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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import torch\n",
"import torchvision.transforms as transforms\n",
"import torchvision.datasets as datasets\n",
"from torchvision.utils import make_grid\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import random"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"def show(img):\n",
" npimg = img.numpy()\n",
" plt.imshow(np.transpose(npimg, (1,2,0)), interpolation='nearest')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import scipy.misc"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"torch.Size([3, 768, 1024])\n"
]
}
],
"source": [
"lena = scipy.misc.face()\n",
"img = transforms.ToTensor()(lena)\n",
"print(img.size())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"imglist = [img, img, img, img.clone().fill_(-10)]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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T7DzUh1KrQaVTI2lVrN1eJbaaB1mBIAoMHm1j/PrCB+b7yNEnmLo9TCIQIJtOMTM9hd3h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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112c6b410>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show(make_grid(imglist, padding=100))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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ZEs1vqhiS78pwQkLvXN/fGYJ4T8/PvP7wAxfXlNp9l4P61Lqx1e5SHoMMIQgB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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1143af990>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show(make_grid(imglist, padding=100, normalize=True))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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FfPC/sHdPn6S2tgW9yUhbTy9B/zwRf4CaxhY2l5ewuHz8zBd+iZFrl5hbnMFX\n7yGw6eeFl36Wc++eZmjvPkzuGt4+f55kPMH2od3Ekwm8Lg8VSSafiLN7x+MEvV527dqFWm9gbmkF\nmySSLaa4desmUwsr/MaXv8z07RsE/GtY7E5i4SBra2voTGrUYhGzQYXR6cJhMKIy1dDua+TG7Ws8\n+8lPc+bNt9BpDUxMzWC2W6mrqWXd7wcEJL2afQ8e4/b1C8RWl/A6nbjdtTzx4uMszs+ztOrnG3/5\nLfQ6NQqxhKgSaOg4Tq3dh0CJM+++SrmiQyWraO7exujZmffNsqvFx8rcFArBwtLKIp/5ld/kb/78\nj2lpayOUSLB33yFyhTKlchYUMsVCmumJUZbmVjl47GFikU0aWjtJV8psRddAVmIwO1hfX2HbwAAK\nscT81REe+oVfoLamjuDWOsWyzOLKMpJaYHF+mpGRYcpKDQ8MDZJqb2F1PYhCo6atpYGZ2Xlam+up\ncTbi87nJlAwYlHoMRjOv/ugU+x8YYmpiFkmoMDE+g16vZWDHAHqTCkHU0NTUzNL6Mg5LDXUPOhke\nHiYaXOHE8Rd58MhxlpeXOXN5lFdffRWjQYvBqCEUi1NSgMvioVzMcead18kXFSDL9A3u5Na52Q+3\ngaj6yHwsewhHjz6CXutCKUKjr5nRsXEeOfoYG9ENvB4vbW2duGqsLMytYLbYuHrxEvOLK2g0Ggxa\nLeFwjLJSYGhwB8FICI1GQ2uDl9fOnWNmaprGukb0JhOpZJztu/cjSSpqnTVUxAJ379wguOlneX2D\n6TvzPP3McywvLqIQKyjkCtlMkXg0S8fQHkpFBcVyif0Hj7PlD7KxvEomnaZcKuGpdXFj7BZqSUM5\nm8ddb8dkNXFteIRIdJO19VW0kogsV3j2ucfQqVXEolkKiNy5f4fNQIB4bAuhXKShsZWKmCQQW+Tm\njSuUcgI6vZ2O7Z20dTVz9c0bH5jvo48+zq5dh9m7dxdag0S9p52h/t288eO/paaujvb2DgIhPzaL\ng+X5FepcHpZWFmlubSMbi7Nzz0Hm5mcZG71FbXMDwdU1AlvrdGzfTqlYordzgNGxayhlaOsdQKUU\ncZr0RFMRbo9dJ7wVIJnMsLIZ4aXnnmd5aYlEvIRKquB1N1CuqNgMxDAb7cyvLpPNFmlp38ba0gyF\nTA6Xy4ZNr2dhbZVELI5B0pCvlDj04IOEQiHUWgVLays0+7xks2k+99lPcvz4Q1wfHiNbhpu3Rlnf\n3EQuplGFi2GkAAAgAElEQVQqwGSxsx4ZZ2JqjIn7d0E2UuO20tG/DV+Tj8tvDL9vlv0tvQQiUQb3\n7WbT7+fu5C2O7n8UvcXB9MgNTDYrsUSMTCZN/8AQmyur7Nl9CP/mKv1DO0gEAgzfvMPjT57Av76C\naDSxeH+ChsY6ltbXWZpf5pOf+Tlee/X7xLc26d21D4fNxsbKIoVShtX5eeZn54hHkria29kztItk\nMsLK5DRlpYxcFNEYnegMWm6N3mPHwT1cvzaM19dCrduBxWigo7ud9o4OFtfWsZpMFNMZSoJEV2c7\nAf8Gm4FV8pUSgc1Vnn7mCXYO9rFj3wGCsTSTM3PcvnGbiqJMOZ/GWeMimcuSZZlbN4dZW1mhXNLQ\n0lpH10A7rtoaLr9x7UNpJ6r+ST/9005rzU2kknFW1hfZ1red7X1taEwWhs+dxajWUtvYgNPhRABq\nPD7kfIF0MkxnRwe7jxxne/8AogBKZQWr2Ug6FgIE9mzfyVBPH++ef4dnn3oCg8nO8NVh2lrbKFMi\nn8qgUle4ePk9CkVQK5X0D2zDohdJJ0O0tu9AISrZCkehINA/sJ9oPE1LUxuJWAxnrQeNQYPVZMbd\n2MTu3TtZmV/ioSefIhHw4w9E6e3r5eqVa9TV2MmmY3jdTuw2E4gCt+6Mkc8luXDmFPOLKxhUWtQG\nMz3dQ1y5+TYLK3OoNRrqWjy09nbgsftQikYuvn7xA/P9rS+/jFqlYPTudWRZwr+4wuWx6wz29zFx\nbxKEAqKgoK6xESoFGpo7ySaCZLNZ2rsGSKTCuBvqQM4jCTIWs5bOtk7mphdpa2nlP3/7L9g5uJPG\nti5Ghkeo8/nQaQxkUynqG9ycPnMWBBUaEdrafTgcOhZmJ/A19rK0vIysUFHMK/E2tjA2NsnTz7zA\n6twcJqOW3QcPMj8xi95px2mzYrW76N+5l+W5Kcw2G4qyzNrqEslIkPXVRRp8NdTW1ZLKpKgIFean\n7/G9v/02Gp2BUkVAEFTsP/Agb196hWgijtVhoaG9jo7OFlzWRkDk0uvvvW+WP/f5f4HBZuPAnj3c\nvTPKrqG9SJKaWyNXOfjoMTzuVoRygoW5WWbuz7K1sYbKoKPZW8e14RES6QLtXV4sNhvpZBKdpKRc\nzpJN5XA569HrVLx9+jVS0QTb9x7AqDeiUiuhDHKpTCS+wb2peZSiBkWpgNkk0t7sIRwroFJZ8W/5\n2fSHsdoaOfjAMQL+GEaTizt3xzCoRWrrfJx85SS5Qp71xUUeeepZLBY7erWCMxcvMD45TjGbRkmJ\n9tZmsukIWoOOoD9ANp8mGVpn5OYwyVgKnc0OZQVHH9zHm+e/T7GiwOa00trbRHNzIyajGwG49PqV\n/48tRNUH+Omfdvql3/yX5BUCsXgUjUZFulDh9MmTPPrEJ2jt6kej02I02Emmc/iamundvgdvYzt6\no4XVxXlu3b3H3dt3OH3qLcxGE47aBvx+P2ffeRVJo+aLP/t55EqefD6NwWoguBUgk0pjsxsJBsO0\nNjVjNVr54i9+gVhoi1wmT39/P+sbm5TKsLQQwFbbxPzGKkaNnlgkSlNrF2q1mrA/xPe/+10Wpic5\nffLHmO0mMrEgFVFFd3cLF86epnt7L5tbfiSjCVQi7w2P8J1vfQdBUHHmzBlkdNR7amlo62BwcCcN\nnU6iuXWsPjON3a2463zYdTUolRKC/JPHZ0tKFbenp/A4a7h16yaTizMMdndz/cY19j1wnHS+hNFY\nQyScZGsrSTpfYNf+w4S2Qnjr3ZitTq69fY7m2joeOnqMiqxi+NplJFK88eaP6O/axpl3XmdhbpqH\nHnuISCjMjZvD2Ox6rl25TI3NTSoe45lnn2J2ZgqFrGbPnj3Mzs5TKEIuL1Lf0cqlK9fp7+omHA5T\nVmnRGK185ff+gGQ2x+rCHLNT97h29RJGrUC6kOO9d09z/fZVJubmWF5eJVMsUJTh/NnzfPfvvks4\nHOa9K8PU+lrweDwMDu6ku6efha0pkAq4W13UtzfjdDrRSl5kSsQjSx+YpdZqw2g0o9Tr8bhczC0u\nEIoEkQw6Zm/dQS0Z+eErpxgaepDDxx+lp28Pm8ur+ENRlMUSiDISOhTFCpMT9+hq34ZKqcFk1jJ+\n+xKhsB+72UilksFhM1MRK5iNJjK5JPVNNWTTSepr6tHplDzy8BHy6RQjwyNEEnGamlro2radJ596\niTfeOcXq5hbT4xMUSyXMBgfhRIZ3z5xh1949rM3Osq2vg3feeJXR0asU5DLHDx1ErxEQVRK5dIHN\nwBbRZIbpyWkmZid55/Rb/PDVkwQjaVy1btoa29i3bz/fe+0/YbZpqWtz09TZisPmRCnYgBJjw++/\nL1TVx8/HsoegU9tQ5SM89fRn0ZnM3Bsbw+50Eg2GsXo8hIMR1BqReCqH267n7tgIWqMbb5OPGqsT\ntc5Ac1sLakFgeWmBi5cu8Fu//W8pVUQuXj5HNptFrbdx68YIg4NDKIpltAYDciFHc30TksbIU08/\nSyETw2g0IGn01NX3kS+VEDUGgsE0oXiM9949y1PPPoPOoOPytRHqmxq4ffsmbreRYkVBKBpEKapQ\nUmFpahm1QUc0EmLs1ih2Zw3j4/cwG9VIahFZIZCOx1laWaGUL9LY2kVbWz+Hj+7l63/9u1jrDJjt\nDtRKLSajjmh0k7d+8GNGLt8mvpX9wHz37t7L/eErpPMCWoORY0cOE4nF6OrYRldfP/71LeZnx+nf\nvpcatw5JlKmg5+70fSx6Bxq9kYZmL+9duUpky08qneXZFz6DRmdgcHCIH736I37mZ36RGrebcqlA\ng6cOs92EWJaxmGzYa3y89OlP43ZbqXG6OHv+Eiqth/7BPnbte5BQJEtJEHjo8BFMVgtjt+/y1Isv\ncnNkhIMH9lAuZMjk8wTDQeq89Vy9eInejh5sLiuzCws89sijdPX0MnrrBk67DVlRYNfeA8zNLhAM\nhylnizhr6tkxuJuWLh83pt7G6DRhNJpRS2osBiPzi7c5//p5JsZmifrff+uKvt79TI+eRy0ruHF7\nkocffRStRs3i/DwWaw3T0zPs37+PyxfPUtfYQjK2gSBKGCx26ttb6e4cwuxycPnCWQb7BgmHNtEb\nraDU0tjUjFrSsL66xcv/11cYuXkDu8mIVq2locGHTtSyuLhMR/dOnnv2Gcx2PeVihURWwGi243A4\nCScyFGUVff0DLMzN4XS7KORL9OzahVguEo8EicfCOH1u1tbXERUq4qEI2WSWS+fPYHfXks3mcNbW\ncH/iLl63l+WVOVwuH8VshmA8jsvqQGdw0t83wMzCTQrmMGanG4vBjKSWkEQlVy6+xXtnhgmtRYhu\n/eT9tqr+X/vpHzJyGkw0tg1hddVhc9mRJA2zU3fZd/AI0ZCfOk89CkmNRjKSLZWgrKClpZGLZ88i\nV0o4a+tx2c2kMhmGduzm/sQkrc2teDxeVlc3ePjRE/zVn3+Tp154iXt3xjl07AgaUaYs55DLMm5f\nE2qNGotRj1JtxGx1cWvsLii0NPjayJVKPHT0GDsPHESv0/Ctv/3PaCkxPXGfRq+PZDzBY499AkEu\nkk6kOHDoQUbGbtLW1k7Xth66u3u5feceoWiQpvo65mZn2bf3IG2dfYQCcSwmB71DPQwMtvK1v/49\nRAMoJCUKQUHYv87Vd66xMrlJOiuTDxdJJ3MfmK8eHQeOP01b5wDnz75LsSQzNTlGRWHk4rlTHDv6\nMJFYkqauDtaWl0mlc/T3DbE8O8lW0E80laWzrRWNWsVKIEw2k8NutdHW1sHUzCzHHn6EUyffoLO7\nD73eiMGox2RUE4+HyWcKtG/rRqaColQBUUdv/yCBUJTxqXlcdi9NLS2cfu11mlpaCAQCeOvcvP3j\nV5DUIvlEmkwqweXzl2lo9GK32kgXEiysrCEq9bS3t3N/YpxTp97mxU89z/LiHGpJS1trO6WygmQ0\ng05jYNeufkRtiTeu/ICiooCoUaFVK5gcu8/NC7cIrGdJp2S0gkRo6/23rji0fyebmxkeeOwZvL4W\nJAEUKhFFsUJBEMmlYqysr+DzNVEWVURDYURRprm5F6Wcpbm1DaenHovJSCqfYCtdZKCnj7mZWfbu\n3Y9KrcGgN/KjV/6e+oYWdu3bi1KlIJuOk0qE6ezbRX19HRqtmmggRF1DO06Hm3SmQI2nEbmswFvn\n4/Sp07S1t3H7+jCra6sY1CLvXb5AT3snKBSsriyiVChYnF/g7uQYn/vCz1OqiKwurdLZ3cHK8hKz\ns7O0NHtp7+hieX6V5dUtjDoztR4fR4/sZuTuJVZyMwiCAjQSkqLA2TfOMXlzinikhFgyIYoKIv74\nh9JOVP2TfvoLwr/6rT9Ao5Fp7+vnz772MmqNlo7OFhZmV1FL0De0j/u3b6HT6tlaW2N1bYbG9hbU\nogGVUcXGzDQbsSSNHjfBeJjde/YTiYSZXVpieWEeQVLR2taI2+HB7nbR4PagEsvkiwU0OisGmxG9\nWk8qnePGjRsYTA4kSYXP14EsipjtZizOWubH75DK5WlwWtl98Ah1dTZQKGjvamZ1eRlECaPBwLf+\ny99g0qjYdfAhpqamQVHB6/Fw48Yw/bt24bA7uX3jDv7VNSS1zHPPP41RZ+Gr3/gqeTmJUpcnshjg\n7sgkydUMYkFPRammZbuFB5/v4frp958VA/Dvv/5f2FyZo2Ogn7GrZ2nrasZst/LEo0+RTMYZvnUf\nr9uFp6aO9eA6WqHMtdHrmPQ2amrr2dHXicFq5sqF82RTCSpKFYPbt3Pn/jjh8CrFikRPTztudz3R\nZAKfuxZRUaJUKuP1teDwOHFanQRCYV597SRdXQMoZImBwT0oNRoCkRDdPf1MT43z3rn3cFgNCCo1\nM3fvIEgqAqE1mlp8mK21rCwvceTwYa5euorFZaVcVtLW2IDH6+XUqdeRlSoa3B7kskgyEsVm03Li\niSdY84d49e3vkCWHSptn8dYcE7eWyG4VQbBTJswzn3mQpn0ORt58/60rnn365zn8+GFuX79OXVM9\nxUyE0ZErmAw6Onq62dwK0965jVAwSFdHF02dTczdncHldVHb2MjK/DKReAClQkE2nWH0/AXShSLn\nz52jub2NW7euMrs4z8H9e3no0adZXFnCbbWi06vQGa0IaiUavRa9Wk8wGOK9q1fxNrahVujJlRUE\nwlsgqQn5wzS1+Gjv6GLv3r0szM6gLIKrzss7b79BLBrn6U9+ilQ8Tr3PxxuvnWVb/zZWFhcY6h9i\navI2aklifnWNWpuTrc0tarwOdmzvZvvQLl57+y2mV24hGSU0lBm7cJv58S2UGQ2yaKEohPn0rx+i\nvt/B9VPVtQgfoZ/+aael7Ba17lZisRgmpZlcPMi5ybv8y9/6Pf7+775BoVDA5XJhtThYXZkiHkth\nNFjYfbidqft3aW7oJBTeJBKJUFAqEAWBv/iLv+DnPv9zDPb1097ZR63HgU6lA6VIWVVGLmvQaAyY\njCYoVyiRJR6P0Vi/DUHOYzHXYDJr0Wr0TM2EsJo0iAoNhWSGWDLBD/7wDzl24gjlbBGH08zc8iKT\nt+/yO7//VRobm/mDr/wevTcvMzE9x4lnnuM7f/2nWB11JBM5NKLIzgP7mL8/zvOffJ5IIMq98WtI\ngsTm6jzL00UKqRICEgE5zC/86wMI6gwVrQIl5Z+Y5/e+8x8x2ZtInD/Pr/2r36KYSnLt6jDRTJxk\nOEx7ezsuq5FCMY1Dq0IhmtGp0rT29JIIbxLPFEgW/OzduxfRbGZmYorf/u3fxma20dpZz4EHnkSv\nE7HobbR2taFSFFGhxG7XIKnUFJIZcnKRaDTK048/jyDnMFv0CIoKepWIp8aJy12D22YmV5bpH+ph\nazNMJV+iqaWBrVCQaDTKzWvv8amXfobAVgRZlrlw9l1OnHiCk6feASGJ19cKQgFXvZdbo3dw6A0c\nfGAfYhnGRi5SrqjxT41TKEqUMjIKhQrJI3LsuQYM1lYU2gzF7AcPv4mVGNdeW6Clu4e33noLT52V\n7sEBkuEcyfg6KpRYLBYM3d0Iigq3r17FVd/A9NgE6ViaTD6G0+RDIwpoVDp+/jd+g0KlTCaVZmLs\nDscfeYy8LNDkayCyscW2bdvIZ2NolVoAJEGkUqyQKkSRK0r27TpArlzEVWMjksnR1tSA0+ulua6e\nv//ud9j/yDFWV1fZ88BhJsfuMjMzwyOPn2BidIzTr/0Yi9VOR0s3SkHHzZEr7HvgCFdGRundsRsB\nFesbi2zfu4uVpRWGBnfhq62hVCqRjcdQVNTMXV+gUMlTTkqgUDL4ZBu1HXpU2lYqqjSC4icvnKz6\n+PhY9hBcljoCsRyhwCr7D+6hUqpQLIo4HFZWN9fRa6xYPB5KhRTZXBqL0cryZoDGplauX7mMu9aL\noKggCiLFUhmtTkc5l+bQI8dJF/LU1TbS6LHzJ1/7CshqNDodTrcTtVpFhTLFXA5RqSIYydK+rZmK\noMbtqUVSiwiijNVoIJmJYzbrqbFbKZXh+eeeRVmp0D/QhUIAnUriyMOP4l9fZH1thZ6+QU488wKr\nK0sszM/z8GOfQKfTMbR9N9fHrmJUqenu6qahtRVBpURQ6hm9cY2tjTCVYoU9D3XSutdK384GZKmI\nJCkRJIkaewNnvvfB0049Ndv48q/9byzP3WdxdpnF1UUoqViYn2VqfoYXX/r8/8Pee0bHdV13379b\np/eCQe8dJMDeRVKSqUJ1y5KL5CJbdtxkxY7juORJcZrtWFGeyEW2ZVsuqpZEWY2k2ESCvQMkAKJ3\nYDAzwPQ+c98P8ofkWZGc9UR5X79e+n2669y7zpz1PzN7zz53n7PZv3c3OllmcHSEWCJNR9dqTHYb\nalEguBhmYrCP2sZWVIOewf5+bt55I77yMuobljE+NoFe1Oju3svpkxfxlpbidNkQZRmTxchSIEho\ncQlXSSWpfJpUVqOyup6ClsLpcCJSwGQ0IIgaHrOJ+bl5MvEY191wHXMzQzh1el58+QWaG5rI55L0\nnL/ITTffxqc/9zmuXLlCMpvhwS98iY7lXXicXk6dPk1tRTnrN24CSUTSGdlz4CDZVJRkJE8uneWG\nD3dS1WWguqkEg01GkwUyGihFIydefusIwWO0cft9n+e1115iZmyA6aFZWpa10dzaztjAFZYva8O/\nlEBIhJEVhYu9PXQs6yKWzGL1OqguryawECI4PwV6Pdlcjr//+leIxFJcuHiBL/7ZN/jbr/4ljXV1\nIOQ42n2SyppqjCY9RTRkBPzz88z7/XhKy8kUizjsTowWCyaTQk11HXpFIJmKsnJlFw//87+gUmRh\nepyapgZa60o5f/wkotUOmTRlZW42rt9A78VLbNiyhc1btlDZUEs+nUNVTTisFi5f6qOxsYGGljYW\nFhYwWT28uvdV0sk4qUSSHGk231FF7Rrbm/Nu1FANOpKpPGJW4OSrw++InXiX/5Q//iWj73//ecKh\nCUpcLgRRQVT0bLn6Wp74+feprGogl8lSVd9AbD6ASa9Q29iMQRQxutyY9WYS6Qwer5fy8mpKyitx\nmPU8/ZvneXnXLubGhqmsrGZ6wU/XitXEomHWrt9IKp2gkMuSiEQo5AvMzIYoqyh7M6NEr8PjKyEc\njWGymiitKsdX6sVX5sVg1OG0u5gJ+3HYnLi8FmZH+vnBL37F/NwMvedOc9+nPo3LorIwtcCh4wdZ\nu3otDz/8MGND/UzNzrF1wyaKMhRlCVmDQiGLXpYIhxaRPDlczRKCLotiEjE49KhGQAYpnCMxFufE\n4bff+PPx+79INDDJUiTKwMAQdY0tmDweUsEQnV2rkBWVQCREVXkFk8MT1DQ0EAkEsbldyIqOVDoD\nRZHS6gpy2RyZZAy91UY2FmP/7t243S5Uo47m1g4unj3Llm1bMRtNZDJJcqk0S/4QDncZRTQsDive\nklLyWhGX24vOpENQJEpKHdisFgpCAa0gkNVBdUUpnhIrw2cucm5kkIryMqwmIxu3XEVjbSXzS0EE\noQhFmJ+fYf/e3cwvLNDU3MTU3CxVdXWYdAqFfAaxUCCeTqDZY5QuVylQRDQK2B16NF2RYkHDXXTw\nwqN7CM1n31LL+qbtpNNL7HnxaVav3cC6DVv49a+eQCeKuJx2xsdmKamsIlXIMDc9TeeylYiqSkNj\nM5d6emlfsQJF0dF95ATVNWVUlZUTjkRZs34DxWySVCSGvcxDOpNmaHQEm8FAeU01Bp1KIZNGEETC\n/gDeshqMJjNunwebw4PZasVksaIYZDQR6hoqMRh0bNlyFcFAAKvHzaYNKykrd/Pycy8wNDWG3W6l\nraUVRVGgkKf71FFkwGgw8uSTjyMJGstXrMRiNzIf9FNfUUdFhQ+r1ciR/Qexec0o5QUq6nSg06Na\nVMxmkA0CuUyGqTPDvPT4adKxd8BIvMtb8ce/ZHThwnFOdB+ipmk5qligrKKSH37/O6QTaTqXr2Yh\ntEgiEmYpGcHpcTDQ10ckHCUlSDitFgKBMJlckq72ThIRP+l0kg/e+34Cswu89NJLKKpIZV0dP/3h\no+SLBqobmmhvrSaXzKAqOopoNLY1oBjMRKNJ9AYVtCKSKOKw2Ugn3ywvWCjmKCIiyBoHX9vN5x/8\nPJWlHh777j9DPo1db2HHHVvwVZSgGm2cOHKUrVt2cPr0GW7feTO1DbV0HzuOIKp0tC1DZzEjZDUG\n+84iaHk612xg5vAIGTGNrAgIokY2LZFL5Hn9yePkIgacHt3v1fPE0W4MUoGutRuYnBikutTHXCCI\nQSwQTRdpbFuJKutQZZHy2mqcVhuehnZEvUAun6eyrByLzcyJI2epqilBElX2vPo8LY0dhBMxEArk\ngGKxyPs//AlEWaKgFYmHIxgNFuxlpZgcVhAk0ukMiAI6VSYYCGA2GzCbzeRyRdLpLCaLjZGhg5RU\nVWC0GHFYy3hp94uIaMjZDLfefgt5SUBRXIROX0CRzAz099PS2Eh5eTkIRdpa2ikvLUPRm4inU4wM\n9FFeVUk0GSY8Poss5ZBkkCSVVEqgEIRXHz+BlpdobvYBb23BFLXAypVdRILvZe3G1eRTKVavWsu2\nHdczOTZOjVNHXU0tExM5yp0u+gaHMOlUbFYPtXVVnD17mhWdK9lyzXZCM5NEHWlu2nkrL7z4JJuv\n2sbU1AxDE2M0NbfhcTpZufEqvF4PMgVi8Qw6nQ57RTlmpxNFUcnlcqiKRCKRQpZlVEUBRaVQ0JBV\nPWZ9hmwixtoVG7G77EwO9LGwNI+qs3Lbe65i447rSeXyeCtqsZZU0Nd/iUg8SVtTBw63g9iiH71B\nT3vnSpaSGSZnZ4gGZ7nrAx/gpVefRc2LoCoIWhZVspHJyCT9Iq/+6hQFcqxduZq9M2feOePwLv+j\n/EE6hJde2kVnxyrOnTrBqnVdTI/1owoSm2+5g+7Tx7j+ulsILwUwGswYFQOrNmxCQGF+YZJEPEUi\nHmXdik1E01EWAksUhSJP/PIpgsF5jGYH/mCEY8ef4JodO1m1/iokUuiMRqKhMfR6PR6Ph6VwnPRc\nCKPNgs3mIBBcxGw28s2v/w2j06P89V9/g4XFCJKskI2mkAoFStwe4pEAZocNo8nO6hVN3H7nHQwP\nj/HIo7/ir/766xQ1gZVrllMsFokshblx502cPX+Up594jJtvuxWrWc9SZIkt2zaRTGapGVpGX+AA\naTmFtuBjIThNc3Mzt912PcePvoG3wsloX+Bt9ayvLWPwyigVLi9Wm4lzl05R4nBRsJcjFLJIsvZm\njeh4ksD8NGU11Uz6Z/GVuEASEWQJnU7Hpu2b0LJZWto66LvSx959r3PDzltYDEWZHhlmy4btKHoj\n5WUuYoF53B4P2WwBvdHI7NQsdqcLo8mGIquIIuh0KX72o59RUuZh9fp1hOYDZAt5WjvaCYfDeF1O\nxvrOkymKfOy+j9PaUIXT46ZQhP0HTrH9mm1Eo1HalzcTicQQNJidneX4iSMMXOrh1ltvxT8/TVtH\nC0jgqWkg/HyUidwp0qk0iaCAVEzQUtfATbet4cLFc5TW2+BtUuevu3YN//yP3+Jr3/gy3/zLv+c9\n122mdXkdT/z8pzg9FVx38w0c2L+H+vp6Dh87TmNtDUMTE9Qv68Rst6OzmBidmGZiYoIb3rOD0OI8\nRUTWrN3ET37yEz73wJ9y1fYd7Nuzi/fd/wWWoiFUvR4xm8JoMiEIAqKsMDxwhfrGJqw2F0vhJYxG\nI/MzkwT9ixSFLFV19UiSzJH9+7C4bJjsRrxuJ3NanmxBxKYodG3YhCjI9PcNUOqrpGtVBxu3rGVh\nYYFQMExHexu//uXP0Bl1dO97nY9++j78U6NsvnojRrOVlADPPve/yZjSyJKeoZMzVFeUUlXiZc2m\naqaWZrD7/iBNzLu8BX+Qs3XnB41cPDXOhz56D1MTPVwamqS+cRVabJHmunYmxkcpFjKY9XZUswVk\nkUTozVRBh9eNx2Enl82SSaawuhzEYjFu3LGdp578FSvbmvnVLx/j5uvew4EDh2hqXo5qAL1JxuZ2\noFN05ESZpcUoXq+XbDpLIp5mcmKOl198hpHRfkqrqnjgy39NYOQ8Znc9TbVupqfm0ZsU/ONBNEUg\nn4pgtjjI5jW+9CcP8r0nf43JbCabLeJwOdHrVXSqwJXLoyiawJbN2+g+eJAbd15PVX01s/4gPT09\neHwe0j0ONJ2Nufwknc2VXB7ch7e0hs3XrMLT5ObAs2+fxdG1Joq7ZD0HDr+EUcqBwcl9n/wi4yOX\nWAhrzM/4cditeCsqCceT1NTVE5hfZGp0nJqGRopClssXe7j66qu5PHEJOeRHyyVoa6xm19PPYLVa\n6Vzexte//g3+4Vvf5uTpUzQ1VSFJArJOJpJIs+APkc9pKIYkLqeXuZlhZqZnOX70MIpe4nTvIKcO\nvExTx2YC/h4+84nPgVDEPz+P0WHixWd+xcbvPkQ2leUzH/sM//KznyAIGl6vD39gnkafh6nxCSxG\nAytTnL4AACAASURBVKogUVfbyLlTJ7HZLGSKWRLxLAP9J/GUl1Ii3s7uN36L3ZeizO7g9Z5Xaa/u\n5LqbNuFq8bDr8bf+R5vR7ePqaz3803ce5uMfv5U9L++lsroei83G0Mg53mu8i/UbtjAzPc7m7TeQ\nSoZp0BkxmJ3oFD3ZVJKp5AyNtXUE/AvYHTYOnzxI9+uvsnXjWk6fPIHXbGL96jWcPXuWtZs3MjM7\nid1uRBFFkkUNfyCEyWhlMbBINicwMTvPiYO7GRsbY2JojEwxRTpfIBmNkBN1uF0qV23diAicP3uO\nolwktBTA6nKQjCTZu2s3X/jan6GqKogS2XwOl8fJ9PQkzc3NDA1dYf1VV5GMx8mmMwSWggycOE04\nvEhVzTI0FbqP7Wb52lpmZybpnznDytb1rNzRiMlj5pnH3j264v8v/EE6hEh8mjVXlXLi+KOMXc6i\niAaKxSKvvbabuz78GboP7ePTf/rnpPyzTC0sUFriw78wQ6aYp7apmenxMSKhALqigMGm0FTbwNjI\nKF2rrmZ+0c83//EfeOR/P8KNN97EgUO/xeW0c/2OW0kmo6AHCmC325mamuKxxx5D1htwl9i5MniF\nXFojMjTMdTd8gsFzjbQu38rTv/17xi5cJhNNMXypnyP7D1JeVsO6bVsoFovoHFYee+wx7r77bkxm\nAza7m0Q8hcXupqohjafMh91kQqcKxMIRDCYd5/tOE4/HaanvwFPpxL80g1HU0T+2gMvSyPHfDoJl\nkAe+eu/v1XNu4QpX3VZG3+UJREnEHwjQ19dHYG6e99xxN08/9kPWbt3G0tISQqGIUdUzPjGMz+kk\nEFli9MoAZWVlXLx4keHxfhprOljetYVEIoHOXca2bdvY+8LL3Pm+m/nB979FW2sH9XU1hKNRVEVC\nUkx0dXXR3d3NhcsXGRocQxNgMeRHFRRi8RSLF/r5h//9Gkf2vcL5noPMz88jFjSOHelGRqChoQlf\naSnT03PILgsjIyPU1FaSzWYRBIFkIovN6cBiM2Oz2SgUChw/+jqCLDA8cIVgNEweAYfXyYuvPIVq\nhlQkw1B8nhJlOa+/0MOabfUsM6hvq2VdgxeXmqLrxmX865d+RGAmwvYbbycaC1LTWM+53otUedz0\nXrjI2o1bsRiMOF02rDY9Q5cnaGprIpmIEY3HUHUSP3/8x9x++weQ8jJWu41ENoHb56MYSfDPD/8d\nOy5dTeeK1TQ0NeC2GYnFE5jNZixGK88++yyZYpaj3cdZv2EtQ+Oj+HwlzC6EcAt5/u6Zw7z31pUE\nZ6MYDAZSsTjn+i9hN1m45vrtWBQ9n3zwk7z3Q/fS19dHfUMNimoiEAjgcnpQjTKllRXU1TYwNjHI\nuRPd5CXY9ZvnKK2uRtSpjM3MEEnPUt1YyvSIH2QNW7GJZ39+iAf/6hYunZl4h6zCu/y/wR/kS2VD\nfhXrN1Whscj7/vwaLnZP8ycfvwuHvcDuXc+yZceNDF/uxVNTz/zMJGadmZKqUob6+rHa7IyPjuPz\nlRKJxpgem8Jks2I1mchlFglMTZEuCPjcDkq9PkbG5mhrXYXeYkQvixQEgcVQmNnpaXSiDrQ8qzdu\nRBZ0vPLqixjNZtpbO5gdH+Vyzx6G+vcTiOZZvXol27ZtIhRYYHEhypp1G1i+upOPfugjDEwM09/b\nx/PP/5Lnnn2O/Xv3UF7uQxLBYnMhiAKRVAqb04mklzDqTKSzCYwWC8eP7ObcuVMsTIcIz2aIz2eZ\nGV1E0vTkEwoXu0eIRd9+Y9rnPv5t8ql+ylttbPpAJ5akmeZmHz0XD9C9/w1Ka8socZXR2rGMXCaJ\n2+NDNehIxaJUVFYRj8YxGSy0dS3HZrQh60Qy6TTDgxc4f/4SLY3NZBJRSssqWbZ8HU1NywgHF7A7\nHEh6PdFQiJ7eXlRBRhIEgrEYx7uPIMigFUR8lbW0tq3gF99/gLHBs1g9peSzBbZu38zcxCRTM1O8\nZ8eN1DRX8747PshCwM+rr7zMM089wbNPP83BfXtpbKzFZrWgCQpGux3FYMDudmKwGDHpjdjsFhL5\nOOODFzh18gRhf4JoIE94KsHcuB9FUJkcCLIwsUjI/9bvEBZHPVwa7qfGKXHDxzchlYAlb6DCZyaf\nnqK+agU//MFDrFi9hYXgHFXlpYxPTmA0Whnq6UU16NFEEbPBisXpZnZyhvZlzWhoPP6T77Nh83bO\nHT9PZXkJDkcJdY3tZHKQjsUQVBlJ1iPlMxw9foLWhmYuXeplaHSYibExfOWlIOgQVCMIIk8//nXy\nyHhLPVy7ZSupdIxiIofT5eSuD32Q+fAcP/nh4xw6eIhXXn6e5579DbtffYUTx7rZuv0qPC4Xss5A\nUZKxO5ykc0ncPh/r16xHkzSOnzqMImcYuDjIwlSY8FyaxakkC9MhFEHPqd2jhP1hlgLJd8ROvMt/\nyh9/ltGOa6/n3LF5fvP0QbY2t7DhqgYWZmfxOe2sW1PD5JUp9r++n9Zlq6msLOf0ufMEg0EkRaK2\nso6SinKmh0dpam5G1hnov3QWs8lKdXUrr72+jxJfOavXrCccDlPiLMVkMxAJTnOptw+j2UCJr4x0\nMkEgFGBqYoIzF87wrw8/zLe//S26jxwkEIyjN+qJJLPUNHSiCgpiMcONO67FPz/KmTPnqKqsZGZ8\nhOdefgW9wYbFUIlFSCDpSjE7dbxx7CTzczPE4nFsVid2swmHy0E+GidRSGIy6xgcGWLv66+TThRR\nNMghIOmgKBYBAZNRj9lrJDQXfVt9r/Re4UR3hGICmrwO2tt9WC0WHGaFZR0uDAYPZ0+exmCxktM0\nvC4f8UQUf8CPXmfC7XXiLS8luRQlnIhSWV2FTqfH7S7HotORz2pEMwn6e/tY0bmGnJam9+J58rk8\nqXQGV0kJhUyCgStDpDJpJibHuP8Tn+Tg/v14fB5EFMLhEHqrG09ZI6l4BJNOoqujjeHhy1jtHlo7\nmnnkoYcZnJjAaPKyatkGAoEA3opKzFYTJ8+dZ2lpiVAoRHmJF1WUudjbg1HIUlQEQksBDh7Yz9Fj\nJ9AKCioCOQ1EVQNNQBLBZrOgtysEZt5az8qaBiJzUWrrbqMYXqSzqZLlLVVYjWZ8Hjsjg4fp6x9j\n5cq1VNfW8OqevbS2tWM06JkPzmM22chk4hTQKK8pJ5dPYrS48c8v4HD66D7yBvf9yWeZm53k/Kkz\nDA2N0NnVisflRBAVrDYL2SKIxTyLS0vMzc+RzuaZ9C+g5POoZjMWg5FoPE1ZdTNuVx3p9CI3X389\nJ48fZ2joCouhRVpXr+KuW+9EkxU0zUFncxuKqxytmEBvNHHy+GlS2RypVBq72YgoqdjtboYGTiHp\nFVLpJE8+9STBhQj5ZApJE8kL4pvfz6KGXqdgKTGht6gE30bPd/lv88fvEHZ+uBOLQ8Vr9hIPabTX\n1+Mq9ZJMhunvO4XFmqaloYtCYhxFZyKeyFPuKcNsN3Op7zJms4Uynw9/cI7ammomJqcJBoJ0rFrB\n+vXrqG9q4oknfs7WrTuYGB1leGSY9o4VdHQuY3xskmAoSCQSx+GyI+uKHDzUjcft4seP/Yx//ddH\nuXT5IrIioTOYySajWIwqpR47VWVuZEFHcCHEth1X8zd/9xCxTAqDokJmGntNJyarkXg8SjYTJhqJ\n0Xe5h0BojrLKMq4M9hFPR4jGFnnjxGH8gWnyQga9TYez3IajxIq71E1plQ9fsw1fjQWnz8lIz8zb\n6vv5b74PVSwwPjhLPJClqsyJphhJxAMYdAV27/kpLXVNWAwyr+87jn9+jnJvGfPBeWx2O5lMlomx\naVwOGw6nnWQiSWghiMVhx2Aw8Ztdu+i90MO2a69j13PP0dzSQjqXoa6hkYmJSWLxGJNTMzg8dq4M\nDjE2McHIyBAf/sj9HDtyHFERkEUZQSsSCfvpaG3DatKhFPNEFuNUNjQwPNDPrj2HsLtcJMMBFoOD\nrNiyg2w+zeL8NInkEv55P+Ojw0STYSRZxu4ws7DkZ2kpxP4j+8iLCYpCHpPTiKPMgsNnw1PmxVfr\npLTBTlmDHU9ZCVfOvfUyx50fW4Gz2YuczfCzHz/LPbd/iMnJAeKZDMn4PMVcnHh8Dp9DhyLo8JbX\nUlleidFgYCEQpLKqknwuS0VlFbHFCDMzs7hcTqxmG9lCjrUbNpDPZdn13G9xeH18/L77uDI4TF4r\nkEnnECRIJpOMjo0zPjVCMpNlemKMlpZ6ZhYSSIU82UIWVX0zlVTLR2lqaCIZj9BaW8fE+DQf+NhH\nOH/0CJfHx7HZ3WQT84TCM5SW1pETJSJzk4QTIQavXGFmZoICefKFFANXelD1ColUnNf2v4LdYySe\ni+EosWGvsOMudeEudVFe76Ks0UlpjQe7x8bwxel3xE68y3/KH79DeOBLW9iy3M0v9jzHQLiXvb1H\nGBi4hFKwcPn0ZbbfsIZfvPgYUl4hKTew5PejN6pEE1laWhuILC6hNxow22z09vRQW99MUdOoraki\nEYlx6Fg3j/34R9z/qc/yq2eeYdOqdRw/dZ66hjpee+1lvB4Xr7++B6PZQCC0xPbN2/GVl5KKJ5kP\nLmKyWAmOj1PiMlDi8nDN1m2UuBwImp6l8BKqzkIyHmUutITBaKGkvA5fTRONTQ3IokxgcZZAIITJ\noCeRiDI7PUU0EsLtdhBNRegduMDBo3tJ56IYjCputw3JqKG35TFaVEw2GbNNBauMIOcYPj3/tvre\nd89yNm2u4ren9zOWHePI4AUioQUslDIz0Uvz8nYGBgfI59Ncd/sncXncLCz6qa5pYGJilPLSchRZ\nRNDJBBYWyGRySIoel8tBQ1MT2VyONWtXc9Ptd+FwmaksrQDRQjQWIZNJcvjAfvQGA0aTkcWlJVrq\nmzl16gR79+xGk/QgCujlPE6zCY/TyY3vuZbOjnbyOQlvSQlzcwtMz86RzGQxmqy4fDUYbB5KvSUU\nsgVCkTfrLQhagWw2xejoEKoiMDw8iMNr5dDRg4zNXCGRjOBy27FaDYhmMDvBYFGwe0wYrDKCXiQn\nJBk+89Z63vbl5dzUUMnQwkXGUrO8enE3Z0f70asmtEWRqpo8gXSGeHCRglrO+LifY6eOYbVbSSST\nKJLIyRNnsFqsJFJxkskkZaWlpDN5KivKcHg9jI/0418IcM899/Pjn3yP667dQWVNK2PjVzh3/gzZ\nZIqy8nKWImEmJ6cw25zEowlWdi3jgS99jb27X0Mn5Kj0lVBfW0ep24UCWG1uyivKCPjneGnPITKF\nIqrBjNHixeIsQaeq6NQiwXCQXK5IMh4mn8ugyALB0BzIoBoUDnXv58roZXKFFGVlHnQGCcUORmsR\nm8uEy2dDMxYQ1TwFKcPImbcvS/ou/y3eUYcgaJr2TvX1fz8IQfgPgzg0fD+jB+sxNy/y9K+eJyUX\nkC16EgtRNretxDDvwrJKA3+UDLeRiiTo7FpB9+Gj2N1OvHYbNQ1NHO0+TFlJCfWtbUSXQlRW1NE/\n0ENDQyPjE1N87+Fvc8vtN2G1l9Lc3Ew8GadvcBAZmJidpLW1lnNHT7AYjtLZtQ7FoGffi69w8nIf\nDr3Ahg0buOW6a9m4eQPxZIJ0OEEgNMdSJEkoMMdcMMLxE2+gGuykckmyhTzZXJJYOImqgk5vIJ3N\nsG3rtditOhKpOJOTk+TySXounSQZSVJApiCI2CwWtEKeSCSOIAjk83l0qgnFmsM//vY7f1678Cc8\n9dA0t392A7948tdkyZMVMhSWitzQvI01y1fylw99jXtuey+Do12sXtnOpcsDuO0OmpctY3p0BFVv\noaWlhXBwHrPDztjYGK0t7SQTWS71nWPDVddw9YYubrplJ7ff+SEy8TQjc6P4KqqYHBpmxeoVqEqB\nnvNnOH2qh6am5Wy59ioe+su/p33LdobOnuCWG7dzzTXXkEzHiERiyEVYWJhncHySfC5JLJFlePwK\nk1MLGC1GkkshIsUsmXgWgyqwanUn53r7+eBd70cjTyKV5PCR17E7bZw7d4xUAiRJII+ApBUxGo2E\nwzEEQUAo5FBNFmSrxvzwWx9u9+jDd7P86nU8+shvke1Z5jIhRFmCfA4pl8fQZ+Cae9dx+dwgehqp\n77yD+dkZIpEI79lxLaKk4p+dQdM0WltbKCTTLESW0EQZt8POwnyYV377Gypb2oktzRKYm+aGm95L\nOpUiEI7wN3/1Dd773veycctGxoYvYzTo8Hgq8Xgr2ffGbnpPXOALX/8bfvG97/KJj3yAzpUrSCcj\npMNJcsUcg339WN1uRieGOHrqHIFAgMnpGVasWc1w/yUiyQyCICArIss6GpmeDbF+zWrcPjP19ct4\n5pnHGJ0aY3ZijFxOQpOLyJIBoZhBllSi0QSiKCJo4PAaSAtFFkbePdzuf5Czmqatfqc6+4OMEFSb\nxBvPzvH6rst07HSTSWk4XUYcLgP+WIyYNkHvqz0YTB527T2EipnRsXFqG+o5faIbn9eHwWRGEHO0\nNraSy2eZmJuh0ltONpPC4rDz1a9+habGWmS9EavFzuDgIGUeL+WVpZSVlqNXFWoq6sgpKiXucvxB\nP3oFzO4yvvIXX+S9t93LbTdfR+vKDnR6HamAn4vnzjE2OYEgyjQ3NbBp8zVc7DlDMp0kGFpEUmT8\nszPkpQKiBqlUnht2Xo2iKBhMMlaXkVjeT1y/gLHSgLPajstlw+OyMjk2SzatIQigaRqyLCObJUSD\nRDz09ufv1Pu2o8uU8uzPjnHfl69hcnwcp8uEySrT75+m7/RRVi1fiz87R1fHLfzbw99HrzdQ09zI\nwuwUqqxSWV3Bi799gVAggGIykUwlSceSxHOLOF0+Ll04RVWZG0Fn4sL5i6zbshmfzYbbbadYhCJF\nYtEk5y/08IEPfpx9b+ymkM5ww/s+wIlDr3LXRz/M9mu2YHbaMRh1hEZG8fvnKQJ2l5ubdt6AoliY\nmh2jqBWZnJ4mLxZZnF9AtegwqjoW/EG2XbOV8clx7E4TqgmC+RmS+iDOBgcVFWZMDjM2i4FIKEUq\nmUOSRQRBAEnG5JQpohFffOuX9F9+dB3nX6nktefP4g9k+dM/fx+jo8NYvTJWo8icmMIQzmIrKcG7\nOoVVWoks6VhYWKC2tobzZ08xODjE9PQEkiRzpa+f+o5O5qemsVnMpApxNm7ZhiJmOHbwVQqSiZUr\nV1FEw2Wz8pGPfpREIkEgusjyZSt57rld3H7nB3jj9ZcYGBjmm995mPHe03zygc9RXl2G3mzEYNTR\nf+4syWScRCKF0+OhtbWDUDjG4mIQSYHpmTlS2RSrN6xmPjCHIimIgkjH8lacHjvxdIp4ep7x6CCa\nI4W3yYPLpaO6spRsRiOdyJFJF5Bl6U09RZGiRUQWxLfV813+2/zxRwjvv+ca1lxdwvE3TpMvpLjp\nw9ey59njeJoMqHodiaiCkErQUNsGUpRXHklQ0AlEwxGyqTCKZOa6G65nKRyitKyOttblmJ0uivE8\n8VyMutpaBgb6ONl9gBJfOZ6yOhqrKxgcncTt9fDTH/6AhtZmrAYJr01BMRiJpmbYuGUbocU0Bn0R\nd2kJ4UiCfDJOVsuSTIdIkyCbiZEtqOTjGVK5BCbVQf+FAV58vhuDyUJn10rGRgdxlbipqisjkByn\nIKUQdTKRaAKbUSRFnqKYQhRFJPTkRTDrRBSpSCoexWxy0LP/Ctm0hKDombwSfFt97/zQSj7yqVt5\n7jcv4A9O8/77d7LnxQt460RyOYXJ4STttWaGRhZYnBRJ+72UlFcxMzNBJhmhqraFqzdtYcofJJfP\nkIwXWLlmHWbFiGJScLvdfOc7/4iOLDtvu4cLFy9SUlJOZ2cnmVyaB/7kU2y9dhtus46aCge+imrs\nbj0Oj5Pde9/grrtvJZHOkYlFSCaTaEqBaCJIuhgnnYqRTQhks1lyRY3qsioef/RXuLwtjAyNs2bN\nGkZHBzFYjCSKS9i9KsHUHIqiI5FMYTFoZCUoChlETUKSdAj5IiaXHqGQJzA/w7rmTfzi0V0YLBaK\nmsLsyFsXHdp6dyXlHgd37LyZXz/9czrXLae5tpY9x49jcRahaKa/Z5ZVjU6Kgp4Dz8/g1jehGi1c\nGjiP02SiumUZdT4fWc2CxSZy7fY7mJgap7GhgYXgApMTM/gD45zrPsQdH/w0bpcDg8nAgYMHmZub\nY/myZXR0tPDG7hdRlAKyQWPlmtUUBHA5fbjcVgKLEVKRJRLZJIoqshCeRdVpxBJRUpEcmiiRyxZx\nmi08/sMn+MY//Buf+Mj9lJV6sFqtNC9vYzLUT1FMkZdTFNGwG41EYwGyEghyEaEoUhBkVAoYHCaU\nAvjnpmgv7+L5X+/FaLOjaRIzw6F3xlC8y3/GOxoh/JccgiAI47y5n78A5DVNWy0IghN4GqgBxoG7\nNE1b+t3zXwU+/rvnH9A0bc/v6f8/DOLO25ax865b0ZeFOX70Im88exHVYUHviNPeWY0gS0SjBtxO\nldmZQRLjDiKTArfesZNoeImLly+Ti6cwmwz4KhqZG5vgjns+RUvHSnp6etAwMjR8nvqGBkYGRzAa\nnaxdt4LBniOMjoywfv31nOg7R1vHJlKJJQQ1hxYPEEvBzPwcuWyBz3/+QTyOEtLpMAMDA8SX/LQ0\nd3Ls0AG23XIzopZlcSlB75luTl++RGVzJT0X3qCpciM5IcXR4weQdFlSQgJBl0WSBEwWK5lcHkmR\n0ElpZMmEpEAhV0RR9eR0BfSiTDpVoFAooKigZXK89L2Lbzt/77+rC3O1g+23t5Gf1fHlLz7E8pVt\nWCoz+DxmdHo3/aPjKOSochjZ98IC29dcjd3hYPDKAL6yUmYnhkmnikiqBbUo8uHPfhm90cb42AxN\nLR2cPXOIOf8cgcUE99x9D4lMEK9R5MEHH+T6m+6lbfVyBodnkXIx8jqwqiLhSAKTzcrxoyf5wSM/\nAK1AIhEnHAzhn5+gpqKe8FIIyWzCbjczNjFJ//lTjM77qW4r48zR/bQ1XsPE3BUGRnpRDUWSxQiK\nOYsoqCg6GUHSI8sSqpxFECUkSaKY1xBlibxRxIBMJl2gQAFFKlKIZnjlJ5ffUssvPLCNw92nuOvT\nd1HapFIcN/Olrz9E14Y6qhsFDHozOl0pfWN9VFaUoAWipGdqqa+tQ1EULvVcoqAVULQCwaUk9TVN\nZDNF7vvsn5HJFZmanCedTzE61M++3a9w972fQpVVfKUWKtwOHv6XfwXFwt0f+Rg6vYldz/6a9RuW\nMTcfQRChtrGORCzFLTtvIZNOkojFSESiOJ12hgeu4Cn10dDaTH//GJKS5tjhQ5y4eI6aZi9Lc0Fk\nnZNkKszF/rPojJCTEyiGArKkIun0yLKCIoEk5hFlCREJTSgiiEWwmhFSOXJZjaJQRNUJWHIyv374\n3Y1p/4P8f+YQVmuaFvx3bd8GFjVN+ydBEP4CcGia9hVBENqAJ4G1QBmwD2jSNO0tz2n+Px3CHe/v\noLVrOeFcgvbNThLpOfY/M4bJ7GV67BKiYMBX7mN+cRK7SUAvWZgb0Chkk4hGM+/duI3nXzxMS0sl\nkcUoNrsei9GD3uojHstSVllNVh9h87omdj97kGVr7yYUTXLp4gnmJ6eJpKN85tN/it4oMTkeQTLN\nYDMuEY/mcLs3ceLYeeqa2rl+x1bMFj1f+sKX0fIJbFYnNRXl7Hz/R7FbRRAkwrEo/oVF0lqC/ksX\n8fuHOX5yP+l8BKNVjyjKZIQcXr2TcCoEsp5UJI2sZsBoQtWBoNMwqUYseomiTkZRFJLZHJKsopPh\nqb97+5rKd97TTkaQqO+spbZLYGooxNjlNEazlcDMGLMzS7S0NzA+Oc7qFT5GB5cIjxvQpCRyRs9N\nV2/j8JHTrFi5nJHBUUQRLEYXelsJqmLG5nTiqTfQVu/hp//2Att2fgyLzYrD5aHn7Cl6Ll1EkQ0U\ntCI33XALCW2UyNxpxifSSHIrHW3LaG5twWYzozeofPZTn8bjsLJx40YW5ufYuvNmdDLY7E7C8QTn\nzp2hsqGKn/zbQ1i9FmbnLpLIxEhmkqgGI4VikqWZMMvXdzI2OYeYlVCMedALKIqCbBTRCRIms0xB\nUZEUmUwmg4CC2SDz5DffWs/b727FV+sjr8k4awyUt+T5zeOHKbF3YjNIzMzMMDcTpbWrFr9/hmu3\nruDFXWfI+VV0DoEySjGa9GTSOaorK4nFYmRyBTy2UgwON5FwioxOZOOWFsocMq+92I+jtA67zcLh\no8co85UyPj7NyZNH+eSnHqC8zIW3Kklgro/4op1wwsWGdeuoq6tDVjROHz/Db557ErvJQmNTHRVV\nlazevIVYOILRaCSSynL2TDdV9dV883/9OWWVJajGCDPzM+SKBVSTAbfNwcTwMAa7m6XEIiZJj6gH\nySCBImIyGJG1LEarEQwqmgCZVBq9pEOnF3nibw//PhPzLv/3vKMO4b+zU/lWYNvvrh8HDgFf+V37\nU5qmZYAxQRCGedM5HP+vduxrqiTujLCuq4J4Zo4zrwSoqa9ByxXJ5CxYXVYudw8jKWnieReL6Sw6\nu4VkSGD5NWVcyvZx/3dvQ8inEFQBu9PE9z7zOvYqPx/5xLU89aM3sBkcvDweZmY+iTrUh9nkwKSK\nXH/DTioqKpiOn6BytYzJGSI5WIrVsp2JqV4CC70U5QySkiaVzfK5D30eRSejCRoLC+PkxAJf+cqX\n+c53/5ZwJEYhV6S35zSL8RECwUlCsQiNHY1c6j1DaUkFuUyQVEFDsCcx5fTksznK69yMj05QW+4h\nOB/h3OFetJxKNpvFV+Ohtq4MY4kOTU6TNAi/V093eyn2aiNd7T4O7TtJIWyjorqUcDBAQU6w9toW\nTr46wKar2rlw+gqaYCRZiBGLZ7n3wY389Imf8tWvPYCERt3tZtxiKT/+X6+xdX0FG7dW8U9/9gId\n4VZO7T1PKKIxPj5OTV0tE/29GMweauqqWL7ZwRwXyBr3kx+tw+O7iVBsGJNOYu+hl4hnoly/3csv\nhQAAIABJREFUYwd7X+4mV9QYnZ7F/9JuVIOAzlnBzpu3EopE0Yp5VLXIqRO/JZWexaiUolptkBKw\n2Sxk84skElk6NtaQKsaoqNQj6VQC/kW8znKmRmYYvTxJPitRoEBlXSn17VUoZgHIk1bfvr5EJJjF\nvU6jqsFGc52dv/jcT7hq/UZcLiehpWlEU56iIULf6RE2bVvOi8+dQFXcRLILiIqRFR+s5+eP/Zq/\n+OLnEWTIGQ380yd/Rourk4998RYkSeHpHx7mspZm1+gMy1duQRAkkqkM04ODNJW1kOUST73xt1ye\nOUSFo4PZC0aGhh3U1zWjmmI88/wv2bZ1B5s3ruUH338Uo01HMBhkYn6BfOEw9a2r0OtE4rkci4E5\nrgxdYCl2BYMhR2mNnd7+aW648TbOnz9KcHEM/9Ii3jonyBI+vZelWAxVMCCg50T3OcSkSiabQ9Gr\ndHQ1UNVUioRGqphH0KT/6s/+Xf4A+K86BA3YJwhCAXhU07QfASWaps397v48UPK763Lg38eI079r\n+w8IgvBJ4JP/2YeZm5M0NlXjLoHuX+ZoqK8lrYsiqEVWl13L8Td2466WMGlVBKcjJPIpbv7kTnb9\n+Je0tl3HoUMH2Pf6Qe7/0HZefew8G++r5cM/XstfbP4x0WAQs6ECs1RgxeZ2Iofe4PTRPay4vo7r\nvtBINDyE157kqW+cZ3v6ThpbdhJzhbnc24PVaqRn5BIVZeWMDp5j756DqAYZZ2klRtlOMh1idOwK\n1159M/mCRiaTYWZinJnAJXzlXtLZci4HjmPI6rBW6AjlJilki+SyYPLqKWbz+Jx2TE4nqiKj2lR8\nTVXUr/CxMLeISVTYu+sUx/bHMdrerNWsqb8/wvM251neWkmeNEqhAWuJkQxXKG8rQcbE3MVerrmp\nlTNnZtEXjUSTInd+9DpeeOJ5UsklOjo6WIjO01hmokZoodd2iXseWsb3P3WIAy9dQpKLpLNxqhrL\ncZWl2Lv7F9z/l3dQ2h4nF52m3dbOib1B8vk24iYjBlkhb06il0UQ8phUgcs9p3G6XTz/2i/wVDRR\nSOXRqxqX+89w4JVX2bihk2Q6z4x/gJ8//RAf/MC99PaNUOUNYBEUkvKbu2EFFGSDDcmokF9I4bEb\nsFZUYrObEQ0CNW0d1Hd5EYoKilbk+V8eIzQeBaOIXCiSV/Nvq2XzHZXULTPRXlHGxGyEm3bcibvM\nx2zkJJWNDUSODlBuTtO6uYkjh65g0xvZvGMbPpORR3/+U8ZGLrB92w50uhwWvR5HWs/Xnvwoh356\niB/9y0tIghGbzU48F2P1ptXs2/cSskngS/90L5U7NpALDtKVvIrzr0Qwm3cwp8q4LCaWLfOg5TKE\nU2nKvFZ+8qNHqCr/FtYSOwaTF4slRzwWJLTo5+D+/XSubyMbyXN+8DBne19ntbKVeHqJ4bmjGGx6\n9hz/DVpRQtWX4DRKyGqORDhGMQfV9Y1IYp6CUuC+9bcy3DeJTpDIJlLseb6HvlOjyAaJopzn/wj+\n3+UPnP/qklG5pmkzgiB4gdeBzwO/1TTN/u+eWdI0zSEIwiPACU3TfvW79seA1zRN+83b9P8fBvGz\n/vdT6axgoH+Es4emqLA4MeqrEOQl9KY087MCZ3rPImZTbLhpM8UFEcWsY2E6SiEu4NtioNxbhsGg\nYQta0MkK87YFZIudL238Lne9/3pabqpBtWq0lLTxzGN7mTgwj1TRjtPhoKG6nsm5KWoq62nt6GK4\nrw+ry4qkgFkvMDZ0hWgsSN/IHHv3HKSrax2CZMTlcrAUmqeoZfngJ+4lk5qjZ+gowfAwnfXtdB8a\nwFrnIpOZQVNTiFjQhAggIWe95AkTToSpX96EpaBDSyexVbixWCwUJQ1NyOOw25icmENf1LG0VOTn\njzxLbKb4tvP384F7qbZ6+fSnv8u2tatw6ZzYzc2opgDJdICAX8+FS+cw5TTm40U++6VbEAU3e546\ngtXrpGqzjjpXCZl8huCJNO0rPMw4F3jk6wfQz1t4/z3XYlqWRzAqLPeu58H7v46Sq6O0tgNJKNJQ\nUk0oFae+tomuFSuZn55hNjRHZUUJh/a/hsdhAUXjdM80x7pPsWrVSnSKHUHLEVycQitKfPhTHySR\nGGJ46hJLsQXiC0tvHqvtLmVq4jSiDkRBoaAlUVQVm1RLODFBXi1QUl6BmspjNSi4aypIJVKYbEYM\nNoV8tkjP6WF8paUM9c1w5NXz+N8m7fSfj2+izFWLV2/je/+ynxKrgl60s2HNzUzMHCEYCZLJm7h4\nphe3s0DvuThf/9YnOHe+j/5907janCy7ugSjqKPEqmPpvB1fawK/M873PnyRaHCMv/3+g2ALI1n1\ntJk38vE7P4uqa8LtrSGRjHHN2i2UtTRSyGo01NczMjLI8XMn6Wxv5UrfBdz/D3vvGSXLVd79/iqH\nzrknp5NzUjwKCAkhQMgWYEQwNuB0MQ7gC8YB+2JwfB1eB7gGXzlhsgElUDpC8QTpJJ0cJpzJqXum\nc6iueD+M8LrhRXJaWF5Lvy/dM6tqrep/7Xqe2nv/937iYezAY2quTDLaxfnxCySjfXhug9n5y7zn\nfR8kmUmyvPQcM0uTrLSKTJ25wsZdW4nnw0xcOY8WMgnw6XTaaJqBJoTwcBAMl3gsi9pxiKRCZAa7\nWVpaIptIEU1F6LRtTh4+S1dvP9/98jOsFi0WR1/e9PAa/yF++HMI/68TBOFTQAP4GeB1QRAsCoLQ\nBTwdBMHGlyaUCYLgD146/jHgU0EQ/MAho/9vQvjGxM+SN9L8zee/TU4bwDdrPHbfEbJKnpvf+nrG\nJ08yODjAseeOEe0Lc+eP3c7SJYdCvcKJ701i2ga3//owSXmQVKSOpGh4NZF53eXS089z9MtFissu\nHcBUFTRdwvdEZDlMVzpPIp9n/dAgg+s3Ew7HWV6aprunH9M0qdXLNKpF0vEoNnEef+IRnnrsfmrt\nOqIsIagm77rnbczWT+C5CqXlIl1dSSYnRtmwbyvl+hSKksJxqgiiiChK+IqEIknIEsjIiLJGSFdQ\nNBsjHUGyfbxqg96RzUSzaRqlCp4m09/Xy+rqKh+8/nde9p49MPeLxJUwD33xOGExSSt8hYPfPEdP\nZhPbb9jE5OgVio1J3IbE5tdt4Oqr93Hh+Wmsjs2zD1xE9Du86xM3Eov00KsJzEpXiDo5lhSLP/mp\ne0m0elkq22ihKMlohFJ5iVQ8jqxmSMcSRNJpbrjmeroGBlBUkxdPHmTDpu0IAWSySRZmx5FEFTPa\nxfeefIQHv/llXMEjnc2wulrnQx/7CS5MHeLyhUXsZp1NmweYHp9n0zWDNFpFXAyCoIkoKeCDaEiI\ngoGieOAraJJINGYQmD5aSEWxICQIrN+1D9v18AIPx/eIx+M0Kqu8/4bf/4FafnH0fQym+litrfLi\nQyUC20frbTL6+AQ7991OQ15l/vICU8UzRBQTtSvJtvwIF6fL9HXlefyrL/Cmn7yGoW15kvEUiYrE\nueYLZLoHWHXKfOadXyYlddNog6iEkQWfRCKC27FJJfqJ5rKkYnGymS76h0fYsWsnly+cpW3ZqKpK\nLB6mWSkQjmWJxLJ8/q9+jxMnTuCJPjt27ubs6bPccOde4jmZJ584RlyXGNnUzaXTs/TujiLKIo7j\nI+CAIKFKChigCil8dxVRi5HUVWRTwEyHkFwHoRWQTWdIjwwieNByHBRdRlQ06oVZfu4Nf/GvCS2v\n8e/jhzuHIAhCCBCDIKi/9P124NPAg8BPAn/40ucDL53yIPAVQRD+jLVJ5fXA0X/LRUVMA0+2sGbr\nbHr9VrqGI+zZOIQn2RSXQV8K4QU+kWyIdSNdGFKESmea/pEuJo4VeeLBE7zDvgPLc1gQasgTYdz1\nNmk1wfYbriGsnuaPPvUUIT+O7clofkBINygsjNJ0uhjW+qk3ysTTeSJ6lN6+ddRrJQpzc4iajOT5\ndHwNRVF41z3vI5mIYXU62HYVT6hSrh/DDzyMlEtX3kCWLPQrMR775gG279mEmpURJNBkg07goSki\nmqKji1HsUAvJ93DUFqKq4rVACGSkuEbbKGEXZwgRJaKtI/BlQnr4FfVMmFFWK1Xmzo7xxrfcQzi5\nnj2f2MDoeJNkKszMpM3td72JkwcPIvoe9bEqLcFheHCYL5x/hMBSMcIZnI7MnDZPJr6RhelFsqk4\nn/6HjzB7cpK//O0D1FouSBa+3MEVLeanjzBnRHhd/iZswWF2dpZkKk6h0GDXTp3iwgI93TmioSS1\ntkdvzxC3v+FOwqEQjWaTcmWOhrXEqeOPkRrpZtu1ArbQQA8kzCWDo0+cpXddjlg+hCt5BLaPaMjI\nooRhqEhCCMds4HseltpGQ0btaHiOQ3hdnKnCWYS2TVd6kEhmCN/3CUVzL6ulJodoVho8+tgL+JdE\nrr7pFvSwzY6fz/HIg5eo1lag02bvjfuwVpfZ+br9LJ2vsOGqJO2ZBmPjRcY++V0+8427Wb5UYWBQ\nJD3QR7SVQvA1PvfQx5ge7fAnv/QlnI5DLBqiWJsjGYvz4thTDLSGiezcgyNmCIKAJ584QC6Tp1ku\nkx8ZQTdMBCcBgo5pRnjTXT/G4PpthCMRpmfOcc3Nw8hijVLD5frbt+DIdTrzDk2nxMUjVbZdtQ1D\nl/F0G9Fx8KUATVJQFBcxkSGQXapenZCsIrUgbCYoW3OkUknmFs+gOCK6kSKd3YbdaiJnh/4tj/5r\n/Bcj/iuOyQEHBUE4zVpg/24QBI+ylgjeIAjCGHDbS38TBMF54BvABeBR4MMv5zD6X2EQpVRv0XBN\nfv1jf8Njf/kcn37vt2mXLc4eP088HCEeFghch3A6jlNw6F6XxRNaXL50HjWi8LH3/yml5jRpcz1q\nKkQknWBlbJWQrLPzulv41B+/k9//yttRlQiIBnhx4ukRVM/EbYTIJbOcPvcCM3MXqZbmmbzwIvFE\niFwmQyY/wMjgOjLptVoLt7/xTZSqFR587H4OnnyK+QWbsaOjiCs2VqGDVxRI9cd43T3X0r8lSaNZ\nY+pEjROPjRMREpgIBLKHLdaQbBFRWfPL+4GEa3j4KQktbiBZLmG5h1WrQdk6i9oosFG/+RX1PPTk\nUb725UcR1G7+8JP/yF9+9F7+/mMnSKRiXDhxgXg8SqddoFyps23vRor1GsObc5TrBcJhEyOm8X/8\nyj9gOTa+E6d12SPUm0C3dDRibLtmPx/8xA28/l19dDoSnqfSbivE0yNkI700iwoLUzOoesDKwipv\nvG0/1GvYTpOxi5cQRI3+3j4q1RVSqTQbN21ianaGY2cPMz5/mcm5Ms2JJbxCk/ZCi6mTi3Stz7D7\njSPk15vMTM1y8dk5zjwzT1SIYxgGsiGCbCG70lqJSGQ8RaGpNVEyKi2nRU+ym1SiFzUCczNPkHI6\nCMuRl2+bqoEiC4weXeGJA6Mcvv8cn/uVf+bMAwWuummImGGwccsQ23cMYdkCoqrQUmQyXQKqrqKH\ndMKhEKY8TFd2I1Ioh7KaZtmrYHgagh/n4DOP82t/fhctr0ylbhP4JuWyR09ikFZNYGG0TMIw0XWf\nlaVlGtUCmqZhGAYhw2BhcYWerjytVoN0potcPs93HnmYs2MnmV5aYHS8QN5V8FerWDMWs5dW2Xbz\nFrKbdRTTpV5tcuRbJ+ksaYRZW/sjaz6qpyI5oMsmCAq2ItCQ22RH8pQqJVQ/hBmLkeqWWZx5ll4l\nB68tUv5vxSv2EIIguALs/F/8fxW49Qec83vA7/17L6rVaHL8yDjjFwuEEwpfOXiQP/zC3azaHbLR\nfkZnniEaG6YlOIxsGWLqwgqxrEpQ9FhcrGGIKRzHIW700KkoqLkYquvQHFRJSmEqLZlte/Zy7sJZ\nfvGPb+YLn3gWGxdVFohnkqyUi1ROr9LdN8hocB7TiCKqUCouYVoW27btou24BAIUC/PMzDS47qqr\n2bNrK412g7/+wp8xMpJifrmOrHisVjtce92tHLj/SSKpNJu37yd72zlqpRWKi3WW5wrMXJmkf0sP\nV9+0E0m0CXyPQHHxXQXZcUHWsUMKdsQgbgyxIdZHeXIFhn+wZ/773PS663nq4RmOP3GSrp4IN998\nB/37LdRoiHXrByhWL7I4VkVVTCLJOEK4gx6xqVdLBEhrq0mWdBqdWUK19YTTIepBlaLgEvc0OpZE\nB1i/fYBr917P3/zW9xADmUQsgiQqjM9cYqkyz5XpMXp7e5kYPY8elsmn06AoxCJhInGTjhUwMXGJ\nvv5e3njrbWxd2MDB559hYuIY2XiYVrkO2LRKERY6DqWlCsl0D5lskk1vbTA7tsDE5WXKhRLzkzO8\n6V23khmM4UgtHMdDCABPRiLAdSUKdhNVC2G6CW7a9E5OPXmUZv3lNwoMKQZtuUynbNK265wvXeKO\nt+9H3tLm5JHL3PZj25kdH2V5ucrSahGh5INvoWoa6a4Uoixht21+8Z7f45N//X6GpR46JQt5s8al\n0Vm2bdnLe3/mZznw4D/z6b96D3/8G19GdzYg6CDpCnE5TKGywEOPPshb3/RmWu0yY+MV+rq6sFpJ\nQvEI+/bto9GqIwoyqhSQy2f5xQ99iJmFee79u7+iWr2EKm9GUQQCt0OzrPLi/XNkknmmxmQS/Rq3\nvXcnU+fnKJ7RqayUmVmc5T0/czdmTKMjdvA9ASEQCQLwCTBCJkRMPE8hqg7TndvC+PkTrMtd++8N\nA6/xX8CrskBOJBLm0W8+z5b+9czWJ3nf3Xsohlqkk3HE6gqd3DB7btlPWztJ1DTQTJeUaXL89FFE\n36RedTBCAqefWWRkZ4VcuA9vooWxzmC2UEAX88hlG7fQREsn+PBnr+b/+qUprHaBcnkVEQUCg4gi\nU2810eIxavUGpXKFSDJNsVym0+lgmHE2b9nJzMIiK8tz9PaMIMsyH/3w7zA+foXNG7dw8ND3yOfj\nnHlhjvf8+IeYmrvEgae/hac2SSWjRFIS3UMxRrbehCxrqLbJxPECU1PnuPn212P0gG7I+JKH4BoY\ngUpgSNhKhJVEmWZr6hX1bDtN7IJAb9ZkfmKFro8XWQo8/PMrJFMRDL+La67N88lP/R3yjIyuaoR8\nmW19w9RLTyIRQpJbRPRNOEGblhbGsGNYZp3qzBJGcpjbd97Bk2cO0FZX+dg/vJU//LmHKRaLhEIG\nCNBs2yi+RKm0yqatu6hWVvADkZAWpdyosVKrkYyk0ZQQs9NFYvE06UyOvXuuZfTyNOMT5wkZJqXV\nIm1pzb1y1/vew6Pfe4izLx4kOhchZKps3tVHPZNg13WbiUXT2Kstzp2dQzMctuxbh5EQ8HHwBQ/P\nAUU2QQox13Sp9GpE9JfvNAsu2LaEtVSlt0/m0pFp3v2h7XSMELmETcOpEg8P43dK7Nq8nVyyBwyJ\nkOjy7IET1FfrqHIIU4gg+ALLi1UGBzN0XIfUul4iioLXcHn/XT/LR//qt/iV37uHr335eZZO+thO\ni2hYRNUUPM/j8vkxkt0p2m2Hxx9/GEky8AKT0ckxtu/Yhe9J1KoNomaClm3Rk+/mZz/wEQYH1jM5\neZFms8bk6DRatk0sFmHdun6ePfQoF8+9SLmYwsEmmjG4ede1hBNvIqyqTC6Mc/bEJfZct5mQKSIJ\nAq4DnuKi2h7RSI56R6QhgNuf4kTlZeqRvsarjldlQrA8h7DaTaNV4Z233sDQum4uWUVOn77MrXuv\nxVqyaK46jPR0USrWsd0qrqDR3zeM711AlG3qVZEvff7bvO83bkCNJugzDBqeRygUYv7sFPH1Knuu\nez2nxp4iUdH54J8NUTyyiaOHJygu1tEQOfTcQXqHR/AkiX1XXcXD9/0t2+pvZniggaIoZLIC4xNX\n6BkYRPTBarbwkclle9B0mcOHDjA2NkYiEmbX3ut55JFH8MQV4tko+WQ3ZiaChQeCg6gGCIJMoVoh\n09NHKpenY8tcPF1BFVuIjoSmraBKc0iiSkc7yG13/wia/sp6FiolCistmtUqv/lb7yEUs+iICYSM\ny+BwnFMnR/FEg3f+b/upq8tEIjqyEcLyGsiShudaWE2JA/98hI/+1vsplOYpL80TdBuE8gpRNc75\nuYvkI4PMlcfAlvjlP95H8XmTe//uW2QSfSRDJisrK7SW2yTSXeS606wszjK9VKK/r4dINI4cqHR3\ndzM+eYXB3j7OXzhNrmuAkZFBdNPl1MkXefHU8/R1D2GEYzzwwIOUW1cY3DhEOhTGNwQaVhtBC0AJ\nqDYbeJ7Hlh27sawGpaLN0pJD4HYwghCCfAWZefSoipKVuWb/DQS8fDGXxWKBJx85xtJqjdffsI+f\n+MA6CC3Tm8qzuKDhCwq1aoO+4R4ymySuzJ4lms5gewrf/uYhRMnAshoQaJjhPoIaRKMJCo1ZUAWa\nzSIXi9MUs9sJlSwe+873eMe734Z7Z4nD31planwJDAW3scwkGkfPHGP9pq3ceedtzC9WKTaOks/m\nuXDhAsNDGxkZGWF0dJRyuUz/QDe1qkWhuEhhuUTHbjI9e5H+3k1cuXKFpaUZXMVheOMQsUiUjtdG\nDussVQrEBZhvVXF8hTffdTcLxXnOny0QOCICAVEphhqeRJdXaPpltl63ja7hPqJ65j8pKrzGD4NX\nZUKotovMTC2yf8cwZl+CS8uTdKWGCPVoZLv62RCuUSs4mMkEoisSi+TRJYWeVA7BD17arRG8pkhP\nbx8zk7P0rt8MdgcrMInHVBoNH88vceX8ErHhKKarou8WGP3KC8S1HPVWjFjaxBclzp99FsduM7/q\nIF86xZHDB1D1CG98/V3s2LGLRnmVfE8viwszGLrK5dELPH7guyh6ht2794LtcvTEk6jDq3i4pOIB\noqhjKWU64iqSHOACoVAIXdTpdGYRRRk3CNDiAaIoIgcyjaaL3fQwTROxFeKhLz2A4GuvqOfczCqZ\nTJi3vOkmRA0WSg7rhgymZ1aIRcLUGksY5j62DG2jVOmQzEQJtRT+8Z++je/7BEGAKvt85xvPseWG\nJNncIH2uQdNXkeQ49/7JH/PmD78LKZqmcrHCfGmFph5D2tYEmqiKQ6VeI5mKY1kiul7ixePLTExd\nJBGLc+jIAXZtvwbhapl6q4EsS9QaTdqWzdLCFCdOHuXEiWOEwgl27b6WfDLFgRe+SX6nQpdmIKoW\nbiDjax0wHBBcbN9H13V0RcUWFmnRQlV1RM9DkiTwapTLTXwHwkKGoKnx0MRDBK/wSHSl+3jhyLfY\nfc1WNuwJk0yGmVtZpTQ+zVD3EAmtSMGtY0a2oukuolJD0RSShQghJUHbcxCEgMCx+fv/8XVufccW\nsuXr0asCTm+E+VKFcCOK0e/xS7/5Oxw7/RR/+gd/ze987ld4/bvjlF5M8fDDp2i0q6xbn8ASfCS3\nwKXZLi5cOEcyEeHc+RMM9m1EElQWF+YZHBkmmUwyOn4Zx25z9PhzXL50hb7uHrr61jM8PEBZOUcQ\naZCOpXEkH9HvIKk1AmkFQRZZFeaJhnV00WOqOY+r+oSzMrZtI7oqdtCkWK0SNqIoUpRnH3uBiHoR\nQXltYdp/J16VCWF+1iKvx9h8zRChToxOfJVsWqNT05HVDlpIRlA9FEWh7chk+yIoisPM/AKCLIHn\nIYgeQhAQV3qw1EWMXJbViosaUfDyHvFWgpwQIfqO9zB26TmWl5eJpxXe9ak7iS7qLE3pHDz0FJ4X\ncMMNd/HCsaOsH97M3NwC+XSWhco8X/r6X3PtxC309g2RSiW4fOoFWr6IpmmYcpgtW9fx/POHCcUE\njE0usmiSjBkgu0T0LE2pQH94hMJyGTWpIIgKHbtBd9cIlerabJzvOSi6hudWCSWS4Hr4XkA0YiCI\nIs3WD/bMf59v/u1hzLZJbiiLGTHoigxw4tDTRMUedENkub5AsbJKb0+IeltG1AQUW+TgwUkkKQpB\ngEuAbkuocpwzJ84T37cbry1R0xrc+J4bEFYE+rJJIntv5OylJ7j3sw/xa5/6OX7xz9/FvtA+Pv+F\nR5ieXeItd9zCk4dPUC6vkk7m0LUwvXmNg88/wsLiLLFokj17r6GeiDB6+iiBFqLWaSO5LtdefTUv\nHD3EdPEkyd0GIS1JvieN5TQI6ymWWuPcsf82Dh16DmIavicRBBayHCIaDeO4HcIhHTeAwK+RCSfA\n7SAqDmFDQ2BN/5fFk8nL/WhBG0lUqWhFdvbexLlzFwhFJaKRNFV7ko7bIShaaEYcFAG7ZWG7a94K\nSRYIZJGpE9ME9+xgdnaaPtXE6XhYYpuJ+QvsjndRS8DcVJmP/+49TJwZp3f9IBE5zuoXL9M3vIO5\nxSlu3H8Tj33vKcyVk8iOz6rvEo9HePjxr7Np/R42b95NvVnDUAXOv3gU2YwRSCFMVaJQqhDuWBz2\nzyPkbTJGF65vk+/uw5RVZqrjXLtlJ+cvnsEzAiRJQlV0fE+i1WqhqBJmJIoY+LiuSySTRww6yGpA\nlxwnwKbTaf5Hw8Fr/BD517iMfuh8+Qv3kclFadVdvKESvfmNvPD8OP07YujCFpoNm0AIE4kYuKqE\nh4PYlnj68BEcx0FWFARRBDHgc3/0WaqNVa7MTjN+/DKtpkPd8hEMh8laGZwAoR5i88gQB584iq7a\ntAjYuSdG3NRo1cq0Oi77r7uNd77zLnoHh/nTP/0Q9fk5FhZmuO+hL/L3X/4jPn/vnzK5WGR+fp5a\ns016cIB6dYXoJhGt18F2BGKxGNuH9pOV+hE7Mt6yS2G+QV/3AL36NuxygGzFqCw5RNRe/HYEhThO\nSyYU6kd0fVRMlCCCFGgIkkki1veKeraXXNbv7KK97CAPNCjL8/Qk99BUisS069l93fVUq22UwEAT\nVTzJw6p7CBoIsoQoSUhICEqA6Zv09OSwA492qY3TMfBVFV+pMlErU61WKV+x+LXPvJs/+f2/pNpc\n5G/+4R943wevJ5sy+crXH6S3a5BwOI8ZUsh39XLdtT1Uq1UOv/AEzx7+Lp/9m0/yxa8bKEV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UMAVN1EkQQ8L0AUZUDk+zvLNBsusipghCU0QWN5qUizXmPi8BJTJ5fWtooJaRixCAEdrvvRjWy/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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x129b01a10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show(make_grid(imglist, padding=100, normalize=True, range=(0, 1)))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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min79JiKXyvh42nuOAkoA94cqLyvjdmISBQUFzJu+gLfmv4FMZ8TX2w4lxaDw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\nISAgICAACBxCQEBAQIDP/wMK1zkPAIXzlAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x129b01dd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show(make_grid(imglist, padding=100, normalize=True, range=(0, 0.5)))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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FfPC/sHdPn6S2tgW9yUhbTy9B/zwRf4CaxhY2l5ewuHz8zBd+iZFrl5hbnMFX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UMAVN1EkQQ8L0AUZUDk+zvLNBsusipghCU0QWN5qUizXmPi8BJTJ5fWtooJaRixCAEdrvvRjWy/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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x129c11910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show(make_grid(imglist, padding=100, normalize=True, scale_each=True))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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min79JiKXyvh42nuOAkoA94cqLyvjdmISBQUFzJu+gLfmv4FMZ8TX2w4lxaDw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\nISAgICAACBxCQEBAQIDP/wMK1zkPAIXzlAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x129b019d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show(make_grid(imglist, padding=100, normalize=True, range=(0, 0.5), scale_each=True))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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