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authorRémi Flamary <remi.flamary@gmail.com>2018-05-30 09:58:51 +0200
committerRémi Flamary <remi.flamary@gmail.com>2018-05-30 09:58:51 +0200
commitb5e45bbc83fd8cd8c1634a78f2f983d1cf28af73 (patch)
tree965b01f0313ff5ac2c2013239adda48f767ba992 /notebooks/plot_OT_2D_samples.ipynb
parent90e42f32bdf0dd06667edaf172c51f4d4fce2c8b (diff)
update examples and notebooks
Diffstat (limited to 'notebooks/plot_OT_2D_samples.ipynb')
-rw-r--r--notebooks/plot_OT_2D_samples.ipynb45
1 files changed, 23 insertions, 22 deletions
diff --git a/notebooks/plot_OT_2D_samples.ipynb b/notebooks/plot_OT_2D_samples.ipynb
index 900eaa7..96e84a5 100644
--- a/notebooks/plot_OT_2D_samples.ipynb
+++ b/notebooks/plot_OT_2D_samples.ipynb
@@ -39,7 +39,8 @@
"\n",
"import numpy as np\n",
"import matplotlib.pylab as pl\n",
- "import ot"
+ "import ot\n",
+ "import ot.plot"
]
},
{
@@ -69,8 +70,8 @@
"mu_t = np.array([4, 4])\n",
"cov_t = np.array([[1, -.8], [-.8, 1]])\n",
"\n",
- "xs = ot.datasets.get_2D_samples_gauss(n, mu_s, cov_s)\n",
- "xt = ot.datasets.get_2D_samples_gauss(n, mu_t, cov_t)\n",
+ "xs = ot.datasets.make_2D_samples_gauss(n, mu_s, cov_s)\n",
+ "xt = ot.datasets.make_2D_samples_gauss(n, mu_t, cov_t)\n",
"\n",
"a, b = np.ones((n,)) / n, np.ones((n,)) / n # uniform distribution on samples\n",
"\n",
@@ -98,7 +99,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.text.Text at 0x7ff7483c3be0>"
+ "Text(0.5,1,'Cost matrix M')"
]
},
"execution_count": 4,
@@ -107,9 +108,9 @@
},
{
"data": {
- "image/png": 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keukjZaur4a67gnJMZnkDoln/JuEU7CJSGJm97+HD4Yc/hKuvbqy5p2vgmUv7\nzpypUA9B96gbICIJlTmgmQ7rkSMbwzx9yV7/JvPx0ikKdhEpjJYGGrNDO7um/s9/Bkv9Zp54IyYD\nl6VEpRgRiU72NMUzzgjWb58/P7ge5clESnjNGPXYRSQ62b3w9DK+06bBvvs2zp6JojSTnoff0oyd\nmFOPXUTipRCDqZ3pfUd1xqoQKNhFJF4KcTKRzi7rW6IzdhTsIhIfhTqcv7O97yjOWBUCBbuIxEch\nTybS0d53Ca8ZoyUFRKRryF63pr0eewzXjNFaMSIiadnz5Ut0TRqtFSMiklbs88VmK/KceAW7iCTf\nRRc175lXVRWvpBLmybZzoGCXnNTURN0CkRJW5DnxCnbJyeWXR90CkRJXxDnxCnYRkWIo4px4Bbu0\nqqYmWI/JLLie/lllGZEOKvKceAW7tKqmBtyDCzT+rGAX6aAiz8rRPHbJiVljwItINDSPXUI1Z07U\nLZDYKuF1y5NKwS45UflFWlXkOdrSvryD3cwOMLNaM1tuZq+a2awwGiYiJaKE1y1PqjB67DuAC9x9\nKHAU8F9mNjSE7YpIqSjRdcuTKu9gd/d33f3F1M8bgNeAAfluV0RKSImuW55UodbYzWwQMBJ4roX7\nzjOzOjOrW7NmTZi7FZEolfC65UkVWrCb2Z7AA8DX3f3f2fe7+y3uXunulf379w9rtyIStahXTpRm\nQpnHbma7A48Cv3X369t7vOaxS2fU1Gh2jnRtRZvHbmYG/AJ4LZdQF+ksLUQmkpswSjFHA9XAcWa2\nNHU5OYTtiohIJ4QxK+aP7m7uXubuFanLY2E0TkQLkYl0nNaKkZKh9Wqkq9NaMUWgXqOIxJGCPQ8a\nzCsuLUQmkhsFu5QMfUMSyY2CvYM0mCcicafB0zxoME9EikmDp9ImfcMQSS4Fex5KeTBPA78iyaVg\nz4PWLhGROFKw56mUer4a+BXpGjR4mqdSHUAt1XaLdGUaPC0g9XxFJM66R92AUpRZWy/Vnm8pD/yK\nSNvUYy+iOPXoo2xLnN4HkSRSsOepIz3fUhpoLSS9DyKFpWDPk3qfIhI3CvYC00BrQO+DSPFoumMR\nlepAa9jCeB90cJh0RZruKCWjMyGtOr1I6xTsRaQphoHs9+HyyxXUImFSsBeRSgeBzr4PqtOL5EbB\nLpHIDmloP6hraoLafLo+n/5ZwS7SlIK9ExQk+csOaVBQi4RFwd4JHa0HK6jCp/EKkdYp2DugswGt\ngcG2zZnmJvk1AAAJjklEQVTT8aDWh6VI6xTsOaqpCQK6rYE7hU3naE66SLgU7DlKB0/mwF3m7dC0\nZ64ZHCISFQV7O1oK6PTt7T2vVGZwxLVNcWyXSCnQkgIdYBbUgnOpmc+ZUzprtsexfekP0Li1SyRK\nuS4poGDvgOwAbO86lEYNPuxgD6O3rWAXaU5rxRRAZ6bYXX5548BrnBRyDKCzr7UzBy2JSHPqsech\nu2eavt7SqfPiWO5IC7ttYWxPPXaR5tRjL4LsXmT6enpaZPaAa5J7n5oFJBIfOpl1gaR7mqXQY2+p\nxNTROnnYJ/jWkaUinadSTEjaqqNnB3spTOXLJ5zj/CEmUspUiimy7Hnrc+YEP6d7npk90LgNpIZN\nvW2RaIUS7GZ2kpmtMLM3zeziMLZZ6tLhne6Zx72HDuHVyUvhtYokWd7Bbma7Af8NTAKGAmea2dB8\nt1vKWqtZx31wsZSOlhWR1oXRYx8LvOnuK939Q2A+MCWE7ZacdHine+uZ4a3QFJFiCSPYBwCrM67X\np27rcqIO7zD3ozq5SOkq2uCpmZ1nZnVmVrdmzZpi7TaWChWaYQ7K6puESOkKI9jfAQ7IuD4wdVsT\n7n6Lu1e6e2X//v1D2G28tRXeYYRmrttQQIt0PWEE+wvAYDM72Mx6AGcAvw5huyWt0IGaOeumrUHZ\nqKdW6oNFpPjyDnZ33wF8Bfgt8BqwwN1fzXe7xRCn0OlsW6Ku67cn6g8Wka4olBq7uz/m7oe7+6Hu\nfmUY2yyGOIVOLm3JdcpkR6ZW5nLCEBEpLV16SYE4Hfre0ba0tvZ7dhC3t918729Ja8srZJ58REQ6\nTksKtCJOBwqF3Za4hGbcy0MiSVdywZ6kcMgnAHOdMtmZo2Bz+cBJ0u9BJGlKrhQTZvmklEsxxdpv\na/fn2t5SWMlSpFSoFFNiknqkZ1uhrsAXKYySCPZC1cU7E6aFmkUSVci19x5k3h/27yFOs5JEkqRL\nl2IKsf+o21doYZ4RKunvlUjYVIqRoujMWu1xmZUkklQlF+zFqkVnzwDJdxZJXHSmTS29vvTtHS2n\naCqkSOGVXCkmrdCzLTo7GyTu5YV825f9fJ0bVaR4El+K0cBbdML6hpLUmUAiUSvZYC+EXAKrI7NI\n4iLMUlF6WYAwyikqv4gURkmVYoq5BklSywRhv66kvk8icZRrKaZ7MRoTlsy6ugIlHuL4DUWkq1Mp\nphVJDaywX5fKKSLxU7LBXujgTWpgJfV1iUijkg12BVTH6T0T6RpKNtg7qyuHm6aIinQNXS7Y4xhu\nXfnDRkTC1+WCPY4K+WFTSssdiEg4ukSwd+Vw09osIl1Plwn2uIVbV/6wEZHCKqkDlJIkioOtkjo3\nX0Sa6hI99kxdOdz0bUCKSX9v0elywR7HU9d15Q8bSa44zkDrKkpqEbAoaW0akY7R/5nwJX49dhGJ\nH00KiAcFexv0RyrSMXGcgdYVqRSTI32tFOkY/Z8Jn0oxIhIpTQqIjoI9R/ojFekYlV+io2DPkf5I\nRaRUKNhFRBJGwS4ikjAKdhGRhFGwi4gkjIJdRCRh8gp2M/uBmb1uZi+b2UNmtndYDRMRkc7Jt8f+\nO2C4u5cBbwCX5N8kERHJR17B7u6L3H1H6uqfgYH5N0lERPIRZo39HODx1u40s/PMrM7M6tasWRPi\nbkVEJFO7p8YzsyeBj7dw13fd/ZHUY74L7ADubm077n4LcAsEi4B1qrUiItKudoPd3U9o634zmw5M\nBo73KJaKFBGRJvI6mbWZnQRcBIx3983hNElERPKRb439Z8BewO/MbKmZ3RRCm0REJA959djd/bCw\nGiIiIuHQkaciIgmjYBcRSRgFu4hIwijYRUQSRsEuIpIwCnYRkYRRsIuIJIyCXUQkYRTsCVVTE3UL\nRCQqCvaEuvzyqFsgIlFRsIuIJIyCPUFqasAsuEDjzyrLiHQtFsUS6pWVlV5XV1f0/XYlZqDV8UWS\nxcyWuHtle49Tj11EJGEU7Ak1Z07ULRCRqCjYE0p1dZGuS8EuIpIwCnYRkYRRsIuIJIyCXUQkYRTs\nIiIJE8kBSma2Bni7wLvpB7xf4H2ESe0tLLW3sNTewkq39yB379/egyMJ9mIws7pcjtCKC7W3sNTe\nwlJ7C6uj7VUpRkQkYRTsIiIJk+RgvyXqBnSQ2ltYam9hqb2F1aH2JrbGLiLSVSW5xy4i0iUp2EVE\nEibRwW5mp5vZq2a2y8xiO7XJzE4ysxVm9qaZXRx1e9piZr80s/fM7JWo25ILMzvAzGrNbHnqb2FW\n1G1qi5n1NLPnzWxZqr0lcfZaM9vNzF4ys0ejbkt7zGyVmf3FzJaaWezP+GNme5vZ/Wb2upm9Zmbj\n2ntOooMdeAX4DPB01A1pjZntBvw3MAkYCpxpZkOjbVWb7gBOiroRHbADuMDdhwJHAf8V8/d3G3Cc\nu5cDFcBJZnZUxG3KxSzgtagb0QFV7l5RInPZfwI84e7/AZSTw/uc6GB399fcfUXU7WjHWOBNd1/p\n7h8C84EpEbepVe7+NLAu6nbkyt3fdfcXUz9vIPhPMSDaVrXOAxtTV3dPXWI9w8HMBgKnALdF3Zak\nMbO+wLHALwDc/UN3X9/e8xId7CViALA643o9MQ6eUmZmg4CRwHPRtqRtqbLGUuA94HfuHuv2Aj8G\nLgJ2Rd2QHDmwyMyWmNl5UTemHQcDa4DbU6Wu28ysT3tPKvlgN7MnzeyVFi6x7fVK8ZnZnsADwNfd\n/d9Rt6ct7r7T3SuAgcBYMxsedZtaY2aTgffcfUnUbemAT7r7KILy53+Z2bFRN6gN3YFRwI3uPhLY\nBLQ7Dte90K0qNHc/Ieo25Okd4ICM6wNTt0lIzGx3glC/290fjLo9uXL39WZWSzCmEdfB6qOBT5vZ\nyUBP4CNmdpe7nxVxu1rl7u+k/n3PzB4iKIfGdRyuHqjP+NZ2PzkEe8n32BPgBWCwmR1sZj2AM4Bf\nR9ymxDAzI6hPvubu10fdnvaYWX8z2zv1cy/gROD1aFvVOne/xN0Huvsggr/dxXEOdTPrY2Z7pX8G\nPkV8PzRx938Aq81sSOqm44Hl7T0v0cFuZlPNrB4YByw0s99G3aZs7r4D+ArwW4KBvQXu/mq0rWqd\nmf0KeBYYYmb1ZvbFqNvUjqOBauC41PS2paneZVztB9Sa2csEH/q/c/fYTyEsIfsCfzSzZcDzwEJ3\nfyLiNrXnq8Ddqb+JCuCq9p6gJQVERBIm0T12EZGuSMEuIpIwCnYRkYRRsIuIJIyCXUQkYRTsIiIJ\no2AXEUmY/w+PmkF8q6yXYQAAAABJRU5ErkJggg==\n",
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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7ff74a486438>"
+ "<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
@@ -117,9 +118,9 @@
},
{
"data": {
- "image/png": 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rp67z2kM0XOJrJ1Ooxxe1crW4W0Qf7uLl3KS2NJPpvXyGTfJYPMPnmxPXdLXf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\n",
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CwLa9M+qY5BfH+Fp+efoqVpb7AwAK9bXwvXNf0nYWPuyJbxgBxDa+YQQQ2/iGEUA23PhE9FkimiWiR9cd6yWi24noUOv/nnP1YRjG1oKcO7dRPxG9GkAewN865/a1jv0BgEXn3MeI6AMAepxz799osM70qHvpJe8+U671amOESrdIofUjrtBxnTInEpC7hFtlRIraESO+wMPCVPq5Mia2KMPGAFTjhjTZvdxoJnNKt6mKNNLJk9yZJnexiBwLoPPxRVaWUYiooh0zlq8dZOVaShtu9BzkTi2Vfp7DKTmlQ8GGinyseg+3gCmO6msmU2sPPMTHlamvAKAwzI1mioO6Tvq0iGSb4OfY9ZRWZFV7eL/xRX4+xWGdX02mSJeGW+kDXGEIAIVLuANUSETpSZwUVkwAirv48zFc0U47uQlhZCUM2GppTwSedSm5H7rrk8gvndrQimfDJ75z7nsAFsXhNwO4rfX3bQDeslE/hmFsHc5Xxh9yzj39/ug0gKGzVSSidxPRfiLaX6t7gqQZhtF2nrVyz63KCmeVF5xzn3bOXeecuy4a8RhtG4bRds7XgGeGiEacc9NENAJgdjONqt1hHPs3nWfKMhgGAAxv4xlVpoZ2sHKZi1YAgNg13CgjO6cdVsLLIr+wCN6BSd1GpnsOX5Rn5dNTWt/gOrmBUfwkl+t6XqyX6uQd/AdTVaRtji1rka3rdadZeXs6q+r8+O49rEwT4hfX8U5I0kI8XN7Hr9HYDi3v/uLo46x82zdfy8rOk5oaIirwe276hqryqUdew8o7B7jEeejAmGrTMc7XoXSAB7KopzzOWP1cD5BI8nL+mzwgCAAsvoLXcSJTU+djXAcDAPltXKZvJvV1fcWVB1j5hw9czMrxIf2rmWjtnOqPbC7M7vk+8b8K4ObW3zcD0GZXhmFsWTbzOu9zAO4GcDERnSKiWwB8DMAbiOgQgNe3yoZhvEDY8Ke+c+7tZ/nodc/xXAzDaBMbvsd/LunoHHfXXf/rZ8rVbv290xSxOboe5XJdM6UDRGZ3c/mdPKeUmuHRFCo9/H17NOsJ/Cne4y/s4++wu45oh6FKDz+njmNcJiuO6kAcSTG3UFn0S1oWXLqUn3NNqxvQdYzL55VuvrjpaR1hwomxSLzjLg3p9S/38B+O6WkRvDKlf1guX8SPJRb1RWtGxHmLKt2e9W9GeRsZPDS7Td9zsSzvODXL1y22rO0ocjv4dYwWZZZevbbLe7lyO7Gs77lqRqyVOOdGzBN4tbhW6dFvfwL5RU+EGIGZ7BpGALGNbxgBxDa+YQQQ2/iGEUDaGoHHRQjl/jWlWrFff++UhPFvapYb1pT7tHJpeY/IYqL9I9CIceeM4hBvk5zVEX/XOz8AQFlk8QlXdIqYaqdUjnEl0MI+Pc7wPbyf2hhXIkZzWgm0vJeXGx7DlKiI3FMcFoqvkHZYSc5zxdbKDj63wrhqgsoYV7KF/4W3aXrusii3hcLSK7QyLHmQr0O1S6QPr+mOi4P8HDtOiFTnHvuWkmhTGOHzH7lbr7+8f0Ii+064rK9HQyx3fkTfCyt7ebuuJ/ncKj0evd06Yyg5xtmwJ75hBBDb+IYRQGzjG0YAaW+U3RiQ3bb2XVPr1HIQ1aW8xYUWGYwBABoJ3k9R+9uARIqYurCjKffrfkMiW27pIm7IEaprfUOll88lWuDjRjxBUJcv4jJlXGRhqXR6DJ3E0I2kFl7zY7xdTcrI5Y0DZMgMQzIbDABE5/j8szt4nXpaX+eOS3k04shjOsVN6WIe6MSJzEvSCAsAIiI2ygr3U0Jjt3ZyaSzwe6zjKT6ONNwCgMIYX++oyPC07PTcli/n+pPEjMeYSDhkrewVWZWi+jpHV9Zly/Ukp/JhT3zDCCC28Q0jgNjGN4wA0t73+CGgvs6ZpNqt5RWX4MeqU3yK8j05AFSHhLNGXdeRWWzLg/zdbHPR8x5f+GYkOvi75mq3luPqXbxf6bRT2KaDj2SO8jqlmLQFUE3QHOXKgo4OHfizvMyDUNT6+NjVgp6/zAxbGOFzKY/q+Sf7udxce4o7EPn0D6UK1yVE9+pAIhERrCMq1ra0wM8P0PoeqafxuqR18funMM7bpE/q52NDzKUpljKa9zxTI3x07/3fKwJ8lPi9Ecpox6RqbK2Oi2zO6c6e+IYRQGzjG0YAsY1vGAHENr5hBJC2KveoyZ0zGnH9vSP1ctECV1b4HD5IGKKEi7rfsDCckXUinpD/IaFHyWVFJpq8ViI2o+fuN1TVc4sKIxkXEs5AVU90GumAE9beGfEc76eR4gpM3zlH8+eeC9U8BlQNfk5RMa7vnMtRbkGV6NeWTWWx3tWkiIxT0HMRdlqIZoVyctHjxSK6CYmbUBpUAUAox9dSGjbJawoAkWWhqNOBfVDtFPdPlo+jVasAVda1aW4YfGd17E3VMgzjJwrb+IYRQGzjG0YAaauMH6oBqZk1owWq6++dWonLNCkRrTRc1VMunxayq8cRJjkvAjII45DEgkeOE1lTpVNIala3CQt5NjXLjTQqXZ6ssLPCGETYEvlk/Lxw8KjntQFSUs1PBh/R/cbyfL7yGjWjepwycXm9Y4b324h7HKDqwqAKOvpwbIGP1UjwNr75hytCPl8SdTbhxSIdfVKz2mimdJrfCyFh+JSe1dJ4rWNjGd9FeL+JWX4+tYK+/9f3I/VSZ8Oe+IYRQGzjG0YAsY1vGAGkrTJ+PQ3MvnitHBvJqTov23aMle+tX8HK5UHt2HDViw6x8sHZIVVndonLkKMTPBDE1CkdCAJCvt2+i2e6PbFNt8l0cQXD9Daekfa1L35YtfnXOD/HSj+X+WMeB6JXv4H3sz25oOp8puNVrDyxnWciPnlUpx5OHee3ROMafo1es+OwavPO/rtZ+ebIu3kFX7ZcYQ/wlZ/5E1Xl1w6+g5VfMnCMtxm9UrW5euIUK9//yC5eIa7vn4FhHp11MM0jgZ5wO1UbejnP0Nxo8ntl7sddqk15Gxfqo2kt5P/GFf/Cyp948EZW3jGsr3NkXQTRyS96FAce7IlvGAHENr5hBBDb+IYRQGzjG0YAaWua7EzPhLvqxvecKZc8mXQKY1zpM/GdAiuXB7STxcJlXCHlS7ksUyHLTCjrDYueJiQi32S3izan9TjVDj7/jEgZPXe1VtSNfl9G9uHnE1vWxiBTr+Lr0EjquQw8wI/lR/n8O07pc06J1NlLl/AIs7ltqgmq41yhNPKtjTPpyBTYiz+lIwilHuAKWRnBuFPrGVEY5f32HBIRndKeCE4iqlOdZ7PG+B1aCT17nUjN3uRz631CZwbKTYhrpoM0Y/EK3k/fQ8LJyBMNer2T0ZHb/hilaUuTbRiGB9v4hhFANtz4RDRBRHcS0eNE9BgRvad1vJeIbieiQ63/e57/6RqG8VywGQOeOoDfdM49QEQdAO4notsB/CqAO5xzHyOiDwD4AID3n6ujZgzIja/JuOV+XacqjFeKo1zGLPV6MuyO8Db1tK6TWODHikMi4ERYt5EOD4UdfBwX1vK6zOgqM/hU+3TI3NwEF/YaInFLNe3J2DMsMtRmtB4gN8tl5NKwcMBp6nOux8V6C5my2qfH6ejhET1y2/gzQEagBXR2na7OgqqztFOcdyc/52JBZ7ip9PFzzFb4OUo9AQA0pVGPCGaR35GGpLBNRvPln0eLWheV3blxkAzq5bqO3A5+Das9+v6hxlq/vrX2seET3zk37Zx7oPV3DsABAGMA3gzgtla12wC8ZXNDGoZxoXlGMj4R7QBwDYB7AAw556ZbH50GoO1kDcPYkmx64xNRBsA/AXivc45lP3Cr7wS97wWJ6N1EtJ+I9tdL+uecYRjtZ1Mbn4iiWN30f++c+1Lr8AwRjbQ+HwEw62vrnPu0c+4659x1kaSWlQzDaD8bKveIiAB8BsAB59wfr/voqwBuBvCx1v9f2aiv6EoNY9+YOlNuZrRyBtKm5OhJVuyMaUXX4D3DrOwinii7p7k3levkX0JU1AYkqHNFSs++UVZOPqW/65rdvN/Q8RlWHr5Lp32SY7sVkU4qqs+593F+zvW01urEpvjYzQ6+3uFZ7pUGAC7JlVJ93xHGK/365U2thyugIsuLfNyMnv/CPr5OPd/SD4WODn4zqOg6x6ehIJEyK83PObuHG94AQOo018zFJvm9Ao+RW+YY97oMF3gflNW/bjOTXBqOn86rOk0RZchnmCWJ5NfGXpz35FvztdlEnVcA+BUAjxDRQ61jH8Tqhv8HIroFwHEAb9vUiIZhXHA23PjOuR9ARR4/w+ue2+kYhtEOzHLPMAJIWyPwVHuiOP62NTm50u2RX8RXUd/DXCauZvSPj5W90mhGd5uc5hFRpCFHLOuJBCuMMgrX8Og68SdHVBtpQNJ5mMuChVE9ueQMHztSltlsVBMs7xPKkA4dXjV+mMuU1V7eJjWpo8TIlNzkeB/S8AkA6t0iYtAcl/l9cmp8J9djLFynZfyw55zYOAf1+ssgus2oiPi7Q+tyGnkRvfcU1+XEhcgPACt7+TlHChlWTk336TaXcuOn6JKO4CTXSqa9dp4IQqH8mh6j/EcbRxEG7IlvGIHENr5hBBDb+IYRQNoq40eKDoMPrAnOpX49fHYH/y7qfozLgpVBnXGlLpxYUqe1HBQtcpmskOfjpGf0+89QnctXUeEUklzQbarCQUhmYSn36vftw/fw97nlAT5OfEEHdagIe4FGUn+HDz7IZcrcGJf/Oia1w03qBH9vP3+t0LF0al1IXUQ+HvmRkEtJt6E7ebSLU+/Q8nz3ncJhaJD303VEX+eVnXwdhn/Ez7Fxn17/Yh9fl4oQz0fumFNtojnuYSb1Sj0HdPCOzuP83q2lte5j9jpeHuVBd1Ec0HtmfVCT8OaC7NoT3zCCiG18wwggtvENI4DYxjeMANJW5Z7CY2gTFvYV1OQKHJm6GgDCUvflMTCW7WR0HanIAwASx5ph3jFp3ZJnXF4p6vFMdiHeb6gqOvatk1DiuPDG0V1k1GBq6I5djN8S0RKvEyl4DJ1WeBsX4vOXEXUBoJYS6beX9DNIRecV0/XNPyr8XqRBjxx3tSNejMg+PKnBVRciyq7vejTifGzf/RPNiXWJbHyTsXt7k0Gz7YlvGAHENr5hBBDb+IYRQNoq44eKFSTuP3KmnOzqVHW6erhhSvPHB1g5ltbOHMMLPL0LFbXBC5a5QUW6VzioLIvgFwBQ58YfifkxVg5P6ZTFLiPSsEzzYB2jyzoVDR04ysoREb23WdHnM1rfy8qNlL6UsSd5oAp1zjM8bTYAuApXHvRM82vUOaIdS0rD3DAl8wBPVY2YNpqpihTjkTt1sI7MCS5sN+J8XWLHtGFNZx+fb2iBX9eEZ/5UEQofqWI5xK8PAPTXuMJE9tE8rYO0dGXHeZuSvq6pGW49FJvkwVJcSkfvRX1twkfzmwvEYU98wwggtvENI4DYxjeMANJWGb88HseBD+88Ux4a0sEe9/bw4Jr3fPdlrOzLRPOyqw6x8qm8Dmg5Ocvlqx0jXD4/PsuDLwBAs8plyjdc9jgrf+/4btVmvHeZlQ8fvpiVX7LvKdXm3vv3sbIMthAq6vfIb3rV/ay8J6llyk89fAMrXzZ6mpUfPrZdtQnNc1k7PM6z5Lxk2zHV5qd7H2Pljzz4JlaOx7UzUFeSX/v/suu7qs63lq5g5UvTXGfx2Sf5vQEA23p41IxDpwdYebRP33P9Sa5LWKpwPc3Je69VbXa+hN+n2SqXvWcPXqna9O3l95xzWl7/6fH7WPmOaa7L2dMt9CcAivW1axa6Ra+1D3viG0YAsY1vGAHENr5hBBDb+IYRQMh5soQ8X3SlRt1LL3nXmXKlX0fTyW3jyqXB27kSpdmnjX6WLufHUnNawRHJcwOL0pCIpjOjo69SnSvZChNc6ZOc1eFOahmuL03McuXY/LV6/oN3cqVbo5dHbA0vac+euVfy6Lf1pHYKGXyAK62Ko3y9U6f43AAgMs2VY4V9PJJtbkLrg/MTvLzja3xcXwrypjDGOf5Gregavoevv0yR3n1EG8Bkt/N+eh/lhlt1T1afWgc/p3I3n1v/7UcgKVwjjMbENko9oZWt1TGRPjyulbaz1/D5D+3n92W5TxtDrXdi70JQAAAZDUlEQVQIeuQ7n0B+8eSGHlv2xDeMAGIb3zACiG18wwggbZXxkyMTbse/v/VMudahx46UuHjSeZTLefW4Fl9yO3m5kdD9pk/y77iaELXDPEnO6jEhwueu55USj2kdRaVfZNI5xOdb80SpJaGSSCzy+df1MMjt4OV6pzZsSk5x2VWud2raEzFXJDBOzvM2pX5Pm5SMkCE+z+jrseuKSVY++a/jqk5jN1/vepmfT+qQltcjQlUjM/8kL+EGVgCQO80z6HY9zsdparEahQkRYEVkYoov6XXK7hNZead0xzIjcGlU3ByeR3V0aU1XcOpTH0f5lMn4hmF4sI1vGAHENr5hBJC2Oum4VBPNa9feq+4d0IEgeuP8nfUPf3gZKze6dMaVG/cdZOVcXb8Tfngbd8LZPcjHPraoAzQUhZPOb1zxPVb+++7rVZsX9fF38j/o5448V+/kdgkA8NAR/k441xAimiwDeNuLuTPHpckpVedTh25g5VcMcrn6+8d3qTaVApebG9dwufTqMd4HAFzfdYyV//HkNazck9AKlJf38XfjqV94TNWJitS9vSIK5qeGX6vadMT5u/1ijcvRrxk6rNrUtvHrfM/OHax88ih39AGAG6/mDlvTJa40OnBUO3296tInWXlmh7bpuLhrhpXnK9ymY1da75np8lqAla/9jUdZ5cGe+IYRQGzjG0YAsY1vGAFkw41PRAkiupeIfkxEjxHRR1rHdxLRPUR0mIi+QET6paphGFuSzSj3KgBudM7liSgK4AdE9E0AtwL4uHPu80T0lwBuAfAX5+rIOaBaWRsyX9VKuF0ZrrwIVbliq9HUiq6ISBGzUtEWL03RLiS8Kup1jyNJgyt9JivcyaJS104Wy1XuyOPEuAMJkaYFgJMRdhLcOISqem5S8SXLAFCq8O/iUoMruhqe+VOW14l2c2XRYFynf74swRV+2aKImuQZ5446j0z0kYu+oup8ZYlHvkmluOLO129fF1cOTy5xJdv9UR3leDTNo/L0Jrjz0vSKHmehwqM9Vxp8K1FBtzmy0q+OSXYleeTgR8T8e2PasarpSx21ARs+8d0qT9+t0dY/B+BGAF9sHb8NwFue8eiGYVwQNiXjE1GYiB4CMAvgdgBPAVh2zj1tT3gKwNhZ2r6biPYT0f5GzpM4zjCMtrOpje+cazjnrgYwDuB6AJdsdgDn3Kedc9c5564Ld+hkGIZhtJ9n7KRDRB8CUALwfgDDzrk6Eb0MwIedcz99rraJ0Qm3411rTjqVHp0J1EX5fPoeFM41GS3PrFzCHRnIowdITnKZSzrTxJb1d6B0nqlfLeTzJ/UXmYwC3HGYy37FMX3OydN8bJX918PKlcLho0MHBcEhPr9qP59b6oRW8ShVgVjK0rDnmvXysSNTXHdTT+k2mW08w00+q/Uy8SQ31iKhl2kc5M41gCfDrrisoe36V2e1yPUasSmuG0nMeRxuxD0XLvCBUlP6fspdws8n7NEdNDLnzo5LSR1kxhXWTvr0730SleOnnr2TDhENEFF36+8kgDcAOADgTgBvbVW7GYDWzhiGsSXZjFZ/BMBtRBTG6hfFPzjnvk5EjwP4PBF9FMCDAD7zPM7TMIznkA03vnPuYQDXeI4fwaq8bxjGCwyz3DOMANJW7zxqANF19h8NTzSdWhdX4EQLvOyLhkJ13k+koL/PZDQdqvE2YR1kFyHhCFhc5kqrVFHPX0ZOlf0q5ROA+LI7Zx2vsk8YHPmMcRJ5Pr96ireJeBy5olk+l/IA78OFtTJYKuFCKzyMT7ik51Zo8pTdqW3aMKgwx42hQmmu2IqX9Po3uvn84ou8Tjki0pgDIDG9pign57XCrZAT11lco9iyXqfoHL+wIU+2q0aviOxzmt/w9S59zszIzW3OmMee+IYRQGzjG0YAsY1vGAGkvTJ+E4jm1mSfZkzLIy7Ev4tiOS4IubCWF6NZIbsWdL8xIbtK/YL8HNAGPJEVvlwxLZayrCardYTOIueZm6jTiAqdRVnLmJEsX4e6x+4jym1k0EjwdYrmPPK6nEtCzCWnnxXlFNd9dIt1aXj8NpsR3m8xm1B15Ho36vLe0P3q9RdzSej5uxA/53BZ9JHXDlCxrJDXhQ4pntMXJCrWTuqQAKAm+lX3C+n5r5fxPb5aXuyJbxgBxDa+YQQQ2/iGEUDaKuNHKo5lOC0v65fy5R7h7HCUZz6Jdev3sPU4PxYtehxh5rlAFcvxsROL+qVqqMb7cWEuy3ac0kJapYvL3pmT/EV+I6adUTqOcMeRZkzaAui5lXu5g0otrS9l9xE+v2KO18lMaseeaI4fi+bFO/mKHqcoIvN2iXF9upxiPz/HgicycmpaBEtJ8TZdR3zrwusk53mdaG7jWz4kFCbpo1qZUEtxO4Rwlc81c1wHzHDEnabCNa1jCQl7jMwUn0vV46QWqq/1sxkHL8Ce+IYRSGzjG0YAsY1vGAHENr5hBJC2KvcaMcLKjjUlTtmTcrnSJ5Qkk9388x5twJPlWaqUoQQAVDu5Aqo4yMdOdmlFozSwyImMU82YblMVWZGaEa7My+5RTRDPcaVPXRjN+JSVK3uEoU1GW25EivzyloZFxOK4tqxJLvI2uTGhhBvXCqnmKPf2yS5yhWDDo9yr8cxQqF+slWG5JF+7egc/R/J4PJX7+fyk0rPS43HsEXpFEinLEstisgBWdoqoSUrPq5XQuW28DXmMrvK7+DlKRW+1y2Notq6JPJezYU98wwggtvENI4DYxjeMANJWGb8ZBYrr5MxKr5ZXpKxaGhAymicQQbWXG2nU0x5HDOHcUOmTApbH+UHYhzTGuSxb8mTsqfbw+UdEEIp6WsvihWGtt2B9ZjzRWEVk23hGW26UhriRT3mQn1DIY4xTTwqZUugspJwNAIkE77c4IuYa91znIT7/ZFwbQ5XH+bWOx/k45QUte9cyfKzCKO+jOuzxjBHTiywLPce4R5cwwtchVBKOYjI7EoDCBG8TLnnu0xQ/x8KYCISS8UTvqKz14yKbi5ptT3zDCCC28Q0jgNjGN4wA0nYZvzy0Trbu13JpMiEcSwa5kFnr1DJMeog7uVSrWr4qN/l7VRriY5cj+p22zNS7a4Rn8j2cF8IsgESf0APkuRwa6ddRPUtZ8c5XqB9CDa3XGBjiGV6HM9qR5JEFroOQ61Qq60w0deEEUk+K4JX9OkLneC93pDo8zN/jh1JaLt0+tMjKsZAnggQ34UA6yq/Zg4s7VBNK8H6qnfzZNjy2pNrURVbk+TC/54p5j73DCM+qVC4KO5GyDiySHONtSnn90r2nh1+jYpr329Oh7R2yxbWxQtFzZ+I5U29TtQzD+InCNr5hBBDb+IYRQGzjG0YAecZpsp8NnelR99LL3n2mXOvSCpBGkn8XpR+aZGWX1kYzxT29rEx1fU6JGa4UqfbxfqIrWtFINa4oWrmUR13JHNeKrloXV8YkT3AlXHE77wMAUsd5HTSEgqapFTa5fQN83JRWAHY9xc+50suVSckpnTJajuWiXPFVHtbOJ0VhZNV9iK+LNAoCgOx2vk7kuQ0jJX7QiW46j+j1r6f4XMIVfj75Ca1Qk05Q0Sy/7vFJcX0AFC/qEXPlbWKnPZmBdvM20ZxWepYGuONXtMDn5osSHF4XhfnBH/wJcsvPQZpswzB+8rCNbxgBxDa+YQSQ9hrwxEIoTqwFnSj2admvJAJkxBf6WVnKqQCwcBmXi2T2WQCodnJjleIQHzs16wnEIXQFuXH+PdkMe5x0Ovj8m1FuhTJ/hV7y4aqImNvB5yZlTgBYuEw6//gitnJ5vDDM519PagOe5Dx3nlnZwfUw+XEtPpbGuawaKfE2vgzB8pEzf72WdzsO8msig1A48ugbRLCRzuNcRq6lPfPv5xNsRnh5pKjHyW6XmW+FnkO1AEoiArCMNAwAyxfzcvcTwrms1yO+r1N+1PdbtlzDMM6CbXzDCCCb3vhEFCaiB4no663yTiK6h4gOE9EXiMiTGtEwjK3IM5Hx3wPgAICnPRh+H8DHnXOfJ6K/BHALgL84VwehqkNqcu3da6ii3+OHGnxKkdPcAYQqWi5N9/BjiWVPdtNl7vwTElEJE7Oe9/gNkcklLpxeTutMNLUMn39ymr9LT/Xr+cen+TvfSI7PLZzTjj3pKa77qHve46cn+Xtuec6pKd1vZIE7kqQTXA51Ya0LQYifc3qSn7OL+oKf8jb5aX0rZia5fF4RmWMzU3r9yfH5pSf5OUaK+vkkMyfLsrwHV8cWjkgiK05sSqQqBpAR+h7nEcerwg4kM83v26gnwMd6wnpJvGzqiU9E4wDeBOCvW2UCcCOAL7aq3AbgLZsb0jCMC81mf+p/AsD7sOYw2gdg2Tn3tCr2FIAxX0MiejcR7Sei/bW6x1LMMIy2s+HGJ6KfBTDrnLv/fAZwzn3aOXedc+66aCS9cQPDMJ53NiPjvwLAzxPRTQASWJXxPwmgm4giraf+OIDJc/RhGMYWYsON75z7bQC/DQBEdAOA33LOvZOI/hHAWwF8HsDNAL6yUV9UbyA8v6b0SNY8SrgsV240Z3nUm1BJK6Q6k8KYoqr7XT8uAISKXMkWXvGIIQ3eTzI9yOfqcd4IizTe4Uk+/56YVs7QEp9bZFEYqtS1cUvXUT5/mUIaAKKzXGko0z/7lFaoi3N+aoH3mddORollrjSMLnLlXjPuSYfey4/1PaIdkWLCcCm2Ioy7Tun1j2a5AjZU5NquWoeeS2yFK9DCoo3z3HPJGX4sVOJ90Ip20okUeDQmn9K2z/E60Syfi4zaDAChyto6harPfwSe9wO4lYgOY1Xm/8yz6MswjDbyjEx2nXN3Abir9fcRANc/91MyDOP5xiz3DCOAtNVJp9oTxclfWHvrV9O2LAgJO5qu8StZWRpXAEB2lzTA8ETiPckjp1aFqBopatk1XOX9LF3H5bjMwSHVRmb77TzEZbaqJxNQ6EU8DW9iictpMnsuAGRF5t56Rst2qSk+v6qIUJye0plo6sKmKiH0Db4MxzXxsmZ+nzAuyujr0bdvjpVX7hlUdSq7+Hq7Er9dM4d1G2nAIrPnuou1Lqc2w/UCXQd52b1c3xuFCd5vNCv0D8s86AYALO/juprElHb+kRmay0P8nF1Ir2Vsee35XT2+uWe5PfENI4DYxjeMAGIb3zACSFtl/HAV6Dix9s6xOODLKCrk0NNc6C8N+JwAeT9pT6zBWF443IiMMYklXyALfix1mI+dWPC0Edl34jkue6/sUU0wfpfIAtvDzyczqd/jZy8Sl87j8ZE5JQJNjvHv+fiS1gv0TXIheWEfF/rLffqcaRt/b9/7dSEjh/Xcmo/xYKHhN+t38ql7uGwt9SexrJ5LfoKXex8X1/2Yth4ti+AWZaE6mPiO1gvMhHg/JJay56B2+oqKjDz1hJ7/0tXcdqFvP78XSgOeDLvrD20ydq498Q0jgNjGN4wAYhvfMAKIbXzDCCBtVe6hvwa6Zc1w4+ruOVVlusgNbZ7o4W7+lBQWDgBevucJVh6K6+gn3zlxCStPdHMHlbmCNmYpVLlDx59d9TlW/siRn1Ntru8/zspfOnA1K/d0aUXR8qVcgbM8Lxw1Uvqcf2r3w6x8aXpK1fnaFdz46aVdM6z8L6d2qzbhOFfuZee5gm2kXyvh+pP8nBK/xue7O62v80cHH2Hlm564SdX58H/8G1Y+Wetj5U8du1G1qRe5YnHfT51g5Q8Of1u1+XaBh7b9k8dfy8ozV2unr1/YeR8rP5bjKdOfmNfGRe+79Mus/LX5q1SduRK/9m965aOsnJIWbgDuy+488/f8F3V2IR/2xDeMAGIb3zACiG18wwggbc2WmxqacLt/+dYz5dKgJ+PNOJcxR77F5exSv/6uWr6Sy5Sxea26kEEcisPc4iI5o/uVDhP5XVzWS0xrA6Rah3SE4eNmr9UyWv9d3LCj0i0dPvQ6zb+W95NI6/Cq4Xu5vqQwxs85c0Kfc3qK11m6lM+lukPPf+841x1MfnM7K8sst4C2N7r0pidVnQcevIiVw/187MhB7eRSHucXTWbjqXuiv1V6+Dk3k7w89l1tgDTzYr52yoDngB4nPyGcyTwGPPErue6p+iB39qkMaH0D1nU7/bFPonL8pGXLNQxDYxvfMAKIbXzDCCC28Q0jgLQ3TXYUKI6uKTRqg9owpX+ARyctDoo02dyGAwDQOcTTPuUSOn11I84VaDTMI5yW4EnnVeM6ku5tXPGy7EmGTN1cyVYSIW26e/lcAaAwyk9KpryuJ7WuZmSIz2UkrY2WHhzhxiCxEW5oU6pooyUXEmmZ+7ln4ECfjh57iTAMOjTGXeRcVCuxXJwrqfZmZlWdQ9u4B580unpsRbjiAUj1cU/BwjgP89Ts1p6OiQ6uNGw2+XrnxzzrNMENZepVvm6FrE7nXtwu7nfPY3dvzxIrPzLBtZEd/doArNFY6ygU9Sj/PNgT3zACiG18wwggtvENI4C0VcanOhBfWCc/kc5qslDiBgtDC9wyIlTX8u7yKW6oEirp77PkrIiy0uR6gMSiJ/qtEMmWBri8mJzRlimValzU4f0uH9XRV7tEQhtpbCRTMAPA1AmuF5jr8KTfnufrUA5zg5f0nD7nqIhUlDrJb5H5Rq9q8808X8v4Ah/XZ6hS7efX9ctPXanqlES68CeKIrX5aX37VvL8XoiJ1NrlhL43ymU+/2iWX1e5JgDg5kT2oDIfJ+YxuirneL8yWhMAPBIaZ+XwEt8juYbWN1Bl7Zya1XOn0T4z9qZqGYbxE4VtfMMIILbxDSOAtFXGjxaaGLl77T1rpUdHzK128O+invv4O+Jmh3bMSCyJzLcVHT02Mcff1Vb6+djxJW1TQDXeT3yRj915QjusVLpFtpcT/L13ak57iXQe0sEt+Dz0u9lImesKail9KXue5PMr93N5MT3J33kDQKjM16HeyWXZwoi+ZsVBLnf2PcrHbSQ80ZRH+HyrnZ2qTr+IfNwQQ3cf1utf7eL9xnJ87QrDWq8koylHSsKZyXN94lkeoCRc5m1Sp7S9Rmqe36eRkr6u+RE+v+Qi77fmyYq8PnvQvB7Wiz3xDSOA2MY3jABiG98wAohtfMMIIG1V7tUyIUy+ek1BVunVRg6NTu5E0YwOs7KMTgMAK5dzhVSopBUgiRmumCsPCsXdgnbsCQl/jtLl3DEjd1Q79lRFNJfMUa7Qye3RTiLFQa4ocuLrOKSD62Dleq7YSnaUVZ2pId5veZiPnTqhFaUx4YNTEfZGpXGtBO0Y4sqvqV7uvCSVcgBQ7+Nz6R7Uzj+LWWEYJCIsT45royUZASm2wpVllSG9/hC3VFgY2nT3a6OrxauEYVmZX7SOo9qBK7tHtKno7dcc49dxaZ4rV5udnvmvcxCq3b25iFr2xDeMAGIb3zACiG18wwggbY2yS0RzAI4D6Acw37aBnx0vpLkCL6z5vpDmCrww5rvdOTewUaW2bvwzgxLtd85d1/aBz4MX0lyBF9Z8X0hzBV548z0X9lPfMAKIbXzDCCAXauN/+gKNez68kOYKvLDm+0KaK/DCm+9ZuSAyvmEYFxb7qW8YAcQ2vmEEkLZufCJ6IxE9QUSHiegD7Rx7MxDRZ4lologeXXesl4huJ6JDrf+14fYFgIgmiOhOInqciB4jove0jm/V+SaI6F4i+nFrvh9pHd9JRPe07okvEJHHsv/CQERhInqQiL7eKm/ZuT5T2rbxiSgM4M8A/AyAywC8nYgua9f4m+RvALxRHPsAgDucc3sA3NEqbwXqAH7TOXcZgJcC+M+t9dyq860AuNE5dxWAqwG8kYheCuD3AXzcObcbwBKAWy7gHCXvAbA+4fVWnuszop1P/OsBHHbOHXHOVQF8HsCb2zj+hjjnvgdgURx+M4DbWn/fBuAtbZ3UWXDOTTvnHmj9ncPqDTqGrTtf55x7OjBUtPXPAbgRwBdbx7fMfIloHMCbAPx1q0zYonM9H9q58ccAnFxXPtU6ttUZcs5Nt/4+DWDoQk7GBxHtAHANgHuwhefb+un8EIBZALcDeArAsnPuaV/TrXRPfALA+wA87Uvbh60712eMKfeeAW713eeWev9JRBkA/wTgvc45ljlzq83XOddwzl0NYByrvwAvucBT8kJEPwtg1jl3/4Wey/NFOwNxTAJYn950vHVsqzNDRCPOuWkiGsHq02pLQERRrG76v3fOfal1eMvO92mcc8tEdCeAlwHoJqJI60m6Ve6JVwD4eSK6CUACQCeAT2JrzvW8aOcT/z4Ae1qa0RiAXwbw1TaOf758FcDNrb9vBvCVCziXM7Rkzs8AOOCc++N1H23V+Q4QUXfr7ySAN2BVL3EngLe2qm2J+Trnfts5N+6c24HV+/T/OefeiS041/PGOde2fwBuAvAkVmW732nn2Juc3+cATAOoYVWGuwWrst0dAA4B+C6A3gs9z9ZcX4nVn/EPA3io9e+mLTzfKwE82JrvowA+1Dq+C8C9AA4D+EcA8Qs9VzHvGwB8/YUw12fyz0x2DSOAmHLPMAKIbXzDCCC28Q0jgNjGN4wAYhvfMAKIbXzDCCC28Q0jgPx/DngnQ4GvdU8AAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7ff748402c88>"
+ "<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
@@ -159,7 +160,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.text.Text at 0x7ff7482661d0>"
+ "Text(0.5,1,'OT matrix with samples')"
]
},
"execution_count": 5,
@@ -168,9 +169,9 @@
},
{
"data": {
- "image/png": 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+ "image/png": "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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7ff74a486128>"
+ "<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
@@ -178,9 +179,9 @@
},
{
"data": {
- "image/png": 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meOR7L8bq1bwXHh6cmbTbHY/NvzRicijg9YJt0fL//o+hSo1tygGgdPo8iHkG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7t5E0KLjUUrP38eQvrkJ32X6Hl5eLslJby+c2f7TTdaE/yjj0xNFM1mmTePcWVkQC4BAbx/yRK8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\nAKOf94eua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cs6b1nWuwM9lu5gWVaOZVmXLcu6YFnWoO/4Y1nWWMuy3rYs65plWVcty1rT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\n",
+ "image/png": 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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7ff7482bb320>"
+ "<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
@@ -222,9 +223,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7ff778595748>"
+ "<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
@@ -232,9 +233,9 @@
},
{
"data": {
- "image/png": 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GhtNx2Qt01tEBusaXX1LHkZVFjtjiYrLSMzKog+uuHbg81tEB0v6//546ypEj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\ngL25GVlePI4xgpdfb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JAGAymXrem0ymXnp/X7fEvu+llHjttdcwderUXp9Pnz4d8+fPx3vvvYcrrrgCTz31FJYuXTroNZxtOHgQWL8eCA4Gli0DRo8e3nEOB7BzJ4+fWmXD5I989HhNM8jdwFmDk7bYhRCRAC4G8A8AkFI6pJTNJ9vu6caBAwd66cU7d+7E+PHjMXXqVJSVlaG4uBgA8Pzzz2Px4sUAqLEXFBQAAF577bUB2162bBmeeuqpHmJtbGzE1KlTUVdX10PsTqcTe/fuPebYkpISzJ8/Hw888ADi4uJQUVGBlpYWjB07FiaTCc8//3yPJX88eOWVV+DxeFBSUoLS0tJjCHz58uV44oknIL2j5o4dOwAApaWlmDhxIn784x/jmmuuwe7du4/73GcSe/ZQEo+IoKUeF6fP/AZDezst9eJiYHq1DXMfs0BYh6HHGzBwBjASUswEAHUA/iWE2CGEeEYIcYy5KoT4nhBimxBiW11d3QiclrjvvpFpp729HbfeeitmzJiBzMxM7Nu3D/fffz+CgoLwr3/9C1/72teQkZEBk8mEO+64w3vu+3DnnXdi7ty5MJvNA7b93e9+F8nJycjMzERWVhZefPFFBAQE4NVXX8XPf/5zZGVlYebMmT2LoL64++67kZGRgfT0dFx44YXIysrCD37wAzz33HPIyspCYWHhkLOD/pCcnIx58+ZhxYoVePLJJ3tZ/QCQm5sLp9OJzMxMpKWlITc3FwBgtVqRnp6OmTNnYs+ePfjWt7513Oc+E5AS2LYN2LgRiI0Fli8HoqIA0xD/ACmB+nrgiy+Aw4eBMWOAjK58krqy0DWN5J6ff+ovxICBYeCka54KIeYC+BzAQinlFiHE4wBapZS5Ax0zd+5c2bfQxv79+zF9+vST6ouB4eG2227DVVddhRtuuOGUtH+2fZdSktD37QMSEoCLLwZCQgC/IYRItxs4ehSorASOHAFGjQIuuIDHGjBwJiCEKJBSzh1qv5Gw2CsBVEopVTTPqwBmj0C7BgycNDweYN06kvqECcDixdTWhyL17m5a6FVVQG0tEB0NzJs3DFI3fNwNnAU46cVTKWW1EKJCCDFVSnkAwCUA9g11nIEzh2efffZMd+G0wOkE/vtfWtzTpwOzZwP+/nwMhtZWoLqagUv19UBYGI8NCxvGSVXOGSXVKB93q3VErsmAgeFgpLxifgTgBa9HTCmAb49QuwYMnBC6uoAPPiAxZ2UBGRm00gcjdSmBujqgsZEeMA0NQFAQMGsWEBk5zBNrGjxrrHBdZ0H1tTlIfs/IOWPg9GNEiF1KuRPAkLqPAQOnAx0d9FFvbaUBPXUqF0n9/Qf2gHG5KLvY7dy3ro4DQUYGtfXhwuUC1ksNo5fkIPO5VXSHNEjdwGnGOZ9SwIABX7S0AG+9RffEhQspwQhBkh6I1Lu6qKd3dlJ/r6ri5zNm0B1yuHA4gLVrAc/HNkz/ZBg5ZwwYOEUw0vYaOG9QVwd8+CEXTC++GEhKorzi7w8M5I3a0kI93c+Pvu1FRfSGmTYNiI8f/rntduCjj4Dgz21Y8qQF/q9b9aAlX83dgIHTAIPYvWhoaMAll1wCAKiurobZbEac11zbunUrAgICRvyc27dvR21tLS6//PIRb/t44HK5EBsbi+bmcy6urAdVVbSW/fzIn2PGkOAHInUp6e3S1ERPl+BgoLCQpD5lCt0ih1szpLmZnjd2OzDfka+TOtDbx90gdgOnCecmsa9eTfHU949is/HP0ye3x3ARExODnTt3AmB2xrCwMNx1113DPt7tdg8apNQftm/fjj179pxxYj/XcegQv/7gYP4kYmJI0H5+/QcguVz0S+/spBujnx+wfz+llEmTgMTE4ZN6bS3w6ac8dsECIP6b/fz+jHQDBk4zzk2N/TSXMfvKV76COXPmIC0tDc888wwAWrlRUVH4yU9+gszMTGzduhVvv/02pk6dijlz5uBHP/oRrr32WgCMar3tttt6UuC+88476OzsxAMPPIAXXngBM2fOxKuvvtrrnF988QWys7N70uOWlpYO2Zef/vSnSEtLw/Lly7FlyxYsXrwYEydOxPvvvw8AeOaZZ3Dddddh8eLFSE1NxYMPPtjv9f72t7/FvHnzkJmZiQceeAAA0NbWhhUrViArKwvp6enH9PdMYf9+WsthYcz7EhtLUjeb+ehL0J2dQFkZ/dQTEmjR79/P9xMmUL4ZKhoVoMV/5Ah/em43sGgRBwUDBs4KDCcF5Eg/RiRt77p1TJeaO/JpU++77z752GOP9bxvaGiQUjJd7vTp02VjY6N0Op0SgHzttdd6tiUmJsqysjLp8XjkDTfcIK+55hoppZR33323fOmll6SUUjY2NsrU1FTZ2dkpn3766Z5Uun1xxx13yDVr1kgppezq6upJ0ztYX9auXSullPKqq66Sl19+uXQ6nXLbtm09aX2ffvppmZCQIBsbG2V7e7ucPn263LFjh3Q6nTIyMlJKKeV7770nc3JypMfjkW63Wy5fvlxu3LhRrlmzRt5xxx09/Wtubh7w/p2OtL0ej5Tbt0v59NNSvv66lI2NUjqdUnZ2SulwcHtfNDZKWVgoZUmJlF1dfL9pE386xcU8frjnLi6W8qWXpHzlFab/HTYe7ZMe+NFHpfz973unBx4kXbCBLzdwOtP2nhFoGtOlrjr1aVP/+Mc/IisrCwsWLEBlZWVPwYqAgABcd911AIB9+/Zh6tSpGD9+PIQQuPnmm3uOX7t2LR566CHMnDkTmqb1pMAdDBdeeCEefPBBrF69GhUVFT25XAbqS3BwMJYtWwaAKXqXLFkCPz+/Y9L1Ll++HKNGjUJoaCiuvfZabNiwodd5165diw8++ACzZs3C7NmzUVxcjKKiImRmZuLDDz/EPffcg40bNyJy2I7dIw8pgc8/BwoKqKVfeikXPt1uWtt9LXWPh6kBamqA0FBg/Hha7gcO0CNm3Dha6kNFo6q29u8Htm4FAgOBJUvYh2Gj72zTzw+46y795EbRDgMjgHNTYwf4B8g79WlTP/roI3z66af4/PPPERwcjIsuuqgnRW9wcPAx6W77g5QSb775Jib1masPltf9lltuwYIFC/Dee+/h8ssvxz//+U84HI4B++K7uHuy6Xp/9atf4X/+53+O6dO2bdvw/vvv45577sGKFSvwi1/8YshrH2m43cBnnzF17vjxdGkMDmaUqXJr9JVSnE5KJl1dlGliYugJo0g9MZGkPtTauJQ89xdfkNjDwym/REUd5wV4F1NdX7XA8Z0chDyXB/fq38Gz6hF0ljcj4gUjoMnAyePctNh9w7RPcdrUlpYWREdHIzg4GHv37kX+ABn8ZsyYgQMHDqCiogJSSrz88ss921QKXAWVAjc8PBxtbW39tldaWorJkyfjzjvvxFVXXYXdu3cPuy+DYe3atWhubobdbsdbb72FhQsX9tq+fPly/OMf/0BHRwcAoLKyEvX19Thy5AjCwsJwyy234Gc/+xm2b99+3Oc+WTidwMcfk9RTU+nS6EvqfS11u516usNBqzw2lqReVERNfexYEnufxJbHQEqeo6CAnjPR0cw5c9ykDg4OGwM07F+Sg5Dfr4Lr9hx8lPFTFC7JQcTjRtEOAyODc5PY8/N7WzWnMG3qlVdeCbvdjhkzZuBXv/oV5s+f3+9+ISEh+Mtf/oJLL70Uc+fORVRUVI9ccd9996GjowMZGRlIS0vD/d4qIUuXLsWuXbswa9asYxYjX3zxRaSlpWHmzJkoKirCN7/5zWH3ZTBkZ2fjmmuuQVZWFm6++WbMnDmz1/YrrrgCN9xwAy644AJkZGTAYrGgvb0du3bt6lnMffjhh0+7td7VRR/18nIgPZ0eKIGB9HABSOomk07sjY2skuTnB6SkcHG1uVkn9dGjuXg6VMZjKXnurVuB0lIODosWUfo5XnR2AiXfX42gv/0BU9floeOnuXD/NQ8pj/0AMz78/dlXRNtIaHbuYjhC/Eg/RrLm6dmEtrY2KaWUHo9H3n777fLPf/7zGe5Rbwy2WDuSGOnvsr1dytdeY23S/Hwpu7u5gNndzUVQl0tfLHW7pTxyRMr9+6WsrOR7KaVsapJyyxYpN2zgNm/52EHh8UjZ2iqlzSbliy/yuZ8Sr8NCW+6jcsOqdbLgG7+XHiFkyQ9/L9flrpN1qRdIDyBlTg53VE4B/TkDeLdVPr+O1zvYviMBb/vdH66TDsdpOJ+BIYFhLp6euxr7WYi8vDy88MIL6O7uxty5c3H77bef6S6d82huZuBRRwfXE6dPpxXucnEhU2nqQlByOXKEz3Fx1NMByi8HD/KYmBha64PJKKpEQWMjS+HV1VHKyc4eWrbpr63ycqDMlI35qy1oX3Y9dn7zd5j+zG+Q5HHBLDwQOTmcVgCDBjS5FmnY+0srpuZYUPtZDuJfP8V6vKahIc+K0BssqLomBxP/Y+j/5wpOutDGicAotHF+Y6S+y7o6huk7HCTVKVNI5E6nTupCkNjb2+n5AvSWWJSm7nYzQ2NsLB8DrXmrv0NNDbB7NyNTk5OBOXOGXmDtC5eLC62FhfSXH19qw9RcCwrm5eCCTb+Hv8NO+cUbKzAY2tupgtTXA0vW/RoT/r1q2Mf2iyGC/Dwerils2wZc8MGvMeudkzyfgRHB6Sy0MWI4E4OMgZHFSH2HVVXAf/5DQl6wgBkafS1134XS+nrmXPf3p+Hbl9Q9Hlroo0YNTerKwt65k9khJ04E5s49flLv7CQx7tvHlAVdXcB7dg35c3OwaP0q+JnlsJOE1dQA77/PNMIXOW2Y8OEIJBgbJMivtRV4+21yfEa9DVmbjIRm5xrOGikmKCgIDQ0NiImJGZYLoYGzD1JKNDQ0HFM/9Xhx6BDD9AMCWIouOZlE7nbrvuomEwm7uprWbGQkk3YpV0clv0jJhc7ISEow/f201Fjk8fDcRUUk4okTgczM4fm3+7bV1ATs2sUZR2AgM0c2NgLJJTYs2PZnyOBgiICAIZOEud1ASQkXbgFgeYANY+/22fdkEox5JR/P1yxo+FoO4l7Ng3zZiqIEDZte4wB6sduGtD9bIF4xEpqdazhriH3cuHGorKzESBa6NnD6ERQUhHHjxp3w8YWFDD4KDQXmz6e2rUjc5dLdGh0OWvVOJwndN2d6SwtQXKyTeng4Sb2/VAGK1F0uHlNSQkJNTdX1/OHC46HGv28f+9DdTc8cux2YUGaD5Q0LzDffCPGNm3iAIsl+NHWHg4PD3r28F5oGxP5zEG+wEyDa0vEaOi7OQcaTq9B1dy4+c2so+5SDYGYmMOm1QYp2G8R+VuOs0dgNfLkhJYlsxw7KJvPnM6JTkbpvAFJ7Oy11k4l6um8d0r6kHhxMf/X+CFr99Lu7ad2rAN1Jkyj9DDenm5QcGEpLOTC0tFDGaWkhQQcEADdVrEbiNdkwXzp44jopuVC8dSst/fh4RreOZAFt929Xo2RUNsrKgMV/taDlGzmIeu7PKJl7I2pXPYXkZN6zk5x4GTgFGK7GftZY7Aa+vJCSRLZ3L4lszhw+C6GTJkCira+n1hwSwuAiX8JWpA7Q6gwMZDuDkbrdTulF+bxPmkRrfTiJwFQ7qo3ycvatvZ1SjtPJwWXpUiBh2kqY+/ajT7S0283r27qV0k1qKqWo45k1DAW7HTgQkI20/3ctJgiBvQ++gaoq4FI8jik7XsaoqpsQOU8bOVI/BZlYDQwNg9gNnFG43cCGDbR0k5JYnzQuTid1p5P7mUxcILXbKbso4ldobSWpC0Hpxd+f8kvfRU/fCWprKy31o0c5CEyaRF19uNkdpSQBFxfTuq6vp4XudnMwiosDLrmEqQ+GImenk9dXUMBBYdYsIC1t+LOG4aC2lnzaNFpDzOKbEL9+DRz/sWHZljw0/etNeDxATGk+/INHUGYxinufERjEbuCMwenk/7yigqSakcFw/b6k7nRST3e7Kb30zT+mCFoIbjOZSOp9rU5fUm9o4GBSW8v9Jk8mAQ+X1N1uDgilpVxwbWnRyd7j4SB18cVcIxiMnD0eEnlpKfPQmEzMf5OSMvyc8EPB5aLMtHcvB8aQEOClJU/hIkc8Fv5nFVrvzIV9vob4eIwsqQOApsH5ghXyOgtMP8iB39OGL/zpgEHsBs4yDwOTAAAgAElEQVQIurroo15byzJ0M2b0XgB1uXS9uaZGd2XsS9bKUjebdcKPiztWk1akLiX1+cOHdUknNZVEPBSR+mryhw9zYDh0iANPQAA/F4KD1IIFnFUMRuouF9DWxkGpqIhpDxYuPL46q0Oho4NtHzrEwaitja+nHLFh3vY8tN6Zi9Dn8xB4uYbAlJEn2/Z24D9tGiYuysGsR4zi3qcLZ5Ufu4EvB9rbmfelro55X9LSjiV1pTdXV5N8ByN1k4nHS8nI0rAwfR9lRQO0jisqaL02NtLbZNq04ZO6lOx7YSElk4MH2c+QEJK6yUTLf9GiwUnd4+H+9fVcMC4qon/90qUjR+oeD+/vjh2cDTgcvPb6eiCr0Ybr1ljQ8ncrGn/yAJz/tiLwFh+f9hHKEVNTA7zzDhCyxYaMjYYv/OmEQewGTiuam0nqLS3AzJkkVt/wfrebpFdVReKOiek/V7ovqatSeKNG9U7O5Su9KB/18nIeGxbGcw+ntqmSXhoaSOhbtpA0AwJI6u3tfJ2ezsXOmJiBSd3t5mylupqkW1XFQWvJkhNLLNYfurt5nbt3s59NTRzM3G4Oost2Pob2H96L9myNktUKDbj3XuCxx9jASVYok5KD1dq1QMxuGy77hwV+r536TKwGdBhSjIHThro6pt11OoHZs1mKzte6VlJBdTXJNiGBZNeXeH1JPS6ORBkV1XuA8CV1p5OySV0d9w0JIamrRdqBoNpQGv/27fRTVwu0bjeljvBw+rxPn84+DFQ82+ViRGpNDX3dOztJtDNmUGoaCQ+S1lb29dAh3kuViz4yUl+QbXXcjVF3WBB4wSwEpXgXNB95RF/Q9MkZX3N9DhLfGr4u7nRyQNmzh66mCwPyYX7V8IU/3TCI3cBpwZEjwCef8PXcuYwm9U2Z6/HQIq6ro+SSkMDnvsTb1qZr6qNHczEwIkJfdAV6k3pXF0m9sbE3qcfEDE3qKmXvgQMk9Y4OklVgoO7OGBVFS33CBL7ub/HV7ea+djtJ98ABtj13Lo/rGQi8lrJnjRWmS47Pg8RXuiov532sr+c1JiXp97ylBejO1hD6POWXmq8em0zM4wEKwjT4X5SDmf9YBfcvcmEeBgm3tTEVQ2kp74WmAaEWo7j3mYBB7AZOOQ4dAjZupFU6cyaJxndxU0VstrTQ+k1I0BN8+UItNJrN1LA7OmjxK5L2JXQh9IXC5mZqzGFhulU9VBIwj4fHbdnCNoTQj+vo0PPPpKfzegYidZeL51aWdHExB4fZsxkE1OsYTUP7P63wv96C9m/mIMY6PEu5q4uzgJoaukweOcLZQEAANf+ZMznwqWjYuDigYrKG7otzkPF3Rp0Gec/hcLBCVfd/bLjkkzy47s2F39/zgEsHJ+OjR+l1U1XFwLKLLho6172BUweD2A2cUqj6oGFhJJi+FYscDnqYdHXRAo+N7V0wQ8GX1MeO5fvgYH3/vqTe2Mh229tpLStNPTJyaFJ3Omn1btzI84SFcVByudhPIXjetDTd/bIvqasUCN3dJNTyci5eRkXRevadYShUVQGfdmiYsTQHmX8b2oNESg4+DQ0k1rIyWuxScr1hyhTKPKrISHc3B87NmwH3RzYs+ZjFPkL/lQes0NA2V8P69YDfZzYs+7sFptesjJRdNnCOGI+Hg9WhQ5whJCXRI8iIWj2zMIjdwCmBShGwaxfJLDOTJOgtxQqAlm9FBWWE5OSBFw8Vqfv56aQeFMSBwGw+ltRrami12u0cOCIimCIgPHzwJGAqirSggAMSQOvW5dItbyE4W5g6lc/9kbqSXrq6SKilpSS9hATq3KGhx/Zj/36myB130Ib0T4eu5et00lW0vZ0D2MGDvJ+BgbwvqakMtgoO1km9u5szkKidNix90gLxqhWByzS4V2jADRYU/NCKxokaljny4fe6FWLp4Lq486HVODw6G8WJGtrauAg8326D35+NqNIzDYPYDYw4pCSBHDhAYkxLIyH7RoE2NtLK9PMjAflaeL6k50vqiYmUNAIC2G5fUgc4UNTWklQdDhLv1Km0WofK7FhTw6ySjY3cPyKCxKkiSf38SM4TJpDUw8N7k7qy0t1uDhCNjex7ZyclkRkzSLy+/fB4eK+KioDJFTYs+JsFJrXY2E82RTX41Nbyed8+EjvAWUBcHC11leuluZmEX15OmSYwEMiW+fB/g206HEDFBA2H7rAipigfC2/RMPZbK4+9V30GmIYGoHZUNibeZUHVT60YdZmGeR02mL9uRJWeDTCSgBkYUagUAWVlJGJFMv7+3K5S7So/8nHjersyDkTq48bxvYoq9R0khGC7yj9dWctRUTx/SMixpN7Xa2bnTs4uPB5qxC4XiRPgAOHnR5khOZmk3negUOTvcnEwUJGtbjcloEmT9Hug0N3N9dGaGl7fkq2rYb5g8OIXDQ16krGCAroyKkkqOlqXmxSpHz1KqcRu56C0aBG3eTz8rLiYEa8hIXTVTEwc/PtV+eorK/l9hG+zYe5jFhRfmoMZn+TpKX4NnBIYScAMnHaoFAFVVbTCJ04kSSriVqXr7Ha9RJ3Sx4UYmtSVtt2X1J1OarytrbqfeHQ05Yjg4MFJvb6eA1F1Nck6Pp6EqLJJdnezjZQUXsvo0b2lFOXj7nLxmLY2eqSUlrLvs2fri8G+aGriverooCU/dy4gLhnYg8Th4ACgUgHv3Mn7GR+vewWpQSwoiAPAvn283wEBellBdb/sdhJ6WRmPVf73Q32/RUW8P0rmqkzVELokBzNfXwXHz3MRYJD6WQGD2A2MCLq66KPe0EDpIzmZRKhc+To6eud7UTJGf6Te3q6TelISjwVIQH0lG5VnpaOD7+12kv/kyf27S/pKL7t300rv7uZ5AgNJysrDRi02TpzIc8fH97b+VTphFUna2kryrajQF4v7C1YqLwc2beJx2dm0sgeClBws6us5eOzYQTL29+c1qgyWycl8HRzM9pV75ujR9FCJitLz0nR0sJ2aGn4Xc+cOHRzV1kZpzeHgNXd08HpH77Vhxid5kL/KRcCTecDy43BlNDI/njIYxG7gpNHezrwvbW20ChMT9ZB6lQFRRWqOGUPCVWTXl3gVqfv701K32zkYREXp7nPqmI4OWupdXfqxo0dT9uirZfta6c3N9HiprmZfJkygDl5Xp1dqcjpJyikp9DCJielN6kpLV5Gyzc20jmtruW9m5rELqx4Prehdu3gvFi0aXPpQvultbXxs3szn6GgSstnMezR6NO9XYCAJe98+njczk9ky/f113b+tjaTf2sqBISNjaLfE6mre58QXV6NpUjYqEzS0t3Oh95K/XQvz128CVj0ALB3Ye6ZfGJkfTxkMYjdwUmhqoqXe1UWSiI/XS9R5PNR4lctgTAyt8L4WrCJLX0t93DgSpstFq1lZlGrf5mZapkoy8SX1gID+SV1Kkt6OHWx7zBiSZF0dj1cEqCQO5anjS+pqgdTj0SNPW1u5gNnaSst/xgxazr6k7nTqPvFRUSR130hZX6jAqNpa9qWsTNf/U1N5LwMCeK7wcN4vt5vfQ1UV2124UE+XoBaSGxr0GUpaGqWb4OCBv1u3m7Oh2lqep3FiNqb92oLK71khszVcWL4GZrMAbvJWhDreqFJNg/1ZK8zXWtB807GBUgZOHAaxGzhh1NbSyPJ4aBmOHq3XFXU4uMDmdNJTIzycx/gWoQYGJnWHgwQUGqonCFP71tXROlaE3dHBBdoJE0jO/UWgtrbSSq+poWU7eTLJsbqa5wkM1HOpJybqQVSxsbpOr7R0lR6gtZX9VrOGqVMp2/SdLbS3U8evq2PbF1wwcEUkFRjV1MR+qTQGwcEcMITgayUdCaHnWe/q4j246CLuo9YbXC4OsHv2cLCZOZMzEV/X077o7KT00tHBQa60FCgP11B5uxWX/t2CkkM5CPnkdeCNN3oT8XFElRYXA1uaNWRoOcj8u5H5cSRhELuBE0JlJSMUzWaSemysnnulrY1EYjKRpJU3SN9o0v5IPSmJg0FnJ8kvOlrfV0papKosrsejk3pKSu/2fa30AwdopTudHHhiYkh4R46wjcBAyhRC6IukgYE6qavc8CrXuookVZGtUup++r6zBSnZ102b2M+pU0mqfYt/qH1dLu5vt/O5oICv4+NJ2B6PXrRbBUwVFfHeBQSwnKAqzqHuoZT0zikp4bWkpXFw6a8PCvb76Z/ePUdDcjIXaj0f25B1JB+lN6zEgZIcZL3OPO4RJ0DEDgdlpbIyYHypDemfDe23b+D4YBC7geNGaSnJKjiYIfXR0SRBgITU0KDXGlXyha8lDQxM6kreCAoiASs5w+Oh9NLUxH27u0nOiYkskKFmAr5Wens7CeToUd21MiCAnzc1sW1VQzUwkOePi9NJXbkFKitdLT6q48vL2V5mJvvqe40eD+/T9u18PWvWwHVUlW96XR3JWJG1EL1TIKiAqLC/rUbjpGwURGhoaOCMZpHLhtEf5EOmr4Tdri/qqjD/2FhKL2pQ6A8qrXFbTDam/dKCyj9Ysa5QQ0SBDSuetWDTnVZE7bRhmi0P3StzEfHPPOCaYRLx6tWQc7NRPV3Dpk28hwu3/AGTnvs1xLvvDOi3b+DEYBC7gePC/v2c9kdFkXSio/nweEggHR3cFh+va9F9SV2ho0NPE5CUxH3b2kiWsbE6CbpctIwVAXd0kLiUZNKX1JWVum0bj01MpPVvNnMhV51DeZyEhlJPj45m+zExfFb9B/jc3q4HB1VXU3/PyOCz72zB5aLHTVER25k9m/0cKEFYU5Muv+zerQdITZvGdv399VmE0wkcis3GlB9bEJJjReRlGua02hCZY4HnJSvsHbr+v307B9mkJFr8KqirP28U139taPgwH5XXr0Tccg2FsGLijyyYNC8Hc7flYcOPrHC7AC2PAVR+yzTgci8RX389dXZN09sGdO8Wmw2egyVwP/IYvrjDiq50Ddd88H1Evfkc8PDDvUl84kRgzRrDU+YkMWL52IUQZiHEDiHEuyPVpoGzB1JSzsjP1/OkxMaSBLu7Oa2220lAY8aQWDye/pN5qURaRUXcPn68TrL+/iQgX9/34mI9s2J7u07Wyck6+fvq7TYbLfXgYFqpKpiopkZvx+1mW5GRXJBUZB4TQ9L3JXWnk6Tb2UmLtqaGA9esWTxeDVxScp+NG1mMIzKSeVP6K7mn3Cmrqki+xcXA55+T4MeO5YAREMC1iaQkvm5uJllvj9Sw6U4rluRZMPedXyPyexY4nreiPZtk2NXFGVVLC69/0iQ9/YIQOCbfuv09G6TFgvoJ2Rg/nn1/t0PD9nk5uMi2Ck1JWZASmN6eD//XvaSuyFZ5sFgs8HxsQ3dmNnDttZDXXQdkZ0Ous8HzNQu2TrwJ/73dikV/sWDeu79G1AdrOCWaNYvHK4+YG28EXn8dsNngcOC4c8EbIEbSYr8TwH4AI1QuwMDZAhX2fvAgSWfSJFq3UVHUmqurSVzJyTpput0kkr6E1pfUk5N1UlepeJVUYLfTUne59JwnACWVhITebUvJfZWVrtIUdHfrWreUtNztdhJwTIy+2Onvr8spLldvX/bWVj0Iym6n9ZuSwj75DixNTbxPTU0ceLKy+vd8UdZ/fT3Jd+9e3R10yhTeW1VAJCKCfais5OApJT87OE5D5KIczHmcgUFdC7SexeBdu3j8tGm8n6q9ngHW673ivsGCqqtzMObNPJQ+YkXYCg01P1uNtvBsjDcBc7flYdc1uZjx4R9wye+vgOnD9491S/RKKParb4L5egvKLs/BZI+A2y1hf9OG8Ofz8Mn/WnEwWkPm1tWoylyB1DX6Qqnn2uvQnTEXwQd29bTnypgFz3UWHF6Rg8kf5UEMJM0YfvADYkSIXQgxDsCVAB4C8NORaNPA2QG3m4uk5eW0PJOSaKmHh1OSaGwkWaroSuU5YjL179Y4kKUuBC11ReqtrSQy5QXS2Mj2EhI4I/CdBdjtzCBZWUkrOSWFxO1wsC8NDWzX31+PTh09mp4xJhOJXfmcu91sWxXF6OggsZaW8rMZM/Q8LL5ZJSsraU13dXEGMH167yIiQO9KTK2tvKcHD+rpD8aN473099fTMLS00Jqvq6NkpGq2ppTZkLWZWrf/M3kIvUTD/jEaiovZxoQJHBhGjTo2AMztBvKDNSSNzkLSs6tw9PZcOC/SYPsAmNzmB8trKyADg2D78RsICQbM6x6HyQO4r74WRy13Ytzbvd0Sy8uBzzs0TNNykGldhd3X5sLPDMz48yrsujoXJcka/M1AYJgfJr71bzhuvAV+f8tDgysKo7ocCN74MeSvciE0DY2NwIZODRO0HGSsWQX5q0E8ZbwzD/dLVtTM0JBwwPCDVxgpi/1PAFYCCB+h9gycBXA4gPXrSSSTJ5NU1aJiRQUJddQo3cVRLTSqRUlAt3z7knpKiq6pS6kvWgIkvspK7hcQQMvW318PfPJtt6yM3iMOBwk1MpKWvTpfe7u+CNrSwmPHjCHxSclz+pKfCrlva2ObKgjKbKZqMGoUj1Gk7vFQuigsZNtpaXrUqy9UdGptLfuxfz9fqzTE8fG81uBgXqdKZ6xcKePjuX9HB5BWa8Oif1pgf44FOcRSDcJiQdNPrIheovXkh1eLrr6k3tBA10vYbJhdlg93UAjiXnwcmwM1zN+yBtO/WIPazEsRu/8zjNlnQ8b6x4Ebb8KezJsQ+9RDGPfPVczRrmmQkoPZgQNA3B4bpqzLw66rczFj7Z8hpcSOr+Ri2ro8VE/XGIn7wSOov+d3CP/LIyhJW4HJj/wM7sBQdPw0FyFP5qF6hoYN/hpG7bRh+if0lBF5eQx86o/cVf76r1pQr+VgzIY8mIxcNQBGgNiFEFcBqJVSFgghlgyy3/cAfA8AkpOTT/a0Bk4xOjsZ8NLcTOszLo4Pk4mE43aTkCIjub9y1xOid14UX+3bl9RVYWiPh5alCpSprtYjQs1mknpAAK3ZuDgeZzKR7LZu5QATEUHS7eykZS+EXlQiPJyfq7qk8fE8v9OpW+pC8FyKfNva9IpOlZW0lDMy9MAgReoOB10BDx/mPlOnchbi63WiyL+1le2pCkpdXeybimpVBbnj43kNJSW8DwEBJPrSUj2hWHZdPjqftSLgMg1OJ/CZnwb/n1gxoT4f7vEa4p9bjcCLskn4XlJ33/59tLQAH17zFELzbVjxTwua7rwPjt0HEGd7GVc9eSUgOCIXLP4ZxsTPxry3V8ETFIKtE29CRw0wpXIXSf3pPHQt0vCpWUNtLTBmvw0X/cWCz35oRVAQIP/7OCQEamdoaMjQoP3VAlx3PUoetmJjgIa0i5qR/cEquP0DIb/+DeCBB1A6XUPi9y1Ivf5epL/zCMyvDZzhUuHwYWBTu4Y0LQeZbxl+8L446eyOQohHANwCwAUgCNTYX5dSfnOgY4zsjmc32tpI6ipBlSKc7m4uHKoUusoqVX7eQP+udHZ7b/kFYNsuF4k1IoJtVFToHiGKWJUbovJnVwPLtm3sT2oqBxjlKiilbpkHB+sEr8rtqeAntTCpiFoF87S389gjR9hmXBwJW0kkvveooID7qARciYm95Sdf3/SmJhL60aNsJzKS51eVl8aM4WeHDpHEVeoAs5lSh/KumTiR9zE4WNf0HQ7OEtRAEb7NBtxo6dGm2962Iejr10J6BP6T8wbG1+Yjbqwfop96BK9ZrEgssmHxp6tQMeUSbFv+S6x4+jqY3Q6YzAJukx/2fvU+ZLz7CAtSaxrqrDZE3G7Bp/9rRW2ahqlvr0ZLajaaZmpIeWU1asdnI8AfGF2eD9PPV2LcQRvqP8jHJ/NXIma3DZf/y4KuKVmIPJiP1ufexP4xGsrKgJRDNsxe9xgCfnH3oLq5280Bdd8+pjW4+K8WmP83h37wKvL1PNXeh5vdcUTT9not9ruklFcNtp9B7GcvVIoAp5M+6hERlFpaWmi9h4bqeUqAoUld+WWbzbqlrvRvRWxuNyWVtjaSm9NJSz0kRC87B/CYbdtIdGFhtNIVcaqUua2tJHE/P73ARGgoSXfsWL1kXGQkn81mttvZqQ8MZWU8NiWFA1FwcO9ZSHU1PYRUcNSkSXoaBQWPh+3V1pLMVRSn8roJD+dD3RePh/KMiqgdPZoDW1MTj5k1S8+zExDAe7BzJ+/5pEm8V6NG+eTTWW+D66sW7L04B9Nsefjvd60QAlj6lAV7FuUg/bM8vH6jFS4X8LVXLNi9MAeZm/KwZem9uOjDX8Hf2Ykvrs1F8ywNC397FUwProL7zp9izx7KTlE7bIgry8eeK1b2LDg7nbxPgYF6gW8huJhbXQ0kFNlw2TMWVPzeitEWDd0f2hD5PQs2/tgKz2INF1wweN4a9dvZtIkznylHbJj3e4suv6hF3XvvBR55BPJlK1yLNPhvsJ03/vFG2l4Dxw2VIsBkokeHyu9SW6t7kcTG9tZsVfDOcEldVfIJDSVhO520ULu6SExdXfqCbHKyLvVUVva20idOJKG3tOikrnLSuN1sw+3m8UqbV3p7RASfVU4WNXtwu7lQ2dVFUlK+44rUlX/8/v3cd8IEfZFSQS2QNjezfyUlJGGV1EwInj8wkA91Hfv26QNnWBgJ3ulk+1OmsC8q/8zevexneLieGiA6WpezHA5gvUND1LwczH9rFbatyEXVVI31ThfmYN4Hq/Dp4lyS+qsWvH+bFWUTNJRN0HDDP6+ANJmx+9pcTLPlwfEdDab33kX3hnx8voHfg8sFVE/XUDODnjidnUD6B6vRNjUbjVkaEhI44Ml1NrR8nI+qRStZf7UxH0f/ZEXElQysKh6lIfD/WTGhNh8Ji7QBo2FVYfGaGs5Q2ts5mM2tzO+tqfvkqnG9aIX7OnrpTFk3iGfNeYoRJXYp5XoA60eyTQOnB5WVrB4UFET5JSSEBHT0KK3JxEQ934uC8vX29VVXi5p2ux49qcLhVQGM4GASkUq563JxwGhtpYUaFkZLXbn6bd+uW+nZ2SSyI0d02UQNFtHReiZEIUjq48dzwFDl9FQRCt/86QD7cvCgnkslKorn8Q2S+uIL9sNsJrGMH68PPICebqCujhZqYSGvKS6OhO3xsC9mM48bO5bnLC5m+6NHkyQPH+Y9Sk3lYBAfz/cuF9WE6mo9XiAggG0qWay8nAveIVtsWLQhDwVX5iLtkzxUTCappW/Iw6eLczEnPw+RXTV471tWHBqvQUi24fYPRMWFN6Lr3geAOzSEfdOChjwrNs9aiaZyfY3DZNKLkfj5AfYZ2Vj4RwuO/MEKR7qGjndtmPwLC/Z+z4rwcH6/nrtWIsD7XRQX81rjrtGQnKn1G7ylCF0lb9u/n69VFK/fwv7z19dnaFi7Fph8YQ7mWYfwrDlPYVjsBlBSwoCeiAhaqkFBfNTU0NJUCad8oSxcPz9dguiP1CdP1v3a7XYSUUyM7m1iMvFPr6SesDASZlgYB5uCApL2pEn8M7e368U61NRcCLZZX8/3ZjOvRdX8bGnRZwgBASRfh4Ntmc3cXlqq51IJC9M9XwC2uX07Zy5hYZxJJCXpsoFaIG1v5z07dIgPgIudqo+K1OPjeX/z89mmuieq3F18vD7LUG6PdjsDmFpbOVBGRuoePSqB2eef05qP2W3DVS9Y8NH3SdrlEzVc8fS1kBB4+cY3UDZBw9FpGr7ybwv2Zd4Es9k7mNbkY8vP30D8TRrmTAbcbg2HVlvR9mY+Gi/TejxsTCZ+J243B/ugIEAs1VCdYkXS/7OgcAn9z9flWNE9T8OYKMp3ERG8jpIS9nfGDA5eA+XMVzO8/HxKLyEhTN+goo37Qs2o1q9nnvjZW4bhWXOewiD2Lzn27iVpxcSQOFUSq4YG/tnHjj32T+QbgORbd3QgUlfJuvz8dBJXC4IREST01lad1P39OdCUl5M4VCGI+npa9Cr/emcn9w0J0asLKf166lQ9IZlaVFRZJ7u6+PDzo/V75Aivf9o09kktqAKUdLZvJ2nHxNCC9l04Vi6eTU26x0t9PWcPKSn6ArBafE1MZJ927eI9Uf0qL+c5J0/msTEx3NdkYhtbt/Jepqfri6dRUWxTJWSrrfXOkOrz8Z/vWHE4WUNgAGWTfRk3we0GyidpCA8FDgdrePsbVoyrykfHPLoj1nxrJWbP5syhvd07QwnS4LyMhOg7cJvN+kxh7FheY1G3hqPZObjgzVUouDIXjgs1RHl/Q6NG6Z5RUuqVpfojdfV7qquj/NbeztmJKiDen3Wvyhtu2wZMPGzDsuctMA3Ds+Z8hVHz9EsKlSJg717+aSZN4p9VSRRxcSSYvn88JamYTCQV35+P8n4xmWiJKdJrb9drlTY2kgBDQ/loatK18ZQUbt+2TQ/0UYOD8v9WbXZ366kCqqu5T1AQSXzaNBK43U7LNipK1747OvRBqbRUz6WSkqIvuip3xooK3h8lk4wdSzJS6wmqyEZNDRdclaQyZQrbUvVIg4L0uqSVlXpWydhY7tPUxIFLRbPGxfFcAAlfFeaYPp3HhYToFZF27CABd3ToAVEdHbyGkBDeh5YWfmdmM/vu8XB7cDCPCQ8nYWZm8vXRo2yzoYHXA/BYZaWHhfG7i4jg/ejuplQCmw1X/9uCvYtzkLkxD3tyrQj7ioboaA52xcUcAObMOfa35UvoUnLfffv4evx4zpL6ru+ofVtb9cjoMWOAqwtXw/9CwyvmdPSnFwxiP7PweDhtLynRo0l9g4vGjj02alIdp/7ofRdL+yN1lY8FIFnV1vIPrjxSmpu5PSyMBLF/PyWM8HA9D4tKuqV8y5WuHxVFAmto4HkU2aWm0pJXi7Hh4foxqsSeycRz2e3cX2nVitSVh8qhQ/xMFQ9Rpf7UINHWRpJWbozh4dTnGxrYdmgoiSw0lOReVkaSVVKXygWfmKi7So4ezXsFsA8HD+rX5XTqax91dbTijx7VJRHl2RMayv0aG/UKVGp2pdZEwt73pNcAACAASURBVMJ0Uk9J4WBoMpFQCwt5r6TUK0opOUmVJxw9mve3upqDX+R2G6550YINP7LCPl9DUrENMx+xoPNZK4qTNFRU8Fxz5vQuBO5L6EDvdYTgYMpOKi1CX1J3uTiobt7M30haGnPR9yfTnC8wvGIM9AuXi5GHFRUki9Gj9XwqQUED5+pWPtlAb1L3jSj1JXWPR9fBY2JIgC0ttLpUXhW7Xddo16/n+ylTdN21uVknSZWqwGxGjwXY0sL9wsJ06UMVWVZBT06nru8rf/UvvtBzqCs5QyXy6u7mlL66mn2LiyOhx8bqpK/cMQ8d4nV3dXHGk5JCC1sRrZ8fB6eODi6IulwkQ5VMzGwmGSntfdQonsft5tpCdTUHvKQkXlNICAeK3btZNKOtTc9a2drKa4qK4vvaWl6Lx9PbEg4M1Al91CjOiJKTeX/272f/u7v1iFVfL6bISD0yVkruX1rK7cs3PIai6+9F5wUaIiOAhG9ocDrvhfORx3D45xri4znoBT6+GmJeNuQSradPsNkgtuWj4X9WYts29kXNkGJj++Tb8ab/tc/XcOQIDZSoHTZch3yMyVnZbxbRLyMMYv8SweHgjFRZN1FRekm4yEgS2EDeCf35qvdH6mohUZFxZCTlh44Otu9w6P7lKsimrIxks3gx91f5XZSernT6oCDdFdBuZ1+UxDFuHM/h8ZDkAwL0Mnfd3STZjg6SUVAQI0mV7q28elpaSOotLXqO+fh4PTjK5WJ/Kipo2VZU8DwLFvBZ5bYJDWW74eEk5/Z23UpWaQHCw3m/VMm/yEgORp2dlBVUZsboaF5DUBC35efrkb/R0bwPynd/1Ch9hqNmKVLy3L7+5WFh/C5SU3mMcrdUx/lq6SoiVs2IEhM5qBUVcbYAsN8VN96N+X+wALNmIflWDYGbbDA9+gj2321FSgoXSv38wIyPFqYYrkvXEL/PBtxEb5ptG3SPo4gIPSeRLzxzmB+m6mErPjVpGHfQhmX/Z4H5VStgkHoPDCnmSwKVIqClhaSmUuAGB+tT3YGgijb45lXvS+pTpuiWemenroFXV+u509vaSEKq0v3Ro9w3NZVSAKD7sTc39w56CQ7WA3PUIqmKJh09miQE8JyKqFXN1IAAnuvwYZLU9On8TAUomUwcLPbu1a39mBi2q7Rsl4t9Kiuj9NLaynNnZXEAUnlflE7v58fPpCQ5dXfrawEqAlb58YeF6Xr71q08V3o621KVm+rrOSg1N7PfISHcXwV6hYfzfWur/j0oCUbtHxmp555XZQQrKij3qJw9gP79+PnpOerHjOG9U9WYWlv1ZGUqp8/YQhsyHrSg8cYcxL6Sh4KVVsTcoGHSJH0GICUYCXurBUVLc5D2WR4Kf2NF4VitZ+AIDNRdRH3R1cXrr33ZhtRf0fsma/OXKz+MIcUY6IFKEdDZSW8EFXYfEaFnFBwIvqTum82wL6krS11N3QMCSJYApQS1SNrVRQtRuTYuXkyCUz7RKvOhItOgIP7BVbENpaer9ARK2lCWstJXlQwUFETruraWpKFC8v399X0LC3XXy7Fj9UIh6rwuF6+luJj7CUGtOCGBxNjSwvbUQNHd3dsbRqUUCAggocbH8xydnTqpV1ZythAURIlICD3FgXKhVLlvpOT1ADzW31/3ClL6v/rOFKmrpGDjx/M+dHfz+6us1CNuVcCWx6MXEFdRu243F2orKvibCA/nwOfxcNDt7AT2xGnwW5KDWc+sQvHNuRh3i4bERPZTkXphIbCjQ0PG0hxkvrkKJV/PReFYrafQiZ8fSd23yLbKtdPaysG3xKyh66IczHt3FTp+movQLwmpHw8MYj/PoVIEuN0kI1U2TckXA5VJA3oHIPmSuu9CqSJ1t1uvswnoPvAJCSQ2VU6uslJ3hUxP15NptbVxe3s721KWbmgoifPoUT2FryLI8HDd9VHlRvf1bQ8Oph7d3s5ZgUqFoOQXh4Pbq6tJsJGRel4cFcSk/O2VG2NsLN0vzWZarp2delFpJeeoxV3lWWO3k7SSkjgTiIwkSYWG8n1hIe9ndDRnE93dul+/b43XuDjeo44OvapSVxf3URHA3d26x5LyeomI4LEpKTxHUxO18dpa3gMh9AVS5ZKa/v5quGZlI+RKDXV13rqqG22YXZmPQ19bibAwXbNvaPBGyZbZMOOTPJR+IxcTP8yD/I4GJJJ0lcRUUcE6p9PX5+GAJRcp7+YhYLkGd6zWs3jsGzOhpLu2Nn1gSTlkQ+bGPNT/IBex/5cHXPXl8lEfDgxiP49RU0NN3c+PXibNzXqB6b45zfuiP191ZdH5krrvvh0deuBPcLCearatjRJGYyOJbN48EqiSWpqb+ejs5HulT6uUvfX1PJ+SOaZM4Z9fWaiqUIavdANQj/Z4aAFHRuoSiZ8f+7RzJ88bE6PnrYmP14tB19TQSj94kNeXlsZz2+26a6NaaFZWpb8/21CZHIWglaz0elUwRFnR27Zx0Bo3jsTb1qanSqiq0u9laKgeBRwRwfvX0sLzAL1JXVnparBKSuJMJDiYclR5uT4rAvidOhx6EFdQEGC+IBup91rweYsVe+KYSvfqFyzY/BMrIiJ0uaeujuecXm3DnD9bUPgbK1K+rUHmazDdbIFcY0XVVA1bt/LaMuptyHjcgs//H/O4RH9VQ0KOBY15VkSX5MN8Ad0UVcCX4z82iK35aCoH3KOyMTkEuOw5C7qftyI2AoCr5kvnoz4cGBr7eYqKCgathIRw4aq+nn/YCRNICoOhP191ReoHDvDzqVN1TxmV67y9nQQREUGyrKnRyVERY1aWPhB0d+u6cGcn2woL06WWqiqdLJXOroKo1P4qoEhJRkFB7MeePdyWnq5b+WYz26mp4fauLlqIitDi4nRtXmnpVVUk/fnzeV1q1uF26/dGLSwr6aKiQi/oPWGC7s5pMvF4lQ9m61bet6lTSfzV1Rz8Ghv5fTkctLCdTp1AlUVbV6enQ1D3UvmmBwfr5J+Swu9CShL6kSP6rEqleAB4/apfapG77F82LHvGgu3zcpC9LQ9b77KiIVPriSNQ9W2jo4FxL7Ka0fjbtJ4gN7nOhup38rF+3sqeATn8ydU4mpiNsK9QfmlvB8LybYguyYdpPhdGXS9yYdXvMxtG3WHB+7da0dkJXP2CBY2Lr0fAt26iS6hvUY3zwEd9ODD82L/EUPUzR42ipqx8x1NTe2uX/WG4pA7ohNbURDICdOtXZTRUMoemkbyUl4taJFUFLVwu3UXR5SI5dnXpUaAqmtRkosWsyuX5+5NkAO6jtHBVbFvpzGrht7SU2wGd1CMj9cXjpiZa6CpnekoKByOA11JXpwf4+Lp/RkfrWSpVwrSEBN3bSBWtDg3l4KIiSTMy2FZFBUmutlYP6IqN5XfX2qoHLil9XUV/Op28frNZt9LVwKry7XR2ktSjn1mNupRsVE/XejJsJpfakFJLeSU6WveS2bKF179k3a+x+NNVOGDJxR7LA3C5dDfTceN4b+12nmv6dL2ualMTZyN1dWwzOZmzBUBPBd3Soi/eK6mv6wMb/L5uwZ6LczDjkzy8/Q0rKiZrGDMGyGq0YfIvLShZloPpn3z5EnsBxuLplxYqRYAKqlE5xVNTe6ee7Q99i2X4TtV9SV2F5gtBclY52seO5R/94EG6z3V28g+9dKnuAqmelaWuyFEda7fTIu7u1vO1qHznquKSir40m3VdODycXiPK93viRN0jRF3L3r16zhFloarIVLeb5y0sJAEFBgIXXsh76HaTeJub9dJ5atBRRKoseSl5zaNG6dG7qhh2aCiva8sWtp+Zyes5epTP9fV6AQ5Vpcrl0uvLqsXl7m49f4ySg5SVrpKLxcbys4YGDnbNzYAzORsXP2HBh9+2on6Chhk1Nix+xoLdv7T2ZJ7cu5f3EWBa3At25KHoxlykvJ+HsgkaSpK1nihhZfFPncr3ys//0CHGCqhMnGpAjYjgrE2V/AsN1WdJKv3yFoeGpItyMOedVdigMSvlZO8sc7fQIC/NQfprRlGNoWAQ+3kCVaZs3z56MURE8M+TnEyNd6jAjYF81ZWmLsSxpK5IIyiI53A4SFoqTe28ebR2VdCQIuaWFj6rSEr1525q0nVkNbNQ/tYOh64Lh4bqkklgIPfdvp3bJ0/WXfCU94vdzrD85maSpJJ7oqL4uqODg1FhIfuWkMAskmYzr//wYb3akyJ2laHSZCKhq1TDyuNFedUoUlckW1Skz6SOHOG2lhY+ezw8rqODpK6iXpW/v9onIID9UVJUSAj7olIUq4AelQdHRZGWT9LwzjetuPIZC3ZdmIPZWxn2H3iZhrY2PR88QC38ypct2HEvLeaiRA2X/NWC4LusCJ2vob6e+82YQWsd0O9zRQX7nJXFQb+1lftMmaJ/j+HherpjtWaxZw9lmenr87BxaS7mbM1D0AoNjUEaysv1xVnk5rKohsoDY+AYGMR+HsDjYVh1aSktJ39/WrIqadJQ8I0q9c09rlLZAvxTqqx+JhOtq4oKEuPEiSRklbBJeY4kJuq6u8ejeze0tZEgVVk4t5sEoHRk5WWiBiXlvwzo+dY9Hr3S0uefs/8ZGSQ1X3fGhgZaj52derKqoCASYUiILhmVlrL9OXN4PSpaVZG6WpxUOrQKBlLugnFx/GzUKA5G/v687qYmnrO8nOcaM4Z9PHRIt9I7OnTf7aNH+T44WC+Z19ysS10qFQPAfRRBRkXx+lR+mNpaPpT7Yns7261O0DDuwhws+GgVKm6j1auKare2st2kJGB6WT523GPF/2fvTaPjuq4r4fNqAKpQBVShABTmmSAJghPESaRIW/Aky3akKLYV2yvtXul2nKXlsZ1O2o6jSG4nduzu1Umn409fnLQ7iRM7ZuzESbvtjgfRlkiK4jyCmImxABRmoIAq1PT6x9bWeQABEhLBARTuWlgAqt5w333v7XvuOfvs01nRJFMjIra6Jrn89GGpHTglF8Pwo2/ZAjdKKiUy9+xXpdmzR3qr4DYpLARfvaT9lJR/7nekogLHp35Pbi72Gx2FMdLbiwzSt/3lk/L9Dx6WxMEm8bynSbY9i5J72wtFtv7Jk2KQs/4GFPZ6LW3dx77GWzKJIGl/PwCJetlbtixKxb5BW5yAZAV10wSoO534zGYDCPf14QWtqQENjUyZ2lokGxH4mNJPyzQWwzELC7F/LIa+M/GG9UdZXGJ2FvvabABUriroo6VAVkODBl3Jue/thSVommrFu1xqKXZ1AdTDYQD9/v1agGNiAtdIfZlEQgOFTie+HxpSfZesLPSXYExQt9lwnqkpTFKcMCYnlXteUIBrYFCWlZBME4A+NaXsJJb9oyxAIKAJZsxOHR4GYDLIyThGKiWyKXRE3v03T8ro+56S4D8+J0c/cVhOeppedS1VVWlewego+ur14p7a7Tg2XSo+H87X3i4y9f0jsv+Pn5TOLx+WnpomyT6N6kbTf3FYch5vetWFFAiork1PD8aG47DlB1+VoXLUaqW2UGHzEdkye0qCQXl95e6++tX7qkzeevD0DdCsEgE1NcoKIcitpFFX3UprZPLKUqAeCgHwmJn54ovq4qiuRkCNLy6BZXpaZQSYrejx4PPeXoCHy4X+Z2ZqcG16WpN/yCunVkxvL/ro92N76r1Yk45CIS1gTbpkfj6ArqUFgJRMArTq6zEONhsAm1TDVEorFNFfPjSEY+Tk4PxuN64pJ0ddRJOT2Jba46WlGugcHsZKgnEJ0hbtdvSPGaeDg5rsRdExTnBc7RQUaJFt+usnJ1X0jNWhnE6RjaEj8shfPildf3RYBjY2SfxfUS/0u+8/LJONTa+6caamMKFEoxi7rVu1GHdhocobT0zAfTIyApDf/rXflPyf/b2cO/Qp2XXqOZn/GxS3nv35KZn86O+8GhwfGwOgh0IqG8FVS02NTpxeL9x5K1l1LttYLu/wYUm9qUnsLxxZ05b+evD0Pm+UCJicVFDPydGXbiWNtEObbXlQJ7WQzI2BAYBJMinyox8ByOrqAEhkmdDKjUQ0MSmVWlgvlRZxLKYZnh4PQMTjUY12ctQTCa2A1NyMftD/bhhKZ0wkkHQ0Pg6Q8vnwOYOLfX0A9f5+AMehQ+oWsNnAahkawjWnUjhGMKgSDJTcLS1Fv3hNtLCZUDM9jWOJoJ/z8+qvn51dSAmdmVHNG2raWKWISS202VRThqDOKk/hMI5FtgsDvQw0Z2eL1Leeko4vHZa24ibpvyoykd0k4x88LJvGT0m4ukk8HhyDEwOLmzC4W1Ehr8oDdHbiOaE65fCwyPGKD8gvp/5WHvzJFyXx2adRgOMDT0r0zw7D4hbsRzoo3UNzcxhnBmSnpzHh7d27cgNl2dbUJOZ3DkvqvZAgaHjhOXXn3MdtHdjXYJuZEfnpT/FSVFUBUAoK8NLdKJPU2qiWaLMBTAjqVvcLQd0w4BMeHgZA9Pbib/KknU6c3+VSUKe1PT2NcwWDsLySSYAQsyWpo+L3axGJ8XG89PS1Wyv1nDqlkxmZHAT16Wn1pzPoSPdLZiYmhJYWAElVFeIAFMqiWuHoqMYRiooWUgxHRwHgxcXou88HUHe5FvLyBwfx43Rq2v34uLpaSkvxWW+vHsfnU0t1eFj11GdmlM7IAhz051NSl/EJJodxUiLo+/1YTQ3U/I4MDoqEujR7NXGwSaZLmiQjjUlrZgaf19UpRTEex3iXl6MvV6/i+hwO3IMrV7DfpiwRcTokaWSJ/U/+q8jX/lRGvv5P4nu86dWJjvGC2Vn0dW4O41xerrz8ujowhlZDfndqSuSF2SYpfegpeeCfviix335aXPc5qIusA/uaa+PjIs8/D+uvuloBqLz85nRGNitXnfssZ6mLaPo5CyAkEtgmN1cLRnB7Fj6gFjj5zmR7hEKqc8Kapvn5CHzSrxuLAZSoB06L+vhxgMzWrQA4JhwZBoCmrQ3blZfrtXk8ON6lS5icnE7QGCmF63Cgn83Nqu3udsMf7vHgmoaG0PeyMu1zIKDBWLqc6GJg9amCAhyvpwfjkZmJY5AFwzJ5bjfGkW4Uu11dHUyEys/H8bg9xzscVncGg9IUIxPBPiUlOCddQPG4VscqKFBFyGgUE+i2bbh2lverq8N5R0e1jivvyZkzuP7GySNy4C+elJ9/6vtS2XVENn7ni5IWLXHY369yx1SkTCYxwbLeLWMl1dU3Z3HdrJkmJpwzZ1Amb9vR58T8vafF9f8/J/Lo/c+mWQf2NdSGhwHqqRSsc4cDoE73xkoaaY3kqhsGXujFoB6L4cXr7gYYz8you4RJNakUgMHh0HT+6WkN3GVkAEBzcwEoFMwicM3Po/9btqAPk5MqUUsBsLw8fH7unEojkMPO/nd0ADgcDi23Rg774CAszIkJgNOBA+qyycgAaLe343sRgExFherBh0I47rZtqodTUABLnBmvVG68ehVWKItlTE4C6GMxXIfXqywYl0u59LEYrOVY7JX6oa9QP01TE3gI7A4H+s8MVWrHWPVxCIpFRZiARkbwMz6uRb7Jzpma0izXggKdYLu7cY+qqrB9ezvuH9Upe3txzU4nnkX/t0/Jix8/LKUlIrV//pxMffJpyf6rP5W5b/y99H6s6VVQn53FOR0OTZiLRNCXHTtwnbfaZmZQc2BgQKSu/4gc+saTYvvHV9wvb3ljsGnWgX2NtL4+kV/8QgW06JMtLl5aQ32pRh+wiDJHyFMnqGdmagWinh74RCMRgGlVlfrXEwnNGDQMbMMAWzqtnGr6bXt7lcZnGNimshLXwn0ZHKW0QG6u+sSzs2GpU16AbogrV3BOKy+aWYzt7cqKYWV7cvAzMwHEnGxYQCIYxDbUqAkEAEBMriKoM+M1FsO1XbmC/lClsLNT9cpLSnBN9JtTwyUjA9cdCmngm/IMpomxKypSyVzqs4yOaqlAJik5nVpVinpAHo9my87MqB47dWN4DBH0e8cObDs6ipUJJzjGLFjm78oVnMfn03wJ8wO/I3tnj0jwE0/K8J8elpndTdJd3ST1zz4pnj0fkLZScOX5LNXVaQYy5Y9vlhW9kue7pQW020QCk9Se0VMLZX2bmgDqp07d18C+zopZA62jQ+TYMQBBXZ0mpBBYV9KWA/XWVnxXV4eXdm5O1Rvb2rB9WZmmj8/Pq9XK4xDQmRVaVKSFmEMh9dPm5GhmK33k09PK3KCSJBOHCLzBIECZVrrdjn0uX8ZvKiZSZTIaBbAODeFYBw5oiTxmoV64gL7RLcFJbW4On8/PwyVQXKy88fx8jLvdrkWxL19+RfnwlZqkBBeqN5IhRJmA7Gz0lX53KjdmZmJcWSyEksoFBaoJT7YNZQesOi+MMVBvnRYy3TT099MiZgUqpxPXXlurGaqBAO7f7CzGMRZT676/Xye4dBr3sqoKz4/tv35VIvV7ZHRb06tWufHzI+K+ckqOP/Q7rxYEr61VN19tLc6/Ujficm1mBq66/n6M8aFDWjf2fmrrdMf7oNFPePKkgg+LCAeDK/dD0v3CrMXFoM7iy0z1P38egOrxoJyZ2419qL7IQCmTjkZGNOBYXKx63wR109RqP3Y7mDuBgAYGWRCDdESHA30YGwO4VlSoz5zJUa2tAPHCQmUBkR/e0YFjbtgASz2VwvdMZae0gMOBcayqwvmnp2FlUzzM5cLxDENLtDkcmjB19iyOk5sL33AopJrxgYBKCMfjGHfeu/l5tZYpI8ziJKap2iqMXTCvYGwMqx9WpyJY0xXDyYCBa7q2vF4Aam6uxgLIRqqvx3d0t3FFMjioxUM8noVxgtxcVYN84AGcl/o1XEGQqcO+kD1TUoJJyeWCC44GwOttqRTu9+nTOMemTaCtL1Xe8X5o63THNd5MEw/rhQsAic2btTQcU/BXehxaw0tZ6gT12Vm4FM6cwQvOtHqCMX3spDRSxGtkRAW5SkvVwu3rA1gwgWdiQl9mctip3073REEBAOOll3D8hga9VvrTr11DP+12pRwyTZ2JU243CngUFyujhNWCGCT1eLBqyM/HNdK6DQYx1lYZ3kAA4MWVwvAwxmlyEkBaXY3g7Pg4ACUQUDeNaap8gZXKaNVxp+SCYWC1U1mJ7Q0DYxSJKOWQ4M96rOGw6usXFODapqZUqIurGdZeHR/XZKsdO3BNXFEVFuI629uxrdeLz1tacC3ky7Mi1r596BPdbHQJGQbuPZPLTBOAm52NawkEMHHyGl/v+xGJwOhhacU3vUmZUm/0tg7s92BLpxH8aWkBwDLrj37k1wrqtO5Y3ae1FefYtAngEolgEqEmTGMjQG96Wl0tySRAx+vF9lY3Ql6eCk8ND+NFo0xwbi4A0Bp0jUQADjMzOJ/fr0HS8+fx2QMP4Fzk2KdSGA9SDsmKYYGO3l78XVaGDFJmf9L10tyM64tGVVTM4cC1DQzg+PX1ACy6ThwO9J+gPjWF85w7h/5zsn35Zezj9+vEGY8rO4Wul5kZgHo8rqwfZufSL15VhYkpHsf3DHyydqvNpmXjQiGMPwuQU8edVEbqx7hcGtQmi2rbNmw3OKgrH9NUZlFODo43PIxz0B3E1UxdHcaNbiuWxyPDhs+I240JOpnEGJWX47lbXPbutTQGd8+cwTXU1cEIuVUf/f3U1oH9HmvJJBKPurvxktN6zMnBi7oSUKd3jQlI9EvPzwMcraAeDiMoy4Se3bsBqNPTmkjEhByPR1PpZ2fRl8JCfOf1wiLu7MTLzaLJExMAl4YGdU2wuAar9fj92PfqVZ0AqOzocGAfBuxoPVuDiAMD2HbvXhUMS6fRf1IZKRlbXg6LOJlUzrnHA40YrxfbR6MajMzOxrHCYdyTq1dxrp07YR23tOA8XG0kEurL93hgrVPqNhxeGCS1ummqquB+EVG3DMeZx83MRP8pEuZ06rVYXS9ut05IdD9xvBmwpuY7S9ExkYy1YLu7lYKYlaUCZXv3YpxaWxX0s7K03CIlEGZm0IfNmzW+QBXIV90krzHd3zRx3LNnsXJzu0UefhjXtBqc9/uprQP7PdR+7/cArMPDsB43bNDknZsVx2AjqFuLGTscCy11UhovXcJSlkvlujrsG4kAtCnKVVmpBSpYnJpl70pLNROxq0tlZu12rU7EyWl+XjVUMjKwv9sNsOztBcDU16uVTlpfS4tSK+kGGhnRYF9enshDD6nrgHo3pEmGwzjPhg3oWyyGa4lE0IeGBhXKIihzYqKbpqMDkwOLfXR1qRQvqZtMdsrIwP2iEub4OCYBCpzF46pB73ZjdUTmTCKh4BiL6XH9foD6wAC+o+uKE9HkJM5Nxg113630ypoarKyGh7XvLhfGMpHQrOGBgYVFTGw23JetW9GfCxfU305tnfFxTAQjIyrXzFq3rAVQVLQIgPfsWUg9tKT/L27xOCazs2fRx8pK7O713kHXyxrSnVkPnt4jjdojf/7ncEOUluLF5nJ6JW0xqNM3HY9rsJG65i++CKDyenE+skboFuCyvbYWxx0aAiCQhsfyeqw21NWlwdNoVDMKKXfAuqakPJJvfv48QKGqCr5qEWVI9Pfj2LSInU6lB4ZC6j7ZuVPjCCL4e3gYAES1yZoapXL292M7Bu/oOmGQ1evFtixT19OD8/l88MF3d2vGKF1dBBe6QFgEm75mipMxiYvBx/p6DajGYpqgxVKDNhss5bw8nJcsIL9fi10zCEtQd7n0HsZiOD7ZVKOjuC6uRCIRjUGQ4slsXmrhP/CAljns7FRJBJYjJMOGRUg2b8a1zc1hvOrqdKJb3NI/OyKp9z4p07/2lOR957nr+OV0YV26hMnV5cLqihnPd7RZJ57FE9Edok6uB0/XUBsdFfnhD/E3tUtYhScnZ2XHIKiT8ieyENQTCViaoRB8wpEIrJ7t25UiyDY8rBbe/LzqhjMYV1KiCTjd3bCkXC6A+tgYXvaKCoC/laY3P4/rKSxEv86cwXkbGgAApomXJ/gHYgAAIABJREFUNZ1Gn0dGAEb5+VqDtLdXMzsfekh55yIqk2CtU1pZqZMIi4L4fJgMaKFyQmCgM51WzZSeHpyP2uudnZoNS2uaK4ysLBXwSiQwLnS1MEhKhpLPh4mF9VdJS+S+tLJra/E/J+biYhVlowyu06mKkJQ3GB3VXIOaGvRxcFDZMNYiHSwkQvca9XkqKzFOLJTR14djcvXICXRyEuej/z2RwHVzsvZ6ZUlrd/qfj0jXd05JbN9T8uDXri+ewWfv/HmMUWkpVrSMedzx9goH3nz/k9Lzrqek8kf3bhWndWC/y+3ZZ0W+8AX9f8sW/P7c50S+9KWb7794wWUt12YF9fJyuF16etRHXFOjFDVWvyFoVlcrb5nfk5+ek4MX+to1WPI5OQCcUAj9qanBtgT10VGlAHJCOHsWx9y9WwNpBKzmZq2nSXdIOIzzJRLo2759OnER0BMJgMDwsGZE5uWpImM0CrBpaFiolsjJkElHkQi+o2a6369JW8x6jcUAeEzQ8vsVtBmUpHCZiJbvIwd8yxZ8RhcG5YipKOn3Y3UVCuF67HaMMZky09NaxYkFqDlW4+M4T0kJJlhrVi8nEmroMKhKF5bLpWJslZX4fmgIPw6Hrh6ZxMWArd8PS50TUlUVnrlX/emvuF1S30Y909iPjkjhJ5+U6bd9Tg6cXFg8I/UmaMtQgZNFW6qrlUl0N1o8LnLcaJKMnU/JgW9+UaY+9bT47kFQF1l3xdwzjSnu166pL/lmzXrr+MKT1phM4sUgA6OlRbMFa2vx0k1O6lI8lQIgBAL4jkFJ+lrpT3c68Tk1xnNzYVH39eE4Gzag/yIAkLEx9I2JNv39GiTduVMpmA4HrNarV3FO0hyZ2TkwgH7s26e881RqYYm+Cxe0T2VlADrqvVMWgAWUKRWcSuF/EYxdLAYg7OhQSiIZKlRwZGIO/el0a1Cr3urOoAwBvw8GAZgzM+oXFwHI06VSXIzx7ujAZ6RL2mwK6hT58vm0gHUkgvF2OnEPCwrUqmdAmQVK6MunCiRrwxYVgQbp8QC0w2Fs43TqpMaJloU8qFU0O6vCcIWF1ycdjRw+IjkfQfWmrUefkyu/9DnZ9ZMvv5oZaj5/RORXkbl6wo0kp6IitdLvuOvllZZKIVZz7JhI/qUj8t7DT0rqN54Sz99c7zq63W3dFbOGGpe0IirydLO2ElCfndUqPU4nQK24GKBHS4uWPZNTCgsBpPSX0hqnBX7tmgqBFRUB1Hp6AJKbNqlFRz51RoZqhre1Yf9gEFYzNV0MA+Db1aVJN+S4t7QAsIqK4KbKylLmCV0w3d3oE3XPCwu10hCLaOzahX2pk84gLLNK6SePRDTbkjo6VhkEWukMVLrd2Nc0cW3k/VOPhsqRdjvAOhBQed3MTOw7NaXn2bAB/blyBftnZ+OHgVhKALB6Esv8jY3hWigZQH0e6uLTcKD7aWIC95x6NHT7bNyoLhBK69LNlJmJz0ZHcQ3JJPZhweziYoB6bu7CpKNIBFWuuqebZMvep+TAv35ROj/0tDQ2JMX2UQBjIiEys7NJhr9wWKL/fErmHmt6tZoVVSrvdDNNrHh/8Qtcd+PkEXnHPz0p9n9+Bczfc+/qzqwD+11udBOk0yKf//zNQX3xAouFgJmOT3/s4KAKWxUVaVZneTm+GxvTZJO5OU1O6erSbMuCAuwbDGrFm85OvLTl5XjZurvx0jc0AGQYaJ2bUz2bzEy4SMJhvPgMyPJlbW9HnwhS0SjAo6tLdV62b9fxsgYgWVDDZsPERZ4/C2LX1anrxcoc4WqCY+h0aqCUujCkLJqmWuBMePL5NBM2HgeosygGJ1oRpV1WVOjYkHXD+q/JJMBw0yaVNGZtV4I6A6WGgftEETHDUDdTbi4mD9JY6bOnnANzEihNbBg4B2mJhYUYk9lZbDczo9fqdKruzMgIPm9oUFcUi6xYWSqJBNxqV668spI6f0QaTzwn4d98Wmq+95wYHzks5sNNMjeL8168KDLubZKCf9skb3/FSud43slmmnh+fv5zrRT2+OMiW35wSozvrg3dmXVXzF1s8TheFpGFqfHLtcVWuoj6l+lOIXsgHgeoMlBJFcj+frz0TJChqp/drsE+ZovyRY1EAFzd3Vq4em4OYMwgIAs3s+pPdraW5jt3DmDR0KCJMPRnNzcDRKyZltR+z8nB+5Kfr3rnc3MAxrExTAgsIl1QoGyU/n5c344dqvNNZorHo5MewTMjA9fe14fji6g0LlcV9KvT/cHV0dgYzkfqIv31tPCpo857ReBjqUCHQ1cZvb1qkWdl4cfpRP+5ErDWXKWwGGUe8vO1Riq58PT/04UzMYG/HQ4cp6REdXgmJjTmQg57IIDrICtqfBz7MV8gJwdjXFys8QQRTJDnz2tQOPf8EXn8W09K7K8Pi/8JMErMJ5+UyP88LG2lTdLSgr42NODYrIh1Jxtpmy+8AJegywWdod27b13LZrXauivmHm8skSYC0L2ZtsVSoJ5Oa7GMVAo+wM5OAMy2baoeSGoiqwOxKk06rW4PSrK6XBokdTgANB0dWJpnZ8PiDocBaPn5APWsLE2VT6dhNWdl4RrPn8dx9+zB/iIawLtyRXnvXDkwO3TDBrxUtJLJ4hAB8JPF4fOhHz6f8r8LCuB6cbsV5FwugFdvL7ZjNSK7HWNGC18EYMUX2eNRwS+Cqs2Gn/5+WL8iC0HdblddHrpqOFkyiYe1RDdswPddrxS/oFyA14vjTkxonIRFuCnINTyMcxQX43O61ObmNNCblYX/KTNgVZdkgHNmRimftNSZEMcYBZOl8vMxsVPGoKJCqagiGO/Tp/GMMNs0HhfZmYDKov+RJtR93d0ksa8dlrHvn5LmpiYJBNSXzsIpd7LNzEDK4vx53IO9e0UOHlw4Wa2ltm6x34XGBBkyTW5mmSwH6tRVj8VEfvxjLJGLixFgHB3FS1VZCaDt6tJycKQU+nwLXRLZ2SoTSz3y9na8pLm58HcyI7GoCBxs+l2ZgOP34zOKbWVm4oXlxOVwqAY6fbeJhLpBHA5IAtDXPDenfl5mXA4Pa1UlxiRoNW/aBKsvkUAf4nGcI5XSGptut4L65csLk65IL7XZVA4hldIgpQiO2dWlqwfGNWjd82+Csder8sVcKRQULCy6QYs8JwfnIpvIWjCEQXUeh66u7GwttMFiG3QVUTxscWm9qirsx0kgncY9YO5ETg7Gvb9fGT4lJTgf3XTl5aosOT8PV0p3t05EQ0M456FDGlPhJM1M43QazxElHu606yUWA0PrxAn8XV8v8pa3rDx35E63dYv9Hm2sIs8iGTda4i0F6Pyc1mtvL4I7iQQSSTZv1peruhovaVsbXlCfDy8c09pHRvSFDwTQn7w8AEM4DPBl/cmiIhwnFsNkUVeHF3poSGuTctIIhWAFM7mF12G3w/pnkWmnE+fv6QFQ5edDvItuBkrT2u0YMzI0TBOAUliIa+nsBODt3w+rmK4EEVWtHBjA2NONEY/DsqTejdut7ikGRcluyctTiYPxcRXNomXJVRPdS/G4Zn/SPUQtm8xMrIZ8Pk0WskoY5OTgM0o6cLJhQe7+foyJz6eFOqhnz3tJ7fZIRJOU3G6lm5aX45rJrmEmrwjO4/Wqr394GMeqqcEEyRVCUZFKO7S1waUWjaI/TieewUBA5JFHcE9SKdyHmRktref3YyXHSZYCYnei0f9/9Cgm14oKkbe+9f6R+l0H9jvYZmfxAjmdS6RXL2o3AnUKQp07p77At78dL2RXF7arrYVFdvkyXk6CE+mBrHLEsmulpWrZshpQIgHLzu/H/6kUAL22Fn9bwZLMkY4O7F9WBjcN/c2mqQqI3/62yEc+AkuypwfbNDRgEiAQU4AsndZiGJEI/g8ENNBnTVwhE4a8e+qXDA4qw6egAPfg/Hmcw1oT1WZT3juZRBQbEwHQUTSL18v4BjVt6KIgsDMjk5rmlKkdGcH5OUGQyTM+rsliGRk4f1mZyiPzOrgyIg+erBpmEBPUyYnPy1M9diZBiWjhbYdD+xAKYczHx/H55s2qJU+N+KwsPFfnzin7qaJCGVUbN8LyZbYvSwyS7VNfr+J2d9L1QgGxF1/EvczLA7GFRbrvl3bLwG4YRrmI/I2IFIqIKSJfN03zv9/qce+3xheNXOEbaVDfCNQTCQDqmTN48YqLIYQUi+GBJYfZ5cLSeGQEL7TLpdQ3ZkByKV9Sou6E/n6wagxDg2qXL6O/W7fi5eUERcvUmi06NYX9KE7FZfqlSxiD7GyRv/orkbe9DcfweuVVWhvdP7OzCnKskUlQDwa1spJhIEDKajzj45oNypR8Juvk5enqpbkZ2zH1PiMDAFRQoBMIM165OqJvXkSD3KmUupiYwcqScxkZGmwUwX3iaoKSxyzmXViIbeiXZok7MpJCIQ2qksViswEomdDkdqPP8TgmPII1y+MRjMlnT6XUBcTye4aBZ6i/H+fLzsZ9YWJSaanGQ44dw3NoGFqE5exZ9L+pCZM6q0ExdsIiGAcPqsQApQtud2PR76NHYXx4PCLvehfYVnfi/He6rYbFnhSR3zJN86xhGNkicsYwjJ+Yptm8Cse+LxorDPEFWu5BWorKaP1udhYvT0+P+iZ37tS6ldRgycgAGI+MKNVxakqpb7S+gkH8kHPd1YWH3u3Gizk7CzqhywUADQYBvNTYpn81FlMLv7ERIMrVwNgYgDSRUL+tCPpbXo7+FxSo4iOZJL29yuxg4g5dCN3dqkRJPXUGDTmGzB41TS0Fd+qUFmj2eNQPnpuL8WBcgqJrzE7t7VUfuMOhipmUBI5EVHmRao7UdXG7cX6PR2UVpqfRLxa1YDEKunSyszGBZmbi3LGYriz8fmw3OLiQ6UPqqrUqVDCIMSfllGqf09OqTeP1YmJJJOB66+/HGLAIdmYmwLykRHMR2tuxfWEhrrmrC24tvx+ul4ICvXejo7DSo1FY8aRI3inXC/MEXnoJxgV9/vv23b/FOERWAdhN0xwUkcFX/p4xDOOqiJSKyDqwi7IgsrJuXPVoOSud3/X2Api4pC8uhqVKASa+wKYJN8PUFCwphwOWIJNoyEsuLtZsRio/9vbiOFu3whq8dg3/s0oOfcKk3ZG2196O8zz4oLJAnE7lvYuIfPe7It/4hl7Tpz+N35/9rMjHP47jUlJgcBDniEZV4qC0FOeKRhE7YNYqJWLpfqFqItPmCwrw+c9+ptx9ul3IAKL1S8156r1QQZLJPaSUMqmKxR48HoAcXS8sfkFAZH9mZ1XnncldnEyoKhkI4PoYKBZB/7KycA9mZ3H8+XlcR1YW9otE8DknjPx89fFz4k4mdfKkXk0wiL4x94H6Orm5+syyUMrJkyogtn07xuD0aYxdbS181IahE4dVEfPNb9aatHfC9UKf/pkzWgN1506sFsjOup/bqrJiDMOoEpEXRGSraZrTi777qIh8VESkoqJiVw8Fsu/jNjGhRSZuVPXoZv70M2cAkLSuKNAVDqtGuc+HbTs78WKVl2N/+pftdmWD0IK02fDw02VD2dzOTgBaXh6CW5TPZRo+LZ1QCJMBRbX4strtWn4uM1N1zYuKAGQbNwIMXC4Vq8rIUNeC242/WX+zoAD/2+04T1WVSgHQ/cLGz8nBnp0FL5mxAPaPoMZScWQoORy4TvK2GWi23iNa6tGogh+D0RRLKyhQWV2W3aMfvLhYeeNkpDidmhXMak5Op2bJer04/vi45gF4PDgO/fWZmTphWPMIqJDISY+USrp5WluVgVNTg++ysjApORyw0pmUtHEjJtn+fjBJEgmIsW3ZoglRExNaj7a6Gqs9JjLdbtcL8x2am2Glz8yAYdXUpFIXa7ndcVaMYRheEfmeiHx6MaiLiJim+XUR+boI6I6rdd57sVn1qW9W9ehGoD44CCXG2Vk8nAxuVlXpkpsWJkvbUauaaeEMTrH4QnGxpmiPjwPUZ2YwEdTU4IUcG8PLu2sXXlYmtXAyoLQAXT0sosFg4unTOEZengJMIKD+buv18XhdXUr3a2/X6vVk2eTmYvmcna06J3QJpVIaLJ2fx7UWFGjWI6mdpqnSwiwmwomX94jFN+jTJovImn1KTRmCXyKhriMCt8ul5QQJqj6fJoyR8ZNK4Ti1tdjHKvNLXZeMDFi+tPatwV4qLpIl5HRqTVrSC1kmjzEPcv9bWjCJT07ieJQH8Hjw/dCQFq8uLcWkn04jYNrcjG3f/W6ce3ZW3XmdnTjeoUPKXLrdrhcKznV3w4/OZ/Oxx/A+vNHaqgC7YRhOAaj/nWma/7gax1yrzTSVreHzadbhUtuxLX7Y43G8PB0deOkPHcJLPT8Pi25gAPuXlGD7yUm8hPPzKu41OKj0NBYzDgbVNxwKAdQTCVhhBQXw30ciAPht21RAisE5ujra2nS76mp9caem0O9oVKsq5eSotSmCfnzyk1psY2JCqzfFYhqora7GOWZn0b9t21S7hUWSOXash8qUfr8fFNDBQYAJLXVS9ahLTm1zjwfXMDGhTB/yxwnqXPEkk5oYxfquExP4nODKknfz85p0xGLS0agWnzYMfMaCKkNDao2TdplKLZQroK4LVxWs/ZqdrWwrUmip6MhGHR6PB6tAJnn5/fDpMzEqkcB9nJ/Xerv5+Rizl17CuNbUoMYoC23PzODeTU3hGdy1Syft2+l6IaCHwwjodnfj3jz2mHLn34jtll0xhmEYIvLXIjJumuanV7LP/ZqgxBqVfFmWq3p0Iyt9eFj10mtqYCX196t1ziVxSYkyLKiBnpen6oLZ2RpsCwY10Gmz4eEngDJD9cIFvCD19bDcmPFIgDMMXBdpj1u3YjKgamF/P6w4ux2TT1aWJsmMjeF3VpYGDu12rTVaVoZJrL8foFNUpP7wXbsAXKyIRA0U6ruIqLIhXRfHjyuzhascBhNFMD6kTbL60diY1iPlcbm6IOOEQVrSGSmSZRgaqKQS5Oys1h6lK4rp+tGosqPKytTNRfVGsmJIEWStUQL7yAjO63Jhf9bDZTyB+vemiXHnb64Wzp7Va2VpQyo3Dg+rdEJdHQCfFbJOnMCxDxzAM0K3Tk8P3DkOB1x3paVKc71drhcWb5maQr+am3Guhx7CM3O3lCCXbatUfelOumIeEpF/IyKXDMM4/8pnv2ua5g9X4dhrppkmQGdu7sZVj5YD9Xgc4NrejpfsTW/Cca5dw3d5eVrijUwKCkOJYBLp7lb9cFrLRUVaJk0EwNzainM0NgI8zpzBd7t2ARxGR1WSlm1iAkv3jAw8nxTHstnANujrw/lIfSN7gzKydHMwKYlUx8JCBOWYoJSVpctoarXH47h2ArKVouh0qk+d2YzxOIDO7cb2ublKNeRKwefDcah+Sc435QBENEjscgF8qatDl0k8jr+p88PapPPz6n/3+7VyElddHg/caZTGpTXOYtVcyYyO6kqBANnbq7LGeXm4B4WFC/VgyA7yeFR2ubAQlvalS3p/q6t1Mhgf14AzE9BycnC88+dhCGRni7zjHWrVR6P4nLRbauRzHG+H64WAPjeHCercOXy2ezdAnXIZ91x7DWUAV6OtBivmqIi8QRc8aCx2HI1qivfithyVkRPCyy/jxaqthRUtoktw6qAwMWV8XKsecene1qZMDIJ6ebmKKSUScL309ADoGhthnbW2ApweeAAAMjGhlj37PDgI36nPh+1oBc7P4+WamlKeNrNYrRYrudMZGVrFh2qHv/gFjlNaqm6Obds0KWZmBiA6M6MWoMOhaoWRiBYU6e9X94bTqayRQAATTCymLgvDQL+HhpQWSVCn6mF2Nj7nhEJaJiVr/X7cbxFcA+mkpBGyj/PzKiUQCADUWdQknca4U1GSlY64AnG7dQxZfLqqSt0b5eWaBDQ1pcfwehcmM7W2YlU0MYFjbNiAcRofx5iL4B5u2KD3cXAQq5+hIUwCe/cuTNZqbsZYsQiGVTp6tUWz+LzF4zgvY0/19cjjWGlN4LvWmppk9P87LNm//KQYTz0lGf/z9mq5r2ee3mKj8h2tOfpzrW05Kz2RgJXe1oYX+C1vAVAwCDQ/D2CKRAAItBxJV+Pvvj68iPn5eJHz8rTQAWmDp08DGIqLAZzXruGHNU9FFEyoTGiaAPShIVjQ27bptYyNwZJLJgHC9MFTX4VMFZZuY8CVnPiODkw0Dges/EgEfTlwAMBCjfqxMeWQE6jJBpmaAsC0tWlCTm6uarQwvkCxNVrpIhgLrrDYSNOkEBWTnkwT42+tNsVEJCZEJRLKcPH51LXBdH/6wktKNHBKXRQmGRHsuRJgsRVm03o8uH8E7LIy5f+zGhSlHUwTf2dm4t7392Mbj0dlk8npp2RwSYmKt7W1wZ8eiwG4WV4vkYDVHw7jGXvwQaWH3g7XC5lh8TjeiePHMUbl5SLvex/G9F5u6bT2u7OzSd666yk5+JUvXlcGcLXbOrDfQmP6PWtLLrUMXArU6Yt/+WW89LW1AFdad7TU6f9lPVCyG6jqSIszIwPbkFLI+pyk1J06BfCoqkIgsqUFk0FeHuiD8/PKzmASSzoNRsn0NKy4DRu0cMS1azoZbdumVlp2Nl66+XlNtqFI2MwM+lZRAfphX5/64SORhbIAs7NqpVOci1RNTiCDg8q9Z1q+36+6I0zICYfVN00AZnr+/LwWwrDZ1EpnyT1WfyI/nW6NYFB94MwGZjyCE4/NppmdlDpmjCGR0NqqZMzE49ie4macWCgjQB++YQDUuCqamlqoEc9AMNvx4+o3Z73asTH0gYU9qqtVNnlqChP2pUs41jvegXM5HBjzy5dxfOoSkR+/2q4X67iGw2C69PfjGt77XjzH93JgNJ3Ge3b8OGJJbrfIL/uOyPZLC8sArlvs91ijFnYqtXTVo+VcL7R4Wlqwz8MPqxtifh4WMkWhrLK6BA6Wg6NSIYtIezwAD4IKCzCcOYP9t2zBdhcv4kUpLsYyluyMnBy1OLmSiMcB/EVFqk/T0oLj5ucDFOJxLc1GFUFaiyJw/ViLMvyf/4N+5+Zqwk9jo8rX0pfO2EFmJoAuJ0f1Wa5exaRDNgqFvShgRiXIZFJFqchvJguHQU5mn1p98vE4tjEMzdqlMiI1z62WOrNsObkxCE6dFrpeaFV7vZosRLliWvUEWAZqHQ5MhvS9V1aqeibpni4X+padrc/J9DTuNf3ppLn29+M4ZWW4/8xK5Qrp+HE8WxUVmGg5JufO4fO8PKyqvF4dw9V0vVgBfXoagdGWFp1kGhvvUiHrFTT2/fJlrHZGR/HcvvOdIrumj4jjQxYfe1PTba2+tA7sr6NZqx4xYcjalrPSR0dhpU9NwUqihUrQ6exUKVi7HS8RXx5akVRDnJ3V4CPBg/VDRTBBXLqE4zQ24qU/fx5gUlGBpTUnEFatN02lrdlsCEbxu6kppTnW1sLtFI+rWyQcxr4ZGbBGp6Zwrrw8LPO7u/GwUyQrnUaf9u0DKDOIySxSSrhS252l7E6cwIqBwO/3a5ENEezLClAMYDOgaRXeEkG/vV7VWCeos/IUA70OB/rs9yuHnasma/KXx6PZsoYBMC0u1mAqJ5loFH1hMhULQFPAi/IPZPLQN19aqsVZuFoIBDB+XFWIYDVEfzpddAx2FhQo28VanamjA8/m3Bys8U2b0NdwGBNEMgkXGqtRUUyOfPpbbdTkicfRTwZG7XZMJPv337wQzd1oXPGx9sCJE3jG8vNFnngC42W3i8hXTy0E8dtcfWldj/01tptVPVoK1JNJgCyVGPfuhcUkohmMnZ2agEK3AxNvCDgzMwBsBlRLSlT9j1ZMOo3ztLUBEHfswHcXLuAFrqlBv1nxh1RBEVxXa6v6ug1DAZeqkVu2qC6J1TqdnVXgorW6YQMe8FOn0Ccr2NbUYMIhf5x6KazuQ7ooa20ODWE5znR6ViYqLYVVlEopN50WLCdMltpjwhCt3+xsHJt8dVrqtPppDZP7HY1qQWhrlSSW9BsZATBS6ZDaOCwmQsomVwyzszo5siTg9LRKBTMmQJ767Kzqwzsc2CYvTzV5uPynaBgnbQIw3S7MZ6B778IF/FD6mFz8K1cwSfj9eB4od7yaCUdWQE8mYVS8/DL+37oV7DBq5N9LzTQxDnNziGGcOoX7V1aGvJO6utvjKlrXY78N7WZVjxaDOjNQT5zAC1lVBSudk4EV1CcncTyCEtUXWWF+bEypbpStLS9X1wBfkLNn8TIGAgD1WEwtrk2bVOs8JwcvJxkh3d04fjAIZtb8PPo+MgKg8HjgU+VLmJurSTLUHWEBkexsTACJBAqAUH+dIP3AA+g7wZw6KkyEys/X4hQ2GwDmzBmMUTK5kANOa5+aLjk5qmJIWhyr/7AQBgOTGRn44TWR/UKGDFkvDEBTedF6f6m0ODio4lusB0vxMuqRs0AGmTPW+0D6KiV8OcHzWAwim6aWAqQkAvVmrl5VmQnub7fjeBs2YLzI2GJ86KWXMHYlJQiEer04F/MaGhq03ixjEqvherECOjOPjx3DOFRWgkhA1ct7pdE6T6fRz5Mn8b4lEhjfgweV93+32zqwr7DdqOrRUlZ6KgXrg4kTBw8uTG1mxl5nJ14kgg2FuTIzlV0SDi+sbVlUpJoeBJhoFFYDOeDbtgFESEnbvFlZFnl5eDgJpi0tAIeqKkwGlMsdHcXfwSAsPTJIKA8QDmvVJBZIrqoCGIVCeFEnJzVbMhgEeLBAB+V4qT9OtwrT6GMx+Hzb29VazsrCtVNbvL8fk5JhoF9cgSSTuH4Gc1kIw1pL1DBE/uEfRB59FONGnztL0OXna3k3fud0KksnPx9jSK2ZYBCul1gMP6yGxEpEXJFYVxwssr04iSo/X88/MoL9ONkEg9iXWa/j46r3Eo9rPdOcHIxVaSn6RTCOxQCkx4+j/zt3agykuVnF3w4d0hiPtSrUrbpeGE8yTV2JDQ3h3r///SrhfC80gjlty2ofAAAgAElEQVR/6E69eBH/NzTAZVlUdLd7urCtA/sK2o2qHi0F6rTSJyYwg+/Zs9APTyBub8dLy8xG6ng7HKpDzvqiDKRS04XH43L6xAlsX10NxgA56g4H/icfOjcXLyqTZSjW1NCA4w4MKLDH4wDqoiIN5Pl8GrjlRBEK4fiNjfh95QosGeq2ZGdjYtm8WRNoolFlhGRmqg+bNMFQCNdE3rth4HvyrP/X/xJ5z3sA6g6HVr6h5UuXB90WmZma6MOAYDot8k//hH5TmsDjwfG9XpWepb+fEr3M6GUAk+Jbfr/y7cmSYiUismESCWzPmAFXEnl52N/hULlclrrjhBYIqATxyAiusbcXPxRT83qxXTCIe1dYqNrnpqkJRxcu4DjveAeOOTGBz+bm8Lw0NqIvDBKvhuvFCuhTU6QAos+PPgpj5F7RRrda55yAjh+HEWS3Y9VJ99S92NaB/SbtRlWPFoN6KgVQu3IF2z/0EF4ua6Ol3tqqmaQsHExtEJaAozVmmjh3XZ360/ngDQ2pLOnmzVgV9PVh0nC58JKS/83amJSPJXVt926cv6tLC4LYbDohTE2plXvtGvZnCTfqwtTWYt+XXoJ/P5VSca29e/F3OKzBMbJWWIMzJ0cFt86dQ0yCWid2O8CntlaB7b/9N1wvJX2thZyZLEa3ASdOurpYPSgcxm8mCTFTl6DKknIUWWNsg1WG6PqhWiPzACgF3NuLc5AqSeokg7KkQjKbldpCzNLlhEZfekGBrnbGxzHOFCxLpTA5MlGMbjpScJNJ9OX4cTwfZWXwX2dkwIXT1YVtm5pwDMYnVsP1YnW5xGJYWTKwf+gQno97QQJgsXWeTuMeHj+O5z4zE+80XVb3clsH9hs0ghxTsmlNLEVlnJiAhTk+jpdm797rKZAiWpSCfmvK0hJ0QyHVQ6F2dkkJ/JwsJMyH7to1LAnJfCkogAXU04Njb9iAvpMqSEAdGcHEkpmJfopocWb6+jdt0hJr2dmaaJFKqdyu0wkrKzcXK4TTp9F/EYBUZSWW+dEoxiWRWJiRSs69NeHoxAlVqaQ/vaZG3S82G7JVRVStkkU1qH1vdb1wxcCVUDIp8r3vwVJne/ZZ/P7AB0R+7deuLyTCKkh5eTh2KLSwTiylBHJy0MdoFOM5PKx+cXLcaTVbqyfRD8/YAIO8dAlRjTKVgkuHqzEGrZ1OXVkVFmJ71rdlgk9nJ1xjc3NYQe7YgZXgiRMqr7trF/ZZLdeLFdBTKYD5yZM4/o4dAHWu+u5WswK59f+2NqV+ejzQmt+9+3oG3L3a1lkxy7Tlqh4tttLTafglL1/GC7p7N16ypZasVC/s78eLyvqROTkApb4+PEjf+hbcDIkEwPGBBzToRVC/fFmtchbC4ITh8wEIWf2GGuNzcwB9aqhv24aXmoWQZ2bQr40b1XWQna2uKPK343GMycaNOsGcO6c0w2AQxy4u1oLJiQSu0VrdJxBQS629HS4CFl+mxV9fD9DJyxP5yldEvvzl68f1iSdgaXIysEoVM4vUmthFTZVYTOQ//SeRv/s7zSxlwWmfD9tzYs/Oxj6slpSbq/uIqNBaOAx3FpOCSF1lwlQkohm6FCGjXgtdVNYKV6xVm0jgubl2De4A+us9HtwHvx8GQG6uiq+RvnrmDEDV5VJd8rY2UBxdLgA99ftXg/VCa59ujI4OgCS10R9+WKUY7lZbbJ3z58oVTIBjYxjLAwcwCd0LKwqRdVbMLbXlqh4tBvXJSVg81C/ft29pK10ED/rFiwBvnw9gRS31sTFN3Xe7AezvehdcL7t360NFJsGpU3jJWR7O6QQo8mGktjcDsQSsjg5Y64WFOD/T11nxprBQCz2IaDk3rhzoati8GdtOTuKYV64ozbCyEi+CiPLBqWNis2G/QEDZIFyaX7um/TBNvPg7dqA/FBT72MdEPvhBnGv/flRlmpjQVQAzYDMydJVCcCJgMbZAHr0IzkXXR04Oflh7lS4cxhzow6Y7hQwdtxv3JBTSxDUmLVHrhZNCURGOQ+kB9osrFEosZ2crI4eKnH19OpkUFeFe+/16TOrTkPXC2qRlZbA6IxEEK1lhiytL0j1vxfViBXTDwFi8+KIG9H/plxBzulttKetcBBOklYNeWCjyK7+iAeW12NaBfVFbruqRFdRNE9Yx3SD79wMol7NuKJXa24uXduNGrQgfDgMYJyfxglK3nDQz60ohGsXDxxdl5058f+oUHkgGzLxeBS2mnRN8KypUSIwc8mQSn3u96A99wWNjOCc12QMB0BjtdoBYRwd+YjF8t3EjVgpWa41+8qws1SR3uTRAeuqUarZQb6S8HK4luieiURxnamqhoiUDzPG4BkkJjCwmQp12qiuyBF1ODu7BBz+oqxFWQmJRaRb1oMqiz6eTZSqF/yld3NUF0GUFJfLjObHOz6vkg1XSmAwa01RXDi150iCbmwE8vFdOJybQsjIt0k16qAiO196+UOtl61Z81t6O/Q8c0JXlrbpemLBEbv/UFGQjenpUG72+/u4xXfgsiii7SUSNCnLQKyqwUt6w4d5h5bzetg7srzRyzhdXPVpspU9Nge40MgJXw4MP3lgqNJEAGPf3Kw2RWi79/Zo49K//KvKXf6n7NTbi9zPP4GdyUnXGa2oAsPG4ZguWlWHV4PcrTz4SQT+bm7XyksuF84kAsEiFpOAV3QasdM+Sa3V1ANzf/334olk+L5nUGAA1x1mQg5mQgQB+mBCUSmGia25WPRhqwpCRwTFiEJmBWpaNe/e71foWUX86ef1WDXn+UKSKbouJCZG3vU0DmMkkroksGiYQkVHDpCfDwKTASaevD5M2VzR0/VCdkmPAwG9WlhYN4fEpLez1aoCePHMmpTG3YdMmjU/QSqfVPTUF10tzM87zS7+E/hw7hustKdFgNjMmX6/rhVY+J4X5eTyjV67gmpqa4LdfbaXHlbTlrHPKLZw4oRz0jRsRFL2bq4nVbus+dsFNX6rq0WIrvbUVVrphwK9dW3vjF+Hpp+FPHBoC8DY24iU0TQDj+fMKrJs36wttnVBME5Ytg05bt+K8fIGZTVpcDHCgb5XFkDs68DCzzBx1UwYG1D9Lt4PLhe8nJ9VaZx1UjweWbUWFyDe/qQU/ampUYpd9J6OE9U79fqUaTkxgMurrQwDzne9UNcNduwBaPp+WvyM/ngwh+tF5DmaRcoVlmpoZOz2N7ebnVca3sBDHHx7G5+SL8/gul1bloVuCmuycGMiCmZ3FfRwcVNE20iKp2khGDys1cZzm5rCN16va6pmZyq66ehWWJKmuIpr4RRYR3TnWe0qKaHk5WC8DAziWzYZnltborbherIDOdvo0fkxTqYDLuSVvV1sM5tZmGFoBihz0bdsA6MwdWAtt3ce+wmaaS1c9sj4cMzMAo3AYltKDD948mh+Pi/zBHwCoamsBWhkZsL7f+15YVG43Pqe8wFJ96+hQzYw9e7BtOAxrI5mEJV1SounnDJixQnxWFoCLErYEy7w8gDSpgfR5j45iInE6AQJ1dQDJjg6lB4bDOO6WLegPMzWtpeCoA56To6DY2oprIYXzRz+C39fnQwJXTY36rsfH8ROJKEuILAvqvXB1YdXAZ+ENZrRSx8XtxoqGMscZGXCf0fVC/zeVLu121ZIh4JKamUgAcDkm6fRC0E4m0V+XS6UFuIpiglJGBvrN4LmIWtwvv4yYA33pTIbavFmrMXk8es/n5jC2p0/j2Hv3YnV27hz6FwzCXcgxYgD5tbpeKHpGuigTmo4fRx/q60Xe/GYton2nmtXVYm00upgs19KCCWzXLkw8d7qfd7K9oYHdNK+verTYSidbQwTAuhINiNlZkZ/+FH9v2aJ6LaYp8p//M8De74e1sFSlpWeewcN68SIexqwsBGYLCvDCX7qE7RoaVNmRfZqexvfDw1rrlJYdeeoVFZjA6ErJzUXfenoAWIGAuowmJkQ+/3mRv/gL7d9v/RZ+f+ITIp/5jE4mBDOPR4siswjE6dMAQrorCCZFRViyM318chKTy9SU/k6llCYYiajbJitLpR1YHGR8XItqsMpSTo7K1c7M4P/qavSLY+B0Km+cQM7KUywQzSpHQ0O4FiZtkcbIwh+c2GpqlGZJKWQGbelKsVISm5sB0Mw0pQRCeTkmWQI6YyiU9b14Eft6PEj0icUQtKT1zBXV62W9LAZ0hwPB3BdewHhTG501eO9EW846t8bErl1DoLi7G8/loUN4j+42xfJOtDesKyadVkoaLT7rUEQisJyGhzUVfqnKSIvbs8+KfOEL13/+zDNwyzQ1iTz/PEB9sdYMWyKBc/f24uWntdXSolbH9u0LlSXpTmJFI/q1AwGcp7VV9WJME9fFTNRYTCswVVVhMmIMYHRU0/uHhsAWuHxZ3TbRKL4jxZBBPHLTGSClJMKPfyzygx9cf82/93siH/84+sVVBamLiQSOQ+kBFsOgS4SuBWbpGoZa6eTJU42TmvCDg8r2SSQ0+EpLnRmwVhdPMgmw6OtDXzgGIuqCouREWZmCKc9hrUHr82GfZBL3ub0dfaLMQzqN/mzapCJgpG+y/urgIO734CDOt3s3JpzBQVy31Sp9Pa4XTgQEdKcTE8kvfqF6RA8/fPsEr5bqz2IwX3zedBrP+rFjGAevF+8POfprva3UFfOGBHYKMsXjKjhl9Wl3dMBKN01Y25s2vfYHlzUvTfPGYM/kGOt+L74IYCsrg4WRkQF/ene3KjZSoY+gFgrhJZ+b0zTyoiL839GhSUdMg6cuTTgMPzElAYqKAC69vdjX6wUoTk5irJqa8F0qpWwZ+q+pcuhy4bovXlTddLo1KirA6KDcrGniOGNjuIbhYS327HDgvKEQLGXquOTnq7AWA7UEWyYWcbtkEmPpdsOCzsnBOM7OYl/yxqnwyOxUWvo+n7qAWlowXuTY00qnngzdO0zhZ7Fnw1DhLuqfkyPf0oKVCAPELHSSlYV4Sl7ewsLkdjvGpK9PYyw7d+K4ly7hnFu2YF/GbKyul5VUODJN1UQX0TyIF1+Evz4rC64zrkRvd+PkyLbUu0hlSFZY4sS2Y8fdCd7errYO7Mu0paoecQgiEQQpKUj04IO3Jhm6mFWz3GdsU1OwhiIRLJ937MADffIkrOdAQBkjhqGBNiYIMaGJ6eeDg9iPCUuhEICAxa5bWrSI9AMPqPTs4CD6mJmJY/O4+fkif/qnIk89pcFRgjrZHhQvO3kSrh0CXkEBQK+kRF0QzAUYHsa25L3TPXXtGl5SWu5ZWbDSyWsn8Hd3Y5xcLtwvFuYYH9frra/H5NDfr/RCBoyZkep2a1m9vDx1n5GvPz2NftHy48TAgh51ddiX9D+HQ/V1mMAkgn2amxfmEbBeaTqNiWHLFhU1Iz2STKOWFkyYbjee0dFRvc/792vyz2t1vSwF6MkkVo9nz2LfPXtwzttt/a7EOhdRKvGJE1ql6+BB3O+1ykG/UVsPni7RFlc9omVpmvA/nzuH7+iXvNXl5TPPrHzbUAjWRjKJl4fViY4eVWrlrl0L/em0Ui5fVoucFl5HBwCpqAig2tWlboL5efi802nss3EjrpvywV4vXhLWKK2vV8v1Ix9RJUJa1S4XwMfhgEvh7FmVwPV6MSlUVanLy27Hsf7jf4QFODSkBaBzcwFera2Y4Jh05PPBJUHgzMzEymF4eKGyY04Oth8awn0tL8f19fWprAHFqLKy1OLmSoN8+2RSU/i5GiAwcpXEQHFBAa6PAWSuYngsa5Wia9cwiTFAOzWltFDDwDUyk5RiYW437sf4OOixlNndvBnjND+vhgBdQ6/F9bIUoBsGVq3kwm/bBpbNStyRr7fdCMwXG0Rzc3DxnTyJ/lVViTz++L2lDHk32xsG2BdXPaLFMTeHh4Nlv/bvXzqg+XraYjeLyPVg/+yzIh/6EMDQ4UCAp7QUL/LRowDamhq8tLRyn30WAc1jxwAULEZMi/DyZbzslZUADwaP8vMBCqGQLvWDQQBoX5/qqvf06KRQXa1MFSoTulxKM6S1Tk59e7sWls7PR98rKpTOJ6J6K299K87FCYfZm21tWqHH5cL1VVaq5ojNBrcDLe68PK1gRH1yWtD5+ZiwKJFA3jvLyJHR4nZjYvH71a/c1aUrBnLT6fOnXEB5OfpOuQDqvTN5iW6ZUAhjwwmFKy3GDex2jFNtLfrGMnsiWtv2zBlc89at6A+LYzQ1oQ/WCX8lrJfFgE6rvq0NK0dW+mpqur2UwKVcLYsTA/l7ehqTDVlhmzcjXrUcs+yN2t4QrpjFVY8yMjRqfvYsXrLt2+9OdpxhQKvE64VF5PcDTI4exaSzdSv6ZbW4DEPkf/9v+HvLywHqmZnqT7fZAIRMzCHlsL1dffDUZx8exg8Due3teMmYHUvOOPnc5MnTD83s2ZdfVsVD0vw2bFA6H90aMzOwMnt6NLuTrgN+zsChy4U+MHno29+GVdbZqUqLDA5nZsKVk0hgn61bFZytRTfoeiHlkJY6cwDSaZXDZR1SPhO0yAnOVVXo//y8FofOytL6q243xr+5GSCZkYH+Dg9r0RRrkLSsTN1BbvfCkokXL+Ie7NihhUOqq7G65IRJoOZqYDnXCwPBtOgZ+B4YEDlyBK64YBCAXl19e5775azz5eQ7RkawoiUjbPt2+NALCm5P/+7Vtu6KeaWx6hGzBVkogVY6WSd3g9N69Ch+5+eD//vlL4v8xm/AIkmn4ZKpqVlocVm55NRQZ4Cwr0/90CzekJcHMO3sxAu8cSNAl0lSVG8cGsJPTg78u9aCFaTYiaBfBB7DwIt26RLcBCy6wRJsdEGIoC99fQBvVhYqLcWk9uEPww1GjRproJVp/U4ntiUDo6hoIXc/HAZA1tWpHj2Drskk7jmZT0yIYtENv1+FyhjApQ47G7NY02lsX1GBfcmEoW+ftFnDgJtpYADXQ8nnzk4c3zQ1SLpliyaQZWTgN5UwL1zAZBcMYpuODoz9wYPKvOF9uZnrZSlAZ0LaD3+IST07G1m9t0MnZSVgvvi7gQG8J62t6OuePau7qr5f230N7NaqRwR1WumJBGb9uyH0s5gl88gj+vfmzejnoUNaPGKpff79v8fv//AfkOI/Pq5JQWSh5OSoaJTPB+u+oACAEQqpD7ylBdtUVQGUKRnscKhFnErhfC6XWqInT8LNMzeHPpeVAVRLStSXLoIJgiBHIS1qkP/5n2thbRG1asvK8D2t2tZW/Z6+dhFVraRaZX4+AIrVp6hhwkLRLL/n8eAzr1cLPQ8M6NhZAdMwNFO0uHgh554BW+rIeL0Y285OnI+CXqOjcHFQEphaM1Y5ZmrLpFIqAz01hXtCuYPKSgTQKUsgsjLXC10uZPJkZuI+/+IXmDycTqwY9+xZfSXD5Vwt9JsvBnPGvI4exaTmcqFv+/bdWL5jvWm7b10x1qpHdCmQXZKbi1n/Xqh+wgf5/Hm8sN///o2z9yYn0W8m2xBY8/NVB4YZlMPDWvOyoEBT6Zk6z/2dTlDmqGrIJBpqo1ilcDMzsc+ZM7CSTRNgVlMDUA8G1a3DQgUdHWql+/2qA9PWhixcxiLcbvSzpESLeP/1X8MFs7j9yq9A58UwVKuGCWWUHYhGNTuVdEn60ynClUzimgcG1EqPx3F+CmRxxUBGTyyGvhHQfT78PTeHa6IqZFkZjtHXh+eOdEYRjNPWrVqIm/o0NhsmhdOnVbJhfBznb2zE5Mzg5kpcL9aqRYyLpNMIPJ44gX137oSfejUTd25knd8I0JubETsaGsIzSA76cjkfb7T2hqY7WqseFRbipWKVoYYGvFD3ChVqOZ/+Uhx3EQWBlhb1UzNuQDEmappTwZAMFoKXx4OVy/i4CpNRVpap7hkZqgdC90A6jQmopUWzLgsLEQOg24RW+sSEFpugjkogAGD/4z8W+frXr7+2J54Q+eQndTJh4Q8RgPEHPyjyne/g2ljVqb4e4DcygvvMNHyWsDMMpR7SUqfWOqmvVE2kD53gQwD3eHCdLGdHvXZa6U4nwJj6OeXlGHvq9fT36+pBBP1lXIQBaQZUT57EuPn9OP7sLCaUBx5Q2YKVaL1Yi1wQ0A0DgfUXX8T4bNyIBCNqI91qe61gzu9TKTxXx4/jXuTlYaLZtu3+4qCvRnvD+thZ9YgqfiwF5vej8vlqPcSr1Qjgo6Oa4bhcowLjb/6mBklLS3VyiMVwHLI1GDRlEJEuhgsX8MIz0YnFMGhNk4edTAJ0MjNx3NOnYYEnEgCi2lq4jpjWzz709QEwp6cVGINB9CccxrJ6506A8+c+J/I//gfAKz9fGSlUlszKwv4UnJqYwDYFBVqApK8PAb9EAudjchhdL8yIpdwBk6usiU82m7ozKALGKkn5+Qr6lGngBDE8jPObJq6xsFADsN3duF6ycRwOGBZVVVomzutVDZ8XXlAFRgL3nj1wv9BNI3Jj1wu/I3uI8r/Xron8/OeYfEpKEIQuL1+dZ3gxoFvBnN8v5Yoh7fbECby3JSUib387Jr17xfBaq+2+AnZWPXK58ND88IdqpVu1ze+lRqv8ZhVlkkkVnnr0UYAVtTmSSQWp3FyAPV0QlCImOIdC2KaxUY/pcqmkLFkfpBo6HKo9PzaG8xUUYNVTXa0BTNZqDYW0UpKIaowz2amnBy8x6YIi8CF7vapbTt11lrSjW+XRRwEQdXWw5pJJuF4oKkZQoyVsmlp0gwUzGGjmPg6HbiuiPvmMDLXK+V1enrpd4nFYmfG4ygDb7apxzxURBcGysjDmhYW4Trsd98Hjwfi+/DLOUVamyXOcuGw2DRJbQZtWuMj1mujUgw+HwXTp7kY/f/mXX18m9eK2Uut8qe9nZwHmp07hftfUYLV2o5oG6+21tfsG2KnbTeYBH+SmJryQa6Etl9CUSOAFpX55fj4AIpUCCA4OqhpjTg7AxGaDJUn/a2cnXqi6OliMtNJpkVIlMJHQeqGxGFY8rIfK+qNbt2IiIONlchJ9oGY6k3Ty8wF4c3Po++CgMm0MA/flwx9WXfOpKfRRROUGkkn0dW4OfvXGRkxcTKunS4iMFbqQODFRt8bhwDlIFWSiE0Gdk4cI+kONc9PU8ogs6N3drZPlxo0q9SuCiY1USYJ6Xh50XJhoxFhCOg3Q7ejQfpomrpFsKKsWzlKul+UAfWYGKwDq+rz1rTjurbg2bgbm3MZqnVu3mZjA83T+PMamvh7snjspHvZGafcFsE9M4CcSgQUXi4FCtn372vLRLeVTp8ysNekoGFQ9l0gE4Fxfr35jslpME/v09uLlfvBBgMLEBP4vLVU3B1UTmU3a3w/2EJO6cnOx8mFWpM2mxbdZ8IKFmMmQyc8HmNP/zFqm9M1XVgLAWHeV7BoyXubnlbZZWIj+Z2SgT6GQ+s45GVh95F6v8spFcM0jIxoYjkYVgFjwgkwiWvcZGVp0JSMDE084rH50ZqgyrtDaiuuNx5VmWVEBl1cqhX7m5mJcwmG4RljOkLGNPXvQdyZDUXNmseuFkxInSd63RAJMF2qj79uHAOStFGFeCtDp61+8DZsV7IeHERC9fBmf7dgBDvrdrnt6P7c1BHvXN9NUJUCml/t88OHeD4kLiQQClVev4iWvrwcIhEJwaRgGLPCaGoAO3Rhc6o+MABiLiwHIZIvk52vdTro/mKafTmt1I2ZSVlerpcwKSIODGHeKXEUiKolbUQGg6eiAdRuJaPp9ZiYAndIGk5M6qbjdIt/7nsiv/qrqqTscWCGwYlR3t7KdRJRHLqJAzwLWWVn4jNWgWGWJWjHptK5cyGt3uXRfctJnZ1XeNz8f48BJNDsbx796VXXiWTVp82bcH8oBFxdj+8uXkauQSuF+ZmVh0iRHn7EQcu6trhfTVG16K6CbJnIBjh7FRLVlC9hVr5fvvVLrfKlgKL/v7UV/WI6Pk8yt6C+tt5W1NQvspglguXYNFmE6DeC7X9TcYjEA7LVrAIOdO/ESX7yI687JAdhmZ8MaZbBxfh7AMDCAMdmyBRY2A5GsuSkCQKUvnOJdDJDG41qxZ9s2tdInJmAxUzRrbg4rCrJzqqrw2ZUr+Hx2VgORHg/cRYEAwI+66em0Jjx997sIcjNQuW8fVih094yP63nppyeLhoqMZPEw5kI/OC1pBu6mpzW5iABJfjuVIfv6dCyqqhRw3W7N5u3qQl84sZI+Sn+6260B0Z/8BJRIazm8PXvUl09QX+x6sdl0FWAFdMPA8X7+c9ybigq4H605ECttKwFz63bWbfjbNNGfY8fwHLndYN6waPZ6uzNtTUKgacJqZbYieelrqcTVjdrv/i5WHWQwPPAAAO3ECbzs1dXg9pIFMzqqBR4o4evzAUS5ZC8pAbhxuW71pxsGAMoaIC0pAeBUVWmxjFAI+5HuR/ZLZiYYMiUlAN+rV7UyE3nbgQD6wyLZtPat/GtSFeNxWMUPPoj+Dg9jokoksH8kgmOTn87sWI9H2Tmjo5pklZ+vrhenE+efncW29OVThTE3V5UhuU1dHb7jBOX3Y+zJ5ad/fmoK++7ahUmJwexgENv97Gc4NyWT6+sXylgQqK2uF6cT/5MVxPKGNhvG5Pnn8TsvD8Uublaucam2EleLdTs2K+Cn01iJHD2Ka83JQdnDxsZ1DvrdaGsO2J95Bg/wuXN4mBoabj0odC+1cBjSAvX1WMp///sAAlZS2r8fYEu5WytPfHoagEP/diIBgCkpUR9rLKaAS3GvCxcA7NEorKrNmwFOgYBOFGNjKtYVi8GfPDkJgKqrw35tbVg9TUyou8DhwPlra3H+UEhdFUyd/9738MP26U/j96c+Be46XS/UgyFrZW4OQOPzqY56LIZtolHVh5+dxfHf9z7EDjguDDSzvF5uLo7Z3Y3zlZbih/ED1hkNhTAJ0r3EoG9BAZ5F1iAtLMQ+Fy/qpOzzwZreu1fHl+4XEXW9sLHwuBXQJyZgobe24tl45ztfO+vr9SB/LA4AACAASURBVFrn1u1EMJbkoFOz//HHscq7E1rt623ptqbgcH4epeXKygAob3qTpnffD627Gy+ICNgC+fkiX/oSQJE6014vwL+/X4OBHg/+NgxY8263FrD2+VSAi/50Wq79/ZggGSANBgE4tbXqmqF2PQtjsEB2MokAYl0djnvunMrbzs0pQ6W2VotvU1KAFjozPD/8YZGPfUylFJg0FA5jBcAA7/i4pt7PzmomK7naVmYU0/SjUez/ve+BmSKCa+HKxevFddvtOJfNhv+rq9WfTbVGEaxG2to08Do8rHr127bp2BYU4Fg//jG2ZwZwfT1AmEwXgrrVny6iYEpA57UcO4axttmQxMNCLCtpKwVz67aLt2OLxUBXfPll3IvSUkhjrAaVcr3deltTwP788/i9aRMs19XWtLibbbEWTE2N/r1jB9wxFNJi2rzLBVAIhzU7kvzroqKFAlyU3aUf9Nw5BEhJ29u0SeuqxmJKcXS7AVqJBJba/f0475YteJlDIRyHtWM5cXi9ALHiYgA1ha8YoI3FVJo2OxsATZbE4CCONz+vDBYGUuNx7EuZXboqmG1LwbJ0Gp/7fIhTiAAMmQRmmgD4nBwN3vp8mKg8HpUjyMvD9c7NwTIltZSCYSIa+KRLKBDAJPT885hws7IwCe7bpzRVqz+dWaK8P6zoRJ56KoXYx0svYbvt2zEBUpjtZu21uFqsv0WuB/RIBKsPFs6urYXBUVm5Duj3UlsTkgKLQY9tubT7td6We0GeegpWUTIJ8GAAkZQ8j0dVD61LZfrTHQ4A4LlzKhvr98OSbWgAYA0Pq9uluBjHCoe1xF1+Prb1eOAKoLAVg4eGgb6xxuS1a/iehTjm5lRdMRAAOOXnq9bKH/4h+OqGgX3oVsnIUABmqTgCPfvr9ytzxG6Hxszf/u314/jYYxBRo1+fWbQsJSiiBaNNE8c/cwbnz8rC6iMUwrl27cIEx2Idfj/ULl9+GeORlwdWT2OjJjCJKJWRExVdY1aXiwjG/YUXMAHX1iIQuRLG161Y59Zt2cbHlYPOoPxDD72+IO16e/3tvtWKocV5PzfrNZJKePYsrGWPR3nQqZQWRs7LgzVojTWw0DSTVzo64E8fGwN4VFXB2iLrhGwXHosqe62tGrTdvBl/X7yotUPJA6eUwc6dADX67QMBLetmmjoR5eai71lZ6NPICADM7QZoDg9rghXL0mVnY/t0WhOiMjO1HigLXUQiuB5qp//6r4t84xvoY1YWPnc6YWlu2KBBWAqEEYS7urBSERH5x38EY2dkBP04dEhFvBi4feEFjBc18ffvh+uQBarpemEFJgaw3W4FdMMAnfX55zEGhYU4b2XlzZ+ddHplYC5yc3eLCMbw2DFMMDabctDXStLf/dbuqFaMYRjvFJH/LiJ2EflL0zT/aDWO+0ZtzEDlauSnPwVQUZOFbo3SUoBmScnCZblpKmhQO+XCBQA7g4q7dsG9Q/Cm5VpVhd+RiLpeMjOxbUUFLNXLl9EHSgOwuAYDvoODyrMvLMR24+MAtEBA63/SimfZOrpOKM5FoJmaAqj4fMq9Z1ISM0SpEW+3a1CZCozWIB4TuIJB+MQZQKZfnlmksRgs754eBd2/+zvsEwwCaE0Tx8vJQR+ffx4rouxsAOCePcr7J6izTioLb7NOLAF9ZASB0c5OHPc978EK6UZujuWs86WCqSuxzk0T133smBZC378fLKXbWRpvva1eu2VgNwzDLiJfE5G3i0i/iJwyDONfTNNsvtVjL9VeSx3RtdoI6F/4AtwSsRisSroAvF6AelERQMb6Alv96SIIWJ45o7r0ZWVYzhcXq4Sv3Y7PWcYtHMaSe2ICx29sVN12FsCem1NwIsWvtBT+dpam8/txjqkpgFdREX6yswGW0ajKAtCVMjOjQE4Az8rCPoahVrrDoVWP6DaJRrGKGBvDtpTmjUZRPCKdVt324mIci1WcmDSTTuP8p09jbAIBjOXVq/h+wwZY6pxYsrPhjqLrpbgYPPKKCr0fBNJ0Wt1JTif6TZdMJALVxYsXAaQPPwwX2XJsr9fiarFub93W+pvbtLWBstjfj3F/y1tUDmG9rZ12y64YwzD2i8izpmk+8sr/nxMRMU3zy8vtc6dL463F9pOfiLzjHSL/8i8ACdbHLCkBgJaUXF90gOXfmLBz8SIAKRLBi7l9OyyvWOx6twvLwrW3Y59kUnVhUim4gnp6AOrz85pNGQxiae5ywXfP0nsimFSiUYBmebkWEHc4AJp0tTAxaGwM+9tscL1EowBiipNFo6oBQ7kAMlrGxjBGTBDKzVXOOmmGGzfC+qXriElClCROp9Hnc+e0xN7Xvw5LfXH71KdEfvu3EUhsa8Mxtm+HaysrS615ukZYJ9VmUyudPvaXX8ZPOo2V0YEDyxeUWE4pcTmLfiXullQKq7Bjx7Bi8PnQB1I319u90+6kK6ZURPos//eLyL4lOvRREfmoiEgFzZn1dl1bHCh+7DH8ft/7IHFbUaGFKthIy6M0wPg4LM7ubgVfWulMMvJ4lBopgv1JWXS54EaoqAAwnj6tljezN51OMEGOHoVFd+6c0i2np7V2aTCICSIvTyl+fX3w6dts6kKivK0I+p9IqNY5tWjIonE6AT6VlTjXwIBOfG43AJkFs+12bLd3L8CUBT8CARXdojzA5cuY2DIzMXGOj6M61ac/jbEoLNSs0dlZ1J0dH0df3v52lQRIpXRyJTsnnca4cmJLp+Eee/FFHGvTJtyjpYq/3Kp1bt3e2hIJTNgvvYRxCQahstjQsM5BX+ttNSz294nIO03T/Mgr//8bEdlnmubHl9tn3WK/caMGTn6+yF/9FV44FjtezFlOp5X1kkhogHR8HABUXw/ra25O3S7FxQBNvugjI3DXTE2BcUEhqo4OrWdK1wsDjLt2gRkRDIp885s6UbS3a+UmFrQm/XBuTrnsmZn4PBrVpKN4XPXk6Wsn7dDt1qBqWRlcOv39iA+wiHZODj4fGoKbxeOBX7i2dqE2vLW4NuMRp05hcgkENBHK5cK5ystxvPJy+L77+1EQI5HA9T36qE5QvA5OUum0ZteSftrZCVXHsTGsvt7yFvxe/Ay8FjC37mPd3vqbLRpVDvrcHK7r4EGdmNbbvdvupMU+ICJWyf6yVz5bb6+jpVIAx3Pn8P/GjQD1pQqEsMoQCx+fPQuLkjTGhx+GlTk4qAJWwaD6bU1TwTuZxHmYZHP6NACIomL0p/v9EJeqrcX5RHDMYBATCuuAbtuGQKyIAjYrDFGbZXJSfdX0rZOHH4vpBMDgKHnmTifGqKNDE7MKCkR+8AP4v1MpTCpvfrPqo5M5w4mRIBgOA6SjUYB4NIq+5ufjGHl56s75+MfheunuxnEeeQTuCrKYSF0k3ZLJVKQwDg0hwNrbC8v8iSdwfxf7uV+rq8X627rP4jYzA+v8zBn0ta4OlMWVsG3W29pqqwHsp0SkzjCMagGgf0BEPrQKx33DNeqf9/QA/D7+cbg5lvJzWv3ptCDDYQDJxo0AuJkZWLOL3S4imAzOnNFiwfv2wWqcmQF4DQ4CaJNJZY1UVMC6fO45kT/4Az0Wi3E/8ojIhz4Ei7+oCCA5PQ0Lfnpai0eTG04QpCwCWTKUHMjOVnpiaSmAaGYGsYOODk1aCgYxDv/wD5jMGhvBzqG1z4IWVlXCVAqT4OXLOAbL60WjsGDLyzFezCydn8e4XruGyfKJJ5TyR/85JRSotkhd+0gEUrrNzTjm298OSijdHathnVv3WdzGxuA/v3gRk8bWrVjFFRUtfez1tvbbqvDYDcN4l4j8iYDu+A3TNP/wRtuvu2K0PfssfkIh9bdWVyOItpTkqmlq8G9uDsB08aKWWTtwAK6WiQkATHHx9X5bCopNTwOkqNfN2rATEyKHD6vKYkaGFjxmIQcRkc9+VuQrX0ENUxFY6MwInpsDUJKaSRdHNApLPR7Hz/AwADEnR4OMGRmqnkgxs5ISWLpnz6qapNOpiVnhMBK4rlyBZU5uOTnp1vGLx+GK6O/HmBUWYvwNA9dQXg4ADIc1JsBygrt2oYi2NWPUWnGKcQQqNDJL0zAwSe/fj3F4PWDO/q/EOhfBNR07hgnFbseEd+DAvVHEfb29vnZHeeymaf5QRH64Gsd6o7UvfAFUvMuXAVT798MyXYrmxqSWZFLk938fAcHeXrzY5eUA3nhcM0Stbhe29naAVCqlOueGgc8o7DU/L/J//y+Ol50Nl8aWLapZIgLQ+8pX8LfdDuBvbAQwT07Cl06J3YIC5aMz0SgSwTEYQGXAkUUuPB5MSps2ATCvXAHV9aGHVIcmLw/9/Na39PoaGvD7859fuKoQASBOTABsp6YA6G43+upywWovLcV35NWfO6ernscewzb0/VNWNzMT/WE1JsPAZHvsGCbcrVuha8TJyyry9XrA3LrfUtt2dyOo3dWFvh08iBXZSiUI1tvab2tKK+Z+a5OT+H3xIkD4TW9avjACXSLxOLjkf/ZnIl/8IoCJ/uy5uevVHK37nzypGtmHDgHY6P6h6mIioSXiiooQGCwqWug2aGtD8E8ECTSPPAI/7cwMwLq3F5MDFROZ9j87CzAaGsK1k8tNjXEWnPb54MMvLwcI0ur8539GMDQzEwC8aRPYQl/7Gs5dUYGJgxWIrI2Ad/o0jllbi/EaHFR/ejCoRbgnJ7E6iEYxtu97n3LiSWOkngtXGqYJV82LL2L/qipw2oPB1QH05YKh3LalBWM1MICJ6K1vxSrhVqonrbe12daB/S60xZTGj3wEv5fTviGHm2DT3o7PAwFY+Ha7Bgz9/uvP9alPwYJj9uqBA5AG/sQn4Md/5BGA3A9+IPKjH+m+v/EbC/uVSmGf557TbX7wA/z81m+JvP/9AEr6rOlf5ipAZCEtkUWnyRjhpFRXh5XCzAyyMHt7VcMlOxtW+c6dC2V8yfteKjMylYLl3doKkNu0CS4gqhIy25alBru68GMYAMc9exZOePSd0+1CaeOjR3H9BQUYCwaPGQxdCZiLvDZ3SyqF4PexY1qb4N3vxvjcL1LW6+21tzWnFXM/tZERteaWavSnz88DEJ95BiC6uH3mMyL/5b8snUJuGCLf+Q6OtXWruioMQ+Tv/x487T/+Y0wOtIT37FGtGLb5eVi7tAarqnC8+XmAWWurlsaj9grr0CaT+I5a6NRVMU31pwcCmAzKX+FXffazSPj59reRrLW4/fZvY5JhBqrLpfEKa5ub0+IP+fk4fl8f+ldRgXMmEuhbJKL0Tr8fWb+5uWppsxAGx485A8ePI5jr9cLtsXXrwu1eD5hb912qxePKQWes5OBBuMxeiy77eltb7Y762Nfb62s3UumjP312Fun97e0i73oXwKysDADd2bm024WNlEkWsg4GAWInTuDziQn8pjBXdTVAfXH6+PQ0wGtiAgCyY4fSL9vb4ZrhiqG0FBY6i1d/61uweoeGsH12tnLIMzPxf0kJGCdMGLp6VeRP/kTkj/4Ifu2PfQxWfEOD1kKllAGlBkSuB/VQCP2ORjHZZGdjgjQMWO1MwGKFJlJFN29G1i8DpE6nCnfxXGQPXboEwD94cCGD6Vasc+vvxW1uDi41UjQrK+EO27BhnYO+3rStA/tdbktp39CfHgqBvTExARCrr4fLgC+wVbPd2ha7eh5/HL/f/GbQ7tieegq/P/MZ/H76aWzDfj37rMi/+3foQzIJ8Ni5U+uJ/vqvI+jq8cDP73JpqT5qi3/zm+i33a4gbBi4jrw8TCaVlcrfvnABFrYILOytW/FDH//UFM7DrNSlrv3ZZxG3uHQJ++3eDUDs7MR56+pw7L4+TEBtbQB3pxOMl/p6HIscdMoCGAYs/TNnsHpJJDDJPfSQ0ilXCubW3yI3329qCtb52bM478aNmEy4wllv683a1l0x91ibnwfAvvvdACb5f+2dfWxc5ZXGn+PEH01sx4nXCSSxE7dx/ZWSQkhC4ghEg5oQAqEqqZYt20Klsqsu29JuC5ulVA7/rZCAql3tqoJFbUHdlQKo2xXLJohILQYnGEzZ4I8EHDv+SAwGOzaJx56x3/3j8as7Gc84M54Z3zt3zk+yxvNhzzs38XPPfc55zwGj5MpKZ4TbqlWcJBVPL3q7eSbyMQB45hn2Je/pcZpWRb7ud7+juG3a5MzTPH+e4jY8zMqVTZsonOfPU4Bsud/77wM//CFtIjuGLi+PAl9e7kTRAJ974AHgN7+ZvQ5ruzz1FBPGsfqo2DW/+ioj8JISlid2d1O4y8ooiLm5FPX+flooFy/yCuTWW3kbPrXIeuiHDrF2/Y03aNls2MCToJ3UFE+0nKjdAvAkaWvQjeEJtKHBP/N9lcRQKybDMIbi+MknFMI1a5zRclddNbvaZb4DRiYnne/tkIRoom6nVRUVsVrHCnB7u7PRpb6eAjc4SJ/d1nP/9reXN876yU94e8cdTMh+/vN8TxuFDw3xSmLLFm7e2bKFdsjoKL+M4eePlUewDA3xtr+f71FdzSuA0VHnRDI+zhPZqVO8IjKGr7v5Zp4wwks6bWfGri4OALGDTPbtcyYGzUfQ4/m5/n5euXR08Mph82YmvSOT44oSDRV2D2DbuXZ2Otv0i4tpGZSWOrNL50N4b/fIKVR79zrWiyXydfv28fanP6Xo2v7kO3dS7Ht7Kep2G/2FC/TUb76ZgnTvvcAvfkFBKi9nxGzFyRj2K+nooNDV1bHKx4q3bU8Qy3aJteZvf5u3d98NfOMbFO7Vq/n7PviAeQE7ErChgVGw7bZor3DCRf3FF51jUV8fX3JyPnaLfb+mJuYCCgpYlrptG08qihIvasW4TDDIyoqDB4Fnn539/M9+Fn0sYDJEs2fmep0IxW1sjAK5Ywcj37Nnnf4vOTm0Yj77zLn/2We0UF54gdHy+vXOHM/+fgrYyAgrT2680dkcdPFifLZLJLYFcHs7Txa5uYz8ly3j2tra+L6BAC2UvXsZgYfP/7SdHgFucHrssdnvM9dIxkSTofY9OzqccsnCQp7g7HhBRbH4djSenwgEKI7d3Y7dkJvLCM1u5U8HiQj76dO8cnjuOUa2GzdSfM6epdDn59Pe6e2lgB84QL88EGDE+cc/UiBt+aQd89fVxfu2+2T46DzbCiCRsj1jHA//8GH+fE0NSznvvJPCOTJC0a6tZdWLbQFgiRxfF/7clY7ZfOwW2zO/qckZ6rFjB3MWWoOuREM9dg9jDK2Ajg5nEPOKFbRfrO+dLlEH4ptCZSPSqire3nMPb7//fQrl9DQtmU8/pVcNAC+/DNx+O0W6tJS2y113UaiDQafp1ugohbehgRGz3cCUl8foPdHPbvMTJ07w/WyyeXISeOIJXilcvEgh37WLlT2RJ41QyLk6iRT1ud430WQo4FTWNDfz5HjVVVx3ba3WoCupQYV9gZmaYsTb0eGMfVu5kmJkx9yle/xfPInX8M0+IhTOM2e4kQegSHZ3O33fbXI1GKSQ1tez3j4nh9F9e7tTy15TwxLEqSnHylm+fH69TGzvettb/OGHaReFQty1CvDxsjJ65CtXzm6Ta/30nJzYAybC/03mY7cA/Pc+fpzlo4EAj9P+/Uz0ag26kkrUillAbJ+XM2coJldfzWjNVsB4FRGKkZ1lGgzSogkEWM3y0kuzf+bRR1m+2NbmDL4uLGSCdN063o/VgTFejGEyt7WV31dVUbiffNJpUBZOpDce7qfPJer2vcJvgfirYkZGnBp0uwGqoYEnPkVJBLViPMbwMHeQfvQRxewLX6DAeXnquzGMqO+7j5bRsmW87eri8xs2MAH5ox9R7L/yFSZVp6cp6NZqMIZRdH29M57Odmecb3LQjrI7dYpXD1/8Iu2swkLg/vt5fCcmmLwN3zFqCRf18FYB0Y7BfOwWgP/WTU3cjyDCFgk7dsy941hRUoEKe5oJn1IUCDA6r6nhH7eX/dSpKVooXV0cnlFYyCh9aIhCais2bLdI24Omt5evs/3WCwoYRW/YwGjVTneK1oExXuwAaLsJqa6O+YmlS/l4ayu/P3CAwh75PnMlSS3zSYZaensp6J2dTIZv3coql/mWrCpKoqiwp4nGRjayOn6cf+h2TmhlpbdtF4DCefq0I9q//jU3DdlWvJs309ceG2NuoKqK97/1LafM0BiKekUFfyYUYj6hpCS5Qcmjo06Z5OrVrFFftoy///e/dzYn7d7N4xyZr5grSZqM3WIMWxa8/rozleqmmyjqiZRsKkoqUI89TYhwVNulS/RSN2/OjIjt4kXaKB9/zCh4eJg7Rp98klF3RQWfy8/n/c99jmJuh1AXFPBncnMpsIWFfLykZHZzsUQZGOCJcnycgl5ZyTX29bGNQCBAq8POIQ1nriTpfJOhgGM7vf46cwlFRU4NutdP4ErmoR67S0xNOd0Tg0F2VcyU6e+ffELfenycfnV/PytfAEaeAEXdNu/q7eUXwOj5wgXHi1+3jiJfVMSvZGwnY2hrtLZSkK+7jieY/HwK/Tvv0Hr5+tedctFwYiVJk7FbQiHmTGzXy9JSngCvuSa5KxJFSQUq7Ckkcmv7X82M9J5rp6IXMIa2S2cnRbCkhG0AwkfONTTw9sEHObjjxAlaNmVlPAl0djJivvpqXqFY2yXZjTZTUxTvri5G/1u30rMPBGi99PWxbNBuOIokMklqHwsnEUGfmGCFUHMzr25Wr2arhepqb+dMlOxCrZg0MDjIMkYXDm3ChEIU5Z4e2idLl9IvF6FoTUzQWmhpoaD29DAyLyzklcjQEP34nBxWopSVpcZ2aWxkTfqxY7xKWLOGol5URDE/coRXFtu3M4KPJszhSdJI0U3EbgFYnmlr0CcmaDPt3MmTSiZcjSn+QK0YF1m1yu0VxMf4OLe0Dw5SqPPzKaJLltBOGRlxBNEYZ6hETQ1FvqWFry8qYrlhaSk971RErocOsdolEHBG4eXk8Erhrbe4xljWC8ATlm0fHL6eRKJzgDbLG2/QdgmFuKaGBp70FMWrqLCniXTvHk0WW1c/NsYIe3qa0XdxMT3i0VEKdm4u8M1vOlFzdTV99NdeY2K4ooJJVNvHPBXYma6hEJuDrV/P9zpyhJZRRQWrXqJdFdieMZGinqigDw6y+ubkSf6cHahRWpr0x1OUtKNWTJZhDJOiJ08yGl65kqIZCFAobdXIkiX0kAMBbvevraXov/ee0yO8ro6im6qWstFaCwMc1rFxI9e5bRvbEcSyXkIhfr9oUfw9X8I5e5YVLqdP80R1/fVMgBcXJ/xxFCXlaHdHZRa2Paz1xFetop8eClEE7Si4UIiJ0fx8WixPPw089BDwpz8xql++nH53aWn6EoZ2WHRLC62XggJG6ZHb8O1/36kpJ0mam5t4Z8jTpynods/Btm38jMnmChQllajHrlzGxATLBfv6GGGXltJDDwadEsBQiK9bvJjljFVV/P6xx+hzB4N87NprF6ZG+w9/YLK2vBzYs+dykQ0vVbRRek7O3O0BIpme5pVLUxO3/xcX830W6vMpSrpQYc8CLlxgRcennzJKLyxk5D0+TgGbmmKEnpfH52trnU6L777L25wc7qRciMZVAwOsCT97ljbIli2OWEfWnk9NOVUv8daPB4NODfrICCt57rzz8qHZipLJqLD7nL4+WhmTk4zCFy1i2+DxcUa3tk/5ihWsdrEVPZF+94EDvE1nTb4x3GzU3My+7rt3M1o3Znbtefhj8Yp6IODUoF+6xGTw7t1MCGvJouIn1GP3KcYw0dneTgGvrWXkPjBAgQPoRZeUsKqlsjK2Lx3vxKVkCARY9dLdzasCa71E2+pv2wMAzhi+uRgbo5i3tPAEt2EDK1zsQGpFyRTUY89iHn2Uw6QHBpjorK93hmQEgxSzkhJusqmujr5jcyE5dw545RVuArJVKIAj6uGlivG22wVoPdka9OlppwY9Vu27ovgFFXafMTTEGaO2Sda6dUyaDgxQ3IqLWQe+cSNFPx7SUZPf2Mjf29rKIRR5ebRfKiqc10TWntvOjFeyXs6dY0K0rY2vtTXoK1ak/nMoihdRYfcRExPA0aP8futWitqxY874uvJyitzatYlZEOnw1A8dYnT+4YfcxblnD6t1Ym0kupKo22lKTU3sf5+Xx3YDN9zg7WEmipIOVNh9QmSys7qat1/9KpuRbd7Mx1K1OzQZ7OzTri6ua/t2CnY0QQ+3XqL56bbzY1MTraYlSzjJacsW9y0mRXELTZ76DCuOjz/OqLW6mjbEfAZFp5pYO0tjVdrMJep2NF5TE9sdlJSwF/uXv+yNk5eipANNnmYhdhYpQKHbtYs+u1dobOTX8DD97rliCtuZEbg8SRoMsiTyzTdZ5bNyJfC1rzFnoG1zFYWosPuAaJHwd7/LWy/2gr9S0jaanz4+zs6OJ06wBr28nIO0M2WIiaIsJCrsPsBGwra/C+D9XvDRKm2iTToaHWUN+ttv8/NVVbEPenj1jKIol6PC7iMyqb9J5FVEpJ8+PEz//M9/5klq40bmCjKl172iuIkKu8/weh/4aISL+uAg/fO2Nme+6Y4d8dfcK4qSpLCLyOMAbgcwCeBDAPcZY0ZSsTBlfnjNT78Stt1udzctlzNnaCft3MnWuV6o5lGUTCPZiP0ogIPGmJCI/DOAgwAeTn5Zit9pbAQeeYT94d98k7tFly4FbrmFte1ag64o8ycpYTfGHAm72wzgruSWo2QDwSCreEpLuSt2+XLgtttYg75YzUFFSZpU/hl9B8B/xnpSRO4HcD8AVGhJQ9bS0wMcPszvFy/mQOq6Oq1BV5RUcsU/JxF5VURORvnaH/aaRwCEADwf6/cYY35ljLneGHN9WVlZalavZBSNjZyR+uMf8/73vgd86Uuc0KQoSupIuqWAiNwL4G8A7DLGXIrnZ7SlgLIQPd4VxW8sSEsBEdkD4CEAN8Ur6oqiKEp6SdbZ/CWAIgBHReRdEfm3FKxJo9tYSAAAA0hJREFUyQIysd5eUTKFZKtiNqRqIUp2kWn19oqSSWgtgqIois9QYVcURfEZKuyKoig+Q4VdURTFZ6iwK4qi+AxXZp6KyMcAehb8jYG/ADDkwvtmAnpsYqPHJjZ6bGKTjmOzzhhzxa37rgi7W4hISzy7trIRPTax0WMTGz02sXHz2KgVoyiK4jNU2BVFUXxGtgn7r9xegIfRYxMbPTax0WMTG9eOTVZ57IqiKNlAtkXsiqIovkeFXVEUxWdklbCLyOMi0iEi74nISyJS4vaa3EZE9ohIp4h8ICL/6PZ6vISIlIvIMRFpE5H3ReQHbq/Ja4jIIhFpFZH/dnstXkJESkTk8IzetIvI9oV8/6wSdgBHAWw0xlwD4BSAgy6vx1VEZBGAfwFwK4A6AHeLSJ27q/IUIQD/YIypA3ADgL/T4zOLHwBod3sRHuTnAF4xxtQA2IQFPkZZJezGmCPGmNDM3WYAa91cjwfYCuADY0yXMWYSwH8A2H+Fn8kajDHnjDHvzHw/Bv5xrnF3Vd5BRNYCuA3A026vxUuIyDIANwJ4BgCMMZPGmJGFXENWCXsE3wHwP24vwmXWAOgNu98HFa6oiMh6ANcCOO7uSjzFU+BozGm3F+IxKgF8DODZGZvqaRFZupAL8J2wi8irInIyytf+sNc8Al5mP+/eSpVMQUQKAbwA4EFjzKjb6/ECIrIPwEfGmLfdXosHWQzgOgD/aoy5FsBFAAuav0pqNJ4XMcbcMtfzInIvgH0Adhkt4u8HUB52f+3MY8oMIpILivrzxpgX3V6Ph2gAcIeI7AVQAKBYRJ4zxtzj8rq8QB+APmOMvbo7jAUWdt9F7HMhInvAS8c7jDGX3F6PB3gLQJWIVIpIHoC/BPBfLq/JM4iIgD5puzHmCbfX4yWMMQeNMWuNMevB/zevqagTY8x5AL0iUj3z0C4AbQu5Bt9F7FfglwDyARzl3yyajTF/6+6S3MMYExKRBwD8L4BFAP7dGPO+y8vyEg0A/hrA/4nIuzOP/ZMx5mUX16RkBn8P4PmZgKkLwH0L+ebaUkBRFMVnZJUVoyiKkg2osCuKovgMFXZFURSfocKuKIriM1TYFUVRfIYKu6Iois9QYVcURfEZ/w+fHfry6GI0YQAAAABJRU5ErkJggg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7ff7483e20b8>"
+ "<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
@@ -266,21 +267,21 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 2",
+ "display_name": "Python 3",
"language": "python",
- "name": "python2"
+ "name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
- "version": 2
+ "version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.12"
+ "pygments_lexer": "ipython3",
+ "version": "3.6.5"
}
},
"nbformat": 4,