQ3sWg5+AXDuKKvTnBb9q+5jevXqRcuWLQkJCeGiiy6q1c8uKCjg+uuvp1WrVrz22msV66+99lpGjhzJQw89xLnnnkuvXr1q5PPOO+885s+fz6uvvorT6cThcHD22WezaNEiXT0kIvJHR0ZZug4Fx8lH4esinYjrY3755RfOOOMMpk+fzj333GN1nDqrPvwuiIhUSP8Vph/+P4z3rIKGHazN8wfVPRFXIy0+YseOHezevZtHHnmE+Ph4br/9dqsjiYhIXXFkXpYOV9S5wnIqdPWQj3jyyScZMGAA+fn5zJs3j9DQUKsjiYhIXZCTZs6AC3D+/dZm+ZM00uIjZs2axaxZs6yOISIidc33r4DbBS37QtOauejCKhppERER8VUFGbD2PXO57xhrs9QAlRYRERFfteoNcBVBfHdo3c/qNH9avSwtPnTBlJwm/Q6IiM8rdsKPb5nLfcec9mzrdUm9Ki1HJhur7n12xHcd+R3QBHQi4rPWvAPFuRCTaF415APqVWnx9/fH398fp9NpdRSxmNPprPh9EBHxOWXFsHK6uXzeaPDzjX/r6tX/zbTZbDRs2JD9+/djt9sJCwur1h2LxXcYhkFBQQFOp5P4+Hj97y8ivunnOZB/ECKbQLcbrE5TY+pVaQGIioqiqKiIjIwM3QW4nrLZbDgcDqKioqyOIiJS88pd8N1L5vI5oyAgyNo8NajelRabzUZ8fDwNGzakrKzM6jhigcDAQB0WEhHftekTyN4FIQ3Muzn7kHpXWo7Q+QwiIuJzDOP3Kft73w32cEvj1LR6dSKuiIiIT9u+BA6mQGAY9Pqr1WlqnEqLiIiIr1jxgvn17OEQGm1tFg9QaREREfEFe36APd+DXyD0ucfqNB6h0iIiIuILlv/T/HrGjRDVxNosHqLSIiIi4u12f2+ez2Lzh/PvtzqNx6i0iIiIeDPDgCWTzOUet0BMG2vzeJBKi4iIiDfb9iWk/QABwXDhw1an8SiVFhEREW/ldsPXT5rLve6CyARr83iYSouIiIi32rjAnJfFHgnnj7E6jceptIiIiHij8jL45ilz+dy/++S8LH+k0iIiIuKN1r1v3mMoNBb6jLA6Ta1QaREREfE2ZUWw7Dlz+YIHwR5hbZ5aotIiIiLibX58C/L2Q1QzOPsOq9PUGpUWERERb1KcC9++aC4njYUAu7V5apFKi4iIiDf5/hUoyobYdtDtRqvT1KpTLi15eXk89NBDDBw4kLi4OGw2GxMnTjzmvmvXruXiiy8mPDwch8PBkCFD2Llz5zH3feWVV+jQoQN2u51WrVoxadIkysrKTjWeiIiI78pPh5Wvmcv9HwP/AGvz1LJTLi2ZmZm89dZblJSUcPXVVx93vy1btpCUlERpaSlz585l5syZbN26lb59+5Kenl5p36effpr77ruPIUOG8MUXX3DPPfcwefJkRo4cecrfkIiIiM9aMRXKCiDhTOh4pdVpat0pV7QWLVqQnZ2NzWYjIyODGTNmHHO/8ePHY7fbWbRoEZGRkQCcddZZtG3blueff55nn30WMEvQU089xV133cXkyZMBSEpKoqysjMcee4zRo0fTqVOn0/3+REREfEPOHvjpX+byRePBZrM2jwVOeaTFZrNhO8kPyuVysWjRIq699tqKwgJm4enXrx8LFy6sWLd48WKKi4sZPnx4pfcYPnw4hmHwySefnGpEERER37P0WSgvhZZ9oXU/q9NYwiMn4u7YsYOioiK6detWZVu3bt3Yvn07xcXFAGzYsAGArl27VtovPj6e2NjYiu0iIiL1Vvqv8POH5vJFE+rlKAucxuGh6sjMzAQgOrrqlMLR0dEYhkF2djbx8fFkZmZit9sJCws75r5H3utYSkpKKCkpqXjudDprIL2IiEgd881TYLih/eXQrKfVaSzj0UueT3QY6eht1d3vj6ZMmUJUVFTFo1mzZqcXVEREpK7auxY2/xewmVcM1WMeKS0xMTEAxxwlycrKwmaz4XA4KvYtLi6msLDwmPsea7TmiHHjxpGbm1vxSEtLq5lvQEREpK74+gnza7cboFH9vjDFI6WlTZs2hISEkJKSUmVbSkoKiYmJBAcHA7+fy/LHfQ8cOEBGRgZdunQ57ufY7XYiIyMrPURERHzGruWwMxn8AqHfOKvTWM4jpSUgIIDBgwezYMEC8vLyKtbv2bOH5ORkhgwZUrHu0ksvJTg4mFmzZlV6j1mzZmGz2U44F4yIiIjPMgxYMslcPut2aNDSyjR1wmmdiPv5559TUFBQUUg2bdrE/PnzARg0aBChoaFMmjSJnj17csUVVzB27FiKi4sZP348sbGxPPDAAxXvFR0dzWOPPcbjjz9OdHQ0AwcOZPXq1UycOJE777xTc7SIiEj99OtnsPcnCAyFC/5hdZo6wWYYhnGqL2rZsiW7d+8+5rZdu3bRsmVLANasWcPDDz/MypUrCQgIoH///jz//PO0adOmyutefvllpk+fTmpqKo0bN2b48OE8+uijBAYGVjuX0+kkKiqK3NxcHSoSERHv5S6H18+D9M1w/hi4eILViTyqun+/T6u01FUqLSIi4hN+/jcs/BsER8F9P0NIA6sTeVR1/37rLs8iIiJ1iasUks3b2nDefT5fWE6FSouIiEhdsvZdyNkNYQ2h991Wp6lTVFpERETqitICWPacuXzhQxBUdbb4+kylRUREpK5Y9SYUHAJHC+hxm9Vp6hyVFhERkbqgKBu+m2Yu93sEAoIsjVMXqbSIiIjUBd+9DMW5ENcRug61Ok2dpNIiIiJitbyDsOoNc/mix8HP39o8dZRKi4iIiNWW/xPKCqFpT2g/yOo0dZZKi4iIiJWyU2HNLHP5ovFgs1mZpk5TaREREbFS8hRwl0HrftDqAqvT1GkqLSIiIlY5uAl++chcvmi8tVm8gEqLiIiIVb55CjCg45XQpIfVaeo8lRYRERErpK2GX/8HNj/o/5jVabyCSouIiEhtMwz4epK5fMZNENfe2jxeQqVFRESktu1MhtQV4B8ESWOtTuM1VFpERERqk2HA10+Yy2f/HziaWZvHi6i0iIiI1KbN/4V96yAwDPo+YHUar6LSIiIiUlvKXYevGALOGQnhcdbm8TIqLSIiIrXll39DxlYIaQDnjrI6jddRaREREakNrhJY+oy5fP4YCI6yNo8XUmkRERGpDT++DblpEJEAve6yOo1XUmkRERHxtLyDv4+y9BsHgSHW5vFSKi0iIiKetmQClOZBQg/o/her03gtlRYRERFP2vMD/DwHsMHlz4Of/vSeLv3kREREPMVdDp89aC73uAWanGVtHi+n0iIiIuIpa2bBgRTzSqGLJlidxuuptIiIiHhCYRZ886S53O8xCIu1No8PUGkRERHxhK+fgKJsaNQFzr7D6jQ+QaVFRESkpu1bZx4aAhj0T/APsDSOr1BpERERqUluN3z2D8CArtdDi3OtTuQzVFpERERq0s9z4LfVEBQOA56wOo1PUWkRERGpKcW55kRyABc+BJHx1ubxMSotIiIiNWXpM1CQDjFtofcIq9P4HJUWERGRmnBwE6x601y+7FkICLI2jw9SaREREfmzDAM+fwiMcug4GBIvsjqRT1JpERER+bM2LoDUFRAQDAOftjqNz1JpERER+TNK8uHLx83l88dAgxbW5vFhKi0iIiJ/xoqp4NwLjhZw3r1Wp/FpKi0iIiKnK2M7fP+KuXzpMxAYYm0eH6fSIiIicjoMAxY/DO4ySBwA7S+zOpHPU2kRERE5Hb9+DtuXgF+gOcpis1mdyOd5tLSsW7eOq6++moSEBEJDQ+nQoQNPPPEEhYWFlfZbu3YtF198MeHh4TgcDoYMGcLOnTs9GU1EROT0lRXB4rHm8rmjIDbR2jz1hMdKy6ZNmzj33HNJTU1l2rRpLFq0iBtvvJEnnniCYcOGVey3ZcsWkpKSKC0tZe7cucycOZOtW7fSt29f0tPTPRVPRETk9H3/CuTshogE6Pug1WnqDY/dK/vDDz+kuLiYjz/+mDZt2gDQv39/9u/fz1tvvUV2djYNGjRg/Pjx2O12Fi1aRGRkJABnnXUWbdu25fnnn+fZZ5/1VEQREZFTl73bvGII4JKnwB5ubZ56xGMjLYGBgQBERUVVWu9wOPDz8yMoKAiXy8WiRYu49tprKwoLQIsWLejXrx8LFy70VDwREZHT8+Wj4CqGln2h8xCr09QrHistt912Gw6HgxEjRrBz507y8vJYtGgRb775JiNHjiQsLIwdO3ZQVFREt27dqry+W7dubN++neLi4uN+RklJCU6ns9JDRETEY7Z/DZs/BZs/XPacTr6tZR4rLS1btmTlypVs2LCBNm3aEBkZyeDBg7ntttt46aWXAMjMzAQgOjq6yuujo6MxDIPs7OzjfsaUKVOIioqqeDRr1swz34yIiIirFD5/2Fzu9Vdo1MnaPPWQx0pLamoqgwcPJiYmhvnz57Ns2TKee+45Zs2axZ133llpX9sJmuqJto0bN47c3NyKR1paWo3lFxERqWTVG5C5DcLiIGms1WnqJY+diDt27FicTifr168nLCwMgAsuuIDY2FjuuOMObr31Vho3bgz8PuJytKysLGw2Gw6H47ifYbfbsdvtHskvIiJSwbkflh2+MOTiSRDisDROfeWxkZb169fTqVOnisJyRM+ePQEqDhuFhISQkpJS5fUpKSkkJiYSHBzsqYgiIiLV89V4KM2Hpj3hjGEn3188wmOlJSEhgY0bN5Kfn19p/cqVKwFo2rQpAQEBDB48mAULFpCXl1exz549e0hOTmbIEJ2VLSIiFkv9DlLmAjYY9E/w02TyVrEZhmF44o3/+9//cvXVV9O7d2/uv/9+YmNj+eGHH5gyZQrNmzdn3bp1BAUFsWXLFnr27EmPHj0YO3YsxcXFjB8/nqysLNavX09cXFy1P9PpdBIVFUVubm6lS6hFREROS7kL3roQDm6As26HwS9ZncgnVffvt8fq4pVXXsnXX39NZGQk9913H1dccQXvvvsuf/vb31i+fDlBQUEAdOjQgaVLlxIYGMh1113H7bffTmJiIsuXLz+lwiIiIlLj1rxjFpZgB/Qfb3Waes9jIy1W0EiLiIjUmIIMeKUHFOfC5VOh550nf42cFstHWkRERLza15PMwtK4K5w13Oo0gkqLiIhIVb+tgbXvm8uDngc/f2vzCKDSIiIiUpnbDZ89CBjQ7UZo3sfqRHKYSouIiMjR1s+GfWshKAIGTLI6jRxFpUVEROSIomxYcrioJI2FiMbW5pFKVFpERESOSJ4ChRkQ2x56/83qNPIHKi0iIiIA+9bB6rfN5UHPgX+gtXmkCpUWERERVwksHAGGGzoPgdZJVieSY1BpERERWfoMpG+GsDjzEmepk1RaRESkfvvtJ/humrl8xYsQFmNpHDk+lRYREam/yorgk8OHhbpeDx0HW51ITkClRURE6q/kpyFjK4Q3gsuetTqNnIRKi4iI1E97VsH3r5rLg1+C0Ghr88hJqbSIiEj9U1poHhbCgDNugvaXWZ1IqkGlRURE6p9vnoSsHRARD5dOsTqNVJNKi4iI1C+p38EPr5vLV74CIQ5L40j1qbSIiEj9UVoA/7kHMODMW6DtAKsTySlQaRERkfpjyUTIToXIpnDJ01ankVOk0iIiIvXDruXw41vm8lWvQHCUtXnklKm0iIiI7yvJg/+MNJfPGg5t+lubR06LSouIiPi+r8ZDzh6Iag4Dn7Q6jZwmlRYREfFtO76Bn2aay1e9CvYIa/PIaVNpERER31XshP/83VzueRe0vtDaPPKnqLSIiIjv+vJRcP4GDVrCxROtTiN/kkqLiIj4pm1LYO175vJVr4E93No88qeptIiIiO8pyoH/Hj4s1HsEtDzP0jhSM1RaRETE93zxCOTtg+jWcNF4q9NIDVFpERER3/LrYlj/AWCDq1+HoFCrE0kNUWkRERHfUZgFn95nLp8zEpr3sTaP1CiVFhER8R2Lx0L+AYhpC/0fszqN1DCVFhER8Q2bF8EvH4HNzzwsFBhidSKpYSotIiLi/QoyYdFoc/nce6FZT0vjiGeotIiIiPf7/B9QkA5xHSBpnNVpxENUWkRExLtt/AQ2fAw2/8OHhYKtTiQeotIiIiLeKz8d/jfGXO47Bpr0sDaPeJRKi4iIeCfDMAtLYSY06gIXPGR1IvEwlRYREfFOGxfA5v+CXwBc/RoEBFmdSDxMpUVERLxP3kH43wPm8gX/gPgzrM0jtUKlRUREvIthwKL7oSgbGneFvg9YnUhqiUqLiIh4l5R58Ov/wC8Qrn4D/AOtTiS1RKVFRES8h3M/fPYPcznpYWjcxdo8Uqs8Xlq+/fZbBg0aRIMGDQgJCaFt27Y8+eSTlfZZu3YtF198MeHh4TgcDoYMGcLOnTs9HU1ERLyJ2w2f3gvFORDfHc673+pEUss8Wlo+/PBDLrzwQqKionjvvff47LPPePjhhzEMo2KfLVu2kJSURGlpKXPnzmXmzJls3bqVvn37kp6e7sl4IiLiTb5/CbZ9Cf52uOYN8A+wOpHUMptxdIOoQXv37qV9+/bceuutvPbaa8fd7/rrryc5OZkdO3YQGRkJwO7du2nbti33338/zz77bLU/0+l0EhUVRW5ubsV7iYiID9i1At67Egw3DH4Jzrrd6kRSg6r799tjIy0zZsygoKCAhx9++Lj7uFwuFi1axLXXXlspZIsWLejXrx8LFy70VDwREfEWeQdg/h1mYTljGPS4zepEYhGPlZbly5cTHR3Nli1b6N69OwEBATRs2JC7774bp9MJwI4dOygqKqJbt25VXt+tWze2b99OcXHxcT+jpKQEp9NZ6SEiIj6k3GUWloJD0LAzXP4C2GxWpxKLeKy07N27l8LCQoYOHcoNN9zAkiVL+Mc//sF7773HoEGDMAyDzMxMAKKjo6u8Pjo6GsMwyM7OPu5nTJkyhaioqIpHs2bNPPXtiIiIFb55AnZ/B0ERcP17EBRqdSKxkMfOYnK73RQXFzNhwgTGjh0LQFJSEkFBQYwePZqvv/6a0FDzl892gtZ8om3jxo1jzJgxFc+dTqeKi4iIr9jyP/juJXP5qlchNtHaPGI5j420xMTEAHDJJZdUWn/ZZZcB5mXOR/Y5MuJytKysLGw2Gw6H47ifYbfbiYyMrPQQEREfkLUTFo4wl/vcA52vtjSO1A0eKy3HOk8FqLjc2c/PjzZt2hASEkJKSkqV/VJSUkhMTCQ4ONhTEUVEpC4qK4K5t0JJLjTrDQOesDqR1BEeKy3XXnstAJ9//nml9Z999hkAffr0ISAggMGDB7NgwQLy8vIq9tmzZw/JyckMGTLEU/FERKSu+vwhOJACobEwdJam6ZcKHpunBeDKK6/kyy+/5LHHHqNPnz789NNPTJo0iYsvvphPP/0UMCeX69mzJz169GDs2LEUFxczfvx4srKyWL9+PXFxcdX+PM3TIiLi5dZ9AP+5B7DBLQuhTT+rE0ktsHyeFoCPPvqI0aNH89Zbb3HZZZfx+uuvc//99zN//vyKfTp06MDSpUsJDAzkuuuu4/bbbycxMZHly5efUmEREREvdyAF/nf44op+j6qwSBUeHWmpbRppERHxUsW58FaSeQJu4gC4aS746Z6+9UWdGGkRERE5KcOA/4w0C0tUMxjylgqLHJN+K0RExForp8PmT8EvEIa+C6FVJxwVAZUWERGx0u6V8NV4c/nSKdD0LGvzSJ2m0iIiItbIPwTzbgejHLpcBz3vtDqR1HEqLSIiUvvc5fDx/0H+AYhtD4Nf0o0Q5aRUWkREpPYlT4ZdyyEwDG54H+zhVicSL6DSIiIitWvrF7DieXP5ypchrr21ecRrqLSIiEjtyd4NC/5qLve8C7peZ20e8SoqLSIiUjtcJTDvNijOgSZnwSVPW51IvIxKi4iI1I7F42DfOghpYN4IMcBudSLxMiotIiLieb/MhZ/+BdhgyAxwNLc6kXghlRYREfGsQ5vh0/vM5Qv+AW0vtjaPeC2VFhER8ZySPPjoFigrhNZJkDTW6kTixVRaRETEMwwD/vt3yNwGEQlw7b/Az9/qVOLFVFpERMQzfnwLNi4EvwDzxNuwWKsTiZdTaRERkZqXthq+eNRcHvAkNO9tbR7xCSotIiJSswoyzflY3GXQ6SroM8LqROIjVFpERKTmuMthwZ3g3AsxiXDlq7oRotQYlRYREak5yU/Djm8gIASufw+CI61OJD5EpUVERGrGT+/Aiqnm8uBp0KizpXHE96i0iIjIn/frYvjfGHP5gofgjButzSM+SaVFRET+nN/WwPzhYLih+1+g3yNWJxIfpdIiIiKnL3MHfDjUnPE28WLzsJBOvBUPUWkREZHTU5ABs6+FwkyIPwOGvgv+gVanEh+m0iIiIqeutAA+vB6yd5l3bL5pHtjDrU4lPk6lRURETk25C+bfAXvXQEgD+MsCiGhkdSqpB1RaRESk+gwDPnsAti6GgGAY9hHEtrU6ldQTKi0iIlJ9K56HNbMAG1w7Q/cUklql0iIiItWz/kP45ilz+bLnoONga/NIvaPSIiIiJ7f9a/jv383l8+6D3n+1No/USyotIiJyYvt/hrm3gtsFXYfCRROtTiT1lEqLiIgcX/Zu+GAolOZDy75w1XTw058OsYZ+80RE5NgKs+CD6yD/IDTsDDd+AAF2q1NJPabSIiIiVZUVwZxhkLEVIpvAzfMgOMrqVFLPqbSIiEhl7nJYcBek/QD2KLh5PkQ1sTqViEqLiIgcxTDgi0dg86fgH2QeEmrUyepUIoBKi4iIHO37V2DVG+by1a9Dq77W5hE5ikqLiIiYUubDV4+bywOfgq7XWZtH5A9UWkREBHatgE9GmMu974ZzRlmbR+QYVFpEROq7gxvh3zdDeSl0vBIumQw2m9WpRKqo1dIyY8YMbDYb4eHhVbatXbuWiy++mPDwcBwOB0OGDGHnzp21GU9EpP7J3Quzr4OSXGh+Dgx5G/z8rU4lcky1Vlr27t3Lgw8+SEJCQpVtW7ZsISkpidLSUubOncvMmTPZunUrffv2JT09vbYiiojUL8W55uRxefsgth3c+CEEBludSuS4aq203H333VxwwQUMGDCgyrbx48djt9tZtGgRgwYNYsiQIfzvf/8jPT2d559/vrYiiojUH64S85DQoU0Q3siciyU02upUIidUK6Vl9uzZLFu2jNdee63KNpfLxaJFi7j22muJjIysWN+iRQv69evHwoULayOiiEj94XbDJ/dA6goICjcLS4MWVqcSOSmPl5ZDhw4xevRonnnmGZo2bVpl+44dOygqKqJbt25VtnXr1o3t27dTXFzs6ZgiIvXH1xNhw3zwC4Ab3of4qv/+itRFAZ7+gHvuuYf27dszYsSIY27PzMwEIDq66rBkdHQ0hmGQnZ1NfHx8le0lJSWUlJRUPHc6nTWUWkTERy1/Hr57yVy+8lVo09/aPCKnwKOl5eOPP+bTTz9l3bp12E5y+dyJth9v25QpU5g0adKfyigiUi8YBiQ/Dcv/aT6/aAJ0H2ZtJpFT5LHDQ/n5+YwcOZK///3vJCQkkJOTQ05ODqWlpQDk5ORQUFBATEwM8PuIy9GysrKw2Ww4HI5jfsa4cePIzc2teKSlpXnq2xER8V6GYc50e6SwDHgC+o6xNpPIafDYSEtGRgYHDx5k6tSpTJ06tcr2Bg0acNVVVzF//nxCQkJISUmpsk9KSgqJiYkEBx/7Ejy73Y7dbq/x7CIiPsPthsUPw49vmc8vew56/83aTCKnyWOlpXHjxiQnJ1dZ/8wzz7Bs2TI+//xzYmNjCQgIYPDgwSxYsIDnnnuOiIgIAPbs2UNycjL333+/pyKKiPg2txsWjYa17wI2uOJFOHu41alETpvNMAyjNj/w9ttvZ/78+eTn51es27JlCz179qRHjx6MHTuW4uJixo8fT1ZWFuvXrycuLq5a7+10OomKiiI3N7fS5dMiIvVOuQv+Owp+ngM2P7hqOnS/yepUIsdU3b/fdeLeQx06dGDp0qUEBgZy3XXXcfvtt5OYmMjy5curXVhEROSw8jJYcNfhwuJvTs2vwiI+oNZHWjxJIy0iUu+5SmD+HbBlEfgFwtB3oONgq1OJnFB1/357fJ4WERGpJWVF8NEtsP0r8LebE8e1u8TqVCI1RqVFRMQXlBbAnGGwaxkEhMCwOdCmn9WpRGqUSouIiLcryYMProc935v3ErppLrQ8z+pUIjVOpUVExJsV5cAH18Fvq8EeCX/5GJr1sjqViEeotIiIeKvCLHj/atj/MwQ74NZPIOFMi0OJeI5Ki4iIN8pPh/eugkMbITQWbv0PNO5idSoRj1JpERHxNs798N6VkLEVwhvDbf+FuPZWpxLxOJUWERFvkpMG7w6G7F0Q2dQsLDFtrE4lUitUWkREvEXWLnj3SsjdA44WcNun0KCF1alEao1Ki4iIN8jYbo6w5O2D6DZmYYlqYnUqkVql0iIiUtcd2myOsBQcgrgO5km3EY2tTiVS61RaRETqsv2/mJc1F2ZCo67mZc1hsVanErGESouISF21dw28PwSKc8z5V/6yAEKjrU4lYhmVFhGRumjPD/DBUChxQtNe8Jf5EBxldSoRS6m0iIjUNbtWwIc3QFkBtDgfbvo32COsTiViOT+rA4iIyFF+mWfeS6isAFr3g5vnqbCIHKaRFhGRusBdDl8/Ad9NM5+3vxyumwmBwZbGEqlLVFpERKxWnAsf3wXbvjCf930A+j0GfhoMFzmaSouIiJUyd8CcG837CAUEw1XToet1VqcSqZNUWkRErLLjG5h3uznSEpEAwz40L20WkWNSaRERqW2GAavegC8eAcMNTXvCDR9ARCOrk4nUaSotIiK1yVUCi8bA+tnm8+43wxUvQoDd2lwiXkClRUSktuQdhI/+Ar/9CDY/GPg09BkBNpvVyUS8gkqLiEht2Lce/n0TOPeaM9te9w4kXmR1KhGvotIiIuJpGz6GT0aCqwhi28Gwf0NMG6tTiXgdlRYREU9xuyH5KVgx1XzediBcO0P3EBI5TSotIiKeUOyEhX+DXz8zn593H1w0Afz8rc0l4sVUWkREalrWTphzE6RvBn87XPkKnHGD1alEvJ5Ki4hITdq51JwwrigbIuLN+VeanmV1KhGfoNIiIlITDAN+fBsWjwWjHJqcZRaWyHirk4n4DJUWEZE/y1UKnz0Ia981n3e7EQa/pDs0i9QwlRYRkT8jPx3m3gJ7VpoTxl08Cc79uyaME59kGAY2C3+3VVpERE7X/l/MCeNy08AeCdfNhLYDrE4lUqOyCkpZtvUQyVvS2bzfyRejL8DPz5riotIiInI6Ni6ET+6BskKISYQb50BcO6tTifxpbrfBxn1Okn89RPKvh1ifloNh/L59w75cujV1WJJNpUVE5FS4SmHpZPj2RfN5m4vgun9BSANrc4n8Cc7iMr7dlkHylkMs3ZpOel5Jpe0d4yPp3yGOfu0b0ik+0qKUKi0iItV3cKM5YdyBFPP5OaPMc1j89U+peBfDMNh+KJ9vtpijKT+lZuNy/z6cEhrkz/mJsfTv0JCk9g1pHFU3TirXf2kiIifjLofvX4bkyVBeCiHRcMWL0Plqq5OJVFtRaTnf78gwD/tsSWdvTlGl7a3jwujXviH9OzTk7JYNsAfUvdmbVVpERE4kcwd8MgLSVpnP211mXs4c0cjaXCLVsDuzgOQth0j+NZ2VOzMpdbkrtgUF+HFO65jDoylxtIgJszBp9ai0iIgci2HA6hnw1XjzZNugCLjsWeh+ky5nljqrxFXO6l3ZFSfR7kwvqLS9iSOE/h0a0q9DHOe0jiUkqO6NppyISouIyB/l/gb/GQU7k83nLfvC1a+Bo7m1uUT+wDAMUjMLWbEtneVbM1i5I4OC0vKK7QF+Ns5u2cAsKu0bktgw3NJ5Vv4slRYRkSMMA37+N3z+MJTkQkAIDJgEPe8CPz+r04kAkFtUxsodGSzflsGKbemkZVU+NyUuwk5Suzj6d2jIeW1jiQwOtChpzfNYafnmm2+YPXs233//PWlpaTgcDs4++2zGjx/PWWdVvnnY2rVreeihh/jhhx8ICAigf//+PP/887Ru3dpT8UREKstPh0WjYcsi83mTs+GaNyE20dJYIq5yN7/szWX51nRWbMtgfVoO5Udd6RPob+PsFtH0bRfLBW3j6BQfadnkb57msdLy+uuvk5mZyX333UenTp1IT09n6tSp9OnThy+++IL+/fsDsGXLFpKSkujevTtz586luLiY8ePH07dvX9avX09cXJynIoqImDZ/Cp+OhsIM8AuEpLFw3mhdyiyW+S27kOVbzZGU77Zn4Cx2VdreJi6Mvm3juKBdLL1bxRBmrx+/qzbDOHqeu5pz6NAhGjZsWGldfn4+iYmJdOnShSVLlgBw/fXXk5yczI4dO4iMNCes2b17N23btuX+++/n2WefrfZnOp1OoqKiyM3NrXgvEZHjKsoxDwX98m/zecPOMORNaNzV0lhS/xSUuPhhZ2bFaMrOjMon0EaFBHJ+Yix928ZyfttYmjYItSipZ1T377fHqtkfCwtAeHg4nTp1Ii0tDQCXy8WiRYu49dZbK4Vs0aIF/fr1Y+HChadUWkREqm3HN+bJts695o0Oz7sPksZBgN3qZFIPHJkqf/m2dJZvTWftnmzKyn8fQ/D3s9GjuYO+bePo2zaWbk0d+PvoIZ9TUavjSbm5uaxdu7bi0NCOHTsoKiqiW7duVfbt1q0bX331FcXFxQQH142Z+ETEB5QWmJcxr55hPo9uDVe/Ac17W5tLfN6+nCK+226eQPvd9gyyCkorbW8eHcoF7WLp2zaOc9rE+NQJtDWlVkvLyJEjKSgo4NFHHwUgMzMTgOjo6Cr7RkdHYxgG2dnZxMfHH/P9SkpKKCn5/f4ITqfTA6lFxGfsWQWf3A1ZO83nvf4KF0+EoLo/qZZ4n4z8ElbuyOT7HZms3JFBamZhpe3h9gDObRND33ZxXNA21ismd7NarZWWxx9/nA8++IBXXnmlytVDJ7pm/ETbpkyZwqRJk2oso4j4KFeJOQX/9y+D4YbIJnDVdGjTz+pk4kOcxWWs2pnF9zsyWLkjky0H8ipt9/ez0bVJFBe0jaVvuzi6N3MQ6K9L6U9FrZSWSZMm8dRTT/H0008zatSoivUxMTHA7yMuR8vKysJms+FwOI77vuPGjWPMmDEVz51OJ82aNau54CLi/fb/Yt7k8NAm8/kZN8GlUyDEYWks8X5FpeX8tDuL7w+PpqT8loP7D5e2dIyP5Nw2MZyXGEPPltFE6JDPn+Lx0jJp0iQmTpzIxIkTeeSRRypta9OmDSEhIaSkpFR5XUpKComJiSc8n8Vut2O366Q5ETmGchd8+yIsewbcLgiLgyumQccrrE4mXqrU5ebn33L4fnsm3+/IYN2eHErL3ZX2aR0bxjltYji3TSzntIkhOizIorS+yaOl5cknn2TixIk89thjTJgwoeqHBwQwePBgFixYwHPPPUdERAQAe/bsITk5mfvvv9+T8UTEVx3YAJ/eC3vXmM87DjYLS1ispbHEu5S7DTbtc/L9jgy+35HJ6tQsCo+aIh8gPiqYc9vEcl5iDOe0iSE+KsSitPWDx+ZpmTp1Kg8++CCXXnrpMQtLnz59AHNyuZ49e9KjRw/Gjh1bMblcVlbWKU8up3laROq5vAPwzVOw/gPz3BV7FAz6J3S7Xjc5lJMyDINth/JZuSOT77Zn8MPOzCqTukWHBXFOmxjOaxPLuW1iaBET6tX38qkrqvv322OlJSkpiWXLlh13+9Efu2bNGh5++GFWrlxZaRr/Nm3anNJnqrSI1FOlhbDyVfh2GpQdnpSr09VwyWSIamJlMqnDyt0Gm/c7WbUrix93ZbI6NbvKZcgR9gB6t47m3DaxnJsYQ7uGET47Rb6VLC8tVlBpEaln3G5zNtuvn4S8fea6pj1h4NOad0WqKCt3k7I3lx93ZbFqZyY/pWaTV1J5JCU40I+zW0RzbqJ5XkqXhEgCdIWPx1k+I66IiEftWg5fPAoHfjGfO5qbc650HqJDQQJAcVk569NyzJKyK5O1u3MoKqt8TkqEPYCzWzagV6sYerWKpmuTKIICVFLqKpUWEfEuGdvMGW1//cx8bo+ECx6EXn+DQM2eXZ8VlLhYszu7oqT8nJZb5eqeBqGB9GoVTa9WMfRuFU3H+EhNj+9FVFpExDsUZJqXL/8007yE2eYPZ99h3pFZVwXVS7mFZaxOzeLH1CxW7cpiw95cyv8wUUrDCDu9WkXTu7VZUhLjwnVOihdTaRGRus1VAqvegOVToSTXXNfuMhjwBMS1szab1KoDucWs2Z3N6sMlZcsBJ388K7NpgxB6tYqmz+HDPbq6x7eotIhI3WQYsHEhLJkIObvNdY27mifZtr7Q0mjiea5yN1sO5LFmdzY/7c5m7e5s9uYUVdmvdVwYvVtFVxzyaeLQPCm+TKVFROqetB/Nk2x/+9F8HhEP/R+HM24EP39rs4lH5BaWsTbNLCc/pWazPq3qSbN+NnNa/LNaNKB3qxh6tmpAwwidx1SfqLSISN2RnWqOrGxcaD4PDIXzRsO5o3QnZh9iGAa7MgpYszu74rHtUH6V/SKCA+jRvAFnt2jAWS0acEYzB2F2/dmqz/S/vohYrygHVkw1z10pLwVscObN0O8xiIy3Op38ScVl5fzyW+7hgpLFmt3ZZBeWVdmvVWyYWVJamiVFJ83KH6m0iIh1ysvgp3dg6RQoyjLXtU6CgU+Z56+IVzroLK4YQflpdzYb9+bi+sNVPUEBfpzRNIoeLRpwdotoejR3EBOuG+DKiam0iEjtMwz49XNzvpXMbea62PZmWWk7QJPDeZH8Ehcpv+Xy8285/JyWw/q0HPbnFlfZLy7CXnGY56wWDeicoEnc5NSptIhI7XGVQMo8WDkdDm0y14XGQr9x0ON28Nc/SXVZWbmbXw/kVSoo2w7lV7ns2M8GHRqbJ8ye3bIBPZo3oGmDEF16LH+a/oUQEc8rzILV/4If34KCQ+a6wDDo/Vc4/34IjrI2n1RhGAZpWUWsP6qgbNibS4nLXWXfJo4QzmgWxRlNHZzRzEGXJlGE64RZ8QD9VomI52Rshx+mw/o54Do8x0ZEAvS5G3rcBiEOS+PJ77IKSvn5txzW78mpGEk51smyEcEBdG/mqCgoZzSNomGkLjuW2qHSIiI1yzBg93fmIaBfPwcOHzto3A3O/Tt0vgb8Ay2NWN8Vl5WzcV8u6/bk8PNvufyclsOerMIq+wX5+9ExIZLuTaPMgtLMQauYMF3RI5ZRaRGRmlFeBpv+A9+/AvvX/76+3aVwzihoeb5OsLVAQYmLzfudbNibS8peJxv35bLtUH6Ve/SAObts9yMjKM0cdIyPwB6gyfyk7lBpEZE/pzgX1rwLq94E52/muoBgOGMY9LlH9weqRc7iMjYeLiYpe3PZsDeXnRkFVU6UBYgNt9O9mYPuzcxRlG5NHUSFaARM6jaVFhE5Pdm7zcng1r4HpYdnMw2Lg553Qc//052XPSy7oJQN+3LZsNccRdmwL5fdmVUP8QA0irTTJSGKLk3MR+eESOKjgnU1j3gdlRYROTW//WQeAtr8XzAOX0kS1wHOGQldr4dAnZRZ0w7lFbPxqHKyYa/zmDcPBPNKnq5NoujSJJLOhwuK7s8jvkKlRUROzl0OW/5nnlyb9sPv61snwTl/h8SLdL5KDXC7DX7LLmLzAScb9znZuNc8zHMor+SY+7eMCaVzkyizpCSYBaVBWFAtpxapPSotInJ8Jfmw/kP44TXI3mWu8wuErkPNkZXGXazN58Xyisv49UAemw/ksWW/ky0H8vj1QB75Ja4q+9ps0CYunK6HR066NImiU0IkkcE6B0XqF5UWEanMMODAL/DLXFg3G4pzzPXBDvNclZ536SaGp6DcbbA7s4Ath8vJ5gN5bDngJC3r2Id3gvz9aNsonI7xkRWHeTrGRxIapH+uRfRfgYiYMndAynzYMB8ytv6+vkErc1Sl+00QFGZdPi+QU1haUU62HB5F2Xogj6Ky8mPuHx8VTIfGEXSIj6RD4wg6xkfSKjaMQH/dk0fkWFRaROoz5z7YsMAsKvvW/b7e3w7tBpqXLbe7FPw0V8fRysrdpGYUVDq0s3m/85g3CgQIDvSjfaMIOjSOpEO8+bVjfASOUJ1/InIqVFpE6pvCLHMSuA0fQ+q3VMxYa/M3T6zteh10uFz3AwJKXW5SMwvYdjCfbYfy2HYon20H89iVUUBZ+TEmPwGaNgipKCVHSkrLmDD8NYusyJ+m0iJSH5Tkm1Pqb5gP278G91H3lGnWxywqna6G8DjLIlqpuKycXRkFbDuUz/aDZjnZejCP1MzCY84cCxAa5F9xaKfj4a/tG0fo5FgRD1JpEfFVrlLYvsQsKr9+DmVHTTzWqCt0vRa6XAuO5tZlrGVFpeXsSM9n+yFz5GTrQXN5d2YBx+kmhNsDSGwYTtuG4bRrFEFiI3M5ISpE9+ARqWUqLSK+xF1u3qwwZR5s+u/vV/6AeUJt1+ugy3XQsINlEWtDXnGZOXJyML/ikM62Q/mkZRcec0p7MO9e3K5RBG0bhtO24ms4jSM1c6xIXaHSIuLtDAP2rjVHVDYsgPwDv28LbwxdhphlJaGHT00AV+pysyerkF0ZBezKyGdnegE7MwrYlVFA+nEmYwNwhAbSrqE5YtLuqIISF2FXORGp41RaRLyRuxz2/wy/fmZepnxk4jcw51PpdJVZVFqc59VX/rjdBgecxezKOFxI0gvYmZHProwC0rIKj3tIByA2POjwYZ0I2jUKJ7FhBG0bhRMTFqRyIuKlVFpEvIFhQMY22LUMdi41r/o5+tBPYCi0H2QWlTYXQYB3XUqbU1haUUrMgmKOnKRmFlBc5j7u68KC/GkVF0ar2HBaxYbROjaMVrFhtIoL0wmxIj5IpUWkrsrde7ikLINdyyFvX+Xt9khodQF0vgbaX1anJ34zDIOM/FL2ZBWSllXInqxCdmcWsuvwqEl2YdlxXxvgZ6N5TOjvheRIQYkLo6EO6YjUKyotInVFYZY5gnKkqGRuq7zd3w7Ne0OrC835VOK7g3/d+U+4uKyc37KLKkrJkWJy5PnxZoU9Ij4q+HApCasoJa1iw2nWIIQAzRArIqi0iFintBD2rPy9pOz/mYqJ3gBsfpBw5uGSciE06w2BIZbFPdZoScUjs5ADzmPPBnuEzQYJUSE0iw6heXQozaNDaXlUSdG9dUTkZPSvhEhtKS8zr/I5UlJ++xHKSyvvE9veLCitLoSW50OIo9biGYZBTmEZe3OK2Hf4kZZdVKmkFJaeeLQkLMif5jFhND9STGLCKgpKE0cIQQEaMRGR06fSIuIp7nI4tNk8H2XXMkj9DkrzKu8T2fT3ktLqAo/ePbnU5eZAbjF7c4oqFZPfl4tPegjnWKMlRxeTBqGBOsdERDxGpUWkJpQWwMGNcOAXOJBiPg5uAldR5f1CGkDLvmZRad0PolvXyNwpR4+SHF1I9uUUVzxPzy857sRqR4sNt9PEEUyTBiEkRIXQIiaUZtGhtIgJI8ERjD3Aey+hFhHvptIicqryDh4uJkcVlMztVDof5YjAMGje5/fRlMbdwO/UDpG4yt1k5Jdy0FlsPvJKOOQs5kBuMQecxdUeJQGwB/jRxBFSUUgSHCEkOIJp4jCXG0cFExyoUiIidZNKi8jxuMshc0flcnIgBQoOHXv/8MbQuOtRj24Q3eq4k7u53QZZhWYZOeQsOVxKSjjgLOaQs5iDeebzjGqOkADERdhJcITQxBF8VCkJOVxKgonWxGoi4sVUWkTAvJLn0KY/HN7ZWPkmgxVsENu2akEJbwhAWbmb7IJSMvJLydiexaG8kt9HSQ4Xk0POYg7lleA60ZSuR/H3s9Ewwk7DyGAaRdhpFBlM46hgGkbYNUoiIvWGSovUH2VFkJMGOXsgJ9X8mr3bLCuZ28E4xsyrgaEYjTpTGtsZZ1QH0sPbsTewJQeLA8jMLyUzs4TM3aVk5O8gI38TmQWl5JxgorQ/stkgJsxOo0iziDSKtNMwwiwkR5YbRZojJP66o7CI1HMqLeI7yooh97ffC8mRR/Zu8+vxDuscVhgUw/6QtqQGtGELLfmlvBkbCmNI31VO6fYjhaYY2HLSKH42iA4LIibMTsOjCon5NbjieWy4nUBNnCYiUi11orTk5+fz2GOPMXfuXLKysujQoQNjx47lxhtvtDqa1CWuksOlxCwh7uw9uDJTcWen4u9MI7DwxKUEIJ8Q0txx/GbE8ZsRy29GHNuNJmxytyC92AHOP77i91GTcHsAMeFBxIQFERNuFo7Yo57HhAcRG24nJiwIR6hGRkREalqdKC1Dhgxh9erVPPPMM7Rr144PP/yQYcOG4Xa7uemmm6yOJx5S5ionPy+XopxDFDvTKcvLwJWfgbsgEwoz8SvKJqAki+DidKJK9hHpysTvqCt0/IA/3hawwLCTZjSsKCRpxpGCYj5yCQPMMhEc6IcjNIjosCA6hAdx/uHCERtx+OvhIhJzeL3OFxERsZbNMKp7XYJnfPbZZ1x++eUVReWIgQMHsnHjRvbs2YO/f/X+WDidTqKiosjNzSUyMtJTkestV7mbYpebwlIXxaVuisrKKSorp7DURX5RGcUFObjyMyjPN0uHrSibgOIsAkuyCSrLIdSVQ6jLSYTbSaSRhwMnQbaTX6Z7tELDXlFIjpSSjIDGOO3xFIYm4BcWgyPUTlRoII6QQByhgThCgo56HoQjNJCokECVEBGROqK6f78tH2lZuHAh4eHhDB06tNL64cOHc9NNN7Fq1SrOPfdci9LVPW63QZnbTVm5QZnLTVm5m9Lyw8/L3ZQeXlfx/PC64lIXZSWFlBUVUFZSSHlJAe7SQtwlhbjLCs2rZEqLsLnMh5+rCP/yYgLKiwhwFxPoLsFuFBNCKSGUEGIrJZgSHJTSxFaEgwICT6WAHHXkpNgIJNcWSZ5fJPn+kRQFRFEc6KA0qAHu4Aa4QuJwRzXHL7oFIVGNcIQF0Tw0kK4hQUSFBGpqeBGResLy0rJhwwY6duxIQEDlKN26davYfrzSUlJSQklJScVzp7PKCQk14ocZ90NJHmCAYRyeM+PIV3fl54ZhHsA48vWo7VR6nVFpXww3NsMFbvOrn1GO7aiH35EHbgIox59y/DHwp5wAzPUhuAm3lROA+6j9zK92yvCz/YlBtWr2ghJbMIUBURQHRFES1ACX3YE7JBojJBpbWAwBYTEERMRij4wjJKohoY44goPDCQYanX46ERGpBywvLZmZmbRu3brK+ujo6IrtxzNlyhQmTZrksWxHJP62gFhyPP45J2Sj0ujEn+GyBVBmC8blH4zLP4Ry/2DcASEYhx8EhkBQKH5BIdiCwvAPCiXAHkpAcBiBwWEE2MOwBYWa+wWGmo/QGAiNxh4Ygr1mYoqIiFRieWkBTjhD54m2jRs3jjFjxlQ8dzqdNGvWrEazAWxvdTPbSwvAZsOG7fDXw9ls5lcbtsPPj95mO7ztqOeH97OZK39/Pz9//P398fMPxM8/AD//APwDAvELCMD/8LK/fyABAf74BwQSEBB4eF0A+AWYs64e+Wo7snxkvT8cKSOBIQT4B9aN/+FFREROgeV/u2JiYo45mpKVlQX8PuJyLHa7Hbvd8/+/vs9tkz3+GSIiInJilp/B2LVrVzZv3ozL5aq0PiUlBYAuXbpYEUtERETqGMtLyzXXXEN+fj4ff/xxpfXvvvsuCQkJ9O7d26JkIiIiUpdYfnjosssuY8CAAYwYMQKn00liYiJz5sxh8eLFzJ49u9pztIiIiIhvs7y0ACxYsIBHH32U8ePHV0zjP2fOHE3jLyIiIhUsnxG3JmlGXBEREe9T3b/flp/TIiIiIlIdKi0iIiLiFVRaRERExCuotIiIiIhXUGkRERERr6DSIiIiIl5BpUVERES8gkqLiIiIeIU6MSNuTTkyT57T6bQ4iYiIiFTXkb/bJ5vv1qdKS15eHgDNmjWzOImIiIicqry8PKKioo673aem8Xe73ezbt4+IiAhsNluNva/T6aRZs2akpaXp9gAepJ9z7dHPunbo51w79HOuHZ78ORuGQV5eHgkJCfj5Hf/MFZ8aafHz86Np06Yee//IyEj9B1EL9HOuPfpZ1w79nGuHfs61w1M/5xONsByhE3FFRETEK6i0iIiIiFdQaakGu93OhAkTsNvtVkfxafo51x79rGuHfs61Qz/n2lEXfs4+dSKuiIiI+C6NtIiIiIhXUGkRERERr6DSIiIiIl5BpeUE8vPzGT16NAkJCQQHB9O9e3f+/e9/Wx3L5+Tl5fHQQw8xcOBA4uLisNlsTJw40epYPuWbb77hjjvuoEOHDoSFhdGkSROuuuoq1qxZY3U0n7N+/Xouv/xymjdvTkhICNHR0ZxzzjnMnj3b6mg+bcaMGdhsNsLDw62O4lOWLl2KzWY75uOHH36o9Tw+NblcTRsyZAirV6/mmWeeoV27dnz44YcMGzYMt9vNTTfdZHU8n5GZmclbb73FGWecwdVXX82MGTOsjuRzXn/9dTIzM7nvvvvo1KkT6enpTJ06lT59+vDFF1/Qv39/qyP6jJycHJo1a8awYcNo0qQJBQUFfPDBB9xyyy2kpqby2GOPWR3R5+zdu5cHH3yQhIQEcnNzrY7jkyZPnky/fv0qrevSpUut59DVQ8fx2Wefcfnll1cUlSMGDhzIxo0b2bNnD/7+/hYm9B1HfgVtNhsZGRnExcUxYcIEjbbUoEOHDtGwYcNK6/Lz80lMTKRLly4sWbLEomT1R58+fdi3bx979uyxOorPGTx4MDabjejoaObPn09+fr7VkXzG0qVL6devH/PmzeO6666zOo4ODx3PwoULCQ8PZ+jQoZXWDx8+nH379rFq1SqLkvmeI0ON4jl/LCwA4eHhdOrUibS0NAsS1T+xsbEEBGhwu6bNnj2bZcuW8dprr1kdRWqBSstxbNiwgY4dO1b5R6Zbt24V20W8WW5uLmvXrqVz585WR/FJbrcbl8tFeno6r732Gl988QUPP/yw1bF8yqFDhxg9ejTPPPOMR+87JzBy5EgCAgKIjIzkkksu4dtvv7Ukh2r/cWRmZtK6desq66Ojoyu2i3izkSNHUlBQwKOPPmp1FJ90zz338OabbwIQFBTEyy+/zN/+9jeLU/mWe+65h/bt2zNixAiro/isqKgo7rvvPpKSkoiJiWH79u3885//JCkpif/9739ccskltZpHpeUETnTIQoczxJs9/vjjfPDBB7zyyiucddZZVsfxSY888gh33nknhw4d4tNPP2XUqFEUFBTw4IMPWh3NJ3z88cd8+umnrFu3Tv8ee9CZZ57JmWeeWfG8b9++XHPNNXTt2pWHHnpIpaWuiImJOeZoSlZWFvD7iIuIt5k0aRJPPfUUTz/9NKNGjbI6js9q3rw5zZs3B2DQoEEAjBs3jttuu424uDgro3m9/Px8Ro4cyd///ncSEhLIyckBoLS0FDCv4AoMDCQsLMzClL7L4XBwxRVX8MYbb1BUVERISEitfbbOaTmOrl27snnzZlwuV6X1KSkpgDWXeon8WZMmTWLixIlMnDiRRx55xOo49UqvXr1wuVzs3LnT6iheLyMjg4MHDzJ16lQaNGhQ8ZgzZw4FBQU0aNCAm2++2eqYPu3oqz5rk0ZajuOaa67h7bff5uOPP+aGG26oWP/uu++SkJBA7969LUwncuqefPJJJk6cyGOPPcaECROsjlPvJCcn4+fnd8xz5eTUNG7cmOTk5Crrn3nmGZYtW8bnn39ObGysBcnqh+zsbBYtWkT37t0JDg6u1c9WaTmOyy67jAEDBjBixAicTieJiYnMmTOHxYsXM3v2bM3RUsM+//xzCgoKyMvLA2DTpk3Mnz8fMIfWQ0NDrYzn9aZOncr48eO59NJLufzyy6vMZNmnTx+Lkvmev/71r0RGRtKrVy8aNWpERkYG8+bN46OPPuIf//iHDg3VgODgYJKSkqqsnzVrFv7+/sfcJqfnpptuonnz5px99tnExsaybds2pk6dysGDB5k1a1btBzLkuPLy8ox7773XaNy4sREUFGR069bNmDNnjtWxfFKLFi0M4JiPXbt2WR3P61144YXH/fnqn4GaNXPmTKNv375GbGysERAQYDgcDuPCCy803n//fauj+bzbbrvNCAsLszqGT5kyZYrRvXt3IyoqyvD39zfi4uKMa665xvjxxx8tyaMZcUVERMQr6ERcERER8QoqLSIiIuIVVFpERETEK6i0iIiIiFdQaRERERGvoNIiIiIiXkGlRURERLyCSouIiIh4BZUWERER8QoqLSIiIuIVVFpERETEK6i0iIiIiFf4f9Di2tYT6KFgAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Hodnoty argumentu loc\n", "ax.legend(loc=0) # Nechť matplotlib vybere, co považuje za nejvhodnější\n", "ax.legend(loc=1) # Pravý horní roh\n", "ax.legend(loc=2) # Levý horní roh\n", "ax.legend(loc=3) # Levý dolní roh\n", "ax.legend(loc=4) # Pravý dolní roh\n", "# ... a mnoho dalších možností\n", "\n", "\n", "# Praktická ukázka\n", "fig, ax = plt.subplots()\n", "ax.plot(x, x**2, label=\"y = x**2\")\n", "ax.plot(x, x**3, label=\"y = x**3\")\n", "ax.legend(loc=2) # levý horní roh ;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mřížka" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zobrazení mřížky se nastavuje metodou `grid`. Její nejjednodušší varianta přijímá jeden booleovský argument a matplotlib se postará o rozumné výchozí vlasnosti. Nicméně můžeme pomocí keyword argumentů vzhled mřížky specifikovat detailněji:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10,3))\n", "\n", "# Nastavení výchozí mřížky\n", "axes[0].plot(x, x**2, x, x**3, lw=2)\n", "axes[0].grid(True)\n", "\n", "# Nastavení výchozí mřížky s vlastnostmi\n", "# (alpha vyjadřuje průhlednost - 0=zcela průhledná, 1=zcela neprůhledná)\n", "axes[1].plot(x, x**2, x, x**3, lw=2)\n", "axes[1].grid(color='b', alpha=0.5, linestyle='dashed', linewidth=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Libovolné textové poznámky" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pomocí metody `text` lze do grafů (třídy `Axes`) vkládat další poznámky nezávisle na osách. Pozice se udává v souřadnicích samotného grafu, nikoliv v relativních souřadnicích grafu. Opět můžeme použít $\\LaTeX$ovou syntaxi." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "xx = np.linspace(-.5, 1.1, 20)\n", "ax.plot(xx, xx**2, xx, xx**3)\n", "\n", "ax.text(0.15, 0.2, r\"$y=x^2$\", fontsize=20, color=\"blue\")\n", "ax.text(0.65, 0.1, r\"$y=x^3$\", fontsize=20, color=\"green\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Další typy 2D grafů" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zatím jsme pracovali pouze s metodou `plot` a kreslili jsme čárové grafy. Kromě čárových pak existuje ještě mnoho dalších typů grafu. Jejich kompletní výčet najdete v galerii http://matplotlib.org/gallery.html. Uvádíme některé z nich pro ukázku:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HH3+M1tZWrFixAvfccw9OnDiBxETP/weMiIjIV7z//vsYO3YsHnroIbz77rsWz3HkXvvSSy9h+fLlWLRoEaZMmYIjR45g2bJluHbtGt555x1PvS0ir3Si8gQMgsGj1cONmGBTQLFX3MxowX1DkZ2RjLtfLrRZafz/9pf2eOxGgw6vf30B65+4BXcOie9dwB7w1ltvISkpyexYTk4O0tPTsXr1alOCvWLFCigUCuzYsQNRUVEAgAkTJmDo0KF45ZVX8PLLL3s8diIiIl9RVlaG6Oho1NTUWE2wxd5r1Wo1XnzxRTzzzDNYvXo1AGDixIlob2/HsmXL8PzzzyMjI8Mzb4zIyzTqGnGs4hjiw6T5dziXiJNPsLcHWiyxRcsGJqhEJ+PdOdPmS0rdk2sAiIiIQEZGBsrLywEAHR0d2LFjB371q1+ZbvgAMGDAAEyaNAmfffaZx+IlIsu43YPIu8lktlezOXKvLSgoQGtrK5566imzazz11FMQBAGff/65S2Mn8iUl1SWobq5GQniCJK/PBJu8nr090I5wpJ1Wb3pWO9rmy9vU19ejqKgIo0aNAgBcunQJWq0WY8aM6XHumDFjcPHiRbS2ssc3kZTWr1+PK1euYP78+di1axfeeOMNVFVVISsrC4WFhabzjEtQ29ra8PHHH+Pvf/87zp8/j3vuuQfV1dUSvgOiwObIvba4uBgAMHr0aLPzUlJSkJCQYHqcKBAdrzwOAAgJCpHk9blEnLxaQXGFzT3QXYuH6Q0CDpdqUNXYanXvs7GdVmV9q8Wl3zJ0FiWbMCAWHxy40uv4e5OkS2nu3Llobm7G0qVLAXQuRQOAuLielRjj4uIgCAJqa2uRkmK5kJtOp4NOpzN939DQ4IaoiQIbt3sQ+TZH7rVqtRoKhQIqlcriucZrWcJ7MvmzutY6HK84LtnsNcAZbPJitgqSdV+GLXaWW0w7rV+OTcEv/rIHq3ae6fV7EDtj7k2WL1+OTZs24bXXXsOECRPMHrO1vM3WY2vWrEF0dLTpKy0tzWXxElEnbvcg8g9i77W8JxP19EPVD1Br1YgPl64OEhNs8lr29kAbl2H/tfAi5uQX9TjXOMvdPcnOyUzB+iduQXJ0z3Za//3zQXhnf6ndvdf2aoJ3bfPlS/Ly8vDiiy/ipZdewrx580zH4+M7/yNl6RNxjUYDmUyGmJgYq9ddvHgx6uvrTV/Gf+wTkXu5eruHTqdDQ0OD2RcRuYYj99r4+Hi0traipaXF4rmWZsGNeE8mf3as4hjkMjmC5dIt1OYScfJaYpdX/+O7Uquz3DIASz8rhrZNj+ToMNOy8ZzMFGRnJJstKZ8wIBa/+Mseuy28gM5k/JdjU/DOT1XEuz7HmHyvnJ7h1e25usvLy0Nubi5yc3OxZMkSs8eGDBmCsLAwnD59usfzTp8+jfT0dCiV1mfrFQoFFAqFy2MmIttcvd1jzZo1yMvLc1/ARAHMkXutce/16dOncccdd5jOq6ysRE1NDTIzM62+Du/J5K/ULWqcvnEaieHSto7lDDZ5LbHLq+u07VYfEwCom9uw4OOTPZaNB8lluHNIPGaM64s7h8TjWFmtqKrhy6eNxLd/mozFUzOszoR33RvuC1atWoXc3FwsW7YMK1eu7PF4cHAwpk+fjk8//RSNjY2m41evXsWePXvw8MMPezJcIhLBHds9OPNF5D6O3GtzcnKgVCqxceNGs2ts3LgRMpkMDz30kIeiJvIexVXF0Gg1iAuTdgUpZ7DJa4kpSBYdFmIzwe7OUnE0I7Ez5gmRCtPMtKWZcEvF1bzZunXrsGLFCuTk5GDatGk4ePCg2eNZWVkAOme4b7vtNjz44INYtGgRWltbsWLFCiQkJOAPf/iDFKETkRXu2u7BmS8i5+3evRuCIJiS55KSEmzbtg0AMHXqVISHh4u+18bFxWHZsmVYvnw54uLiMGXKFBw5cgS5ubn47W9/yx7YFHAEQcDR60cRLA9GkDxI0liYYJPXMhYkm5NfBBksL8N+6mcD8drXF0Rf07hsPG97CbIzks0SYUdaeHWP884h0hVS6K3t27cD6OypWVBQ0ONxQej8yY8YMQJ79+7Fn/70JzzyyCMIDg7G5MmT8corryAxUdqlOER0kzu3exCR8xYuXIirV6+avt+6dSu2bt0KACgtLcXAgQMdutcuXboUkZGReOutt/DKK68gOTkZixYtMm0JIQokVc1VKKkuQZKqZ8FPT2OCTV7NWJAsb3uJ2fLt5GglVk7PQHZGMj48Um51ltuSrj2quybG9mbMAUAuA2qbdVYe9U179+4Vfe6ECRPw9ddfuy8YIuoVR7Z7/O///i8iIyMB3FyCumDBAk+HTBQwTp8+bVa93xpH7rXPPfccnnvuud6GRuTziquKUddah75RfaUOhQk2eT97y7CtzXLb031JeNcZc2sMAjB383Gs/6lQmi1i+nITEbkKt3sQEVEgEgQBh68dRmhQKOQy6UuMMcEmn2BrGba1WW57LC0Jz8lMwVuzb8G8LUUw2MjWLS0x76qguKJHPCk/zbr7UvEzIvId3O5BRESB6HrjdZxXn/eK5eEAE2zyE11nuSsbWrFqxw/QNFsufiZD5xJzaz2qY1WhNpNra0vMjQqKKzAnv6jHbLqxwNrz9w3DwIRwzmoTkUtxuwcREQWi4qpi1Ovq0T+6v9ShAPBQgl1YWIj8/Hx8//33KC8vR0xMDG699VasWLGiR+sQImd1neUOC5Gblno72qNabDVxS+fpDQLytpdY7csNAK99fd50jLPaRERERETOEQQBh64dQlhwmM02k57kkUXq69evx5UrVzB//nzs2rULb7zxBqqqqpCVlYXCwkJPhEABxrhs3Jke1c5WEweAw6Uah5apG2e1jb25iYiIiIhInKv1V3FJc8lrlocDHprBfuutt5CUZP6mc3JykJ6ejtWrV2Py5MmeCIMCjLM9qsX037a2xFzs7LeRrbZhRERERERkXXFVMRrbGjEwZqDUoZh4ZAa7e3INABEREcjIyEB5ebknQqAAZVw2PmNcX9w5JF5UAmusJg7cXFJuZG+JudjZ76667ukmIiIiIiL7DIIBB388CFWIymuWhwMeSrAtqa+vR1FREUaNGmX1HJ1Oh4aGBrMvIk9wdom5cfbbmSHu6Ow3EREREVGgKq0txZW6K161PByQsIr43Llz0dzcjKVLl1o9Z82aNcjLy/NgVGRNIPZ0dmaJedde2o725XZm9puIiIiIKBAVVxWjub0ZEaERUodiRpIEe/ny5di0aRPefPNNm1XEFy9ejIULF5q+b2hoQFpamidCpC4Cuaezrf7b1jjal9te2zAiIiIiIrqpw9CBAz8eQGRopFctDwckSLDz8vLw4osv4qWXXsK8efNsnqtQKKBQKDwUGVlir6ezvYrcgar77PeVmma89vWFHrPaYtqGERERERHRTZc0l/Bjw49IifC+PMSjCXZeXh5yc3ORm5uLJUuWePKlyQn2ejqz+rVt3We/hydH9pjVTg6QlQBERERERK5y7PoxtLS3QBWqkjqUHjyWYK9atQq5ublYtmwZVq5c6amXpV6w19O5a/VrR5dR+xOx+9OdbRtGRERERESdmtqacODHA4gP8878wyMJ9rp167BixQrk5ORg2rRpOHjwoNnjWVlZngiDHCS2qrU/VL92toibrf3p1pLpQP4wgoiIiIioN05WnkRlUyWGxQ+TOhSLPJJgb9++HQBQUFCAgoKCHo8LgiO1lslTxFa19pXq19aSaGeLuNnan/5sfhFiwkNQ19Ju95qBWKGdiIiIiMhRgiDgwI8HIJfJERIUInU4Fnkkwd67d68nXoZczNjTubK+1eI+bKmqXzuTkFpLon85NgXv7C91uIibvf3pAMySa2vXDOQK7UREREREjihvKMcPVT8gOSJZ6lCskksdAHkvY09n4Ga1ayOpql8XFFfg7pcL8fiGg5j/4Qk8vuEg7n65EAXFFTafMye/qMd+8or6VvyfheQauJkk520vgd7Q8wx7+9Mt6X5Na3EZE3Fb74mIiIiIKNAUVRShXlePGGWM1KFYxQSbbDL2dE6ONl8Gnhyt9HiLLmcSUlszzfZ0LeLWnbP7zo3XPHhZbXcG3FpyT0REREQUaHQdOnx79VtEKaK8rvd1Vx7vg02+R+rq13qDgIOX1Vj0yWmHW4Y5M9Pc3XcXq3u8397uOz9wSc0K7UREREREIv1Q/QPK68sxKHaQ1KHYxASbRJGq+rWlPcqWWEtId5dU9jqGv+65hE+Krpnti7a3P90+cc/yhwrtRERERES9dejHQ9ALeiiDvbvAMpeIk9eytiTclq4JaUFxBf7+3RWXxNJ9Gbpxf7qjybUMnUXM7hycIOp8X6nQTkRERETkLtXN1SiqKEIfVR+pQ7GLCTZ5JWf3ThsTUuPzxbK32N3SvuiczBQsuG+ow6+xcnoGsobEIyVaafV1jYm4pyu0ExERERF5m6KKIqi1asSHe//WSSbY5FF6g4ADl9T44sQ1HLiktlrEy9G9090TUkee///9fFCPIm6WWCp6NjBBJTrGroXhvLFCOxERERGRt9Eb9Pj31X8jPCQccpn3p6/cg00e40jPZ0f3TgsApmYm4+AlNSAD3tl/SdTzfvOzgVg8NQMv5IzEa7vP4697Ltp9Ttdl6GKXcC+fNhJP/myQWcJsrNDe/WeSbOVn4kz/byIiIiIiX3ZOfQ6ltaVIjUyVOhRRmGCTRxj3U3efrzbube7a8svRvdNyGWAQgPe+u4L3HNxzfV9GZ5P6ILkMP0tPEJVgd02q7RU7k6EzYe6eXBuJrdDuyIcTRERERET+4uj1o2jtaIUqVPzKUSkxwSaXsDW7ams/dfcWW/jp/4uhCJZD12GAs62i41WhZnucxSbLXZ9jXOo9J78IMpjXBhe71NtehXZHPpwgktrOUxV4dfc5NOv0Uodiwmr8REREvqlB14CDPx70ib3XRkywqdfsza7a2w/dfW+z2L3Tug5Dr+KeMS7VLPF1Nll2dKm3Ixz5cILLxckbvLr7HC5VN0sdhkUqRZDUIRAREZEDTlSewI2mGxiZOFLqUERjgk29ImZ2VWwi7OlZJuOMeVfOJstil3o7ypEPJ6ToU07UnXHmWi7zrjZzKkUQ/jBluNRhEBERkUiCIOC7q98hJCgEwXLfSVt9J1LyOmJnV195dKyo63nyH+O2WmA5myzbW+rtDLEfOnAJLHmbpEglDi65V+owiIiIyEddqbuCszVnkRLhW1shvb/OOXktsbOrECC657NxH7S7FjvLfvoSuy96xri+uHNIfK9mosW2JrNE7IcOvf1worGxES+88AKmTJmCxMREyGQy5Obm9jjvySefhEwm6/E1YsSIXr0+ERERdbJ2rzV+HTx40OZ5vCeTvzhWcQyNbY2IUkRJHYpDOINNThM7a1rTrHNob7O1c13BFfuiHdHb6t/OFF5zhlqtxjvvvIOxY8fioYcewrvvvmv13LCwMBQWFvY4RkREJNZru8/3+hoLsoe5IBLvs3z5cjz77LM9jk+fPh0KhQK33Xab6RjvyeSvtO1afHf1O8QoYyCT+VadISbY5DRHZlfvHBIvem+ztX3QcaoQaJrbnYr1Nz8biPsykj3aO9oV1b9dUaVcjAEDBqC2thYymQw1NTU2E2y5XI6srKxevR4RERFZNmTIEAwZMsTs2L59+1BTU4Nly5YhKOhmwUbek8lfna46jWuN15Aely51KA5jgk1Oc3R21dbe5u5tvrIzknucO2FALH7xlz1WX88SqXpFu7L6tzurlBv52ieDREREgeS9996DTCbD008/LXUoRB5x8MeDgACEBoVKHYrDmGCT05yZXbVUCMyRZdTLp2Xgd5uLrMb0+8npiFQE42iZBuGhwfjVLf1wV3qCs2/Raa6u/u2uKuXO0Gq1SE5ORnV1NVJSUvDQQw/hz3/+M+LierdMnYiIiHqqr6/Htm3bcO+992LQoEFmj/GeTP6oorECJytPIikiSepQnMIEm3qlt7OrjiyjLiiuwKqdJRavkxKtxC/HpuCDg2Woa7m5jPzzE9cREx6CtQ+P9ugstjuqf7ujSrmjxo4di7FjxyIzMxNA55K11157Dd988w2OHDmCiIgIi8/T6XTQ6XSm7xsaGjwSL1EgaWxsxKpVq3DixAkcP34cNTU1WLlyZY+ChU8++STef//9Hs8fPnw4zp4966FoiUisLVu2QKvV4je/+Y3Zcd6TyV8VVRShtrUW/aL6SR2KU5hgU685O7vqyDLq3SWVFhNxowfHpOD/9pdafKyupR3P5hfhbRF7nl3FU9W/PW3BggVm32dnZ2P8+PF45JFHsGHDhh6PG61ZswZ5eXmeCJEoYLFYIZF/eu+99xAfH4+ZM2eaHec9mfxRu74d3179FhGhET67hZEJNrmEM7OrYpdRH7ystpqIG737reXkuqvcf/4gas+zK3iq+rc3mDlzJlQqlaltiCWLFy/GwoULTd83NDQgLS3NE+ERBQwWKyTyP6dOncLRo0cxf/58KBQKu+fznky+7tSNUyitK8WA6AFSh+I0JtjktO6FyRzdEyx2efSBS2qbiTgACCKqnlU26ETvee4tT1X/9haCIEAul1t9XKFQiPqHARE5z1c/6Sci69577z0AwG9/+1vRz+E9mXyVIAjYe2UvDAYDwkJ8d1UVE2xySm/7OwOOLI92XTdsR/Y895Ynqn97g23btqGlpYWzYUQ+xNnCSNy7SeQ5Op0O+fn5uP322037rO3hPZl82eXayzh14xRSo1KlDqVXmGCTw1zR3xkAJgyIhVwGGGzkz3IZcMfAePwVl3oX9E96u+fZ0Vl7b6r+bc+XX36J5uZmNDY2AgBKSkqwbds2AMDUqVNRXV2N2bNnY9asWUhPT4dMJsO+ffvw+uuvY9SoUQ59uk5E0nG2MBLAvZtEnvT5559Do9FYvL+WlZXxnkx+57vy79DY1oiBMQOlDqVXmGCTQ1zZ3/lYWa3N5BroTL7lQTKb+5kdUduss3+SFc7O2ntD9W8x5syZg7KyMtP3W7duxdatWwEApaWliI6ORp8+ffDqq6/ixo0b0Ov1GDBgAJ577jksWbIEKpVKqtCJyAHOFkYCuHeTyJPee+89qFQqzJo1q8djUVFRvCeTX6lursa3V79FkirJ57c8McEmh7iyv7PY5dqFZ25Y3c/sqFU7z+D+zBSHZ5BdNWvvza5cuWL3nE8//dT9gRCRx4kpjARw7yaRJ/3rX/+y+lhsbCzvyeRXDl07hJqWGmQmidsO4c2sV0AgssCV/Z3FLtf+7MQ1ZGckY/0TtyA5undLvI3JvyPszdoDnbP2envT8UREXsxeYSQiIiJ30LZrsad0D6IUUZDLfP8+xBlscogr+zvfPigOcapQaJrbbJ6naW7H4VKN2X7mynotVu08Y/e5ljha6MyVs/ZERN6IhZGIiEgqxyqO4Wr9VQyNHyp1KC7BBJsc4sr+zkFyGWaMTcE/vi+ze64xKe66nzksNAjP5hc5Ej4AxwuduXLWnojInViskIiIfIneoMee0j0IlgcjNChU6nBcggk2OcSV/Z0LiivwxckKUa+boFLgwCW1WSXunMwU/G32LZi3pchusTRjfGKT/65cOWtPROROLFZIRES+5EzNGZypOYO+UX2lDsVlmGCTw2z1d14+bSSiw0LxxYlrNltSWSsa1p0MQHR4CP6w9SQqG3pW7546JgV/xXj8bvNxUbGLTf6Bmy25KhtaEacKgaa53WqMziTuRESuxmKFRETkS/aX7Uebvg0RodZbRPoaJtjkFEv9nWub27Bqp/02VraKhnUnAKhraQdgntx2rd49dUwq3pbLeiT8XcllwDP3DBJd6dtSSy5LHJ21JyIiIiIi4MeGH3H0+lEkRyRLHYpL+X6ZNpKMcT/0jHF9Ua9tw9zNRT0SUmMiXFB8cym4vaJhRqpQOWLCQyw+1r16d05mCr7902QsuG+Y5fMF4J39pWZxWGOcXRcTY3K00i9adBERERERedL35d+jVluL+DD/KhLMGWzqNTFtrBZ9chqRihBkDYkXXQxM12FAc5vB6uOWqnd/eOSq1XNl6EzIszOSrc4225tdlwGIU4Vi2bSRSI4Os7oEnoiIiIiILKtvrcf+sv1ICE+ATOZf/5Zmgk29JmZGuk7bjv947xBSopWYdVt/UdftsJ5bmzEm7I6007p9UJzZ8nZjoizmGurmNiRHh7ElFxERERGRE45cP4KKxgpkJGZIHYrLMcGmXnOkPVVFfSte//o8FMFy6MRm0HYYq3eLjePrkkos/PhEj73iy6dloKSiQdQ12JKLiIiIiMhxbfo2FJYWIjwkHEHyIKnDcTkm2NRrV2qaHTpfAGAQxJQ4sy+lS/VusW2y3vvuSo9jFfWt+N1m8T212ZKLiIiIiMhxJytP4pLmEgbFDpI6FLdgkTPqlYLiCrz29QWHn9eud02C3bV69+2D4pASrYS1XRwydFYT7w0ZzJN6IiIiIiISRxAE7CvbBwEClMH+OWHFBJucZiwIJpUF9w0zq94dJJdh5fTOfRzd82gZjDPnzr8eW3IRERERETnvouYiTt04hb6RfaUOxW2YYJPTxLbbcofkKAXmTU7vcTwnMwXrn7gFydHmn4glRyvx9M8G9u412ZKLiIiIiMhp3179Fk1tTYhSREkdittwD3YA0RsEi5WznSVloa8Z41Ktxp6TmYLsjOQe7/VwqQZ/t7D/WowHMvvgr7MncOaaiIiIiMgJVc1VOPDjAfRR9fG71lxdMcEOEAXFFcjbXtKjcvbK6RlOz8heqWlxVXgO++fJCryQM9Jqwhskl/Voo2Xco11Z32q1z7U1h0trnYyUiIiIiIgOlB9ATUsNMpMypQ7FrbhEPAAUFFdgTn5Rj+XclfWtmJNfhILiCqeu+frX5x1+Xkq0EjHhIVYLkYll7GftCFt7tO1RN7c5/HpERERERATUt9bjm9JvEKOMgVzm3ykoZ7D9nLEQmaUZWwGdiWbe9hJkZySLXv5s65rdPXXXAPSLDUecKhTJ0WG4fVAcdpdUYk5+kanwmLOcWaJu3KPdfTbfXa9HRERERBTo9pftx48NP2JU4iipQ3E7Jth+zl4hMgGds8EHL6khl8tE7c8WW9xswX1DMf++YT2O9ybJ7crZXtTd92jXNOqwaucZt70eEREREVGgqmutw+7LuxGjjEGQPEjqcNyOCbafEzvrOndzEeq07abvbe3PFnvNgQkqq491TXK/u1iNv+65JOqaQOese3Ive1F33aOtNwh499tSq3uzXfF6RERERESB6N9l/w6Y2WuAe7D9nthZ167JNdA5q/1sfhF2nbru9DXtnWdMchdkD0dKtFLUvmh39KK21z/b1a9HRERERBQIAm32GvBggt3U1ITnn38eqampUCqVGDduHD788ENPvXzAMlbOdjY1nLflOHadMi+CdvugOMSEh1h9jgydM+BiZ3wdKT7mrl7Utvpns/c1EREREZHjjLPXfSP7Sh2Kx3hsifjDDz+MI0eOYO3atRg2bBg2b96Mxx9/HAaDAbNnz/ZUGAHHmLw6W1TMIAC/21yEt+U3k8zdJZWoa2m3+hwBjs/4WtuXnRKtxKzb+mNgQrhLenfbi8FS/2zOXBMREREROSYQZ68BDyXYu3btwu7du01JNQBMmjQJZWVl+OMf/4jHHnsMQUGB80P3NGvJa0xYSI+l4dYYK40b/78tMeEhpnMdjdMdCa7eIIi+pqX+2URERERE5Jj9VwKncnhXHkmwP/vsM0RERODRRx81O/7UU09h9uzZOHToEO666y5PhBKwLCWvBkHAf7x7SNTzu/adtlf5u66lHYdLNU4lqq5OcAuKKyzOilsr4EZERERERL0TqLPXgIcS7OLiYowcORLBweYvN2bMGNPjTLDdr3vyqjcISIlWim6V5UgfaDHnip1ZdmQGuquC4grMyS/qsSy+sr4Vc/KLuLeaiIiIiMgN9l/Zj2uN1wJu9hrwUIKtVqsxePDgHsfj4uJMj1ui0+mg0+lM3zc0NLgnwABl3J/9bH6RqPMd6QNt71yxM8vOzkC3dRiw5LPTFvecC+gspmZc9s491kRERERErlHXWod/Xf4XYpWxATd7DXiwirhMZj2JsfbYmjVrEB0dbfpKS0tzV3gBKyczBX+bPR62csyuVcHtVSUXU0HcOLPcfebcOLNcUFzh0HmWrp+15htomm0XYuu67N1IbxBw4JIaX5y4hgOX1NAbHC0LR0REREQUuPZf2Y/rjdeRGpkqdSiS8EiCHR8fb3GWWqPpTG6MM9ndLV68GPX19aav8vJyt8YZqKaOScVfH7/F4mPd+0D3tme03iAgb3uJ1ZlloHNmua3DIOq87gmwMSnXNLdZfP3uui5lLyiuwN0vF+LxDQcx/8MTeHzDQUxYtRtvfH2eiTYRERERkR2BPnsNeCjBHj16NM6cOYOOjg6z46dPnwYAZGZmWnyeQqFAVFSU2Re5x9QxKXj7iVuQIqIPdG96Rh8u1djc822cWf7gwBVR53WdgbaVvFtjXMpubba8TtuO176+gAkv7rY6Y+4PGhsb8cILL2DKlClITEyETCZDbm6uxXOLiopw3333ISIiAjExMXj44Ydx+fJlzwZMRETkh/bu3QuZTGbx6+DBg2bn8n5M3ijQZ68BD+3BnjlzJjZs2IBPPvkEjz32mOn4+++/j9TUVNxxxx2eCIPsENMmy1hwTNdhwCuPjgUEoKZZJ7r4mNhCaWWaFlHndb2eveS9Kxk6PxC4fVCcqMS8rqXdrwujqdVqvPPOOxg7diweeughvPvuuxbPO3v2LCZOnIhx48bh448/RmtrK1asWIF77rkHJ06cQGJioocjJyIi8j+rV6/GpEmTzI51nZDi/Zi8EWevO3kkwX7ggQeQnZ2NOXPmoKGhAenp6diyZQsKCgqQn5/PHthexFabLFsFx4zPsVfxW2yhtAFx4aLO63o9R6qcAzeXsh+4pBaVmAvw38JoAwYMQG1tLWQyGWpqaqwm2CtWrIBCocCOHTtMK0omTJiAoUOH4pVXXsHLL7/sybCJiIj80tChQ5GVlWX1cd6PyRsZZ68DsXJ4Vx4rcvbpp5/iP//zP7FixQrk5OTg0KFD2LJlC/7jP/7DUyH4PXcW6BJTcMzSHua7Xy40W1ottkjaf9450OFiamKT9zhViNlMtCOJuaXCaP7AuPzMlo6ODuzYsQO/+tWvzLZrDBgwAJMmTcJnn33m7jCJiIgCHu/H5I04e32TxxLsiIgIvPHGG6ioqIBOp8PJkycxa9YsT7283xOT3DpLTGGyxZ+exrMiKn6LLZIWGix3uJiaveQdAOJVoTi4+D6zZd6OtB8DHJ8p9xeXLl2CVqs19a/vasyYMbh48SJaWwPzZ0NERORKc+fORXBwMKKionD//ffj22+/NT3G+zF5I+69vsljCTa5j7PtrMQSU5istsVySyxLFb/FFklztJiaveRdBuClmZkIDTb/szcm5mI5mpD7C2MnAEtV/+Pi4iAIAmpray0+V6fToaGhweyLiIiIzEVHR2P+/Pn4v//7P+zZswdvvPEGysvLMXHiRHz11VcAenc/BnhPJtfj7LU5j+zBJvexN7ssQ+/3Dfd2xrZrxW/jXm0xBdUcOa/r+eufuKXHXvHkn/aKWypQZkzMn80vsvk+uhZGC2TO9rTPy8tzV0hERER+Yfz48Rg/frzp+3vuuQczZ87E6NGj8cILL+D+++83PebM/RjgPZlcb/fl3bjWcA2ZSZY7QwUazmD7OLFtr3qzb/hKTbPTz+2qsl5rtkccAO4cEo8Z4/riziHxVpNmY+E1e+cZ5WSmYN8fJ2H5tJH49Z0DsHzaSOz74ySb1b9zMjvblMWEh1h8XEyPb38XH9/54Yi1nvYymQwxMTEWn8ue9kTux3Z7RP4pJiYGDz74IE6dOgWtVtur+zHAezK51tX6q/jq4ldIUiVx9vonnMH2cWJnl52dhdYbBGw5fNWp53a3aucZaJrbTN+n2JhV7g1L1c7f/bbU7msZZ8v/WngR//iuFHXam8vebc2AB4ohQ4YgLCzM1L++q9OnTyM9PR1KpeXl8wqFAgqFwt0hEgU0ttsj8l+C0LlWUSaT9ep+DPCeTK4jCAL+ee6f0Gg1GJ00WupwvAZnsH2c2P3Azu4bPlyqQWWDzu55EQr7n9V0Ta4B1+0R76q3+9GD5DLMv28oji3PxpZnsvDGrHHY8kwWvv3T5IBOrgEgODgY06dPx6efforGxkbT8atXr2LPnj14+OGHJYyOiIzt9vbt24c1a9ZYPa9re5+pU6fi4Ycfxs6dO1FdXY1XXnnFgxETkRi1tbXYsWMHxo0bB6VSyfsxeY0TlSfwffn3GBA9wG43mkDCGWwfZyzQVVnfanEftjP7hrv2sr5wo9H+EwA8MqEvNn5fJvo1ANftETdy5X50W/3A/dWXX36J5uZm0826pKQE27ZtAwBMnToV4eHhyMvLw2233YYHH3wQixYtMs18JSQk4A9/+IOU4RMFPDH/uDG29/n1r39ttb0P++cSSWf27Nno378/br31ViQkJODChQtYt24dbty4gY0bN5rO4/2YpKbr0OGLc1/AIBgQrYyWOhyvwgTbxxkLdM3JL4IMMEsundk3bGl5tRhpseEOnW9kqQCasxzZjx5oybMYc+bMQVnZzQ9Jtm7diq1btwIASktLMXDgQIwYMQJ79+7Fn/70JzzyyCMIDg7G5MmT8corr3BZKZEPsNfeZ/fu3WhtbbW6vFSn00Gnu7mqidWHiVxrzJgx+Oijj/D222+jqakJcXFxuPvuu/HBBx/gtttuM53H+zFJbX/ZfhRXFWNo3FCpQ/E6TLD9gDOVsy0xLq+2NANsS0q0EnERvdvL44re0u7ej+7vrly5Iuq8CRMm4Ouvv3ZvMETkFmLb+6SkWL5vsPowkXstWrQIixYtEnUu78ckFXWLGtvPb0dEaAQUwdzP3x0TbD/haDur7mwtr7bnl2NTkBzVu97QrugtLfYaF2404cAltUM/HyJvtfNUBV7dfQ7NOr3UoQDgB1i+wtn2PosXL8bChQtN3zc0NCAtLc2lsRERkXf78uKXKG8oR2Yi23JZwgTbj/Rm37C95dW2fHT0R/xhygibe8GtcWVvaXv70Y3+uuci/rrnotuqmBN50qu7z+FStWta6bmSSsFWHd6ot+19WH2YiCiwXdJcQmFpIVIiUtiWywom2ASgd7NOdS3tOFKqsboX3BrjHMnyaRlOz7x3ZWs/uiXGyuLrn7iFSTb5LOPMtVzmmpUgrqBSBOEPU4ZLHQZZ0Nv2PkREFLj0Bj0+P/s56lvrkZbE1UvWMMEmAL3/h/mByzX4n/tHWNwLnhKtxC/HpuCfJyt67BH/5dgUrNrZ83xnZ5at7Ue3xNVVzImklBSpxMEl90odBnm5ru19/vd//xeRkZEAbrb3WbBggcQREhGRtzp6/SiOXj+KgTED2ZbLBibYBED88mrrOgeZrb3gL+SMNDte26zD3M3He7xeb2eWu8bw3cVq/HXPJavnsrI4EfkTttsjIiJ3aGlvwednP4cMMkQqIqUOx6sxwQ4AXftaW1uC7ejy6u66JqfW9oJ3Pa43CLj75UKX9Ky2xPharCxORIGE7faIiMgd9pTuwXn1eQxP4BYwe5hg+zlLfa2tLcF2ZHl1V7HhIcga7Njsr6d6Votd+u4te1eJiHqD7faIiMjVbjTdwM4LOxGjjEFoUKjU4Xg9udQBkPsY+1p3T2SNS7ALiitMx/QGAQcuqaHrMOCVR8di02/uwG9+NlDU66x5eLRpltl4nS9OXMOBS2roDZbnwj01s2xc+m5tDlyGzg8cXFHFnIiIiIjInwiCgB3nd6CiqQJ9o/pKHY5P4Ay2n7LV17r7EuzdJZVWZ7lvGxRndUa7+0y4I7PlYmeMaxp10BsEm8vEbS2Bt7X03XjFldMzWOCMiIgCxmu7z/f6Gguyh7kgEiLydufU57C/bD/6RfaDXMa5WTGYYPspsUuw/1p4Ea9/fd5mobFv/zQZh0s1qKzXQtPchrgIBZKjzBNZ42y52IJlYouqrdp5Bu9+W2q1qriYpN7a0vdk9sEmIiIiIrKoXd+Oz89+jub2ZgyMGSh1OD6DCbafEru0+h/flYqa5ba1D9qR2XIxM8vdWUvSHUnqbVU3JyIiIiIic4WlhTh2/RgGxw5mWy4HcJ7fT4ldgl2nbbf6WNdCY7Y4UrCsK+PMcnK07ViNCXTe9hLTnm57SX3384GblcVnjOuLO4fEM7kmIiIiIrKgrK4Mn539DFGKKISHhEsdjk9hgu2nxBT3igkLEXUte7PhvSlYlpOZgm//NBnLp420+dzuSbqzST0REREREVnXpm/Dh8Uforq5Gv2i+kkdjs9hgu2njEuwAfRIso3fPyWySri92fDetsIKksuQEKkQdQ1jks7+1kRERERErvf15a9x5PoRDIkbwqXhTmCC7cesLcFOjlZi/RO3YN7koS5pYeWKVliOJunsb01ERERE5FqltaX4/OzniFHGcGm4k1jkzM/ZK+7lihZWrmiFZa+quAydHwwYk3RHzyciIiIiIut0HTpsKd4CjVaDUYmjpA7HZ3EGOwDYKu5lb5ZbbAur3l5HzJL2rkm6o+cTEREREZF1/7r0LxRVFGFILJeG9wZnsP2U3iCIbknlqhZWvb2Oo/2q2d+aiIiIiKj3Lmku4YtzXyBWGYuwkDCpw/FpTLD9UEFxRY+kM8VO0mmc5e6t3l7H0SSd/a2JiIiIiJzX2tGKLcVbUNdax6XhLsAE288UFFdgTn5Rj33JlfWtmJNf5NCyb6k4mqS76sMBIiIiIqJAU3CxAMcrj2No3FAuDXcB7sH2I3qDgLztJRaLfhmP5W0vgd5g6QwiIiIiIgok59Xnsf3cdiSEJUAZzO47rsAE248cLtWYLQvvTgBQUd+Kw6UazwVFREREREReR9uuxYfFH6JB14DkiGSpw/EbTLD9SFWj9eTamfOIiIiIiMg/7bywEycrTyI9Lp1Lw12Ie7C9hCNVv61JihS3rEPseURERERE5H/O1pzFrgu7kKhKhCJYIXU4foUJthewVfXbkQrZtw+KQ0q0EpX1rRb3YcvQ2cLq9kFx7nkjRERERETk1Wq1tfjg5Ado1DUiIzFD6nD8DhNsidmq+v1sfhFiwkNQ19JuOm6r3VaQXIaV0zMwJ78IMsDsmsaUfOX0DLawIiIiIiIKQO36dnxw6gOU1JQgIyGDS8PdgHuwJSSm6nfX5Bq42W6roLjC4jVzMlOw/olbkBxtvgw8OVrpEy26iIiIiIjI9QRBwBfnvsD+sv0YEjsEIUEhUofklziDLSF7Vb8tEdA5G523vQTZGckWZ6NzMlMcWlouFVfsOyciIiIiIvsOXTuEL85+gSRVEiJCI6QOx28xwZaQs9W8u7bbunNIvMVzguQyq495A1v7zjnLTkRERETkOlfqruCDUx8AAJJUSRJH49+4RFxCva3m7avttoz7zrvP3ttb/k7S27t3L2QymcWvgwcPSh0eERGRTyssLMTTTz+NESNGQKVSoW/fvpgxYwaOHTtmdt6TTz5p8V48YsQIiSInb1bfWo+/H/87bjTdwODYwVKH4/c4gy0he1W/7fHFdlv29p3bW/5O3mH16tWYNGmS2bHMzEyJoiEiIvIP69evh1qtxvz585GRkYHq6mqsW7cOWVlZ+OqrrzB58mTTuWFhYSgsLDR7flhYmKdDJi9nLGp2+sZpZCSyqJknMMGWkK2q37a4o92Wp/ZD29t3Lmb5O0lv6NChyMrKkjoMIiIiv/LWW28hKcl8+W5OTg7S09OxevVqswRbLpfzXkw2CYKAHed3YO+VvRgcO5hFzTyECbbEjFW/u+9Hjg0PQW1Lu0fabXlyP7TYZe2+uvydiIiIyFndk2sAiIiIQEZGBsrLyyWIiHzZ0etH8dnZz5AQnoBIRaTU4QQM7sH2AjmZKfj2T5Ox5ZksvDFrHLY8k4Wjy7LxtgfabXl6P7TYZe2+uPw9kMydOxfBwcGIiorC/fffj2+//VbqkIiIiPxSfX09ioqKMGrUKLPjWq0WycnJCAoKQr9+/TBv3jxoNBqJoiRvc7X+Kt4/+T70Bj2SI5KlDiegcAbbS1iq+u3udltS7Ie2t+/cHcvfyXWio6Mxf/58TJw4EfHx8bh48SL+8pe/YOLEidi5cyfuv/9+i8/T6XTQ6XSm7xsaGjwVMhERkU+bO3cumpubsXTpUtOxsWPHYuzYsab6J/v27cNrr72Gb775BkeOHEFEhPUWTLwn+78GXQP+fvzvqGiswKikUfafEOAMgsGl12OC7eXc2W5Liv3Qtvadu2P5O7nW+PHjMX78eNP399xzD2bOnInRo0fjhRdesJpgr1mzBnl5eZ4Kk4iIyC8sX74cmzZtwptvvokJEyaYji9YsMDsvOzsbIwfPx6PPPIINmzY0OPxrnhP9m8dhg5sOrUJJytPYmTiSMhlXLBsja5Dh2uN19Dc1ox+Uf0QrYx2yXX5Ew9gUu2HNu47d/fyd/KMmJgYPPjggzh16hS0Wq3FcxYvXoz6+nrTF/eRERER2ZaXl4cXX3wRL730EubNm2f3/JkzZ0KlUtltm8l7sv8yCAZ8euZTfFP6DQbFDkJoUKjUIXmlRl0jztacxaXaS0iJSMF/T/hv5E3KQ//o/i65PmewA5iU+6HdvfydPEsQOtciWGv9oFAooFAoPBkSERGRz8rLy0Nubi5yc3OxZMkS0c8TBAFyue35M96T/ZMgCPji7Bf49Myn6KPqgyhFlNQheRVBEKDWqlHZVAlFkAJj+ozBpIGTcEvKLVAEu3Y8MMEOYFLvh3bn8nfynNraWuzYsQPjxo2DUsnidETebu/evT362BsdOHCAbX+IJLZq1Srk5uZi2bJlWLlypejnbdu2DS0tLRzDAUgQBOy6sAtbS7YiVhmLRFWi1CF5Db1Bj8qmSqi1asQoY3DvoHvx8wE/d+vyeY8k2IWFhcjPz8f333+P8vJyxMTE4NZbb8WKFSvM9pOQZ3E/NDlq9uzZ6N+/P2699VYkJCTgwoULWLduHW7cuIGNGzdKHR4ROWD16tU9Em1jwSQiksa6deuwYsUK5OTkYNq0aT2We2dlZaGsrAyzZ8/GrFmzkJ6eDplMhn379uH111/HqFGj8Nvf/lai6EkKgiDg68tfY/PpzYgIjUCfiD5Sh+QVtO1aXGu8Bm27Fn0i+uCxzMdwV7+7kBad5vbX9kiCvX79eqjVasyfPx8ZGRmorq7GunXrkJWVha+++gqTJ0/2RBhkgbU+3Mlu6oNNvm3MmDH46KOP8Pbbb6OpqQlxcXG4++678cEHH+C2226TOjwicsDQoUM500XkZbZv3w4AKCgoQEFBQY/HBUFAVFQU+vTpg1dffRU3btyAXq/HgAED8Nxzz2HJkiVQqVSeDpsk9O+r/8YHpz5AWEgYUiNTpQ5HUoIgQKPVoLKpEsHyYAyOHYyJAyfitr63IUYZ47E4PJJgv/XWW0hKSjI7lpOTg/T0dKxevZoJtsS4H5rEWrRoERYtWiR1GERERH5p7969ds+JjY3Fp59+6v5gyOsdKD+Afxz/B4JkQegX1U/qcCTTrm9HZVMlaltrEaOMwc8H/Bx3978bmUmZCAkK8Xg8HkmwuyfXABAREYGMjAxWLvQS3A9NZN/OUxV4dfc5NOv0Uodi4uoq/xQ45s6di1mzZiE8PBx33nknli9fjrvvvtvmc9g/l4jIOxy7fgzvHX8PekGPQTGDpA5HEk1tTbjWcA3thnakRqbigaEPIKtfFvpG9rVaeNcTJCtyVl9fj6KiIs5eE5HPeHX3OVyqbpY6DItUiiCpQyAfER0djfnz52PixImIj4/HxYsX8Ze//AUTJ07Ezp07rfazB9g/l4jIG5y6cQobijagtb0VQ+KGSJpMepreoEdVcxVqtDVQBimRkZiBXwz8BW5JuQURoRFShwdAwgR77ty5aG5uxtKlS62ew0/KicibGGeu5TL3tK9zlkoRhD9MGS51GOQjxo8fj/Hjx5u+v+eeezBz5kyMHj0aL7zwgs0Ee/HixVi4cKHp+4aGBqSlub9gDBERdSqpLsHbR99GfWs9hsUPC5jkuqmtCdcbr0PXoUOSKgkPDn0Qd/S7A8PjhyNI7l2TDA4n2Lbae3R3/PhxjBs3rsfx5cuXY9OmTXjzzTdtVhHnJ+WeozcI3INNJFJSpBIHl9wrdRhELhMTE4MHH3wQb7/9NrRaLcLCwiyex/65RETSuaC+gLePvg11ixojEkb4fXLdYejonK1uqUF4SDiGxw/HPQPuwfjk8YgNi5U6PKscTrCHDx+ODRs2iDq3f//+PY7l5eXhxRdfxEsvvYR58+bZfD4/KfeMguKKHlXEU1hFnIgooAhCZ7NGf/8HGxGRLyqpLsGGYxtQ0ViBkYkj/fa/1YIgoLGtERWNFWg3tCNJlYSZI2bitr63YVj8MLf1rnYlhxPslJQUp/vr5eXlITc3F7m5uViyZInd8/lJufsVFFdgTn6RWQ9sAKisb8Wc/CKsf+IWJtlERH6utrYWO3bswLhx46BUes/2ByKiQCcIAr4v/x7vn3wf9a31GJk40ieSTEfpOnS40XwDda11UIWokJGYYZqtjlZGSx2eQzy2B3vVqlXIzc3FsmXLsHLlSk+9LNmgNwjI217SI7kGAAGADEDe9hJkZyRzuTgRkZ+YPXs2+vfvj1tvvRUJCQm4cOEC1q1bhxs3bmDjxo1Sh0dERD/RG/TYeX4ntpZshVwm97tl4QbBgJqWGlQ3V0Mmk6FvZF/kpOdgfPJ4DIkb4rMfJHgkwV63bh1WrFiBnJwcTJs2DQcPHjR7PCsryxNhUDeHSzVmy8K7EwBU1LficKmGLbyIiPzEmDFj8NFHH+Htt99GU1MT4uLicPfdd+ODDz7AbbfdJnV4REQEoLWjFVtOb8GXF79EXFgckiOSpQ7JJYxLwCubKqHr0CE+PB73Dr4Xt6beilGJoxAWYrkGiC/xSIK9fft2AEBBQQEKCgp6PG7c90WeJbZ/LvvsEhH5j0WLFmHRokVSh0FERFbUtdbh78f/jm+vfou0qDSvLugllrZdi6rmKtTp6hAZGomRCSNxV9pdGJs8FgnhCVKH51IeSbD37t3riZchB4ltM+RN7YiIiIiIiPzVtYZr2FC0ASdvnMTQuKEIDwmXOiSn6Tp0qG6pRq22FqFBoegb1RcPDnsQ41PGY2DMQJ9dAm6PZH2wSXq3D4pDSrQSlfWtFvdhywAkR3e27CIiIqLee233+V49f0H2MBdFQkTepqS6BO8VvYcrdVcwMmEkQoNCpQ7JYe36dtS01ECtVSNIFoTkiGRMGjgJY5PHYlj8MJ98T45igh3AguQyrJyegTn5RZABZkm2sXzCyukZLHBGREREROQmxkrh/+/k/0Ndax1GJY3yqdldvUEPtVaNmuYaCBCQqErEA+kPYHzKeIxMGOkX+6odwQQ7wOVkpmD9E7f06IOdzD7YRERERERu1aZvw64Lu/BJySeQyWQ+Uym8w9ABdYsaaq0agiAgNiwWvxj4C0xInYBRiaMQqYiUOkTJMMEm5GSmIDsjGYdLNahqbEVSZOeycM5cExERERG5x9X6q9h8ejOOXDuCRFWi11cKNy7/1rRqAAGID4/HLwb8AuOSx2Fk4kjEhXFbKcAEm34SJJexFRcRERERkZt1GDqwp3QPPjnzCaqbq5Eel+61y6jb9G2dSbVWA7lMjoTwBGQPzsaYPmMwMmEkopXRUofodZhgExEREREReUBlUyW2nN6C78u/R6QiEplJmV61JFwQBDS3N0PdokaDrgHB8mAkqhIxdehUjOkzBiMSRiAiNELqML0aE2wiIiIiIiI3MggGfHf1O2wt2YofG37E4NjBXpOoGgQD6lrroG5RQ9uhRXhIOFIiUjAlfQpGJozEsPhhPt0uzNOYYBMREREREbmJukWNj3/4GPvK9iE0KBSZSZmSVwlv07dBo9VAo9XAIBgQrYjGyMSRuCXlFgyLH4aBMQMRLGeq6Az+1IiIiIiIiFxMEAQcvX4UH/7wIS5rLmNgzEDJ9iwbBAMadA3QaDVobmtGkDwICeEJmDhwIjKTMjE8fjiSVEletVzdVzHBJiIiIiIicqHS2lJ8efFLfHf1OwBAZlImguRBHnt9QRCg7dCiVluLutY6CBAQGRqJAdEDMDZ5LIbGDcWQuCFes0zdnzDBJiIiIiIicoGKxgp8dekr7C/bj/rWeqRFpyFGGeOR127Xt6OutQ61rbVo7WhFWHAY4sPjcUe/OzA8fjjS49KRHJHMWWo3Y4JNRERERETUCxqtBt+UfoPdl3ajuqUaqRGpSEtKc2sya0yo61rr0NrRiiB5EGKVsRjTZwzG9BmDIbFDMDBmIBTBCrfFQD0xwfYgvUHA4VINqhpbkRSpxO2D4hAk5ydIRERERES+qKmtCfvL9mPXhV241ngNieGJGJM0xi2JdYehw5RQa9u1CJYHI1oZjVFJozAqcRQGxgyUdJ83dWKC7SEFxRXI216CivpW07GUaCVWTs9ATmaKhJEREREREZEjdB06fFf+HXZd2IXLtZcRo4xBZqLr9lkLgoDWjlbU6+rRoGtAm74Ncpkc0YpoDI8fjtF9RpsSak8tQSdxmGB7QEFxBebkF0HodryyvhVz8ouw/olbmGQTEREREXk5dYsaxyqOYd+VfTinPoew4DCMTBiJkKCQXl3XIBjQqGtEg64BjW2N0Bv0UAYrEaWIwviU8RgePxxpUWmmhJr7qL0XE2wXsbb8W28QkLe9pEdyDQACABmAvO0lyM5I9snl4lz2Tu6y81QFXt19Ds06vdShmFQ1tto/iYiIiPyK3qDHmZozOPTjIRy+dhg1LTUICwnD0LihTu1vNlb4btA1oFHXiFZ9K2SQISI0AvHh8bgz7U4MihmE/tH90S+qH8JCwtzwrshdmGC7gK3l39FhoWbHuxMAVNS34nCpBncOifdAtK7DZe/kTq/uPodL1c1Sh2GRSuG5NhtEREQkDY1Wg2PXj+HfV/+Ni5qL0HXokKRKwqikUZDL5KKuYVzq3djWiEZdI7QdWgCAMliJyNBIjO4zGulx6egX1Q/9o/ujj6qPR9t5kesxwe4le8u/n/7ZQFHX8bWZMS57J3czzlzLZUBSpFLiaG5SKYLwhynDpQ6DiIiI3EBv0OOc+hwO/ngQh348hJqWGiiDlegb2ReqUJXd57a0t6CprQnN7c3QtmsBGaAMUiJSEYnhCcMxNG4o+kb1RWpkKlIjU6EM9p5/45BrMMHuBTHLvz87cU3UtbwpgbDH35e9k3dJilTi4JJ7pQ6DiIiI/FRTWxMuaS7hvPo8iiqKcLX+Klr1rUgMT0RGYkaPGWVBEKDT6zoT6bZmNLc3w2AwADJAFaJCpCISmbGZGBQzCMkRyaZk2l6CTv6BCXYvHC7V2F3+rWluR5wqFLXNbRYTUhmA5OjOvcu+Qsz79tVl72RfU1MTli1bho8//hgajQYjRozAokWLMGvWLKlDIyIiCii8JzvHIBhwvfE6Lqgv4IfqH/BD1Q9Qa9XQC3pEhkYiJTIFEaER0Bv00HZo0dLeYvrSC3pAABTBCqhCVOgT0QeDYwejX1Q/9FH1QZ+IPkhSJSE0KFTqt0kS8bsE25NFt8Qu635oXCr+8d0VyACzJNsY1crpGT410yv2ffvasncS5+GHH8aRI0ewdu1aDBs2DJs3b8bjjz8Og8GA2bNnSx0eERFRwOA9WRxBEFCvq8fV+qu4oL6AoooiXGu8hsa2RsggQ3hIOGKVsdALerR2tOJK3RXTc8NDwhEeEm7aI50SkYKE8ATEh8ejj6oPohRRrOhNZvwqwfZ00S2xy7qzM5Jx+6C4HrEl+2hBMLHv25eWvZM4u3btwu7du003cACYNGkSysrK8Mc//hGPPfYYgoJYmIOIiMjdeE+2TBAEqLVqVDRWoLKpEqW1pTirPmtqgaXRatBuaEewPBjRimjIZDIIggABAqIUURgaPxR9I/siSZWExPBEUzIdHhIu9VsjH+E3CbYURbduHxSHlGglKutb7S7/DpLLkJ2R7BctrRx53+RfPvvsM0RERODRRx81O/7UU09h9uzZOHToEO666y6JoiMiIgocgX5P1nXoUNFUgeuN1/Fjw4+4oL4AbYcWjbpGNLc3o03fhnZ9O/SCHqFBoVAEKRAfHo/hCcORGpmKJFUSYpWxiA2LNf1vZGgkZ6Op1/wiwZaq6FaQXIaV0zMwJ79I1PLvILnML/YkO/q+yX8UFxdj5MiRCA42/0/HmDFjTI/7882ciIjIW/jLPbnD0AFdhw6tHa2mdlb1rfWo19WjrrUOVc1VqGmpgSAI6DB0AADkMjmC5EEwCAboDXoYBAPaDe0QBAHhIeFIUiVheMJwJEckIzI0ElGKKNNXSFCIxO+Y/J1fJNhSFt3KyUzB+idu8Zvl32IF6vsOdGq1GoMHD+5xPC4uzvS4JTqdDjqdzvR9Q0ODewIkIiIKEJ6+J1+uvYyd53fCIBhMXwIEs++7fhkZl18bjxsTYr2gF/W6MshMCXVoUCjkMjkUQQqkRKaYqnOnRKQgRhnD/tHkFfwiwZa66FZOZorfLP92RKC+70Bna+mUtcfWrFmDvLw8d4VEREQUkDx5T95fth81LTUAAOGn9YvG5Nn4/42PWTouk3UmysHyYMhlcshlcshkMoTIQxCtjEaMMgbRip/+VxmNaEU0wkLCEBEagbDgMC7dJp/hFwm2NxTd8pfl344K1PcdqOLj4y1+Iq7RaADc/NS8u8WLF2PhwoWm7xsaGpCWlmbztRIjFWb/S0TUG6/tPt/rayzIHuaCSIhcw5P3ZAB4ctyTzgVKFGD8IsFm0S0izxg9ejS2bNmCjo4Osz1fp0+fBgBkZmZafJ5CoYBC4ViivP33dzsfKBERkZ/z5D2ZiMSTSx2AKxiLbgE3i2wZsegWkevMnDkTTU1N+OSTT8yOv//++0hNTcUdd9whUWRERESBhfdkIu/kFzPYAItuEXnCAw88gOzsbMyZMwcNDQ1IT0/Hli1bUFBQgPz8/IDst0lERCQF3pOJvJPfJNgAi24RecKnn36KpUuXYsWKFdBoNBgxYgS2bNmCWbNmSR0aEYnU1NSEZcuW4eOPPzaN40WLFnEcE/kY3pOJvI9fJdgAi24RuVtERATeeOMNvPHGG1KHQkROevjhh3HkyBGsXbsWw4YNw+bNm/H444/DYDBg9uzZUodHRCLxnkzkffwuwSYiIiLrdu3ahd27d5uSagCYNGkSysrK8Mc//hGPPfYYl5YSERE5yS+KnBEREZE4n332GSIiIvDoo4+aHX/qqadw/fp1HDp0SKLIiIiIfJ9PzWAbG9U3NDRIHAmRdzOOEeOY8TYcy0T2uWscFxcXY+TIkWZtfQBgzJgxpsfvuusui8/V6XTQ6XSm7+vr681i9WatzU29voYr3mdv4/CGGFwRhzfE4Kk4eE8m8n2OjGOfSrAbGxsBAGlpaRJHQuQbGhsbER0dLXUYPXAsE4nn6nGsVqsxePDgHsfj4uJMj1uzZs0a5OXl9TgeKGN5idQBwDtiALwjDm+IARAfB+/JRL5PzDj2qQQ7NTUV5eXliIyMhEzmW5XBGxoakJaWhvLyckRFRUkdjkcF6nuX8n0LgoDGxkakpqZ69HXFEjOWA/XvxlH8Odnnqz8jd45jW/dQW48tXrwYCxcuNH1vMBig0WgQHx/v9H3ZV38/7sCfxU3+9LPgPTlw8Odkn6/+jBwZxz6VYMvlcvTr10/qMHolKirKp/6YXClQ37tU79sbPyU3cmQsB+rfjaP4c7LPF39G7hjH8fHxFmepNRoNgJsz2ZYoFAooFAqzYzExMS6Jyxd/P+7Cn8VN/vKz4D05sPDnZJ8v/ozEjmMWOSMiIgogo0ePxpkzZ9DR0WF2/PTp0wCAzMxMKcIiIiLyC0ywiYiIAsjMmTPR1NSETz75xOz4+++/j9TUVNxxxx0SRUZEROT7fGqJuC9TKBRYuXJlj6V1gSBQ33ugvm9X4c9PHP6c7OPPyNwDDzyA7OxszJkzBw0NDUhPT8eWLVtQUFCA/Px8j/fA5u/nJv4sbuLPwrvw9yEOf072BcLPSCZ4a88AIiIicoumpiYsXboUH3/8MTQaDUaMGIHFixdj1qxZUodGRETk05hgExEREREREbkA92ATERERERERuQATbCIiIiIiIiIXYIJNRERERERE5AJMsCVSWFiIp59+GiNGjIBKpULfvn0xY8YMHDt2TOrQXKKpqQnPP/88UlNToVQqMW7cOHz44YdSh+V2/v579YRA/dtxBP/OnPPuu+9CJpMhIiJC6lAIHOtGHM/WccxKj+PUPo5h5/jz+GaRM4k8+uijUKvVePTRR5GRkYHq6mqsW7cOR48exVdffYXJkydLHWKvTJkyBUeOHMHatWsxbNgwbN68Ge+++y42bdqE2bNnSx2e2/j779UTAvVvxxH8O3PctWvXMGrUKKhUKtTX16OpqUnqkAIex3onjmfLOGa9A8epfRzDjvP38c0EWyJVVVVISkoyO9bU1IT09HRkZmbi66+/liiy3tu1axemTZuGzZs34/HHHzcdnzJlCn744QdcvXrV431WPcWff6+eEMh/O47g35njpk+fDplMhri4OGzbts3vbua+hmP9Jo5nyzhmpcdxKg7HsOP8fXxzibhEug9EAIiIiEBGRgbKy8sliMh1PvvsM0RERODRRx81O/7UU0/h+vXrOHTokESRuZ8//149IZD/dhzBvzPH5OfnY9++ffjb3/4mdSj0E471mziee+KY9Q4cp+JwDDsmEMY3E2wvUl9fj6KiIowaNUrqUHqluLgYI0eORHBwsNnxMWPGmB4PJP7ye/UE/u04j39nllVVVeH555/H2rVr0a9fP6nDoZ9wrNsWyOOZY9Z7cJw6L5DHsC2BMr6ZYHuRuXPnorm5GUuXLpU6lF5Rq9WIi4vrcdx4TK1WezokSfnL79UT+LfjPP6dWfa73/0Ow4cPx5w5c6QOhbrgWLctkMczx6z34Dh1XiCPYVsCZXwH2z+F7Nm7dy8mTZok6tzjx49j3LhxPY4vX74cmzZtwptvvokJEya4OELPk8lkTj3mb/zt9+oJ/NtxHP/OLPvkk0+wfft2HD9+nH87Xohj3bJAHs8cs96H49RxgTyGbQmk8c0E2wWGDx+ODRs2iDq3f//+PY7l5eXhxRdfxEsvvYR58+a5OjyPi4+Pt/ippkajAQCLn4b6I3/7vXoC/3Ycx78zy5qamjB37lz8/ve/R2pqKurq6gAAbW1tAIC6ujqEhIRApVJJGGXg4li3LJDHM8es9+E4dVwgj2FbAm58CySp3NxcAYCQm5srdSgu88wzzwgRERFCe3u72fEtW7YIAITvvvtOosg8xx9/r57Avx3H8O/MutLSUgGAza8ZM2ZIHWbA4ljvKdDHM8es9+E4dUygj2FbAm18M8GW0J///GcBgLBs2TKpQ3GpXbt2CQCEDz/80Ox4Tk6OkJqaKnR0dEgUmWf46+/VEwL9b8cR/DuzTavVCnv27Onxdf/99wtKpVLYs2ePcPr0aanDDFgc6+Y4njlmvRHHqXgcw7YF2vjmEnGJrFu3DitWrEBOTg6mTZuGgwcPmj2elZUlUWS998ADDyA7Oxtz5sxBQ0MD0tPTsWXLFhQUFCA/P9+veyb68+/VEwL5b8cR/DuzT6lUYuLEiT2Ob9y4EUFBQRYfI8/hWL+J47kTx6z34TgVh2PYvoAb31Jn+IHqF7/4hc1lEr6usbFReO6554Tk5GQhNDRUGDNmjLBlyxapw3I7f/+9ekKg/u04gn9nzvuv//ovQaVSSR0GCRzrRhzPtnHMSovj1D6OYef56/iWCYIguDmHJyIiIiIiIvJ77INNRERERERE5AJMsImIiIiIiIhcgAk2ERERERERkQswwSYiIiIiIiJyASbYRERERERERC7ABJuIiIiIiIjIBZhgExEREREREbkAE2wiIiIiIiIiF2CCTUREREREROQCTLCJiIiIiIiIXIAJNhEREREREZEL/P+iQCgmq9FU2QAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy.random as random\n", "\n", "n = np.array([0,1,2,3,4,5])\n", "xx = np.linspace(0, 1, 100) + random.randn(100)\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(12,3))\n", "\n", "# Bodový graf\n", "axes[0].scatter(xx, xx + random.randn(len(xx)))\n", "\n", "# Schodový graf\n", "axes[1].step(n, n**2, lw=2)\n", "\n", "# Sloupcový graf\n", "axes[2].bar(n, n**2, align=\"center\", width=0.5, alpha=0.5)\n", "\n", "# Výplň mezi křivkami\n", "axes[3].fill_between(x, x**2, x**3, color=\"green\", alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histogram" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([1.000e+00, 3.000e+00, 9.000e+00, 4.300e+01, 8.700e+01, 2.060e+02,\n", " 3.730e+02, 6.930e+02, 1.078e+03, 1.438e+03, 1.613e+03, 1.442e+03,\n", " 1.198e+03, 8.570e+02, 4.930e+02, 2.580e+02, 1.370e+02, 4.900e+01,\n", " 1.500e+01, 7.000e+00]),\n", " array([-4.15062091, -3.76190641, -3.37319191, -2.9844774 , -2.5957629 ,\n", " -2.2070484 , -1.8183339 , -1.42961939, -1.04090489, -0.65219039,\n", " -0.26347588, 0.12523862, 0.51395312, 0.90266762, 1.29138213,\n", " 1.68009663, 2.06881113, 2.45752563, 2.84624014, 3.23495464,\n", " 3.62366914]),\n", " )" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HRkbK6XSqrq5OISEhXn3V1dUaPHiwV21zuzjV1dWS1OzujyRZrVZZrdbWLgUAAAQon76ldebMGY0ePVpHjx7VH/7wh2avv2m8dqe8vNyr/eTJk6qqqtLAgQO9aq+uu/LYK2sBAAAa+SzwNIadI0eO6D/+4z/093//983WpaSkKDg4WEVFRV7tRUVFslgsXvf6mTBhgg4dOuT18fOGhgatXbtWQ4cOVXR0tC+WAgAAAtxNvaVVUlKi8+fPq7a2VpJ08OBBbdiwQZI0ZswYWSwWPfbYY/rTn/6kt99+Ww0NDfr88889x3ft2lV9+/aVdPltqJycHM2dO1c2m03Jycnau3evcnNzNXXqVM89eCRpypQpKiws1KRJk1RQUKBu3bppxYoV+uqrr7R9+/ab/iUAAACzWdxut7ulB8XGxurbb79ttu/o0aOSpD59+lzz+GeeeabJjs6yZctUWFioyspK9ejRQ+np6crOzlbHjh296r7//nvNnj1bxcXFqqur06BBg7RgwQKNHj36hufvcDgUHh6umpoahYWF3fBxANqWLy/Uxd9w0TJM0Zrz900FnkBH4AFuDwSeW4PAA1O05vzNt6UDAADjEXgAAIDxCDwAAMB4BB4AAGA8Ag8AADAegQcAABiPwAMAAIxH4AEAAMYj8AAAAOMReAAAgPEIPAAAwHgEHgAAYDwCDwAAMB6BBwAAGI/AAwAAjEfgAQAAxiPwAAAA4xF4AACA8Qg8AADAeEH+ngCA21ts5hZ/TwEAWo0dHgAAYDwCDwAAMB6BBwAAGI/AAwAAjEfgAQAAxiPwAAAA4xF4AACA8Qg8AADAeAQeAABgPAIPAAAwXosDT21trWbPnq3k5GR17dpVFotFubm5zdbu379fo0ePVufOnRUREaG0tDQdOXKk2drly5crLi5OVqtVffr0UV5enurr65vUnTp1SpMnT1ZUVJRCQkI0fPhw7dixo6XLAAAA7UiLA4/dbtfKlSvlcrmUmpp6zbpDhw4pKSlJFy9e1Pr167VmzRp9/fXXGjFihE6fPu1Vu2jRIs2cOVNpaWnatm2bZsyYofz8fGVkZHjVuVwuPfLII9qxY4eWLl2qTz75RN27d1dKSop27drV0qUAAIB2osVfHtq7d2+dOXNGFotFVVVVWr16dbN18+bNk9VqVXFxscLCwiRJgwcPVv/+/bVkyRK9/vrrki4HqIULF2ratGnKz8+XJCUlJam+vl45OTmaNWuW4uPjJUnvvvuuKioq9Nlnn2n48OGSpJEjR+qBBx7Q7NmztWfPnpb/BgAAgPFavMNjsVhksViuW9PQ0KDi4mJNnDjRE3aky2Fp5MiR2rRpk6ettLRUTqdT6enpXmOkp6fL7XZr8+bNnrZNmzZpwIABnrAjSUFBQXrqqaf0xRdf6MSJEy1dDgAAaAd8ctHy4cOHdeHCBSUmJjbpS0xM1DfffCOn0ylJqqiokCQlJCR41fXs2VNRUVGe/sbaa40pSQcOHGizNQAAAHO0+C2tG2G32yVJNputSZ/NZpPb7daZM2fUs2dP2e12Wa1WhYaGNlvbOFbjuNca88qfezWXyyWXy+V57nA4WrYgAAAQ0Hz6sfTrvfV1Zd+N1rW0ttHixYsVHh7uecTExFxzDAAAYB6fBJ7IyEhJze+4VFdXy2KxKCIiwlPrdDpVV1fXbO2VOzqRkZHXHFNqfkdJkrKyslRTU+N5HD9+vMVrAgAAgcsngadv377q1KmTysvLm/SVl5erX79+Cg4OlvS3a3eurj158qSqqqo0cOBAT1tCQsI1x5TkVXslq9WqsLAwrwcAAGg/fBJ4goKCNH78eH388ceqra31tB87dkxlZWVKS0vztKWkpCg4OFhFRUVeYxQVFclisXjd62fChAk6dOiQ18fPGxoatHbtWg0dOlTR0dG+WA4AAAhwN3XRcklJic6fP+8JMwcPHtSGDRskSWPGjFFISIjy8vI0ZMgQjRs3TpmZmXI6nZo3b56ioqL08ssve8ay2WzKycnR3LlzZbPZlJycrL179yo3N1dTp0713INHkqZMmaLCwkJNmjRJBQUF6tatm1asWKGvvvpK27dvb83vAQAAGMzidrvdLT0oNjZW3377bbN9R48eVWxsrCRp3759mjNnjnbv3q2goCCNGjVKS5YsUd++fZsct2zZMhUWFqqyslI9evRQenq6srOz1bFjR6+677//XrNnz1ZxcbHq6uo0aNAgLViwQKNHj77h+TscDoWHh6umpoa3t4AfEJu5xd9TQCtVFoz19xSANtGa8/dNBZ5AR+ABbhyBJ/AReGCK1py/+bZ0AABgPAIPAAAwHoEHAAAYj8ADAACMR+ABAADGI/AAAADjEXgAAIDxCDwAAMB4BB4AAGA8Ag8AADAegQcAABiPwAMAAIxH4AEAAMYj8AAAAOMReAAAgPEIPAAAwHgEHgAAYDwCDwAAMB6BBwAAGI/AAwAAjEfgAQAAxiPwAAAA4xF4AACA8Qg8AADAeEH+ngAAwLdiM7f4ZNzKgrE+GRfwBXZ4AACA8Qg8AADAeAQeAABgPAIPAAAwHoEHAAAYj8ADAACM59PA86c//UmpqamKjo5WSEiI4uLi9Nprr6murs6rbv/+/Ro9erQ6d+6siIgIpaWl6ciRI82OuXz5csXFxclqtapPnz7Ky8tTfX29L5cBAAACnM8Cz8GDB/WjH/1IlZWVevvtt1VcXKyf/exneu211/Tkk0966g4dOqSkpCRdvHhR69ev15o1a/T1119rxIgROn36tNeYixYt0syZM5WWlqZt27ZpxowZys/PV0ZGhq+WAQAADOCzGw+uW7dOTqdTGzduVN++fSVJo0aN0l/+8hetXLlSZ86cUZcuXTRv3jxZrVYVFxcrLCxMkjR48GD1799fS5Ys0euvvy5JstvtWrhwoaZNm6b8/HxJUlJSkurr65WTk6NZs2YpPj7eV8sBAAABzGc7PB07dpQkhYeHe7VHRESoQ4cOuvPOO9XQ0KDi4mJNnDjRE3YkqXfv3ho5cqQ2bdrkaSstLZXT6VR6errXeOnp6XK73dq8ebOvlgIAAAKczwLPM888o4iICE2fPl1HjhxRbW2tiouL9c477ygjI0OhoaE6fPiwLly4oMTExCbHJyYm6ptvvpHT6ZQkVVRUSJISEhK86nr27KmoqChPPwAAwNV89pZWbGysdu/erQkTJnje0pKkX/7yl3r77bclXX6bSpJsNluT4202m9xut86cOaOePXvKbrfLarUqNDS02drGsZrjcrnkcrk8zx0Ox80uCwAABCCfBZ7KykqNHz9e3bt314YNG9S1a1ft2bNHCxcu1Llz5/Tuu+96ai0WyzXHubLvRuuutnjxYuXl5bVwBQAAwBQ+CzyZmZlyOBz68ssvPbsyDz30kKKiojRlyhQ9/fTT6tGjhyQ1uztTXV0ti8WiiIgISVJkZKScTqfq6uoUEhLSpHbw4MHXnEtWVpZeeuklz3OHw6GYmJjWLhEAAAQIn13D8+WXXyo+Pr7JW1BDhgyRdPmanL59+6pTp04qLy9vcnx5ebn69eun4OBgSX+7dufq2pMnT6qqqkoDBw685lysVqvCwsK8HgAAoP3wWeCJjo7WgQMHdO7cOa/23bt3S5J69eqloKAgjR8/Xh9//LFqa2s9NceOHVNZWZnS0tI8bSkpKQoODlZRUZHXeEVFRbJYLEpNTfXVUgAAQIDz2Vtas2bNUmpqqh599FG9+OKLioqK0ueff67FixcrPj5ejz/+uCQpLy9PQ4YM0bhx45SZmSmn06l58+YpKipKL7/8smc8m82mnJwczZ07VzabTcnJydq7d69yc3M1depU7sEDAACuyeJ2u92+GrysrEwFBQX63//9X9XU1CgmJkbjx49XVlaWIiMjPXX79u3TnDlztHv3bgUFBWnUqFFasmSJ16e7Gi1btkyFhYWqrKxUjx49lJ6eruzsbM99f26Ew+FQeHi4ampqeHsL+AGxmVv8PQXcpioLxvp7CmhnWnP+9mnguV0ReIAbR+DBtRB4cKu15vzNt6UDAADjEXgAAIDxCDwAAMB4BB4AAGA8Ag8AADAegQcAABiPwAMAAIxH4AEAAMYj8AAAAOMReAAAgPEIPAAAwHgEHgAAYDwCDwAAMB6BBwAAGI/AAwAAjEfgAQAAxgvy9wQAtI3YzC3+ngIA3LbY4QEAAMYj8AAAAOMReAAAgPEIPAAAwHgEHgAAYDwCDwAAMB6BBwAAGI/AAwAAjEfgAQAAxiPwAAAA4xF4AACA8Qg8AADAeAQeAABgPAIPAAAwns8Dz3/+539qzJgx6tKlizp16qT+/ftrwYIFXjX79+/X6NGj1blzZ0VERCgtLU1Hjhxpdrzly5crLi5OVqtVffr0UV5enurr6329DAAAEMB8GnjWrVunhx9+WOHh4Xr//fe1detWzZkzR26321Nz6NAhJSUl6eLFi1q/fr3WrFmjr7/+WiNGjNDp06e9xlu0aJFmzpyptLQ0bdu2TTNmzFB+fr4yMjJ8uQwAABDgLO4r00cbOnHihAYMGKCnn35aK1asuGbdT37yE5WVlenw4cMKCwuTJH377bfq37+/XnzxRb3++uuSJLvdrl69eunpp5/WO++84zk+Pz9fOTk5qqioUHx8/A3NzeFwKDw8XDU1NZ6fCQS62Mwt/p4C2pnKgrH+ngLamdacv322w7N69WqdP39ec+bMuWZNQ0ODiouLNXHiRK+J9+7dWyNHjtSmTZs8baWlpXI6nUpPT/caIz09XW63W5s3b27zNQAAADP4LPB8+umnstlsOnTokAYNGqSgoCB169ZNzz33nBwOhyTp8OHDunDhghITE5scn5iYqG+++UZOp1OSVFFRIUlKSEjwquvZs6eioqI8/c1xuVxyOBxeDwAA0H74LPCcOHFCdXV1mjRpkn76059q+/bt+tWvfqX3339fY8aMkdvtlt1ulyTZbLYmx9tsNrndbp05c0bS5be0rFarQkNDm61tHKs5ixcvVnh4uOcRExPTRqsEAACBIMhXA1+6dElOp1Pz589XZmamJCkpKUl33nmnZs2apR07digkJESSZLFYrjnOlX03Wne1rKwsvfTSS57nDoeD0AMAQDvisx2eyMhISdJjjz3m1f74449LuvxR9Maa5nZnqqurZbFYFBER4RnP6XSqrq6u2drmdokaWa1WhYWFeT0AAED74bPA09x1OZI8H0nv0KGD+vbtq06dOqm8vLxJXXl5ufr166fg4GBJf7t25+rakydPqqqqSgMHDmzL6QMAAIP4LPBMnDhRklRSUuLVvnXrVknSsGHDFBQUpPHjx+vjjz9WbW2tp+bYsWMqKytTWlqapy0lJUXBwcEqKiryGq+oqEgWi0Wpqam+WQgAAAh4PruGJzk5WePHj9drr72mS5cuadiwYfrv//5v5eXlady4cfrxj38sScrLy9OQIUM0btw4ZWZmyul0at68eYqKitLLL7/sGc9msyknJ0dz586VzWZTcnKy9u7dq9zcXE2dOvWG78EDAADaH5/deFCSLly4oLy8PK1bt05/+ctfFB0drV/84heaP3++rFarp27fvn2aM2eOdu/eraCgII0aNUpLlixR3759m4y5bNkyFRYWqrKyUj169FB6erqys7PVsWPHG54XNx6EibjxIG41bjyIW60152+fBp7bFYEHJiLw4FYj8OBWuy3vtAwAAHC7IPAAAADjEXgAAIDxCDwAAMB4BB4AAGA8Ag8AADAegQcAABiPwAMAAIxH4AEAAMYj8AAAAOMReAAAgPEIPAAAwHgEHgAAYDwCDwAAMB6BBwAAGI/AAwAAjBfk7wkAAAJTbOYWn41dWTDWZ2OjfWKHBwAAGI/AAwAAjEfgAQAAxiPwAAAA4xF4AACA8Qg8AADAeAQeAABgPAIPAAAwHoEHAAAYj8ADAACMR+ABAADGI/AAAADjEXgAAIDxbmngWb16tSwWizp37tykb//+/Ro9erQ6d+6siIgIpaWl6ciRI82Os3z5csXFxclqtapPnz7Ky8tTfX29r6cPAAAC1C0LPCdOnNArr7yi6OjoJn2HDh1SUlKSLl68qPXr12vNmjX6+uuvNWLECJ0+fdqrdtGiRZo5c6bS0tK0bds2zZgxQ/n5+crIyLhVSwEAAAEm6Fb9oOeee04PPfSQbDabNmzY4NU3b948Wa1WFRcXKywsTJI0ePBg9e/fX0uWLNHrr78uSbLb7Vq4cKGmTZum/Px8SVJSUpLq6+uVk5OjWbNmKT4+/lYtCQAABIhbssOzdu1a7dq1SytWrGjS19DQoOLiYk2cONETdiSpd+/eGjlypDZt2uRpKy0tldPpVHp6utcY6enpcrvd2rx5s8/WAAAAApfPA8+pU6c0a9YsFRQUqFevXk36Dx8+rAsXLigxMbFJX2Jior755hs5nU5JUkVFhSQpISHBq65nz56Kiory9AMAAFzJ529pzZgxQwMGDND06dOb7bfb7ZIkm83WpM9ms8ntduvMmTPq2bOn7Ha7rFarQkNDm61tHOtqLpdLLpfL89zhcNzMUgAAQIDy6Q7Pxo0b9fvf/16rVq2SxWK5bu31+q/su9G6Ky1evFjh4eGeR0xMzA/MHAAAmMRngefcuXPKyMjQCy+8oOjoaJ09e1Znz57VxYsXJUlnz57V+fPnFRkZKUnN7s5UV1fLYrEoIiJCkhQZGSmn06m6urpma5vbJZKkrKws1dTUeB7Hjx9vo1UCAIBA4LPAU1VVpe+//15vvvmmunTp4nl8+OGHOn/+vLp06aJf/OIX6tu3rzp16qTy8vImY5SXl6tfv34KDg6W9Ldrd66uPXnypKqqqjRw4MBm52K1WhUWFub1AAAA7YfPruHp0aOHysrKmrQXFBRo165dKikpUVRUlIKCgjR+/Hh9/PHHeuONN3TXXXdJko4dO6aysjK9+OKLnmNTUlIUHBysoqIiDR061NNeVFQki8Wi1NRUXy0HAAAEMJ8FnuDgYCUlJTVpLyoq0h133OHVl5eXpyFDhmjcuHHKzMyU0+nUvHnzFBUVpZdfftlTZ7PZlJOTo7lz58pmsyk5OVl79+5Vbm6upk6dyj14AABAs26L79KKi4vTH//4R3Xs2FH//M//rMmTJ6tfv3769NNP1bVrV6/a7Oxsvf3229qwYYOSk5O1fPlyZWZmqrCw0E+zBwAAtzuL2+12+3sSt5rD4VB4eLhqamq4nge3VGzmFn9PAQgIlQVj/T0F3IZac/6+LXZ4AAAAfInAAwAAjEfgAQAAxiPwAAAA4xF4AACA8Qg8AADAeAQeAABgPAIPAAAwHoEHAAAYj8ADAACMR+ABAADGI/AAAADjEXgAAIDxCDwAAMB4BB4AAGA8Ag8AADAegQcAABiPwAMAAIxH4AEAAMYj8AAAAOMReAAAgPEIPAAAwHgEHgAAYDwCDwAAMF6QvycAAMDVYjO3+GTcyoKxPhkXtz92eAAAgPEIPAAAwHgEHgAAYDwCDwAAMB6BBwAAGI/AAwAAjOezwLNz505NmTJFcXFxCg0N1d13360nnnhC+/bta1K7f/9+jR49Wp07d1ZERITS0tJ05MiRZsddvny54uLiZLVa1adPH+Xl5am+vt5XywAAAAbwWeD5zW9+o8rKSs2cOVNbt27V0qVLderUKQ0bNkw7d+701B06dEhJSUm6ePGi1q9frzVr1ujrr7/WiBEjdPr0aa8xFy1apJkzZyotLU3btm3TjBkzlJ+fr4yMDF8tAwAAGMDidrvdvhj41KlT6tatm1fbuXPn1K9fPw0cOFDbt2+XJP3kJz9RWVmZDh8+rLCwMEnSt99+q/79++vFF1/U66+/Lkmy2+3q1auXnn76ab3zzjueMfPz85WTk6OKigrFx8ff0NwcDofCw8NVU1Pj+ZnAreCrm6kBuDHceDCwteb87bMdnqvDjiR17txZ8fHxOn78uCSpoaFBxcXFmjhxotfEe/furZEjR2rTpk2ettLSUjmdTqWnp3uNmZ6eLrfbrc2bN/tmIQAAIODd0q+WqKmp0f79+zVq1ChJ0uHDh3XhwgUlJiY2qU1MTNQf/vAHOZ1OBQcHq6KiQpKUkJDgVdezZ09FRUV5+oHWYhcGAMxzSwNPRkaGzp8/r+zsbEmX36aSJJvN1qTWZrPJ7XbrzJkz6tmzp+x2u6xWq0JDQ5utbRyrOS6XSy6Xy/Pc4XC0dikAACCA3LKPpc+dO1cffPCB3nrrLQ0ePNirz2KxXPO4K/tutO5qixcvVnh4uOcRExPTgpkDAIBAd0sCT15enhYuXKhFixbp+eef97RHRkZKUrO7M9XV1bJYLIqIiPDUOp1O1dXVNVvb3C5Ro6ysLNXU1HgejdcQAQCA9sHngScvL0+5ubnKzc3Vq6++6tXXt29fderUSeXl5U2OKy8vV79+/RQcHCzpb9fuXF178uRJVVVVaeDAgdecg9VqVVhYmNcDAAC0Hz4NPAsWLFBubq5ycnI0f/78Jv1BQUEaP368Pv74Y9XW1nrajx07prKyMqWlpXnaUlJSFBwcrKKiIq8xioqKZLFYlJqa6qtlAACAAOezi5bffPNNzZs3TykpKRo7dqw+//xzr/5hw4ZJurwDNGTIEI0bN06ZmZlyOp2aN2+eoqKi9PLLL3vqbTabcnJyNHfuXNlsNiUnJ2vv3r3Kzc3V1KlTb/gePAAAoP3x2Y0Hk5KStGvXrmv2X/lj9+3bpzlz5mj37t0KCgrSqFGjtGTJEvXt27fJccuWLVNhYaEqKyvVo0cPpaenKzs7Wx07drzhuXHjQVwPH0sHzMWNBwNba87fPgs8tzMCD66HwAOYi8AT2G7LOy0DAADcLgg8AADAeAQeAABgPAIPAAAwHoEHAAAYj8ADAACMd0u/LR0AAH/y5W0n+Mj77Y0dHgAAYDwCDwAAMB6BBwAAGI/AAwAAjEfgAQAAxiPwAAAA4xF4AACA8Qg8AADAeAQeAABgPAIPAAAwHl8tgYDly1vEAwDMwg4PAAAwHoEHAAAYj8ADAACMR+ABAADGI/AAAADjEXgAAIDxCDwAAMB4BB4AAGA8bjwIAEAb8OXNUCsLxvps7PaCwAOf4m7IAIDbAW9pAQAA4xF4AACA8Qg8AADAeAEXeM6dO6dZs2YpOjpawcHBGjRokH7729/6e1oAAOA2FnAXLaelpWnv3r0qKCjQ3/3d32ndunV68skndenSJf385z/39/QAAMBtyOJ2u93+nsSN2rp1q8aOHesJOY2Sk5N14MABHTt2THfccccPjuNwOBQeHq6amhqFhYX5csrtHp/SAoDbV6B93L015++A2uHZtGmTOnfurEmTJnm1p6en6+c//7n27NmjH/3oR36aXWAjmAAATBZQgaeiokL33XefgoK8p52YmOjpby7wuFwuuVwuz/OamhpJl5MiLrvkqvP3FAAAt9g9L37ks7Er8h5r8zEbz9s38+ZUQAUeu92ue++9t0m7zWbz9Ddn8eLFysvLa9IeExPTthMEAACSpPC3fTe23W5XeHh4i44JqMAjSRaLpcV9WVlZeumllzzPL126pOrqakVGRl53PF9xOByKiYnR8ePHjb6GiHWahXWahXWapb2ss6amRvfcc49no6MlAirwREZGNruLU11dLUnX/AVYrVZZrVavtoiIiDafX0uFhYUZ/R+zEes0C+s0C+s0S3tZZ4cOLb+rTkDdhychIUF//vOf1dDQ4NVeXl4uSRo4cKA/pgUAAG5zARV4JkyYoHPnzmnjxo1e7e+9956io6M1dOhQP80MAADczgLqLa3HH39cjz76qKZPny6Hw6F+/frpww8/VGlpqdauXXtD9+C5HVitVs2fP7/J22ymYZ1mYZ1mYZ1mYZ0/LKBuPChd/mqJ7OxsrV+/XtXV1YqLi1NWVpZ+9rOf+XtqAADgNhVwgQcAAKClAuoaHgAAgJtB4AEAAMYj8NxmVq9eLYvFos6dO/t7Km3qyy+/1NixY3XPPfeoU6dOstlsGj58uNauXevvqbWpnTt3asqUKYqLi1NoaKjuvvtuPfHEE9q3b5+/p9amamtrNXv2bCUnJ6tr166yWCzKzc3197Ru2rlz5zRr1ixFR0crODhYgwYN0m9/+1t/T6vNmfbv1pz28jcotZ/X1avd7HmSwHMbOXHihF555RVFR0f7eypt7uzZs4qJiVF+fr62bt2q999/X7GxsfqXf/kXLVy40N/TazO/+c1vVFlZqZkzZ2rr1q1aunSpTp06pWHDhmnnzp3+nl6bsdvtWrlypVwul1JTU/09nVZLS0vTe++9p/nz56ukpERDhgzRk08+qXXr1vl7am3KtH+35rSXv0Gp/byuXqk150kuWr6NjB8/XhaLRTabTRs2bNC5c+f8PSWfGzZsmL777jsdO3bM31NpE6dOnVK3bt282s6dO6d+/fpp4MCB2r59u59m1rYaXzYsFouqqqrUtWtXzZ8/PyB3C7Zu3aqxY8dq3bp1evLJJz3tycnJOnDggI4dOxYwt7z4ISb9u11Le/kbvB7TXlev1JrzJDs8t4m1a9dq165dWrFihb+ncktFRUUpKCigbgd1XVe/0EpS586dFR8fr+PHj/thRr5hsVj88j10vrBp0yZ17txZkyZN8mpPT0/Xd999pz179vhpZm3PpH+3a2kvf4PXY9rraqPWnicJPLeBU6dOadasWSooKFCvXr38PR2funTpkhoaGnT69GmtWLFC27Zt05w5c/w9LZ+qqanR/v37df/99/t7KmhGRUWF7rvvviYniMTERE8/Apvpf4Pt4XW1Lc6T5kXAADRjxgwNGDBA06dP9/dUfG7GjBl65513JEl33nmnli1bpn/913/186x8KyMjQ+fPn1d2dra/p4Jm2O123XvvvU3aG7+MuLkvLEZgMf1vsD28rrbFeZIdnjb0xz/+0bNl/EOPL7/8UpK0ceNG/f73v9eqVasCZqv5ZtbZ6NVXX9XevXu1ZcsWTZkyRc8//7yWLFnin4X8gNass9HcuXP1wQcf6K233tLgwYNv7QJuUFusM9Bd728vUP4u0bxA+BtsrUB6Xb0ZbXWeZIenDQ0YMECrVq26odp77rlH586dU0ZGhl544QVFR0fr7NmzkqSLFy9KunwFfseOHRUaGuqrKd+Ulq7z6ueNbWPGjJEkZWVl6ZlnnlHXrl3bdqKt1Jp1SlJeXp4WLlyoRYsW6fnnn2/r6bWZ1q4z0EVGRja7i1NdXS3pbzs9CDyB8jfYWoH0utpSbXqedMNvjh496pZ03ccTTzzh72n61Jo1a9yS3J9//rm/p9KmcnNz3ZLcubm5/p6Kz50+fdotyT1//nx/T+WmTJs2zd25c2d3fX29V/uHH37oluT+r//6Lz/NzLcC/d/th7Snv8GrmfS62pbnSXZ4/KhHjx4qKytr0l5QUKBdu3appKREUVFRfpjZrVNWVqYOHTo0ew1FoFqwYIFyc3OVk5Oj+fPn+3s6+AETJkzQqlWrtHHjRv30pz/1tL/33nuKjo7W0KFD/Tg73Iz2/jdo0utqW54nCTx+FBwcrKSkpCbtRUVFuuOOO5rtC1TPPvuswsLC9OCDD6p79+6qqqrSRx99pN/97nf61a9+FfDbro3efPNNzZs3TykpKRo7dqw+//xzr/5hw4b5aWZtr6SkROfPn1dtba0k6eDBg9qwYYOky9vqISEh/pzeDXv88cf16KOPavr06XI4HOrXr58+/PBDlZaWau3atcbcg6eRKf9u19Ke/gbbw+tqm54nfbsZhZvxzDPPuENDQ/09jTa1Zs0a94gRI9xRUVHuoKAgd0REhPvhhx92//u//7u/p9amHn744etuvZqkd+/e11zn0aNH/T29FqmtrXX/8pe/dPfo0cN95513uhMTE90ffvihv6flEyb9uzWnPf0NtpfX1ebczHmSOy0DAADj8bF0AABgPAIPAAAwHoEHAAAYj8ADAACMR+ABAADGI/AAAADjEXgAAIDxCDwAAMB4BB4AAGA8Ag8AADAegQcAABiPwAMAAIz3/y9OBLYu3FcHAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = np.random.randn(10000) # Spousta náhodných čísel (norm.rozdělení)\n", "plt.hist(n, 20) # Histogram o 20 \"binech\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Polární grafy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Můžeme samozřejmě vytvářet i polární grafy, stačí jen správně zadat argumenty metody `add_axes`:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,5))\n", "\n", "# Polární souřadnice\n", "ax = fig.add_axes([0.0, 0.0, .6, .6], polar=True)\n", "t = np.linspace(0, 2 * math.pi, 100)\n", "\n", "# Jednoduchá spirála\n", "ax.plot(t, t, color='blue', lw=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dvourozměrná vizualizace dvoudimenzionálních dat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pokud máme vizualizovat hodnoty závislé na hodnotách dvou parametrů, $z = f(x, y)$, můžeme buď hodnoty kódovat barevně, nebo pomocí obrysového grafu. Ukážeme si obojí." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Náhodně zhůvěřilá funkce\n", "x = np.linspace(0, 6, 100)\n", "y = np.linspace(0, 6, 100)\n", "X, Y = np.meshgrid(x, y)\n", "Z = ((np.sin((X + Y) ** 1.5) + 1.01) / 2) ** (np.cos(Y*3) + 1) + np.sin((X + Y) / 20)\n", "Z = Z.T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### pcolor a pcolormesh (barevné kódování hodnoty)\n", "\n", "Funkce `pcolor` a `pcolormesh` jsou jsi vzájemně velmi podobné. Nimcméně funkce `pcolormesh` je ve většině případů daleko rychlejší a preferovanější.\n", "\n", "Pro detailní diskuzi rozdílů doporučujeme nahlédnout do [dokumentace](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.pcolormesh.html#differences-pcolor-pcolormesh)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "p = ax.pcolormesh(X, Y, Z, shading='auto', cmap=matplotlib.cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max())\n", "# cb = fig.colorbar(p, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### imshow (obrazová data)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "im = plt.imshow(Z, cmap=matplotlib.cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1])\n", "im.set_interpolation('bilinear')\n", "\n", "cb = fig.colorbar(im, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### contour (obrysový graf)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "cnt = plt.contour(X, Y, Z, extent=[0, 1, 0, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3D grafy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pro kreslení trojrozměrných grafů musíme nejdřív vytvořit trojrozměrnou soustavu souřadnici jako instanci třídý `Axes3D`. 3D grafy můžeme do obrázku vkládat stejně jako dvourozměrné, nejjednodušší je ale použít keyword argument `projection='3d'` u klasických metod `add_axes` a `add_subplot`." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "from mpl_toolkits.mplot3d import Axes3D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Povrchové grafy" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14,6))\n", "\n", "# `ax` je trojrozměrná osa (díky keyword argumentu projection)\n", "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", "\n", "p = ax.plot_surface(X, Y, Z, rstride=4, cstride=4, linewidth=0)\n", "\n", "# Povrchový graf s doprovodnou barevnou informací\n", "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", "p = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=matplotlib.cm.coolwarm, linewidth=0, antialiased=False)\n", "cb = fig.colorbar(p, shrink=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Drátěný (wire-frame) graf" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "ax = fig.add_subplot(1, 1, 1, projection='3d')\n", "p = ax.plot_wireframe(X, Y, Z, rstride=4, cstride=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Více informací o trojrozměrných grafech najdete zde: http://matplotlib.org/mpl_toolkits/mplot3d/tutorial.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Backendy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib nabízí spoustu tzv. \"backendů\", které se starají o vytváření grafů v různých formátech (SVG, PNG, PDF, ...) a jejich zobrazování pomocí různých technologií (Qt, GTK, přímo v Jupyter Notebooku atp.). Některé jsou interaktivní, jiné ne, nebudeme si je ale ukazovat jeden po druhém.\n", "\n", "Seznam všech podporovaných backendů v aktuální instalaci matplotlibu:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['GTK3Agg', 'GTK3Cairo', 'GTK4Agg', 'GTK4Cairo', 'MacOSX', 'nbAgg', 'QtAgg', 'QtCairo', 'Qt5Agg', 'Qt5Cairo', 'TkAgg', 'TkCairo', 'WebAgg', 'WX', 'WXAgg', 'WXCairo', 'agg', 'cairo', 'pdf', 'pgf', 'ps', 'svg', 'template']\n" ] } ], "source": [ "print(matplotlib.rcsetup.all_backends)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pro nás je podstatné, jakým způsobem nastavit zobrazování přímo v Jupyter Notebooku. Někde na začátku souboru (před grafy) uveďte:\n", "\n", "`%matplotlib inline`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ne vždy se hodí inline backend. Především pokud chceme s grafem interaktivně pracovat (zoom, posun apod.) použijeme např. Qt4 backend pomocí\n", "```\n", "%matplotlib qt4\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Odkazy\n", "\n", "* https://www.matplotlib.org - Hlavní stránka projektu\n", "* https://matplotlib.org/stable/gallery/ - Galerie se spoustou příkladů toho, co se v matplotlib dá udělat.\n", "* https://github.com/rougier/matplotlib-tutorial - Dobrý tutoriál (v angličtině)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jak vylepšit (nebo také ne) vzhled grafů z Matplotlib\n", "\n", "* https://matplotlib.org/stable/users/explain/customizing.html\n", "* https://seaborn.pydata.org/tutorial/aesthetics.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Další knihovny pro práci s grafy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* **Plotly** - JavaScript knihovna s Python API a také online prostředím pro kreslení grafů: https://plot.ly/\n", "* **Bokeh** - interaktivní grafy pomocí HTML + JS od Continuum Analytics, http://bokeh.pydata.org/\n", "* **Holoviews** - vizualizace dat propojená s práci s daty samotnými: https://holoviews.org\n", "* a další, přehled najdete např. na https://pyviz.org/" ] } ], "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 4 }