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@escorciav
Last active April 8, 2020 10:07
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IPython notebook reproducing Figure 5 of DAPs paper (ECCV-2016)
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot results: Figure 5\n",
"This notebook shows how to read and plot raw numbers from Figure 5 in our [DAPs paper](https://ivul.kaust.edu.sa/Documents/Publications/2016/DAPs%20Deep%20Action%20Proposals%20for%20Action%20Understanding.pdf)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import json\n",
"import urllib2\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Getting data for Figure 5\n",
"average_recall_url = ('https://gist.githubusercontent.com/escorciav/'\n",
" '01023823ac0c9a8a076e95f10cabd2a3/raw/'\n",
" '673da757c560ef47a30651f3941d2dc705c75171/'\n",
" 'fig5_daps_paper_eccv2016.json')\n",
"r = urllib2.urlopen(average_recall_url)\n",
"average_recall_data = json.load(r)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Defining plot style\n",
"def scale_rgb(rgb):\n",
" return np.array(rgb)/255.0\n",
"\n",
"METHODS = {\n",
" 'leq-1024-frames': {'legend': 'ActivityNet $\\leq$ 1024 frames',\n",
" 'color': scale_rgb([231, 41, 138])},\n",
" 'all': {'legend': 'ActivityNet',\n",
" 'color': scale_rgb([117, 112, 179])},\n",
" 'cap-thumos14': {'legend': 'ActivityNet $\\cap$ THUMOS-14',\n",
" 'color': scale_rgb([230, 171, 2])}\n",
" }"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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oRva8lSHA+2TfEXROCPG6FXEqNpKZmUl4eLjRiX6DBg3C0dGRHTt2cObMmRz7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ZTjaWxj/7x3qT3/8QPOyZKmwFOITb8qzOV/gfOeRQo6yB5+BUWnfETxqZ+SM/KaTs5JNHZFIhuu\nTKLvDy8dHW6WfryNe3/3AX99cEnIzknZyELOOW8i//P/TuXq62cwc9aIuDknydJ24ZIMdsfDhkTV\nUx0UJa7cddddiTYhYhJte7zKj6Qc4/bQ9MJKas6aT9PfloL74DDCA7XvHZo3vQ1z2utwzX0wYiPp\nBdMpOWsb+dMfJqPwmKBDOdHUPxLZcGUSfX80NrTx9lvrufOOd3j2qeXs3BF852cvIjB56kBuvOlE\nrr5+BjNmDk/IFOFEt12kJIPd8bAhUfXUINkI0CDZyGlqasLlSs0t1BNte7zKD7ec1kWbqb/7vaCz\nc5o8bbgcVkClGb8K5vwb8q2l7J2u4RSdsghnVv+Y2xWtbLgyibo/qnbVs+D9TZR/WklHe2iBrw6H\nMG36YE6aPYqSkj49bGH3JPrZipRksDseNsS6DA2SVZKSRD/M0ZBo2+NVfqjlWKvAvk/bws1d63Nk\nYPLr4KyXYeyaA+mSXkDhzFdDck7CsStWsuHKxPP+MMawbm01C97fxLo13U/b9pKR6eS444cxc9YI\n8guye9DC8Ej0sxUpyWB3PGxIVD3VQVEUJSzcVfU03P8hzS983v1Ca043nPA+zHoXMnyWS3dkUDjj\nBdL6jutZY3sZtTWNrFi2k0+XVrK7qiFkudzcTGbOGsFxJwwjOzu9By1UlNihDoqiKCHhaWyjcf7H\nND72CbR0dC8wcguc+Rz06/wLP//ox8jod2IPWNn7qK1pZMXynaxYtpPtlfvCkh04KJcTv1TG1GmD\nSEtz9pCFitIzaJCsElduvvnmRJsQMYm2PV7l+5djOjw0Pb2Mmi8/TOODH3XrnDiH9kUuextz6Z+h\nXzV3PH5oXETupN+SPeTCqO3qadlwZWL9+WzZvIeH/7yYef/7Lq+/siYs52TcESV855rjuPGmWUw/\nZkjSOyeJfrYiJRnsjocNiaqn9qAocWXo0KGJNiFiEm17vMr3lmOMofXdDdT/3/u4N9Z1KycF2fS5\n5hiaBtyCZ++CA+mD+x2cleMqu5qcMTdFZVe8ZMOVidXns23rXt56fS1rw4gtAUhPd3DU0UOYOWsE\nJf0TH/gaDol+tiIlGeyOhw2JqqfO4okAncWj9GaMMbR9tIWG+xbSvmJn9wKZaeRcehSuK49m/+rL\naan8Z+BsA8+i4Ph/IQ79XRSIHdv38dYb61i9siosub55mcyYOYJjjx+qy88rKYHO4lEUJWzallZS\nf98C2pdWdp9ZIGvuBHJvmIkneyN7y8+kreaDgFnTC44i/9in1DkJQP3+Fl57ZQ2ffhJCm9s4HMKo\n0cVMO3owk6cMIi1NR+uV3oe+LRRFoW3FThruX0jbh5tDyp9x3FBybzoJRxnUr7qJ5k2PEGxKj9M1\njIITXg57B+Lejtvt4cMFm/nvm+toCSHo2OEQRo4qYvKRg5g4cQA5fbS3ROndqNutxJU1a9Z0nylJ\nSbTtPVF+e0UVe677F3XfeOKAc7K+dXfQ/Gmjiil48DzyHz6HVucTVL8xluZN8wnmnEh6PlUl9+PM\nGhC1rdHUPxLZcGXCyf/F+hruvfsDXnlpdbfOSXZ2OmfMGcsvbj+N71xzHMceN7TXOSeJfrYiJRns\njocNiaqnOihKXLnlllsSbULEJNr2WJbf8UUNe258idrzHqf13Q2HXPv17lc75XeU9KHvHWdQ+Pyl\nmFErqfnPZOo/vwXT0cVy6o4MCma8wM/veCgmNkdT/0hkw5XpLr/HY1i/tprHH13KXx5YTFU365hk\nZqZx6umj+ekvTmH26aN7nVPiS6KfrUhJBrvjYUOi6qlBshGgQbKRs3Xr1qSIfI+ERNsei/I7tuyh\n4YFFtLyyOugia5XteyhNLwDAUeQi5zvH4vr6FDpa17J/+Y9o2/12t+U4sgeTP/1RMvvPjlm7RaMn\nEtlwZYLl37ljP+VLK1lWvoN9+1q61ZOe4WTmicOZdfLIwyboNdHPVqQkg93xsCHWZYQaJKsOSgSo\ng6KkGh2b99A4fwnNL648ZCO/YEjfLHKuOgbXRUeCs5761f+Ppo0PgXF3LejIos/Ym8gZe8thHXPS\n1NTG0o8r+fSTSnbu2B+y3NRpgzjrK+PJy0+eZegVJdboLB5FOcwxxtD+6XYaH/uE1ne/6HZZegDp\nk0HOt6fjunQ6ZDbStPmPNFTciWnf061sVunXyZ30W9JyhsXA+tSkurqBDz/YxNKPK2lr68aZ82HA\nwFy++rWJjBxV1IPWKUpqoQ6KovQyTIeHlv+so+mxT2j/fFdIMpKdjuuSabguO4qOtkXsW3UZLTte\nBE9bt7Jp+dPIm/J/h+3S9cYYNnxRy4L3N7FmdRXhdEpnZaVxxpyxHHfCMJxODQlUFF/0iVDiyrx5\n8xJtQsQk2vbuyvc0tNL4t6VUf/lh9v3436E5JxlOXN8+ioIX58AZ71H70STu+PEZtFQ+261z4sjs\nT95RD1M8e0mXzkms2i0aPZHIdiezf18LixZu5g+/X8BfHljMY4/9KWTnpE+fDGadVMYtt57MCbNG\nHPbOSaKfrUhJBrvjYUOi6qk9KEpcaWpqSrQJEZNo24OV7965n8Ynymn+53JMQ/c9HgCkOcg+bwJp\nc2tpqZ9H45K38Y4BNbcaQILLOjLIGX0jfcb9DEd634jtDpdo9EQiG0hm795mVq7YxefLd7J5U90h\nDkl7R2uX+tLTHUyYNIBp00sZPab4sHdKfEn0sxUpyWB3PGxIVD01SDYCNEhWSQbaV1fR+OgntLy5\nFjo83QsApDvJ/PIAOPVTWpsfx7R1v8eOL5mDzqHv5LtI6zMyAotTk/r9LXxWvoPPl+9ky+buY3H8\nKRtVxPSjS5k4eQBZWek9YKGipBYaJKsovRDjMbR+sJGmxz6h7eNtIctJfhbpZ3hwT36OFvciCH1j\nXAAyimfR54hfkFlySpgWpyYej+GLdTUs/mgLq1dW4fGE90PO6XRw5FGDOfFLIxg4qPteJkVROqMO\niqKkAMbtoeXVChoeWox7U+i9Hs5hBWSeV0BzyW20tlVA6BNLcGQNIHvYpbiGX05a7pgIrE496utb\nWbpkG0sWb6WuNvxu7Zw+GRx/wjCOP2E4ubmZPWChohw+qIOixJWamhqKi4sTbUZEJMJ2YwxtCzZR\nf88HVK3aTFGIa4ukH1WK69JJtBb9lcaNf4S2EHsAxElD9qkMmXoNmQPmxGRzv1i1WzR6upL1eKxZ\nOEsWbWHVyl247XVimpr34crOC0n/sOEFjBmXw0mnTCI93RmRjYczqfpeSAa742FDouqZElFaInKB\niLwnInUi0iAiy0TkZhEJ6+0pIqUi8l0ReUhElopIi4h4ROQvPWW7cihXXHFFok2ImHjb3rZ8B3WX\nPcOeq5+nY201P9r5bNcCTiFrzjiKnrmEPr8fQH3HOTRvvJ9QFkBx9hlD7qTfUnLWVn78YBpZg74S\ns52HY9Vu0egJJNtQ38p7b3/B3b95l4f/vJgVy3cecE4A3vjPfUH1icCIskLmnjuBW2+bzXU/OIH7\n//RLdU4iJFXfC8lgdzxsSFQ9kz5IVkTuBW4A2oF3gAbgFKAAWACcbozpOnz+oK4fAPfQ+Y093xjz\n3TBs0iDZCCkvL0/ZNouX7R2b6qj/wwJa31p3SPqK5komZ5d2yi85GWSfP5mcS6YhJUL95z+1Vn3t\nBnHmkDXkAlzDryC9aAYi1sydWNczVvqi0eOVDdZbEoiq3V/Qv2TUgf9FYMTIIiZPGciESQPIy8uK\nmX2HO6nadslgdzxs6Il3QsovdS8i5wD/AuqBWcaY5XZ6IfAuMBH4vTEmpJ2MRGQulnNTbh8XAj8H\n/qoOipJo3NUNNPxpEc3PrwhpOXrHgFxyvnUU2edPxpGbSeuuN9n76ffwNHcdPJuWN4WcUdeSVXoh\njvTcWJmf1NTXt7L04218vHgrtTXhxZbk9s3kmGOHcsxxQygodPWQhYpy+NBbZvHcitXb8RuvcwJg\njKkTkWuxelCuF5FfGWO62Fb1gNzLwMve/0XkvB6wWVHCwlPfSuP8j2l8fCm0dHSb3zkknz7Xn0DW\nl8ci6U48bXvYu/Ramjc/1rWgI4vcCXeQM/oHMRu+SWY6OtxUrNrN0o+3sXZNdVgzcURg9Nh+HHf8\nUMZP6K9rlihKAkjat5SIDAKmYzkoT/lfN8Z8KCLbgFLgTOCZ+FqoKNFh2jpoemoZDQ9+hAlhl1tH\nkYs+184g+/zJiB3r0LLj3+wrvwZPy84uZdOLTiB/+l97/WwcYwzbK/ez9ONtLCvfTlNTe1jyfXIz\nOfrYIRx73FAKi7S3RFESSTL/LDjSPtcZY7YEybPUL6+S5MyfPz/RJkRMrGw3bg/NL62k+sz51M97\nt1vnRFzp9Pn+Cbz0zTRc3zzS6jVprWXPkkvYs+icLp0TcbroO+Veik56L2TnJNafUaz0daWnvr6V\nD97byD13f8B9/7eARQs3H+KcrFj5Vpe6x4ztx7cuO4qf3zabOWeNo7DIFbbdqXxvJ5pUbbtksDse\nNiSqnsnsoIywz1u7yLMNa03uEV3kUZKI8vKgw41JT7S2G2NofX8jtef9jX0/ex3Pjv1dC6Q5cF0y\njeI3v0Ofa2awbNUKAJorn6P6rYm0bOvUsXgIGf1Opvi05eSM/j4ioT/qsf6MYqUvkJ66uiaef3YF\nd97+X155aTW7dgYe6a3avaFTWm5uJqecOoqf/Pxkrrr6WCZNGXjIUE64dqfyvZ1oUrXtksHueNiQ\nqHombZCsiPwM+F9goTFmVpA8v8aKU3nTGDMngjJuA25Dg2SVHqZt2Xbq71lA+yehrf6adfZ4+nx/\nJmlD8g+kuZu2sX/5j2nZ/nyXspKWS+7kebhGfCcsxySVqK1p5J3/fsGnn1RGFFty7PFDOUJjSxQl\nIfSWIFlFSVlMm5uWt9bS9GQ57cu7jhHxkjFzOLk3ziL9iP6WDuOhbffbNG54kNad/wbT9VKwmf1P\nJ++oh3C6hkZtfzJSXd3Au//9gvKl28NyTIqKXUw/egjTpg/WmTiKkiIk888Hb19tV0tn9rHP3fSV\n9wxnnnkmc+fOPeQ4/vjjefHFFw/J99ZbbzF37txO8tddd12nsb3y8nLmzp1LTU3NIem33XZbpy2v\nt27dyty5c1mzZs0h6ffffz8333zzIWlNTU3MnTuXhQsXHpL+1FNPcfnll3ey7cILL9R6RFiPVYs+\npeFPH1J96kPsu+VVHnz3Oe6oeuXQenja+Pa2R1nStAmAtIkDKHjk67x5cgffvfuneNr20LDuXqrf\nPIK6BV/mspv+xetLDp3h895yw7d/a20SKOl55E2fT8HM17jh5nm97vPYvbuBp5/8jJtu/Cu3/s/3\naGjce0jehR89yZJPnjskrbm1lnc++B2nn1nMLbeezOzTR1NQ6ErZ+yqZPg+th9Yj1Ho89dRTB74b\nBwwYwNy5c/nhD3/YSSYQyTzEczbWlOAaY0xJkDzPA+cAvzPG/CSCMnSIR4kZbct30PRkOS1vhL67\nsHNoPrk3ziLzjDGICG11S2na+Geatz4Nnu5n9gBkDjybvGl/xpk9KBrzk47W1g7Wr6th+Wc7WLFs\nB6G+qkaNLmb6MaVMnDSAjEztJFaUZCPUIZ5k7kH5zD4XiciwIHmm2+fERyopIRHol0CqEMh209ZB\n88urqL3w79R980laXqkIyTlxFLno+8tTKf73FWSeOoTmLY9R8/ax1L5zrLWeSQDnxNtb4kUyisg/\n5gkKZrwYU+ck1p9ROPr27Glm0cLNzH9oCbf/z1s8/shSln9mOSf/evlXQeUcDuHoY4dwy60n891r\nj2Pa9NJDnJNI6hSuTCrf24kmVdsuGeyOhw2JqmfS/rwwxmwXkU+wnJCLgN/4XheRmcAQoAV4Lf4W\nKpFw/fXXJ9qEiPG13b27gaZnltH87HI8Yex6K30yyLniGFzfOgqPZzP1q2+hafNjmPa93cpePkfs\nvxxkD/0muZPvxpnVP9xqdEusP6Ou9Hk8hm1b91KxuoqKVVXs3BF8vcUjp5zVKf0qcBQAACAASURB\nVM3pFI46eginnDqqy3VLIqlTuDKpfG8nmlRtu2SwOx42JKqeSTvEAyAiXwVewIpHOckY85mdXoS1\n1P0E/IZ3ROQ64HpgiTHmsm706xCPEjLGGNqX76DpiXJa3loX8jAOgLOskJyLp5F59lja979J44YH\nadv937DKd2QNwDXiO7hGXIXT1XlPnlTBGEPltn18vHgrqz7fRUNDW9g6nE4Hxxw3hJNOGalBr4qS\nYvSKWTzGmJdE5A9YmwUuFpG3gUZgNpAHLAR+6SdWDIwFOk2bEJEBwIsc3CzQ+5b/qohM8sl6jTFm\nWcwqoqQ0pq2DltfX0PhEOR2rqkIXFMg8aSSui6fhnJpB8+ZHqPngq3iat4dVfka/k3GN/B5Zg85B\nHOlhWp88tLR0sKx8O4sXbWHH9sji2tPSHBxz3FBOmj2S/PzsGFuoKEoykdQOCoAx5oci8iFwHXA8\nkA5sAO4E7jXGBNq8xBB4j/lM4OgAeYvtw/t/3xiYrqQ47qp6mp5eRvM/V+CpC2MYJzeT7K9NIvsb\nE3GnLaRx8w20vv5Gt1OED9GR1pfs4ZfiKvse6X2PiMT8pGHH9n0sXrSV8k8raWsNvQ18ycvPYsrU\nQZx4UlmnXYQVRemdJHOQ7AGMMc8ZY042xhQYY/oYY6YYY34XyDkxxtxujHEaY2YHuLbFvtbVkWaM\n+SA+NTv88J9Cl2wYt4fWRZvZ+6OXqT7tLzQ+tPiAc/J6/couZdNGFtH3ttMoeGkWfPlV6lZMYs9H\n59O689WQnZO0/KnkTXuQkrMryZv6h0Ock3i1XSzKaWtz88mSbfzx3oVcd/VdLF60JWznZMjQfE6f\nM4YbbzqRW385mw6zLmLnJJI6hSuT7Pd2MpOqbZcMdsfDhkTVMyUcFKX38NRTXS/PngiMMbQt38H+\n37xD9ckPsueqfwacKvzivgCjfg4hc/Yo8v9yJln3tNJUfDW1C4+icf09eFqrQzPAkUH20EsoOvlD\nimcvxVX2HRxpnZf/iVfbRVqOMYYd2/fx0r9W8uvb/sM/n17O1i17qVgbmr+fnuFkwsT+nH/hZH5x\n+6l8/4czOfX0MQwanIeIRFX/SGTDlUnGeztVSNW2Swa742FDouqZ1EGyyYoGyfYOOr6oofm1NbS8\nuhr3tn1hyUrfLLLPm0ja6S20tv6Dlsp/hbxuiRdnzghcZVfjGn4Zjszi7gWSEO8snJUrdrLy813U\n1oQ+FAaQlZXGlCMHMWHSAEaOKiLd3qVZUZTeS68IklWUWOPesZ/m1ytoeaWCjrUh9nD4kDammKzz\nh+GZ8CEtO6/CvX5zmBqEzIFn4Rp5DZn9T0/JvXLcbg+bNtaxcsUuVn2+i33d7MYciCFD8zluxlCm\nTB2ki6kpihIQfTMovR7PniZa3lxL8ysVtJeHN4MGsIdxykg7bT+tuf+gvvod2BBez6Mzp4zs4Zfh\nGvatlNwnp6PDzfp1NaxcsYvVK6tobAx/anBGppMjpw3muBnDGFya1wNWKorSm1AHRemVeBrbaH17\nPc2vVtD20Zaw1izx4ihykTGnH+boD2lt+g0tLXutZQFDxZlN9uDzyB5+ORn9ZqVcb0lTUxvr19aw\nauUu1qzeTUtLoAlz3TNocF+OmzGMqdMGk5WlrxxFUUIjtd6YSsoTaGOpWGHaOmh5ez17f/Qyu0/8\nE/t++hptCzaF5ZxInwwyvzKS7NvT4efzaR7zTVr2/RHTvpcb/xSanvTC48ib9iD9z95O/jF/I7Pk\npJg4Jz3ZdmDFk1Ru28eXzziPB+77kNv/5y2efLycZeU7wnZO0tMdHH3sEK6/8QSWr3qU42YMi9o5\niab+kciGK9PTn09vJlXbLhnsjocNiaqn/pxR4srpp58eU33G7aHtk220vLaGlrfWYva3hq8kw0nG\nzAE4jt5J+8AXaNm/EDDQcGi2L02RgOIAjswSsod9i+zhl/XYuiWxbjuApsY21q2rYW3Fbtauqaah\nvpV0RxmbN+0JW1dGppPxR/Rn0uQBjB1fQqYdWxIru6PRE4lsuDI98fkcLqRq2yWD3fGwIVH11Fk8\nEaCzeBKLMYaOlbtofrWCltfX4KluDF+JQ0g/ugiZvpOOoS/jbv0kfB3itAJeh19O5oA5KbHKq8dj\nTQVeW1HNmordbN2yJ+RdggPhcqVzxMQBTJw8gNFjinUWjqIo3aKzeJReR8eGWppfq6Dl1QrcW7vf\nXC8QaRP7Wk7JiBdpk8+txDA7XdJyx5M9/HKyh12MM2tARHbEk8aGNtatq2ZdRTVr1+yOaO8bX3L7\nZjJx0gAmTh5I2chCnE4dKVYUJfaog6IkNe6d+2l5bQ3Nr1bQsWZ3RDocw7NwHLOLjrKXaHdVRKRD\n0nLJHvINsodfTnrhMYgEH+5JNG63h21b9rJ2TTXr1u6mctu+qHpJAAoKs5k4eSCTJg9g6LACHI7k\nrb+iKL0DdVCUuLJw4UJmzpzZZZ4D04JfXUP7p5URlSP903BM34V79L9xF64lsh1gIKPfSWQPv4zs\nwefx4eJyZhYdG6Gm6Omq7fbuaWbt2mrWVexm/bqaiGfcAFRuX8WwoZMoG1nI2PEljBtfQr+SnIid\nslA+857WE4lsuDKxqufhSKq2XTLYHQ8bElVPjUGJAI1BiZy5c+fy8ssvd0qPxbRgyXMgR+3CM/o1\nzKA1ENH3qYOMfl8ia/C5ZA36Kk5X6YErwWyPF77lt7e72bSh7oBTUlXV0I109xQWuhg7vh/3/ekm\n3nzj1ZgtoBardotGTySy4cok+v5IZVK17ZLB7njYEOsyQo1BUQclAtRBiZympiZcLhdgTQtu/WAT\nLa9V0PLeBojkV382OKZW4R7zJgxfA87wHRscGWT2P42sQeeQNWhu0GXnfW1PBNu2VrNlUz1r11Sz\ncUMt7e0R1NWHtDQHZSOLGDu+H2PHl9Cvn9VLEut6xkpfNHoikQ1XJtH3RyqTqm2XDHbHw4ZYl6FB\nskpSkp2ZReuizda04P+sw9RHMC04DWRCFZ5xb8OY1bjTw3dsJK0PmQPmkDX4XDIHzMGR3rdbmXi/\niNxuD1s372H1qioqVu1m9+4Y9JIUuRg3vh9jx5UwclRRwF6SWNczVvqi0ROJbLgyif6iSmVSte2S\nwe542JCoeqqDovQ4xhjaV+y0nJLX1+CpiWRaMMiY3XjGvQ/jV2Gyw9//RTKKyBr0FbIGnUtm/1MR\nZ1b4dvQwzc3trF1TTcWqKtZW7KapqT0qfekZTkaNKmLs+BLGjO1Hcb/OuyQriqIkI+qgKD1G+/oa\na/jmtYqwdws+wPA6zBELYcIKTG74PQiO7MHW0M3gc8koPhFxJN8tX13dQMWq3VSsqmLTxjo8nuiG\nXQcMzGXsOGvYZviIAtLSdG0SRVFSD13AQIkpHdv30fDwEmrOfYzarz5K40OLD3FO7qh6pXslA/dh\nZr+BufEuzBV3wXGLIAznxNlnNDljb6HolI8oOXMzeUfeR2bJyVE7JzfffHNU8l7cbg8bvqjllZdW\nc/dv3uXuO9/jlZdWs+GL2i6dk/cWPBIwPduVzpQjB3HBN6bw89tm86NbvsRZc49g1OjiiJyTWNUz\n1vqi0ROJbLgysW63w4lUbbtksDseNiSqnsn3c1JJOdy1jbS8uZaWVyto/2xHl3kHpxcEvlDYiJnw\nMUxeBv2rwrYhLf/IAz0laX2P6JF1SoYOjXwXYu9iadbQTTXNzeEP3fTN7QeACAwZms/YcSWMGdeP\nIUPzY7ouSTT17El90eiJRDZcmVi32+FEqrZdMtgdDxsSVU+dxRMBOosHPA2ttP53Pc2v2dOC3RHc\nR31aMBPKYdIyGLI1zGnBQnrRDGs68OBzSMsZEX75Pci+fS1s2lDLpo11bNxQR9Wu+qj0ZWamMXZc\nP8ZP6M+48SXk9MmIkaWKoijxRWfxKDHH09BK26LNNL+2htb3NkBbBMufZbVhxq+AScthxIYwpwU7\nyOg3i6zS88kadA7O7IHhl98DGGPYU9fMxgMOSS21NU1R6y0scnHEhP6Mn9CfEWWFpKXpiKyiKIcP\n6qAoQfHsb6Ht00raPtlG29JKOlZXQSQBnGluzJjV1vDN6LUQ1rRge+G00vPIGvw1nFn9wy8/xhhj\nqN7dyMYNtQeckn17w59V5I8IDB9RyPgjShg/sT8lJX2Sekl9RVGUnkQdFOUAnj1NtkNiOSUda3dD\npCOADg+mbL3VUzJ+FWRZ652s324YPbi7L10HGf1Osp2ScxPulHg8hl079/PuO5/g6chn48Y6GqPc\ncM9LVlYaY8eXMH5CCWPHlZCTE3zoZs2aNYwbNy4m5XZFrMuJlb5o9EQiG65MvD6f3kiqtl0y2B0P\nGxJVT41BiYDeEoPirmmk7ZNttC+1e0jW10St0wzZbPWUTPgc+nRe7+Tbv/Xwt58GGKoQp7XvTen5\nZA46B2dWSdS2REp7u5sd2/ezaWMdmzbUsnnTHpqb2/nXy7/ia3N/EbX+ouJDh25C3Q04Xstqx7oc\nXepe6Y5UbbtksFuXulcOIVUdFHdVvTVcYw/ZuDfVxUSv6b/TCnSdtAIK9nSZt7LaUNrP7kERJxn9\nTracksHn4MzsFxN7wqG93c3OHfvZXrmPym372F65j1076wNO992/fzd9+4bvOOXlZTFiZCFlI4so\nG1V0YEn5cNm6dWtcouljXU6s9EWjJxLZcGXi9fn0RlK17ZLB7njYEOsy1EHpQVLFQXFv30fb0m0H\nhmzc2/bGTLcpqLWGbyYvg5LdoQuKk4ySU8i2A12D7XvTE/g7I5Xb9lG1K7AzEg1FxS5GlBVRNrKQ\nEWWFFBa5NJZEURTFRmfxHGYYY3Bv3Uvb0krbKdmGZ8f+2OnPboRhm2H4JhixEQbsCH1asKSRWXLK\ngdk3jsyimNkVDK8z4u0V6SlnBKB//z6MGHnQIcnLz455GYqiKIcb6qCkKMYY3JvqDgzXtC3dhqcq\n+s3kDujPaYDhGy2HZPhG6LcbHGF8uUsamf1PtZ2Sr+LIKIyZbf60t7nZuTM+zogIDBqcx4iyQspG\nFjK8rJA+fTJjXo6iKMrhji6skCIYj6F9fTWN/yhn7w9fpnrWA9Sc/Qj7b/8PLa9WRO2cmNz9mEnL\nMF95AfP938Mtv4YL/wHHfmSt7BqKcyLpZA6YQ970+fT/yi4KZ76Ka/jlhzgn8+bNi8rO9jY3W7fs\nYdHCzTz71HLuuft9fvGzN/jjvR/y4vMr+WTJNnbu2B8z58ThEIYNL+CkU0bilsX8v/89gx/8+ETm\nnjuBiZMHxtU5ibbtElVOrPRFoycS2XBl4vX59EZSte2Swe542JCoemoPSpJi3B461lVbvSN2L4nZ\n2xw7/Xl7D+0hKawNcyVXG0kns/9pdk/JXBwZQZayt2lqCn0Bs87DNHup2tXQIz0jXoqKXQwuzaO0\nNI/SofkMHZpPRqb1mCxZ6iQ7O73Hyu6OcNoumcqJlb5o9EQiG65MvD6f3kiqtl0y2B0PGxJVTw2S\njYCeCJI1HR46KqoODtmUV2L2t8ZEN9hBrcM3HXRI8vdE5pAAODIOOiUD5+LIyI/avngFsPpSVOyi\ndEi+5ZAMyWNwaV5CHRBFUZTDAQ2STXJMu5v2VbsOzLBp/2w7pjE2i38BmKJqnx6STZC3r3uhQDgy\nSc+bTHrBkaTnH0la/pGk501CnFkR29be7mbXznoqt+3tdmpvrFBnRFEUJbVQB6UH8dS34q7ci3v7\nPtyV9mH/3VG5D1rDWfK9a0y/qkMdktzwN6eTtD62EzKV9PwjSS+YRlruOMQR+Rd5R4ebnTvqbUfE\nckjUGVEURVG6Qx2UKDBtHXRsrD3geHT4OCDuyn2Y/dHvzxKwXPFAiZ9DktN51daukIxCywnJn0Z6\nwVTS86fh7DMKkcjjpr3OiDdexDtM4/bZ6bipeR+u7LyIy/DH64x4HZGedEZqamooLo7fui2JKj/W\n5cRKXzR6IpENVybR90cqk6ptlwx2x8OGRNVTY1AiwBuD8ubwG5icXdrj5RnxWOuOeJ2RYZvAFXrA\nrCNr4IEeEe8wjdM1NKrFwzo6vMM0viuw7j/EGQlENMvFx9MZCUSil7XWpe51qfveSqq2XTLYrUvd\nK4fQ0w6Kcbhh0PaDPSRDNx/YbK87nDkjSM+fSlr+NNspORJn1oCIbWlt7aC2pona2kZqa5qoqW5g\ne+X+kJyRQFTt/oL+JaO6zZeMwzTl5eUJXTk4XuXHupxY6YtGTySy4cok+v5IZVK17ZLB7njY0BPv\nBHVQeohYOyjG2QGDKw86JEO2QGZ3AbOCM3esPUxzpB3EOjXsBdGMMTQ2tFFb20RtjeWE1NY0Hvi/\nIUa79naF/9TeZHBGFEVRlJ5BZ/EkKaZPPeTXWZvqFVdby8eXboWM9uBCkkZa3wm2E+IdppmMI61P\nSGV6PIa9e5sPOh8HHBCrZ6St1R2byoVAYZGL0iGWMzJ4SD6DS/vicmXErXxFURQlNVAHJcaYrGYo\nsB2Q/LqDfxfUQd7erh0RAEcW6flTSPedSdN3IuLsesXS9jY3dXVNPsMxdm9IbRN76poiGo6JlsIi\nl+2I5NnDNeqMKIqiKKGhDkoUmIkrMKOWH+qQZIc+c0fScg8M0aTZM2msab2BP5amprYDTkddTSM1\ntjNSV9PEvn09M2MoVAoLXbYjYveOlObhyunsjMyfP58rr7wyARZGT6Jtj1f5sS4nVvqi0ROJbLgy\nib4/UplUbbtksDseNiSqnuqgRMOJ70NZkJkwjkyc2aU4XUNwZg/GkT0Ep6vUSrPTJaPokJk0Ho9h\n//4Wamv3dYoFqa1tormpm96XOCACBQW2M2L3jgwuzSMngDMSiPLy8oQ/0JGSaNvjVX6sy4mVvmj0\nRCIbrkyi749UJlXbLhnsjocNiaqnBslGgDdI9u2HpjNt6ngcPo6IM3sIDlcpjoziTs5HS0s7TY3t\nNDW10djQxp49zdTaPSF1NY3U1jXR0e5JXMVs0tIcFBa6KCp2UVScQ1GRi0L778LCbNLSnIk2UVEU\nRUlRNEg2DrSW/o7qvCNobGqnaWcbzU3tNDa20dRUSVPTJpoa22hqshyS5qZ2kskXzMpKs5wPHyek\nqNhFUVEOffOycDgiXyNFURRFUaJFHZQoePrJz+hfEv6S8vEit28mxV4npCjH6gUpshwSlys9qoXa\nFEVRFKUnUQclhXE4hILCbJ8ekIM9IYVFOWRk6FCMoiiKkppEvvGKEhfSM5wMHJTLxEkDmHVyGeee\nP4mrrj6Wn/z8ZP73rjn85OencNX3juXc8ycx66QyJkwawICBfZPWOZk7d26iTYiYRNser/JjXU6s\n9EWjJxLZcGUSfX+kMqnadslgdzxsSFQ9tQclCcjJyfCLBTnYE9InN7NXDcVcf/31iTYhYhJte7zK\nj3U5sdIXjZ5IZMOVSfT9kcqkatslg93xsCFR9dRZPBHgncVz6UX3BNxXJisrDZcrg2xXOjk5Gbhy\n0nG50nG5MnDlZFh/52SQm5tJUbGLrCxd1l1RFEU5POhVs3hE5ALgOmAykAF8ATwJ3GOM6YhA36nA\nj4CjgRxgC/A88BtjTGOoek49fQzTjppmOx7p5NhOidOpI2eKoiiKEg1J76CIyL3ADUA78A7QAJwC\nzAPOFpHTjTGhbfVr6fsh8HvAAywAqoATgVuBr4nITGNMXSi6JkwawISJke8UrCiKoihKYJL6p76I\nnIPlnNQDxxhj5hhjLgBGA58DM4FfhaFvKvA7oAM40xhzsjHmG8BI4G1gHPBgbGuh+PLiiy8m2oSI\nSbTt8So/1uXESl80eiKRDVcm0fdHKpOqbZcMdsfDhkTVM6kdFKxeDYM19LLcm2j3cFwLCHC9iOSG\noQ/gEWPMWz76WoArsXpVzhORMbEwXunMU089lWgTIibRtser/FiXEyt90eiJRDZcmXnz5oVdhmKR\n6GcrUpLB7njYkKh6Jm2QrIgMAiqxHJQyY8yWAHm2AKXARcaYZ7rRlw7sAbKBU4wx7wfI8z5Wr8yt\nxpigbxtvkOynn37KtGnTwqiVoii9lblz5/Lyyy8n2gxFSXpCDZJN5h6UI+1zXSDnxGapX96uGAO4\n/OQC6ZMQ9SmKoiiK0kMks4Mywj5v7SLPNiyHYkQXefz17e1ips42v7xKjEmGLtFISbTtOsST3EM8\nSuSkalsng929eYgnmR0Ub1xJV9N+G+xz3wToUyIgGR7oSEm07eqgqIPSW0nVtk4Gu3uzg5L004yT\nlCyAioqKRNuRcnz88ceUlwcdckxqEm17vMqPdTmx0heNnkhkw5VJ9P2RyqRq2yWD3fGwIdZl+Hx3\nZnWZ0RiTlAdwPdasmk+7yHOvneeZEPSdbeet7SLPjXaeJd3ouggreFcPPfTQQw899IjsuKir79pk\n7kHZbJ+HdJFnCFYlN3eRx19fvojkBIlDGeKXNxhvAhfb+VpCKFtRFEVRFIssYDjWd2lQktlB+cw+\nF4nIsCAzeabb51D6ntYCTVjTjKcDnaYZ2+mmO33GmFrgHyGUqSiKoihKZxZ1lyFpg2SNMduBT+x/\nL/K/LiIzsXo8WoHXQtDXDryKNesnkL5hwAz73xcis1pRFEVRlFiQtA6KzZ1YDsVPReTA2iQiUgQ8\ngNXbcb8xpt7n2nUiUiEijwXQ91tb5nIROcNHJhuYj9Uezxlj1vVEZRRFURRFCY2kdlCMMS8BfwD6\nAItF5DUR+SewHpgALAR+6SdWDIwFhgbQ9xnWLsZO4DUReUdEnsbaHflkYA1wTQ9VR1EURVGUEElq\nBwXAGPND4EKs8arjgTlYC6r9BJgdZCdjb4RwIH1/AE4D3gAmAXOxNiO8E2tDwpB2MlYURVEUpedI\n2r14ehMiMhK4GTgayymqNMaUJdYqRVEShYhcAFwCHAUUAJuAR4D7jDEdibRNUZKFZJ7F05uYAJwJ\nfGz/X5BAWxRFSTw/wtrG4yZgJ1aA/q+xfsBcnkC7FCVp0B6UOCMifwbO0B4URTl8EZEie7kC37Sf\nA3cAA4wx1YmxTFGSh6SPQVEURelt+DsnNp/a50HxtEVRkhV1UBRFUZKDk4A2YEOC7VCUpEAdFEVR\nlAQjIhOA7wMPGWMausuvKIcDh6WDIiJjROR6EXlURFaISLuIeETk1hDlLxCR90SkTkQaRGSZiNws\nIhp0rCgpSCLfCfbCky8A64CfRVkVRek1HK5fqNcAP+DQtVJCihYWkXuBG4B24B2gATgFmAecLSKn\nB1mbRVGU5CUh7wQR6YO1JpMT+LIxpjniGihKL+Ow7EEBPgfuxtqReDzwRChCInIO1ouoHmtRtznG\nmAuA0bbOmcCvesRiRVF6kri/E0QkA3gZa9XrM4wxVdFWQlF6E4dlD4ox5hHf/0XEE6LorVi/qn5j\njFnuo69ORK4FFgDXi8ivfPcHUhQluYn3O0FEHMAzWAu1nWyM+SLaOihKb+Nw7UEJGxEZBEy3/33K\n/7ox5kOsJfgzsRZl85XNFpHzROQ8oAxwef8XkU57BimKkvxE807A2uz0q1jDQOkicqzPkduDZitK\nyqAOSuh4d1OuM8ZsCZJnqV9eLyXAP4FngVOBfvbfz2JNLVQUJfWI5p1wBlbPy6+w9hnzPfzzKsph\nyWE5xBMhI+zz1i7ybAPEJy8A9stLnUFF6V1E804YETi7oihe9EszdLzdro1d5PGuX9C3h21RFCXx\n6DtBUXoQdVAURVEURUk61EEJHW8Efk4XefrY5/09bIuiKIlH3wmK0oOogxI6m+3zkC7yDMEKfNvc\nRR5FUXoHm+2zvhMUpQdQByV0PrPPRSIyLEge75TD8jjYoyhKYtF3gqL0IOqghIgxZjvwif3vRf7X\nRWQm1q+lVuC1OJqmKEoC0HeCovQs6qCEx51YUwZ/KiIH1iqwN/t6AKsr935dRVZRDhv0naAoPYQY\nE9J+WL0K+0XyZw5uBjYSKAYqge0+Wc/x3x9DRO7B2nujA3gba4rhbCAPWAjoZoGKkmLoO0FRko/D\n1UH5Etauo11hgDJjTKdFmETkfOA6YCqQDmwA/g7ca4zpiLG5iqL0MPpOUJTk47B0UBRFURRFSW40\nBkVRFEVRlKRDHRRFURRFUZIOdVAURVEURUk61EFRFEVRFCXpUAdFURRFUZSkQx0URVEURVGSDnVQ\nFEVRFEVJOtRBURRFURQl6VAHRVEURVGUpEMdFEVRFEVRkg51UBRFURRFSTrUQVF6DBFZLiIeEWkR\nkYJE26OkHiJypX0P/SXRtvQ0IlIqIk+KyHYRaT9c6p0qiMiv7c/k1kTbcriQlmgDlN6JiEwHJmHt\nAJsOXALcn1CjFCVJEREBXgSmASuxdlZuBz5MpF3KIRj7UOKEOihKT3GVfd4OlAJXog6KogSjDMs5\n2WiMmZxoYxQlGdAhHiXmiEg28A2sXxvfAhqASSJyVEINU5TkZZh93phQKxQliVAHRekJvg70BT43\nxrwPPGOnX+mfUUScIrLTHtudFkyhiNxr55kX4NppIvKCiOwQkVYR2SUiz4nIMUHK84hIm/3/lSLy\nkYjstdMH2enDReRnIvKOiGyx42jqROQDEbnK7pIPZussEXnL1lkvIotF5GL/sgPIZYvITXb+vSLS\nLCIVIvKbcGN4RGS2XdZbIpJm12WViDSJSI2I/FNExnQlF0RvwDoEaNdLRWSJXf/ddmxFqX1NROQG\nEVkmIo329UdEpKibOhWJyJ9FZKv9eWwSkd+JSF4XMoNF5B67HRtFZL9t17Ui4gyQ/wm7HheJyCQR\neda+PzvCiT0QkWPtNvbek1Ui8pKInOyXb6SIeID/2kmn2uV7RMTtvR+7KcvX5qki8qKIVNuf9TIR\nuV5EOr3rxSemQkSGicijdtu2iV/sS6j1idYmH/mLxXr2an0+64dFZFSQ/ANF5H4RWWc/N412Xf4j\nIjcGyH++iMwXkZViPdfNIrKhqzK6QkS+ISJv289Wm13XVSLykIgcEa4+JXhNVgAADL9JREFUxcYY\no4ceMT2ADwA3cIP9//GAB6gDMgPkn2fnvy+IvjRgt51njN+1e23dbcAi4GngI6ADawz/Er/8Tp/8\nD9j53gOesOUH2vlus8tbD7wJPAm8C7TY8k8FsfUSW6cbKLf1vm/b8htv2QHkBgOr7Ou77TKfBzbZ\naV8Ag8P4DGbbcu8BbwP7gVeAZ4Et9rVqoDSI3FtB9DoD1cGvXe+yz2/Z5W22r20E8ux6Ndj2PA/s\nsq8vBRx+eq+0r/3Llq8FnrOPWvva50BBAFtPBvban8UXwAvA6z5yrwQo7+92/gftz/oL4B/AS9j3\ncwhtf43PPfCxfQ8stP/3ALf65O0HPGLb5QEq7f8fAeYDeSGU57X5j0Czj81v+Nyv/wgg9ytb7nGs\nZ7PS/ryeA34bSX2itcmWfdK+3mrfQ08Ca+y0emC2X/6BwE67vI32vfIPrOeuBtgdoAwP1jOxGPgn\nVvzPFz7pR3fRXrf6pd9hy7VgxQ49AfwbWGHnv7Yn37e9+Ui4AXr0rgMY7fOwFvmkr7Yf1osDyIzl\n4BdmeoDrX7Ovf+iXfo2dvgoY73dtlv0yawKG+6R7v0jd9kv5qCD1ONpfp50+yOfF81W/a4Oxvnjd\nwPcC2NNIcAdlsS33AODys/f/bLk3wvgcvI6Gx/5SKfa5lmm/+N3A/UHkInVQ3FgOxxE+17Kwgj3d\nwHKsL5tBPteLgA329Qv89HodFA+W45vrcy0Py6l0A38L8DnVYTmGV/pdK8JyNt3AT/2u/d2nHrdH\ncP9PwXLOOoAL/a6difWl6wZOCqfduynT1+Z7APG5NoGDzv3lfnK/8pH7K5AWw/pEatP1ttwuYILf\nNa8jUI2PQwrcbqffH8B+p79tdvrXgawA6dfZuj4LcK2TgwJkYzlge4CyADJDgdHhfqZ62O2XaAP0\n6F0H8Fv7AX/GL/0mO/2dIHLeL7DzAlz7t33tKp80p/0ScwMTg+j8qX39Tj8574vzlgjrOMfW8YRf\nuvdF+W4QOa+j4f/lfpadvsT3Re5z3YHlhHXqQerCRu8XXjuBHa0Z9vWKIHLROChXBpA73+f67ADX\nb7avP+iX7nVQOoLUY4rXHqC/T/rv7LJ+F6QepXbbbPdL936xfh7hvfGYXW6w3oEHbP2vhNPu3ZTp\ntXkrgR38H9jXV/qlex2UKiAnxvWJ1KZNdnnfDSAjWL1lbuAmn/QH7bSzIvnMApSzxNY3KkB7+Tso\nA+x6fBKLsvU49NAYFCVm2GP6l2IFxz7id/lxrC+ZWSIyIoD4o1gvoMv8dPYHzsD6lfKMz6WjgBJg\nrTFmZRCT3rd1zghy/flgdbHLzhCRr4jI7XbswyMi8igHZyiN9ROZhVX3fwRR+WSQ9LNsueeN/dbz\nxRjjARbY/warSzA2GWMqAqR70waHqS8UXg+Qtt4+txlj3u7ierCYi/JA9TDGLMfq0XICJ/pcOtM+\nPxtImTGmEqvXZoCIDPe/jNXlHwlfss9/C3J9vn2eFaH+YBjgaWNMe4BrXlvGi0hxgOtvGWMag+iN\npj5h2SQiwzgYLPx4J2XWs/EY1jPtG/vysZ12t4h8VURygth6CCIySkSuEyu+7a92DM6jgLeN/J/v\nThhjdmENjU0TkbtEpFsZJXR0mrESS87C+kVRiTWEcABjzG4ReQ34CnAF8As/2aex4knOEJH+xpgq\nO/1SrPv0KWNMvU/+Mvs81g4yDIbBGucPlL4lmJCIzMByiAYTfO2Dvn7/l9rnzUHyB0svw3rB/lZE\nfhvMJoLXpSu2Bknfb5+zwtTXHR5jzI4A6Q32eXsQOe9nG8yeTV2UuQlrzZ1SnzSvE7xYgsczw8E2\n3eyX7v9/qHgdvmD2brDPOSKSb4zZG2E5gQhYpjFmr4jsw7pfS7HiMnzZ3IXOaOsTjk3esqqMMS3d\nlOfrWD+G1QP1Daw4I7eIrMKKk/mnsQL1D2D/kPozAYL2/fB/voNxCZYj/GPgJhGpxeqF+Q/wd2NM\nXYh6FD/UQVFiibdnIRv4IMAXw2DsXhIR+aVvb4ExpkFEnsOalvwtrC56sHpUvL+cfPH2/u3EzxkK\nQFWANI8xpiNQZvsX2ItYsQoPAw9hBdDVG2OMiIzHGnIJ9s0XzKEJlu6wry2g+2mmq7u57k9Xzlsk\ndNfrGqyOXmJtjy++n4d3hs6zWHFIXRHoC6Q5JhYlH/73rCHxde3Sg+wOu4fxYhH5NdaPpBPs4xrg\nWhF5wRhzno/Ij7HeVduBH2EF1e82xnhnoD2DNSQZkl3GmA/sXrizsHqcZmD1+p4J3C4ic40xH0RT\nx8MVdVCUmCAiA7BiMwxQSPChCIPVjf9lOg8FPIrVY3IZ8DuxpgmPxxqmeNcv7zb7vNsYc0XUFTiU\nk7C6eZcYY74X4ProIHLbsXpDhge5HizdW5d/GWPuC83EHsM7fTg3yPVhQdJ7mkDDgl6G2+dKn7Rt\ndvqdxpgVPWRTILZjBUaWAesCXPf2/DXGuPcEgrSRWNOw87CevcpAebog2vqEY5O3d62/iGQbYwI5\nTmV+eQ9gDwFWYP+4EZHZwFPAOSJysTHGO8R6gV3uVcaYNwOUEez5Dord4/O8fWAPW92J5QjNj0Sn\nouugKLHjcqxfrYuNMc5gB3A31i+TTt2rdlfsBqxx6aNtnYF6T8Ca9bIHawG4Tut5REmhfQ42PPKt\nIOkfYNXtoiDXLw6S/rotd0FI1vUs3hf/SAmwTghwdjyN8WGaiIzzTxSRKcBkrODFBT6XvG369fiY\nd4D3CBBL5YP3vn8/yPVIEeDrIhLoR+e37XOFMaY6TL3vEXl9wrLJGLOFg8NN3w4gAwd7VN/pwmZs\nfW9jDR0DTPW5FPT5FpHJWMOFUWGMqcEK0gcoCzUuRjkUdVCUWOF1JoIF03nxBr+dLYEX5nrMPl8L\nXBhMpx14dweWU/SSiBzvn0dEHGItPHZ0SDU4iDcY8zT/oDcRuRY4j8BDGQ9jdZd/SUS+6yc3CwjU\nGwPWr65yYIa9eFSndhGRQhG5OrxqhI8xZiNW3EAR1swrXxtOwVofJhEI8KD4LMomIvlYs0jAmjW2\nyyf/PKw4m5tF5Acikt5JoUiZiARzJiPlXixn6XwR+YZfeXOwvtANB4cwY8kQ4C7fBdBEZALwc7vM\neyLQGW19wrXp91if9W0iMtGvvNuBiVhDco/4pH9bRKbih4j0xeoNhUPjzSrsMq4Tn3FoERmM9a4J\n+XtRrAUdLxeRQD2Oc+1zTRdByEpXJHoakR6pf2CNu3qwxvpDWVhqKdZL74cBrpVizfbxrn3xn250\neaeTerBmc3gXaXoXq4fFDVzhkz/gNNkAer1Tm1uwfo3/A+vF1sHB9RjWBZC71Md+70Jt72FNaZ1n\npzcEkBsMfGaXWY8V4Pck1qJZn9nybvwWFuvC/oimC9vXLvCrwzP2Z9aB5aB0uVBbkPJGBmuzruzl\n4DTj57F61/wXanNjxQMVBrkvq+08O7GDFoGXObgo1wd+Mt4Fxi6K4nm42v68vGvQeBc2806z/mmo\n9Q+xPN9F0ZrovCiaG2s2jb+cd5pxp4XWYlCfiGzykw11obZ/29e2YS2+93f77F2kr5xD1xY63seG\ntVi9LK9hrVP0GVb8mcf/HgjUXlizCb3rPi22dT1tl+md5n9JV+2rRxf3XqIN0CP1D6xfHUFfOAHy\n32DnD7jWBJZD4Mb6QvxmCPpm2C+ljfbLcC+WM/EcVldxX5+83i/S1m50pmH1ICzHmoFSDbyK9aU3\n0vtyCyL7JayVYPdi/YpfgjUsNNwue3MQuXSsXpa37fJagR1YzsG9wClhfCazbRvfDHK9y3bACvhb\nYH8h7MP6Qjo3mFwI+rprs4D2YjkobqxA5WKsNS+22l8Im7Ac1KBOMdYMnTvsNtyL1cO1GWs47n/w\nWVDOzh+1g2LrORYrQHeHbWsV1hffSZF8Xt2UdcBm4EisVW+r7WdhOdbiZ4HW1wm4MmqM6hORTT7y\n38Qaxqm1y9sM/AW/tUnsvCdirTG0GGuIshkrrmWB/TwFWpBtkm3/dizHpAL4NeAKdg8Eai+smT43\nYDnQa7Gelf22vr8CU6O5jw73Q+xGVhSlhxGRK7BeWs8bY5Ih3kTpBYjI37EcgW8ZY4KtwRNXktEm\nJfXQGBRFiSEiMlRESgKkz8Ia4jFYs5UURVGULtBpxooSW04DHhKR5RzclG8U1kwTA/zFGPNaAu1T\nFEVJCdRBUZTYsgirh2Qm1gyCHKzYhzeAR4wxzyXONEVRlNRBY1AURVEURUk6NAZFURRFUZSkQx0U\nRVEURVGSDnVQFEVRFEVJOtRBURRFURQl6VAHRVEURVGUpEMdFEVRFEVRkg51UBRFURRFSTrUQVEU\nRVEUJen4/6rN1+sQ/TSrAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a6f1390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"method_lst = METHODS.keys()\n",
"fn_size = 16\n",
"plt.figure(num=None, figsize=(6, 5))\n",
"\n",
"# Plot Average Recall curve.\n",
"for method_key in method_lst:\n",
" method = METHODS[method_key]\n",
" average_nr_proposals = average_recall_data[method_key]['nr_proposals']\n",
" average_recall = average_recall_data[method_key]['average_recall']\n",
" plt.semilogx(average_nr_proposals, average_recall,\n",
" label=method['legend'], \n",
" color=method['color'],\n",
" linewidth=4)\n",
" \n",
"plt.ylabel('Average Recall', fontsize=fn_size)\n",
"plt.xlabel('Average number of proposals', fontsize=fn_size)\n",
"plt.grid(b=True, which=\"both\")\n",
"plt.ylim([0, 0.6005])\n",
"plt.xlim([10**1, 6*10**2])\n",
"plt.setp(plt.axes().get_xticklabels(), fontsize=fn_size)\n",
"plt.setp(plt.axes().get_yticklabels(), fontsize=fn_size)\n",
"plt.legend([METHODS[mid]['legend'] for mid in method_lst], \n",
" ncol=1, prop={'size': fn_size}, loc='best')#, \n",
"# bbox_to_anchor=(1, 0.5))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Where to get the raw numbers?\n",
"\n",
"You can download the raw numbers for this figure [here](https://gist.githubusercontent.com/escorciav/01023823ac0c9a8a076e95f10cabd2a3/raw/673da757c560ef47a30651f3941d2dc705c75171/fig5_daps_paper_eccv2016.json)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [default]",
"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": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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