diff --git a/visualisation.ipynb b/visualisation.ipynb deleted file mode 100644 index 17dd7c1..0000000 --- a/visualisation.ipynb +++ /dev/null @@ -1,632 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "\n", - "import os\n", - "import pickle\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def draw(folder, loss_range=[0, 10]):\n", - " losses = pickle.load(open(os.path.join(folder, \"saved_loss.p\"), \"rb\"))\n", - " x = np.squeeze(np.asarray(losses[\"X\"]))\n", - " train_loss = np.squeeze(np.asarray(losses[\"Y\"]))\n", - " val_loss = np.squeeze(np.asarray(losses[\"Y_test\"]))\n", - " \n", - " plt.figure()\n", - " plt.grid()\n", - " axes = plt.gca()\n", - " axes.set_ylim(loss_range)\n", - " plt.title('Loss')\n", - " plt.plot(x, train_loss, label='train')\n", - " plt.plot(x, val_loss, label='val')\n", - " plt.legend()\n", - " \n", - " accuracy = pickle.load(open(os.path.join(folder, \"saved_accuracy.p\"), \"rb\"))\n", - " x2 = np.squeeze(np.asarray(accuracy[\"X\"]))\n", - " P = accuracy[\"P\"]\n", - " M = accuracy[\"M\"]\n", - " I = accuracy[\"I\"]\n", - " Ptest = accuracy[\"P_test\"]\n", - " Mtest = accuracy[\"M_test\"]\n", - " Itest = accuracy[\"I_test\"]\n", - " \n", - " plt.figure()\n", - " plt.grid()\n", - " plt.title('Avg pixel accuracy')\n", - " plt.plot(x2, P, label='train')\n", - " plt.plot(x2, Ptest, label='val')\n", - " plt.legend()\n", - " \n", - " plt.figure()\n", - " plt.grid()\n", - " plt.title('Mean class accuracy')\n", - " plt.plot(x2, M, label='train')\n", - " plt.plot(x2, Mtest, label='val')\n", - " plt.legend()\n", - " \n", - " plt.figure()\n", - " plt.grid()\n", - " plt.title('mIoU')\n", - " plt.plot(x2, I, label='train')\n", - " plt.plot(x2, Itest, label='val')\n", - " plt.legend()\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def draw_multi(folder, loss_range=[1, 10]):\n", - " losses = pickle.load(open(os.path.join(folder, \"saved_loss.p\"), \"rb\"))\n", - " x = np.squeeze(np.asarray(losses[\"X\"]))\n", - " # task 1\n", - " train_loss = np.squeeze(np.asarray(losses[\"Y1\"]))\n", - " val_loss = np.squeeze(np.asarray(losses[\"Y1_test\"]))\n", - " \n", - " plt.figure()\n", - " plt.grid()\n", - " axes = plt.gca()\n", - " axes.set_ylim(loss_range)\n", - " plt.title('Task 1 - Loss')\n", - " plt.plot(x, train_loss, label='train')\n", - " plt.plot(x, val_loss, label='val')\n", - " plt.legend()\n", - " \n", - " # task 2\n", - " train_loss = np.squeeze(np.asarray(losses[\"Y2\"]))\n", - " val_loss = np.squeeze(np.asarray(losses[\"Y2_test\"]))\n", - " \n", - " plt.figure()\n", - " plt.grid()\n", - " axes = plt.gca()\n", - " axes.set_ylim(loss_range)\n", - " plt.title('Task 2 - Loss')\n", - " plt.plot(x, train_loss, label='train')\n", - " plt.plot(x, val_loss, label='val')\n", - " plt.legend()\n", - " \n", - " \n", - " accuracy = pickle.load(open(os.path.join(folder, \"saved_accuracy.p\"), \"rb\"))\n", - " print(accuracy)\n", - " x2 = np.squeeze(np.asarray(accuracy[\"X\"]))\n", - " P1 = accuracy[\"P1\"]\n", - " M1 = accuracy[\"M1\"]\n", - " I1 = accuracy[\"I1\"]\n", - " P1test = accuracy[\"P1_test\"]\n", - " M1test = accuracy[\"M1_test\"]\n", - " I1test = accuracy[\"I1_test\"]\n", - " \n", - " P2 = accuracy[\"P2\"]\n", - " M2 = accuracy[\"M2\"]\n", - " I2 = accuracy[\"I2\"]\n", - " P2test = accuracy[\"P2_test\"]\n", - " M2test = accuracy[\"M2_test\"]\n", - " I2test = accuracy[\"I2_test\"]\n", - " \n", - " plt.figure()\n", - " plt.grid()\n", - " plt.title('Task 1 - Avg pixel accuracy')\n", - " plt.plot(x2, P1, label='train')\n", - " plt.plot(x2, P1test, label='val')\n", - " plt.legend()\n", - " \n", - " plt.figure()\n", - " plt.grid()\n", - " plt.title('Task 2 - Avg pixel accuracy')\n", - " plt.plot(x2, P2, label='train')\n", - " plt.plot(x2, P2test, label='val')\n", - " plt.legend()\n", - " \n", - " plt.figure()\n", - " plt.grid()\n", - " plt.title('Task 1 - Mean class accuracy')\n", - " plt.plot(x2, M1, label='train')\n", - " plt.plot(x2, M1test, label='val')\n", - " plt.legend()\n", - " \n", - " plt.figure()\n", - " plt.grid()\n", - " plt.title('Task 2 - Mean class accuracy')\n", - " plt.plot(x2, M2, label='train')\n", - " plt.plot(x2, M2test, label='val')\n", - " plt.legend()\n", - " \n", - " plt.figure()\n", - " plt.grid()\n", - " plt.title('Task 1 - mIoU')\n", - " plt.plot(x2, I1, label='train')\n", - " plt.plot(x2, I1test, label='val')\n", - " plt.legend() \n", - " \n", - " plt.figure()\n", - " plt.grid()\n", - " plt.title('Task 2 - mIoU')\n", - " plt.plot(x2, I2, label='train')\n", - " plt.plot(x2, I2test, label='val')\n", - " plt.legend() " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def draw_im(folder, im_list):\n", - " for im in im_list:\n", - " image = pickle.load(open(os.path.join(folder, im), 'rb'))\n", - " image = image.transpose([1,2,0])\n", - " print(image.shape)\n", - " plt.figure()\n", - " plt.title(im)\n", - " plt.imshow(image)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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Yv9OPjzUeUZS903xnbqvzDI49fjMn4tLHn766vhurpgbevwTePLt+e0FoY0T4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\nnexO25aa3P0K+EhrXa6U+h3wLnBWcy6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/tDfjY4M5VVLNwn9tIMzfUwu+RvMT0aKv6RBsNklmYSUA3x/JY+OxfACmJYSx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\ndy6Hew9BQFTL9Z3ZtVy5V+J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l3M7YJyR5BTWeiOU8iShooBqgPLkTYiarB0PDBGn2h4Ud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\nxOnU/i7g0Yh4JS17FNjSnuiv9ZoDueEDuWZmec1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VARNghGd+d8FwFt02VU+uofEZtOeu0TTDmz9k8GrqIWrq7eQZaY37jyvvvE+P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\ns/c+O+f81pvDwz7vec/7qj4PPJ9w7IHA9p/0cq7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0MEfzKwBYsmAKIQGuf4VBPYy433LWQI8VqwAa3RGmC8IpI2EZocuyPavYuX0g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\neyi/wXmHkE8dFMu/fprKiN4R9OkRzJv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ntdbnmiRulvh7Kf52fS88LRZeX55BbLg/EwfGoRoS6VMXA6ZUfm5l809+8/vK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\nt+LrVbefubisnHveX8ePe47zws19ua5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c3s9g+fWQtB7MZtj/pXLb3LgSZjyq+v3BBWqA0MnYC31GN47g8Q5XryXpUF8H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\n87T32O6HNjkLUFNVyXkHHsLboVqFUm5doson+PZ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L417L5gGVxw/qBuLrsITfkwkIVaY5OVf1BbQcUmMAhEPdpE4BWvg1mjMZUzRr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\ntHPXdTgpGj4uquf3Hx0FwCPNpGaP4tyxWcSIcPu5Izl3bFa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dzfD4hXDwBd+2jhpAk8IPcvLVEOnmU/KxrRwK35HPPZ6RRfzGPEcw4fc4/VM5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\nN4gbVP1aItBvOmRvs/38me/Z8qHz2u/9KqUUjWvxfwIMEZE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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "draw('results_fcn32resnet34_humansemseg', loss_range=[0,2])" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# MULTI_PRETRAINED.o5271737 MULTI.o5271397\n", - "lines = open(os.path.join('/Users/wenliang/Documents/Codes/sunets-reproduce/MULTI.o5271397')).readlines()\n", - "mIoU_sbd = []\n", - "mIoU_lip = []\n", - "for line in lines:\n", - " if 'Val' in line:\n", - " temp = line.split()\n", - " mIoU_sbd.append(float(temp[3][0:-1]))\n", - " mIoU_lip.append(float(temp[6]))" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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hLXctUibBZCQ3MYqUmHB2nmzli8tyg8a9c6COgmQTl89O5aE3DtHS1cvsjFhM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\nxp2r+rs/vn9JNl+cZSBMrxMJSG/cLZo6O7rEgKE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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = range(len(mIoU_sbd))\n", - "plt.figure()\n", - "plt.grid()\n", - "plt.title('mIoU')\n", - "plt.plot(x, mIoU_sbd, label='sbd')\n", - "plt.plot(x, mIoU_lip, label='lip')\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# SBD\n", - "mIoU_sbd_separately = []\n", - "mIoU_sbd_jointly = []\n", - "mIoU_sbd_separately_p = []\n", - "mIoU_sbd_jointly_p = []\n", - "\n", - "mIoU_sbd_separately = np.squeeze(np.asarray(\n", - " pickle.load(open(os.path.join('results_sunet64_sbd', \"saved_accuracy.p\"), \"rb\"))['I_test']))\n", - "mIoU_sbd_separately_p = np.squeeze(np.asarray(\n", - " pickle.load(open(os.path.join('results_sunet64_sbd_pretrained', \"saved_accuracy.p\"), \"rb\"))['I_test']))\n", - "\n", - "lines = open(os.path.join('/Users/wenliang/Documents/Codes/sunets-reproduce/MULTI.o5271397')).readlines()\n", - "for line in lines:\n", - " if 'Val' in line:\n", - " temp = line.split()\n", - " mIoU_sbd_jointly.append(float(temp[3][0:-1]))\n", - "lines = open(os.path.join('/Users/wenliang/Documents/Codes/sunets-reproduce/MULTI_PRETRAINED.o5271737')).readlines()\n", - "for line in lines:\n", - " if 'Val' in line:\n", - " temp = line.split()\n", - " mIoU_sbd_jointly_p.append(float(temp[3][0:-1]))" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "loss_sbd_separately = []\n", - "loss_sbd_jointly = []\n", - "loss_sbd_separately_p = []\n", - "loss_sbd_jointly_p = []\n", - "\n", - "loss_sbd_separately = np.squeeze(np.asarray(\n", - " pickle.load(open(os.path.join('results_sunet64_sbd', \"saved_loss.p\"), \"rb\"))['Y_test']))\n", - "loss_sbd_jointly = np.squeeze(np.asarray(\n", - " pickle.load(open(os.path.join('results_sunet64_multi_sbd_lip', \"saved_loss.p\"), \"rb\"))['Y1_test']))\n", - "loss_sbd_separately_p = np.squeeze(np.asarray(\n", - " pickle.load(open(os.path.join('results_sunet64_sbd_pretrained', \"saved_loss.p\"), \"rb\"))['Y_test']))\n", - "loss_sbd_jointly_p = np.squeeze(np.asarray(\n", - " pickle.load(open(os.path.join('results_sunet64_multi_sbd_lip_pretrained', \"saved_loss.p\"), \"rb\"))['Y1_test']))" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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hUCgUXdOXYpEIFPp9LvIcO5rLhRB7hRAfCSGSOznfjsDmCup2l1O7zUrkr270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btmwhNDQUk8lEbm4uhYWF3HDDDeh0OkpKSujduzdHjx5l0KBBANX6ys3NpX//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\nQqFQ1ItSFgqFQqGoF6UsFAqFQlEv/w9ljjNugyQ9mwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.grid()\n", - "plt.title('Semantic Segmentation: mIoU')\n", - "plt.plot(range(len(mIoU_sbd_separately)), mIoU_sbd_separately, label='separately (no pretraining)')\n", - "plt.plot(range(len(mIoU_sbd_separately_p)), mIoU_sbd_separately_p, label='separately (pretraining)')\n", - "plt.plot(range(len(mIoU_sbd_jointly)), mIoU_sbd_jointly, label='jointly (no pretraining)')\n", - "plt.plot(range(len(mIoU_sbd_jointly_p)), mIoU_sbd_jointly_p, label='jointly (pretraining)')\n", - "plt.xlim(0,200)\n", - "plt.xlabel('epochs')\n", - "plt.ylabel('mIoU')\n", - "plt.legend()\n", - "\n", - "plt.figure()\n", - "plt.grid()\n", - "plt.title('Semantic Segmentation: loss')\n", - "plt.plot(range(len(loss_sbd_separately)), loss_sbd_separately, label='separately (no pretraining)')\n", - "plt.plot(range(len(loss_sbd_separately_p)), loss_sbd_separately_p, label='separately (pretraining)')\n", - "plt.plot(range(len(loss_sbd_jointly)), loss_sbd_jointly, label='jointly (no pretraining)')\n", - "plt.plot(range(len(loss_sbd_jointly_p)), loss_sbd_jointly_p, label='jointly (pretraining)')\n", - "plt.xlim(0,200)\n", - "plt.xlabel('epochs')\n", - "plt.ylabel('loss')\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# LIP\n", - "mIoU_lip_separately = []\n", - "mIoU_lip_jointly = []\n", - "mIoU_lip_separately_p = []\n", - "mIoU_lip_jointly_p = []\n", - "\n", - "mIoU_lip_separately = np.squeeze(np.asarray(\n", - " pickle.load(open(os.path.join('results_sunet64_lip', \"saved_accuracy.p\"), \"rb\"))['I_test']))\n", - "mIoU_lip_separately_p = np.squeeze(np.asarray(\n", - " pickle.load(open(os.path.join('results_sunet64_lip_pretrained', \"saved_accuracy.p\"), \"rb\"))['I_test']))\n", - "\n", - "lines = open(os.path.join('/Users/wenliang/Documents/Codes/sunets-reproduce/MULTI.o5271397')).readlines()\n", - "for line in lines:\n", - " if 'Val' in line:\n", - " temp = line.split()\n", - " mIoU_lip_jointly.append(float(temp[6]))\n", - "lines = open(os.path.join('/Users/wenliang/Documents/Codes/sunets-reproduce/MULTI_PRETRAINED.o5271737')).readlines()\n", - "for line in lines:\n", - " if 'Val' in line:\n", - " temp = line.split()\n", - " mIoU_lip_jointly_p.append(float(temp[6]))" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "loss_lip_separately = []\n", - "loss_lip_jointly = []\n", - "loss_lip_separately_p = []\n", - "loss_lip_jointly_p = []\n", - "\n", - "loss_lip_separately = np.squeeze(np.asarray(\n", - " pickle.load(open(os.path.join('results_sunet64_lip', \"saved_loss.p\"), \"rb\"))['Y_test']))\n", - "loss_lip_jointly = np.squeeze(np.asarray(\n", - " pickle.load(open(os.path.join('results_sunet64_multi_sbd_lip', \"saved_loss.p\"), \"rb\"))['Y2_test']))\n", - "loss_lip_separately_p = np.squeeze(np.asarray(\n", - " pickle.load(open(os.path.join('results_sunet64_lip_pretrained', \"saved_loss.p\"), \"rb\"))['Y_test']))\n", - "loss_lip_jointly_p = np.squeeze(np.asarray(\n", - " pickle.load(open(os.path.join('results_sunet64_multi_sbd_lip_pretrained', \"saved_loss.p\"), \"rb\"))['Y2_test']))" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 104, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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PPOd0xB1ap9sY2cEqg62rP/N0SwtJQ0PjmGO1W/m14Fd2lO3gDwP/QJRfVNeV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\n8b7jifaIJtw1vE9es7nNQEF11xVszbRP/DMaBXtNvaMT82t6NFUlmXp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//v7+lrLtxcsFGDduHJ9//nm1n2tT15jlPm5IMwc9ANkFKlkoDe/lfS9z8urJ\ncu8XFRVZCtXVVs8WPVkYVPEXallbtmwhJiaGI0eOkJqayoABA0pVeS0WExPD4cOHcXBwwNvbm/nz\n5/PSSy+xevVqS4nxkupaSryi9Wi1WhYuXMjBgwdp3rw5o0aN4uuvv2bixInl1uvq6srRo0f56KOP\neOKJJ9i6dSsACQkJREdHo9VqWbRoEbfffjtr164lLS2NoKAgRowYwbJlyzhw4ABvvfUWAEuXLiU2\nNpaoqCgcHR3Jycnhhx9+QK/XExcXx7Rp0zhw4ECN9pWHh0epNnFxcWzYsIH333+fe+65h82bNzNh\nwgRmz57N+++/z6BBg8rdEKl///6sWLGiVAKyRTbbs9BpTRfi5apkodyCoqKimDZtGlqtljZt2hAS\nEsL+/fvLtRs+fDiurq7o9Xp69epV7YVxISEhxMXFkZKSwoYNG2pcSryi9ezfv5/Q0FBatWqFnZ0d\n06dPZ/fu3RWut7iU+rRp00pV0J06daol+e7YsYMVK1YQEBBAaGgoeXl5lR7eGT9+vKWaa0FBAXPm\nzMHPz4+pU6cSGxtb4Tw12VddunQhICAAMJUrj4+PJy0tjczMTEtZ9Pvvv7/UPMVlyG2dzfYs7LX2\nAOSoZKE0gsp6ANYsJFgXJX/9V1Veu6S6lBKvy3pKKlmKvOTzsqXIN2/ejLe3d6l59+7dW255Jed7\n4403aNOmDUeOHMFoNKLX6yuMoSbbULZN8WGoqthSGfKq2G7PQlPcs8hv5EgUpeENGzaMjRs3UlRU\nREpKCrt37yYoKKjG8+t0ulI3PSopPDycVatWAaY7yZXVo0cP4uPjq11HUFAQu3btIjU1laKiIjZs\n2EBISEiFbYvHXDZu3FjpjYvuuOMO/vWvf1nuFXH48GHAVN21qhLf6enptGvXDo1Gw8cff1zlvbfr\nws3NDYPBYElaZccnTp06VWoMw1bZbLIo7lnkFaqehXJrEUIwadIk/P396dOnD7fffjuvvPKKpUBd\nTcydOxd/f/9yA9wAbdq0wcfHp9LaRc7OznTr1s0yEF2Zdu3asWLFCsLCwujTpw/9+vVjwoQJFba9\ndu0a/v7+/POf/+SNN96osM2LL75IQUEB/v7+9O7dmxdffBGAsLAwYmNjLQPcZc2bN4/169fTp08f\nTp48WarXUV8++OAD5syZQ0BAANnZ2aWKJUZGRjJmzJh6X2eDu5GStY3x6NGjh5RSyiJjkfRd5yuH\n/nthrUr3NpSmUFK7JlScNdcUSpSnpqbKTp063dAyqouxtqXEb1Tnzp1lSkpKufebUrn3qmRkZFjK\nkEsp5T/+8Q/5+OOPSymlzMtNrt78AAAgAElEQVTLk8HBwbKgoKBBY7JGiXKb7VlohAaBluuFFXel\nFeVmk5iYyKBBg/jrX/9qtXVERETg4+PD/Pnzqy0l7unpabU4bM22bdsICAjA19eXn3/+mRdeeAGA\nCxcusGLFinInCdgim94CDXbkF6kxC+XW0L59e06dKncjyXpVl1LiN6om4x9N3b333su9995b7n0v\nLy+8vLwaIaL6Z7M9CwCtsCPfqHoWiqIo1mbjyUJHkSygoMjY2KEoiqLc1Gw6Wdhp7BCiiKy82p3T\nrSiKotSOTScLncYeRCFZ11WyUBRFsSYbTxY6EEVk5KlxC+XWcTOWKF+1ahU5OTm1nm/x4sVERERU\n2ebbb79lxYoVdQ2N++67j7i4uDrPf7Ow6WRhr7VHiEJ1GEq5pdhiiXIpJUZj5WOLVSWLqq64XrZs\nGSNGjKhy3ePHjy9X3K82HnnkEV555ZU6z3+zsPFkYepZqMNQyq2kKZYonzBhAqGhoXh5efHSSy9Z\nYvH29mbWrFn4+vpy8eJFduzYwaBBgwgMDGTq1KlkZWXx5ptvkpiYSFhYGGFhYZZtXLRoEX369GHP\nnj0sW7aMAQMG4Ovry9y5cy0lP8LDwy3J0dPTkyVLlhAYGIifnx8nT560xPfYY49Z2j/++OMMHjyY\nrl27WuY1Go3MmzePnj17MnLkSEaPHm2ZNmzYMCIiImpd7+pmY7XrLIQQa4GxwGUpZaWFUYQQA4A9\nwH1Syup/EpWgt7MHkUem6lkoDezS3//O9RPlS5QXFhVxtY4lyh18etJ20aIatW1qJcr37dvHsWPH\ncHJyYsCAAYwZMwZ3d3fi4uJYv349AwcOJDU1leXLlxMREYGzszMvv/wyK1euZPHixaxcuZLIyEjc\n3d0ByM7Opn///vzrX/8CTDWqFi9eDMDMmTPZunUr48aNKxe/u7s7hw4d4p133uG1115jzZo15dok\nJSURFRXFyZMnGT9+PFOmTGHLli3Ex8cTGxvL5cuX8fHx4YEHHgBAo9HQvXt3jhw5Qr9+/Wr0+dyM\nrNmzWAfcWVUDIYQWeBnYUZcVONiZDkNlqp6FcotpaiXKR44cScuWLXF0dGTy5MlERUUB0LlzZwYO\nHAjAL7/8QmxsLEOGDCEgIID169dXGo9Wqy1VRyoyMpLg4GD8/Pz46aefOH78eIXzTZ48GfijfHhF\nJk6ciEajoVevXiQnJwOm/Tl16lQ0Gg1t27a19HCK3Sxlxm+E1XoWUsrdQgjPaprNBzYDA+qyDkc7\ne9NhKNWzUBpYZT2AW7VEecmy4iVfly0xPnLkSDZs2FBtDHq93nIfi7y8PObNm8eBAwfw8PBg6dKl\n5dZfrHh7q9rWkvuk+HBWdW6WMuM3otHKfQghOgCTgDCqSRZCiLnAXIBWrVqxc+dOADKvZSBEIcdP\nnWEnF60bcC1lZWVZ4mzKVJw15+rqWmUpbDANxlbXpj7079+ftWvXMnnyZK5du8auXbtYsmQJWVlZ\nGI1GMjMzycvLIz8/3xJPYWEhOTk5FBUVodPpuHr1KjqdzrLM4nZTpkwhLCyM1q1b4+HhUW572rVr\nx7lz5yzv5+XlsWPHDs6fP4+joyNbtmzh7bffLhULgK+vL1FRUcTExNCtWzeys7NJTEzEy8sLZ2dn\nkpKSSn2RF+/LtLQ0pJQ4ODiQlJTEpk2bmDBhApmZmRQUFJCbm0tmZiZSSrKysnBwcCA7O9syf8n9\nULJ9ye0ODAzks88+Y/LkyaSmphIZGcmkSZMs7U6ePImnp2eFn21Dfea1kZeXV+//XxqzNtQqYKGU\n0lj2V0lZUsrVwGoAb29vGRoaCsC2Xdv4NSOJFq3aExratOrF79y5k+I4mzIVZ82dOHGi2l5DQ/Qs\nhBDcf//9xMTEMHToUIQQvPrqq3Tv3p34+Hg0Gg0GgwG9Xo+9vb0lHjs7O5ycnNBqtcydO5chQ4YQ\nGBjIp59+CmBpZzAY6NWrFxMnTqxwWwwGA927dyc5OZnu3buj1+sJDg4mPDychIQEZsyYQUhISKlY\niudbv349c+bM4fp1060Fli9fTmBgIA8//DBTpkyhffv2REZGAqbegcFgwGAwMHfuXAYNGkTbtm0J\nDg7GwcEBg8GATqfD0dERg8GAEAIXFxcMBgPOzs6W+Uvuh5LtS27PjBkziI6OJjg4GA8PD/r160fb\ntm0xGAwkJyfj7OxM9+7dK/w8mlpvEkw9s759+9bvQm+kZG11D8ATOFbJtHNAvPmRBVwGJla3zOIS\n5VJKuejnRdLvg9vkk58frlX53obQFEpq14SKs+ZUifI/lCxR/uGHH8pHH330hmKqSEOXKC8uM56a\nmiq7du0qk5KSpJRSrly5Uq5Zs6bS+ZpiKXVrlChvtJ6FlLJL8XMhxDpgq5Ty68rnKE+n0SFEkRrg\nVm4JiYmJhIaGWr1E+YMPPsiTTz5ZbYnyK1euWC2OxjB27FjS0tLIz8/nxRdftNxMys3NjZkzZzZy\ndI3PmqfObgBCAXchRAKwBNABSCnfq491mJJFIZnqCm7lFtBUS5SHh4cTHh5uxagaRmXH+Cu7Y+Ct\nxppnQ02rRdvwuqxDp9UhUbWhlIYjpSx35o+iNCWyhmd41ZZNX8Gt0+iQ6tRZpYHo9XquXLlitf+M\ninKjpJRcuXIFvV5f78u26Tvl2WvtkRSqQoJKg+jYsSMJCQmkpKRU2iYvL88q/1Hrky3ECCrOutLr\n9XTs2LHel2vTyUKnMZ0jnpV3vZEjUW4FOp2OLl26VNlm586d9X/KYj2zhRhBxdnU2PRhKHuNPQD5\nsoC8gsorUyqKoig3xqaThU5rvvpUFKpigoqiKFZk28nCfBhKqBsgKYqiWNVNkSwQhWTkqmShKIpi\nLTadLOy1pjELRJE6DKUoimJFNp0s1GEoRVGUhnFTJAvTYSjVs1AURbEWm04WJQ9DqZ6FoiiK9dh0\nsijuWWg1RaqYoKIoihXZdLIo7lk4OaAOQymKoliRTSeL4p6Fk4NUh6EURVGsyLaThfkKbr096tRZ\nRVEUK7LtZGHuWTjaS3VRnqIoihXdFMnCQacOQymKoliTTSeL4gFuezujOgylKIpiRTadLEr1LNRh\nKEVRFKux6WRR3LPQ2Umy84soLDI2ckSKoig3J5tOFsU9C52d6cZHWdfVoShFURRrsFqyEEKsFUJc\nFkIcq2T6dCHEr0KIo0KIaCFEn9quozhZ2GkloC7MUxRFsRZr9izWAXdWMf0cECKl9AP+Bqyu7QqE\nENhp7NBqTT2LjLwCEtNykVLWIVxFURSlMlZLFlLK3cDVKqZHSymvmV/+AnSsy3p0Gh1arWmsYu+5\nqwx5+Seiz1ypy6IURVGUSghr/goXQngCW6WUvtW0+yvQU0r5UCXT5wJzAVq1atVv06ZNlmkLLy7E\nWxfI7pixdHXVcDbdyGxfe0I66uprM+okKysLFxeXRo2hJlSc9csW4rSFGEHFWd/CwsIOSin713V+\nu/oMpi6EEGHAg8DQytpIKVdjPkzl7e0tQ0NDLdOcNjnRplVLAM6mm3oYbT26EhrSzWox18TOnTsp\nGWdTpeKsX7YQpy3ECCrOpqZRk4UQwh9YA9wlpazTsSN7jT1CU/qU2TR1zYWiKEq9arRTZ4UQnYAt\nwEwp5am6Lken1SEpQIg/3kvLUclCURSlPlmtZyGE2ACEAu5CiARgCaADkFK+BywGWgLvCNM3fWFd\njqfpNDoKjYW4ONiRm19Ea4MD6bn59bUZiqIoClZMFlLKadVMfwiocEC7NnQaHfnGfJrpdfRsa0BK\n1bNQFEWpbzZ9BTeYSn4UFBXw4lgfnr3LBzcnnUoWiqIo9azRz4a6UcU9i6E9DOi0Olwd7TmRlNnY\nYSmKotxUbopkkV2YTfh34QS0DsDNaTLp6mwoRVGUemXzycJea8+5jHNcyr6Em4MbfRx1ZF0vpKDI\niE5r80fZFEVRmgSb/zbVaXRcyr4EQGpuKm5Opiu3Ve9CURSl/th+stD+UdYjNS8VVyfTPS7UILei\nKEr9qVGyEEL8RQjRTJh8IIQ4JIQYZe3gaqK4TDlA+vV0nB1Mta7UtRaKoij1p6Y9iweklBnAKKA5\nMBNYYbWoaqH4bnmOdo4AaOyyANWzUBRFqU81TRbFxTRGAx9LKY+XeK9RFfcshnYw1SEsFBmAShaK\noij1qabJ4qAQYgemZPG9EMIANIkbXhcni9s73Q5AvkwHVDFBRVGU+lTTU2cfBAKAs1LKHCFEC2C2\n9cKqOZ+WPgS0CqBf634A5BRdQwgn0nPUmIWiKEp9qWmyGATESCmzhRAzgEDgn9YLq+bGdh3L2K5j\nyS8yJYcreVdwdXRVPQtFUZR6VNPDUO8COUKIPsDTwBngI6tFVQf2WntcHVxN11o4qvpQiqIo9amm\nyaJQmu6/OgF4S0r5NmCwXlh1465350ruFVyd7FXPQlEUpR7V9DBUphDiOUynzA4TQmgw35uiKXF3\ndC/Rs1BjFoqiKPWlpj2Le4HrmK63uAR0BF61WlR11NKxpaXkh+pZKIqi1J8aJQtzgvgUcBVCjAXy\npJRNaswCTD2LK3lXcNXbkZSex6D35/LQNy83dliKoig2r6blPu4B9gFTgXuAvUKIKdYMrC7cHd3J\nLcylQ0sN+TKTTN0v7E/9b43nv5BxgSJjkRUjVBRFsU01PQz1PDBASvknKeUsIAh40Xph1Y27ozsA\nI/2ceW2mI0JIjHZXOJBwttp5L+dcZvzX4/k+/ntrh6koimJzaposNFLKyyVeX6nFvA2mpWNLAK5d\nv8LBlGjshGn8fnPsrmrnPZd+jiJZRHxGvDVDVBRFsUk1/cL/TgjxvRAiXAgRDmwDtlsvrLrxMHgA\nsO3sNqIToxnZeSQYndh/aV+18yZkJgCmHoaiKIpSWk0HuJ8BVgP+5sdqKeXCquYRQqwVQlwWQhyr\nZLoQQrwphDgthPhVCBFY2+DL8jB48Kdef+KLU19wNe8qt3ncRmu7XiQXxGI0mkqXf3HgIj+eSC43\nb0KWKVlcyrl0o2EoiqLcdGp8KElKuVlK+ZT58VUNZlkH3FnF9LsAL/NjLqarxG/YXwL/gp+7Hxqh\nYUj7IfRr0x/srrLr7G9cvJrDc1uOsvQ/xzFdY/gH1bNQFEWpXJUX5QkhMgFZ0SRASimbVTavlHK3\nEMKzisVPAD4yXxn+ixDCTQjRTkqZVH3YldNpdbw1/C3irsXRXN+cqb1D+W/Se/zfT//Bz3UkhUbJ\nxau5HL6YRmCn5pb5ipNFcnb5XoeiKMqtrspkIaW0ZkmPDsDFEq8TzO+VSxZCiLmYeh+0atWKnTt3\n1mgFO3/biVEaccCZhNxjnD7bi9s62hGdWMi72/Yx3cfB0vbsNdMZUxn5Gez4aQf2Gvs6bpZJVlZW\njeNsTCrO+mULcdpCjKDibGpqWu6jUUkpV2MaM8Hb21uGhobWav7bdg4mSnMIpwwdK8NDeOGrYxy8\ncI33bgtBqxFk5GeQsyEHr+ZexF2Lw7u/N52bdb6hmHfu3Elt42wMKs76ZQtx2kKMoOJsahrz9Nff\nAY8Srzua36t3QW2DyDVe4YvHeuDu4sD4gPakZF7nh1jTIaffM02rDWxtGmOvbNwi/Xo6aXlp1ghR\nURSlSWvMZPEtMMt8VtRAIP1GxysqM6DtAABiUg6y+tfV5Dnsx7uNgYWbf+VcarblTKh+bUw3UErO\nqXjc4vmo51kUtcgaISqKojRpVjsMJYTYAIQC7kKIBGAJ5kq1Usr3MF2nMRo4DeRgxTvvdXXtSkt9\nS96KeYvU3FRa6FuwbuZ/uPvdvTy0fj/3jbwA/NGzqGyQOz4jHq3QWitMRVGUJstqyUJKOa2a6RJ4\n1FrrL0kIwYC2A/gu/js6N+vM+YzzxOcc5LWp/jyw7gBR507h5uBGG+c2uOhcKjwMJaXkcs5lHO0c\nGyJkRVGUJqXJleywlkndJxHqEcqnoz+lhb4F3575liRjBM29X+Pw1Z/o4NIBgDZObSo8DJVVkEVu\nYS5p19MwSmNDh68oitKobOJsqPowuMNgBncYDMCYrmP4JPYTIi5E0NnQizOXXenmeDsArZ1aV9iz\nKH7PKI1k5mfi6uDacMEriqI0slumZ1HSpO6T0Aoto7uMZsvET/C4/iT/je5CbGIGbZzblBqzuJp3\nFaM0lkog1/KuNUbYiqIojeaWTBZezb34YeoPrBi2Ans7Hatn9sfBTsP9a37BTrqRmpdKgbGA37N+\nZ+QXI9l2dlupZJF2XZ0+qyjKreWWTBZguveFEAIAT3dnNs4dhFYIdh11wCiNRCVE8c3pb8g35nMs\n9RgpuSmWeVXPQlGUW80tmyzK6tTSiWUTfDl7vhOOogXLdv+bT49vBuBM+plSPYunNv+P7UetckmI\noihKk6SSRQlj/Ntxl28H0pIHkFp0nIzCyzhqm3E27SyXcy5bzpjKLkxn128p1SxNURTl5qGSRRmv\nTu3Dq3c+hE6jQyMdyUgOIiU3hdNpp/EweKDBHqHN4UiCGrdQFOXWccucOltTLg52TPDrSbrmCYqK\ntHy+J4tEIjifcZ7eLfyRhU4IbTZxyVnk5hfhaK+u6FYU5eanehaVmNV7FrP9p/P+faMt7x2JN1JY\n6IS7ayFFRklsUnojRqgoitJwVLKoRsdmHdBr9QCcuaRFFjrj7loIwJGLpmQhpWT3qRSyrxc2WpyK\noijWpJJFNTRCQxfXLgA4aVrgbNeMAplJm2YO/JqQxvXCIp7+4giz1u5j+bYTjRytoiiKdahkUQPd\n3LoBsPiugYR278K169fw7+jGL2evcve70Ww59DvdWjmz+VAClzPzGjlaRVGU+qeSRQ10d+sOwNAu\n3enm3prM/Ex82ztzKSOPS+l5rJ7ZjzV/GkBBkZF1/4tv3GAVRVGsQJ0NVQNTekyhnXM72ji3oblD\ncwDuCnDFTuvNtKBOtHA23a/7Lt+2fPzLeR4O7daY4SqKotQ71bOoAVcHV0Z3NZ0V5aZ3A0CjzeHR\nsO6WRAEwL7Q7mXmFrPn5HABnU7IoKFLlzBVFsX0qWdRScc/i2vXy9aFSjYfp2Gs9H0Sd5LtzBQxf\nuYtnNx9t6BAVRVHqnToMVUtuDqaeRdnKs7su7uLJnU9SKAu5bhfP5791o6WzPZsPJXB3YAdikzLQ\naTX8abBnI0StKIpyY1TPopZa6FsA8OOFH8kpyAEgNTeVp3c9bTnFdljvfILaaol4KgSPFo7MWPsz\ny7ed4KX/HCc+NbvRYlcURakrlSxqyd3RnWk9p7Ht7Dbu/vZuruZd5YvfvuB60XXeCH2D1o6tadfq\nKvMC9DR3tufuYak491jGX0e7o9NqeDvydGNvgqIoSq2pZFFLQggWBS/ig1EfcCnnEi/ve5kvTn3B\n0A5D6dysM94tvDlx1XRxnlEa+Sn5ExCFODY/xrSgTmw5/Du/Xcost9zLGXn8ffsJcvLVVeCKojQ9\nVk0WQog7hRC/CSFOCyGerWB6JyFEpBDisBDiVyHE6IqW0xQFtQtidu/ZbD+3nZTcFKb1nAZAzxY9\nOZd+jnxjPj9d+Ilz6edwtHPkxws/8nBIN+y1Gu5YtZs73tjNs5t/JfI3030yFn11jNW7z/LlwYTG\n3CxFUZQKWS1ZCCG0wNvAXUAvYJoQoleZZi8Am6SUfYH7gHesFY81zPWfi4fBg87NOjO0w1AAfFr6\nUCSLSCxIZM3RNXQydOJB3wc5mnoU7NL47olhPHdXT9q46vnvsUvM/nA/j312iIgTyTjYafhoz3mk\nlI28ZYqiKKVZs2cRBJyWUp6VUuYDnwMTyrSRQDPzc1cg0Yrx1Du9nZ51d65jzag1aIRpV/Zs0ROA\nLde2cPzKceb4z2GU5yjANCjeuaUzfw7pxkcPBLHv+eGM9W/H1l+T6NnWwLIJvTl9OYs9Z6402jYp\niqJURFjrV6wQYgpwp5TyIfPrmUCwlPKxEm3aATuA5oAzMEJKebCCZc0F5gK0atWq36ZNm6wSc32Q\nUrLg4gLyZB7eem8ebf0oQgj+nvh3HDWOPNn2yVLtjVKyO6GQni20tNALntqZg7ujhrBOdvRrbYeL\nvbBqvFlZWbi4uFh1HfVBxVl/bCFGUHHWt7CwsINSyv51XoCU0ioPYAqwpsTrmcBbZdo8BTxtfj4I\niAU0VS23R48esqmb/d1s2W99P5mQmWB57+PjH0vfdb5yb+LeKufdsPe89F3yney8cKsMeOl7ueXQ\nRWk0Gq0Wa2RkpNWWXZ9UnPXHFmKUUsVZ34AD8ga+0615GOp3wKPE647m90p6ENgEIKXcA+gBdyvG\n1CBeCH6B+W3mW+7ZDTDVeyqtnVrz5uE3qxyTuC+oE0cWj+Lbx4bg6e7MkxuP8N6usw0RtqIoSqWs\nmSz2A15CiC5CCHtMA9jflmlzARgOIITwwZQsUqwYU4Po6taVzg6dS73noHXgz/5/5kjKEXYn7K5y\nfo1G4N/RjS8fHsy4Pu15+buTvPj1MR777BAf/u8chUVGjiems+/cVWtuhqIoioXVyn1IKQuFEI8B\n3wNaYK2U8rgQYhmm7tC3wNPA+0KIJzENdofLqn5227hJXpP4KPYjXjvwGoPbD0an1VXZXqsRvDbV\nn/TcAj7+5TytDQ5s/TWJt346zZXsfDQC3pvRj1G92zbQFiiKcquy6nUWUsrtUsoeUspuUsr/M7+3\n2JwokFLGSimHSCn7SCkDpJQ7rBlPY9NpdCwcsJD4jHg+PvFxjeZxsNOyfvYAjr90B3sXDefd6YH0\n8XDjxbG98OvoxuOfH+bQhdJFDeOSM4m5mEZeQVGp9+NTs7n99Z3EXCxd1wrgaEI6b/xwqu4bpyjK\nTU1dwd3AhnUcRqhHKO8deY83Dr5BfHp8tfMIIXB2sEMIwV1+7VgbPoAHh3Zh7Z/606aZnj9/fJDk\njDyKjJI3fjjFqFW7mfj2//BfuoO3foqjyGjqrK2KOMXZlGxW/Lf87V+Xb4vlnz/GkZiWW9+brCjK\nTUAli0bwfPDz9GvTj4+Of8S0bdM4m1a3AeyWLg6sntmf7OuFzPxgL7e/vpN//hjHpL4deG9GIMN9\nWvPajlNMW/0Lu0+l8O2RRDq3dOKXs1eJPp1qWc7JSxnsNY9/lO2lKIqigEoWjaKtc1veHfEuWydv\nxV5rz/yf5nM+4zyFxkJOXzvN2fTSyePTE5+yYPeCCpfl3dbA61P7cDYlm3auet6bEcjKewK407cd\n70wPZOU9fYhNymDW2n3odVo2zBlI22Z6XtvxG0Zzj2N99Hkc7DQ42Gk4eF4lC0VRylP3s2hEHVw6\nsCpsFQ98/wBjvxqLQCAxfYH7ufvxwsAX6NmiJx8e+5DknGSe7vc0bZzblFvOXX7tOO7TGgc7ban3\nhRBMDuxI/84tWPLtMYZ5taK9myNPjezBgs2/8vEv53HKMfL14d+ZGNCBc1eyOXSh/HiGoiiKShaN\nrG/rvnw1/iv2J+8nMSuRLq5dSL+ezgdHP2DZnmU8M+AZknOSAYhOjGaS16QKl1M2UZTUqaUTH84O\nsrye2r8j248l8fftJ3DQSHRaLXNu68rmQwm8v/sseQVF6HWVL09RlFuPShZNgKerJ56unqXec7Rz\n5KU9L7Fi3wr0Wj3OOmeifo+qNFnUhhCCV+72545Vu9EYC/n8kcF0b+1CYKfmFBolR39PZ4Bnixte\nj6IoNw81ZtFEje82ntaOrTl59SQhHiHc1vE29iTtodBYP/e7aN1Mz/dP3sbyoY54tTEAENjJdMvY\n93ef5fmvjhIRm1zh1eaVXQqTnlNAem5BvcSnKErTopJFE2WvtWdW71kAjO4ymqEdhpKZn2kqdV5P\nWhv0ONr9UaiwpYsDPdq4sCM2mS8PJvDQRwe4658/szbqHMcT0zl4/hqzP9zHgP+LIC659A2cpJTM\nXLuXmR/srXOJ9ezrhYS8GsmmAxdvaLsURal/6jBUE3a/z/10MnQi1COUzIJMtELL4z89To/mPfhT\n7z8xrMMwhDB92RcYCzhy+Qj5xnwGtRtkeb+2Pn4wmJz8Ijo2d+SbmETWR8ezbGusZXozvR12Wg3h\nH+7nq0cH09qgB+BIQjq/JqQD8NPJywz3KT8QD1BklLy+4zccdVrmD/cqNW3rr4mcv5LDmp/PMrVf\nxzpvg6Io9U8liyZMp9ER1ikMgGb2zfjbkL+x79I+DiYf5NEfHyWwdSCjPEdxJu0M3537jswC06/9\ngFYBvDT4Jbq6da31Ots001ueT+nXkSn9OhKXnMmZlCyuFxoJ6dGKC1dzuPffv3Dnqp+5d4AHD9/W\njc/2nsdRp6WFsz1v/hhH/84t+C05k0KjkZ5tm9HC2Z7rhUU8uTGG7UcvodUIJvfrSAc3R8v6Ptt3\nEa1GcCo5i5iLafTt1LzKWK8XFvHdsUuM82+PRqMSi6JYk0oWNmRct3GM6zaOgqICNv62kY2/bbQM\ngI/sPJLhnYaTdj2NVYdW8ezPz7Jx7MZ6+XXu1cZgGdcAcHOyZ8PcgbwTeZp/7zrDf48mkZxxnfF9\n2tO3kxvPbjlKwN92UHw0yt3FgY1/Hsgr353k++PJPBLajdW7z7I+Op5Fo30AiE3M4MjFNJ4a2YN3\nd55h04GL1SaLrw79zrNbjuLiYFdpT0ZRlPqhkoUN0ml1zOg1gxm9ZnAx8yJuDm4Y7P/4MtdqtLz4\nvxeJvBjJ7Z1ut0oMAR5urJ7Vn4Pnr/Lnjw+RW1DEtOBO9GrXjNikDJo72dO3kxuFRZIFm3/lrlU/\nk19kZMm4Xswe0oWLV3PYsPcCwV1acPhCGj+evIy9nYZZgzpz4WoO38Yk8txoH5rpKy+2uOuUqUDx\n98cvqWShKFamBrhtnIfBo1SiABjbdSydDJ14O+ZtrhddLzXtUvalel1/v84t2Dp/KGtm9SfAww17\nOw3LJvjy5MgehHq3ZkSvNqyfHYSrk46nRvZg9pAuADw4tAuZ1wt5cP0B3tt1BiklS8b1ws3JnvDB\nnuQVGlnyzfFK11tYZPD8lx8AACAASURBVCTKXLIk4sRlCouM9bpdiqKUpnoWNyE7jR2PBDzCcz8/\nR9CnQfRs0ZO5/nOJvBDJN2e+YcGABczsNZP/nvsvF3IvEEooOQU5XMm9gkczj+pXUEZbVz1tXfWV\nTvfr6Mq+RcNLHRLr26k5/5rWF4PejqAuLXCy/+NP0beDK4/f7sUbEacI6dGKiX07YJSSmItp2GkE\nXdydOZGUQWZeIWP827Ht1yQOnr9GcNeWtY5dUZSaUcniJjWmyxgMOgPHrhxj+9ntPBH5BAKBZzNP\nVh1cRVJ2Eh/HfoxAcHnPZXYl7CI1N5W3hr/F0A5D6z2eisZOxvVpX2n7R8O68XNcCs98eYRrOfl8\neSCP49//D4BWBgcGd2uJRsDzo334ITaZ748nq2ShKFakksVNSghBiEcIIR4hzPWfy9YzW+nUrBOe\nzTyZ/O1kPo79mBGdRpB+JZ1Npzbh1dwLVwdXntr5FB/e8SG93Xs3avx2Wg0fhA/gsc8O8dJ/YrHT\nwItje9HK8P/tnXd8VFX6/99nesqk9xCSkBggtNCrdBQVwRVRithlV2Uta19ddXd1V3+6+AUVQWUV\nbICiCyqK0kWkSyeBJJBGei+Tqef3xx1iQgJBSUii9/16zSszZ86c+7nn3pznnvY8Rv7xxRFW7z9N\nv85+RPh5MCohmGU/niK/opZ7RsfRM9K3rpwzez7UZbgqKheHaix+B+g1+gZuQl4d/SpbsrcwN2ku\n27Zu49ExjxLvH0+5tZxZX83i4S0Ps2ryKrz0Xm2oGnw99Lx720De35GBKErnthHKfEfXUDN3vLeb\nqf07AfCvP/Ri8ZY0Pt2XzTdH8rhtWAzD4gJJzqtkyTYlDG1ihA8vTe1NdOAvOycpJcdyK+kWZlaX\n56r8rulwE9za4uK2ltDh6Rfaj4f6P4Req0cIQffA7ug1eoI8gnhp5EvkVufy8u6XyarM4mjx0V+9\nI7sl0Gk13D48lhjfnx0bdg0zs+3xMcwarMQ5DzYbeXpSIlseGcO0/p1Ysu0kdy7dw8vrUujdyZfJ\nSREcy63kzqV72HOqhGmLtvOvtcfqXLSfj1X7crh6wfe8ul6NIqjy+6bD9Sw0VdU4KyrQ+vi0tZTf\nJEkhSdyaeCvvHnmXVSdWAZDgn8CgsEFohZYwrzAu87+MgWED+angJ17e/TLTEqZx/WXX89XJr/Ax\n+DCy08hW19nUsJKvp54Xp/bm0Su7kllSg5dRR4J7f8g1vSKYvWQnNyz6ES+Dlt2nSskptXDP6Di6\nhZnRaRs/NxVXWXn+q6PotYKFm9MY1z2UpCi/Vj83FZX2SIczFgCWg4fwHjG8rWX8Zrmv732YdCaC\nPIIQQrAyZSWfp36Ow+WoW4ob7hVOQU0BOo2O5358jmVHl5Feno5WaHlt7Gtc3unyCzrW4aLDLNy/\nkJdGvtRoCfCvJdDbSKC3sUHa0LhA5t2UxPbUIh69siur9mXzr7XJfHUolwhfE6/N7Ed2aQ2vbUzl\nml7hjOoazPz1J6i2Olg+ZyhzP9rHQyv288mfhhLkbaSk2kZpjQ1Pg5ZwX49zKGmI3b28V9+EYVJR\nae90PGMhwHJgv2osWhGj1si9SffWfZ6WMA1Qxu/LrGXszNvJZ8c/Y3D4YB4Z8Ahv7H+DL9O/5MlB\nT/K/1P/x8JaHeeeKd+gd3LvJ8nfm7qTWUcuIyBE8t/05UkpT+Dj5Y+b0ntOq5zW5TwST3Suw5oyM\n45reEew+WcJ/vkth2qLtuCRE+nkwf8MJ5m84gUGr4YmrutM/2p8FM/oye8lOZr69g54Rvny+P6du\nh3rvTr7cOSKWKUmRAFhsTu5etgeXlDxzbSLdwnworbYxbfGPBLh3v2vV+Q+VDkarGgshxERgPqAF\n3pFSvthEnhuB5wAJHJBSzjxfmVKvx3LwYCuoVWkOIQT+Jn8mxkxkYszEuvS/Dv4rTw56EiEEE6In\ncMvXtzDnuzn8fdjfOV11mqzKLFzSxYToCQghuG/DfThcDoZHDielNIUwrzA+OPoBN3e/GU+95wXr\n+angJx7c9CDvTXyPWN/YX3w+kX4eRPaNZEzXEP751VFiAj3506g4juZWcDy/ivHdQ/DzNAAwMCaA\n/942kDve282p4hruGhFLz0hf8itq+WxfDg8s38+m5AK66p0s+2gfP6QV4WPSc82CbUzuE0FGcTUn\ni6pJdVWxZFs6c0bG/WK9KiptSasZCyGEFngDmABkA7uFEGuklEfr5bkMeBIYLqUsFUKENFeuNBio\n3X8AKaW6HLIdceZaBHsG897E97j7u7t5ZMsjAASYArC77Kw6sQqt0BLnF0eUOYoNmRsYFDaIP/f9\nM7O/ns2qE6uYnTj7go+57MgySmpL+PDYhzw95Olfrd3XU88r0/rUfe7dyY/enRrPTQyLC+KbB0bi\nYdA2cLh4x/BYXt+UyoINJ1DmzGt54Q89uaZXOK9tTGX5rkyqbU7emNmP1ftzeOXb4wR6Gbks1Jvl\nu7OotTsZEhvIjpPFpBdW8+D4yxjdtdl/BRWVS0pr9iwGAalSynQAIcRyYApwtF6eu4E3pJSlAFLK\nguYKlUYjzvJy7BkZGGJiWl61ykUT6hXKsonL2JG3g6TgJMK8wrA77SxPWc6O3B08N/Q5/E3+fHbi\nM0Z2GkmYVxiDwwazYN8CIr0jMelM7Mvfx5S4KXU7ylMsKaxcv5JHBz5KrG8shTWFbMrahFFr5Iu0\nL3iw34N4G7xb/dxighovvdVpNTw4PoFZg6P55NttDOzfty7S4N8mJfLA+Ms4XWahW5gPA2P9mb54\nBw9/cgAAk16Dh17LZ/ty8Dbq8PfSc9u7u4kO9KS02kaXYG+GxQVyTe9wEsN9EEKwdPspXtuYytR+\nkdx5eWydm/gqqwNvo46yGhtPfX6YP/SNZHyi6jNLpWVoTWMRCdSPYpMNDD4rTwKAEOIHlKGq56SU\n35yvUGlUJi4tBw+qxqId42fyazBUpdfqmZ04u0HP4cauN9a9f2nkS8zdMJcHNj1Ql7bk8BKujr2a\nGJ8YFhUswoGDo8VHWTh+IdtytuGUTv417F88/v3jrElbw8zuM8mvzufj5I+5veft+Bp/3px3KQg2\nG0kM1DYKSetj0uMTpjhEDDGbWP+XUezNLCW1oIqreoZhNulJyaskNsgLjQYWb0knJa8SP08l/a2t\n6SzcnEZcsBe9In353/7TxAV78fb36Xy8K5O/TUpkc0ohaw/nMmtwZw66Y4tsTyti/V9GNZrsvxCc\nLkluuYVIPw+1B68CgGitNfRCiBuAiVLKu9yfZwODpZRz6+X5ErADNwKdgK1ALyll2VllzQHmAIQE\nB/ffGB5B7aBBVM467/RGm1JVVYW3d+s/6V4s7Umn1WXl6/KvCdWHkmBK4Lvy79hXvQ+LtBCti+b6\nwOtZUrSECmcFAAmmBP4c+mf+k/sfSp2lzAmew/KS5WTZsujt0Zu7gu+qa+ic0sn+mv1UOisZ5D0I\nT82Fz438ElqjPqtskt15DnbkOjhe6mJwuJa7ehkprJG8fchKerkLrYDewVr2FzjRCLghwcCnx230\nDdEyOFxHZoWL1DInASYNIUY7R8u05FS50GkEWgFmg+DOXkYivQVfpdvZkOmgzCoZGq7lth5GjLpL\nbzDa0715PjqKzjFjxuyVUg74tb9vTWMxFKWncKX785MAUsp/18uzCNgppXzX/XkD8ISUcve5yu0b\n5SW/uGEONT/u4LKtWxAGQ6vov1g2b97M6NGj21pGs7R3nU6Xk6zKLNL2pTFuzDjyq/PZlLWJ1LJU\n/hD/B3oE9eBY8THuWX8PxbXFCARXxFzBulPreHLQk8zsPpODhQd5ZMsj5FbnAuCt9+axgY812NWe\nWZFJgCmgyaGsKlvVBQ9xtXZ9llvs+Jh0P0dIdLpYuSeL/tH+dAvzISWvEovdSVKUH/O+O86CDScA\n0GoE3cPNZJdaKKux0yXIiyFxgUgpsTkk358oRAgY0iWQ1ftPMzIhmPhgb97dfhIvgw5fDz1Jnf2Y\nPjCK4XFBdbvZj56u4JvDuQT7mIjy90ACsYFejYbr0gur+Nvqwzw4PqGu53Uou5xXvk3hntFxDGnC\nr9eF1GVhpZUfUouY3KftAmC19/+hMwghLspYtOYw1G7gMiFELJADTAfO7gr8D5gBvCuECEIZlko/\nX6FaZy1+E4ZR+fU3VG7Zgs+ECa0gXaW9oNVoifGN4ZQ4BSjzIdO7TW+Qp3tgdz665iOe+eEZxnQe\nw4xuM6ix1/DvXf/mQOEBNmdtJsAUwGtjXyPUM5RX9rzCs9ufRSJxSiefn/icQ0WH6BHYg6VXLcWo\nNeKSLk5VnGLRgUV8ffJrXhjxApPjJjer97vy73jzyzdZcsWSVplD8fVoGN9Dr9XU7WQHZXf7Ge4f\nG8/AGH8CvYzEBHniadDhdEk+X7eJqRNHNRheSs6rYNqiH1m9/zT3j43noQkJyuq2xFDWHsql3GJn\n64lCvjqYSyd/DwZE+3OioIojpyua1NklyItr+0QwqXc4ZpMyD5NZUkNK3l5W3TOMdUfyeGXdcWxO\nF3szSvno7sH07uSHyyU5XW4hzL2AwO50YbE7Meo0GHXaBscoq7Ex650dHM+voqzGxm1u9/dSSqwO\nFya9tpEulV9Pq/UsAIQQVwP/hzIf8V8p5QtCiH8Ae6SUa4Ryt/4HmAg4gReklMvPV+aACK3c/b+3\nSX34PUy9ehG18I1W038xdJSnjd+qzlpHLa/99BrvH32fWN9Y3r7ibUI8Q+q+u2f9PezJ3wNAvF88\nQ8KH8MGxD5gQrTx8bM3eitVpxag1EuIZQlltGSsmrWBD5gaizFGMix5HamkqO3J30C+0HyGeIXyR\n9gXz9s4D4N4+93JP0j0NNG3I3EC1vZprYq9Bq2mZhkxKyYbMDfQM6kmYV9gF/eZcdXk4p5z0ouq6\nvShnU2t38u3RfFbuzuJEQSVxwd6MSgjmpoFRVNuc5JVbAMHhnHK+PZrH9rTiur0oJr2G56/rxbOr\nD1NjdyIljOsWwiNXduXuZXvILa8l3NdEeY2dSqsDP089IUYnWVUCi90JwJU9Qrl1WAzFVTbSCqv4\n5nAe6YXVdA83cyyvktdn9CWvopaVe7I4kV/Fu7cNZFh80K+p1gum1u7km41buO7K1gky1pJcbM+i\nVY1Fa9A/0ij3vjqdgsxeFL/7HvEbN6APbX8rPn6rjXBb8Wt1ppenE+IR0ugpv8pWxYqUFQwKG0TP\noJ4IIXhj/xssOrAIs8HMpC6TSPBPYETkCGxOG1PXTMXhcuCQDgCujLmSzVmbGwWX6uPZh8DAQHbm\n7eSxgY/x3pH3mJs0l3j/eG5YcwN2l53uAd3pHdybQFMgk+ImEWX+5TFEQDEUr+57lXcPv0uIRwiL\nJywm3j8ei8PCfRvu47r465rsDV2qa55TZmF7ahHZpRZGJgTRPzqATckFrNyTxa3DYuqGnrJLa/h4\nVybZpRa8jTq6hpnZn1XG/rRcRvboTCd/D/Iravl4VxZVVqX+hYDOAZ48fU0iSVF+TPy/rRRX2wDF\n0aTd6aKw0srL03qjEYJwXw+EgCXbTlJQWcuwuCC6hZkJNhvRCEFeeS0Hs8vILrPgdEnuGtGFHhFK\n1MfoQE/MTURszCiu5o73dpNVXM0rN/VtZGTbm8fj352x6BPtLw/c64tt2kbSr/sDurAwoha9ibFL\nl7aW1oDfeiN8qbkUOl3Sxe683fQK6tVoc+DnJz5n1YlV3NPnHtZnrufT458yOGwwTwx6gmMlx6ix\n1xDiGYIzzUls31iuX3M9LunCqFVWIsX4xHC6+jQP9X+ID49+SEltCeW2cqSU3JJ4C48MfOQXaa2x\n1zBv7zxWpKzgqtir2JO3B6vTyvtXvc+GzA0s+GkBXnov1ly3pq5HdYaOes1Lqm3sOVVCVIAnsUFe\nDYaZTuRXklZYTbcwM9GBnuSW13L9wu3kVdQ2KNPLoCUqwJPkvMpGx9NqBKFmI9U2JxW1doK8jRRW\nWon08+CZaxPZdbKEA1llOKXEJeFkYRUajSBA7yS93MXMwZ157Mqu2BwuPtmbzZJtJxFAnyg/pJTo\ntRr6RPnRt7Oyj0crBLV2J7UOJ/6eBkx6LbnlFooqbfSM9GlxI/O7MxY94yLk4dnVcPcmagoE2XP/\njLTZiPy/V/Ee3n5cgHTUf8j2SnvSKaUkrSyNWN/YRsNJZ3R+cPQDap21TI6bzOy1szldfZrnhj7H\n1ISpdXnzq/NZ8NMC1qSt4fWxrzMqahT51fk89cNTHC85TpRPFNHmaLoHdmd61+notXrSytLYlLWJ\nT49/Sk5VDrck3sLDAx7mdNVpbl6r7IAvqS0hwT+BI0VHGBc9jpcuf6lBw7N582Z6DOpBpa2SLn7t\n6yGrPhd7zUuqbSTnVuBt0pFTaqG42sak3uH4eRoorrKSWVJDUZUNKSX+XgaigwTBXn5UWh28vjGV\nzOIahscHsnhrOtmlFnQaF0nRZjx0ynJis1HHI1d2Je3gLnbUhPLu9lNoBNidSps6KiGYQG8DR09X\nYNBpqKp1kF5U3aRWjYBQHxO55Ypxiw70pFuYmVq7ixCzEZ1Ww96MEryNOobHB7E3Q1l6nRTlR/dw\nH4LNRoLNRkx6LXnlFqICPBnaJbDBdf/dGYtuCfEyeWYhJM2CMX/FXiXI+tM9WNPTCX/+efz+cF1b\nSwTaV+N2PlSdLUtTOk+Vn+KH0z8wo9sMNKKhE0G7085NX91EWW0Zk7pMYnXaaiwOC1dEX0FudS4Z\nFRnk1+QzOHww3QO6s/TIUiSSxMBEHhnwCAPDBtaVtb9gP7evux0pJZ9N+YyvT37NogOLiPONY1rX\nadzU9SZ0Gh0L1i5geflybE4bSycurQt05ZIu8qvzKbWW0sW3CyadMskspWRlykri/ePpH9qfI0VH\nSC5JbmD4zvDhsQ8J9QxlfPT4Fq/LClsF+/L3MarTqAt66pZSIpGN6rwpMioyuPGLG5mWMK1RL6/c\nYmdTcj7rCl8iq/okq6esbvCQcEZncl4FK3Zn0clfaagTIxp7xi6rsfFTVhlHT1egEQIPvQajXktu\nmYX0omp6Rfri72lg9YEciqts6LUa8itqsdid9OvsT3G1lcM5FcQGedG7ky8/ZZaRWVLT5DklRfnh\nZdRSWGnFbNLz2b3D2+1qqFZBCi0kXgf7P4SDK9Df+S3RH39Mzv1/Jvfpp9GHhuA5aBDS6URj/OWb\nkVRUWpoY3xhifGOa/E6v1fPC8BeYtXYWHxz7gF5BvXh26LMNnvhXp67mue3PsTN3J9MSpnFPn3sI\n9gxuVFZSSBKvj32dMmsZXXy78MfefyTYI5gv0r7gxV0vsiZtDTqh42DRQRIDEymrLeP+jffz0ICH\nyK3KZdWJVeRU5QAQ6xvLa2NfI9onmo+SP+LFXS9i1BqZmzSXhQcWYnFYABoYjFXHV/HiLsX92x09\n7yDAFEBedR4R3hEMixhGnF8cmRWZnCg9wZjOYy6oEa/P37f/nW8zvuX54c8zJX7KefNanVbmbphL\nubWcxRMW42/yP2del3TxzA/PUOOo4aPkj7g58eYGiwV8PfQYfA+y7eBmAL7P+Z7RUaMbldMtzIdn\nrz1/hEk/TwNjuoYwphl3LjcOPPc8VmWtHW9jw+XTJdU2CiutWOxOQs0mthwvYNmPGUggJtCLMov9\nvMe7EDpcz6Jr164yJSUFCpJh0QgYNhfGP4ezqoqMGTOx5eQghEC6XIQ99Vd8p05tkwmmjvwk3B75\nressrS3FW++NXtt4IhXgUOEhLA4Lg8IH/eKypZSsO7WOl/e8jK/Rl5705OlrnuZUxSlu+foWqu3K\n0Ej/0P5cFXMVBq2BeXvnYXfZSQpJYsfpHQyLGEZeTR4nSk8Q4xNDqGco+wr28frY1xkaMZTNWZt5\neMvDDAgdQIhnCKvTVgNg0pqoddYiEAwKG8Tegr04XA4GhA7gH8P/QZQ5iiPFR1ibvpYocxTxfvF1\nIX43b95MeO9wtEJLmbWM29fdjpfeC4Fg1eRVRHhHsDd/LyuSV3Bd/HUMjRiKEAKXdPH41sf55tQ3\nGDQGYnxjuC/pPiK8I+gW0K1R/bxz6B3m75vPvX3u5e1Db3Nd/HU8M/SZurr7qeAnHtj0AFHmKPKr\n80kISODN8W/W/f5c17ywphA/o1+Da1ppq0Sn0eGha+zW3uFyoNO03vP7724Yqs5YACy5Elx2uHsj\nALbsHPKefRZ95yhs6Sep2bkT42XxmHr0JPihB8+5aspltYKUaEymJr//NfzWG7dLjaqz5aivsay2\njJLaEswGc4PeSk5VDgv3L+RYyTGCPYKZN3oeFoeFD499yIxuMzBoDMz4agbZVdkEmgIpri0mxieG\n9696H1+jL0dLjhLiEUKQRxCFlkI+PPYha9LWMKrTKLoFdGP+vvkA3JJ4C+8eeRer04pLuuqO3z2g\nO45qByesyqZCs96Ml8GLReMXMfOrmYR4hjC923Tm75tPraMWiSQpOImHBzzM0iNLWZ+5nr/0/wtd\nA7py/8b761atTY6bzLjO4/g241v8jH5UWCv4Iv0Lxncez7zR8/jXzn/xyfFP6BfaD2+9N+nl6WRU\nZOBn9OO9ie/xzalvWHxgMU8PeZpDRYfIrc7FWe7k31f/m0CPQPbm72VDxga25WwjuyqbzubOPD/i\nefqG9CWrMoub195Mla2K3sG9qXHUoBM6psRPIbkkmf+l/o+Z3WZydZer+fuPfyfcK5znhz9ft5Iv\nuSSZans1vYN6U2ZVnFw01cM8F79vY7HxBfj+FXj8FJga+gGSTielH31M1fdbqdm5C4++fen83yUI\nTcOur5SSU9OnY005jvfIkYQ+9dcWWYrbERoNUHW2NB1BZ0tprLHX8GX6l2zN3sroqNFMiZtyzp7R\n2ZyuOs2jWx/lYOFBEvwTWDR+EU7pJLUslWPFx/g+53tOFZ/i1j634nA5+OzEZzw26DHGdR7Hztyd\nPLv9WXKqcoj1jWXx+MVsO72NBfsWUGYtQyu0PNT/IW5JvAUhBGW1ZeRU57AxcyPvHHoHl3ThZ/Sj\n1lFLrbOWu3rdxdykuWg1Wsqt5byx/w2OFB2hxlFDJ3MnLo+8nEldJuGp9ySvOo+JqybilE78jH50\nNncmuTgZvU6PVmipsFVg0poYEjGEPsF9+PT4p5yuOs3E2ImklKRQZCliUpdJHCw8iK/RlwJLASdK\nT6ATOvqF9mNX3i4A/I3+VNgqiPGJ4eouV5NWlsbak2sB0AotTulEK7QsGLuAxMBEnt/xPPf3u58u\nvudesPD7NhYnv4elk2DGcuh61Tl/U7pyJXnPPEvo354mYNasBt9V79hJ5m234TVsGDX79mEeO4bI\nefMuWmdHaDRA1dnSdASd7UWj3WVnQ8YGhkUOw8fQeDL4fDqtTivrTq1jWMQwgjyUjXfFlmKWHV3G\nmKgxJIUkNfm75JJkCmoKGBoxFIAKawWBHo1djZyP7Tnb0Wl09A/tj1aj5dPvPmWnYScGrYGxnccy\nLGJY3TBTtb2atw++zUfJH2F32XlrwlsNFiVIKTlSfAR/kz+R3pF8c+obdufu5r6+93Gi9ESdUTRo\nDNzW8zYSAxI5WHSQEM8Q1qStIa0sDW+9N1X2Kv59+b/rNpU2xcUaC2XFQAd6JSQkyDpsFin/GSLl\n109KaauR0mGXTeFyuWTGXXfLo4k9ZM5jj0lLSkrdd5l//JNMGTpMOmtrZf5/5smjXbtJS3JKk+X8\nEjZt2nTRZVwKVJ0tS0fQ2RE0Svnb0llsKZZppWm/qnyL3SKrbFWN0otqiuS1n18rr/38WplcnNxs\nOSieM35129vhVkM1QG+CqMGwbxnsfge6T4Ib/tsomxCCyFdepmjhm5SuXEn56jV4DRuKqUdPqjZv\nJmjuXDRGI4F33E7pRx9ROH8+nRbMR+g6dvWoqKi0DwJMAQSYAprP2ARnljCfTaBHIKuuXYVGaFrM\nfcz56PiR4/tMB68giOwPh1dBzt4ms2l9fQl98gniN24g+KGHsGXnUPz222i8vPCfoTim0/r5EXjn\nHVRt3Ejq+AkUzHsVy+Ejddv2VVRUVNoTeq3+khgK6ID7LBqRNFN5WSthfh9Y/3e4dc05s+v8/Qn6\n4xyC/jgHl9WKtNvR1vNFH/jHP2KIj6dsxUqKlyyh+K23MHbvju+kSbiqq7GfPo09Pw/jZZfhPXw4\npp490QUqY56O0lJqduzAfMUVrX7aKioqKpeSjm8szmA0w+WPwLonYevLMOJhcNpAawBN0x0ojdEI\nZ23cExoNPhMm4DNhAo7SUirXfUvphx9Q8PLLIAS64GB0ISGUrVhJ6bL3lUMndifg5tkULVyIPTsb\n73Hj0FwxAcuhwxjj49B4NF5TXR8pJfaMDKzpJ/EeParRii0VFRWVtua3YywABt4JWTtg4/OwewlU\n5YNvFAx/AErSobYcxj0D3iHgcsLe9yD/MFz9CjTRldP5++M//Sb8broRZ1ERWj8/hF5ZGuiyWLAc\nOEDtkaOUfvwxuX/9K7rgYALvvovid5YQvGEDpwB9RATBDz2ELjREiR2enYPWx4wxPh5T797Ys7LI\nfuBBrMeOARDyxOME3nbbBZ2udLlUw6KionJJ+G0ZC50Rpi2Fnz6A499AUAKkfgdf/QU0ehAaSN0A\niVMgfRMUJiu/ix8P3a45Z7HC3aOoj8bDA68hQ/AaMgT/2TdTue5bPAcNQh8agtfwERxZvZqEwYMo\nWbKE048+2mS5xm7dcOTng5SEPv00Vd9vpXDeq3hffjnGuDikzYb15CkMnaMQOh3W1FSk1YqjpISi\nhW/iLCkh6u23MMbFtVgVqqioqDTFb8tYgOLovt9s5QUw9m+Q+xMExEFZJqy8Bfa+C+F9YOoS+PZv\nykqq8xiL5tAYDPheO6nus9eQwdTUWvAbPRrfa67BcuAA0uFA423G0CkSZ0UFNbt2Ufzfd9H6+hK1\n6E0MMTH4XHkFNjFuqwAAD3ZJREFU6ddOJmPmLAzx8ViPH8dVWQlaLUKvR9b+7G5ZHxGBy2YjY9bN\nRM6fj9fgpt1AOKuqkXYbOv9z+8ZRUVFRaY7fnrE4G41GWSkF4OEH9/+kDEFp3adekg6bXoCiVOV7\nz0DF4FirFOPisEBoL9DVi/XtdPz8ewCXC46thujhyhBXPYRej+eAhvtgtH5+GDp3xnfqVJCybihJ\nFxxMpzcXUrZ8BbbsbMzjx+M5aBC2zAxkjQWPPr3ReHuDlHgOHYojN5fMu+4m89Zb8Ro2FFd1Dbbs\nbFzV1Wg8PdGazdiyskCrJWDWLDwHD8JRUIiruhrpdKAxeeB57BiFR45gHjcOY0IClv0HsKYk4ygs\nwhAbi6l7NzTe3uiCgs65lNiek4P99Gk8Bgw4rx8ul9WKs7wcfcj5naipqKi0P377xuJshGjY0Pe7\nFbb8P8UpocMC/jEQ1htOfKd8BvDpBIPuVr5L3wz7P4IBt8OV/wZ7NXz+J0j+EkJ6wB3fgKnxbtSm\npQhFTz08+/bFs2/fC/q9ITqaLmtWU7J0KWWffIo+PBzz2LFozGZc1dU4S0rwueYa7AX5lCxdSsl7\n7zUqwwwUAUWvvY7Wzw9nWVmTx9KFhOA7ZQrW1FQshw8hdHo0Hh4IrQbriVRF+9AhBM+diz4sjMrN\nm7H8tB9dSIgynJacjOXgQaTNht+M6QTff78yByQE0majats2XFVVeA4egj0zg9rkFEyJ3dFHROAs\nK8Nw9CglGRmUf/kVrooKvMeNwxgXh9bPF2PXbmh9zFhTUxF6A1p/P+zZOUinA48+SWhMRhyFhdhO\nncJZXo7G24zW2wvh4YnQ6xEGPYZOnS6ozlVUfq/8/ozF2ZhDYezTkHcQQnsqcxmZP0LSDIi5HKQL\ndr0F659V8msN0Gkg7FwEuQehKAUspTDwLmXCfMUsmPji+Y+ZvBZ2LYbRT0LnIeCwKuX+Eu+45Tkg\nnWj8OhM0IoSgygwYeaNi1JooJ+iuu3CWl6MLCUFjNiM0Gly1tfywcycjhg6ldOUnWI8fx3vUKDwH\nDUTn7481LQ1rWjquqkoqv1tP8dtvowsLw3v4CBACl8WCtFjwmXQtGg8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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.grid()\n", - "plt.title('Human Part Segmentation: mIoU')\n", - "plt.plot(range(len(mIoU_lip_separately)), mIoU_lip_separately, label='separately (no pretraining)')\n", - "plt.plot(range(len(mIoU_lip_separately_p)), mIoU_lip_separately_p, label='separately (pretraining)')\n", - "plt.plot(range(len(mIoU_lip_jointly)), mIoU_lip_jointly, label='jointly (no pretraining)')\n", - "plt.plot(range(len(mIoU_lip_jointly_p)), mIoU_lip_jointly_p, label='jointly (pretraining)')\n", - "plt.xlim(0,200)\n", - "plt.xlabel('epochs')\n", - "plt.ylabel('mIoU')\n", - "plt.legend()\n", - "\n", - "plt.figure()\n", - "plt.grid()\n", - "plt.title('Human Part Segmentation: loss')\n", - "plt.plot(range(len(loss_lip_separately)), loss_lip_separately, label='separately (no pretraining)')\n", - "plt.plot(range(len(loss_lip_separately_p)), loss_lip_separately_p, label='separately (pretraining)')\n", - "plt.plot(range(len(loss_lip_jointly)), loss_lip_jointly, label='jointly (no pretraining)')\n", - "plt.plot(range(len(loss_lip_jointly_p)), loss_lip_jointly_p, label='jointly (pretraining)')\n", - "plt.xlim(0,200)\n", - "plt.xlabel('epochs')\n", - "plt.ylabel('loss')\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.0" - ] - }, - "execution_count": 115, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.floor(1.1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}