{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting\n", "\n", "\n", "Plotten ist hier nicht viel anders als in R. Mit dem einen Unterschied, dass ich keine so fetzigen dynamischen Plots wie Dygraphs in Python kenne. Man könnte aber das plotly package nehmen, was es auch in R gibt. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Damit wir was zum plotten haben erstelle ich ein paar Daten\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# das Plotmodul heißt Matplotlib (Die erste Zeile ist nur in jupiter Notebook nötig.)\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "\n", "# datasets to plot\n", "from sklearn import datasets" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iris Plants Database\n", "====================\n", "\n", "Notes\n", "-----\n", "Data Set Characteristics:\n", " :Number of Instances: 150 (50 in each of three classes)\n", " :Number of Attributes: 4 numeric, predictive attributes and the class\n", " :Attribute Information:\n", " - sepal length in cm\n", " - sepal width in cm\n", " - petal length in cm\n", " - petal width in cm\n", " - class:\n", " - Iris-Setosa\n", " - Iris-Versicolour\n", " - Iris-Virginica\n", " :Summary Statistics:\n", "\n", " ============== ==== ==== ======= ===== ====================\n", " Min Max Mean SD Class Correlation\n", " ============== ==== ==== ======= ===== ====================\n", " sepal length: 4.3 7.9 5.84 0.83 0.7826\n", " sepal width: 2.0 4.4 3.05 0.43 -0.4194\n", " petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)\n", " petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)\n", " ============== ==== ==== ======= ===== ====================\n", "\n", " :Missing Attribute Values: None\n", " :Class Distribution: 33.3% for each of 3 classes.\n", " :Creator: R.A. Fisher\n", " :Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n", " :Date: July, 1988\n", "\n", "This is a copy of UCI ML iris datasets.\n", "http://archive.ics.uci.edu/ml/datasets/Iris\n", "\n", "The famous Iris database, first used by Sir R.A Fisher\n", "\n", "This is perhaps the best known database to be found in the\n", "pattern recognition literature. Fisher's paper is a classic in the field and\n", "is referenced frequently to this day. (See Duda & Hart, for example.) The\n", "data set contains 3 classes of 50 instances each, where each class refers to a\n", "type of iris plant. One class is linearly separable from the other 2; the\n", "latter are NOT linearly separable from each other.\n", "\n", "References\n", "----------\n", " - Fisher,R.A. \"The use of multiple measurements in taxonomic problems\"\n", " Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n", " Mathematical Statistics\" (John Wiley, NY, 1950).\n", " - Duda,R.O., & Hart,P.E. (1973) Pattern Classification and Scene Analysis.\n", " (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.\n", " - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n", " Structure and Classification Rule for Recognition in Partially Exposed\n", " Environments\". IEEE Transactions on Pattern Analysis and Machine\n", " Intelligence, Vol. PAMI-2, No. 1, 67-71.\n", " - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\". IEEE Transactions\n", " on Information Theory, May 1972, 431-433.\n", " - See also: 1988 MLC Proceedings, 54-64. Cheeseman et al\"s AUTOCLASS II\n", " conceptual clustering system finds 3 classes in the data.\n", " - Many, many more ...\n", "\n" ] } ], "source": [ "# iris dataset\n", "iris=datasets.load_iris()\n", "iris\n", "print(iris[\"DESCR\"])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "1\n", "2\n", "3\n", "4\n", "5\n", "6\n", "7\n" ] } ], "source": [ "for i in range(8):\n", " print(i)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# get the right parts (the first 2 columns of the data)\n", "iris_data=iris.data\n", "x1,x2 = iris_data[:,0],iris_data[:,1]\n", "iris_header=iris.feature_names\n", "iris_group=iris.target\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(iris_data)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ASttne8xSpkPourW0qxBn1lvunViG2sN2337hvAcGd7rhwqlbSP1LzCZMcV9cnnI3L91R67rN7Z7Dtk3bknw3ki/rCuAQgDXcwHmMOBm6lkOJ3UlCP+t3LWa5RC3beZ+28d1ZpVS7tiTAanxFtppLpoYujcplKB/Xeh+5bOKSojxXHc0ZmL47Dg2BDOKkAvBFItpHRFvZPyERxMY/W4yfao/K5Wn2edV91KwjV4QxbSzpZbcqotWkpe/MGJeL9Z2RmQtuqOQUpdS3iegVAPYAuEop9RdGmq0AtgLA+vXrzz18+HCQQWZYQR+zhQNsO4LcvPfJ6Fiqa6eVvs/AsEjoO9NyKIxk1vE//v7f9LbHUDv1hUQ4oSsztmeDcx9zLbY0ZGPMI3aqEEBIe9hCKlybXGG6vp1jfNppKP2uA7sG48Mm3O+YzfYQhnbb4YaUQm3IugMOgOsB/PZQmhTjuH0f3bmP/iVJsSzoUD4hu/akmkkau5RnifvT6iN9H6W+rzHlxIaUUu9KU5MctiHlsq5E9GIAP6WU+uHk738L4L8E/aQ4iF0PZOh64GihMCcplpK11cX0qmPXTPGxlbs2Q61lX/WjNXf9iOJLcVai5jK8rg0Pai0XO/p77+rZAZwG4MDk9SiA61zX5PS4uUt7uoTCnPiKkVzR0VXHLqHtxM0n1uPOMesw1KNLuQRqKKVmYcZ8/33bySXcuTY1yOlxx+ad4zuDlOKkUurvlFKbJq/XK6X+W9ZfEgOuuNXK0LIuLjHSVyjyqWOqdtLpfYUiV3qbHTkEKVeeqTyvGNtb/P6a+LbTqD1aB7XrxhInffEdx91Hn0jpez2QVih0lecjNNUcux4iiplCketRU6f3tTFEkLIJRgBWxtrqPHOOx/a1vQY1x8/3CZ8x48RDys9dRgxZxUnOK+UiU6lCGzVCJdx0NYVUbtmlxjrHPML67ieY+lG8ZTFtTJRoxxbvFca+56SPmNLCDDwfG4Z29K5dD9MOH6HIJQwC9sfLHIJUSZErpJzRi2NCXbg9vM8rh8cdO6yMKxSGYNrALcMmOpaEK1b6Dt3yFQp90/VhE4xcs+BS4WN7ix5fK5QQi1sQpE0w5mVdc8GdtZiyrFzpfXAJoL5l15zt5pp5FyuehQqwLc7wszEGW0s8iYz9aadZcRIImzFZKtyQYhZgifAIR9zl1KW7qA5H6NOkXJjItTKbDW5Ywldc1OnNhYeG7Kgtjo1BQJ1Vpkqc1NScgeeiBRtspN5zM3TsbcoFgFLmGZNfzHjjWqESCdG0C2Y5VBK8iM69N6Q1pCB9u9mk3LiAsw+hPt53PgafRex98uTWjWNP33VD15dm1veJnEq4PbzPK4fHnWomoJXfeVnYdT02lIazZomviGuDu9yl7XwINs829ZDDlB63q4xa4ph43O2CafS4U8+YTLm8ZQvD+FIRWpcx7JbSkofp2x4t2S7Up8lx3L6ELKJz894ncc2xdwNfufGFg9f/zPL7L+4AfunabPamgFNn/eNk7ncZI+K69hlMtQ+hbXx0VwD0KUvnp/PsG2/ta7tOr99tNs+/ch6L31tcddxHlNx1YFeSH7/W9okUAuG65j6vHKESLsE7iUSESmrDqXPLAqqL1Lu71JyZV2NGqTAOMI2hkhSMbrfxEQumXHKHAGxiYquhh664KaKiYIXbw/u8anrcvrMWV/jyf89gTSTMpwBOnWsLqDY4nmQqIa+kMGgrw1W2+VRQ8ilBqAtm2eMOFgobj2kPwanzmAXU1MJmzZl5LYi0wviZuo6bi94VpznuvWFZJNVCqf57isImsSGA0FBBDWGOY+vQ2PDuuzn+XJhhuK45gGMAPAjgHlfamqGSqUCHSEYsmHIZ06zDEGLHhpdaklaoDzKFSq4GcDDDb0ddpsiTrUEqzy+lB9miN9rSTEph/LA6biJaB+DtAD6W15wKdMdx16QvRKKPN0zfokk+6PCFKx+f8EqsTbH02brrwC6WrebY8G54R0aZCCtw3HIAdwE4F8CbMW2hkhbDES3aZCH1GOsUaVsKI+QKebRURyENSLkDDhG9A8AzSql9RPTmgXRbAWwFgPXr18f/ori494bwkSD33mCfMQmMeoRJCWJ2lxnaZzB0lxrX7jsp9ywMscsUGVPMpBRmHFfPDuAGAE8DOATguwB+BOB/DV1TxONO5ZWa+bTg7bY4ptxCqr0offIxx0LnXu41Jl/X4luhtra4g4sQB1KKk0qpa5VS65RSGwBcCuDLSql35/ohaRIdZy4Vby7h8Zt1aTyW3qWUV5oidpzL1iY989LfoRF9Z1MzrnHcOcY4/+IOd746rNKKkJkCsy6BdeOMjeaIar5jrIfyTDVeWwuKKQRBm01TtehT6f+Pafp/9IXrmvu8RhUq4eQ7jeOqK4WIcoQxSoVGRBB0UPr/Y5r+H1VicXL0hIqYNgFzzEKmrU7m5zHWLRFDgqnQw5DQn+P7U7q8VuH28D6vIh43V8Dz/VXuy9fmcY/5F99Vl0x1yyGq5RLqzKF8Igg6EI87Ckz1IlM67pzr1zXUOxdYhAynS5lnDE0KgqmQ7/CoGF/HzREkUouYOnRgEzK/cuP4vvi6Tt3PjS1wVXMGZM4NkJskhdBnfqdyU7q8luC65j6vrKES38ejnI9T0yhaahqoUytiYCt2ZKWB+z3rYNShkj7vrpYnOJS/PudjUyp7OfnY0jTyZDC06FLt9Tim1qs2aewJS/CA28P7vKI8btcvfwqxMZUtOm+uTblme/qk4dqQefYmx4ut5ema5c6EKCked3Uwao/bF9esRi02pvQiXAKpa1ZiLm84ZR1naWiVA6coKR5q+9R8Os8ALXf0aZmfn1eLi4vuhBpzbKamb2ymOS77+p8Brn/2hXcbrvM+tph52Wzi5sexkWtXH6/9OeDwX/NsyIg5RlpjW1zJd1GnGHxtOwrud6tlYhZtGwO571GC/Ilon1JqnpWY65r7vLKGSmzpU4dYhq7xLcu0MTaMwbk+tozMtCz4edvWSJsKA+S+Rwnyx9SHSmybDpjiSkrxxZWX7Xyfjd3zd1wcZ6Ot3FSEPgJOrptaoS+xsBfcTtMQpslVh9T//znz94Xbw/u8ojxuX1Esp8dts8Xlzdo8bpeYGSscdq+3pQltX18m19m815YFP2/bEnhbwU8g0+Dtl6hDbBk5+hcDjNrj7otp1yJ1zC+2bj6zRm1lua51CaeJ7keW2HXLto0Fnzb0eSpMXXYpWrQJY5g56ZrR1Z3VyEmXgm5enL0i+2YpAqvr5rKR2xYh13bTDc0OHcpnct3CR9Zj7tT15cdi11rmM/C7FTxmPecjuk8b+nynTErPQA65R/r7zmnn0rM4ua65zyvpzMkxPQrmntUZ0xahwidXWLXkU1SEHNN3xaCZUIlPfqnmL7Q8A7mgbRh1qARI41E0+ojjXbeh9K46csuypbvj4hc+m+8lZ9i5ZqO2Mvuv1e+cC582jP1O2eY0lLp/tvK775yn6Npwe3ifVxaPu6U1SmzkFlZjll4N9Y5MQZVr8+S6JCJk6ZmpoUSUH9xOqWe41vC4fWcgx+D7RGkOLMgIUnrcRPQiIvoqER0gokeJ6HcL/J7k/8XNkX8tYTWmHNe1oQLt5Lqksw5zrfUSOeQxKI1xfFU7Wa5bFf92fedSfN85T3YxhM5A5pBqlrJtBnaq75InnFDJcwB+WSm1CcBmABcR0fl5zcLRQkWKsEI33+57TlxCHuA3LhzoH/fNEXVs4glXINXLvg7ZHIKtjULEK65AlGi/TauQ220TW96uMi3nnUvd2urGrWNfG9qutYnsnDw56VLcpyGx3TXH4t4b/G0qJZBzXfNlTx4nAngAwJuG0iUJlcTuyOI71joHqcUb2/ESomWq60LySX3PUu32w8kn1ezbCU4R0xUKCKHAGGZWvilmP9tCI6HzQVJ9l5RfqIS1VgkRHQNgH4B/DWCnUuoDPWm2AtgKAOvXrz/38OHD/r8iQ+txfOVGsNca+aVrJ7+ajvVCuvmnGrPtszaJpmsr93xIOSmuHbLJVWb3cdNWPrD6sTTW1qEyffPlfEdtaVxrxliuW9h0MXb94JFVx1fWUeHWrVseEF7PAVuj/5dS3KeQ9tf3zud/LcbGHrKtVQLgJAD3Ajh7KF0Wj9t3j0nX7MKWPG5X3VyzIGt43KlmYA55LNwZp742pPJKOd/RWI/beGd73FzRjcM0edzmd0l/Nt9DbSrkcXsNB1RKfR/AnwO4yOe6JPj+io9ppTOXrbbzNetoE8VKiL4uuIJRaltL3o+aQ9NixVxfsZP7mWOXeY/0Z/O9cTijStYS0UmTv08A8BYAj+U2zGsmks84VO5MyxSUmk0VU04qG/tEMM59Gdrr0rwmRHzsm/3WPR4juHLsGRJ7bfTZNHnf9g8DoRjbdbrtQse8uwQ63/vCFWZN8dMmhg7lG9L+Q9hmQcfm64vLJQfwBgAPAngIwCMAPui6Juueky5qj+WdVVzhhhChNrVomPExNxuhoY6c4Y3Y+5JaAGx55qUH8AiVHMvo2B8C8MacPx7CSDE9P9PT42yEEVpuX759tpif77j4aIGqayu33BR1cJVhO9dXR47YGGvLUNk+IqftO8K9f67PXLtc5LzHKeD28D6vqh53gRlOQg8ur4crMHbvn++yurbzNsHaVwAv4dnZbHLZ7lsXzv9J7NOT7Trfp7MaHncF7x2jX6skhpZ/JWcZ7n3ppsu9rK7v+RqEimZjrKvAZvo6bqEOQ6JvioWgQgRo22fX8W6ethmsobNG+0ZEhLRPjNjoso8jKLvyGLJZ58vNn/vZXG7ZlxztmQuua+7zqhoqEdomxSNo7sfYkjNVc83iTEFuW0qGnEpfHwBmOlQizB6lxmnHkGmBrKVbbo2zY/KZlU9L7VmYVe1TuS2k4xbKkmKcq2tcset4Hz4hAt869I0lDx2rbtTpyM6dfjZZxkCv5NOF285AeLgnJSlDHYZtq9qn1m5LGq5r7vOSUIlQlFyjH1KSYup5T/qvnXlW1PX6MyufFkIgXBLbsKp9MtQREioRmiHXI6XNu+pb9jbU64qdxm8TNkMEzU4+S5esw8GzNuLgWRsBYOVva7jD0lZLl6zDwT86ZTifnmuXLllXPVTgiysU1Hd+6ZZb+9v5knXLCWqKl9we3uclHrewQs3FvGIX0Eo5Ptg2ljxysa4aHrczbQtzKQwbXDZ7nxePW8hKbm9gZJ4XixRjnG3tYlvkaITtaPNilx55KStdVibt6lu2md712XU8F9JxTzu5RRTbYkclx8OmXEgo1bht34WYAneoWbN9O+86mx2Tz658lm65dVVY5cjOnb0dlink9QqfBVi65VYc2bnTGgrqC4WYddK26/axicHF68h1zX1eEippiFpjnkuVn5OYUEns2t4No8MGtvCCedw7nJMQl62udNy6pKgjUu+A48v8/LxaXFxMnq/AJNfuJCH5c3fKCVnUJ/dCQNp2nzr4tHvu+4Rlr3LtVVcmyUvn1+ddnnDeefjx/fc7r1+zfXtSe7RN3TxtNtrKtqV3YatzaB2z7YDDfYnH3RC1PW7fnYtSlh0Ld1eUPhrxuHN4u8989JbevFd5rT7CZwRD+etz2mYbrjq5yirtcUuMW8jLmBczGtmuKEAe8cy8NofHHHOeg81mnXfqOuVGOu5pJ/eOHDH5h4iYY1kIyLddEt0nLa65RDffPPtYs317b1kAjhrrvOb1Pxy8P64wRd956xhro44u0dXM20zv+swtJzkulxzAa7C8QfBBAI8CuNp1jYRKBG9aDJWMEGf4IkGe7HTM+5N8jLUHNYVTEyQOlTwP4LeUUhsBnA9gOxG9LtPviDArtOYhjxib93nosvesfO4eH/K8h4bKua7l2KnfXflzyg+1JWXdqoxRB/zFSQB/BmDLUBrxuAUnvju29NHCDL3GMD1Im+jGvb57zJXHKgHQMnvRd7igSxB0CY8heZe6vgtyiZNEtAHL+0/el/oHZJpY2L9Q2wQnzdkYIgCOSDTMjc3zixHdfL3JVWVluj+5xdK+MnzP54bdcRPRSwDcDeA3lVI/6Dm/lYgWiWhxaWkppY2jY9eBXbVNcFLFxrEIiyPEnOFnMiSe2UIHXUEzNKwqdGQmAAAOi0lEQVRgEy+7+biEve5512xIX2xlDwmmqW0IguOWA/hpAF8A8J846Wc9VHL2x8+ubYKT6jaKsJiUVI/s3XxSz4BMIZSmzIdTRkkbkDJUQkQE4A8AHFRKfTjrr8iIWdi/gLndc5jbPQcAK3+3FJIYg40x1H58Lc2QyMZ91O9L5yvcxYiEQzaZQmTvsMPARaS8lnEdEEz77CyCq2cH8PMAFICHAOyfvC4eukY8bvG4nWQQFlsa2lWaUMHPJma6zvmUZV7PnXmZQ5T0XbvEdd60IeY7iJQet1Lqr5RSpJR6g1Jq8+T1uZw/JhxKeolmWbayp8VzLUJDwuIseequug4JfbEioL4+lZjYwmzHWjaMduZkSXHNLMtWtj6+bdO27DbFMgYbOaQYk1tr2dGU2GYxmo/6pqjWl66bp43Qdrdd12eTLV/fWYocgdTEVzBNPebdCdc193mVCJWUfNQ3y7KVXT38MOOEPqZOY4jFFWZIKa6lavccttnKzHXPmwmVtESMuOYbxrCVZX5+7+ffa7VJl+kKrdQM+7iOh9J6+CHGS+LuitIKqYS92ozN3qxwe3ifV4sed4w3HOpx68+u9DWfHlzHQ6nhxYbOoPO1taWNAmy4hERTKMxRlu91pk0phT9bGamJyRfT6HG7PEKbgMj1JEO89hAvnnM+VAxN6TXb8rINp0o1JMwnrWsGXex+g7H21MQlmqUUCl1LpnKvM23ytY3T/qkFUlv+uRnNDjhzu+fw8OUPr3xe2L+AKzZfYT0/t3sO2zZt6xUSt23adtS1fdd30WXpNObnbjpgWDidf+U8Fr9nbxtts1mXPtv66tyXbmH/Qq9NNlv6bNAcPGsjNj52cOW9e3zN9u1eO4908+PQV+bQtdy89Q4qQ+m5u6Tk2OElJal3xBnC597a8NnNJkV5NZnKHXBcj/KuMIXv9T5luNLbbLCdjw3NcGwKzSt2bz5bfiFpUy/36WtzCTFtzKRuj5zLu7YAxrznpPZmh7xX7THbPEkbegic9rZt13fzt9lgu6aLy+vfdWCX9bwNl8c+ZI+2qe/JZcjW33viHJx691fZNmrPu8/70Y+zNi8KAGv/wL5r1151JctD016ny5aY/QldnndJz7ckvvs9+tDnUQ/tgbnhE38YVV5pRu1xc71T23Hb+84Hd/Zeb+YzdMzXw9VlmmWbNtnOc8VNrj3dssxrXDa4vMvQWXYcLzrXcqChTwnmzD/fpVN9046V1HV0CX9D66yMAUyjOBlLn/dZqkxb2a7zOW3iHg9lGr1JjU1UE/Ii7fwCTYRKXCEPbnjApDs70CVS6pDBez//XqtgBxzdwZkC6RCusIxO42Or7X0ozZAtJr/6l/+MX/2r1d+PbkijG3bovncZenzWcGcv9oU8TPpscYU4+sI0LszyzfLMdgHcYRlbnkNltUppGw9d9h78+P77Vx1vXTDWTFWoxDdcEStCds/nGl/NzTcmRJIq3GKGSky44YaQxX1CRb+SswZdNviGZbh7Ro4xFFCSMbYPJFTCZ0wLQ43J1pZINb46RT7csd8tjQkX2qOJUEkXV7gAGA5XuMIXfeO/baMp5l85jzsuusO/Eg64IZaQ8AaHvrCLzTb92SfsoDnhvPO8H11DH3eHRhfY8gP8QiOuccI+I0502UPj37mMJRRQkjGEkkxGHSoxyT0dPGRkRi18xnn7jmMPJTQEEJJ3rE0lN4bljvXmLrQkoZLpBx6hkmPz/oa0iem96gWiWlzq1GarjzA67XAE0e7CSlxPrE9Q1Pn4eLl9+zZ20Z9POO+83nTmDitj8ySFDLh6dgC3A3gGwCPcX4OUHrc57jgVNk80V3kpMMdca/psNseI56qXbaEgV7qQvG24xpCH7pgS4+XaFkzijn+3LQYVs/uL0Dbw8Lg5Hfe/AXBOrY47FylDCKU6+5bDODa4HblPR+S7apxvWCHFBBuuLb5bYEmIZHrx6bg5W5f9BYC/z+byF6RvjW19PIZSu/G0GMpxYRPdzOM+4tyRnTu91tP22TGlb5cYXZ7vzit9mHnoz2b9q++wIrQNp3cHsAFT6nG3lte0ETv+O/W1PvmXXDwqx6JcwrhADXGSiLYC2AoA69evT5VtswwJnLMuGtqEQXNonk2k6xP+bHmm8IKH8jffUw69G6qTCJDCIJzeHVPocaeMS4vHbaeEx51aqMsR2+aW6UJEyekFMnPSzax7xdPE2Hcz8aFFm4TyODtuIroTwN8AOJOIniai9+c3a1yMUTQshS2UYRPpYvJMRYxtqcoUhCGam/IuCIIwi/hMeZ/ZUIkgCMJYkY5bEARhZEjHPWPIpA1BGD/Scc8YMcuHCoLQBtJxC4IgjAzpuBPSahhC1roQhOlChgMmxLVDSguMwUZBmEVmYjhgam9R5+eTLzdt6nQpEG9bEMbLaDvu1CKbzi/H8qLcPEsIh7ZlRAVBGA8zuXVZStZedeXK+hFjCEPIWheCMH5G5XGnFtn68uvme+iy96yk0+9cG1KnC6lb9z1nWYIgFIa7jKDPq8SyrqkXue/Lz3enbduSmzUWyXe1T8lNAgRBcIMxL+tqeoq2d9d1ruPm+RAbzc86DMG1xde20Dq6zoXYJghCRbg9vM8rxuO2ebnd92c+eov62plnrXrp40P52crT3vJT776sN+++slw7d9sW5Le9uzaMdXn+HJt1Oa72E49cEMqCMXvcHNZedSU2PnZwRQjU7zHCm752wyf+sDfvvrK45aVON8SQ7Tr/HO0nCEI5mpiAY+69x8XcwzD2OnOvPz1K5OBZG7Fm+/YiQ+hC69SHzWZdT992l70QBSEfPhNwRhkq6cINQ3Dz68vbfHeJlJyQRkw6Tj4um810Ie0jCEI6kDpUQkQXEdHjRPR1ItoR86uSmpweYDe0kLus1HBtHlOdBEFYhrPn5DEAdgJ4G4DXAXgXEb0ul0F6Zp/rve86PQLCHJetx2P3jdcG/EdOuPYktNk6VKehMeWcuizdcuvgvoWuPQ1921sQhHo4Y9xEdAGA65VSb518vhYAlFI32K5pYZEp2yzGbty61VmOpm2uugiCMH5SLzL1agDf7Hx+enLMLHQrES0S0eLS0hLPUkEQBMEbTsdNPcdWuelKqduUUvNKqfm1a9fGWxbJUEhl6HwLuEIxruOCIEw3UxsqEQRBGBOpQyX3AzidiE4louMAXArgMzEGCoIgCOE4l3VVSj1PRFcC+AKAYwDcrpR6NLtlgiAIQi+s9biVUp8D8LnMtgiCIAgMRrlWiSAIwiwjHbcgCMLIyLLIFBEtATgcePkaAEcSmpMDsTGe1u0DxMZUiI08XquUYo2lztJxx0BEi9whMbUQG+Np3T5AbEyF2JgeCZUIgiCMDOm4BUEQRkaLHfdttQ1gIDbG07p9gNiYCrExMc3FuAVBEIRhWvS4BUEQhAGa6bhb3GWHiF5DRPcS0UEiepSIrp4cP5mI9hDRk5P3lzdg6zFE9CAR3TP5fCoR3Tex8VOTdWZq2ncSEd1FRI9N2vOC1tqRiK6Z3OdHiOhOInpR7XYkotuJ6BkieqRzrLfdaJmPTv6HHiKicyra+D8m9/ohIvoTIjqpc+7aiY2PE9Fba9jXOffbRKSIaM3kc5U29KWJjrv0LjsePA/gt5RSGwGcD2D7xK4dAPYqpU4HsHfyuTZXA+juqvB7AG6a2PgPAN5fxaoXuBnA55VSZwHYhGVbm2lHIno1gN8AMK+UOhvL6/Jcivrt+HEAFxnHbO32NgCnT15bAeyqaOMeAGcrpd4A4AkA1wLA5P/nUgCvn1yzMPn/L20fiOg1ALYA+EbncK029IO7OWXOF4ALAHyh8/laANfWtqvHzj/D8o1+HMCrJsdeBeDxynatw/I/8C8DuAfLa6gfAXBsX/tWsO9lAJ7CRFPpHG+mHfHChiEnY3kNn3sAvLWFdgSwAcAjrnYD8PsA3tWXrrSNxrl/B+CTk7+P+t/G8uJ1F9SwD8BdWHYiDgFYU7sNfV5NeNxg7rJTEyLaAOCNAO4D8Eql1HcAYPL+inqWAQA+AuA/A/h/k8//AsD3lVLPTz7Xbs/TACwBuGMSzvkYEb0YDbWjUupbAD6EZe/rOwCeBbAPbbWjxtZurf4fvQ/A/5n83YSNRPROAN9SSh0wTjVhn4tWOm7WLju1IKKXALgbwG8qpX5Q254uRPQOAM8opfZ1D/ckrdmexwI4B8AupdQbAfwj2ggvrTCJE/8KgFMBnALgxVh+bDZp5nvZQ2v3HUR0HZZDjp/Uh3qSFbWRiE4EcB2AD/ad7jnW3D1vpeN+GsBrOp/XAfh2JVuOgoh+Gsud9ieVUp+eHP4eEb1qcv5VAJ6pZR+AnwPwTiI6BOCPsBwu+QiAk4hIL9tbuz2fBvC0Uuq+yee7sNyRt9SObwHwlFJqSSn1EwCfBvCzaKsdNbZ2a+r/iIguB/AOAL+mJnEHtGHjv8LyD/SByf/NOgAPENG/bMQ+J6103E3uskNEBOAPABxUSn24c+ozAC6f/H05lmPfVVBKXauUWqeU2oDldvuyUurXANwL4N9PktW28bsAvklEZ04OXQjga2ioHbEcIjmfiE6c3HdtYzPt2MHWbp8B8J7JyIjzATyrQyqlIaKLAHwAwDuVUj/qnPoMgEuJ6HgiOhXLIuBXS9qmlHpYKfUKpdSGyf/N0wDOmXxPm2nDQWoH2TsiwMVYVp//FsB1te2Z2PTzWH5MegjA/snrYizHkPcCeHLyfnJtWyf2vhnAPZO/T8PyP8TXAfwxgOMr27YZwOKkLf8UwMtba0cAvwvgMQCPAPgEgONrtyOAO7Ecc/8JljuY99vaDcuP+Tsn/0MPY3mETC0bv47lWLH+v/mfnfTXTWx8HMDbathnnD+EF8TJKm3o+5KZk4IgCCOjlVCJIAiCwEQ6bkEQhJEhHbcgCMLIkI5bEARhZEjHLQiCMDKk4xYEQRgZ0nELgiCMDOm4BUEQRsb/B/w9Qv6PFRiqAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# basics\n", "plt.plot(iris_data,\"+\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,5))\n", "plt.plot(x1,\"k.\",x2,\"r--*\")\n", "plt.plot(x1+5,linewidth=4)\n", "\n", "# make drift\n", "drift=np.linspace(0,10,len(x1))\n", "plt.plot(x1-drift,marker=\"<\",linestyle='',markersize=2)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark-palette', 'seaborn-dark', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'seaborn', 'Solarize_Light2', '_classic_test']\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# alle von haus aus bereitgestellten styles\n", "print(plt.style.available)\n", "\n", "# Wenn dir die R plots besser gefallen kannst du auch das ohne Probleme umsetzen ^^\n", "plt.style.use('ggplot')\n", "\n", "\n", "plt.scatter(x1,x2,marker=\"o\",c=iris_group,label=\"Set 1\")\n", "plt.show()\n", "plt.scatter(x1,x2,marker=\"+\",alpha=0.7,c=(iris_group+1)*9,s=40,label=\"Set 1\")\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_group" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# oder mit farbe, dazu kann man colormaps verwenden (der Befehl cmap)\n", "np.random.seed(2)\n", "n = 100\n", "y = 2 * np.random.rand(n)\n", "x= np.linspace(0,10,n)\n", "size= 2 * np.random.rand(n)*500\n", "colors = np.linspace(0,1,n)\n", "plt.figure(figsize=(12,8))\n", "plt.scatter(x, y, c=colors, s=size,marker=\"o\", cmap=plt.cm.RdYlGn)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fancy plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "multiple y axis" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[,\n", " ,\n", " ]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "''' generate data '''\n", "x=np.linspace(0,5*np.pi,400)\n", "y1=np.sin(x)\n", "y2=np.cos(3*x-1)*4+5\n", "y3=np.tan(x*5)+200\n", "y4=y1+y2+y3\n", "\n", "# have a quick look\n", "plt.plot(x,y1,x,y2,x,y3)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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6A000666LqTvQxKHYMG9sW1rzz7JHxoh+47uoXfNp/Oj7Ufz+gscq4RDdn7uPvg9+nOjX/pHmB+9HCYdK/qzDsWHCqo+FgSYURWFpsJVjrwGLWl98BAVYEmpJ96uF/dFBHMepm1u3FhxLL+ZWpMeJFeE2fn++n7hlENIKx8xWguM4RP/++9jnBmn8xP+L1lM45ERRFIK3vQN7YIjEj3+OvrrXddOXSF9iBAd3wQCwpqGTA7EhzqQiLAw0TTnedryf4im1hx56iPHxcXRd56677hJmPn09IpxQ+8u//Mui7yuKwt133533vRtuuIEbbrhhJppVFX1x1624LC3QOnwhGjQf/fFRNtY4Ts0eHSf2Dz9AW7GE0J++q6Rz/JvWYd68heTPt+K/fAO+9WtLOu9sKorh2PQEWwAIaT66A00ciZ3n+vbZD3iuFREzyaiZ5MqWZgBURWFFuG3Ou9JMx+ZUcpyrWrNxYIuDzewYO43tOKg1nvhj//QjnFicpk98uCTRpbe10PjhOxn/9FeI/eDfS140OI5r7ewNt2XEy+JgM6/GhmZk4p9N+hIjdAeaCKjuUL001MqO8TOcTUXpCszdifN4YpQmzU9LesHQG2rjyfP99MVHuLBxXk0/y3j6RYzndxD6k1vwXbhq2uMVRSF89x2Yh/qJfuufafnyX6OESoudO5kYR1OUzL3pDbcDcCw+mleo1SPbtVQ++9nP1rsJkjRzzvU5F+lPjKIrKouC7sTvrfj7EpXFhRUj/i//jhNP0PChP0fRSw84Dt32DtTuBcS++2Mcs7RYrONp4bIkLdTAnUhOJ8fndJzayeQ4AItyBtYufyNjZpLYHC5BMpCKYuNMmDAWBZowHJvBVLTImeWTeulld3K89W1FLRiT0df0EnjbDaS2PoV54HBJ54xbKaKWweKc57An/V07MYfd8IZtcTIxzrIc63TGGh+v/dgxmxxPjNITbMkI60XBZjQUTiZre7+cRILY9/8NbeUyAu/YMv0JaZRggIYP/TnO8AjxR39R8nmnkmMs9DehKe7U2qT5adB8nEnlr+npyTRbXL0mEQAp1GaBs8kIC/wNmS8vuCt+d+KvXS0r83AfqSefJXjzjWiLygv8VPw+wu95F/aZcyS3/r6kc44nxtxVcU6m1nx/AxbOjMbfzTQnk+MoQFeOoFmYXiGfSc7dIsqn0wI0V6h1p3/3xGktcGyb+A9+itq9gMDbS58cPUJ/dDNKWwuxH/y0JIvD2fQ9WeBvyLzWHWhGAY7XeOKfTQaNGDZO5h4BtPqCNGr+ghP/XGA8bbH2xDSApqh0+sOcq/GCIfGfW3FGxgj/+R+VncWpr1qO//qrST72O6zT08dx2mmLdXcwe78URaHL31hw3BA5Rk0iDlKozQIDRpR5OZMIkPl7IBWr2efE//UXKI0NBG+5qaLz9UsvRr94DYl/+yV2dPp2nUtFp5jzF/hdQXN2DguaU4kx5vsb8OeUQPBcGWdStRM0s83pZISAqtGmZ4V1hy9MQNU4VUOhlnryOeyTZwjd/j/Ksup6KMEAoXe/DevAYYzte6Y9/mx6cs8Van5VY56/YU4/h55omTp21F7QzCZe27vyjB1nk7Xrlz08QuI/f43vqsvQV1UWihG67WbQNRI/+eW0xw6kYhiOzaJA84TXuwKNnEtF83oZvNg0G6nUJIWRQm2GiabdMvPzDLbguqNqgfnqEcydewm+480lx1NMRlEUQu95F04kRuI/flX0WNtxGDJidPgmJkN0+sMoZCfPuchAKpYRnB5hzU+zFpjzFrUuf+OEIHRvxX+2RhYaJ2WQePQXaCuW4Lui8qxr/3VXo3bNI/7D/8Cxi7vRz6YitOgBgpNi0Tp9YQaN2i2EZptzqSgaCu2+ifF98/wNDKSiQsc3FcNbnHZOGjvm+xsYs5LEaxReEH/0F2A7hP7knRVfQ21tIfCWN5F66gWsk8WziAfyLBjAFaQ2Tt6x3pnyi0QyFSnUZhjvyzlZqDVrAfyKxrkaWdTi//pzlOZGAm+9tqrr6Mt68G3eSPLXTxbd3mfEjGM5TkZwZs5XVDp9c3fFn7ItxqwkHf6pwe9dgcY5K0Adx2EgFWO+f2oAeocvzFCqNq7q5G+fxh4cJvQnt1SVlajoGqHb3oF9/BTGs9uLHuuGFkztV6c/zHkjjjlH4yUHUlE6/OEJIRMA83wNGI7N6Bzd2mzQiBJUdRomCWtvjKzF2GEPj5B64lkCN1yNNr+6HRWC/+PN4PcT/7fiVrWhdLjHZGHdle7XmTzWwkzWZ1UtlLzWkUJthvGE2GShpigK8/xhBo3qByXzUB/m7lcI/o+3oASrr+wdvPlGiCdI/m5bwWMGvVVxnvIi8wMNc1aoDactMJMtheAOwMNGfE5aMqKWQcqx6PBNFaAd/hAx26h6r1bHtkn+1+/QVi3Hd0n12wH5Nm9EXTifxC9+W/AYy7EZMuJTvl/gWmwcmPGCvjPFuVQ0b79qbY2fbQZTMeb5w1OE/IJA7YRa8r+fANsm8Lbi5YlKQW1uInjTmzCeealorNqQEaNFD0zZNaLNF0IBhs3Cz+EcHFIks4gUajPMQMpdPTZqU2tIuS6M6i1qyf9+HEJBAje+oeprAei9y9AvWEnysd8V3Ly9kPsCXJEzYibmZOantyouJNRMx2a8TpuZV8NwgdW++5rb16EqBY2xYy/2mQGCf3B9VdfxUFSVwFuvwzrch3nwaN5jxswkNk7efnmLiMEaxoHOFinbZNRMTolPg5z41jnq1h00YnnHjSYtgE9Rq05EchJJklt/j+/y9WhdtSn1EfiD60FVSf76yYLHDBnxvOOGpqi06sG8CwYvRs2Rvk9JEaRQm2HOG3HafaG8bqBOX5iIlSJpV741kT02TuqZ7QSuvbLi2LR8BG7egj04TOTJZ/O+P2jEaNB8eWtUeZPmiJGoWXtmC29Sz2d58vo1FzNaiwk1r6/VCrXkf/0Opb0V3xWXVnWdXAJv2gyhIInHfpf3fa9fbUX6NRfj1M6nvzv57ldY8xFWfQzNQQEatwyilpHXEq8oCm2+UNUW0OTjz+BEYwRvLj/juBBqawu+Ky8l9cQzOImpLmenQMyuR1vaGj/1vIk/JZJ8SKE2w5w3E7Tq+QVUa7qsRTWCJvnbp8E0Cbyluti0yfg2XozaNZ+RAtuoDBdYPQKZrMLz5twTasNGnOY87guY60IthkL2mcvFc80MVSForOOnMHe/QuAt11aU6VkIJRQkcP3VGM9tz7sf7fmMAJ3aL7+q06wF5qRFbST93WkrMHa0+YKZY+YSw0Us1uD2t5pxw3Eckr96Am3VcvTVKyq+Tj6Cb7kWJxon9fQLU96LWgZJ28ob2wrZsImp7XV/yjpqkmJIoTaDOI7DqJHIOzkCGQFX6YDr2DaprU+hX7Sm7Lpp06GoKoEbriax9wDWqambQI8UEaCedWMuxga5q+L8g22LHkBFmZP9GjbjtOrBKYHp4CaAtOjBqgRo8jdPgU8ncENt3O+5BN56HdiOuyiZxHkzgaYoNGmBvOe2zlFB41nUio0dc7FfXpsLL15di1qlcaDWwaPYp87WLAwkF21NL9qSRSR/9eSU9g0ZhS3x4Aq1hG1OyWi1M5uyS6UmKYwUajPIuJXEwim6KobsoFwu5q592IPDNbemefjfeCWoKqknJro/Lcdm3ExOKHSbS6PmR1fUivtVT1wBmn+wVRWVVl91gqZeDKdd8IVor8Ll5JgmqadfwLdpPWpz7bc10hZ0oq9dTer3z0+Z0M4bcdr0/KEF4AqC0TkpaOL4FJWwmn/7qxZfkFEjMecm+JFpBGibL4jh2EQrTGxJPv4MBAL4N9fO/e6hKAqBt7wJq/8E1qG+Ce+NZiyghYUaTLXGZ1yftW2q5DWGFGozSHZVnP/LG1J9+BS14pVx8vfPozQ24LvskorbWAy1rYWGKzaQfPLZCbWsxswkDoVXxYqipFf8c0vQmLZF1DJo0fNbZ6CwC0N0zhuJvHFcHi16oOJyD8bOvTjjUQLXXllp86bFf+2V2GcHsF49MuH1YSOeWfDko0UPuAkHcyyxZSR9vwoJ0DY9iIUz5xJbRswEQVXP7F06GU/onK9g7HASSVLPvIR/86U1yX7Ph//qy8CnT3F/et+d5gJjR1shoeb9lEpNUgQp1GaQ6eJMvODZkQomfieewHhxF/6rNqLo+Qe9WtD81utxzo9i7tqfeW00474oLGjafME5Z1Ebs9zBtqXA/fLem2sWmpRtkbDNogK0RQ8SsVIV1RxLPfEsSksz+roLq2lmUfxXboCAn2SOdddxHM4bhS2g4FqeHGDMnFuCplhsK+TGt86tRcPoNP2qxsuQen4HxBP4r7uq4vZNhxIO4dt4CaltL+KY2Yz4UTNBWPXljW2F7Fg5eTEkkwkkpSCF2gziDTbFJshKY01SL+yElIH/DVdU3L5SaNh8GUpTI8knnsm8Np37AqBVD1W0Kq4nI0ZaqPmKCZoAcdvEsPOXLRGRsfTz1VxUgLp9Hi/TqmaPRzC278H/hstRtNolEUxGCQbxX7EB49ntOClXdCVtk5RjTfMcuu/NJXHtOA4jRWJbofr41npRar8qccOnnngOdcE89AtWVty+UvC/8QqcsQjm7lcyr40ayaLjhl/VCap65rvoIctzSEpBCrUZZNRM0KT50QussiAb7FxurEnqqRdQ53eg1TizaTKKT8d/1UaMHXtwku4EOZIx8xef+JO2VVXpkdlmdJpAZ8i6NsbmUFV4bxVfbMHQnBE05fUr9cxLYFn4Z9Dt6eG/djNOLI7x0m4gew8KuZsgax2dS4Im7gnQaSy7UHl8az1wHIdRM1n0OfSpGmHVx7hV5oJhZAxz36v4r9lU1Y4YpeDbcBFKYwOpp57PvDadpRDc57TQuCGzPiXFkEJtBhkzk0UnEcgVNKVbaOzzo5i7X8F/zRUzPigB+K68FJIpjB3uBtkZAZong9CjqUILTT3xREpTUUEz94RaaYLGc82UN/Ebz25HXbwQfeniyhtYIvpFq1Fam0mlt5TyXNXNBTI+ofJ+1ZNS7pdP1WjQfHNqG6lECQIUoEn3M16mq9p4YSc4Dv7NG6tpYkkouo5v86WkXtyFk0hkBGixhSvkF2q2TCaQlIAUajPImJksOukDmbIC5awgU96gdM2mqtpXKvqFq1CaGzMT5KiZKBrHBbmCZu7EBo2aiUzGaiFaCsSaiMx0gc6575XTL3tsHHP/IfxVbL5eDoqq4r98vZu8kExlnq1mfequHx6eoPHc2nOB8RLuF7hjR7mWp3riWTVLGTvKXQilnt2B2r0Atae74vaVg/+ay93F6859GQFazFIIbr+mxqh55TlmrKmS1wBSqM0g41ayYH0nj+YKLE/GC7tQuxegLa5t7bRCKKqK74oNGDvcCXLcTNFUZHKE7OQ51yxP0w223v0cm0MT5FhagOaroeaRtdCUbnkyXnwZHMe1uM4SvivS1t2X92WerekWQ816YE5Zdr1nq5SxYy71y7OSTbt4LVOo2aPjrtvzyktnxcMAoK/pRWlqJPX8zpzQgmkEqBYgZhuYOd4TL3VHxqhJiiGF2gyRSrszi632ITtolWp5siMxzH2v4tu0vuo2loP/yo2QTGLs2usK0BmwFNabUiyFXgzN5KBgkSnFBQ/uRDNWhuUp9dwO1PmdaEsWVdO8stAvXIXS2IDx3E7GzCQNmq+oAIW5Z3kazwjQ6caO8l2E9cS7B9Mu8jxBU2IGsvHCLnfBMAtuTw9FVfFddgnGjj2MJt1it9Mt8rz3x3JKqsisT0kpSKE2Q4yXuNpvSm/WXupEYuzYDZaN//LZFWr62lUoTY1EXthJ0rYy7S6ET9UIqfqcsqhFrBSN00wiUJlrpp5MF8Dt0aT5S34O7WgMc88BfFdumDUrBoCia/g2rcPYvpsxI1GSAJ1rgmbMTJUsQMsRNPXGuweN04wd5XoZUs9tR+2aP6sLBgDf5RsgnmD0+HGAaccOL4Ytd+yQW0hJSkEKtRmilEBncAVNUNVLHpSMF15GaWtB611adRvLQdE0fJddwuiRo8D0AhTmlmvGs4BOJ0Bh7gm1Uiyg4E40pQoaY/tuN9uzhhuwl4rv8g04sTiH4xK3AAAgAElEQVRj0bFpv1+QFTTWHBE0kRJCJiD7HYzMkWdx3CrNAlpOwo4Ti7sehsvXzeqCAcB3yQUQCDB6+iRQugDNtcY7cgspSQlIoTZDlGpRA8+SMf0E6aRSGLv24t+0DkWd/Vvn23gxEZ87GJYiaMqNNaknkbSwbixxgpwrFhojLUCnm0TA7XupgsZ4aXddFgwAvnUXQDDAuG2UbFEDiMyRe1aqq9r7Ds6VhJ2ImSpLgJayyDN2vwKWjW/jzOzOUgzF78O3YS1joyOE1VIEaNp7YuZxfc5YKyWvBaRQmyGygbOlWWhKG5QOQDI16/FpHr5LLiTaGgZKtKhpgTkTdF/O/WrU/HPGQhNJLwBKE9buMdFpFg2OaWG+vN+tJ1WHBYPi88G6C0j41JIFKDBntlsqJVkHclyEc+Y7liytX2Uk7Bg79qA0hNBnuJ5kIfyXbyAa0GgsobqSX9XxKWrmOwk55TmkUpMUYeb2HnqdM2Yl8StawT3tcmnSA5yLRac9zty1DwJ+9LWratHEslFCQeIre4DSJv5G3U/UMrAdG3Wa1Wa98QbP0iZ+95iYZZQkWOtJpl8lClBwhUKxmlDmwSM4sTi+Sy+qTSMrILVxLWDRMJ6A9uLHNmUsGeILGtOxidlGiZanudMvcIVyV6Bp2uMCqoauqNNaQB3bxtixB339RTO6K0Yx9PUXEtt+nIax0nZSaNT8E4Sa5/oUf8n3+uZDH/oQwWAQVVXRNI0HH3xwVj9fCrUZIlLiqhhc0ROxUtiOg1okzsLYtQ/fRatdi0KdiC9diJ4y0QdHYMG8osd6E390DgiasixqnivNSs2ZfpUiQD3xHZnG8mTu3Auaiu/iC6pvYIUkL1gG0cMEj5yEpcXb0TSHLGqREjM+AUKqDw1lTrg+bcdOf1+m75eiKFMETT6so8dwRsfrumBQmxqJtjXScep8Scc36v4JAtSRu7LPGT71qU/R3Nxcl88W28wxh4lYqZImR4BGPYCDa6EphHX6HPbZAfQN9RuUAKLzWmgYj2Pu2DvtsVmhJv5EErGSqCiE1OlFsNevuRDzlLUUlpJM4MUGFe+XsWMv+gUrUcKFN0OfaWJNrsUvsPfwtMc2aD4U5oblKZIeA0oZOxRFSVut58Jz6ParFEshuP2PFhkPAYzte0BR8K2v35joOA6xsI/wqUHssci0x0+xqMmsT0kJSIvaDBG1UnT5G0s6tkHzZc4p5KIydrnCqJ6DEkDUp9CQtDB27CF403VFj23IWGiKD7giEDHd/30pmWONJVqeRCBiJlGAsDa9APWew0iR2CB76DzWsZOE/vQPa9XEioiY7jMV2HMQJxYvKhpLtdCIgCe6Gkpd5GlzRKiVYSkE91k8P02tQmPHHrRVy1GbSxtnZ4KYbWArCg1jcczd+90dC4rQqPk5ao1k/s4WvJXUk/vuuy/z+5YtW9iyZcuUYx544AEA3vzmN+d9fyaRQm2GiFgpGkoclEqxPBm79rm1ghZ01qR9lRK1DNr9Qcz9B3EMo6gbtnEOZduNW6mS4u4AGtOCZk640qwUDZq/qEvdQ1PU9IbYRZ7DnekFQ50tu57oCo3FMPYcmHYbqyY9MCeew3JiJcEVdHNhH1NvsVayANX9HE+MFXzfHo9gHT1O8Na316R9leJZnxtMB2PXvumFmu4nYZuYjo2uqDlbSEmpVk+mizn7m7/5G9rb2xkdHeVzn/sc3d3drF27dpZaJ6BQ27lzJ9/97nexbZsbb7yRW265ZcL7jzzyCHv3upNFKpVidHSURx55BIDbb7+dJUuWANDZ2cm99947q233MNMlEUodlKazPDkpA3PvqwRuuKZmbayUqJViSVMLpAzMV4/gu2hNwWMbcyyFohOxUrRNsyuBh56ufTdXJv5SJ31wLR7RIv0ydu1HaW9FnaXtywoRsVKEVR0tEMB4ed+0Qq1B882J+5W1qJUWh9qg+TiVHJ/JJtWEaEaAltovN7O6UCKSufdVdzeCS+oXJwlZYd3StRDj9y/j2HbRTOjMotxM0eILCr0p+89//nN++9vfoigKPT093HPPPfj9pY8lryXa292MpZaWFi6//HIOHTr0+hVqtm3z8MMP84lPfIKOjg7uv/9+Nm3axOLFizPHvPe97838/thjj3H06NHM336/ny996Uuz2eS8RDNxJqUNStMJGvOVQ5Ay8K2fvQcjH5ZjE7dNmjoWgKpi7n6lqFDLl44uKhEzxeJg6YGic8flVNpuCx6NRWr6ObbtFhe97JJZLy46mWjaUui7cCXmngPTHt+g+TmbnD6zut5ETMPNelRLy2JsSD+HjuPU/Z4UwxsTw2W4dL3z8iXsGLtfgVCwLnX8cvHGgObly3F+/hRW/wn05UsKHp8bNtHiyy4MRYtRGx4e5rHHHuOrX/0qfr+fr3zlK2zbto3rrruu3k2bdRKJBI7jEAqFSCQSvPzyy9x6662z2gahhNqhQ4fo6upiwYIFAFx99dW88MILE4RaLk8//TS33XbbbDaxJCJlxpkEVB0NpaCgMfYcAE1Dv7A+ZTk8vGSHhmAYbdVyjN0HCP1x8XPmgqCxHYe4bZR8v2BqULCoRKwUCwKlx/A0aH6GjPylBqz+EziRKHqdrRiQFaD6xRdgbN+DPTiM2lm4TkeD5psjgqY8C2ij5scB4rZRsgiqB1ErhU9R8ZcoQHPDQfIJNXeRuLpuZTk8PAHacuEaEoC550BJQs1bDNkZ1+fMtrMSbNsmlUqhaRqpVIq2trZ6N6kujI6O8uUvfxkAy7J4wxvewIYNxS34tUYooTY8PExHR0fm746ODg4ePJj32IGBAc6dO8fFF1+cec0wDO677z40TeOd73wnV1xxxYy3OR/lBgQripJZGefD3HsAfdVylGB9S0FEc+JnfBevIfGTx7AjMdTGcMFzGuaAoInbBg6lu5vAjTUR3eXkOA5RqzwBGk4Lmnx4lqtiVtTZImKl6PE147t4DXHcxUzguqsKHt+g+bFwSNoWQU2oYW8CnqWwVBr0bNiE6EKtHAHaoBVO2LHODmKfGyTwthtq1r5KiVopNEUh2NZGalEXxt5XCb7jzQWPnxy3m92UXSyl1t7ezjve8Q7+4i/+Ar/fz/r161m/vj6F1uvNggUL6u6pE2rEyvewFlr9Pv3002zevBk1Jx7gW9/6Fu3t7Zw9e5bPfvazLFmyhK6urinnbt26la1btwJuEGFnZ+0C9HVdRwm5gqpn3gI6Ag0lnddyJoyhKlPaYkWinD96jPY/fTcdNWxnqei6nmnTwIgJQHfHPDrfsJkT//ZLwsdP0/jGKwue3z7cyEAiUtP/caXk9iUXIzYKQFdrB50dpbWzI9LMofhwXftVqD8eMTOFjcP85taS2zk/NYgxeoKmtlYCkwTNyQNH8C9dzPxVvVW1uxDT9cfDcRxiRw06G1uYv3Yd0dYWtINH6bz1HQXP6SIKQ4fxtzTQGZy+6Gq1lNqXySRO2iwMN5d87iK/DWdBawjR2TJzz2Kl/fEwBqAlGC75Gk4iCKdACQWmnDP67E7GgPnXXoW/wjZV2x8Pa/Qozb4g8+bNw9m0nrH/fpyO1lYUPf/U2mJb0A8E3c9vGnfnL93nq7g9lfalWKZjJBLhhRde4Jvf/CbhcJivfOUrPPnkk1x77bUVtVFSHUIJtY6ODoaGhjJ/Dw0NFTS3btu2jbvuumvCa17A34IFC1i7di19fX15hdrkh3JwcLAWzQfcJIYzo8MApEYjDKqlVawOOgrn45EpbUm9+DLYDqnli2vazlLp7OzMfO6pcfenOR4jMq8NggGGtz1P4sLCE7fPgtFkvC5tn0xuX3I5GXeLVdrRBINOae1UDZOEZXJm4Bx6nXZdKNQfj6FUzP0lkSr9/59wXTnHz52m1ZcteeEYBrHd+wlcf/WM3cvp+uORsk1StoWashgaGkJdu4rISy8zMDBQcGFnx9zyECcGzqGGZr6eWql9mcxoKs4Sf1PJ55opd3w5PTxAhzFzz2Gl/fE4n4jSqgdLvoZhu4vC0yPDDCoTXfeRZ19EaW9lNORHqbBN1fbHYzg2ThCNwcFBzBVLcBJJzj73EvqawmNiQNUYGB9lcHCQkVHXKp9KGRW3p5K+dHd3F8103L17N/Pnz88UeL3yyit59dVXpVCrE0IVvO3t7eX06dOcO3cO0zTZtm0bmzZtmnLcqVOniEajrF69OvNaJBLBMNxJZmxsjAMHDhSMbZtpIlYKv6LhKzEeAwq7CM29B8DnQ1+1vJZNrIhoToq9omv4Llzlxs8VoUHzpbO3xDLt55LtV+muz7Ca3UZKVMoN4Ibcmn4T+2UePArJFPrF9Xd7xibdL9/Fa3BGxrBPnC54TsMcyEC2HJuEbZbn+pwjtQrLdcH7VR1dUYlNul+O42DuPYDv4guEiDXM7Ze3tZ+x99Wi54RV35RxQ7QtpDo7Ozl48CDJZBLHcdi9ezeLFi2qd7NetwhlUdM0jTvvvJMHHngA27a5/vrr6enp4Uc/+hG9vb0Z0fbUU09x9dVXT/iinjx5ku985zuoqopt29xyyy11E2rFCtcWwg12NqYEO5t7D6Bf0FvXbaM8olYKDYVAWoDqa1dh7NiDfX4Uta0l7zleodWEwMHO5cYUuse6/YpZqczm2KIRs8sr9eAem822y8XccwAUpe4JLQCxtLUllO6XJx6NPQfQerrznlOoXyKRiQEtY+wIqToqitAC1I2VTJX1HII7dsTsSYLm5Bmc8Wjd9jueTNRKMc/nxuiqTY1oyxa7i+t3/UHBc3LjkW1BY9RWrVrF5s2buffee9E0jWXLls16kVdJFqGEGsDGjRvZuHHjhNduv/32CX/ny/Rcs2YNDz300Iy2rVRilkG4hK2IcmnQ/Ng4JGwzMwHZY+NYx04R/OOpVsV6EEuvHj0h6Q2W5v6D+K/O30bv/xCzTIGFmjsZhMqxqBWwPIlERZbCApYnc/9BtOU9qA2FE0dmC88a4T1b2vxO1HkdmPsPwh9cn/ecQv0Sicn9KgU3EalwAogIxG0znaxT3vc/rPqIW+aE18z9bnKZfsHKWjWvYrxkndxxTb9oDclfPYGTMlD8+e9jg+ZjJF2kOJtMMOPNLZvbbrtNyKoKr0eEcn2+VohbZklb9uTiHR/PWUGa+9xBSYQsO/B2W8j2S1vWA8GAW+etAOGM5UlsQRNWfSVV7/domCP9gnJdn1MtT07KwDzUJ4Q1DXIETc53TL9wJeb+QwUtE5qiElJ1oQVNJcIa3AVG3DanP7BOZCzWZXoZwtpUF6H5ymGUthbUOu/QAmA4FqZjT7hf+trVYJiYB48UPC+c9p5ATnmOmW2qZI4jhdoMELMNQmWWAAipUyd+85VDEPCjFanLM5tMthQqmoa+phdjX/4SKpC1UsVtcQVNrCK3jPiutFg6VrKcZAe/qk2JDTIP94NhCiPU4vmE2gUrccYj2KfOFDyvoYSNvutJPgFaCvlinkQiWoGlECCk6RNcn47jYOw/iH7BSmHi02CisNYv6AVFwXzlcMHzwpqfWDrMxUPkGF5J/ZFCbQaIW0ZGeJVK1vKUXRmbBw6jr1yGote3qKNHzDKmTCL6hSuxT5zGHovkPSecR4CKRrmBzuDGBikwJdhZJFxXdfmxjQ05K34gYzHV16yoWduqwZu8g2p2MeS5wsz9xSZIsQWN169yhVpI04XuV1ZYl7d4nSxA7YEhnOERIdyekD+2VW0Io/UsxDxQ+Dls0HzYOCRtU7gdCSRiIoVajUnZFoZjV+D6dAcxz/LkxBNYfSeKpnnPNnHbmBLH5UtbWQq5P71+iTyRRK1U2fdLUZQJLgwRqUSAQnqfxUlCTe3pRm0qfYeDmSRmGW4QfY5VRV04H6WlGfOVItZdVRfcsmugAMEKFnlC98suPwYU3H4lbBPbcXMivTHGd6EoQi2/sNbX9GK+egTHsvKelxvf6hnSpGCTFEMKtRoTNdwaTWWviidZnsyDR8FxhBFqlmOTtK0plkKtdyn4fZkg38n4FA1NUaZkb4lEPkthKYTVqVlpIlGJAAUmBKc7loV54LAwkyO4FprJ/VIUBf3ClRj7DhaMUwuJblFLW+LLiZUEd+yIW6ZwmYMe8Ypdn17YhOtlMPcfQmkIoy5eWNsGVkghV7W+ZiUkkljHTuU9LxPfahvYiLuFlEQcpFCrMdH01iDluj6DaVeaN6iZBw675RAEqJ8GZLKvJrsvFF1HX7UCc39+i5qiKELH0DhOOtNWLT8Buti2XyJQqeszpGaD062+E5BICuNuAneCyydA9QtW4gyPYA8M5z0vt18iUvGCIeNKy2/BqTcxy0RX1LLqSsLUsAnzlUNuqSJVjGnLe5Ymj/X6Be7iupD7Mze+NWtRk0pNUhgxnvjXEFGzMouaoiiEVF+mRpR54DDa0sUo4dA0Z84OnmslnwDVL+h1N+xOJPKeG9Z8GQEqGol06YBy3TKQLuYraL8cx6l44s+NecrEp4kk1AqUv9HTVr9C7s+wpmM6NoawgqbC+6WKnbATt42KFkKZTHjLwB4ZxT59TqjnMJ52VQcmCVC1sx2lvbWgUMutwSjlmaQUpFCrMZ5FLVzhwBS3DBzTwjzYl1mZiUC+TDsPfdVycBzMQ/15z81XuFIUvFVxZYJGXKFmODYWTtmWXXAn/pRjYTm2G5+2YB5qe+sMtLIyYtbUWEkAracbpSFUMONO9AzkQpbC6RA9DjSfq7oUwjkuQu+eCiXUbNdVnS8DVb9gJeYr+cvF5NaW9N6XMWqSYkihVmMyrs8qLBlW/wlIJoWJT4Op1eBz0dLu2UK1g0J5CleKgidAK1nxh9LBziLGBsUrDODOPSdmGpgHj6KvFsP9DmlLYQFBo6gq2srlbnxnHnInSBGppFA25NwvUYWabVa0YMi9X6KVKoLi9TL1Nb0450fzuuF96RI4cTvr+hRvBJGIhBRqNaZS1yekK3HbRsZkLpJQywYETxU0ajrA13w1v1ATuSyC166KBI2q4+C6T0WjGgHq3ePY4CDOyFhGiIuA4VhYjlNQ0OirlmOfOI0Ti095L5TjShONalzVYcFdn5W74LMC1HzlEPqq5cKUKgLPspv/+5WNU8sfuxtSddelK+gWUhKxkEKtxkRNt8ioVkaRUQ/PlWYeOIw6r0M4dxMUFjT66hVYB/vyDjihdPkAEQejQgHBpZCNDRJRqBW2gE6Hd07k+HEA9FVi1E+D6YvCZt3wfVPe80SriG74pG1i41TnIhTUUhivoAA4gE9R3eLLyThW/0mhFq6QdX3mQ+vphlAQ80ABL0N6NwkHuTOBZHqkUKsxUaOykgiQzUozDhwWclBSUfAr+Ve0+qrlOJEo9ulzU94Lqz7hLU/lFuPMPUdEC41nXakkVtITatEzZ1x305L8G53Xg9g0MYX6quVuZfg87s+wwBa1SovdQk7GuIAC1HEc4lZlrk83wUonOjrilipaLc6CAYq7PhVVRV+9omBCgWdRE3mvT4k4SKFWY6JmqqLVI7iDtOnYGNGoUIkE4G2qnj9wFsjEMeVzf4oc7BzPVLmv3PIkpEWtSEzhdHiWp+jwEPqKpSiaWO4mKGwBVcIh1EVdeYWa0PfLqtyyqygKQVXM3QmStlWxpRDS+2LG3F1PtN5lNWxZ9cRtY8LuGJPR1/RiHz+FHYlNeS9rUXOR5TkkxZBCrcZEzGRFAcGQFTSJcEBIi1qxeCd14QKUhnABoZbN3hKNmGUSnFTlvlS8/4eQFhpr6jZLpZIpvhyNCJVIAKXth+m64Y/i2PbE1xUVn6IKKWiyyR+VL/JEfA6LlfUphbDmI24kUbsXoDaGa9m0qjBL2IHGG8OtV6da1abEqM1IKyWvFaRQqzExszrXJ0C8rRF1UVctm1U106XYK6qKtmp5XqGWb8N5Uai0xhOIXb8qXmGRUXDrQikOJIJ+NIHi06B4mRgPfeUynGgM+8zAlPdE3W4pa1Gr/FkUcyFUeWgBpPul2OgrBVswlBDbqvcudd3w+eIlPYuaI3cmkEyPFGo1xnV9Vr56BDB6e4Spvu1RqHZVLvrqFdgnz2BHJ5r6RY4NqrTGE0AwE6MmoCvNrqzUA6RjgyyHRNgvzM4YHjHb2w+ziMspHctUaNEg5v2q3PUJnkVNxH5VnlUNEEpZJAI+9JXLatiq6slkVRcRoEowgNbTjXl4an3JkOoWXzbTVl8p1MTHtm0+/vGP8+CDD876Z4ulBuY4lmO7E3+Fg20w7alJLRFjL7tcSqmF5GXcWZNWkCK7Piut8QSgKSoBVRPUQlNZpp1HMJ4i2daE2tJUw1ZVT8wypnVVq90L3MK3eePUxIzl8ib+YBWuTxG/X7EqYu8AgufHSYT8KKIJtUyyTvF+aSuXYR2amg3vCddUesN5GaMmPr/85S9ZtGhRXT5bCrUaUk1JBIDASddVk+zuqFmbakG2xlPxSURfucw19U+yZPgVDRVFyPIB1QoakS00lU6OjuMQGIuRbBNLpEFpFlCv8K2VL/NTFdP1mbDNisv6gGuhEVmAVur6DJw9D6qCsXh+LZtVNdmxfvoxMZ8b3vtupiwxtzOTTGRoaIjt27dz44031uXzK5+hJFOopiQCgO/QcVijkuxoqWWzqibluJlb0038SiiItmTRFKGmKIqwRW9j9vQu3WKEVF3IiT9uGXT6Kwu+tgeHCY7FiK5oq3GrqqfUbZb0lctI/OQxnHgCJRTMvB4S2EVY1YLByxi3rYriEmeKWBVZ1QD+E2eht5E4Ng21bFiVxEp06XouW/PQUbSFWbHp3euk4wo1uYVUfbnvvvsyv2/ZsoUtW7ZMeP+RRx7hPe95D/H41ELas4EUajWklIy0YjiH+vAv6yHeIs5AC6UFcHtoq5aTevoFHNueEGcnYhC37dgkbatiyxOIPPFXblGzDh4lGE8xFBDrOQT3O9aqB6c9Tl+9IlP41nfJBZnXc4svFyo1Uw/i6ezjSsnEgdqGUEItXoKruhCOYRDoPw30CrfIy+7UUvw7pi5eCIEA1uF+eOOVmdcnW9QcmfdZV4rFnb300ku0tLSwYsUK9u7dO4utyiJdnzWkmu2IAKxDfYRM8YLui+3zORm9dynEE1NM/WFVPItadkP2alyf4lnU3CKjlVtozINHCSZN4op4k0cpSS3gxgaBa8nIRdRtv4pVuS+FbGa1aP0qXBR2Oqy+E4TG4+nriPUdi9smmqKgT+OqVlQVfcUSzIN9E173vptejJoMUROXAwcO8OKLL/KhD32Ir33ta+zZs4evf/3rs9oGaVGrIaUGmObDHotgnxskpGrCWWiK7fM5Gb13KQDmkX607gWZ10OazkBqauHHepLdD/O1ZVEzHBurBFd1IcxDfYTXL8JwbEzbQhfEQlNsQ/bJqA1h1EVdU+LUci1P1bi8a03CMit2VYO4mdUxq/LyN+bBowRjycx1RCKWThorxSqrrVxK8rHHcQwDxefeJ++7adieRU0iKnfccQd33HEHAHv37uU///M/+fCHPzyrbZAWtRrirWYrWUFah/vccwMh4bK3yrEUqou6IOB3Tf05iOj6rKZ6v4dnURNpH9NqSiI4poXVd4Jwc3P6WuKI0Ok2ZJ+M3rsU8+jxCa+JbHmqNI4Lsoso0caOasrfmIf6CAVCgHhCLWGbJX+/9JXLwTSx+k9mXvMpKhoKKdvL+pyRZkpeI0ihVkNiloGvwiKj5qE+UBQaGpqEG5TKsRQqmoa2rGdK7aBQ2vUpkqCJlWEpLERIc/cxTdriZG9lLYXl98s6eRoMg4aOjgnXEoGssC6tX9qKJTjnR7GHRzKvibg/a7WuasiKctHGjlgVLl3r0FFCy5agoQgnQMuxFGa8DDllixRFIaT5MDJ11MQZFyWFueiiiyYkHswWUqjVkLht0KAHKjrXPNSH1rOQkD8gnOUpVmIquoe+YilW33GcnNTzkObGBqUcAQVNlRY1ECuGppoyMZ4ltGGB67aOCWRRS6T7VarlSV+RdcN7iLibhFmlqxomunRFIm6VbnnKxQ0FGcK3chlBTc/ce1GIlxgrCaB0tKG0tUypLxlSdVLS9SkpASnUakjcMgj7/GWf5zgO1uF+tN5lhFUfSdvCcuzpT5wl4rZBQNVQS6zxpPcuhZSBdeJ05jVvchUpnqvaavCQs9G3QJaM7P6K5VtozCP9KOEQ4c5O91pC9csTaiVa1JYuBlXFOnws81qm+LJQz2F1+3yCW3zZr2hC9ctybFKOVVGyjnXUvWfaiiWEVJ+AyR+lZ1UriuK64dPhLR4hzSd3JpCUhBRqNWRz62JuXnxR2efZZwdwIlH0lctyJn5xBqZyd1vQ0qb+3Dg1TzSINODGLHc7okAVwfJZC404/cpms1ZgUTtyDG3FEho0f/pa4gi1RJmCRgn43S18cixqAZEtoFW44MH9vwglrKtI1vHumb58CUFVF2rcKLUAeC7aymXYp89hR7IJVSFVl1mfkpKQQq2GLAu1cUlbd9nnWYfcQUlbuSxH0Ig04JbnvlAXdKKEQxMmSG9rHKH6lY6fqaaeVkjAmCcvTqnculyOYWD1n0RbsTSnX+JMkFnXZxkT5IolWEf6MzFAqqIIV8U/awGtLgtVNMtTrMoFg9o1HyUccgWoQONGqQXAc9F7lwHZpDFgQoyaLZ2fkiIIV55j586dfPe738W2bW688UZuueWWCe8//vjj/N//+39pb28H4Kabbsps6/D444/zk5/8BIB3vetdXHfddbPa9koxD/eD34e2eCHBhBv4LNaAW16KvaKq7gSZY1HzJleRJv64VXmNJw8hLWqWiV5BUot17CRYFnrvUnyKJlwQd9ZVXfqzqK9YQup327AHhtHmuwkSIcEykEvdjmg6RLM8VZPUYh45hr6mF3D7NShQaZ9KYkBzyxb51q91z1d1zHTMrmgWtVOnTvHVr3418/e5c+e47bbbePvb317HVr1+EUqo2YWgURwAACAASURBVLbNww8/zCc+8Qk6Ojq4//772bRpE4sXL55w3NVXX81dd9014bVIJMKjjz6aqTB83333sWnTJhobG2et/ZVi9R1DW7oYRdMylieRBE3CNmn3hco6R+9dSuLnW3FSBorfJ6Trs9pteyDHoibSxF+msPbwYrm0FUsyWWmiPYeQdV+WgpZOKLCO9GeEWliw/VmzsXfVLRqCms6QQILGu1/BMhdD9ug4ztB59BVL3PNFE6AVxIAq4RBq1zysnHIxIc2HlRZoogm17u5uvvSlLwHuvPyBD3yAK664os6tev0ilOvz0KFDdHV1sWDBAnRd5+qrr+aFF14o6dydO3eybt06GhsbaWxsZN26dezcuXOGW1w9jm1j9p1AX+4OSiIKmqRtlh3HpfUuBcvG6j8BZCchkfoVtyrfZslDxCDuSmtXmUf6UZoaUTtda7Vouy542yyV46rWlnSDrk8oFxPUBJv4reqTCUA8QZMRauVado9kFwzgCr2EbQpTwqKcLfVy0ZYvyfQN0tZ4T6gJ7PrcvXs3XV1dzJs3r95Ned0ilFAbHh6mI12/CaCjo4Ph4eEpxz333HN87GMf46GHHmJwcDDvue3t7XnPFQ37zADEE9lBSUChlrDMsqwYkFMaIT1BekJPKBdhDSxq4E6wCaFinioToF4igSeEXIuaOP1K2EbZcXeKz4e2pHvCBCmioFFR8CvV7QARErBfUH6spHmkHxQFfVlP5nyRahVW4oIH0Jf3YA8OY49H3PPTJYtAPItaLk8//TTXXHNNvZvxukYo12e+FdPk1fNll13GNddcg8/n41e/+hXf/OY3+dSnPpX3eoVW3lu3bmXr1q2AuxlrZ7oUQS3Qdb2s642//ApjQOellxDo7KTFtqAf1KC/pu2qFEdVsHDoaGwpqz1ORweR1hb0U2cz54X7feAv7/9TSybfm2SfRVtDU9XtaTodwtLVWe9XoWfNOOUwP9hYVnvsRJLzJ07Tfu1mOtLntQw3MJiIzFq/pvvu2EMqTf5g2e2x165h/HdP09HejqKqtI430pcYmdF+lTMOOOPHCOv+qi0W7ckBjNETtLa3o6u1XYOXO64BaEl3v99F87rQymjPqZNn8C1eyLwlrlCbZ4/DEIRam+gINJTVhkJU0p/MufYYAAs759MWKH3br9iGSzj5g5/SMDxGw/JldPkscNwFhAOVt6fCvuQWbt2yZQtbtmyZcoxpmrz00kuZLZQk9UEoodbR0cHQ0FDm76GhIdra2iYc09TUlPl9y5Yt/Mu//AvgWtD27duXeW94eJi1a9fm/ZzJD6VnlasFnZ2dZV0vtmsv+HTGGkIo6fN0RWVofKym7aoUf4sb42clkmW3R13eQ3Tfq5nzAorGSHS8bv3KvTe245CwTJykUXV7fA6MJqKz3q9Cz9p4KkGX3lBWe8wDh8G2SXbNy5ynmTbRVPn3vVKm++6MJWLoilp2e4zu+djRGOf27Hf3n02ZRM0UAwMDVWX8FqOcceB8dJxABf2ajJ1IAXDy3Bka9PLrORaj3HENYHh8DF1ROV+mZyP2yiF8a1dlPs+MJQA4PXgOJ9BU7NSSqaQ/HoOjbsJXfHQMSy09JtBubwHg/M7dxJd2k0rGMhY126l8HqqkL93d3Zl47mLs2LGD5cuX09raWlHbJLVBKNdnb28vp0+f5ty5c5imybZt29i0adOEY86fP5/5/cUXX8wkGmzYsIFdu3YRiUSIRCLs2rWLDRs2zGr7K8E6egxtyWIUPev2EMk1EzcrK/UAboyJffIMTsLdWFmk2KBUBYHphQgJFJxe6XZEZto16AVwg/u/EeV+QTZGrVwydf3SffRcaYYgu2TEq9hmKRfRwiYSdvn3yx4ZxRkeQVuefQ6zCTvi9EsBfGW6qtXGMOr8jsx3LTdGDcTcRkq6PcVAKIuapmnceeedPPDAA9i2zfXXX09PTw8/+tGP6O3tZdOmTTz22GO8+OKLaJpGY2Mj99xzDwCNjY28+93v5v777wfg1ltvFT7j07FtzKPH8V9z+YTXXaEmRmyQF6NUiaDRli8Bx8HqP4G+ppegqgsjaCqNn8lHSBOnLld2O6Ly+mUd6Udpa0Ftz66c3YKcFrZjl7wrxUySqHDjcm3xQvD5MI/043/D5Tk1/Uz8Nbj/1ZKwTBprYAHLbmcmxncsWYFQyyYSLM28lhGgAo0d5Sa1eGjLl2QyPycvphxgZuy7lZFMJnn55Zd5//vfX++mvO6p/yg1iY0bN7Jx48YJr91+++2Z3++4446C/vIbbriBG264YUbbV0vsc4MQT0ywYkA6OF2QwTZuuu6USgSNvsy1dpp9rlALqT7GzWhN21cpiXRgci2EWlDNZqXNlCutVCoO4D56fMpzmLXQWIQ1MYRaJckfiqahLVuc2ZYoI2gsk2YBRsC4bTJPrT72KleAikAlFjXzyDE3kWB5tiSTaBnjbhZ8ZQ+OtrwH47kd2JEY/oYQudLMEUypBQIB/umf/qnezZAgmOvz9UZm9bh86gQpyqCUrQZffkaa0tGG0tSQmSBF6leyhq7PoKpj42AKsD9rsgKh5iRT2CfPoKWz7DxE2k3CtC1Mx65YWOvLFmP2ncCxbeFchHHbyPyvqyFrear//YLKyvpYR4+hdi9ACQYzr4nm+kzaVuXPYXqst44eQ1EUtJwp2BbP8ykRBCnU6oh59DjoOlrPwgmvB1VdGDN/zEpb1CqxZCgK2rIerL4TmWuIUpcrW4yzhhOkABNJJUVhreOnwHHQlk0sLC2Sy6nSkgge2tIeiCewB4aFul+2Y5O0rddujFoFsZKTLbt+RUNBHAFaiaXQw1uUW32u+1ObYIGXSk2SHynU6oibSNCNok/80otkeUpUEaMGuELt+Ckc0x3cLMfBEKAeUqXFOPMhksupEgGamTSWTrKoCTTxVxtTqKVdaVbf8UylfJH6Ve2G7LnXEMXylCjTRWiPjOKcH53iYVAUxY1vFapflY0barNbUNpLKFClRU1SAlKo1QnHcbCOHp8yKIFYlbjjpoECFRfj1Jf3gGVhHT8t1K4LtUwmEErQVLBxudl3HKUhjDqvfcLrIvXLS0IpdzsiD61nEaiqK9REshRatbPs6qqGpihC3C8o3/LkWd4nW3bBfRaTIvWrivulLe/JhINoOUk6Agz3EkGRQq1O2ANDONGYK2Qm4ZUPSAlQPiBuGQQqzHACMnFPolkyah2jBmJM/JUkSVh9J9CWLZ5yj0W0FFZqeVL8PtRFXVh9JzJW1NdCvyYTUn1CPIemY2M5TtkLBgBt6VShFtJ8wljUqkkmANf9aZ8ZwInF0XKyB2zp+pQUQAq1OlEokQAmZqXVm7hV/rY9uahd8yAYwDqatWSI0K+EZaEr6oQVbaWIZHkq11Lo2DbWsZN5J0ex+lV5PT8PfelizL7jqOn9WUWY+CuJKSyGKGETSauCWMm+E6jzO1Abplb7FyVu13GcqpIJIJtQYB49PsH1KXWapBBSqNUJ6+hx0FR30+hJiDRBxs3qhJqiqpkJUjTXZy3cniDW/fL2jdRLFKD2qbOQMqZkfEJuEHf9++WJqmpdTs75UezRcYKaGK60WrrgveuI8hxCmZbd/hN5FwzedUToVyVZ1ZPx9nW2jh5DnWBRk0jyI0AVodcnZv8JtEULUXxTY25EKouQsIyKA2c9tOU9JH+3jYDiuZzq369KinEWQjRXWjnFOD13Uz4XvBfELUS/Koi9m4wX+2T1HSfYLka/ajHx5xIUpPhyuck6TiKBfWYA/xuuyPu+KBnjXmhBNRZQtaUJpa0Fq/8E6oVLAPeaMkZNTFKpFJ/61KcwTRPLsti8eTO33XbbrLZBCrU6YfWfwHfxmrzviWShiVkGTVVOItqyHkim8A+423+J4nKq1eSoqxq6ogpxv5JlBjpbfSfAp6MuXJD3fWGEmm3iV7SqXNWetcbqO0Goc15m1416UouJP5eQqjOUKn3/yZmiXIuadSxdIqaYRc2qf1HpWllAtaWLsfpPol2YW/BWKjUR8fl8fOpTnyIYDGKaJp/85CfZsGEDq1evnrU2SNdnHbDHxt009DzuJhArRi1RpesTXIsagK/vlHtNAfpVSTHOYogSQ1N+pt1xtJ7uCXvN5iKSUKs2M1JtbHBLI6QzP0XoVzappTbPoij7s5abrJOx7ObJ+AR3TLQEKCqdLNNSWAh96SKsk6dRnByhVtUVJTOFoigE0wWYLcvCsqxZXyxIi1odsPpPAvmzm0Asi1rcMghUOUFqixaCT8fpO4G/e54Q/UrYJq16cPoDS0SUiT9RxsbljuNg9Z3Ad8WGgscEBdnOLG4ZNcmM1Jb3pEt0XC1Ev7yaXLUa+EPp51AYy1OJY4fVdwKlsQGl4/9n783DJanLs/9PLb2evc86Z5udGcZhHIZhFWUbs7hEQxT8xeUVjBo1iMtLwF1jfCUCYlTQiEjeX1xATERj0BhARSAScBzWAWaYOXP2fe29u6reP6qru/qcXqu7ug7Q93VxMTPd9a36VlXX9677eZ77acv5ubmNlKuKL1jlolrFH9LGflBUxHhG1a37qDmHa665Jv3nAwcOcODAgazPVVXl6quvZnJykj/+4z9m+/btNT2+OlFzABmD0b6cn3vWCVHTNI1ohVWfAIIsIQ306pWfr9zg+LwgtUBWwbvKwLohamqSZtlT0ne1uQW0YCinb5UBrygzu05CadUIVUsb+0k8+jhebX34jcXKINalwCtlrH08gnOP93JtYoxCgnzk0txGqonS7m87ULXQpxFNicQgNZ966NM5XHvttQU/F0WR6667jlAoxPXXX8/w8DCDg2sdG+xCPfTpAJQTowiBVsSmxpyfr5ck7piqoFGd/Bm9lZQecloPuUGVltivxnq4XlCeG3wyZTAq5wnBw/qZV6RaRG3TAGga7pUwMVVBdXhxLNe9vxjSypPDYXjjninFKFtTFJTh8aIvDOB8G6lqFX+IPZ3gdiFEYul/q9O09Y+GhgZ27drFoUOHarrfOlFzAMkTY8h5wp4G1kPOUzUr0qRN/WihMF7FeaUwqakVNfjOhfUSItSrWUsLDSlDIyAISIO5lV1YP0QtqibxWexKYIaRA+WaWwZw3KLDjhcGcL5gx6iqLiX8qk5MQyKRNxUE1k86SLr4o0I1XhBFpME+hFAk/W91QW19Ynl5mVAoBOgVoE888QR9ffmfmXagHvqsMbR4AnVsEvf+PQW/tx4WyGr2wzSIqScaZ9m5FBPAmhlnMXjWAbFWNJWEppaeF3RiFHFDF4I3fyjJK8kkNBVFU6tiDmwV5eTeFYLQ3obQ2IB7egE626pGAK2inFB1KVgvXoUxpfRiHSWt7OYnaubQp5OIKklkQSzZp7AQpI39EIxAKlW2TtTWJxYWFrjppptQVRVN0zj77LM57bTTanoMdaJWYyijE6CqBd8eQX8wOe0bVE0zTkO18axEiPicFXKrSUANGMTaySTusi0Rjo8gnbSl4HfMobQG2V3ZAVqEoqnEteooT4IgIG3qxz0+DS9rc5zQRNUkneJaJ36rWC8ejOXkFCaHRnSLmN6evN9ZLyHdalaLyxv74dBy+u/1FlLrExs3buRLX/qSo8dQD33WGMqJVOPhF1DosxrKk+DzInZ14F4MOj6varvBG2OpDtsHlGMKqwZDqLPzBVUM81hOEpp0CL5KxR/SpgFcI5PAeln4qx/6dHpe5RA15cRoQYsYyLxUOa6oVdF/UdrUjyaYfdSqMmwdL0LUiVqNoZwYBY8Hsbuj4PfWV+izSg+mjX24ZxaIawqKg4SmmgTUwHogNOVYB5TzwmAe2wlU/T7c1I8nGAWcXfg1Tavqwg8mD8Z18OwoZV6GRUyx+9Doz+q0UljNjibSYC8adR+1OoqjTtRqDL0MvQ9BLHzq1wdRK6/EvhikwT7cM4uAnkTtFGxR1CTnCU05xR9GXpCUo3WUGeuDqFX3PpQ3DeCJJlJjOzevhKZXVVfzPlwv1j4xVSnphUFbWEJbCRYlakCqP6tzzw1YS0AVVeOhE8uWrDUErxdM+aF1Ra2OfKgTtRpC0zSSQ6PIefzTzPBKrnQSt1NIKzTVCjlt7McTjQPOVttVe+E3j/VCUZ6U4yO6RUxzU8HvrQcCGq1y8YfY241H0VfF9UBAq6nsrhdrn1I7SShFOhKYsV7mZb5ej0+GuPY3YxybjxXYKj80X8Z022mrmDrWL+pErYZQZ+YgEkXaWFjFgPWRaxJTk7iqVOEEOlFzrwMlw9bQp4PXqxw3+OSJ0aIWMbA+CGi12vYYEEQRb3c3gqo56stV7XkZcDq/VdO0knPvDC+/UhQ1jyitCzsV87yiSf1FOpa0+ELt81XjsOp4kaNO1GqITF5QCYraOlggo0oSr1w96wKxM4A71dvOWUWtuv0VYZ1crxIVNS2ZRB2fLOifZsC3nghoFYm1vLEPTyyxPq5XFTtkgPPKUzwd0i3++1KGRhF7OhF8xdu5OT0vWBv6TKYisUmrapgp9FlvIVVHPtSJWg2hDI0WNRg1YDzknFYyfFL1LBkEUcTXpvfyc3qBrGZ/RVgvRE1BoLgbvDI2CYpa0guDLIiICI4mp9uhgEqDfXjCMSLRSPEv24Rqh3QNOK08lRWCP1G8kMCA016FimGULWV+X8kUu1KssiwTQa23kKojH+pErYZIG4x6ipMf4+Ht9APXV+W3/YbOTn1sJ0O6Ve6vCOuDWEcVPdxUjIAqI+MASAO9RcdcDzlPduRySRv78EQTRFKO406gmp0/zHD6epVqKK2FI6hTMwVbR5nhFZ0tJshFQA2ilrRI1DTZVJhQJ2p15EGdqNUQyomxkt8eMwqNsw8mX5VNTv093QBElpeLfNM+VNsSAUAWJWRBdFwBLUnFGB4HSULc0F3SuHq1nbPzcgsSYhUVUGmgD08kQSQRrdqY5cIOAmqMt94ITS6kXxgGy1DUUqbSTiCXAppR1KyNaZ6K02HdOtYv6kStRlBDYdSZuZKqm2B9lNnHVKXq7XV8A/r8IwsLVR23HJRqHVAunE7iLpWAKiNjSH09BQ1GzVgP86pmPiGA2OjHo2bUHydgR+4dZAiNUyi1qloZHgN0P7FS4BUlR02lcymgSoWKmnkmkYSzHnF1rF/UiVqNkHkolaqo6QuT06FPb5WJmnugDzmeJLqyUtVxy4Ediho4H3IqmaidGCspT9KA0/OqpsmoGV6Xm5jgXLgppiYRAFeVe6h6UzlqjilP5ShqPi9iR6CkcZ1OB8k1r0SFOWrmaxRdmK/g6Op4MaNO1GqEtMFoiYqaex0oalE1ib+KVZ8AgteDJ64QjYSrOm45eFETtSI5hWowjDa/WLKKAXrlp5N9Z0v15CoXXp+fmEtESzq38HtLyCksFx5RRkOvvnQCpRZ/KMPjeuuoEufvdDpIrlB1OkfNIik2bxaZdS7KUMf6xrpryn7o0CFuu+02VFXloosu4o1vfGPW5z/72c+49957kSSJ5uZm3ve+99GZSlC/9NJLGRwcBKCjo4Orr7665sefD8qJUYTmRoTW5pK+LwqCo9VbmQqn6hI1AI8mEE1YM4isBlabVlYLXlEm7DShKTUvaKB0Rc3pnKeYquC34T70NTaR8MRJjE7g3lTc27DaqHafTwMGqbVr/GLIKE/5w9WapqGMjOE6+7SSx3U6HaRQ6NOyomb6c2Rx0fKx2YFQKMQ3v/lNRkZGEASB973vfZx00klOH9ZLEuuKqKmqyq233sonP/lJ2tvb+djHPsb+/fvp78+oUJs2beLaa6/F4/Hwy1/+ku9+97t8+MMfBsDtdnPdddc5dfgFoYyMIw32lfX27OQCaTwMq52jBinlCRUtEi3JP6maMMw4q20yCvoCOZ901u6hqIoxUl5eEOjzclopDLiqbwzqa2kFZZrw6JgjRM0uZddjUp5Key2sLqJqEkkQkAsRtflFtFCk7BA8rIfQ51p7Dqt+t+ZuBE5WIOfCbbfdxt69e/noRz9KMpkkFnPu5fqljnUV+jx69Cg9PT10d3cjyzLnnHMOjzzySNZ3du/ejcejmwRu376d+fn1H9fXVFUnamWoGOBsKM1IHreDqHncHuJeVzpvr5Yw+ivaoTQ46fOkaipxTSlKQJXhMYQGH0KgteSxPaJM0sF2ZjoBrT6x9rXp5yA8OVn1sUtBTFVsC8Hr4zsb0i2EdM5uGc9Epy1wjP26s0Kf+v9VyzlqIKbe3WMR517yViMcDnP48GEuvPBCAGRZpqGhweGjeuliXSlq8/PztLe3p//e3t7OkSNH8n7/vvvuY+/evem/JxIJrrnmGiRJ4g1veANnnHGGrcdbKtSpWYgnylIxwFnjSmO/PtkFVRb1fD4/i14Xyokx5B1bqzt4EdjlBg/6QmLYB1Q776gYYiVX2pWv7JrNfBuqaIBcKmwrJkjlX0ZmZqs+dimIqkna5OorymlC49BLQynXSxku3cvPgEdynoB6xGybmIpz1NCJmqpBHBU1GEZs9FfjcCvC9PQ0zc3N3HzzzZw4cYItW7bwzne+E6+3thGQOnSsK6KWq0op34Jy//33c+zYMT772c+m/+3mm28mEAgwNTXF3/3d3zE4OEhPT8+abe+55x7uueceAK699lo6OjqqMwH0N4/V4wUPP88y0H7KLrxl7Ktpzs9KIlbV4ysVc0v6wt/o9tLRUFpVVqloXW5jaHEK19G5ms5NlmV8qSbknS1tdLRXd9+B2Czq4ggtgTbcNhDB1TDfa7NRPWzS0dKW95xqmsbS6ASNr35VWee9kxDMgq+liQ5v4SbulSDXbyehKijPawQaW6p+r3S5VJiE6OJi1cfONZfVSIxotPgbq77vZMQNY+Bu9FftHi9lPgbUWZEGt7fg9yenZ5E72+naNFjyMTQkE3ACJF/hsUtBOfNJY+k4ftmdtZ3LreeVebx+S8ckSSOIggioxN0umpaD+Mo4J2BxLsA111yT/vOBAwc4cOBA+u+KonD8+HEuv/xytm/fzm233cZdd93FW97ylrL3U0flWFdErb29nbm5ufTf5+bmaEu1HDLj8ccf58c//jGf/exncbkyoblAQCcU3d3d7Nq1i6GhoZxEbfVNOTtbvTfqjo6ONeNFnnoGBIGVJj/BMvYlJlVC8WhVj69UTAX1kLILser71+IKca+b4LNPINZwbh0dHUzM6ftLhCLMatXdtxLVczjGZqZokj1Fvl05zPfaREy3O0mGI3mvlzIzhxqOkOgMlHVN4yE9JDM5O4PotS9PJddvJ5iMA/q5rfZ9GIvp5DYSjzJ97Dhic/VIaK65rEY4GYNEsurziiT1azSzuMCsVp3cvlLmY2AlGsEtSgW/Hz5yHKGvp6y5Gy/y8ytLzLoqO2flzMfAciS05nm4EtZ/G8vBkKXrGE8kkFJaRNwtM/fEYby9XWWNYWUuvb29XHvttXk/b29vp729ne3btwNw1llncdddd5W1jzqqh3WVo7Z161YmJiaYnp4mmUzy0EMPsX///qzvHD9+nFtuuYW//du/paWlJf3vwWCQRMowcHl5mWeffTarCMFJKMPjiN0dJbWOMsPJnCcjvFBtew4ArySRlEXioxNoam3znuzoG2nAydygaAnzshJuAmf7mNbieun5kuNVH78Q9KIWe3LU1oPfWKF5aUkFZWyyrEIC0KMrnlR6gROI5mg9V2mvTw0QU6twwut2JG83F1pbW2lvb2d8XP9dPPHEE+tmPX0pYl0papIkcfnll/OFL3wBVVW54IILGBgY4I477mDr1q3s37+f7373u0SjUb785S8DGRuOsbExvvWtbyGKIqqq8sY3vnHd3FjKSHkGowa8DuaoZXK5XISpbpJrmtAIGur0HFJPZ1XHL4RSrAOswlxtV2sYhL7QAplJ4LZK1ByYl43XK30fphZI1+4dVd9HPsRsah8FuoGugLNJ94XmpU5MgaKUnbMLqX6fDr28RtUkTata6lXamUAvJtAltYTfhzJ8uLKDrCIuv/xyvvrVr5JMJunq6uL973+/04f0ksW6ImoA+/btY9++fVn/dumll6b//KlPfSrndjt27OCGG26w9disQIvFUSdncJ+zv/iXV8EjyihoJFWlYKm7HcgmatWFx6xkjIw5RNTsU2icVJ4KErWRccTOdgR/eeEwJ+dl5/UyKknjrY01VzLsasgOuvKkNzB3spgg//PK6gsDOFsJH1OTdIrZif4VdyYgU/WZ8LpQUlEGQXQ+2GVYYb3UMTs7y0033cTi4iKCIHDgwAFe85rX1PQY1h1Re7FBGZ0ATbOoqGUWyEYHiNrqCqdqYU3I6fS9RbaoHuwNpTnX9qsUQqMMj1lSMZwMpdl5vURBxCWIJDpaUR58vurjF4KdSiE41+9T0VQSmlqwqloZHgdJROpbmz9cDE57S66+D5WKOxNoSIai5pIhEkWdnUfqqn0BWR25IUkSb3/729myZQuRSIRrrrmGPXv21DRi5zxtf5Ej4wRvfYF0IuRklyUCZOaV6OlIn59aIaomkRCQq9xfETL2AU4qT/kIjZZIoE5MWbwPnfOvKrXBt1V4RZl4WxPKSG3zJUvJKawEXocITSnEWhkZQ9zQjSCXP/dqK2rPzUb42eHiXpyapuXMvcvkqFnbv6qBlHoUxVPSWq3zJesojLa2NrZs2QKAz+ejr6+v5v6tdaJmM5ThMXC7EC2E9xxVaEpwubcKY16Jvs6ah5yiqoLHhv6K4HwxgVvIr4Aq41OgqJaUXSeTuO1U1CBF1Jr8kEigTs7Yso9csDP0CTh2vUpTdsct3YdQfW/J+55f4v//w3TR7xlG2WuJmvH/KuSoCRqakOkeUsf6w/T0NMePH2fbtm013W899GkzlJFxpP4NlnIOnOxtZ1dFGpgUte521MnfocUTCO7qV5fmQsymBt8AbkHSk7gdSHYu1rg8nRdkcYF0KucpozzZEyL0SjIxv26logyP4G68uwAAIABJREFUIfV227Kf1aiFUriYjNoydiEUm5cWjqDOzuM+cK6l8asd0o0lVRJKcZKVqyE7VF71qaKlc9TQINnXjXKiTtRqjUKecgai0Sg33HAD73znO/H7a2tKXCdqNkMZHsN16m5L2zqt0DTb5AWWzlHraAVVRRmbRN5cm16LdvVXBEN5kh0KVRcm1srwOMgyYk95Hk0GvA5ZxRi5knZ1evCIMmGXCqKoL5Bn7Su+URVgd+jTqRw1oyIz37wyqSDWXxiq2f0jrmgomk60JDH/eGkFdNXLUFKprOoTDaSUkZoGJDf3oRyrhz5rjWJFE8lkkhtuuIFXvvKVnHnmmTU6qgzqoU8boS6toC2tWMoLAudtEexSMdKKWlsjUFupP2bjvMC5tl+5PJ7MUEbGkfp6EGRrc3cqidvOXElILfwoiL3dNQ3DZ0Kf9v3GnLhexUKfGWXX+jNRAxJV6jsbS8Uui6lq+Yo/FK1SRS0T+kQTSA5sQJ2YRosnLI1XR/WhaRrf/OY36evr43Wve50jx1Anajai0nCT09V2di2QoiDgFiRifi+45JomzxYjNJXCyRBh0YpPiy8M4JwtQiyVU2gXDFNpabCvpkQtXdRiV0g39cKQqy2fnShWzaqMjIPPi9hhrS1dtZ+JBlGLF6kGyOdTaBC8pFVBTdPSnQkAEr2d6ShDHesDzz77LPfffz9PPvkkV111FVdddRUHDx6s6THUQ582opKKT3Cu2s6ocLJ3gZSIaQpSX09NKz/tnpdThCaqJukSG3J+pgbDaPOLSButvTCAPq9pNWR5e6uwn1jrhEYc7CXx0KNo4UjZPnNWYGeuJOiERgPimoJHqN1jvriiNo400Gs5bOk1PRObqDw1I5YiWokiili+UHWlipq5mEADEl06gVVGxmqWDlJHYezcuZMf/vCHjh5DXVGzEcrwGEJzI2Jrs6XtjWq7Wis0+SqcqglDeZIGemtK1OwskgDncoMKEVAjtFyJoubsvOwLVXtTptJa6tzU6l60/YVBckaNN/bnzjE3TdMsd2kxUO0Cq4yiVpho5avSrTRHzWzPgQbxlgZwueoFBXVkoU7UbIQyYr0M3YATuSaZrgT2LiRRVQ85afOLqMFq9z9YC0VTiWv2EjUn/Kv0vpH53eDTPT4ruBedCqXZnaNmLPzKgF7tWasFMqbYfx9C7fNbCxlla/OLaKGI5fw0WEtAw3ElTbaswCBoxXPUclezVlr1CWSdqxgqUn9towx1rH/UiZpN0FRVJ2oWq5sMOBFKs9s6ADIEVEorGfYvkNEiFWnVgBP+VfGUAlpIURMa/AhtLZb34ZUyobRaohahaoBYSyOC31ezwha7lUKn8lsL5RRmWkdVFoKHzDPqc/eOcOujU5bHyxQTFMlRU5OIOYyykxX2+lS1jD2HpqVyFwdqmy9Zx/pHnajZBHVqFuKJit4ewZkqQrtNRiFDQNNErQYFBZFkPL1vu2CEdGupPBVTQJUTeuuoSuwMnFj4daWwNspTTFOQBvtI1kpRs72aNZXLVWNLlUJFLWllt8IQPGTuw+lQgtmQ9TkaOWqlhD69OYyyK+1MoEHaFkQUBP2ZuLEPbXEZdTlobdA6XnSoEzWbkM4LqpCoOaKoKYUrt6oBg4AKgVaEhtooGRFFL3n3SvYqGbVWnmJ5KtIglRc0OlFxCN6JUFpSU1HRbK/6BH0hlgb7UEbGa0Ky7S/WcUZRK1T8oYyMIQRaERutm4WuJqDhhFpR6LPUHLV8CqhB0BSL94xqKiZwCVI6bxfqHQrqyKBO1GyCMjwOgoDUX6miVnuj0VLawFQKIzldEISU1G+/ohZNEbUXWxJ3Ptd0AHVmHiLRqoTgobYKjd2Ny81j6/mSvemm2HbDTuNlMBPr2qvx+UK6lbSOMuBKdf+IqUlUTSOSUIlZlLM0TSs5Ry2fApqoMEdNM4U+ZSQ9HSR1juoFBXUYqBM1m6AMjyN2dyJ43BWN42Qxgd2hT0XTSKoK0mBvTZSMcDKR3rddcEJ5KmSeWi1l1wmFphYvDAaxzg7D27tAqppKQlNrUiThRDFBTmU3qaCMTa4havcfXyIcL/0YM90/kkQTOkGLWjQxM6toRX3UctipaJqWJmiWe30CUkpRkwVRz4VrbUZobqwXFNSRRp2o2QS9DL2yxRH0xddomVIr2N0w2jx21CgoqIGSYShqNVkgHVCechHrTAJ35SF4875qgVrkSmaFPmuULxkroIBWCy5BTCtPtUS+kK46MQWKkvVMnAkmuP634/x2aLmsfRiV1eEUUbMa+jQTtaJVn8raeamaTrSgghw1kz2HS5DSz416QUEdZhR9UnzmM58paSCXy8UnP/nJig/oxQAtFkednMF9zv6Kx/KIMioaSU3FJdgXAjIjX4VTNWFeIL2G1D88jtTZbts+I7UIfaZUrVoukIWItTI8jtjVjuDzVrQPrwPmy+nqYxttYtypUFpUSSL4fYid7bYrGbUI6QqCUPP8VsMoO/d9uPaFYTGqH1soXh7LMeYVTitq1liSmeAVLyZYW9RiVtGSFl+kzYa3siCmf8vSYB+x+x5AU1UEcX3rKXWOYD+KPgGPHj3Ku9/97qID3XbbbVU5oBcDlNEJ0LSK8zEguzG7y8YHuxnR1EPJrkbYkL3wB8zJs6edYts+I+nQp/22CLUlNAUUtSpYxMCLV1HLhNJ0UigN9tquZNQitcAY384XhnBC4ZGRIOdt0W1fEpqa1yhbGR4HSUTq60n/20pMP+eRMomWUYhUqaJmzm0rxZ5j9fUyEzXrvT4zOWpSKvQJqVSFWBx1ehapp8vS2LVCnSPosJOwFn1S7Nixg/PPP7/oQA888EBZO34xo9LWUWaYQ4SNFY9WGuxubwPZiprgb0bsCNgecoooCVyCiGijUugEoYmqCgJ6uMsMLZFAHZ/CffrLK96HLEpICA7lqNn7gmLuzyoN9JL4w1NoiQSCy2XL/tIKqM2/MbvNl+8/vszNv5tkZ5eP7kZ3QZsYZWQMcUM3gpz5bCWVmxZJlK+oLSajRBL69rGkhqZpZb9Yxk25bfECREvVtJRRdvZ9mKWoVdBCKp2jhpRN1Ej16F3nRK3OEXTYSViLPik+/elPlzRQXdLMQBkeA7cLsaez4rGcSuK204wT1ibd16KVVERJ2JqfBtkKaK2Qz+NJGZsEVa3KCwNkuknUCvkaYVcb5hChNNinN8Uen0Le2G/L/mpRJAHFzZcnV+KE4ipb262FxefD+tjBmEp3Y2EFVBkeRzppS9a/pRW1RHlk0iiwCqs6wdPQQ5ceuTyilq2o5SdaedtHpciZSxQq6vVp+Ki5BJEVTUXVVN0tQBD0l9czTrU0dq1Q5wg6duzYwXnnnVf0hcEKYS1LWvjxj39MNBoteycvNSgj40j9G6qSW+BEbpDdZpywNkQoDfaijk+iJe2bZzRpP1GTBRERoeZVn3nDTVBRM3Yzal2BHFOTKaXQ3pcGs6l02hrBxvBnVLG/mACylcJc+OeD09zwgPV5pnPMUkQrnwKqhSOos/NriquCMWuKmlH1GTbltlkJf8aSpRUT5AtVG0TNIwsVGN5mhz5Bz4cTPG7E7s6a2BbVUR18+tOf5h3veAdHjx4t+D0rhLUsJiFJEp/4xCe466670oQtmUyWHJt9qUAZrqzxsBmOKGoFTCurhdXKkzTQB4qKOm69HUwxhJWE7YujnvNU224S+SrtlJExcMmIVQqd1Do5PZpqR2RnriRkz0vs6QJZtpWoFbJTKQc3/HaM3xxbyvu5p8j1mg4mWIpYJ94LEaPfZiqpP48CmkkFyX4mGopaucUAXklO5ahljj1mwaLDbMlRqJggn6JmbO6VxcqasqdDn/pybH55faGY3v7617/miiuu4JOf/CT3338/0WiUb3/723z7298uSlxeTIjH49x5550Fv7O0tISqlnfPl7VqBQIBVFXlBz/4AT/5yU8IBAIsLy+zadOmsnb6YkZyYQltaaV64SYH/JDsdk0H0qHVtTkZlZti5kNUSdieFwS1JzT52iwpw+NIfT0IVerE4K2x+XItlF3Ivl6CLCH19diqZETVJIoi8K3fzfDOfd20+sqfY1xR+c3xZWRRSCfzr0YxBXQ2lCCUUFL9Jssnw4spkmcoavlCn+mKz1WK2nKKqIXLzlGT0ICVeOZetFL5ma2o5d++WEN2jyyiaNZ+F5oGRuDFUNTSz8SBXhKPPIYWjyO4K/PjtBt33HEH73nPe9A0jX/5l3/h7rvvpqGhgR07dnDDDTdw+eWXc/rppzt9mLbD7XYTDAZ59NFH2b9/revDTTfdxAMPPEBjYyN/8zd/w8tfXlr+cFmK2m233cbb3/52brnlFm644QbOOOMMPB4Pb33rW8sZ5kWN+PFhgBe2olaDBXK18iT2doMk2voGWYscNSgecqo28ra3GR6r2gsD1L7vbCGX+0ph9iX0rMq9MwyYC+GpqTA3PjCOasGWIaomiSx7uO/5ZZ6cCpe9PehqGGRUqVzwpq5XLg/GhKKyGFVQNdLGseViIbpKUcunPI2Mg8+L2BHI+vegxWIC45kYNBE1K90JSrXnSIc+V73kGeFSjyygali6FzSy7TmArMIWNE3PNV3niEaj7N27l3379nHFFVdw/Phx3vve93LJJZdw9dVX86Mf/cjpQ6wJRFHk3e9+N9/+9reZnZ1d8/nDDz/Md77zHT7wgQ9w6623lj5uOQfh9XrZtWsXzc3NBAIBLr30Uq688kpuuOGGcoZ5USNmELUqLZCrlSe7UQvXdAPmN35BlhF7e2wtKIgk7Q99QvGQU7WRS3lSgyG0haWqqpO1D33mf2H4/ViQpaj1Y/ngvx/nb38+BGSqIw1CIw32oc0vogZDebf/2H+e4FfHltJ5VuUgpiZJRPWK0mWLc5hcKYGoSfn7zs6FM/sNluljBjrRXYyszlHLrTwpw+NIA71rQthW7Tm8aaKWmZeV7gRGQ3a3JFgLfabuF6+sL6PlFhSk77c1ipphFZPxl1zvOOmkk/j5z38OwObNmzn55JPp6tJTLgYHB5mcXP9ksxrQNI1Nmzbxtre9jc997nMcO3Ys/dnzzz+Pz+fD5/Oxd+9evvKVr5Q8blmr1gUXXMD111/Pe9/7Xjo79YrGzs5OgsFgOcO8qBE/PozQ0oTY2lyV8Wqd81Sob2S1sXrhlwZ6UZ47VmAL69A0TQ991sCLzivJzCcitu/HQFRNrnnbz4Sb1hK1hKIhiZQd7jII6MRKnPHlOKf1WTOMOToX4Qu/GuXLr91MW4GwX1RN0iqvrUicDyf43L0j7O9r4NMXDZa9f03TOLEYS//duNfjmoJHkLNaSYm7Tio41nJModlb3m8lpirEI3J6eyuYDMaBbLKyGmY1fvXveTaLqCl0UZ4VSSShpsmNWVFbbZStaRrKyBius9eGgZYrKCaADEEEq8UE+jaNbqlw6DOde7fKnsNQ1FJMK6mCq4zHi8HrjN+hRLaiJnZ3gEt+QbSSete73sWXv/xl7r77bnbu3MkZZ5zBc889x6ZNmzh06BBNTU1OH2JNcOONNwJw7rnn4vP5+Id/+Ac2bNhAIBDg8ccf54ILLkh/Vyyj2LCsJ8zFF1/MD37wAz70oQ/R29tLIBBgaGgoZyz2pYrY8eGqhpugtgpNtRKdS4FHlLJynqTBXhIPPYoWjiD4fVXdV1JTSWpqxQQ0nFBIKlrBxblQLlcwrpuEXrA1d15RMcSSKl99aIK37Omgo0NfCGOppHsz0hWfOe7Fv/jeM5w12MTHzy/PfsIryiQ0lff++HkAfvqOky3N4bbfTzMXTvL0dJhXbMz/QpNrXgDPzOgkeMFiIvxkKmxowNxw3iPKWUqGKwdRM4e4lqMKlHkpo2qSSFj/fVkmailFrdD25nk1rzqNs6HMOShE9vJhMZrZxiBquWxitPlFtFAkZzs9q1WfxrMpFFdxiQIJVbNE1Ayi2eiRSgt9rs5R0zKhT7CgqKX+n27KbihqqWeHIElIfRteEEStq6uLa6+9luHhYZ555hmGhoZ48MEHGR0dJR6P09/fz1133UV/fz+9vb309lZ3jVwvaG/PdNY57bTTuOmmmzh06BAjIyPs27ePc845x9K4Za1aoijy1re+lYsvvpgnn3yShYUFXv3qV7N3715LO3+xQVNV4kMjuC88N/fnFkwZwdzbTsFfzivbKowuxehscOGR8zP5QqaVz89FkUTY1GbNd2l0Kcbvx4K8YZd+M3tFmWAynv7cqApTRsaRd2xds/1CJMnNv5vgr8/sod1fngIQU5NoKtz0nxGW987z2p2B4hvlwGV3HiWmqNz19vwkpZB/1d/dO8IzMxFO7vLR01R+gvA9Rxf57dAyPlnk1G196bDWamKtjIwjNDYgtGWziNElXUn63fBK2fv2ijKaaT2MJlS8rvItaIZTalayWH/FPEUtBlFr91sj3UdnMxZDqqZlWeC0AEJbC0JjQ94FctpE9JZi5b9ARdUkwYh+/xYKXRbC5EpKUYspeZ8rhRqzZxE1C8dgVHxCtj3H6udGpnVUtrKrqBqhuIok6IRJUbW0n1gxGAQ0klBp88lMhxKWqj5jSX3/Plks6qPmEsR0aNJAWlGTDUXNYugzde3EVVWfkHp5feKZssZ1EoODgwwOZlRuVVUZHx9naGiIoaEhfv7znzM8PMwtt9zi4FHWDrIss3///orFLEtPOp/PZ1sFx6FDh7jttttQVZWLLrqIN77xjVmfJxIJvv71r3Ps2DGampr40Ic+lI6F//jHP+a+++5DFEUuu+yymhNIdWoWLRbP+fZ44wPjjC/Hue41m8oe1yNKPHZM43u/fI5bLt5Kd2P5C/zzcxE+/B9DvGVPB3+5N78Rb763x3Bc4cP/cRxZFPi3t+0se/+apvH+n+hhzT85qQ2PLOIVZWbVTDJ1uvIzD1G78YFxDk2EOHMgxIFtrWXtP6oqLMx7CMc1bn981hJRm1yJl5RP4xFl4traajpF1dIkYyWm0GMhGvCHcT1vqsWXnbuYq9IuV17QwyN6mkKju3yC5ZVkgisZgrwUS+J1lXcvxpIqSyk1xqzKrIauFCZzKruHp/VzGLKYBH90LhOWDsYUE6FJKRmCoIfh81h0DC1kwqZLBeaQD8FYklhcvy7LFrYHmEqRRUXTCYvfvfY8Feo7O1thjppB1DyykKWorS7+yKfshuIKGtDR4GIqmCCSVGnMMYdcMK5XOKES8HmYDiUsVX2GEyoeWdRz1AqQrHwvDMazwCBqSpnFBEa1a4agCrhM/T5BP2/x+x9GDYYQGxvKGr9SfOADH8Dr9SKKIpIkce2115Y9hiiK9Pf309/fz7nn5hYw1jtuvvlmDh48SEtLS8F8/Ntvv523vOUtRcf74Q9/yCWXXFLWMRR9Wt9+++0lDfTDH/6wrB3ngqqq3HrrrXz84x/nxhtvTEunZtx33300NDTwta99jde+9rV873vfA2B0dJSHHnqIL3/5y3ziE5/g1ltvLdurpFIYFYuridrBsSC/OrbEs7PW8paUmMyTR/UHhZVwTyShcssjuj9ZqEiYI1firKJqfO/QDGC9VcoDQxkFxwh1rLYPEDsC4PPmTJ4dXYpxaEInKVb6H89F4kyN6g+6HR3lh1UVVeOOxzNVPLkq6QwY5y6+aoH8r6OL6T9bCXk9PxdJEzVDiYnl8K7SVFU3XV5ldLsQSXLv8/oxuKTylV0JiekJf/rv5ZIUTdO4+9kF0/b51ai4pi/kqxfIJ6fCPD8fKbp9PswEEzxkUhOXohlrk9gqJUMZGUdb9QyJJVX+80hmDuUSLVXTeH5EJ7seWbB0H/zPyAojSzHaUmR9Jc9vOl/f2bHlGP89vMxAi06yiz0TViOcUPjp4XncksDGVk+2oram4nMMIdCK2Ji5bxRV4/uP6b+lk1K/xXLCn15RZm7ay8yKys4ufftyidpz00Hue36Rkzp8uCShYI5aLvub5WiS7x+aoc0nsbHVA5T3bEwoGv/08CSSAKf16c8lTdOy+s5ChuA6Ff78zGc+w3XXXVeQpNWSIziB888/n49//ONFv3f33XczPT3N1NRUwf+MootyUFRRu/vuu7nwwgsLLkwAP//5z8tmiatx9OhRenp66O7uBuCcc87hkUceob8/k0vz6KOP8uY3vxmAs846i+985ztomsYjjzzCOeecg8vloquri56eHo4ePcpJJxVOBq4mkifGWfQ2MOENMH1sieMLUZ6aCvNcKtRSbG1MKBoTK3FGl2KMLqf+vxTn2HzmMhUrAV+JKUyuxBlfiTO5kmB0KcbB8VB6YXdLhbn5cixBOCTz5FiM30XizMcXeHhoLp0TYzzcC81hOqTve2I5zkQwzrMzkfQ5AP1NtJVM7p0RuhEEAaF/A1PjcyxPhJhIzWFoIcrjkyEE9LyOcIGWM5qmsRRVmFiJp/5LMLYU49HxINFE5k28EEJx/RxOrCQYX4kzsRznsYlQlgqRT8UAkDSJSFjiweFllsMwsRLnudkIx+ZjNHsklmNKwQVeUTWmQ6nzl7qWJxZiPDkVps0nsxRNprfPVfyRnJljXpNZ6hpk9sgC48sJxpZjPDYRQtVgY6uH0aVYXv8sTdNYiSmMryT0c7isFw8cmgyyHPVyco+bw5PxgkQpklDTRQfGOXxuNsLIUpz9fQ08NxstuH0wkSASljiR1Jgen2NiJc7QQoxnZiL0Nbvpa3anlbV853A2nND3nzqGsaU4T0yGcUkCb9nTwe2Pz7IUU9jgXxsiFPv7WFQlRp6bZFLyp8d4airMSkzhr8/o5v8enClItOKKynQwweRKgqlgnNGlOH8YDzG+4mNnv0i3q5Gnp/PbcyiqxkwowVRQ335iOcGTU2GenY2wrd3La3e28Y8PThCMKXTnqOvwCBKJuMiRmSiz00tMBuMcmY3yh/EgfrfE1ef188F/P5Y3R03TNIJxlcmVOI/Pz3BkfI6hhRiPjgYJJ1SuPq+P3w4tpwszokqSDrc/a4zY8AQLm7dybCzI+HKc4aUYB8dCTIcS/PmuANvaffx2aDkvUVM1jYVIUv8tLuvPwycmQwzNt9AbEHjb3k5+8vR8XnsO8xxGU/fCczMRHpsM0eSRuPIVG/inhycLhj6DiSTxsIuHTiwzthzn+HyU34+FiCkqnzswyHxKXczH9ZKp6zi2FGdsOcbwov5MngsneeveTrYG9FQSo6F99gtDHyoCoaEJWk/envcYnUQtOYIT2LVrF9PT00W/F4vFuOKKK4p+z2Whh3BRombnzldjfn4+Kxmvvb2dI0eO5P2OJEn4/X5WVlaYn59n+/bMjRwIBJifn6/4mMrBF5daeezCy+FeXVmTRYHt7V7edmonkytx/vtE5k0+qWocng7z1HSYo7NRRpfiTAbjmF/KOvwy/S0edm8SibpWeO65xnTCqqZpHJuP8dR0mOdmIvpimOrdZ0bAJ7N3QwOvPznAZ+8ZJm5SCKaC+sL1zHSEkaUYk8F4SrFr5zC6gtbildkS8PCOU7t4ZDTIUybfp2BM4bHJEM9MRxhajDG5EmcmlMiag1cWGGz1cNlpXbT7Za7/7Xj6oexCZGHBxfcOTXN8QT/+qW2vISGI8F/D6XO4ocnF63YGeMOuAJf96Gh6jpqm8dxslKenwxyZjTC2rBM7c3hSFPTwyss2uAm3jeOZ6ctyYx9fjvP4ZIgjKRIxsRJfoxQFfDJb272898xWVmIKX31ogpW4gt8tsRRNcmg8xHNzEYYWYkwsx1OEroOn0X/cTW6JgVY37zmjm3M3NvOOO4+wnMptiiVVDk3o+z82H2V8WV+UlVXnsLfZzV/sbucNJwf44m/GWDISsZUEK0sufrMc5kfLYcaW4kwsRYlfdDnMArOTyCJ0N7p51eYW/uzkAH8YD3Lro9OE4ipNHonhxRiPT4Y4OhdlZDHG+Kr7yDiHWzs8BJvH+bOBLRyejKcNT+fDCQ6O69ufWNTPwXwkm4QFfDIDLW7esCvARVtb+ch/HE+f52hC5eB4kNHDKzw1tsDYsn4faVoHTxMGwjS6RXqb3fzl3g5etzPAvx+e539GgyRVDQFdaTs8E+b4fIzRpRgTK4kshcMjC/Q2ufmj7a28/uQAsaTK7Y/PshxNsknwEA7K/HoxxL2RcYYXY4wvtRM58C74nyVgCVmEniY3ezc08Kc72tjd7efHT8+nyeZMKMHvx4Icn9fPwXToeWZD8axz4JEFdnT4cPfM8NodPRw9JqdfoIJxhYNjQZ6fi3J8Qf8tTa/6LUkCbAl4eee+Lv5kRytD8zpBWo4pJBSNxydDPDsTYWghythynKlggrjSyeOpcygAvc1uXndygNfvDNDV6KLBLaXz3I7MRXliMszQQpSRpRhTK4k14eWAT+b0gUZetzPASR0+Do6F0qHPpbBKaFbiq8fGmUqR09ldb0AVRbh3BACfS+RlXT4u39/F2YNN/H5MV4gjCZWVmMITkyGenAozthxnOphgOpggYToJsiiwrd3Lli0hLtjWhEcWkUWBWEIvKDg8HeHJqRBDCzGmQ/r25hczUYC+Zjdv3d/PgU0+2nwyLkkkrmiomsbRuShPToY5MhfR9x9KsBTVX05/hf5c7/DLvGJTE284OcDGNi+/Pb4M6M/00SX9heqZmYh+DYMJ5iPJrOvY5JbY1e3jb85uY19vQ/q3rmlAQua5WZVvnphkbCnGVDDBzJ+8n/Mn57mS2uMLX/gCAK9+9as5cOBAzu/UkiOsZ9xxxx22jV2UqNm589XIxchX59jk+04xNm/GPffcwz333APAtddeS0dHR5lHmhuv29nJK8MJNp11ChtaPPS2+NL5C//462NoQpCOjg6eGF/mcz9/lvGlKAKwMeBjR08zfxTwsTHgZ1PAz0CbL63Y/HT4CX7yrE46G5qaEXwNfOpnh3lsTH9AdDd52BjwcUp/G/2tXvpafPS1eulr8eK9rL7WAAAgAElEQVQ1FR94fjOG5PLQGmjnH/7rCHc/NYUGNHlktnb4ecWWZoLCMicSE3zitPMYaPXT1uglmeq/eWTxCPGJEB0dHfzw4Bj/9OAQkYSKWxLY2tHAnr5W+lu99Lf56Gvx0t/qo83vSl/DR04sAOO4/U2cCGvccl+M5Ugbx4R5Ngb8bOts4iyCND7wAC//yGVs3NhFZ6MnK8nY7z6OJrtRPE1c85OneXZaz7nqafawOeDntI0+/RhaffS3ednQ7MUliTw4fYzbjw/TGmtgYiVIc2uAz//ns9z7rB6CafHKbO1s4PyeFn3b1Bi9rV58pnN4/9E5YALJ18Tdxxa59b9PkFA0PLLIto4G9m8M4PUpPBY8xv86eQ9n9W6g2Zd5QKmahiQcISl5eG5Z5PO/OMJSNIkkwKZ2Pzs3NHPAtP+BNh8B0zkE6GyeZ2guzPhynOvvXWRqKcBzrNDb4mVzewN7Ywu0PPI/nHr1uxnoaaW7KfscziSmgWmikp+bHxjmwWP6vdXmd7Gto4Hd/W0MGMfQ5qO32YtbFpmNhvjcY0O0tvmBBeKimzsPr/D9R0dRNPC7JLZ1NnD2liYG2vTtB9p89LX41qiPHc2ThGIKf5hV+Yd7jhKOK8iiwOZ2P3v6Wmn0axwKPs9f7ngZrxzop8WX/ZDvm1GAWZ4PStz4q+cZX9IV24FWH5s6mnjV9sz+B9p8dDS4s87hbDAOHGc6JnHDA3McHmnnMDE6GjS2dPg5tbcZ7x13sv0VL2fXxQfobvYir0p2DzSMsJwQ+L+PLfKvj00AegXh1o4GztrcQk+Tm97Ub3FDs5f2BhfBZIyPHzxOR3MrwTY30eQ895yI8U8PDhFL6r+lLR0NnNLXSm+rl95mL70tXnpbvXQ2erKOQXGHgBP8YTrBzQ8fZ2olhijAQJuPzR1NnLvNy0MLz3BmXw8Xb9tJT5N+Hc1o8R3nxLLCJ+4Z48kJ/UWyu8nD5nY/pw7o++1t8TIYaKSrUabBnb1ktLcsM390kZsfmeO/D+uFK62+EINtfvYEBPyHHmLLBWew/Zw9DOa4l3tibmCE259c4InxZeKKhs8lsjHg56TuZs7b7mFDi5e+Vh8b23x0pe7lzx36ObJXpqOjA59L4oHhIL8eWmYulEASYDDgp6+tgf0bvalnsZeNbX56W/RzIMty+rnW1DDP2NAyV/1ihCMzOnHsbfHS3+plV28rh8PD9LX4eMfJe+hv8645B20LAGP8n9+Mp+/DgN/FxoCfMzY10dPspafZw2Cbj8GAn9ZV97Lx8v3dQzOIgg9VA79rmc3tfnb3NRCQxnh5X3/edUqWZUtr2DXXXJP+84EDB9YQsc9//vMEAgGWlpb4+7//e3p7e9m1a9eacWrJEexCsXPhNOw3yyoD7e3tzM3Npf8+NzdHW1tbzu+0t7ejKArhcJjGxsY1287PzxMI5E4YX30hcjkIW8GZ555ER0eHPp4WYWUxgqGhxaIRVFVlaGyKj/30GC5J4Orz+nh5TwONntUhtCjh5SiGdqXG4miC/lY4t7DIbQ8e4/BMhPec3s2Zg010Nqx+U9GACMGlCGaHO1nQWA5F+Nq9h/mPp+Z4w8kB/mh7K30t7nQI7D9n54ktJ+mS48SCcZLejvT50ZJxIgmFnx08zld+PcppfQ1cuqeDrQFfjpynBGokgSlvm3hY/8vB41N8/9AMDR7YevICH9l1CgMNemZ94ulFgj94isap48gb/CzMZ3v0+WWByYUgH/zhIebCSf7m7B5O72/K4celghJmaUE/i3PLem6WF4XlaILP/exJfnVsiUtOaeeiba30NLpyVM5FCC1FyLI9jenjffu3z/PQ8ArnbGziTbvb2dzmTZOh8egyI2NRGuQw8dASs6t8Uxs9Eg8dneF7j4ww2OrhI+duYFeXP0c1bgJt1TkE8AoKk8tR/voHfyCcSLJp+xIf27OHDQ162Cn4lX9HiY7T0i5DIrjmHIoJfQ5X/uhxIgmVt53ayQWbW+hoWN1XUwM1zPKi/v2IkjJZDS/hkQX+6cETAFy0tYU37Aow2OrJEUrNvpcN+EWVRyZX+Mzdz7Kry8fb9nZyzs4Blhd10ngkNMfIZJR+v0oixzmUkvqCeNVdT9Hhl7n6vD5O7W3IURWdhOgKc9FV/5paHL/zu2HcksDg5hUObAnwxr5MEcvSP48hHZPxJM9mcX6t+W2DrPHo6BJ/GF3idTvbeM2ONvqadUKYfg4AEIdonLkozMX1M6FEokgpKeWrvznGqb0N/H8v72R7uzdH9WMS4kEWV13HZEq1vOvxSfqa3Xzygn5evqEh6z4aOR6nrTGKX8lcRzN8Ejw9uUKDS+R9Z/bwio1NOa1nOgJeZmdnWR1sFhRd1fvF4Wm6+0L88bYAfzG4GUEQiD/4CKEjD9P0Vxche3Pfy/GwfmF+P7LEWYNN/PmuANs7fGtIMShZ97JLE1iKhJidnSUcT7ISS7K5zcP7z+znZd3+3NXxWuYcmK9PMq7PYXolyhVnb2B/f2PW8+T6oafZ1uClXYoSWY6uOQfhoP6UH1+K8pd7O3jVphY2NOV6niRI5riXzeksm3o0unpDXH3yftN9oJOwfOtU9r1WGnp7e4sWBxjrZ0tLC6effjpHjx7NSdReDLBSKFFLlF/6ZSO2bt3KxMQE09PTJJNJHnrooTVlraeddhq//vWvAfjd737Hy172MgRBYP/+/Tz00EMkEgmmp6eZmJhg27ZtDswiNwR0g8OfPTvPQiTJ1ef18YqNzTlI2lrojan1Pz8xGeaxyTCXndbF604O5CBp+eGWRGJJlX97co5XbmrmXad3M7Bqcc3Xjgh0B+5YUuM/nplnQ5OLj53fz85Of8mJ6b6UlcO9RxcJJ1Tec24brYE4gpR5UKU9rPIkz/rdEk9MhhlZivPeM3v4o+1tBU1T0/NSkghAs0cmklB5YGiZP9reyttO7WJDk7tk2xTjej00vMJAi5u/fVUf29p9WYtrviRuA80eiSNzUZIqfPaiQU7tbSxomZJr+2hSYzYU59WnuGjvitLh86Q/V0YK90tt9hjO7iqv2dnGJad00JmTqGbDbPfQklrMtwQ8fPCcDWxq85ZloNua2l4U4FMXDrC7pyFL7clXzWqgxUQmPnD2Bl6xsbks6xozEXjDrgCbBhJI7uyQtzTYVzCJ2yA0L+v2854zeuhv8RQ9h+Z+mM2m3/7HzutnZ6evZIsKIKtK8spX9HLGQNOa+8hTpJ3ZdMqm45I9HfzpjrayzXtF9OM9uctL/6Yg/S2Z35IyPA6SiNTXk3d7n8ne5apX9nFylz8HSVsLcyGSETq8+rx+Tu9vKtvCaGxZD1G/+/RuXr29dc3zpNSWei/v8fOWPZ30Npf+PAEwf/OCPSLuhnhZ94EdiEajRCKR9J8ff/zxLNuNOmqLdaWoSZLE5Zdfzhe+8AVUVeWCCy5gYGCAO+64g61bt7J//34uvPBCvv71r3PFFVfQ2NjIhz70IQAGBgY4++yz+chHPoIoirzrXe8qy/nXbhg/3FBcxSuLbGsvvfLQayJqRk7LSRYqF12SQDCuomh6rksuFGqEbRg7zkeS9DW7ixYmrIbxUJ4OJvDIAhuaPLCSXW0npry/8lkj+F1i2odrsEhhgxlRVcEnudKLW0LVGGjxFNlqLZpMi+tASy4FiZxVhLnGaPNJlhpym0lKazOMxzNu8Fo8gToxjfuMU/Nu3+rLzOGkMu5DURBwC7pHXJNbYpoEu7r8lrwBW7z6MfS3eGjIUZSRr22PgVZvZpvd3f6c3ykVZw408cvwWkIjDfSROPgkWiKBkCO/xmih9MqNpfusmPthGr+HDr9syY/O/IK0oyP379krFm7M7pNFllB49fby7G4MdDTo1+fPXtbCPfFsPz9lZAxxQzeCnP8eb/PKiAK887SusiqRzd0/3rgrgEfWcxit4K17O3lkdIVXblprvpxUFRRNK0jU9vQ08LZTO3ndzra83ykEQRD41IX9bA14+X1kuOD1qhWWlpa4/vrrAVAUhXPPPfcl65f6la98haeffpqVlRX++q//mksuuYQLL7ywpsewrogawL59+9i3b1/Wv1166aXpP7vdbj7ykY/k3Pbiiy/m4osvtvX4rEIQdEVN08h+hSoBuqKmvzYaZehW3rjckpAuxffkeSjmMq1MH0fqbX0hkrRkemssTKGEqi9OefqYFlIyGkz+X+WQnJiaxCu7slSIzobyb3/z9vkMa412TrmMRiGjxPQ3l08U9e1NeYeeJJ6klFExxiZBVXN6+aW3N5HNbXkW+HwwqtIWIvr9uLPTWgcJg5jkI9v5+kYaMJPVctTIXNjW7uX+6NpuEtJgL6gqytgk8qaBNdtt7/BxcDzEWYPlELVMle7WgJe+ZjcfPGeD5WP/q9O72dyWX8krZL4M8LlXD7IYSZbsYbYa521uYXd3A4orCqPZRtnK8DjSSVsKbu91ifz4bTvLJvvmtnqX7+8u/8BN2N3tz0v2S2mp53WJXHJKZXnOp/fr95AnJpPUVBRNXWOwW0t0d3dz3XXXObb/9QRDDCoVx48fZ2pqilNPPRWXy8Uvf/lLJicnOeWUUzjttNMsHUPFRE1VVf7t3/6NN73pTZUO9aKGgF4IoWla2fFmryilFTXDgbuU8MBquCQx7Ui+OqnYQFRN0iDlIyD6NsG4it+CAuAz7bPJI5kIzWolo5fY08+hKQqClL2AmMMaLWWEaaJqEr/kptGTOYZyuxuArmL4XCKRhEpPU+7tZUFEXmVcaUZzalHsK0MRzNreRLTiWrbHUz4vPzNcJiV0Q5ndEbySbqkynyJqJ3dZU7MaUtdxX55+obEcfSOztneLnNTh5U9PsqZiAPyfP95IUtEtSlZ7+oHJgHl4LCdRu3RPB39yUiuBMu4js1LY7JL5xhvXGjuXgz87ubBxs1eUWUxG836+ocld9j1ghiQKdDW6GIrouWMGodHCEdTZedwHipucWlFka9VWr5iyW22YX17zPYfXK2ZnZzl27Fi6TZQZDzzwwAvW8LYc3Hfffdx+++0IgsBdd93FGWecwdzcHIqi8I//+I+8853vtKTGVXz3KYrCnXfeWSdqRSAKeoq/qkG5zyWPKCOI+sJo9LSzQtTcopD2TDLCmKsRUxXaXblvC6+JaFkhapIo6C7gikaTR8obIpQGeyGRRJ2cRurLVhsMRa3JI5V1DmJqEq/LRYOJ+HVYUNRAL6+PJFS6G/Mv0Kv7mGZtbwr7WYFBUFt9LqJqOOttXxkeB5eM2NNV0ljlN2bXlYy/fdUg/3V0sawcSTPO29JMwC+zpyefkqHnSuZbxEVB4PrXbLa0bwNmFcUryiwnY1mfiz1delPsHAbMoP8GyyX7mdCn/b10oXaEZrUCaijiq1tHVQtGSNdqW75S4cT1Aj2n9oVE1A4dOsSNN95IV1cXExMTnH/++Vx++eXp9KNbbrnlJUHUfvrTn/LZz34WgA9/+MNcdtll7NixA9B9X7/3ve/ZR9RuvvnmvJ/V2v3/hQrdQkQna+U+WMw5aoaxozVFTUj7Y3ny5JcZjalzHocrs0+fhRZEoIc/44pCo0fCLUgIrA0Rpnt+Do+vJWopJcaco1QKomqSZrmBxtQDVxIyCe3loskjMR1KFOzVudq40gxDEeu3mFNjzP01u7qIqM+vUtT0c7ZaiVyNL/zRoKVwl1eUCSpxzt3UzLk5cnpKhSgIvHxD/pY4hXIl7UAuQmNHU2xjH+4aza1mRG1Vh4x0j88Cym4lyLzkKXlTNaqBaM0VtcL5resVP/jBD7jyyivZt28fi4uLfO1rX+NLX/oS//t//29kWS7LPuuFjIWFhbSa6Ha7swz39+zZw1e+8hVL45a02j744IO43W4CgUDO/+ooDsNVX3eDL2/b7By1VCNfCzzJbcpLy6WoaZpWsMLJXDxgtTm8kafW7NHVklxVaVJfD4hiTiXDnyKIpVR6mhFVk6liAn37dr/LcmVVo0dCFCioJhVaIPua3bhEgU1t1hS1gN/Ft/58K+9/1eY1VbrK8FhJi+MpPQ1szlNQUghecW0ulx3I11/RLnhNOU9mSIP5e35aQUxN4hakspVMq/BKGeXJTpirWSGlqPm8els4G+CpEaFZPS+7YTx78+W3rldMTk6mc8tbW1v5+Mc/jtfr5Ytf/CKxWKzI1i8eeL0Z39HzzjsvS5SJx+OW1d+S7r7BwUH27t2bswN8PB7nJz/5iaWdv5RgXB8rrTI9phw1o5jAZTFHzUCuis2kpqKi5ZX5Kw19QiZPzah8zBUiFNwuxA1d6XwrMxpS+y1XDUsTtdR+2/3WH7wdfpkNTe6CqmaharvT+xv55zdvz6ogLRc9Tbr3nVl5UleCaAtLaxpgVxO5crnsQK7+inbCK8kkciRxp5tirwQRm3Ln05UDuxWg1TB+y3FNwSPUQnnS96cMjyMN9NoWljTncrXYsgfS4+v7q50CCi88Ra2xsZHZ2dm08a4kSVx55ZV84xvf4POf//xLJvK2e/duJicn6e/v56/+6q+yPjt48CAbN260NG5Jq+15552X90TLslzPTysBGaJWvqImCEI6VFlRjloRRa2Yd5XXtI1lopbazgi75QsRSgO5lQzD4b4cRU3TNGKqgk924ZZE3JJAh8XcKoD/ta+LT124NrncDG8BRU0QhIpImhlRNZkuyjAUyEIeapXCmJfdCk2h6mM7kG+BTPv65clTKxelenJVC8U8/aqFqJrEJYiIgoimaSgjY7beh7WbVyr3rkb3ordG86o2TjnllLS/qQFBEHj/+9/P4OAgiUTCmQOrMd7+9rdn9SY3Y/fu3XkdK4qhpNX2rLPO4owzzsg9gCimm6TXkR+GMaSiglCuPwfgSz0oYhXacxjIlaNW7O3RbIPgs0jU/KbQp7GvXA8laWMf6vQcWiS7Ys0oJjB7gRVDXDMetjo5u3BrC2eXYamwGq0+uahnUzFbhGpATRHQTLjJyAuyd4FU0Uhq9r4hxwoYL9uBfAtkxoC5OuFPPQe09vOK2RyuNhNQbX4RLRSxLT8NapfLlc4pFGpzzfJZFq13vOlNb+L1r399zs/e8573cNNNN9X4iJzBRz/6Ue6///6cnzU3N9PcbC2vt6TVttDO6ygNlShqkHmjq8SeQzYRNXcORa1YKbpHrkaOmr5dJvSZO5SWLigYncj6d3+6mKAMa47UIuVPEbX3n7WhokT4UlComKBaiClrw01CUwNCq31zq9Ubf+1z1HLnBgmtzQhNDVVT1JwokgD7c57M80oXEthU8Qm1y+Uy5mVnZakZ7hdo6PPqq6/m4Ycfzvt5tfppr3d89KMf5V//9V/54he/yPz8fNXGLZmo2bHzlxKMn7kVew7QFTVB0DD8cq0papnLXVBRy2t4W4XQZ4rsNRZT1AwPqxPZSsZAi5tNbR52lGG0mpmX9XBnufCImZwnuxBN9d70mBZIO/OCoDZv/Eao2glCs1p5EgQhbxjeCmod+jSuVy2UJ++aELy9uZJQg2KCGiugme4fL6xigjpH0LFr1y6uv/56Nm7cyFVXXcUvfvELnnzyyaz/rKCkJ4ax8zvvvJOrrrqKN7/5zWvisLt377Z0AC8VpJ3jNc1S6NMoKNA0a2oaZLecyeXmXsyF20zurIY+fatCn/lChGJHAHzeNSGnZq/MV19f2O18NYzxfbILapQqYQ7N+G3yQzKapHtFGU1VUUYm8Fxwti37MuDNY1JcTcRKcIOvNgophdJgH7Ff/TeaqiJU2JbOHKquBWqVyxVTlbRirYyMIbS3ITZU1tqrEGoVIqw1sQajUveFpajVOUIGLpeLv/iLv2B0dJTvf//7NDVl0mwEQeDrX/962WOWfAfasfOXEgxupaqaJUXN7KUml9ETzwxzjpo7xxjFQp9mw9pqFRMY9hyrjSsFUUTq31CVkJMxL5/kgkRtqo/MISe/TS/kURNRU2fmIRazNT8NaqNk1NoNXt9X/oVfGuyDWAx1Zh6p23oIx7C/cYKA1kJRC7h0lbtUi5hKIIsSEsKLk6jVyPuu2qhzBB1PPPEE3/rWt9i8eTNf+9rXaGmpvC655DvQjp2/FGE19Kl7qSUAAdliaMudYouyKOQMnUZX5TzlPA5JN6y10kQa9N6Qp3T70zlqXlFGAxKagnuVfYA02Efidwcrdh83lEKf5AJq4+mTzim08YEbTmZCn8rIcQBbrTmgNrlBtXaDh8LKk3FOleHRiohaxv7mxZejZhhla8kkytgU3lPtV09qoTxF1SQtcvl+g5XAk8fTb72jzhHgG9/4BocOHeKyyy7jrLPOqtq4JT0x7Nr5SwmiuZjAUuhTRhDiAMgW1y/DRy1f+6iomkQAXAUqnDyyQFITLRt27utrzOrv6DU1MF/t1i4N9hG/9wG0hSWEQKul/eljZ0KfsVoRtRqEZjKKmpTO5ZMGrDf4LgVpomZjFWGtTUbN+8ptFbMBBEFXd0/fa3kfThBQl6A/bexc+PWcwiReUUIdnwJFsbWQwEAtPP1qnSsJme4fLyTUOYKORCLBDTfcQGNj5Z6LZpR0B9q185cS0jlqqjVFzStK6YoEyaqilgp35m0fVUKFk0cWqaaDVvYCme3Ub26KLVZA1NKhNMlVI5qW3bPPLkQUs6I2jtjVgeC19+2/FqHP1X0ja4FCSdyC14vY1VFxKyknCKggCLaH0pKaipJSCtOFBBvtJ2q1CBHWOlQN+rxm4+Ga7rNS1DmCjg9+8IO2jFtS/OqDH/zgS/4CVArjRCuatRw1c2N2qzlqRjFBLmsOMLyrCj+UvLJoOT8t53iFcoPSPT8rq7iLqkkkQcDlhH+VjQuJuZigFnlBoCs0os25QU4QGigcSqtGK6lau9wbyNWmrZowX6/k8BhIEuKGbtv2Z8DuEKFZKawlatX9o5qocwR7Ub0Vt47CMLWQskKzsooJLFZ9GvYcxRS1QvDIguWKz5zjFVCexEY/QqC14oICpxKC9X3bmMuVTCAiICUU1MmZmoSb9P6s9pr5OhEi1PeXX6GRBnpRJ6bR4tZDUrV2uTdgt/JkJqDKyBhSXw+C1fyMMmB339m4pqBR++tl9Al+qTQyr6M4ansHvoSRVtRUzVJ+l9fUmL1Se458OWql5GO8aXcHahUfIMWUJ2mwryohp9qrGPbnqEWUBB5RQh2fBFWtSbgJ7DfzdU55Wtt31oA02AeahjI2ibx50NL4jimFNis05lC1MjyO6+Rttu3LDI/NBNS56yWlu38Uyheu46WDuqJWIxh5X1arPr1SNRS1EnLUirw97u9v5IwB6+2XVqOY8iQN9KKMTqAlrS80UaX2RE0URFyCaC+hURL64njC/tZRZtit0MTUJBICsgOKWqEXBqis56djSqFUG0XNHUuizS3U9D60lYAqzrwwvFD7fdZhH+pErUYwSJZueFs+PFUJfRbOUYvWuL8iFDfklAZ7QVFQJ6Ys76PWJqMG7CY0uqKm56fhdv0/9t48TI6zvvf91NLr7KPROlpGkmXJtoR32djBC5FNDiREwT5sNufk5iEJD2AIXp44PBd8CMkTsZrH59gPkOReuJc8JJAQYXN9SDCOBXZsLGwMlmxL1r5rNJq1p7fa7h/V1d2j6aW6urrrbak+/1jurq5+36nq9/3Wb0VesrBl31VOqy0ZWQGvl7xkIUQiTcWpORt/u+fWale1I24jo3ZF+na44MH+O+Ytw1cLfzlBJLVA+7ouhHQOoVBrE6UWUs0UvG3W9Vk7Ri0IF2G98gGlptjNWTLaPS9ovYsw41jUnNZRTVbNd4sddN86S0bOhWW3FdQSoHYB5iVNCbVcofxNuxp8O7Q6lsv5m6nH7Iep9rngW9seKxugq9r+/s5KKAhpHaFQaxPl5Tm8x6jZ//bS5xPKXJ8V2keZhf6K7V6U6pUPUIaXgCLP6/nZCEGk2EMbLE+6bQE1Dh9vm7sJ2hOc3m7LLpRcadWCuJuNl3Qshe1q8O0Qb7XlqSACI0dPInUlkQbaU+i01e2xguiQAe1r+xXije9973s8/vjjbf3OUKi1ifKCt16W6YgkF8/hNemyWJ6jQnmPfECLkvOd1Z6KJVVFXrp4Xs/PRggixR5aH0OTMTRihoU1k2qrUIu12EIThGUX7HmZWGhW5TZjysphrMlpzOmUp/MHNa9Wl4pxLIXygWMoK5e1TYi2el5BxhRC6PoMKRFmfbaJkuvTWzKBJEk4HkuvFrWIXN2iFlSmHdSvG6SsHMbYe8DTuQ3LRLPMQFxpcUVlXM+07PxZQyOasa0k7bWoKUULjdcOFbXIGjpD0dY19K5G+cYfrbA5F1tJHT2OfNn6hs8flAu+3EKTKDRO9xNnXuaxk0Ruus7381ej1S7CoNbEdjWcD3HPD37wA3bs2MHQ0BA9PT2sWbOmrd8fWtTaxNxkAm+bm1LWq9ML0RotpJzFTrQgbrATCsyxcax046InqBR7+ztbV5DTsixbqE3Z1p12FLt1aL2FJqhkgtobZDFe0qMbPhegSxda6SI0iFkSZLJtSyQAiLXY8hRU9nGYTCAWBw4c4LnnnuOLX/wi9913H/v372/7GEKLWpsolufw2EIKSgLNs1BTJQYTKkt7ovPeC9aipjChZ6u+X+xQcPQE6vq1DZ07qMwtaK2L0CnGGTlr90GVe9pXFbx8I2mVhSYQoabUFjRyfy9Sb7fnOLWsqdPf5gbfUH9ezZI1dWKa7S5uVyIBtN7yFNR9GJUUJFrbfi5kLg8++GDx31u2bGHLli3F/3/99dfZvHkzsZjd4vCaa65p+/hCodYmyltIedRZRdelV6EmSxJ/f8dFFb8/F1A8hv2dtbMj1VWlVlKNC7VgY+8MLHTT8P2p3JlX5PR4W92e0FoLjWlZ5C0jkPvQjSVDWTHsuZZaYAK0DbFc0azdsUFZvrQl31GJVluecqYRSMiE3f1DDbM+28i2bdtqvpv1GogAACAASURBVN/uBKBzCV2f7aI8mcDjRW/Woga2+7TS9xcFTRBlEeoU5JQWDCAlE55KI+QCql0FrY2hceYVOTUWoFBrwbwCdFUX51XDkqGsXIZx7ASWWTnhoBZBbfxu5tUMWVMnNpNBXjSElGifxbDVLt2gYgqh9aV9QtxzySWX8OKLL5LP58lkMrz00kttH0NoUWsTMmXlOTyeI1Kok+U1maAWQdUMgrllESqJSEmSkFcs82TJCDpJAmzx0c18d3MzFKvBp3OobRZqsRa60oIqiVD+nbUEqLJyGHJ5zNExlCWLXJ/bafAd7AND62K5IlOptsZJAiiSjCrJZI0WJRME0NHEodUN50Pcs2bNGm644QYeeOABFi5cyIYNG9o+BmGEWiqV4uGHH+bMmTMsXLiQT33qU3R3z427OXToEH/7t39LJpNBlmXe8573cMMNNwDw6KOP8tprr5FM2tliH/vYxxgZGWn3NKoilVnUPOYSFISaWXSB+kmQG2RJ0FS3OKgrl5F/7pdVxVw1gkqxL//OVmyQxeSPrNbWuCBorSst6JhCqOP6LIgR48iJhoRascF3IC7dFsdyGTrRiZm2W3ahtZannKnTo/r7gOWWVtcqdItpmjz44IMMDg7OieO60HjPe97De97znsC+Xxihtn37djZt2sTWrVvZvn0727dv5+67755zTDQa5eMf/zhLly5lfHycBx98kMsvv5yuri4APvShD3H99dcHMfy6yMWszyYsaoX6Z1UaCzRF1tBRJRlFar83vLzCeDWhpqwYxkr/HOvsBNLQoOtzB5v12XrLU1QzkZcu9v38tWilAA3yekUkGRmpdgby8mUgSXZCweYrXJ87SIu1LMlEJaUlrmrLsshZBrFMHuWi9gu1VlqegoopBFuoTdZIsGoXTz75JMPDw2QyrSszFFIfYWLUdu7cyc033wzAzTffzM6dO+cds2zZMpYutYNVBwcH6evrY3p6uq3jbJZmYtSiBdenJflfYTxrGgGa+esLmpIlo7E4taBdutAqy5N9zsTAAJIaUH/WFsQ8BWkBtYO4a/fFlGJR5MVDDd+HuYAafDu0yvLk1D+MZrVinbl20krLU5AxavVqS7aDs2fP8vLLL/Pbv/3bgY4jRCChNjU1xcDAAAADAwN1Bdi+ffvQdZ3Fi0vWhO9+97vcf//9fOtb30LTtJaOt1HkshZSXhNInDpotECoBVU1HdwJGq89P7OmQVRSWlKYtR7tCLpPLnbvfvMLRZKJSHKLNv7ghDW4EzTKymEPDwzBuXTBThJqjQu+cL00025c32Za1abNdAplByjUgnZ9futb3+Luu+8OPOMxpM2uz89//vNMTk7Oe/39739/Q+eZmJjgf/7P/8nHPvYx5IKV6YMf/CD9/f3ous43vvENfvjDH3LnnXdW/PxTTz3FU089BdhpuUNDQw3OpDqqqlY8X9+UfbNblkU8GvX0nT2Jk0COeCLm65gBzDMS3dH4vPNWm4+fpFIynIRod5KhgerflVo0hHJqrLHxTB2kK2L/vdsxl3K6dA2OgNKC68XEYWTDZHD9RQy2cU4OySNRiPr791RVFaWQNbhs4SJ6Iu2vOdZ9Mo6pyjXnJa2/iPFf/prBnl7kWOUYpnPvtdOT9oPj4sEFDHUv8HfQLugejWMgeb5e1X47ubS9nnf19rJwcXtd8AB9E12cSE81PK96a8GslgNgQW9fW9cMh8HMKXLTx1mwYEFdoeR1XatVO+yll16ir6+PNWvWsHv37obPHeIvbRVqn/nMZ6q+19fXx8TEBAMDA0xMTNDb21vxuHQ6zbZt23j/+9/PxRdfXHzdscZFIhFuvfVWnnjiiarfde5NOTY21uhUqjI0NFTxfDPTM4Ado6ZpeW/fqdtPWJls2tcxA0znMiRkdd55q83HT7L5NACjkxOMGdWDd6XhJaT3HWxoPFOZWSLIjI2NtWUu5TjNvcdnphiL+Pu9E6OnieY0cguWtHVODhFkptKzvv92zs5MATA7OU1O8tZTsxkUE2aymZrzyg8NgGkx+utdqGtWVjzm3HttdGYcgNz0LGPZ1jRHr4VqwLRee161qPbbOZWxhVqspyeQ+xDNYFbLNfzd9daCCc2OydLTjZ/bD8xcHgs4ceZ0Xeuyl3Vt2bJlNWuH7dmzh1/+8pf86le/KpaleOSRR/jEJz7R0PeE+IMwrs9rrrmGHTt2ALBjxw6uvfbaecfous6Xv/xlbrrpJt761rfOeW9iYgKwN8edO3eyYsWK1g+6AcofiryakmOKHbdjSo3XcKpHsK7PUjJBLZSVyzBPnMLS3bsEgmrbA+5inrySTc8Sy+bbnvHp0KrYoJxpJ7WoASS1gDsXYbHnZwPuzyDLxDjf24rrlUnZD6CJAKxOYK8drYwBjSvBrB1Bt5H64Ac/yNe//nUeffRR/uzP/oyNGzeGIi1AhMn63Lp1Kw8//DBPP/00Q0ND3HvvvQDs37+fn/zkJ3zkIx/hP//zP3n99deZmZnhmWeeAUplOB555JFiXNuqVav4kz/5k6CmUpHyGCmvHv9YIUbNxH+hFmSGk9vsSGXlMBgmxvFTqKuWuzp31tDpDijFHloXxJ3NZYkZJlJfZctzq4nLKmnT/zjQbIDCGtwJGnnJQohGPAm1WAAFb4GWPTCkx8YgCskA3J5grx2aZWJYpq8Z6yIIa3scBsH8wkNEQhih1tPTw2c/+9l5r69du5a1a+22QTfddBM33XRTxc8/9NBDLR1fs5SLM69l0JynO6sFFrVsjdIYrUYtlEVwE8QNdlNs10LN1BmSk02P0Sut6veZNTTishpYoG9MURjX/U/ZD9KyCwVBU+d6SbKMsnxpQ4kt2aAthYUHhkbrENYjMzEBi2W6lrU/4xPmJiIlFf8eyIJOamllZnWjXHbZZVx22WVBD+OCRhjX5/nOnLWxSden4bNFTTMNDMsKbIOUJMmdJWPZYoioGIePuT53kJZCKHVd8BPLNMlJFolozNfzNkLLyj0YRuDXK28ZdmHqGtiZnw0ItQCr3IPt0rWwC+/6SabgxUgM9Pt6XreUGs77O6+sAOVUIDjXZ4hYhEKtTUhlNjWvf3Snx6ch+bwoBWzmB3vBrSdoJEVBWbHMtcvJbtsTXH04aE1skHnqDPmoSjLZ5et5G6FV5QOCrF0FJUtG3oV115qaxpyacXXeoOfVqjZSmUyaiGYEUigbWhfLFXg5lRZ3kwjpLEKh1ibmJhN4O0dRqFn+WtREEGpuY2iUVcsxDh0rZlTWQrNMTKxALTStqJxuHDlOLh6hqye46JW4rGJYFrrflowOETSNJhQEPa9WuNIsXSer5YhZwdXZapWgKRXKvjCTCULEIhRqbaI8Ls1r8VWnGbvBeWhRc+lKU1Ytx5pJYU1M1T22WL0/oNg7aI3lST9ynHwsQlehJE0QtKqYb5BZuuB+Xo0WYA4yBhRaY1Ezjp8iF4sIIUD9t6jphULZwcUUOuMICQmFWpuQqvy7EdSCwNP9FmqGIILGxdO+OmInERiHjtY9NmvYWYlBC9BsIYjbLzInToIskYi2vyCsQ6s2kqBjCt1mIMt9PUh9PR1jUWuJUDt0jFwiQiISbKwk+B90nzW1QNdDtdh3Ntg2UiFiEAq1NlGeaeXV9el0kPJdqAliUXPl+ixYMvTD9TdIUeZlYbth/SJ9ZhSAhBLx7ZyN0gpLhhFw2x4oBae7su420Eoq8GSCVlyvw8fIJaLE4wnfztkorbLsBn29nASr0PUZAqFQaxt+xqjptCYeI2gXhpvsSCmZQF405CrzU5R5gX8bpJXOkE3NApBUgxNqrbDQZHXbAhps1qf7mCdlxTKMYyexzNoi3LKs89OidvgYuZ5EwA8M7oplN0rQ1wtaE98a0pmEQq1NzHV9elNqqwfjLBkAOZ73Z1AFRBA0cVlxVRYBQBmxEwrqkREgRs3vYGf98HGyCbteVMLHulGN0oog7kzRVS1CjJq7eEnyGubJ0ZrH6YWklkAfGBR/hZplWRiHjpGPRwMV1rIkE5HklrjggxZqbrpkhFwYhEKtTZS7Pr0WvF3YFeEDN8YxFX9jnrKmjiJJqAFukI1YnpRVyzFPn8HKZmseJ4QA9XmDNA4fJZewLRhBWtT83vihJNREiFFzdR868ZJ1rLuldkTBxjypkuxbLJd1dgIznSanyoHOC1pT0y/o5A9oXduvkM4jFGptQvbB9QnlsSb+xWQEHY8BHiwZllW34KizKXXKxu8G49Ax8gM9QNAWNf9jnjIF12eQFlClAUGjDC8FVUU/WDuxJSPAA4Pz/X7FcumHj5GPqliSKPM6/yxqbsNBQs5/QqHWJvzI+oQWxQaZOgk5OOsMNDavUuZnfUtGRJIDK8YJ/gc7G4eOoi1bCARrUYtKChL+BnGni67P4O9FN/OSVAVlxdK6GchBV7l38NPyZBw6Rt5xwQc9L59dhGaxULYI92FoUQsJhVrbmJtM4F2qtUqoBb2JOFYUN5YMacEAUlcS3YXLKWgB6mehUUvXMY6eJLdwEIB4gEHckiT53sc0o9uxl4Fv/A0IGmVkRd0CzCK44J3v988Ff4z88sXF8wZJ3Of7MCfI9WpVn+CQziMUam1iTgspH1yf55tQc74/42JekiS5SigQJc4E/HERGkdPgmGgDfYQkxXPhZP9wu/YoLRhCzURrpnb35cyssIuwDw+WfWY81KoHTqGtmpp8bxBEpdVV+uGW8S5Xu4TrELOb0Kh1ibmxKg1cZ5G6jy5RQxBEymOxQ3KyuUYR4/XLI0gQuxdRJILLkIfhFrBxZbrSQZuKQT/XTMZXUPCdqsGSSNlERw3vF7D/VlqR3R+uAitdAZzdAxt2aLieYMkLkf8vQ8FyBYH931nQ85/QqHWLnxyfbqtnN4IWSPYavBQ5vo0NVfHKyP1SyOIYCl0Clf6ItQOH4NYjFxMCXxe4H+dp7SuEZfVpn4fftCQRW3VMEhSTetuyUITvAD1w5XmFPnVFtktzIK+FxOKv90/RIophLCNVAgEv9pfIJQrYl+SCfxKsxegGCeUgtMzLudVXhpBGV5S8ZisqbNI7vJriJ7xy0VoHDyKsmqYrGkEfr3AntekXrtESiOkjbwQ84o1YHmS4nHkJQtrJhRkDd0ujxGwUCtvZ9aMGNYLojS/oB8ys4Ffs/LwAj/iNsVxfbam60JI4+zYsYMnnngCSZJYuXIl99xzT1u/P/hV8QLBjzpq4H+hUa1QjDPoAO5GLU/K8BJQFPRDx4jecE3FYzKmFrhbBvxJs7dME/3wMWI3XU/W1BmMBNe2x6EVrs8gq9w7xBu8XsrICox9h6q+L8KDENjzMrHQLZNIE+5l4/AxpJ5ucnEVMgK4dMviW/0RaoXsY0Fcn2F3gtbz4IMPFv+9ZcsWtmzZUvz/o0eP8oMf/IDPf/7z9Pb2kkql2j6+4FePCwTZJ9enLMlEJcW3DVKEYpwOjWz8kqqiLF9atdioVUyx76x5VcM8PQbZHMrIcjKGRjzW49PovNOI5ckNoljU4rKKbpnolonqorSLOrIC7fmXMFNp5O7kvPdzAgk1KJStacK6Zxw+hjKynKypC5HUkvC5+LI4FjX/u3+EVGbbtm1V39u1axfXX389vb29AHR3d7drWEXCGLUAaHZdi8ktEGoCbCQJJdKQS1dZtbyqUBMlxR78uV6Oa01ZvUIoC03ONHyLDXJi1IKmaMlo2A1f2f0pyvXyI77VMgyMoydQVg4LM69iIpJP4SBZQxckqSWMUROBZkMF/CAUam2i/Kmz2UvuZ1kEUQJnnTFkXCYTgL1BWpPTmJNT894TpRo82NbKZq+XcegoKDIML0azzMAz0qAsK83yJ4Ymo+cFsew2ZslQVq8AqhdgFkfQNL/xmydOg6bbFjUBsqqhVHfPrxIdmcL1CnpzbkWGf0jjbNq0ieeff56ZmRmA0PV5PiP51EIK/K3ELZRFTVaZaiA4XVnlWDKOI/f3zXnPmZcogqbZ66UfOoYyvJScYt88Ilyv8sSWZuOULMsiY2iBx0pC44JG7u1BGuzHqNJKSpiYwgaKSlfDKTKtjqwga54W4z5sMGO8HuK5qsNkgiBZsWIFf/AHf8D/+B//A1mWGRkZ4WMf+1hbxxD83XiBUK7N5CZtanFZJVUoDtosxcBZARamRmOeHJeTfvAIkcsvnfOeSAK03EXo9SndOHSMyOWXlllARQi6L1me+uocWw8nJkyEeXkJ4lZXLa/aKUOE8jfgT/Fl4+BRiKjISxeTPXmcfjXu1/A8U0wm8Mv1KUBdSSj1nQ0tasFzyy23cMsttwT2/aHrs034alHzsbWISMkECVklY7ivhyR3JZEXDWEcmG/JEM2lC3jO/DQnprCmposB3OXnDBI/6zwJ5ar2MC9lZAXm8VNY+bkPUKKUvwF/rpdx4AjKyuVIqiKMoCn1nfXJ9WkE33rOwe/2WCGdSSjU2oTsUwsp8MeV5iDWxh/BxEKzqncbOBdlzUqMg0fmvS7WvJpzzZQnEohSNR38LR8gkqvai8tJWb0cTBPj6Ik5rzvlb8S6D71dL8s00Q8dRV2zongeEeYlSRIJH7sTiDIvCBuzh9iEQq1N+BmXWl64slmyhk5EklFclCFoNY12JwBQV6/EPHMWMzU75/WSUAv+ydipDeY12NlpT6SuWk7WEMdV7adFTaR5eRGgykghoeDgXPenSA8MqiQjI3m+XubpMchkUVavxBSo/A34H7crgqsaGk+wCjk/CX53vkAoF2rN1h2KyyoWoPmQbSfa0yM0FuysrFkJMC+Q2xFFsYCrwUNZVppHF4Zx8Bjy4oVIyYRQG7+fwc4iuT5jHupXyQsXIHUl5vX8FCm0oNl2Zo7lWlmzUqjyN1AQNIY/giZr6kJYdqHQHit0fV7whEKtTZRLMz+yPsGfDVJEodaI5alYGuHAXPenUzog6BR7KC8f4N316SROCCVofCw0KpLrU5KkhmvfSZJk1/U7V6gJFCsJTqkYb+uGfuAIRFSU5cuEemAA+zfmx32om0YhqUWMedkWtVCoXeiEQq1NlAsGP5IJwL8NUoSnfSgJmoYsGd1dyIsWoJ8TpyZKij2UuT49PBlb6Qzm6FhRqGVNHUWSmqos7xeqj1lpImWzQiFTt8HrpaxagXHkOJZZirEUpSG7QzPB6cbBIygrh4uJBIAvLZv8wC/Xp/PwK8raEfcx9i6kcxHjbsQuIvfwww9z5swZFi5cyKc+9amKrRre9773sXKl7e4aGhriz//8zwEYHR3la1/7GqlUitWrV3PPPfegqsJMb04CgR/lOaAU19MMWUOnW402fR4/iHsUNMrqlfMsahlTjCr30FwyQTE+rRADJUqRUQe/umRkRBQ0Dc5LWb0C8hrm8VOwaBFQsqKKlEXoxbJrWRbGwaNECn11RbOoxeWIL+U5RCpXBAXXZyEeuZ3egXw+z0MPPYSu6xiGwfXXX8973/vetn1/yFzEuBuB7du3s2nTJrZu3cr27dvZvn07d99997zjotEoX/rSl+a9/p3vfId3vetd3HjjjXzzm9/k6aef5vbbb2/H0F0hVf2fxvHiIqxG1tQZkuf3JwwCLxY1sDdI7Re/mtNrUSSXbkRWUCXZ0/Uy9h8GQFm7CijEzwiy6YM3y1MlsgVhLQuQ1AJ2QkGjLkJ1rf0AqR84Ale+BSg9dIjQbB7s69VIUWkH7cRprHQGdXXpgcE5nwg4rs9mBY14ArS0JrbzHopEIjz00EPE43F0Xeezn/0sV1xxBRdffHHbxhBSQoxVEdi5cyc333wzADfffDM7d+50/VnLsti9ezfXX389YBena+Tz7aB88Wj2j55swpV2LiJlOMU8Wp7U1U5CQcmqljXECQgGp0acB4vagSPIQ4PIvXYTdpEEKPhXPiBr6iQEseyCt3nJSxdDPFYU11CyqIlyzRKKN8tTbu8BoJS8I6JL1y7t01zcrkjJH1CyxLbb/SlJEvG4XczYMAwMwxAi3vdCRYy7EZiammJgYACAgYEBpqenKx6naRoPPvggiqLw+7//+2zevJmZmRmSySSKYi8ag4ODjI+Pt23sbphb8La5G77Z4HQHpxinKE/7ciGIu1HLUynz8wiRTRsAsQQoeA8KNvYfRlmzqvj/WVMvCnUR8E2oGTpJVax5jZqz9Q8sQ5Jl1NUr0Q+UCbWCq7rZTG+/SBRcn41annJvHgBVRVmxDChz6QpyLzrCKmPqRJv43RctoIKsHYmyeQ20+btN0+TP//zPOXXqFO94xztYt25dm0cQ4tDWu/Hzn/88k5OT815///vf7/ocjz32GIODg5w+fZq//Mu/ZOXKlSSTjbnunnrqKZ566ikAtm3bxtDQUEOfr4WqqhXPl8iVNrOe7q6mvtO0LKRDIMUiTZ0nreexgIU9/VXPU20+raLraAwrojT2nUNDzC5eiHL8dPFzuYMGA109c87T7rmU0zuaxEBq6PuN6RQTo2MMvPt2Bgufyx8zWZaw758g5+PQO9FFKj3V9Dj0UYmkFA18Pg4DqR7ezIw3PB5r4wamtv8YxbIYGhrCmtxPdyQmzLyGtHGsySN0D/STaEAYH993kNialSxcssR+IXMSWZJYtnCxEJaWRVIWzkCit4ehZP2GZtV+O6oxBcCyocX0RoNvjzUZteAURLuTDPX5u0Y/+OCDxX9v2bKFLVu2zHlflmW+9KUvMTs7y5e//GWOHDlSjA8PaS9tFWqf+cxnqr7X19fHxMQEAwMDTExM0NvbW/G4wcFBABYvXsyll17KoUOHuO6660in0xiGgaIojI+PF4+rxLk35djYmMcZzWdoaKji+dJaySSfTs82/Z0JOcLZ1HRT5xnX0gCY2VzV81SbT6uIIjPl4e8jrRomvWcfY2NjGJZJ3jSwctqc87R7LuWohsWknmno+7VfvwZAbnFp3LNaDjSDsbGxQOfjIGkGs1r1+8ctM7kMS7r6Ap9PkbxOxtAYPTPaUNyctnQhlqYxu+8QqYEeJtOzRJGFmZeVyQFw7MwpBlw2ircsi+zeA6jXXVmcx9nUNAlZ5ezZsy0bayNo6QwAJ8+eIZqu72mo9tsZm7YNCenJKfJyyt9BeiCfs626pyfOMqRVdjN7WQeWLVvGtm3bXB3b1dXFpZdeyiuvvBIKtYAQJkbtmmuuYceOHQDs2LGDa6+9dt4xqVQKTbN/hNPT0+zZs4fly5cjSRKXXXYZL7zwAgDPPPMM11xzTfsG74LyTE8/nj8TSvMVq0tmfjHcF+DdlaasXol56gxWOlOMBRPFLQPeYoP0A6UCo1DmqhbELQP+tTOzXZ/ixKglFW8JO8raEQBye/YDkDY1oa5XqVSM+7XDHLU7fzixoFCIARVp3fB4vc4lY2h22RlRYu+UYGLUpqenmZ21RWI+n+fVV19leHi4rWMIKSHMCrJ161Yefvhhnn76aYaGhrj33nsB2L9/Pz/5yU/4yEc+wvHjx/nmN7+JLMuYpsnWrVtZvtyuL3XXXXfxta99jX/8x39k9erVvP3tbw9yOvPwM0YNbHHVbDJBuihohLkNiCsqZ/Pphj+nFsSMfvAI6XX2PZEUaIP0UhbBOHAYeeki5C7btZ+3DCzECXQG+97RLRPdNJra3DKmJpawlkuCpktxLyDlRQuQurvI7t2Pcv0VZAyNQZeWq3ZQim91v3aUdyRwSBuaUOtGMWO8yZJFGVMnKZAAbbariVcmJiZ49NFHMU0Ty7J461vfytVXX93WMYSUEOaX1tPTw2c/+9l5r69du5a1a9cCsH79er7yla9U/PzixYv5m7/5m5aOsRnmtJDy4XwJRSWl55s6h7NYi7QwNWNRAzv4PrNmMSCeRU2zTHTLRHXpStP3HyZySSmAV7SSCFASNGlTp9ejUDMsE80yhUom8NqfVZIku8XSnv0kC5/vdIuavv8wqArKiqXF1zKmRr8afAyXg19FwDOCCVBVklGQPNVgbIZVq1bxxS9+sa3fGVIdYVyf5zsS/nUmgIJFzYdFCcSyqHltBSP3dtsdCvYdLlquRMqObPSJ35ycwhqfLNZPA/GKp0KZi7AJS0apfZQ4rk/neqU9zEtds5LcoaMYuZxQWdUwV1i7xdh3iNjaEaRIaR4ZQ6x5+VVbMm1qQq0bkiQRV9S2W9RCxCIUam1C9tv16UeMWrHGkzgLU7xgeTIss/7B56BctBp930HSgqXYQ+MuJ32/7W5S57ibChZQgTYSZ7NON3EvOpZCsWLUvNcqVNauAsMgfcTuKiGSsE40KKwt00Q/cIT4hrmlGTKCxd4123DeISNY7B3A1b3LWJXoD3oYIQESCrU2MSdGzYfzJeQIOdPwJGgc0oLVeIKyJ2MPG6R60QjW+CTplF2DT6Qn/kb7fRoHDoMkoRRaR0FJDIk0r6TcuCvtXDJFi5o48yrGqHkQoGqh7l3KEWoCWawVSSYqua9VaBw9Abkc8UsuKr6mmwaaZQp1vaC5PqYOosXeAdw6uJq39CwOehghARIKtTZRLoV8cX062UBNLExZwZ6KobyNlIcN8qIRAGbHx5GRiEpiZG5B40WK9QOHkZcvRYrHiq85YkikJImiRa2J+9CZV5dAFrWYrCDhzfUpDfajDPQxe+oUIJZFDQr9I13Oy+myUG5RKwprwebltY+pg2VZBUuhWPMKCQmFWpuY00LKlxi15rsT2E+PYi1KzWz8ysgKUGTSM9MklYgQhTgdGkmztywLY/9h1LL4NCjP0hXnmiX9uA8Ln+2OxOoc2T4kSfIcBypJEvH1a0kValuJZqFJyBHXrmp93yGkriSR4SXF10TMFgfbXd1MLFfOtLOqRQotCAmBUKi1FUegST44P71mpZUjWio6lMUGedj4pWgEZdVy0rmMsJZCNy5C6+wE1nRqTjkEsP8mMVlBEaRxOYAqK0Qk2ZPlySEtoEUNnI3f27xiF68lk7HLzIhmoUk0EJxu7DuIctHI+vznmQAAIABJREFUnIceEbPFwb5ezcRKipisExI8o6Oj3HfffYGOQZwV/wLAWer8yfr0npXmIFoqOpQWf6/zUi8aIS1Yph00lpWm7zsEgFoonuogYqAz2A8NzQRxZwwNiZLVURSaSdiJb7iIXNyeT1Kw35htKXTxwJDNYhw9WQwpcBAxWxwKlkIfHhhEu14hIeEd2UYkCbD8EWrNZKU5pAUrMgqlRdLrgqtcNEJWPc3CnFjp7E5WmhsLjb73ABSsg+WIVjrAIdnsBlmICxIpqQXsjX9az3n6bPySdWSfsi2EItW9A/ddMvT9R8Cy5gs1AZNawF47sqaOaZkNtf1yEHVeIcFjGAb/63/9Lw4dOsTSpUv5+Mc/TizWvlANsVaQ8xzb5WnNaSfllWZj1EzLJGcawlloIpKCIkmeXRjqRavJjk4Qm8n4PLLmcVsjTt97AHXNKiR1bjJE2hAv+QOaLxWTMXQhBWhCUTmV99bvUenpJjfUTyxveBINrSRRCLq3LKtmHKex/xBQaovlUCwTI9jakSwLB2mkm4RDWsCWeiHtoV6D+hMnTvCRj3yEDRs28Nhjj/Fv//ZvvPvd727b+MRb9c9jnDXRD8NBTFaR8F4WoVQSQaxbQJKkpiw00uIhcjNRYsenfB5Z87ixZFh5DePgUWLvnN8CLWNoLBCoHZFDUo54FjRgC1AhhZrsPUYNILdogFg6V1cQtZuEEsHCDp6v1Y5M33cIedEQcm/3nNczpoYiSa47bLSL8rAJL0KtVChbrDUxpPXUa1C/YMECNmzYAMBNN93Ek08+2VahJtYv7TzHT6HWTFYalFymoj0VQ3NB3LpkYagKsVNnfR5V8yRclA8wDh4Bw0C9ePW890R0VYO3hvPlCOvSLWv75YVcXzfx2SzmyVGfR9YcbjN19X2HUM5xe0LBAiqLlVUN5RnjHh9eDfEKgIeIwbn3ervv/VCotRHH5enXJW7G5VSKxxDv6bGZ7C3HfRE7MYaVa64Xqt8klPrCWn/zIADqujVzXndc1SIKa3tetivNC7ZLV8B5NZCpW4lcV4x4Ol+8pqLgpt+nOT6JNT45Lz4NCl0JBBXW4D0cRMQC4CFiMDY2xt69ewF49tlni9a1dhEKtTbi/P79Wghs14xXi5q4qejNuD6LbbFms+gHjvg5rKZxk0yg7z2IvGgBcn/vnNed6yzkBimrWHhriG1ZVsH1Kd4Dg5cG5uVkFIl4Xkd/84Cfw2oaN+3M9H3OA8N8y25G0FjJZLMWNUEtuyHBMzw8zDPPPMP9999PKpXi9ttvb+v3i/drO4/x0/UJtjUspXuzGqUF3vgTineh5nwunslj7DtIpKz1TdA4yQTVYpYsy0J/8wCRSy+e955jYRSpK4FDosyS0ej9lLcMTCwhN8hSGymPD0OmRiIax9i7x89hNY0bAaq/eQgUZV7mMdh/j0FBYyWhOdeniAI0JFgWLVrEww8/HOgYQotaG5HO+W+zNBWjJvDGnyy4CE0PrrRiMc5kF/qe/X4PrSlKQdyVr5l1dgJrYgqlghVDxK4EDoniBtn4vZgW2bLbRKkY07LImjrJ7l6MoyewMlm/h+cZNwJU37MfZc1KpOj865IR1FUdkRVUSfbcziwjYP3FkBAIhVpbcawovrk+m4lRKxQZjYko1GT37ZbOxbESdC9fjr5nv+e4qVZQFDRV5qXvtV1k6sVr5r1XykgTbyNxBI0XF2Gxf6mA80o0EfOUNTQsoGtgACyrWMRYBBJ1BKiVz9stzDasnf+eZRWSWsRbN8B5yPNujRcxBjQkJBRqbcSPHp/lJOQIOdPA8JCVljHtKveiZW5Bc9lbzme6V49gzcxinjjt59Caol4Mjb73AMSiKCuH570nau0qKBegHq6XwAK0aHnyYKGZLYQkJBcvAhAqoUCRZKKSUtWipu8vZB6vnx82oFsmhmUJeR9C8/GtogrQkAubUKi1EUcS+SXYHEGT9bCRiNg+yqGZoOCMqRGVFGKFTUZ/Y5+vY2uGrnpC7c2DFQvdQnnbHvE2yGQTQfciC9CIJHsuvpwuCLWuRBfy8qXiJRQoKtlq9+Ee+zdTybKbFjhbHAoZ4x7uQ0PQAuAhIRAKtbbiezJBE90JHIuaiDSTZu9UuZeXLkLq6xEqTq0kQOcngFj5PMahoxXrp4G9QSqSRESwIqNgZ7NKVHfp1iItsOuzWKvQS+xdQagllAjqutUYbx4Szg1f1aL2xn7k4SXzCt1CWfaxwGuHF2FdrCsp4H0YEiLeqn8eI+F3jFpzQdzCPhU3kb1l941UkSQJdf1a9DcEFGoVNhLjwBEwTJR1860YYFurRCwyCo31MT2XjFloyC5grCR4j3lyXJ8JWUVdtxorJZYbPqGoFX9flmli7D2AuqFytrTIll3w3pi9WFdS0Psw5MImFGptxHF5+rXVuq0wXomMKW7gbDPZdrZL156Xun4t5ugY5vikr+PzSlRSUJAqzkt7o7q7CRxhLeb1Au+Cxil2K6IAhUI3CQ/3YarQzD2pRIuiRyjrrlz5ehlHT2ClM6jr5ycSgNjZ4jC3MXsjiC5AQy5sQqEWAH7tSclCP7tZT4JGJy7ootRMY/aMWWrw7WStibJBSpJEUolUvF766/uQly+t6G6CwrwEFdbgvfiyyLGS4K6bRCVSWg4JW+gV3fCvv+n/AD1S9T4s/FYqZXyC2PUXYW5j9kZw3Pah6zNEREKh1kYcl6fkk03NCU6frRDzVAvdNMhbhpDV4KG5xuzpsqKVyqoVEIsKI9Sgch9TyzDQ9x6oWZxX1MblDl6DuEXt8+ng1ZWW0nMkFdtSKEkS6oaL0F8XJ7ElqUTJmvq8jHH9jf1IA33ICxdU/FwpmUDMa+Y1bELkTi0hIaFQayN+JxNEZIWIJDe8KM0WFtuugkVORLw0ZneKjDqbiKQqqOtWCxendq6l0Dh8HDJZ1EvWVf2c6KUDvNb0E712VVdBgDaaCDCj5ebMS71kHebYOMaZs34P0ROVMpAty0J/Yx/qhouquqJnjTyxQmFZEfHa9quU1CLubyzkwkXMX9t5SqnXp3/n7FKiDQs15/guQZ+KwVv2VrYYP1O2Qa5fi3H4GFY64+v4vFLJ5eS4xKoFcFuWRcYQN0sXvFueOiH2zsSq2k2iGik9N+dBSC1YS0WxqlUSaubYuN2IvUp8mnO86A940HhNv4ypoSARkeaXxgkJCZpQqLWRYgspHwOn7Y2/Mdenc7zQC66HjX+2ggBVN1xkV4YXpOBopXnpr7+JvGQh8mB/xc/kTHH7YToklQiaZaKZhuvPOFXuRZ5Xl8c40JSWm3MfKiuWIXUlhIlTqxTfWi8+zT4+L/wDHjTu+pwtCFBRk1pCLmxCodZGSjFq/tHlITaokqARDS+N2SsJUHXdCMiyUBtkeWyQZZrob+yvak2DsrgggS1qzt+8kWumCV7lHrzHgaa03BwBKsmyUHFqJYtaaV76G/sgEa/YGcNhVnBXdSlGrTELqOgCNOTCJhRqbcTvGDWonr1VC+f4pCywRc1DY/ZKAlSKx1HWrkLbvdf3MXrh3Cr+5vFTWKnZmvFp6aIAFXcj8SJoRC5261Cal/vfmGGZheSPub8v9ZJ1mKdGMSemfB2jFyrNS9+1l8glFyHJ1bcF0V2fpcbs3ixqISEiIkzkZCqV4uGHH+bMmTMsXLiQT33qU3R3zy1VsGvXLr797W8X///EiRN88pOfZPPmzTz66KO89tprJJNJAD72sY8xMjLSzinUxe8WUmCLrVkzj2VZrs32aSOPgkRMFjceo9SYff6GV41qLt3IxvVkf/jvGLNpfwfpgfINsluNoe3eA5RimCqRcgSoKu5G4vzNUw1skBnBMwih3PXpXoBmqlisHTGu795L9Leu9WmE3kjIESRKiUXm2DjmqVFit99U9TOWZTFr5IUW1uCtpt+skWdhJNmiEXUeY2NjPProo0xOTiJJElu2bOGd73xn0MO6YBFGqG3fvp1NmzaxdetWtm/fzvbt27n77rvnHLNx40a+9KUvAbawu+eee7j88suL73/oQx/i+uuvb+u4G0HyuTwH2JuBYVnkLYOY5O5yzhZKPYgcj1GKNdEbEGp2lftzN371svXwrz8m++obcNFKv4faEN1FQZNnMaC/ugd50RDKoqGqn3FEQrfAG2S3B4taybIr7rySHixqs1UshcrqFUhdCbRdbwQu1Jz2WI611rE4q5ddXPUzGVPHQuzYVmg8vtUWoO4fCC8EFEXhQx/6EGvWrCGTyfDggw/ylre8heXLlwc9tAsSYVyfO3fu5Oabbwbg5ptvZufOnTWPf+GFF7jyyiuJxWLtGJ4vlJIJ/DtnvUbflbDjMcRelJKeNn77af/cFl3qxashopJ+ZZevY/RCeXC6ZRhor+1F3bSh5mecv4HIG0nSg+WpKEBVcYWaIsnEZbUhoVYtq1qSZdTL1qPv2iNE38/y+FZ99x6knm6UFcuqHt8JLnhoPMEqbxnolin8vNrJwMAAa9bYXVISiQTDw8OMj48HPKoLF2EsalNTUwwMDAD2TTI9PV3z+Oeee47f/d3fnfPad7/7Xf75n/+ZjRs3ctdddxGJiPXD87uFFMzdIAciCVefseNMxPrbnEu3p42/cpyJFI2iXryW9K9epevOYM335ZYn48ARyGSJbFxf8zMpXSMuq8LWrgKIFmr6NSJoUrpjKRRXgIIjaBq4D50yMRXmpW5cj/biK5inz6AsWeTbGL3QpUTtBwbLQtu1B/Wyi2vGp3VCEhLY99O45r4cT2lele9Dy7LIZrOYpimkF+L06dPkcrl5r1uWhSzLxOPxpsY9OjrKwYMHueii6uEZIa2lrULt85//PJOT8/suvv/972/oPBMTExw5cmSO2/ODH/wg/f396LrON77xDX74wx9y5513Vvz8U089xVNPPQXAtm3bGBqq7nZqFFVVq55PVY8AOQYHBhgaqtwqqFFm4zKcAqUrwdCAu3lkjhksSw64mnet+bSSmNYNx8CKR11/f+60RX88WfF4efOVnP2//5HlkShKX6/fw3WNZVmoh2XMqEJ0/wEAFt/01ppj0if20RtNzJtXUNemGn3HEuiq5HpMxuxxorLCskVLAPHm49A3miQP7semTwCwauESuiJzLf75m97K4f/rn4gdPEb/xkt9HmljDEx0czw9SV9OY3J8koHrr6av6tqlIifjAAwPLWIoWbmUjAgsTPfx+uwZFixYUFWglN9rMzN2EeKlgwsY6p8//7NnzxKPx4V78C+nmmdJ0zRkWWbBgvmdJh588MHiv7ds2cKWLVvmHZPNZvnKV77CH/7hHxbjv0PaT1uF2mc+85mq7/X19TExMcHAwAATExP09lbfuJ5//nk2b96MqpaG71jjIpEIt956K0888UTVz597U46NjTUyjZoMDQ1VPZ9p2DWmpqYmGVOyvnyfrtvnOTExxlLDnWViJp9F0U1X8641n1ZiWhYScHp6gjHV3fdP5dIsi/VUHK++ZgUAp3/+AtHrr/JzqA2TVCKcSU0x9eLLKCMrmNDyUONvPJ6eIY48b15BXZtqxFEYT6dcj2ksNUVSjhSPF20+DjFTYiw/63psp6cm7F61k9NkzhEKViyCtGCAyRdeQn9rsPdhxLCYymc48/MXAMiODKNVmePQ0BCnJm1Bk5+eZSzdeP/TdiHnDTTL5MSZ08SqNI8vv9eOz54BwJzNMqbPn//s7CxdXV3ouphzVlW16tgkSSKVSs1ztS9btoxt27bVPK+u63zlK1/hbW97G9ddd51v4w1pHGF8Kddccw07duwAYMeOHVx7bfVg2+eee44bb7xxzmsTE/ZTrGVZ7Ny5kxUrVrRusB5pRXmOYrad7s41kzd1NMsUPkZNliS6lKjreQE1M9KUNSuRkwm0V9/wa4ie6VaipPI59L0HUeu4PaGQISr49QLbJdaoq7oT5pVUoqQamFfKyNMTqexukiSJyMb16Lv3YplmhU+3j24lSs40SO/eg7RgAHnxwprHp4qxkuJalqAUXuB27ajn0hXR3dkIXsZvWRZf//rXGR4enhdiFNJ+hBFqW7du5Te/+Q2f+MQn+M1vfsPWrVsB2L9/P1//+teLx42OjjI2Nsall851GzzyyCPcd9993H///UxPT3PHHXe0dfxuaEWMmirJJGTV9UYyU1i8egQu9eDQrURdb/y6aZAzjaobv6QoJK7ahPbK7sADubuUCKl0CnSdSJ1EArA3SNHjgsB+aGhU0HR3xH1o1/Q7t4F5NVJ6nt5IvOr76qYNWKlZjINH/RqiJ5zfytThw0Quv7Tuhp7S7ftQEThWEuZmVrtB9GQdy7LYunUrTz/9dPG1xx9/nLvuuot7772XSy+9lLe//e2+fueePXv42c9+xq5du3jggQd44IEHePnll339jhD3CJNM0NPTw2c/+9l5r69du5a1a0stTRYtWsQ3vvGNecc99NBDLR2fn5ybldgs3Q1skCmjMwK4oSBoXC+29QOdu669gtlnX8Q8drJmdlur6VKinNRzEInU7EgAdvHUrKkLbwGFUhahaVmu7vGUnmdFPLh4Qbd0K3b8T8rI06dWF2AOKSPPUKyn6vuRTZcAoP36NdS1q/wZpAech7V0RCJyxWV1j08Z+Y5YNxoVaildE7rRvCRJbNu2jT/90z/lhhtuwDRNvvCFL/AP//APnDp1ig9/+MN8/OMf9/U7N2zYwPe+9z1fz9nJfPGLX+Ts2bNomsY73/nOivF8rUQYoXYh0IoWUgDdqnsXobN49XTCgqtGOZNxV6R2xrCznnqU6uVakpuvBEB7ZXegQq1biZJWJZTLLkaK1b4O9TLSRKJbjWJhZxXXs5SZlkna7AzXpyNoUrp7oba6hkVN7uuxu2X8aheJ9/wX38bZKMXM6t5E3cxj6Byh5hSGdv/wmqu5bojAhg0buO2223jsscdIp9PceeedjIyMMDIywokTJ4IeXsdTL7Hiox/9KN3d3eTzef7iL/6C6667jp6e6g9jfhMKtTbSijpqYC+4R7Xa5UwcHNdntyr2wgQF16furuuCG5duZOEC5BXL0F55jfjv3ebrWBshOZvDVGSMq+pbMTqh1phDT9HylKsr1DpJgDoPNTMuNn6zUL2/L1pb0EWuuIzsD/435nQKudefDPBGcURXdu0KpGT90j4zeo5Fya5WD6tpkoWuC24fXmf0vOtQkPS3v49x6FgTo5uPMrKc5H//r3WPu/fee3nHO95BNBrlySef9HUMFzr1EiuefPLJYm3XsbExTp482VahJqat9zzF0Rr+uz5jpIy8q9irlJFDRiJRJRtKJLqUKAYWWbN+ttVM0aVbW4BGrrgU/Y19WBl/sm69ED98EoDsxvp1iab1+pZCUXA2uxkXG+RsB7ngnYealD6/VtW5pA0NC+ipYVEDiFy1ESwL7Tev+TFET8Sn0kimSWZ1feuyWaje3wnXSyokIrmNb53pAIsaQDKZ5N3vfjd33HFHRxV673R2797Nq6++yl/91V/xpS99idWrV6NpjbUoaxbxd+vziFZlD3WrUXTLJGfqxOsEnad0O4C7EzKZymNN6vWDnNFzSNQvxhm54jJyTzyFtnsP0Wsur3lsq0i8dgCWXcRsf/26RDOOUOsAC6iz2Tlu6Fo4bqlOsKg5WYRuLGqpwtx7I3GokXugrF6J1NeD9vIuYr+12ZdxNorx69dIDObILFpc99hZPYeJ1RHJH+A+bteyLGZ090ktbixfrUSWZeQaRYlD/CedTtPV1UUsFuP48eO8+eabbR9DeMXbiPPH9rMpO5RcM24Wphkj3xHxadCYhSZl5OlRYnUFqLp+LSTiaC8H007KymaJv7oPKImwWswYeSTE7vPp0N3A9ZouHNPbAQJUlmQ7scXlfQjQG6k9L0mWiVx+GfqvXwusTIf2q110pTVmE/Wf16fytgW6k9YON/dhxtQwsTrCohYSDFdccQWmaXL//ffzT//0T6xbt67tYwgtam2kFXXUYK7laYjaMSQpI8+Ai4BoEWjEQjOj51zFmUiqSuSKy9BeehXLNGu2zGkF2q49dE2mAHfzmtZzdClRZEEz0spRJJmkHHE9L+iMMjHg3kLjiIPeSBxytd3rkas2kv/ZCxh7D9TN/vUbK5dH+/VrdL9txNW8pjV7LvVCC0ShR4lxIjdT97hOKldUiY9+9KM8//zzjI+Pc/XVV3P//ffzgQ98IOhhnVdEIhE+/elPBzqGUKi1EUefyT7nfTqWjGkXT5Azeo4V8T5fv79VONaWaZeWJ7cCNHrt5WjPvxTIBqm9+AqRWIyErLq6Xik93xFWJwe3lgxbgIpfk8uhR4m5soA692pfNMEUdYTaWy4BVSW/89ftvw9//RrkNXr7+jnj5noVhFqnCJpeNcasoaFbZs2yGzMdlAUPcN999835/8cee6xmZ4KQ84POWCXPExy3nN8Wtb6ioKm9MRiWScbUO2ZRishKQdC4tai5EzSRKzfaG+SLrzQ7xIawdB3tl78hcvXl9KouN34j1zHXC+xYOlcWUCPXUQK0W426ilGbNnIk5QgRWal7rJRMENm0Ae0Xv2p7EWZt5ytI3V30LVhIysjXLeY7lbebnHdCMgGUHvLqJYB0UgxoyIVLKNTaSKtcn1FZJS6rTNVZlBzB00kbpBtBozsC1OXTvpSIE3nLBrSdv27rBqnv2oOVzhC57kpb0PgsQEWgR3FvUevtEDcaOBaaPGYdQTOt54oPTm6IXHcl5tg4xoEjzQ7RNZZuoL38KpGrN9EXtcty1LsXJ/MZErLqSoCKgFtrfCcVAA+5cAmFWhtpRQspBzeCZqpgcXNTtFMUetVY/cXWQwmLyLVXYJ4563tNpFrkf/ErKIjEHiXGdB3Lk24aBQHaOYKmx6Wg6TQB2qfGsKgfXjCtN2YpjFzzFlBk+95oE/pre7FmM0SuvaIoKus95I3n0x23bkB9oTat54h3kAANuTAJhVobKRW89V+q9amxuout834jT/xB06PWFzSTHuYVufotIEloL7Zng7QMA+2XvyZ61SakSIQeNcqsodV0OXVa/AzYG6RF7VIWWkGAdpJl1xEpU3XCCxoVanJ3F+pl69vq/sy/+ArEYkTessG1oJnMZTpq3SjOq87aMaVnO2peIRcmoVBrI45A87s8B7izPE11outTKQUFV8OLpVDu7UbduJ78c79sywapv/Ym1swskeuuAMpjaKoLmk50VTvXYFKrLmicGLbOmld9y1Pe1Ml6EKDRzVdinj6Dcbj11l1L19FeeJnI1ZuQotHiWOs95E3k0/R2kEUtJqtEJcXVmtjfQfMKuTAJhVobkc75r5/0qnHSpoZmGlWPmdKzrgOdRcHZSGq5dR1R0OiTcfRtmzFHxzD2HvA+QJfkn9tpuz0vt9tGFQVNDQvNRGFeA3Wq3ItEvwvLUyd1W3DobWBejQqayObLbffnczu9D9Al2iu7sVKzxN5mF9mNySoxWamZiJQzdTKG1nGWp3oPr5ZlMall6eug31fIhUko1NpIKZmgNa5PqO3CmNZy9NUpxCkablwzU3qWbiWK2qAAjW6+AmJRcj//RVNjrIeVzZJ//mWi119VbMI+4EKoOe91kiXDuQ9rzkvrPBd8tJCBXMvy5NUCKvf2ELlyI/mfv4hlVH/Q8oP8z15E6utBfcslxdf61Hid31fhenWYoKkn1LKmTt4yhI+9syyLrVu38vTTTxdfe/zxx3nve9/LnXfeyW/91m9x66238nd/93cBjjKklYRCrY20qjwHuBc0oi9K5+JYkya0TNVjJj3GmUjxeKGm2stYLezdln/xFcjliN50ffE1Z7wTNVyEk3qGHiVasw6UaERkhS4lUhRjlZjQM0hAf4dt/P1qvKblqZkY0OhN12NNTqP/5nXP46uHmUqjvfwq0RuuQVJKDzX1BM2UR4t10PRH4jV/X451tF/weUmSxLZt2/jc5z5HNpslnU7zhS98gQceeICHHnqIZ599lieeeIJvfetb7N27N+jhhrSAztkBzgPkc/7rJ47LaaLKRmJZFlMNlg4QgT41jkT1eUFzcSbR39qMNZtG+1XrWkrld7yAvGgIdcPa4muqrNCjRJnUawhQLctAJNGycbWKfjVe00U4qWXpVWMdU+zWoS8Sr2lRm9BsAeol9i5y1Uakni5yO15oYoS10V54GXSd6Nuum/N6nxqv+/tyjuskBtUEaVMjZ1YuBjvZQfPasGEDt912G4899hhf/epXufPOO7n22mvZtGkTAN3d3axbt45Tp04FPNKQVhB2JmgjrXZ9ykhVLU+ZDjHzn4siyfZGUmVelmUxpWXZ0DXk6fzqpg1I/b3k/+N5opuvbGaoFTFGz6Lv3kv8v/7uvOveH4nXDLqf1LOsivf7PqZW06/GOZlPVX1/Qs8woHaeAO1VYxxIT2BZVsXf8LieoV+NexKgkqoSvfFack89i5maRe6u3QrOC7ln/hN5eAnK6hVzXh+MJMgW4tASFXrKTupZFEnquFpj5db4JbGeee87lsJGHvJ+PPYmp3LV720vLIl18ztD9ftH3nvvvbzjHe8gGo3y5JNPznnv6NGj7Nq1iyuv9H8NCwmeznqk7XBamUwgSzL9kTjjVQTNWS0NwIIOtNAM1HBhpIw8BpZnASopCrG334j2ym6MU2eaGWZF8s/8J0gS0Zuum/fegJqoGstlWCbTeq7j3IPgWJ6yVbNpJ7RsRyVIOAyqCfKWQdqo7CYf1zIMNvH7it78VtB18j/zP2ZS338IY98hYlveNk9kOmtCtbVjXEszFOtGbkXMRgsZKM6r8m9sUs+iSjLJCuJURJLJJO9+97u54447iMVKVtvZ2Vn++I//mM997nP09MwXpCGdT2hRayOtjFEDe8GtvthmCsckW/PlLWRATfDG7FjF984W5+V9g4xteRvZH/4buX/fQfK/3en5POdi5fPkfvJzIlccjQziAAAY80lEQVRtRFm4YN77/ZE4r6ZyGJY5zwozreewaOxpXxT61TiGZRXaRM0dv2YapIx8R7p0FxSq+J/V0nSd0wXDsizGtQzLu3s9n19dvQJl3WpyP36G2O/cgiT79xyd+/EzEI8Ru/n6ee854vKslmE4Pn/8Z7UMi5Pe5xUUjtW2mjXeEdaNeDjcWL5aiSzLyGX3haZp/NEf/RF/8Ad/wDvf+c4ARxbSSkKLWhtx6qe1oo4a2E+Q41qmoiXjbD7dkQHcYM+rWqyJYykcakKAyoP9RDZfSf6Z57GytQuaNkL+2Z1YMyli73x7xff71TgWlUs+OMK6Ey1PQ1H7Wozl0/PeczbNgQ4UoM5DzliFjT9j6uRMo2kBGn/Xb2OOjqG99JumzlOOOTVD/vmXid10PVJy/vica1HpIc8RoAvj3b6Np13EFZWErDJRJQ50TEs3tW4EjWVZ3Hfffaxbt44//dM/DXo4IS0kFGptpJUxamA/Gectg9kKVeHPahkGIomOC+CG8liT+YJmLJ8mIslNF0+N/84tWOkM+Z+/2NR5HCzLIvvk0ygjy1EvvbjiMY6gOVNB0JzJzwKwMOJ/rFKrWVjY/M5o8+c1rju14TrPotanxlGQig8H5TgipxnXJ0Dk2suRhwbJPfl0/YNdkvvps6DrxN5xc8X3VVmhT41VtDxN6zl0y2RRojNdagORRMV1QzMNJrRM8TfYiezcuZN/+Zd/4dlnn+W2227jtttu46c//WnQwwppAaHrs41Ihei0VkV6lMeadJ8jXMa1TEfGp0HJWjaWn2VJbO6T/ZiWZkEk2bT4VS5eg7JmJdknniJ6641IanNFgfXfvI557CTJj/63qmNbFLVF2Gh+lvXnJEOM5tMk5cg8F1sn0KVEictqRYvaaEGAduIGKUsSg5EEZyvMyy+hJikKsd+5hcx3foB+4AjqmpVNnc/KZsn9+D9QL78UZXhJ1eMGI4mKAtR5bWGsG1pXwaZlDEWSHMxMzHt9LDuLRXOW+CC47777iv/evHkzx48fR1VVdL1yZmvI+UHnmVc6mJJFrTXnX1DFkmFZFme1NIMdtig5DEWTyEicLmzy5Yzl075s+pIkEb/jXZijY+Sfeb6pc1mWReb7P0Ia7Cf61qurHheTVXrVWNF6Vs6YNsvCDhQzYP8thyLJKkItRb8aJyZ35jPigmiyGBdZzmg+hYzUtFADiL39RqSuBNnv/6jpc2X/9zNY0ykSd76r5nELIknGtPS8sAlnrp1qUVsU7WLGyM9LADmdnQE684Eh5MIjFGptpJVZn0BhA1TmpY9P6lk0y+zYjV+RZIaiSU6fU/JBMw0m9axvCRKRqzairFtN5gdPYuW9mw+0X/wKY98hEu/9PaRI7YyyRdGuopXJwbIsRvOzLIx2ntvTYShqb/zncjo3W7QkdiILIknGtQzGOb1nT+VSLIp2+RJaICUTxH//HWi/2oX2mvcCpuZsmtyPfkLkqo2o61bXPHZJrJtc4fdUzun8LDFZ6biuBA6LCxb40XPWjtOZaaAzs+BDLjxCodZGJMkWaa2KUZMkiSXR7nlC7UTOfnpcVqGWUKewONrF6dxcQVOM4/JJgEqSROJ978YanyT3k595OoelG2T+8XHk5UsrluQ4l4WRLsa0NGbZxp8y8uRMo2OFNdgupZSRJ1NmydAtk7NamsUdLNSWxroxsThd9huzLItT+dQ8t3wzxH7nFqTBfjL/sL1qmZN65H70FNZshvh7f6/usUuj9thPnrN2nMzNsDTa07I1q9UsKdxrp85ZO06kp+hTY0Q71LIbcmERCrU2IiO1zO3psDTWw6l8as7Gfzw7g4LU0ZaMxdFupo3cnI3/aM5+Kl4e8690QGTjetRNG8j+4EnMyamGP5976meYp0ZJfGCrq/IKi6JdGJY1x53mCO1Ovl7Dcfuh4Fh2uvjaWN6OC1rko6BpN8OFe+144eEHbGE9a2gsifo3LykaJfHe38PYfwjtP3/Z8OeNU6Nkf/RTIjdcgzqyou7xi6JdyEicLJuXbpmcyqVYFu/cB7wuJUpSjsyzxh9Mjfu6boSEtJJQqLURSWpdaQ6HpbFudMucU0LgZG6GJbHujsz4dHBcGOVP/Mey0/Qo0aYzPs8l+X+8Dyunkf7W9xuyZhijZ8l893HUt1xC5KqNrj6zvFC36ki2JAoPZSeRkYqioBNZFutFYu68HMuun4Km3fSpMbqUCMdzJQHqCGs/LWoA0ZuuQ1mzkvS3v485PVP/AwUs0yT9d98FVSF593tcfUaVFRZGk3Os8aO5FCZWR1viJUliSWyul2FGzzGRT7M83hfgyEJC3NO5O3cHYlvTWqvUlsbmWjIsy+JEbqb4eqeyIt6LjDQng+tYdpoV8T7f3TLKssXE73gn2gsvk3fZe9HSDWYf/RZIkPzjD7oe04JIgm4lyqHMZPG1I5kplsV6iMjNZZ4GSVRWWBrr4WiZUDuQnqBHiXZ0XJAk2QL6eLYknI5kp5DwX6hJskzXRz6ENZsh/fX/F8s0638IyP1/P0XftYfk3e9BHnTfgmxprIfjuWnMwsOJI6yHO3ztWJXo41Q+VSxbdLSwNq6oUNw3JEREQqHWRiRab1EbiiTpU2PsLVTyP5KdIm8ZrOzwp8eYrLIi3su+9Dhg13ea1LNFi5TfxH//dtTLLib9999F33ug5rGWZZH+1vcw9uyn60/uqtiFoBqSJDGS6OdQZhLLssibBidyM6xKdF6Pz3NZEe/leG4GwzIxLYsDmQnWJAc6Nt7JYXm8lzEtzXShqffe9FlWxftbksmqrBwm8aE70F7e5SoLVHtlN5nv/pDI5iuJvv3Ghr7rouQgGVMviut96XF6lGjH9Qc+l7WJQcB+UAB7TYxIsu/CulVYlsXWrVt5+ulSbb3HH3+cu+66i3e9613ceuut3HrrrXz5y18OcJQhrUQYofb8889z77338r73vY/9+/dXPe6VV17hk5/8JPfccw/bt28vvj46OsqnP/1pPvGJT/Dwww8LWVdGklofoyZJEuu7htifmSBvGuxKjaJKMuu73IsHUVmbHORUPkVKz/GbmdMArEsOtuS7JFmm65MfRl4wQGrbo+h7Kt+TlmmS+X/+mfxTPyf27tuJ3nBNw981kugnZeQ5nU+xLz2OicXIeSDU1iYG0S2TPbNjnMzNkDH14qbZyVzatRCAV2dOM6FlGM3PcnELf1+xd9xM9O03kv3XH5P5lyeruuO1V3aT+uo3UVYuo+ujH2pYEF+UHERB4o3ZMTKGxpvpcS7rXtTxwnpZrIekHGFfehzDMtmdGmV93+KOCQWRJIlt27bxuc99jmw2Szqd5gtf+AJ//dd/zfe+9z3+4z/+g3//93/nmWee4aWXXvLlOx977DE+/OEPz6nbFhIcwtypK1as4P777+eSSy6peoxpmvz93/89n/70p3n44Yd57rnnOHbsGADf+c53eNe73sUjjzxCV1fXnKcPUZAlO6Gg1WzoGkK3TF6cOsZrqTOsTy44L7Kb1iftzfDZySO8PH2CVfE+hloYcC/3dtPzf34SqbeHmb/8mr1JZkrlC/TDx0j99SPk/vd/EPsvt5L4wO97+p5LuhYSlRR+NnGY5yaPMKDGWXM+CLXkIP1qnF9MHefZySNEJJm1yYGgh9U0C6JJhmM9/HrmFL+YstefVj4ISZJE8sMfIPq2zWS//yNmv/x1jBOni++bqVnS//CvpL7wGMrSxXT/xT1I8catYDFZZU1ygN2pUV6cOo6JxcbuRX5OJRAkSeLirgW8NnuG5yePkTLy3LiodrkS0diwYQO33XYbjz32GF/96le58847GRkZoavLXv90XUfTNN9E9S233MKnP/1pX84V0jzC7N7Lly+ve8y+fftYsmQJixcvBuCGG25g586dDA8Ps3v3bj75yU8C9k32/e9/n9tvv72lY24USaLVIWoArIr3szrRz0/HDyIjcW3fcOu/tA0sinVzVe9SfjF1HIAtC9a0/DvloUF6/uoB0n/3XbLf/xHZf/0xyvIlWOks5ugYUjJB8k/uItagm6mcpBLhuv7l/HziMAC/u/Bi5A552q+FLEls7hvm38/a1si3D64mqXRep4VKXNe3nB+Mvs6ZqTRX9S5teTFpSZZJfvS/o4ysIPO9J9Du/Rzy0kVIkQjG8ZNgmERveSvJP/yvnkSaw9sGVvHt46/wzMQhVsb7OjqRoJxbB0d4LXWGn44fYECNc0n/EibOjjd8nr/deYqD4zlfx7Z6MMb/397dxzR953EAf7f90fKgLe2vEwVxTMTcqciO0ODI+YAwTVQi8W7qHOS4mGMDMpORLGMuW1x2ZmSTQUw0kKiMjD+WZVH3EN12jqibaOQh5kAGYxfcuYOjoxUsAtVS7w9Dz43ioK18f63v11+2KeX9ttp+fk/9/s0y9aoRE0pLS7Fx40ZotVqcOnUKADA+Po4NGzagp6cHBQUFSE1NDUimZcuWwWq1BuS5yH+KGdSmw263Q5b/v+UqyzK6u7vhcDgQGRkJjebeydcmkwl2+9T/Cc+cOYMzZ84AAMrLy2E2m6d87ExJkjTl821eGYY42RDQ3zeVIuNanPj3P2ExxyNJ7/tW8YP6iLAz2gD9f67id4YYLI9eMKOf9bmL2Qz8vQxjXf+C4+wF3LneC5VOh/A/b4E+azU0Bv8/zLYao2Hsnwt9WDgs5sehnsaWsdJeG282yzIWRMv47+hNbIz7/QMvkAiGPhMyzWaYo43oHOpH7qKVk3o9tC5/2QFXzkY4/nEeY53duOtyQZthwdz1f4TOz+WmAMAMM6SoCHQNWZETvwI6zb2PiGB6bbwxA/irTo1rw3asjkmELkw77T79/f2QpHt/D2qVOuCHgtUqtef5H0Sv1yM3NxdRUVGePWmSJKGhoQFDQ0MoKChAd3f3pKNSOp3Oa9eysjLPn7Ozs5Gdne1nE3pYZnVQe+uttzA4ODjp/p07d8Jisfzmz3s7N8OX/zS//kc5MDAw4+eYitlsnvL5YnVA7OKIgP6+B9mgfxy47V+/B/URZW3UQsA1815+d5ENUP1pEyb2CY0DuHHHCQwEZgv7D9p7b6Z2m21aj1fia+NNAiKREBGJIfvkNRfvFyx9JiyAFgvmxHvt9dC7ZGUgLCvDc9MBwBGg33ev10I4bgxi4trWYHttvJkPLeZHzMedm7fg0k7/fdjpdHp2AuxOeziHgmd6TvX9j5ckCVFRUXjqqafw9ddfIykp6RePdTqdk7rGxsaivLzc98A0q2Z1UHv99df9+nlZlmG770PMZrPBaDRi7ty5GBkZwfj4ODQaDex2O0ym4D9pmYiIyBubzQZJkiDLMkZHR/HNN9+guLhYdCx6CILqRJjExET09fXBarXC5XKhsbERaWlpUKlUWL58OS5duvedV2fPnkVa2syvviMiIgoG/f39eOaZZ7Bu3Tps3rwZa9aswdNPPy06Fj0Eqru+LiQXYJcvX8axY8dw8+ZNREVFISEhAa+99hrsdjtqamrw6quvAgBaW1tRV1cHt9uNzMxMbNt275u3+/v7UVVVheHhYTzxxBN48cUXEfYbC2JP6O3tDViPUDhEcL9Q6hNKXQD2UbJQ6gI82n1GRkYQGancdXclSXrgoVNv+WNjYx/4nFVVVejo6IDD4YDBYMD27duxfv36gOSlmVPMoCYSB7WphVKfUOoCsI+ShVIX4NHu8ygOaqQsQXXok4iIiOhRwkGNiIiISKE4qBEREU0h2M8OCvb8xEGNiIhoSmq1WpFrR0+Hy+WCWs2P+WAXVCsTEBERzabw8HCMjY3B6XQqcoF6nU4Hp3Pyl27fvXsXarUa4X4sKUbKwEGNiIhoCiqVChEREaJjTCnUrsilybhPlIiIiEihOKgRERERKRQHNSIiIiKF4soERERERArFPWoBVlZWJjpCQIVSn1DqArCPkoVSF4B9lCyUupB3HNSIiIiIFIqDGhEREZFCafbt27dPdIhQs3jxYtERAiqU+oRSF4B9lCyUugDso2Sh1IUm48UERERERArFQ59ERERECsUlpALoypUrqK2thdvtRlZWFnJzc0VH8snAwAAOHTqEwcFBqFQqZGdnY9OmTaJj+c3tdqOsrAwmkynor5S6desWqqurcf36dahUKhQVFWHp0qWiY/nk888/R0NDA1QqFeLj41FcXAytVis61rQdPnwYra2tMBgMqKioAAAMDw+jsrISP//8Mx577DG89NJLmDNnjuCk0+OtzwcffICWlhZIkoSYmBgUFxcjKipKcNLp8dZnwqeffor6+nocOXIEer1eUMLpm6rL6dOn8cUXX0Cj0SA1NRV5eXkCU1KgcY9agLjdbhw9ehR79+5FZWUlLly4gJ9++kl0LJ9oNBrk5+ejsrIS+/fvx5dffhm0Xe536tQpxMXFiY4RELW1tXjyySdRVVWFd999N2h72e12nD59GuXl5aioqIDb7UZjY6PoWDOybt067N279xf3nTx5EsnJyTh48CCSk5Nx8uRJQelmzluflStXoqKiAgcOHMCCBQtw4sQJQelmzlsf4N4GaVtbG8xms4BUvvHWpb29Hc3NzThw4ADee+895OTkCEpHDwsHtQD54YcfMH/+fMTExECSJGRkZKCpqUl0LJ8YjUbPyakRERGIi4uD3W4XnMo/NpsNra2tyMrKEh3FbyMjI/juu++wfv16AIAkSUGzd8Mbt9uN27dvY3x8HLdv34bRaBQdaUaWLVs2aW9ZU1MT1q5dCwBYu3ZtUL0XeOuTkpICjUYDAFi6dGlQvR946wMAdXV1eO6556BSqQSk8o23Ll999RW2bt2KsLAwAIDBYBARjR4iHvoMELvdDlmWPbdlWUZ3d7fARIFhtVrR09ODJUuWiI7il/fffx95eXkYHR0VHcVvVqsVer0ehw8fxo8//ojFixejoKAA4eHhoqPNmMlkQk5ODoqKiqDVapGSkoKUlBTRsfw2NDTkGTiNRiNu3rwpOFHgNDQ0ICMjQ3QMvzQ3N8NkMiEhIUF0FL/19fWhs7MTH374IcLCwpCfnx/079f0S9yjFiDeLp4Npi01b8bGxlBRUYGCggJERkaKjuOzlpYWGAyGkLmEfXx8HD09PdiwYQPeeecd6HS6oDq0dr/h4WE0NTXh0KFDqKmpwdjYGM6fPy86Fk3h+PHj0Gg0WL16tegoPnM6nTh+/Dh27NghOkpAuN1uDA8PY//+/Z5TVvhlDqGFg1qAyLIMm83muW2z2YLuEM79XC4XKioqsHr1aqSnp4uO45euri40NzejpKQEVVVVaG9vx8GDB0XH8pksy5BlGUlJSQCAVatWoaenR3Aq37S1tWHevHnQ6/WQJAnp6en4/vvvRcfym8FgwI0bNwAAN27cCIoT1X/L2bNn0dLSgj179gT1Rmh/fz+sVitefvlllJSUwGaz4ZVXXsHg4KDoaD4xmUxIT0+HSqXCkiVLoFar4XA4RMeiAOKhzwBJTExEX18frFYrTCYTGhsbsWfPHtGxfHL37l1UV1cjLi4OW7ZsER3Hb7t27cKuXbsAAFevXsVnn30WtK8NAERHR0OWZfT29iI2NhZtbW1YuHCh6Fg+MZvN6O7uhtPphFarRVtbGxITE0XH8ltaWhrOnTuH3NxcnDt3DhaLRXQkv1y5cgWffPIJ3nzzTeh0OtFx/LJo0SIcOXLEc7ukpARvv/120A7TFosF7e3tWL58OXp7e+FyuTB37lzRsSiA+IW3AdTa2oq6ujq43W5kZmZi27ZtoiP5pLOzE2+88QYWLVrk2XJ+9tlnkZqaKjiZ/yYGtWD/eo5r166huroaLpcL8+bNQ3FxcdB8/cOvffTRR2hsbIRGo0FCQgJeeOEFz4nRwaCqqgodHR1wOBwwGAzYvn07LBYLKisrMTAwALPZjNLS0qB5fbz1OXHiBFwul6dDUlISCgsLBSedHm99Ji7EAYJrUPPWZc2aNZ7zVSVJQn5+PlasWCE6KgUQBzUiIiIiheI5akREREQKxUGNiIiISKE4qBEREREpFAc1IiIiIoXioEZERESkUBzUiIiIiBSKgxoRzYqxsTGUlJTg22+/9dw3OjqKoqIiXLp0SWAyIiLl4qBGRLMiPDwchYWFqK2t9SxSXl9fj8TERKxatUpwOiIiZeKgRkSzJiUlBampqTh27BiuXr2KixcvYvfu3aJjEREpFlcmIKJZNTw8jNLSUoyPjyMvLw+ZmZmiIxERKRb3qBHRrJozZw7i4+PhdDqRnp4uOg4RkaJxUCOiWXX+/HlYrVYkJyejvr5edBwiIkXjoEZEs2ZoaAh1dXV4/vnnUVhYiIsXL6Kjo0N0LCIixeKgRkSz5ujRo7BYLFixYgWMRiPy8vJQU1ODO3fuiI5GRKRIHNSIaFZcvnwZXV1dyM/P99yXlZUFWZbx8ccfC0xGRKRcvOqTiIiISKG4R42IiIhIoTioERERESkUBzUiIiIiheKgRkRERKRQHNSIiIiIFIqDGhEREZFCcVAjIiIiUigOakREREQKxUGNiIiISKH+B/lOgMd0W9GKAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig, axis = plt.subplots(figsize=(8,6))\n", "\n", "# create 2 more y axis\n", "axis2 = axis.twinx()\n", "axis3 = axis.twinx()\n", "\n", "axis2.grid(False)\n", "axis3.grid(False)\n", "\n", "# move 3rd y axis\n", "axis3.spines[\"right\"].set_position((\"axes\", 1.15))\n", "\n", "#set labels\n", "axis.set_ylabel(r\"Y1 [$\\alpha$]\")\n", "axis2.set_ylabel(r\"Y2 [$\\beta$]\")\n", "axis3.set_ylabel(r\"Y3 [$\\zeta$]\")\n", "\n", "axis.set_xlabel(\"X\")\n", "\n", "# nice colors\n", "cmap = matplotlib.cm.get_cmap('Spectral')\n", "rgbas = [cmap(0.1),cmap(0.8),cmap(0.9)]\n", "\n", "# add data and get the returned matplotlib object\n", "p1, = axis.plot(x,y1,c=rgbas[0],label=\"Y1\")\n", "p2, = axis2.plot(x,y2,c=rgbas[1],label=\"Y2\")\n", "p3, = axis3.plot(x,y3,c=rgbas[2],label=\"Y3\")\n", "\n", "#change tickpostion from Y3\n", "axis3.set_yticks([0,50,100,150,200,250,300,350,400])\n", "\n", "#change labels from Y3\n", "axis3.set_yticklabels([\"a\",\"b\",\"c\",\"d\",1,2,3,4,5])\n", "\n", "#some titel\n", "plt.title(\"header\")\n", "\n", "#add one legend for all axis p need to be indexed!\n", "lines = [p1, p2, p3]\n", "axis.legend(lines, [l.get_label() for l in lines],loc=\"lower right\")\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "subplots" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#adjust all fonts in plot\n", "\n", "\n", "plt.rc(\"font\",size=15)\n", "\n", "# create a 2 by 2 plot grid\n", "fig,axes=plt.subplots(nrows=2, ncols=2,figsize=(16,8),sharex=True) #sharex=False, sharey=False\n", "\n", "#fill the single plots\n", "axes[0,0].plot(x,y1,label=\"sin\")\n", "axes[1,0].plot(x,y2,label=\"cos\")\n", "axes[0,1].plot(x,y3,label=\"tan\")\n", "axes[1,1].plot(x,y4,label=\"sin+cos+tan\")\n", "\n", "#add legends in each plot\n", "axes[0,0].legend()\n", "axes[1,0].legend()\n", "axes[0,1].legend()\n", "axes[1,1].legend()\n", "\n", "#some other things to do\n", "axes[0,1].grid(False)\n", "axes[1,1].set_facecolor(\"k\")\n", "axes[0,0].fill_between(x[:len(x)//2], 0, y1[:200],facecolor='c',alpha=0.4)\n", "axes[0,0].fill_between(x[200:], 0, y1[200:],facecolor='y',alpha=0.4)\n", "\n", "# takes care of padding and so on\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "subplots with pandas" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make pandas dataframe so we have something to plot\n", "df=pd.DataFrame(iris_data,columns=iris_header)\n", "\n", "# create subplots\n", "fig,axis=plt.subplots(nrows=2,ncols=3,figsize=(30,12))\n", "\n", "#fill plots\n", "df.boxplot(ax=axis[0,0],vert=False)\n", "df.plot.hist(ax=axis[0,1],stacked=False,alpha=0.7)\n", "df.plot.area(ax=axis[0,2])\n", "df.plot(ax=axis[1,0])\n", "df.rolling(3).mean().plot(ax=axis[1,1])\n", "df.rolling(20).mean().plot(ax=axis[1,2])\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.axes_grid1.inset_locator import inset_axes, InsetPosition\n", "\n", "# plot style\n", "matplotlib.style.use(\"seaborn-white\")\n", "\n", "#create figure\n", "fig, ax = plt.subplots(1,1, figsize=(16, 9))\n", "\n", "# fontsize of main window labels\n", "ax.tick_params(labelsize=20)\n", "\n", "#create inset (figure in a figure)\n", "axins = inset_axes(ax,width=\"30%\",height=1.)\n", "\n", "#optional accurate location specification\n", "pos = InsetPosition(ax, [0.7, 0.7, 0.3, 0.3]) #posx, posy, width, height\n", "axins.set_axes_locator(pos)\n", "\n", "\n", "# playing with the ticks of axins\n", "axins.tick_params(bottom=False,top=False,left=True,right=False,\n", " labelbottom=False, labeltop=True, labelleft=True,\n", " which=\"both\",width=3,length=6)\n", "axins.tick_params(axis='y', colors='r')\n", "\n", "axins.spines['bottom'].set_visible(False)\n", "\n", "# second y axis for inset\n", "axins2=axins.twinx()\n", "\n", "# playing with ticks of second axis\n", "axins2.tick_params(right=True,labelright=True,\n", " which=\"both\",width=3,length=6 ,colors=\"b\")\n", "\n", "\n", "# hide top axis \n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "\n", "# plot into the main window (ax)\n", "funny_signal=y1+np.cos(100*x)*0.1\n", "ax.plot(x,funny_signal)\n", "ax.plot(x,y1,c=\"b\",lw=2)\n", "\n", "#fill color with hexadecimal code or rgba possible\n", "cols=(224/255,224/255,224/255,0.5)\n", "half_band_width=0.15\n", "ax.fill_between(x,y1-half_band_width,y1+half_band_width,color=cols)\n", "\n", "#plot onto the left y-axis of axins\n", "residuals=funny_signal-y1\n", "axins.plot(x,residuals)\n", "\n", "# set ylim \n", "axins.set_ylim(-0.1,0.3)\n", "\n", "#adjust ticks\n", "axins.set_yticks([-0.1,0,0.1])\n", "\n", "# plot onto second axis of axins (axins2)\n", "#smoothed=\n", "res_squared=residuals**2\n", "axins2.plot(x,res_squared)\n", "\n", "# set ylim2\n", "axins2.set_ylim(-0.01,0.01)\n", "\n", "#adjust ticks\n", "axins2.set_yticks([0,0.01])\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes\n", "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n", "from mpl_toolkits.axes_grid1.inset_locator import inset_axes, InsetPosition\n", "matplotlib.style.use(\"default\")\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(8,4))\n", "\n", "xx=np.linspace(0.001,1,10000)\n", "yy=np.sin(1/xx)*xx\n", "ax.semilogx(xx,yy)\n", "ax.hlines(y=0,xmin=min(xx),xmax=max(xx),colors=\"r\")\n", "\n", "ax.tick_params(which=\"both\",length=4)\n", "\n", "\n", "'''first zoom inset'''\n", "#when using the accurate position the zoom statement doesn't work\n", "axins = zoomed_inset_axes(ax,zoom=2) \n", "\n", "#optional accurate location specification\n", "pos = InsetPosition(ax, [0.1, 0.6, 0.3, 0.3]) #posx, posy, width, height\n", "axins.set_axes_locator(pos)\n", "\n", "axins.plot(xx,yy)\n", "axins.hlines(y=0,xmin=min(xx),xmax=max(xx),colors=\"r\")\n", "# sub region of the original image\n", "x_1, x_2, y_1, y_2 = 0.002, 0.004, -0.01,0.01\n", "axins.set_xlim(x_1, x_2)\n", "axins.set_ylim(y_1, y_2)\n", "\n", "axins.tick_params(bottom=False,top=False,left=False,right=False,\n", " labelbottom=False, labeltop=False, labelleft=False)\n", "\n", "# draw a bbox of the region of the inset axes in the parent axes and\n", "# connecting lines between the bbox and the inset axes area\n", "mark_inset(ax, axins, loc1=3, loc2=4, ec=\"0.5\")\n", "\n", "\n", "'''second zoom inset'''\n", "\n", "#when using the accurate position the zoom statement doesn't work\n", "axins2 = zoomed_inset_axes(ax,zoom=2) \n", "\n", "#optional accurate location specification\n", "pos = InsetPosition(ax, [0.5, 0.6, 0.3, 0.3]) #posx, posy, width, height\n", "axins2.set_axes_locator(pos)\n", "\n", "axins2.plot(xx,yy)\n", "axins2.hlines(y=0,xmin=min(xx),xmax=max(xx),colors=\"r\")\n", "# sub region of the original image\n", "x_1, x_2, y_1, y_2 = 0.006, 0.014, -0.02,0.02\n", "axins2.set_xlim(x_1, x_2)\n", "axins2.set_ylim(y_1, y_2)\n", "\n", "axins2.tick_params(bottom=False,top=False,left=False,right=False,\n", " labelbottom=False, labeltop=False, labelleft=False)\n", "\n", "# draw a bbox of the region of the inset axes in the parent axes and\n", "# connecting lines between the bbox and the inset axes area\n", "mark_inset(ax, axins2, loc1=3, loc2=4, ec=\"0.5\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "plotting in a loop" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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