{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Инфраструктура Python. Визуализация" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Рабочей лошадкой для графиков является библиотека `matplotlib` (входит в Anaconda), воспроизводящая графические возможности Matlab. Галерея примеров http://matplotlib.org/gallery.html\n", "\n", "Библиотека `seaborn` (тоже входит в Anaconda) содержит несколько полезных видов графиков http://seaborn.pydata.org/examples/index.html и больше заточена под статистические применения. До версии 0.8.0 она при импорте заменяла дефолтный стиль `matplotlib` на несколько более эстетичный, но затем `matplotlib` огламурили и теперь для того же эффекта нужен явный вызов `seaborn.set()`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Функции `plot` и `scatter` принимают иксы и игреки отображаемых точек и дополнительные аргументы стиля отображения. При этом `plot` рисует линию между ними в том же порядке, в котором они идут в массиве. Прочее на графике (оси, подписи, надписи на графике, риски на осях и подписи к ним, логарифмический или линейный масштаб) настраивается дополнительными вызовами." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "import IPython, pandas, seaborn\n", "%pylab inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Магия `axes().set_aspect('equal')` устанавливает равный масштаб по осям." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes().set_aspect('equal')\n", "plot([1,2,3,5], [0,1,0,0.5]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Заголовок графика `title`. Подписи осей `xlabel` и `ylabel`, риски на осях `xticks` и `yticks`. Текст на графике `text`. Метки графиков параметр `label=`, подпись с именами меток `legend`." ] }, { "cell_type": "code", "execution_count": 316, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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FE6v2WDB+ANUNLaw9EFhJsnrm0L2HUE0KS6Q+74kP9pbS4nJz/fiOe+ZET40m\nOCOYsn/oc0U/Z2QyNouJdy7AnBpD0QQApxpaWHewkvljO57RAQQPDCb9gXTd2uKnZiYQH25l2Q7D\nfNZbfH1nqt/1hM2e/vS07hIaAd7eVczQhDBGpUV1OE5MQup9qQQPCm6NsNMTEcFBzMxO4r0vT9Di\nvLBW9IaiCQA+2FuK0624ZmzXkuzcDjflr5ZT/UG17mpABZlNzB+bxpr8cqMDYS/xJTSaQj2PsSlU\nfwmNx0828kXRKa4fP6BLkYjpP01n+IvDEZM+oxavG5fGqUYH6y+wNueGogkA3t19gmGJ4WSnRHbt\nADcU/KiAQz88RM0G/dWAWjB+AA6X4t0vjZya3mBLseGqd+Fucnv6zjTrL6HRV5plfhcnWeDJKavb\nXadLp/rUzARiw6wXXEkaQ9FoTPGpRrYVnWT+2NQu55ZsiN6Ao8pBc2EzuPVXAyo7NZIRKZFG9Fkf\nULu1FlOoiXGbxukuoVEpxTu7Spg8OJYBMe1HWrZH1fIqdozbQe0m/YXJB5lNzBudwur95dQ26+e7\n6i2GotEYX/n8+WM7doS2ZXLhZGLnxra+1qPJZMH4NPYU13CovE5rUXSLo9qBs9pJ2vfTiBgXobu+\nM18W11BY1dBpEMDZxFwdgynMpNuggOvGD6DF6eajvfrMCeoJhqLRmBW7SxifHn1GNnRn2FJs2NK9\n5hFBlyaT+WPTMJuEt4xVTY+pfKsS5VQk3qy/dgAAb+8sxmoxMWdU93J/LOEWEm9MpPy1cnZesVNX\nPkqAMQOiGBIfdkGZzwxFoyH5ZbXkl9Vx7bjuzejAUwMqYnIEwUOCSbk7RVcmE4CECBvTMhN4Z1cJ\nLh1GEAUC5a+WEzoilPAx+sudcbjcvLenlJkjkogM7n4EZfKdybgb3NRurNWdj1JEuHZcGlsKT1Jy\nWn/5cD1Bn4H35wkrdp/AbBLmdnNGB54aUG6nG5NFv3OFGy4ewJr8CjYUVHFlZmD1BAp0XM0unCed\nJN6cqMu6cesOVHKyoYXrejDJWh+yHnezr/Wsx0dZ+lwppmATU5um9rGk/uHasWn8cfVBVuwu4b5p\nF2ktjt/R76+UznG7Fe/uPsEVw+KJD++ZycunZNx2fcbkTx+RSFRIkJFT0wPMwWYm7JlA+oP6KzIJ\nnmiz2DArV3aSoNwerWHdwfoN606PC2XCoBje3nlhlKQxFI1G7Dh2ipLTTd0K62yP6g+r2ZiwkcZD\njX0kWf+uAXKLAAAgAElEQVRhs5i5ZkwqK3PLLvhWt93FbXd7KnoH6e8Rrm12sHp/OfNGpxDUSYJy\ne/j61Lhb9BvWDZ6SNIcq6i+IIrP6u0vPE1bsLiE4yMSs7OTOB3dA2KgwXHUuKl6v6CPJ+pdrxqZi\nd7pZs79ca1F0Q0N+AxsTNlL9sT4baX20t5QWp5vrxg/o8Xs4yh2kLk5l4IMDCR0eqjsfJcA3R3mK\nzF4IQQGGotEAh8vNB3tKmZmdTJitd26y4IHBRF0eRcVSfSqai9NjSIq08cGeCyfUs7dUvFaBq96l\nyyAAgOU7SxgSH8aYAR2XnOmIkctHkrkkExGhMb+RYc8M60MJ+4foUCtXZSXw7pcncJ7nRWYNRaMB\nnx+q5FSjg2t7aTbzkbgokcbcRur31ffJ+/UnJpMwZ2QKaw9WGuazLqCUouK1CqKvisaWoi9TEUDJ\n6Sa2HjnJdePS+iSIIeHGBFBQuUyfJV2uG5dGZZ2djYf1uTrtKoai0YB3dp0gOjSIK87Re6O7JNyQ\nACaofF2fD9s3R6fQYpjPukTdjjqaDjWRdEuS1qL0CF+SYlfr+nVG2IgwwkaFUfmGPu/9q7ISiQy2\nsOI8N58ZiqafabA7WZ1X7rHP9lFosjXJyrBnhnlmdzrEMJ91nYpXK5AgIf76eK1F6REf7i0lJzWS\nQXFhffaeCQsTqNlQg71EX4mb4AmImZWTzOr95ed1RWdD0fQzq/PKaXK4ulVypiuk3ZtG+Gh92uwN\n81nXSbo9icznMgmK0V+biNKaJnYeO92jvLGOSFyYSOzcWJw1+rx35o5Kpq7ZycbD+mzo1hUMRdPP\nrNhdQlp0CBMGxfT5e59ae0q3tmrDfNY59lI7BT8qIPabsZ0PDkA+2uupTTZnZO8iLc8mNDOU0R+M\nJiy771ZJ/cllF8UTYbOc17XPDEXTj9Q0OdhQUMU3R6dg8kM/jeNPHqfgxwW6TADzmc8+PI8ftt6y\n/9v7qflcf20hfHy0r5Ss5AiGJPhn5W0vseM4pb8wZ5vFzIzsJFbllZ+3Lc4NRdOPfJpfjsOlmN3H\nMzofiYsSsR+zU7tFfwlgPvPZZwcM89nZ+Dppnv70dGvJFT21hQAor21m+9FTzBnZt2YzH83FzWwe\nuFm3FZ1nj0zmdKODrYUntRbFLxiKph/5aG8ZSZE2xg6I9sv7x8+PR2yi2+TNuaMM81l7TC6cTPT0\nr+4ZPZZcWZlbhlIef4Q/CB4QTPjYcN1Gn12ZmUCo1cyH+87PFb2mikZEZovIAREpEJEH29k/X0T2\niMhuEdkuIpd7tweLyDYR+VJEckXkV22O+XWbY1aJSN/EUfaSBruTdQcrmZ2T7BezGYAl0kLc3Dgq\nXqtg11R9tXgGmDAohsQIw3x2NrYUGy1lnrbXEiy6LLny4d5SLkoMZ1hShN/OkbAwgdottTQfbfbb\nOfxFcJCZ6VmJrNxXdl5WM9dM0YiIGVgCzAGygZtFJPusYWuAMUqpscBdwEve7XZgulJqDDAWmC0i\nl3j3PamUGu095n3gF36+lC6x9kAldqeb2X4yHfhIXJSIs9apyxbPJm8la8N8dibKpWg63ETw0GAu\n3nKx7jppVtbZ2XbkJHP9ZDL2kXijpy9P5Vv6XNXMHZVCdUML246cf+YzLVc0k4ACpVShUqoFWArM\nbztAKVWvvvJshwHKu10ppXxp8EHef759bR0Urcdozce5ZcSFWZk02H8RQ+tD1pN3Ux6qWenWlm+Y\nz75O89FmLJEWBv+/wYSPCdddJ81VeWW4Fd1ucNZdQoaGEH5xOBVv6tN0PG14AsFBJj46D81nWiqa\nNOB4m9fF3m1nICLXiUg+8AGeVY1vu1lEdgMVwGql1NY2+34jIseBWznHikZE7vGa47ZXVvp3BtTs\ncPHp/nJm5SRh9pPZDNqUTw/Vb/l0w3z2dUKGhHBp6aUkLNBnQu5He8sYHB9GVrL/zGY+hr8wnJFv\n60cJtyXUauGq4Yl8vK8M93lmPgv4YACl1NtKqSzgWuDXbba7vOaxAcAkERnZZt/PlVIDgX8DPzjH\n+76glJqglJqQkODfB3jDoSoaWlxcneNf00Fr+fQmT4iku0l/tnxP9Fkyaw3zGeCpbaaUQsz6bAlw\nsqGFzYXVzBmZ3C8N2iLGe5TZriv156MEz6qvos7OzmOntBalT9Hyzi0BBrZ5PcC7rV2UUuuBISIS\nf9b208BnwOx2Dvs3sKD3ovaOj/aVERFs4dKh/i8b4ih3kHxXMlggbEyYrmz5PuaOSjFaB3ip31nP\nlowt1G7TX8g6wOo8j3O7r6sBdMSBuw9Qs15/PkqA6VmJWC0mPtyrzzDtc6GlovkCGCYig0XECiwC\n3m07QEQuEu80SETGAzagWkQSRCTauz0EmAnke1+3rRc+37ddKxwuN5/sL2fmiKQ+q23WESOXjyTr\npSxivhGDq85FzrIcv5+zr5mQEWuYz7xULq/EXmInZGiI1qL0iA/3ljEwNoSc1Ei/n8uXb3TyI48z\nXY8+ynCbhanDEvhoX+l5ZT7TTNEopZx4zForgf3AG0qpXBFZLCKLvcMWAPu8vpglwE3e4IAU4DMR\n2YNHYa1WSr3vPeYJEdnn3TcL+FE/XtbX2FJYTU2Tw29Jmuci4foEmg8307CvoV/P2xeYDfNZK1XL\nq4ieFk1QnP5qm9U0OthYUMXckSn9YjY7u8WzBInufJTgyTUqrWnmy+LTWovSZ/Su61YvUUp9CHx4\n1rbn2/z9W+C37Ry3Bxh3jvfU3FTWlo/2lRFqNTM1s38dufHz4zm4+CBVb1cRPkp/xTbnjkrh5c1H\n+Sy/gnljAiIVqt9pyGugMb+RtPv7tgBrf7F6fzlOt/J7tJmPti2eEVAOpTsfJcA3RiQRZBY+2lfG\nuPS+r4moBfrzLuoIl1uxKreMq7ISCQ4y9+u5rUlWMh7LIPpK/1Qh8DcTMmKJDbOyKu/C9dNULq8E\ngfjr9NkS4KO9paRGBfeqk2Z38bV4TvmuR7nZj+ovICAqJIjLL4rno32luqxb2B6armjOd7YXnaSq\nvoXZfo42OxcZD2doct6+wGwSZoxI5MO9ZdidLmyW/lXUgUD0FdFkPJqhy06atc0OPj9UxW1TBvWL\n2cyHL7+oblcddTvrGPL4kH47d18yZ1QKP3trD7knahmZ1n+K2l8YKxo/8tG+MqwWE1dlJWomQ/3e\nemo212h2/t5wdU4y9XYnW87TQoOdEX1lNBm/yNBajB7x6f4KWlxuv9U264yIcRFM2D6B8DH6MxsD\nzMpOwmKS8yYgxlA0fkIpxcrcMqYOSyDcpt3CMf/2fA7/9LBm5+8Nl10UT6jVzMrc8yvUsyvUbK6h\nfl995wMDlFV5ZSRG2Bg3UFsfg6vBhduuv9L70aFWpgyN46N9ZeeF+cxQNH7iy+IaSmua+7zJU3eJ\nvy6e2k21ukxeCw4yc2VmAqvzys+rUM+ucPgnh8m/XdPI/B7T7HCx9kAlM7KT/FZAtivU76tnY/xG\nqt7TZ+fKWTnJHKlq4HClficcPgxF4yc+2leKxSTMGJGkqRzx18WDguoV1ZrK0VOuzkmmss7O7vMo\n1LMz7Cfs1G6qJf56fQYBbDpcRWOLi1nZ2t77oVmhmMJMVL2jT0Uz0/vbcT4ExBiKxg8opVi5r4wp\nQ+OICtU2/yFsZBghF4VQ+bY+K9peNTwRi0kuKPNZ2cuea42+Qp8Rg6tyywm3WZgyNE5TOUwWE/HX\nxFP9frUn5FlnJHsj9lblGorGoB0OltdTVN3Y70ma7SEireYzV5NLa3G6TVRoEJcMiWNVbvl5Yavu\nCiXPeCoxlb+uvx8Yl1vxyf5ypg1PCIhIwfhr43HVuDi9Vp8r4lk5yew+fpryWv312GmLoWj8wOo8\nz4x0psZmMx8DfzaQKSemYA7R/sHvCVfnJJ03tuqO8JVQaTnhaXKmxxIqu4+foqq+hVkahfSfTczM\nGEyh+jWf+cyPq3VuPjMUjR9YlVfO2IHRJEYGay0KANZ4K5Zw/aZMzfA+bCvPAxNCR7SWUAnRb5uH\nVbnlBJmFacMDo6WBOcTM8L8OJ/U+fVaXuCgxnIy4UEPRGJxJaU0Te4prmJUTGKsZHydXnWTHJTvY\necVO3UWgpUSFeG3V57efprWEit2NKdiku5bNvpD+S4bEERkcOLXZkhYlET5Sn/k0IsKsnGQ2Ha6i\nrll/ldh9GIqmj/nEO/PQOuLmawjUba2jdmOtLsunz8pJ9oaMN2ktit9wNbmofKuSuLlxjN8yXnct\nmwsqPL7JQDGbtaX6o2oql+kzIGZWdhIOl2LtAX3KD4ai6XNW5ZUzOD6MoQmBM4NaH7KePbP2eF7o\ntMXz1d4V4ic6NyF0xKk1p3BWOUm7P02nLZs9302g+CbbUvzHYgp/Xqi1GD1iXHoM8eH6rvtnKJo+\npLbZwZbCamZlJ/VrfafO8Nn+8cYCmEL0Z/sfmhDOkPiw89pPU72iGnOkmehpeg1rLmPMwGiSo3rm\nm/RnVGH8dfE0HWiiYb8+22Z8IyuJtfkVtDj1F6YNhqLpU9YeqMThUswMMLOZz/aP9x7Vm+0fvrJV\nbymspqZRP+akrqJciqp3q4idE4vJqr/HsqymmS+La3plMhYRvymb+Pme5Neyl8t02eZ5Vk4SdXYn\nWwr1mXitvzs6gFmdV05cmDUge0g4yh0k351M5BWRxF0bpyvbv49ZOUk43YrPDlRoLUqfU7u1FkeF\ng/hr9VkNYLW37fbV3QyCcbk8uV2rVq3i6NGjfrME2NJsREyKoOxvZdRs0F+bZ1/dv1V5+gyIMRRN\nH9HidLM2v4IZI5Iwa1jf6VyMXD6SrBezGL9+PKOWj9KV7d/H2AHRJEbYzs8qAQKxc2KJm6NtNn1P\nWZVb1iPfpMnk+Qn64Q9/yLJlywD/mNDWh6ynblsdjkoHuPXnpwwOMjN1mH7r/hmKpo/YUlhNnd0Z\ncGaz9mgpb6GlqkVrMbqNySTMzE5i3cFKmh36q3LQEVFTohj94WgsUfrLd6ppcrD5cM98kyJCfX09\nFouFF154gaqqKr+saiYXTibhpgRMofrNUZqVk0R5rZ29Jfpr+2Eomj5idV45IUFmLh8W2KYPR7WD\nTWmbOPH8Ca1F6RGzcpJpbHGx4ZA+M73bw1HtoKVcf4rfx9oDFTjdqke5Y263m/DwcH75y19SUFDA\nk08+CYDT6TxjnG+V43b3zBluS7FhibHgbtZnjhLA9KxEzCbRpfnMUDR9gFKK1XnlTM2M7/eWzd0l\nKC6IiAkRuq3mPGVIHBE2i+4zpdtS+lIpm1I30VKhT2WzKq+c+HAbY3vQe8ZnOrv22muZP38+Tz/9\nNF9++SUWi2dl51MwvkAB3/ie4Ch3EDMzBnO0meTvJOvOTxkdamVSRqwui2waiqYP2FtSQ1ltMzOz\nAy9RrT3i58dTt70Oe4m+Im8ArBYTVw5PYE1+OS4d2qrbo2pFFeFjw7EmWrUWpdvYnS7WHahkZnZi\nr3yTQUFBPPTQQ1itVn7+85+jlKKxsRGlFBs3buT999/nxhtvZOXKlT0+x8jlI8l4JANHmYOYGTG6\n9FPOykniUEU9R6r0FaZtKJo+YHVeOSbxLG31gC/Us+pdfZqfZmYnUVXfwu7jp7QWpdfYy+zUbqnV\nbbTZ5sPV1PeRb3LQoEF873vf45NPPuFXv/oVN910E4MHD2b69Olcc801LF++nGHDhgE9DxiIvCSS\noIQgqt/V54p+ZmuRTX2Zz/TneQxAVuWWMzEjltgwfcxIQ0eEEnJRCFUrqki7N01rcbrNNG+PmlV5\n5Vw8KFZrcXpF9XvVoL5S/npjVV45oVYzlw7tnvwulwuz2dy6WikuLmbnzp0cOXKElpYWHnvsMcLD\nw0lKSuLOO+8kMTGR2bNnM2TIEIAeBwyIWYibF0flskrcDjemIH3NtQfEhJKTGsmq3HLumTpUa3G6\njKFoesmx6kYOlNfx8DdHaC1KlxERsv6RhW2gfhyhbYkK8fSoWZ1XzkNz9PO5t0fViiqCM4IJGxWm\ntSjdxu32+CavzEzotm/SbPaMv+qqq3A6nYSEhJCUlMS3vvUtwsPDeeWVV3j22WdZuHAhVmvfTuDi\n58dT9rcyTq87TewM/U1UZmYn8dSaQ1TW2UmI0MczrKk6F5HZInJARApE5MF29ouI/Nm7f4+IjO/s\nWBGJFZHVInLI+79fsyd9ESCzdOKf8RF1WRTB6YHRxqAnzMxOorBS/z1qMp/NJOvlrIAqWdRVviw+\nTWWdvceVygsLC7nhhhtYtWoVn3zyCYWFhfzrX//ikUceITMzk0cffbRVIfVlbk3MzBhS703FmqwP\nC8TZzMxOQin4NF8/QQGaKRoRMQNLgDlANnCziGSfNWwOMMz77x7guS4c+yCwRik1DFjjfe03VuWV\nk5UcQXpcqD9P4xcq3qjg+P8d11qMHjHjPGkIFZweTPRUfdY2W51XjtkkXDW8Z77JIUOG8OqrrzJj\nxgymTJmC2+3GarUyePBgHnroIQoLC3niiSeAnpvK2sMcYibz2Uzdtg7ITokkLTpEV/d+p4pGRO73\n06pgElCglCpUSrUAS4H5Z42ZD7yiPGwBokUkpZNj5wMve/9+GbjWD7IDcLKhhe1FJ3WRpNkeJz86\nydHHjuJ26K9QX1p0CDmpkbp62NpiL7Wz5aItnHhBn/lM4FE0kzJiiQ7t2crAlxPjW620DV1etGgR\ns2fP5ne/+x0FBQW9F/YslFLUbq+l+bj+WiSLeBKXPz9URWOLs/MDAoCurGiSgC9E5A2vuaqvphZp\nQNvpdLF3W1fGdHRsklKq1Pt3mVf+ryEi94jIdhHZXlnZsz4PxacaGRgbqltFEzc/DudpJzXr9Zdp\nDB4Tws5jp6is01+YdtGvimg+3MzxP+hzRVlU1cChivpe3fs+xaKUOiMRUylFUFAQv/rVr6irq+NP\nf/pTr+U9G0eVg52Td1L6UmnngwOQWdlJ2J1u1h/UR+Rop4pGKfUwHtPVX4E7gUMi8riIBHzIg/JM\nldo17iqlXlBKTVBKTUhI6Fnb2dEDoln7k2mMSovqjZiaETszFlOwiaoV+rhZz0aPtur1IetZK2sp\n/YvnB67pYJOuam758K0k+2KSZTKZWpWO0+nE7XajlGLChAncd999PPvssz2uCHAurAlWoi6N0m2Y\n88TBsUQG6ydxuUs+Gu8Pdpn3nxOIAd4Skd/14twlwMA2rwd4t3VlTEfHlnvNa3j/92upXxHRpSMX\nwBxmJmZmDFUrqvzaC8Rf6NFW3dobyBvvqcfeQOBRNFnJEQyM7ZlvsqWlhS1btvDkk0/y5JNPsn37\ndgAsFgtms7n1uVq4cCF33HEHJpOptdJzXxE3P4763fU0H9Wf+SzIbGJ6ViKf5pfjdAW+6bsrPpof\nicgO4HfARmCUUupe4GJgQS/O/QUwTEQGi4gVWAS8e9aYd4HbvdFnlwA1XrNYR8e+C9zh/fsOYEUv\nZDzviZ8fjyncxK7L9NejQ4+2aluKDXOE2TNdM4Hbrr+aWycbWth+9GS3e8/4JjMNDQ38z//8D5de\neikPPPAADzzwAJMmTSI2NpZbb72V9957D4fDUx5m6tSpvPTSSwC9Kj/THvpPXE7mVKODHUcDP3G5\nK99cLHC9UupqpdSbSikHgFLKDXyrpydWSjmBHwArgf3AG0qpXBFZLCKLvcM+BAqBAuBF4L6OjvUe\n8wQwU0QOATO8rw3OQfJdyURfGU3t1lrd9egAj+nG7nTzuY6KbNqL7VjiLAx6eBCpi1N1V3Nrzf5y\n3Ipul1zymb/eeOMN/vjHP3L55Zfzxhtv8NRTT3HHHXeQmJjIa6+9xvz58wkJCWHmzJk8//zzrSHO\nfW05CB0WSmhWKCc/Otmn79tfXDk8AavZpIsVvejRZNLXTJgwQfmW7hcS60PW427++rLbFGxiatNU\nDSTqPg6Xm4t/vZpZOcn8/sYxWovTLZRSujS73vPKdvaW1LDpwendkt/tdmMymZg+fTrV1dX885//\nZPTo0a37Kyoq2Lp1K2vXrmXTpk1s3bqVwYMHc/jwYb99Vo0HGrGl2zCHBHYx3HNxx9+2UVTdwNqf\nTNPkXhKRHUqpCZ2NMyoDXMBMLpzM4Z8cpvKtSlSLwhRsIn5BPEN/H/BxHq0EmU1clZXIp/kVuNwq\nIJvOnY27xY3JatKlkmlqcbH+UCU3Xjyw2/KbTCacTicVFRVMnDiRESM8VR2cTicWi4XExETmzZvH\nvHnzaGxsZMuWLYSEhACekjW+is59Sehw/eW/tWVWThI/f3sfhyrqyUyK0Fqcc6KvQj8GfYotxYY5\n0oxyeHt96NBfAB7z2cmGFl3YqpuPNbMxbiOV7/QspF5rNhRU0exw9zjazGKxMGfOHE6fPk1QUBB2\nu/2M7H9fxFloaCjTp09nypQprcf5i+Knijn0w0PsulJ/fsoZIzzfw6oA7zprKJoLHEe5g9R7Uwke\nEow11ao7fwHAlZkJBJlFFxVtq1ZU4ap3EZatv9pm4KkaHGGzcMmQ7rWc9kWMrVu3jtraWg4ePEhx\ncTE2m611ZeQzj/le93VI87loyG2g5PkSajbU6M5PmRQZzJiB0QHvpzEUzQXOyOUjyVySSeKiRFrK\nWhj+0nCtReo2EcFfFdkMdJ9j1TtVhI4IJTRTfyYbl1uxZn+Fxwlt6d5Ph2/VMmfOHN577z3279/P\njTfeyLJlyygt9eQUmUymM5RMX0eZtcf6kPWUvlgKDsANpc+V6i6vaVZ2El8W11BeG7hh2oaiMQDw\n9ENxQfUH+kxgm5WdRFF1IwUVgVtk03HKwel1p3Xbe2bXsVNUN7QwK6fr0WZKqVbl39zczCOPPMLo\n0aMJDw9n69at3HzzzSxcuJCf/vSnvPXWWxw+fBjo+1DmczG5cDIJC79K2DaF6i+vaaYO6v4ZisYA\ngIiLI8j4dQYREwPXodgRviKbqwL4Yav+oBpc+u09szqvnCCzMG141yppuFyuM0xhwcHBPPTQQ3z8\n8cfk5+ezdOlSbrjhBg4ePMgf/vAHbrnlFhYsWMBdd93FK6+84s9LacWWYsMS+5X/x92sPz/lsMRw\nBsWFGorGIPARk5DxcAZhWfr0HaREhTB6QFRAP2yREyPJeEy/ynx1XjmXDIkjMjio07HNzc3cdttt\nPP300zQ2Nn5tf2pqKgsXLuTVV1/lwIEDfPzxxyxevJiWlhb+8Y9/8MEHHwD946dxlDuImRVD1JVR\nJN+ZrDs/pYgwKzuptdtpIGKENxu04na6OfXJKazJViLG6u/HcFZ2Er9fdZCymmaSowKv107o8FAy\nHsnQWoweUVBRT2FVA3deltGl8Zs3b2bp0qXk5eVx//33U1paypIlS7jyyisZNWoUyclfmd+io6OZ\nNWsWs2bNwm63s3PnTmJjPQ3J+sPnNnL5SL+fw9/MzE7mxc+PsO5AJd8cnaK1OF/DWNEYfIUb8hbl\nUfLns0vO6YOrvb6DQIw+q99TT/XH1bidgV+Xqj18K0VfOG1nTJs2jR07drBkyRIAXn31VR5//HFu\nueWWVp/MsmXLWn0yPmw2G1OmTGH4cE9Qii+IoL+wl9gDPqCkPS4eFENsmDUg730wVjQGbTBZTcR9\nM46qd6twO92YuhlZpDUXJYYzJD6Mlbnl3DYlQ2txzqDkmRIqXqvgsqrLdPnUrc4rY2RaJKnRIV0a\nLyKMGzeu9fVtt91GbGwsq1atYs2aNWzYsAGLxUJ2djaTJ09m8uTJTJgwgczMTIKDtVmNVrxeQd6i\nPCbmTtRd+LnZJEzPSmRVbhkOl5sgc2A9u4EljYHmxF8bj7PaSe2mWq1F6TYiwqycZLYUVlPTGDh2\nduVWVL1bRezcWEw2/T1yFbXN7Dx2ulftyhMTE/nOd77Da6+9xsGDB/nwww+55557aGho4MUXX+S7\n3/0uN954I9dccw179+7tQ+m7TtTlnnYfVe/op25eW2ZlJ1Hb7GRrYeDVbtPfXW/gV2JnxyJW0e3D\ndnVOEk63Yk0A9aip3VqLo9yh22izlV6z2eyRPVc08FXSZnR0NLNnz+aZZ55h3759bN26lUcffZTo\n6Gg++eQTetofqrfY0mxETI6g6m193vtXDEsgJMjMygCsEmAoGoMzsERYiJkRQ+1m/a1oAMYMiCY5\nMjigHraqFVWIRYidG6u1KD1i5b4yhsSHMSwxvEfH+0r+n+1vcbvd2Gw2Jk6cyC9+8Qu2bt1KUVER\nycnJmvlJEq5LoG57nS5bPIdYzUwbnsDK3DLc7sDyMxmKxuBrZL2cxbiN4zofGICYTMKsnCTWHayk\nqaVvG2X1BHupnRPPnSBySiRB0Z2HBQcapxtb2FxYzdUjk3tcBPSpp57immuuoaLizB6EbZMyfYmd\n6enpQN+3BOgqvmRavXadnT0ymYo6O7uOn9ZalDMwFI3B17DGWxEdVEE+F1fnJNPscLP+kPaFK4t+\nXYSr3kXw0MALt+4Ka/Z7qmLP7kY1APgq/2Xjxo089dRTWK1WEhMTW/eXlpaydOlSli5dyv79+wOm\nU23o8FBGvDqCxIWJnQ8OQK7KSiTILAG1ogdD0Ricg+Knitk7TxunbG+ZNDiWqJAgTR+29SHrWStr\nKX2uFNxQ/o9y3dXQAvg4t4yUqGBGD4jq1nE+RfPyyy8TFBTEvffe27pv27Zt3HTTTdxyyy3ceuut\n3HzzzaxfHzifS9LNSVgTrVqL0SMig4O4dGg8K3PLAipM21A0Bu3ibnFT/X61bvupf2NEImv2V+DQ\nqJ/65MLJJN6SCF63hB5raDXYnaw/WMnVOd03m/nK+r/33ntcfvnlTJjwVW+shx9+mC+++ILvfve7\n3HXXXezZs6e15Ex/VWzuCLfDTcnzJZz8JPCit7rC7JHJHK1uJL+sTmtRWjEUjUG7+GzVu7+xW3c9\nOsBjPqtpcrDtiDY/FrYUGwjgArGILmtorTtYid3pbk2E7Sq+mfT+/ftpampi2LBhREVF4XQ6ef31\n1yLVKHAAACAASURBVFmzZg0PP/wwL7zwAi+++CKTJk3i0KFDVFZW9lsxzY4Qi3DsN8c4seSE1qL0\niJnZSYjAx/sCx3ym/bdqEJCEDgvFHGOm+XCz7np0AEwdlkBwkElT81n9Hk8l6ZxlOaQuTtVdDa2V\nuWXEhlmZmBHTreN8q5+amhqA1lpnBw8e5He/+x1ZWVncf//9ANjtdpKTk6murtYsrPlsRIT4a+M5\nufIkrkbtA0q6S3y4jYkZsQHlp9FhjrKBv1kfsh5381cmjNLnSil9rhRTsImpTVM1lKzrhFjNXJmZ\nwKrcch6dl4NJg+CGoKggwkaHEX9NPPHX6CuHxu508en+CuaOSsHSwyzz7Oxshg0bxp///GfMZjNr\n1qxh7969vPTSS0RGRgJw+PBhjh071lpyxuVy9XvZmfaIvy6ekmdKOLnyJAnXBYYC7A6zc5J57P08\njlQ1MDhe+yoHxorG4Gv4/AsS7PlxNgXrz78AHvNZWW0ze0pq+v3c9lI7NRtrSFigvx8pgE2Hq6mz\nO3uVpBkZGcmPf/xjwsLCePzxxzl48CCPP/44N954Y+uYNWvWkJ+ff8a2QCBqahSWGIt+E5e931ug\nrGoMRWPwNWwpNsyRZlSLwhRswt2iP/8CwDeykrCYtAn1dNvdJN+ZTMKN+lQ0K/eVEW6zcOlF3WvZ\nfDY333wzW7Zs4c033+SDDz7gJz/5CSEhnnppjY2NvPDCC2RlZXHNNdcA/V9E81yYLCbironDfszO\nrit36c5PmRbtaZsRKH4aQ9EYtIuj3EHq4lTGbR5H/IJ4Wo63aC1St4kK9bR41kLRhGSEkPW3LMJG\naG+26C4ut2J1XjlXZSVis/T+h3/IkCEsWLCASy65pHWb3W7nscceIzc3l3vvvZfQ0NCACscFyPpr\nFiEjQqjZUKNLP+XVOcnsPn6a0pomrUUxFI1B+4xcPpLMJZnggqo3q0i4QZ8z86tzkiisbKCgov9C\nPR2nHdR/WR9wP5xdZXvRSaobWrqdpHku2rZz9mGz2XjsscfYunUrCxcu7JPz9CXrQ9azzrKuNQ+q\n9LlS3eVB+cyeq3K1r/uniaIRkVgRWS0ih7z/fy2sRUSCRWSbiHwpIrki8qs2+34tIntEZLeIrBKR\nVO/2Sd5tu73HXdef13U+Ej4+HFu6jYo3KzofHIDMzPbZqvvvYat8q5LtY7fTsK+h387Zl3ycW4bV\nYupyy+bOOFfWv9VqZeLEiURFRbWOCxRa/ZRBXj+lDvOghiaEMywxPCDMZ1qtaB4E1iilhgFrvK/P\nxg5MV0qNAcYCs0XEt/Z+Uik1Wik1Fngf+IV3+z5ggnf7bOAvImJE1vUCESHhhgROrTqFsyYw28R2\nRHJUMGMHRvfrw1a1rIrgIcGEjdSf2Uwpxcp9ZUwdlkCY7cJ9dFr9lE7PSszdpE8/5dU5yWw9Us3J\nBm1N31opmvnAy96/XwauPXuA8lDvfRnk/ae8+9qWFg5rs71RKeX7NQz2bTfoHQk3JKAcnp4qemTO\nyGT2ltRwrPrrvev7GscpB6c+OUXCgoSAmqF3lb0lNZyoae51SwD4qmpzWwIh87+rOModJN+djFiF\nsJww3eVBgcd85lbwyX5tzWdaKZokpVSp9+8yoN3+sCJiFpHdQAWwWim1tc2+34jIceBWvlrRICKT\nRSQX2AssbqN4zn7ve0Rku4hsr6zUvvhiIBM5ORLbAJtuQz19PdTf3+v/TO/q96pRTqVbn9bK3DLM\nJmHGiN4VlWxsbOTZZ5/liSeeOGN7IGT+d5WRy0eS9WIWcfPicFQ5yHkzR2uRuk1OaiRp0SGs1Nh8\n5rdvXUQ+EZF97fyb33ac8ngJ2115KPX/2zvv+KjK7OF/z0x6ISGFFFroJQk1gLqK7gqKGERxRRRs\nu/a+66qrrw2xvT/9vWtdV8Wuix0pYgUFLJQABhJCSwiQBiEJIaQn87x/3JkQSiBl2g3P9/OZT2Zu\nO+fO3Nxzz3nOc45qtIfBegBjRSSp2br/o5TqCXwI3N5s+WqlVCIwBnhARI5bNlcp9bpSKkUpleIt\nM5K9FbEIyV8lM+S9IZ5WpV306BrEyF7hLE4vPPnGHWT/gv349/QndEyoy2W5gm8yijitbwThQe0r\nKukY9M/OzubFF19ky5YtABQXF/Paa6+xZMkSp+nqLrpN70ZdUR0HVnpX6f3WICJMSopl5fb9HKr1\nXOjbZYZGKTVBKZV0nNcCYK+IxAHY/55wpFkpdQD4EWPc5Wg+BC49zj5ZwCEg6Zg9NG0mZFgI1mDv\nmOPQHlKHxbO58CA5xYdOvnEHGPLeEJIXJZsybLa1qILs4soOZZs5znvz5s3s3LmTadOmAZCRkcGj\njz5KVlYWYK4QWuSFkSQ8lkBg30BPq9IuJiXFUtdoY9kWzyX0eMqPXQhcY39/DbDg6A1EJFpEwu3v\nA4GJwBb75wHNNp3abHkfx+C/iPQGBgO5rjmFU4/8/+STfV+2p9VoF5OTjZvn4o2u9WqswVZChrev\nE6WnWZRegEXgguS4Dh2nrq6OVatW4ePj0zQRMyMjg3379jF58mTAuzLMToY12ErCowkE9DJnT6FR\nvbrSLdSfxemeKxLqKUPzDDBRRLYDE+yfEZF4EXH41nHAjyKyEViLMUaz2LG/PQy3ETgPuMu+/Ewg\n3T6uMx+4VSllzoEFL6Qqq4q8F/NoqDBf9llcWCBjErrylQsNTc6DOeS/mu+y47sSpRSLNhbwh/5R\nRIW0L7PKETbLy8tj5cqVnHXWWYARNvvll1+Ii4tjyBAj/GomQwNG64DiL4ubCqWaCatFSB0Wz09b\niymv9kxCg0cMjVKqRCl1rlJqgD3EVmpfXqCUmmx/v1EpNdKexpyklHq82f6X2pcNU0pNUUrl25e/\nr5RKVEqNUEqNUkp96Ynz66xEXxaNqlWULC7xtCrtInVYPFv3VrB9r/Mnb1ZnV7P7/+7m4OqDJ9/Y\nC9mYV86ukiqmDI/v8LGysrLYuHEjM2bMAGDnzp38+uuvpKamAtDQYL4HFVWvyJqVRf4r5nyQmDI8\njrpGG995qPaZeVJANB4n7Iww/OL8KP7UnFl6FyTHYhFY5AKvZttt28AGDaXmu4mCETbztUqbe880\nR0RQSrFu3ToaGhr485//DBjjNXl5ecycORMwV+aZA2uQlagpURR/XoytwTzjSw5G9AynV0QQCz0U\nPjPfL67xGGIRoi+NpvTrUhoOme+G2i00gHF9Ilm8scBp5WEcLZvLvi0DjPRms5UqsdkUizcWcvbA\nboQF+rbrGI7vs6ioiOXLl5OcnEzXrl2pqKhg9erVBAUFMX680WLCjIYGIPryaBpKGjjwozmzz6YM\nj+PX7BL2H3J/gVBz/uIajxF9eTThfwynfr/5Jq8BpA6PI6e4kqxC54TPxuWMI3r64fR4M5YqWZtb\nStHBGi4a0fGw2bZt20hLS2vyZnbt2sXKlSuZMGECYM6wmYOISRFYQ6wUf2JOj/6i4d1ptCm+3uT6\nNP+j0YZG0ybCzwxn2JJhWPwtpiyfPikxFqtFWLzROSEE/zj/pnpY4mfOls2LNhYQ6Gvt0CRNx+D+\nhg0bqKioaBqf2bJlC5s3b+bKK688YjszYg2wEjk1kooNFaYsmDooNpSBMSEeCZ9pQ6NpFzn355iy\nfHpkiD9n9Ivkq02FTrtZ2KpsxN8az+g1o03Xsrm+0caSTUVMGBpDkF/HapuVlZXxyy+/0KNHDwYM\nGEBdXR3r168H8Lp+M+1l4KsDGb12tGkN5kXD41mbW0b+Afe2DtCGRtMmHGMSe9/fa9ry6anD4thV\nUkVGfsczxBrKGxjw0gAGvjKQkOEhDHxlIElfmGeO8K/ZRsHFKcM6NncGjOyy5cuXc8EFFwCwZ88e\nVq5cybhx4wgICKCxsbHDMjyNT6hPU9KDGXFkFX7lJI++tWhDo2kT43LG0e2KwyEWM45JnJ8Yi4+T\nwmdF7xfxW8/fqN7p+eZS7WHh7wWEBvhwthNaAvTt25d77rmH2283KkJt3bqVVatWNYXRzHpzPprC\ndwpZM3gNtjrzZZ/1jgxmeI8wt4fPtKHRtAn/OH+sYYfDH2YckwgP8uOsAVEs3tjx8NneD/YSnBxM\nYB/zlSepqW/ku8wiJiXGOqWTZnh4OPfffz/JyckA9OrVi9TUVC6//HLA/GEzB75RvlRvqyZtdJrp\nxijB8Goy8l1fjqk52tBo2kz93nqiLzeegLuc0cVUYxIOUofFk3+gmg172p+qWrWjiorVFcTMOm7x\nca/np63FVNQ2OGWSJhgeS/MaZklJScyfP5/YWGNujlnHNY4mYmIE+EFVRpXpxijBMDQiuNWr0YZG\n02aSvkgi8aNEQkaGoOqUqcYkHExMjMHPaulQRed9H+4D4YhQoplYtLGAyGA/zugX2e5jNDcsInLE\nHJnOMCZzNCsCV7AiYAXY+4iZcYwypksA4/pEsCjdefPJToY2NJp2M2juIJIWmM/IAHQJ8OXsQdEs\n2VSIzda+f7Z9H+0j/JxwAnqYr9hiZW0DS7P2Mjk5Dh9r+28DJ5p82VlCZc1pavHsfzil3WxjlGB4\nNdnFlWwudE/JJG1oNO0mdFSoqcZmjmbK8HiKDtawKqd9tduGLxtO/xf7O1kr9/BD1l5q6m3tCps5\nJl1+/fXXpKenO1s1r6apxXO9AqtRA81sY5QAk5Pi8LGI28Jn2tBoOkTZsjIyZ2SiGs2XUXTe0Bi6\nBPjwSdqedu3vH+dPSJJ5WwLEhQWQ0rtrm/d1eCp33nknjz76KDU1NYC5esx0hPq99cTfHE/KuhTi\nbzHXvCkHXYPtCTHpzptPdiK0odF0iPrieoo/LubAT+ar/xTga2XqiO58nVHUpvLptgYbmZdlUvZT\nmQu1cx0HqupYvq2Y1GFxWCxtH6B3DOrPnDmThQsXctddRpcOs9YwaytJXyQ1zZuKvTaWuBs7PgfJ\nE1w0wkiIWb/b9dfxqXFlaFxG5EWRWLtYKXrfsz3J28v0lJ7UNthY1IYQQtn3ZRR/VkzDAXPW7Vq8\nsZD6RsVFw7t36Dj/+Mc/mDlzJm+88QZ/+9vfqKqqcpKG5iH73mx23LHDlHOEJg6Nxd/HwsLfXR8+\n04ZG0yGsgVa6Te9G8WfFNFaaL8soqXsXBseG8mkbwmd7P9yLT7gPkRe0P1vLk3y0djdD4rqQ1L1L\nh44TEhLCa6+9RmpqKi+88AJz584FjBCaGW+87SHuujiqd1RT/ku5p1VpMyH+PtxwVl+GxHXsOmgN\n2tBoOkzM1THYKm0UzzdfVVsRYXpKT9LzytlSdPIMnKodVeybt4+I1Ags/ub798nILycj/yBXjO3Z\n4XktNpuNoKAg3n//fc4//3zuvvtu/vvf/2KxWDrNnJmTEXVpFJZgC0XvmNOj/8f5g5gxtpfL5Zjv\nP0XjdYT9IYzIKZFYg8yZznrxyO74WoVP0/JOuu22m40GZ40V5vPeAOat2Y2/j4WpIzoWNnN4LDab\njbCwMObMmUNycjLXXXcd77zzjhM0NQc+IT6GR/+xOT16d6ENjabDiEVIXphM9LSO18vyBBHBfkwc\nGsP8DfnUtdA90VFM9MBSI+mhZIH5GpxV1TWw4PcCLkyOa3eDMweOyZmOBICUlBTmzZtHZGQk9913\nH0uXLgU656TNo4m9LhascGiT+0q6mA1taDROo+FQA5WZlZ5Wo11cltKT0so6lm3Ze9z1jol6liDj\nX8aMxUQXbyzkUG1Dh0Ml7733Hu+++y7Lly+noKCAnTt3kpGRwYABA/juu++IiIjgzjvvZPPmzVit\n1k4/XhN2ZhhnFJ5B2GlhnlbFa+lYAwqNphkZUzOo3VOLX5wfQz8eaqpJbOMHRBPbJYBP0vKYlHRs\nuqp/nD+2Whu2GhuWAIspi4l+vHYP/aKDGZPQ9rkzSilEhHXr1nHttdcesa5Hjx6EhITQ2NiIr68v\nhYWFVFRUcPHFF/Pll18ydOhQJ52BdyIiWAMNg6rqlCnH7lyN/kY0TiP6smiqt1dTvtJ8DdGsFuHS\n0d35aes+9h6sOWa9rd5GyeISAhICGLVqlOkanG3bW8G6XWXMGNOrXQP1jn2UUjz00EPMmTOHyy+/\nnIsvvpjRo0cTHR3NoUOHKCkpoXfv3vTu3ZsdO3Zw2223sW3bNmefjtfRWNPI2qS17Hp6l6dV8Uq0\nR6NxCisCV2CrsY9vKKPYYOGrhVgCLIyvHu9Z5VrJZaN78sqP2Xy+Po9bzzmytMz++ftRtYoBLw1o\nanBmJj5aswdfqzBtVMeSAFJSUhg1alTT2ExDQwMHDx4kIiICgNzcXPbt20dwcDBLly7l7rvvZvbs\n2Xz44YdNXlFnxBpgxT/en6J3ikh4JAFpx0TYzoz2aDROwTGGgT3xzBJovjGMhKhgxvaJ4NO0vGPG\nFfL/nU9AnwAizo/wkHbtp6a+kS825HFeYiyRIR0P9VksFhobG7HZbPj4+BAREdH0fSUkJDB27FgS\nExO57bbbeOSRR5g3bx6vvPJKpzUyDmKvi6V2Vy1pI83Zp8aVeMTQiEiEiHwvItvtf48bNBaRcBH5\nTES2iEiWiJzebN0d9uWZIvI/9mUzReT3Zi+biIxw13mdyjiKDWJ3asw4hgFGpYCd+ytJ23W4LEdl\nZiXly8uJvzkesZrvZvltZhEHquqZMaan045ptVqPKDnTPLTWfJt7772XxMREPvnkEw4edE+lYE8R\ndUkU+EHlxkrThY5djac8mn8CS5VSA4Cl9s/H4wXgG6XUYGA4kAUgIn8EpgLDlVKJwHMASqkPlVIj\nlFIjgKuAnUqp3117KhoH9Xvrib8lnsTPEk1bbHBycizBflY+Xnu4UsD+RfsRfyH2L7Ee1Kz9fLRm\nDz0jAvlDvyiXyzraa/H19WXw4MEUFhbSpYvrZ6B7ihWBK1gZtNLUfWpciacMzVTgXfv7d4GLj95A\nRMKA8cCbAEqpOqWUo3LjLcAzSqla+7p9x5FxBfCRk/XWnABHscHoS6MZ+MpAEj9P9LRKbSbIz4cp\nw+P5yp4KDND7n70Zu2UsflF+Htau7eTur+S3nBIuT+nZrgKaHaW0tJSCggIGDRoEHG4x0Nlo6lMT\nYHzHZgwduxJPGZoYpZSjtWERcLxeuH2AYuBtEdkgInNFJNi+biBwloisFpHlIjLmOPtfDsxrSQER\nuVFE0kQkrbjYfKVTvJ2cB3LIuDjD02q0i+ljelJd38gX6/NQ9qZogQmBHtaqfXyctgerRbgsxXlh\ns7YQExPDgw8+yFNPPQV0nnbOR9PUp6ZOGenvteYMHbsKlxk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xx = linspace(0, 10)\n", "\n", "title(u'Синус $\\sin{x}$ и косинус $\\cos{x}$')\n", "\n", "xticks(range(0, 11), ['*%d*' % i for i in range(0, 11)])\n", "yticks(arange(-1, 1.01, 1./3))\n", "xlabel('x')\n", "ylabel('y')\n", "\n", "plot(xx, sin(xx), label='sin');\n", "text(6, 0, '$y = \\sin{x}$', fontsize=20, rotation=73)\n", "\n", "plot(xx, cos(xx), '*m--', label='cos')\n", "\n", "legend(frameon=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Магия `'*m--'` задает тип маркера marker `*`, цвет color `m` (magenta) и тип линии linestyle `--`. Полный список https://matplotlib.org/api/pyplot_api#matplotlib.pyplot.plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Логарифмический масштаб по осям `xscale` и `yscale`. Пределы графика `xlim` и `ylim`. Сетка параллельно осям `grid`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EvYiFgZndamZPm9l/mdnvhXKsjq4e9lc36/MFIiKDpE9hYGarzazWzPact325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\nBiIigsJARERQGIiICAoDEREB/j/IEEYcHbnNcQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xx = linspace(0, 10)\n", "yscale('log')\n", "xlim([0,10])\n", "grid(True, axis='y')\n", "plot(xx, xx ** 3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Параметрические графики не требуют никаких новых знаний. Фигура Лиссажу" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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c4/sF23jUb/ooWFsmWP1NlTDEwcCxy/hy7pb8YzM+1vGcXBoMmRQQpjK2vej5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\nKGFQKBQKRQBKGBQKhUIRwP8DeAToGwjsDZwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tt = linspace(0, 100, 10000)\n", "plot(sin(tt * 4), cos(tt * 3));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "График в полярных координатах — параметр `projection='polar'` у `subplot`. Полярная роза" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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cr6+vL1atWgWLxYJjx46hq2vC6gvTZiLjKCEES5YsgUqlQn19PaN+CCHYtWuX\nZ2Bg4PM8Hm+V7TPmHxeUePB4vJX+/v5bPvvsM0+mhs6amhoYDAbExMSMM47OlIDo9Xrk5eWhra0N\naWlpCA4OntfeE6Yo+/TIrurEtQkK1j9PSVMPDGYLlkwhSlwuFwsXLkRSUhLOnj2LkpISmM3s7dc0\nlVeFw+Fg2bJlaGxsRHt7O6P+3NzccPDgQW8/P7+vCCHsWZdniQtGPAghvjKZ7OtDhw55My37NxTS\nnZiYOOnNzraAKJVKHD9+HMHBwVi6dCnsLQMwn9lX3AILBa5NZH/JklmhBIcAK8Kn9mgAPwV0iUQi\nZGVloa9v6krrTGDijh1y45aXl6Onp4dRvwEBAfj222/lMpns4PlmQL1gxEMul+/ctm2bNDAwkFF7\ntVqNyspKJCcn28yYZENALBYLysvLUVlZieXLl9tdsep8YE9xKxb5iRE1xZaRjnK0QoklwV7wYJiK\nTwhBeHg4EhMTcerUKdTX1zvs1mUiHEO4uLggOTkZp06dwsDAAKP+U1JScP/99wf5+vq+4NAA54gL\nQjyEQuGty5cvT73++usZxSzrdDoUFhZi2bJljFPDpyMgAwMDOH78OLhcLlasWDGjma1zhapfj1MN\nalwRy362cZfGgOLmHqxeILX7XA8PD6xcuRJqtRr5+fkwGqfcpmcc9gjHECKRCHFxccjPz2e8bHru\nuedEMpnst4SQeLsGOIec9+JBCPH18vJ6Y8eOHYwsdBaLBfn5+YiNjbU7icwRAVGr1Th58iSio6MR\nFRV1Qdg2JuJohRKUAr9gObYDAI5VWvtes9B+8QCsKfKJiYnw9/cfLlDNBEeEYwhfX18EBgaiqKiI\n0YyHx+Phiy++8JHJZF+fL8uX8z63RS6X73z77bd9mQbpFBQWo9bgjtxCNTp6W2G2ULi78uAncUWU\nXIwYhQQyyeSuUlvJdCNpbm5GVVUVUlNTL/jtFzLOKeHrLkCMgv1yBUcrlPAU8hEXYDsdfioCAwMh\nFAqRk5ODhIQETBU8OB3hGCI0NHQ4kTEsLMxm+9jYWNx///2Kbdu2/RnWPYjmNee1eAiFwlsvu+wy\nRssVSinePlSM7cdb0G+gIATwdReAxyHoGTBCa/hpehnmK8LKSB9cttgPKyJ8xtXdZJKNW1FRAbVa\njbS0NIerZs02FosFWq0WBoNh+DWyzKBer0dlZeVwmUIXFxdrqUIXFxw914HLY/zA4bA7s7JYKDIr\nOrFqgXRpWv1bAAAgAElEQVRUfIejeHt7IzU1Ffn5+QgPD8dENjI2hAOw2l3i4+ORnZ0NLy8veHra\nnhw/99xzoq+++upeQshnlNJihy8+C5y34kEI8VUoFIyXK68dKsMbR5qQFu6NBy6KREqYNwS8nzSn\nZ8CIc219KG7qxvFqFb491YydJxvg4cbHNQn+WJccjNgR33xTZeMWFhaCx+MhNTV1Xi5TKKXo7++H\nWq1Gd3c3+vv7YTAYQAiBUCiEQCAYJQ5DBmVCCNzc3GA2m6HX69HX1wej0YjCpj706kyQmZU4efIk\nxGLxcPUyNze3af0Oipq60dmvx9oox5YsEyEUCpGWloaCggIMDAxgwYKftv5hSziG4HK5WLp0KfLz\n87Fy5UqbXyQ8Hg9ffvmlz8UXX/w1ISSGUmqfkWYWOW+3XvDz8zu4ffv2S5jMOhpVGqx95QguXuiD\n7benMvp21BnNOFbZiT1FLThU2ga9yYL4QA/cvTIMV8X7D89GGhoa0NTUhJSUFHA4nOFtGOaTfWNI\nLNrb29HR0QG9Xg93d/fhb0OxWAwXFxeb451s64W/HTyLdzNrUPDcJXCBGb29vcN1UwcGBiASiSCT\nySCXy+02Fm/ZW4ZPTtQj79lL4OHG7gzOYrHg1KlTEIvFiIqKgl6vZ1U4RtLU1IT29nYkJSUxav+n\nP/1Js23btjeVSuW8Xb6cl+IhFApvvfzyy//13XffMZp1vPztSWzPVSHzDxch2Md+20PPgBH/KWzG\nR8frUK3UwE/iiocuisCvkoPhwuOgoaEBjY2N4PF48Pb2HvVNNldQSqFWq9HU1ASVSgWRSAS5XA6Z\nTOawt2cy8fjl65nwFPLx+W/Hbx4/JFwdHR1ob2+H0WiEVCpFYGCgzXKOFgtF2suHERvggffvWObQ\nmG0xNFPkcrlQqVSIi4tjXTiGKCgogJ+fHwICxldWG4vJZEJ8fLyqvLz8F/N1+XLeLVsIISI/P79/\nvv/++4yEo6urC3XKPohcuA4JBwB4uPFx+4pQbEwNwdEKJbYdqcJz/ynF9qM1ePiSBbgu3h/V1dUY\nGBhg/M0yUwxVLW9ra4NEIkFgYCBiY2MZV/+2l45eHc629eHJKxZN+D4hZLgockREBEwmEzo6OlBe\nXg69Xo+AgAAEBgZOGCxX0KBGW68OT105cd9sQAjBokWLcOTIEfj4+DDOjnWE+Ph4ZGVlwdvb26aA\nD3lfLrnkks8IIbHzsQL7eeeq9fX1feoPf/iDF5M/stlsRnFxMfz95DBa6LRrP3A4BBctkuHL+1bg\no7tT4OPugie+Lsbarf9DtckLkQsWzHo2LmD99lSpVMjJyUFhYSFEIhHS09OxdOlSyGSyGRMOAMit\ns+aQLA9n9tDxeDwoFAqkpqYO24ROnjyJwsLCcRst7SlqgYDHwcXRM7fn78jsWDc3N5SVlc3Ytfh8\nPmJiYlBcXMzoXoyLi8Oll16qcHFxuX7GBjUNzivxIIT4uLm5/fahhx5iFNNdUVGBoKAgRPp5wGCy\noKGLmX+fwTiwJkqK3Q+m4al0b7i68PDij814ZG8TNAKfWROQkcl1dXV1WLhwIVauXImgoCC7t0t0\nlLzaLrjxuQ65aAUCAcLDw7F69WooFAqUlpbixIkTUKlUMFso9pe04eJoGdxt1EB1lLHZsbGxsdDp\ndKiurp6R6wGATCaDi4sLmpubGbXfunWrp6en52tDm7bPJ84r8ZDJZH/dsmWLJ5N8kJ6eHnR2diI8\nPBypYVZ/fmaFktXxVFRUYEWwCP97/GK8emsCmtQDuO/rKnxdy0FG9skZFRClUjlc/2PZsmVISkpi\n5Apkm9w6NZaGeE5rG0lCCGQyGVasWIGYmBhUV1fj3/uy0Nmvx9Xx7OfJAFNnx3Z0dDB+uB0hNjYW\nlZWV0Ov1NtsGBARg3bp13u7u7nfP2IAc5LwRD0JIkEQiuXHjxo02Te6UUpSUlCA+Pt6694bUHQvl\nYnx9ir0bora2Fn19fYN71HJw49JA/PjYGvx6eQh2n1Fh8xENXv3mmN3h0Lbo7e3F8ePH0dDQgKVL\nlyIhIWHOwt17Bow429aL5FBmldqYIJFIkJKSgjN9rhBwAU9tM+McEaYwyY6trq6GUsnul80QQ+Uf\nysvLGbV//vnnxSKR6AVCyLwq9HLeiIefn9/rr776qjeT7Q8aGxuHS/kD1m+U21KDUdTYjdza6dd5\n6OjoQEtLC5YuXTrKvenhxscL18Xi+03pCPJ1x7bTWlz7+mHUdNi3afJEmM1mlJWVoaioCIsXL0ZS\nUtKc79Fyql4NSoEUFsUDAPp0RvxwVoXrlgQiIjQIOTk5qK2tZaVeKZM4Dj6fj5SUFJSWlqK/v3/a\n15wIhUIBrVbLqO6Il5cXNm3a5OHl5fXojAzGQc4L8SCERMvl8jVXX321zfEajUZUV1dj0aLRFvpf\nJQfB190Fr/xwblo3oVarRWlpKZKSkibdxyU2wAPfPZCGl26MQ2OfBVf88xh2nnD85u/o6MCxY8fg\n6uqK9PT0OVmeTERuXRd4HIIlwV6s9vt9UQu0BjNuSw2BXC5Heno6tFqtQ7vXj8SeADBXV1ckJiai\noKBgRpafhBDExcXhzJkzjO6LRx99VOjm5vYwIWR6Mfoscl6Ih5+f3ztvv/22D5Ogq4qKCoSHh4+L\n5HPlc/HopQuRW9uFfSWtDo3DbDajoKCAUalADodgfUowfnh0LWL8RHj2P2W4+8M8KPtsr3OHsFgs\nKC0tRXV1NVJTUxEeHj5vAs8Aq7E0NsCD9Q2YPs9tRLS/BAmB1ueEx+MhJiYGCQkJOH36NGpqauwW\nYkciRz09PREWFobCwsIZqdIuFovh7e2NpqYmm22FQiGeffZZT6lU+jzrA3GQeS8ehJDlixYtilu5\ncqXNtlqtFp2dnRPu5gVYZx8xCgme/74Mao3B7rGUlJQgICBgyoSqsSg83fD1Q2vwu5X+yKpU4rLX\njuJQaZvN8/r7+5GVlQWBQIDly5fPuzR+vcmM4qYepISxu2QpaepBSXMP1qcEjRNKiUSC9PR09Pf3\nIzc3FwYDs7/hdELOg4ODwefzUVNTY9d5TImKikJVVRWj1P17773XRSQSbSSEzItiMPNePPz9/be9\n+eabjO7Q8vLyKfda4XII/n5zArq1Bjy7m9l0cYiGhgaYzWZG2ZFj4XAIHrtmKXbcugAefAvu+6QA\nj39VBI1+4ulwW1sb8vPzERcXh8jIyHk12xiisr0fBrM1ZJ9NPstrgCufg+sSJ47C5HK5iI+PR3Bw\nMLKzs9Hd3T1lf2zkqsTGxqKlpWVG6qK6uLggKChoQvfw3XffDZlMhthY6x5RPB4Pf/vb37zkcvlW\nwLqNKiHkDUJIFSGkmBCylPUBTsG8Fg9CSGxkZGTQ0C9vKnp7e6HT6SCXTx1QtFghwe8vjcK+klZ8\nmtPAaBxarRY1NTXT3uJxdWIUdqxbhOsXuOLbU024YVs2qpU/GeQopaiqqkJNTQ3S0tLg5cWuLYFN\nSlusZfZiFOyJh0Zvwn9ON+PqeIXNPBZ/f38kJyejsLAQLS0tE7ZhK8ltKLmtuLh4RuwfYWFhaG5u\nHueZu/POO3Hw4MFRx2666SauQCC4ghAiAXAFgAWDr98CeIf1wU3BvBYPf3//p55++mlGf/Vz586N\nM5JOxgNrIrAmSoo/7ynD6Qb1lG2Hch9iY2NZCbyKCAvFo5cuwObl7lD26XHdW9k4UNIKi8WCwsJC\n9Pf3Y/ny5fN+z5bSll6IXLgIYXG3+j1FLdAYzFifMvGycyzu7u5YuXIl6uvrUVFRMWomyXZ2rEgk\nQkhICGP3qj1wuVyEhoaOWxqtXr163BKZw+HggQceEIvF4rsAXAfgY2rlJABPQgj7pdwmYd6KByFE\nzOfzL73ssststu3p6YHJZGKcl8DhELz2q0TIPQS49+MCtHRPHkdQV1cHsVjMarJUcHAwrlgShj+v\nFCJCKsIDn57C/31wBEKROxISEmY0nJwtylp6Ee0vYa1+B6UUH52ox0K5GEsn2V5hIvh8PlJTU4e9\nYEz3jnWE0NBQ9PX1obOzk7U+hwgJCUFLSwsjO869997rKhQKHwEQAKBxxFtNg8dmhXl7l4rF4rse\neOABMZMHqbKyctSeK0zwFrnggzuSoTeacfeHeegZGB/MpdFoUF9fj+joaLv6ZkJwcDASFgTj0QTg\nsjAB9lYN4LmMTij7mXtj5gqLhaK8tZfVqmHZVSqUt/biN6vC7F4acjgcJCQkgFKK06dPM9471l4I\nIUhMTMSZM2dYX75wOByEhoaitrbWZlsfHx+kp6dLALBrrbaTeSkehBAiFAp/f++999qMqNNoNNDp\ndA5lQy6Qi7Ft41JUK/txz0d5GDCMtniXlJQgLi5uxvJEFAoFzEYD1i3g4B83x6GkqQdXvZGFgvqp\nl1JzTZ1KA43BzKq9491jNZCKBbjOwW0bCCGIjIxER0cHXF1dZyw7VigUIjQ01K7tJZkSHByMlpYW\nRp6XJ554wtvV1TUYQNCIw4EAZi6ufgzzUjwArEpPT5cwuQGqqqoQERHh+IUWSPHarxKRX6/GA58W\nQG+y/uHa29vB5/Nn7CYcKsQcGRmJyMhI+Bua8M39qRC5cLH+vZPYUzSxEXA+UNZqDdRazNLMo7y1\nF5kVStyZFjqqups9DGXHJiUlQSKRoLS0lJWxTURISAi6urpYjz7lcrkICAhAQ4NtQ35ycjK8vb3F\nAO4Z9LosB9BDKXUsiMkB5qV4KBSK55544gmbUzKDwQC1Wj3tPVCujlfgrzfE4cg5JR7YeQoDBiPK\ny8vBdJNsexnaG9fHxwfBwcHDVdm768vx1X2pSAz0xO8+O423M6pmJDhpMkwmE7q7u9Hc3IyKigqU\nlJSgoKAAOTk5OHnyJDQaDXJycnD4VAW4BOD0t6O1tRW9vb3T2h/2/WO1ELpwsSGVmaF0LGOzYxcv\nXgyDwWDX3rH2QAhBTEwMzpw5w3rfoaGhw3vMrF+/HitWrMC5c+cQGBiIHTt2YPv27di+fTsIIXj+\n+eeFfD7fA0AVgPcAPMj6gKZg3lUSI4T4LVy4sKS8vNzX1tq3qqoKHA4H4eHhrFx7V04Dnv6uBCmB\nIjxzkRwJMezbOgCgrKwMZrMZsbGxo9b3QyUNE5YuwzO7S7G7sAU3JwXirzfEwYXHvs4bjUYolUoo\nlUp0d3cPF+4RiUQQiURwdXUFn88Hn88HIQTHjx/H8uXLcd+nhWjr1eODWyOh0Wig0WjQ19cHLpcL\nLy8vyGQy+Pj4TBq+P5L2Xh3Stx7GhtQQPH9tjN2fYTLjqMViQW5uLgICAhAUFDRFD46Tn5+PoKCg\nCcMDDh48iIcffhhmsxn33HMPnnzyyVHv9/T0YOPGjWhoaIDJZMLjjz+Ou+66CwBQVFQEf39/yGRT\nb2Oh1WoRHh7e1t7eHkQpnd0iMoD1W3A+vXx8fP763nvvGakNLBYLPXz4MDUYDLaa2sUn2dU0dPNe\nevM72bRngN2+KaW0sbGR5uTkUIvFMuH79fX1NDs7mxoMBvraf8/RkM176bp/naDdGnbGYjAYaF1d\nHc3KyqJHjx6lZWVltLOzk5pMJpvnZmRkUEopXfO3w/TBnQUT9t3e3k5LSkpoRkYGPXnyJG1ubp6y\n75cPlNOwJ/fS+k6N3Z9lYGCAZmRkUKVSOeH7RqORHj16lHZ1ddndNxO0Wi3NyMigZrN51HGTyUTD\nw8NpdXU11ev1ND4+npaWlo5q85e//IU+8cQTlFJKOzo6qJeXF9Xr9ZRSSnt6eujJkycZjeH+++/v\n4fF4N9A5eFbn1bKFEEJ4PN4dt912m00LpVKphLe3N+vbGiRKtHj+8mCcbujG+ndPor1Xx1rfvb29\nqKqqwpIlS2zujZuXl4dNa8Px2q8SUFCvxo3vZKNB5Xgxo97eXpw+fRrZ2dnQ6/VYunQpVq9ejejo\naMazBAAwmi1oVA8gzHd8Ri+fzx+OiFy7di2io6OhVquRmZmJ0tLScZst9etN+PRkPa6I9be7RCQT\ndyyPx0NSUhKKiooY1c6wFzc3N8jlcjQ2No46npubi8jISISHh8PFxQXr1q3Df/7zn1FtCCHo6+sb\nrvHq7e09bJiXSCQwmUyMNqf6/e9/L5HJZE+z96mYM6/EA0BicnKyC5MNkurr6xESwu7G4nq9Hp2d\nnbh9bSzeu2MZajs1uO6tbJxpZrZp8VQYjUacOnUKS5cutSl4I3emuybOD5/8JgUqjQE3vpM9HNnJ\nFLVajRMnTqCsrAyBgYFYs2YNoqKiHM6VaezSwmyhCJ1APMYikUgQExODNWvWwNPTEwUFBSgoKIBG\nowEAfHKiHr06E+5dbd+y0544DpFIhOjoaJw6dWpG7Efh4eGora0dZfNpbm4etVQKDAwcV1xo06ZN\nKC8vh0KhQFxcHP75z3+Oiu8JCgoaJ0oTERUVBVdX15DBiNNZZV6Jh4+Pz7oNGzbYdG8YDAZotdrh\neh1sUV1dPZy5etFCGb6+Pw0cAtyy/QSjZLapKC4uRmRkpM2K4UOMFJCkYA9880Aa+FwO1r17EgX1\ntnMsNBoNcnNzce7cOSxevBjLly+HVCqddp5Mncr64If5Mp8pcDgcBAQEYNWqVQgODsapU6dwIv80\n/pVZjbULpUgMYh4U5kgAmFwuh6enJyorKxlfhykCgQBSqXTSEPnJOHToEBITE9HS0oLCwkJs2rRp\nVLkBhUKB1tZWRoJ30003uXE4HNvRlCwzr8SDz+fffMUVV9i8u5uamhAYGMhqwpjBYEB7e/uoHcQW\nKyTYvWklovzEuH9nAd45Uu3Qt1dLSwsopRPuTjYVIwUkxMsVX92/Ar7uAmx8PxdZlRNHOVosFlRU\nVAzviLZ8+XJWRbZGOSQe7g6dL5VKkZ6ejowmim6tEetjJYx/p9OJHF24cCHa2tqmVQ9kMiIiIlBV\n9ZNnLCAgYNSsoampadx2C//+979x4403DsenhIWFjYod4fF48PT0hEqlsnn9W265xV2hUNzF0sdh\nzLwRD0JIYEBAgJjJjd7S0sJo7wt7qKmpQVhY2LjQcJnYFV/8djmuivPH1oNn8Yevi4djQZig1+tx\n7tw5xMc7tvn5SAHxE7vgy/tWIMRHiLs/zMPBM6NnQ319fcjKygIArFq1akb2H6lTaSBx5cFL6Lit\nqU9vwhdFnfjFQin8XPTIycmBTje1bWm6IeccDgeJiYkoLCycllt5IoaC0lpbrSEWycnJqKysRG1t\nLQwGAz7//HNce+21o84JDg7Gjz/+CMAaU3Tu3LlxXsOAgABGtVSTkpJgNpuTCSGzupXKvBEPkUh0\n/YYNG2wqx8DAAAghNovx2IPFYkFLS8ukLj1XPhdvrl+Chy9egK8LmnDTO8dR16lh1HdxcTGio6On\nleg2UkC83Lj44rcrEBMgwUO7TuGbAmshmfr6+uFCRVFRUTOWH1PXqUWYr2has75/Z9WhZ8CIRy9b\niISEBISFheHEiRPo6OiYsD1buSoSiQR+fn6TLl8OHjyIhQsXIjIyEi+//PKEbY4cOYLExMRhW84Q\nERERw4ltPB4Pb731Fi6//HJER0fj1ltvRUxMzHCMBgA899xzOH78OOLi4nDxxRdj69at4z6br68v\nurq6bIodh8PB2rVruQDG77o1k8yFi2eiV0BAQF5NTY1N11RlZSWtra212c4empqaxrnSJuOH0jYa\n//whGvPHg3RPUfOUbTs6OmhOTg4bQ6SU/uTGNRqNtF9npOvfPUFDNu+lf/0qm+bn51Oj0aaHe1pk\nZGTQtJd+pA9/dsrhPro1Bhr7p4P03o/yRh0fGBigWVlZtLq6epQb25Y71l7MZjM9cuQI1WhGu4aZ\nuFfVajWNjo6m9fX1lFJK29vbR71/4sQJ2tPTw8o4hyguLh53nYnYs2cPlcvl/6I/N1ctIcRdIBCE\nMCm009bWNu2I0rHU1dUx9txculiOff+XjgVyd2zadRrP7i6Bzjh+GWOxWFBWVoaYGPsDnyZj5AxE\nwAXe27gEy/z4+Fe+GgUazxnfq8VooWjpGWDkaZmMHVk16NOZ8MgloxMZXV1dsXz5cnR3d6OkpASU\nzkx2LIfDQXR09LjwdSbu1V27duHGG28crlQ3NogrNDQUdXV1rIxzCH9//+Hl0FRcfPHFAHAlqxe3\nwbwQDw6Hc9kNN9xg03eo1+tBKWV1ydLX1wcOh2NXJfJALyG+vG8Ffrs6HDtPNuDGbcdRO2YZU19f\nD5lMxnqF8yEBOXnyJE7l5+Lv1y/CVXH++Ov+s/gw23ZG5nTo1lFQai2t6ND5WgM+yK7DlXF+E+bF\ncLlcLFmyBHw+H/n5+TOWHSuTyWCxWEal1jNxr1ZUVECtVmPt2rVISkrCxx9/POp9uVwOlUrFasat\nt7c3urq6bBqV3dzcsGjRIgEhZCFrF7fBvBAPf3//u2655Rab5vv29nablcLsxdF4ET6Xg6evjMYH\ndy5DS88Arn7jGD7LbQClFCaTCXV1dTO24bVCoYBOp4PJZEJQoAKvr0vEZYvleH5PGXaerJ+RawJA\nt956A8sljon3tiPV0BhMePjiycsnEEIQFhYGlUoFFxeXGUtMjImJQXl5uV3eM5PJhIKCAuzbtw+H\nDh3Cli1bUFFRMfw+IQQKhYLVDaM4HA4kEgl6emzH92zcuNHbw8PjZtYuboM5Fw9CCDGbzSnJyck2\n23Z0dLAqHpRSKJXKaS2DfrFIjv3/twrxgZ546tsS3P5BLnLOVM7Ylo8WiwV5eXlYtGgRIiIikJub\nC0IteOu2pfjFIhme3X0GX+bZDi5yBLVuSDwY7fY5igaVFh9m1+HmpYFY6CeetN3QUmXZsmXw9vYe\nXsKwjbu7O9zd3Yc3dmLiXg0MDMTll18OkUgEX19frF69GkVFRaPaBAcHM6qGbg9yuRzt7e02211z\nzTVcoVC4ntWLT8GciweA8EWLFtn0DlBK0dfXxzjIigkqlQpeXl7T9kwoPN3w6T2p2HJdDArq1fjN\nVzXI6eSxftNTai2JKJPJEBgYOMoGwoEF2zYsxeooKTZ/W4zvTrN7AwOAenDm4efAzGPrwbPgcgge\nv3zyWfVYG8eiRYtgsVhmLDt2wYIFw+ULmbhXr7vuOmRlZQ2Hjufk5IwrFOXm5gaLxcJqOLxUKmVU\nvUwul4PH48lma1/b+SAeSatXr578q2iQ3t5eSCQSVgPDWltboVCwsxcqh0Pw6xWheO/GUCyUuuGZ\n3aW44995U5Y4tJeamhpwudxR9UtGCgiPULz76ySsCPfBY18WsV4TpFtP4cLj2CxOPJb8OuteOfet\nCZ90yTPZ3rHx8fHo6OiY1I07Hdzd3eHm5gaVSsXIvRodHY1f/vKXiI+PR0pKCu655x5MVJybqZGT\nKQKBACaTiZEtJS4uDgCYFfOdLrPp2pno5e/vv/3AgQM2XVFVVVW0rq7OZjumDGXljs2InG6fGRkZ\nVKfT04+O19Lo5w7QmD8epLty6qnZPHEWLVNUKhXNzMycNEN1pBtXozfSW7Yfp+FP7aMHSlqmdd2R\n/Or1AzR96492nWM2W+i1b2XRlL/8l2r0E7uSbbljBwYG6OHDh8e5V4c4cOAAjYqKohEREfSll16a\ndCy5ubmUy+XSr776avhYd3c34wxWpmg0Gnr8+HFW+ywpKWHkst26dauOy+XeQX8OrlpCSFpSUpLN\ndiqVyq7NlmyhVqvh4eHBajBVZ2cnPD09IRC44PYVoTj48GrEBkjw1LcluGn7cYcT7EwmE4qLi6fc\n4nLkDMSFA3xwZzISgzzxf58V4ng1OwV7u/XU7iXLnuIWFDV24w+XL4LQZbwNiIk71tXVFfHx8RPu\n3GY2m/HQQw/hwIEDKCsrw2effYaysrJxfZjNZmzevBljC2p7eHjAaDSyupm2UCiE0WhkvCkVE7y9\nvRmFqqekpAj8/PwuZu3CUzCn4jFYPk0ulUqnbEcphUajgbu7Y/kUE9HW1gZ/f3ar1NfV1SE0NHT4\n52AfIT67dzn+cUsCGru0uOatLDy3+wx6tOOLLU9FaWkpwsLCYCvbeKSAuHKBD+5IRqivEPd9XICy\nlunndHTrKGR2iIfOaMbfDp5DbIAENy4Zn05gTxyHj48PJBLJuDgKJvEZAPDmm2/ipptumrDATnBw\nMOrr2fVSMTVyMmXIZWuLJUuWwGKxpLB24SmY65lHOBN3plarhVAoZNXeoVKpWI0f0Ol0GBgYGLcJ\nNSEENyUF4sfH1uKOFaH4NKceF/3jCL7Ma4TFYtug2tXVBa1WO+kWmmMZKSAiF4IP70qBuysPd/47\nF01qx+uBUEqh1lPIxczFY0dWLZq7B/DMlYvHbdHgSABYdHQ06uvrR+XBMInPaG5uxnfffYcHHnhg\nwn4DAgIYZ7AyRSqVMpopMMXV1RVGo9HmGD08PMDj8bxnw2g61+LByFja3d3N6s7wJpMJlFJWCwm1\ntLRMmTXr4cbH89fGYO/vViHcV4QnvinGje9MvZShlKK0tHRcuUJbjBQQmTsfH92dAp3RjNs/yLW5\nRy+lFN3d3aisrERBQQGOHj2KI0eO4IfDR6A3A73KJmRmZuLUqVOoqalBf3//hDd0e68O2zKqcOli\nOVZEjI7VcDRylMvlYuHChRMuS6bikUcewdatWyddog6VT2TzYff09LS5Faa9uLu7o6+vz2a72TKa\nzql4+Pv7/2LFihU2wxV7enpYFY+uri5W7SeA1XPDZBm0WCHBV/evwD9uSUCT2rqUefyrIjRP4JVp\namqCp6cnxGKb+jqOkQIS7uOG9+9IRpN6AHdPsMUEYJ3dlZWV4ciRI6iuroZAIMCCBQuQnp6OtWvX\nIjHZmnO1JGYh0tLShuuelJaW4ujRo6isrBzlnvzz3jIYLRTPXDnalTndkHM/Pz/odLrhB5NJfEZ+\nfj7WrVuH0NBQfP3113jwwQexe/fuUW0UCoXdNTmmgsPhwMXFhVVbioeHB6NgsTVr1ki4XO4y1i48\nGZ5Nbz0AACAASURBVLNhlZ3spVAoijs6OmxakLOzs+nAwIDNdkwpLS2lLS3seSF0Oh3NzMy0+7xu\nrYG+uLeULnhmP13wzH76l31lVK2x1rH8yXOjm9bYRnphDpS00NAn99K7/51LjSarl0mr1dLTp0/T\nzMxM2tTUNKk3p6Ktl4Zs3ku/LxyfDGgwGGhNTQ3NyMigZWVl9H+lLTRk8176z/9VjGrHVpJbV1fX\nsIfEaDTSsLAwWlNTM5zQdubMmUnPveOOO0Z5W4Ywm8308OHDk9aWdYRz587RxsZG1vrr6OigJSUl\nNttlZGTQgICAj+mF6m1haiwFrDktbOazqFQqVsOeHTW+erjx8cxVi3H4sTW4Jl6B947VYNXfMvDO\nkWrU1DfC19cXAoH90ZwjGTkDuWSRFH++LhY/nu3A09+VoLa2Fjk5OZDL5UhPT0dAQMCk3pxendXI\nK5kgxoPP5yMsLAyrV68Ghy/Ak1+dRrCXAPet+ak+xUQzDlsp8J9++ini4+MRFxeHtLS04WhOLy8v\nWCwW9PT0MIrPYAKHw4GHhwfUavY23PL19WV1a0qJRMKomNGSJUtAKZ15o+lMq9NkLwB+KSkpNh3X\nBoOBHjt2zKbaMmXoG51NcnNzWUnFLm/toXf9O5eGbN5LE/+0j36cVTU8Q5guI2cgW/eX0ZDNe+mz\nuzIZp/EfLm+nIZv30lP1U1cif+XQWRqyeS997/tMWlpaSi0Wy4QzDiYp8NnZ2cOVz/fv309TUlKG\n3+vo6KCnTjleGmAimpqa6NmzZ1nrz2Qy0aNHj7LWnz33bmBgYCu9UGceAPxDQkJsXr+vr49VF61G\no7Hp8rQHSq3Vrx2xS4xlkZ8EH9yZjB23xcJXyMVze87il/88hv8UNsPMwDMzFSOzcVOFHfhFpAd2\nFvfiSAUzI+HQzEPsOrmRuaqjH9uPVuOGJQH4zdXpIIQgJydnwuxYJi7WtLQ0eHl5AQCWL18+KmfE\n19cXPT09MBrtc3tPhY+PD6szBS6XC4vFwpoXhxACLpfL6DMLhUIuIWR601YbzKV4KEJDQ21+uP7+\nflbFYyjMnS2GxsemG9mXdmPnHYnYvjEJBMDDnxfikleP4sv8RhjNjpfQ8/f3h06ng8ViwRsbkhEX\n4IGHPz+Nc222Lfi9OmtotMRt4mQ/Sime230Gbnwunr4yejg7tqenZ8JtO5m4WEeyY8cOXHHFFcM/\nE0IQGBjIqMI4U4bcoUz2imWKSCQarhbPBu7u7oz6UygUFgDsBjKNYc7Eg8vlKkJCQmwWuxgYGGB1\npsB2cl1nZyer9hNKKbq6uiCTyfDLWD8cemQ1tm9cCqELF098XYy1fz+CnSfrJyxAZKvfgoICREdH\nIyIiAsWnC7DttkSIBDz85qM8dNlw4fYODNo8Jpl57C5sxokaFTZfsQhSsWDYxpGUlARfX1+73asj\nycjIwI4dO7B169ZRx4fiM9jEy8uLVbsHUzsFU4RCIaP9XIKDg3mYYfGY1YKpI/H29o5UKBQ2xUur\n1bKaht/b28tq8eTu7u5RUaXTZSjTd2gmw+EQ/DLWH5fH+OHIOSXeOFyJZ3efwZuHK/Hb1RG4LSUY\nbi6244EqKirg4eEx6rM3nC3GOxsSsf79PDywswCf/CZ10m0te3VG8DjWeq5j6dYa8OLeciwJ9sT6\n5OBxxlEfHx/k5eWhpaVlOBGRiYsVsNaAveeee3DgwIFxIu3m5gZKrRXH7DGoU0qhMZjRrTWgW2uE\nevDfXp0R7Uoz9DU1kHh2w2i2DL4ojGYLKAUEPI71xeeO+r8bnwsfdxfIxAJI3V0hceMNb9/Z29vL\nWgImU/EIDQ11w4UqHq6urmFMfqFD0aVsodFoWK3u1dfXx4q9Y4jJPDeEEFy0SIa1C6U4Xq3Cm4cr\nsWVvGbZlVOGOtP8n78zj4irv/f8+M8yw72tYwhZIAgGSQEhCFuNuXWrVXmvV69ZFq63+Wq+17b29\nrbWttbf13rZWb9XWXWM1rtHaqCEJhCSEJRAI+77OsA4wMzDb8/tjGCQEmAMcTPR+Xq/zChnOPOdh\n5jyf832+y+ebwI2bVxLmN/sucGRkBJ1Ox/bt26dec2WsdnbW88hX0rn/jZP87N1qfn3N7AlpI2Yb\nPnPcLQ+9dwqD2cqvvpKBxTIxa3Xs+vXrOXz4MGFhYWi12tNK4GNiYti9ezevvPLKaeO2t7dz7bXX\n8uKLL5KaOruAkCsN3CXoNG6102MYp3vYTNeQma5h59E9bKZvdIIhkxWD2YLV7s4P4dT58FBJaNQq\nPNQSEmCxO5iwOYlkPmjVKsL8tIT4aPBTWdjYCglhvqRG+rM60l8W4c8Gb29vWclnK1eu9NZqtQvr\n9bFAnDXyAOLkhDetVqviLSWV8k8IIXA4HIqK/gwODrJmzdzJgZIksW1VGNtWhXG8dZA/5zfy2Ef1\nPJ7fyNVZ0dy+LfEMib+qqiqysrLOyLCcSnnv7OTOnYn85VALa6L8uTUv4YzrjlvteKrP/Nw+qdHx\nVnkX916wiqQQ7ZwJYFqtlpSUFGpra8nMzDwtxGq327njjjumQqwAd911F7/4xS8YGBjg7rudzd89\nPDwoKSnBZnfQPmiiQT9GVfsEla0dDDs66Roy0z92uo6GJEGkvxfRQV6sivAjyEdLkI+GYB8NQd6T\nP/tqCfLWEOCtwUMSlBwvZtfO7WhUqjPS6sH5vVvtggmbnQmbk0xMEzb6xyz0jU3QN/rpoRsx09hj\npORQM7ZJp7dKgsQwX9bHBZOTEExuYghJMhXpvby83LapAIiOjpZCQkKWR8puEmeNPKxWa6RcBS+l\nFrvdble0ilZpq8hqtSJJkmwy2pQQwnO359KoH+W5olb2lHbxemknmxNDuH1bIhenRTI40I+np+ec\njZ9cBLJDdNCwJpxf7D3Fqgg/tq06ffFb7Q7UMz46g9nKT946yepIf76ZF+c2czQmJoampqapz+3y\nyy/n8stP1+y96667pn5++umn+fff/IGanhEadGM06Ee57H8O0dxnxDLNcRzqJbE21peL1kYQHeRN\nTJA30UHexAZ7ExngNedWbC54qgRatWrO+06SJLQeEloPFdNtzpQ5dtcHDhxg246ddA6ZqesdpaZn\nhOpuA/l1evaUOSNIscHenJcazuUZK9iSFIp6FtICp7aHHKGhFStWoNFoEtyeuAScNfJQqVRe7nqZ\nOBwORaMYC90bu4PSW6DF1vCsivDnl1/J4IFL1vBaSTvPF7Vx10ulxAZ7syta4q5Ls+Z9v4tAbrJ3\n0D7ow/deLef9e7ezIvDTygGr3YHHjK/il3tP0T9m4fGvZVJWUuw25dzVHa2lpWVWVflewzgnOoap\n7BymstNAZefwVJRHkiAu2IeUCD/OWx1OSoQ/KRF+JEf4UVlaTHb2+iUn1Lngerovtp/vbPBQSSSG\n+ZIY5stl65wPTSEELf1GipoGOFDXx1vlXbx8rJ0wP0+uy47h5s3xxIWc/nDy8PCQJQoUHR2Nw+FQ\ntjPaDJwV8pAkSZWQkOD22haLZUnNkmbCbDYrekMoTUZLDSMH+mj49s5k7tiWyMc1Op4+1MRL1Qbe\nbCjmy1nRXL8pjg1xQbMSsotA7jS38fPD49z9chmvfXvr1FPbZhenPQ0/PqXj9dJOvrU9HmPHKdm1\nKlFRUdTX1xOfnEJ5h4ET7cNUTBKFftT5RPVQSayO8ueKzGiyYgNZFxNIcrjfnH4CV0RDTrayHChN\nHhqNBqvVesa9LEkSSeF+JIX7cfOWeMatdvJr9bxV3sUzBS08daiZq7Oiue+iVBIn213IfZiGhYVh\nt9uXRz16EmfL8ggLCwtzmzljs9kU9XdMTEwo9nQCJxkp6SwdHR2VXXo/HzzUKi5bt4LVvuPU6YP5\npN3GOye62X28g5QIP762KY5rNsQQOsPB6rr2N0eb+UPJML98/xS/uNops2exO3C5PAbGJvjRm5Ws\njvQj16ePdesy3BKHyWKjtG2Io80DfHLSRsNHH08lviWH+7J9VRiZsYFkxgWRtiJg1qjOXHBFNJQm\nD6XgGs/dg9BLo+ZLGSv4UsYKegxmnj3cygtHWnn/ZA/fOS+Z716QInsLplKp8PDwUO7JOwvOFnn4\nyll0NptNUWek0mQ0Pj6u2A0LTh+Kktugvr4+tqWt5bLN/vznVWnsrezhteMd/PL9Gh79sJaL1kZy\n/aY4dqaET1kVK1eu5DqgcaieF460kR0fzNXrY7DZBR4qp6n9729VYTBbuS9LzYbMzFmJw2SxUdY2\nzJHmfo42D1LRMYzN4bRe1kR489V0Hy7flMqGlUFz5o7IhY+Pj6LCO97e3oqSh1arXXAm7IpAb35y\n+Vq+uSORX79fwx/3N1LUNMCTN2ejUqmw2+1z1iG5oFqunqOTcLsyJUn6G3AloBdCrJt8bT3wv4AX\nYAPuFkIUT/7ux8A3ADtwrxDin5OvXwX8CigGHpWziJUmDzkf+EKg9LZK6fGmq6/5e2n4eu5Kvp67\nknrdKK8d7+Ct8i7+UdXLikAvvpody3UbY0kI82XlypXcf5GgcaiWn7x5koyYQKfDVIK3yrv4sLqX\n61M1fGnrp8QhhKC530h+rZ79tXqOtw5indzqZMYG8q2dSWxJCiUnPhi1sFFWVkZeqjLEuxyLXU7p\nu1zI9VPMhgh/L/7nhg1clBbJA69XcvMzx7h/gwqbzeb2Xpbm2eNIknQZ8AdADTwjhPiNJElJwG5g\nDLhOCDFvtpyclfkc8DgwvT3Wb4GHhBD/kCTp8sn/75IkKQ24AUgHooGPJUlKFULYgZuBjcDPgDVa\nrdbt5s3hcCgaHbHb7YouTofDoSgZgXKRJavVioeHx6zjpUb689Mr03jwsjV8XKPjteMdPJ7fyJ/2\nN5IVF8TVWdFcmbWCX11p47bdddzzchkCpy/iQK2O1GAV91+5Af+gYAoa+tg/SRhtA6bJ8f24Y1si\nW5NDyUkIwc/z9NtMCLWirQk8PT0VJY+lLPbZoFarlzzelZnRhPhoufXZYp6v0rJjs/syhbnIY1Jl\n7M/AxUAncFySpHeBO4CvAUnATTjX/ZxwSx5CiEOSJCXMfBlwefYCAZeKytXAbiHEBNAiSVIjkAsc\nwZkKrwF8AFnbB6WjLUpbHkqPpyTkpPVrPVRcnrGCyyf32O9VdPN2eTe/2HuKX75/im2rwrglJ5In\ninoBWB+u5oIQA8khsfz0wzYON5ZitNjx9FCxNTmUb25PZNfqiDMiBDMhSRKSJCGEUOT7XY7FrmR9\ni0qlctvpXg7yVoVx585kHs9vpLnPSPrK+R26KpUKSZJUQoiZF88FGoUQzQCSJO3GuXbtgO/k4Xaf\ntdg9wf8D/ilJ0u9wkkLe5OsxwNFp53VOvgbwFFAI7Ae6PDxmBv7OhBBCcctDafJQan5KVV66sNAt\n34pAb769M5lv70ymQTfKuxXdvF/Zw39/bSv9Rit/rxjgRJ+d/3fADLQTHejFVzbEcMGaCPKSwxac\nMTkxMTFrBGIxkCSJsbGxJY/jghBC0WI2JSt/b8iN4/H8Rt4/2UP6yvmd1B4eHgLnGp9ZuBQDTK8o\n7AQ2A48CLwEG4EZ3c1kseXwH+L4QYo8kSdcDfwUumu8NQoiPgI8AJEnKNpvNvgcOHJj3Iq4KR6WK\nn8xmMz09PYr5UcbGxigoKFDk6em6Yd19JnJhs9mwWq2LLvJKcjjIDbVz/Z/2E+Z9+t/n7QHbo+xk\naPtQ6wY4tghf5fj4OIWFhYqRr91uV+yzs1qtmEwmxcYzGo1IkqRIG8pxm/Mh82RBO7m+88spqFQq\nHxZQ/CqE6ADOk3v+YlfRrcB9kz+/Djwz+XMXEDftvNjJ12bC5unpObZr16557a7e3l6Gh4fnTdde\nCGpqaggODl5Sb9rpOHz4MLm5uYpFcA4cOMCuXbsUGctgMNDc3MyGDRtkv2fIaOH9kz28V9FNcesg\nQkBUgCfFvRNcvyGSv5c7WSIh3J+/143y9zoryeG+XLAmgvNXR5CTECI7lHjw4EF27NihCHkIITh4\n8KBin93AwABdXV1kZmYqMl5DQwM+Pj6KFGTuq+4FSvnzDRnsWj9/WN9ms5mYffshd53Oi8WSRzdO\nhjoAXAA0TL7+LvCKJEmP4XSYpuCMrsyETY4pJ0mSIntFF1ziLErBFTJTuvZGCWi1WllOSYvNQX6d\nnjfLOtlfq8dqFySF+3LfhSlcvDqUB3YXM6iWuGV7Cj6WIZ6rtrAp1MZfbtrJ/rp+PqnV83xRG08X\ntOCrVbM9JYwdKeHkJYeSOE+9hpLO8OVwrJ+L21vjhI3ffFhLuI+K7avc53/Z7XYJmO2GPw6kSJKU\niJM0bkDGNmUm5IRqXwV2AWGSJHXijJZ8C/iDJEkewDjwbQAhRLUkSX8HTuEM4d4zGWmZCZvFYnG7\nyVepVIr6ApR2hCk9npJwl+hU2zvC7uIO3jnRxZDJSpifs8vdNRtiSI8OYGJiggdePMSpAQe/uTaD\nvxW2YDI6uGBNBLtr+lgXfoKbL9zKbdsSMU7YKGoaIL9Oz4FaPf+sdlooUQFe5CWHsjU5lLxVYcQE\nOQ1NOWHGhUDpELfSUTQlyGhk3Mo3ny+htd/IT7b6o/VwP55LknCW122SJH0X+CfOUO3fhBDVC52T\nnGjL1+f41aw9IoUQv8KZzzEfrHK840qEuKbDZSkoheUK6Snhk5kuWeeyjMatdvZW9vDKsTbK2ofR\neqi4JC2S6zbGsiMlDI/Jyrfx8XH+8l4h7zVZ+ZfsWL62KY6Xj7UjWQTP3JTBZf9TwDNVFqJ8j5G3\nZTO+nh5cnBbJxWmRCCFoHTBR1NTvrNmo7+PNcqdFHB/qQ15yKJmRXkR6KFdQqHSZgNLktlQyKm0b\n5PuvOdtz/M8NGwgZbZZ1j8xGHNN+9wHwwaInxdnLMLXKicsvx+JU0vPterrPVbG6UHh7eyua8u7S\n5BxT+fHysXbeLOtkZNxGUrgv/3HFWq7bGEuw7+lP7PHxcd7bX8Rfq22sXRHAw19ZN1lFqsI8Lojw\n9+LX12Rw10ulfNTjj0dxMbm5uVM3syR9WgB20+Z4HA5BvX6UosYBipoG2FvRw6sTzu805tB+1q8M\nYkNcEFlxQayLDlyUzsW5XrO0WMujpd/IHz9p4K3yLmKCvHnt21vISQjhwIF6WeM55LQkXALOFnn0\n6fV6tyEKjUajKHl4enoqGtJTugbCz89PMTHlcaud0n4Vr3xwkpp+Kxq1U5HsxtyVbEkKmdUXMT4+\nTkHREZ6tVyGQePKmjVM1Jhq1xOjk7vmydVF8NTuWl8s62RqfRPEMApkOlUpiTVQAa6ICuGN7Ija7\ng5c/OITJN5qqnjFOtA/zfqUzmqZWSayJ8md9XBDr44LYsDKIxDC/OcvTXVBaJHu2tqFLwUJqquwO\nQUFDH7uLO9h3qheNWsV3diXz3fNX4Tst2U5OhM+m5OKZBWeFPIQQ43FxcW49l65qRKWg9GL39vZW\nNI3ZVR26lAbcfaMTvHCklZeOtjFkshLhI/HDS1O5ftPcSmPwaV+VD3V+nOrV89S/ZpMQ9mmdjdZD\njW3aN/azq9I40jTAowd7+cu1CfMSyHSYjGOsifBm8+ZPlcH0o+NUdBg40THEiY5h3j3RzcvH2gGn\n7N+qCD9SI/2dKlxRfqRE+BMT5D0l1DM6OqqYzJ/rs1DS8hgfH5+XPMatdo63DrKvWsc/q3vRj04Q\n4qvlzvOcFdLh/gsv5px8SCr3pJwFZ03Pw2azWd1lGCrt83BtC5Qcr7e3V7HxAgICFp0L0KAb5ZmC\nFt4q78LqcHDR2khu3ZpABEOoVSpZxNGhimJPRRN3npfEJemnh7O1agnrNPLw99Lw2PVZ3PD0UV6p\nMvLNDbGyCKS5ufkMzdcIfy8uTvPi4jSnmo7DIWjuH+NEh4G63hHqdWMcbR7grfJPo4m+WjUpk5J+\njpFBdniMEBdiIy7Eh1Bf7ZJyb8xms6LkMT3ZUQjBgNHCyU4D5R3DlLQOUtI2hMXmwEuj4vzVEVyZ\nGc1FaRF4zuIUlZt1PZnPpKw69AycNfJQq9WDg4ODsfMpjyuZmg7KWzJyGw/LhUumX27athCCI00D\nPF3QTH5dH54eKv4lJ5ZvbE8kKdxpxttsQRQUFBAfHz/ronYRh0dEEr96tZrNiSE8cMnqM87z0qjP\n0P3cnBTKrVsTeP5IK1evz5vqTDcXgRiNRkZHR8nKml+cSKWSWBXhz6qI07dvBrOVBt0o9box6nWj\n1PWO8tGpXgZNVl6vPzF1nrdGTWywU0ksLsSH2GBvwvw8CfHVnnb4aM+coxACu92+JKe1xeZg0Ghh\nwDhB+4CR/c1W9vZV0NQ3RnOfEcOkEr1KgtVRAfzrlni2rwpjc1LIrHOaDrlboJ6eHhwOR/ui/wgZ\nOJvk0d3d3Z3prm2B3PJjOVCajDw8PKaa+igxtktt2117CKvdwfuVPTxd0Ex19wihvlq+f1EqN29Z\neYZGh4eHBwkJCdTV1Z2h3uUijqjE1dz28ilCfT15/MaNU1GX6fDVejA+S6Dq3y5dzb7qXn78ZiV7\nv7cDYFYCEUJw8uRJ1q5du+jPKtBbQ05CCDkJnzYp7+zspG94FO+wGDoHzXQMmegcMtM5ZKJj0Exp\n29CUGtlMeGlUhPhoCfHT4u+pwVOjwgOB2Wjng/4KPDUqPD2cKumSBFa7wGJzTKmq2+wCi93BuNXO\ngNHCoNHC4JiF0YkzrxcZ0EdSmB9XZq4gKdyP9OgAMmICT/NjyIFc8uju7sZoNDYtaPAF4mxuW1p7\nenrIyMiY9zzXVkMph5hGo1E0L8Alha+UDkd4eDg6nW5W8rDYHOwp6+Tx/Y10DZtJDvflkWszuGZD\nzLziOQkJCRQVFTE4OEhIiHPhuYhj1Zo07n6jnpFxK3u+kzfn/tpbq2ZiFsVxP08PHv7KOr7xfAn/\ne7CJey90au7OJJCOjg68vLxkqY0tBDqdjqSkJIKDnU7Z2TAybmVgbHJxGy0MGS0MGC0MmT59bXTc\nisloY8w8wbjVQcto/5S4satHjkatQqOWJv9VofGQ0KicrRdCfDXEBQcR4qsl1NdJSKG+nvgwjnZi\nmC3Z6xX5e+VGljo7Oy3Dw8Mtilx0Dpw18hgeHm7s7u52e563tzcmk0kx8nA5JZW6iQMCAjAYDIqR\nx4oVKzh27BgpKZ8KX1vtDvaUdvJ4fiOdQ2ay4oJ46MvpXLAmYlZ175mQJIkNGzZw7Ngxtm7dCsDR\no0dJX7eOn+9r52SXgaf+NYe1K+a2dnw91UzYmdXKunBtJFdkruDx/Y1ckbmC5ElFMheBjI2N0dLS\nQl5e3mxDLxoOh4ORkRG3kZEALw0BXpopKb/5UFdXh5+fn2K9fZqbm1H5KRe5kSu63draagK+mD4P\nk8nU3tHRMY5TUGhO+Pj4KOrkVJo8QkJC0Ol0inn7tVotarUak8mExtOLt8q6+FN+Ax2DZjJjA3n4\n6nXsWh2+YNPfx8eHdevWcezYMRwOB5mZmbxQNsD7lT38+EtrppyVc75f64FDwITNMauV87Or0iio\n7+PHb55k97e2TEkaHjlyBJvNxqZNmxRP4+/r6yMsLEzR7ejAwMBUDxglMDIyooi0pAsmk0lWNK6t\nrc3Kp1IZy4Kz2au2Z5Id54Wvr6+iuRlKt/8LCQlhcHBQsfEAVsTE8swnVVz4+4P8cE8lQd5a/npr\nDu/cs43z10QserH4+/tjsVichWQtY/zhkwa+mh3Lt3cmuX1vgLdz4bvaTs5EhL8X/37FWopbBnmt\nxFntHRwcjNlsRq1WKxq9cKGtre20frdLhcPhwGKxKDpXpZuCyVXs7+zsFHxRLQ+gu62tzW0c1t/f\nn9bWVsUu6hLLVQoeHh6o1WpF/ChCCD6s6uU3HzbRNmAiPTqAZ27J4cK1iycMF1w+jo0bN1LZaeDB\n16rYGBvAr+boEDcTwT5O8hg0WYgImH1xXZ8Tx1vlXfz6gxoyQiX6O5rYsmULw8PDsvNA5MJsNjMx\nMaFoMtfQ0BDBwcGKjSeEWBbdXDnkNjg4KAHuW8stAWfT8uhua2tze9cqnZsxPUKiFFxp4EvBiY5h\nrv/LEb7zchmeHir+Y1cE/3tNAhelRSpGHBkZGYyrffjh3mYiA7y4Y7WdlsYGWZXGIT5OYhwyzh3q\nliSJh7+8lnGLjV99UEteXh4BAQGsXLlyKoyrVN5OS0uLotsLUL5pudJNwVzVue7uB7vdjsVimZiv\ntkUJnDXyEEKMj42NmdyVjbsk65QsaHM5OZVCVFTUogWLOodM3Le7nK/8+TAt/UZ+fU0GH9y7g5t3\nZdDc3LxkkptOHCovf2756zHGLXb+dnsul1+4E7VazaFDh2hvb5+XRIImyWPYNFOUygmbzUZDQwOd\nNeX8a04kR7oslHZ8mgOjJIFYLBZ0Oh2xscq2Yu3t7VW0qfrAwMBUdEsJjI2NyQoc1NbWotFoahW7\n8Bw4m5YHGo3mZFVVldvzlPZThIWFLdlSmI6goCBGRkYWRHCj41Ye/bCWC35/kA+revnu+as48MD5\n3Lh5JR5qFV5eXgQHByMnIjUXphOHt38gtz93nI4hM8/cmkNqpD8qlYqUlBTy8vIYGxvj4MGDVFdX\nMzg4eAaRhEwW0A1OIw+73Y5er+fEiRMUFBSgUqnYuXMnD1y5gZggbx56r3qqNwsoRyDNzc0kJiYq\nquFhNBrRarWKbjEGBgYUDU0bDAZZRZglJSVieHh4v2IXngNn0+fBwMDAJ8ePH/9Sdnb2vBlgQUFB\nGAwGxfajoaGhnDx5klWrVikyniRJhIeH09/f7/bJ5XAIdh/v4Pf76hgwWrhmQwwPXLqa6KAzY/ep\nqanOJK6oqAUnyU0njoCgYL71QgmVncM8eXM2m5NON821Wi1paWmsWbOG3t5e2tvbqaioQKPR4Ofn\nh5eXF47J50x9axdlmgHGxsZwOByEhoYSExNDVlbWlDntrYafXL6We14p49Xidm7e8un2YuWMjYH/\n4QAAIABJREFUMO5CfSBms5ne3l527ty5oPe5Q3d3t6L1MeBsH6pUxbVrPDlzLCgoGB4dHT2i2IXn\nwFklD5PJdPTgwYPDd91117wbzcDAQNrblcu0dYV/lcoMBWdv0NbW1nnJo6ZnhH9/6yRl7cPkJoTw\n7O1ryYyd2+Hn5eVFbGwsTU1NpKamznneTEwnjuDgEO5/vYIDdX08cm0Gl6bPLcGoUqmIjo6eukGt\nViujo6NYLBasViuearBIGpKSkvDz85t34V+eEcXmxBB+v6+OqzKjCfT59Im+FAI5deoUa9euVdTq\nAGc69+bNmxUbz2Qy4e3treg8DQYDa9eudXvekSNHbEC5YheeA2d12wJUlJSUuPXWBQYGMjysnONY\nkiTFxwwODmZkZASL5UyfgMli45EParjyT4W0Dph47PosXrtzy7zE4UJSUhI9PT2yw9XTiSM0NJRH\n/lHDW+Vd3H9xKl/PXVi+gUajISQkhKioKOLi4vDTSEygISgoyO2ClySJn12VjsFs5b8/rj/j94vZ\nwuj1emw2m6J+CXBGWby9vRVtRaq089Vut8uSvLTb7QwMDFiEEMo59ebAWSUPIYRZjtNUrVYrLuQT\nERGhaItCSZKIi4ujo6PjtNc/qdFx8WOH+MuhZv4lO5b995/HtRtjZVs8KpWKzMxMTpw44dZ5OpM4\n/nKwiacLWrh1azzfvWDpWzQ/rcSwSf53kBYdwNdzV/Li0TbqdWcWEC6EQKxWK9XV1W6L6haDtra2\nMyp9lwqdTkdERIRi4xkMBllh6c/KWQpn3/KQ7TRVOhkrMjJSUfIApshDCEGPwcxdL5byjedL8PVU\n8/pdW/nNdZlTUYuFIDg4mNDQUOrrz3yCuzCTOF4v6eCRf9RyReYKfnZVuiLbM3+NxMDYwjq93X/J\nany1ah7ee2pW8pNDIEIIKioqSElJUTzZzGq1Mjw8rKhj0263YzQa5y1uXCim1yXNh5KSEmEwGD5R\n7MLz4KyTx6TT1G2YQolciunQaDSKK4tptVoCAgJ47mANlzx2iPw6PQ9cupq939vBpoSlhexWr17N\nwMAAer3+jN/NJI63y7t4cE8l21eF8dj1WbLqX+QgxFuix7AwMaUQXy3fvziVgoZ+Pjo1O1m7I5Dm\n5mY0Go3ioVmA9vZ2YmPlW4JyoNfrCQ9feAnBfJC7DfqsnKVwDpCHy2nq7rzQ0FAGBuZvcrNQrFix\nYkmh0JkYNFp4otLKQx+2sGaFP/u+v5N7zl8lu5fJfFCpVGRnZ1NdXX0a4c0kjndOdPGDv59gc2Io\nT9+SM6ugzGIR4iWhH51gwrawnJubt8STHO7Lox/Wnha6nY65CKSvr4/u7m7WrVu3pLnPBrvdTnt7\nu+JbFqUjNw6HA7PZLCst/bNylsI5QB5AxfHjx2VJEqpUKkUbJK9YsUIxJbD8Wj2X/PchDjUMcnOG\nH49fm0J8qDKVti54enqyceNGSkpKGB8fP4M49lZ28/3XTrApIYS/3pazKDHh+RDq5XyS6gwL+w40\nahX/dslqmvqMvFk2t1LaTAIZHh6murqaTZs2LUtP4Pb2dqKjoxVLmQcnIcmp9F0IhoaGZG1ZrFYr\ng4ODE5+FsxTOAfIQQphNJpNeToZmeHg4fX19il3blRS0FDUw44SNn7x1ktufO06Yn5Z3vruNH161\ngabGBvdvXgQCAwNZt24dR48epaioaIo4PjjZw327T5ATH8LfbtvkVpFqMQj1dt4uXcMLLxe4bF0U\nGTGB/M/HDfNaLi4CKSoqory8nE2bNi1LUZ3D4aC1tZWkJPdFgQuBy1G6HNsgd5hM1Duk2IXd4KyT\nB4DJZHr53XffdRuvWw4nZ3x8PG1tbYt678lOA5f/sYBXi9u5c2cS73x3G2tXBBAQEICnp6fic3XB\nz88Pq9WKEAJfX18+rOrl3lfL2RAXxN9u37RgdSq5CJm0PLoXQR6SJPHApavpGjbz6rH5c3aCgoIY\nHx9HrVYrGj6djubmZqKjoxWXCWhra1O85kYueezevXu4u7v7eUUvPg/OCfIwGAxvvPzyy247MgcG\nBjIyMqJoy8ioqCj6+voWlFouhODV4naue7IIm12w+1tb+PHla0/zL6SlpVFTU6PoXOH06tjMzEye\neKeQ775SRmZsIM/dkYvfMhEHLI08AHakhLElKYTH8xsxziLVB86U7tLSUvLy8khISFC0mM6FiYkJ\nOjo6FMswdsFoNOJwOBRtAyE3bV4IwT/+8Q8rcFCxi7vBOUEeQoiGhoaGcZNpfnkPSZIUd5yqVCqi\noqJkO07HrXZ++EYlP37zJFuSQ9n7ve1npHuDsxp4xYoVtLQopwQ308dxvNfGExUWVvpLPHZ18rIS\nBzgV1MP8tHQbFkceTutjDf1jFp4raj3j9+3t7VRXV7Nlyxb8/PyWpRoXnA3PV69erbgfpbW1VXHn\na29vr6zG7KdOnUIIUS2EUM4p6AbnBHkACCHe+/jjj92eFx0dTVfXght6zwu5W5f2ARPXPlHE66Wd\n3HthCs/etumMjmvTkZycTHt7uyK9YmYSx6vF7Xz3lTLWxwXx2nd20NnSSENDg6JSA7MhOsibruHF\n/z3Z8cFctDaC/z3YNFWha7fbqaioQKfTkZeXd5pGp9IEMjQ0hNFoXFJvnNngcDjQ6/WKj9vT0yNr\nzD179pj6+vqeU/TibnDOkIdOp3vllVdecWtShIaGMjQ0pOh2wMfHB41GM2+6+v5aHVf+qYDOIRPP\n3raJH1yc6raTmYeHB2lpaVRUVCxpUc8kjicPNPHjN09yXmo4L35jM+FBfuTl5WG1Wjly5Iii+icz\nER3oTdeQWwG4eXH/JasZm7Dxl0PNGAwGCgsLCQwMJCcnZ9bIh1IEYrfbqaysPK2ITyl0dXURGRmp\naC2LyWRCpVLJchjv3r3baLFY9ip2cRk4Z8gDOHro0CG7O1KQJImwsDBFoy4AKSkpc2ZwPlPQzDee\nLyEuxIf3793B+Wvkpx1HRkbi6el5Rtq6XEwnjpCQEB75oIZHP6zl6vXRPHXLp+FYlUpFWloaKSkp\nHDt2jKampmWxQuJDfegYNGOzL568164I4MqMKP5W0ExRaQUbNmwgISFh3gWtBIHU1tYSGxurqE8C\nnP6GpqYmkpOTFR23q6tLlhBzb28vBoNBL4RQNhHKDc4Z8hBC2NVq9bHjx4+7PTc2NnbRi3EuhISE\nTMXoXXA4BL947xS/fL+GS9Oi2POdPOJCFq4MlZ6eTlNT04ItgunEERQcwo/2nOQvh5q5ZWs8/339\nejSz9FcJDw9nx44dWCwWDh06RG9vr6Ikkhzhh8XuoGNocdaNw+Ggra2Nzf7DTNgFtfZI2WncSyGQ\nwcFBhoeHFQ/NgjMpLCwsTNHIkBCC7u5uWVuW9957z240Gl9V7OIycc6QB0B3d/ezr7/+utuki6Cg\nIIxG46wVrEtBamrqlPUxbrVzzytl/O1wC7dvS+DP05o+LxQajYaMjAxKS0tlb7emE4dfYBD3vFzG\nayUd3HthCg99OX3elHO1Ws3atWvZtGkTPT09FBUVodPpFCGRVRHOp3bDLIVu88HhcNDR0UFBQQFG\no5HrL93BRWsjef5I25yRl9mwGAKZmJigoqKC9evXK75dEULQ2NiouNUxPDyMr6+vLF3cl156adBg\nMLyu6ARk4JwiD4fD8dGbb77p1hsnSRKxsbGL7us6F0JDQ51hPN0gNz9zjH9U9fIfV6zlZ1elu/Vv\nuENYWBhRUVHIKQKcThxqb39u/VsxH1b38p9XpvGDi1NlLwAfHx82bNhAVlYWvb29HDx4kObm5iVl\n6brIo7FPXk2QyWSirq6OgwcPMjY2xubNm0lLS0Or1fKdXckMm6y8WrwwrZaFEIgQgtLSUtLS0hTr\nrTMdvb29BAUFyWrEtBC0t7fLyheZ/HwnhBBzV00uE84p8hBCjE1MTFQUFxe7Pde1dVF6Xx8ak8gN\nzxRT2WXgzzdu5Js7lDNzk5OTp3IM5sJ04jA4PLnmiSLK2ob5ww3ruWN74qKu6+fnR1ZWFnl5eQgh\nOHbsGMeOHaOtrW3BW6kALw2RAZ406ucmj7GxMZqamjh8+DAnTpzA29ubnTt3snbt2tOcf9nxwWxO\nDOGZgpYF18vIJZCamhpCQkIU1wABpzVVX19/WoMuJWC1WhkaGpJV6fvqq6/a7Hb7S4pOQCbOqpLY\nbOju7n74t7/97cY33nhj3mR+T09P/P39FdWJ7Bud4J499fSb7Dz+1bVckqls2E2SJNavX09RURG+\nvr5n1CtMJ466YcF3XirCQyXxyrc2n9afdbHQarUkJyeTnJzM6OgoOp2OsrIyrFYrQUFBBAcHExAQ\ngJ+f37xJSasi/GjSjyGEwGKxMDY2hsFgYGhoiJGREXx8fIiMjGTjxo1un8h3n7+KW/9WzDvl3Vy/\naWE9WNwpknV0dDA6Okpubu6CxpWLtrY2IiIiFFVIB+e85Vb6/u53vxvq7+//g6ITkIlzjjyAgsLC\nwpGBgYEQdyXISUlJ1NfXK0Ie/WMT3Pj0UbqHx3nqpvVI/U0Ikaj4Hlmj0ZCbm8uxY8fIzs6eagg0\nnTg+ajLyH29XkRjmy99u27QoJ607+Pv74+/vz6pVq7Db7VOLv62tjbGxsamnuYeHBxqNBkmSMBqN\nHD16FB/rCKU9Vg4cOICnpye+vr4EBgayatUq/P39FxSu3JkSRnp0AP97sInrsmMXvD2ci0D0ej2t\nra1s3bpV8e8QnArura2t7NixQ9FxhRC0t7fLas15/PhxRkZGKoQQylR3LhRCiHPu8Pf3v++RRx4x\nCxkoKCgQY2Njck6dEwNjE+KSxw6K1f/xgShq7BdCCFFVVSVaWlqWNO58MBgMIj8/X5hMJmE2m0V+\nfr7Q6fvEr94/JeIf3Ctu+esxYTBblu36cuBwOITVahUmk0kYjUbxySefCJPJJJ4rbBbxD+4V3cMm\nRa7zXkWXiH9wr/igsnvRY7S1tYnDhw8Lq9UqBgcHRX5+vhgfH1dkfrOhsrJStLe3Kz5ub2+vKC8v\nl3XuddddNwDsFGdpnZ5TPg8XRkdHn33yySdH5UQmkpOTaWpqWvS1Rsat3PTMMVoHjPz11k1sTXZa\nO6mpqbS0tCgqfTgdAQEBZGRkTFXHJqSu5ScftPLUoWZuy0vgr7fmEOClbNHWQiFJEh4eHnh7e+Pj\n44NKpcLb25uUKKe11KBTRkjpS+tWkBDqw1MFzYseY3o17okTJ8jNzV22orqRkRGGh4eXRZyosbFR\nVs3NwMAAhYWFI0CB4pOQiXOSPIQQI1ar9aN9+/a5PTcqKorBwcFFRRCsdgd3v1RGg26Up27JYduq\nT7c/Go2GlJQUWdGRxcLX1xe73U6rwcYtL1WTX6fnF1en8/Mvp+MxSw7HuYK1Uc68jFM9yvTSUask\nbtmaQHn7MFVdi5ei8Pf3Z3x8HA8PjyW3/pwLQggqKytZt05em86FYHBwcKrdhTs8/fTT4yaT6X+E\nWOZ6hHlwzt6hPT09jzzyyCNudQclSSIpKYnm5oU9tYQQ/PTtKgob+3nk2gzOSz2z5DkmJgar1bos\npfXj4+McOXKEVnUMvymxMWoc57lb1nPL1gTFr6U0gn21xIV4U9mpnPr8ddmxeGvUvHhkcfIIAwMD\nVFRUsH37duLj45elGhegqamJ0NBQRXvautDQ0CArcuNwOHjiiSfGRkdHn1V8EgvAOUseQoiqhoYG\nnZwm17Gxseh0ugVZH68Wd7D7eAf3nJ/Mv+TM7uWXJInMzExOnTqlaELa+Pg4BwuP8EanD7/8ZzOb\nk0LZc+cmbD11ioo8LycyY4Ko6FBOsCrQW8NXNkTzTkUXhgUotIMzjbuqqorNmzfj4+OzbNW4o6Oj\ndHV1sXr1asXGdGF4eBghhCxS2rdvH1ar9SMhhHJtFBeBc5Y8AAYHB3/1xz/+0W0qo0qlIikpicbG\nRlnjnuw08PN3q9mZGs4PLp7/RvDy8iI1NZWTJ0/Km7QbjI+P8+bHRfz2hOCDU/3cd2EKz92eS1J0\nOJs3b6aqqkrx5LflQGZsIF3D5gWrqc+Hm7fEM2518HqpvNIDIQR1dXV0dHQsezWuw+HgxIkTrF+/\nXvGGU+Csu5FLSo888kh/b2/vI4pPYoE4p8ljYmJiz6uvvmoyGo1uz42NjaWvr89t+bvZYue+18oJ\n8dXyh6+tlxUajImJweFwLFks2Ww2819vFPDLYxMMme08f3su359Wnevj48PWrVvp6uqipqZm2cvr\nlwJXw6rKJfgoZiI9OpDs+GBeOtqGYw6hZBdsNhtlZWVYLBY2b948a16KkgTS0NBARESEou0jXRgc\nHESSJFlWR1NTE/X19b1CCGWeZkvAOU0eQgjLxMTEY7///e/d1oCrVCpSU1OprZ2/383v99XR3Gfk\n99dnzavFMRPr16+nvr5+0Xqn7X0GbnjiIH+tsrAuNoj3793Ozln8LK48EEmSKCoqWtby+qVgXUwA\nkgSVCm5dAG7ZGk/rgInCxrndXa4y/vDwcDIyMpa9Glev1zMwMKB4Jik4rSdXC005uP/++wf1ev33\nFZ/IInBOkwfA0NDQH5544olhOb6AFStWMDY2dlpl7HSc6h7h2aJWvp678rTIihxoNBo2bNhAWVnZ\ngm/CN0va+NIfC6kdcvDTK9PY/a0trAicO/NSkiTWrFnD6tWrOXr0KHLEoT9r+HtpSArzVdRpCk6h\n5DA/LS/M4jgVk6XvFRUVZGdnTyWIucNSCMRkMlFdXU12dvaybFd6enrw9/eXVVlcUVHB0aNHW+12\nu3vVrM8A5zx5CCEmxsbGfvrzn//c7SNfkiTS09Oprq6e1eR/5B81BHh58OBli3N4BQYGkpSUJKv1\nIzj7uHznxeP84I0qEsP8+OC+nXxje6LsJkxhYWFs27aNzs5OSktLFW07oQSyYoOo7DIour3y9FBz\nfU4c+2t16Ec/3YKOjY1NCR1t27ZtKjNXLhZDIHa7nZKSErKyspYlZ8Rut1NfXy/b13HPPfcM6HS6\nuxSfyCJxzpMHgNFofP7vf/97vxxHYnBwMJ6enmf0YzneOkhBQz9371q1qJaPLsTFxaHVaucNDQsh\neOdEF5c8dpB9p/TcsyOOt7+7g+TwhYvQaLVaNm3aRHR0NEVFRbS1tZ0zvpDM2ED6RicW1YphPly7\nMQaHgPcqerDb7dTV1VFWVsbatWtZt27dorVHF1qNW1lZSVxcnKyeKYtBY2MjsbGxspTCDh48SFNT\n0wkhhHvBm88InwvyEELYh4aGvv/AAw/IspHT09Opra097QZ57nArQT4abt6ydFn8devW0dvbO6sD\ntaZnhK89dZT7dp/AT23j5VsyeOCKzCUnfa1YsYLt27czOjrK4cOHFe+etxjkJjqzcY82KxteXhXh\nT0ZMAK8Xt1BQUIBarWb79u2K5FbIJZCGhgYkSVJc0NgFk8lEb2+vLHEiIQTf+973+nt7e+9elsks\nEp8L8gCwWCzvHjhwoMudQxScFbfx8fFTwj4j41b2nerl2g2xinRRU6lU5Obm0tjYOLWIDWYrP3+3\nmiv+WEB97yi3pWv5+7c2sWWtvH25HGg0GtatW0dWVhZNTU0cPXoUg+EzaQ42K9ZE+RPso+FIk7JE\n1tfXR2bgBLV6M+HJGaxatUpRf4M7Amlra2NoaIjMzMxlKaoTQnDy5EnS0tJk/V1vv/22Q6/XfyLO\ngmbHfDgXq2pnhRBCSJJ017333vvOvn373NqRiYmJFBYWYjAYONppxmoXXJqunKaDRqNh06ZNFB05\nSrtHDI8fbGPIZOGGnBjy/IfYmp0pqzHxYuDv709ubi5DQ0NUV1fj4eFBcnIyISEhy3KzzwWVSmJL\nUihHmvoRQizp2kIIent7aW5uxtPTk29dupFXa47wwak+0uOU/xznqsbt7e2lo6ODrVu3LouDFJyy\nhVqtVlYjJ5vNxr/9278N6nS6+5dlMkvA58byABBCFJ48ebJWjliQJElkZWVRUVHBqW4DkgRZccr1\nD3U4BPsbhnm4VPDQBw2sDPbijW/nckno8LISx3QEBweTl5dHSkoKLS0tFBYW0tXVpXijqfmQlxxK\nt2Gc9sHFKapbrVZaWlo4ePAgfX19ZGVlkZOTQ0JkCNtTwnm7vNttzsdiMdMCGRwcpK6ujtzc3GXp\njQtOScT6+nrS09Nlnf/8889bR0dHXxNCKNtvRAF8biwPF3p7e++655578ouLi0PdPekCAgKIjIyk\n9Wgffp4ei9YgnQ67Q/D+yR6eyG+ktneUlAg/fn/NaoLG2hhuOUlWVtZnQhzTERwcTE5ODmazmebm\nZurr6wkJCSEuLo7g4OBltUZcVchHmgZkN/Z2OBz09fXR2dnJ6OgoMTEx5OXlnVHMdu2GGP7fayco\naRsiN3F5nJYuC+Tw4cM4HA42b968bEV1ACdPnmT16tWyrmE2m/nZz3423NfX99Nlm9AS8LkjDyHE\nyaioqI9eeOGF62699Va3NespKSlIBe0YJ2yYLLZFN4AeGbfyRkknzx9ppW3ARHK4L49dn8XV62Ow\nWiYoLGxFCLFsZeBy4O3tTXp6OmlpafT19dHS0kJlZSVhYWFEREQQGhqq+BM1OdyPcH9PipoGuCF3\nbv+O1Wqlv78fnU7H0NAQoaGhJCUlERQUNCe5XZIeiY9WzdsnupaNPMCZ2TsxMYG3t/eyEkdnZycq\nlYro6GhZ5//oRz8aNZvNvxNCuG3FejbwuSMPAJ1Od+eDDz648+KLL45290WoVCquyF3D242VvFPe\nydc3J8i+jhCC461D7Cnt5L3KbkwWOxtXBvHjL63lkrRIVCppSgFsw4YNeHh4cPz4cbKzs2W3E1gO\nSJJEREQEERER2O12+vv76e3tpbq6Gh8fH0JCQggKCiIoKGjJjZ4lSWJrUihHmgdO83tMTEwwPDzM\n0NAQAwMD2Gw2wsPDiYuLIzMzU5Y/wUfrwXmp4XxSo0N8RfkSeHBmj9bU1LBz5070ev2ckoZLhclk\norGxkW3btsk6/9ixY+zevbtlcHDwd4pOREF8LslDCDGi1Wpvv+mmm3bv378/2N1NdVFGLOmRDfz8\n3VME+3pyaXrUnDfi6LiV0rYh8mv1fFyjp2vYjI9WzeUZK7h1awIZsZ/WNszs5AaQk5NDSUkJGzZs\nIChIOR/LYqFWq4mMjJwSADYajQwODtLb20ttbS12ux0fHx98fX2nDk9Pz6nmynNZKna7HYvFgtVq\nZV2ElncrJni/sIxwrQ2TyYRWq53SRU1ISJCVyzAbLlwbyT+qeqnqGjnts1cCPT09NDQ0sGXLFjw9\nPd1qoi4WDoeD8vJyMjIyZJH1+Pg4N954Y79er79OCPHZObAWCOlcSThaDKKiol579NFHr5GzfdGP\njPO1Jw7SMmwjMcyXzYkhrAj0xkMtMTJupWvITKN+jHrdKA4BXhoVO1LC+dK6KC5bF3XGdmc24nDB\naDRy/PhxVq9erXjvUqXhcDgwm80YjcapY2JiAqvVisViOc35Ojo6OpXZqVarpwhm1K7m1j2d3L09\nlu9dmIqXl5diVsLA2AQ5v/qYey9I4fsXpyoypivNXafTsWnTpjO2Ku3t7XR2dipGINXV1Wg0GlJT\n5c3/vvvuG33ppZd+OTAw8NslX3wZ8bkmD0mSAiIjI2vKysrcbl8AzBMWfvf6QWpMvtT0jjE0qRuh\nVauIDPRkVbgfGbFB5CaEkJMQPKeDdT7icMFqtVJSUkJYWBirVq36TEOoy4UDBw6wa9euWX939eOF\nIEm8c488s3whuO7JIiZsdvZ+b+liww6Hg8rKSoB5t09KEYhOp6O5uZktW7bIugeOHTvGl7/85Uq9\nXr/hXLY6gHNTAHkhh0ajuWTXrl2DDodDyIFLeNhisQirzS7MFpuQ+14hxJRYcX9/v9tz7Xa7OHHi\nhCgtLRU2m032Nc5V5Ofnz/m7P31SL+If3Ct6DbJ0qxeEP+c3iPgH94qe4aWNPTExIQoLC0VjY6Os\n73y6qPJiMDo6uiAhZrPZLJKSkvqAVeIcWFvujs9VnsdssFgs+2pqaj564YUXZMlPBQQEkJqaSmlp\nKWqVhJdGLdsqkGNxTIdKpSIrK4ugoCCKioqQo0vyecXFaVEAfFyjvGTjRWud/ppPahc/9tDQEEVF\nRVN9a+R850upxrVarZSWlrJhwwbZEbgHH3xwdHh4+L+EEPJUrc4yPvfkAaDT6b714IMP9skV64mO\njiYwMJBTp07JvsZCiWM6kpKSSE9P5/jx43R1nXO5PoogNdKP+FAfPjqlPHmkRPixMsSH/TX6Bb9X\nCEFDQwNVVVVs2rSJqKioBb1/MQQihKCsrIzk5GTZ4kGT0ZXmczm6MhNfCPIQQowMDg7efuONNw7J\nza5cs2YNJpMJORqpSyEOF0JCQti2bRs9PT2Ul5cvizjv2YQkSVy8NpKixgHGFtC4Wu7Y21aFUtw6\nuKBsU5fItMViYdu2bYvuVbtQAqmqqiIwMFB2awaTycRNN93Ur9frvyrOdT/HNHwhyAOc25dTp069\n/p//+Z+y9gaSJLFx40Y6OzvnVUdXgjhc0Gg0ZGdnExISQmFh4edG7FguLk6LxGJ3cLCuT/Gxc+JD\nGB23Uadzr+QmhKC7u5sjR46watUq0tPTl1ynIpdAmpqasFqtsjU6hBB87WtfGx4cHPz3z8t2xYUv\nDHkA9PX13f3UU0+d3LNnj6xHn1qtZtOmTdTU1My6kJUkDhckSSI+Pp6cnBxqa2upqKhYtsZSnzVy\nEkII9/fk7RPKb81cGaYlrfMTrslkori4mN7eXvLy8oiIiFBsDu4IpKurC51Ox/r162X70R566CFj\ncXHxG4ODg08pNtHPCF8o8hBC2Pv6+r509913d7nCce7g6elJbm4uFRUVp8kXLgdxTIefnx9bt26d\nskK6urrOGZGfxUKtkrhmQwz5tXpFVdUBYoO9iQrworh19kxth8NBY2MjxcXFJCUlsXFDUHk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "theta = arange(0, 2 * pi, 0.01)\n", "r = cos(5 * theta)\n", "\n", "subplot(111, projection='polar')\n", "title(\"Polar axis\", fontsize=18)\n", "plot(theta, r)\n", "grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для выделения некоторой координаты служит `axvline` и `axhline`, интервала координат `axvspan` и `axhspan`, направления или точки — `arrow` и `annotate`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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TeKrO6lAuitf9ZdyTd5IT1Y06GsmJFiVGU1hZr2s0WKyusYUtR8pYkBit19ac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\nVG6bMdy+gSrlRH1KDCJyk4hkikiriKR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xx = linspace(0, 10)\n", "yy = sin(xx)\n", "\n", "annotate('end of sin period', xy=(2*pi, 0), xytext=(7, -0.5), arrowprops={'facecolor': 'black'})\n", "plot(xx, yy);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для выделения области служат `fill_between` и `fill_betweenx`." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "title('fill_between')\n", "xlim([0,1.2])\n", "xx = linspace(0, 1.2)\n", "plot(xx, xx ** 2);\n", "plot(xx, xx ** 3);\n", "fill_between(xx, xx ** 2, xx ** 3, alpha=0.3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Визуализировать точки на плоскости можно с помощью `scatter` или `hexbin`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RySVKnT12DjOdxa1aJG7ahLQdJp/bg1soYel5tHBosZidavhwiiXUUIDEjs2Y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\n2HzPfraCP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vXmk8vijczTWdlIJpflR31vcmHmcqGoRlWGbSuv5c9f+Q7JTEq9YeZzmLQG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\nY5SCukSJNUYpqEuUWGOUgrpEiTXG/wcLYDWVGWZ+/QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed(0)\n", "xx = r_[randn(1000), randn(1000) * 0.4 + 2]\n", "yy = r_[randn(1000), randn(1000) * 0.8 + 0.5]\n", "col = r_[zeros(1000), ones(1000)]\n", "\n", "title('scatter')\n", "axes().set_aspect('equal')\n", "scatter(xx, yy, alpha=0.4, c=col, cmap=cm.RdYlGn_r);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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p9OzMFS3jwplQenCyP42wdi2sWSMRl0OGQEkQI3TV/2DZOHOuEez7Rj04OsGe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\nt9gU2w07t8MfR8HWjWZIuoK3Hoe5M2D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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed(0)\n", "xs = [randint(100) for i in range(100)]\n", "ys = [randint(100) for i in range(100)]\n", "sizes = [randint(200) for i in range(100)]\n", "colors = [randint(10) for i in range(100)]\n", "scatter(xs, ys, s=sizes, c=colors, alpha=0.9, cmap='autumn')\n", "axis('scaled');" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JovWZ6Z+RmMRukPkdBv4mweEmM+lC/UT59/0KUqbD+z1E2gSW9wBfEBQ7rJ+hU38QffJw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\ndMJgrbKsTzEJcTrElSTEZmjK4D5saLs6Vo7FM5SbB6GmZZszdRfvaE3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "title('hexbin')\n", "xlim(min(xx), max(xx))\n", "ylim(min(yy), max(yy))\n", "axes().set_aspect('equal')\n", "hexbin(xx, yy, gridsize=20, cmap='inferno')\n", "colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Это пример «анатомия графика» из документации к matplotlib, описывающий его компоненты" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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TGZ2yAGlkrUbepwcubUzBMut5MzVNS5yW0TStPDAxyTE54bz187EUYxRHBpXm9YuRLfh1\nStLkW5qmleL+NabEFkeQLEhW0zQvZLBhdpiN1NUyTdNSeSE0TSujaZryLijSpbAYCIlfvGPGjMFk\nMhESEkKxYsUwGo3z3nzzzVbVq1dPGX2eKWrXrv1P69at2xuNxo+cnJxYtGgRnp6eDBw40OYW/pi8\nfyNR5BBN09ogk+ccFUKkCupKwlLkg/slTdOy+yA5iAwofF7TtD80TftE07TlSJd3DMkz8hkA/Pz8\nOHRIvjh/9913k5AxLuOBktbj3kUukRuBTCo0BflwPmA9ZiwZrM1PC51Oh6ZpvkIIDh06hJ+fnxTI\nupohHX5AJh6qigyA+ykrYyKTUu1Fxnkctt6beciVBTWBT4QQOQrkE0KEI1duNAfCNE37VNO0JdYx\nHiYbnpYs8jUyMdXjwDFN02Zpmva5dXybtyVl/NI6ZM6Evpqm7dY0baamad8j/5Z+yY4QQohlwHzk\nvf5X07SVmqbN0DRtsaZpW5GxC0Mz7ERRtLH3OstcaJoQ4kchhNiyZYvw9PQUt27dEiaTScTExMys\nUaNGyvXk2W7R0dFvmkwmce/ePdGwYUOxcuVKYWWXEEJXAO6Fauk05Nu1AEZl4tgt1mO7W3+fRPrr\n4Gta9wWn2F4W+eV8HjmV8C8wDbka4Txw3nrsWCGEWLhwoejTp48wmUxi3759Zu7nMEia26A8MBP5\nIIlHBk1uBZ5J4+81aSbFlPtqA2LAgAFbTSaTOHXqlKhYsaKwWCxCyGmAVOv0U1zbZ9a+Z2ZTF65I\ng+cYMnAwCmk09E3n+F1kPQ+COzJQ+R/r/b+EfIkol9X+HqD/NPuyXuNHyAyK8VadT0UaVgJYm8Y5\n1ZHBrbes9+UgMuFTGzLIg5AJ+Z8DNiITKBmRhsEBpJFZ397/m6oV3GZ3AXKhPSGEEHfv3hWenp7i\nl19+ESaTScTFxf2Um8aBrcXGxi62fomLihUrimvXrgkr/ysA90I1x2t+Qgjx33//idKlS4vr168L\nk8kkrl692iK3/3ZTtri4uHUmk0m89dZbYsyYMcLKLw+S2fpgsgB1CsD9c6iGzHopgOn2lkU11R7U\nCsMUwwiAoKAgWrduTadOnbBYLBFHjhx57cKFC7k+2C+//PK2xWK50KxZM1544QWmTp2aTA6FIosc\nAgzly5enc+fOLF++HICyZcuOy8tBL1y40FCn0z0XHx9PcHAwr7zyim1XhgmPNE1rjgyK3CxSBxkq\nrGiaViWNbeWQuSQA1uSvRApFNrC3hZLDVkkIkWA0GkXVqlXFoUOHbKlqXyYP37wiIiK6mEwmce7c\nOVGmTBkRFRUlrDQoAPdENcdrg4QQ4s8//xSenp7izp07wmQyidu3b/fMi7/fwMBAV6PReNBWqKlj\nx47CykUhhHNaMiJX60xB5hMwA80LwH0rsA0ZA3ECGdMyA1iBzFwogIX2lk811TLT7C5ADttbQgix\nevVq8dhjjwmTySSMRmP4hAkT3PPSQKhRo4aL0Wg8aTKZRLdu3cTChQuFlWzNyapW5Ju7ECJCCCEG\nDBggRowYYftbvm4wGKrl9t/vvXv3PjCZTOKff/4R5cuXF3///bewMj49GZFz6CbgNPBCAbhnBboh\nV1Xt5P68fySwD7k6RrO3fKqplplmdwFy2NYKIcQLL7wgFi1aZAtMnJ6XxoGtRUdHv24ymcSaNWtE\nhw4dhJVMFaxRTbU02gAhhLh165aoWrWq2Lp1q81ICPvtt98eyq2/28jIyMHWfkX79u3F9OnThZWT\nQgi3PLw+1VRTzcGao8cg+AGEhobi7+8PwN27dzfmx8BXrlz5GaB58+YYDAaEECBzsBe25FOK/OEb\nYGOZMmVYunQp/fv35+TJk+h0Ou+AgIAdZ8+erZuTzgMCArTo6Og33N3dvxRCMG7cOOLj43njjTdA\nBhwGcj8VsUKhUDi0B+EhIYS4c+eO8PDwEHFxccJoNJrc3NzCkEt68tSDYJ1muGUymUSVKlXEv//+\nK6w0KgD3RjXHbFWEdaph+fLlomrVqiIsLMzmSYiNjo5+s2vXrsWy+rf6zz//NDAajXtsnoNRo0YJ\nHx8fcfv2bWFlRgG4dtVUU62ANUf2INQCmfWtXr16ODs7c+PGjf9iY2PTqhKX61y4cAEhRBhAo0aN\nOHEiMdtsrfwYX1EouYrMaXBvwIABzJw5kw4dOrB8+XI0TXN1dXX95IcffjgcHR09ctOmTaUy6qhG\njRpcu3ateVxc3DJPT8+/dDrdY1evXqVbt26EhoayY8cOSpcuDTLxUcoS0gqFQuHQBoIbwL179xJz\nyF+9etWVnKdpzTTCmt+8RIkS3Lt3L5lcCkU22Y80EqL69u3Ltm3bmDt3Ll26dOHChQvodLp6rq6u\nn7Vr1+6S0WjcGRMT82lkZORLd+7c6XX37t2+0dHR4+Li4laeOXPmVIUKFfY6Ozv3E0IU+/rrr/Hz\n86Np06bs3LnTVtF0NdAPVXBMoVCkgSPPl6cqkFSzZs1zZFyCeSLp50JPxNnZmSpVqlC8eHFiY2Mx\nm82UKlWKu3fvotfr0el0xMXFsWPHDjp16oQQ90UZPXr095s3b/4+Pj6ekiVLEhUVhaZpeHh4EBUV\nhaurKxaLBaPRmNink5MTbm5uREdH4+bmhslkIiEhIdl+V1dX7t27h7u7OwkJCcn2u7i44OLiQkxM\nDB4eHsTFxSWT2cXFBWdnZ2JjYx94TTZjRwhBiRIliIyMpFixYgAU5GuKjIxEp9MVmmtq1qwZs2bN\nwtvbmwMHDjB9+nSaNm1KmzZtGDZsGO3bt3fVNK2VXq9vpdfr0/w7/u+///jqq69YvHgxDz30EJs3\nb6ZJE1nmYcWKFUyaNOl/QLw9/vZcXV0Ty1w7sp4K6/9TWtdkNpsxm82F6poKo56SXtPRo0dvCiEq\nPOiZlx5a0oebg9EC2HfgwAGGDx/OgQMHsFgsf+v1+jHIOvDds9vxo48+arTlxc8Iay57nn76aUaP\nHs2zzz6b3SEVOeTixYt4enraW4w8JSoqim+//Zb58+dz5coVfH198fX1pW7duolfRrdu3SIsLAyD\nwcD58+fp0aMHI0aMoFmzZvYWPxlFQV+FDaUzx0PTNIMQIsvVQBPPd2ADoSJwPTIykipVqhAREQFA\n6dKlr8fFxZUE1iLL+2YZT09P45kzD04SZzMQPD092bt3L7VqqfADexEcHExgYKC9xcg3rl27hsFg\nwGAwcPbsWWJjY3F2dqZ06dL4+Pjg5+dHo0aNEt+CChpFTV+FAaUzxyOnBoIjTzHcAC6XLFmyWtWq\nVTlx4gReXl68/fbbkz/88MOnyaZxAODq6pqp4zRNIzw8nLi4OGrWrJnd4RS5QMOGDe0tQr5SuXJl\nnnvuOZ577jl7i5Itipq+CgNKZ0UPRw5SBGup3KZNm7J//34Ann322VY57dRiySiMQaJpGgAHDhzA\n19c38XeFfYiNVUv4HQmlL8dD6SxzmEwmoqKiiIyMxGg02lucHOHIHgSA34GuPXr04NNPP2Xw4MH4\n+Pi0nzBhQq0kRZSyTGaUajMIli9fTs+ePbM9liJ3OHfuHK1bt7a3GIpMovTleGRVZwkJCVy+fJm4\nuLg8lCr/KVOmDBUrVkSnk+/Xly9fZvXq1YSGhmIwGPjnn38Sp/bi4uLw9PTEz88PPz8/unbtSv36\n9QGZgygiIoKbN2+S06l+V1dXqlWrhouLS84uLgWOHIMAUAm4aDKZXGrVqsW6devw9vYmJiZmcMmS\nJb/ObqdeXl7G0NDQDI9xcnLi4sWL+Pn5cfHiRYoXL57d4RS5wM2bNylfvry9xVBkEqUvxyOrOjt3\n7hwlSpSgXLlyhc7DKoRgx44dfPHFF+zatYvu3bvTokULfH19efTRRxMf1GazmdOnT3Po0CEOHjzI\nqlWr8PLyYsSIEXTt2hUnJ6dckSUiIoKoqKhUcXA5jUFw9CmGcGC1s7MzQ4cOZfbs2QC4urp+fODA\ngYrZ7fTu3bsZ7rdZjp9//jn9+vVTxkEBYOPGfMmwrcgllL4cj6zqLC4urlAaB+Hh4XTv3p2RI0fS\nsWNHzp49y+LFi3n55Zfx8fHB2dn5fiZCnY4GDRrw4osvEhQUxLlz53jppZeYMWMGTzzxBKdPn86x\nPJqmUa5cuTzx1Di6gQAwH2DMmDHs3buXTZs2odPpyjVu3HhejRo1stVhRladpmlomsaBAwcICQlh\nwgSVhK4gULJkSXuLkKvUrAmalrrZtttiE3/5BSZNgvPnk59b0G3WwqavokB2dFbYjINVq1bh7e1N\nw4YNOXToEEOHDqVEiRIIIbBYLJjNZiwWS7Jm2yaEQK/X06dPH37//Xd69epFy5YtCQoKyvEUQ17d\nZ0ePQQDYA/xQokSJnkuWLOHll18mLCyMUqVKdTtx4sSMBg0avHPhwoUsdejmlnYyRE3TEpNQDBo0\niM8//5yHHnooFy5BkVN8fHzsLUKuMncu3LsHGzfCt9/CK69A69bg5gaxsVC1qjzul1/giy+gTRtp\nGDgKhU1fRYGirrPZs2czZ84c1q9fT9Om0mtve/A/CJtHAe6/ZL766qs8/fTT9O7dm7NnzxIUFJTo\nnS4oFCxpss+rwM0OHTrQpUsXXnjhBYxGI3q9fuyJEyeCJkyYkKXIjejo6FTbbMaB2Wxm8ODBeHl5\n0bt379ySX5FDdu/ebW8RcpXOnaFPH7B9J/v7y9+9vaFvX/j4YwgOlsYBQNu20rOQEqMR3nhDGhSl\nS0PPnvDff/l2GelS2PRVFHBEnTk5OeHj44O3tze+vr788ccfAJw/f55GjRplup+5c+eyYMECdu3a\nRdOmTRFCYDab0zUO1q9fzyeffJLmPpu3QQjBI488wrZt2zh48CDjxo17oLERGBjIjz/+mGm5c0ph\nMRBuACMAgoKCcHNzo0+fPrZUriM++OCDPy5fvuyd2c5SehB0Oh06nQ6TycSQIUO4du0awcHBDuU+\nc+xY1AdTFN9uWreGTp3kzxMnQkhI6mOmT4dPP5UGx5gx8Ouv0hthb4qivhwdR9SZm5sbYWFhHD58\nmOnTpzN+/Pgs97Fz505mzJjB5s2bqV69euIDPiO6dOnCW2+9leExtimI0qVLs3HjRrZt20ZwcHCW\n5ctLCsMUg40fgMnOzs4Tv//+e/r370/Hjh356quvqF27tnfFihX3xcXFfXv79u1FlStXznCJgslk\nAu67gjRN48qVKwwZMgSAn3/+Od1piILKwoVw8yb07+9YrujMcvPmTXuLkO/UqgV16sCWLdCunZxm\nSIktrmzRovvbtm7NF/EypCjqy9HJic7ats1FQZKwc2fmj42MjLQVKUtGcHAwoaGhzJs3D4DnnnuO\nGTNm0KhRI6Kjoxk0aBALFiygRo0amEymVC+G8+bNY/HixTg7O9OgQQO+/fZbvv76a0JDQ5kzZw7/\n/vsvAwcO5N69e3Tu3Jk5c+Zw584ddu3axbRp05gyZQoBAQF8/fXXdOrUiY4dO1KtWjWCgoJYsmQJ\nLVu2ZNGiRXZ5IS0sHgQbHwCf6PV6QkJC6NWrF61atWLOnDkIIZydnZ0HVqhQ4Q+j0RgaGxs7LzIy\n8qXr168/du3atWbXr19vFRkZ2S8mJuazVatW4eTklDgfFBwcjJ+fHy1btmTjxo14eHjY9yqzSGws\n/Pwz7NgBL78MH34IZ8/aW6rc5fLly/YWwS5k5jvD2Rk2bZKGwdatkI8eynQpqvpyZBxRZ7Gxsfj4\n+FC/fn0GDx7MxIkPrNUHkJgZd/z48Tz++OM8++yzxMbGMmfOnFTHfvLJJxw8eJBDhw7xhW3OLwnj\nxo3jtdde46+//qJatWrJ9hkMBqpWrYoQgsaNGzNy5EiGDh0KyMD7Y8eOERsba7dVP4XJgwCywuM7\nwE2dTjd9zJgxTs8++yyDBw9m3rx5DB06lJdeeoly5co11ul0jV1cXHB3d0/Vibe3N5GRkXzzzTcs\nXLgQNzc3tm3bhrd3pmcpChRubrBkiXRB//or7NolW+vW0mAoDPVXHDXlcE6xvRD9+KMMakxZL+y5\n5yA0FJYvhw4d4PhxOHfu/tSEvSiq+nJkcqKzrLzp5ya2KQaAffv2MWDAAI4dO5bhOQ0bNqR48eKE\nh4ezYsV67o/PAAAgAElEQVSKxKWIH374ITdu3Eh1fOPGjRk4cCBdunShS5cuqfbv27cvMW6gT58+\nyaYemjdvTtWqVbFYLGiaxjvvvEODBg04ePAgzZo1491332XHjh08+uijdO7cOdv3IbsUNgMBpJEw\nE9gOBNepU8dr165dHDhwgPnz51OvXj18fHxo0qQJvr6+VK9enWLFihEfH094eDgGg4FDhw5hMBjo\n2LEj8+fPp3Xr1g4Vb5AWlSrB669Dv37SUNi4EX77DfbsgY4dITBQHuOobNy4sUgWknnxRfjhB5g/\nX3oJUhoI48dLwyEkBNauldMSw4bZR9akFFV9OTKOrrOAgABu3rzJfymidJ2dnZPFFDz11FMALFmy\nhJ49e1K2bFmEEKSXnXfdunXs3r2bn3/+menTp/PXX39lWqakxdQOHjyIv78/Q4cOZcGCBTRr1oxp\n06ah1+vtlo2yMBoINg4BTYHxmqaN9vf3L+Pv78+dO3c4cOAAoaGhrFmzhvDwcOLj49Hr9VSoUAE/\nPz9ef/11/P39C2WmtwoVYNQoGQn/zTdymdzmzXL6oVs3+cApVcreUmadsmXL2luEPOGNN2SzUbNm\n8oDTevXgxInk5yTNiaDXwyefyFaQKKz6Ksw4us5OnjyJ2WymXLlyxMTEJG6vWbMm8+fPx2KxcOXK\nFVq1aoXZbGbRokWsXbsWkCsP7t27x5UrV6hbt27iuRaLhUuXLtG2bVsee+wxVq1alWoVXIsWLViz\nZg09e/Zk1apV6cq3e/du/P39eemll2jQoAGzZs2ibNmy7N+/H39//1y+G5mjMBsIAEbgQ6RHoTcw\nsnTp0n6dOnWik719rHamQgUYOxZ695bL5bZtk2+iv/wijYT//U8+XByFevXq2VsERRZQ+nI8HFFn\nthgEkA/55cuXp0qE16pVK2rVqkXDhg3p0qULn3zyCUePHsXNzQ0fHx/u3LlDhw4dSEhIYNKkSckM\nBLPZTGBgIHfv3kUIwauvvkrp0qWT9T9r1iwCAwOZPn06nTp1olQ6b2Dnz58nIiKCChUq0Lx5c/bs\n2UPXrl3p2rUr4eHhuXxnMocj1GIIB1Q2ojzmzBlYvFjOVwNUrixd0U88kblAOHujatU7FkpfjkdW\ndXbixAkaNGiQdwLlIcHBwWzevJkVK1ZkalljRsTExODm5oamaaxatYrvv/+e1atXp3msLd/OxIkT\ncXZ25qOPPsr0OGnd75zWYnAED4IyDvKBOnVg5kw4eFDOZ58/L1P4envDq69C7dr2ljBjbJnNFI6B\n0pfjUZR0ZjAY8PX1BchxGmSDwcCYMWMQQlC6dGkWL178wHP8/PxYtmxZjsbNDQrbMkdFDmnWTK54\neP11GYtw+LD0JMyZA1FR9pYufRxxCVZRRunL8ShKOjt37hx16tQBcm4gPP7444nB7zt27KB2Bm9b\ntrFq167NuXPncjRubqAMBEUqnJygSxdYsULGIgCsWSOTLP36a8HMymivOTpF9lD6cjyKks7i4uKS\nrTDIb9zc3Oy2ciEpDmcgnD9/v7Ld5Mn3tw8adH/7g5g0SR6XGwljVq6U/d25c3+bpsGD0nwHBsrj\nQjPM6WhfiheX0wuLF0PjxnD3royGHzMmeaR8QUCtq3cslL4cj6KkM2dnZ8xms93GN5lMODvbPwLA\n4QyEpAQHy7fZ6GjIYPVIKnr0kOvCW7TI2njWDMzJWLlSZiZMaiCEhMCsWVnruyDzyCMQFATvvisT\n8xw5AoMHy6kIo9He0knslWlMkT2UvhyPoqSz0qVLExERAdinZHVERESq1RD2wGENhIcflumCd+2S\nxkFCwv0SuADHjkHDhuDuLqvYPfMMXLki9/34o8wD8Oef8vd168DLCzw85Jv/unVy+65d8i3/mWeg\nefPUBsWkSTKFMcgENLYaB3373l+7Hhkpi+NUqSL7798/9bVs3SqXFD71FMTH5/ze5AWaJhMqLV8u\nC/+YzbIM8eDBYE1UZlcqOXKWpyKI0pfjUZR05u3tnaWER7mFzRgJCwsrEJl7HdZAaNBAlsBdtky2\nbt2kIWBDr4eBA2Vw3auvymRAkyal7ufUKVkCNyEBPvtMegl69pTbbWzbBt27y8C9pPToAU2ayJ/n\nzIG5c1P3P2aMLJTTvr08plat5PsPHoTnn4dWreQ8vx2nvTJFiRIyf8LcuVCjBly6JO/Lp5/KjH32\nImWOc0XBRunL8XBEndnKPTdq1IjOnTtzJ6mrNwP8/PwSDYS00iunRWhoKGPGjMm2rEkxGAz4+fkB\nsGnTJmbZySXtsAYCyDoCP/wAv/8OL72UfF98vHT/DxkCU6eCxQJHj6buY+tWaRyMGwdDh8rPhARp\nFNh47jmZsvbFF5Of26iR9AyAfKtOK1X2hg1QsaJ88x40CFIuax01Sj5oN2yQNRMchUaNZGxCYKAs\nBrRxo9THgQP2kSe0IAdzKFKh9OV4OKLObLUYjh07RtmyZdMsppQWTZs2JSwsjOjo6Ex7Tpo2bUpQ\nUFBOxEXTNCwWC3v37k3Mnnjt2rUc9ZkT7B8FkQP69JFvr9WqSfd3UqZOlXPlM2aAr6/MUZ9RUKht\nmimt6SabEZDRedmlYkU4fRr275deBkfC5qV54gkZvHjyJLz9tpySGT5cBjnmFwEBAfk3mCLHKH05\nHjnSWQGo9xwQEMCRI0cSf585cyarVq0iPj6e7t278+GHHwKyrHX58uVp164dISEhDBkyBE3Tki13\nXL16NZMnT8bJyYlSpUqxY8cOdu3aRVBQEGvXruW///5jwIABXL16FX9/f7Zv387+/fuJjo6mc+fO\ntGzZkj///JOqVauyevVq3Nzc+PPPP2nVqhXbt2/Hw8MjMQPk1atX7baiwqE9CCVLyumFRYtAl86V\nRETATz9Jr0BadOwILi7SRf7llzB7tvy9Q4fMyWCrprd8uYxZSEnnznDjhnyQLl0K77+ffP+SJVC9\nupxmSPK361DUqgXz5kkPjIuLTNc8eDDk5xTeqaRzQooCj9KX4+HIOjObzWzfvj2x2uKWLVs4c+YM\nBw4cICwsDIPBwO7duzEYDCxZsgSAESNGsGDBAoQQqQIVp0yZws8//4zBYOCnn35KNd7kyZNp06YN\nhw8f5vnnn0+WQ+LMmTMMHz6cw4cPU7p0adasWQPImg0ACxcuZMSIEYljJqT38MoHHNqDALKWQFpM\nmCCT/MyfD6NHJy9AZDMEnZxksZsffoD33pPHPfywDHqsVw8y49kZNkxWRZw0SXoA2rRJvj8oSD40\n16+H1atlLENSKlSQ7vmWLeWb97590mBwNJycZHBmQID02pw6JWMVevSQxkJeG8C3bt3K2wEUuYrS\nl+ORI53Zqd6zrRbDlStXaNCgAR2truYtW7awZcsWmliDyKKjozlz5gxRUVGJaZXbt29PQkIC69ev\np2vXruh0usR9AQEBDB48mB49etCtW7dU4/7xxx/88MMPgKwOmbT+Qq1atRK9A02aNOH8+fOJKZb/\n+usvfv/9d7755pu8uylZwOEMhJTV7JKStMy3l1fyKne2Sp1//y1LHIM0BgC6dpUtJW3aPDgpUKtW\ncOFC8m1JzylZUno4Fi1KfkxwsGw2bt/OeBxHoWZN6U349lv4+mu5YuTgQWmA5WW65qK0RrswoPTl\neDiizmwxCDExMTz55JN88cUXjBo1CiEE48ePZ1iK2udBQUGJCYp0Oh2LFi2iT58+PP7445QtWzZx\nqmH+/Pns37+fX3/9FX9/f/bv359pmZJOFzg5OVG1alV0Oh1Go5FBgwYxa9YsihcvztGjR/Hy8sqd\nG5FNHHqKITtMmCCTE40ZI+sMKHIfZ2c5pTJ/Pnh6SgNq+HD4/nsZLJoXFKU12oUBpS/Hw5F15u7u\nzpw5c/j0008xmUw8+eSTLFu2LLE085UrV7hx4wZPPPEEa9euJTY2FovFwuOPP06PHj0SjQpN09A0\njX///Rd/f38mTZpEhQoVuHTpUrLxAgIC+NGaiW/Lli3cvXs3TbmqVq1Kr169ADlt4enpSf/+/YmL\ni2PFihV5eEcyR5EzENaulbkJPvvM3pIUfurVk56Trl3l8tGFC2V+iJs3c38sR1yCVZRR+nI8HF1n\nTZo0oXHjxoSEhNCpUydeeOEFAgIC8PLyokePHkRFReHr60vv3r3x9vZm/PjxAEybNo0TJ07w0Ucf\nJRoI+/btw8/PDx8fH1q0aJEqZ8HEiRPZtm0bPj4+rF69mooVK1KiRIlkx2iaRs+ePSlWrBjLly/n\nm2++YdGiRWiaxs8//8z169fz7d6khyOUey7wAioezL59cqXDnTsyHuTtt2W8Qm4RFhaWOK+nKPgo\nfTkeWdWZI5d7Tsn169dp06YN3bt3TzQUMioDHR8fj5OTE87Ozuzbt4/XXnst2TJRnU6XGIS4dOlS\nJk2axI4dO6hfv362ZcyLcs9FzoOgsA8BAXIVR9OmsqbDu+/CF1/kXqrmsIKQzlGRaZS+HI+irLOH\nHnqI3bt3s3XrVrp27crVq1cTAwt1aSyhu3jxIgEBAfj5+TF27FgWLFgAkHiOpmncuXOHIUOG8PHH\nH/Pbb7/lyDjIK5SBoMg3ypaFjz+WyyGdnGQA46hRcPVqzvt+4oknct6JIt9Q+nI8irrOKlSowO+/\n/06zZs3w8/Nj6dKlJCQkoGkaTk5OicaCpmnUrVuX0NBQDh06xP79+/H39088RgjB2rVr8fHxoVix\nYoSFhSWWli5oOIKBYP+JGEWuodPJ5ZBz50KlSnI55NChsHt3zvotym83jojSl+ORHZ05wBR2ltDr\n9UyaNIktW7bw3XffUatWLSZOnMjZs2cBknkVkhoMmqYRHh7OrFmzqFevHtOmTSM4OJgFCxakik3I\nDnl1nx1hmWNuVggpD4wChiTtNyIiAoPBwL///ktsbGxidqzGjRvTqFEj9Hp9LoqgAFlLY/FiGZew\ndy988IFMFvXKKzJvRFaJjIzMfSEVeYbSl+ORVZ25uroSERFBuXLl7FIRMS/x8fFhx44dnDhxgoUL\nF9KqVSs0TcPPzw8vLy9KliyJpmlER0dz/PhxDh06RGRkJF27duW7776jWbNmuXZPhBBERETg6uqa\nK/0lxRGCFHOL54EFQEWAo0ePsmDBAn755Rdu375NkyZNqFu3Lm5ublgsFm7dusXhw4c5e/YsXl5e\n9OvXjwEDBiRLeKHIOULIBFKLFsmVDo8+Ko2FChWy1o8tParCMVD6cjyyqrOEhAQuX76cmFegsKBp\nGuXKlaN06dK4WN9mhBBcvnwZg8HA33//TXR0NBaLBXd3d+rXr4+fnx8PP/xwYryC2Wzmzp07RERE\nYDabcyyTq6sr1apVS5Qniaw5ClIsCgZCGWA+0Adg165dvP/++/zzzz8MHjyY3r17U7du3TQDTQDu\n3bvHvn37WLp0KVu3bqVv37589NFH6sstlzl+XGaj/O8/ucph4kSwFjPLFMHBwQQGBuaVeIpcRunL\n8VA6czzUKoaMqQTsAvpER0czcuRI+vXrxyuvvMLZs2f54IMPbJGj8RaL5aDJZAo2Go1zv/nmG4QQ\nCCHw8PCgQ4cOhISEcPToUVxcXPDy8koz/7Yi+zRsKKccbKsc3noLQkIenMnSRq2UdbQVBRqlL8dD\n6azoUZgNhPLADqDxyZMn8fb25t69e4SFhdG7d2+cnJxMJpPpx9u3b3d68803y+j1+laurq5D3d3d\nx02fPh2LxYLFYsFsNmOxWBBCULlyZWbPns3333/PO++8w6BBg+xaSKOwUbq0rOPQv7/MuLh4sfQq\nxMQ8+Fw3R6qVrVD6ckCUzooehdVA0AM/Aw2OHDlC27Ztee+991i6dCllypTBZDKtP3nyZB1XV9cX\nKlSosOvzzz83JT055ZyZLSGG2WxGCEGrVq0wGAxcvXqVXr16KSMhF3FygpdflrUzPDzk6obhw+Hi\nxYzPO378eP4IqMgVlL4cD6WzokdhNRAmAM3PnTvH008/zezZsxkwYAAWi+XevXv3BtarV69H48aN\nr6R3ckbLTmyeBXd3d3766SeMRiMvv/xyoVvOY29atpSpmWvWlMbBiBEyG2N6tGvXLt9kU+QcpS/H\nQ+ms6FEYDYQmwLsWi4WBAwcyevRoevXqhcViiYyIiHiyVKlSIRdSll9Mwb179zLcb/Mo6PV6vv/+\ne44ePcrXX3+di5egAKhWTRZ8euIJuHdPFtpasSLtuIQ///wz/wVUZBulL8ejsOvs/HnQNChIRStD\nQ6VM9ooNLWwGggYsAZznzp2LxWJhzJgxWCwW8+3bt7tVrlz5QGY6yYw3wGYkuLm5sXTpUt58802u\nXEnXKaHIJm5uMg5h0CD5+9Kl8NFHkHLllDG3cjYr8gWlL8dD6azoUdgMhCcA32vXrjF58mSWLFmC\nk5MTJpNpxkMPPbQ3s51kNrOVbaWDj48Pr7zyCq+//np25VZkgKZBv34wZQq4u8OuXTJF83//3T+m\nQ4cOdpNPkXWUvhyPoqqzEyegY0coWRJq1EheCXjlSqhcWW5/9VX5XTVp0oPP0zSoUwdefFEu6+7U\n6X4w9vbtUKsWVKwI332Xb5eZJoXNQBgBsHjxYnr27EmdOnWwWCxHp06dOi0rnWQlY5itmte4cePY\ntm0bFx8UTafINi1bwrx5UKUKnDkjsy7a4qY2bdpkX+EUWULpy/EoijozmWS5+uPH5dJrf38YOxY2\nbIDr16VnU9Ng/Hj5YM/MeTb++QeqVpWF7LZulQnj4uPly1BEhEwYd/Bg/l9zUgqTgVAJeD4hIYHF\nixczbNgwAGJiYqZPnTo1S8sMihUrlqWBhRAUL16cF198kcWLF2fpXEXWqFVLxiU0aQK3bsGYMfIf\ns27duvYWTZEFlL4cj6Kos1On5MvI1asyedsPP8jtW7fCn3/Kqc6XX5YvK2PHZu48G5Ury1TztviC\n8+fh5EkID5fGxciR8P77+XGV6VOYDIT2gPOWLVuoVasWXl5eWCyW6zNnzlyX1wPbvAjDhg1j2bJl\nakVDHlOqlPzH6tIFEhLk1MO2bdVJpzS7QqFQ5Ignn5QPd1sbOvT+voxKKmR0Xtmy8tPZWhEpacZl\n2yPE3o8SRyjWlFn8APbt20ebNm0AMJlMq7LqPQCIj4/P8uBCCBo0aIAQgosXL1KjRo0s96HIPM7O\n0ntQowZ88QXs3FkdIeCddyCLDiCFHTh9+jQtW7a0txiKLFBUdHbypPweATlVUKeOLCjXvr2Mgdq2\nDbp3lw9/V1f46iu54ioo6H4f9eqlf16jRumPXb++rHK7fr38Xlu1Km+v9UEUJg+CH4DBYKBpU5l6\n2mg07s9ORyVLlsy2EL6+vhgMhmyfr8g8miYrQE6bBm5uFnbtkm6+27ftLZniQTz11FP2FkGRRYqK\nzv79Fz7+WLZPP4Xly6FVK+mpnDgRoqLAywseekiuqjKbYdYsGUsAMiOsszOsW5f2eRlRrJhcyl2u\nnPxea9w47683IwpTsaZbQJlKlSqxf/9+qlWrxoULFx595JFHzmS1oxo1ahhPnz6dpXNsdcA/+OAD\nAKZMmZLVYRU5YM6cDfzxR2euX5cW+PTpMsmSomCyYsUK+vXrZ28xFFlA6Sw1K1ZAmTJyKuCDD+Dw\nYTAYwNvb3pJJVLGm+5QAiIiIoGLFigB89913GWdESoec1OmuWLEit27dyvb5iuxRqVIs8+dLF114\nuFxydOiQvaVSpIder7e3CIosonSWmmPH5KqDXr3kdERISMExDnKDwmIgaICzEAKTyYSzNepj48aN\nmYk/mAgYk7bo6OhsC6LX61VtBjvQokULypaVa40ff1xmXnz7bdiyxd6SKdKiRYsW9hZBkUWUzlIz\nY4ac0oyJkd6Dnj3tLVHuUlgMBAHEa5pGsWLFEoMMR48e7Z6JcycjizslNnf3zJyWNnFxcbi6umb7\nfEX22LFjByCDhiZNkv+oJpOcavj6a/tHAyuSY9OXwnFQOit6FBYDAeAmQLVq1Th37hwArVu3bpCd\njnLygD937hzVqlXL9vmK7NGwYcPEn3U6Wdxp1Cj581dfwcyZ0mBQFAyS6kvhGCidFT0Kk4FwCKBp\n06Ycsk4+e3h4NMlOR5ZsLKi3xS0cOnQocRWFIv+IjY1Nta17d1m3oVgx+PVXWewpjcMUdiAtfSkK\nNkpnRY/CZCAYAPz8/BKXGer1+iey01F2i5KYzWbCwsLw9fXN1vmK7GPzGqWkVSuYPVsmVzpwQOZO\nUDGk9ic9fSkKLkpnRY/CZCCEArRv354NGzZgNpvR6XTd9+7dWy6rHZUqVSpLx2uahqZpbN++nTp1\n6lCmTJmsDqnIIc9lUKO1YcP7NRxOn5YrHC5fzkfhFKnISF+KgonSWdGjMBkI24Fbvr6+VKhQgU2b\nNqHT6fQ+Pj6BWe3o7t27WTreNr2wcOFChg8fntXhFLnAxo0bM9xfrZo0EurVg2vXpJFw8mQ+CadI\nxYP0pSh4KJ0VPQqTgRAHLAUYMWIE8+fPB0Cv178dFhZWOSsdOTk5ZfpYm/fgwoUL7N27lxdeeCEr\nQylyicxkvyxTRi6DbNYM7t6F11+X0w6K/Ccn2UoV9kHprOhRmAwEgEWA6N27N2fOnGHDhg3odLrS\n9evXn5+V2ghubm6ZPlbTNIQQjB49mldffRUPD49siK3IKT4+Ppk6zs1NpjDt2FFWYnv33eQV1hT5\nQ2b1pSg4KJ0VPQqbgfAv8K2bmxtLly7l1Vdf5fbt2zg7Oz/7999/v5HZTjKbKEmn06FpGitXruTC\nhQtMmDAhu3Ircsju3bszfayzs6zf3qePzKM+bRr8+GMeCqdIRVb0pSgYKJ0VPQqbgQAwBrjepk0b\nunfvztChQzGbzbi6uk6Ljo5+PTMdZMaDYDMOTp8+zRtvvMFXX32lUpHakay+3WgaDBsGtpCRL76A\nJUtUQqX8Qr2NOh5KZ0WPwmggRADDAGbOnMmdO3cYOXIkFosFV1fXj+Pi4lb89ttvZTPqwPSAjDo2\n4+DcuXM8/fTTTJ8+HT8/v9y7AkWWuXnzZrbO69VLlnbV6eDbb2X1tqR12RV5Q3b1pbAfSmdFj8Jo\nIACsA+a6urqybt06Tp8+Tf/+/YmOjsbZ2blXQEDAkcjIyAGfffZZsbROTq+WgqZpODk5oWkaBoOB\ntm3b8uabbzJo0KC8vBZFJricg3WLTz4pS7Lq9fDzzzK5UjZTYSgySU70pbAPSmdFj8JU7jklOuAr\nYEBsbCzDhw9n9+7dfPnll7Rp0wYAi8USYTKZlsfGxu48deqUoWXLljcBvLy8jKGhocD9VQq2n41G\nI1OmTOHLL79k3rx59OrVyx7XpkjBzZs3KV++fI76OHpUxibcuwd+fjB5sgxqVOQ+uaEvRf6idOZ4\nqHLP6WMBXgIWuLm5ERwczJw5cxg4cCCBgYGEhoai0+nK6fX6saVKldrQvHnzq0aj8aLRaPx77dq1\n6HQ6nJycEqcT4uPjWbFiBc2aNePIkSOEhYUp46AAkRtrtL28IChILoc0GGDsWIiMzAXhFKlQa+od\nD6WzokdhNhBAGgkjgQHAneeee45jx47RqFEjevfuTUBAAEFBQezZs4fo6Gh0Ol0lnU5Xx7Yk8uLF\ni6xdu5Zx48ZRq1YtvvvuO2bMmMH69eupUqWKPa9LkYKyZTMMK8k0tWvD3LlQqZJMpDRmDERE5ErX\niiTklr4U+YfSWdGjME8xpKQyMk9CZ5B1EzZt2sQvv/yCwWDg6NGjlC1bFjc3NywWC7dv38bFxYWm\nTZvSrFkzXnzxRWrXrm3fK1Cky6lTp6hXr16u9ffff/Dmm3DhgkzRPGsWVM5Sui1FRuS2vhR5j9KZ\n45HTKYaiZCAAaEBzYATQG0gMUkxISODq1avExsbi7OxMyZIlqVChQmL8gaJgExwcTGBgYK72efcu\nvPWWrN9QvrwsGV2zZq4OUWTJC30p8halM8ejMBoI4cBD9hZC4VjYpo5ym3v3ZLbFI0dkRchPPoG6\ndXN9mCJHXulLkXconTkehTFIURkHiiyTV0uwPDzg44/B3196FMaOlasdFDlDLZlzPJTOih4F0UBQ\nOBAhISE0atQIJycnGjVqREhIiF3kCA8Pz7O+XV3lksfWraVH4a23wLoKVpFN8lJfirxB6azooQwE\nRbYJCQlhwoQJzJ07l7i4OObOncuECRPsYiTkda16FxeYOBGeeup+kac//sjTIQs1ea0vRe6jdFb0\nUAaCIttMnTqVpUuX0rZtW1xcXGjbti1Lly5l6tSp+S5LfqzRdnKSKxu6d4eEBHj/fdixI8+HLZSo\nNfWOh9JZ0aPAGwjnz8vCOpom3bw2Bg26vx1g1y7586uv5q08x4/DpElyPBuBgXLsjNzO+SVffnLi\nxAkee+yxZNsee+wxTpw4ke+yVKpUKV/G0engtdegb19Zs2HqVPj113wZulCRX/pS5B5KZ0WPAm8g\nJCU4WFbbi46GVauS72vYEEJC4OWXc3fMlIV7jh+HDz9MbiAMHy7HfuSR3B27oNOgQQP27t2bbNve\nvXtp0KBBvstSrVq1fBtL02DIEPm3ZrHIlQ3r1uXb8IWC/NSXIndQOit6OIyB8PDDcPasfDCvWiVd\nvFWr3t9//Lh8q1u2TP7epo38In/jDahYEerXB9uL7aVL0K2bTKlbpYrMlhcfL/fVrCkj10eMkMva\nkkasnz8PPXvKnz/8UPa/axcsWCDH/vdfue+bb+DRR2Ue/7p14dy55Ndy9y74+Mjx//orV29TvjJh\nwgQGDRrEzp07SUhIYOfOnQwaNIgJEybkuyyh+Rw1qGnQv//9ctFBQfDDD/kqgkOT3/pS5Byls6KH\ns70FyCwNGkCFCtIAOHdOPuCPHYMrVzI+79QpePFF+QU+axYsXSp///13WcHv9Gn4/HMoWVJW8QOI\niYGrV+XxFSve76tCBWlMBAXB//4HPXpIz0VSfvsNBgyQhsGcOdKoSFo9Oj4eunaVxs62bdCkSa7c\nHmUKlvUAACAASURBVLvQt29fAF577TVOnDhBgwYNmDp1auL2/CQgICDfxwRZLlqvl39D8+dL/fbr\nZxdRHAp76UuRfZTOih4OYyCAdOmOGiW/hDdtgnHjHnzOp5/Kh39QkHxYR0fDnj3QsqWs3BcfD19/\nLeeRbQYCwPLl0oOQFA8PaNVK9tWoEfTpk3o8WxzP7Nnw7LP3t9sMmeBgaTDs2AHNm2fl6gsmffv2\ntYtBkBJ7poHt1k0aCTYD1GiEl166Hx+jSI1K2+t4KJ0VPRxmigHkA9nJCapVg44dM3dO2bLgbDWD\nksYTZPTl7eGR2jjIzHmZweaR+PbbnPWjSM6tW7fsOv4zz8iljzqdnGJavFjGyyjSxt76UmQdpbOi\nh0N5EEqWlFMMJUrIL+LsULw4PPGEnGKYMQPOnJGBZs88k7nzy5SRn3v2wHffyemCpDz3nHyTHDtW\nTlNcuAADB97f3727NDLmzZOGzqRJ2bsORXIKwhrtDh1kvoTJk+XfRkICjBypPAlpURD0pcgaSmdF\nD4fyIAD07p35h3l6rFghH+QzZsAvv8hpi3ffzdy5jz0G7dtLA6Fv39SlgFu3llMWTk5yOVxIyH0P\nho2gIHkNH354P6hSkTMKyhrt1q2lXl1cYPVqqWuLxd5SFTwKir4UmUfprOhREIs1FTiBFAWfbdu2\n0aFDB3uLkciBA/Dee9KL8MwzMl4mu16vwkhB05fiwSidOR6FsViTQpFlypcvb28RktG8OUyfDsWK\nSS/Vxx+nzqlRlClo+lI8GKWzoocyEBSFgrCwMHuLkAo/PzmN5eoKW7ZIg0EZCZKCqC9FxiidFT2U\ngaAoFDzxxBP2FiFNfHyk98DNDbZvl6mZlZFQcPWlSB+ls6KHMhAUhYKC/HbTuLFMx+zuDjt3ylUO\nSZNnFUUKsr4UaXP8+HF7i6DIZwqigXDd3gIoHI/IyEh7i5AhjRrBzJkyx8Zvv8mVDgkJ9pbKfhR0\nfSlSo5Y5Fj0KooFQCdDSaU7AU8B6INniMbPZzJ07d7hx4wZ37tzBnNqPawHWAU9a+0lvDM3Hxydv\nrkyRZzjCl1fDhjKzZ/HisHevzIFhNNpbKvvgCPpSSGJiYrh58yYRERHExsbaWxxFPlIQlzmmhw/w\nlfWT+Ph41q1bx549ewgNDeXIkSM4Ozuj1+sxGo2YzWYaN26Mn58fjz/+OF27dqVYsWK2vv4CXgIO\npzVQrVq1xLmUFZYUBZrg4GACAwPtLUamOH1aFhGLioKAAGko6PX2lip/cSR9FTWOHz/OmjVrCA0N\nxWAwcOPGDTw8PAC4d+8eVapUwc/Pj6ZNm/K///2P2rVr21liRXoUhWWOemAScBDwuXTpEuPHj8fT\n05PFixfj6enJlClTuHTpErdu3SI8PJxbt25x8eJFJk+ejKenJ4sWLcLT05N3332XS5cuATQBQoH3\nAZdUAxa1b+tCQK1atewtQqapW/d+jZB9++D994ueJ8GR9FUUMJvN/PDDD7Rt25b27dtz48YNevbs\nydatW4mKiuLGjRvcuHGDqKgoNmzYQJcuXbh48SIBAQE8/fTTbNiwAQd62VRkFiFEQW6lhRB7hRDC\nbDaLOXPmiHLlyolRo0aJv//+W5hMpmTNaDRGGo3G/4xGY2TKfceOHROvvfaaKFeunJg7d64wm83C\nyh4hRKmk49avX18oHIv9+/fbW4Qsc+aMEF26CNGmjRBvvSVEfLy9Jco/HFFfhZWTJ0+Kli1bCn9/\nf7Fy5UoRExOT7LszISFBJCQkiNjYWJGQkJBsX1RUlPjqq6+Et7e36NChgzh//ry9L0eRBCBU5OAZ\nXJA9CGWBnUCrixcv0rZtW7777jv27NnD7NmzqVevHhaL5ZLRaJx29+7dLqGhoVX1en05vV5fRa/X\nlzt06FC1u3fvdjUajdMtFsvl+vXr89lnn7F7925WrlxJu3btbN6Ex6zjlLYNHBcXZ58rVmQbR4yw\nrl0bPvtMFgY7cAAmTJDVRYsCjqivwoYQgqCgIFq1akXv3r3Zs2cPvXr1wsXFBSEEFosFs9mMxWLB\nYrGwYsWKZNuEELi6utK/f3/2799PmzZtaNq0KctU/vjCQ06sizxs7kKIfUJI69bT01NMmTJFxMfH\n2zwFR2/fvv2/wMBAV+QUQYYtMDDQ9fbt2z2MRuMxk8kk4uPjxUcffSQ8PT3FqVOnbMbW79Zx8fLy\nyqHdpshvLly4YG8Rss3Zs0J06yY9CW+8IURcnL0lynscWV+FAYvFIkaNGiW8vb3FqVOnEj0FRqNR\nxMfHp9nOnDmT5naj0ZjoWTh8+LCoU6eOmDRpkrBYLPa+zCIPOfQg2NsQSK/NEUKIs2fPimrVqokv\nv/zSZhiYYmJipk2dOtUjM4ZByjZ16lSPmJiY6Uaj0WQymcSiRYtE9erVk7rFPhNC8PDDD+eGbhT5\nyPfff29vEXLE2bNCdO8ujYRx4wq/keDo+nJkLBaLeP3114W/v7+4efNmonGQnmFga99++22G+21G\nwpUrV8Sjjz4qpk2bZu9LLfLk1EAoiFMMrYHXjEYj3bt3Z+zYsbz00ktYLJaYu3fvPufu7v7BhAkT\nshXSNWHCBKO7u/v7UVFRXSwWS8ygQYMYPXo03bp1I+H/7J15WFVV98e/5zJrzoCoKOIYg4Zgpclr\nYs5j2WCklUaFDWj59uYv0fR96/amZpZkTpE4BKJpWWi8aaBGTomikDiV4JCkOTFz7+Wu3x/by3iB\nO59z7t2f59kP3HPPPnuds+4+Z521116bTUqfBeAf7Lpy5IRK5lF+/v7Axx+z5cQzM9lwgz2PdMld\nX3Jm48aNSE1NRUpKClq3bl01nNAUTelMN+zQvn17pKamYvXq1di5c6elxOaIgNSmOTYDkA2g28KF\nC/Hrr79ix44dIKKKO3fujPfy8tprqYauX78+tFWrVt8JguA6fvx4DBw4EO+++y4AnH/ggQd6HDly\nxFJNcWxAQUEBfHx8xBbDbPLygNmzgVu3gNBQlprZ3V1sqSyPvehLbvz5558ICQnBrl270K9fP4ON\nA8BwnSkUCgiCgPT0dEybNg3Z2dlo06aNuaJzTMDepjk+C6DbiRMn8Pnnn2PlypUQBAEqlWquJY0D\nAPDy8kpTqVTzBEHAqlWrEBcXh+zsbADoMXToUEs2xbEBqampYotgEbp2ZYGLbdoAx44Bc+fapyfB\nXvQlN2bMmIHo6GijjQMA+PHHHw3aT+dJiIiIwIQJEzB79mxTxeWIjJQMBAHAqwDw4YcfYs6cOejU\nqRO0Wu0vU6ZMWWGNBqdMmbJcq9Ue9PX1xdtvv41FixYBAJ577jlrNGc3JCUlITg4GE5OTggODkZS\nUpLYIqFXr15ii2Ax/PyATz4B2rYFjh+3TyPBnvQlF7KyspCVlYW5c+cCgFHGAQCjEiLpjv3BBx/g\n+++/R15enlFtcaSBlAyEQQD6FhQUIDU1tSrL2rVr197YsWOHcb9kA9mxY4f2+vXrbwDA9OnTsXPn\nTly7dg2BgYHWaM4uSEpKQmxsLOLi4lBeXo64uDjExsZKwkiwJ7p0YZ4EezYSOLZl5cqVeOmll+Dq\n6mq0cWAKRIQWLVpgypQpWLNmjdXb41geKRkIzwBAfHw8nnjiCbRu3RparfYXX19fvemQLUWnTp2O\na7XaQ23atMGkSZP4HN4mUCqViI+PR0REBFxcXBAREYH4+HgolUpR5Tp79qyo7VsDezYS7FFfUqaw\nsBBbtmzBCy+8AIA9vI3l/PnzRu2vM0JmzJiB+Ph4HpgqQ6RkINwPALt378akSZMAAGVlZWtt0XB5\neflaAJg0aRJ2795tiyZlS25uLsLDw2ttCw8PR25urkgSMUaNGiVq+9bCXo0Ee9WXVDlw4AD69esH\nHx8fk4wDABgxYoTRdYgIvXr1QocOHXDihFXf9ThWQCoGgiuAvlqtFseOHUNYWBgA4NKlS/uNOIYb\ngF/A1ljIAltnwSCuXLmyHwDCwsKQmZlpcgdyBAICApCRkVFrW0ZGBgICAkSSiLFnzx5R27cm9mgk\n2LO+pMjRo0cRGhoKwDTvAQCkpaUZXUfXVmhoKI4ePWpSuxzxkIqBEAjA9dy5c2jXrh3atWsHrVZ7\nbezYsZeNOEYFgBEA+t8tIwA8aEjFUaNG5Wu12hteXl5o1aoVfv/9d6NPwFGIjY1FVFQU0tPToVar\nkZ6ejqioKMTGxooql70vsGVvRoK960tqZGZmVr14mYo5OgsNDUVmZqZZ7XNsj1QMBG8AyM/PR/fu\n3QEARPRbfn6+sccpuftXlz3RIFP5bju/ASxSl0fcNkxkZCSUSiViYmLg7u6OmJgYKJVKREZGiirX\ngAEDRG3fFtiTkeAI+pISde6tJh3jgQceMLqOrq3u3bvz+6oMkYqB4A6wRZLc72aFIaJSE46jAFsW\n+k8APwEwONuRVqstBgA3Nze+WFMTREZGIicnB5WVlcjJyRHdOABMc3/KEXsxEhxFX1Kh5r3VVPbu\n3WtyXQ8PD35flSHOYgtwFw0AODs7Q6PR6LY5mXAcLViwYysAWwEE4a5n4C7z75Z6pKWlYcSIEdBo\nNHBxcQEAXL16FQcPHkRhYSHGjRuHlJQU+Pv7w8PDA6dOncLQoUNx6NAhqFQqDBs2DKmpqVXzu8+e\nPYtRo0Zhz549cHV1xYABA5CWlobAwECUlZXhwoULVcds2bIlQkJCsH//foSEhODvv//G5cuXq75v\n27YtevfujYMHD6J///64fPkyCgoKqr738fGBr68vjh49ioEDB+LMmTO4efNm1fe+vr7w9PREVlYW\nBg8ejKysLLs7p1u3biEhIcGuzqkxPb399gj85z9tcPy4B/75zwr067cFgYHdZXNOvr6+SEhIsHs9\niX1OU6dOhbOzM5ydnVFZWQkAyMvLw8mTJ3H79m2MGTMGu3btQseOHeHp6YmTJ08iPDwcJ06cQFFR\nUdX3fn5+cHJywoYNGzBkyBAcOXIEKpUKQ4cOxY8//liVI+H8+fMYMWIE0tLS4OrqisGDB6NDhw5Q\nq9VV91WVSoXExESuJxuck7lIJdXywwD2HjhwALNmzcKhQ4eg1Wp/c3V17WfGMWMBlAJYZsjOKpXq\nhEKhCHjggQfw+eef48EHDQpf4EiEffv24eGHHxZbDJty8SLw5pvAzZtAv34sLbOHh9hSGYYj6ktM\nBg8ejHnz5uGRRx6pMhSMxRSdCYIAhUKBrVu3Ijk5Gd98841JbXNMw15SLf8GAH379sWpU6d0CycF\nbNy4sZkRx/AE8xwAbMjiEQAGTbbevHlzc0EQ7lWpVMjNzUWfPn2MaJYjBS5cuCC2CDZHN9zQrh0b\nboiNBcrKxJbKMBxRX2ISEhKCrKwsAOyhbQomxIRVcfz4cYSEhJhcnyMOUjEQ/gZw8Z577kGXLl1w\n6tQpKBQKxYgRI4zxIHQAsBtAJoCDYDEIBi0l9sgjj4QJgiDk5OSgW7duaNbMGLuEYwjWTs88btw4\nix5PLnTpwlaBlJuR4Kj6EouwsDAcO3YMgOkGwpgxY4yuo2ur5vR1jnyQioEAsAc7BgwYgH379gEA\nWrZs+bQR9bMBPAAgDEA/AAan9mvRosXTALB//34+tGAFbJGeOSUlxWLHkhumGglEhIsXL+KHH37A\n1q1bsWXLFqSkpODcuXNWT8XryPoSgwEDBiAjI8Pk4QUA2LVrl9F1BEFAaWkpMjMzcf/995vcNkcc\npGQg7AaAadOmYe3atSAiODk5Tfnuu+9aWLPRnTt3tlQoFM8QEdauXYvp06dbszmHxBbpmVu2bGmx\nY8kRQ42EsrIyJCQkYPTo0fD29saDDz6Ijz/+GMnJydiyZQtWrFiBYcOGoW3bthg6dCji4uJw584d\ni8vr6PqyNb1790bnzp2xa9cuCIJgkhehRQvjbsW6NrZs2YKHHnoI7du3N7pNjsgQkVRKCyIq0mq1\nFBgYSHv27CGNRkMlJSULUZ3XwOKltLT0PY1GQz/++CP16dOHtFotFRYWEsdyKBQKUqlUtbapVCpS\nKBQWa+P333+32LHkTH4+0eOPEw0ZQrRpE5FWy7bfuHGD3nrrLfL09KTRo0dTcnIy5efnk1qtJo1G\nU69cvXqVduzYQU899RS1bt2aXn75Zbp48aLF5OT6sj0bNmygkSNHkkajIbVaTRUVFUaV3Nxco/bX\n/bb69+9PO3fuFPv0HRIAR8mM57KUPAhFADYIgoCZM2fivffeg1arhYuLy9xLly5ZJWrw8uXL9zk7\nO/+fVqvF+++/j5iYGAiCgG3btlmjOYfFFumZ9+83Jiu3/aLzJMycCUyZAggC8N1336FPnz4oLi7G\ngQMH8P333+Pxxx9Hp06dAOh/SfDy8sLYsWORmJiInJwctGvXDqGhofjiiy8skoqc68v2PPnkkzh5\n8iQOHDhgkhehbh9uDIVCAUEQkJKSgjt37mDkyJHGisuRAuZYF1YogUSk0Wg0NGDAAFq+fDlpNBpS\nqVTHN27c2AoW9Bxs3ry5tUqlOqHRaOiTTz6hhx56iDQaDRGRZsyYMZYx3zhERJSYmEj+/v6UlpZG\nKpWK0tLSyN/fnxITEy3WxvHjxy12LHuhoqKCpk+fTt27d6f09PQq74BarSaVStXkG6BKparlYTh+\n/DiFhobS6NGj6c6dO2bJxvUlDtu2baNevXpRUVERaTQaozwChw8fNmg/lUpFGo2Grl+/Tp06daL0\n9HSxT9thgZkeBLENAn3lAyKi3NxcateuHZ0+fZo0Gg2Vl5fvsZSRsHHjxlYVFRU/aTSaqnbOnDmj\nu6bv9+zZ0zLa4VSRmJhIQUFBpFAoKCgoyKLGARHR7t27LXo8uVNeXk5jxoyhCRMm0J07d+4a2sa7\nleu6i8vKyig6OprCwsLo5s2bJsvH9SUekydPppkzZxo91LBz506DfytqtZqmTp1Kr732mtin69CY\nayBIaYhBx78BnLr33nuhVCoxduxYXL16Fc7Ozo9Mnjw59cyZM/7mHPzcuXPdJk+e/D8nJ6ehV69e\nxdixY/HBBx/osmblAHjvbh4GjgWxdnrmy5eNWdfLvtFqtXjmmWfg7u6O5ORkNG/eHHv2aDF3rtbk\nKZBarVY35IfPPvsMgwYNwtixY1FaakpGdK4vMfnss8+wc+dOrFixoiqRkSHDDX/++Wej39c81vvv\nv4+TJ0/iww8/tJTYHBGQooFQAeB5ABXR0dF44YUXMHToUFy8eBEKhWKAv7//saKiohkTJ040SvaJ\nEycqiouLX/Xz8zumUCgezM/PR0REBF566SW8/PLLunanAaho1apVo8fiSA8+r76a5cuXo6CgABs3\nboSLiwvu3NFizRrCkSPAO+8AJj7TQUTQarUQBAFLly6Fr68v5s6da9KxuL7Ew9PTE7t378bSpUvx\n6aefVj3YFYrGb6mN5UGoWX/BggXYvHkzfvzxR9xzzz0WlZ1jY8xxP1i5TCQiDRHRJ598Qt7e3rRp\n06YqV6dKpbpQXFz8zqFDhzqikeGEI0eOdCouLp6rUqnydC61DRs2kLe3Ny1fvlzniVET0Thd2127\ndjXTscOxNevWrRNbhCqsPZzSGGfPnq01NKeLNfjjjwp6/PEKGjy4gmbMqKBbt0wbaqg5xvzXX39R\nhw4daP/+/UbLKSV9OSr5+fkUEBBATz75JF29erXJ+JS1a9c2OJyg0WgoPz+fRo8eTf3796e//vpL\n7NPjkH3GINQsjxFRBRHRkSNHKDAwkB599FE6c+ZMrSlZKpXqfHl5+dbS0tIPSkpKFpSWln5QXl6+\nVaVSna+53+nTp2nChAkUFBREv/76q+4aVhDRozXb7d69u3la4dicHTt2iC0CEdkmILMxIiIi6OOP\nP9Y7vlzTSIiOrqCbN003EnQPhe3bt1OPHj1IrVYbJadU9OXolJaW0j//+U/y8fGh9evXU1lZWa1g\nVp3BoFKpKDs7uypwtWbwaklJCa1atYq8vLxo4cKFVFFRIfZpce5i7wYCiOhhIsonIiorK6MFCxaQ\np6cnjRw5kr755puqaNyGSlFREX3zzTc0YsSIqh9weXm57vrlEdHgum0GBQWZoRKOGJw+fdrmberz\nFAQFBVFaWlqt/dLS0sgWv6nMzEzq3LkzlZeXNxh8duFCBT3xBDMSXn65gm7cMN9IGDRoEG3fvt0o\nWcXQF6dhfvnlFwoPD6eOHTvSu+++S+fPn28wR4bOeMjNzaU5c+aQt7c3DRs2jM9MkSDmGghSWc2x\nKVoCWALgZYBlg9u6dSvWrFmDY8eOoWfPnggNDUXHjh3h6uoKlUqFK1eu4NixYzh//jzCwsLw8ssv\n48knn6y5JvoqAG+D5V+ohb+/P/HFZORFQkICpk2bZrP2dOmj4+PjER4ejoyMDERFRSE/Px/l5eVV\nS9sCgFqthru7u1lpbg3hpZdegp+fH9555x1otVo01LevXgXeegu4dg3o1QtYtAgwZahYN3adlJSE\n9evXY/fu3QbXtbW+OIaRnZ2NlStXVuWCCQ0NRWBgYFUsQVFREbKzs3Hs2DG4u7vjqaeewiuvvFK1\nNDJHWpi7mqNcDAQdQwD8C8BoAAIAVFRUIDs7G5mZmbh27RoqKirg5uYGb29v9O/fH8HBwXBzc9PV\nJwC7wIyNfQ01EhQURL/99ptVT4RjWXJychAcHGyz9oKDgxEXF4eIiIiqbenp6Xj88cexbdu2ettj\nYmKQk5NjNXlKSkrQqVMnnDp1Cu3bt2/SGCkoAP75T2Yk9OzJjAQjM+kCYMFpKpUK/v7+OHjwILp1\n62ZQPVvri2McRIQrV64gMzMTubm5KC0thSAIaNasGYKCghAWFoYOHTqILSanCaxlIBQA4ImzObIh\nNTUVo0aNsll7Tk5Oej0Fbm5u6Nq1az3PglKptPjUzppkZGRg9uzZOHjwIIjIoMWW/vqLeRIKCoDu\n3YHFiwFjl0jQTWt7+umnMXHiREydOtWgerbWF4fjiJhrIDQ0r4UbBxxZUVBQYNP2GkofHRgYCKVS\niZiYGLi7uyMmJsbqxgEAZGZmIjQ0FAAaHFqoS/v2wNKlQIcOwO+/M2PB2HWZdG2FhoYiMzPT4Hq2\n1heHwzEeKeZB4HCMxtbz6mNjYxEVFYX09HSo1Wqkp6cjKioKsbGxVk8KpY9jx45VGQjG4O3NjIRO\nnYALF5iRcOuW4fVNNRB4HgQOR/pwA4FjF6SkpNi0vcjISKt6CpKSkhAcHAwnJycEBwcjKSmp0f2v\nXbtWNSZsbFyRlxczEjp3BvLyWGzCzZvGyduxY0dcv37d4P1trS8Oh2M83EDg2AU+Pj42b9NangLd\nDIm4uDiUl5cjLi4OsbGxjRoJKpUKrq6uJrfZrh3w0UdsNchLl4DZs4G//za8vm72kKGIoS8Oh2Mc\nBhkIeXls2VhBAN57r3p7VFT19qZYuJDt9/XXpglak8REdrzbt6u3CQLQVFD0tGlsv6NHG98vIYHt\n99FHje+nuy7GektNrcdpGF9fX7FFsBhKpRLx8fGIiIiAi4sLIiIiEB8fD6VS2WAdNzc3ox7Q+mjb\nlnkSunYFrlxhRsK1a4bVValUNWcLNYk96UvOlJQwj5GfH+DqyuJRJk4ELl7Uv3/Xrg1PiR03jt3X\n8vKsJS3H1hjtQUhIAIiA4mJgyxbD6z3xBJCUBAwYYFx7Gk39bYmJwL//XdtASEpq+oHOsV+ONmX1\nyYjc3FyEh4fX2hYeHo7c3NwG6/j4+ODSpUsAYNDCOw3RujXrR927s3wJb77JZjk0xcWLF43yCtiT\nvuQKETB2LPDxx0C3bsDy5cCsWWx2iz4DobISiIsD1q+3vawccTDKQOjWDfjjD2DvXmYcqNUsuElH\nTg4QGAg0a8ZuNGPGsDcRgHkOIiOBQ4fY5x07gD59gObN2Zv/jh1s+969zAodMwZ44IH6BsXChcDO\nnex/f39m0QLs2G+9xf4vLARmzAA6dmTHf/bZ+ueyezezmEeNAioqGj/vJ58E2rQB3N3Z+X3zTe3v\nCwuB0aOZZf3ss9XHO3gQGDiQbe/VixkxHOswcOBAsUWwGA3NkAgICGiwTlhYGI4dO2bQ8ZOTkxES\nEgI3NzeEhIQgOTm51vetWjEjoVcv5kGYPbu6H9dFZ4wcO3YMYWFhBrUP2Je+5EpaGrBvHxAQAOzZ\nw+6Z//d/7B7dvz+7tzZvDrz6KvtNZGcDMTHA88+z+hUV7H7XogW7/xUWino6HCtglIEQEAA8+CDw\n5ZesPPooMwR0uLqyH8/y5cDrrwP/+x97oNflzBn20FWrgWXLmJfgySfZdh179gCPPcbeYGryxBNA\nv37s/+XLmUVblzfeAFavBh55hO3jX2eB6F9/BSZNAgYNYg/7pjyj99/P5oj/97/s83PPAeXl1d8f\nOAAMHQqMGAFs2sTavnmTudxu3wZiY1lnmzoVyMpqvC2OaZyp+eOROY3NkGiImgZCYx6E5ORkzJ8/\nH8uWLUNxcTGWLVuG+fPn1zMS7rmH/eYDA4Hr15kbOj+//vFMNRDsSV9yRTfpZMQIwMmJ3dP+/psV\nXRqN0lLgzz+ZwejtXbv+qlXsfjd8OLv/HThgW/k5NqCBHMy1uHCBrdowdizR6tVEbm7sc2oqUVDQ\n3RUdiOjkSaK+fdlnXXnwQfbdggXs89atRHFx7P81a9h3a9awz599RpSezv5/7LGG80uPHcv2uXCh\nZs5pJgsRkacnkbc3UWVl7XrPP8/2c3Zm+xYV6T/+unVsvyVLiDQaoueeI3J1rX1eubnV1yU8nNU7\nf75a9pSU2vvrytKlta8nxzLY2+qAxq4IWVZWRm3btqULFy6QRqNpcP2EgIAASk1NrbUtNTWVAgIC\n9O5/+3YFvf46W7thwoQKOnWq9vcajYYKCwupXbt2dOnSJYPPz970JUcWL2b3oTfeYJ+XLau+Ty1Y\nQOTnx/6/fbu6jp8fUfPm7P9HH2Xfnz/PPoeH178vc8QFZq7FYHQMwtNPM2vT15dZjjVRKoGT+AOe\npgAAIABJREFUJ4EPPwR+/BFwcan9pl0X3YuOvheejh2brmcq3t7A2bPA4cNN77t7N7BhAzB4MJCa\nysbsgNrnpZtVpm922XPPsWPoyoQJ5snO0Y+9zas3doaEu7s7nnnmGaxduxYAy3CoD2PjGzw8WL8O\nDWXesLffrvb06bwHmzdvxsCBA40KPLQ3fckRncPnp5/Yvevxx4F33629T/PmbHihMRq7/3HkjdEG\nQsuWbHhh9WqggXsQbtwAtm9nQwj6GD6cGQ9LlwJr17IgGRcXYNgww2Ro04b9Xb+exSzUZfx4Nnb6\n/PNAfHz9H/0XX7A535MmMYPGEEpKgHPngF9+qf/doUPAkiXs5gkAQ4aw2IO2bZlRcfo0i8/48MOG\nx3I55sHn1QOvvPIKvvzyy0ZnM5gS3+DuzmYvPfggG2eeM4f1BUEQQERYtWoVXn31VaNk5foSn4gI\ndq/KzmYxBD/+yAJTjakPsPvekiXV8WUc+8GkPAiTJ7MgwrrExgL33gt8/jl7ONa0PHXWpZMT0Ls3\nsHUr4OzMomYVChb02Lu3Ye1HR7P52gsXAu+/X//7Tz4BXn6ZxTHExLA0sjXx8gJSUli7Y8awed8N\nMXw485pkZQGbNwMjR9bf56GHmKHy00/AlClMvrZtWRs9erDAH6WSBW/qgio5loVPmwMCAwPRv39/\nLF68uGqlxbq88847iI6OrhXfEB0djXfeeafRY7u6AgsWAOHhbFxarWZrMHz11VfQaDQYqa9jNALX\nl/gIAvD99yxmKycHeOUV4IcfWJyXzlPaGNHRLK7qp5/YvfbBB60vM8fGNDD2YFFycogiItj4VFaW\npY/O4ZDoa9EbGzNgLS5dukSenp507Ngx0mg0pFKp6sUVbNiwgQICAggABQQE0IYNGxqMWahbSksr\nKC1NRRqNhi5dukReXl6UmZlptJxi64vDcQRg6xgEU4iNZcmJ3ngDuO8+W7TIcTSyRJweYkrmQ2vh\n6+uLRYsWYfr06SguLq5abbEmkydPRlZWFioqKpCVlYXJkycbfHxnZwGDByug0Wjw4osvIjo62qQ1\nIMTUF4fDMQybGAjffsvGLpcts0VrHKlj7DoDhjB48GALSGYapmQ+tCbTp09H//79MWnSJJSWlkKh\nUDQYtGgMumGLyspKvPjiiwCA+fPnA2g6O2ldxNQXh8MxDL4WA8emWOttW8w3UlMyH1oTQRCwevVq\ndOzYEePGjcONGzeqHu6mZFnU1VUoFCgpKcGUKVPw559/Yvv27XB1dcVXX7FAte+/N/yY3IPA4Ugf\nbiBwbIq13rYLRUzjZsrMAGvj5OSE9evXY8CAAQgJCcG3335b60FviKFQd/+ff/4ZoaGhaNasGXbu\n3IlmzZoBYMG+RGw2kqHp18XUF4fDMZAGghMKbBpJwXEYFAoFqVSqWttUKhUpFAqzjnv9+nWz6ptD\nYmIi+fv7U1paGqlUKkpLSyN/f3/RAhXr8vPPP1PPnj3p8ccfp4MHD5JGo6kqarVab6m5T3Z2Nr30\n0kvUsWNH2rFjh942vvmGaMgQVuLjibTaxmUSU18cjqMAKwUp+gAQHLX4183NzLEY1nrbFnNefWRk\nJJRKJWJiYuDu7o6YmBgolUqLLf9sLuHh4cjKysIDDzyAyMhIDBgwACtXrsTx48eh0WggCEKtotVq\ncerUKaxfvx7Dhw/HsGHD4OXlhezsbExoINPXo4+y6bwKBbBxI/DZZ9XpevXB8yDIj4SEBLFF4NgY\ngXj6q3r07t2beK5466CLQYiPj0d4eDgyMjIQFRVl9gN13759ePjhhy0oqX1SWVmJ1NRUJCcn4+jR\no8jPz0evXr3QsmVLCIKA4uJinDlzBu3bt0dYWBgeffRRPP7443B1dTXo+Pv3s6RKGg3LGfKvf7Hc\nJ3Xh+pIfXGfyQxCETCLqb2p9Z0sKYy9YIuKbox+dERATE4Pc3FwEBARY5G3bw8PDEuLZPU5OThg7\ndizG3s2EU1xcjNOnT6O4uBharRbNmzdH79690brmKmxGMHgwW9Rs/ny2WFtJCfu/rn3B9SU/uM4c\nD+5B0IO/vz9duHBBbDE4RpCQkIBp06aJLQbnLr/9xoYciovZ6qvvv88yiXLkC+9j8sNcDwJ/VdZD\nixYtxBaBYyRDhw4VWwRODYKCWMrzNm2A48fZctF37ogtFccceB9zPLiBoIeSkhKxReAYySG+Uozk\n6N4diIsDOnRgC5bNnMkWUePIE97HHA9uIOiBD7vIj8ZWMOSIR6dOzEjo1g24eJEtnnbxothScUyB\n9zHHgxsIeuBDDPJjmKFrhXNsTrt2bLghKIh5EGJigFOnxJaKYyy8jzke3EDQA8/yJj9SU1PFFkGS\n5OWxZX3Hjau9fcgQtv3vv20jR4sWwEcfsSWBCwtZTMKRI7Zpm2MZeB9zPLiBoAc3NzexReAYSa9e\nvcQWQVa8+y6QlAS0bGm7Nt3d2WyGESOA8nJg7lxg927btc8xD97HHA9uIHA4Dsh//gNERrK3+b17\nmTdh7Fhg0CCgVSuW4EjHl18CvXsDzZsDDz0EHDtmervOzmz64+TJQGUl8MEHhq/fwOFwbAs3EPRQ\nUVEhtggcIzl79qzYIsieffuAp55iMQMffcSCCffuBaKigK5dgXnzgBs3gPHjmQfAVAQBmDEDeOUV\n9nnlSmDFisZTM3PEh/cxx4MbCHpoaUu/K8cijBo1SmwRZM+ECcCsWWwIAADy84GdO9n/P/7IhgTO\nngX+/NMyQYZPPQXExjKvwtdfA0olwAPlpQvvY44HNxD0UFRUJLYIHCPZs2eP2CLInrZt2V/nuwnY\nKyurv1u6lMUL7N7NUihbaj2zYcOADz9kWRbT0oA5c1j2RY704H3M8eAGgh4EQRBbBI6RGLqYkKNy\n+jQb+9cVQ4cI7i7ZgKQkNuRw+DBLeNSmjeVkCwsDPv2UDW1kZbFpkDyhkvTgfczx4AaCHpo3by62\nCBwjGTBggNgiSJrffwcWLaouhhoIQ4YA69axt/rXXgPWrGGBipamRw+2RLSfH5ua+dprwPnzlm+H\nYzq8jzke3EDQAx9ikB9paWk2aScpKQnBwcFwcnJCcHAwkpKSbNKuqXTtChDVL1lZ7K+nJzMCiNgD\nGmB/idh2AJg2DcjNBcrKWFzCl19aR1YfH5Z1sW9flp9h5kyeK0FK2KqPcaQDNxD04O7uLrYIHCMJ\nDAy0ehtJSUmIjY1FXFwcysvLERcXh9jYWMkbCXKiRQtgyRJg6FBmkLzzDpCSIrZUHMA2fYwjLRze\nQBAEYaEgCFSzXL9+XWyxOEZSVlZm9TaUSiXi4+MREREBFxcXREREID4+Hkql0uptOxKurmx2w5Qp\nbOrj0qXA2rV8GqTY2KKPcaSFwxsIRLSQiISaha/FID8uXLhg9TZyc3MRHh5ea1t4eDhyc3Ot1mZ5\nOdCxI4vuB5i7XxCAo0cbTqNsTQQBCA5uer/ERGDhQuD2bfZZo2ELN73xhmHtKBTAiy8Cb73F/k9M\nZMmdeIoS8bBFH+NIC4c3EPTRqlUrsUXgGMk4GzwlAwICkJGRUWtbRkYGAgICrNbmV18BV68CL71U\n/zsvLza7QGc8SInERODf/642EJydgenTmSfAmBCfsWNZUGXz5iyR0xtvADdvWkdmTuPYoo9xpAU3\nEPRw584dsUXgGEmKDQaqY2NjERUVhfT0dKjVaqSnpyMqKgqxsbFWazMxEQgIYFH+dbl+naVLXrSI\nfdZ5F2JigM6dWfn5Z/bdnTvACy8A3t4sMPHll4GSkvrH1KVdHj8eCA9n0xlnz2ZBi3W5dYu16eXF\nynPPsW0LF1YnWPL3Z4GSADtmaanxMQX9+7PASR8fNl3z1VfZrAyObbFFH+NIC24g6MHJyUlsEThG\nYovsl5GRkVAqlYiJiYG7uztiYmKgVCoRGRlplfYqK4FDh4D77zeuXmYmEB0NXL7MHtYAe/PeuJE9\n0F98EYiPZws2NcS+fcDTT7MZBcuWAd9/X3+fWbOA9evZMadPZ8efNQt44gmgXz+2z/LlbGYCwLY5\nO1cbLcbQtSvw+edAYCDw11/A668Dv/xi/HE4psMzzDoe3EDQg4eHh9gicIwkJCTEJu1ERkYiJycH\nlZWVyMnJsZpxALCpfqWlLAbBGBYuZOsmuLmxOAWAvbVrNGyGwKJFLOCvsZUUJ05kD2GdEbF3b/19\ndu1icQVLlgCLF7P/f/iBxSjoZB4/nhWABR+2a1ctk7G0acOMlWHDWGzG/PnA5s36vRscy2OrPsaR\nDs5iCyBFinmuV9mxf/9+dOvWTWwxrIKxD8CaKZNrpkv28WFv+ToaW9Vc16apD9+GkpGa+zB3dWVr\nQvj5MS/I6tXAH3+wYEae6M+62HMf4+iHexD0wD0I8sMe3248PQEPD7Y4krmMGwcUFADffceSHW3f\nDiQnN7z/d9+xFRbfe4991iVNqsnYscCVKyxIcs4c9v+YMew7XSrm9eurvQ8VFSzA0M/PvHMRBGDq\nVOYpcXdnnpBZs5jHhWM97LGPcRqHexD0oNFoxBaBYyR/2+HTwckJGDiQTWk0l08+YR6FLVtYJsTe\nvYF//avh/YcOZTMkcnKAN9+sHiaoe0yAvckDwLPPVm+LjmZxDAsXAo88wgyMrCw2zDF4sPnnAwAP\nP8yGNebNY8GLr7zCpkJacVKJQ2OPfYzTONxA0INarRZbBI6RXL58WWwRrMKUKUBUFFuXoEcPICGB\nFR01XfZ1v6s5UtaqFZtiaCi+vsC339bfXrO9Nm2Yh0AfgwYxT0VNvv+eTVe05Gy5Hj2AVauABQuA\nkyeZJ+HNN4HRoy3XBodhr32M0zB8iEEPPA+C/LDXOdpTpgAdOhj3cJciGg1b9OnFF1k6ZUvSujXw\n0UcssFKtZgGTn37K2uRYDnvtY5yGEYiHANfD39+feNYweZGQkIBp06aJLQZHZHbuZMaBWs2maC5Y\nUB20yTEP3sfkhyAImUTU39T63IOgB54HQX605U8BDljg5CefsADPkydZQqjsbLGlsg94H3M8uIGg\nB76ao/zo3bu32CJwJEJgIJv+2LcvcOMGi0nYvp3nSzAX3sccD24g6KFEXw5ajqQ5ePCg2CJwJETb\ntmwVyCefZLkg4uKA999niac4psH7mOPBDQQ9NGvWTGwROEbSv7/Jw2wcO8XZma3b8O67LJ9EWhow\nYwbAw4tMg/cxx4MbCHrg0xzlB5+CJS9SU1Nt1lZEBJsK2bUrcOkSMxps2LzdwPuY48ENBD1wA0F+\nFBQUiC0Cxwhq6ispKQnBwcFwcnJCcHAwkpKSLN5ely5ssacRI9g6DosWAR9+CJSVWbwpu4X3MceD\nGwh64HkQ5Aefoy0vdPpKSkpCbGws4uLiUF5ejri4OMTGxlrFSPDwAP7v/4C332brUPzvf2zIgS8d\nbRi8jzke3EDQw507d8QWgWMkxq5Vb4u3Vk7D6PSlVCoRHx+PiIgIuLi4ICIiAvHx8VAqlVZpVxBY\nlsWVK9maEBcvshTN33zDZzk0hbF9jCN/uIGgBxcXF7FF4BiJj4+Pwfva8q2Vox+dvnJzcxEeHl7r\nu/DwcOTm5lq1fX9/FpcwdixLqrR8OVvTgb8bNIwxfYxjH3ADQQ/cQJAfvr6+Bu9r67dWTn10+goI\nCEBGRkat7zIyMhBggxWX3N3ZMtELFrA1Ig4cYKmgLbE4lj1iTB/j2AfcQNBDKZ8sLTuOGnFXF+ut\nlVONTl+xsbGIiopCeno61Go10tPTERUVhdjYWJvJMmQI8MUXQHAwWzL6X/8CPvuMLU/NqcaYPsax\nD7iBoIfmzZuLLQLHSAYOHGjwvmK+tXIYOn1FRkZCqVQiJiYG7u7uiImJgVKpRGRkpE3l8fFhKZqj\notgy29u2sQDGc+dsKoakMaaPcewDbiDooby8XGwROEZy5swZg/cV862VB0cyauorMjISOTk5qKys\nRE5Ojs2NAx1OTsDUqcCKFUDnzkBeHgtgXL+erwwJGNfHOPYBNxD0UFlZKbYIHBj3ML1586bBxxXr\nrZUHR1ZjjL5sTe/ewJo1wKRJLE1zQgLw2ms8A6OUdcaxEkTES51y3333EUdcEhMTyd/fn9LS0kil\nUlFaWhr5+/tTYmKi3v2vX79uYwmNJygoiNLS0mptS0tLo6CgIJEkEg856IuIKDOTaPJkoiFDiIYP\nJ9q4kUitFlsqcZCLzjjVADhKZjwLHd6DIAjCQkEQqGbJy8sTWyyHx9iZBnKYo82DI6uRg74AIDQU\niI+vng4ZH89SNZ8/L7ZktkcuOuNYDskYCIIgfC8IwncNFWu1S0QLiUioWby9va3VHMdAjH2YymEK\nFg+OrMZW+rJEzEfz5mw65EcfsWDGc+eA6Ghg7VrHmukghz7GsSzOYgtQg4/EFkCHs7OULotjonuY\nRkREVG1r7GHq6elpK9FMRhccGR8fj/DwcGRkZCAqKsoh8y/YQl+6mI+61xuASfEmYWHAl18yw+Db\nb4HERGDvXmD2bPadvSOHPsaxMOaMT1irAPAA0Fus9rt27WrEKA/HGhgbg7Bu3TrbCmgiiYmJFBQU\nRAqFgoKCgho8H3vHFvqyZszHb78RTZ/OYhOGDCF6/32iGzfMPqykkUsf41QDM2MQBHYM6SAIwngw\nb4IrEfkLghAC4D9ENMFWMvTp04eys7Nt1RynAZKSkqBUKpGbm4uAgADExsY2+Ob3xx9/oFu3bjaW\nkGMqttCXk5MTysvLa2VGVavVcHd3t8hMJY0G2LwZ2LgRUKnYUERUFDBhApsyaW/wPiY/BEHIJKL+\nptaXTAxCDRYCeADAbQAgoiwA/rYUoIyvASsJjJkfn5WVZUPJLIMj50Swhb6sHfPh7MzyJqxbBzz4\nIFBSwtZ0mDEDOHnSIk1ICjn2MY55SNFAUBNR3SVTbOrmcNQ8CHJ+YBUWFootglE4ek4EW+jLVgmx\nOnYE/vtf4L33AG9vNsNh1iz2+fp1izYlKnLrYxwLYM74hDUKgHgAzwA4CaAngDgAq2wpgyPmQTB2\nzF9qyG2OtqPnRLCVvmwd81FWRrRuHdGIESw2YeRIoi+/JCottWqzNkFufYxjnzEIzQDEAhgBQADw\nPwDvEZHN8h/7+/vTBQdLmxYcHIy4uLhaswbS09MRExODnJwcESUzjISEBEybNk1sMQzG2uPjUkdu\n+jKWggK2nPS+fexzu3bACy8AI0fKNz7B3nVmj9hdDAIRlRJRLIBHAEQQUawtjQMAcHV1tWVzkkDu\nSXz8/W0apmI2jp4TQW76MhYfH2DhQhaTcO+9wI0bwJIlbDnpX34BJPZeZhD2rjNOfSRnIAiCcL8g\nCNlgQwzZgiCcEATBprOMFQrJXRarI/cHloeHh9giGIUUljm2No3FtMhNX6bSpw9b/GnuXGY05OUB\n8+YBM2cCcov5cxSdcWpgzviENQqYYfCPGp/DAZy0pQyOmAdB7jEIcpyjbc85EZr6PclRX+ZSUUG0\ndSvRxInV+RNmzybKzhZbMsNwRJ3JHdhhDMJxIupXZ9sxIgq1lQx9+/alk/Y4T6kJjMk7IDUuXryI\nLl26iC0G5y5NxbQ4sr5KSoCvvwa2bmX/A0D//sCzzwJ9+4orW2M4ss7kit3EIAiCECoIQiiAfYIg\nrBYEYYggCA8LgvA5gL22lKVE12sdDGPyDkiNQ4cOiS2CpBB7ympTMS2OrK/mzYHnnweSklgeBQ8P\n4OhRNjVy1izg11+lGaPgyDpzVKS06MDSOp8X1Pjfpt1Fal4VTtOoVCqxRZAMll6DwBSaWkuD6wto\n0YJlXnziCWD7dlZOngTefhvo0QN46ikgIoIlZJICXGeOh+SGGKTAfffdRydOnBBbDI4RFBQUwMfH\nR2wxJIEUpqw2ZKQolUpERkZyfemhpATYsYMNP9y6xbZ5ewOPPsqWm27ZUlz5uM7kh7lDDJI0EARB\nGAsgCIC7bhsR/cdW7TtiHgS5UTdeIjw8HKtWrRJbLEkglRwLjcW08Dn1DaNSAbt3A8nJwKVLbJub\nGzB8ODMWuncXRy6uM/lhNzEIOgRBWAVgMoAYsERJTwLws6UMbm5utmyOYyT60hSnpqY6TJrippDK\nlNXGYlp69eplU1nkhKsr8xgkJLAUzvffD1RUACkpLI/Ca68BP/wAlNs0OwzXmSMiOQMBwENE9ByA\nW0T0bwADAfBfJqcKpVKJ+Ph4REREwMXFBREREVi3bh2USqXYolkFYwMO7TXHgtiBl7ZGoQAGDAAW\nLwbWrwcee4wFOJ46xbY98QTw0UdATo40gxo5doA5cyStUQAcvvv3EICOANwAnLelDI6YB0FOKBQK\nUqlUtbapVCpSKBQiSWQ9TM1PIfUcC8bOqZd7ng5LUVZGtGsX0SuvVOdSGDKEaMoUtuZDXp712ra3\nPAgaDdGxY0Qff0xUVCS2NNYBZuZBEN0gqCcQMB9AawCPAygAcBVsLQabydC3b19TdMGxEY600JG9\nnuvVq1eN2t9er4M55OURrV5N9MQTtY2FqCiiDRuILlwg0mot156xOpMiOqNg2TKixx6rvmapqWJL\nZh3MNRAkGaSoQxAENwDuVH/5Z6vSrVs3+uOPP2zZJMcI9EXIP//881i0aJGscjcYglQCDi3Npk2b\nMHXqVIP3t9frYAkqK1na5p9+Avbvr06+BACdOwMPPQQ8+CAQHAzUuHxGY6zOpEJxMZCZydbAOHQI\nKCqq/q5jR2DIEGDUKHat7A1zgxQlMsMWEARhUiPfgYi221AWWzXFMQGdERATE1MVIf/YY4/ZnXEA\nNJ1PQK4YuyCavV4HS+DkBISFsfLGGyzp0s8/AwcOsFkQycmsNGsGhIZWly5dAGNudXJZxE6tBk6f\nBo4dY0mncnMBrbb6+86dgUGDWI6Jnj2NuwaOhmQ8CIIgrGvkayKiF2wli6OmWpYz9poGtql8AnLF\nWH3Z63WwJpWVQHY2e2s+fJgtFFWTdu2YVyE4mC0q1b1740mZpNrHiouZEXDqFDvfnBw260OHkxMQ\nFMQCPgcNYoaRo2CXeRBMQRCEzgA2AGgPlnlxDRF9asqxeB4E+WHPc7TlvEZGQ5iiL3u8DrakoIC5\n2o8dA44fr07GpMPFhRkJvXqxTI7+/kDXrsA997Dvxe5jRGzZ7Px84Nw5Vs6fZ16Suo8xPz8gJISt\ncdGvH5v94YhwA+EugiB0ANCBiI4JgtACQCaAR4nolLHHCggIIF3OeI48OHLkCB544AGxxeAYCNeX\nuBABFy+yt+2cHOC336qTMtXFywvw9QVcXK4hJMQb7duzbV5eQNu2LG+DpWQqLWVGwN9/A9euAX/+\nyQyby5eZvPqWyXFxYUMFgYGs3Hcfk4tjRzEI5kJEV8FmPICIigRByAXQCYDRBoK25oAVRxaUlZWJ\nLYLDYsqbPdeXuAgCe8v282NJmQDmqj93DjhzBvjjDzYkkZcHXL/OCuCNI0fqH6tZM6B1a5YK2sOD\nffbwYMMVuiIIbMiDiMUIlJezYYCyMqCwkAUOFhbWHhrQR2Xlbfj5CejX7x4QncPatXMwb94zmDp1\nsmUvEAeAHRkINREEoSuAfgAO19m+ELUXgdJLixYtkJCQgMGDByMrKwuFhYUYN24cUlJS4O/vDw8P\nD5w6dQpDhw7FoUOHoFKpMGzYMKSmplZlGzt79ixGjRqFPXv2wNXVFQMGDEBaWhoCAwNRVlaGCxcu\nVB2zZcuWCAkJwf79+xESEoK///4bly9frvq+bdu26N27Nw4ePIj+/fvj8uXLKCgoqPrex8cHvr6+\nOHr0KAYOHIgzZ87g5s2bVd/7+vrC09MTWVlZdntOu3btqtW+PZyTHPR0+vRpbN68GevWras1o6So\nqAiurq4NnlNpaSkuXLggyXMSS09//fUXli5dikuXLsHf3x/Dhg3D+++/b9NzOnGCnZOraxY6dizE\ne++NQ3LyPjRv3hO//vonFIrOaN7cHxcvlqG42AMVFR4oLRVQWsre9s3FyUkDLy8BWu11tG2rQbdu\n7rh9+zT69++Et9+ejNWrF2HoUF2g6r0IDX0D06dPx/33hzR4TqtWrcLevXtx7tw5dO7cGXPnzoWr\nq6tD/PbMxpw5ktYoYKmVW9z9fx6A7QBCjah/D9jwwiRTZbjvvvsMmmPKkQ7Xr18XWwSHxNT8BGLp\nS6oJpOSQCEqfzrRaosJCoosXiX77jejXX4n27WN5BVJSiHbsINq2jZXt29nnlBSin34iysggOnqU\n6OxZoqtXiYqLG8/bYEqCNDlcV2sCO0yUdPLu33AAewGMxd3sigbUdQHwPwCzzZGBZ1KUH/aW5U0u\nmJrVUgx9SflhIYdEUGL3MVOukRyuqzWxJwPBiYgCZsyYkUdES/bs2XP85MmT+4hodVxcXAERTSai\nHkQk6D0RtrDTBgCfmCtL9+7dTVIGRzy2bdsmtggOiak3YDH0JeWHhRzSh4vdx0wx8OpeV50HSRAE\nSXmQrIXcDQSBiB4momQiKjbwnG8R0ZdE1L/WiTCPAwE4CSDrbhljilzBwcEGisKRCr///rvYIjgk\npr6Vi6EvKT+EpWy86JBCH2toiKih7TWvq5Q9SNZCrgaCQETTiOg33YlotVrKy8ujbdu20dy5c+ml\nl16i559/nl5++WVasGABfffdd3TlypW653+EiB6ztHx8iEF+iO3+lCuWGJM35Rhi6EvKD2E5PLyk\n2scau3Y1v5Oy/q2FHA0EPyLarTuBK1eu0MKFC8nX15d8fHxozJgxNG/ePFqxYgV98cUXtGLFCpoz\nZw4NHz6c2rVrRz169KAlS5bQ33//XfM6bCEiL0vJGBAQYLQiOOJy/PhxsUWQHWI+lMTQl9QfwlIN\noNQh1T7W1IO/5rCCVD1I1kJuBsJUIiokIrp27Ro9++yz1Lp1a4qOjqbjx4+TRqNptKjVasrIyKiq\n9/rrr1NhYaHuWlwnorGWkLNnz57m6IQjArt37256J5GQ6o1fzDcqsfQlVV0Yg1jnINVsBDpoAAAg\nAElEQVQ+ZujQEfcgSNtAeEsn9NatW8nHx4fefPNNunnzZpUBoFKp7lRUVKSVlpYuLSwsfLWwsPDF\noqKi10tLS5erVKqfVSpViW7fq1ev0gsvvEBdu3alPXv26A6tIaJnzZWVDzHIDzm6P8VGzDF5qepL\n6oj5e7Kkzr7++msaN24c9evXjyZOnEg7duww+ViGPvil3BethVwMhDeIiCorK+n111+nXr160c8/\n/1zTMNh3+/btyNjY2GYAXro7XVFX3AD8G4BLfHx8y8LCwhdVKtVRXd2UlBTy9fWl9957j7RsEq2W\n2IwHk+XleRDkh1TzIEj5rUVM2aSqL6ljDzorKirSu72usWooxjz47cGDZAxyMBAmEDHjYPr06TR4\n8OAqr4FKpbp048aNcXUMgs0AdgHoDCAEwK8APq65j5+fn8vt27enqFSqGxqNhi5fvkx9+vShuXPn\n6q6LmogGmCoz9yDID6m+kUo5ct5e3kYdCXvx+hQXF1Nubi5lZWVRTk4OXblyRfeCZxKO9uA3FKkb\nCO2IqICIaM6cOTRo0CC6c+cOaTQaKi8v37pz5852dYwDXYkE8DeAfAAPN7CPy5EjRzqVl5fv0Wg0\nVFBQQIGBgfTJJ5/ork0uEbmbIjfPgyA/zHFRWhMpexCIxLuxSlVfUkfM35M5OisrK6MNGzbQ1KlT\nKSAggDw8PKhnz57Up08fCgwMJC8vL/L09KSRI0fSggULJDGl0h6QuoGwiYho79691LFjR7p27ZrO\nOFg3cOBA1wYe/AEADgBYC2A/gDUAWjZkJCiVyubl5eXfazQaOn/+PLVr145ycnJ012exKXJL5ebN\nMZzTp0+bVd9aD0pHHPc0BHP15aiI+XsyRWeXL1+mt99+m7y8vGjkyJG0evVqOnr0KJWVldULQM/P\nz6dvvvmGZs6cSZ6enjRmzBhKTU21wpk4DlI2EB4mYq6kbt260TfffKMzDn6YOHGiW0MPfACnAYys\n8flfAH5rZH+Xzz//vIUuLmHFihXUv39/UqvVRESVRHSvsbLzIQb5YY7709o3Xe7+rA8fYjAdsX5P\nxuhMq9XSF198QZ6enjRr1iw6ffp0LYOgoqKCCgsLSaVS0e3bt2sFq2s0GioqKqIvv/ySevXqRU8+\n+SRdu3bNeidmx0jZQPiaiGjBggUUGRmpizm4feLECb/GHvYA2urZFthEHZf8/Pz7VCpVhVqtpoiI\nCFq9erXuGn1qrOyBgYGW0g/HRmRnZ5tcV+rDAPaIOfriiIOhOrt+/TqNHDmSQkNDa01fV6vVpFKp\nqKKigr766isKCAggABQQEEAbNmygiooKUqlUpFarSa1WVxkKs2fPpvbt21NKSoqVz9D+kKqB0ImI\nNBUVFeTj40MnTpwgjUZDhYWFdWcoNFRCADwNYFqN0mS9kpKSBRqNhlJTU6lv3766oJc7RNTcGPl5\nHgT58cMPP5hcV8qBhPaKOfriiIMhOvvzzz8pMDCQZs+eXTWMoFarqaKiwuiiUqmqjIt9+/aRj48P\nbdiwwQZnaj+YayAoYB2iADh9++23uPfeexEUFAStVnt1/vz5mwyoOw/AMgCfAogA8CGAcYY0+vPP\nP6/QarWljzzyCCoqKnDgwAGAxS9EGiO8Wq02ZnfJk5SUhODgYDg5OSE4OBhJSUlii2RxCgoKTK4b\nEBCAjIyMWtsyMjIQEBBgrlicBjBHX3JGzn2xKZ3duHEDw4cPx1NPPYXFixfD2dkZWq0WWq3WpPaI\nCJWVlSAiDBo0CLt378acOXPw9ddfm3Q8jgmYY100UtKJiMaPH08bNmwgjUZDpaWl/4Fh3oNsAK4A\nTtz93AnAbgPrupSXl3+h0Wjoww8/pOjoaJ0htckY+e0pD4KjBMmZM0fbUa6RlHDEPAhy/501pjOt\nVksTJ06kmTNnVg0R6IYTLFF0Qw5Hjx6ldu3a0dmzZ2145vIFEhxiUBDRHa1WS+3bt6fff/+dNBoN\n5eXl9THwIX/k7t9MVMcjnDbUQLh+/fpIjUZDGRkZFBoaqrtOucacgz0FKTrK+Lq5QW88kNC2OGKQ\notz6Yt0+UeOFqx6bNm2i4OBgKikp0cWbWcw4qGskfPzxxxQeHk6VlZU2vBryRIoGQk8iNr3F09NT\nZ0kWNTKtsW5ZBcATwKsAzgE4DmC9oQbC7t27vXTBLR4eHlReXk7Esiu2MPQc7CkGwVHG1/mYtrxw\nRH3JqS/q83Z06dJFr+F87do18vb2psOHD1vNOKhpJKhUKgoPD6fly5eLcGXkhbkGgjViEO4FgJMn\nT+K+++6DIAgAkHXw4EEysH4MgDtgeRBGg8UzvGho48OHD7+t1Wr/8PDwgL+/P06fPg0AAoBehh7D\nxcXF0F0lj6OMr/v6+ootAscIHFFfcuqLSqUS8fHxiIiIgIuLCyIiIpCQkAClUllv39WrV2P8+PEI\nCwurfvO0EkQEhUKBZcuWYfHixdBoNFZriwOrGAjNAKCwsBBt2rQBAGi1WlMjkvLBYhKMpQAA2rRp\ng6KiIt02D0Mrl5aWmtCkNImNjUVUVBTS09OhVquRnp6OqKgoxMbGii2aRTl69KjYInCMwBH1Jae+\nmJubi/Dw8FrbwsPDkZubW2ubRqPB6tWr8corrwCAVY0D3fGJCP369UPnzp2xc+dOq7bn6Dhb4ZhO\nAFBZWQknJyfdNuv+aupTCQAKhaKmhenU8O61ad68uTVkEoXISDaBIyYmBrm5uQgICIBSqazabi8M\nHDhQbBE4RuCI+pJTX9R5OyIiIqq26fN27Nq1C507d0ZISIjVvQc6iAiCIGDGjBlYuXIlJk6caPU2\nHRVreBDKAcDDwwMlJSW6bYY8cXcA8LOQDC0BoKysDB4eVY6DckMrl5cbvKssiIyMRE5ODiorK5GT\nk1PrhiTnaVc1OXPmjNgiiI6cdOmo+mqsL0oJfd6OadOm1fN2pKenY/z48QCs7z3QoWtn/PjxyMjI\n4MMMVsQaHoQ/AaBHjx44e/YsAEChUPQ1oN4GsFUcNwL4CIBJWp81a5YzgACtVouzZ8+iR48eteQy\nhMrKSlOalh1JSUmIjY1FfHw8wsPDkZGRgaioKACQ7I2rIW7evCm2CKIiN106ur6kjj5vx+jRo+v9\nljIzM6uMBlsZCLq2WrZsiY4dO+L06dMIDg62WdsOhTkRjg0UDyLSqNVqatasWVWO7UOHDnVE07MQ\nWgNYApYD4W0Ab9UoBs1iuHz5cn+NRkOnTp2iGtMVrxGRYOg52FMehMaQ27SrxnDEefU1kZsuHV1f\ncqSuziorK6lFixZVi/CZMzthw4YNelMvNzXl8emnn6aEhASRroj0gQRnMZQB+M3Z2Rl9+/ZFZmYm\nACAgIOARA+qqAJQAcAPQok4xiNatWz8CMMs2LCxMt/kojIiDuHPnjqG7yhpDA5HkQEpKitgiiIrc\ndOno+pIjdXV2584dCIKAtm3bmuU9SE5Oxvz587Fs2TIUFxdj2bJlmD9/PpKTkxuso2vPz88PV65c\nMbltTuNYK9XyEQAYO3YstmzZAgDw8PCIbqLOSLAHeTMADwD4D4D3a5QmGThwoODq6voSAGzevBlj\nxoypJY+h2NM0x8aQ07SrpnDEaXM1kZsuHV1fcqSuzioqKuDm5mb2cf/73/9i9erVtaZUrl69Gv/9\n73+brOvm5mZ3MWNSwloGwnoAePHFF7F161bcuXMHCoVi0JUrV/o1UmcO2JoJsWBeCKNJSUkZrVAo\nuufl5eHQoUN4+umndV9tbKiOIAgLBUGgmuXWrVumNC87jJl2JfUAOE9PT7FFEBU5TaEDuL7kSF2d\nubi4WCRAsK73Kzk5GW+++SZyc3MREhLSqCdBrVbD1dXVbBk4DWDO+EQjRSCik0REkydPpiVLlugy\nbB2ZNm2aOwyMJzCmbNy4sZVKpTqv0WjozTffpNmzZ+uGYX4wVn57SrXcFIakGJZDDnlHTN1bFzml\ni+b6kh91dVZRUUHu7u5UVFRkVgxCQEAApaamVsUi+Pn5UWpqKhUXF1Nqair5+fnVi0nQrfQYFRVF\nK1asEOeCyABIMNWyrswgIsrJySFPT0/6448/SKPRUHFx8VxrGAilpaVxusU8PD096fLly7prNN5Y\n2YODgy2lH7tADgFwv//+u97tcnpoOhIN6YsjXfTprF+/fpSRkdGggWBI8GFNo6CmsaAruu36ghT7\n9etHBw8eFOFqyAMpGwgeRHSGiEipVNKwYcN0ebTVN2/efNSSxkFhYeGLd1eMpPvuu6+mpfsLETkZ\nK3v37t0tohx7QQ455Ldt21Zvmxw8H46KPn1xpI0+nb344ou0fPlyvWswGOoNqGtIFBcX1/quuLiY\nANQzEEpKSsjDw4NKS0trycRfCqqRsoEAInqIiLRqtZruv/9+eu+993Q/pIpbt249ZSHj4BW1Wq1V\nq9X06quv0pgxY0ir1RIRlRFRL1PktuchBlM6jzEeBLE6pz6XtRw8H44KH2KQH/p0Fh8fTxMnTiSN\nRkNqtbrBoYPGvAHG1tENL/zwww8UFhZWSx7+UlAbqRsIIKKPiIiuXLlC3bp1o6VLl5JGoyGNRkNl\nZWWrt23b1sYUwyAjI8OnvLx8i+6H+dZbb1FISAjdunVLd21mmyqzveZBMLXzGFpPzM6pb169HDwf\njgrPgyA/9OmssLCQ2rRpQ3l5efWGGQz1BhjrddANLzz22GO0cuXKWvLwl4LayMFAcCeiNCKivLw8\n6tmzJ82ePbvmuuF5hYWF0Rs3bmxliGGwe/dur+Li4tkqleqaRqOhW7du0fPPP0/9+/ev+QPeTCYM\nLeiKvXoQzOk8hngGxOyc3IMgL7gHQX40pLNXX32V5s2bV8+LYIoHoam4BZ33IC8vj9q0aUOFhYW1\nZOEvBbWRg4EAImpBLB6A/vrrL5o4cSIFBwfToUOHqrwJKpXqTnl5eXxhYeFLly9f7r9t27Y2sbGx\nzb777ru2V69eHVhYWPhqeXn5VyqVqlRX58cff6SuXbvStGnTav5QdhCRqzny9urVy1y9SBJrdx4x\nO+fevXvrbePuRumiT18cadOQzk6dOkVeXl506dKlWrEIxsQgGFp03oPp06fTm2++SUREP/30U9VL\nC38pqI1cDAQQUXMi2kVEpNVqadOmTeTt7U2RkZG0b9++KsU3VVQqFe3atYsmTJhAvr6+tHPnzprX\nYwMRuZgr67333mu6RiSMtTuPmJ3z8OHDerfzgCVp0pC+ONKlMZ3NmzePxo0bR2q1upYXwdgUyoYY\nB99//z35+flVvRSq1eoq4//111/nLwU1kJOBACJSENHrRFRCRHTz5k1atmwZ9ezZk/r27UuzZ8+m\nr776inJzc+n27dtUWlpKt2/fppMnT1JCQgLNnDmTevToQSEhIbRmzRoqLi7WXYebRDSFjFhvobFi\nr0MM1n6jFvONnbus5QXXlzRpzKBuTGcVFRXUp08f+uKLL/QGLJpbdEMLf/31F/n6+tKePXvqyaB7\nGeEvBdXIzUDQle5EVKXhyspK2rt3LymVSpo0aRL5+flRs2bNyNnZmZo3b07du3enyZMn0+LFi+nw\n4cO6WQo6thGRjyXl69Onj7F6kA3W7jxidc78/HybtMOxDFxf0qMpA78pnWVnZ5O3tzd9//33FjUS\ndJ6Dmzdv0v3330/vvPMOEVHd54BDxxo0hFwNBF3pR0Rr6K5HwQhuE9EyIuptDbm6detmpDgcsUlO\nThZbBI4RcH1Jj6aGCGfOnNmk8X/gwAHy8vKirVu31hoWNtVroDMOrl69SmFhYfTaa6+RVqulyspK\nOnnyZIOychiWNhAKbCw/h2MRNm7cKLYIHCPg+hKPhrx8jQUZJyYmUufOnQ0aPszMzCRfX1+Kjo6m\nW7duVXkTDDUUahoGGo2Gtm3bRh06dKD58+dXeQ0OHz7MYw0MwNIGAodjMUwZbjB1iOLq1atWOzbH\n8hiiL47laWwYoTEPgrEByLdu3aLp06dT165dKTk5mcrLy6se+LpARpVKVVV022oGpP/222/09NNP\nU48ePejnn3/Wey68PzcONxA4ksSUgEVzghybCnrjUx6lBQ9SFIfGHvSN9RFTpzD/8MMPNGjQIOrU\nqRMtXLiQsrOzqaKiosFZagUFBZScnEyPPPIIeXt70/z586mkxNgRaI4ObiBwJIkpUx7NmSb5yy+/\nWFwejvVoSl8c69DUg76ht3Jz+09WVhZFR0dTt27d6J577qHw8HB6/vnnKTo6mqKiomjixInUpUsX\natmyJQ0bNow2bdpE5eXlFjhjx4YbCBxJYsobhzmJlpp64PAMa9LCmgYCdz03jKkP+sTERPLz87OI\nB+7mzZu0Z88e+uKLL2jFihW0Zs0a2rJlC509e5YqKyuNPh6nYaxqIKhURAEBRAoFUWYm23buHJGr\nK5GvL1F1GgLTSE9nErz2muF11q1jdZYsaXy/CxfYfmPHGieTqfU4tbG1B6EplzX3IEgLaw0x8KEk\nDqcaq3sQfvqJ7fWPf7DP48ezz1u2mC/8X38RJSVVGx+GwA0EeWDrGISmgt74g0NaWDpIUec1uOee\ne7ghyOHcxSZDDJMnsz1nzGB/hw+vv8+GDURdujDvQvv2bF+NhujKFaLWrYkGDiTSaoleeYVIEIj2\n7q3vQViwgMjbm8jNjah7d6KvvqrfTl0D4Ykn2PHd3Ji3Y/t2tl33oP/HP4hGjSJq3pxo6lQi3bDW\ngQNEAwaw7T17EumeE9xAsBy2nMVgyLQ57nqWDpac5ljT+ONDSRxONTYxEC5fJrrnHra3qyvR6dP1\n99m1i2j5cqKVK4meeYbtu2kT+279evZ5+nRmHMycybbXNBBu3mT/R0Sw/RcsINJ3D6lrICxaRLRm\nDdHHHzMD4Z57iMrKqh/0Tk5EixcTPfYY+/zpp0Q3bhC1bUt0771EH3zADB6Fguj4cW4gSJnGHvA8\n8U7jSM04sqS+ag4f8aEkDqcamwUp/vvfbO+YGP3fJyURdejA9tGVOXOqv9cNTfToQaSbtVLTQFCp\niHx8iDp2JHrpJaK1a6v3q0lNA0GjIXruOWa01Gw3N7f6QR8ezuqdP88+P/YYUUpK7f11ZelSbiBI\nFXPTwDoyUhxesaS+anoNpHiuHI5YmGsgKGAgXbrU/luXN94AiouB5GTg00/ZtvJy9reyErh2jf1f\nWAiUltav7+ICnDgBzJvHPv8/e2ceF1X5/fHPHUBB3EVzI9wNQUXQFCUVc/smLvXLkrQiEbfCLC01\nMk3DrDQ1XCuUtCRTy4XU3CDF1BQlJRFccVdwAWQbZub8/ngaGGSAGebO3DvD8369nhfMvTPPc+49\nc+eee57znDNxIjB+fPky7dsHrF8P9O4N7NkDDBlSclyA3fp1/+ryxhusD20bNqz88TjSER4ejsjI\nSPj7+8PBwQH+/v6IjIxEeHg4AODgwYMSSyhfKjp3UiCmvtzd3REfHw8ACAwMRHh4OEJCQlC9enWE\nhoYiPDwcgYGB5fYRHR0NT09P2NnZwdPTE9HR0aLJZytcvQoIAmvz5xdvDw4u3m4sc+eyz23ZIpaU\nHDEx2EAwBKUSyMgAtm0ruX3RIuD4cWD2bODhQ2Dy5NKfzc4GPvgAUCiArl0BR0fg1i3Dxs3JAS5c\nAI4cKb3v2DHgq6+ADz9kr/v2BXx9gfr1mVFx/jyQlAQsXAjcvGnU4XIsSHJyMvz8/Eps8/PzQ3Jy\nMgCgQ4cOUohlFVR07qRATH2FhYUhODgYsbGxKCwsROPGjaHRaPDTTz8hKSnJIOMgLCwMERERyM/P\nR0REBMLCwriRUA5RUeyh6/Fj4JdfKteHSiWOLBqN/gdAjumIZiAsWQLUrg3Mmwfo/hYlJwNz5gBD\nh7J9H30EbN5c+ktlbw+kpQEzZwJTpgBt2wKffVb+mAMGAKNGAYmJwM8/A4MGlX5Pz55AXBxw4AAw\nejQwYQIzDmJigDZt2Hjh4UCNGkCLFqaeBY650H1K1BIfHw93d3cAQF5enhRiWQUVnTspEFNfWq9B\naGgoHB0dDfYaaJGjh0XOtGoFXL7Mfld/+QUoLASaNWP7kpKADh3Y72ndusALLxQ/eGm9BWPHsj4+\n+KBkv//8wz7j7c0eJJOT2W987dqAmxu7x2gRBHaPGDkSqFkTuH0bePlloE4dwNkZ8PIC/v3XEmfD\nxnlizoHDkSUVzS3z1L1lI8d5eTnpi698MAzd+Kzu3dmqsF692Co3Dw+2LyWFaOFCFkMWFsaCv8eN\nY5+fM4e9p1kzotWrifbvL9725ZcsBs3Dgyg9naiwkK0ua9qUaP58opEj2ft27GB9aePGgoOJVq5k\nq9AAtkouMpLo3XdZ0HlVBzyTIqeqUF4kfnp6uoSSyR+5rWKQk774ygfD0DUQ1qxhS8sBoj17ig2E\nM2eIOnUqGfzdvTv7vNYYWLasuE/tNnt7tjxemx4jKUl/ILk2SB4gcnEh0iZeTExkxoiXF9F77xFt\n386W1Vd1TDUQRI1B4HDMSWBgIJKSkqBWq0vNLcfExEgomfwp79xJgZz09WQMQ2xsLIKDgxEWFia1\naLJl1CjAzg5o3pxNA2gJDwfOnGExXXv3suBz3aBxAGjatHR/jRoBd++yz+gyaFDJQHLdwPWnnmIx\nawDQuTMbNzAQSEkBhg8HIiPFOdaqjL3UAnA4YlC7dm2pReAYgZz0pTWWQkNDkZycDHd3d6NiGKoi\ntWsDa9cCtWoV36R1uX8f+PVXFp9gCAsXAsuXA+PGAU2aAP7+LMYgPh54/nkW07B/P/Dii4CnZ+nP\nHz4MbN8OeHgAXboAu3YZHuTOKRtuIHBsAi8vL6lF4BiB3PQVGBjIDQIjefXV0tvCwliw4cqVwLvv\nsqBBQ3ByAnbsAJ59Fvi//yu+4U+dyoLV7exY8GLHjvo/X6MGC0RftYoZLIMGsaXyHNMQqOT6kDsA\nnpJIFg6n0kRFRSEoKEhqMTgGwvXF4ZgfQRASiKhrZT//pHOoMQChqje+pt76kNsTKad8uL44HPnD\ngxT1oBIrgwfHYmRkZEgtAscIuL44HPnDDQQ9FBoaWcORDTdu3JBaBI4RcH1xOPKHGwh6qGNoZA1H\nNgQEBEgtAscIuL6kIT+fLTOcMUPcfnNzWabEqKjibefOsW1xceKOpQ9tnQhDvlYrVzK5tNy/z4Ik\nly41l3TWCzcQ9JCZmSm1CBwjkdO6ek7FcH1Jw08/sbTEISHi9pubC3z6aWkD4dNPK28gqNViSFaa\nlSuZXFoaNGArJ5Yu5TUdnoQbCHqws7OTWgSOkdSvX19qEThGwPUlDRs3Au7urA4NAKxZA7i6AtWr\ns0q9ixez7amprI5C3bqAiwvLUQCw2gf16rFieh06AL/9xrZ3/S9O/s8/2ZN8UBB7L8BuxoLADIWb\nN9nNuF495smYObPYEGjRgtVRmDyZLY88e7ak7FFRrJ8xY1itBRcXVghQH9evAyNGFI8zdSpQUMDk\n0tZoEARWvA9gtYLS0lhxP04x3EDQg6Ojo9QicIykffv2AHjZXmtBqy+O5VCr2Q2wW7fibR9+yG6i\n333Hbsz29qzK4tChLHPhu++yIntOTuz93boBX34JfP45e/3GG2zaYsEC9trdHYiOBt57j92UAWYQ\nREczg2LMmOJ+hw0DvviCPdFryc1lCY4WLWLZFfURGwtMmgQ0bswKPv3zT+n3jB4N7NzJjm/QIGDZ\nMpblcdIklv0RYDJ98knxcQEs/wJHB1PyNNtqa9GihTHprjkyYN26dbIsSsTRj5yKNVUV7txhNQxm\nzize5uNDVK8e0ZtvEn3zDdH9+8V1EF5+ueTnVSqiN94gqlatZH2E5GRWYAkg6tOn+P2bN7Ntc+aw\n19nZRIJQur7C0KFsv5sbe/3okX75161j+z/+mL3+/vvi2g66dSKys9n/PXuy9+XnszoNXbuy19q6\nEbrk5VFRsSdbArwWg/jUqFFDahE4RtK1a1detteK6Nq10rlbrAI5e7J059kPHmTTCrVqAbNmsaf6\nsti3D1i/HujdG9izBxgyhG3Pz2fu+ifRt42I1U3Qra8we3bxfmfnirMvauWvKF5A3/jlycUpDTcQ\n9MCXOVofN27cQHJyMvz8/Eps9/PzQ3JyskRSccrCFpc5ao0ChUKBadOmISIiAvn5+YiIiEBYWJjk\nRoKLC5sq0K1RMHUqc+t7e7Mb861bQPv2QLt2wLZtLNp/1aqShY9ycoALF4AjR4q31a7NUhxfvMgC\nIdPS2NQFwNz2P//M0iX37ctiCw4fBi5fZgbHvn3GHce6dcC33xavOujTp+T+mjWZEXPsGKvxMHky\noNGwmAqgWK6VK4ETJ9j/2nPi5macLDaPKe4HW218isH6WLduHS/ba0XY2hSD7vSWnL+H/foRubsX\nv37xRaIGDdi0Qfv2RNu2se3nzxMNHkxUpw5R3bps+kGlIho1isjJiahXL6JXX2Vu+dOn2WdmzCBy\ndmbbNmwgKiggev55IgcHtu36daIbN9jURf36RLVqsWmAffvY593c2OfLQjvF8PrrRJ07M7m/+ort\n051iICK6do1o+HAmf+PGRFOmsKkGIqItW4gaNWLvDw5m237+mb3+6y8RTrKMgIlTDJLfjOXYOnfu\nbJwWOJKTnp5ulhiEjRs3koeHBykUCvLw8ODxDCTOOUlPTzeDZNKhaxQoFApSKpUl9iuVSlIoFFKI\nVoLISParf+GC1JIYj9ZA0BoFYjJ6NDNQNBrx+5YSbiCYoXEPgvWhfSIV84bOgx5LI9Y5sTUPgq5R\nIGcPQn4+UZMmRB9+KLUkxmMuA+H+feYVWbJE3H7lADcQzNDatm1rnBY4krN7927R+5TzD71UiHVO\nzKEvKdE9L9yw5MgFUw2EJ8s9cwB4eHjQv9psGhyrICkpCZ6enqL2aWdnh/z8fDg4OBRtKywshKOj\nI9TmSvMmc8Q6J+bQl5RER0cjLCwMkZGR8PPzw6effooVK1YgKysL7u7uCAsLQ3irgf8AACAASURB\nVGBgoNRicqoYYpd75gDIzc2VWgSOkZw8eVL0Pt3d3REfH19iW3x8PNzd3UUfy1oQ65yYQ19SEhgY\niPDwcISGhsLR0RHbtm3DypUroVarkZSUxI0DjlXCDQQ9ODs7Sy0Cx0h8fX1F7zMsLAzBwcGIjY1F\nYWEhYmNjERwcjLCwMNHHshbEOifm0JfUBAYGIikpiRsFHJuBGwh6yM/Pl1oEjpGkpKSI3ueTT4Wh\noaEIDw+v0j/8Yp0Tc+iLY1527NgBAPD09ERsbGyJfbGxseJNGZ06BUyYAPj7szZmDMvopNGI0z/H\nYLiBoIeqOr9szTx48MAs/fKnwtKIcU7MpS85IlVWRbHH1erMbAnJLl9m1ZumTWPVoho0YEUdoqKA\nfv1YJiaORbGXWgA5UqeiXJ8c2RFgSCF4jmyoKvp6MngxPj4ewcHBAGBWY9Mc42p1po1D8ff3L9pn\nUmzO/fvA2rXA7t0s53GNGkBgIPDyy6xsJEc6TFkCYauN50GwPmxtXb2tU1X0JdVSWXOMq5trRJRl\nnHl5ROvXs5SNffuytIvLlhE9fFhpGTklAV/mKD7t2rWj1NRUqcXgGMH+/fvRv39/qcXgGEhV0ZdU\nS2XNMa6uzqKjoxEeHo7k5GQ0bdoU9vb2uHbtWon/y1zeScRqNq9ZA9y7x7b5+QHjxwOurpWSjaMf\nvszRDNjb85kXa8PFxUVqEThGUFX0Zemlstq4gxo1aog+rq7OtHEoP/74IxwcHLB27VpERUVBoVBg\n7dq1ZRepSkkBpkwB5s9nxkGbNsCSJew1Nw7khynuB1toAOYCIN1Wp04do105HGmpKi5rW6Gq6MuS\nWRV1x1q/fj09/fTToo6rT2e6UxnlTms8fMhyJPv7s+mEF18kiolhFaA4ZgM81bL4zdPT0zgtcCTn\n0qVLUovAMYKqpC9LFfx68ga9ceNGat26NQmCIMq4+nSmW4Oi3CJVQ4YUxxmsWkX0+LFJsnAMw1QD\ngU8x6CEvL09qEThGkpiYKLUIHCOoSvqy1FLZJ5cfBgYGIjk5GYIgiDKuPp3pTqGUOZ1Svz6QkwN0\n68ZWK0ycCPBkdFYBNxD0wPMgWB9ZWVlSi8AxAq4v8TF3vIM+nelm1pwxYwaCgoJKZtkcPRphbduy\nGIMvvgCefloUWTgWwhT3g622zp07G+fH4UhOenq61CJwjIDrS3zMHe9Qls50p1CaN2pELerXJ4Ug\nkIeLC20cP57VmOZIAkycYuDh+nrIzMyUWgSOkcTExCAoKEhqMTgGwvUlPtophNDQUCQnJ8Pd3V3U\n1OBl6SwwMBCB3t5sNYI2hXb37kBoKNCsmShjc6SBTzHooVq1alKLwDGSli1bSi0CxwjkoC+pUiAb\nQmVlM2e8g16d5eQAERHA5MnMOHBxAebOBT7/nBsHNgD3IOhBwXN+Wx1OTk5Si8AxAqn1JVUKZGuW\nrYTOiIDDh5lxkJHB6iSMHAkEBbFUyRybgN8J9cCrOVof586dk1oEjhFIra/w8HBERkbC398fDg4O\n8Pf3R2RkJMLDwyWVS86yFens3j3g44+BOXOYcfDMMywr4uTJ3DiwMXiqZT106tSJzpw5I7UYHCO4\ndu0anuYR0laD1PqSKgWyIchVtmtXr+LphAQgMhLIy2NLFceNA4YOBezsJJOLUzY81bIZyMnJkVoE\njpEcO3ZMtL7kPDdtK4ipr8pg6RTIxiBL2S5fhvOMGcDy5cw4eO45YN06YMQIbhzYMNxA0AP3qlgf\nSqVSlH60878RERFl55PnmIxY+qosuuv3i9bsBwcjLCxMUrlkJ5tSyTwG48ejwb17LAhx/nxg3jyg\nYUPLy8OxLKaskbTV1qlTJyNWmnLkwO3bt0XpR6ryvFUNsfRlCpVJgWyptMmWGqdc/vmH6PXXWYrk\nvn3pcXg4T5FsZYDXYhC/tWjRwjgtcCRHrOI/5eaT54iGnIs1lXVztmThJUl5/JhoyZIiw4DeeIPo\nzBlZ64yjH1MNBD7FoIfq1atLLQLHSNq1aydKP7Kc/5UBYsdliKUvsSlviskcqwtMPa+ix8scPw6M\nHQts385iC15/HfjuO6BjR9nqjGNGTLEubLW1b9/eODONIzlHjhwRpZ8q85RoBOY4J2LpS2zKm2IS\n27tk6nkVVS+PHhGFhxd7DSZMILp4scRb5KozTtmATzGI3/gUg/UhpvtTFvO/MsIccRkTJkyQ5Tku\nzwgQ+zyY2p9o8sTFEb34IjMMBg4k+vlnIpWq1Nv4FIP1wQ0EMzQepGh9yCHozVYxx5NzixYtZOml\nKe+mK7YnxdTzarJeHjwgmjOn2GswZQrR9etlvp1fY9YHNxDM0Fq2bGmcFjiSs2HDBqlFsFnk9uRs\nTioyAsT0LknmQdBoiPbvJxo2jBkGgwcT/fYbkVpd7sf4NWZ9cAPBDK1Vq1bGaYEjOZs2bZJaBIsg\nxfSH3J6czY0llzJaPAYhI4MoLKzYazB9OpGBnoGqco3ZEtxAMEPr2LGjcVrgSE5aWprUIpgdKQMo\n5fTkbEuYel4N/rxGQ/THH0RDhzLDYMgQopgYtt1AqsI1ZmtwA8EMjQcpWh9VIYDKVm6sGzduJFdX\nV1nGINgk9+4RzZxZ7DWYMYPo7l2ju6kK15itYaqBwMs968HR0VFqEThG0qFDB6lFMDvJycnw8/Mr\nsc3Pzw/JyckSSVQ5AgMDcfHiRYSGhiI5ORnu7u4IDw+XvMyyzUEE/PEHq5+Qk8OKK739NjB4MCAI\nRndXFa4xTkl4oiQ9aDQaqUXgGEleXp7UIpgdW0ri1Lt3byQlJUGtViMpKYkbBxVgdEKk9HRg1izg\niy+YcdCjByuu9L//Vco4AKrGNcYpic0YCIIgrBUE4Z4gCEmm9iV1IRmO8Vy5ckVqEcyOrIr4mEhV\n0JdYGFVAjAjYswd46y2WFbFmTWDGDGDBApOLK3GdVT0ENk1h/QiC0BvAYwDricjTlL68vLwoMTFR\nHME4FiEjIwMuLi5Si2F2tCl/ta75sLAwq3z6rir6EgNPT09ERETA39+/aFtsbCxCQ0ORlKTzPJSe\nDixezAwDAPD1Bd5/n1VgFAGuM+tDEIQEIupa6c/bioEAAIIgtAAQY6qB0LJlS+LWsnURFRWFoKAg\nqcXgGAjXl+HY2dkhPz8fDg4ORdsKCwvh6OgItVpdOtagZk3gnXeAgQMrPZ2gD64z68NUA6FKBSkK\ngjAXwJyK3le7dm1ERUWhd+/eSExMRFZWFgICAhATE4OWLVvCyckJ586dQ79+/XDs2DEolUr0798f\ne/bsKSpokpqaisGDB2P//v2oVq0aevTogYMHD6JDhw7Iy8vDlStXivqsXbs2vLy8cOjQIXh5eSEj\nIwM3btwo2l+/fn20b98eR48eRdeuXXHjxg3cuXOnaH/jxo3RvHlznDx5Er6+vkhJScGDBw+K9jdv\n3hwuLi5ITEy02WO6cuUKoqKibOqYbFFP2mNSKBSIioqyqWMyl55cXV0RHx9fwoMQHx8PV1dXPEhJ\nQc78+XC9eRMAcL15c+RMnIir2dm488MPoh7Tw4cPERUVxfVkRcdkKtyDoIeOHTvS2bNnRZGJYxku\nX76MVq1aSS0Gx0C4vgxHG4MQGRkJPz8/xMfHIzg4GOEjRyLw33/N6jXQhevM+uAeBDPw+PFjqUXg\nGMmhQ4f4j5cVwfVlONoYk6Jloe3bI7xjRwT+/Td7Q48ewLRposUalAXXWdWDGwh6cHJykloE8SEy\n25OFHPDy8pJaBI4RcH0ZR2BgIAJHjWIrFFasALKyLOI10IXrrOphS8scowEcBdBeEIQbgiAEV7Yv\nlUolnmByITqarYnOzjbw7Uauu5aYjIwMqUXgGAHXl5Fo8xp8+SWbUvD1ZXkNBg2ymOHPdVb1sBkP\nAhGJttarsLBQrK7kQU4OsHEj+3vyJFv65Otb5tvLmvMEINsldTdu3JBaBI4RcH0ZCBGwaxewahW7\nfmvVAkJDgf79Le4R5DqretiMB0FM6tSpI7UI4uLsDKxcCXh4ABkZwEcfscQpWVl63x4eHo7IyEj4\n+/vDwcEB/v7+iIyMRHh4uIUFN5yAgACpReBUgK5X6ssvv5S9V0qLZN60u3eBDz8EFi1ixkGvXsxr\nMGCAJNOF/BqrgphSyMFWm80Wa1KpiDZtIho4kBVteeklosOHS71N7uV49cELycgbKStRmoIkcqvV\nRNu2Ef3vf+w6HTaMaP9+oyovmgN+jVkf4NUcxW+tW7c2TgvWxvXrRKGhxdXdPv2U6OHDot3WWDVw\n+/btUovAKQdr/E4RlS+3mCWwi7h5k2jq1OJr85NPiO7fN71fEeDXmPXBDQQzNLn/aImCWk20dSvR\n4MHsh2j4cKIDB4g0Gqt82jt//rzUInDKwVCvlFluuiZQltyCIIh7jahURJs3Ew0axK7HESOI4uJE\nOALx4NeY9cENBDM0m51i0MfNm0TvvVf8xPLRR0Tp6bL7oa4I7v6UN4Z4EORomJYld7169cTziFy9\nSvT228XX4Lx5RI8emSK2WeDXmPXBDQQztA4dOhinBWtHoyHauZNoyBD2AzVkCFFMjORznsZw9uxZ\nqUXglIMhN385TkOUJbcocTqFhUQbNhANGMCuu5dfJjpyROQjEA9+jVkf3EAwQ2vbtq1xWrAV7t0j\nmjWr+Enm/feZh8EK2L17t9QicCpA1yvVqlWrUp4BuQbH6vOmmWzMnD9PNHZs8bX25ZdE2dlmkF48\n+DVmfXADwQytSk0xPIlGwyKmhw9nP1yDB7OVDyqV1JKVycaNG8nNzc1qpkM4+t3VcvQglEWlp0Py\n8ohWrSLq149dX4GBRCdPWkZoE+FTDNYHNxDM0Dp37mycFmyRhw+J5s8vfsIZP57owgWppSqFHOet\nORWTnp5eapu16dLoOJ2TJ4lee41dT/7+RMuXE+XmWkZYEdCnM4684QaCGVqV9iA8ydGjRK+8wn7U\n+vUjWrOGKD9faqmKsKanTk4xZT2NWltwrEE8ekS0cGGxsT12LNG5c1JLZTTcg2B9mGog2FS5Z7Fo\n164dpaamSi2GfMjNBSIjgd9+Y6lfmzZl6Zp9fKSWDHZ2dsjPz4eDg0PRtsLCQjg6OkKtVksoGac8\n9uzZg8GDB0sthnkhAvbvZ8WVMjMBBwfgjTeAUaMAe+vLcl8ldGZjmFrumada1oPuzYYDoEYNlv99\n+XKgZUvg1i1g+nTg88+BR49M7t6UVLbu7u6Ij48vsS0+Ph7u7u4my8UxH82bN5daBPNy6xYwYwZL\naZ6ZCXh5MSN7zBirNA6AKqAzTim4gaCH3NxcqUWQJx06AN9+C4wbx56G9u4F3nwT2L2bPS1VAm1h\nqIiICOTn5yMiIgJhYWEGGwlhYWEIDg5GbGwsCgsLERsbi+DgYISFhVVKHo5lOHnypNQimAeVihVG\ne+st4MQJVlzpgw+Ar78GXF2lls4kbFZnnDKReorBAYAHAB8AzwCoAcAOQD6AWwASAJwC8NCSQnl6\nelJSUpIlh7Q+bt4EliwBEhLY606dgPfeA1q0MKobT09PREREwN/fv2hbbGwsQkNDYagOoqOjMXfu\nXFy8eBHu7u4ICwuTbdVJDiMlJQXt27eXWgxxOXuWXRNXrrDX/fsDkyYB9etLK5dI2KTObBxTpxik\nMBAcAAwHMBGAH4DqBnwmFcB6AN8DuGs+0Rht2rShixcvmnsY60c7x7pyJZtqsLMDXn0VeP11wNHR\noC7EiiHYsWMHhg0bZvQhcKTBpvSVmQmsWcM8aQDQrBkwdSrQtdK/y7LEpnRWRTDVQLDkZJgTgOkA\nJgFoAgAajQaXLl1CQkICzpw5g8zMTKjVajg5OaFNmzbw8fFB586d4eTk1A7AZwDmANgKYB6AZHMJ\nyoPbDEQQWOnZ7t2B774DYmKYe/XAAWDKFKBnzwq70MYQ6HoQKhND8ODBA6PF50iHTehLo2FGwbff\nstLpDg4sAHH0aKC6Ic891oVN6IxjFJbyIPgCiALQDgDOnTuHVatW4aeffkKtWrXg7e2Nzp07o379\n+rCzs0NOTg5SU1Nx6tQpnD9/Hr169cLkyZMxdOhQ2LMAnwIAnwBYDED0u7mXlxclJiaK3a3t8++/\nzMV66RJ77evLghubNCnzI9oYhMjISPj5+SE+Ph7BwcEIDw83apogIyMDLi4uph4Bx0JYvb4uXACW\nLgXOnWOvvb2Z18DK4wzKw+p1VgUx1YNg7pwCdkS0kIjURERJSUnUr18/aty4MYWFhdHly5dJpVKV\n2x4/fkwbNmygXr16UfPmzen7778nTXGNgGNE1EJsuXkeBBPQVqV74QW25nvgQKKoqHJzJ4ix9p2v\n0bYurFZfmZlES5cWZ0L8v/9jmUetqG5JZbFanVVhIONESdWIaBMRUWFhIS1YsIBcXFxoxYoVlJub\nW2QAKJXK9Pz8/D25ubmfZ2dnT8nOzn7n8ePHs/Lz8zcqlcrzhYWFGu17jx8/Tj4+PjRw4EBKS0vT\nnoObRNRBTNmrbC0GMcnIKJmJcdQoosOHzfZDum/fPrP0yzEPhuqrLOPR4gmVVCpW0GzYsOKkYStW\nED1+bN5xZQS/xqwPuRoIdkT0CxHRo0ePqHfv3tS/f/8ij4FSqVTl5+dvSU9PH+jm5uYAFriotyUn\nJ7fOzc39XKlU3lOpVJSXl0fz5s2jhg0bUmxsrPY83CGiNmLJ7+7ubqpeOFpOny5ZlOaDD1h5W9GH\nOS16nxzzYYi+ykq9/M4771g2JfPZsyzVuPY7PHUq0eXL5hlLxvBrzPqQq4HwJRHRw4cPydvbm955\n5x1SKpVa4+DvtLS0zuUZBfpaZGRk7dzc3CVaj8K+ffuoYcOGtHfvXu25uEREtcSQn08xiIxKRbR1\nK1FAAPuBff55oogIoqws0YYQ0/2Znp5OFy5coOTkZLpy5Qrlyyi1tK1giL7KSqNdr149y6TXvnev\npBds5EiiAweqxHSCPvgUg/UhRwOhFxFplEolPffcc/TOO+9QYWEhqVQqysnJmRMUFORorHGg2+7e\nvdtHqVTeUqlUFBcXRy4uLpSQkKA9H6uMPgHAXACk2xo1aiSiijhFPHxItGgRK1TTty9z1/72myiV\nIi9dulTpz6alpVF4eDgNGzaMmjZtSnXr1qXWrVtTu3bt6OmnnyYnJyfy9vamkJAQ2rJlS6mSxLaE\npVz3huirrPLPgiCYtyx0bi6Lmxk8mH1PBwwgioy0qsJK5sCUa4wjDXIzEGoQUSoR0WeffUYDBgwo\n8hxkZWVNMMUw0G0pKSntlErlNZVKRRs2bKAOHTroPuU9b+pxtG7dWhztcPRz4QLRlCnFT2Zvvkl0\n7JhJXW7dutXoz+zfv5+GDRtG9evXp8mTJ9OmTZvowoULRQattmVlZdHhw4dp6dKl1Lt3b2ratCnN\nmTOH7t69a5LMcsOS1RQN0ZfFPQhqNdGePUQvv1z83Zwzh+j2bdP6tREqc41xpEVuBsIcIqIzZ86Q\ni4tLUcxBTk7OHLGMA227fPmyp1KpfFxYWEjDhw+nWbNmac/JRWIxEJU+Dj7FYAE0GqK4uOLyt337\nEk2fXumS0sa4P9PT02nUqFHUpk0bWrNmDWVmZpYwCAoLC0u0J1fWJCYm0vjx46lRo0YUHR2tu6rG\nqhGjMqahHghD9GXRGIRTp0rGGYwfT5SYWPn+bBA+xWB9yMlAqEZEt4mI+vTpQ6tWrdLGHBw3dVqh\nrJadnR2qUqnoxo0b5OLiQhcvXtSelyGmHEvnzp3F0g+nIgoKiDZtIhoyhP0w+/sTff45kZFP54bW\nqt+1axc1btyYpk6dStnZ2SWMAqVSSQUFBWU2pVJZwmD466+/yN3dnV566SV69OhRZY5eVpTl0jfU\ndW+MB8JQfZl9FcPly0QzZxYbBi+/zLwIanXl+rNhDNUZRz7IyUB4hYh5D5o2bUp5eXmkVCoLr169\n2tEcxgEAB19f32pKpfKQSqWi6dOn0/Tp07Xn5XdTjoV7ECTg0SMWuNi/f/G876pVbN25ARjydLNh\nwwZ66qmnKDY2VneZbblGQUWGwuPHj2n8+PHk7e1t9T+gpnoQjPm85E+jd+4QLVxYnM/gf/8j2rCB\nKC9PWrlkjOQ64xiNnAyEg0REkyZNok8++YRUKhXl5+dvNpdxoG33798fplKpKDU1lVxcXCiXBRJp\nyIQESu3atRNVSRwjuHGDzftqn+iGDCH68ccKA8Ti4uLK3b9582Zq0qQJnTlzpshjYKxhoM9Q0PY1\nbdo08vHxoUwDDRo5YmoMgjEeiIr0ZTYePWL5CwYMKF5Rs2QJ0YMH0shjRUimM06lMdVAEKvcc3UA\nfmq1Ghs3bkRwcDAAIDs7e7VI/ZdJQEDAHo1Gc6VVq1bw8vLCrl27AEAA0KeyfSoUvAq2ZDRrBsyd\nC6xeDfj4ADk5wPffs/z2W7YASqXejzk5OZXZZWpqKiZOnIidO3eiQ4cOICJoNBqTRdXtZ+HChejc\nuTMmTZpkcr9SERgYiPDwcISGhsLR0RGhoaFGpbzW1tXQpay6GuXpyyw8fgysXQsEBgKbNwOFhUC/\nfsAPP7AUyfXqWVYeK8TiOuNIjlh3wo4AHFJTU9GgQQM0a9YMGo3mbteuXQ+J1H+ZHD16lFQq1RYA\n8PPzw4kTJ7S7Kp1/Oj8/XwzROKbQvj2waBFrzzwDPHwIrFgBjBkD7NhRylA4p82J/wRqtRpvvfUW\nZs+eDS8vL9GMAy1aS1sQBCxduhR///03tm3bJlr/liYwMBBJSUlQq9VISkoyqh5GWFgYgoODERsb\ni8LCQsTGxiI4OBhhYWGl3luWvkQnJwf48UfgtdeADRuAvDxWXGzNGmD2bGaQcgzCYjrjyAaxqjn6\nAEBCQgK8vb0BABqN5mRaWppI3ZePUqlMqFatGry9vbFs2bISMlWGWrVqiSMYx3R8fFghnL/+Yk+A\nly+zglA//cS8Cv/7H+DggH79+un9+PLly2Fvb4/JkyeLbhxo0fZbo0YNfPfdd3jttdfQt29f1K1b\nV/Sx5IzWmAgNDUVycjLc3d3L9ECUpS/RyMkBfvuNeQuystg2Ly9g7FigY0fzjm2jmF1nHNkhloHw\nDAD8888/8PLyAgBoNJrTIvVdIXfv3j1Vs2ZNdOnSBf/88492s3H1gnXIyckRRzCOOAgC0KsXqw75\n55/A+vXA1avFhsKrr+JEfj6efu21Eh8rLCzEl19+iZiYGCgUCrMYB1q0noTnnnsOffv2xdq1a/H+\n+++bbTy5EhgYaJDX4dixY3j66afFFyArixkGW7cC2dlsW8eOwJtvMkNTEMQfs4pgNp1xZItYBoIz\nAGRmZqJVq1YAAJVKdUukvitk165dt0NDQ1GvXj1kaZ8WgBqV7Y/FdtgG2dnZSEpKQnZ2NtRqNZyc\nnNCmTRs0a9YMgrX9WCoUgL8/0KcPcOgQMxSuXAEiIvCCoyP78R86FKhZEwCwY8cOtG7dGp06dSqO\nyjUj2qmGSZMmYezYsZg6dSqPZykDZRmxJJXmwQMWo7JtG5tGALhhIDKi64wje8QyEOwANt9rZ2en\n3Wa+x7UnuHr1qhoA7O3toVKptJsrfWzWPMWg0Wiwb98+/PTTT/j7779x/fp1uLu7o27dulAoFMjL\ny8P58+dhZ2cHHx8fBAQEYMyYMdZ1zAoF0Lcv0Ls3m3r48Uc4paQA337LPArr1wP162P16tWYOHEi\nAMsYfVojxNfXF87Ozjhw4AAGDBhg9nGtkf79+4vT0fXrwKZNwN69LPAQALp2ZdNPnTtzw0BERNMZ\nx2oQ6/EmH2BRrrm5uaxjhcJid5wRI0bUAoDc3FzdSNu8yvan44WwGgoKCrBkyRK0a9cOM2fOxLPP\nPovo6Gjcv38fx48fxx9//IHdu3cjLi4Ot2/fxrFjx/DWW29h//79cHNzw9tvv41r165JfRjGoVAA\nfn7AqlXY278/0KULoFYDdepAqVTir7/+QkBAAADLeYW0XoThw4fj4MGDFhnTGtmzZ0/lP0wEnDnD\nggzffBP4/XdApQKeew5YuRL46isWb8CNA1ExSWccq0QsD8JtAGjVqhVSU1NZx/b2niL1XSGenp4d\nAbacrXXr1iVkqgzVq1cXQyyLkZCQgKCgIDz99NOIiopCjx49iqYPynKtu7q6wtXVFS+++CJu3ryJ\nlStXwsfHB+Hh4QgJCbGu6QdBQE1/f6BnTxabYGeHf8+cQcuWLeHs7Ay6fx84d45Frxd7uMyKt7c3\nVqxYYZGxrJF27doZ/yGlksWgbNkC/Pc7AwcHYOBA4JVXAD4/blYqpTOOVSOWgZAAAF27dsUvv/wC\nAFAoFN4i9V0hTk5OXQB2o/TxKVq8kGCp8aWCiLBgwQJ88803WLRoEQIDAyEIQlFUfUVPzYIgQBAE\nNGvWrCjafNy4cdiyZQs2bdqEeta4NrxFCwDAyZMni1bUICkJ+PRT4KmngOHDgUGDgNq1zTK89pz7\n+PggISGhyKPAMYH0dGDnTiAmhi13BYA6dYBhw4ARI4D69aWVj8OxUcSaYkgAgC5duuDs2bPaYBaP\nU6dONRap/3Kxt7f3B8QzEAoKCsQQy6wQEd599138+uuvSEhIwGv/RfBrNBqDjANtHxqNBmq1GkQE\nT0/PosQ2ffr0wb1798x9GKKh9VxpuXHjBlr8ZyxQgwbMOLh7l8UpBAYCX3wBnD3L3NUiQ0Ro0qQJ\ncnJykJdX6Zkum+ZJfZVCrQaOHwc+/hgYNYrlMHj4EGjVCpg2jcUdjB3LjQMLUqHOODaHWAbCPQBp\ntWrVgo+Pj3ZZmaJ9+/bBIvVfJikpKS3s7Oz+l5+fj507d2Lw4MHaXX9Xts/aZnq6FJNZs2bh2LFj\n2LdvH5o0aWKw16AstIaFvb09Fi9ejICAAAwePBiZmZkiS24edPQOgCW7cnR0ZC86dGAZ8+bNYxHt\nSiWwfz/w/vvAuHFsSdyjR6LL5OjoaJSxGR0dDU9PT9jZ2cHT0xPR0dGiLX6R4AAAIABJREFUyyQX\nntRXEXfuMF2NHg3MnAkcOcJiCfr0AZYtY1k1AwIAK5sGtAXK1BnHZhFzDdZ6AJg8eTJWr2YZlh0c\nHELCw8OriThGKVxdXScKgiBs2bIFPj4+2hiEqwDiy/9k2WRr10/LlJ07d2Lz5s2IiYlBnTp1im7u\npqKbSGjevHno0qULpkyZYnK/lmD//v0lXjs4OKBQG9UOsNgDX1/mOYiKYk+l9eoB166xtM6jRgFz\n5gDx8WWmczaWwsJCODg4GPTe6OhohIWFISIiAvn5+YiIiEBYWFiFRoK1GhUl9JWXx1YhTJvGvDtR\nUczb06QJM+B++YWl3+7UiQceSsiT1xinCmBKIYcnWnMiUhUUFNBTTz1FiYmJpFKpKDc393OYqVDT\ntWvXvJRKpbKwsJC6detGO3bs0NaomGHKsbRq1crgYhiW5sGDB9SsWTM6cOCAaEWHyipC9OjRI2rZ\nsiXt3LlT6sOukE2bNpV4/fXXX9Pbb79dfsXGx4+pYN8+KvjgAyro25cKevdmbcgQKli4kAqOH6eC\n3Fyjz5/23Dk5OZFKpTJI/spUUjS1uJKUbN64keivv4jmzSMaNKi4ONfAgUTz5xOdPMlLLsuMJ68x\njvyBicWaBBJ3DvZXAC8uX74cGzduRFxcHARBUGdkZPg1bdpU1KDBoKAgu2+//TZeoVD4rFmzBj/8\n8AP++usv2NnZKQE0B5Be2b47depEZ86cEU9YERk3bhwcHR2xbNkys6UOBlgAo0KhQFxcHN58802k\npKTA2dnZLGOJwbVr10pkeYuLi0NYWBgOHTpk2Hm6fx84cIBNPVy5Ury9fn22lPK551jiHQNWQdjZ\n2eHw4cOYMWMGjh8/bpD8dnZ2yM/PL+FxKCwshKOjI9Rqtd7PeHp6IiIiAv7+/kXbYmNjERoaiqSk\nJIPGtShKJZCQAPz5JzSHD0Px35JoAOzc9u/PCij9l+iKIy+evMY48kcQhAQiqnRdIrENhM4ATmo0\nGvt+/fohICAA7733HjQazbXz58/36dSp000xBnFzc0NKSsoae3v7t65evYoePXrgzz//RIcOHQDg\nSwAzTOm/ZcuWdEX3JiET7ty5A3d3d1y8eBF169Yt88YhFgqFAoIg4KWXXkJAQABCQkLMOp4pREVF\nISgoqOh1ZmYmmjVrhvv378POzs44Q+rKFeDgQSAujs2Ja6lThy2V9PVlNSL0VLfTGlbLli3DxYsX\nsXLlSoOGrMzNvjJGhcXJymLBhkeOAH//XZzlEGABh/7+zDBobJF4Zo4JPHmNScXmzSx29epVdkl6\nejK7vrykpUFBLLTlxAmWR6uqYKqBINYyRy3/APhMoVDMXbt2Lbp3747u3bujZ8+eTz/zzDMHUlJS\n/te+fXuT7rxBQUF2q1evXmlvb/9WTk4OXn/9dUyfPl1rHCQDmGPqQRQFt8mM77//Hi+//DLq1q1r\nscyAgiBg4sSJ+OijjzBu3DjZLtn7T/9F1KlTBy1atMDx48fRq1evouWfBtGyJRAczKLkU1NZWufD\nh4Hbt9lc+d69bP19x47As88yY8HNDfhv2SgAHDx4EK+++qrB8msrIUZGRsLPzw/x8fEIDg5GeHh4\nmZ/RllfWNSrKKq9sMdRq4OJF9kt87BiQnAzoGmetWwN9+uBM/froNGSIdHJyjObJa0wKMjJYQdd2\n7Vjo0IMHLE9WRZf2pEnA4MHs68cxAlPmJ8poDkR0mohoz5491KhRI/rrr7+0c8GZWVlZIW5ubpWK\nOUhLS+usVCr/VqlUlJmZSf3796egoCBSs7lKNRF1F+MY2rVrZ9rEjxnQaDTk6upKJ0+eLH9eXeRW\nWFhISqWS2rRpQ3///bfUp6FM4uLiSm1bvHgxjR49WpxYjfx8KkhJoYJ166ggJIQK+vQpjlno3ZsK\nXnyRCn74gVQqFV26dInq169Pjx8/NuoYNm7cSB4eHqRQKMjDw6PCWAJZxCCo1UQXLxL9+ivR7NlE\nQ4cWxxP07UvUvz/Re+8Rbd5MdPt20cf06Ysjb+Sgs+PHiQCiF14geviw5D43NyJnZ/Z1q1+fyNeX\nKC2N7XvzTfa5EyeIrlxh//v6Eg0eTFSrFlFgIJFGw967cydRp05ENWqwv3v3su3nzxM9+yyRoyNR\n3bpEfn4WOmgTgIkxCOYwEEBEbYnoLhHRzp07qWHDhrRlyxZSqVSkUqkoPz9/X3p6+kBDDYV///23\nVW5u7pdKpbJA+wPs6+tLb775JhUWFmrPxRSx5G/RooXpmhGZK1euUJMmTcwWmFhRwOLbb79NixYt\nkvo0lMm6detKbbt//z7VrVuXbt++TSqVStxzc+8eFfz+OxV8+ikVjBhBBX37UuHp06RSqWjmzJk0\nZcoUJsTt20SJiUS5uWY5bmONCpPJyiL6+2+iH34gmjGDaMiQkgZB377s13bRIqLDh4lycvR2o09f\nHHkjB51lZRG5uLA7l0JB5OND9N13bJ+bG9seEkL00Ufs/xdfZPv0GQgKBdGCBURdu7LXhw4RpaQQ\nVatG1L070eefE3XrxoyOW7eIpkwhEgSib74hWrWKaPRoiU6CEZhqIIgdg6CLF4D9ABocPXoUb7zx\nBrp27Yply5ahQYMGAACNRpOiUqm25Ofnn7p+/XrCJ598cicxMVETERFRq3v37h2dnZ272Nvb91Mo\nFEMUCoWCiPD9999j9uzZmDZtGj788ENttbyPAZTtizVWcC8vSkxMFKs7Udi6dSvWrVuH7du3g8wY\nnPgk2jn19evXY9++fdi4caNFxjWWjIwMuLi4lNo+ceJEODg4YOnSpeY7b0QQHj2CwsUFt27dgo+P\nD+Lj41lq2tmz2dJJhQJwdWU+zjZt2DSGmxtL4CTHio9qNXDrFpCWBly6VNxu6SnS+tRTbCK4SxeW\nZ6JJkwq7L0tfHPkiF52lpgKLFwN79rBVygCwaxebRrh+nYW5VKvGLrecHDYNoRuD4OLCLj9fX1br\nbeFCYNYsVuMtKwt4553SY27dyr76oaFsqqJbN1Y4tls3ix660cgtBkGXRADPAfjD19fX9Z9//kFY\nWBg6duyIkJAQhISEoHnz5u2rVasWVq1aNXh4eGDr1q16OyooKMDWrVuxYsUKqNVqxMXFwcPDA2AV\nI98HsExMweWYHCghIaEodbAZjbpSaMfy9vbGwoULLTauscTExOgNoFqwYAE6duyIl156Cb1794ZC\noRDfSBAECA0agIgwceJETJo0iRkHOTlAgwZA27bA5cvsZpuWxgIgtVSvzn7JmjZlN9amTYGGDYtb\n7drmWfuv0bDkUOnprN27x2Isbt0Cbt5kf3XzSGhxcGATwO7uwDPPMMPgqaeMHr4sfXHkixx0VljI\nLqc1a9jrOXNY/rPKLNrRJuG0/+8uqBvX++GHgG4hVnd3oFkz9vfPP4Ht24HwcFbipX37yh2LNWBO\nAwFgQYOdASypUaPGm0uWLMH48eOxcuVKdOnSBT179kSvXr3g7e2NLl26FJUkzs/PR0pKChISEpCQ\nkIBt27ahc+fOmDlzJgICAmDPNJoCIAjAMbGFtrNQQR9juHv3Lrp37y7Z+M2bN8fdu3clG78iysp+\nWb9+faxatQohISE4ceIEateubVzAogFoV3usW7cON2/exG+//cZ2ODsDU6ey/5VKtjri4kX2JH71\nKjMWHjxg2y5e1N+5nR0L1a5ThxkLzs5AjRqsVavGbtj29iWXX6rVbDyVCigoAHJzi1tmJmtZWSWD\nB/Xx1FOsAFLLlszr0bo1e21v+s+GNWQr5ZREDjr791/gtddYXjM3NxY/DLB4YYB9pd95h9nWN24A\nL75oXP8DBrDL6tdf2Vf+0SOWp2vzZhYUmZHBtrdpwwqK3r3LDQRTeQh2I98MYJW7u7trREQEPv/8\nc+zcuRMnTpxAeHg4zpw5U1Rm2cHBAW3atIGPjw98fHwwbdo03UpihQCWgq1WMEuieyc9y9ekpqCg\nQNIqk9WqVZN1jQovL68y9w0bNgz79+/HiBEjEBMTgxo1aog23aA1Dnbv3o2wsDAcOHAA1arpSR5a\nrRr7JXny1yQ7m/lFb98ubtqn+vT0Yh/pgwcmy1qK2rVLeiu0HowmTZhXw4zXQXn64sgTOeiscWPm\nuFq9mqUuadSIJdnUZoF2dmZf69WrgR49gKVLjeu/XTtmHHz8MfDuu0DdukDv3izpavXqwLp1zPCo\nVQt4+22WIsWWMWcMgj4cAAwDMBlAvyd3agMjFPrnZK8DWA0gEoBoj7KCIMzFE0sj69Spg0dmyM1v\nCsHBwejevTuCg4NNqrlQGezs7PDo0SO0bt1adudFS0VrtDUaDcaOHYtLly5h27ZtRUtFtc1YtLEZ\nALBt2zZMmjQJ27dvh6+vb2UPQT9KZcmnfl1vQGFhcdM1dhQKZpDY27O/NWoUex5q12a/erVri+IJ\nqCxyWVPPMRy566xFC/aE//ix1JLIByljEO4AMH7ysRwEnXXkenAFC0SsbDDiXQClsrEQ0VwAc3W3\ndejQwaJWkyE0atQIN2+KkmeqUty8eRMNGzaUbPyKqOjpRqFQYO3atZg+fTq8vb2xevVqDBw4sGi6\nwVBDQfsdFQQBjx8/xkcffYTt27dj9+7dupVExaNateInfBtCDk+jHOPgOqt6mBI+LapxYAEMllel\nUplTjkrh7e2N06dPA4BFkxVpxzp16pR5boAikZGRUeF7FAoFvv76a3z33XeYOHEiJkyYgLS0tCJv\ngJ2dHRQKRdG0gbZpt2n3azQabN++HV26dEFOTg7Onj0r63MjRwzRF0deyF1nV69y74HYyHB9lfQU\n6ovelpiuXbvi1KlTko1/6tQpdJVxjtIbN24Y/N6BAwfi7NmzqFu3Lrp164YRI0bg999/R1ZWVimj\nQGssAMDFixexcOFCtG3bFl988QUiIiIQFRWFevXqmeuwbBZj9MWRB1xnFfPgAXD0aMXxv9aCKTEI\nsnPDG4BBj95yzINARHB1dUVMTAw6duxosTgE7Ty7h4cHfvjhB/To0cPsY1aGyq7RzsnJQXR0NKKi\nonD69Gk0b94cXbp0QYMGDWBvb4/8/HxcvHgRp06dQq1atTBgwABMnjyZewxMRC5r6jmGw3VWMWfO\nsFTQ9+8DL78MvPoqC5aUKtWJqTEI3IOgBznmQRAEASEhIVjz3wJgS0wzaJ+mDx48iOrVq0u6zLIi\nYmJiKvU5Z2dnjBs3DvHx8cjMzMSWLVswZMgQPPPMM3Bzc4OXlxemT5+OlJQUXLt2DZGRkdw4EIHK\n6osjHVxnFdOpEzMS9u9nKVBCQljw5LRprGaZZdcEmI6oHoSrV9mSaV3q1GFLTd56C/jqK2D69MoO\nJwoG3VXbtGlDF8taly4ht27dgoeHBy5fvozatWtbrJrjyJEjMXDgQEycONGs43GqDjt27MCwYcOk\nFoNjBNaqM40GeP114NNPWf4CS/Pvv8CmTawVFACvvMKaj495cqDpIksPQpcuQHQ0a2vXAn36sP+H\nDhV3HHPFEsq1mmPTpk0xbNgwzJs3DwDKWg4qClrvweHDh3H06FGMHj3abGNxqh7tbTm7jI1irTpb\nvZolMn3y4dVSeHiwbI/nzwM7drDcZqNGMWNl1izg9Gn5ehbMcodp2JCVeO/fH3j+eZaaMjAQ2LmT\n7T94kJWCb9QI+OADZkVpl9f27cteZ2SwJghsG8ASYggCq8LbqhX7bGYme92oEcuxPX48yy1jCjmm\ndmBGFi9ejE2bNuHIkSMl1uKLibbf3NxchISEYOXKlahVq5bo43CqLkePHpVaBI6RWKPOrlwBPvmE\nJTiSOkGuILApiPBw4MIFlp2RCPi//2P50z7+mE1PyMlYMIuBsHdv8dLt4cNL7isoAEaPZkniZs9m\nxTIq0/+MGUBAAMtku2EDMzDGjQMiI9kXwhRq1KhhWgdmxMXFBcuXL8e4cePw6NGjinJHGI22PyLC\nhx9+iG7duuFFY/OVcjgVIOcVMRz9WJvONBr28DhjBsu+KCcEgdU1W7iQZV7/6Sd2bxw6FOjQgdWY\n+PdfqaU0U6rl7t2Bzz5j/9erB5w9W7zv/Hngzh1mJISGMsUNHGhc/x9+CEyYwP4fNYpNNXz1VfH+\nfftMk1+Oyxx1eemll3Do0CEMHz4cv//+O2rWrClK6mDdtf/h4eGIj4/HIW2ycw5HRG7cuAFPT0+p\nxeAYgbXpbPVqID8feP99qSUpH0FgVSG7dQO+/JIFM/7yCzBoEEt6qo1ZkMLIMYsHwcWleIqhrIDv\nsh56tW4glYoVytBH06YlXzduzIwCbVuxonJya5G7gQAAX3/9NTp06IBBgwYhPT29aFqgst4E7Zp/\njUaDjz76CNHR0di7d6/NrfG/epV99wICSm7XndrimJ87d+5ILQLHSKxJZ3KaWjAGQWDLIr/+mpWy\nXrOGLZns1w/o3Ll4ekKXsWOBhATzyGPxZY7PPMNu6Nu3sxv53Lkl97dowf5++y1zs1REQADzSOzY\nwYrj/forixY1hTp16pjWgQVQKBRYs2YNBgwYgC5duuDXX38tkeDHEENBN4OgIAhITU1Fv379cOzY\nMRw+fBhNmjSxwJHIg08+YYG0MihYVyUIeNJC48gea9GZnKcWjEGhAHr1ApYtYwWiIiJYLbfnniue\nnrh8mU3jv/ACYI48ehY3EKpXZ/MtDRqwA9Sm965bl/2dPp0FbHzzDTMkKmLpUhZ78MsvrPrW8eOm\nV9iSYx4EfQiCgPnz52Pr1q34+OOP8corr+D06dN6Uwc/2bT7BEHAvXv38Nlnn+G5557DyJEjERsb\nW+USosybxwJps7KAuDhmyQ8Zwi7QOnVYQKyWtWvZd9TZGejZ0zwXpq3D19RbH9aiM2uZWjAGhYJV\nlVy+HLh5E1i8mD0Q9+jBpvMHD2ZT9f9l4xcP3UI1RrZKs20b0W+/Ee3ZQzRwIBFAtHOnKT0ajEHH\n1rZtW4sIIya5ubm0YMECcnV1pR49etB3331H//77LymVSlKpVKXarVu3aMeOHfTaa69R3bp1aezY\nsXThwgWpD8PsXLnCvm9DhpTc3qcP256eThQby/53diZaupSoZUv2Oi2teN/AgUQLFhC1a0fUtClR\nXp7lj8Wa2b17t9QicIzEGnR2+TJRgwZEyclSS2IZbt4kWrKE/X7Z27Ome+wATlLl7/HmCVKsiGvX\n2BNbdjabUli+vPScsJQ4ODhILYLRODk5YdasWfjggw+wa9cu/PjjjwgPD8eDBw/QqVMn1KlTBwqF\nAnl5eTh//jweP34MHx8fDBkyBMuXL7e5WAMxGDaMeaWSk9lcYFoa8PvvbN/evaxpOXeOuf04htG8\neXOpReAYidx1ZitTC4aSkcE8nI0bA61bAzNnsngLNzfxxpDEQAgNZU2u5ObmSi1CpbG3t8ewYcOK\nMp7dv38fZ8+eRXZ2NtRqNZycnNCmTRu0atXKolUhrZH69dlf+/+uEt3ElYsXszXNAPthkioJi7Vy\n8uRJq4qI58hfZ7Y4tVAeLi4sGNOcSGIgyB1nZ2epRRCNBg0aoK820xSniPPnmcWtJT/fsM8NGQIs\nWsQCGuvWZUFDGzaw/jiG4+vrK7UIHCORs860qxbi461r1YLc4QaCHvINvVtwrJZLl4Avvih+3bmz\nYZ/r25ctnfriC+Dtt1kGz+efN4uINk1KSorVpu6tqshVZ1VtasGSmGIg3AXwlFiCWIC7hr7R3EWQ\nONLRokXFqUz79i35nuXLWdMSFFScGpxTOR48eCC1CBwjkavOqtrUgiUxxUAwYBGidWINeRA4HGvG\nWtbUc4qRo8741IJ5sXgeBGvAWvIgcDjWirWsqecUIzed8akF88MNBD1Y0zLHFStYUh9BAFJSpJaG\nwzEMuS+Z45RGbjrjUwvmhxsIerC3t57YzU2bWJYtgGWTtHXy81ktjhkz2OugIGYcnTxZdp0FcyII\ngCErvzZuZGnFtfVFVCqgWTNWjbQqUtUyddoCctKZtdZasDa4gaCHvLw8qUUwiFu3gCNHWKWvpk2L\na1C88grg4MCqaB47xi6g4GC27+hRwNcXqFkTaNeOLdcDgHv3WDR+zZqsHkH37qwkt9z46Se2tDAk\npPS+hg3Z8WiNBzmxcSPw6afFBoK9PfDWW8B337GEYVWNxMREqUXgGIlcdManFiwHNxD0ULNmTalF\nMIjNm9nFMnIk8NJLrH74uXPAypUsyU9ICGvNmgFLlgAPHrCn60ePgLAwFtE/ZgyQmMhuvAcPAtOm\nsSRAXl4lEwPJhY0bAXd3oE2b0vvS01k9Be3yRa13ITQUcHVl7fBhti8zk/3INGrEEo6MHw/k5JTu\nU1uXYehQVuOjXj3m0tS3EuLhQzZmw4asvfEG2zZ3bnEGxpYtiwuSDR0K5OYCMpvatQi9e/eWWgSO\nkchFZ3xqwXJwA0EP1uJB+OUXoFo1ZkV37862bdrEbnirVrHCVUlJwPffM6/A0aPMSDh/HvjoI1Ya\nW6NhhkHbtuzzBw6wHAGvvmpYsSxLolYzj0i3bsZ9LiEBmDCBVUTTVg+dOpUlOAoKYsW+IiOZy7Is\n/vwTGDWKZU9csgTYubP0e959F/jhB9bnW2+x/t99F3j5ZaBLF/aeb75hVdkAts3evthoqUrI5WmU\nYzhy0BmfWrAsVd5AEARhriAIpNsyMjKkFqtCrl9nN3ylEvDwAF5/nW3XxiHcvl383ifLuL/xBjMO\ntG3YMOZZOHaMVQWLj2fTDfv3W+ZYDCUjgz1xN21q3OfmzgU+/phVEr16lW2LiWFxAF99xTwOGg07\nF2UxfDjwzjvFRkRcXOn37NrFvDVffQV8+SX7f/duFqOglXnoUNYAZtw1aFAsU1UiKytLahE4RiK1\nzvjUguWxnmg8M0FEcwHM1d3m5eVVQSod6dm8mbm5Z80Cnn2WbYuMZDe+M2fYRTR4MCtf/O67QP/+\nLPagfn1gzx72FK5SsffPns2mGf75h7nuPTxYbMOtW9IeY1lUlOjoSXRrKuhOmzRuzJ7ytVSvXvGY\nxo6tpayyF5Xtz9qR45p6TvlIrTM+tWB5qrwHQR/WkAdh0yZ203nvPWDECNa0XoTJk9m+NWuY0ZCf\nz2IR6tdnBkGbNqwOQXg4UKMGmxOvUQPYuhWYOJF5IV59lbnG5YSLC+DkJI7hEhDAPCs7drAqjb/+\nWhzkqY8dO9iS0vnz2Wt95S2GDGG12mfMYO3mTeCFF9g+bbHMH34o9j4UFLApHzGrr1kLcltTz6kY\nKXWmnVpYu5ZPLViSKu9B0Ee1atWkFqFCjh8vve2VV1h7Et2QCl9f5h14Eje34puZXLGzY/KfPGl6\nX0uXMo/CL7+wH5327YEPPij7/f36sRUSSUnMKNNOEzzZJ8CMMoAZbNptEyawOIa5c9n0Td++zGuj\nUgEyif2yKC15+UurQyqd6U4tuLtLIkKVhRsIelAouGNFrowezZZsXrzIPCFRUaxp0XXZP7nv8ePi\n/+vUYUsMDaV5c2DbttLbdcerV495CPTRqxfzVOiycyfg7GzZvA1ywcnJSWoROEYilc741IJ08Duh\nHng1R/kyejTQpIlxN3c5olKxSOxx44BataSWxvKcO3dOahE4RiKFzviqBWnhHgQ91KqKv9hWQvXq\nlg2efLKyo1jY27MYhapKv379pBaBYySW1hlftSA93IOghxx9GXM4HI5oHDt2TGoROEZiaZ3xqQXp\n4R4EPVBVXXvG4VgIpVIptQgcI7GkzngZZ3nAPQh64FMMHI556d+/v9QicIzEUjrjUwvygRsIepA6\nYxjHeKJ0lytwZM+ePXukFoFjJJbSGZ9akA98ikEP1ctLqceRJe3atZNaBI4RcH1ZH5bQGZ9akBfc\ng8DhcDgcyeFTC/KDGwh6KCgokFoEjpGkpqZKLQLHCLi+rA9z64xPLcgPPsWgh9q1a0stAsdIBg8e\nLLUIHCPg+rI+zKkzPrUgT7gHQQ/Z2dlSi8Axkv1yq03NKReuL+vDXDrjUwvyhRsIehDKqs3LkS3W\nUGCLUwzXl/VhLp3xqQX5wqcY9ODs7Cy1CBwj6dGjh9QicIyA68v6MIfO+NSCvOEeBD3wKQbr4+DB\ng1KLwDECri/rQ2yd8akF+cMNBD04OjpKLQLHSDp06CC1CBwj4PqyPsTS2YIFgFrNpxasAW4g6EGj\n0UgtgqhoNBrk5uYiOzsbhYWFUotjFvLy8qQWgWMEXF/Whxg6y8sD5s0Drl7lZZytAW4g6MHaC8lk\nZGRgzZo1GDduHLp06QInJye4uLigSZMmcHJyQosWLfB///d/WLBgAc6cOSO1uKJw5coVqUXgGAHX\nl/Uhhs6uXQOefhoYNw748ENWuv3OHRGE45gFbiDooU6dOlKLUCmOHz+ON954A23btkVcXBy8vLyw\nYsUK3L9/H9nZ2cjMzEReXh52796Nl156Cffu3cMLL7wAPz8/bNy40aoNo4CAAKlF4BgB15f1IYbO\nrl5lHoMHD4B9+4C33wZ4yJd84QaCHjIzM6UWwSgePXqEsWPHYuTIkfD09ERKSgp+/PFHTJo0Cd27\nd4eTkxOICEQEQRDQrl07jBo1CosXL8alS5fw3nvv4dtvv8Wzzz6LxMREqQ+nUsTExEgtAscIuL6s\nDzF0dvIkkJIC3LgBDBsGnDkDtG0rgnAcs2BTBoIgCIMFQUgRBOGiIAgzK9uPnRVNiu3btw8dO3ZE\n9erVcebMGUybNg0NGjQAEUGj0UCtVkOtVkOj0RQ13dd2dnYYMWIE9u/fj3fffRcDBw7E3LlzrS4O\ng2e/tC64vqwPMXSmUgH9+wOpqUBoKODgIIJgHLMhEJHUMoiCIAh2AFIBDABwA8AJAIFEdM7Yvjp2\n7Ehnz54VWULx+emnnzBt2jSsX78ezz//PAAUGQbGIAhCUbt58ybGjBkDV1dXREVFwcFKruDLly+j\nVatWUovBMRCuL+uD68z6EAQhgYi6VvbztuRBeBbARSK6TERKAD8JS44dAAAgAElEQVQDGF6Zjh4/\nfiyqYOZg8+bN+OCDD7B37148//zzIKIiz4CxaI0KIkKzZs2wa9cu3L9/H2PHjrUaT8KhQ4ekFoFj\nBFxf1gfXWdXDljwILwMYTETj/nv9OoDuRPSOznvmAphjQHeFACwV3t8UwC1D3rhmzZrm48ePfyop\nKQn+/v74448/0LlzZ6SmpuYNGjTowvXr1ytaw1juWAqFAmvXrn16zJgxDXNzczF48GAEBARg1qxZ\nuHLlSn7Hjh3P5eTkGPqFMfi4RMKS4/Gx+FhyGY+PZV1jWXo8dyKqdGrgKmUgGNEXEZFFCjIYMZYv\ngCMqlUrw9fXFuHHjMG7cOGg0mvMnT57s17NnzwwD+lACKDehupubG86fP7/CwcEhJC0tDc8++yz+\n/PNPeHh4AMBXAD40YByLnkNLj8fH4mPJZTw+lnWNZenxTB3LlqYYbgJw1Xnd/L9ttsJcAMJXX32F\nunXrIjg4GBqNpuDWrVuvGGgcGERaWhomTZo0RaPRnHBzc8P8+fMRFBQEtVoNAO8CcBFrLA6Hw+HI\nF1syEE4AaCsIQktBEKoBGAVgh8QyiUVbAANzcnKwaNEirFixAoIgQKlUzm3RosV5sQeLiopS37p1\na5xGo1GGhIQAAHbv3g0w78NYscfjcDgcjvywGQOBiFQA3gHwB4BkAL8Q0b/SSiUaEwHg559/Rs+e\nPdG6dWtoNJqLo0ePXmKuAVu0aJGsUqmWC4KAyZMnY+XKlbqyWM86UA6Hw+FUCpsxEACAiHYRUTsi\nak1E4VLLYyCfVrBfADAGAFauXImJEycCAJRK5Zrt27cbu8RgvjFvvn79+hoiopEjR+LEiRO4fPky\nALQEi4eoiIqOy5qx5LHZ6liWxNLHxXVmOrZ8Dq1GZzYTpCgmlg5aqYCnAaRlZGSgdevWyMjIAADl\nkSNHXP39/R+ae/D8/Pyd9vb2g4KDg+Hr64sJEyYAwPsAzOa9qAwy0xmnAri+rA+uM+uDBynaPj4A\nkJCQAG9vbygUCgBItIRxAAAqlSoOAHx8fJCQkFBCJg6Hw+HYLtxAkD9FBkKXLl0AAGq1+rSlBs/L\nyzsNAN7e3txA4HA4nCqEvdQC2Cr+/v6DASwDC+j7PjY2duET+0cDmAEWY5ANYFJsbOw//+27+t82\n9ezZs5v169cPV65cgbe3NwBApVIlPTlez549B9nb2y8GYKfRaNbGx8d/9cT+Pvb29lsBXAEAjUaz\nLT4+Pryiz165ciWpXr16aNu2bVG5V5VK1XzAgAEp5RzbBwBG//fSHoA7gIaxsbEP/r+9Mw+Pokgb\n+K8mF+EGAygoRFwUuYLhEFaFtIoCIuqqi+x6oK4HsH5ciqC79PQq4OpKwOVaRIVFxRUVFVdhVTpy\nKQjhFnUlwIpAgACRkGMymfr+qB4yCcnMJBlIwPo9Tz3p6a6ut6qrO1391lvvG9g2wGvbdqXdgEYa\nwzBeBQYAB23b7lDG8bD6jDDaFYasFOADnP4C3rNt+y/OsaD3ViVkna39dRHwT6AZIIE5tm1PK5Un\nIn0WpqwUItBnYco6W/usFrACiEPV+x3bts1SeSLVZ+HISiEyfRaOrLOuz/QAoWyqZERiGEYUMIOA\nuBCGYXxo23ZgXIhdQG/bto8ahtEPmANcGViMbduHgQXA3fn5+cTHxwMgpTwRKO+8885zRUdHT8vL\ny+uXmZm5NzEx8csrr7zyo7Vr1+4IzOfz+VauWrXqtoqcu3Xr1uPJycnEx8eTl5fnL6cO0K+8ttm2\n/QLKqRKGYdwMjLJt+0gZbYskkTD8mQdMR/1zLotw+ywSsgBW2rZdIsZumPdWhWQF9tcTTzxxX+PG\njUePHz9+GNBwzJgxjVNSUv5dt27d/cBmIucFLhL95QXG2LadbhhGPWCDYRifVvI5i4QsiEyfhZR1\nFj9jBcC1tm3nGIYRA6wyDOMT27a/CsgTqT4LRxZEps9Cyjob+0wPEMpASumuYhHdgR9s284AMAzD\nHxci8AFfE5D/K5Rjp7LwAkRHR+P1ev37SiwzvPTSS7v7fL4fvv76610ALVu2fDsmJuZm1HLPoIQ6\n9/zzz48B8Hq9JwM3+Xw+X7C2lWIwsDBUPapKBPoM27ZXGIaRGOR4uH1WZVlBCHlvVUJWR2AocOsL\nL7xwgbOvE8CAAQMAhpXKvx94H5gFVCqqWYT6a79TF2zbPm4Yxg6gBZV7zqosKwgV6rNKyDqbnjEJ\n+IPdxDhJlsoTqT4LKSsIFe2ziso6K/pMDxBODy2AHwN+76XkCLg0DwKfBPyWwGeGYRRNnz795/bt\n29OgQQOysrIAiIqKahF4shCiOQFeI6WUe4UQp8hzuVy/7tWr1wafz/dTYWHhuLVr134T6tz27du3\nAMjKyqJBgwYAeL1eTzhtMwyjNtAX5Z/ilLYB/7Bte075l6VGU26fEbl2/dowjC2o/nnctu3tVPze\nCsYAlOvsa/w7jh49Snp6Ounp6WRmZlJQUEBcXBzNmjUjOTmZ5ORkGjVqdAFqQDEUWAk8D3xUyTpE\nBGcAdAWwNki2iPRZCFkR7bNQ7TobnzHn63wD8Ctghm3bp63PwpQVkT4Lt11nU59pI8VqxjAMA/UQ\nPBmw+2rbtjsD/VavXt0GICkpiU2bNgEQFRV1RUXlZGdnpx86dKj1ihUruvh8vllxcXHvhHNeo0aN\nrgDYtGkTSUlJABw8ePBYmGJvBlaXUqOdbBsw3DCMXuG3omYQqs+ITLvSgZa2bXcC/o76Yo8U5wFv\nAkuAa7Kzs5k+fTqdOnWiZcuWuN1u9u7dS9OmTbnkkkto2rQpe/fuxe1207JlSzp16sT06dPJzs4G\nNbhYArzhlHvGMQyjLvAuMNK27Z/LyRORPgshK6J9Fk67OAufMdu2i5z6XQh0NwzjFLsYiEyfhSEr\nYn0Wbrs4i/pMDxACEEL0FUJ8J4T4QQgxrgpFhRUXwjCMTsBc4BbbtrP8+23b/sn5e/DgwYOfAHTt\n2pX09HQAXC5Xt1atWp0sR0q5DzXi9bfjFHnbt28/vmPHjhMAa9as+QSI6dy583mhzo2JiekKahVF\n167Kbua7774rCNU2h7sopUYLbBuwGKXKqxRCiFeFEAeFEKcYbZ4uwukzqtgup5yfbdvOcbY/BmIM\nw0ig6jFH+gLbgcE5OTmMHj2axMREVqxYQWpqKllZWaSlpTFlyhTGjBnDY489xpgxY5gyZQppaWlk\nZWWRmprKihUrSExMZPTo0f7w6L9zyu0XTLgQ4iIhhC2E+EYIsV0IMaICdT8FZ773XeAN27bfKydP\nRPoslKxI9lk47XI4rc8YgBCilhBinRBis9NnEXH0Y9v2McBG3ZMliPRzVp6s0/GcBWuXw2nvMwAh\nRJQQYqMQotLaPT1AcBBC+I1S+gHtgMFCiHaVLO5roI1hGBcbhlFmXAjDMFoC7wH32Lb9fcD+Oo5h\nEoZh1Fm9enVHKaXv8ssv58CBA+zfvx+Xy9V83bp1J9XCGRkZX7tcrjbdunVLbNmyZYzL5fptYWFh\niZsiOTm5WVxcHAA9evToBrh27NiRFezcESNGREdHR98BsHLlSrp3V/fs5s2bawdrm1P3BkBvlIVw\nmW0DbgCq8nKfR/kPYcQJt8+oerswDON8wzCEs90d9axmEca9VR4333xzA9RUQLO0tDSSkpI4fPgw\nW7duZeHChaSkpCCEKPT5fBu9Xu8r2dnZZlZW1rj8/PzxeXl58/fs2XMC8KakpLBw4UK2bNnC4cOH\nSUpKIi0tDZTV/RIcz5/l4AXGSCnbAT2A4ZV9zpzr8wqww7btKeXkiUifhSkrIn0Wjiwn35l4xsAx\nwJNSJgGdgb5CiB6VKcgwjCaGYTR0tuNRRoDflsoTqT4LR1ak+iykLOfYmeozUMH1QtqhBUPbIBTT\nHfhBSpkBIIQIafxVHrZtew3D8MeFiAJetW17u2EYjzrHZwMTUCrZmUqTdnJpSzNgsbMvOj8//00h\nREF0dHSvwYMHM3fuXP785z/ToEGDR1Hzv2RmZhZdcsklI+Pj4/+dmJgY5fP55q1du/abq6+++iGA\nVatWvVy7du3fXHnllY+g/kHnFRYW3l1QUFDuuQCWZd3icrnO3759OxkZGfTp0wegKCsra3SItgHc\nBvzHtu3AFRcl2ga8adv20opeXz9SyhVCiMTKnl8awzAWAilAgmEYewETZWxUoT4jjHaFIesOYKhh\nGF4gD7jLMYQq894KJeuGG27oO3LkyIZSSiZNmsSsWbOYMWOG3wiRY8eO/fThhx8eSEhIuGHgwIHH\nAbp163ZxfHz8IqeYaJ/P99exY8fOMAxjcFxc3KPNmzfv8Nprr7FkyRLuvvtuhg4dylNPPRUlhPgn\n6j57q3RdpJQnDfCklMeFEBUx9ivNVcA9wFbDMDY5+55CeR+NdJ+FIytSfRaOLDgDzxiAVO52K2vs\nV5oLgPnOfL0LeNu27Y8q87+R0G0LR1ak+iwcWXCG+szRBN8ETER5vq0cUkqdlLvpO4C5Ab/vAaZX\nd72cdJeUUm7evFm2aNFC5uXlSY/HU7h79+5OFD+wEU1Dhgyp5fF4Nni9Xjls2DA5YcIE6bCoBlyP\nwH5LBLZVdz1qeLpKSlkopZTjx4+XHTt2lHv37pVer1d6PJ6j2dnZ97Vq1apC90erVq1isrOz7/N4\nPEe9Xq/88ccfZceOHeX48eP990mhIzdU3/0PqF8DrpFOwfsqCtiEGij8tbrro1PI/noH5dAuBfio\n0uVUd0NqSqrhA4RYKeUBKaXs3bu3nDlzpv+f+9ohQ4bUOh0DhJycnKe9Xq/cuXOnbNy4sdy7d690\nMGrA9QjsNz1ACJ5qSyn/K6WUU6ZMke3atZOZmZnS6/XKgoKCz9PT0y+qyn2yadOmlgUFBcu9Xq/M\nzMyU7dq1k1OmTPHfK9878svqt7ooi+/f1IBrpFOYCWiIml/vUN110ancPhoAzHS29QAhQhe1J7As\n4Pd4YHx11ysgmVJKuW3bNpmQkCB37twpvV6vzM3NtSI9OPjpp5+u9Hg8BYWFhfLaa6+VkydPlg5b\npJSiBlyLwH7TA4TgKVVKpX1KSEiQGRkZ0uv1yvz8/CUTJ06sE4n7ZeLEiXXy8/OXeL1emZGRIRMS\nEuTmzZv998yUMvosBqW6HV0Dro9OFUyoKYDHq7seOpXbP5NRyzJ3AweAXOD1SpVV3Y2pKQk195OB\nCmcci/Ia17666xWQ4qWU30op5aRJk+R1110nCwoKpNfrlcePHx8eqcHBnj17kjwez0Gv1yunT58u\nu3XrJgsLC6WUskhKeWUNuA6l+00PEMpPnaSUPo/HI6+44go5Z86ck5qn1NTUupEcVKamptb1eDxr\nvV6vnDNnjrziiiukx+ORUkqfUw9/fwmUR8epNeD66BRGApoADZ3teJTt04DqrpdOYfWd1iBE8GL2\nB74HdgJPV3d9ykg9pZRFhYWFMiUlRT7yyCOysLDQr0mY9PTTT9euyj/5rKysAR6PJ8vr9colS5bI\npk2byh07dkiHGjfviFoqtB8odEbMD1Z3nWpYmiOllC+99JLs06ePLCwslB6PJz8jI6NDJAcH/pSR\nkdHB4/HkFxYWyj59+siXXnrJf+/8I6DPrkYZuG1BzWlvAvrXgGulUzkJ5VVzo9Nn24AJ1V0nncLu\nOz1A+IWlyVJKmZ2dLbt37y4ffvjhk5oEj8ezae/evV0r+o996dKlCfn5+a95vV7p9Xrle++9J5s0\naSLXrFkjHbZKKWvVgLbrFH5qKKU8UVRUJNu0aSPT0tKk1+uVOTk540/H4MCfcnJyxnu9XpmWliYv\nvfRS6fP5pJTyhJSyQQ24JjrppFMFkvaDcPbxNPBm/fr1+eyzz9i5cyd9+vRh586duFyupGbNmq3L\nz8//4MiRIzfdcsstQft39+7dl+fm5k699tprM6Kjo4fk5eUxduxYhg8fzscff0zPnj1BzWP1BfJP\nf9M0EeRuoPby5cuJj4/nqquuwufz/bx48eKZp1PoRx99NMvn8/181VVXERcXx/LlywFqo4x+NRrN\nWYSQsrLLWTXVSAzwKnB3UVER06ZNY9KkSYwfP55HHnnkZNRHn8+XA2z0er0bfT5fJuBzuVz1XC5X\nR5fL1cXlcjUHpUWybZvHHnuMpKQkpk+fTpMmTUBNtVyPGiRozi4WA7fee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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib.ticker import AutoMinorLocator, MultipleLocator, FuncFormatter\n", "\n", "np.random.seed(19680801)\n", "\n", "X = np.linspace(0.5, 3.5, 100)\n", "Y1 = 3+np.cos(X)\n", "Y2 = 1+np.cos(1+X/0.75)/2\n", "Y3 = np.random.uniform(Y1, Y2, len(X))\n", "\n", "fig = plt.figure(figsize=(8, 8))\n", "ax = fig.add_subplot(1, 1, 1, aspect=1)\n", "\n", "\n", "def minor_tick(x, pos):\n", " if not x % 1.0:\n", " return \"\"\n", " return \"%.2f\" % x\n", "\n", "ax.xaxis.set_major_locator(MultipleLocator(1.000))\n", "ax.xaxis.set_minor_locator(AutoMinorLocator(4))\n", "ax.yaxis.set_major_locator(MultipleLocator(1.000))\n", "ax.yaxis.set_minor_locator(AutoMinorLocator(4))\n", "ax.xaxis.set_minor_formatter(FuncFormatter(minor_tick))\n", "\n", "ax.set_xlim(0, 4)\n", "ax.set_ylim(0, 4)\n", "\n", "ax.tick_params(which='major', width=1.0)\n", "ax.tick_params(which='major', length=10)\n", "ax.tick_params(which='minor', width=1.0, labelsize=10)\n", "ax.tick_params(which='minor', length=5, labelsize=10, labelcolor='0.25')\n", "\n", "ax.grid(linestyle=\"--\", linewidth=0.5, color='.25', zorder=-10)\n", "\n", "ax.plot(X, Y1, c=(0.25, 0.25, 1.00), lw=2, label=\"Blue signal\", zorder=10)\n", "ax.plot(X, Y2, c=(1.00, 0.25, 0.25), lw=2, label=\"Red signal\")\n", "ax.plot(X, Y3, linewidth=0,\n", " marker='o', markerfacecolor='w', markeredgecolor='k')\n", "\n", "ax.set_title(\"Anatomy of a figure\", fontsize=20, verticalalignment='bottom')\n", "ax.set_xlabel(\"X axis label\")\n", "ax.set_ylabel(\"Y axis label\")\n", "\n", "ax.legend()\n", "\n", "\n", "def draw_circle(x, y, radius=0.15):\n", " from matplotlib.patches import Circle\n", " from matplotlib.patheffects import withStroke\n", " circle = Circle((x, y), radius, clip_on=False, zorder=10, linewidth=1,\n", " edgecolor='black', facecolor=(0, 0, 0, .0125),\n", " path_effects=[withStroke(linewidth=5, foreground='w')])\n", " ax.add_artist(circle)\n", "\n", "\n", "def draw_text(x, y, text):\n", " ax.text(x, y, text, backgroundcolor=\"white\",\n", " ha='center', va='top', weight='bold', color='blue')\n", "\n", "\n", "# Minor tick\n", "draw_circle(0.50, -0.10)\n", "draw_text(0.50, -0.32, \"Minor tick label\")\n", "\n", "# Major tick\n", "draw_circle(-0.03, 4.00)\n", "draw_text(0.03, 3.80, \"Major tick\")\n", "\n", "# Minor tick\n", "draw_circle(0.00, 3.50)\n", "draw_text(0.00, 3.30, \"Minor tick\")\n", "\n", "# Major tick label\n", "draw_circle(-0.15, 3.00)\n", "draw_text(-0.15, 2.80, \"Major tick label\")\n", "\n", "# X Label\n", "draw_circle(1.80, -0.27)\n", "draw_text(1.80, -0.45, \"X axis label\")\n", "\n", "# Y Label\n", "draw_circle(-0.27, 1.80)\n", "draw_text(-0.27, 1.6, \"Y axis label\")\n", "\n", "# Title\n", "draw_circle(1.60, 4.13)\n", "draw_text(1.60, 3.93, \"Title\")\n", "\n", "# Blue plot\n", "draw_circle(1.75, 2.80)\n", "draw_text(1.75, 2.60, \"Line\\n(line plot)\")\n", "\n", "# Red plot\n", "draw_circle(1.20, 0.60)\n", "draw_text(1.20, 0.40, \"Line\\n(line plot)\")\n", "\n", "# Scatter plot\n", "draw_circle(3.20, 1.75)\n", "draw_text(3.20, 1.55, \"Markers\\n(scatter plot)\")\n", "\n", "# Grid\n", "draw_circle(3.00, 3.00)\n", "draw_text(3.00, 2.80, \"Grid\")\n", "\n", "# Legend\n", "draw_circle(3.70, 3.80)\n", "draw_text(3.70, 3.60, \"Legend\")\n", "\n", "# Axes\n", "draw_circle(0.5, 0.5)\n", "draw_text(0.5, 0.3, \"Axes\")\n", "\n", "# Figure\n", "draw_circle(-0.3, 0.65)\n", "draw_text(-0.3, 0.45, \"Figure\")\n", "\n", "color = 'blue'\n", "ax.annotate('Spines', xy=(4.0, 0.35), xycoords='data',\n", " xytext=(3.3, 0.5), textcoords='data',\n", " weight='bold', color=color,\n", " arrowprops=dict(arrowstyle='->',\n", " connectionstyle=\"arc3\",\n", " color=color))\n", "\n", "ax.annotate('', xy=(3.15, 0.0), xycoords='data',\n", " xytext=(3.45, 0.45), textcoords='data',\n", " weight='bold', color=color,\n", " arrowprops=dict(arrowstyle='->',\n", " connectionstyle=\"arc3\",\n", " color=color))\n", "\n", "ax.text(4.0, -0.4, \"Made with http://matplotlib.org\",\n", " fontsize=10, ha=\"right\", color='.5')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Несколько графиков можно разместить на одном холсте, используя `subplot`, задавая число строк, столбцов сетки и номер графика, либо с помощью `subplot2grid`, задавая размер сетки, размер ячейки и ее позиция в сетке. Параметр `figsize=` задает размер холста в дюймах." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RQiUpOC3AJcAIrXUakM9ZPtiUUkOUUiuUUiuys7PLOE0hKgetNaPXjOaFxS/Q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\nNhERGWaXfJO9K1Yw0es4RET6YIzh0xdN8joMkbCnGgIRERERERFxxSk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize=(16,4))\n", "subplot(1, 2, 1) # или subplot(121)\n", "grid(True, axis='x')\n", "plot([[1,2,3], [2,3,4], [4,7,8], [8,1,7]])\n", "\n", "subplot(1, 2, 2)\n", "xxx = linspace(-1.0, 1.0)\n", "plot(xxx, 1.0 / xxx);" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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TKDh6gg835ZO+7zCrd5Zx21n9CAuyf8KGc6Z6uBmtdb1S6g5gKeAPvKq1zrT7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\nF1Kll4lLoR2XMnEbl2qCbdImtg9jYhLiA9P4ME0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = figure()\n", "\n", "subplot2grid((3, 3), (0, 0), rowspan=2, colspan=2)\n", "\n", "magic1 = lambda x: abs(abs(x+1) % 2.0 - 1)\n", "magic2 = lambda x: 3 * (magic1((x - pi/2)/pi)-1./2)\n", "magic3 = lambda x: x**3-x**2\n", "xs = linspace(-pi, pi, num=200)\n", "r = 6 + magic3(magic2(xs))\n", "\n", "gca().set_aspect('equal')\n", "plot(r * cos(xs), r * sin(xs), 'r')\n", "\n", "xs = linspace(-10, 10)\n", "subplot2grid((3, 3), (0, 2))\n", "plot(xs, cos(xs));\n", "\n", "subplot2grid((3, 3), (2, 0), colspan=3)\n", "plot(xs, xs ** 2);\n", "\n", "subplot2grid((3, 3), (1, 2))\n", "plot(xs, xs ** 3);\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Добавить ось с другой стороны `twinx`, `twiny`. При этом меняется текущая настраиваемая ось." ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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tqaArLh+fQWpSLM+sCq86vohOEs+tPUj/xBhmjw/9wVB64vLxGaT3ieNJq8A2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\nPUmTokZq+QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xlabel(u'Время, секунды')\n", "xlim([0,10])\n", "twiny()\n", "xlim([0,10])\n", "xticks(range(0, 10 + 1))\n", "xlabel(u'Время, британские имперские секунды', color='b')\n", "xx = linspace(0, 10)\n", "plot(xx, sin(xx));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Оси можно скрывать и переносить" ] }, { "cell_type": "code", "execution_count": 665, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes().spines['right'].set_color('none')\n", "axes().spines['top'].set_color('none')\n", "axes().xaxis.set_ticks_position('bottom')\n", "axes().spines['bottom'].set_position(('data',0)) # set position of x spine to x=0\n", "axes().yaxis.set_ticks_position('left')\n", "axes().spines['left'].set_position(('data',0)) # set position of y spine to y=0\n", "\n", "xx = linspace(-2, 2)\n", "plot(xx, (xx-1)*xx*(xx+1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для откладывания по осям меток, связанных с датами, `matplotlib` поддерживает локаторы и форматтеры в модуле `matplotlib.dates`." ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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TICKERDATEOPENHIGHLOWCLOSEVOLWAPRICENOMINAL
0EUR2013-01-10NaNNaNNaN39.8096NaNNaN1.0
1EUR2013-01-11NaNNaNNaN39.6385NaNNaN1.0
2EUR2013-01-12NaNNaNNaN40.1104NaNNaN1.0
3EUR2013-01-15NaNNaNNaN40.5009NaNNaN1.0
4EUR2013-01-16NaNNaNNaN40.4003NaNNaN1.0
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" ], "text/plain": [ " TICKER DATE OPEN HIGH LOW CLOSE VOL WAPRICE NOMINAL\n", "0 EUR 2013-01-10 NaN NaN NaN 39.8096 NaN NaN 1.0\n", "1 EUR 2013-01-11 NaN NaN NaN 39.6385 NaN NaN 1.0\n", "2 EUR 2013-01-12 NaN NaN NaN 40.1104 NaN NaN 1.0\n", "3 EUR 2013-01-15 NaN NaN NaN 40.5009 NaN NaN 1.0\n", "4 EUR 2013-01-16 NaN NaN NaN 40.4003 NaN NaN 1.0" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import dateutil, requests\n", "from io import BytesIO\n", "\n", "startdate = datetime.datetime(2013, 1, 1)\n", "enddate = datetime.datetime.now()\n", "url = 'http://export.rbc.ru/free/cb.0/free.fcgi'\n", "params = {\n", " 'period': 'DAILY', 'tickers': 'EUR', 'separator': 'TAB', 'data_format': 'BROWSER', 'header': 1,\n", " 'd1': startdate.day, 'm1': startdate.month, 'y1': startdate.year,\n", " 'd2': enddate.day, 'm2': enddate.month, 'y2': enddate.year\n", "}\n", "r = requests.get(url, params)\n", "df = pandas.read_csv(BytesIO(r.content), sep='\\t')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SgpTmjs+IBQCMTmnPVPsvIh7pBjTrjtSg0ezAqhC13x/oblo0EnecNRa3Lx8j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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize=(16,5))\n", "ax = subplot()\n", "grid(True, which='both')\n", "xlim(map(matplotlib.dates.date2num, [startdate, enddate]))\n", "locator_y = matplotlib.dates.YearLocator()\n", "locator_m = matplotlib.dates.MonthLocator(bymonth=range(3, 11+1, 2))\n", "formatter_y = matplotlib.dates.DateFormatter('%Y')\n", "formatter_m = matplotlib.dates.DateFormatter('%m')\n", "ax.xaxis.set_major_locator(locator_y)\n", "ax.xaxis.set_major_formatter(formatter_y)\n", "ax.xaxis.set_minor_locator(locator_m)\n", "ax.xaxis.set_minor_formatter(formatter_m)\n", "plot(matplotlib.dates.date2num(map(dateutil.parser.parse, df['DATE'])), df['CLOSE']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Двумерную функцию можно табулировать (рассчитать в каждой точке сетки) и отобразить `imshow`." ] }, { "cell_type": "code", "execution_count": 201, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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NoI11rcY2shF9X65b/s7yrvruR6fEYs3Sd+5OWgczH5WzCOVI3N9lUX8/BQSOC5cyTIwY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RGKob6NY51peqv/NABmqQDOJWgEfRNuTQsjguQ6+L1L6d3IxMCcJEchUdjX0zkVNvbUxP0keDKn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\noazneXlKh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alpha = 0.7\n", "phi_ext = 2 * pi * 0.5\n", "\n", "def flux_qubit_potential(phi_m, phi_p):\n", " return 2 + alpha - 2 * cos(phi_p) * cos(phi_m) - alpha * cos(phi_ext - 2*phi_p)\n", "\n", "phi_m = linspace(0, 2*pi, 100)\n", "phi_p = linspace(0, 2*pi, 100)\n", "X,Y = meshgrid(phi_p, phi_m)\n", "Z = flux_qubit_potential(X, Y).T\n", "\n", "title('imshow')\n", "imshow(Z, cmap='RdBu', vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1], interpolation='bilinear')\n", "colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Схожий функционал реализует `pcolormesh`." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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kRT38xu4V+s6KeKxB26FgsanLdeW7U5lW+gRSVm/P2tZKfUUHIJr2nZb1q/4x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7UakxIXh9bY6gGL72OD7i9z7Yda7Zw1CBaq3Gj9+OZFO9jc/Wk+NCBsE4Km8UC/++eaHnHnFAO8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pf2MpJe782FLq29cn+a7l/+rNLqBwKdvS1P9iKdkxtsFjcJ9U/4lBSQQQC8RE/VZCBhaKERp/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\nnPiUL4Lrb5q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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xx, yy = meshgrid(arange(-20, 20, 0.2), arange(-20, 20, 0.2))\n", "zz = sin(xx**2 + yy**2)\n", "\n", "figure(figsize=(7, 7))\n", "title('pcolormesh')\n", "axes().set_aspect('equal')\n", "pcolormesh(xx, yy, zz, cmap='autumn');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для отображения только изолиний подходит `contour`." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0753cTaCtM74qB24NGUZydQnbC9O5yrc/A53aKmE9fPB3Bjl7syAo+l+b4Jfs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\nSbkkJeWSnlFwp7OzoaE2bd2s6d3LDW8vezza2TRKMU99icnI4c0tf3M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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xx, yy = meshgrid(linspace(-5, 5), linspace(-5, 5))\n", "zz = xx ** 2 + yy ** 2\n", "\n", "title('contour')\n", "axes().set_aspect('equal')\n", "cs = contour(xx, yy, zz)\n", "clabel(cs);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Визуализация векторного поля `streamplot`." ] }, { "cell_type": "code", "execution_count": 235, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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aa1+Oyax8uDCsmUkDItyyYvz77JrZQy9NpRkOLdAmMBfcBr7L0dh6gTgMAl+C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\nRDrNvoHwyXKVfCIl/DwaViXSkqjRFvosci4gX0pYM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X, Y = meshgrid(linspace(-3, 3), linspace(-3, 3))\n", "U = -1 - X**2 + Y\n", "V = 1 + X - Y**2\n", "speed = sqrt(U*U + V*V)\n", "lw = 5*speed / speed.max()\n", "\n", "title('streamplot')\n", "streamplot(X, Y, U, V, color=U, linewidth=lw, cmap=cm.autumn)\n", "colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Столбцы произвольной природы можно отобразить `bar` и `barh`." ] }, { "cell_type": "code", "execution_count": 211, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy.special\n", "\n", "n = 10\n", "xx = arange(0, n + 1)\n", "\n", "figure(figsize=(16,4))\n", "subplot(121)\n", "title('bar')\n", "p = 0.3\n", "yy = scipy.special.binom(n, xx) * p ** xx * (1 - p) ** (n - xx)\n", "bar(xx, yy);\n", "\n", "subplot(122)\n", "title('barh')\n", "p = 0.6\n", "yy = scipy.special.binom(n, xx) * p ** xx * (1 - p) ** (n - xx)\n", "barh(xx, yy);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Один вид часто встречающегося графика намеренно исключен отсюда. Пожалуйста, не используйте его. Никогда." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для просмотра плотности распределения можно использовать `hist`, `step`, `seaborn.distplot`, `seaborn.kdeplot`." ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed(0)\n", "xlim(-1, 2)\n", "hist(random.random((500,1)), bins=30, range=(-1, 2))\n", "hist(random.random((200,1)), bins=30, range=(-1, 2), color='r');" ] }, { "cell_type": "code", "execution_count": 191, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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N7dy+qJzsrPgvZxMty4y5pVPZelBzy+Np1ITVzL4HfBxoc/fl4W3/GfgE0As0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\ny9r8AGgElprZUTP7IvBN4F4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8JrRW8s64RZri3J31Te0sqCgkJ1tpyNXU18yg60IfBzvO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\nmBmnD+lJ4b5SVhQUh47TLJpyhbUC+La75wJnALe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed(0)\n", "rnd_dist = randn(100)\n", "\n", "figure(figsize=(16,4))\n", "\n", "subplot(1, 4, 1)\n", "title('hist')\n", "hist(rnd_dist)\n", "\n", "subplot(1, 4, 2)\n", "title('step')\n", "data, _ = histogram(rnd_dist, bins=20)\n", "step(range(len(data)), data)\n", "\n", "subplot(1, 4, 3)\n", "title('kdeplot')\n", "seaborn.kdeplot(rnd_dist)\n", "\n", "subplot(1, 4, 4)\n", "title('distplot')\n", "seaborn.distplot(rnd_dist, rug=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Функция `kdeplot` умеет рисовать и плотности двухмерных выборок." ] }, { "cell_type": "code", "execution_count": 236, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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FVWTQrNEmFU6DphZMevymiCIh1YT3YS3Z4PZ1wBZgJ/AXEbFD0npJ67Nim4EngN3AnwD/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\nmLYCvz5o5m+TqPU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed(0)\n", "X, Y = randn(2, 300)\n", "title('kdeplot')\n", "seaborn.kdeplot(X, Y, cmap='inferno', shade=True, cbar=True)\n", "gca().set_aspect('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Посмотреть на двухмерную выборку можно и через `seaborn.jointplot`. Он создает свою `figure`, так что их нельзя так просто взять и сунуть в `subplot`." ] }, { "cell_type": "code", "execution_count": 203, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9G51vvqdsA2l1+2vPrqoEokmlOt/Xyu9u/NIFzXhmT6/na+I1GvNcTxqUOGZy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\npZwrpWwF8CiAm0w3SLEnAZwupZwL4Dc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wsRBie//HFQYclzTDgdU4DCsKxozcZCTFuvDCjuOqSwkLI1bxfQRAGFALaYwD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\nsh0LilIR5bTn9Scg9GtQDwJIAvCmEGK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seaborn.jointplot(X, Y);\n", "seaborn.jointplot(X, Y, kind='kde');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для сравнения нескольких распределений служат «ящики с усами» `boxplot`, «скрипки» `violinplot`, облака точек `seaborn.stripplot`, облака неперекрывающихся точек `seaborn.swarmplot`.\n", "\n", "Хотя `seaborn` умеет принимать массивы X и Y, но предпочитает `pandas.DataFrame` в аргумент `data=`, а `x=` и `y=` задают используемые колонки." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+ANQ2WMktMdYXZSVGEh0WTEhQYDw1bukxDCwPp6ctgZKcp2VCIwgc72tX6CgK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\nwIGyA6QGpbJkyBJ8lD6snLmSjTkbCfIMYkG/BR1apbRF067dVrIJYCo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CxgJUChVTYqaw\no2gHAHJBzqL+i/jszGd21xAR0ZmkBY/c+lx8lD4djmdnQO7jQ8iDD1i3LVotitBQTJUtUWWZDL/Z\ns/EcMQLN3r0Yy8vxmTIFRXAwDd9tpHblSgQ3N4IW//G89inng0Fnsqo/A5gMFg5szGXuw8PxCfRg\n4TOjqS3V4OXnjoe3tIh405OjObuvDEGA3GPVpH0gReD9Qj1Z+MwYPH1s74zeWBjqFOEURfEY0LGU\nmwsuuPC7w6/ZeuS3UF/d4whnLxPO5h4oEDfrzfipeodwNhvMPVroaD1f3gs+ZL8WlLfz2zSaRYxm\n+9X/wdF+nfoMBEFg0dg+LBrrpDQ4n0jwDAJtm0hdUDJc/xFkb5Nqyo6vkrw2Y0bDNW+AQWN/DV0D\naOthx4tYyau2Fn56CRauwhl4Mf1F1pxbg0W04O9ub44e6xPL6PDRdvvKNeXcs+UechtyUQgK+vr1\nJcIrglv638KEqK5HKc4Hj9RU+qxcSf2aNQgqTwJvvQ1FgERuq99dTs377wNgyM5Bn51FwqZNCDLb\nWFSNHCkJlTgBumbHxRudxsixrYVWsglwbEsRQ2fEEt3PRsJbiWZDVTNZByvx8Haj35hw3Ny7b2T/\nW8PiSfGcLmtk65kKfD3cePLq/nx/ssyujUWECH9PXl8g2deodUZeTjtntTdp0JrIrFDzyR2j21++\ncwhJhnt2wYk1Us3l0Fvg9AZJZbYt1BXw6gBpnA1bBDd9Bnteg7JjEBAnEU59k+TV2UoudfWw/QVp\nvLZFe0LbSZyoOsGSLUtQG9XIBBmPjXqMeYnzWLp9Kenl6cgEGTf1u4kXJ77I4YrDFDcV89mZz+gf\n2J99pfusfrqjw0cT5BnELT/cwomqE8gFObcPuJ2HRzzcrX51BTJPT/p88QW1K1ZIqbfXX4dqlFRT\n6n3ZZdZ2zYcPU/roo9bt4gceJP67b3GP7/yCn8lgwWS0n2fomkxUFanJO16NX4gniSNDkbdZHPYJ\n9GDUrDhyjlRSVWjL7Gio1HJ2XznDruhdwdfe1x13wQUXfnNwZg3hpVBc/bWhp3+zMwl/R+iJXY3G\nYOpZ2uUF4IyU2CZd7/Xv14DZQ6M4Xmyb5CWEepNTaZ/GKutAiOXz9ALe3p6NySJy92VxLJ7Us3qc\nDqFQwvXvw7dLobEEYsZKKXarb4biA/ZtC/fBxj/B0IX2E+ARf5Amre3TAdX2FgHdxdHKo3YG8fV6\n+wny5OjJDiq1y48vJ7dBSl0ziSay67PJrs/m59KfWTVrFf2D+veoT82HD9O0ezfuSUn4XnVVh/6Z\nTTt32m0bCwox5Oc7TFLV27ZR/fY7WHQ6Am65mcBbbulWn1LGRZB1oMKaAeIX4klksj8Hvsu1a2ex\niBj1ZjxbyjrrK5upKW7C3cuN798+jqlF7fz0nlJu+OtIZC0LITWlTchkQpfN438r8HJX8MFtI1Hr\njHi4yXGTy1DIBXZm2qwt+gap+PTnfBadrqBPkIoHpyY6aCdUNXWQFtsVBCXAlP+zbQ9bBMUH4fhq\nyeN2zD2w43kp0glw4H0ITpYWhA5+CEXpkn3RFS+AsZ1lSFMFjLgd0pfb9o34Q7e6+ebRN1EbJQVW\ni2jhjSNv0GxoJr083bpv1dlVTJ4+mc35m9EYpYWqfaX7eHz04xSri4n2iWZe4jxWZqzkRNUJwJZ2\nOyt+ltNVbdVbt1L9zrtY9HoCF91CwMKFKKOj7LwzQcpOaPj+e4yFhXhPmUrTrt32FzKb0ezZ02nC\naTZaUPkq6TsoiPyTtsW9sDhf1r10yCoglHusipltPDnryjUIgoC+A9ssQ7vMIotFRBDsXTzUtToq\n8xsJi/PFO8CjU31tCxfhdMEFFxzgVOuR30BE0tnoaQ1mb5J0o9nSo/rc3vBWbYVTCGcvEuJfA+6a\nGIfFIrInu5rEUG8WT4pjwfvp5FXbIoXXDbdPpzxeVM+TX5+ybr/4w1k+21+I0Wxh/sgYHp6e5Dy1\n0MTp8NBJ0KtB4QFfzHckm60oSofbN0oiJKVHpdTbwTdKqXt+sdBQaGvrHQIFP0Of8T3qXmFj4QWP\nNxkda1CL1cUdtjWLZrYVbusR4WzYsIHSx206jM379xPxj39g0WioW7MWQ1EhvjNm4J6YiC4jw9pO\n8PDALTzc7lqGwkKK//SQVTyo4h/Po4yJsRMc6ixiUgKZ8/AwzqWX4+mjZPCUaORyGf0nRlKea1PB\nDAhX4RskRTRP/lTMrjWZIErluGKbx0xVoZqSzDoiEvxY+8JB6sol8tKazidX/D7tjHw8bM+i64ZH\nIxMENp4oJdLfE5NF5It06fuYUdrIU9+cYnTfQA7k25SFrxsmjWWLRaRCrSPMxwOZTEBnNPOPjaf5\nMaOCuGAVf7t2AAOjOrAyytstjZuo4ZJFkdwN5r4DM/8t/Z6VZiObrShKl35a6yZFC+x9Q7Iqyttl\nazdkAYy9D/xipDGedKWkaCuK8MOjUmS1VYho4kMX/JxqtPb1y1qTtsP66u2F261kE6QU2vyGfB4b\n9RiZdZkYLUaHFHmQxrAzCachP18aay3ZJeV/fw636Bg8UvtTt2o15oYG/ObMwXPgAEr+/IhkoQJU\nL3+PwNtuc7iee2IioslE9fvv07RtO8q+fQl5+CG71PiqQjVbV5ymtlRDeLwvUxalEJHoL9VaDgzi\nzN5SK9kEybezsVqLl787m987aSWnfQYG4enjZvXSVChlJI+W0rUtZgu71mRx5udS3D0VjJ2bQOqE\nSDIPlrP1kzOIFhGZTGD6nakkjexaireLcLrgggsOcGaArb3sdk/xW5DR77kPZ+9FOLU99EbV9ibh\n7EH9ZisuhbDRLwWtwcyDq46w9UwlHm4yRvQJ4FB+PQ9NT+JYYT2VTXrmDo1iRrtarwN5jtYYhbXS\nhP/NbVlE+3ty46gYhzbdhkwu+fRtfdbR8qQtYsZKFg2j7rbtq86CD6ba+/4BZP4o/cz8D4xZ3O2u\nTYiagKfC005opC1qdY6f1bQ+06yRlvaI8o7qdl8AalautNuuX/8lvtdcQ/U771oVMOtXrSZ46VK7\ndqJOh+7MGVQjRlj3afbvd1Cqbdqzp1uEEySBkoZKLSXn6hAEGH1tPEI7Re+68mZqSprwD1Ox/5sc\naxa02MEjTCYIHE0rtJJNkNL59q7PYtIC5/qZ/tKobNSxN6eaxBAfBkXbiODcYVHMHSZ9Z1o9NltR\n3WRg+aJ+/HSuiuzKJqanhnHDiGhOFjdw3xeHKarVEuXvydu3DGfTqTI+byGr1U167l55iD2PT0HR\ntr4+/T3Y9Jhte9JjMPlx2Po3OPUl+EbBxIclUtiWdMaMkYhoW+gapFTbvW9KXrnJV8Lw26Sazb1v\nSOdrqqH/NfDdw5Dxpe3crX+DsIGQNP28n9e1Cdfy2uHXrNvjIsZxTfw1fJf7nXWfSqFiUvQk1mau\ntTtXKVdy1ZdXUamtxF3uzvzk+XbHfZW+DmnyF4M+L4/mgwfxGDAAzwEDHI5r9qdbyWYrmnbtpPwf\n/8BYKP1f6lavJvqN161kEwCLBe2ZM/jNmUPDd9+BTEbAzQvxGj+eqnfeofpNyZJJl5GB7uxZ4jd+\nZ53zbPk4wzp2ynMb2ftlNtc+ONR66bP77FO2AQSZQPbhSrtIaMGpGiYtTKapTk9zvZ4Bk6KsmQan\n95aRsasEAK3ayI7PzhKZ5M/e9dlWMmuxiPz8ZbaLcLrgggs9hzOVW3tDBfbXjp6n1PbeZ9ZTwtiT\n+s+LQeOEa/+eCefKfflsPSMJUuiMFjuF2cuSgvn0ztEdLsgMi/V32NcW7+3KYXCMHynhvj3vpChK\nNZrf/anj44JM+okZC3OWSfsMzVK0Re4Gh1c4ks222Pt6jwhnsGcw7894n49OfoTGpMHHzYftRdut\nx3cW7+Ro5VGGhdrSWhf0W4AoivyY/yPlzeWUNkmWAROjJjIrfpbDPboCQd5uGiaKFN7+B4d2DRu+\ncdin3r7djnB6pDjaZXj066SFRjsYDWY2LjuOvlkaT4c3FeDpraQgw1FJd8/aTKbc1h/jBdSvIxL8\niEzy59g2xwhzZRsz+98D9ufWcPvHB6zpsQ9OTeSRK/pxsriBr44WE6hScsvYPgyL8ed4kS2l21/l\nxsAoP0b2tRfYeuLrExTVSgskJfVanvjqJG7tzKPLG3XkVmtIDmujKLr3Tbs27Hsb3DxgX8u4U5fB\nhvsln9wdL0BzDQy7FUbeCfWF9mq2I24HDz+Y+pSUveDhCxUZsPsVW5uCvbB3GZz+2vFDKdh7QcJ5\nx4A78Hf3Z3fxbhL8E/jDgD/grfTmX5f9i3WZ6/BWerN40GIGhQxifvJ81meuR0RkeOhwztWdo1Ir\nPRf1Zj0bcjbw3Pjn+C73O/zd/bln8D14d8Hbt3HzZkr+/Ih15T300b8QdNdddm08UjpYIBFkVrIJ\ngNFI46bNtPcekbm5EfmvfxL618cRZDJMtbUUL/0TTbt22V3OkJMjpc3HxWHUm+0WagBKztXz9StH\n8PRRMmpWX4bOiKX4bJ3V6zZ5TJikGl3juLjW3GCgMKOG6qImsg9XMmF+EgMnRVGR3+7ZK0JVgRpt\no72FlqahnaVWJ+AinC644IIDnEs4nXYpACc7ZkrvAmej56JBFkRR7JVobk8JZ08jpOeDKIronHDt\n3kz5/aWRWX7+ifnurGr25dQwPtHRkHtk30CemJnC2zuyMZot6IwWOy3ZnCoNc5btZcMDE7pPOi0W\nScHy0CfnH6QyN7hzM0S3CNuYDPDVYji5XvIEnPpU7wzIdhgaOpS3pkmRhBf2v+BwfGPuRo5UHKGP\nbx8EQWBcxDhu7n8zN/eXlDyLGoswiSbi/OIczu0qghb/kZI/PXTRtBKLptlhnzptC5o/UoR5AAAg\nAElEQVTdewhYuICAhQvxHDyY4AcfoOaDDxGNRvzmzMFvzuxu9auqoNFKNluxZ30WCjdH4Z/ic/Xs\n/OIcCSNCyT5UaXfMO9CdcXMTSBgWiiATSJ0QSf4Je9KaNDy0W338teLNbVl2tZjv7cxldFwgd644\naM1++fpoCevvHUdZg5YtpyuIDVTx/NxBuMllvPTDGb4+WkKorzv/N7M/mRX2ad6ZFWpuGhXDiTa1\n3L4eCmICVPYdEWSO27n2pAZdvTT2ghIkkpm3UxILmv53COkn1VpHj5KIaMHP8PUSqC+QlGyHLXL8\n4+ty6fABEH1hMStBELgu6TquS7rObv/V8VdzdfzVdvueGfcM02KnkduQy+yE2Sz6wb4faoOa8ZHj\nUbmpKFIXdfk9WrVsmd14rH7nXfyuv56qV19Dk74fzwEDCH38cYLvv5+ajz6SxtrcOfhMm0rdp/aC\nTIrQEPzmzqXh6xYS7uZG0F13SscCAhDNZoquvwFjsWPavkylwi1UGhtyheDgmWk2WSjNkhYsSjLr\nuO2F8Sx8Zgz5J6upyG8k71gVHz6yi9TxEcjkgpWIyhQCdZXNVBdJ3yuT0cKetVkkDA8hMtGfsz/b\nIqUymUB4gp+Dmn93xBtdhNMFF1xwgDM5orNVZTsSRPk1Xc8ZljKiKKn7tl/FdgZ6ShhNZrFXrFF0\nRotTUrl1RjOWljqT3xsuTwnlq6Ml5z2u1hn5Ir2Q7WcrSAz14d7JCdZ61nsmJ1htT1YdKOKF70+j\naUPO9SYL6w4V8/Q1qd3r3Ik1sP+d8x/3CpEiKZ4BUH4KwgdK5vMn1rR0oEFK/1v0NRz57/nVLidc\nuBasq7ii7xWsObfGqnIpQ8bac/Ype4Eegay4aoWVYMb4Oi/92GvUKAIXLaJ29WowtIkayGTWSa9M\npXJI3wMwFkm1auV/fw59Tg5hTz5JyP33E3TnnYhmM3Lvzkd12iMg3AuZQsBiavMsE8F0ngWdwoxa\nQvs6+vXp1EZiBwQhd5OeF3FDQhhxVR+Oby/CYhFJHhXG4GlOTOf+FaC9l7DBbGH9oWK7Uovcag0n\nihuYkRqOySwSF+xFSoQPK3/O571dkjBTpVrPHz89xMTEYLaftRH5Kf1C+MsV/SiqbWZ3VjURfh68\nOG8Qnsp2iwETH4Lv/2zbnrBUEv7J+8m2T+EBx76AnJYof+VpWH8nPHgUUudKAkKh/QFBWhxqaKmP\nLDkEqiBw95PGbisGzJPGevq7tn39roaUzmUCFKmLSMtPI9AjkJlxM/FQOIrTvH3sbZYfX279fUaf\nGeQ35luPDw8dziuHX2FT3iYAlh1dxrJpy5gYNbFTfRC19krgosFAxfMv0LhxIyAJdpkqq+jz2X9R\nREeh+WknblFRuKcOwGvSZWhaRIEUISHIVF5YDAZCHvkzMnd3vCZMQLN3L3VffIHHoMGoxo45L9kM\ne+ZpZF5SqqtoAWTAeV7fuiYjpVn19BkYhH+lir3rs6UDegtHtxQx8cYkis9KqfFDp8dw4Dv7+liz\nyUJjtQ6fQHeSRoZSdLYODy83UsaGk/ZhhgPZDYnp+rPFRThdcMEFB/yqI5xO5hHOpiUGJ9Vf9pbf\npTOiiHqT8/vmrMipKILOZEal/P293mYPiWTj8VLS2vj7tSI6wJPMyiZeSZPSbLeeqeRoYR1r7hln\nbdO60n/zmFjCfN25a+Uhu2t4u/fgMys+6LhP5ibVh41ZAtP/Bt/cK9miAMSOA9/2XpEi6Org/nRp\nEpy7U7JICYiFkBRImNJj0aD2GBU+itemvMa6c+swWowcKHcUOKrV1fLxqY/5x4R/dHCF7kM0Gsm/\nZRGGnByHYwELbsJv9mwMRUV4TZhA/s23YK47fz1s3Wef4xYeTtDddyPz7Ln/paePkim3pLBrTSZG\nXefGZmW+GrlChrlNdM9ktPDpkz8ze+lQwuOlWsaxcxMYO7cXVJJ/JbhlTCx//eqkdXtGahjBPu4O\n7fZm1/DBbpvqb3peLWG+9gRLYzBzw4goAr2UHC6oY1isP0/NSiXQS8l/7xpDs8GEh0Le8QLbqLsg\nfDDk74aoERA/GXSNUHUOzm2SiOHMf8KWZ+3Pq8uX7FO+Wyqltyt94NrXbWSzFZVn4PYNsPM/LZYq\nt0o1nCmzIP5yKD8BCVMvGt1sxdnas9y26TZrffVXWV/x6cxP7SKUDfoGPjz5oe3zMWqoaq7ioeEP\nsadkD4n+iVyffD3zv7PVcZpFMyszVnaacAbcfDOV//mPddvvhutR/2hf09p86BA1K1ZQ+c9/AaD+\n8UeaDx4k9uOPad63D3NDA7WrVlH9lpRJgSAQ9eYb1K9dR21L3bZ6y1Z8Z85EcHdH1NvUiH2uupLI\nF16wkk0AuZuMAROjOLXz/AuOfiHSuC/PbXA4JlpERs3qy8mdJZxLryC0ry8lmbZFPe9Ad/auz6Is\nWzo3KMqLa/80jNXPpaNrsrdI8g9TMfW2ri9M/v7eyC644ELP8Ssuu3Q24XR2hLOn6bTW65hEUF68\nXVfRXna/O9AZzT0jJ+e5pvOuZUHVC5/drwF3XxbvQDhnDYrgb7NTue0je7KUnldLeYOOcD/HKMHl\n/UIZGx/I/lxJJCfSz4NbxvTAh63PeDj0kW1bkMGS3ZLZvMJdIo/H2/hoFu6DQTfZX0OulK7jEw6X\n/Vn6cRI2523m1cOvUq+vZ27iXB4b9ZjV/mRa7DSmxU7jo5MfdUg4QZroOhua/ekOZFOZmEjQ3Xfh\nd+21CHI5nkMlURCZ28WVlxs2bCDo7rsv2q6zSBkXQUxqIP996mfMRttLIWVsOCaThcKMGgxa+3Fr\nNllQuMnsPAKNOjMHN+Zx7VLpbyk+V0fe8SoCwlSkjI/oME33t4wFo2MJ9XVn25lKEkO9WTg6liq1\nng3HSqlusTmZmhLK0UL7BYSTJQ0Mb1dv7SYXGNU3iKsHRXZ4r4surMWMkn5a4eEr+dkaNFJ0UyaH\nzDQ40ab2MChJ8r1traU2qGH785LwT4VN7Zr4SRA5DBZ+YX9PQYB+V0k/XcDqs6vtxLyOVR3jSOUR\nBgcPpry5nCjvKDRGDaZ2qroNhgbyG/M5UXWCyuZKBgYP7NJ92yPorjtR9u2DZn86Hqmp+M2+FkNu\nnlXEC8AtJoaGb7+zO695335M5eV4jR+PPjcP7YE2i3CiSP2qVehOn7E7p3HLFsKffpqKf/0LsbkZ\n9/79CXviCTuy2YpJNyUTHudLZYGa0D6+nNhRRGWBGplMIHFkKCd3FhMQ7kVYnGNZhJe/O1+9fARz\ny7hUuMsYMbMPRadr8QnyJDLRj91rs6zta0o0HP2xwIFshif4ct1fRnSr3MdFOF1wwQUHOJdv/rpV\nap1NYHuqUNsKvdkMON/ew1kRTmfDmdfUm36/dZyj4wJ5ZEYyy3fmYLKI3Dq2D0/O6o8gCIT5enC2\nTZ2np5scDzcZ358oo0aj58oB4dYIilwm8PndY9mdVUWT3sTUlNCeRYUHXi9FTg59JNWETXmyJRWv\nBe2jIwBeQVLd5pFPwcMfpj4tkU0no1xTzhO7n8AkShPVVWdXEecXx8KUhdY2WpOWzfmbz3uNeYnz\nnN4vmcoxEuk1fhz+c+cCoM/NRR4QgCIgALfISPRZWW1OljnUfcqDbfW72pMnqVq2DHNtHf7XzSNg\n4UK6A3dPBVctHsTe9dloGvQkjw7nshuTrJHMtI8zyD1i85ZUKGVW78220GmkiWvmgXK2fHzaur8g\no5ZZ9w3uVt9+zZiaEsbUFJuKZ0ygih1/mcyOc1UEqpRMSAzigS+O2p3jJhdYPDmB6iYDm06VEeil\n5KlZqYR0EB0FqdZ/65lKKhp1zEgNI9K/C5FtZRtCc9VLUqpt9jYIGyBFMz+cYd++oVjKPPjhUYl0\nJkyDK1/s/P26ibM1Z3nkp0eo0dUQ5R3F61NeZ2zEWPaX/T977x0fVZX//z/vtGTSe69ACD30Jr0L\nIoKK6KKsCoK9rnVd2+rqWtayoK66KFgAQRSVIl16DS2EBEjvZVImyWTq/f1xk5ncTAJJGFw+v29e\nj4cPmTPnnntzZ86d8zrv9/v1OmjvE6QN4scLkqhWjj6H1w+9zuTYyWzNltRhlYKSBb0XtOu85vx8\nDMnJmPPycO/Zg7AX/0rew49gysxEFRpKxBuvU/afz2jqkipoNKBUUp+WLs3tZnmogtYDVXAQ1kpH\nZFHl74/f3FtxS+xOxTffovT1xVZbS0sQFAKJw8NJHB4OQOLwMHQFteSe07G3CVnsOjCYEbO7cmJb\nDoJCYNC0WCqL6+xkE8BitOHh48atz0mbESl7nCOnglJwms+h8b4dXoN1Es5OdKITVxWuFql1ZWle\nc2NjV8BlEc6r4MVps4ku8fg0XgXhIFeSxI76jAqCEAq8AUSIoni9IAi9gBGiKH5xmUP/UDw8MYEl\n47oiiqBp4l/41JRETuZWUmkwIwALRsbwwDfH2X9REml5e3Ma6x4YaVeyVCoExiW6SLBFEGDCC9J/\nLSFhCqg9odFDT1BINWIxw2DMX1xzDa0gpSzFTjYbcaLkhIxwrklbwzndOVkfjULD+OjxzOk+h5ER\nI9mRs4MtWVuI9Irkzl534u/uf0XXpR04EM9Ro6jduxcAZUAAAXfeiUWnI3fRfZLvplpN8EMPEfTQ\ng9QdP45NL20o+My8geqfNjgGUygIfvhhAKx6PTn33GvvW3T6NEpfX3ymy8VXLoWS7Gq2LT9LRVEd\nofE+zHw4CZ8gidBUldaRur8QhVLB0BnxmA0WclMr8PRzY8CUGNnitxE9r5MidM1TArNOlaHX1eMd\n0DYj+Wtxjh7KKOdUXhXDugTQL6p1RWhvdzU3JjkilY9NSuBwlo5SvRGFAI9N6m63Pak3W9EoFfZU\n2VqjhZSCarqHeuHXkL6xcMVRdqVJZP+tzedYs3hEy16cl4NHAIx9GgbfDbGjQKWBPrMh+WtHn96z\nJWGhO39o//itIKUshTXpa1Ar1NzR8w5u73E7GzM32qOcA0IGsPLsSsrrpedXfk0+/zj0Dz6e9DFL\nTywlTZfGTd1u4peMX2TjGiwG5iXOY1rcNHL0OYyNGkuCf0Kbr6ty3TqK3/iHY7yTJ+m2fRtdNv6K\npaQEVVAQglJJsEaDITkZW40kvuN9/TQyZtyATa9HFRKC18SJ1GzbBoCg1RK0aCHW6mryHnkUsb4e\n1GpCnn0Gc34+Offci1gnCYNV/fQTXX75GXXo5W1HAiI82f7VWVnbxeRSBs+IJzdVR965Ck5uzyU+\nKdjpWA8fDZmnyshL1eET7I6bpwpjrfScVKoV9BoZTlicD7+vSqdObyK2TyBDpse1+T42Ryfh7EQn\nOuEEV5JEV9Om5j5wVzTWVdCV6SjZaQ7zVYgiuqq+1FXjNIXZ4rpvyhV8Bl8Cy4FG1pQOrAauKcIJ\ntFhDG+StsUewReCT3XJhCL3Rwlf7s3h9dt8/4hKlCFz2XumB4h0hWTI0Es7u10tk8w+Am9I5QnSs\n6BjjV48n1DOURX0XkVGV4dTnmaHPMDdxLgCbMjfx9O8OT8M9+XtYc8OaK9qwEgSB6E8/oXbfPqwV\nFXiNG4fS15fif74tkU0As5nSDz7AZ8YMuu3YTt2RI2ji4in9sJnlhc1mj3jWHTlqJ5uN0G/f0S7C\nufW/Z6kslhbAxZnV7P4unZkPJ1FdZmDNG0cxGaSFacrv+dz+t2EoVAJqjRJBIVCeV0Nqg9Kl2k3J\nyJu70WeM5D2p0si/t4JCQKVuVz34l1xDc/TfO87zzm8Oe6I35/RlzsAo3v0tja2pxXQJ8uL56T3o\nEuwsspIQ6s2ep8dzPKeCmAAPopqozLo3STM+mFHOohVH0ddbcFcreG9ufzw0SjvZBEmd+797M3nv\ntv60Gz8+CCcayKVfDNyzBaa/K/l0NqrUjn5Kmsc5B8BSD3FjJA/dDuJi5UXu2nQXJpsklLUxcyMb\nbtrAj7N+ZGv2VgLcAxgbPZbrvrtOdlxGVQbfpH7DyrMrERE5qzvLtDh56q5WpSXCM4Lfsn8jVZdK\nnbmOWJ9YlIKS5SnL2ZW7i1ifWB4e8DBhns4ZFfodO2WvrTodhhMn0MTHY87PRxUQAEol2qQkaU4e\nPYo6Npbcexfa552lpARrRQWxK1dgzMrCc9gwNDFSyUK3nTswnDiBMjAQbZ8+lH/+hZ1sAtj0evRb\nthBw111tupeqZmJRCoXAsU1Z5J2TUrary+pJO1xESKw3JdnS9UUm+qPX1bN/3QX7cV0HBuPp54bV\nItJ7dAT+YZ74h3kS3z8Yi8mKxv3KKGMn4exEJzrhBNGFNPHajnC6nnG6LsJ57aatuopUN4XZFRK1\njWN1PIobJIriGkEQngMQRdEiCMI1nZ9rsdqoNVnx1apZdTiH+st8Nq1FuCtqTXi6qWQR0yuC2QBf\nzXSICXkESj5/jUj7VRIn8Y9zzfkugdXpq53aig1SHWxZfRmP73qchwc8LHtfq9IyKdbhG/jThZ9k\n75/TneOc7hw9A3tyJRCUSrzGjLG/tlZVUfWT/FzYbNTu24v/bbfhPWECAJaiIqexlH5SdE0TF+f0\nnqZL2y1cTPUWO9lsRGmOVM+XfrjYTjYB6qpNpB4sJLqHP4EREqmacFdP+k2IxqA3EZHgh7LJd2rQ\n9XEUXKiyp/f1GxeF1rtdBdfXzBy12kQ+2S3fqFi66wI5ujq70mxGaS0ZpTVsf3IsgiBQWWfCx11t\nj1y6q5WM7OpsZVRVZ8ZNrcBdreT1X1Ptyrf1Zhsvb0hhaDOvTgBdbfu9ESk85SCbIFmjHFgKU1+H\nPrdA0u0QEA9WC6yYJdmmAIT0grs3gfbSHr+tYWPmRjvZBMnKZEfODuYmzpWlvzZPnx0ZMZKPT35s\nX6PoTXqKaouYkzCHjRkbCfMM4+khT/PaodfYX7AfgFOlp6g11xKoDeSjZEnE52TpSVJ1qfxwo3PE\n1i0+DpkRjUJBzb796O5dCDYbqvBwYpf/F01cHEofH7wnTMBmMDjNSVN2NqbsbErfeZcivR7vKVOI\nePMfGNPSKHzxb1jLylBHR+Mzc6bTNTTO5bZg8PQ4fll60q4onTQhmqwzcuuher2ZW/4yiOKsapQq\nBV0HhvD13w7I+mSeKGPhv8agdnMmsFdKNqGTcHaiE51oAa6NcF67RpxXwzjDVamwVyWKeA2T4Su1\nkmkKS8fJa60gCIE0BOYFQRgOuF4txkXYklLEC+vPUFZjZHiXgMt6aLqpFMwfHitrq6wz8eC3x9l3\noRw/DzUvzezF7AHN1WM7gJT1cuXaunLnPnnHWiacVovU3/vyKWVtQUV96+quID2jqoxVvDTiJdam\nr8Vb482SpCUEuDsW9c3TZxWC4opTagEqVq2mYvVqlJ6eBD30IPodO7CWO9+r6q1b8b9NElky5eVj\nOHlS9r5bjx64desm/btLPMGPPUrZ0mWIZjMew4YRsKDtNWwad5UsGgJSRAScI5QA+xssGHxDtNz4\naH98ArUERbVsmxDZ3Z/5rw4n56wOv1APIrq1m7BcM3NUFJ0tsKxWkZ1NIo8gWaDsu1DGGxvPcbaw\nmugALe/f1p9Bsc6ksc5k4dFVJ9iWWoyXRsXT0xIprDLI+pTVGLG18Ls6prtz2uRl51JtiXObvghW\nzoGL26XXfW+V0t8bySZI9inJX8PIh1oe9zJoOrcaYbQaWbx1MdnV2UyMmchjAx/jzdFv8t6x9zhb\nfpYhYUOYmziXjZkbZcdVGitZNmkZr4x8RfqTzLU8sP0BWZ9t2dsI8pAT+/MV58muzibWR/5MDFy4\nkLpjxzEkJyO4uRF43yLKPvnUnkFgKSykdOkygh98gOJ33sGUmYX3hPF4jhxJ7f799nE8R46k8KWX\n7ZZG+s2bKU9MpGrtWqxlZYBkbVR38CDuvXpRf1ZKjdUmJeE9darT/RFFkcyTZZTm6Ins7kdUD+ke\nRvcMYP6rI8hN1eEf5kl4V18sJisVhY5aUJ8gd/Z8f57s09KzJWFIqHNkVK24qnZinYSzE53ohBNc\n68PpwsFwrarstR3hdH0Np6uuzeTC9NdGuKK2tBFXwF2fADYAXQVB2AcEA7e46LJchvXJeby56RzF\n1Q7JioMZOoK93BFwnr/zhkQT5uvOzKQIujZL7ftoxwX2XZAWIZV1Zp5dd5px3UPw97xCmd+WCGZz\nnFkLfW+Wt2XshvWLQV8oRVFu+1qqHbsCjI0ay8nSk5fsE+MTwy3db2FW11n8cP4HNmVuotpYzfiY\n8QAs6ruIffn7qDBK5DXSM5IaUw04i0m2GfodOyh6+WX769zFS3BLTGyxr7XYQQxMmRlOD9bGdL1G\nBC1Zgv/tt2OrqUEdGdnua5uysDe7v02jJEdPVGIAY+Z159yBQrJOl6F2V7ZolVJVYuDIr1lMvKsn\nVrON+joznr7ydGar2cbpXfnkp1UQmehHWLwPivZZLF0zc1SlVPDn6+L4eJdDaXjh6C6cyqsktbDa\n3ubjruLj3RmcbWjL1Rl4Ys1Jfnl4FM+vP8OWM0XEBnrw2k19OJqlY2uDCrXeaOGlDSncPDCK7485\nvBqn9g7j1sHRbDztiKiF+bg5bSZxYbtkRVRTDKF9Yd7Xzhs8caPBNwaqGlVqBfAKkeZmI05/L2Uo\nNMel5ripDi5sBTcfiB8riVw1wayus/jxwo/2uulhYcNYkbKCojrpb1pxdgValZbF/RbTL6gfWpWW\nkREj6ebXjcGhgzlafFQ21pmyM/z7xL/RGXTM7DqTYG0wpQYH8Y/2iSZIG8TZcke9o1alJUjrHF1W\n+vkR9923mPLyUPr6Yi4opOyjf8v6mIuKyF28BFN2NgDlFy/if/efUcfGUJ9yFs9hw3Dv15fqDRtk\nx9WnpGDOl9cxm7KySNjzO7UHDyIolXgMHYqgaGFj54eLnNgqfU5HN0qRzWE3St7KHt4aYvsE2ufb\n8NldMZusZJ0uxz/Mg+ieATLvzfNHihk4LRZdQS1iww/m4OtjUaoV1FYaST9SjFqjIGFoGG5aFRVF\ntRzfnI2h1kzPkeF0HdD+2v9OwtmJTnTCCTYXRptcTThdSRGvxmaeK304XQ1X1UlejWsTXer92rGx\nRFE8LgjCWCAR6auWJoqi+TKH/aHIKa/jyTUnWyTVORV1/Pb4GOZ8vN+egnfzwEjemN231Z3rpgtj\nkNKuM8pqGXSlhLPXTbDrLclSoTWUX5QeEI0bPzYb/PiARDZBiqJsfhb+9P0VXUqIx6UXR6MiRzGr\n2ywAXtj3gt0wfnXaap4f9jy397idLn5dWNB7Ae8ffx+A3JpcFm9bzOabN6NWdExNumb377LXotGI\nqhWhEJ8ZM+z/1g4YiMLHB1u147PzGjfO/m/9zp2UffwJosGA//z5+N82t93X5hvswY2PDrC/Tt1f\nyI4VDksHrbcalUaJvrxedlxFYS1ph4rYszodY52FsC6+XL+kLx4+GmxWG6teP0RlkRSxK86qJj+t\nkluebZtPI1x7c/SZaT0YGOPPqbxKhncJ5LpuQRRUGrhYWsvp/Cr8PdT8Y05f/vpjiuy47PI6/rkp\njZ9PFgBwvqSGB745zrB4eeTPJsKkXiHEB3ty4GI5/aJ8eWBcNzzdVCy/ewjrj+cT5OXGojHx8nR4\nq8VBNgGKT8OWF2DeNxIZNNWCV7BkWXTPJjiwDGpLIWkeZO9z/kO9w0EbIPltAijdoF8r36vqQvhi\nskOZust4mP+DjHR6abxYNWMVR4uPolFq8FR5cvPP8s2nffn7yKnOYVOWYz6+MOwFPpzwISvPriSr\nKotx0eMYEzWGKWunoDdLz5pUXSp39ryT9RfWU2OuIVgbzF+G/AVvtTep5ank6HNwV7rz3NDn8FS3\nvmOkiZIyPRTdvXBLSJCpRHsOH+ZEQusOHSL06WcwpqWj37EDQatF0GoRDY4Itdeo67Dp9TKLFa9x\n46TU+uvk9apNYbXYOL0zT9Z2dGMWPUaEUZxZze+rnOfbxAUOr8xDPzvXqHt4a5j7/GDO7M4nOMab\n3qMjqS438P0bR+2q0id35DH7qYGsf/c4Br3Uln26nBkP9iOurzNZvxQ6CWcnOvH/AwiCMA34AFAC\nn4ui+Ob/+JLs6OjivzW4MirpSgGiRrhK7OdqiAa5qk7yClJW24V/bpGrhubq6lpsf3pqD9nrjn7l\nBEFortIwUBAERFFc0bERZWO7ZI4m51a0GsEdkxBEQqg3p1+eSpXBDCL4elyaDI3pHmxXsQUI8tLQ\nO+LSqbltgl80LNwKRz6XjOdL05z7lKXBu4nSQla0Qr/boFq+qKL4rPNx7UR3/+5ObQ8kPcDY6LEc\nyD/ADxd+YNaPs7gt8Ta2ZG2R9VuTtsauZnugQF7zVFJXwrnyc/QN7pgIk1tX58ht0MJ70USEU/Xr\nRgSFAnVEBD433ID/HQ5FXaWXJzFffE7pBx9iKSvD96ZZ+M2RbFtMubnkPfwIWKQNh6KXXkIdGYnX\nqNYXs63BYrJSVWrAL9SDC0fl3q8GvZmgaDf0zYJc0T392fX1ObsPZ1FGFYd/yWTUrd1Y99YxO9ls\nRHFWNTUV9Xj5t1ml9pqbo5N7hTK5l2OjIMJPy88Pj6Koqh5/TzVuKiVbUopZn+yIbPWP9uNUgTwT\nWFdrIjHMm01nHJFLT42S4fFBTO0dzgPjusn6j08MYXxrKtN15Q6y2YjiFDj0H9j+CphqJGuTW78E\n3yiY+Depv3+spFq7931pToLk19lnDvScCYf/I9VnD77bYXt0YBkc+1Kq5xz3nERYm9ogZeyU0nG7\njpddjlKhZFi4JBxWZ67DS+1FjdlRPRnvG++kQLs6bTVJwUkcKjxEVnUWWrUWlUJlJ5uNKDGUsP3W\n7eTqc+ni18W+KfTz7J+5WHmRUM9QfDRte84JgkD0559T/p//YMrLxWfKFHyuvx7d8i/tCrUAmugY\ncpcskRRogbIPPyRw8WJq9+3DUl4uzdO5c/GeNImSt9/GkJKC57DhhDzxeBsuAp8MCSkAACAASURB\nVFrKPUvZW8DpnXl265LG+TbujkRqq4yYjVb8QjzokhTMsU3Z9mimQiUQGOXJhg9PYqiWamlzUyvw\nD/ewk02AyuI6kn/LsZPNRlw4VnJ1CKcgCFmAHrACFlEU274d1YlOdOKqQhAEJbAUmAzkAUcEQdgg\nimKHV2quJIl/hGhQR4nJ1VCpdVUqrNmFUeZGuCptVRLEFK9qvcf/CE0c0nEHJgLHgStazLpyjg6M\n8UchyNOG/TzUzB4QyUMTHAtSX23bom4LR8VTbTDzy6lCovy1PHt9D5lCZrtQdEYykm9ciIb0hBnv\nwvd3t0w4QVrkNi6Md7wmj6IAdJvQsWtpgp6BPXlkwCN8dvozjFYj0+Ons7DfQtJ16byf/L6933vH\n3kOj0GASHWImHmqHcmi8bzyHihyRCZWgItwzvMPX5XfbXOqOHEG/bRuCWk3gokVok5LQJiUR9OCD\nIIoofVu2udD27UvM5585tdfuP2Anm/a2Pb+3m3DmntWx5YszGGstaH00hMbJF+eCQiBpYjQ7Vpyz\nL2LDuvoQnxTM0Y3Zsr66ghrOHSyiLE8mxdJ0tPZc2jU/RxsR5usg0S/f2BuFILDvQhl9In14+cbe\n/HdvFidzHZ6MAZ4aloztglqpYO2xPAI9NfxlauJlN41ahHeolEZbfNrRFj0MNj8DYsOG4cXtcODf\nkvfmhkegvlJKY7/9O7hjDRxcCuZ6GPOkpF5rtYBaC+d/k8SFJr8Kuouw5TnHOb6bJ9V8NofxEpkO\nSPPstete47WDr6Gr1zEwZCD3J93Pb9m/YbQaZf0e3fkohbVSFsQP53/AJtoQEGR6EV18u6BVaaky\nVrE/fz8jIkagUWpQCIp2WaQ0Qh0aQtiLf8Wi06Fwd0fh4UH431+j6KWXsVZV4d6rFx7Dh6PfIt+w\nshQXE79WnqGhCgoi4q232nV+pVJBXL8gLh6X1wdbzTYn31tdQQ371p7n5I48RJtIZKIf0+/vx4wH\n+3FqRy4KhUD/yTFcPFZiJ5sAF4+X0Ht0BM2h9XL+/nn6tj8Dpj0RzvGiKJa1+wyd6EQnrjaGAhdE\nUcwAEARhFTALuALC6aIrw/URTlfiqogGuSqKeBXSVl0ZmTTbbLgpOkhMWkILH0bzDYLGDYTm7c3R\nUR4siqJMqlQQBD9gVcdGk8FlczTQS8PLN/bik10ZVBnM3D40huen9+ww+VcpFTw9rQd3jYjjVF4l\nYT5tizTJYDHCt7dJkQyAxOkwd6XDNmHQAjj7o2OheykYdFLNV2U2dJ0Ak19r//W0gEX9FjG/13ws\nNgveGsmH9HDRYad+ScFJHCmWxI7UCjX3J91vf29x0mJOl50mpVxKj7SIFh7d9SjLpy5Ho2z/Akzh\n5kbURx9iKS9HcHND6eWFKIoUv/4GFatWgSjiN2cOYa+8LKvpqj10mJJ335VM6Xv0IOzVV9FESXWa\nbt2dF9Nu3VuuC70Udn17zu7JZ6g2oS834BPkTnVZPYIAQ2bE0WN4OKFxPmSfKcc/zJOY3gHYbCJe\n/m7UVDhIQkVRHcc2ZrV4nshEP7z8nW1rWsO1OEcLKg2cya9iQIw/wd4t/y2+WjXvzk2StT0xpTul\nNUZZDae7WsWD47vx4PhuLY7THFV1ZgQF+Li3QErnfS2l0RanQLeJUoTxVLNbVXQGDn0qkU2Q0ti3\nvQwD7oTcI1JK/OqTcOtyKDoNe/8l9dNlwLdzpTnaFJZ68I8HpQasDWTGNxq6TeJymBQ7ibHRY6kx\n1dgFue7tey/LTiwDpPk4p9scXj7wsuy4c7pzPDboMZadWIbRamRY2DDm95zP4q2LOVAoZSXEeMew\ncvrKFsWK2gKbwUD+E09Ss3Mngrs7wQ8/ROC99+Lety8Vq1ajcHNDExvrdJxbd0d2hWi1UrZ0KdW/\nbkQVEU7Ik0+h7dO7zdfQpX+wjHB6+moYODWWjORS2XwLjPTixDZHhDk/rZIzv+cTHOVNbaWJumoj\nmSfLMNbJN6YAIrv7kXGi1B7R9A/3pN/4KFL3F8qUq/U6o9Oxl0NnSm0nOvF/H5FAk/wV8gCZwZ0g\nCPcB9wHENBOXaAmurKf7I3w4O0pMXM04RVHE6qIooihKpFPVPkGNS8KVwjyuVJUFULow3OxCYala\noO1+Eq3DJXP0i72ZvLMlDYPZyvjEYP59x0A83a78Z3zDyQKeWH0Ci01ErRT46PYBTOvTjsjdmXUO\nsgmQtlGyPekl1UXSZZxkoXD6eyli0tSGoSUMWgB9br50nw5Aq9LKXvcK7OXU567ed/HUkKc4X3Ge\noWFDCfcKx2wz823qtySXJBPqEWonnCBZLmzN3sqMLjOcxmorVIEOQZbaPXuo+Npxfyq//x7PUaPw\nmToFAEtFBTmLF0ND2l7t/v1kzJxJ119/QR0RgceAAQQuXoxu+XJEiwXfmTfgO+vGdl2PzWqjullt\npl5n5N53RlGSrcfL382eAtvo1deIuiojQ2/swomtOegKJJXM+prWSyw7Ij7SDP/TObruWB5PrzuF\n1SaiUSlYdsdAJvVqm7qyl5uKj24fcPmOLcBmE3nhx9OsOZqHAMwfHstLM3vJS07846SazUbUV4Ob\nLxibpPJGDZbmalOUpsHm5xz11+Za2PS05KXbFPpC0Lag1NxjOiRMghPfSqJBQ+4FjYdzvxagVqjt\nZDOjMoOSuhJGRY6iZ0BP5ibOJcA9gA+Of2AX7wJpHt/T5x7mdp9LjbmGMM8w9ubvtZNNgBx9DmvT\n13Jfv/vadB3Nofv6a2p2Ss84sb6ekrffwWPoMPIeeQRLoRRtVfj4EHjffehWrkSsr8d70kR8Z92I\naDIhaDTovlpB2bKPAckyJXfxYrrt2I7C7fIbLqJNZN/aC7I2D183PH3duOGhJPb/cJHqMgNdBwTj\nH+7Jmd1yYSJdQS1Hfs3CYpTSpE9uz6XPmAgEhWDPUPAP86DrwBAiEwO4cKwYlUZJt0EhqDRKqsvk\nqfAZJ+SR1ragrb9UIrCtwevoU1EU/9O8Q3sXtP9rBAQEUFHRulR6a3Vi/v7+6HS6Ft/rRPvQ+Rn8\ncWiYs/8BGDx48GWZwjUd4XSpLYprGafFxSTMYhNRuTCI6Mrrc/XfqlK67rNQdjDaJwjCzzj2SBRA\nL2CNiy7rkrjcHM0pr+Pvv561p6jvTCtlydfHqDKYiQ7w4MnJ3Vs0l2+Ok7mVrDqSg1at4s8j44gJ\n9OAfG1Ptn6fZKvLmpnPtI5xVeZdvixku/acvlqIsNufddQBUWinCeRWQW53L9+nfY7aZuTXxVoaF\nD+P+pPv5MuVLRFHkjp53MC56HCAno28feZvvzn3X6rjVpupW32svmgqTyNoaCGfd0aN2stkI0WCg\n6qefCLr/fvQ7dlL1ww+IJhPaQYMIefppBFX7NiUUSgVxfYPIOuVIausyIBiFUkFovA+1lUZsVptM\nXbYsT89vn6dQUSRFQVqyT2kJNZXti5RcS3NUFEX+semcffPNZLHx1uZzDI7z5+0taZzIrWRofABP\nTUm84o2hlIIqvj2Ug1qp4M4RsaQV6fnusIMff7k/i3GJwYxrraYTwN0H5q+DHa9K8zBpHox6HE6t\ngVKHIBTdp8LhZunaVfnQbTLkOGw/UHvAdY9Ic/3sT1K67dinHSn14fKIblOcKDnBhosbCPYIZl7i\nPCeLIV29jvmb5qNvIL0HCw8yJW4KYZ5hvDnmTV7Z/woFtQWMCB/BowMfBSQhIi+N9AysMjo75TS2\nZVVl8Wvmr/hofJjVbVabajlNFy44tVWuX28nmwC26moENw3d9+/DqtdT8s+3OT96DAoPD4Ife4za\nvXtkx1vLy6lPOYvHwMtvOlgtNuqq5T6rZXl6dqxMZcRNXZn5sHSva6uM2Kyik5K0f6iHnWw2oqbS\nxOwnB5J+qAitj4a+4yJRKBV4+GjoNz4agLy0Cvavu4Ct+WZ1B9Z1bZ0Bo0RRzBcEIQTYKgjCOVEU\nZfJq7V3Q/q9RUVHRoSjO1bBR+H8VnZ+By5APRDd5HdXQ1mG4tobT1aJB1+ZY4Pqon6vHc+Xn6qpI\nbiNULcjAdxQytcb24Z0m/7YA2aIotsCm2o0rnqPnS/ROv/F7zkuE4FReFafyKtn11PhLku2Ugipu\n+WS/vc74q/1ZfHXvUMqbGcaX17TTQL7njbD7n2BriGQpNdB9Wst9vUNhxnvw24tSpKXrRIi7Ds78\nIFkvjHsWPNsnRtEWlBnKuO3X2+wL2G9Tv+XDCR/y595/ZmjYUCrrKxEFkTpznaxuE+Dniz+3Oq6P\nxofJsZNddp2eo0bBu+/ZPf8QBLxGj7K/757Qcv2ZoNFgMxgoePZZu3qt4dgxSt9/n/DX2p+WPOnP\nPTm0IZPirGoiE/wYckM8uoJaNn16msriOjx9NUy+pzeRif6YTVZ+fC9ZlqLXvK6sNUT3bHeK4zUz\nR602kSqDfK7oak089f1JtqVKNjYpBdVUGcy8N7c/KQVVHMuuYGCMP30iW67NrTdb+euPZ/j5ZAER\nflpemtmL6AAPbv54P/UNQkw/HM9j7pBop2PTi/WXJpwA0UNgQbPv8+3fSWm0pWmQOA3GPS+JDh1v\nUhbb52ZJEKgkFbL3SpHN6e+AVyjM+Q+MfgICu4Hm8j5B+/L3sWTbEvvrtelr2XLzFlQKByXZnbvb\nPlcBLDYLGzM30iOgByMjRrL55s1U1FeQo89Bo3CksxutRvbm78VN6UaQNogyg/SMVCvU3Nj1RtIr\n0vnTr3+i3ipt2qxLX8f3N35/WaVpz9FjqPrJYXEieHjg3oKFkaDRoNBqqVyzhupfJMEjW00Nxa+/\nju9NNzn11cTHXeZuSVCqFChUArYmSvOiDVL3FVKjq2fKwj5s/vQ0+emVaNyV9BsXRXlBLSaDhcTh\nYcT0CuDwr5my40NivQnv6oup3sKhnzI4d6CQXteFM+j6OARBwGiwsHHZKcxGZwskawcU79tEOEVR\nzG/4f4kgCOuRct1/v/RRnehEJ/4gHAESBEGIR/qBnAfccSUDtkRMOirM42rtm2t5u6E1gtiWe9dS\n+q/VxWTdpSm1Lr42tQtTh1UdjHCKorj78r06hCueo4PjAvByU1FjbDkymKszkFpY3epCFuDH5HyZ\nqJVVFFmy8ihzBkayqkm05JbBUe25NAjpAXf9BDv+DgXHpJrOlbOldL6wFhRcBy2QoiumWkkRE2D0\nk+07ZzuxNXurbAFrw8Zze54DAVm7v5s/jwx8hOnx0+3EM8A9QKaeCeCt9uamhJu4LfG2Fr38Ogr3\nxEQi3/8X5Z9/AVYrAXffjTbJESnSxMURcO+96L74wt6mCg/Hd/ZszPn5MqsUgPpU+bOnrXDzUDNm\nnlzd9/fV6fY6rtoqEztWpjL/tREUXaxqsR7Mw1dDfa0Z0YY9ba852is+ci3NUZVSwU39I2UemXMG\nRvH5XrkFxdaUYr49lMPz6x0CPq/O6s1dI+L4LaWIzSlFxAV68ufr4vhiTyZrG8bLLKvlwW+Os2Bk\nnJ1sAlTXW1AIAoLgCDQpBElxukMIiIe5X8nbrn8bfKIg5wBEDZEIpVoLd/8KtWVSqqxKA2mbJfsV\ngw6CusO87yDo0vWnjdZCjSipK2Fn7k7Zxk2g1tn3M8jdMc8OFx3m8Z2Pozfr8VB58M8x/yQpOIn5\nm+aTXS2JVvUJ7MOMLjOot9QzO2E2iQGJvLjvRTvZBLhYdZEDBQcYEzXmktfse8MMrOVlVK5dh9LP\nj+BHHpbqN7/7DuM5aY6pwsPxGDQIW3099WdT5QOIIh6DB2MuLKTu4EEUPj6EPvccKv8WUpJbgNVi\nk5HFpshNreDILxnkp0t1uKZ6K8nbcrjz7yM4tCGT3d+koVQr6DYwhLy0Cgx6M90GhTBgcgx11SY2\nfXwaa4Mq/qENmXgFuNNjeDgl2dUtkk2gQwuxyxJOQRA8AYUoivqGf08BXm3/qTrRiU5cDYiiaBEE\n4SFgC5Kc+39FUUy5zGGXhCtdL1wdpXOtLYpr4WoS5uoooisjnK70aoUriko6wa2dKquCIOhpudxY\nAERRFK/IJ8QVc9RXq2ZmUrgsja4pNCoFkX7aFt9r2qc5aoxWlozpSvcQb5JzKxkS58+fhjmLX1wW\nsSOhOl8imyCJ/vx3qhRNiRzk3F/lJv33B8FL7Zxu3NxKAaDCWMErB15h2YllrLh+BVHeUTw+6HEe\n3yW3LgjxDGFo2FD25O1BEa0g2ts54tRR+EyZgs+UKU7t1ppa8h58UPLwU6nwvO46fKZNw3vyJJRe\nXih9fFCFh8vS/FQhIdgMBhTaS3832gJdYa3sdXVZPWajFd+QlsceODWG3mMi+ebFA9RUOEfNAyLk\n9Z+XwrU6R1+f3ZfEMG9O5lUxLD6AO4bGsPVsEVnlDoGVLsGefLA9XXbcB9vO46FR8dT3J+1te86X\nOilE15qs1FucF/1JUX68f1t/PtuTgVIQWDK2Kz3COngLasskldqMndIG0cwPpLTYcc+03L8xA8Fq\nhg0POVSly9Lht7/CHZfWcNK34M27NHkpIyNG4qn25EjRETIrMxkcOpijxUcBydrI392f8xXnSfBP\n4K0jb9nnb52ljn8c/gdzE+faySbAmfIzLOy3kIkxEwHYn7+fDRc2OJ27rT66AQsWELBggawtbvUq\n9Nu2YcrOpmLNGrLv+BMKX1+7TVEjBI0Gr7Fj8Lt5jqR06+WFQuO82WIuLqF23z408XF4DHCk2qo0\nSroMCCYj2bl20jvA3Z7K3gibReTk9lzO7ZeeBTajlfTDxcx9YTABEV5UlxqwmG0UnK+0k81G5KVW\n0GN4OIERXk5R1UZ0HdD+zY22RDhDgfUNizwV8K0oipvbfaZOdKITVw2iKG4ENrpqvJaISUeFea5p\nlVoX59S2RsKulXvnSvLvanLtrnYh4WwneRVF0dtlJ2/9HFc8R5v6ZTaFVq3kxRt64e956WjRjH4R\nLN15UdamVghEB3hwz6gr1F2x1EsksylMtbB6Ptz6lWQc79dOUlaaBttflcbtdROMekJmHt8eTI6d\nzJuH35TVWza3UpCd2lDKyrMreW7Yc0yKncTdve9mecpyABSCAh+NDw/vkART/3XsX3w6+VMGh12Z\nY5ylogL9b1tReHjgPWWyk5hIxddfOwzjLRZqd+8m9KknUXpJZFpQqYj+eBlFr7+B4cQJMJup2bGD\njJk3ErdmNaqAjil0NiK2dwDnDjg8IsO7+aJxV6FxV+EX6iFTsXT3UtFvfDRmo7VFsgmSkMnvq9Kd\nIqkt4VqdoxqVgoWju8ja3pjdl4e+S0ZXayLUx41XZvXhz8vlisgmi401R+WbR0eyKrhrRKw9VR4k\nH877RnfhwEUdqYXSd3dofACTe4WiUSmY1T+yPZfbMjb+xSEclHtIsjF68CAYaySF25CeUv2nzQZ7\n35MUp/1iYfgDUNuMAJVePqI+PX46n52W14herLrI8jPS/Pr01KeAND8f7P8g/u7+vHf0PZ7f+zwA\nS5KWUFRTJDu+qLaoRSLbtO2j5I+wISdX/YP7271AG2GtqZHsTRRKfKZMRuHZ+qaIws0N3xkzyL5r\nAdYiyd7JVlVF9cZNBD36KFXr1qH09SX4scdQBUlEvbV5WHf0KDkLF9l9PAMWLCD0uWft709c0BP/\nMA/y0yrRFdZgMlhx91Qzbn4iFUV15KY6NFG03mpMBueNioLzVexYcY6y3BqUKgVJk6IatmwcfYKi\npeeJyWCh/8QYUvcXYNCb8Q/zwMPXjYgEPwZObb9Wz2UJZ4NEdOuVv53oRCc6cSlcwym1rq7hdHX6\nsKvHcyVJdHXkusPejy1Ae4VjNegV2P1BRFHMudJrcgX8PDRkN4mceLupWHv/CCL8tHi3ZIvQDL3C\nfRjTPYjf0x0L2scnd++wyJIM6gaxn8xmGY/VBfDFZECAUY/BpJfbNp7VDCvnQHVDumLRacmAfuRD\nHbo8d5U762et54mdT5CqS6VXYC9CPUPZkrWl1WOqTA7hkScGP8G46HGk6lKJ84mT1aCZbCa+Svnq\nighn3cmT5C5egq1SSotzX96LuFXfITSJgpgyM52OM2Zl4dakrtO9Rw/8brkFw5Ej9jZzXh6V69YR\ntGhRh68PYPRt3VGqFOSlVRAc482oWxKwWW2U5dUw6Z5e7Fx5jvK8GnyCtUy+W1JM1birCIjwtCvW\nNsfpXXkkDA4hvJtfu67lWp2jACO7BXHguQnk6gzEBXqgUir488g43t/mEIRaMDKO9GI5QVIqBBaN\n7oLBZGXDyQIi/bT8bWYvwny1/PzQdRzIKEetVDAsPsC1m6U5B+SvS1Ph7Ab46UEwVoPGC25ZLkUw\ndzTUAxedhsKTkjBQoSNK22rtdhM80P8B0ivS2Z0nf1ac053jUKHD51ZEZHPmZsK9wqmzOJ57n5/+\nnOnx09lw0RGtnBI7hZldZvL12a/tKbOB7oGMjx5v79Nc3EtA4MPxH6IQHJtY1spKMm++BXO+VL5b\n/umnxK39HmN6OqXv/QtLWRm+N80icPFi2WdgysqSjW0pLibgzvkE37+E1mDR6SRro549EdRqyj7+\nxE42QVLGDbxvkV3FWuOuYvisroC0uV1VUodPoBalWkF0jwBMBgvnjxTjFeDOiJu6Ul1u4OzeAvt4\nCoVAaXY1ZblSeYDVYuPEb7kMv7ELyVtzMNVbSRgcQt+xURz88SLHNksbiFofNfP+OhSfYC26wloC\nwj1RdeA3ttMWpROd6IQTXJp66WrC6VKVWtfC1QJJrUVfOjyeK2tzXWwTeqUksSk6Sl4FQbgReBeI\nAEqAWCAVaLtZ2lXEU1O6s/CroxgtNgQBnpzSncR2ptF9dtdg1h/PJ7Oslsm9QhkcJ+22n8mv4t87\nLlBlMDNvaHTHIic3fyGl0eoutvCmKHn4DbgTArtefqyi0w6y2Yj0zR0mnAAhHiF8OPFDXj3wKocL\nD6NWqvHV+MqIZVP4qH2oMdXYlS8Hhg5kYOhAWdpeI8xi69Yfl0Px22+j++K/srb6s2ep+f13vCc5\n/Au9Jk2k6qef7K8VXl54DpNHZwAq1ziLttpqWyZ87YHGXcW4PzmeA5XFdax7+xj68noUKoFRtyTQ\nfVgYGnelbDHuHeDeKuEEqCwxtJlwXutztBFuKiXdQhxp3I9N6k7PcB+OZukYGOPP9X3DOZNfxcGM\ncqrrpfrXxWO6UGO0UGeyMiDGj1sHRdtFgFRKBaMTOlijeTlEDYbUJkJCgd2kemxjA0Ez1Ui2KL7N\narurciXhoNNroPis5PU54cXLnk6lUPHWmLeY/P1kWVr70LCh7C/YL+trFa1UG+VE0WKzsKjvIqK8\nojhWfIy+wX1Z1HcRhwoPMS1uGrp6HQn+CcxJmMNHyR+xJWsL4Z7hDAsfRo7esS8xLW4a/s1sXao2\n/GwnmyARyaoff6T0/Q+w1UhErfT9D1AGBOA/d669n9fECVR+50gl9hg2zJ55AGCtrsZaXY0mSrqH\nFatWU/z664hmM6qwMGI+/wybQW49gtWKaGxZxVmhEGTp6IJCYMiMePqMjST3rA6rxUbXASGMnNON\nM7/nodGqGDIjnpTf5TpYNptIRHd/+k+JwWYRUbspqamo5/gWxzPOUG1m79rzlGTrMRksuHmomHpf\nH6J7tC9jopNwdqITnXCCK3mTq0mTq61MXAmXJw+7OmLqQpLo6nRfrVopE8HoKNzUiiuJ2L0GDAe2\niaI4QBCE8cD8K7si12F0QjD7np3AkUwdPcN9iAtqW/1bU7iplMwb6kiHulCi5/M9Gaw77hAUOpBR\njo+7mvE92umR6BUMC7fBjw/A+S2SbYJJLrZDVW7bCKd/HCjdwNpkwRXUskJre/CX3X/hcJGU3nik\n6Agx3jFUm6rtzymtSovRasQm2vgu7TuOlRxjzQ1rUCocmxixPrGMjRprj9AoBSXze3bsa2K8eNGJ\nbDbCcPoMXhMmIDSkEbslJCB4eSHW1IAg4P+nP6H0cd5waB5tAWTEtT0oyqhi1zfn0BXWEdsnkIl3\n9cTdS4qmH9qQgb7Br9NmEdmzJp30I8VEdPNj8PQ41G7SPWtVeARQKAVierdr4XpNz9GmyKuo46v9\nWdQYLcwdHM3U3mFM7R1mf79PpC97n53A/gvlxAV5EOXvwei3dlBRJ21eHMzQ4emmYlqfsNZO4Rpc\n/zYY9ZCxG0L7wE1L4b/Xy/tU5UHX8ZDVxNpD6QbRQyVl23bCU+3J0klLef/Y+5QaSrmhyw3M7zWf\ngtoCvkl1eIfe2etOFIKCU2Wn7G2DQgax8uxKsqqzGB89njt63sFnpz7j3yf+be+TGJDIpsxNrE5b\nDUClsZK8mjxeHfkqx4qP0SOgB3MTHYSxEaLZeePIlJlpJ5uNqN27D7eEBCrXfI9Cq8X/9ttReHhQ\nu/8AqoAAvCZNxKrXo/T2pvyL/1L6wQeSVdGAAUS+8zbFb71lP5elqIjSDz7A//Z5GI4fd9yj60ai\njmjmfXoJlGRX8+O/ku12KH3HRTFmXnf8wz04szuf9ENFBEV7k3PWYSsoeepq2LjsFLlndQRGeTFg\ncozT73DRxSosDcJVxjoLe1alc8fLw9t8bdBJODvRiU60gGu36tLVtijXLnl1Na71+lKFQkCrVlJn\nan1x2hZ4aK7oZ80simK5IAgKQRAUoijuFATh/csf9schyMuN6/u23SOzzmShqKqe+CBPp+97QaWB\n2Uv3o29B+XbTmcL2E06QVGfvWCXtHOx515GCB5JxvEIFB5ZCzAiIHHjpcab/EzY/LxnPRwyAsc+2\n3r8NKKwptJPNRuToc/jb8L+RXJJMmGcYBbUF/Jrxq/399Ip0jhQfYXi4fHH1r3H/4tfMX8nT5zEx\nZiI9A3t26JqaRlOao/zTT6k/l0rMp1JNW87d90hkE0AUKf/8cwLvuRulr1yZ2L1nT2r37rW/VoWE\n4N6rF+2FzSay5bMz1FRIpD/rVBn7f7jAhLukv7W6vJkfqE1amBZdrKKmQmFCwQAAIABJREFUop7J\n90hBx8RhYRScr2zxHG4eKjx92yUedc3PUYAao4XZy/ZTqpfu3dpjeax/4DonFWlvNxWJYd4Ee7tx\n8GK5nWw2YvOZwqtPOH3CJZVpUXT8wPaZDclfO/r0ni3Nv/zjUHgC1J4w7Q2HyrS+GM79DNoA6HED\nKNWQe1iySooZ2WLt9YCQAXx1vVwd95khz9DNrxtpujSmxE1hSNgQQFKP3pm7kzjfODZnbmZNuhTF\nP1x0GJPNJCOpAN+e+5a+QXKFbL1JT5xvHLMT5II+slsx8wbKv/gCa4PXuyokBL9bbqHiu1WyHVul\nvx/Zdy2ABtJYvWkTXTZtxJh6jtp9+6jdt4+ypcuI/OADSt59136sITmZsv98htgsmmnKz8daJY/k\nWvXNNusaYDRYyD5ThtZbQ1Siv/25fmxztsx78/TuPKJ6+rP5k9N2AqnSKBg2M57slHK8AtwZekM8\n+9ddJCdF+nvLcms49HOGUxp8c2EhfbO53xZ0Es5OdKITVxXXsGaQy2s4XU5fXTigqz+Gq/Gxerqp\nrphwel2ZwXqlIAhewB7gG0EQSoArz0X8H2HV4Rz+9lMKJquNcF93vl00nPgmUdGNpwtbJJsAsYHt\nj57aYbPBd/OkKCdINWDdp4NvBHw5w9Hvhvdh8N2SuNCvT0LqLxAQJ6Xp1VdJZvIxw6H/HdD3lo5f\nTwN25e1yalMICl49+CpuSjeeGPSEk/0JIPP5a4Raqeambjc5tbcXHkOGoPDycoqgNKJ29+8YTpxA\nExcnU58FwGrFXFjoRDhDX3ie/EcexXj+PKqwMCL++ZY9Stoe1Ojq7WSzEelHionvH0x8vyC6DQyh\nJKu6xWMvHCuxE85eoyJQaRRkJJeSeapMZiLfAT+//xNzdOe5EjvZBDBbRdYdz5MRzvxKA/csP0Ja\nsR4PjZIlY50j/2G+Wj7edZHs8lqm9A5lQo/Qjl9U8jew600w18HQRZLnbSOOr4CTq8ErBMY+A9Pf\nbWaL8iRoPGDxbqjIAo8gcGtIGS07D59PlOYsSJtJCpUjGhoxABb84uh/Cfz94N9Ze34tNtFGfk0+\n/YL74aZ0Y2LsRCbGTiS3OpcPjn8gO2ZL1hbUSnkNu1qhpk9QHw4WHrS3aVVauvpdOrtCHRJC/Pr1\nVP30E4JSge+sWaiCggh78a+UvPMuttpavMaORVCp7WQTwFpRgW75cmr3O1KCrWVlVKxY4ZRaZNWV\n496nD/VnztjbfK6/nqoNcgXd+lOnMOXkoIlxZKRUldax7p/HMOilc8cnBTH9/n6AJPIjgwiZJ8pk\nazCLyYbWR8OcpwZhNlnRuKsoypCXFFSX1nP7S0NJ3V+EvtxAWBdfTmzNobbKIf7VdVD7NyM7CWcn\nOtGJqwqXk7pruIZT4eI/1pXjuToieTU2EjzdVLJFWsfGuKJa0J2AL/AoUpqeL/8HbMBqjFIUs2uw\nFMU0mq08tvoEm844lBwLq+p56vsTfLtoONtTSzBarGg1Ld+rwbH+3DmiA9Yojbi43UE2QUqrDesD\ne9+V9/v9HYlw7noTTn4ntRWdhm/mgkkvhcwAMnZB2iYYshBiR3Tokn7L+o1fLv7i1G5rOIfRauSd\no++wfOpyfs341S4wMixsGANCBjgd5yootFpCn3+OwudfaLVPzuLFBC25H0GtlqX8CRqNTDCoEW7x\n8XT5eQOWsjKU/v4Iyo7NCa8Ad7wC3KjROeak1Wxj0yenuf1vQ+k/ORqFSuDC0RKnRatoE6mvNePu\nKRGB7kPD6D40jL1rz3Nym0Odtc+YtqcMNuCamqNZZbW88nMK5bUmFo6K58aG2mc/D2cRL38PDbm6\nOrQaJUFebrz7WxppDcJBdSYrH++6yL2j4vlyfxZWm0j/aD+OZek4ki2pj646kst7c5OYM1CqA0zO\nqeD59WcoqzEyZ0Akz17fwzlrx2oGBCi/IIkANW4V7vqHpD7baxacXgsbHm7yR+2Fx07B+OfkY1mM\ncHQ5FJ+GrhOgz81S++H/OMgmOIsQFSTDqVXS/L0EDhcetkcuAfbk7+GnCz8xMGQgX539ijpzHTd0\nvQGtSovB4ogQRnpFckv3W3j1gONrsCRpCbO7zSa7OpvtOdsJ1gbz3LDn8NFcvuZdHRpC0H2LMOXl\nk//UXzAcP462f39iv1+Dyt8flb8/ZZ995nScoHGO1Cu8vVD6+2OtcCjIeo2fgNeY0ZQtW4YxIxO3\nhASsVVWIJrmas6DROG0mndyeZyebAJknyyjOrCY03ofeoyPJO+c4T0SCHyGx3pw7IN+oMtZaWPHC\nfmoqjEQk+BEc4y3bWPIL9cA/zJPrbu6GzWpj5YsHZGQzorsfY+9IvNxtdEIn4exEJzrhhGs50dSV\nJOxaJohwbX8OVyPG6e1+5T9J3m5t81RrBSrgN0AHrAZWi6LYshfJNYL1yXn8df0Zak1WugR78q+5\n/Xno2+PkVhic+qYV1TBn2X5SCiQy5dvsfrurFaxdMtIp7a/daG6V0Nhmaxa9tjUsnLLlQiEYm4n4\niFY4sxZSfpBS/+IvbdLeHFuzt/Lk7ied2r3UXrKIptlmRqVUseGmDezI3UGAWwBjo8de9dR739mz\nqdm1G/1vv7X4vq2qmpK33sJ/wQIpYiKKoFQS/vfXZGSyZs8eqn7+GXVICAELFqAKvjKRGYVCYNp9\nfdm47BR11Y4Fp2gTyUnR4R/mSdKEaOKTglj5gpxkiCIc/iWTMbfJLU+um9ONwAgvijKqCI72oveY\ndotTXTNz1GCyMOX93zE1pBs+suoEJouNWwZHc13XIMYlBrMrTZoLMQEe7L9Yzntb01EqBO65Lo7M\nMnlg1mC2ctuQaKb2DkWlVBDoqWHs27tkfVYdzmXOwCgMJiu3fnIAS0OpxKe/Z6BQwDPTmqR2b38V\nDn4MCBA3GqdndvYBiXCe/UneXlsikcbABImoRg8FjSf8eD+cWSf1Sf4aqvLhukcaSO1lUFt22S5N\nBX0akaZL4/3j79vtTbbnbOfPvf/MirMrMNvMhHuG89CAh+ji24U+gX3YlbuLEREj6B/SH4D3xr0n\nzWtB1e55XPjCC3YborrDhyl+6WViV64AwH/uXKo3bMB4/gIAXuPGEXjvPVRv2IApWxLcEdRq/Ofd\nTsD8+ZR++BGWkhLUkZHU7t2DraaG0OefR79tG/mPP2HfwbVvKikUBD38kBPhNNc7Z6SYjBYqi+uI\nSPDjxsf6k3G8FJ8gLb3HRCAoBC4ml5CfJqW0dx8WSvK2bOprpHEKzlfSdWAwcf2C7DWc4+f3wGK2\noRAEdEW1sg0nANEqom5ls/JS6CScnehEJ5zw/wqpc/U6soMWga1C5eoBr3FcYToscGURTlEUXwFe\nEQShH3AbsFsQhDxRFDumuHKVUWey8OKPKdQ2pCFnlNZy09J9rW4FeLop7WQToKrZ4qXebMPTBZ8B\n3adJtVyNhvCCQkqzU7nBnncc/YYsBLNBStnLP3r5cUUbHF/ZbsLZtCazEQl+CZyvPC9ri/SKpId/\nD5QKJbd2v7Vd57gSCIJA1IcfUJ+aijE9nYJnWq5VVQUFEfLMM9QdPYrP1Km49+6FaLUiKJXod+4k\n7/4H7H3127bT5ZefEVRX9nmGxvlw3S3d2Prfs7L2gAhHyrVPoJagKC/K8uRpwSVZ1WQkl+Id6E5w\njGSjKSgE/EI9OLoxk7N7Czi7r5Cpi3rjG+zRpuu5luboigPZdrLZiI92nOeWwdEoFAJf3j2UI1k6\nauotnC+p4Y2NqYBkKfXZnkzmD48lOcdR2xodoOWR75I5V6THTaXg0UkJKBWCzILKRyt9nquO5NjJ\nZiPWHy9wEM7036Qa6kac3+z8B0Q12PgENPfgFSBrH3x9szTntAFw29eQsl7e7fhXEuEcfA+cXAWN\nUcfgnqDLcAh+qdyh95xW7qIDoyJH4aZ0w9hwnICAr5uvzEvTKlox2Uxsv3U7+TX59AjogUqhIrc6\nl+f3Ps+Fygt8e+5bXhn5ChNiJgBSem0jygxlXKy8SN+gvnioL/2dq2si4NP42lJRQdW6ddjq6oj8\n4AMsJSUotFq0SZJ7ZOyq76hc8z3Wykp8ZkxHoXVHEx1N9LKlFP39dSq+lupiqzduwpSVSX1auixd\nSDSbiXjnbbT9B6CJct6M6TkqgvTDxXZNBr9QD478kknhhSoEhUD/SdGMvSMR0SaSl16BaBW58ZH+\nVBYbUDZ4XacfKpaNWVFUx+1/k9SubTaR379LI3VfIQq1gqQJ0ag0Ciwmx/fcP6Jj5RadhLMTneiE\nE1wrzOO6scC1UT9Xk2GX+Bk2wf9jfBMPjdJpgdWu492UqJQuuWklQBFQDnRAOeePQaneSE2zGsxL\n3bni6kunK2uUCvxbSAVsNzwCYOaH8P1d0oJVtMFP98MDhyShoNwjUJYGu/8pLYoH3wM9b4Rzv0i1\nYbUlrY+tbZ9fI0Cw1jnS15xsjoocxXNDn5Op0f6REEURw8mTVLcS5QQwHD9Ozc6dANRs2waAOiKC\nqI8/pmr9j7K+pqwsDCdO4DG4496gjeg2OJTcszrSDhUhCAJ9xkUS3VOuLKv1ca5zLcvVs+nT04BD\nMVMURbZ9eZbqMkl0pDRHz++r0pn5cP/2Xtb/fI56tBDlydYZmPvJAT67azC+HmqGNNgObT9X7NR3\nQLQvwV4JbD1bTFyQJ4IAP5+U0h+NFhvvbz3Pn4bFsOKAFDHzclPx0IQEcnV1vL813Wk82YZdQbLz\nBceMhNJzYKmX5lv8WKl95KOSQm3hCan2cuQjkrBXY0q7QQd73nNWnXb3leqvL2yTFGwVKmkzqCxd\n8vJsROJ0CJZHultCmGcYn07+lC9Of4HRamRej3l4qb347LQ8fdVD5cG/k/8tU6l95+g7XKiUoo2V\nxkpe3v8yoyNHy2o7159fz6sHX8Vis+Ct8WbpxKWXTJf3SEqi7qhjI0zbty9Zt87FnCfZNem+/Iq4\ntWtRentR/OZbmPPz8Z42laDF91F39Ci5i5dgLS9HGRRE1AfvU/XDD7LxK39Yj3ZAs++9QoHn8OGo\ngoJavKaIbn7MeXoQ6YeK0HprsFisHNsofT9Em0jybzl0HRDM3u8v2NPcA6O8mPPUQDTuKkSbiE+w\nlupSRwZMVA+HNcz5w0Wk7JG8O21GK/8fe+cdH0W1vvHvbG/Z9EIaSQgllITeexOliQgIdkX06rV7\nvVdvU+/PrtfeC4qIAqJIE5QivUgNLSSE9BDS+yZbf39MspvNLpCyi3rN44ePzMyZM4fdPTPznPd9\nn+fQD5kMmhbDsS25GA1mQmP1DJ7WfIGiZeggnB3oQAdc4EniJPV0hNODY/M0GfZ0RFLuGfLkJXg+\nzVAQBHQqGRW1bfM01KvaR5YEQbgXmAsEAyuBu2w226lLn/XroXOglu6hPvY6sItBKZNQb768J86i\n0XH4aVyJQ6thtcL6hx0vrCDWeH1zu5ia5x8DZzY0tDXBvnfh5tUw53PY8TL8/Jz7fnWhMPRe98cu\ngTv73MmuvF3kVuciIKCUKu3m8I0YHTGaaL0ozlFWV8amzE0opAquirkKrdx5Rb/EUMLK1JVUG6uZ\n3mU63QNaX8/UHCXvv0/RG2+6PSbRagm46y6K337b5ZgpP5/CF19A3kRYpBHSgNb55DXHmf0F7P/+\nHMZ6MzF9grj5ueHIFVJ7XWZTVJe6qlY2FQQ6vj2XvhOjUGnlTi+7gN2IviX4Lc3R+YOjeeXHVCoM\nzverA5mlfLgznb9c1YPM4hpMFiuTeoaxdJ8jZVQtl3I8r4Kvf8lBIghMSAjll8xSp36MFiuz+0cy\nu38km04WkBCmp1e4nhd+SHHJThCAf05vkk4bM9J1wJV5sGgbLLlWrKk8sQom/weG/gkmPS365Cp0\nED0Edv3X+dyaQlFk6Md/iNtSJYx7ElbeBmlNFkk6jxCjnU2R6ia6iqgAvebsGnQKHXO6zSFQHUiv\nwF5MiZ1ClbGKfiH9CFQFclXMVWzKFGvCewb2ZFv2NlLLRcLdqFJ7ruKcU99l9WWU1pUSqhVFlkwW\nE68cfAWzVfzcqoxVvH7odReV3Kbo9Nyz5D/xpL2GUz9lCheef95+3FpbS/mqVdTs2EF9mriAVfXT\nT9hMJko/+QRLiZjpbSkupuDpZ5AGBGCtrbWfLwsIIOiuu8g5eMhem+03b+5FyWYjQmP0hMaItahb\nl5x2OZ76ywWnmuqS3GpS9xfQqasfJ3fmExanR62TU1VaR0hnPUXZVXz57310HxJKXY3rs1ejV3L7\niyOoqzGj82+VorQTOghnBzrQARd4lHB6OOrX2Gdbo2DN+/Ek5FLP9ifzJLn2WE/ehU87CKcHakCj\ngIdsNtvR9nZ0pfDp7YN4eWMKW04XuijOJnTy4ZkZvZjzwb6LnO2MgsrWS93bUV0Ihz4XFTBDe7uv\n42wuJuJ08eNilKTaNRLEsPvFOrIu41ukdNkcYdow1s5ay7GiYwSrg5m3dp5Lm1qT+CJYVFvEvHXz\nKDKI4//s5Gd8PfVre/pdnbmOBesXkF8jRgGWnV7GsmnL6BFwaRuhy6Hi+zUu+0L+8hj6q69GHh6O\nta6Okvffx2Z2reGqz8wk7Omnqd72M+YL4ufnN28eyri4No+nIKOCzYsdPO7MvgJqyuuZ+ZD7iFBs\n32DKNjrM4hVqmbNqpk3079MHqQnp7ENhlmORJDLBn1bgNzNHZVIJOx4fxxOrktnQRKAL4GxhNX9e\ndph1yWLEclTXIF66PpGVB3PQKWUM6xLIcxtS7O3f2JLGLcM6syfdUY4a4aemS7CWmz45wNEcMfW2\n+zYfeoW7Ct88O6s3Y7o1CfTGjBBTWc1N5nR5Fmx9FsoyxG2rCX76lyge9MV1Yq00QPo2iBjonOae\nOA+G/xlkakj9AeInQkhPZ7IJYm2nyg/qm6gXq1yzElJKU7hx/Y0YrWJt8Oqzq1k5fSV3brqT06Ui\niXrv2Ht8NfUrXhnzCosSF2EwG/BX+DN19VSnvjZlbmJ05GgyT2Xa9/UI6IFeqWdt+lrqLHUM6zTM\nLgTWiAu1bu41TaCIjibmS4c1TNWWLS5trFVVdrLZiMo1a6jPzHLaZ8zMJPzll8l77DFR3VYuJ+Qv\nj6EdPpy4Deup3rkTZUwMmmGtE0WL6xvM6T0OUSCFSurWZqi8sJbd36ZjbvDEVWpkzPnbQFY8f9A+\nT/evyaD3GOc0XkEiENndH5lCiq4NdZtN0UE4O9CBDrjAk0THQymOTvBUZNLjIj+CgEwqYLa0nwxL\nJJ797DxfS+vR7uwQo5SugjctQXtrQG022xOXb/XbQoSfmvmDo1l9NN/lWG6pgT6RfgyODeBARmmT\nc1TklbuSy+O5FS77WoT6KvhwHFSKqWZcpjbKFQLEjRX/WufGr9E/BnrOaNvYGiCTyBgQOgCAfqH9\n2Jm30+l4rF8sVpuV79O/t5NNgIyKDLZkb2F6l+kA7MrbZSebACabicUnFvPi6BfbN77gYIyZmfZt\niU6H/003IVGKL48SlYrAO+6g+N13Xc5V9exFxXerCf37k0hUKtF3s0f7CHDOqVKXfbkpZdTXmlC6\nSbsePD0WmVxC1okSAjppCY3V8/OXZ+zHg6N9CIoSFwuuuqs3O5anUpxdRWSPAEbNc1XavRh+a3PU\nVy3n5TlJ7DlXQnmThbJwXzWL92Tat3emFTMtsRMr7xkOwOubXVNiw/Qq/jE1gXXJ54n0V/PIpG5s\nSSm0k02AMxeqGN0tCJlEsNdwxgRquH5AlOvgul3lLAjUeSRU5Dq3sRjh+EoH2QTR97bXrIba6kPi\n34fdKwoQbWyoLz67Gc4nu5JajT+MfAi+XST2KUhg4lMuQ1t9drWdbALkVeex+MRiO9kEqKivYGXq\nSh4Z8Ajd/MWU3GpjtVuV2gf7P4jBbOBAwQF6BPTgvqT7WLB+gT3NNlgdzLBOw9h73rHoNTXOmbhe\nDrrRo1H16UPdcTFNXBYSgt/cOZR/842T9YksOBif8eOp2uRQ6tZNGI/+qsmo+/5E6RdLsZnNyDuJ\nfsqKqCgCFixo1VgaEZMYxMTbEji1+zxKjYyB18Sg9VNyeFMW9bUikZQ16Bo0kk0QF3+Obc1xsVKp\nKa9n5NyuHP85F5lcysBrYvALbe393D06CGcHOtABF3gyldOT5LURUomHSJ0X1CeVMilmi3tvw9ZA\n0UYrg4vBk6nI4J3INbQvSqlXe6D+8HeCwqo6NiSfR6eSo5a7/61U1ZsprzXxzoL+vPBDCifzKxgZ\nH8R94+JZdTiX135KtQsOAQzrEti2wZz5wUE2QYxyhvURo5YASj3U1wBNXmojBopEVSKFkY9AJ9FL\njp4zHUqYjdjwKOTsg9kft218zfDcyOeYt26enTjKBBkPbnuQCF0EYyPHurS3NkkNPl9z3uV440tt\nexD8yMPkLLoba1UVSKWEPPaYnWza2zxwP9qRI6k5+Av1J05iys1F0Omo3rzZXtMZeM/dhDz0ULvH\nExjhGkmWyCRIZe6fDVKphEFTYxk01VHf5ROgIu1QIT4BKhLHRdpVQvVBaqbdl9TuMf5WoFXKWHrn\nEF77KZXCqnqu6x/hNqMkt4ly9NC4QMA5MjY8Poi+UX5M6hnKT6cukFJQRWmNkebwVctZ9afhfHs4\nF3+tgpuGdkbh7nuZ9rqY+pq5S6ydvuZlOLUGspuoQgd1g7BE13Prq+DQYpFMnj8GvpGi/UlTHF8B\nYx6HbQ0p8AodjH1StC6KGgy5v4jz3N/VYkktU7vsc+d3a7FaWJu+lrSyNIZHDGdop6E8NvAxXjjw\nAiariTBtGPcm3cs/d/+TDRkbEBBIDErkVMkpp3lZZChidtfZ9A7qTWpZKsPChzG/x3zXf/clIMjl\nxHy5lKqt27DW1uIzcQJSvZ7AuxdR8v4HYLMhDQ5GHhWNzWJBP3MmxrQ01P37E/zQgwAUv/Mu5StE\n65eyzz8n/KUX8Z0+vVXjaI7uQzvRfWgnp33X/3Ugx7fnYrPY6DU6gvw014U8vzANgkTA1iRbLDBC\nR9L4KJLGu1nAaCc6CGcHOtABF3iScLp9ELYTnqoL9QZpUsol1LTPStLej6fhqVRk8A5ZB9AqZEgk\nLl7Zl4VaIf2N17x6Dtkltcx4Z5c9otIz3IdwPxX5zaKW0QEaJAIE+yh5da7zC/7CUXEM6xLIU2tO\ncrawmgkJofzlqjbWIspdXx7pORNmvA2V+RA3RnxZ3fIfMerhGwXXfQiBbkzYe86EWR+IL7HlTdLS\njq8UVW2jh7ZtjE3gp/Jj4+yNnCw+yd2b77an2uVV55FWnoa/0p+yetHPLlIXycTODgHU7v6un1Gx\n4fKWD5eDpl8/4rdtw3DsKMr4eOShoe7b9e+Hpr+Y1mqtr+dM/wFOx0s/+xy/2bOxmc0oY9sm7gGi\noXxMYhCZyY5/25AZschakVYX3SuQ6F6ORQyLxUpVSR36ILXHF8B+bfSO8OWT2wbZt3NKa3n+hxR7\n7bRUIhAXrOWLvZkMig1gaFwg/5nZiw92iLWHfxrThb5RfhzMLGXBx/vt6rdjugXhq5bb60Q1Cikz\nkiKIDtSQFHUZAS1NAMxu5hc55G4x6nh6jUgEx/xVFOo6udpBRHvOFOdbY+TSUg+b/g6qZqm8UiWM\neEhUoC1KEes3NQ11w37R4p+LYF73eaw5u4ZCgygQNjhsMLf3vp1NWZvsRFEn15Ffnc+SU6IVyeKT\ni3lq2FPM7T6XSZ0n2VVqN2dvZkOGWBNuw8bac2vd+m1KBAn39bvv0p/ZJWCtrcWYmYlu/DgkCgc5\nDnnwQfxmzcKYk8OFl16211oLGg0xX3+FqpsYnbVUVlK+qslims1GyeLF7Sac7uAXqmHUXIdQk0+A\nipM78yjJE614QmP19BoRgUQiYe+3ZzHWWYjuFUC/SeJ3Vm8wYzSY8QlQeWxMHYSzAx3ogAs8SRIV\nXiABnnpZ8bSgEYgCLZ6ASuZ5tUxPEk5vRTglEgGdUk6loXV1nJ7w8Py94MsDWU7pe6fyq9A1pE1p\nFVIEAarrLWSX1jL+1e0sv3sovcJdvTV7hfvaU/zahW5TIGKAmH4HoI+EfreATyiEN6gwjnxYrAMr\nzxGjLQXJcHqdmErbvC4z6QbI3idGWJqiyrlOrj0QBIEwXZhLXVdBTQGrZqxi/bn1lNSVcKL4BDes\nu4EpsVO4J/EeBoYNxEfuQ5XJUYNYWldKalmqPe2vrZDqtOhGjKA+PZ0Liz9r8PGbhzzCvVdl9fbt\nYHH2NrUZjaRPmgyAdsQIIt95G4mq9S+NgiAw9d5Eyi/UkpdWRl21idpKI9knS+wk8kJmJemHxQhm\nj2GdkF/Ckig/rYxNH52kttKIzl/J1ff0IaSzKyn4PaK81khVnZmoAEfqYVSAhmV3DeGjHRmYLFZC\n9EoeXn4MEEtCXrk+iav7dGJt8nkOZJTy2uZUAnUKvj+a72S1sj21mM9vH8yus0WYLDZuHBJNdGA7\nUhwFAYYsEv80xS2r4eBikVQmzYfnm0W4qgvgqmdFkaDG9NtRj4hWR0FdxT+tQJg2jDWz1rA9Zzs+\nCh+Ghw9HKpGy9JqlrEtfR7WpmlGRo5i7dq7TeV+mfEm/0H68evBVMisyGRs1Fp3cNRrvq/QlQhdB\nXnUeAHqFnpnxM1s1xqao3r6dvMf+grWqCmlAAJFvv21f+AGx3tOYlY3xjCON3FZbS/nyFYT9s0Fo\nSRDEWpkmc1ZopopdvWMHVVu2ooiNwX/ePCRqN4t5LUBlsYGUveeRSCUkjOiE1lfJnCcHkXu6DIlE\nIKKHPxKJQHSvAKpLI7BaIXFcFAq1jMObsjiwLgOLyUpEdz+uvicRpbr9z9c/zhO6Ax3oQIvhScLp\njUidp9J0pR4W+QEumt7YWqi89Lm5Jmi1sS8vfHaN0CllbSCcf5x02pzSWpd91Q31OU1TZMX9Zj7Z\nmcF/57XadqLlkMrhjk2QuklMp+1+NSh9XNvpw8U/3/8Zjnwh7tNEHXyyAAAgAElEQVQGw+0bISje\nuW3iXNHnrzGdVRME8RM8OuwgdRCJwYkkFyXb942PHk+wJpj5CfMZv2K8nZC+f+x9siuzMVqMSATX\nuamUtl29sSmMWVlkzJmLrUHNsvzbb4lbtxaZv0NYx1pfL6pj7trl2kGT1ICa3bspeustAhYsuChp\nvRz8QjUc3pRlFyY5tjmHMfO74RusYe3bx+zpeGcPFTLr0f4X7Wfb0jPUVop3n+qyerYvO8OcJwZd\ntP3vBW9sTuPtbWmYLDaGxAbwf9f25lBWGTFBWobGBTLg5gCsVht9n3GI69hs8ObWNA5mldlrq4ur\njTy2Mpkhsa7Kwp38VPx9ak9AJLePf3OMw9nlDIj254lrerRfWbqmGD6ZJHpnghjdTJwDBz91tEmc\nK9ZR//kXyNwppsxHDHDfXwtgtVnJqMigb0hfwnXh9v1auZZ5PURRr1pTLVJBiqVJfalCouD+LfeT\nXSUq/i45tYRZ8bOc2skEGZM6T2J+j/ksPb0UAYHZ3WYTpg0DYG36Wj4/+Tm+Sl8eG/gYCYFN1H2B\n6p27qN65A1W3bvjOnAkyGeefflpMdwcspaVceO45Yr9ZSc2+/dSnpaEdMQLB3eJ6wz6r0Uh9Whp+\n115L+cqV4jGJhMCFC+1Ny1ev5vzfHCXKNbv3EP1RszTmFqCqtI4Vz/1ir+E8sT2XG/41BJVWTkR3\nPwRBQCIRqC5raFcjtjuzr4Br7u3D3tXpdn+tvDPlHN2czZDpbRcga0QH4exABzrgApUnCaeXInWe\ngDfqS9XtVHLzdD9NIYoQWS7briWQe9EktC3RyvYKBv1ekFJQyYbjrYv01Zk9851fElI5JEy7fLui\nVAfZBFHNds8bMOMt53adh8NN38LhJaLf3/D73ZPYduK1sa/x1pG3SCtLY0TECO5JvAeT1cTCTQtd\nop+NaXvNcXXs1XTWu9aptQUVa9baySaApaSEqs2b8Z8zB2NODpXr11Oxbj3Gs27qRt3kopd+8iml\nny4mcOGdhDz6aKvHYzSYSdnnXLd6aGMWwdE+TrVf+WnlFOdWERTp+h1ZrTbKC50XScoKXBdNfm84\nW1jNa03Ef/ZnlDLljZ32LJJbh3Xm6Zm9sSFanDRFncnC6fPOv6/qejOTe4WyI02MZgKM7hqERBDb\nq+RSHv8mmR9PXbBfv9xg5IOb2+m1enCxg2wCpG+FBcvBP1bMNIgcCMMaUlEDu7hPhW8Fig3FLNy0\nkPSKdAQEbut1G48MfMSlnUau4ZZet/DxcbF2WypIuTb+Wp7d/6xTu9Olp3lz/JssObkEBLi1560E\na4J5YOsDHC48jFKqxEfhwy29bmH9ufU8uetJ+7kLNizg57k/46sUM0DKVqyg4F//th+v2X+A8Gf/\nD/N553uuKSeHCy++ROnihiwMmYyI119HnZSE4ZgYyZbo9fjPn09dSgrZC+/CUlwMMhn+N96IPDwc\n7cgRqLo7UvTLl69wukbNzp2Y8vJavVh0Zn+BnWwC1FQYST9cSFlBLSe25yFIoO+kaOQKqZ1sAtRW\nGknZe97FzLnsvGfmaouf0IIgSIGDQJ7NZmvBU6UDHejA7xUyqcRjaqveiNR5inB6Iy1UI/cM8fFU\npLQpPGnbIvdCbW4j2kI4/wgptRUGEzd+vL/V59001DNkyCMwlF1637bn4eAnol/nuH/AnMWu7duJ\nlNIU6sx1JAUnEaIJ4T8j/gPAztydfJD8ARarhaNFLXfduCnhpnaPyVRURMlHH2E4fsLlmFSno/7s\nWTLnznPy8WuEIi4O3+tmUfTa6+47t9ko+ehj/GbPRhET06pxCW7uGTXl9YTGuqbDXkxQSCIR6Nw7\nkKzjDsuPmMRLew3+HpBRXOOyr2nJwhf7srhvfDwhPipuHtqZj3Zm2I/dNjwWg9HspEAb7qtidv9I\n+kX7s/FEAVabja/2ZzPxvzvw18h544Z+bDtT6HS9rSnO222CuzlZlgUZ20XCaaqF3rPdiv+0BZ+d\n+Iz0inRArLlcfHIxEkGCn9KPqXFTCdYE29s+2P9BRoSPYO/5vYyPGk8Xvy68eeRNqoyOlPaufl0Z\nGTESvUKPSqaiR0APXjv0GocLDwNQb6nn1UOvMjlmMotPON9PzFYzy1OWsyhJTDEufu89p+OVa9fi\nM3kSuvHjqW5ii6IbP47SpUubdGSm9OOPifr8M0refQ9zcRFBi+5GEdOZ7LvvFslmQ7uK776j666d\nSDSO1OiqLVuoS3HY5DRCaENKrczNO1dpfg3J2xzCbgfXZ9JnrCuRDeikQ6mRORHW2MQ2isk1H1cr\n2j4InAb+N5LuO9CBDlwSKrmUag+orXqjFlHmoeiaNyKcmkvUMbUGWi9E7DwpquNpz9GmaG20UiYV\nUHmBoP/W8MmuDEqqXZOie4T6EKxXklFcQ0WtycmPM1inYOm+LPLKDMwZKNZlncir4LsjeQRoFSwY\nHI2/tp0pea1B5CDRv6+w0eNREOs9QVSn3f6C+PeaIvhukVjv2c6ISiOsNisPb3uYrTlbAegV2IuP\nJ3+MTqHj/WPv887Rd9rUb2ZlJonBbpQ+WwhjdjbpU6eJ/nxuIPH1o2zFCrdkE0AeFYnfdddR9Op/\nL3kdU0FBqwmnXCFFo1dQU+743dlsENcvhKyTpXarha4DQ/AP0160n4m39mTPd2e5kFFJeFc/hl3r\nme/018SQuAB8VDKq6tw/J602SLtQzRub06itN/PwxK5U15sZEhtIgE5B2oUqFgyOZkdaETGBWsZ2\nD+aZdafoHe7LfePimfP+Hi5UiQp0ZbUmnvzuOPEhOk6fb0K2QjwQ9U+6AX75SLRIAdCFQso6yNgh\nbp/bBqvvhdvXt/9auFd6/uTEJ4AoDPTN9G/spDO3Kpen9z5NZmUmS04u4YkhT/CfEf/hmb3PUFpX\nSp+gPizss5D56+dzqkS8p4yPGo+tWZjOarOSWZmJTOL6bGmaDm8pd7WGyrv/Afxvu42AW2/BkHwc\nzeDB+N1wg4t3rtVoJO/BB6nZLn5uNbt2E7P8a5foqLW2FktlpZ1w1h4+TO6f7xcnVjNYq6shwDXN\n+lLoMbQTx3/OpbJYFH0KjNAilbs+rzV6BfpgNZVFonpyQLiWHsM6ERqrZ/+aDAxVRroPDXNRwG0r\nWvRUFwQhEpgKPAu4xr070IEO/M9BLZdSfZEHaUuhlEu8okboqfpBb0Q45VIJCpnESfihtZB6iUB5\nKtosCN4Rg2qETCpBrZBiMLYsFfSPEN0E9xEVgMQoX166XlSh3ZtewgNfH6Goqh6VXEJRtZENxwvY\ncLyA8loTA2L8mffBXnvK3reHc9n40GjPKvxarVB0Gnw6OVQrGyGRwK3r4MAHUJkHfeY4PDgzdzu3\ntVkhe6/HCOfuvN12sglwsuQk3539jpt73iym47UBMkHG0cKj+Mh9GBc9rk19FL/77kXJJkD1z9sQ\npO5/44JSSdBddyELCEA3YTzVm13N6UH0DNT0v3iN5aXQY2gnDm10KAZrfRV06R9MRDc/MpOL8QlQ\nEZVw6ZdiuUrKuBt7IPwPqdPqVXK+XDiENzanUVJjpEcnH74+kGM/PrprEPctO2wX+JJJBFbfN4Lv\nj+bZo50quYQldwzhSHYZ/7fe4UF5JKfcZb7nlRtYvmgoD319lPyKOsJ9VTx3XZ/2/0M6JYo12Hvf\nES2MRj0MbzVL083a7f7cNuDq2Kv5MetHt8dK60pZe24td/S+A4C3j75NZmUmAHWWOl448AJb5mxh\n8/WbqTBWEKQOYsnJJXayCbA1Zys3J9zs1K+/0p9wbThxvnGcLDlp36+WqZnTfY59WxYSgikri+Yo\n//prumzaSOGLL1K+fDl1x5PRjR/nNN90o0ZR8sEH9m1zYSGlS5eiv+ZqilIdqdfq/v2Rh4XZt6t+\n/Mkt2RQUCqS+rmJvl4NKJ2fePwaTcawYiVQgNimIgnOVHPnR8dtEgM59gkiaEE36kUIkEoG4vsHI\nFFJCOuuZfr/nbYta+pR+HXgcuOhSiiAIi4BFANHRF5dC7kAHOvD7gMYDNYSe6MMdPFfD6R3SpFXK\nMJrbLs/jrXpET3l7KmQSu6eet6BVylpMOL0RDf4tYlLPUNYey3fZ/82hXB6Z1J0wXxXDugSy52/j\nOZFXwax39zi1W3U4l7OF1XayCZBeVMPe9BJGdwtu3m3bUJYFS6+DkrOiKfxVz4p2Jo345WM49Bko\nfWHsXyF2tONY5EAxnbYp2iFM0hzu7EuKaosAkDS7F/gp/RgUJoraVBor2X/eOZXZV+FLjakGs83M\nytSVrExdyYP9H2Rhn4W0BsbMTGr27L1kG0VkFLqxY6j49lssFWIERhEXh/+tt+AzZoz95dVS7uq1\nB6Dq3ZuI/76KoGhbJHvg1BiMBjPpR4vwDVYzck5XpFIJWl8lvUZdur7MYrGyfdkZzuwrQK6SMuza\nLpc95/eExEg/JzuUa/tG8NOpC8QEaZEKsCPN8ZszW20s/yWHZQey7fvqTFbe3naWc0XVTv1+cyiH\nGUnhrDqcZ983umswg2MD2fnX8eSXGwj3U3vmWWishS1Pw7mfAUFcUYwc6EwyIwZA0Rn46d9QlgE9\npsHYJ+AiCyGXwsTOE3l59MusSV9DtamaI4VHnI5LBcdzKrsy2+mYwWzgWOExvkn7hsyKTMZFj6Pe\n4upD1tW/K38Z+BfWnVtHiCaEW3rewm0bb6PIIM53mSBjQucJPNT/ITRyR2pryKOPkPfgQ64E0GLh\nwgsvUvXDDwDU7NmLIqEH4S+9SH1aGrrRo7FUO3+HANbqGnxnzqT+3DlMefmoe/ci4M47KXz9daq3\nbEURG4uya7zLeQgCwQ8+0CbCCaBQyeg+xEFqI7v7M2Z+N45uzkEiFRgwpTNBETp2rUzj5M58pHIJ\nNRVGuy2KN3DZX4ogCNOAQpvNdkgQhLEXa2ez2T4EPgQYOHCgZ3T3O9CBDvxq8IRojdpD9YzN4SnB\nGm8prfqoZJS5MexuKbQK73xunopwekMIqjl0SinFVZdvB977vH5rmJEUTnWdmec3nHZKm7XaoNbo\n2JZLJXQL9UEtl2IwOUh7sI/S7bzWeigNHBD9M0saBG3MdaJ/X+/ZoPYXbVDWNxGu+fIQPJQMuhBx\nO/EGOJ8s2qHINTD+7xCS4HqNNmJ05GgnSxOZIGNK7BQA7upzF68cfMXe9k9Jf2JBwgIANmVuciKc\nKqmKCqNr6t2y08taRThtVivZd9+NufDidXjyzp3xm3M9ErWauPXrqPzxR6Q+enwmT0KidKQC2iwW\nDAcPOZ0rqJTErVuPIrJ9BE8mlzJ6fndGz3f1ILVZbeScLsVQbSKmTyBKjbNa9Mkd+ZzeLaZQ1teY\n+XnZGSK6++MX0g5rj98whsYFMjROrHn7+Yzr96pXy12sqWrqzS73MJVMyr+n9yJAq2DvuRL6RPjx\neINPrlQiOFmwtBuHlzSQTQCbuOgz+xMxxTb3FwjvBzPfhi+vh/IGAliUIi4ojflLmy45JXYKU2Kn\nUGOqYd66eWRVilHFUE0oA0IHYLKYkEvljI8ez/Hi4/bz4nzjeOHAC2RVie3Tj6czK34WMkGG2Sbe\nA33kPoyJGkOAKoBbeonp+ivOrLCTTQCzzUyPgB5E+kQ6jUs/eTKK71dT/M67VG3aZN/vN/8Gqn7Y\n6NTWeDoF3dix+M6YAYgptfKoKEw5DZFEuRyJRkPGjAY7FqmUgFtuofzrryl5X4yE1qelUXfmDJrh\nw6ndIy4QakePIuxf/0IR6Ty29qLHsE6odAokUrGmOvWXC/a6TovZyp5VZ4no5uc1u6KWPKVHADME\nQbgGUAF6QRCW2my29lfJd6ADHfjNwhMv8R59kW0CTxFFb9RwQvsjlN5KEVV6KE3XG4JGzaFpxe/v\njxLhBFgwJBpftZz7lh227xveJZC4YGcvOq1SxqOTu/HchtNYbaBXyXhkUjcCtUrWJedT3FALOq57\nMAM6t65G6JIoy3DeNteJL7O9ZkHapmbHDGKdWJ/rxW2JBK5+Aa56ToyyeDiKHqgOZMnVS/ji9BcY\nzAbmdpuLj9yH1WdXMyx8GJ9P+ZzkomT6hfYjKTgJm81Genk68X7xdk8/qSDFT+lHQa2rUnBrrVGM\n585hynKO4CAITtEVS3ExQkNmgiwoiIAFC+zHbDYblvJypH5+CFIpyp4J1J9ypGWq+yS2m2xeDuvf\nTSbrhCgGpPaRM/vxgfgGO4ROirKclVixQVF21f8s4WyK0V2DmZgQwubTIvHsEebDotFxnMqvYNsZ\nB/m5cUg0GoWU+5YdsZPRByZ0Ra+W2+1QvIrmcxagrgIiB4PFJP6/rtJBNhuRtqnNhLMRWrmW5dOW\n82Pmj+RV57Hu3Drmr59PgCqAF0a9wB2970BAYGv2VqL10cyKn8WdP97p1Mfp0tN8OPlDFp9YjF6h\nZ2GfhQSoAqi31LMzdyeCICCXuNpmqaTu/WlV3boR+cbr1P7yCzV796JMSMBn4kRMOblUb9tmbyfv\nHA0SCda6OiQqFRKFgpivllH21ddYKirwnTGd7IV3OTq2WCh6800EpXOmgSkri6j3RbEiiVKJPDwc\nT6O+1sQ3Lx6i/IJYBx4UpaNTF9foaWFW1a9HOG022xPAEwANEc7HOshmBzrwvw9PiN+0hjS0Bp4g\nnDKp4LW00PYSRm8Rzt+yR2hztGbBw1up279VTE3shL9mCBtPFtA5UMv8wVFu2y0cFcdVvcI4W1TN\noJgAVDIJL206gyBAdICaG4d25q6R7fdXc0K3qyCnmZLumgehywQIdhOtDO7hus+Lljvx/vE8NvAx\nfsr6iY2ZG1l5ZiVWxHrrvw3+G7f1vg0QU23v2XwPqWWpCAh2ERKLzUKhwTVyJSBwT9I9rRqLLKwT\nEo3GSQxIUCqx1dXZt6319dgsFprfqepSUsh7+BGMGRko4uKIeO2/hD//PPmP/YX6tDRUvXoR9szT\nrRpPa3H+bLmdbAIYqkwkb8th1Nxu9n0R3f1J2ecg5xKpQKcufl4d128FEonAx7cOIjm3nFqjhUEx\nAUglAu/dNICvDmSTVlhNQYWB5zakEBOo4b0b+1Nea6JXhJ5e4W1LpWwTEqbD/vcd23INpG+DlLXi\n9vmjUJEDci2YmtSVupu7jTAZxJps30gIuUQ7RNI5q+ss7tx0J3nVYgpxaV0pT+15ih9m/8CQTkOQ\nS+QkhSTRzb8bOrmOapMjfTVCF8Gz+54lvSIduURO76DehGpDuXHDjWRUiGS6m383uvh2savjRuoi\nmd5l+iXHpRk0CM0gR7p02D/+Tl5ZGYajR1HExqKIiyN16DAEmYzAO+8k+P4/I9FokIWFIlGrkOr1\nWA0Gpz6t1dVoeg52WhiS6HTIQ0OdVGs9jZR9BXayCVCcU014V3+nNoIAEd28Nzf/OMvCHehAB1oF\npUzabmsUb0U4PSFY403RG61C5s4Sr0UQBC/WcMo8Y3fjDY/Q5mjpgoe3BJZ+6xgeH8Tw+MtbS0QF\naOzpdx/uSOfDHQ6/vbe3nuXGIZ0993srTIE9bpRe6ysgcxcMvF2sC0tZB1IljHoUwnp75totRFld\nGfPWzXOrlPnO0Xe4ofsNSCVSPjr+EallotCHO8XLxpdXtUzNxOiJ3N77drr6d23VWKQ6LWFPP03B\nM89graoS0/Fyc53a+M6YgcSNNcL5v/8DY4b4Mm08d47z//gnsStXELd2DVaDwe05nkS9wUzpeVcR\nK1O9c91196FhVBQbOLUrH5VWzpAZcej8WxcJ/r0jMdL5JV4ll3L7iFhe3JjCsv1i1LC4up6c70+w\n66/jPSvg1RLEjIS5S8T6aoUORj4MS2Y6t0ndBLM+gA2PitHP8P4w7u/u+ys+C59dA9WiXyjD/izW\ncl8G6eXpTtv5NfksPbWUlw++bN/3+KDHeWr4Uzyz9xkqjZX0COiBQqKwE0mT1cSrh16lzlxnJ5sA\nqWWpPDXsKbRyLSariQnRE5xqN1sCeUQEMV9/hdVgoOqnn8h//K8A2Mxmit95B83QoRQ+/zx1p0QB\no+L33sdnwgSqNjpScf1vmCfWdKamUn/mDBK9nrB//8trZLOy2IBUJnGZlwD+YRqGzerC8Z9zkSmk\nDJoac0ml6faiVU8Zm832M/CzV0bSgQ504DcHrVJGRe3F1RMvBYnEe6mXnnggy7z4UJdIBHRKOZWG\n1n92GoXMq2PTKGRtGlfzPrwNuVSCXCbBdBm1X80fkGzuO1fCRzvOYbXZuH1EbIsFf/aklzhtV9WZ\nOZ5bwbAuYs2ZrSGVs82R/x0vgaHE/bHALiBXww1fQnWhWP+lapa6VXVBrB8zlEPfBRDet23juATW\npq91SzYBDCYDVpsVKVJyqnLctgGxzmzljJWUGErwVfqilrWd3PlOn4bPpImYi0soePppR/1XAwLv\ncl8TWnfmjPN2Ew8/T5NNm9VGUU4Vah8FPgEqTu3KZ+fyVMwmKxKpgLVhAUsiFeg50jkdUBAEhkyP\nY8h0D0fSf8NIzi3n3W3p1BjN3Dgkmim93dtKNJ+PFyrrSS+qpkeY+5RGq9XmFdV3AHrOFP80IiAO\nLpxw3k6cI0ZDa0vANwLO/CDaGAX3gAG3ifMbYNd/HWQTRPXbwYsu6+M5JmoM36Z9a98eGDqQz05+\n5tTmw+QP2T5vO1KknC49zdS4qTy735nMmq1mt1kIRquR2bGzLzmGlkCiVlOXcsZlf+XGjXayCWCt\nqUEaEEDYM09Td+Ik2qFD0F9zDQBx36/GmJuHLCgQicp9am97YDZZ2PjBCbJOlCAIED8oFIVahtEg\n1rmqfeR06R+MQiUjvKsf+iA1Gr137bE6Ipwd6EAHLgqNQtpmwqmWy7yWsuoJwulNH0kAvbptxE6v\n9u5tWaOQeoBwXhmSp1FIqbgc4fyNCwYJgjAHeApIAAbbbLaD7ekvo7iGWz45gNEifi4704pZe/9I\nEjpdvu6mT4QvPzepHVPIJHQLFWs///tTKp/sPIdUInDvuHjuGdMGK5KaIjc7JdD/ZtA2IcWGMtj9\nJtSViy+qXSeJKXgfj4eKhgjfoU8hdqxoPB8UD9e8CpHtV6xtFBa52LE3j7zJowMfZVLnSezK22U/\nppVr6aTtRKRPJA/2exC5RE6YNuyifbUGEpVKrLV0QyYEuWvtGYB2+DBqduy0b+uGD/fIWJqjttLI\n968foTS/BkGAPuOiOLUzD7NJ/P1ZLTaCInVE9PCn++AwgqM94At5heHJOVpcXc/8D/dR06CwvTOt\nmGV3DWF4F9dshD4Reo7lOJSFfVQyOge4RphSL1Tx6IpjHM+rYFCMP/+d27dlokF734U9b4IgEaOW\n+nA48iVoA2HEQ652Q1l7IP+IGPG85hVYcbM4pzWBcM1LoqCXf4xINg8uhnUPOc7N2Anzl4l/d7kP\n2KC2+LKE86+D/opKqmL/+f0kBCbw6MBHue7765zamK1mntn7DKvSVgHw6YlPmd11NgcKDtjbROoi\nuaXnLaxLX2cXCPNX+jO58+TLf2YthHb4cEo//dSxQypF1dO1ZECQSvGfOxfmuvbhzfrqlL0F9nR3\nmw3SDlxgwu09KcuvsS8M1VYYWf6fA9RUGJHIBEbN7Ubv0d4b02/7Sd2BDnTgkvD0y2xztEc4yFtp\noSCSxWbaGq2GQubdtCW9Sg4YLtvO/XneQ3sFdmRXMIVVLZdSwaXJsVpxhdPPWo8TwHXAB5dr2BJs\nPnXBTjZBtFr48eQFJ8J5vsKATinDp9lv6Z4xXUi7UM2PpwoI0Cr457SeBOqUbE25wJtb0uztXvgh\nhQGd/RkU00oxoaQFDrN4EKMiNhsc/hyOfS2m1SXOhU+ngKFUbJOyHm5bB6UZDrIJoljJ2Z/Ev+cf\ngeU3wUPH22TD0BTT4qbx+cnPKa0Try8RJFhtjs/zy9Nf8qekP3Fd1+swWUxsyNhAqDaUe5PuJcY3\npl3XvhwCb79dtEhp8OTUX3P1RZUqw597joJnn8Vw5CiKmBiUvXpy4YUXkWi1+F03C3mEZ14cj/yU\nTWm+mDprs0HyVtfIr1QuYeT1rUsn/o3BY3N0R2qRnWw2YuOJAobGBpJbZiDMV2V/9jw6qTvZpQZ2\npBbRyVfF/13b2225wsPLj3IyXxRf+iWzjCe/O84Xdw659EAydsCmJxzbGx5zPp66CR44CooG4rr9\nZdj2fw0HBZj5Djx8SlScNtXC8puhKl+s45z5lqgk3RRn1osZCj6hkDQf0pr4bIb0hE79Lj1eQCPX\n8MSQJ5z23dzzZt488qZ9e3bX2Xxx+gv7ttlmJr0inb8N/hubMjcRoYvg3qR7ifSJ5OtpX7MqbRVS\nQcr13a4nUB142TG0FLqRIwj7978oXfIFgkpF0D334DNxAuXLV1CXnAyItZn+8+djMxqp2r4dW10d\nunHjkeq0WI1GKr5bjTEjA934cWgHD/bY2AAqCmtd9lmMFobNciwyrH83mZoKUTzOaraxe9VZug0O\nReElDYkOwtmBDvy+4dGX2eZoDznxhOjQxSAIAnKpBONlol+XgtLbhFPdNuLY1vNaivbW1V5JRdiW\n1Iqqf+MRTpvNdhrakabaDO4iG9GBYipbZZ2Ju5ccYu+5EpQyCY9O7sai0Y4XjJJqI/07+zEhIYRp\nieH2z/dItqt/45HsstYTzr7zxRfYU9+DX2cxIpK+WTxmqRctUmRKB9kEwAbHvwGzq5eeE6ryRTXN\noPYRmxBNCCunr2RN+hpkgoxvz37rVOtla/gPYF6PeczrMa9d12sNtEOHEvf9aqq3bkUeFY3PxAku\nbawNgkKyoCAiX3uNCy+/TOknn1K7b5+9TenSpcR9v9rJXL6tqCqpc9mn81dSXeb4vuL6Xjyl+/Cm\nLI78KNYp9rsqmv6TLx3l+jXgyTka7WZ+KmVSxr36M1kltQRqFbx+Q19GdQ1Gq5Rx39gu/OOaBOJD\ndPZ02eLqetYdy0cplzKlV5idbDbiaI57v1UnZO259PHqC5AoNYYAACAASURBVJC5UxT5sphh9+tN\nDtpg5yvQ70YI7QlLrhXnH4iiQesfE0lkU0gVIFdBSbooMpQwQ1w0Cu4u1nC2UQjsrsS76BHQgyOF\nR0gKTiIhMIElp5Y4tbHarNyYcCM3JtzotD9aH83DAx5u03VbAv/58/GdORNkMiQNHredl3xO5caN\nWMrL0U+ZgiwggMwbb6LuuGjtIgvvROyKFZz/91NUb9kCQOlnnxH+6iv4Tp3qsbHF9g3m6JYcGsvP\npXIJ5YW1fPzIjgYfzhiqy5zntrneQl21qYNwdqADHXCFp19mm6M95MTb3ohKWXsJp3ejdFqFFKlU\nwNIKgR6JBHy8TOjaG3m+kp6XLakBvhIWLVcCgiAsAhYBREdf3Hx7Us9QpiV2Yl2yWIc4MSGUaYli\n3dzHOzPYe05Mo6o3W3n+hxSm9OpEdKCG5Nxy5n6wl7qGVMjvj+azdKEYJQnVu4q4tJpsNqKxFqzo\nTLOXWETS6caeAH2EaJ9yKWiDRRLrAYRoQux+mf4qf/6x+x/2Y7O7zkYrv7RwhtFiZFfeLuQSOcPD\nhyOVeO43KFGpMBVcwHDiJIJCjs+4cfZjF156mbKlS8Vx33QTQXcvonTJFy59WCsqqFi7lqC77nI5\n1lp0HRhC+mFHPZzWV8GMB/pycGMmFYUG4voGX9QsPvdMGXu/cwjB7P02ndDOeiK6+7tt/1tHS+bo\nwJgAbhwSzbID2dhsMDg2gOTccrJKxIhTSY2Rv36TzLK7hnLjx/vJKzcgCHD/uHgemdydgoo6pr21\n025b9PHOcyRG+JKc5/B9HdySuRk58PJt9I31tjawNks1b7rd3DbFUApD/wR5Bx3zdsRDopjQh2Oh\nvoEgawJhxluga1mN+cUQogkhzi+OhMAEQjQhXB17NRsyNgBihsItPW9pV/9tgc1ioeCppyj/bjWC\nQkHQ3XcTdPcizEVFGI4dw1pRgTK+K4baZDvZBDDnn6dk8Wd2stmIsi+XeZRwhsf7cdXC3pzYnotU\nLiWim5/TXNy1Mo3eoyMoznGo/YbG6tEHeU9srINwdqADfwC09GW2OdRyaZvVVr0Z4QTRU7Kq7uL1\nWJc938sRTkEQ0KvklNUYW3yOTin3nihEA9RyKVKJ4GI+3lJ4y7LFHX4vhFMQhM2Au3DS32022/ct\n6cNms30IfAgwcODAi345UonA2wv68/hVtVhsNmKDHOTobGFVsz4hvbia6EANi3dn2skmwK6zxRzP\nraBPpC9bU5xrruRSga6h7azFO7oMbM1uHNoQSJwnRlaOfinuC+sDgxeKQkEHPnS8rKr8QaYQIzHq\nABhwB3iQ2DViZvxMOus7szt/N939uzM+evwl21fUV3DzDzfbo6KJQYksnrIYhbT9ghs2o5Gsm27G\nlC9Gk6o2biTy/ffwGTuW6u3bnWrGSj/9FFVCDzC7vwdKlJ4RIunSP4RJd/bkzL4CNHoFA6bE4Beq\nYdLtvdz/G6w2DqzP4My+Aqxu7jHn0yt+FcJ5Jefos7P6cN+4eGqNZuJDfBj07Gan4/kVdbyxJZW8\nckNDv/D2trPMHxLNyoO5drIJkF5Uwz+mJqBRSjmWU8GQuACeu67P5QcbPxHGPgF73halzwcthDMb\noKhBXKrntXBmo5jK3mMaDL4L9rzlOL/7NfDdPaD0gdgxUJbpOBY9HBKmwYPJcG4b+IRD3GjY+V/H\n/AVRXOjUarHvNuKj5I/sKbUKiYK3JrzFsyOfZWzUWDIrMhkdNZpege5/i95ExfdrKF/5DSCq1Ba9\n9hqaAf3JffhhLEXFAFT+sJFAN4s+NpMJpFKwOFKvJSrPKzfHDwghfkAIAPu+T3c5rg9WMXJuVzKT\ni/EP0zLwmhi3/dRWGtnxdSoF5yoIi9Mzal43tL6tH28H4exAB37juJIPSjfXRi2XUVPfemLn7UhY\ne70glVeAqPiqZa0inN4WDALxO9Wp2q4+fCUJ5+VqRQXB+wsHLYHNZpt4pa8ZHeiaujehRygbjjs8\nD/Uq2SUjldaGIuiCCufooslio8Jgal80XKlz3WesgqNL4dp3RRGTugqIGCB+kWp/+NMeSF4O2Xvh\nbJOXdEMp7HgRStPh+k/aPqaLoG9IX/qGuFfETS9PZ8mpJRhMBuZ0n0NKaYpTCm5ycTJbc7YyJWZK\nu8dRe/CgnWw2onLNWnzGjqXu9GmX9qa8fHyuusrJdgFEQ3rfmTPaPZ5GdBsURrdBYZQV1JC8NQeL\nxUbv0RFuBYJO7szj4PrMi/blzmz+SuBKz9FwP0ekaGJCCF8dcNS+DokNoKTG+f5rtUFhpfu08iCd\nkq8XDWv9IMb+DcaI1h0IAoz/pxiVzDsEG58QySBA/1th+hsQNUSsl9aFisdtDYRIEyRaGGXuhtBe\nMO5JcX9ZJmx7FsqzIbQ3dHcToVO2feGq1lTLh8kf2reNViPvHX2PXhN6kVKaQmZFJmHasF+FcLqb\njxUbNtjJJgA2G6YLBcg6dcJ8XsxIkWg0BCyYD1arPVtBUCgIXHR3m8dSWWwgeWsuxjozCSPC3c6x\nsDjXfZ26+BEW50vSePc+zo3YuuS0XYAo/XARpnor0+9PavU4/7CE0/ZvPTzV+huf7d+XVwLsQAc8\niV/jZbYptEppqwmnqiGK5k2o2pkS217C2hK0VgDI18v1m43QtcPu5krWcKrkkkuKQyllUq9HhH9P\nmD0gkgqDiVWHcwnSKXlkUjc7abx1eAwbjp+nviENfWhcAAqZhI0nzjOldxinzjsiE4Ni/Inwa2dq\nVf/b4PAS8WW0ESYDrHsYuk52X4spU4FEBrkX0T47sQomPSOqZF4BlNeVc8sPt1BpFD+bH7N+ZFb8\nLJd21cZql31tgTTIVclUFizu0w4dShFvOB3TDhtK4B23U9qnD6XLlmEuKEAeHU3Eq68i9fUssaut\nNLLqpUPU14rPgjP7C5j390Euvn05KWUu5ypUUiQyCf0ndyaiuz+5KaXsXX0Os9FCnzER9B7jXhjp\nfwX/nNYTlVzKnrMl9ArX87drerAztZgdqY7Mgi7BWsoNRjoHagjQKCitFRcqY4O0TO4V2vaLNy23\nkUggarBIJpt6yx5ZChOfEi1PEqbDhscdZBNEhdmQnhCWKBLS80ehywRYfY9jfl84AWo/COoOxQ2W\nIWGJzlYrrYTJaqLe4kzCq03V/HnLnzladBSArTlbqTXXutRvthdFb71N2bJlSNRqgu6/H79Z1zod\n1w4bRtkXTdLZpVK0Q4ZQvuwrp3by8HBiVyynfNUqrIY6/GZdiyImhrB//B2fyZMwZmSiGzkCeUQE\nxuxsrDU1qBJc1W4vBmOdmVUvHaK2Uvy9nNlXwHV/GUBorB6LxQpWsX4zpk8QQ2bEcXRLNhKJwICr\nYwiL8yX1QAF5Z8oI7qyn54hOSKQSclJKSd1XgFqvIGlCFDmnS52umdtsu6X4wxJO4elKu+dYq84T\nBGxPeX48HejAbxWi7cRlBD2an+PldFpomaDMxSCVCF6v4YTWCwA1VxX1FtoapVQrpFfUlFwQxO+p\nzuRqWg1XZtGgvRAEYRbwFhAMrBcE4ajNZrvKE30XVtax5lg+KrmUGX3D0avk3DEyljtGxrq07Rvl\nx8aHRvPDifOE+qhIKajk6jdEWw2dUsqfx8Vz+nwl8SE6/jS2DZYozaELhvkrYOl1DsEREGvDCk+D\nT7OkDUMZfDgGKvMu3a+X6tXdYXvudjvZBLDYLFhsFtQyNQazmA4ZoApgQrSruE9rUH/2LEXvvIO5\nqAj1wIEYDoqEWx4VRcDttwOg7tuXwHv/RMn7H4g1DjIZxuwc1ElJ1B45jDlP/NxMGRnk/+2vdFmz\npl1jao5zR4vsZBPAYrKS+ssFF3/NoEgd5444p2hf99gAAiPFiPf5s+V8//pR+7HtX6ViMlovWgd6\nJeDNOQriM/Tf0x1RuOySWgqr6pk/OIoLlfWE+6o4mFXGrZ/+AkDPTj7cNToWnUrOzL7hV8b6qTIP\njnwh1l2q3CxWnFoDpxsSqna/DhOehtJzzm0KU+CRU6JCrSAV7Y6kbX+m+Sp9mdR5Ej9mORRvJ3ae\nyPvH3ndqty59nUcJZ+XGjRS/8w4AlrIyzj/5JOrEPpgvXKBk8WdgtRJw262EPvkEpV9+iUStIeje\nP6GfPJnqmTOo+F6ce4rYWAJuuglZYCBB99xj77/28GHKV6wUo5233oI8IoLz//ynPUVXlZRI9Mcf\nI/W5fHQ460SJnWyC6NV6Zn8B+WfLObg+A7PJSsKIcEbf0I2B18Q4pc0e3JDB/jUN2Rq7z1OUVUn8\ngFDWvHXUvh6RfqSIwEgdRVmOco2gKDfZKy3AH5ZwdqAD/wvw9oMS2iYcdCWEZdpDONtzbmugkkuR\nyySYWiBuJJUIaK/QuNpKbK9kOm0jVHLJJQjnr1+/eTnYbLbvgO883W9euYFpb+6krCFS/enuDNbf\nP+qSv+3YIC33jo2nsKqOx1cl2/dX11tIK6zik9sGeW6A55Ph06tES4WmUPq6FzQ5tebyZDNxXhOh\nE+8jWO0qdhLnG8dXU79iVdoq5BI5c7vPxV/V9ppEa10dWbfdjqXYkYoX/OgjqPskohnQ38mHs2bn\nLkdBvdnMheeeQz/lKtFKpQmMqWlYa2uRaFrg1dhCqHWu9wyVVk5xbjU+AUqUGvF4r9ERHNyQibWJ\nWNrxHXmMXdAdgOSfc136Ob4991clnN6ao+5wMr+C69/bi6HhntY/2o/JPUNZut+RCXDqfBV3jFRx\n/QAvRX5HPAgrb3XUWCfMEK2KGiP1YUnOkcruU+HMD859HPxETMHN2e/YFz9BVKFOmO6xoT4/6nn6\nh/YnrSyNURGjGNRpEJ8e/xSj1UGygjSumQHtQe3BQ847bDYqN22i+N337DXTNfv2EfvttwTc4ixY\nFP7iiwTccQeW8go0A/pjSE6m+N33kIWG4n/DPIxZ2WTdcqu9n8offiD8pRftZBOg7lgy5cuXE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FhizCw1xcM30A1x3binm5OVtqks1qP31mLVH0+V8BY7XBn70LyYfB0mdg+wLoNQHGXQq7f4Dn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\nyuB20Hd+GwtZG123J99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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize=(16,4))\n", "\n", "subplot(1, 4, 1)\n", "title('boxplot')\n", "boxplot([[1.,2.,3.,3.,4.,5.,5.,6.], [1.,1.5,2.,2.,2.,4.,8.,9.]]);\n", "xticks([1,2], ['one', 'two']);\n", "\n", "subplot(1, 4, 2)\n", "title('violinplot')\n", "seed(0)\n", "X = randn(100,5)\n", "violinplot(X, showmedians=True);\n", "\n", "subplot(1, 4, 3)\n", "title('seaborn.stripplot')\n", "df = pandas.DataFrame(X, columns='one two three four five'.split()).melt()\n", "seaborn.stripplot(x='variable', y='value', data=df, jitter=0.3);\n", "\n", "subplot(1, 4, 4)\n", "title('seaborn.swarmplot')\n", "seaborn.swarmplot(x='variable', y='value', data=df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Функция `seaborn.pairplot` рисует сразу много графиков, иллюстрируя попарные связи между колонками в `pandas.DataFrame` с данными." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false 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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
\n", "
" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa\n", "2 4.7 3.2 1.3 0.2 setosa\n", "3 4.6 3.1 1.5 0.2 setosa\n", "4 5.0 3.6 1.4 0.2 setosa" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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kokmL+PZfvh3ed/PYm7nm1GuS9vWvfO8VFq1dlDC2o/r/C5flaiYv5zHbFcmo\n1EopNQf4GXAACGB+qRo4PZPXaU+OeRo56vExtGfrGsWg7k5e2lyPP2A0L9Xa/L/w4n8A2vTn/sev\nTMeg0Ze16tqCEEWKKXkjuJaG0+7CG1xLwxK0tXXanPRx9mHF9BUMLxuOUipqu7Kmkqc+eQpXYSnu\nmz/Eufp+ii97DJQFl93FY5sfi6pGSO8eue20u8w1DPz1GOj28G8XhJYRym0aPaNpvY7DW82HQ/f0\nbForQQENdRh2Bw2BxnA8hx7yKaW4a81dvLL9FQDuO+e+hDr4Ed1G0MfZB5fdFWVLKm1DCFPggpJ+\ncNPapkHFmgei8zcKXBjOMrylA3AqZb46y7DYneagJMH9IFluxoDiAfH9fjA+E/X1A4sHJjxPZP/f\nx9kHiJbzQrut4yHkgEx/k3OBk7XWX9Nan661Pk1r3WEHHQBfHawD4MQ+rXsaO7Cbk4Ch2X+8GWer\nfR/DX2+CIWfB7dtg7scwYCy8cD189Varri0IYVJMyRshO8+QzWfQFtEI2iI2BBooP6M8PF3u8Xmi\ntu9bdx/lZ5Tj8XmY89FSqi9ahOFrcrEa13dcVFVCevfI7d21u/npmp9ytOGYWC8K+UmjBybPhykL\n4dV55iJtr94O7sMwdYm5/9mr4N7eGF+9TW2jOyqey1eVs8+9j+VbllN+RjnThk0DCOd+RBJqE+Vn\nlFPvrxdbUiExvvqYeJxnbvuafm8Y/kaqT7uMOUFp7Jx/3Er1aZdhNHqSSrQS9duzx8zmaP3RuH6/\nIdCQ9Jg9dXtS9v/Thk2j/IxysZLuYmR64LELqMnwOXPKtkPmwGNE79YNPAZ1N5887E6V56G1uR6C\nqydcsRxcPaD7EPj+89BnFPz5h3D4q7SvufXoVpasW8Kyjcuorq9uVb2FTkakBW6MpaLX72VejC3i\nvAhbREMbLHhvQfh9j98TtV2xv4IF7y3A4/eYx75/N15lPt0N6dtjdcArq1aGtxefvZiHNz3M9add\nH3desV4U8ga7C74xG/56S3Q7euEGGHMFvHhTeL93xGRqGmvi4nnh+wuZMngKC95bwC1jb8GmbKys\nWhmnlb/nrHt4eNPDLHhvQfhJsNiSCnHoQFTcsWONua2b1tLwal/i/h0j4f0AQKFYfPbiqJi8+pSr\n4+xzQ/EJifv6ssKylP3/LWNvSdjni5V05ybTrlaVwDtKqVeIsNXVWj+Q4eu0G18drKPQZmFg99Yl\n9Q0KHlcIKFdAAAAgAElEQVRV7eEbw3smuchK2LMevvMgOLs37S8sNj24Hz8f/jIbrn8DmlnVeVXV\nKm5951asFit+w8/zW5/nv6f+N8PKhrWq/kInIdYCF8KWik5IbHmYxAK3p6NnwvI9HT2bjg1Ol1uU\nhR6OHiy7cFl42txhLWTmqdcw6/RZeP1e7l17L69tfy2p5EQSaoW8wGKBwpLE7chRFrXfWVjKwIKS\npDKTjQc2MqhkEBtmbsDj8+CwOVh24TIcVgeVNZU8tPEhXtv+GjZlC9uTStsQ4igoStKvN0nDnfai\nxLFTWJLgODPWHDYHD619iDvPvDMsqyoqSHKeFH196L3o/t/BzFEzmXX6rPA5Ys8pVtKdm0zPeFQB\nbwIFQEnEX4flq4N1DO9djNXSuhykQd2d2K2K7YfdyQt9+DsoGQBjro5/r/sQmPpLc2BS8WTKa+2u\n3c0da+7g5B4n89a/vsWfv/NnAG5eeTOeFIsFCZ0UwzA1vDr4OnhS9PtBS0Vv0BYxknF9x+ENxkzs\nFHoyaUho+jxk+xnCoiwU2YvCr1aLjaKCYlOzqzUHvQfD5509ZjYrpq9g08xNrJi+gtljZsuTLiF/\n8NXDzRWwsNrU1Y+eYbajhjpThgUYo2fg8bmpD9QnbSeRbUQphUVZ0FrzxCdPcNlLl/Ha9tfC5T3B\nWcmEbVTaRtcmJP+7aW1TTE6eb+4PkrR/b6iNPlfIYhfTFn1o2dCotw95DjUbg7F9vUVZ4vYp1fRb\nKmQlHXvOPXV7Ul5H6Nhk2k73P7XW/wn8KvTv4HaH5atDda3O7wCwWS0M7uFi+6EkA49jVeaMxxkz\nwVaQuMzp/wYjpsDKe6DuYNJrPfjRgxja4Dfn/4Zujm6M7D6SX5/3a3bV7uKxjx9LepzQCYnN6fjg\n9/GWikHbT6fNydIYqcfSc5eEnzDFTqHvqNmR0EaxYl9F07HW9BbbjLx2xb6KhBaOjjTPJQhZxTCg\nsRb+Vt6kp//mIrMdffB7GH8txuXLqb5oEeWr5nLv2nvj5Cr3nHUPK6tWsnTyUhxWR1TeRvmqcmaM\nnMHNY2+OaldOmzOhjEXsdQXsThh/bXSOx/hro6xynTZH4v7dYk9qA+2wxdvpOq1tj8HYXKVEMb90\n8lLKCssk1jsxGbXTVUpNAp4CirXWg5VSY4DZWuubMnYR2s8yr94X4NSFf+dHU05i7jdHtvo8N/xx\nPVXVbt748Xnxb777G3hrEczdDN2HJj/JkW3w8ESYcB18+/64t7ce3cqMl2Yw6/RZzBk3J+q9u969\ni9e2v8arl71Kv6J+rf5/dGBybpnX7jaPiWwWz78LvvHvpoSvBa5WEO04ErJNjF1cauaomXBsF84t\nL2H5RnKrxlhC10aphBaOObRazCVdL2bznVR2ug+OgaHn4r76WeasmhuO4WnDpnHL2FsYVDIIT7Bd\n1Qfqw7KTRPH+0AUPhe1JnTYn1mA7jFrEMz+dfiRm25s07XSNr97GO2IyzsJSvA3HcW5bjeXECwCV\n0NUqmZ3uI1MewdBGq2Mw2XlDMZ8DV6ucx2xXJNM5Hr8FLgZeAtBab1ZKTc7wNdqNbYfq0Lr1jlYh\nRvQuYvWXhwgYOl6y9c8XYcAZqQcdAD1HwPj/Bxv+G75xk7kdwZ8++xMOq4NrR10bd+hNY2/i1cpX\n+a9P/4uffv2nbfq/CB2ERDkdq5fAebeZqy3HDAosFmt4HY1E62mEpsmBsG1ipF+7TdmYddqNWB75\nuvkEbfJtaVc1dG1DG6JjF/KXZHlSZSeE/x2rp39t+2u8ueNNNszcQHGofVnMdpTMsjRkT1oc0w4j\n22AXHIgLiUiRuxdZxvLCdRQZfgCKwOyj7z5k3gsg7n6QLDYLrYXhAUBrYrC5mI88p8R65yXjQ0it\n9a6YXYGEBTsAbbXSDTGsVxGNfoO9x2I0ijW7Yd8mGHVpeic6bz5YC03JVQS1jbW8UvkK3x7+bcoK\ny+IOG1g8kG8P/zYvfvUitY21ce8LnZBGT9KcjnQIrRkQ+Roiqd78yJfmsefNbzq2sS5sy9scomMX\n8obY/CjDSN6manaZ2voFB/H63OEYnjZsGiumr2D9zPV4fJ44O9Bk8R4qG9vuBAFIK3fP8NXjbqxt\niqMZf4grk+pe4PV7s5JvJ328AFmw01VKnQVopZRdKXUb8FmGr9FufHWwDqtFMbSXq/nCKRgetOIN\nWfOG2bbKfB15UXonKukLZ90CW16EPR+Fd7+z6x3qA/V898TvJj30ylOuxOv38krlKy2qu9BBsbtM\nzW4SDW8qmlszwGktjNcMn3UvztX3Y1xwF9UTr2POqrkJ1wRJhejYhbwg2Zo3dmd8m/re7839QY29\nc+3vWHruEm4eezPl44Jr3SyfQHmoHUQMJJJZTT/z2TOyfoGQmDRy94x/W0613x3RB8+letgkjMuX\np30vcFjjczwykW8nfbwAmc/x6AU8CHwTUzv3BjBXa30kYxeh/XScN/yxgqpqT+LcjBZw1N3IuHvf\n5KeXnMKsyRESqT9fBzvfh598DipNqWH9cfjtaBhyDlz1JwBuWXkLW49u5fUZr0c5RkSiteaKl6/A\nr/288J0XkpbrpOT8P5sT7XGKlcpTkUyHG861qD+O8eHv8Y6ajrPnSLzH9+C0FGAp6WMeG6FxDx97\nwUMJJVxxVc5/HXt70TVjNh9IpZu3uyLalNuUqvzpiqiyxgV34Zn0H5Qnagcx+UqJcqciJYwdLMdJ\nYjbbJMvdO/MG09L58Be4ywYx550fJeiDHzTjKI17QbP3gDaQZ318zmO2K5JpV6vDWuvva637aq37\naK2vSWfQoZTqppR6Xin1uVLqs2CSes7Zsvc4p/YvbfN5uhcV0K/Uwef7ImRORgAqV8GIC9MfdAA4\nSuHr/w5fvAIH/snxxuO8t/c9LhpyUcrBhFKKy0++nC+PfsnmQ5vb8L8ROgoGGrcCA4Kv6T1kSKbD\nddqc5vS+UlgOb6Xoka9juacHRW8twlJ/1DzWXkQfZ5+oKfo+zj7hNUGaw6KhyNBYCL5m7rmIIKRH\nKt28JZgfpSzmjze7M77s4S9RysIT33qCFdNXhFcoD7ehkHSLaPvRUO5UJJLj1MVIJPGLJFnunqMM\n7ukBj07CWVCcZF2mouh7gREwH2Rqw3yNmJV22pyJ+/EMxGIiy12ha5GR5HKl1DJI/qtGa13ezCke\nBP6utf5XpVQB0DZtUwY46m5kb009ozIw8AA4pX8JW/Ydb9qxbzN4j5oDj5by9X+H9x+GNQ+waux0\n/Iafi4de3Oxhlwy7hPvX38+ft/6ZsX3Gtvy6QofBMAJU11czb818Nh7YyLi+41h67hJ6OHpEuVUl\nIqTDjXzaNa7vOLzHdlK0bIKpD/7uo+YNC2DKQnM156q1NNyxk/Izylnw3oLwdRefvZgGf33zg4+Q\njOD5682b6+BJpiTA1TutmRpByAiNbjP2Ip8qD55k7g8tumYEwH2oKe8jWNYYPYPqixYx7+054fi/\n5ywzJ++w9zB1jbUUf/AYlvE/iIvrpO3O7+0oMx5CW0in/4uJN8DcPvxFeNPbUJswjnbX7ubSFy8N\n3guW0gMrlv+b2XStGU9CUW+wWGkINCTuxwMNMhAW2kym7ubrgQ0p/pKilCoDJmPa8KK1btRaH8tQ\nvVrNZ8FBwqgBmRl4nNq/lG2H6mj0B3+sbXvbfB1xQctP5uoBE38I/1zB61/+hQFFAxjda3SzhxXZ\ni7hoyEWsrFpJvb++5dcVOgxev5d5a+ZTsb8Cv/ZTsb+CeWvmp5XEl1CHe9a9OFfeC4bfvOm9eBNc\nsAAm324OOnasAcOP0VjHgvcWRF13wXsL0ptt8XnMm27wXOxYY27L4pdCe6Ks5sA6Mpfju4+a+0M0\nuuGFG2DVYtNON1jWO+Vu5r1/d1T8L3x/IbeMvYV7zrqHP33+LN5R0xPGtejfuzjp9H+JcvdmPAlb\nXg5vO5UlLgdv8dmLeXjTwxH3gnl4G45FX+uFG8y4xpRDJezHJd9IyAAZmfHQWv8xnXJKqWVa6zkx\nu4cBh4A/BNf92ICZF+KOOXYWMAtg8ODBba90M4RmJzIhtQI4pV8JvoCm8nAdp/QrNXM7+nwNinq1\n7oST5uBe9wRrD37E90ddm3bOxrRh0/jLV39hzZ41fGvIt1p3bSEt2jtmI3HaXUmm25ufTLQoCz0c\nPVh24bImHe5LP8Ly6QtNharWQo+hTf8OXdfVu/WWuOlYQwpZJZcxmzfYHaZz4CVLodfJ5tPklffA\nZY83lSksNmMzaFEaKutUKmH8DyoZxB1r7uDNHW8y67QbE8Z1wnbXdXOc0qbTxGw6/Z/FYs6AXPVc\nRO6eEybdZFqlN3qw2F30sDtZdsGDOO1FeP1e7l17L69tfy18mo0HNuIsGxx/raCtbkq5rSC0kfbu\n0c5OsM8GnAH8Tms9DnADd8QW0lo/rrWeoLWe0Lt37yxX0xx49CkppFdxYUbOF5JsfbbvuDmlursC\nBn+99Scs6cuHp1yIH83kXunLps7sdyY9HT2jOiEhO7R3zEbi9XkS2xamOXsQpcM1NJbafdEFQnaM\nMRaj3iNfNm/DmEzH3EYLYKHt5DJm84ZGD9Tuh0cnhXXz1O6PjtlIG9NPXzDLPH1plJ1uiHF9x7Hf\nvZ8bT7vRtNZtrMU4b37CuBb9e8vpNDGbbv8XmWdUWAwWa8y2BYvFRlFBiRk/WnPQezDqFOP6jsNb\nUxV/rQbTeTNbdrqCAO0/8EjEbmC31vrD4PbzmAORnLJl7/GMyazAXMujwGYxE8wPfQ4Nx+GENgw8\ngHd79MdlGIzbmb6Lh9Vi5aKhF7F692rqGuuaP0DokDhtznjL23OXtO6JVSpr3pj3HIe2JrFhDA7g\nk1mVGkabLIAFIWMkk7N88PummFUqzsaUGU8mbHe/mvwrFKrJWvcft1I98ToMuzw9FiLIUv/ntDkS\n3AuW4izsFh/jBWYukcNamLofF4Q2kFE73WYvptRHWuu4QYVSag1wg9b6C6XUIqBIa317svNk2zKv\n3hdg9M9eZ9bk4cybekrGzvsvy9bQ3VXA8jH/hJd/DOUbocfwVp1La83FL1zMqe7jPHjwCPz4U7Cl\n1ylsOriJma/N5Bfn/ILvjPhOq67fwci5ZV4ubB4NI2DKNewuvD6PKdtoJrE8xcmSW/NGvNesnW4q\nq9LC4lZbAHdCumTM5g2RcdhQZw463vl50/tDz4XvPw+BRjNuG+rMH20+L8YHj0ZZTWtnN8oT2Zt2\nHJvcdJGYbSvZ6P8a6jC+ehvviMk4C0vxNhzHuW01lpMuio/f4P3B3VjHnFXlrbZF70DkPGa7IhnJ\n8WgByb7kOcD/BB2tKoHr2q9K8fxz73H8hub0Qd0yet5T+pXyzheHoMc60z2i+7BWn2t7zXb2ufdx\nw4jLYfv95nT/2KvTOnZM7zEMKBrAq9tf7SoDjy6JxWIN3yTafLMITe9D02uC95z2otS5Jc3pmFNd\nRxDai9g4XL0k+v2qtWArMPNBwLQ5ByhwYfnHEopWmYOUIsBYWC16eSE9stH/FbiwvHAdRcF8pCIw\nZznuPhQfv0HakiMoCM3R3o8SH0y0U2u9KajRPF1r/V2t9dF2rlcUm3aZplrjBmd24DGqfymH6xrw\n7/zAlFm1YRG/NXvMJ8bnjrkBep8Kax+BNGevlFJcPOxiPtj7AUfrc/pRC/lKTB5GwPBT11iLoQ3q\nGmvxG37cPjeGNsKvkEZuSQ7zOAxDU9fgx9DBV0MWCckkneLzDcV95BoHDXWw4ADctBZGzzDLJYvZ\nBPHtralK3CZEL58X5FXcNreOB6RcfyMhrehzU/XjdY11wftAHYHmrp0GkfeQyHuJ0HnJyMBDKfU3\npdRLyf5C5bTW/52J62WbzbuO0b/MQd9SR0bPO2pAKT2pwXZse5vzO97b8x4jykbQv2SA6Whx4FPY\nvjrt4y8Zdgl+7efNnW+2qR5CJyQmDyOw7W2q649Svmou45ePp3zVXI7WH2X5luWMXz6eOW/Pobq+\nGkMbzeeW5CiPwzA0R9yN3PjH9Zx012vc+Mf1HHE3dswfx3lIp/h8Q3G/9lGo2QXPXW3mdDx3NdTs\nNi1Lpyw0V4pOFrMJ4ruwuD9LYtrEknOXUCh6+ZyTV3GbKv8tXCa4fkxkbLoPpR58tKLPTdyPL8Vv\nBChfVR68D5RTXV/dpsGHoQ2q66uZ8/acuHuJ0HnJSI6HUuq8VO9rrf/R5otEkG0d5+SlqxjVv5Tf\nzxyf0fPWeHzcvvjnPF7wG/jhG612tfL4PJzz3DlcdcpV3D7xdvDVw2++BgPHw/f/L61zaK2Z/uJ0\n+rj68NTFT7WqHh2InOs4O5T2OCYPo+6OnZT/49Y4ve+dZ97JZS9dFt4OadabzS3JQR5HXYOfG/+4\nnrWVR8L7Jg3vyRM/mEBxYXsrTtOiQ8VsB/x84wnF/SVL4dV58XlIof1X/gkKipPHbEx81yl45rNn\nmDJ4CsPLhlNZU8nKqpVcc+o1FItePqO0tJ/Nq7htLv8NzBmO566OL3Pln+LkUlG0os+N7ceVsnDL\n27fE3QceuuChVsex2+dmzttzcpn/lPOY7Ypkah2PjA4sckm1u5Gqag9Xfz3zfuBlLjvnObfjN+zY\nBrR+5fCK/RX4DB/nDDzH3GF3wJk3wjv3waGt0PukZs+hlGLqsKk8/vHjHPYeppezleuJCJ0CQxvh\ndQO8FoWzpH94OtRVWJpQ7zu8bHjUttPmhIY6LHYnRcHnGeZrTN+epTwOw9B4fAFcBVY8jQFcdisW\ni3ltV4GVih3VUeUrdlTjKkgv2T7VuYXkn6/TbqGuwR/+3Jw2C16/kdvPMdmPsFD+Ua+Tm/KQRs+A\nybdBr1OgsQ6u/WtwkTWd/DwR8W0UuHABj21+jEc2PRKugk3ZmHX6rPb9fwtx5FXcFrigpJ8p6Qut\nH7Pmgeh1PAqL48vU7DHfC8mzClzmzEYkrehzY3MEDW0kvA+47K6o+0dLLKBlvZCuSUYfMyqlRiql\nnldKbVFKVYb+MnmNbLM5mN8x9oTM5neEONP2FZ9bRqTtQJWId/e8i9PmZHzfiBmZCdeDtRA+eCT5\ngTFMHToVQxu8seONVtdF6PgknO6+aBFGUM/uaTieUO9bWVMZte09vtt8YucOylWSyQWy8X9oRjLh\naQwwcWiPqGMmDu2Bp7F5mUBeyTHylESfb/mFJ0Z9bv+1pjL3n2MqOUtIC3/4C/N19AxTWvXqPFgc\nklztMh2u3IfA504piwm1q9rG2oTtx5PmmjpC9kgnbkNx+l9rKrMbt776iHjrY75OWWjuD5fxRpc5\n9BX0Oy1GenW4aWHLDOJJkvexu3Z3q2VSXr9X8p+6IJnWN/wB+B3gBy4AngaeyfA1ssrGXcewKDht\nYFnmT+5vZFjjVj5oGE69r3W6SK017+55lzP7nUmBtaDpjeLeMOZK2Pyc2fGkwYhuIzix24m8vuP1\nVtVF6Bx4/V7mrZ5Hxf4K/NpPxf4K5r1/N94pd4PFhrNydUKN+sqqlU3637PuxYkyJQAv3ACj/sW8\n+e1YA89fbz4ZziIeX4DyZzeytvIIfkOztvII5c9uxBNsZy67lYeuGsek4T2xWRSThvfkoavG4bI3\nP+PR3LmFxJ/v/zt7GHOf3RT+3C4e3Z+5z23K7efo85jxuGNNfHyGtPBbXoZLH4YLFsBfb4ku+9db\nzNh+4YamfUniPNSuXt72csL247BlNodQaDnpxO3ayiPMfW4TF4/un9241QF48abomHrxJnN/uIwR\nXWbYOWYsRh7zwg1ZMetw2pxxcbz47MU8vOnhpvvG6nktGjQ4bU6WTl4anUsyeanMeHRyMi1idGqt\nVyqllNZ6J7BIKbUBWJjh62SNzbuOcVLfEoqyoe888Ck23cgGYyQT99cyphWzKjuP72R33W5+8LUf\nxL856Rb46I9Q8SScH7f4e0KmDp3Kw5seZr97P/2K+rW4PkLHJ+l0d7chsOAg1sNf0KNmHw9d8CAu\nexEenwfHzg+YOeB8Zp12I94jX+J8YxGW7/3ePDgkVwkRaZebJZqTUlksip5FBTzxgwktlku0VabV\nFUj4+cZ8bif2Kc7955jKzllZwNXbNOuwO03XwURlQ1IsR1ni8wQJtauQfv2B8x+gtKDUbD82B7ZY\nOYzQ7qQTt2DG6Yl9iqO2Mx63BUVJYrMoeRlnt8THZMGK3Gqx0sPRg4cueAiX3YXX7+Xetffy2vbX\nwmVaKpOyKAs9HD1YduEyU+bbCrmW0PHI9LfboJSyAF8qpW5RSn0P6DDZc1prNu8+ljWZFbvNpLeN\nxol8tu94q07x3t73ADh74Nnxb/Y+CUZeDOueMKdk02DqsKkAIrfqwiSd7j68Fe7pAY9OwvrF3yk2\nNBag2DCw7P0o+iS9RpoSFWiSq4RoB7vcdKRUFouiuNCGRQVf09Rot0Wm1ZWI/XxjP7evDtbl/nNM\nZi0aa12qlLkvUdmQFKv+uKm1X1htvk6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GO464Ex6qtWbVrlVMGjCp7auBWu1w3nzY/zF8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gK/wbt6eb8VKhG9Y7J5ohIlwyWZ20LcNrWH2dfey1usog/46AXvm6ZpX/Rv8pXSLcorivh0bW4P\nHx5poGRMh88nBo7pNPCA6CtbnTXOO/f63f0y3SpVhOsXwyXypk1CeVdilKzbVf8cso+XJNxeCRer\n3cVktMeljDgkl4dLHI80RuU9St/X44GHUmqhUur/gL8AlwK/Bi6MV8PSQahE9I7J5olKlAyXZN4S\n4tMLR5h9HXEuoyfSgG+a1fCZ/k2V9ZWMzBkZVaf/yfEm3IZm+si80xvDDDyONHW3JFBohXlZjC2w\ny8AjhYTrF8Ml8qZNQnlXYpSs21X/HLKPl0+BeyVcrHYXk9EelzLikFweLnE80hiV9yh9XyTzfR4A\nZgKPAcu01qu01lu7OaZPC5WIvvK6Gby862hCEyVtFhurLlwZkLC16sKVIT9psFlsrAzad2WYfUU/\nEmKaFXhL6Y4bMC6qU35wpB7Am9/hM3BMwFoew3O8q44fajoUXbvxXvC3VdWmV3JnHxaqX/T1h+G2\np70YJeuG65+zLFmdknK7KiAieibamEz7WI5DcnmoxPFoYlTeo/R9PS5ErbUerJSaBlwE3KuUmgjs\n0VrfHLfWJYBhaBwuT0AiOXB6W5sbk1JkZZg7JYWbTIp8uzUw6cxq5isXFscuUdIwvPMuOySVBycr\nmkxmb8LW51Zjs9ppc7d6q0koRbOzCZPJTKY5kxZ3CzaLjfysfFZ/bjV2qx2Hy4HZ5E2Ub3I2YbPY\naPW0YtMKkzXL/zMNhf9436MkNfYhIaZZeQwPVQ1VnDP8nKhO+cGRBnIyLYztuF5Dx7U8hk4h05zJ\nUNvQqEvqgne61V+2H2JfdRMTC3OjPo/oHcPQtLo8GBoGBfeLFjMtboOCnAweXTQbe4aZFpeRXgnl\nwTr2zS4H2Atg/p8gI9ubbJ6ZE7b/zDJnefvZoP7UbDIzKGtQQP+cZcmizdPm77elD44dk0kxyNY5\nVruLyXBFaFImlju9b7CBqyXwfUSIgjUd31sYhscbZ1Y7LS6HN96CkrsNbQTE9aDMQQGJ46Fi1G24\naXW3BsS3xXT6rai5/f1Mx78Bm8UmieV9SCRTrfKAMcBYoAgYAKR1PT/D0NQ0O1n8ZBmT7trA4ifL\naGx1UdPcdnrbmu3UOpx8++kKlqzZTk2zE4/H8B9f63CxZM12Jt21gSVrtlPncMV20OGohnXz4X+G\neB8d1SHLNJpMZrIzckBrml3NLH1tGbPXzmbpa8uoa63jB1t+wNJNS6ltrUUpRU6Gd3HDVk8r33j1\nG8xeO5tlry3jaPNR1n64ltq2Ooy/fg3Wzcdoq6e2tZalm5Z6z9l+Hinn2IeEmGZ1pOkIbZ62qEvp\nfnCkgSnDcwP/FgYVeR+DSuoeaY5uqhXA2e15Hu/IdKukMQxNY6uLWoeTx9+o5Mip1oB+sdbh5PEt\nlae/b45hP5kMofrm5pOwb7N3UL3+Rv/24P5z7Ydrw/anhjY41XaKZe3991O7n6Kutc6/r6+Pfmr3\nU9S11Ukf3Etut0Gtw9kpVt3u7v9fQxWhSQnBsbn1t9Ac4n0EhCxY4z2Ft/plx/cRta21GB3K2vqq\nWHWM47q2Ov9gw5cw3pHbcFPXWueP72Xt70/cRuCaKGaTmZyMHEzKRE5Gjgw6+phIPi55A7gW2Al8\nWWs9WWt9S3yalRjeihaBlSnqHK5OVS6++8xO7pg7ga2VNSxfX+GvXBHq+JhWtnA5vJVRIqiU0uJu\nYUVQRYi737yb2z5zW6cqE6GqUPzorR9xyZhLWPHWD2m56DtQtYWW1lNSUaUvCzPNal+9N7E8mlK6\nHkOz+2hD4DQrCLmWx4ic6BcRBBiTb2dobqas55FEDpeHOoeL7z6zk3nTh/O9Z3cG9IvL11cwb/rw\n9KwAFEqovvnZr8K4C+Af3wzYHtx/XjLmkk5Ve3z9aXCfHGpffx8tfXCvtbg9LF9f0SlWW9x9KDan\nXuONzV6+j1gRVFmqp1WsOgpXsarV3RrT/wKR2iKZajWjq+eVUg9prZf2vkmJE6oyxeh8e9hKVb5/\nZ2dawh4f08oWUVSeCFfhyvfmsWOViXBVKIoHFHv3K5jo3W/AGKmo0peFmGYFp0vpRnPHo6qmGYfT\nw7QReYFPZA8JuZbHhv0bcBkurCZrxD9LKcVZ4/J5p7IWrTVKpcgnj/2IPcPs7zt9Vf066tiH+r5P\nmwpAoYTrm20DO20P7j99/WtHHfvTnuzr76OlD+6VcJXWfNf4tBQcm4Mnx+x9RMdKmdFUsZKKVQIi\nu+PRnfNjeK6ECFWZ4mCtI2ylKt+/m9vcYY+PaWWLKCpPhKtw5XsT2bHKRLgqFJX1ld79aj7x7lf/\nqVRU6ctCTLMCbyndIbYh5GXkhTkwvF2HQySWg/eOSlBlq1E5ozC0wfHm45G3vd3Z4/I51tDKoTqJ\nyWRwOD3+vtNX1a+jjn2o7/u0qQAUSri+ueVUp+3B/aevf+3I158G98nh9vX30dIH90q4Smu+a3xa\nCo7Nk3ti9j6iY6XMaKpYScUqAaC0jk0lGKXUDq31rJicrBulpaW6rKys1+fx5Xh0XH30kYWzcAat\nunvfDTN4dfdxPjtpKGMK7LQ6PXi0xp5hpqbZyfKAFXpjuHqpb67mX27r8Wq4huGh0dlEvbOekTkj\nOdx0mGxrNvdtu48TLSdYddEqBmUOpNXdQpbFTl1rXcAquasuWkWWOQu0gf2f38HUeBTjy2upxZPO\nq+Ym/SPwWMVszLWcgvvGwzlfh8v/J+CpG1+4EbvVzu8u/13Ep/3Zi7t54s0qPvjJPKzBi2U+dZ13\nPvzX/g3Au0ff5baNt/G7y3/H2cPPjurX+OhYA1c8sIVf3HAm180eFdU5Ukxaxawvx6Oxzc1ftx/i\n/2fvzMOjKvL1/9bpvbNBFnYCJuxr2GSRVeai44ZelMVRkQFx9EpER+GKyzjqjD8YlysqMqOMCgo4\nitugMiigrCphkV0CgQRC9k466b37nPr9cbo7vZxOL+lOupP6PE+ekz6nqk6F/vJ2VZ/6vnXriB5Y\nvuWY127QGoUMaoUMl2vN6KhViBuyxcu6+HAQBMBuFJPIdReB7/8KNJQDszcAgh1IyvQ6L8zZgAbC\nuTW5ylwFjUyDR354BJ00nfBg3oPokdLDnWhrdpiRpEhCUV0RLugvIK9Tntcuzs9NeA5bi7bi9n63\nx5sGt/qbGUrMehrKOOw86iwOPLy58TP8tbl5SNcqIZfHzb9reAgCYNUDplpxV/KGckDTEeCtgDoN\nsOhFJytFUljjiDRlGlKUye4Ec6mdyl+d+irknDxgcrlDcKDOUuc95pi0CknKJC8DnBaM6VaP2fZI\nAj9PbD5SzhQaOQeD1YEX/3soeqZrUVlvQQetAjcM7Yr8TUfROVWFx67rj8c/Fj9U86/tg7/fPQrJ\nann0nS04LqjzhB+EwE7tePbAs16ThL9M/AssvAVqmco52RA/yO4ffj9em/YakhRJuNxwGS8dfAmV\n5krRvu62twC7BZxCi3SCoG4VjATk7DbnOuCZXqcppThfdx4z+8wMULFpTpXVo1+XZP9JByA+8Sg9\n7H7ZLbkbgMg3EQSAfp1SkKZR4OcLurYy8UgoOE7c0Vkh4/D7iTnQKDm3U1BJjQl/+eo0KuqtWDlr\nGL48Wop5Y7Nbu8uREejLIFWaONjzPS9Q4Ni/YB98i58mr5m+Bga7wT1wu3/4/ZjVd5bXJGPVpFXo\noO7g1l6Xw8/dg+5mGhwBvl82vj4vD1P6dXJ/hhssDsgTcTLsC28D/p0vxuLk5cCoe8Q8D1dsznqn\naevcAOMIzxxAjnCim6YzNq28FUa7EY98/0jALyg5wkEhU+DZ8c+6JzQKToH3T76Pv//y90T8UpMR\nAdF8ZxPyf6uvM4XZIeAPHxzG1Je+R+6KrzH+/+1ERb3VnXD+wNQ+ePzjxsTJV74rxP0bDsFodcTG\n2YLjAjpPSBEo4cvCW5CkSILFJ2nszaNvotZSi0XbF+HGz27EVxe+cid8mR0W9z09XSqk3CoYCcqp\nL4HU7kA374eV5cZymBwm9OnQJ6Jmz1Y0oH/nAEu0OmQDZh1gbQAAdEnqAhmRNWviwXHEvZ8Ho3Xg\nOAKtSo5ktRwyp0797u2fMPWl7/H50Ss4UFSD5VvE5PP8TUcTM7k8kOEHb5M+b9HBnDMFy/Y96afJ\nDsERPOl8zzJYeatbc10OP0yDI8PXEGZ8biYWvl+AYX/ejpwnvsawP2/HwvcL2n5y+ZZFouVzAEJN\nHPccDwhUCFrH7DDjke8fwY2f3Yi8DXm48bMb8cgPj2B69nRmXNOOiKZyvRbFtlqNYAnngRIn4yUZ\nLVjCl0aR5He9e3J3lvDVHrEagPM7gIE3+01oz9WdAwDkdsgNu9l6ix0V9VavZGIv3M5WlwAAck6O\nLkldmjXxAICrr+qIomojKhuYQ0o8EChx16WhCZlcHiipXJUsfT6zPzQZfQPqazhJ54zm4/v5nqpR\nxPXneUSEmlyuCqDPiCxxPJQ6TRnahHofRuITdOJBCPk3IeTLQD+ucpTS92La0xYiWMJ5oMTJeElG\nC5bwZbYb/a6XGkpZwld7pHA74LAAA2/xu+QyI8hNC3/icd6ZRBx44tFLPEbRUhcArr4qAwBw8EJt\ns9phRIdAibsuDU3I5PJASeVWg/T56l9hrikMqK+hJp0zooPv53u92R7Xn+cREWpyudWAQESSOB5K\nnaYMbUK9DyPxCeWJx0sAXm7ip02hVciwet4IjM/JgJwjGJ+TgY5aBVbPy8P4nAy89f05/O2OYV7X\nX5ub597xvLXRyDVYNXkVxnQZAzmRY0yXMVg1eZWXhe6qSSu9rqcp07BqknedlZNWQiNXt/Jfw4gp\np/8t2ttm++9Mfq7uHDLUGeig7hB2s4VBJx7+e3l0T+6OK4bINxEEgCHdUpGskuNAUXWz2mFEB41c\nhtfm5nlp5cpZw/CfE2VYPW9E3GhmWCi0Yu5G70ligm7vSeJrZZL/+VnvAKe2QrP7Zaya8LykJntq\n9Y6SHVjpo82e2s1oPr6f7wfOV/vF6Gtz86CRJ2BsuvCN0VNbxVj0jU1lUsAmgo0jIq0jVWblpJXY\nUbKDxXw7ImquVpKNE6IGsBuACmIi+yeU0j/5lCEQl2ndAMAE4F5K6WHftjxprkOQp6uFxc5DEACt\nSuZODgfgvu46JwgUZgePJJUcRqsDMkKgVsq8fm8yuVwQxLWXvkniAi+utVQmiUdVstd1QeDFZG6F\n1p1YaOEt4ECgkqthdp7jPHb2FKjgTgC38lbwAg+ts75argYRBJgFK7SKJJjsJsg5OeScHBaHxV1O\nI1dDxsndballotuKVqENmlzue3+BCq2dlN7q+Udx52rF24FVOeLeHbe87nf5zq/uhFauxTvXRe5o\ndeq56yCXSi6nFPhLF2DMIuC6vwAA1v6yFm8efRMFdxVAJVOFfU8XC979GSU6E3b8cWrEbcQJCROz\nUnqqUXIw2Rr10q2lHjopk4qNeMOl2wpNoz5bDQAnE/ej8dVuqwGCUguzw+Kl2XbBDofg8NBXUQ/V\ncjWsvNWdOK6Wq906bHaYQUCglqvd16y8FWqZGhbe0qSmempwC+puQsSswyF4fZZr5DK/1xxH/MYA\ncePA5jeW0AB2s/fYAoL4uyteXdc8XguE844RmRqcRzsOhdprTKCWqyHnvJeg+caZSqbyq8P53Eeq\njOv/AHO1ah+E/O4SQvoSQj4hhJwihBS5foJUswK4llI6HEAegOsJIb5fr/4WQF/nz2IAb4XR/7Bx\nuVrc934BHv3oKHRGG+5bX4B+T36D+94vQI3RBgBeCeeUUuhMNixefwj9nvwGi9cfgsHqwO6zldCb\n7Vj4vnd9QaC+NxWdUDbNBZ7PEo+mKjHRy1gF/LgW0F8CNt/pdV0QHNBZdFiyKx+jNoxC/q58lBnL\nsOHUBtRa67Bizwos2ZUPnUUHQWhctuBK+BKoAIPNgHyP+nWWOhgcZuTveth9TmfR4am9T7l/1yq0\n7kmHzqLDhlMbUGYsc7ezZOcS8Z5U8P/3ddZZsnMJVuxZgVpLLZbsXBK0HqOFudSpSD8AACAASURB\nVPQTYK0H+s7wu+RytIpk40BAXI54VWaS9KQDkNzLo3tydwBo9lOP8bkZOF9lREU9y/NoCaT09J97\ni1Baa/HSyxqDDe/uvYD+T23D4vWHoDPZ/XUy3nDp9oE13vq8+U7AXAuYqv20W/hpLXSWWi/NrrXU\nos5a56XDZcYyfHD6A9RaaqGSqVBjrkH+rnyM+WAM8nflo8HaALPdjId2PuTVzrnac259DaSpnhrM\ndNcbnhe8Psv3Flb5f7bbHKgxWnFfsM/11kBqLGF0xqjrtVUPGGu849XojFXna8HSIB0jP4rtOBrK\nUWup9YrZWkstHELjEjSpOKu11OKD0x941THZTe4y+0v3S7arlqmZcU07Ipx3+F2IkwIHgGkA1gP4\noKkKVMS1kFDh/PH93zsTwHpn2R8BdCCEdA2jX2Hh6Wrh61B1oKgG+ZuO+LmtmOw8Ht581Kvcw5uP\nYmR2ekj1Azqh2Eyiu8Sgm4AvHvK7bvZxoDpYfhDP7H8G07On46l9T2Hh0IVO55PlkmsiLQ6LpEuK\n3qb3OufVloejhMvZYnr2dDyz/5mgDheedQ6WH8TCoQvx1L6nQqrHaGEKtwOcArhqit+l5jpanasy\noE/nwImLAMQ8jxhMPCbkZgIAfiyqaVY7jNCQ0tPrhnTF8i3H/PTyuiFdm9bJeMOl21L6/NkfAKvR\n75p50C1+mm1ymLBi7wpJHV++Z7mkTutteizb4+0QtHzPcuR0yPHXdAnnoFAcidojvp/l43Mz/T7b\n60x2t4tl3MWr1FjCNYZwvTbVAluaLmO21vnHyJ7lMA+6BRAcsKR29oszV6y6kIqz5XuWezlULd+z\nHDzl3WXGdB0j2S6LzfZFOBMPDaV0B8TlWcWU0mcB3BisEiFERgg5CqASwLeU0p98inQHcMnj9WXn\nOd92FhNCCgghBVVVVWF02xtPV4tADlW+biuB3FmS1dLn/dxagjmhBHCdkHKgcjlAeDpBHKk4Ao2E\nA5Wva4qrrGuQ59umuy2PfBDP+/nWkVqH6ela0d5dWqIVszGh8Dug13hA7W95e15/HkBkjlYWu7iD\ndZ+sYBMP6ScezXW2Gtg1FalqOQ6cZxOPSAg3ZqX0NJCueub8JISrlUu3A7kCdezld03KwSqQa6BL\nH6V0OlCdpACfCaE4B7VV3Q0nZn0/y6VcrTxdLF3ETbwGGktk9m983bFX0DKatGzpGMnoCwDQBogz\nT6fLUB2qUpQp7tepylTmoMkIa+JhJYRwAAoJIQ8RQm4DEGR0AVBKeUppHoAeAK4mhAyJpKOU0n9Q\nSkdTSkdnZWVF0gQAb1eLQA5Vvm4rgdxZDBbp835uLcGcUAK4Tkg5ULkcIDydIEZ0HgGzhAOVr2uK\nq6zv4M6vLY8nHp73860T6ImHq2x7d2mJVsxGHf1loPIk0Oe/JC+fr3NOPCJwtCqqMkKgTSSWu/DZ\nyyNLmwUlp8SlhktN1wuCjCMYl5OB/WziERHhxqyUngbS1XOVBq/Xce9q5dLtQK5AtcV+16QcrAK5\nBrr0UUqnA9UxBvhMCMU5qK3qbjgx6/tZLuVq5eli6SJu4jXQWKL618bXtcVBy5j1JdIxUlMIADAF\niDNPp8tQHaoabA3u1/W2euagyQhr4vEwAC2AfACjANwNYH6olSmldQB2Abje51IpgJ4er3s4z8UE\nT1cLKYeq1fP8Haq0Cn93ltfm5uFwiU6ivoRbS0AnFK3b+QS3rwOWHAGe0YnHORskHaiem/AcdpTs\nwAvXvIB1x9eJLhCTVkEtV8NoM0CgAox2IwSbmLTl55IyaRXSlGle57za8nXAmrwKO0p24LkJz/m1\no5apxXt5rB32dK1Yd3wdXrjmBebSEm+c+048SuR3AM1ztDpXFcTRyoWPsxVHOPRM6Yni+uKw7+nL\n+NwMlOhMuFzLPsxijZSe/udEGVbO8nf++8+JsqZ1sqURBPHLH+o8Cj45EC7d9tLnGmD5RWD+l0BS\nBlB1Dpj5hlvbNae+9NNsrVyLv078q6SOr5y0UlKnAzkNFtUVSWq6pxZH4kjUXvD9LJdyterg4WIZ\nV/EKSI8l5m4CUroBf6oVYzOlCzBL2mHN9Vqj6uAfI5NWQnPqS4CTQ11f4Rdnrlh1EYpD1cpJKyEj\nMneZg2UHJdtlsdnOoJSG9QMgFUBKiGWzAHRw/q4BsAfATT5lbgTwDUR3gXEAfg7W7qhRo2hz4HmB\nNljslBcEarDY6ZVaE3XwAr1QZaB1RivlecGvjsPB03qzjfKCQOvNNmq2ivWNVjttMIu/N1jsknWd\nN6XU0kCp4DzyvPNcvfjTUE7puzdS+ud08dhQTinPU553UIO1gfICTxssddTB26nBUElNNiPlBZ4a\nLHrqOPkFrdIX0wXbFtC89/Pogm0LaFX9Zcp/sojaS36mDdZ6sb61ntp5O+WNOmpwnjNYG6jJbhJ/\ntxkoL/De3Xaed/AO2uDsh96qp28dfavxXqYqr3qebZnsJvfvUu23EGHHebR/mhuzUWXTnZS+MphS\nQTpW79x6J/39tt9H1PTL23+lV/3vVmq2OZouePkQpX9KpfTUv92nluxYQmd+NjOi+3pyukxPey3f\nSv91sKTZbbUiCROznnoq6qGNOnie6k2iXtYardRoCVEnWwqeD6i5fuWsRvHarpWU6i5416kvo5S3\nU2rSidped5nyP66lBl2RU3MbqIN3iDro0nHnOdeRUuqlr3WWOvrhyQ/p9gvbab1buxuonbe7tdil\npYG02FNvW1B3EyJmpT7La41Wd6w2mG3U4eDdMR0X8eqJ51jCZhZj0Dcm7dbGmDTVUWqup7T6PKW8\nQzyadOLYwjNGeIe7XYfNTM12szv+6q311Gw3u+PV3RWfOLPzdnccu2I2WBnfNluYVo/Z9vgT8vac\nhJDREBPMU5yv9QB+Tyk91ES1rgDeJ4TIID5d+ReldCsh5A/OSc9aAF9DtNI9B9FOd0GofYoUjhPd\nqgxWB+57vwAHPBJRx+dk4O35o5Hss3OpTMYhxenSk6JWuM9rlY3lfOv43LRxp1DX0WoANs0DblgF\nfL1MTAIDGpPP520Gp0pGEgXw/i1Idl5PAsRvMWavR9K/7oHxxpew7MCzOFh+EADERLH9T+P1ycuQ\n9OZYJPeeBNy8GsmvNz7iTOo9CZi3GUkeu5cmKfx9vV1OEwCQrEyG0W7E0l1Lve+1exlev/Z1dznP\nOp7fZEi1z2hhBB64sBsYfJvoLuUDpRTn9edxS67/poKhcL7SgOx0LdTBvh3McC7j0p13n+qV2gv7\nSvdBoEKznE36dUpBRpISB4pqcMfonsErMJqFS08BUQ8NVgfueudnSV11OQW2Op5JuoCX5nrt6Mxx\n4hORTxaKOu1KJHfV2bJIPL9mvKjJN6wC980yJH2zDOg9CcnzNgOcDBquUQeTlcleRwCQcTIQQrBo\n+yK3tgLAmC5j8Pq1r7vLuuxMk7ikoFrs0lumu954fpYTQrDgvabHAHERr554jiV4mxiDvjE5dyOw\nsrd47sED3uMLAOg9CZzH5787RpyvzdSB/J35frG4etpqr7j1/Kz3HCd4Hj2vNVWG0X4I53/UPwE8\nSCndAwCEkIkQJyLDAlWglB4DMELi/FqP3ymA/wmjH1HDMzHSRYsmkQVLXlRqvcv5Xtd0EJPQJRIa\nPRPF3ImQgdoPg/aWuNjmqDgh2uj2niR92VQBo90YuaNVpSH4MisAUKcB2kyg5pz7VHZqNmyCDeXG\ncnRL7hbR/QFxIDwuJwMHzteAUgoiMcFixI5W19VQCKSpUpoYTKddSbu+Sb5hamy42sq0uPkkRKw2\nhcugxhOXcY2LYOMLCQIZ07AkcEY0COdrRd416QAASuleiNa6CYtnYqSLFk0iC5a8aDN5l/O9bq4T\nk9AlEho9E8XciZCB2g+D9pa42OYo3i8ee42XvHyuTpwIeDqThIqDF1BUbUBuKBMPQHzqUdOYiNgr\nRZwclzSUBKoRMuNzM1Cmt6C4huV5tDStrquhEEhTpTQxmE67knZ9k3zD1NhwtZVpcfNJiFhtCpdB\njScu4xoXwcYXEgQypmFJ4IxoEM7E4wdCyN8JIVMJIVMIIWsAfE8IGUkIGRmrDsYSz8TIVkki80xe\n9EhQdCefu75dkEoou3UNcPxj4NY1YkLj+Ge9E8UmPA/N7pcb29J2DNx+GLDExQSneJ+4h0ZaD8nL\nLkerSJ54lOhMsPM0uJWui4w+XkutslPFhPOS+uhMPAB4LaFgtAytrquhEMjwQ0oTm9LpW9cAe16R\nTOANV2PD1Vamxc0nIWK1KVwGNb6J5DJl47lTW/3LBIlNjVzDksAZMYOIK51CKEjIriYuU0rptdHp\nUnBGjx5NCwoKotKWIFCY7Dy0ShlMNh5ahQwc13JLMwSBh9lhhkahhdluhEauBRwWmAmFRq4Vr8k1\n4CjEdclKLWAzAoQDFBoIDivM1AG1s6xWoYXJbgJHOKjlapjsRmg4JWScXKynSha/6VBoxbWiguDR\nrsf5pvpMBXe/rLzV7aTi7qvH+nzPslLXW4hWX2sTzZiNGEqBv+UCfa8DbntLssgz+57B7su78f2c\n78NufvvJcizecAifPTgBI7I7Bq+w+yVg5/PAiiuAMgkCFXD1h1djTv85eHzM42Hf3xNKKcb+dQfG\n5mTg9Xl+qz0TgYSO2dbW1ZBoSvtc1xSaRt20GhrLul5zMrGMxzVB6dRtRRJMdhM0cg1sgg28wLv1\nWSPXQMb5D24dggMWh8VdTi1Xu/M63N320VSOcFDJVPGgv63+BkcSswkRq574xa3aOyaVWgDEK249\nY1IcZ2jAcU2vtJeKRY5wXvGkkqn8ylh5q1e8AWgyBlt5jBDHb3TbJeR3l1I6rYmfFpt0RBtXYqQr\n6bFFJx1UgM5aiyW78jFqwygs2fUwdMYKNDgsWLLTeW7nEugsOggEoohQKgrKxjkQPr0fOosOG05/\niDJjGfKd7eTvykedtQ4r9qxA/q6HobPVgz+4Dth8J2Cs8p50mKqATXOB57PEo6nK31bSB8+EMqPd\niCU7l3j31WmvK1ABOosu4HVGC1N9FjDVAL0mBCxyvu58RBsHAmFY6bpwJ5iLy61clrrReOJBCMGE\n3MY8D0bL0pq6GjKuJF3iPHpOOkxVwIE1gP6SqJvPZ4lHUw2gTAYoAIcZ2DhHvPbjWsBYDeH899BZ\narFk18NuLa611EJv1Xvps86iAy94L+fhBR61llqvcrWWWq9yUppqtBsBiIm7vgM6pr/BSYhYdeH7\nmX1gDWCs9o5RY42Yx+c8J/y01isml+x6GDpLLQSf+PO6DRVQZ63zikWj3egXT7WWWnxw+gOM2jAK\nH5z+ALWWWq/rDbaGJmOQxWj7JOSJByGkMyFkHSHkG+frQYSQhbHrWtvH7DBj2e5lOFh+EA7qcLpR\nPQW9w+h9bveyxnW7NqPbxcI8+Y9Ytv9pTM+ejmf2P+NV56l9T2Hh0IU4WH4Qy/csh3n47EbnFtc6\nTU9nF8Hhfz2S/nv0Ndh1RgtTvE88Bph4uBytIp54VBrQJVXt5frWJOnO+9R4O1sVNzR/Lw9AXG5V\nbbB6bVzHYATFpYuDbmp0sfLVR1/tHHQTsGURzLmTsWzPci/NMzlMWLF3hde55XuW++mg2WHGcp+6\nvuXC0VSmv22QAHHnFaNbFgKmWvc586Bb/GJymUT8eSIVO3qr3u/c8j3LMT17OhzUgenZ0/3iV6oO\nGyMwwnme9R6A/wBw2c2cBbA02h1qTwRyJeme3N3vnHttpYeLhcvNKictR7IdV4LwkYoj0KpSxQuh\nuGWF6MQSzFWFua7EGRf3ASldgXTpxPEWc7Ry4eqHj7PV5YbLft8GR8KE3EwALM+DESahuA36aqez\nrEaV6qd53ZO7h+QQFIqTUDiayvS3DRIg7rzwcbEM6HoZJMcj1Dh2jTOkxiGB6rAxQvsmnIlHJqX0\nXwAEAKCUOgAkiPVDfBLIlaTUUOp3zv0NgIeLhcvNqkhfJNlOkb7I/bvJWi9eCMUtK0QnlmCuKsx1\nJY6gVHS06jVBcv8OoHmOVpRSnA934qFKBpK7uJdaAaKzlV2wo8xYFnYffOmZrkX3DhrsP8cmHoww\nCMVt0Fc7nWXN1no/zSs1lIbkEBSKk1A4msr0tw0SIO688HGxDOh62cTKBqnYCRTHrnGG1DgkUB02\nRmjfhDPxMBJCMiCubgUhZBwAfUx6legIgjhBoM5jgJwJSVeSCS8gXdUBX932FY7efRRf3fYVXp36\nKjQytdiWKhmY8yEw9Ulodr+MVROex46SHXhuwnNe7bxwzQtYd3xdoxvFL/8KzS0rDCeWYK4qzHUl\njqi9CDRcCZrfAUTmaFWmt8Bo40O30nWRkeu11CqazlaAuNzqxws1EASW58EIAYEXdXv+l4A6Hbj1\nLX99dBp7eGmn0zlIc343Vvm4AaWp0vDqlFe9NX3Kq5BzcghUgNFudBt0BHMSCkdTmf4mIMHGDgot\nMGcDsOQI8IxOjNFZPp/hs7xdLDWnvvSLyVWTVkIjVwe8l1TspKnS8OpU/zjeUbIDciLHjpIdfvGb\npkpjYwSGP6FucQ5gJIB9ECcb+yAutRrWGtutjxo1isYtPE9pQzml795I6Z/TxWNDuXheoixv0lGD\nrojyvIMazHXUzttplbGKLti2gOa9n0cXbFtAq4xV1GGp926zvpxS3kF5q4EabA3UwTtonaWOOgQH\nrTJVUaPNSHmBp3WWOtpgbaA876DU0uDfD54Xzwu89PVgf67AU4PN4HUM53oL0eIx6vvT6jF7+ANK\n/5RKacWpgEWe3vs0nbx5ckTN//BrJe21fCvdf646vIpfPETpqlz3ywpjBR3y3hC68fTGiPrhy2eH\nL9Ney7fSXy7VRqW9FoTFbEvDOyitL/PWWZOOUnOdqI/V5yn9ZKGHpjsatdOsp5S3U2rWU563U4O1\ngfICT4v1xfTDkx/SMkOZn6a/dfStxtemKsoLPHXwDlGvBZ42WEVd9+tmGJrawvrLYrY5hDJ28C2z\nayWlRp0Ym7xDPJp0lFrqvc7xlnp3TBqsDZTn7U3eyzV2KNYXUwfvoMX6YtpgbZAcm7jGGg3WBmrn\n7X7xFudjhFaP2fb4E84Tj1wAvwUwAWKuRyHC2/m8fRBOwrbdBO6ju5H0Wh6459KR9P+yYbEbsWyP\nT7LVnmUwQ/BPILObwSmTABDc9+19mLh5IvLW52Hav6bhoZ0P4XzdeUzcPBH5u/Jh5i3ezi0uAjm7\nhIjL4crzGM51RgtRvB/QpHvvrOzD+brzzcrvAIC+ncN84pGeKzqtWcSlgFmaLGjkmqg98ZjYV8zz\n2H22KirtMdowHsYdbp396G7xKcj7twCvjxD3TnJrurlRO9Wp4jfO6lTRppQQLNq+CDd+diPGdB3j\nl1y+bM8yd1KuZ0KtjJMhWZkMjnBIViZLWu6Go6lMfxOIUMYOUsnl/7pbjM3n0sXjR3cDhiqvc9ym\neUiiznhQJoOzW5q8l9lhxiPfP4IbP7sReRvycONnN0Jn0UmOTQQquONVzsn94o2NERi+hPMOP00p\nrQfQEcA0AGsASG8G0J4JJ2FboqxWmSKdYKhMCdhmoAQtz+Ry9uiynVO8T1xmFWBiSWnzHK0KKw3o\noFUgI0kZXkWXpa4zwZwQgt6pvXFBfyGifviSmazC4G6p2F1YHZX2GG0YD+MONyUHAE2HsE04PDU5\nmPmH6zXT6HZOKGOHCJLLQ2rHp0w4yeW+JgkMRjDCmXi4EslvBPA2pfQrAGGOMtoB4SRsS5Q12Rqk\nEwxtDQHbDJSg5ZlczpK12jH1V4DaC03md7gcrXLTIpt4nK80oE9WMkiAxPWAZPQVjx7OVjkdcnBe\nfz5AhfCZ3C8Lh4tr0WCxR61NRhvEw7jDTfZ4wFwXtgmHpyYHM/9wvWYa3c4JZewQQXJ5SO34lAkn\nudzXJIHBCEY4E49SQsjfAcwB8DUhRBVm/fZBOAnbEmU14KQTDMEFbFMqQcszuZwla7VziveLxyYm\nHmdrzwIA+nbsG9EtzlWF6WjlIj1HjOnK0+5TuWm5KDeWw2CLzv4bk/pmwiFQ/Fiki0p7jDaKMgmY\n9Y5Pou47wIW9wMw3wjLh8NTkdcfX4YVrXvDTdFdSLtNoBoDQxg6+ZZymBn51PJLLQ2onhDFFmioN\nqyat8otjtVzdwv9QjESHUBqa2wshRAvgegDHKaWFhJCuAIZSSrfHsoNSjB49mhYUFLT0bUNHEMS1\nkkqt+A2Ca6dwqet2C0B58UPPagCUSeAFHmbBCq0iCSa7ERq5BjJw7jqC3QIzodDINTA7zO4PLNfv\nZocZHOGgkqnc51pr3aRABa9+tVJfWn0r2laN2a2PAsf+BSy/CMik07LWHV+H/zv8f9g3bx9Slalh\nNa8z2jDy+W/x1I0DsWhS+Fa8eHOsOAGZtwkAsKNkB5buWoqNN2zE0Kyh4bfng9XBY8Rz32LWyB54\n/tYhzW6vhWjfMRtLmtJngRdzPZRJ4lGV7NRlZ1lVsnieyACFWlrfXbfx0D4rbwUv8NAqtDDZTVDL\n1bDyVj9djKVetoAWs5htLq74c8ddEuCb5yM4GmPRFZt2i1c8C6Die6zQwmw3ie+1XztNj1Ok4kWg\nAiwOi1ccy7nwUn3jZEzgotVjtj0S8rtNKTVRSj+llBY6X5e1xqQjIWgqYVsQAFMVsGku8HwWsHG2\n+J/fogc23wl8dj9khnIkb5wH7vksJG+cB5nJuQ+BKhkCAB1vwpKdSzBqwygs2bkEOov4Ta5ngpbr\nP3NrJmsJVIDOovPrq0Cl7YUZMaJ4H5A9NuCkAxCfeHRN6hr2pANoTCyP6IkHAGQNAKrOuF+6lntF\na7mVSi7DuJwM7C5kCebtHl/93TRXfO2yEuVkgDIZMFWLevx8lng01YjnKUS93jhbur4HnvqrkWu8\nksalknBjqZdMixMAQZCIu2rv2BJ4wOhTxlgt2js7xxsCAXTWWizZlS++17vyobPW+r/XQYxlpJK+\n5ZzcL47D+hNZHDLAlkq1PIGcK0y14u+THgU+f7BJt4llu32cJZyOKPFGIvW1zWKsFgf1TSyzAoDC\nusKIl1kVVor5R82aeOguiC5BAHqk9ICCU3itgW8uk/tmorjGhOIaY9TaZCQgkTgHeZYJx7UwTGKp\nl0yLE4BQYkvKeW3LIvG8k3h+r+O5b4yWg008WppAbhIuF4pALhVBHKzicX1wIvW1zeKKpV7XBCxi\n5+24UHcBfTtEOPGoMECrlKFbWoTva6cBAChQLeaZyDk5eqf1RlFd9CYek/plAQBzt2rvROIc5Fkm\nHNfCMImlXjItTgBCia1Azmuqxi994vm9jue+MVoONvFoaQK5SbhcKAK5VARxsIrHbwwSqa9tluL9\ngFwNdBsRsMiF+gtwUAf6dewX0S3OVjSgb6dkcFyEy2WzBorHSu/lVq6d1KNBTmYSunfQsP082juR\nOAd5lgnHtTBMYqmXTIsTgFBiK5DzmrXRiCOe3+t47huj5YjpxIMQ0pMQsosQcooQcpIQ8rBEmamE\nED0h5Kjz55lY9ikaCFSA0W70OkIQxP/81HmUWPMLQNpNYtY6CMlZMD58FEJmfxjnfQhh2pMhu02s\nmrwKapkKRptB7JPNAEHgpe8fqP8xIFBf2bcbLUjxPqDHGECuClikuY5WhZUG9O2cErxgIFzOVh55\nHjkdclBqKI2aVSMhBNMGZGFvYTUs9sD/NxgJTjAdDuYcJAjimvdAZTzqC0Nni5o9/0sYOeKvo4IA\n3m6BwanLBpsBfBO6LKmXk1ZBLVM3W6eZFicAAWNTLW6w6nr/Z2/wd16TKd0xr5Gppd9rSpocn/iO\nC3iB9xsnhFKmKVgcMgAgptuiA+gKYKTz9xQAZwEM8ikzFcDWcNodNWoUbS14gadVpiq6YNsCmvd+\nHl2wbQGtMlVR3qSj9N0bKf1zunhsKKeU5yUa4Ck16SitPk8p76C0+jzlTXW0ylDm3aaxivK8g1JL\ng187vMBTg83gPjp4O60yVvrUrxTrh9p/QaKvUfr38uxrrO4ThJjGeSg/rRKz5jpKn+1A6c6/Nlns\nlYJXaN76PGrjbWHfotZopb2Wb6V//+FcpL0UeWMspR/Odr/cUbyDDnlvCD1ScaR57Xqw60wF7bV8\nK/3uVHnU2owh7TNmmwPPi7obTId5XtRVgffWV1f9XSvFo4dGU5POqxxvNTatozxPHZZ6Wumjy5XG\nSuqQ0GV31zx0Um/V07eOvhU1nW4BLWYx21z8YtNOaX2Zd0zXl1NqNYhlzHpKLfV+Mc/zDu/3Osj4\nxHdc8NbRt/xit85S5xfzlcbKsGM0TsYELlo9ZtvjT0yfeFDR+eqw8/cGAKcBdI/lPWNNwOQoS11o\nCYd2E/DR3cDrI4Dn0oHXR8Bs0WHZ3hXebe5ZBjNvCcltwuKwYNme5T71l0s+vmzp5C4pZwxGC3Hp\nZ/EbriCJ5WdrzyInLQcKThH2Lc5WiI/4m/XEAwC6DAXKjrlfDsoYBAA4rTsdqEbYjM/NQLJKju9O\nV0StTUYcEWridyA3H1f9QTeJRw+Nxkd3N7bDcTAT2rSO2k0wQ8ByH11eHkCX3V1z6qTZYcbSXUvx\n5tE3o6bTTIsTAN/YtJkkkskXiu5WhBN/Ns3zi3nObm58rwUK7qO7m/x/4TsumJ493S929Va9X8wv\n37Mc07OnhxWjLA4ZLfaOE0J6AxgB4CeJyxMIIccIId8QQgYHqL+YEFJACCmoqmq9ddoBk6PSsr0L\nBko4lEgg06RlNyvhSqPQSteX2OCKJXe1HK0es8X7xMfxPcY0WaywtrBZ+R0A0K+5E4+uw4CGK6IL\nF4DO2s7ooOqAM7ozQSqGjkouw5R+WfjudCUEIbT9i9obrR6zzaG5id+u+kEMPoAQdFSphVaZIllG\n28TGgyG3z3CT0DEbjGDJ5M01S3DiG285aTl+8dc9ubtkTOak5Xi9ZjHKh5LWKAAAIABJREFUCEaL\nTDwIIckAtgBYSimt97l8GEA2pXQYgNcBfC7VBqX0H5TS0ZTS0VlZWbHtcBMETI7Sl3gXDJRwKJFA\nZtaXNCvhymw3SdeXeOLCkrtajlaP2eL9QLeRTQ689FY9KkwVked3VDQgWSVHt7Rm7l7bxblRYLn4\n1IMQggHpA3C6JnpPPADgvwZ1RlWDFUcv10W13bZCq8dsc2hu4rerfhCDDyAEHbWZYLI1SJYJJW+J\n6XToJHTMBiNYMnlzzRKc+MZbkb7IL/5KDaWSMelpe85ilBEKMZ94EEIUECcdH1JKP/W9Timtp5Qa\nnL9/DUBBCMmMdb8iJWBylLpD4IRFTyQSyDSKZKya8ELECVcauQarJq30SUpcKVmfJXe1E2xGoPQw\n0Gt8k8XcieURWumerTCgT6dkENLMDWC7DBOP5cfdpwZmDERhXSHsvL15bXswrX8nyDiC7SfZcqs2\nR7DE8VDrn9oKzHyjyXaC6qhCCw04rPTR5ZUBdNkXptMMAOLO5bPe8U8mVyaJ10OJ+RDK+MbbjpId\nfrGbpkrzi8mVk1ZiR8kOFqOMsCCUxm7JARFHI+8D0FFKlwYo0wVABaWUEkKuBvAJgF60iY6NHj2a\nFhQUxKTPoSAIPMwOMzQKLcx2k7hLOIi4ZlKpFb9JUGj9cjMaG3CIZVTJ4jcXchUETt7YpsPs3nm8\nWX3iZNJlqeC+RyT3SkCaOSpuPi0es+d2AB/8N3DXFqDPbwIWW39yPf5W8Dfsmr0LmZrw5/ujX/gW\n1w7ohFW3D29Ob0VeHQL0HCt+KAL45sI3WLZ7GT6++WMMSB/Q/Pad3PPPn1FUZcCeZdOaP2GKHa3e\nsdbW2YgQBH8dBprWZkEA7EZxMGcziuvm5apGjQ6g50F1VBDA8zaYqQNahRYmpy7LAuiy35+SeDrN\nYra5CLwYg66xgTIJAPUeLyi14gTCXUci5n3HHiGU8Y03tUwNC2/xij8AQcvEeYz60uox2x6JdYRc\nA+BuANd62OXeQAj5AyHkD84ytwM4QQj5BcBqAHObmnS0OoIAzlSNpI1zwT2fJR5Nzk3JpBIW/erz\n4jr2zXcCz2eJR3MtOABJyuSIE644TtZYX5kccNIBsOSudsGF3eKHk+8jdh9O6U6hk6ZTRJMOndGG\naoMNfTs1M7/DRZeh7qVWADAwXdzfI9rLrWYO74bLtWYcLmHLrdocvsm5AGCqAjbNFfV201zxtctO\nVBCc1+c5r88DTDWAtQFQNq3nQXWU4yBTqJHs1OVkZXLIk46Q2me0LQQeMFZ5jw2M1WIsep4z1Xjb\n4QYyS/AkhDK+8SbjZH7xF0oZBiMYsXa12kspJZTSYZTSPOfP15TStZTStc4yb1BKB1NKh1NKx1FK\n98eyT80mVOeUQNiMEi4Vi8TzDEa0uLBbTCp3PZIPwKmaUxiUOSiiW/xaLiaW9+2cHKRkiHQZBlQX\nutcvZ6dmI0WZgl+qfolO+05mDO4MlZzDF0dLo9ouIw4JptdS1z9/EDDVhq7pDEY0kBwbLBRjMdLx\nBoMRh7Dpabg01zklmEsFg9FczHVA2VHgqslNFjPajbiov+i2rg2Xk1f0AIDB3dIiqu9Hj9EAKHBF\ndE7hCIeRnUbiUMWh6LTvJEWtwG8GdsZXx8pg52OzeSYjTgim14Gud+wVuqYzGNEg0NigYy//cyw2\nGQkMm3iES3OdU4K5VDAYzaV4v7h/R5CJx+ma06CgGJwh6WAdlJNX6tE5VYWslMC7oodF91Hi8fJB\n96lRnUfhYv1FVJuro3MPJ7fkdUON0Ya956LbLiPOCKbXga7XFoeu6QxGNAg0Nqgt9j/HYpORwLCJ\nhxNBoDBYHRCo8xjI59/XIWLqk8DcD8VvIKwG77WXUgRzqYj8DxDvT4XQ+sFou1zYDcg1QffvOFVz\nCgAifuJxolSPIdF62gEA2nQgow9wuTE5dFRncTJyuOJw9O4DYGr/LHTUKvDRz5ei2m57J2QdbSkU\nWmDOBmDJEeAZnXics6Ex6VzK8efWNYC2o7geXkpPmda2eVoljpVJwGyfWJ29QYzFplyrBB6w1Ivx\naKkXXzMYcYw8eJG2jyBQ1BhtyN90BAcv6jCmdzpWzxuBjCQlOM7H9IDjAG0WMG8zoNA4E8V/Jz7+\nzB4vioI2K3ByOYgoMHM2AOo0wKJ3OlQ0w1zBlSD5ycIw+sFos1zYDWSPE515muCU7hQ6aSNLLDfb\neJyvMuC3Q7tG2ktpeowRHbkoBQjBwIyB0Mg1OFRxCDN6z4jabVRyGWaP7ol39l5Amd6MrmnMArK5\nhKWjLQlvA/6d762NLtx6vsnD1UoG8FZg42x/PQWY1rZxWi+OCSBIxKo2UxxvSDlSuRLStyxqrDPr\nHSApCwjDyIDBaEmYUgIw2XnkbzqCA0U1cAgUB4pqkL/pCEz2AN8cuBwi7GYx+SucxC+7SXROWdkb\n+HNH8bhpXvOSxZqb8M5oOxgqgcqTwFWTghY9WnkUwzKHRXSb0+X1ECgwpFtqRPUD0mM0YKwE6sQN\nORWcAsOzhqOgIvoWmXeN6wWBUmz6qSR4YUZQwtbRliAUbeQ4QJXidPxJEb85/uhu6TpMa9s8rRbH\nAWPLHNiRipnVMBIQNvEAoFXKcPCizuvcwYs6aJVBvjGIJNG8ucnpLdUmIzEp3C4e+/xXk8XKjeUo\nNZRiZOeREd3mZKmYWD6kexSXWgGNy8Mu/ew+NbbrWJytPYsKY3Q3/euZrsW0/p2w6eAl2BxsuUxz\niVhHY0m0NZppbZun1eI4kthiZjWMBIRNPACYbDzG9E73OjemdzpMtiDfcESSaN7c5PSWapORmJz9\nD5DSTdwTowlcORORTjxOlNYjPUmJrmnqiOoHpNNgQJUKFO91n5raYyoA4IfLP0T3XgDuHt8LVQ1W\nbD12Jepttzci1tFYEm2NZlrb5mm1OI4ktphZDSMBYRMPAFqFDKvnjcD4nAzIOYLxORlYPW8EtIog\n33BIJSb6Jn5Fo04wYtEmI/Fw2IDzu4B+M4AgO3IfrjwMrVyL/h37R3SrE1f0GNwtNfo7f8vkQK8J\nwIU97lO5HXLRM6Unvi3+Nrr3AjClbxYGdEnBGzvPwcGsdZtFxDoaS6Kt0Uxr2zytFseRxFaszGoY\njBjCkssBcBxBRpISb88fDa1SBpONh1YhC55I5ploLpX4Fa06AASBh9lhhkahhdlugkauEXcnFwRx\nbag2E5i7UXzEGmKbjDZGyX7A1gD0vS5o0UMVh5DXKQ9yLnwJsDp4nK1owMKJOZH0MjhXTQbObgP0\npUBadxBCcMNVN+Afx/6BCmMFOid1jtqtOI5g6W/64g8fHMa/j13BbSN6RK3t9kbEOhrbTkWo0R56\najWIAzlXHc/2XNfs0u0KVBB1W65xH9nuzvFNq8VxsLiTrCMTE8n96nhPkgKOHxiMVoApoBOOI0hW\nycER5zFUkXElmkslfkWpjiDw0Fl0WLIrH6M2jMKSXfnQWXQQBIfosLJpLvBCJ2DznaLDBZt0tE/O\nfAXI1UDOlCaL6a16nKs7h5GdIszvuFIPO08xvEeU8ztc9HYmxl9sfOpxS+4toKD4tPDTqN9uxqAu\nGNg1Fat3sKcezSViHY1tp8LTaEEATNWinj6fJR5N1Y22uRwnaqyxSrz2QidRg01VXta6AhVE3d65\nRNTtnUtE3aYsxuKdVonjYHEXsLMyQJ0qxrc6VXLSIT1+YLa7jNaBjU4TALPDjGV7luNg+UE4qAMH\nyw9i2Z7lMDvMzGGFISLwwKkvgL4zgj5m31MqDujHdRsX0a0OXawFAIzq3TGi+kHpPATQdBRtgZ1k\np2Zjco/J2PzrZpiiHN+upx4Xqo344Mfi4BUYbZtQnKtCKGN2mLFs9zJv3d69TNRtBsOXGDmmNTl+\nYDBaATbxSAA0Ci2OVBzxOnek4gg0iiTmsMIQKTkAGCqAwbcFLbqrZBcyNZkYmtl0AnogCop1yE7X\nolNKlBPLXXCcuNzq/E5xPw8ni4cths6iwz+O/SPqt5wxqDMm9snEy9vPoqrBGvX2GQlEKO5CIZTR\nyDXSui1ne8YwJIiRY1rg8QMbJzBaBzbxSADMdhNGdB7hdW5E5xEw243MYYUhcvIzcbfyfk3nd9h4\nG/aW7sWUHlMiWmtOKcWh4lqM7hWjpx0u+l0PNJQBZUfdp4ZnDcfM3Jl49+S72FmyM6q3I4TgzzMH\nw+Lg8eLXp6PaNiPBCMVdKIQyZodZWrfZN80MKWLkmBZ4/MDGCYzWgU08EgCNXINVk1ZiTJcxkBM5\nxnQZg1WTVorfnDGHFYbDCpz4FOh/fdBlVj+X/wyTw4Rrs6+N6FaFlQZUG2y4+qr04IWbQ98ZAAjw\n6zav0yvGrsDA9IF45PtHsGz3Mqw7vg7rT67HuyfexefnPke5sTziW+ZmJeP+ybn49Egpvj0V3T1D\nGAlEKO5CIZTRyDVYNXmVt25PXsWeeDCkiZFjWpPjBwajFWCuVgkAx8mQrk7H69NW+7tSROCQxWhj\nnNkKmHXAiLuCFv22+Fto5BqM7To2olvtKawGAEzsmxlR/ZBJygR6Xg38+jUw7Qn3aa1Ci39e90+8\ncfQNfHHuC3xz4RuvajIiw9wBc/HoqEehlCnDvu2S6X2w69dKLPvkF2xbOhmdU2O0nIwRv4TihBVC\nGY5wom5f+zpztWIEJ0LHy+DNNjF+YDBaAaaACQLHyZCkTAZHOPHoEo1IXLUYbYtD7wNp2UBO008x\nTHYTtl3Yhut6XweVTBXRrfadq8ZVmUno0bEFnqr1ux4oPwbUXfI6rVVosWzMMuyduxc//+5n7J27\nFz/d+RM+n/k5bu93Oz48/SHyd+bDLtjDvqVKLnr4W+wClm4+ylyu2iuh6GoIZTjCIUmR5HVkMAIS\no8/zgOMHBqMVYCrIYCQyNeeBCz8AI+8O+iH15fkvYXKYMKvvrIhuZbHz+LGoBtf0yYioftgMvlU8\nHv9Y8jIhBBq5BmmqNGgVWuR2yMVT457Cs+Ofxb4r+/DqoVcjum1uVjJeuHUIDhTV4IWvWL4Hg8Fg\nMBjRgk08GIxEZv/rgEwFjLynyWJ23o73Tr6HYVnDMDxreES32ltYDZONx4xBXSKqHzbpOUDPscCx\nj7zcrYIxq98s3DngTmw4tQE7SnZEdOtZo3rgvklX4b39F7GBWewyGAwGgxEV2MSDwUhUGiqAoxuB\nvHlAStOTgY9+/QilhlL8YdgfQEhkm2FtO1mOVLUc43Ja6IkHAAybA1SdAcp+CavaY6MfQ/+O/fHi\nTy9GvO/H//52IK4d0Al/+uIEvjpWFlEbDAaDwWAwGonpxIMQ0pMQsosQcooQcpIQ8rBEGUIIWU0I\nOUcIOUYIiWw75dZCEACrAaDOY7BdRhmMaHHgdUCwAxPymyx2xXAFrx95HRO6TcDE7hMjupXFzmP7\nyXL8ZmBnKOUt+H3F4NsAmRI4siGsagqZAk+NewoVpgqsPbY2olvLOII37xyJUb06YulHR/D9r5UR\ntcOIM5hmM+IVFpuMdkCsRxAOAH+klA4CMA7A/xBCBvmU+S2Avs6fxQDeinGfoocgAKYqYNNc4Pks\n8WiqYmLBiD21xcBP/xCfCGTkBixmdpixdNdSEELwzPhnIn/acaIc9RYHbh/VI9IeR4Y2HRh6h/hk\nx6QLq2pepzzc2udWbDi5AUV1RRHdXqOUYd29Y9Cvcwr+8MEh/FRUE1E7jDiBaTYjXmGxyWgnxHTi\nQSkto5Qedv7eAOA0gO4+xWYCWE9FfgTQgRDSNZb9ihp2E/DJQuDiHkBwiMdPFornGYxYsuM5gBDg\n2qcDFnEIDjy590mc0Z3Bykkr0T3Z979e6Gz8qQTZ6dqWXWblYtyD4v+pQ++FXfWRUY9Aq9DiLz/9\nBTSMPBFPUtUKvP/7q9G9gwb3vnsQ+85VR9QOIw5gms2IV1hsMtoJLbZmghDSG8AIAD/5XOoOwNMv\n8zL8JycghCwmhBQQQgqqqqpi1c3wUGqBkgPe50oOiOcZ7Z6YxWzhd8CJT8QlVmnSkwmH4MATe57A\nt8Xf4rHRj2FKzykR3+7nCzr8fFGH+RN6g+Mie2LSLLoMAXKmAT++JS4/CIN0dTryR+Tj5/Kf8Z+L\n/4m4C5nJKmxePB7Z6VoseO8gdrXRZVdxqbPRhGl2m6PNxCyLTUY7oUUmHoSQZABbACyllNZH0gal\n9B+U0tGU0tFZWVnR7WCk2ExA9njvc9njxfOMdk9MYtZcB/w7H8gaAEx+TLKIXbBj2e5l2HZxG/44\n6o+4Z3DTjldNIQgUf/vPGWQmK3Hn1dkRt9Nspj0JGCuBfa+FXfX2frdjYPpA/O3g32C0GyPuQlaK\nCpsWj0PfTslYvL4AX/5yJeK24pW41NlowjS7zdFmYpbFJqOdEPOdywkhCoiTjg8ppZ9KFCkF0NPj\ndQ/nufhHoQVuXyc+Di05IIrE7evE8wxGtBEE4LP7AUMFMHsDIPffBNDisODx3Y/j+0vf4/HRj3tN\nOiilqDPZIVCK9CRlSPkeG34sxsGLtVg5ayg0ylbcdKrnGGDILNE+eMRdQMdeIVeVcTI8Oe5J3PX1\nXVhzdA0eH/N4xN1IT1Ji46JxuG99AfI3HcElnQkPTs2NOHeG0cIwzWbEKyw244JDhw51ksvl7wAY\nAub82lwEACccDseiUaNGuZcJxHTiQcRP43UATlNKXwlQ7EsADxFCNgMYC0BPKU0M70qOA7RZwLzN\n4uNQm0kUCbZ7OCPaUArseBY4uw244SWgxyi/InqrHvk783Gk8ghWjF2BeQPmobLegk+PlGLH6Qr8\nckkPm3MnbqWcw6CuqZjcNxNTB3RCXo8Ofsuovjlehue2nsLU/lmYPbqn3/1anN88CxR+C2xZBCz4\nGpApQq46PGs4ZvebjQ2nNmBSj0kY13VcxN1I0yqwYdHVWPbJMfztP7+ipMaEP88cDLWC7QYc9zDN\nZsQrLDbjArlc/k6XLl0GZmVl1XIcF1liIAMAIAgCqaqqGlReXv4OgFtc52P9xOMaAHcDOE4IOeo8\ntwJANgBQStcC+BrADQDOATABWBDjPkUXjgNUyeLvriODEU0oBXa+IC4zGr0QGLPIr0i5sRwPfPcA\niuuLsWrKKvTRTsTyT47hsyOlsPECBndLxT3je6FbBw0IAa7UmXGouBZv7DqH1TvPIStFhekDOmFw\nt1SAEOw/V41vTpRjeM8OeOPOkfHxjX6HbODm/wM++T3wnyeB364UE+xD5LExj6GgogBP7HkCm27c\nhC5JkW+EqJLL8H9z8pCdrsXrO8/hWKkeb9w5ArlZTAPiHqbZjHiFxWY8MIRNOqIDx3E0KytLX15e\nPsTzfEwnHpTSvQCaHBlQ0Wrmf2LZDwYjYbHUizkdJz8Tdye/4SW/wfb+K/vxxJ4nYOWtWDJ4Jbbs\n7ohvT/0AlZzDnDE9sXDiVeidmSTZvN5kx65fK/HtqQp8dawMmw+KPg8dtAo8NK0PlkzvA5U8jr7J\nHzILKD0MHHgD4GTAjBfEYwho5Br8bcrfMP+b+bhv+3149/p3kanJjLgrhBD8cUZ/5PXsgMc+/gW/\nfW0PHpiSiwem5rKnHwwGg5GYcGzSET2c/5Zej+1inuPBYDAiwG4Bjn8sPukwVorLjK5Z6jXpuNxw\nGWuOrsG/i/6NLFUvpOr+B3/+lw0dtTrkT++L+eN7ISPZPw/EkzStAreO6I5bR3SHIFBUGawQKEXn\nFHXrOFiFwowXRLvJH9cAV44Av10FdB0WUtV+Hfvhrd+8hcXfLsacf8/B89c8jwndJzSrO9MHdsa2\npZPxwlen8dqOQmz8uQTzx/fC7DE90SlF3ay2GQwGg8FoS7CJB4PRmvB2wNog/jSUAZWngcsHgV+/\nAcw6oNsIGGa9DX1mP9RVFaG4rgxHKk6ioPJHnDccAqgMdt00FFVNQ9+sdLz431fhthHdI/rGneMI\nOqcmwECZEHGZVfdRwFePAX+fBPS6Bug7A+g8RNxQUZ0GqFIk80DyOuVh/W/XY9nuZbj/u/uRl5WH\nGb1nYGjmUHRJ6oJMTSbkXHjS2DlVjdfnjcBdY7Px5vfn8dL2s3j527MY0bMDxlyVjkFdU9GjowZZ\nyWpkJCuhVsggi9eJHYPBYDASjilTpvTZsmXLhczMTL61+9IUbOLBYLQWJz8HPp7vf17dAejzG2DE\nXbjU4Wpcv+VmcCpvf3rBmgnBMBV9NDMwaVAf3DC0KwZ3S42PXIyWYthscbJRsA44vgX47k/+ZRZ+\nJzpi+TAgfQA+uukjfFr4KTaf2YxVB1e5r7085WXM6D0joi6NzcnA2JwMnKtswDfHy7HjTCXe3XvR\nndTvSYpajuPPXhfRfRgMBoPB8OSHH34419p9CAUS6W6+rQkhpApAcQhFMwG0tW2G2+LfBMT276qm\nlF4fo7ZDIoyYjZR4jIt47BOQGP1qDzHrSzy+L6xPoZEJ4Eycx2w8/rsFIpH6CiRuf/109pdffrk4\nfPjwmP0t9fX13C233JJTVlamFASBLFu27Mqzzz7b4+abb67duXNnqkqlops2bSoaMmSI9cqVK/IF\nCxb0Ki0tVQLAK6+8UjJjxgyjXq/nFi5cmH3s2DEtAKxYseLKvffeW9e9e/ehBQUFp7t27epYs2ZN\n+ltvvdXZbreTkSNHGtevX18MAHPmzOl97NixJEII/d3vflf9pz/9Kea74f7yyy+Zw4cP7+16nZBP\nPCilIe0SRAgpoJSOjnV/WpK2+DcBbffvchFqzEZKPP77xWOfANavUIl1zPoSb38/wPoUKs4+teqk\nA2g6ZuPx3y0QidRXgPU3HD799NPULl262L///vtzAFBTUyN79tlnkZaW5jh79uypN954I2PJkiU9\nd+3ade7+++/v+eijj1Zcd911hsLCQuV1113Xt6io6OT//u//dk1NTeXPnj17CgCqqqq81lYfPnxY\n/cknn6QXFBScUalU9K677speu3ZtxvDhw81lZWWKwsLCkwBQXV3dKi4oCTnxYDAYDAaDwWAwEomR\nI0ean3zyyZ4PPPBA95kzZ+qvv/56AwDMnz9fBwD33Xef7qmnnuoJAPv27UstLCzUuOoaDAaZXq/n\ndu/enbp58+Yi1/msrCyvnI5t27alnDhxQjt8+PCBAGCxWLhOnTo55syZU3fp0iXV/Pnze9588836\n2267rb4l/mZf2MSDwWAwGAwGg8GIMcOGDbMePnz41JYtW9Kefvrp7t999109AHAeG0USQigAUEpx\n+PDh01qtNqycCEopueOOO2refPPNUt9rJ06cOPXZZ5+lrl27Nuujjz5K//jjjy827y8Kn7a+JeY/\nWrsDMaAt/k1A2/27Wop4/PeLxz4BrF/xSjz+/axPoRGPffIlEfroIpH6CrD+hszFixcVKSkpwoMP\nPqh79NFHy48ePaoFgPXr16cDwLp16zqOGDHCCAATJ06sf/HFFzu56u7fv18DAFOmTKl/9dVX3ed9\nl1pdf/319Vu3bu1YWloqB4CKigrZ2bNnlWVlZXKe53HvvffWvfjii6XHjx/Xxv4v9ichk8sZDAaD\nwWAwGIxoEuvk8i1btqQ+8cQTPTiOg1wup2vWrCmeN29e7i233KLbsWNHmlKppJs3by4aMmSItays\nTL5o0aLswsJCNc/zZOzYsQ0bN24s0ev13IIFC7KPHz+exHEcXbFixZX58+d7JZe//fbbHV9++eWu\ngiBAoVDQ1atXl2i1WmHhwoW9BUEgAPDcc89dnj17dsyXW/kml7OJB4PBYDAYDAaj3RPriYcUnhOG\nlrxvS+E78WjrS60YDAaDwWAwGAxGHMCSyxkMBoPBYDAYjFagtLT0eGv3oSVhTzwYDAaDwWAwGAxG\nzGETDwaDwWAwGAwGgxFz2MSDwWAwGAwGg8FgxBw28WAwGAwGg8FgMBgxh008GAwGg8FgMBiMBGL1\n6tUZFy9eVLR2P8KFTTwYDAaDwWAwGIwwEQSabrA6hgqUjjJYHUMFgaa31L0/+OCDzJKSEjbxYDAY\nDAaDwWAw2jKCQNNrjNZe971foOz35De47/0CZY3R2qs5k4/6+npu6tSpffr37z+ob9++g99+++2O\ne/bs0Y4ZM6b/4MGDB06cOLFvcXGx4t133+144sQJ7T333JMzYMCAQQaDgXzxxRcpAwcOHNSvX79B\nd9xxR2+z2UwA4MEHH+yem5s7uF+/foMWL17cAwA2btyYNmzYsAEDBw4cNGHChH6XLl1qse012M7l\nDAaDwWAwGIx2Tzg7lxusjqH3vV+gPFBU4z43PicDb88fbUtWySPam+O9997rsG3btrTNmzcXA0BN\nTY3sN7/5Td+vvvrqXLdu3Rxvv/12x+3bt6d9/PHHF6+++ur+L7300qXJkyebTCYTycnJGbp9+/Zf\nhw0bZr3tttt6jxgxwrR48eKacePGDSwqKjrBcRyqq6tlmZmZfFVVlSwjI4PnOA6vvPJK5unTp9Vv\nv/325Uj6HAzfncvZBoIMBoPBYDAYDEYYaJUy5cGLOq9zBy/qoFXKlJG2OXLkSPOTTz7Z84EHHug+\nc+ZMfUZGhqOwsFBz7bXX9gMAQRCQlZVl9633yy+/qHv06GEdNmyYFQDuvffemjfffLPTE088UalS\nqYQ5c+b0vummm+rmzJmjB4ALFy4ob7311h5VVVUKm83G9ezZ0xppn8OFLbViMBgMBoPBYDDCwGTj\nbWN6e6+qGtM7HSYbb4u0zWHDhlkPHz58aujQoeann366++bNmzv26dPHfObMmVNnzpw5dfbs2VP7\n9u0rDLU9hUKBo0ePnr799ttrt27d2mHq1Kl9AeChhx7KfvDBByvPnj176o033ii2Wq0tNh9gEw8G\ng8FgMBgMBiMMtApZ6ep5ecL4nAzIOYLxORlYPS9P0CpkpZG2efHiRUVKSorw4IMP6h599NHygoKC\nJJ1OJ//uu++SAMBqtZKCggI1ACQnJ/N6vV4GAMOHD7eUlpYqT5zF7VlpAAAgAElEQVQ4oQKA9evX\nZ0yaNKlBr9dzOp1ONmfOHP3atWsvnTlzRgsADQ0NsuzsbDsAvPfeexnN/bcIB7bUisFgMBgMBoPB\nCAOOI7qMJBXenj+6u1YpU5psvE2rkJVyHNEFry3NoUOHNE888UQPjuMgl8vpmjVriuVyOc3Pz89u\naGiQ8TxPHnjggYrRo0db7rnnnuolS5b0evzxx4WCgoLTa9euvXjHHXfk8jyP4cOHmx577LGqyspK\n+U033dTHarUSAHj++ecvAcCTTz55Zd68eblpaWmOiRMnNpSUlKii9e8SjIRMLr/++uvptm3bWrsb\njMSBtHYHWMwywoTFLCPRYDHLSDT8Yjac5HJGaPgmlyfkUqvqahYTjMSCxSwj0WAxy0g0WMwyGPFP\nQk48GAwGg8FgMBgMRmIRFxMPQkh/QshRj596QsjS1u4Xg8FgMBgMBoPBiA5xkVxOKf0VQB4AEEJk\nAEoBfNaqnWIwGAwGg8FgMBhRIy6eePgwHcB5Smlxa3eEwWAwGAwGg8FgRId4nHjMBbDJ9yQhZDEh\npIAQUlBVVdUK3WJEgkAFGO1Gr2N7IZFjtj2/b+2ZaMfs27uLMP+fP4MXEs89kZEYJLLOtkfYZwsj\nriYehBAlgFsAfOx7jVL6D0rpaErp6KysrJbvHCNsBCpAZ9Fhyc4lGLVhFJbsXAKdRdduhCZRY7a9\nv2/tmWjH7F++Po0fzlbhTHl9FHrHYPiTqDrbHmGfLa3D0qVLu33++ecp4dbbunVryrRp0/pEuz9x\nNfEA8Fv8f/bePD6KKt3//5zqvTthCQQUMCxCQFBITFADgiLjKC7oACooy8xPhbk44HIVrjMOvwwu\nXNBxAWVE8ToKCiqgIOo4o6KgRllkFWQPmyyBQEh6767z/aNS3V3dVd2dpDvdnTzv1yuvpKtOnTrQ\nTz11znk24CfO+clUD4RoOE6fE9PWTsOGExvg4z5sOLEB09ZOg9PnTPXQiCjQ90YkAp8/OJk4Ukmy\nQxDNnSb5bhHFHLirLwMXi+CuvgyimJOaYYjw+/2q51588cVfb7/99upkj8Hr9cbVLt0WHmOg4mZF\nZCYWvQWbT25WHNt8cjMsekuKRkTEA31vRCI4We0O/H3sXAZPLAiCSAhN7t0iijlwVHTGkjFGPJkL\nLBljhKOic0MWH5MnT+44a9asgOnukUce6TBjxoz2f/3rX9tfeumll+Tn5/d++OGHOwDA7t27jV26\ndLn0d7/7XZf8/Pw++/fvN44cObJLjx49+uTn5/f+29/+1g4ARo4c2eXNN99sDQDffPONtbCwsFfP\nnj17X3bZZZecPXtWcDgcbNSoUV3y8/N7X3LJJb0//vjjCOvIyZMndb/5zW8uzs/P792vX79eP/74\no0Ue3+2339718ssv7zVixIiu8fwb02bhwRizAbgewIpUj4VIDE6fE5P6TcKK4SuwZdwWrBi+ApP6\nTcrs3Y1mgNPnRGH7QsWxwvaFiu8tHf1003FMzZnjIYuNX2nhQRBNjnh0bug5h9cR892SUXjtHbHs\nXgHl6wDRB5SvA5bdK8Br71jfLu+5557KFStWBBYuK1eubJ2bm+vbt2+fedu2bbt27dq1c8uWLdbP\nPvssCwAOHz5s+tOf/lSxb9++n0+ePKk/fvy4Ye/evT/v2bNn5wMPPHAmtG+Xy8Xuueeei1988cXD\nu3fv3vnNN9/szsrKEmfPnt2OMYY9e/bsfPfddw9MnDixi8PhUFR1nzZtWod+/fo59uzZs/PJJ588\nNmHChMAiY+/evea1a9fu/vjjjw/G829Mm4UH59zOOW/DOa9K9ViIxGDSmTCyx0jMWj8LxYuLMWv9\nLIzsMRImnSnVQyOiYNFbMGfwHPS/oD/0TI/+F/THnMFzArtS6einm45jau6cdwXN7lXO+EzwBEFk\nBvHo3PA2i3ctxuxBszXfLRmH0WbE4TLlscNl0vF6MnDgQOeZM2f05eXlhrKyMkvLli3927dvt6xd\nu7ZF7969e/fp06f3/v37zb/88osZAC688ELP0KFD7QDQq1cv95EjR0wTJky4aNmyZS1at26t8L3a\ntm2buV27dt5rrrnGAQA5OTmiwWDA999/nzVu3LgzAFBYWOjq0KGDZ/v27ebQa9evX5997733ngGA\n4cOHV587d05fWVkpAMCNN954LisrK+4MImlRx4NoWohchNPnBOcc09dNx4YTGwAAG05swPR10zF3\nyFxkGbNSPEpCC4EJyDHnYN5182DRW+D0OWHRWyAwaZ8i1E8XQMBPd95182Az2ALfv9q1ySLWmIjG\np9rlAwAYdQItPAiiiaGlc+cOmQurwRqwYoS2eWXLKwCgaNMY74ek4bF7kFdiRPm64LG8Eum4qc6x\n3AGGDx9+dvHixa1PnDhhGDFiROWhQ4eMDz300PHHHnvsdGi73bt3G61Wa2Cll5ub69+xY8fODz/8\nsMWrr76a+9577+V88MEH5fUeSJzYbLY67fBl6LdNpCuhOxxWg1XVn9NqsKZodES8CEyAzWBT/JaJ\n5qebKstDk/MdbgLIC49OrS208CCIJoamzjVYArpfrc2CrQtgNVhV3y0Zh8F2DKPeENFlECDogS6D\ngFFviDDYjjWk27Fjx1YuX748Z/Xq1a3HjRt3dtiwYecXLVrUtqqqSgCAgwcPGo4dOxZhODh+/Lje\n7/fj97///blZs2Yd2759u2Ky1bdvX9epU6cM33zzjRUAzp49K3i9XgwcOLBm8eLFOQCwbds20/Hj\nx419+/Z1hV575ZVXVr/55pttACnbVevWrX05OTn1erGTxYNIKKG7IOc951HYvjCw2wFI/pwOr4Ms\nHhmMHAMS/r2q7XA1luUh2pjI4pEa5IVHx9YWVIQEmhMEkflo6dwD5w4EMlYdrT7atPWyIFTCmguM\nWdIRRpsRHrsHBtsxCEJlQ7otLi522e12oX379p7OnTt7O3fu7P3555/N/fv37wUAVqtVfOeddw7q\n9XqFe1N5ebnh3nvv7SKKIgOAmTNnHg09bzab+TvvvLN/6tSpeS6XSzCbzeLatWv3TJs27dT48eM7\n5+fn99bpdFiwYEG5xWJR9D179uxf77nnni75+fm9LRaL+M9//jOueA41GOeZV9ipuLiYb9y4MdXD\nIFQQuYiiRUXwcR/+p///4Lddfovp66Zj88nNKGxfiNmDZiPHnAOdoGvMYbHYTZJLU5JZ2aoxbe20\nwPc6Z/Ac5JileDj5+5fRMz02jduU1J2taGPK0B21jJfZZz//Ba9+cwC3F3RE2f7T+P7xoQkcHZGG\nZLzMEvGjpnNnDpiJuZvn4rODnwEAbu56Mx7t/2g66+UImd26dWt5v379Tqs1JurH1q1b2/br16+L\n/JksHkRCCd0F+d8N/wsAeOHaF5BtzIbD64BFb2nsRQeRYKLFgNi99pTscMWKSyEan2qXD9lmPbLN\n+oD1gyCIpkG4znV4HVi8a3Fg0QEAp5ynYDPYSC8TCujbJxJKeEakL498Ca8o+XdnGbOgE3SU9rQJ\noBUDEisjFtF8qKldeFiNOji8fmSidZ0giPhgjGFMrzERut+kM2nGCxLNE7J4EAkl1s5zE3SJIUJI\nleWB5Cr9OO/yIctkgNWog1/k8PhFmPRk7SSIpoCWzn1l6Csw6Uxk3SA0IYkg6kwsi0W0jEihwedy\nANq0tdMyt4AQESEPABp9h4vkKv2odnmRbdbDYpT2t1wesmwSRKYQ6z2vpXNFLpJ1g4gKSQVRJxqa\nLpXSnjYt0qVwH8lV+mH3+JBl0sNikKwcDi/FeRBEJhCPXiedS9QXWngQdaKhO8ty8HkooalYicwi\nXSwNJFfph8srwmwQYDXWLjw8/hhXEASRDsSj10nnEvWFFh5EnWjoLgcFHzct0mXXi+Qq/XB5/TDr\ndbDULjyctPAgiIwgHr1OOrfxKC8vN9x4443d6nrdXXfd1XnTpk3maG3mzJmT+/LLL7ep/+jqDgWX\nE3WioYXaKO1p0yJdCveRXKUfbp8Ik0EXsHg4vbTwIIhMIB69TjpXQuRijtPn7GjRW4xOn9Nj0VuO\nCaxhBQTD6dKli/df//rXgfDjXq8XBoNB87r33nvvUKy+p02bVtHA4dWZ5iUhRL2RA8wsegteHPIi\nHih4AHqmxwMFD+DFIS/CoreoBqCpBahFCz4nMgMteeh/QX+8cO0LijaJjPeIFvBIcpVeuLx+crUi\niAxEy5ph1pkbnEgknnT6mZJyX+RiTqWrsvOUr6YYa2NhjJWuys4iF3Pq2+fkyZM7zpo1K1f+/Mgj\nj3SYMWNG+x49evQBgLlz57a57rrrul911VX5AwYM6On3+zF27Ni8rl279hkwYECPa665pvubb77Z\nGgCuuOKKnmvXrrUCgNVqLZwyZUrHnj179u7Xr1+vI0eO6EP7B4AdO3aYBgwYkN+zZ8/evXv3vuTn\nn382VVVVCSUlJfm9e/e+JD8/v/fixYtbNeT/DKCFBxEH4YFmD615CKN6jMKGsRswqscoPLTmIdUA\ntHQJPCYSi5Y8bBy7Ea8MfQVe0ZuU75zkKbNwe6X0uWaD7GpFweUEkQmEWjM2jduEedfNQ2tTa5x1\nn22Q/o1Hh2eSnnf6nB2nrZ0mhMXCCE6fs2N9+7znnnsqV6xYEVi4rFy5svWAAQPsoW1+/vln68qV\nK/dv2LBh99tvv936yJEjxn379v28dOnSg5s3b85SHavTKZSUlNTs3r17Z0lJSc28efNyw9vcfffd\nXf/4xz+e2r17986NGzf+kpeX57VareInn3yyb+fOnbu++eabPX/+8587iWLDvou0WHgwxloxxpYx\nxn5hjO1ijJWkekyZRjJ3CJw+J5btWYbHr3gcG8duxONXPI5le5fB5XNh2jrtALR0CTwmEovq97pu\nGlx+F0QuxvzOw2XVL/rjkl2Sp8xBrtshWTwkj16yeBBE5uLyuxqsf+MNWs8UPW/RW4wasTDG+vY5\ncOBA55kzZ/Tl5eWGsrIyS8uWLf1du3b1hLYZNGjQ+fbt2/sBYN26dVkjRow4q9PpkJeX57vqqquq\n1fo1GAx89OjRVQBQVFRkP3TokGKMZ8+eFU6ePGkcP378OQCwWq08OztbFEWRPfTQQ53y8/N7Dxky\nJP/UqVPGo0ePNihMIy0WHgBeAvAvznkvAP0A7ErxeDKKZO8QmHVm3NLtFsxaPwvFi4sxa/0s3NLt\nFlgN1qgBaOkSeEwklmjfa6zvXEtWF+1cFFN2SZ4yB7dPWmSYKcaDIDIONT2dCP0bb9B6puh5p8/p\n0cjs5dG4JC6GDx9+dvHixa3feeednBEjRkTEi1it1jpP7vR6PRcEQf4bPp+PxXPdggULcs6cOaPf\nvn37rl9++WVnmzZtvE6ns0Frh5QvPBhjLQEMBvAGAHDOPZzzc6kdVWbRkB2CWJYSkYtw+pyY8f0M\nRf8zvp8Bh9cRNZ0epdtrmkT7XmN952rWs+V7l2No3tCYskvylDm4vJIeMesFympFEBmG2pziaPXR\nmPo3nqKDk/pNworhK7Bl3BasGL4Ck/pNUvShNa9weB1J+Jc2DIvecmzO4DliWCyMaNFbjjWk37Fj\nx1YuX748Z/Xq1a3HjRt3Nlrbq6++uuajjz5q7ff7ceTIEf2PP/6YXZ97tm7dWrzgggs8ixYtagUA\nTqeTVVdXC1VVVbq2bdt6TSYT//jjj7N//fXXeltzZFK+8ADQFUAFgDcZY5sZYwsZYxHpcBhjExlj\nGxljGysqGj0IP62p7w5BLEuJfD6aZSNaOr3mnm6vqcpstO/VrDNj9qDZinOzB82GWSdl9NOynnVt\n2TXQv5bsNnd5agwSJbOhFo9AAUFaeBBJoKnq2VSiNqeYv2V+VP0bj+eFWWfGyB4jFfp/ZI+RgfeD\nfO+ZA2Yq7jNzwMy01PMCEypzzDmH5l03z1MbC+PJMeccamhWq+LiYpfdbhfat2/v6dy5szda2wkT\nJpy98MILPd27d+9z1113de3Tp4+jVatW9VK2ixcvPvjKK6+0y8/P711cXNzryJEj+vvuu69y69at\ntvz8/N5vvfVWm65du7rq968KwjjnDe2jYQNgrBjADwAGcs5/ZIy9BOA85/yvWtcUFxfzjRs3NtoY\n0x27144pX01RpL7rf0H/iDR38m8AgR0GretsBlug38eveBxfHv4SQ/OGolvLbjhQdQBfHv4S43qP\nU+0/NLOFbDFJcbq9uEyKySTdZbau35NWe7vXjn1n96Fbq24BGTpw7gC6t+4Om8GGGk8Npq6ZGiFz\nz1/7PAYtHRT4LMtgQ8eZwWS0zB48bceQ577GC3f1w+8KO6H7nz/FxMHdMO3GXgkeJZFGZLTMNjei\n6VKtOcUrQ1+ByMV6X+PwOlT1f6i+t3vtWLRzkep8Iwkp2iNkduvWreX9+vU7negbJZOqqiqhZcuW\n4okTJ3T9+/e/5LvvvvslLy8vbbJ5bN26tW2/fv26yJ/T4Y19FMBRzvmPtZ+XAbg8hePJOKKlvgvf\ngaj2VAeOmXXmuGI01h9fr7lLESuFKaU4TX/qEyOk9b2adCZ0yOqAB9c8iKJFRXhwzYPokNUBJp0J\nADStZy2MLeKyYpA8ZQau2ngOs16ydpgNuoD7FUEQqSWWzteyXBsFo6b+VbOStLO0CyxIihYVwWKI\nL8ZjVP4oxXxjVP6otLR4pAvXX399j169evUeOHBgr8cee+x4Oi061Eh5AUHO+QnG2BHGWE/O+W4A\nQwHsTPW4MgmtQj6hfpoAsOHEBlS5q1BaVooNJzbgQNWBqEWCZJ/6Ky68AtPXTVf0M33ddGmXQmi8\nInFEclCTk2lrp2laHaLh8rlUZWXukLnIMmZpFqZyeB3YNG5TU7diNBsCCw9DcOFBweUEkR7E0vku\nvwvL9y7H41c8HrA6LN+7XLI6aLzz1XT75ILJivscOBd9zgFQYcL6sH79+t2pHkNdSPnCo5YpAN5h\njBkBHADwhxSPJ+OQdyAABH6r7UB0zOqI31z0Gzx/7fNoYWyBF4e8iHd3vYsFWxegsH0h5gyeA4EJ\nAdPonMFz0NrcOmOyTBB1J5FZRLQsGlaDNXCvOYPnYNraadh8cjMK2xcGCg4CAOccnPM0cNogGoJs\n3TAZpMmC2SDATQsPgkgLYul8i96CBVsX4JUtrwTO65keE/tOjNrnC9e+gCp3FTpmdcSxmmPomNVR\ncZ/Xt7+Opwc+jb9895eA/k/DOD1RFEUmCEJq4xCaCKIoMgAKc3daLCE551s458Wc876c89s551Gj\n+In4UMsCVOOpwfVdrscjXz8SUfyttKQUz214Dg98+QAqXVJsVI45B04vZRNqyiQyW1Q8GUkMggGl\nJaXYOHYj/n7N3+H1ezF1zVQULSrC1DVTUemqhF+kSWomExpcDgAWsngQRNoQT/bB+rwTvKIXpWWl\nKF5cjNKyUpx1ncWkfpMUbYw6Y0D/l5aUwiAYFOfToIDgjoqKipa1E2aiAYiiyCoqKloC2BF6POXB\n5fWhuQeQqQWFcc7h9DlhNVjh8DogMAFmvRl2rx0//PoDpq2dhsL2hXhpyEt4cM2DEcFdL1z7Aq5e\nerXimGx2lRVB6C71nMFzkGPOyRTzZ8oVSDrLrNr3+8K1L0Av6DVN3X7Rr5A3vaCHUWeEx+9Btaca\n09dND/Z1zQvQ6/SB4MLFuxYHdtLWjV6HR75+RDXYEEBzNrFntMz+a8cJ/HHxJnwy9Wr06dASt877\nFm2zjHjzD1ckeJREGpHRMtuUiJWEI9Y7vT7v/GhB4WecZ9AxqyNqvDVY8ssShSXl+WueR0mHksC7\nhDEWNelNgomQ2U2bNrXT6/ULAVyKNNmcz2BEADt8Pt99RUVFp+SD6eJqRcSJ1iTR6/di2rrgsacG\nPoW5ZXNxynkKswfNxoaxG+D2uzVNrNnG7IhjsvmTfC6bNuHfr9vvht1rx8NfP6z60vGLflS6KhWL\ni9mDZuM/5f/BF0e+wNwhczF3yFxYDVa4fC44fA48/FWwr5kDZuJA1QF8dvAztDC2UJVHs86M+/9z\nf6YtcIlayOJBEKkhnkVDPO902TItu02FWybCkVOlz/h+RvC+g+bA6XOitKxUVf//T///QUG7Akxd\nMzVwfuFvF6bUtbt2gjy8UW7WTKG3eYahVtinyl2FaeuCx9pa2sIn+vDMoGcCBdpcPin1spYrjN1r\njzgWalalbEJNm9DvVeRi1IKUTp8zEEAun5++bjpuuvgmbDixAWW/lgX6VetrxvczcP9l9wMAznvO\nq8rjgaoDdSqESaQX4cHlJoNAWa0IohGIt6BwtHe60+fE+uPr0cLUAowxtDC1wPrj66PqYrVCww6f\nI6r+v/nimyPeJfEUKiQyG5o9ZhhaAePysWFdh2Fq4VSUlpWiaFFRoECbRW/BlK+maBbnseqtVJiN\nABA78DBaStzQHayiRUWabS9udTH0TI8NxzdEpG2cOWAmXt/+esR9icwhtHI5IKfTJYsHQSSbRCQL\nMelMKGhXEIgFfeTrR1DQriCQFl0NNV0fHlwuj6Vbq27QM72qxTtWoUIi8yFXqwwjPGXdsK7DUOOt\nwcZxG3Hg3AHYDDY88d0TijR5M76fgZeGvIQNJzbgWM0xfHrwU0WavNUHVmNEjxGBTFcOr4NcqZox\nWilv5ZSHstUs/Px5z3ncfPHNipgN2aIRLX2uSWcKuGadcZ6B2+/GrKtn4f7L7seXh79UpFokMoNw\ni4eFFh4E0SjE0t/xECstuhoOrwOT+k1SxHhUuiojxjKp3yQ4vU5sGrcpcE1ozMcp5ylY9VZy7W7C\n0DeZYYQWC7y568146PKH8PDXD6N4kVRox6gzop2lneKazSc3BxTO/C3zI4rzDL94OAQIgd2NqWum\n4qz7bGNmkSDSCK2ClKGpFtWKS326/9OIHawsQ5ZqW7M+WHxSL+iRZcyCnOhixvczIgpVEpmF21eb\nTlcfTKdLrlYEkXxi6e94iJUWXQ2z3hxRaBgAXrj2hcBYHih4ACN7jFRkMRzZYyQeKHhA8X4w6Uzk\n2t2EIYtHhhEaFAZAkf1B9uUsLSnFJwc/CVxT2L4Q+8/tByDtJtgMtsBuwtHqowAQiBEJ7SdJWSSI\nNCdW4KFO0CHHnBOwUshZrUZfMjrCGlLjrVEtRDX2krERO2cuv/ouGxWqzDxcXj/0AoNeJ8kMBZcT\nROOQiGQwWlZth9ehafGIZiWRx+LwOjB1zVTVNhP7Tgx4W+gEXQP+B4h0h5aRGYi8C6Dly9kpu5Ni\nt+OpgU/hje1vBHY+5N0EQNrZaG9rTwUCCQXhgYeAlC5R5CLsXjsYY8gyZkFgArKMWQELRrg1pIWx\nBRZsXYARq0agYFEBRqwagQVbF8BqsAb6ki1riSxkSKQWl1cMuFkBFONBEI1JQ5PBaFm15RT94bob\niG4lkccQrY38LqFFR9OHLB4ZjJYvp91rD6TBq3BWINuYjWcGPROx8yHvjGjtbpBvPQHEl55RRs0a\noiZbR6uP4raPblP0lQjfZCI9cPn8MBuCsmE26OD2iRBFDkFIebkHgiCioKbHzXozzrnPab4H4tHf\npOMJgCweGY2qL+egOXhn1zu4+cObUbCoAM9veh5nnGcU14XuVsiLEcoiQWgRb3pGLeYOmRthgXt5\ny8sRfZEcNh1cXj9MeqXFAwjGfhAEkd7oBJ3Cqu32uyPeA8v2LIPD6whYPkLjOdT0t8AEPHP1M4o2\nz1z9DMVwNDPI4pHBqPlymnVmLNi6AEAwta6ioM/gOTAIhojicK1NrSmLBKFKXVygtIoLzh86H0ad\nEU6fE0+WPYnPDn4W0RcVqmw6uL0iTCEWD0vt306vHxYjuVIQRKYR/h4Y1nUYbul2i6L435zBc/DK\n0Fdg0plU9bdRMELP9IrChHqmh1EwpuKfRKQIWnikIT7RB5fPFaj8LEKEVW+FU05z63UCBisgCAEf\nTnnHgTGGlbevxMtbXsb9l90fKOgDKIPP1QLJCUINp88ZkSbR4XXA4XUEzPByQKDT59QMJjfqjOCc\no0vLLor+Q03toTElZHrPXNw+P8wqFg+K8yCIxifUuyGwIOAAvA7AaAU8jsCcQusagQmK90C1t1qR\nOj10LhGqx0Nx+pyKRDYA0P+C/gGXLtpsah4k5dtljA1gjN3NGBsv/yTjPk0Rn+jDWddZTF0zFX9e\n92ecc5/D1K+k1HNT1kxFZc0xiD/MBxwVgCgtNmQf/ClfTUHRoiKUlpXiocsfQrdW3VR3qjtmdYw4\nJhcYLFpUhClfTUGlq5LS6RIApGJS4WkSO2R1wOJdiwMpEStdlfCLflj0FtzS7RZFW7mAZbT0iZQy\nt2nh9iktHvLCgzJbEUTjEj4/CLzf3VXAktHAk7nS7yhziilfTYHda8eYnmMCuj3bmF3nZCDRgstp\n7tF8SPjCgzG2CMBzAK4G0L/2pziO68oZY9sZY1sYYxsTPa50R467CE1Jd+9l9waKAQb84ctK4bhy\nIsRNb0m7FZB2EZbtWYbHr3gcG8duxONXPI5V+1fB6ZUCuUIpbF+IYzXHIo4drT5abx9+Ij0JjeUJ\nz0ASjl/0o8ZTA5GLqPHUwC8GJ4ihMinLx/R10zE0b6jis9PnhNPnDFjZ5HMzvp8Bh8+haDu61+iA\nrC7fuxwuv6sx/kuIRsLlJYsHQaQDmjF6rnNA+TpA9Em/l90LeGoALsLpdahf43cG5hnVnmrV+YWj\ndl6ihpxsJPya857zNPdoRiTD4lEMYCDnfDLnfErtz9Q4rx3COS/gnMdcqDQlQncXQncEurVUt1hY\nTNmoLBwN0SDtLJh1ZtVdZrPejJkDZioCuZ4e+DRamlpGBIDN3zI/8j4U1JuxaO5yqSw+5LiM0KJO\nsgUD0N6l6taym+Kz1WDVbBtqdt98cjOyDdmK9Loka02LSIuH9DctPAiicdGM0WuZp2x4uAww2oAn\nczWvaWdtF5hnLP1lqWbK3WhjCZ+TzBwwE1mGLMV96H3QtNh8lokAACAASURBVEnGwmMHgAuS0G+T\nJXRH4rznfGBH4EDVAdXdgQPnDmBaWWlgV0Brl9nlc2H1gdUKS8jK/Sth9Low7/Jp2DR2I+ZdPg02\nvx+nnKci7kO7DplLXTJROX1OVYuG3FZrl+pA1QHFZ4fXAadGW7mApda1JGtNC7dXDFQtB6QCggCo\nejlBNDJa+tvhrVE2zCsBTu8GRB+cZ/aqXhPqGfHKllewfO9yvDTkJaX12qdtvXb5I+ckqw+sxsGq\ng4r70PugaZOwhQdj7GPG2CoAbQHsZIx9zhhbJf/E0QUH8AVjbBNjbKJK/xMZYxsZYxsrKioSNeyU\nI+9Av37961gxfAV2nNoR2EV4Y/sbeGrgUxG7A+uPr8efr/gzLAYr7F57VL/JUfmjFJaQUfmjYPr8\nCdheuRLCzBzYXrkSps+foDSmSSCVMluXTFTR5Efqy4w5g+ZE7Gx9efhLRRpni94ipcQd8FTUthHX\nkqylDYmSWbdPPZ0uWTyIRNNU5waJQsvKYDFkAV0GAYJe+n3by8Da56RrvpmDOWFpb9U8IxZsXaCw\nZpdXlQfeG1pjCZ+TjOwxkt4HzQzGOU9MR4xdE+085/ybGNd35JwfY4y1A/AfAFM452vV2hYXF/ON\nGzM/DEStMNvMATNRfq4cl7W7DNnGbCmrFRdhMVhw4NwBrD++HtdcdI0iRe6LQ17EQ2seisgUEZ6W\n1OlzwsIZhHfvlHw6ZboMgnj3UjjtFbC0zIOz6jAs5lYQTC0VWS4ymJRXLGtsmbV77Zjy1RRVmQjP\nNlLjqcHUNVNVM41kGbMgchHVnmpUuasCKRBzzDmo8dYg15KLYzXH0NLUEtnGbMDrQrXPiSqfPdjW\n2AqMARaDDc6qwzBb28IlCJQyNzoZLbMls77E1d3b4tk7+gEA9pysxm9fWIuX7y7ELX07JHKYRPqQ\n0TLbVLF77Vi0c5EiK+GXh7/EuN5jYRMhZbVy1wA/vAp8/TQAwH/jbNQUjEGVJ6jz21jaqL5TSktK\nA8Vgnxr4FFqbW0ddOIRnyzLrzHD5Xal6H6RcZpsjCft2Oeff1C4ubpL/Dj0Wx/XHan+fAvAhgCsS\nNbZ0Rc0dZsb3M5DXMg9e0QsAsOrMsEJAjacGJp0JYy4ZA5GLaGtpG7jm3V3vRuxIPzXwKQhggbR2\ngd96MzDqDeVOx8g3IOjNsHmdEFbcD9tLBRDeGxcIXicyj7oU47MwvaqvroVJ2badPice/vrhQFHK\nmz+8GYt3LQ748rr9biz5ZYkUXM44luz9AG6/O3Bu8e53Aec5ycL2UgF0Zf+Aze+HAMAmcimtI9Gk\niIjx0JOrFUE0GqIoLSa4CAsHRl18m9LzodutsHAGmLIAJgDGLKB4QmBe4CwcgyW7lyj0+PfHvled\nZ4QWg33iuydiZqQKn5PoBJ1yjkKbUE2eZNTxuB7A9LBjw1SOBWCM2QAInPPq2r9/C2BmEsaWVmi5\nw3TK7gQA0oTMUQFsegvey8eitKxUYRkBgM8OfoYFWxfgvsvuQ2lJKTpld8KvNb9i7k9z8cygZyJv\nKgiANRcYs7R2p6Ma+GEBsHa25ON528tSu50rpfNERlKXYnw6vRE5P32Iudc8D6upBRzu87BsfR+6\nK+4DoF046pGvH1HIo5wS95ZutygscjMHzITZVhv2delIoN+dwNK7pWDGvBJpIWzNbSrWNQKAO7xy\nuTFYQJAgiCQiitK8Ydm9wOEyCHklyBn1BuZdWQpLi45wntkLy79LIYxYELwmbF5g4VxVj7cyt1K8\nU7SKwRJENBIZ4/FfjLHtAHoyxraF/BwEsC3G5e0BfMsY2wpgPYBPOOf/StTY0hWnTz3drVysB14H\nsOxeOHsPx7Tvn4iwjNx/2f2Baw5WHcTNH96M+/59H5w+J045T8EZj8XCfgY4/Uswpd7KPwGDH5Um\nhB67tGsi0i5lJhJh7dLaSfI4oNu1Cln/2xnC31oj6387Q7drlVRUCpFyGlqYMlQenT6HZqIDp88J\nzKgEbnoO2Pq+ZhpHkremgdunDC6XYzzctPAgiIYRYs1Q1Ze184ZQHStsfAs2Y5ZkZeYihDY9pGtD\n+wECFpBoCWtC3yWUlIaoD4ncYnwXwK0AVtX+ln+KOOdjo13IOT/AOe9X+9OHc/50AseVtsR0hzFa\ngcNlsLTpoZnOVA4Ue33768HjrbphzqDZsKiltZN3Q+TCQR9PBYbOkHaiAWkXum1P4Pb5wOqHIwoL\nEU0QgzXS/W7UG9JxRMqpVmFKq8EWJVDdBjzVDnh/vGTxkOUNUKRxJHnLfHx+ET6RKyweclYrp4cW\nHgRRb8Lf32r6snbeEEC2Mr8/XtLBn04DisYDjGn2EyvhCFA3d16CCCVhrlac8yoAVYyxB8LPMcYM\nnHNvou7VVIjpDuNxAHklgdR2oUFdhe0L4fK7UFpSirmb5wbMnYXtC+H0OpBzsAxC9+ukyaPXARgs\nkgWDseBuCBC0ctw0B9ixXLJ0uM8DX5RKnwGp/Zil0m4I0fQId7/zOCS5qXV9CpdTh9euKo9Orx2o\nOqZ+7vQe2EKtarK8AYo0jgELCMlbxuLxS5MXc0iMh0EnQCcwuHy08CCIehNqzQCC+nL0u5K+9Dgk\nC8bg6UDvW6RNRFcVsH6h8prl9wG3zo3sp1bvyil4w/W4w+tAllHSy3Vx5yWIUJIhIT8BqACwB8De\n2r/LGWM/McaKknC/jCaqO0ztTrRl5yrMKSlV7iwMeBLmn96Blelw2nk6ePyqUlhXPQhh+R+kSaSj\nAiibD1QdkfzqDWG7IUDQyiHvdH/6WHBSKJ+neI+mjSAEAw1NWRHxFqHyadVbMCcsGF2ysFlg2f+1\n+rn9Xwc7k+VNJY1j4DzJW8birg0gD3W1AgCzXoDTQ5Ysgqg34dYMINJibLRKFo1Pp0W3MrfurNJP\nMIW6asKRMC+KuN15CSKEZASX/wfAMs755wDAGPstgJEA3gQwH8CVSbhnoxKeDi6uVb4oSrsV4TvK\nocfdNZIC8TqD5625EK6ajByDGfOGvCSlJD13CJbP/wphx3LkHPkB84b+FZZWneF0n4dly1IIO5ZL\nEzp3jbSLcdMcaZe5fJ20s5xXokynm1cijWHMUmniWX1COfa8EmnMtAOdWWjJnFrTOsi04JEsavOu\neR4WUws4PdWw+HxS+753ImfDQsy7fBosbXpIgYwb3oRwyS3BDvJKpJiOv1YEkxvIC91LRwJDnpD+\ndtdEHTORnrh9tQsPg05x3GLUkcWDIBpCrRdExPs71GLsrpYsGlpeDfI11SeAybWbQKd3Q6zYB6fX\nAYvBCpffjdbm1pg7ZC6sBiscXgcsejN0QjKmjERzIxlv9KvkRQcAcM7/DaCEc/4DAFMS7teoyLU3\npnw1BUWLijDlqymodFVGTyGn6ZfpVx5ferdkmSibH/S3FATAYIFgPw3bu2MgcA7bvGJpcQFA2LFc\n+sw5bEvHQuh5I3DtX6QYDXl3pG3P4C7J2uekHeYIf36btLBQS7cb4u9PZAjx+ALLTesq00YrhLwr\nJHlbMRE2ZxWEDyZI9zG3hPDNbEWBSuGb2UoLx8iF0mLjyVzpd9F46fhldwC/KZXijijeI2Nx1y4u\nwi0eJr2OCggSRENQi8cLtxibWmh7NYSk0IfBGrCKiLtWo7JrCaasmRp4B5xzn4PVYIXABGQZs2jR\nQSSMZCw8jjPGpjPGOtf+TANwkjGmA5DxMwi12hvT1k6LnslBJcuElMnHHnl85Z8k38xl9wbraHjs\nwR0M2WIRirzjIV9/5f1SjMbpPcFz8jU7lgNfzpT8O/9aIVk5QlOZhvr7q50nMgMtmVPJdFZnmfY4\ngE1vSztot7wAfDQ5eB9Xlbp8euySPI1+V7r266el9l8/LX0e/W5kX1HGTKQvAYuHXsXiQQsPgqg/\n4e/n0e9KWQJDXaPPHlLXwa4q4IlTkt7mHHh/XEDXOnsPx7R10+s2ryGIepKM2eTdADoB+Kj2J6/2\nmA7AnUm4X6OiVXsjaiYHtSwTNz0rWRhuejbS91K2UMh+7qas6BaL214GDqyVzKbjV0rHQ9vuXC3t\nkkzZLKU0vf5JILud9nhj+PsTGYCaL3D2BQB4RBrGqDKtlrLRlCXVfZlfEhkzZG6hLp/G2mrpjAFn\n9ijHtXa21KfRpuG/TNa2TEIzxsMgUAFBgkgkjEkbjfK7fcpmwNpa3Sry6aPAzBxJb2flKnStVuZM\nylBFJIOEzyg556c551M454W1P3/inFdwzj2c832Jvl9jE632hiayXyYgLTKGzpACuJ/MlX6HprMN\ntVDU1lGAu0bbYnHrXGD3v4CeNwaDyZaMkfoEpLaXj5f+/niqdP7DSYCjElgxkdxZmiqhMgcE5W7J\nmAg3Jk2ZPndI3eUptO9wC9zpPdIO3E1zgrtrW9+XZPjJ3KBshi62ZVkPH3PoOSJjCLhaGZSvF4tB\nR+l0CaIhRLjQjgF8bmD7Mund/vFUwOcC9FZpbvDEKWD0OzGtInLmzFCoJgeRLBK+8GCM5TPGXmOM\n/Zsx9pX8k+j7pIp65a4O9csc/Fgw0FtRtO+x4M6EbKGQ4yqMNskvXt7BqDkl7QJzUdrd6HcX0PIi\naZLX+7Zgn7e+JAXqGi2RbjcfTQYGPULuLE2VcF/gIU9oujGpyvSAJ2H58kl1l6fQvtc9D9zxz+CO\nm6klcMX9wUXwp9OAgtGA36WUvSFPRMYQxagnQmQGWq5WZgMFlxNEg1Bzod30NnDFfcGNnk2LAHsF\nMK9QsnBsWRKMo5P1qkVpFbHsXBWZjZBqchBJIhnRQh8AeBXAQgBN7i1Tr9zV4XUS1NxJcntK/ppG\nG1AyWZnNR9ABttxgrm45+xUY4PdIiuhwmbSDcdvL0jU7V0p9fDwVmLBKO9hM/pvcWZoW4TIHaLox\nqcr0qocCCQxC20b0bTAD9jOSnMky+LsFwO/+AWR3kCwiX86UjoX2ldNFstiFZ9uKUk+EyAy0gsvN\nBh0qqt2pGBJBNA2iFQcMnQO07BRs86/pkkuWYv5gBSAEdK3gcSDHYKGaHESjkAyp8nHO/8E5X885\n3yT/JOE+KaNeuavluAk1F5gHNkjWC0BSEFwEwKXPYq2PPWNSzAWH5Ecv6NR3P1b+CRj8qDLgvLJc\nOyBd/pvcWZoeobE6MdyYFDItcgjVx5VtB0+X5FCO+QCC8rw8TAY/nCRlSZNpkx+UtdD7qsUQUXxR\nxhOI8TBELjxkawhBEPXA45B08eQyycJ803PqHhTuauV1uz4O/s0EAEKErhUEHdXkIBqFZEjWx4yx\nyYyxCxljOfJPEu6TmYS6k8jpQ0/sAOynpXS6clpde4WkSKKlRNWynrTtqUyx9/UzkS4st8+X3GTI\nnaV5UBc3pvC21/5FMtXL8hkqh6GJD2QOlwHmlkFXq6LxQMU+cp9qJrgCFo8wVyu9QDEeBNEQDBZl\ncUBzS239G6rrRy4E9n9NacqJtCAZrlYTan8/FnKMA+iWhHtlHqFuKuBScNidbwPrF0r+mbXFfLDp\nbeCqPwJuO5DVTulrP2ap0noSXkzIfV5yb5FdZapPAMbsEBcWO8B0wIjXyJ2luRDuehXtew9v666R\nFh2hBak2viXJpylLstiteUpZnMpVFZTZ5fdJZn411yqiyaGV1YoKCBJEDGIVffU6lcUBXVWSBaT3\nLcG5w87Vks4Oda3a/zXwwTjpmvB5BEE0MglfeHDOuya6zyaHbOLkYnB3ot+dkok01E/TaJMmfHLc\nxo7lSl97eWc6NMZj1BvSuZpT0m6HfExvDiowU3ZwLKR4mg+y3AGxv/fwtmp+xUvvDsrd7fODVe9v\ne1lyB5Q5XKZ0nyKaNMHg8khXK6rjQRAayBmrwt/noXW0wr0czC0kC8jy+4LXjFwotZPT6puygOV/\nUN6L4jqJFJKMrFZWxtgTjLHXaj/3YIzdkuj7NAnkNLmeGnU/TU+NMm4DUMZjaBX7M7WkAoBE4ghN\n5wxIshgurx9NlgoAyulzT4fU6sgrCcaFEE2eYDpdlaxWXhGc81QMiyDSm3iKvobH6rnOBy0goRZm\nT5RrAIrrJFJKMmajbwLwABhQ+/kYgKdiXcQY0zHGNjPGVidhTOmF6JcUhpwm15St7qdpypaCyLIv\nkMyoUzZLGaqYIAWP8VqzrMGqDMalAF0CCCYmCBQB9Id9FuNrK+iB2/8R9BmWC1yGcrhMkkM5pmPn\navUCgkSTJ1oBQQAUYE4QamjFbIZaJsLj77RiPEIty5SmnEgzkjEjvZhzPgeAFwA45w4ALI7rHgSw\nKwnjSS9EvxQ4vvRuKThs09vSIkJtR6JitzSRGzoD8DmllKUrJgKO06qF4AgiQEShqdGS3JXNj5Sb\n8LZl86W28ud375Rc9W57WcoVryWvXofkV3x4veRzHFpA0EuFqJoLbp8IgQF6Qan2LbUWEAowJwgV\nPHYNy4RdeUxnDBYHdJ9XvybUwqzlGUEbkkSKSIbkeRhjFtTmg2WMXQwgavJ2xlgnADdDqv2R+UTs\nHocsCjx2pWn066eBHxYoCwTKu8Rrnw26sTirpL8HPaJZCI4gAqiZ7ZffJy0IwuUmvG3vWyLN98v+\nIO2uAVIq59+9GpkljekAYxbQ+UplAcHiCbS71oxw+/ww6XVgTLnwMNcuPCjAnCBUYDpJj4brVcEQ\nnE94aoD3xgWLA37y3xrX6NTTn5MXBJEGJCOr1f8P4F8ALmKMvQNgIIDfx7jmRQDTAGRrNWCMTQQw\nEQDy8vISMtCkECtATC396NrZwOD/Bu5aJE3uKnYrs1IdrnW3ArTdXChQLO1IqcxGS7Uc+lmtuKCW\njJlaSIsJWaZvexloeVGwSOCI16QXGxUBzFgSIbNunxhRwwMgiweRHDJmbhALg1nSo6HZLXd/BvS5\nPTifeOKUUjfvWC7p3DFLJD0bqovfGq4dpE4QKSThUsg5/w+AEZAWG0sAFHPOv9ZqXxt4fipWkUHO\n+Wuc82LOeXFubm4CR5xgYgWIhQfqAsFifrO7SOnxPn0suOiQz7vPS3+f3k2BYhlCSmVWK6AwtJCf\nXBQw3MSvJWOnd0fK9MwcYH6JlM0qNOkB7a5lJImQWbdXjIjvAIIxHi4vuYUSiSNj5gax8DgkPTq/\nJKhXu18vpS6/aY606PCozB+qTwBVR5S62FVFXhFE2pKwGQFj7HL5B0BnAMcB/Aogr/aYFgMBDGeM\nlQNYCuA6xtjiRI2r0YkVIGa0RrpVjVwIHFgrnTdlSzvJ4W5XphbS3+uejzStUqAYEY5aQOHIhcGg\n79CigKsfVsrUztUarn/PBfuXrSckg0QYsqtVOHKWKyel1CWISNR0duvOUupy2XXVaIucH4Tqdfnz\ntveVfZNXBJFGJNLV6u9RznEA16me4PxxAI8DAGPsWgCPcs7HJnBcjYtWUT+PQ9r99bqk4Ns73wYs\nrQDnOeDgt0C3wVLbs4eB7cuU5tat7wMl/xV0X/G6JNOq0UauLIQ6qgUDLUDJZOCaRyVLxw+vBuWs\n+lfgdwuAFhcCFb9IMhpagOqHVyOtcB47FQUkInD7xIB1IxTZ1cpNCw+CiEQQAGtbpd71uYKpywEp\nTfnO1cr5weH1UjFXWa/rjMCuj5V9h85BCCLFJGzhwTkfEk87xtj1te5YTROton7ybrDBAnToC7w/\nXlkssGUnabfC2loKxo243qYsIiRDioTQQq1goPzbaFMvWslFaXdt1BtSoDgTpLZF44HytWFFqmxU\nFJCIwO0TVS0eFFxOEFEQRSljZfi7X47vBCSr89AZSr0dqqvNLaR+os1BCCLFJCO4PBazAaguPGpj\nQb5uzMEkHNWd5pDdYI9duYMhFwgc/a50jawcKDiXSCbxyKEsc4IOsOUqd+KMNuk4QYQhuVpFCy6n\nGA+CiCA0PhQIxmbcOhfY/oF0bMdyoG2voC5Wmx/EmoMQRIpJhSTGU9Mjs4kWXKuW1Sq84A8F5xLJ\nJpocqsmcoJN20+RdtdBFR7T00USzw+1Vz2oVDC4niwdBRKAVH5rTRRnTUTwhaOGQ5w3h+pfmEEQa\nkwpp5Cm4Z/qglW2oYjcVAyQaDy05rGt2NLVChSTDzRotVysLBZcThDaaOtmuXfyP9C+RgdAyuKHU\ndbdXLXPFbS8DB76RAsasbaWUeaQ4iHior7VBTQ5D/YDj7TdW+mii2aHlaiVntSKLB0GooKmTbdrW\nC9K/RAaSihiP8hTcMznEKhaoRrj/ZcVuYPe/gJ43RgaMUcEfIhr1kT+ZaH7Adek3VvpootkhWTy0\nYzxo4UEQanBAMEoxHa07A2cPSZ+jOYmQ/iUykETW8RgR7UduxzkfEa2fjKK+uw2y/6XHIRUL7DY4\nGOhLuxZEvDR0t0vLD7gu/SbKZYtoMkgFBCNdrQw6BoGRqxVBqOKxA++PA+YVSsUA5xVKnz32KNeQ\n/iUyj0RaPG6Nco4DWJHAe6UHDd1tkE2r1ra0a0HUnWTtdtWl31jpo4lmh9vnVw0uZ4zBZtTD4aGF\nB0FEEE/imXBI/xIZSCLrePwhUX2lPaJYu/vLgcHTgd63BIv57Fwdf6Ee2d3FUxO96CBBqBGrWGU4\nstyGFhT0OiNdrerSL6VuJMLQcrUCAKtJB4ebFh4EEYG7Rn0+4a6RMgmqQfqXyECSEuPBGLsZQB8A\nZvkY53xmMu7V6IT6v19yq1RYbfl9ysJqBkv8/QmClBqPdi2IulKX3S61uI2RC4FNbwNrZyvjOOq6\ni6ZWqJBolnDO4fL6VV2tAMBm1MPu8TXyqAgiAzBa1ecTsSzYpH+JDCPhCw/G2KsArACGAFgIYBSA\n9Ym+T8oI9X+/aY6kJEIL/iy/T9p9qIsCoF0Loj7URW7UilMtv0+S4a+fDsZxyLJL8kjUA5/IIXJE\nt3iQqxVBROJxqM8nRr+rbfEgiAwkGTOJAZzz8QDOcs7/BqAEQH4S7pMaQv3f2/ZMnI89Ffwh6kO8\ncqMVt9G2p/KzLLskj0Q9cPuktMtqMR5ArcXDTRYPgoigPjEeBJGBJGM24az97WCMdQDgBXBhEu6T\nGkKzSJzeTRkliMxAK/vJ6d3KzyS7RANw12as0nS1MlFwOUGo4q5R19HumtSMhyCSRDIWHqsZY60A\nPAvgJ0h1O5Yk4T6pIbTIz7rngdvnaxdhI4h0Qa041ciFUvAiyS6RIAIWDy1XK6OOLB4EoYbRJunk\ncB1ttKV6ZASRUJIRXD6Hc+4GsJwxthpSgLkrCfdJDeF+9V4XMGaJpBzIF55IV1TjQSxAyWTgmkdJ\ndomEEJerFQWXE0Qkgg6w5UoxHaYsydJhtEnHCaIJkYxZRsBJkXPu5pxXhR4LhzFmZoytZ4xtZYz9\nzBj7WxLGlFhC/d+NVsCUHSwuyiApDFFM5QgJIpKIuA1d8LPBKgWgc5Hkl6g3bl90VytKp0sQURB0\nUiA5E6Tfgk7Sxe4a0s1EkyFhFg/G2AUAOgKwMMYKIU3BAaAFpCxXWrgBXMc5r2GMGQB8yxj7jHP+\nQ6LGlnTUUpXKqUlpB5lId0h+iQTh8kZ3tZItHpxzMMZU2xAEUQvpZqIJkkjJvQHAcwA6AXgewN9r\nfx4G8Geti7iEHD1lqP3hWu3TktBUpaIvmJrUS4G6RAZA8kskCFdtcLnFqG3xEHnQJYsgiCiQbiaa\nIImsXP4WgLcYYyM558vrci1jTAdgE4DuAF7hnP+o0mYigIkAkJeXl4ARJxCtVKX1SatLNBnSWmZD\nIfklammozDrlhYdBu4AgANjdPpg12hBEXcgYPVsfSDcTTZBk2Oq+Y4y9wRj7DAAYY70ZY/dGu4Bz\n7uecF0CyllzBGLtUpc1rnPNiznlxbm5uEobdALRSlVJq0mZNWstsKCS/RC0NlVmXJ7rFw2aSFh6U\nUpdIFBmjZ+sD6WaiCZKMhcebAD4H0KH28x4AD8VzIef8HIA1AG5MwriSh1qqUkpNSmQKJL9Egoht\n8ZCOU2YrgogD0s1EEyQZ6XTbcs7fZ4w9DgCccx9jTHN7izGWC8DLOT/HGLMAuB7A7CSMK3mopiql\n1KREhkDySySIWAsPq0l2tSKLB0HEhHQz0QRJxsLDzhhrg9oAccbYVQCqorS/EFJsiA6SBeZ9zvnq\nJIwrucipSoHgb4LIFEh+iQTgrHWhMmu5WskWDyoiSBDxQbqZaGIkY+HxCIBVALoxxr4DkAtglFZj\nzvk2AIVJGAdBEATRiLhiWTyMcowHLTwIgiCaI8lYeOwE8CEAB4BqAB9BivMgCIIgmjBOrx96gcGg\n06jjYZItHuRqRRAE0RxJhqPg2wB6AXgGwDwA+QAWJeE+BEEQRBrh9Iia1g6giVk8HJXArtXAyZ2p\nHglBEETGkAyLx6Wc894hn9cwxkgzEwRBNHGcXr9mfAcAZMnB5ZmeTveXT4EPJwHu89LnIX8BrpmW\n2jERBEFkAMmwePxUG1AOAGCMXQlgYxLuQxAEQaQRLq8/qsXDbBDAGODI5ODyXauBpXcDbS4G/vAZ\n0Hc0sOZpYO8XqR4ZQRBE2pMMi0cRgO8ZY4drP+cB2M0Y2w6Ac877JuGeBEEQRIpxeqIvPBhjsBn1\nmWvxOLoJWH4f0LEImPCxlOK0YzFw5Afgy1Lg4uso1SlBEEQUkrHwyKzifwRBEERCiOVqBQBWoy4z\nYzzO/wosuQvIbh+sqwAAeiNw7eOS69Xez4Gew1I7ToIgiDQm4VsznPND0X4SfT+CIAgiPXB6/bAY\nor9WbCZ95mW18vuAZf+fVMDt7veBrFzl+UtHArZcYPPi1IyPIAgiQyCbMEEQBJEQYsV4AJLFI+MK\nCK55CjhcBtz6IpDbM/K8zgBcdiew53Mp2xVBEAShCi08CIIgiITg9PhhieFqJcV4ZNDC48gG4NsX\ngcvHA33v1G7X7y5A9AK7Pm68sREEQWQYtPAgCIIgEoLT64c5lsXDpIMjU4LLRT/wySNA9gXADc9E\nb3tBX6BFJ8nqQRAEQahCCw+CIAgiIcTjaiXFeGSIRe/RIwAAIABJREFUxWPTP4ET26RFhyk7elvG\ngJ43AgfWAF5XXN27/W4cqzmGg1UHccJ+An4xQxZkBEEQ9SQZWa0IgiCIZogjRjpdALAZM8Ti4fMA\n6/4OXHQV0Od38V2TfyOwYSFw6Fug+29UmxypPoJFOxdh3dF1OFZzDBw8cK6FsQVu6HIDJhdMRltL\n20T8KwiCINIKWngQBEEQDcYvcjg8fmSbDVHbWY0ZYvHY9h5w/hgwfK5kzYiHzgMBwQAcXKu68Fi2\nZxlm/TgLjDEM6DAAt158Ky6wXQCTzgS7147Npzbjo30f4fPyzzH3urkoal+U4H8UQRBEakn5woMx\ndhGAtwG0B8ABvMY5fym1oyIIgiDqQk3tYiLLHP21YquN8eCcg8U7oU8FmxcDub2Ai4fGf43RCnQq\nBg6uizi1Yu8K/K3sbxjYcSBmDpiJdtZ2EW3u7Hkn7u97Px786kH81xf/hTd++wYuy72sIf8KgiCI\ntCIdYjx8AP6bc94bwFUAHmCM9U7xmAiCIIg6UO3yAgCyTdEXHlajHj6Rw+MXG2NY9aPyoFSNvO9d\n8Vs7ZLoOBo5vAVxVgUMHqw7imR+fwYAOAzBvyDzVRYdMt5bd8OaNbyLHnIPH1j6G857z9f1XEARB\npB0pX3hwzo9zzn+q/bsawC4AHVM7KoIgCKIuxG3xqE2360jnIoLbl0m/L7uj7td2GQRwETj0PQCA\nc46/lf0NJp0JTw18CgZddFc0AGhraYvZg2fjpP0k5qyfU/cxEARBpCkpX3iEwhjrAqAQwI8q5yYy\nxjYyxjZWVFQ09tAgihw1bh9EXvtb5HU6TzQ/Ui2zmUhDniN6BhtOQ2S2xiUtPLJjLDystRaRmnSN\n8+Ac2LZUWkC0uqju13fqD+hMAXerH47/gE0nN2FK4RTkWnNjXBykX24/jO8zHiv3r8SWU1vqPo5m\nQkP1bDx6g3QLQSSOtFl4MMayACwH8BDnPMK2zDl/jXNezDkvzs2NX3knAlHkOGP34P63NiL/L5/h\n/rc24ozdE1A+sc4TzZNUymwm0pDniJ7BxNAQma2WLR4xXK1sRul82ma2+vUn4My+6MUCo2EwA3lX\nAuVrAQALti1AO2s7jOgxos5dTeo7Ce0s7fDsxmfBOcmyGg2R2Xj0BukWgkgsabHwYIwZIC063uGc\nr0j1eMJxeP2YumQzyg6cgU/kKDtwBlOXbIbD64/rPEEQsWnIc0TPYOqJ1+JhM0muVmlbvXzre5LF\n4pLh9e+jy2DgxHbsPCZZO37f5/cw6ox17sZqsOKPBX/Etopt+O7X7+o/HkKVePQG6RaCSCwpX3gw\nKa3JGwB2cc6fT/V41LAaddhQXqk4tqG8EtZaX+VY5wmCiE1DniN6BlNPIMbDFD2GwVZrEUnLGA+/\nF9ixHOg5DLC0qn8/XQcBAJZvfR0mnQm3db+t3l3dfvHt6GDrgPlb5pPVI8HEozdItxBEYkn5wgPA\nQADjAFzHGNtS+3NTqgcVisPjR/8uOYpj/bvkBFwFYp0HAL9fRLXLC5FzVLu88IdldCEfUqK5Isu+\nwx37OdJC6xm00zPVaMgWj1jB5fKELS0tHvu/AhynpWxWDaHD5XAYrfjk9Cbc0OUGtDC2qHdXBp0B\n9/e9H9tPb8e3x75t2LgIBZrvbrc/8D62u30x25B+IYj4SfnCg3P+Leeccc77cs4Lan8+TfW4QrEa\ndJg7phAl3dpALzCUdGuDuWMKYa2t0GvRC3hpdIHi/EujC2DRS/+9fr+IM3YPJr69Cfl/+QwT396E\nM3ZPYPFBPqREcyVU9p/4aDuevaOv5nMUDa1n8Nu9FfRMNRJVTi8EhoBe1EKO8UjLIoLb3gMsOZpV\nx+NGb8Sajr1h5378rnucVc+jcNvFt+FC24V4bdtrZPVIIFp6A+CB9/Gb3x6MbDOmAH5RpHc2QdSD\nlBcQTHdEkcPh9SPHZsBr44tgM0lVdy16HQSBwecT4fT5kWMzBs6fd3pRtv80BuW3Q5ZOgMPrx4NL\nt6DswBkAQNmBM3hw6Ra8Nr4I2bXnZR9S+fzUJZvx+oTimIGaBJFuyM+M1SgVirPoBTh9oupnu8eH\nJT8eCsh+wUWt8I+xl6OFxYDzTi8Onq6BxaiDTWBwePywGqTnLhynT8SmQ5WKa8v2n0a33GyFXzY9\nU8njjN2DHJtR9fsJRY4BSbusVq7zwC+fAIVjAX3d4zHC+dxqQrvzPlyeldfgvgw6A37f5/eYtX4W\nNp3chOILihvcJyHpDZGLine73e3F6Rp/QCc9/8Ve9GifhQXjipBllt7vHMAfF/+keGcv+fEQ/nB1\nV9hM+qi6iiCaO/QGjoK8G7vkx0O4vbATpi/fhg3llejfJQcvjS5AjtWISocHS9cfjjg/e2RfWAzS\nTq3NpFf1EZV9ncmHlGgqyM/M1CWbsaG8ElOv647RV+ThwaVbFM/O0vWHMferfYFnZV+FHQBwXa/2\n+K/FPymunfj2psC1c8cUoo3K5NZiENCnQ6vAtXK/HVqZA23omUoulXY3cmyxJ+zZZikG5LzTm+wh\n1Y1dHwM+V8PdrABUe6rxrfM47rI7IBz6Huhze4P7HNFjBBZsW4CF2xfSwiNBmHUCHExQ6JiXRheg\nU6ugHA/v1wF9OrTCpEWheqgA7VuYFG1uL+wUl64iiOZOyl2t0hnZEnHDpRdi+vJtiqwWDy7dAqdP\nsmSonZ++fFvAN13LR1R2NYgnRoQgMoHwDDA3XHphwNoX+uzccOmFimflgSHd8cCQ7ornSO1arWwy\nDo9f9RkM3VWnZyq5nKnxoI3NFLOdUS/ApBdQ7Uozi8e2pUDrrlIdjgay5sgaeLkPN7o5UL4uAYMD\nzHozxvUeh+9+/Q47z+xMSJ/NHfkdrvZulwnXS5Ie2oKHfpMfow1lviIINcjioUKoq8iG8kp0b5el\nsEgM79cBDwzpHrBkhJ8HghYNh9sHBuCd+6/EeacXWSY9jp51opXVEPCFlmJICjB1yRbFjkosX2mC\nSDfCrXfd22WhfQsTPn9oMLq3y8K+UzX4x9f70L1dVqCN/AwBwI2Xtg+4S8nnQgm3WsiujjaTHqXD\n++CVNfuwauuvgbYtzAboBRbYgQx9psJdwqK5RtSlbXOl0u7BJR3iC6JuYTHgvCuNLB5ny4GDa4Fr\nHwdYw7/Xz8s/x4W2C9H3gh5AeeICwu/qeRf+b/v/YeH2hXj+2rRMApn2+P0iHF5JZ9hMelX9ZDPp\n8fWj1+KiHCsYg2qbvDZWlHRrE3UOQBZWgoiEFh5hhLqKlA7vg/5dcrDvVA36d8lB2YEzGN6vAx79\nbU9MX75N9bxM/y45OFPjhtsn4rEPlC5Yq7Ycw+grlX6/Rp2AWSMuw0U5VhypdMCoI2MUkXnI1jv5\nWThR5cSjN/RUPAPP3tEXJ6qcgWskS4QPBoFh2KUXBtylvnjkGtXnyuH2I8ush88notLhUbhxzR7Z\nFwCwauuvklXR48Oep4dFLBbCXcKiuUbUpW1z5ozdgzZxuFoBUpzH+XSyeGxeDIABBfc0uKsqdxW+\n//V7jL1kLJhLAL4oBWpOAVntGtx3tjEbo3uNxsLtC3Gg6gC6tezW4D6bE3KiF1lnbHriN6r6yeXx\n4/EV27GhvBLr/zxUs83rE4qlWLVar4YIXeXxU0wZQYTR7J+I8J1MgQEby88Edl1fHVeE7/dVYO7o\nAtg9fuS1seJklQvP3dEX7VuYMX/s5XB5/Hjn/itx+IwDL36xByfPu/HsHX1h1OswdYkyqHz68m2Y\nM6ovHG4/2mYx1Lh9EJgyUA0ASrq1oUBYIiMIfYYEBrw69nKcdXhxUY4VNW4f3vruoOIZWLHpKCYM\n7Ir9z9yEI5UOtM0yAmAwGnRwnHcjN9sEn8jx/H/24Nk7+ipe+H+/sx8EBoicK9wk5L7lDYGKaukZ\n1AkMAmMRz1F4QofcbBPsbh/aZBlR4/YpFimU/CE2Xr+IKqc3rhgPQIrzSJsYD79PWnh0/w3Q6qIG\nd/fV4a/gE324scuNgMslHSz/Fri07pXL1RjbeywW7VyE/9v+f3jq6qcS0mdzweH1Y+n6wygd3gfd\n22XB4fFhxaajgc/7TtVgxaaj+MPVXQPH7B4fVvxwSPH8P/bBNik5TG28ks2ox9wxhRGbE+S1QBCR\nNOu3ptpO5qtjL0dR5xxFkOpLYwpg1AmYGrKz+uwdffHOj4dwfe8L8N/vb1W4SHl8Ip79fDeev6tA\n1fzasbUF97z+o2agmtyOzLREuhP+DM0bU4CiLjmB3cLQ4PFVW38NBGH+sTZQUy34PNRqITDg9fHF\nsBh1+PWcEwaB4d63NmJDeSV2PzVM9fnq0T4LpcP74LnaZ1CNUJewUCummkWDkj/E5kSVNMG+oIU5\nRkuJFmZ9+sR47P0cqD4O3PRcQrr7vPxzdMrqhN5tegOiHzBmS3EeCVp45JhzMCp/FJb+shSTCyaj\nQ1aHhPTbHLAadYpEMLufulE1MYzVqEPpqp9VdRigTA4DAILA0MZmDFhAyB2TILRp1v48Dq8/YN3Y\n8/QwLBhXBJ3AIoPNlmzBWYdXceyxD7bhtoKO+O/3t0YEndW4/Th53o3zTq9q0PjJKhdKh/fB7qeG\noXR4Hyz58bAiUE1uR4GwRCJJRpHK8GDykovb4sElWyKCvB8Y0h1AZBCmWgB5aPtubW3g4GAMaGkx\nYMn6w4G2sotjKP275OC804sbXlyLk+fdmgUEQxM6xAoMpeQPsTlS6QAA5LWxxtW+hTlNYjw4B9Y9\nD7TMA/JvaHB3Z11n8cPxH3BDlxvAGAN0eqDL1cC+L6R7JYgJfSYADHht22sJ67M5EJ6EQisphd3t\n19RJgDI5jIwgSJZV2cJKiw6CUKdZLzzMeiFg3cj/y2eYtGgTrBqpby/KsUYca2ExqO+4tsvCs3f0\nxcotxyIKos0dUwC9wFC66mf0fOIzlK76GbcXdsJFORbNAoUE0VCSVaQy3BoQ7ZnQCww9woIwtYIy\nu7fLwiO/6RFIpys/n7cXdsLwftIO7ytr9mH2yMiCgyu3HAv8/ea3B1X/vaFFQWMFhsYqIEoAh+WF\nR06cCw+LHuedaWDx2P8VcGwjcPVDgM7Q4O7+c+g/8HM/hnUdFjzY43rg3GHg9N4G9y9zge0C3N3r\nbqzYuwK/VP6SsH6bOuGp7bVS3WeZ9RHHZB0WLGxKzz9B1IdmvfBweiNT6R0+41Dd3ZR39EKP1bjU\n0+TWeKRMVmOv6gIG4Pk7+2HP08Pwj7GXw2bUY6rKDq+jNlBtz9PD8Pr4YthMOoAhYTvTRPMm3DKR\nqHSP4dYArWdCDvK2e5TntawWTo8ff7i6a1RryKqtv+KjzUfx2vgi7Hl6GF4bX4QWZj3GlXTBa+OL\nsHT9YTz/xV7Fv9fukSwgDq8fOVYDXp9QDGcMi0aoG8Wep4fh9QnFFFgexuFKB/QCw4UtLXG1b201\n4pwjxZWe/T7g878ArfISElQOAJ8c+AQXt7wY+a1DLNg9rpd+7/13Qu4hM6nfJLQ0tcTs9bOpmnmc\nhKe210p1Hx5/FKrD/jH2cmw6VAmXX2yUMRNEU6NZLzzUdjte/GIP5o4pUO6ijilAK6tBcezZO/rC\natBF7LjOHtkXNqMOj36wDT2f+AyPfrANeh3DI+9tQcHM/8BkUPcXt5n0UqAqlxZE9/4zsTvTRPMm\nWXEK4dYAm1H9mZACz6V4idDzn+84jpdGF0Q8W098tF1zN7J7yM7j6CvyJF9qxpBtNsBslFwdbCY9\n5n61T+Xfq/9/7N15fFTV3fjxz5klmZkk7FEUBcWt4gYCWlCoSp9qxaWKVXGrfbRWq1Dp08Kv1sda\nqu0DXVSsrW21i6BYFbVW7SZCQUULAmqFqoCKUoRAwjKZfe75/XHnTmZfkrnJTPi+X6+8JjN3O8l8\nz0nO3Pv93mS/ag1E8bmd+OqKn9GQyygKe3fbXoYN9OEs8feyX6KAwMYWP4+v+ohYT/wT9/Ld0LIe\nzvwBuEvLTSlkq38rq7ev5uzhZ5uXWVn6DYXmoys+8ehT14ebRt7Eqm2reHbTsxXdd2/lczvTxhtv\nxnPrbIb1feYYNvzbzzNy9t+ZtnCt5HgJ0Un7dHJ5rhJ42/aEicQMfnjhcQwd6GNPMMrTa7YAJCtd\ntYdjOJUiFDN4ek16RYyn15gVMX591Wh89a5kpaxte8IAeUvvWmX3pIKOsENmmVuoTLnHzKTK9nAs\nZ5/47wnDaax3EIjEs5a//mErv7pqdPK+Nw6l+OklIwuUqEycPUlUn3LmKD2d7+fdsN2fdgbE6leS\nGNp5WmvWfrSbiUcMKnmb/RJJ6Dc9soZ3tu3F6VBceOJBdjUx2+ZXYckP4Ngp8KlzKrLLP3/wZ4D0\ny6wsR34OVvwcwnuhvqkixwO46MiLeP795/nBaz/gxP1PZEjjkIrtuzdyOh0MbKhLjjft4Rivf9ia\n/Nu+JxhlxcYdnDhsQNYYdtX4Q5L7kVK5QnTePnnGw0qyzfVpx5wpx7Po9Y9pqHehDU00rvnr29u4\n47n13LBgNTv9ERrqXPjqXXjrHHxh1EFZ+Rq+OieNHnfy01GPq+MT1V8s3ZAj76Pj01WpoCPsYGee\nQurZgIY6F1NPHprWJ6aePDQtvjP7zDEH9kueEWn0uPEl9pX56aT1aWTqGY5ck458P++cKcdz35KO\nsyCp/UrOaHTeuq172OEPc/LwAcVXTtivyazi9862vQAsfafFlrbl1LoJHrvKPBNxzt0VuWGg1ppn\nNz3L8YOO5+CmHCV5j/w8GFF45y9dPlYqp8PJnafeCcC0F6fhj/gruv/eSCmVPCPldTnT8jxvWLCa\n0YcMoN7lSBujLj1pKCs27pAcLyEqQNXitaFjxozRq1at6tS2ucp/nnpEc/LTD1+dk2DUSH7iWeiO\nxf5wjN8s38SZxx6Q/GTkr//amvh015V1XGs/oWgcwwBffe59fuX3q+SeHpXV4/9FdiVmK6U77r5t\nGJq9oWjyPh4ftQbo73PT5HHjcKiy+gyk32W40BmOYj9vezjGb196n5++0JHgW+X9qmZi9tan3+Kx\nlR/zyrfPYFBjfdH1AXYHo5zwPfPSI6XgyP2a+OuMiV1qb0n2/Ad+c5Z55uHLf4b9PlWR3b7R8gZX\nPH8F//vp/+Xioy7OXsEw4O5jYfBxcNkfKnLMVK/85xW+9sLXOL75eO4941761vet+DFKUPUxm/n3\nf9Wtn+X9HX4Oa26i0ePCH4qxsWUvRw/uQ9TQyXHH63ISihtyRrT3kTexB1TFGQ+l1G+UUtuVUv+y\n+1iZSbY3PLyG6x56nUAkbn6C6nDgczsJROPJJFTrE9bMT0J9bidTTx6W8enusJyfhKR+ouqrc9Ho\nyf3pqlTQEXbpjk/1A9E41y9YzWk/XsphtzzPaT9eyvULVieT2MvpM2BeGtGUOHvY5HGjlCq5JHD2\nmZhh0q8qbPveEI+v+pgLRg0pedIBZmnkow/oQ1O9iytOHsb7O9uJ253H1r4T5l8AgVa4YlHFJh0A\nj7/zOD6Xj8nDJ+deweGAYy6ADYvN41fY+APHM3fiXN7a8RaXPXcZb7S8UfFj9AaZf/+fXrOFIf19\nfHV+R+W8If19uDPGHZfLIWdEhaiQavmo73fAz4CH7D5QsUuZct1UMPVmYqnsuGmQ3IhI1LJi/asr\n8V1O38wk/coev335A6JxgxtOO6zsbR++9mRC0Tj/eLeFSMzgP7uCWWXLKya0Bx6eAm0fmJOOISdW\nbNc7gzv5ywd/4bzDzqPB3ZB/xeMughU/g/XPwOirK3Z8y+cO+RwDvQP59vJvc9Wfr+KKo6/ghhNu\noLGuseLHqlWZ49Pqzbs494QD+eGFxyXP0NY7HenFAYQQFVUVZzy01suAyn8MlEOxm4GVW3bUjk+R\n5XpzUatKudleZ+O7qyWBpV9V3uL12zjl8EEcMqjAP9x5DGio48B+XoYntt3YYlN+QjQIC6fCJ2/B\nF39v3tCvgh5e/zCReIQrR1xZeMUDRsLAI2DNwxU9fqrR+49m0XmLuPCIC5m/bj7nPHUOf9zwRwwt\npV8he3y68fTDuemRNXnP0AohKq8qJh6lUEpdp5RapZRa1dLS+UTEYpcySXK3qJRKxWwtsfNSQemb\n9isnZlv2hnl3m59xhw3s0jGHN5ufyL+/o71L+8kpGjITyT98GS74JRx1VkV3vzu8m4X/Xshnh32W\nQ/seWnhlpWDMf8PH/4T/rK1oO1I11TXx3XHfZeHkhQxpGsKtL9/KlX++krd3vm3bMXtSOTGbOT4V\nu3moEKLyambiobX+ldZ6jNZ6THNzc6f3U+xmYKV8YitEKSoVs7XEzpvtSd+0Xzkx+2qiAMb4w0ov\no5vLoMY6mjwuNrVUeOIRDcKjU837Z5x7t3mpU4Xd/8b9tEfb+erxXy1tg5GXgdsHr/6i4m3JdMyg\nY5j/+fncccodbNm7hcueu4wH3nqg1539KCdmM8enQCT3DQRlTBHCPjUz8aikQpdcSHK3EF1j1yVN\n0jery4pNO2mqd3HsgX26tB+lFMMHNVT2jEd4LzxyCWxcAuffZ0tOxXtt7/Hovx9lypFTOGrAUaVt\n5O1nnvV46zHY8V7x9bvIoRycf/j5/OmCP3HmsDO5Z/U9fP3Fr7Mnssf2Y1erzKITMqYI0b2qJbm8\nakgSqhDVSfpmdVmxcScnHToAV4nljQsZ3tzIayklxLtk12Yzp2P7erjgfjjh0srsN0UwFmTmspn0\nqe/DtFHTytv4lJth1W/hhdvhUvvyPVI11TUxZ+IcTtjvBH688sdc+uyl3HXaXaVPmHopGVOE6H5V\nccZDKbUQWAEcpZT6WCl1TU+2R5JQhahO0jerw9bdQd7f0d7l/A7LoYMa+M/uEMGuXuLy3gvw6zNg\n10dwxRO2TDpiRoxblt/Chl0b+OGEHzLAU/qNEwFobIbPfAv+/Sy8/XTF25ePUorLj76c3571W0Kx\nEFc8fwXPbnq2245frWRMEaJ7VcXEQ2s9VWt9gNbarbU+SGv9YE+3SQghRG7L390BdD2/w3L4fmaC\nuXUn87IFd8Fz/2OWzG1ohmtfgMPOqEjbUvkjfr6x9Bu8sPkF/t9J/4/xB47v3I7G3QQHjoI/3gTb\n1lW2kUWM3G8kj537GCMGjuDby7/NHa/eIXc8F0J0m6qYeAghhKgdf1u3jQP7ejj6gKaK7M9K8H15\nw47yNoy0w6v3w7xRsPJB+PSN8JUl0HxkRdpliRpR/vLBX7joTxex7ONl/L+T/h+XH31553fodMMl\nD0NdA/xuMry/vHKNLcEg7yAeOPMBrhpxFY+98xjnPX0eT7z7BMFYsFvbIYTY90iOhxBCiJJorXn7\nP3tY+s52rh5/SMVutNbcVM8xB/bhT2/8h2snHEq9K0dyr9YQ8Zs3Ady+HjYthfV/gvAeOHQifO5O\nOOD4LrfF0Aa7wrv4pP0TPtj9AWu2r+GFzS+wI7iDw/sdzm/O/A0n7l+BGxD2HQJffh4e/iL8/hz4\n1Dnm3c0PGgNNB4Cr9DvBd4bb4eZbY7/FWYecxQ//+UO+t+J73L36bj5z0GcYO3gsh/Y9lIObDqZv\nXV+cDkm2FkJUhkw8hBBClOSpNVv4xmNvMLChjq9MHF7Rfd9w2mHc9MgavrZgNQ9ePbZjwU+PgWAb\nRAOA7njd0w+O+rxZJergk837ZHTCWy1vcdOLNxGJRwjHw0SNaNpyr8vLyQeczIWHX8iEgybgclTw\nz+bAw+D65fDS3bDyATPvw1LXaP6M37D3/hvHNR/Hw2c/zOvbXufxdx9n2cfLeGbjM2nr1Dvr8bg8\n9Kvvx7MXSF6IEKLzlNa6+FpVRinVAnxYwqqDgDLP3Ve93vgzgb0/1w6tdWXvHFamMmK2s6oxLqqx\nTVAb7doXYjZTNb4v0qbSDAL+XeUxW42/t3xqqa1Qu+3t8XF2X1STE49SKaVWaa3H9HQ7Kqk3/kzQ\ne3+u7lKNv79qbBNIu6pVNf780qbSVGObMtVCGy211FaQ9orySHK5EEIIIYQQwnYy8RBCCCGEEELY\nrrdPPH7V0w2wQW/8maD3/lzdpRp/f9XYJpB2Vatq/PmlTaWpxjZlqoU2WmqprSDtFWXo1TkeQggh\nhBBCiOrQ2894CCGEEEIIIaqATDyEEEIIIYQQtpOJhxBCCCGEEMJ2MvEQQgghhBBC2E4mHkIIIYQQ\nQgjbycRDCCGEEEIIYTuZeAghhBBCCCFsJxMPIYQQQgghhO1k4iGEEEIIIYSwnUw8hBBCCCGEELaT\niYcQQgghhBDCdjLxEEIIIYQQQthOJh5CCCGEEEII28nEQwghhBBCCGE7mXgIIYQQQgghbFeTE4+z\nzjpLA/IlX6V+9TiJWfkq86vHSczKV5lfPU5iVr7K/BI9oCYnHjt27OjpJghRFolZUWskZkWtkZgV\novrV5MRDCCGEEEIIUVtk4iGEEEIIIYSwnUw8hBBCCCGEELaTiYcQQgghhBDCdrZOPJRSByulliil\n1iml3lZKfT3HOqcppXYrpdYmvm6zs029laEN2qPtaY+VWLcr2whRirgRxx/xY2gDf8RP3IjnXVfi\nUPR2+WLcep7aX6QPVMYnu0Nc+eBrtOwN93RThOj17D7jEQP+R2s9Avg0cKNSakSO9ZZrrUcmvmbb\n3KZex9AGraFWpr04jdHzRzPtxWm0hlpz/kEqZ92ubCNEKeJGnNZQK9OXTGf0/NFMXzKd1lBrzsmH\nxKHo7fLFuNVP5q+bz9b2rcn+In2gMn6+dAPL39vBU2s+7ummCNHr2Trx0Fpv1VqvTny/F1gPDLHz\nmPuiYCzIzGUzWfnJSmI6xspPVjJz2UyCsWCX1u3KNkKUIhgLMmv5rLTYmrV8VsViV4haUijGZy6b\nyaShk7jtldukD1SY1umPQgj7dFuOh1LqEGAU8FqOxeOVUm8qpf6slDomz/bXKaVWKaVWtbS02NjS\n2uN1eVmzbU3aa2u2rcHr8nZp3a5sIyRmS+HRIgjpAAAgAElEQVRz+3LGls/ty1pX4tB+ErM9K1+M\nW/1keN/h0gcyVCJmXU4FwJ5QtJJNE0Lk0C0TD6VUI7AIuFlrvSdj8WpgqNb6eOBe4Olc+9Ba/0pr\nPUZrPaa5udneBteYYCzIqP1Hpb02av9ReT81LnXdrmwjJGZLEYgGcsZWIBrIWlfi0H4Ssz0rX4xb\n/WTT7k3SBzJUImaDEfPSzvZw/vwyIURl2D7xUEq5MScdD2utn8xcrrXeo7X2J75/HnArpQbZ3a5q\nVm4Crdfl5a7T7uK5C55j7ZVree6C57jrtLvynvGYO3EuYwePxaVcjB08lrkT5xY941HuNqJ3q1Qx\nA6/Ly5wJc9Jja4IZW7nWlTgUtajU/lLvrGfuhNwxPnfiXBZvXszs8bOlD1RYIDnxiPVwS4To/Vx2\n7lwppYAHgfVa65/mWWcwsE1rrZVSJ2FOhnba2a5qZiUXzlw2kzXb1jBq/1HMnTiXAZ4BOFT+eWLU\niHL7itvTtsnH7XBz+7jbGdI4hC3+Lbgd7oJtcigHAzwDuPeMe/G6vARjQbwub8H2iN6rnBgttq7T\n4WSAZwDzTp+Hz+3DH/XzyPpH+OUbv8xaV+JQ1KJS+0vciNMWamPRe4u45aRbOLTfobRH2/G5fMl+\ncuWIK/E4Pcn+In2gMpITj4hMPISwm92j1SnAlcAZKeVyz1ZKXa+Uuj6xzkXAv5RSbwDzgEu13ndT\nvOxO/g7GgsxYOoPJT01m5PyRTH5qMjOWzih6qt6hHDS4G9Iexb6p0sUMnA4njXWNBGNBbl5yM/et\nvS/vuhKHotaU2l+sQgv3rb2PC565gJEPjeTmJTcTioWAjti3+ov0gcoJRs0Jh18utRLCdrae8dBa\nvwSoIuv8DPiZne2oJXYnf0uCrugqu+JNYlP0RqXGdTmFFkRlWWc8wlGZeAhhN/mopMrYnfwtCbqi\nq+yKN4lN0RuVGtflFFoQlWUll4djcj8UIewmE48qY3fytyToiq6yK94kNkVvVGpc5yq0MGfCHIn/\nbhBMnOmIyMRDCNupWkynGDNmjF61alVPN8M2hjaSSYPFkgdT1w1EA3hdXkLxEA7loN5Zn3P7uBEn\nGAvic/sIRAM4HU7qnfXJ7a1tnA5nl3+WzGNVar9lKni5X3eotZgtFoOFlme+5x6Xh1AsVPC5y+HK\nuW0PxUs1kJjtRay4tvpLrr4QjAWpd9an9Q2Xw4Xb4SYUDyW39Tg9ac9LTS4v5+9KJ9VszI698wVa\n9oY5fL9GXvjGZ2xomahSPR6z+yI541GFSk2gtaqlTHtxGqPnj2b6kum0hduIGTFuXHwjo+ePZtqL\n02gNtSbLNxraoC3cxvQl0zu2CbVxy/JbmL5kOlvbt7Jg/QJaQ63Eja5d7xo34rSGWtOOVYn9Cntl\nxlVmDEH+GM31nreF2liwfgGj549mwfoFtIWy4y9mxHLHZritaDlpIaqZFdcL1i9ga/vWZHxn9oVp\nL05jV3gXcR3n2r9dy4RHJ/C7t3+Xsy/OXzc/b9/M14ZifXpf1nGplfxtEsJuMvGoYfmqpewO785b\nQSXXNre+fCvXHHcNKz9ZyW2v3MakoZOYtXxWl6+tt6q0pB6rEvsV9upMZbXUbXO955OGTiKmY8nY\nylweioW6dFwhqpUV15OGTuK2V25LxneuvpA5fufrL1Z/KrWPSN/KT2stl1oJ0Y1srWol7JWvWsqQ\nxiFZr1nXCefbZnjf4WnfV6KailRpqU1dqS6V7z234suKrczlVkxIVSvR21j9KTP28/WF1PE73zpW\nf7KeF+sjUjEuv7ihiRvmJecy8RDCfnLGo4blq5ayxb8l67XUMx65ttm0e1Pa95WopiJVWmpTV6pL\n5XvPrfiyYitzeSAakKpWoley4joz9vP1hdTxO986Vn+ynpdyxkP6Vm7ReEeeq1S1EsJ+MvGoYfmq\npQzwDOC5C55j7ZVree6C57jrM3fhcXpoj7bjcXqytrnjlDt48K0HGTt4LLPHz2bx5sUVqaYiVVpq\nUylVeAxt0B5tT3u0ts31ni/evBiXciVjK3O5x+XpclWrfG0SoidZcb1482Jmj5+djO9cfWHuxLkM\n9A5k7VVreeq8p/hg9wcF+1OxPmL1BY/Tw9wJUjEul0jcHCc8boec8RCiG0hVqxqXWanE4/TQFm5j\n5rKZrNm2hlH7j+IHp/6Au1+/m+3B7cydOJf+9f3TqqJYFbAqXdXK0AaBaIC4jtNU18TeyF6cyonP\n7evuu+32eOWKWovZQhVwrETV1BizJrxA1nvudrjR6OS+Miv3pFa16mzlnUJtqtE7O0vM9iJWXHuc\nnoJVrWJGjBlLZyRjeM6EObyz8x2G9h3KQU0HlVXVKrNPfPWEr3LZ0ZfR6G6UqlYpdvjDjLnjBQY1\n1rHDH2HjD87G6ejxH0V0D3mje0BN/kUWHTKrC4XioawkwlteuiWZPD5z2UxC8VDaNtYfoMa6RpwO\nZ/Kxq4KxINOXTOfUR0/lhIdO4NRHT2X6kulyer8GFKqsVihRNdd7ftOLN6Xt0+Vw0VjXmIw5a9JR\n7LiFSPKsqGZWPFvja2rsW88BZiydkZVIvn/j/kx+ajLX/u1aAJwOZ0l9JLNP3Lf2Pm5ecjPBWLCs\nvtXbRRNnPBrrzXFIznoIYS9JLu9lSkke767T65LQ2DsVe1974j2XWBO1rtJjt/SJ0lgTjYaUiYe3\nbp+8d5AQ3UI+8uhlSkke765PgSWhsXcq9L721HsusSZqXaXHbukTpbHOeFgTj3Bc7uUhhJ1k4tHL\n5ErQTU0e786Ewq4mC4vqVOh97an3XGJN1LpKj93SJ0oTiZl5rk3WxCMql1oJYSdJLu+F4kY8LYHR\n5XBR56xLJhQCaQm8DuWgzlGX3CY18bAzyb6p24TjYQxtlJ0sXGE9nkDW22I2M8ZSixHEjFhW8ng4\nHs4bA51NKM9Uqf1UCYnZfUBqzGYmm1tjt9vhTq5jJZWXOganJrN3Q5+oyZh946NdnH/fy5w/8kD+\nuPY/LP6fz3BYc6NNLRRVpsdjdl9Us3+VRW6GNmgLtzF9yXRGzx/N9CXT8Uf9ADS4GwBoDbUy7cVp\njJ4/mmkvTiMQDbA9sD25zbQXp9EaaiVuxLPWbQ21FixTalVSsba5cfGNyVP7ktDYO+SKsbZwG4Y2\niBkx2kIdyxasX0BbqC1vDGXGSykxlk9nE9OF6AmZsT99yXTaQm0sWL8g+bw11Io/4mfB+gWMWTCm\n7DF4zIIxyf3U+ETcNpmXWklyuRD2klGolylW3SfX8vZoO995+Ts5tym3UpBUF+r9Cr3HoViIWctn\nJZdNGjop7Xkp8SjxIvYFuWJ/1vJZTBo6Kfn81pdvZXdkd9prMgZXlnUfj+SlVjLxEMJWUtWqlylW\nySTX8iGNQ3Ju43P7yq6KIpVUer9yqloN7zu87HiUeBH7gmJVrKznQxqHZK0jY3DlWHcut854WGdA\nhBD2kDMevUyxSia5lm/xb8m5TSAaKLsqilRS6f0KvceZMbNp96ay41HiRewLilWxsp5v8W/Jek3G\n4MqxLq3yJUroRuWMhxC2snXioZQ6WCm1RCm1Tin1tlLq6znWUUqpeUqpDUqpN5VSJ9rZpmpjaIP2\naDuGNvBH/MSNePJ5Z2RWMrlx5I3cffrdeF1e/BE/9c76rEonDe4G7jzlzpzVT8qtilLo+NbPlfoz\nd+VnFZVTzntSKC48Lg93feYunrvgOdZeuZamuibu+sxdWetahQscylGxyjsSV6KaZMZjIBogZsTw\nR/zJ2LzrtPS+MWfCHBZvXpxW1apvXd+013L1j8yYt/Y7+dDJPHfBczzwuQeS64l0WTkecsZDCFvZ\nWtVKKXUAcIDWerVSqgl4HfiC1npdyjpnA9OAs4GTgXu01icX2m9vqbZiJQHOXDaTNdvWMGr/Ucwe\nP5tnNz3LRUdexADPgC5V9/E4PbSF2pi5vGP/cybMob+nf1qVIbuqWuU6/l2n3UXUiKb9zHMnzu30\nz1qiHq9cUc0xmysOC70ncSOOP+Jnd2Q3QxqHsMW/hb51fWmsa0QplXNfDe4G6p31BGNBYkaMGUtn\npMWEy+HqUjWqcn+GGiAxW8NyxeOPJv4IQxvMWj4rZ9/IrGqVOjZb1azyVYXLFfuN7kb8UX939oma\njNk/rt3C1x9dy7ypo5i+cA2/unI0nztmsE0tFFWmx2N2X2TrX2St9Vat9erE93uB9cCQjNXOBx7S\npleBfokJS6+XKwnwtlduY9LQSV1KBrSq+gRjQWYuz05eDMVCadV/rFKojXWNWRWBOlMpyFo3FA9l\nHX93eLckPlaZcpNRg7EgM/4xg8lPTWbk/JFMfmoyM/4xI3kDwVz7ss5uAMxYOiNt+YylMwC6VI1K\nEmpFNclXxCNXoQWrbzTWNeJyuNLGYWtsLjQG54v9mBGTPlGC5J3LrUut4rV3iwEhakm3fRSolDoE\nGAW8lrFoCPBRyvOPyZ6coJS6Tim1Sim1qqWlxa5mdqtCyYWVSAbMlxzuc/u6tN9SlZPI3hsTH2sl\nZstNRi0UV50pblCJ918SaiujVmK22nXn2Jcv9jtTHKQWdTVmrYmGr06Sy4XoDt0y8VBKNQKLgJu1\n1ns6sw+t9a+01mO01mOam5sr28AeUii5sBLJgPmSwwPRQJf2W6pyEtl746dwtRKz5SajFoqrzhQ3\nqMT7Lwm1lVErMVvtunPsyxf7nSkOUou6GrPWRKNRcjyE6Ba2TzyUUm7MScfDWusnc6yyBTg45flB\nidd6vVxJurPHz2bx5sWdTrDN3P+cCXOykhe76xOvXD9f3/q+FUsmFpVRbhGBQnFVbF+dKVhgx88g\nhJ1yxWODuyGr39gd+9InirMmHr56Z9pzIYQ97E4uV8DvgVat9c151pkM3ERHcvk8rfVJhfbbm5Ie\nU5O3A9EAXpeXiBEhbsTxuX3J15wOZ8n7sZIS6531hOPhsvfV2fbnS3zMXA6UnbDeRT2eQFbtMRs3\n4sniArniJGbEkkmvmUmw1nOXw/zEsDMxUYn336799hCJ2RpnaINwPIyhjeT4ntlvvC5vMnG81Fgt\nZ0zt5j5RkzF735IN/Oiv7/Dqtyfx6R8u5vZzR3D1KYfa1EJRZXo8ZvdFdv9VPgW4EjhDKbU28XW2\nUup6pdT1iXWeBzYBG4BfA1+zuU1VJTVhsLGuEQB/xM/0JdMZPX8005dMpzXUStyI592HVdVk2ovT\nGD1/NNNenEZbqI1blt/CjYtvJBQPAdBY11jxSUfmcVtDrWklG3Mlp3cmYV3Yx9AGbeG2tJhrC7cl\n38eYEaMtlLE81MaC9QuSz3eFdyXXL/b+2vX+S1yJatMebU+Oj9OXTOeT9k9YsH4BO4M7WbB+AWMW\njMk5buaTb8wFcsa+9InirDMcXkkuF6Jb2F3V6iWttdJaH6+1Hpn4el5rfb/W+v7EOlprfaPW+jCt\n9XFa6336I7ZgLJhV+WTW8llFbxiVWb3k1pdv5ZrjrrG1kolUEuodir2PoVgoZ0xOGjpJ3nch8ihU\ntbCz/UfG3MqLxTVOh8LjNv8dkhwPIewlH39Umc5UoipUHcv63o7reqWSUO9Q7H3MF5NWfGWuL4Qo\nXrWwM/1HxtzKi8YNXA6F25GYeMidy4WwlUw8qkxnKlEVqo5lfW/XGY99oWpKb1fsfcwXk1Z8Za4v\nhChetbAz/UfG3MqLxjV1TgcOh8LtVJJcLoTNZOJRZTIrBt048kbuPv1ufG4f/oifuBGnPdpOMBbE\n0Abt0XacyplVvWTOhDkc2vdQ/n7R37n3jHvxury0R9sxtJHcLvWxmMxtrDuTz50gVVNqXbHqNx5X\n9vs8Z8IcFm9e3LH+hLl4nB78ET8xI4Y/4sfQRvJ5auzEjRjtieXtET9GgfwlIWpNPBH/qePj5EMn\n89wFz/HA5x6gqa6Juz5zV1r/mXf6PLTWaX0mGAtm9Js4DuXI7quJvlfqWC7SReMGLqeZY+x2OmTi\nIYTNXD3dAJHO6XAywDOAeafPw+vy0hZq4+YlN7Nm2xpG7T+K2eNn8+ymZznvsPOYt3oe24PbueOU\nO1i6eSm3j7udg5oOwh/x88i/H+GXb/ySUfuP4o5T7uD7K77P9uB25k6ci9vhZsbSGcl9zp04lwGe\nAXkTD62ExpnLZia3ueOUO5i3eh6H9D2Eu0+/m0Z3Y2+oJLTPcjvc3D7udoY0DmGLfwtuhzu5zKEc\nuJ0dy1uCLXhdXs4+9Gy+ctxX2OLfglKK77z0Ha4/4Xoa3A3MWj4rGStzJsxh7fa1zFw2M/l80XuL\nkvE5d8IcM/4qWPhAiJ4QN2K0htqS8f/VE77KvNPnEYqH0sbPuRPn8qVjvsR1x19HJB5hb2RvVp+p\nd9Zz89Kbk/uZcsQUZi2fxX7e/ZJjfXu0nYfXP9zRl4qM5SJbzDBwO83flznxkORyIewko1MVcjqc\nNNY1EooFmbk8d3JiavL4rS/fytgDxjL5qcl8vPdjbl56M/etvS9vovnu8O6ykhMLJa/ft/Y+bl5y\nM8FYUKqm1KhgLMiMpTOY/NRkRs4fyeSnJjNj6Yy0m/6lLt8b2cv0JdPT1v/Wsm9xzXHXMNA7MGci\n+tgDxuZPTC9SPEGIWhHMKMRw39r7kh/aZI65hjZwKAcxI5azz2h08jUrIX3lJyt57v3nmPzUZK79\n27W0hdrSxnpJNC9fJKbTJh6SXC6EveSMRxXzFkjqzUwet74f0jikaKL5kMYhWcsLXR7VU8nronsU\nS1jNXG7FX+b6w/sORymVc1mfuj5Z66Ydq0DxBCFqRa5CDPnG5GLFG5rqmpLP8/W5csdykc0842Fe\nalXnVJJcLoTN5OPpKhYskNSbmTxufb/Fv6VoovkW/5as5cXOePRE8rroHsUSVjOXW/GXuf6m3Zto\nj7bnXLYnsidr3bRjFSieIEStyFWIId+YXKx4w97I3uTzfH2u3LFcZDNzPBJnPFyS4yGE3WTiUcW8\nLi9zUxLNxw4ey+zxs1m8eTF3nHIHD771IGMHj0373ufy8YNTf5C2TeryuRPn0re+b1kJ4bmSjzP3\nKZ+y1a5iyeWZyxdvXpxWACE1HnYGd2YtmzNhDiu3riyQmD5H4kf0Cl6XJyv+c43Jmf0rV59RqIJ9\nrjNjucgWjeuMHA+ZeAhhJ6V1aYlUSqkLgTnAfpi3mVeY9//rU3BDG4wZM0avWtVz9xk0tJFMpLY7\nodow4uYx3D4C0QBel5dQPIRDOah31hOMBZPfW8vD8TAanWxf6rpelxe0Tu4zmNimWGJv5s+cuc8q\nz+1QPd2Ano7ZYuKJOPOlxFnqXe4z33+P00MoHko+Vyg8Lg+BaACPy0MoFkruy+PyEI6HU7atJxQL\nlRV/+yCJ2SqX7+9A3IgRTIn/5JisDTPmc4yZmf3P4/IQNaIY2sjb56wJRnf9LSpBTcbs1b/9J63t\nEZ656VTOvmc5B/bz8sCXxtjUQlFlejxm90Xl5HjMBc7VWq+3qzG1IFeFJzsriTgcThrqGgFoTDw2\nOBqSyxvcHd9by30OX87lDe4GMAwI7KDhiWtg8woaho6Dix4EXzM48rffoRzJfWXtU9Q0Qxu0hdsK\nxnSu99+Kw7QYdPkg0EJjIr4aE/Hl8jVD6j6sWE48ClFLCv0dcDpc5lhsGDRG2uGRS/FtXgGJvtCQ\n6AuprIIi0DGOuxwdf54L9blc47IoXTSeUtVKLrUSwnbl/Ke8bV+fdEDuCk81VUkkGoAnroEPloMR\nMx+fuMZ8XeyTKhrTEl9iH1BSn5G+UBOicY3L0ZFcLhMPIexV9IxH4hIrgFVKqT8ATwNha7nW+kmb\n2laVilUAqnp1Pti8Iv21zSvM18U+qaIxLfEl9gEl9RnpCzUhGjdorDf/FXI7HVLVSgiblXLG49zE\nVx8gAHwu5bVz7GtadSpWAajqRQLmKf9UQ8eZr4t9UkVjWuJL7ANK6jPSF2pCLOWMhySXC2G/ohMP\nrfWXtdZfBh6wvk957UH7m1hdilUAso0Rh9Ae0Ib5aMQzlhsQ9pvLw37zeS5un5nTccgEcLjMx4se\nNF8vdHht0B5tT3sUvUNJMV1GfBmXzKf962sxbms1Hy+ZXzi+UvcdCUB4b/HjCNGD8vYZrTpi1+3t\nGGuP+yJMWwNfegbQJcW1jLndIy3Hw+kgIncuF8JW5SSX3wucWMJrvZpDORjgGcC9Z9zbfZVEjDi0\nt8Cia81T9UPHwZQHoKEZHM5EwniLef1wShJjzoRxh8N8feqj5in/SMD8p7BAYnl3J9SL7lU0psuI\nL0NBK3Fm/vP76bGi8nzKkbrvpsEw6TZ4+mvF41iIHuTQMAAn9570v3j7DiW4ezNe7cTxys9g2ZyU\n2B0Elz0Gkb2ljc8JMuZ2n9SJR70klwthu6IjmFJqnFLqf4BmpdQ3Ur5uB/bJGphWhZ/UR1tF2s1J\nR2qS4qJrzdeh/CRGhwPqG83KKvWNRf+pq/mEelFUwZguI77KjpXUfU/4hjnpkGRcUe2iARx/uJKG\ne0bimD3AfHzsShhxTkbsBs0zIGUmmcuY233M+3hYl1pJcrkQdivljEcd0JhYtynl9T3ARXY0SmSo\nb8ydpFifKEVqcxJjzSfUi64pI77KjpXUfQ86SpJxRW3I1ycGHZX+3IrdMuNaxtzuE0u9c7nTQVSS\ny4WwVSk5Hv/QWn8P+LTW+nspXz/VWr/XDW0UYX/uJMWw3/ze5iTGmk+oF11TRnyVHSup+97xjiTj\nitqQr0/seCf9eSTQqfFZxtzuE0m9c7nLQUTOeAhhq1IutfqTUuoZ4F6l1DOZX93QRlHXYOZ0pCaE\nT3nAfB06nTBeqh5LqBfVoYz4KjtWUve9/KfwhZ/bFsdCVEyuPjHlAVj3bHbsdmJ8ljG3+8QMgzqn\ndR8PKacrhN1KudTqx4nHC4HBwILE86nAtkIbKqV+g1lyd7vW+tgcy08D/gi8n3jpSa317BLaVHsM\nw7ymNzOhO9/radsFMRoGEbxsIV53A8Fou5n8ayWWRwMYvoHpyx11OBTmPnXcnKRY+4fsY+Z6zdFx\n1+puT6gXXWYYcfO9cvsIRgMdMZN75fxxmKMggeH2EIwFOvaNA4fbgyMSYEB9P+49/Z70WA37zUsD\nw35zH9FQ4jFgJuBa+46GYOrC9HiVxHLR03L1D99AuPSR9Lj+9PXwmW8mnxuxIEEFHp85fvvcDSl9\nMX9cy5jbfaKx1EutFFGpaiWErUq91OofwCla60u01n9KfF0GTCiy+e+As4qss1xrPTLx1XsnHYEW\nWHgpfL/ZfAy0mNWqcr5upG1nbHiR1lAb05Z8ndHzRzNtyddpDbVhGLH8yyN7MDa8CIEdsHBqx/7D\nu3MfM7w7fzvogYR60SWGEac11Mq0JdMTMTGd1lArRmYZZnPlwnEIaQUJDLc3EW8p+w63YTz5VVjx\ncxztO2h4ZCqO7zfT8MovcLTvgEcvM/f96GXQvgM2vJhyrB3mP3LKYf7zVt9UcuEDIWyXq3/EI2Yc\nW3H96v3pzx+9DCO0l9bIHuavm8/W9q1MT47Pif5SpDyujLndI2p0XGpVJ1WthLBdOSNZg1JquPVE\nKXUo0FBoA631MqC1k23rPfJVBYq0F652ktgueNhEZi6flV7hZPks83rfQsuHnZxdJSjQlvuYgTap\nJtSLBGPB/DGTqcyqaDn3/cr/Epz4P2ZVn9QKbJnPrYpsh54qsSZqQ67+EY8UjfNgeBczX/4Ok4ZO\n4rZXbpMKVVXKLKfbcQPBmKExDDnrIYRdyrmPxwxgqVJqE6CAYcBXK9CG8UqpN4EtwDe11m/nWkkp\ndR1wHcDQoUMrcNhulK8CSr5qVVa1k8R23vo+uSucuBtKWp6m/7Dcx+w/LH87RKf0ZMx63b48MZHj\nPS2zKlrefQ88omNbS75KVd5+JR1LdK+aHmftkqt/ZI7dOeLc23coa7atYXjf4VKhykZdidm4odGa\ntBsIAkQNg/p8l6UKIbqk5DMeWuu/AEcAXwemA0dprf/axeOvBoZqrY/HvBnh0wWO/yut9Rit9Zjm\n5uYuHrab5atqkq9alVXtJLFdMLwnd4WTaHtJy9O0fZj7mG0f5m+H6JSejNlgNJAnJnK8p2VW3cm7\n753vZVemylepKrirpGOJ7lXT46xdcvWPzLE7R5wHd29m1P6j2LR7k1SoslFXYta6rMqVklxuvi5n\nPISwSylVrc5IPF4ITAYOS3xNTrzWaVrrPVprf+L75wG3UmpQV/ZZFQzD/MOkE49ub+6qJnUNhaud\nJKqheDcuY+6EOckKJzeOvJG7T78br7uB9ssW4vHvSFs+dvBY5k6Yg/fD1zqqBB33RZi2xjyzMSWz\nGsuD5uvT1pjrWa+5vWb7DbnmtdZ4Xd7cMZHrU9YcVXeMS+bT7lAY2qA92m7mhiRi2ouDuRMyKu6M\n/z7eZT8xq/pcPN+Mpdtaob6v+Twz3t5/SSpXieqTOXYbRnb/+OJ8cLo7Kg0e90Uzzr/0TNoY6vX0\nY+6EOSzevJjZ42eXVKEq2d9SHoV9rIlHXUpyOSCVrYSwkdK68MxeKfU9rfV3lVK/zbFYa63/u8j2\nhwDP5qlqNRjYprXWSqmTgCeAYbpIo8aMGaNXrVpVsN09xkpEfOIa89T70HHmHy3fIPMutp2qamVV\nEQricfloC7Uxc/lM1mxbw6j9RzF3whz6e/oTigU7KgkpNw5XnVklCCCyt6NNE2fByddBfR8I74HX\nfgXL5nS0ta4BXvl5+mu+5lpO9FU93YCeiNnOVrUyoiFa4wFmLkuPsQErf4vjH3Ng4iyMk75CMLwL\nb9+hBNu3461rwuH2mmcyjBgsSon/KQ+a/7B5+5ln1rz9IRaGxmbzua+/+Y9b7caXHfbJmO1Recfu\nxKfo0QC4PWYS+aJr4ehzYeRlHTkgqdsYGv5+K8agIwl++no87gaCsSA+ty9vhSpDG7SGWtP73cS5\nDPAMqJXE8pqL2db2CCd+/+/cfu4IrjOpbFMAACAASURBVD7lUB5+7UO+89S/eO2WSezfx2NjS0WV\n6PGY3ReVUtXqu4nHL+f4KjbpWAisAI5SSn2slLpGKXW9Uur6xCoXAf9SSr0BzAMuLTbpqHp5E3WD\nyapAadV6UqoF5azik1jucLhoqGsiFAswc/nMrKThUCxIQ12TWQGlrgmH29NRJUgb6W1aeif84QoI\n7TIfl96Z3ta927Nfk+TfmuNwOGmoa0zERGP+SYe5cjIOg0ozc1l2jAVHnJdMpHU8diUN94zEMXsA\nDT/5FI6Fl5qXmyhlTjrSksmvMV+fPQDuHQWPXQmh1o7nf7hS4kv0vEJFFqz+EQl0JJH/eSbs/ij3\nNqFWeOtxHEvupGHhZTijQRqtvpinQlUwFszud5KEbqtY4oyH25WoapU48yFnPISwT8nJ5UqpjcCr\nwHLMErg5k8BTaa2nFln+M+BnpbahJpSZqFsur7shfyJ5uW3y9pNEc5HF6/IWTh7PlzA+6ChzglFK\nMvmgo9KfS3yJnlbK2F1CUnln4ztvv5MkdNtYdyl3OzrK6QJSUlcIG5Vz/nYE8EtgIPAjpdRGpdRT\n9jSrhpWZqFuuYLQ9fyJ5uW0K7pJEc5ElGAvmTx6H/AnjO97JH1OZyeQ73kl/LvElelopY3cJSeWd\nje+8/U7OeNgmlkgid7s6yumCJJcLYadyJh5xIJp4NIDtiS+RKkeibiWTZ8tKGi7Upi/8HN56vCP5\nPLWtvv62tV9UP6/Ly9yJc7NjbN0zZkyse7YjsTY1npb/1Ewaz1w25YH0ZPIpD5j7kPgS1aSUsbuu\nIT2+c/WFTsZ3zn6XJwldVEayqpUjo5yunPEQwjZFk8uTKyoVAN4Cfgq8oLXeaWfDCqn6pMeiCeNx\n8+aB9Y1m7ocR71i3vtH8VK3OZ/7hyrn7WCJpuMFMGsZh5nSE/eYfxmgAlNNMhLSOj+44Zthv7tvt\nMZPPddzcLrkuhdtfe3o8gawqYjY17qxYsfI+MmLWcHsJxkN4XV4z1pz1ODLjM/W5w9lRBS1XLEdD\nKfHkzV1oQaSSmLVbrnEaOpLII4HEuNieO+4j7WYenas+O96T65QX34Y2ksnn+ZLQq1jNxey6/+zh\n7HnLuf+K0Zx17GCWvrOdq3+7kkU3jGf0sP42tlRUiR6P2X1ROSPaVGAZ8DXgUaXU95RSk+xpVo0r\nlDBuxKG9BR69DJ68DgI7YeNSs1LKo5fB95vNx/YdZrJiJsPAEdhJwyNTcTx5HQ2BVhyPXNyx3e6P\nYMUvILDD3P/CS81KLeE96fuP7AWN+Ueyvim9rcUS3kXtSY27ZIy1mK9b1XwWXmouW3gpjsAOGpzm\nPz0NTi+OwM6ObV+9PzteAzvNeLNid+PS9GVuX0o8OSW+RM/KEfMEWsxlVuWqV+83x9PMcfnV+xPb\nTDVjO7S34zUr3us6F9+pyef5ktBF5VhnNtxZ9/GQMx5C2KWcGwj+UWv9Lcy7lT8PXA08a1O7eq9I\ne0dVlAnfgKe/Boee2vFashLQtbmvC06tvGJtn7rdH2+CEeeYr0/4RkeVlUBb7motYt+QGndpMdZe\nuJoPZC8fcU72vlLjbdG1ZkxLrIlqVSjmrcpVI84xx9PMPjPinPS4D7alvybxXjNihjXxSFxqJcnl\nQtiunKpWi4ATgI2YZz6uAl6zqV29V2pVFKsiSr7qUvWN2dunVl4pVFEltbKKVKoSmdV4ID3GClXz\nyaz2U6yST64qVhJropoUq2CVOo5mrpNZsUrG1poViZmXmmffuVwmHkLYpZzzuD8EjtJan6m1vlNr\n/Q+tdchaqJT6r8o3rxdKrYpiVUTJVwko7M/ePrXySqGKKqmVVaRSlcisxgMdMVasmk/m8mKVfHJV\nsZJYE9WkUMxbfaXUilVtH0qVthqVfedy6z4eUtVKCLuUc6nVKq11vMAqcyrQnt6vrgEung/T1sCg\nIzsq/uSqjFLng9Ae8zp8i9sHl2Rsn7rd+T8zK6pYVYakUpWA7Go8yRhryF3NZ+pC88aT2jDvzZG6\nvFBVK2u/KLit1YzTS+ZLrInqkreCldd8fsl88AzIXiezYtWUB6Ch2XztuC+a8f6lZwBt5pGIqmZd\nauVyWvfxMM98yBkPIexT8qVWJZDqACVRYETgT9PNU/ITZ8G4rwE68ceuL4R2Aw546nrY+0nHHzer\nAlE8Y/tLHzYTxK1KReNuMKtaXfir9GotUx+VSkL7KofTjKFLH8ld1crX3BEfsYh5V/tF15oxNnSc\nOVm+6DfgG2h+wutugAt+CU2DzXVdHjPewn5zorJwase2Fz3Ysz+7EJkcjvSYt6qtBXbAqt/DyKnw\n9A1mfF/wS+hzgDku1zfByV+Bz3wTdm2G1x+CMV+CU6aZBTyeuCY97n3NMs5WMevMhpVc7pY7lwth\nu0qOiHJushSZSY1L7wT/dvMftTmHwPf6m49/uDw9WTfSnn/7Ry83/3B6+iQqBjWZf0ylUpVI5XCa\nMaIcHbGSXJYSH/FIdvL4Y1ean/LOHgD3joJHp0J4t/l87nB45BIzBpXDjGUpZCCqXeaYGA2asTri\nHHPS8cFy815H4d3w+/PMcXn2QPPx9+eZMb30TnObeLRwgQZRlbKSyyXHQwjbVfKMhyhFrqTG/sOK\nJ+taScDFkiKF6Kp8ieiZCeOZSbapibmZ20p8impnja2ZSeWlFFPI12ck7qtaRzldmXgI0V0q+bH3\nBxXcV++VK6mx7cPiybpWonmxRGAhuipfInpmwniuhFqJT1GrrNjNTCovpZhCvj4jcV/VovFEVStH\noqpVopxuJC4XcAhhl6ITD6XUhYW+rPW01hcW2o9IyJXU6Ouf/Vpmsm5dQ/7tJVFcVFK+RPT3X8qf\nZGvFoMSnqFVW7K571izSUWoxhYseNPuMxH3NSVa1Skw4pJyuEPYr5VKrcwss08CTFWpLbTMM83re\nYsnbDgf4BqUn+TrroL5Px2uRdvO6YytZNzUJOGdSpCSKi05IjdloyLw23Yq/howYrfPB4WfA/7Z0\nJOKO+5qZZJsZgxKfoqeUOg7n2843CD59vTnmJsfjRLwnY7o9u3iHjMs1KZZxxsNKMo9KcrkQtik6\n8dBaf7k7GlLTDAMCLaVVNDEMs3JK6rpf+Dksnm1WsMrcztMn+3hWUiTkvsmgEMWkxmzTYJh0m3kX\nZismrUpqViI6ZMdcvhiU+BQ9oZxxuNh25/8M3njMrFhlbZ+M6aaObVPjW+K+5iRzPBJnPJwOhVIQ\nkTMeQtimrI9jlFKTlVIzlVK3WV92NaymZFaaKlTRJNe6T3+to4KVVEIR3SE1Did8w4zB1JhMraQm\nRC0oZxwutt0fbzKrW8l43KtZOR7uxMRUKYXb6ZCJhxA2KnnioZS6H7gEmIZ5z44vAsNsaldtKafS\nVL51UyukSCUUYbfUOMxXtUc+tRW1pLMV/wqNyTIe92rW/TqsS6zAzPOIyp3LhbBNOWc8xmutrwLa\ntNbfA8YBR9rTrBpTTiWffOumVkiRSijCbqlxmK9qj1VJTYha0NmKaoXGZBmPe7VIPI7LoZJ3Lgcz\n0VySy4WwTzn38QgmHgNKqQOBncABhTZQSv0GOAfYrrU+NsdyBdwDnA0EgKu11qvLaFPPSE1gjEXM\nOzVf9GD2tcW5Kpq4feYdygNt5v072j40rxl++0mYtgYGHGJe4hIJgNuTfufxziRNit6tUDJt1jKv\neZO0Oh+gYepC8LdA/6FmTkfqncqnPGhW59FG9rYSf6IaWVWpssZhD4T2pBdKiATSn1/6MNQ1wo53\nYd2f4ISLzRyPix40x/dkP5C4703CUYN6V/r76XYqmXgIYaNyJh7PKqX6AT8CVmNWtHqgyDa/A34G\nPJRn+eeBIxJfJwO/SDxWr9RExKPPhRHnm/+wNQ2Gc+d1TBzcDfn/QMUj8Kfp6f/kHX8x/OHK/Ann\nzrr05aUkTYrerVAyLaQvmzgLRl+VMbl4AN56ApbNMZdf8jB4msx/xnQcHrk4fd3XHzLXlfgT1Shn\nZSkPtO/IjnsrlnP2iwehYSCMutzc7yOXyLjbS4VjRrKUrkVyPISwVzmj51yt9S6t9SLM3I5PAXcU\n2kBrvQxoLbDK+cBD2vQq0E8pVfAsSo9LTUQ87ovmH6wPlsNbj8O9o+D354HW+f8w5UpkXHSNeQak\nUMJ55nJJehSFkmkzl404pyNWUxPIR5xjPl96J/zhcnPSoRzmJDffuhJ/olpZlaWUo6MUbqG4z9kv\nroG2zRDe3blkdVEzIjGDepcz7bU6pyOZdC6EqLxyJh7J7DutdVhrvTv1tU4aAnyU8vzjxGtZlFLX\nKaVWKaVWtbS0dPGwXZCaiOjtV35Sbr5Exv7Dsl9LTTjPtVySHqua7TFbKJk2c1m+BHIrxqzn9Y3F\nCyCkHkf0KlUzzlZKfWPhWM7XL/oPy79M4r6qdCVmw7E49e4cZzxi8Uo2UQiRopQ7lw9WSo0GvEqp\nUUqpExNfpwHdNgJrrX+ltR6jtR7T3NzcXYfNlpqIGNxVflJuvkTGtg+zX0tNOM+1XJIeq5rtMVso\nmTZzWb4EcivGrOdhf/ECCKnHEb1K1YyzlRL2F47lfP2i7cP8yyTuq0pXYjYcM5J3K7fUux2EonKp\nlRB2KeWMx5nAj4GDgJ8CP0l8zQBu6eLxtwAHpzw/KPFa9bISGA+ZYF5eNeUB83uHy3yc8oB519tS\ntre2uehB8PVPf+0LP4flP82/PF/yuth35Islty972bpnc8fqumezYzfXfjPXlfgTtaCuoXDc5+oX\n1ni77lnzRoIy7vZakZiRdcbDV+ckGJEzHkLYRWld2rWMSqkpifyO8g6g1CHAs3mqWk0GbsKsanUy\nME9rfVKxfY4ZM0avWrWq3KZUTmZVq3gkpUJKAzicpW+fs2pVOyinVLWqHFV8FXvZFrOdrWqVWjUt\nV+wW3Vbiz2a9N2a7mxE3x9RCVa2iodzjsdvbsa3EfTE1F7NXPPAawWicRTeMT752ze9W8smeEM9N\nn2BHE0V16fGY3ReVU9XqZaXUg8CBWuvPK6VGAOO01g/m20AptRA4DRiklPoY+C7gBtBa3w88jznp\n2IBZTvfLnfopupuVwAjmP29uj/m9p0/526fmgyRfa8p+LW253NhNJOSLpXzLMh+tmM2M3VK2FaIW\nOJzZcZ75WGg8zlxH9BqRHJda+epdBOSMhxC2KWfi8dvE13cSz98F/gDknXhoracW2qE2T7fcWEYb\nhBBCCCG6LByL07+hLu01n9tJIBLroRYJ0fuVc854kNb6McAA0FrHAPlYQAghhBA1JxzLvoGgr95J\nICz/2ghhl3ImHu1KqYGYNw5EKfVpYLctrRJCCCGEsFEkZlCXcR+PhjoX7ZEYpea/CiHKU86lVt8A\nngGGK6VeBpqBi2xplRBCCCGEjfKd8TC0uczjLlIoRghRtnImHuuApzCTwPcCT2PmeQghhBBC1JRw\nLJ418WioM/8tag/HZOIhhA3KudTqIeBTwA+Ae4Ejgfl2NEoIIYQQwk7hmEFd5hmPOnOyIZWthLBH\nOWc8jtVaj0h5vkQpta7SDRJCCCGEsFs4alCfmeNRb/5b5A9LZSsh7FDOGY/ViYRyAJRSJwO94O5S\nQgghhNiXRGIGkbhBY336xKO/zyyv29Ye6YlmCdHrlXPGYzTwilJqc+L5UOAdpdRbmLfkOL7irRNC\nCCGEqLBg4lIqX136v0HNTfUAtPjD3d4mIfYF5Uw8zrKtFUIIIYQQ3cSfuElgQ8YZj+TEY69MPISw\nQ8kTD631h3Y2RAghhBCiOwTC1sQj/d+gPh4XdS6HnPEQwibl5HgIIYQQQtS89sSlVg0Zl1oppWhu\nrKdlj0w8hLBDOZdaCSGEEELUvPbEGQ+rfG6qgwd42dji7+4mdU08Cm8/Dbs/gqM+D/sd3dMtEiIn\nOeMhhBBCiH1Ke55LrQBOOKgf67fuJRIzurtZnRMJwCMXw5PXwuLvwc8/DX+7FQy5F4moPjLx6CLD\n0PjDMQydeDR0TzdJiF5D+lfvIO+jqDbWDQJzTTxGHtyPSNzgrS27u7tZnfO3W2HjEjjnbvjmBhjz\n3/DKvfDszaClr4nqIpdadYFhaHa2R5i+cA0rP2hl7CEDmDd1FAMb6nA4VE83T4iaJv2rd5D3UVQj\n6waBDTkutTrp0AEArNi4g9HD+ndru8q2ZTWs+g2cfD2M+bL52jl3gXcALP8x7HcMfPr6nm2jECnk\njEcXBKJxpi9cw4pNO4kZmhWbdjJ94RoCUTm9KURXSf/qHeR9FNUomeOR44zHwMZ6jtq/iVUftnV3\ns8q3/Cfg7Qen35L++hm3wpFnwd//Fz55q2faJkQOMvHoAl+dk5UftKa9tvKD1pzJakKI8kj/6h3k\nfRTVqLU9Qp3LkfOMB8AxB/Zh/dY93dyqMu3YAP9+DsZeC54+6cuUgvPvM898PP01yfcQVUMmHl0Q\niMQZe8iAtNfGHjIgee2oEKLzpH/1DvI+imrU4g/T3FiPUrkv9/vUAU1s2xOmtT0CwP/9+d/csOB1\ndDXlTKx5CJQDxn4l9/KGQXDmnfDJm7Bmfve2TYg8ZOLRBT63k3lTRzFu+EBcDsW44QOZN3UUPrd8\nkidEV0n/6h3kfRTVaIc/wsDGurzLj9y/CYAN2/3sCUW5/x8b+fO/PuGdbXu7q4mFGXF48zE44r+g\naf/86x07BQ46Cf7xI4hFuq99QuRhe3K5Uuos4B7ACTygtf6/jOWnAX8E3k+89KTWerbd7aoEh0Mx\nsKGOX39pDL46J+3hGL46J4FoHJ/bKYmTQpTAMLTZZ+qcBCIdfSezf6UuE7VDxklRjXbsDTO4ryfv\n8sP3awRgY4ufeEoVtre37OFTg/vk26z7bFoKe7fCWf9XeD2l4DOz4OEp8MZCGP2lbmmeEPnYOvFQ\nSjmB+4D/Aj4GViqlntFar8tYdbnW+hw722IXh0PhczvZ6ZeqLUKUq1jFI4dD0ZhI/mzMkQQqaoOM\nk6La7PCHOXZI/gnEgX29eNwONm73E4t33M/j47ZgdzSvuDceBU9fM4G8mMMnwf7HwT9/DSdeZU5G\nhOghdl9qdRKwQWu9SWsdAR4Fzrf5mN1OqrYI0TnSd/Yd8l6LahGKxmnxhxnc15t3HYdDMXxQIxtb\n/Ly7zU9TvYvmpnq27Ap0Y0vzCO+F9X8yL6Ny5z9rk6QUjLkatr1llt8VogfZPfEYAnyU8vzjxGuZ\nxiul3lRK/VkpdUyuHSmlrlNKrVJKrWppabGjrZ0mVVtELtUcs9VC+k51sTNm5b0WduhMzG7Y7kdr\nOHL/xoLrHbZfIxtb2nlv+14O37+Rg/t7q+OMx7o/QiwIJ0wtfZvjLgZ3A7z+G/vaJUQJqiG5fDUw\nVGt9PHAv8HSulbTWv9Jaj9Faj2lubu7WBhYjVVtELtUcs9VC+k51sTNm5b0WduhMzL633UwQtxLI\n8zmsuYGP2gK89fFujtivkQP6efnPriqYeKx9BAYMh4PGlr6Npw8cNwX+9SRE2u1rmxBF2H3R9Bbg\n4JTnByVeS9Ja70n5/nml1M+VUoO01jtsbltFGIYGDQuuPYm9oRhNHjcftQbo73OnVW2JxQyCsTgN\n9S7awzG8LiculyNtP7kSbIXozayKR9Z1//dOHcmpRzTjq3OyNxTF53bidOb/fCS134SicQwDfPVm\nH/I4HWl9rti+CpH+WZrM31Pqe6C1ZsG1J/FRa5C7X3iX4YMauPqUQ/HVOfEn3h/5nYru8O42Py6H\n4pCBDQXXO6y5Ea2hPRLn2CF9eX9HO//w93BlqB3vwYcvw6Tvlp+rcdzFsPohePevcOyFnTq81hqN\nxqGq4XNrUYvsnnisBI5QSh2KOeG4FLgsdQWl1GBgm9ZaK6VOwjwLs9PmdlWElRi78LUP+cKog5i1\n6M1k0uQ9U0fSqDWgiMUMWgMRvv7o2o7ll45kgK8Ol8tRNMFWiN4qteKRx+WgtT3CdQ+9ntZPBjbU\n5ZwwpPab/fvU880zj+Jbj7+Ztu2j/9zMvBc3FN1XIdI/S5P5e7p36khGDxuQNu7NmXI8z6zdwvfO\nO4ZwzOCr81+X36nodhu3+zlkUAN1rsJjwWHNHZdiHTekL/5wDH84RiASw1fXQ8UuVv8eHC4YeXn5\n2w4bD437w9tPlTXxiMQjPLL+EZ7a8BQf7vkQp3JyeP/D+a9h/8U5w89hcMPg8tsi9lm2Tlm11jHg\nJuCvwHrgMa3120qp65VS1ydWuwj4l1LqDWAecKmuqjv05GclS5557AHMWvRmWtLk1xeuTSZNBmNx\nvv7o2vTlj64lGIun7UeSLsW+yKpcFYzm7if5+kFqv7nhtMP51uNvZm175rEHlLSvQqR/libz9zTu\nsEFZ7+esRW9y5rEH0BaIZi2T36noLh+3BRk6wFd0vSP2b6S5qZ5BjfUcc2BfmhvrAdixt4fOesTC\nsHahWcmq0L078nE4YcT58N7fzAT1EnzS/glX/+VqfvL6T+hX348vH/tlpn5qKm6Hm3tW38Pnnvgc\n01+czj+3/rO6bq4oqpbtU3at9fPA8xmv3Z/y/c+An9ndDjtYyZKH79eYM2myIVH+s6HeVXC5JF0K\nUbyfZErtN/n6oFWLv9i+CpH+WZrM31Mfr7vgeyK/U9FTtuwKMnpY/6LruZ0Onp8+AY2mzuWgucmc\neLT4QwwdWHziUnFrH4HADhh7Tef3ccyF8M9fmZdbHXdRwVV3h3fz1b9/lW2Bbdx92t1MGjYpbflH\nez/iqfee4vF3H2fJR0s4ov8RXP6py5k8fDIeVwnVtsQ+SS7S6wIrWXLDdn/OpMn2cAyA9nCs4HJJ\nuhSieD/JlNpv8vXBDdv9Je2rEOmfpcn8Pe0JRvO+Jx+1BuR3KnqEPxxjdzDKgf3yl9JN1dxUz35N\nnuT3AC17w7a1L69YGF76KQwZDcNP7/x+Dj4ZGgeblbEKMLTBt/7xLTbv3cy9Z9ybNekAOLjpYKaf\nOJ2/X/R3Zo+fjUJx+4rb+ewTn+W2l29j8YeLaY9KIrtIJxOPLrASY//6r63MmXI844YPxOVQjBs+\nkHsuHZlMLve6nNxz6cis5V6XM20/qcvnTR2VlpwuRG/nc+fuJ/n6QWq/+cXSDfzoi9l98K//2lrS\nvoq1S/pncZm/pxUbd2S9n3OmHM9f/7WVhjonP7n4BPmdim5nVaUa0r+0iUeqHp14LP8J7NoMZ9za\ntRsAOhxw9Dmw4QWI5L8nyR/e+QMrtq7g2yd9m7GDC1fP8rg8XHDEBTxx7hP85szfMP6A8bzw4Qvc\nvPRmTl14Kl/685f4+dqfs2b7GgxtFNyX6P1ULV6TN2bMGL1q1aqK7jOtGks4jsMBHndHBRsgZ1Wb\neNxIez1f1apiVa2s/VSiAo/I0uPZqnbEbLm6qzJTV46Tq58UqkyVVtUqEieudcnbdtfP1Ek1GbPW\n+5c5HiZ/bymP4aiBoTW+epdUCusdevzNKyVml/x7O1/+3UoW3TCO0cMGFFw3U9zQHPGd57np9MP5\nxueO6kpTy7PxRXj4i+ZlUlN+3fX9bVoKD50PlyyAo8/NWrzVv5Xz/3g+J+53Ir/47C9QnZjoRI0o\na7ev5aUtL/Ha1tdYt3MdGs2QxiFcOeJKLj7yYtxOd9d/lq7p8ZjdF/VQWYbqkqtqzY++eDw//us7\nbNsT5v4rTiQSN5i+cG1aBZYBPjetgWjadnOmHM/Taz7m0pOGplXQcbkcNCUmGk0ed9bxM/cjFV5E\nJXVXZaauHMcwNG3BaMGqSJmVqazE9HjcwB+O5VzXoVRWnyuXdRwg+SjSxeNm9b5H/7k5q8pf6riY\nWmls3tRR+Orkdyq6z8fWGY9+5edoOB2KAQ31tPi78YzHm4/DM9Og+VMw+ceV2eewU8HbH9Y9k3Pi\ncffquzG0wW3jbuvUpAPA7XAzdvDY5NmS3eHdvLTlJR575zH+75//x2PvPMbciXM5akA3TuBEVZCP\n1MldteZbj7/JDacdzopNO2kLRJm+MHcFlsztrKot5VTQkao5wm7dFWNdOU4pVZHy9atAmRWxROVZ\n70GuKn+p42JqpTEZ50R3+8+uIG6nYr/EZVPlam6q755LraIheO6b8OS1cOAouPIp8PStzL6dLjhq\nMrz7F4ilV+h6s+VNnn//ea4acRUHNh5YmeMBfev7Mnn4ZH531u+4b9J97Ins4fLnL2fpR0srdgxR\nG2TiQf6qNVb1lYMH+PJW28m3XTkVdKRqjrBbd8VYV45TalWkXP2q3IpYovKs96BQhbFclcZknBPd\naUtbkMF9PZ0+09stE4/QHnjoPFj5axh3E3zpGWjcr7LHGHEehPfA+/9IvqS1Zu7KuQzyDuKa47pQ\nOasApRQTD5rIE+c+wRH9juDmJTfzwocv2HIsUZ1k4kH+qjVWRZx8FVjyVeGxKuyUWkFHquYIu3VX\njHXlOKVWRcrVr8qtiCUqz3oP/n97dx4fVX0ufvzzZGayhy1EVJCyiCjVgpSCIFrEDRfkR12p2mK9\n5WrdbkVF663VVl/W61KxXvAqUlQsolSvXhQX2lJAEVkEREAERAIFQaBATEKWeX5/nDNxMmSSIZnJ\nOZM879eLFzNnzvLkzPP9znxnzveZ+iqM1VVpzPo505y2/auMzglWtKpLUX6KBx7hMLz8E9i2DC6d\nBuc+AKmYC9FjGGQWwNo3aha9++W7rNy1khv73UheqP5fdW+qwpxCppw7hRM7nsiE+RP4eOfHKT2e\n8Y9WP7k8ejLrlt2lPD53PT065jH21O7kZwc5UF5FZkAoOVhVa47HxDHOL4+XHKziX6WVHNMhlwPl\nlRRkB/nmYDWZASEz5Ex4jUygjEyyrKwKUxmuPQk2+tr2yP4L8zIpqwzbpMum8/zkeT25PJVzPGpN\n8K6s5puYtvLEmH7kZQbJzgzUOek7JxigvDrsFnaoIkOEbHey+DcVh7a7/Dj7Kimvoqyymo75WRTv\nKaVdboiCrGDNfJD6Joh7MHm8PNcyTgAAGopJREFUIb7P2dhzlh3IoKSiioNVYfIyA1SFlTY5IUrK\nq8jLqj25PCcYYHdpBTmhAPnZNrm8hfD8yUuknx384F8Z0rMjj17Wt1HH+P2cdTy7cBPr7z+v0fMf\n6rXwcZj7Gxg5Eb4/Nvn7jzbrWtj0dxi/nkqUUa+PIiuQxayRswhkNM83kXvL93L1nKs5UHGAWSNn\nUZRb1CzHdXmes61Rq74OoarKmQwZPSH1qav6c7A6zL+/sKxm2aOX9SUvM8CDPzqJYzrkUnKwiufe\n/4K2uSHOO+ko7nr1kzonUa75YjfHHlHA7a98O8nyscv7khMKcP305bUmwXbIzeSZnw4gNzNASXkV\n097/otYETJtobpoiI0MozPs2x5L1Ri92QPPHMf0Y3LNjTVsp3lNKKJDBlAWbeOJvG3jlulPo3C63\nps3dPPxYrhjYtVYbfPjS7/HIa05hh8lX9eexy/pyRJtsiveUkhnI4B/rd3LTjBVxtx3/8gq+2n+Q\nJ8b0q3ljUN/AC2iWifctSez5vHn4sfzbaT2oqA6z/Ms9hxQFiPSL/+/kLjX9Y0F2kGunLbVzbppN\nZXWYr/aX07ld43/crqggi8pqZV9ZJe1yM5MYHbD/n/CPh5z5F/1/mtx91+WEkbB6FmxZxMyyLyk+\nUMykMyc126ADoH12eyaeMZExb47hjvl38Mw5zxDMaNVvTVu8Vn2pVVnVoRNS95ZWckvMRPLxL69k\nb2klwx6Zx4adJVz3wjIem/s5o/p1PmTd6EmU/bt24PZXak+yvHXmSv5VWnnIJNiyqmry3bKS/+7u\n3yZgmmSKVGbKEPf/JLzBq2tC+PXTlzPskXn0/NVbDHtkHtdPX14zobhnUUGtNhdpK/EKO1w/fTn7\ny6tq7Wtwz44JbXvzjG8nl9c36d2KOxy+2HMWeX5vmbGizqIAkX4xun+sdh+zc26ay4595YS1cb/h\nEZHS3/KY93sIVzmXV6Xi25RYvc6GYDb7V8/iqVVPMeioQQztPDT1x43Rs11Pfn3Kr1n61VImr5zc\n7Mc3zatVDzzqmpAabyL5MR2c0nvREyfjTX6NrJOfXfeE18i+opdFJsHaRHOTThKdEB6ZUBzbJuqb\niBx7O3K/TU4o4W0j7aa+dmVt7vDFnrNjj8iveW4b6hfjFd+wc25SbVsTSulGFOWnaOBx4CtYOQNO\nvgo6dE/uvuPJzIPe5zFly9vsP7if8d8fn5rLxxIwsudIRh87mmdWPcOSHUs8icE0j1Y98KhrQmq8\nieTFe5xf+IyeOBlv8mtknZLyuie8RvYVvSwyCdYmmpt0kuiE8MiE4tg2Ud9E5Njbkfv7yyoT3jbS\nbuprV9bmDl/sOduws6TmuW2oX4xXfMPOuUm1bXudgcfRTbzUCkj+b3kseQaqK+GUG5K73was730W\nL+SFGFXYlxMKT2jWY8e6c+CddG3TlbsW3MW+g/s8jcWkTqseeOQEA0y8oh+DexQSzBAG9yikXW6I\niWNqL4vM8Rjco5DJ8zbw8KXfY3CPQl5fse2Q7R+6+Hu8s3o7E6/ox/Ite2rWjTz+2OV9aZcbqrVs\n4hX9an4dPTcU4IkxJ9d6/IkxJ9c8boyfxObroo1fH9ImJl7Rj3dWbyeYIWzcdaDW45G2Er3+w5d+\nj8nzNhyybeT+oo1fJ7RtdLupr11Zmzt8secs8hxFnp94/WJ0/xhwH7NzbppL5BuPo5tS1SoVl1pV\nlMKSZ6H3edDx2OTttwFV4SruK55DgQrjv/662Y4bT24ol4dOf4jd5bu5b9F9pGPxI9OwVlnVKroa\nS0Vl9SEVpoBaVXcCImSFMiitcJZFb1NeUU21frt9ZOJuKCPxqla5oUBN5Z3Y+KzaS1J4fvK8rmqV\nSnVVN4qtWtXQ/bqqWiW6bWxbzY7TbmLjzAlmUFYVrqnGFQ5DbpZv2pzvczb6fEaei+pwmIqwkhMK\nUFZZfUi/GF3VqiIc9ts5N03j+ZPXUM7e+ZdVzF27k6X/eVajj6GqnHDP21w56Dv8+sI+jd5PLUum\nwJvj4Zo58J0hydlnAp78+En+Z9X/8PuioVzw0Z/hFx/CEd5+6wEwdfVU/rDsD/x2yG8Z3Wt0Kg/l\nec62Rq3uG49INZafP7eU4+6ewzXTllJeGQaFguwQwWAGwWAGBdkhMkQoyA6RHQqw55tKxj2/jFtn\nruDrbyoY9/wyjrt7Dtc+t5Syimo0rBRkhxCE8sow10xb+u3jUfsPZGSQnRmstf/oQQekZhKwMakS\nna85wQz2lH7bPsY9v4w9pRUs/HxXzf29ZZXkZQZr8j8YzPg237ND5GbVfizSVvIyg+wtq6y179h9\n5dbTbqLjzA0F2FNaWdMPXDttKWWV1aBYm0tQRoZzHneXOM/38fe8zdhpSwmH9ZAc2La3nD8t/ILd\nJRXkhgIEgxnkZgbJz7Z+zjQf5zc8Gn+ZFTg/gNezKJ/Poy4BbZJwNSyaBEf3h66Dk7PPBMzfOp+n\nVz3NRT0v4oIf3g+hPFjwWLMdvz5jvzuWQUcO4sGPHmTzvs1eh2OSrNUNPBpTwSZ6m+uHHXtIpapb\nXkqseo4xLV1p5aGV4m55aUVNJaqmtIdkti1rp8lR13msqzJgdDUrO8fGK9v2ljWpolVE704FrN9x\nIAkRAZ/NgT0bYciNzVPJClj+1XLGzxvPCYUncPeguyGvEH7wM6e07o7VzRJDfTIkgweGPkBmIJMJ\nCyZQWV3pdUgmiVrdwKMxFWyit4lXSceqUhlTd6W46EpUkfuNaQ/JbFvWTpOjrvMYrzJgvGpWxjSH\n6rCydW8ZXdo3vqJVRJ+j27Bjfznb95U1bUeqsPAP0K4rnDCqyXElYu6Xcxn33jg65XVi0pmTyA25\n52PorZDdFuZMcH493WOd8jpx35D7WLN7DX9c8UevwzFJ1OoGHo2pYBO9TbxKOlaVypi6K8VFV6KK\n3G9Me0hm27J2mhx1ncd4lQHjVbMypjls31dGRXWYboV5Td7XsN5HADDnkx1N29HmhbBtKZx6CwRS\nOyAvqSjh3g/u5Zfzfknv9r15bsRzFOYUfrtCbgc46174ciF8+N8pjSVRZ3Y9k0uOu4Rpq6fxwT8/\n8DockyQpH3iIyAgR+UxENojInXU8LiLyhPv4KhHpn8p4GlPBJnqb6KpWVpXKmNpyQ4dWiouuRNWU\n9pDMtmXtNDnqOo/t66gMGF3Nys6x8cKXu50y9t06Nv0bj55FefTv2o5J8zayY19543e04BHIK4J+\nVzY5pngqqyt5+bOXGfW/o3htw2v87MSfMXXE1NqDjoj+P4XjL4T3fgNrZ6cspsNx+4Db6dG2B7fN\nu431e9d7HY5JgpRWtRKRALAeOBvYCiwBxqjqmqh1zgduAs4HBgETVXVQfftNZlWrRKupRG9zSCUr\nq0rld56f/JZc1SpWdXWY0so4Vaua2B6S2bZ83k49DyTRnK3rPKpqrRyIfiy2mIZpMXyds88v2sw9\nr3/KoruGc1Tbps/zWLdjP5dMXkSX9jm8fN1g1m0/wH+9vY7eRxZwz8g+ZAUbGGBvmAvTL4ZzHnDm\ndyRZdbiaN794k0krJrGtZBv9j+jPrQNupW9R3/o3PFgCz4+CHavgR0/Dd1NaVSoh20u2c9VbV6Eo\nL5z/Ap3zOydr157nbGuU6leAgcAGVd2kqhXAS0DshYyjgOfV8SHQTkSOSmVQjakaVasiTpZVpTIm\nnkCgdlW4WlWrmtgektm2rJ0mR13nMTYHAhkZdfaVxjSXT7buozAvkyPbNK2qVcTxR7Zh8lX92bCz\nhPMnLuDKKR+y/qsDvLh4C4+918An8xWlMOdOaN8dBv48KfFEVIWreGvTW1z8xsXcvfBu2mS2YdKZ\nk5g2YlrDgw6ArHy48hU4qh+8MhbeuduJ10NH5R/FU2c/RXl1OT+Z8xM27N3gaTymaVL9KtAZKI66\nv9VddrjrICLjRGSpiCzdtWtX0gM1JtksZ026sZw16SbRnF259V+c1KUtksTKUaf1KmLyVd+nbU6I\ni/p2ZsGE4Vw+4BieXfAFG3bGqXqlCnNuh92fw8jHIZiVlFjKq8qZuW4mF752IRMWTADg0R8+yksX\nvsRpXU47vL87twOMnQ0/+DdY9CRMHgyfve3E7pFe7Xvxp3P/RFjDXPnWlczeNNt+YDBNpc3HT6r6\ntKoOUNUBRUVFXodjTIMsZ026sZw16SaRnC3eU8r6r0oY3KOOeQ1NdHafTrx582k8ellf2uaEuGNE\nb3IzA9z7xppD3xhXVzpVoz6eDqfdBj2GNenYYQ2zatcqfrfodwx/ZTj3L76fwuxCJp4xkVdHvco5\n3c4hQxr5Ni+YBRc8Cj+dDRlBmHE5PHu2M/fDo/K2vTv0ZsYFM+jdoTd3LbiLce+NY8XOFTYASTOp\nrmu4DTgm6n4Xd9nhrmOMMcYYc1hUlSf/toEMgfNPSulV3AAU5mdx27m9uef1T5k0byMX9zuStuXF\n5PzzI1j8FOxcA4Ouh+H/mfA+wxpm38F97C3fS/GBYjbu28i6PetYvH0xe8r3kBXI4qzvnMXFvS5m\nQKcBSf1Wh+6nOb9o/vF0WPAozLwS8jvBcedCt9PhiOOdcsCZBZDhDnJUU/abJEfmHcnUc6cy87OZ\nTFoxiavnXE33tt0Z2nko/Yr60a1tNzrldiI/lE8gwwpZ+FGqBx5LgF4i0h1nMHEF8OOYdd4AbhSR\nl3Aml+9T1e0pjssYY4wxLdyLi7cwc2kx407vwTEdml7RKhE/HtiVRRt388g7a7l63lByxP29j47H\nwWUvQJ+L4m777uZ3eWDxA1SGK6kOV1Ot1VRUV6DU/lT/iNwjGHz0YIYcPYQzjjmDgsyC1P1BgRAM\nuAZOvho2vAcrXoRPX4flz8eslwVa7fwmyPC7UxZOMCPIlSdcyehjRzN702z+uuWvzFw3kxfWvFBr\nvdxgLkW5Rcwe7Y8KXcaR0qpWUFO16nEgAExV1QdE5DoAVX1KnKH5k8AIoBS4RlXrLaUiIruALxM4\nfEfg66bE70Mt8W+C1P5dX6vqiBTtOyGHkbON5ce88GNMkB5xtYacjeXH58ViSkxHYJ3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = seaborn.load_dataset('iris')\n", "display(df.head())\n", "seaborn.pairplot(df, hue='species', diag_kind='kde');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Чтобы нанести черточки экспериментальных ошибок, вместо `scatter` можно использовать `errorbar`." ] }, { "cell_type": "code", "execution_count": 231, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed(0)\n", "xx = linspace(0, 2, 20)\n", "yy = xx ** 0.5\n", "title('errorbar')\n", "gca().set_aspect('equal')\n", "errorbar(xx + 0.05 * randn(*xx.shape), yy + 0.1 * randn(*yy.shape), 0.05, 0.1, 'o', lw=1)\n", "xx = linspace(0, 2, 200)\n", "yy = xx ** 0.5\n", "plot(xx, yy);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Квартет Анскомба фитить прямыми нехорошо и `seaborn.regplot` показывает насколько." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " dataset x y\n", "11 II 10.0 9.14\n", "12 II 8.0 8.14\n", "13 II 13.0 8.74\n", "14 II 9.0 8.77\n", "15 II 11.0 9.26" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = seaborn.load_dataset('anscombe')\n", "df = df[df.dataset == 'II']\n", "display(df.head())\n", "\n", "ax = seaborn.regplot(x='x', y='y', data=df)\n", "ax.set_title('seaborn.lmplot')\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Эволюцию объема и долей часто отображают `stackplot`." ] }, { "cell_type": "code", "execution_count": 315, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2v0CshgCsPgFYffyw6o1YtQYsGh8sQo8FPRbZ/KbRZGl+02hqtNHUaDtpPFmj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\ncPuY89hRtb9bx99SOYIrvyjAVup5hZw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H/fY12ZQ6Gv1c0aetizuJaz54yeoyvKIlOYfV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\nTUQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed(0)\n", "xlim([0,10])\n", "title('stackplot')\n", "stackplot(range(11), abs(rand(5, 11)), labels='Windows Linux OSX Android MeeGo'.split())\n", "legend();" ] }, { "cell_type": "code", "execution_count": 432, "metadata": { "collapsed": true }, "outputs": [], "source": [ "seed(0)\n", "X = rand(10,10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Интенсивности на 2D сетке изображают `seaborn.heatmap`." ] }, { "cell_type": "code", "execution_count": 433, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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CIhWv/qOObmdaiGnXlHBXfmcjpq3BNY9aqSzVPHdDLacNsRCdYHDn676Ny3ni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\nEI7Rgo45SnEUQgjhEDKtKoQQQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize=(8,8))\n", "title('heatmap')\n", "seaborn.heatmap(X, fmt='.2f', annot=True, square=True, cmap='viridis');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Схожий результат дает `imshow` с `interpolation='None'`. Параметры `extent=` и `aspect=` позволяют настраивать масштабы осей." ] }, { "cell_type": "code", "execution_count": 434, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "title('imshow interpolation=\\'None\\'')\n", "imshow(X, interpolation='None', extent=[0,100,0,1], aspect=100)\n", "colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "todo\n", "* http://seaborn.pydata.org/generated/seaborn.factorplot.html factorplot, col, hue\n", "* http://seaborn.pydata.org/generated/seaborn.clustermap.html\n", "* http://seaborn.pydata.org/examples/structured_heatmap.html\n", "* http://seaborn.pydata.org/generated/seaborn.countplot.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3D-графики" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from mpl_toolkits.mplot3d import axes3d" ] }, { "cell_type": "code", "execution_count": 167, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(60L, 60L) (60L, 60L) (60L, 60L)\n" ] } ], "source": [ "X, Y, Z = axes3d.get_test_data(0.1)\n", "print X.shape, Y.shape, Z.shape" ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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iF2ArqazmNx6P49GjRwCu2rpisQhBEDA1NaVp2+2uJ691M2aLOFoXcpjwvLi4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PF6VOsaVOS0ujoKCA62eHYRry8Pj2BuKDNeTHHlusJjd/ExrLI0eOoNEcC0c/lcbIz8+P6Ojo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OmX4ArKIsmmD+zeMN0jHobH/QTD8IPXW2L2FaeRo1PK8PhDvLLbRn6SljZ7ZLGlU8pw+0J8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\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oivbcuXORkJAAPp9/SbTqsJx/fLV8ORwOdHd349ixYygtLcW8efPQ0NAQ0PWp1laqo8AT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\nvzlz5tB5f3l5eZg3bx7dbfX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = figure(figsize=(16,5))\n", "for i in range(3):\n", " ax = fig.add_subplot(1, 3, i + 1, projection='3d') # или gca(projection='3d')\n", " ax.plot_wireframe(X, Y, Z, rstride=5, cstride=5)\n", " ax.view_init(elev=30, azim=-20 + 30 * i)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "IPython поддерживает несколько бэкендов отображения графиков — `inline` в `%pylab inline` означает именно это. Если для 2D графиков дефолтное поведение (вставить картинкой) удобно, для 3D может понадобиться другое. Полезнее всего `gui='notebook'`, который вставляет график в нотебук, позволяет его вращать, а потом выключить, превратив в картинку." ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'gtk': 'GTKAgg',\n", " 'gtk3': 'GTK3Agg',\n", " 'inline': 'module://ipykernel.pylab.backend_inline',\n", " 'nbagg': 'nbAgg',\n", " 'notebook': 'nbAgg',\n", " 'osx': 'MacOSX',\n", " 'qt': 'Qt4Agg',\n", " 'qt4': 'Qt4Agg',\n", " 'qt5': 'Qt5Agg',\n", " 'tk': 'TkAgg',\n", " 'wx': 'WXAgg'}" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "IPython.core.pylabtools.backends" ] }, { "cell_type": "code", "execution_count": 153, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "('notebook', 'nbAgg')" ] }, "execution_count": 153, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_ipython().enable_matplotlib(gui='notebook')" ] }, { "cell_type": "code", "execution_count": 154, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " if (mpl.ratio != 1) {\n", " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", " }\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var backingStore = this.context.backingStorePixelRatio ||\n", "\tthis.context.webkitBackingStorePixelRatio ||\n", "\tthis.context.mozBackingStorePixelRatio ||\n", "\tthis.context.msBackingStorePixelRatio ||\n", "\tthis.context.oBackingStorePixelRatio ||\n", "\tthis.context.backingStorePixelRatio || 1;\n", "\n", " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width * mpl.ratio);\n", " canvas.attr('height', height * mpl.ratio);\n", " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('