diff --git a/lucid/optvis/param/__init__.py b/lucid/optvis/param/__init__.py index f293a78a..153c480c 100644 --- a/lucid/optvis/param/__init__.py +++ b/lucid/optvis/param/__init__.py @@ -13,7 +13,7 @@ # limitations under the License. # ============================================================================== -from lucid.optvis.param.images import image +from lucid.optvis.param.images import image, grayscale_image_rgb from lucid.optvis.param.lowres import lowres_tensor from lucid.optvis.param.color import to_valid_rgb from lucid.optvis.param.spatial import naive, fft_image, laplacian_pyramid diff --git a/lucid/optvis/param/color.py b/lucid/optvis/param/color.py index 963cb5b9..8387f9f7 100644 --- a/lucid/optvis/param/color.py +++ b/lucid/optvis/param/color.py @@ -73,3 +73,4 @@ def to_valid_rgb(t, decorrelate=False, sigmoid=True): return tf.nn.sigmoid(t) else: return constrain_L_inf(2*t-1)/2 + 0.5 + \ No newline at end of file diff --git a/lucid/optvis/param/images.py b/lucid/optvis/param/images.py index 676797d5..09435c90 100644 --- a/lucid/optvis/param/images.py +++ b/lucid/optvis/param/images.py @@ -22,15 +22,23 @@ from lucid.optvis.param.spatial import pixel_image, fft_image -def image(w, h=None, batch=None, sd=None, decorrelate=True, fft=True, alpha=False): +def image(w, h=None, batch=None, sd=None, decorrelate=True, fft=True, alpha=False, channels=None): h = h or w batch = batch or 1 - channels = 4 if alpha else 3 - shape = [batch, w, h, channels] + ch = channels or (4 if alpha else 3) + shape = [batch, h, w, ch] param_f = fft_image if fft else pixel_image t = param_f(shape, sd=sd) - rgb = to_valid_rgb(t[..., :3], decorrelate=decorrelate, sigmoid=True) - if alpha: - a = tf.nn.sigmoid(t[..., 3:]) - return tf.concat([rgb, a], -1) - return rgb + if channels: + output = tf.nn.sigmoid(t) + else: + output = to_valid_rgb(t[..., :3], decorrelate=decorrelate, sigmoid=True) + if alpha: + a = tf.nn.sigmoid(t[..., 3:]) + return tf.concat([rgb, a], -1) + return output + +def grayscale_image_rgb(*args, **kwargs): + """Takes same arguments as image""" + output = image(*args, channels=1, **kwargs) + return tf.tile(output, (1,1,1,3)) \ No newline at end of file diff --git a/notebooks/feature-visualization/any_number_channels.ipynb b/notebooks/feature-visualization/any_number_channels.ipynb new file mode 100644 index 00000000..585e0076 --- /dev/null +++ b/notebooks/feature-visualization/any_number_channels.ipynb @@ -0,0 +1,297 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Arbitrary number of channels parametrization\n", + "\n", + "This notebook uses the new param.image parametrization that takes any number of channels." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import tensorflow as tf\n", + "\n", + "import lucid.modelzoo.vision_models as models\n", + "from lucid.misc.io import show\n", + "import lucid.optvis.objectives as objectives\n", + "import lucid.optvis.param as param\n", + "import lucid.optvis.render as render\n", + "import lucid.optvis.transform as transform" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "model = models.InceptionV1()\n", + "model.load_graphdef()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Testing params \n", + "\n", + "The following params are introduced to test the new param.imag parametrization by going back to three channels for the existing modelzoo models" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def arbitrary_channels_to_rgb(*args, channels=None, **kwargs):\n", + " channels = channels or 10\n", + " full_im = param.image(*args, channels=channels, **kwargs)\n", + " r = tf.reduce_mean(full_im[...,:channels//3]**2, axis=-1)\n", + " g = tf.reduce_mean(full_im[...,channels//3:2*channels//3]**2, axis=-1)\n", + " b = tf.reduce_mean(full_im[...,2*channels//3:]**2, axis=-1)\n", + " return tf.stack([r,g,b], axis=-1)\n", + "\n", + "def grayscale_image_to_rgb(*args, **kwargs):\n", + " \"\"\"Takes same arguments as image\"\"\"\n", + " output = param.image(*args, channels=1, **kwargs)\n", + " return tf.tile(output, (1,1,1,3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Arbitrary channels parametrization\n", + "\n", + "`param.arbitrary_channels` calls param.image and then reduces the arbitrary number of channels to 3 for visualizing with modelzoo models." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "512 1162.5448\n" + ] + }, + { + "data": { + "image/png": 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UIlu+/vfB/3xfAqgCcO8ASQpAPb7SWvvJsLvOpEiDemWZgSazmhItX4oWl1ZFf5hgpJ65QwV40YzBO1VqsUyn+ZRuSfx5Gn1bSV0u8iYHE/cDeXeWiP2t6ET3QHD8ulcg1ljE2QICvr9gd19RFREH81gS18vRUGKY1d0/cz+sXBq9B652KSuV1alq+yOqZlOMvnzm+J3/tg2Xys4ZbYAww3LRV2mklRGnHOqok5JN2vLmluYHBL4N4PSAjZQEOR/jJZlHmvFAdjOwGwamjVIdJhhwDN3CVk8Qo81y/UKqE42siOvqPaxgmY4pV6o2LS14YX9vP+3e/fLJlcidTx/49HqSETMSrkI18lwiKfAa3A9/P7b02b8GbHlK9ysGBR25vTv7CS0zeENeMKEwF9ue0ExD86XKJz8bvCjGBFnMeHv9sUTfbIrh0pCZ1Y4iJanMFlnyG62nYndCLefmxtQFlnCE2zVlgAlZz+RkrZx8JMwjAFJS/KYgJLKMj6HtWVkKUsSFwI1SBiaJGSFlCGXvmr2wi1+NI/77IUJ1tyrWXnNkJ1M5e2KHNy2UVcIRY0lbKbhsnnQp2sZItaA59ai37ZOF0OTijDpTturFSh5SLLFs2AGWLgq9gLl67HW21m/cBJYqZMG813jJloqfTJ67nV0pNG83BqZkSOe79phxJNfaIB8raAzM5wC6qmBVzRP6O/J0wpDq9G//Pc4EWQDTiNUMsECCOA/e9oDEa4GyrLheo4yCVWqYPzI8MmzA1k+nz3ilz79efkPpMYzJfgaIiO6cvL5CcNeL02fzwQM/IQGkZcXP//nSNyBgsEJwtULTC7OqWI0/NMTEsy5RcHgTwB+due3hT88aFxjSz7sFM7hKsbAttt6uSIvshLKnTCEubNk0ATjA0KuzcRrWFwAiyirSenmyTjQUAka9xxbNXvVEtZjzUsD+UGlmpq+Ak96FYFgUZEjVH3+PvPgVWR2S+dcFIQ2SSiMs1WsV8ZTumnpqvdziLF27Kl+sTbbk2xJOn2LxhsTTB+lH50wsPSctFPBNDvl0GLQkxi/5NzrXEjzNDoa7V6xdHVXaA8LWA/qpslRajZjzQ0nkEuhotsrA03k2maaocPrjvRduqJhd+FSTvy3fGBo/qLjDsIff8YtCGBkelLHhE/lgWGsEExbVd9Qz/PAsoJVfEGLPbLAp027VoIDnAaFisLYcuisPIlFIPiNitsZ4VPEXzzC/HI+5xZg1059Ff50vvjkF8ougHxaer8R2sJq2DqlQ5xGnhdo1Ou2fnkMefGtYZjvMRdFbbOo+vZAbxs3ZuZrqpvxqZS5PNiHOwHhF4JXY6PJFAeJzWD6+GmAaEimFqxI1hOKzZtR8d56Fr5Xl/vh2VzZcqgTj22u8bntMdSemTM3tzAYccX4hF1PLwWGyNWXQ5d0SPffBVzw/FoBgiHik9a4FiJO7+9kykzahxtmmchDxKaOioJd70ERjnZ1zivyDhOsMDOkzKoRNzi0irM4rynDIsUGU+aGpH+bS5iVOWFVieyp6XS24C4ZlGfjtgPGRJ75qsA05U/qMzxpVJgEswESKwGMRR1JeZE0eXvXbghFq+GKeUF9n9465cj+v7GX8k7aY8mhFg/eaB2PiIR1I1sv/679skrwZxpJNZAX4njcXb2i0bjprzWEBUaMH+Qn4g6TIhSrlLczE8fFZNsf0Alg5QGQAfgYBFdjHP9G8vIb6+jpt8ogdfmGJNpCNMdSTRJjshNP2p1+tRwwC2qJa6KdVJwwEHK0pWjtSuf5lP9STg96QqxOWTNXw1MIklxURDIVJJceLXwuXPiu/iJwDiEUDsKUl74sho1JxhQ8m5pOSYNoAm0ObE2pMNSKEHFyTdlbUbbmUhKAzOaNAl+hJtnTkkwP0sg7no+A9qpLs75CL7YHi/Mv+yqZSXEHDlJJSgeMJrGxjolRWF4kbCyrNuVKUryoDlkliZL7re97Vqlnx4Q7x3SiWcuMjmigLUTzs2gYqw7hUWnj7zORrETERpa9cS+ZtLbDDESTfrAPBb3MOI0QrfCtEBOwHrrLDkR+aIG121d1iK9QylD07ZjJbFAG7b+7W0ieOpt+GKHgpuypq3WfNHnVQLhWf7Bf8hUylMasrBt49rXtohmYXjFJ1gk8GoCANs6+6GYXIMKCsDLI04Ns10MS4OBUiqibsNQ/R/7GGBFqROBL+NLQoz9mmCVpJE1m555F0ELlv67kPXoaIPI1CfIWQTVQ0cTr6zCXrJxga3YzpOvh1+KVDIpmBIEPFhrLGMDM12jNET2V4AWTAJDo0E8w9EtyeBRd9KiDMSP05qHTmlC78N3A1l4eqpGzL4gEvc+CcRGUkGLLdJu/2UmolHopUlslHg0/cLnVVmdyX8DVyMgIuE70gZtW4I4jDNce+bli+eEXRLM90r0Yfn5pbYmWYUnw17V7km1pKVDXLG5+I9S3m4euW109sCIHLc9f9bFO9/dLV7ijYysJDtx3ceNtxbbI0M1WhbhAveymrgcvrbh2M4uUKusf/2LUmUaPasWlhv3GHUdMDz8T/lyd7HZWj+SZo/gyX6FaJyvIKzQiNKiLVi+SbcGIticnl9XEvbZ53qbd2gV92Q5BB4nHQatFyqVCgyqBT8qtdZlOTxrhgr3T0r+cdX3jm4rML0txarJQSrasNP7t6x4TpGql0LQ0P2YWV3mbg5z9HLkymoqIDISCt7dumyNCY11vU2FOLWQJMIc216Gblly6FGdZI1N0meq9oI/5UU8lt7i3WcMdxzEztI9s2qbsmZU8N//Rt4P/i0wGmn59Tj+g3flgcUQ+3u6iR7+WpMxzJCYLIaiGyYm/pkupbj4QrcVC2Tr2hhvpg0rAGS4VbrHI5oV7qBvsTjc0O23zF5CPuhJbg2xPV4ix5avrqKV6pKS2MRBVIC3SnJEhrA+qzzLLf0utIb+h3DrJZH98fuhZJGAp/jUv9isfv+5lRuBNKlZtLTdyAILf448vNtVm8DucS3IPHMDCcwDEeWCU3nErofqoqYYQn+bqLR0J3uRJjLTJMAiiApyokfhqJFy7au6uu8F0PVj7coWvSD1Ob0+p3auqhgUEyimWabIYUUaAUbliVnuAKfuusTHsX1OrrES3IrZt0eOXj87m3+8d2L6QDhRcV9tUWgi9Ie3op46pCeSr88N/uX4lMnRyWLDE4jcnmR66q/dEetv8Sq1kjX6EPKFR+30Q4CVRCmjX6NHcHEaX34T/Lr/fUkYHorav/0/ntiaUfT8Hmm2UfbsrPxB7SRP/H5HLhZDZ9RqROfMixIAUBgCQVCOC4hDPCpiPkgw25dLgxIYAHzA8ULXzRX+ZEzs/V1qFXEiChRKsqLUWM3EvHQKPqima8JldVzqcaUpGfwoAnFuP8OmK1Ynd8/n9W8/qDpFwnPwPMhMcM7kJP2YzAgXqlCZUjYI81g7/Syj7axWZdg1r4RmgZH3c7StrSslgUcjVFX5zvTPO1eGHTXpmKKr1/MnFAN2NdJeGTnfmwl2y0ao/GTFBxXN4o8whxlZyKu2dKblmT+OOPkaLaOjyOJP7VEHk4cVu3Oit5Zsf7lmdc8JrSElXlhm3g+Cw1IpTOUXKRWshTysPzMDsfgZITwQMEJBth1povVDs0SoFQkfxEPF26/uXf3HYA2bWBPEgWuBwFBji5kigm9LPGDnC+h5RsOl9Lx+xUhaS4AQoO6YwLRZvdwZW3wgsTJw7EgKmYt0KDJuWiDA2GWtM6uFzeTN32WsnhXyqWVHF5yL7m5zKyt/3iWFYtTGUqUMGBqX4m9oFfQQVGhZPgUclHmsvy7SM9Nsvn5tUvFzpIKBJJxWXLF5PZ5oEccIuwZ0YIputy2aDlZof8IH0kkFAVzlX10kJ2oucolOFp0qqQacvC+qjZqacRPTCSmCufd8+DSfVP1LLVK8EHdDeoOIoer2laM88Nn5JacDYkNOSMUkVqoJDorU5BfhR2D9GLjKnlVqL7DaWByfoNg2k8YZdB5imPWztRNpen3mU0qbqpjxp1tCHDDAiv/oZf/Qa+DjBcF4enpfWSMCtd0yWfzjPqqIIPuZ7fzAgLftmhUNThKIlmkizAMKza6aVARpaSMeN5coHIzhiS88tMrFgm27kZwh5tRub8Tluj3mIpb9WKtmezv35zzWYZZ7R5T69hw82wUUDh643VNLVDtyJr+YSTpj3bvSZTQfVtXz7wvAuUCZ2Lsb5S96K+yFPr2/+ly/G4nFL6QeOC5ummzXe48s7Ki5+E1+9k6nsDgwHHmHtPYrRmZcUq2w0NfHGisOLRFXetKdDpQ8boKDxz/U8+7bGkOxuCX8plpwViyKc6kkl/q5pgCu7MU0v7yxRKwktGruaWZ1lACOYUcla3pji7GDZ4eKtzSoMwE1mgadOWWmyvq5NFqExmNoknIOWAIpmFtTe93cNx/mVuGOXi9eL3cpH2ChvTqrEJCByC/G04rgc7/GNkd9WOmZfMxYkazcOAC1OB4aTemCfvdKWC3fNmO/yJTZPKGRBAA2sBKAWIJMB2kxdgnRw8fweVEkPSu3P4NRl3wBdO8wjWANx3S+Pj+/B7NmUt9WKRHN20vagp66hENXtmV7z3xVvI149xooXq+vIruzHv7LdLpOmwqLNCBglOFkBkPmRm8aQcguL31hqFhZ3hVHjxEi+CGgElXspNQTXDRest0wc1QDiqWY8Z/Ctc8xq/cNUi9ocvVDR+0JR+uWHbFimX0GSZpVRviV45M59LH2eVzZeD7jr75QF47yoprDF98slg3fR5SWdci1b1mRQRQ18xGEmGLGm8AaGP6oNlubseL0aVTkPURteEKu5HFykNBckIMI7JSWYqjZWWpEg9WguVHwFHOMJTud9OLiiK4ZxPNsEorCmM8gkbKljYeGqhB+ANAC8DCuTgehz87Kg9Xyav/BucOyeCO4iiU7qxhb+Y6r5Z9L0Wl6NlZ97UbL83J0eCWORmInasxtc2qFhyJhctsmFWnDkCONRmdSoggyUa+eZa7I4KoJvivyTlw6sLZJmFfyxp3odiDzXeWFN2Ssmb2c1r6453GowAN6aeratrJS7MpnZ1Yi8iUHxAcqwH1AtBYlSVTxpFIZ0gxLxaLsxAfNRpUmchX3ERooabNDL3G5dnoqSGl7i2WtC5eqAjzNil+yFNBxoblvcoZG0gHI6z4W/9FT/dVV+a+S+Tao5///ZFW1kGpoyAYsOy/0pcWUtdGFvk6vX/TSdHXvrfmTwZGovBnSOFmfu8QvvqDXWFG+GyxskJ1p4xwbYTsZlUunFTC6YkMFxl5OcgpZP/YbL4oZI8en4A5zxLKUn0qZIytV82qtMW1Jb+3z1NesfLgLQuqzLQMYxX8MYRUbRmEurwgPqDmze3jJ5gg83Asb8jxkql2f+nbfuBonl+5hkg/wFoaJovle6dBtPBB0TlUekCAwu/fMMBWu8/uu27CtUNor3L528tiR8MLs/uBI0iovmnPPpbxMGL6XTmmy/eeKZs7bhHrBOL1dKtuHVpJGFAtVbFeG4YTzeVYsgAdXMU9SDYtvUlPVd+E12WO/7e+aASKX9Ih/YmNavtuhqrumZq/bQEYPbJnPs4qJzLzmY27tGeueAkEAO2DE6w/UMOSciDi8TbDLropRRYWLJKlfwY8vFZ0l0q/0kxNt8RTBCV+PD5C6Cjxt1Jd51TEn2+3E44WylGDguZSZiMoKiLz/6Ynlym+LMgUMiBZRIX4nwP/LCxr+TRHZfEgvp0zzLAY2BHZmiaTCBAfTeTeMut/RXDZXWanUGMXdvwhmH6Ml87Pz2zXBlhp+biqAzmdH4gopSC1NYaTRE/st2jg7OzEisBXiMCpEgRiuOHijTrXj8lC35Gnvbu/pmvC92e19RmgSU1vDyamZsHtc4NVFOaf1BA/yIuJwAoJwGiMC0tPrnjk1UF6ovOdtVG7LNz0vwYoueLtdV+6iSp2wBzPYg6AyFMZNI9XlumxmfSEfbasaW/DBLyFGmvDkyeEczerNZZekeeAj9PiTk2pFvv9LirYW3Jrq+RG7c+eIT8V/7q5m1YOJkVmXKaVCxlF5tt60H3+85bMZSuQ+rnwbSEUlcZSZbARI2jqHgNMnsl4dvAv/Kd8Ts2fFnU3iKXbCM4n6Ylq+62cDLZiLXNNbfTRyYzwJ4iYSuyoyJw7nKcWitBrLyxpGK8km/zjX9/G46asG1txJlGXmlVaB6WhscMzWI4VoN5u3Ies/bWbRzs3RYiVTJdZu7giHGjPtheYV93Dn7UZNxq8XGzltJE8XXdLFQRL6Og7hjoyCXLfj4EHytW6LT/kZIb0rYYtkjKpDIZM4haNAny4qYjqGxr3k/S+W7NjQXFYVlIh6Qtguc7eg/yWXJlaPpZwP+xyPRCeRxshCReABKAYBE433J62CMhHRygBiowgWPH4l4g65HrtqPYGiV4MStDu+ey/aPjOjOSPTvx2ZQgAWJxs/ZqVy5kwqQhZerU0kEnvHc1saPjvOVxYk81gVe1bd2hRf79xau0VwqoOtvlUohnJJ0ol8KM3sIIGuNWMWhL36LvEb6wg3EtGxgJKwoRv2LvvkyPdJI/v03xaqfwejcE1oMGbVvKGRuEmlHpSDIra16ZmZ5G5GHcuDFFe4O+dsW3w3TWs2J7dbNu5Vvfd0WU7fLDqALB7n3s1nffPakAu9rS5qcqmpe31V+ezJKjwcKiwujqilrIjYQmtEt35aq3dtC/paZ6sEr0yti70WtUvOGgQr+6wBOcnLJUO6x9Zb3Jq4IULy2qwv7nPIdnMCZeJSkgIIaBMEKJX1iNleoAEc6flSqUyol8tqy8ABqLeAn7bAAYjvtbxSvAYx8Ku+GheX74e8jCwsTNVtkhnOFDa6XMGGAvAqNRC4pmMLyBjV8j4xzgYSAHnBs6DJVoYJVyDcz1qgFBrsrMo2oXzmeCbRvUL6+VDQ4ZTymwK6M8KNSIAWX78YuBrB5bX9nXd8GKDHmXdiKaDr2zWSxaTozxOalQ5HqBRATjHxiTDWrVdxPVbHehXg9VFNPfKWkRZPxmtAIttCRj327ZhkTYVPjYrFHFLxAKnXG/d/6PhuPulxLZKpl7dBwQijErvosDr61I8olwbooRdGMXQv7CK5J4HAedYRRBocauH0ZB/lUNsDkm3tG/qHMuwnaKWKP3LJRpZEwcEHtjy3lXy7pSykJbb4VfHuWxnlxvmoqJahMajvfEbU0KZGk6EqwQ2O6126Cp2zcPzzibvZhQF1enbITemBkT2ZCEV3AZH2Y8Wkg+wsWDvPGYZ3aezaJGL77ExMbKA0DwyUm14umZmVcOPkcraEEvwHowkF5HwE9Tkx8qkMtMlrNUb8xGD2bnrrAjPAjBSDWiCz2RsU5iS90xQpw1c2uyUmZr+IlmfcfxVbn3E08rKpeEGb7UtdqrarOqY8c9w9PDYQiV6Uu9vVM4aaKHY9rKGPL0Yfnw21Jty2/kvpcW01DOldrDtZQY1p68fwHJ5taqGy0cKEyGPXL0vfgGiogqmxe6TxDGbOparTVxtSLJHxOlDffddnPkOWkg8LVafjsO86w0E+Dnx5kS7bKSSq1d9Stm5B+HWMWHMs1TmYxZgmYX6rbyvcM2ZboGi4xKKykQjKxX2lugznGpAAj3lDo8gykkPdIjXYRUzdZI0x5t54DlmlH9cp1FidUlQ8ZZ/EJsOt9ekPFOEQmQYqUwR0yVmptW7t0TWk5c78tJO+xr/L4htcwMq/N5yyg4rabhG4VcZw6yoLmJqmAqJ69knKTeNhiJ/17vulKy5Hx26WDWlQJySSxnoSIazO4FM7fCFh3qr6XUvbmRL6kEJIZ5oA7QKOH6otOMBdV0nu5RasWlq6HR5oSuUwxmfl2U+dd6tXYsF6/S9XmsNyuQ3JVhiMyH6xK2+lKHR9IY0pOh/E9dQTOvOSn8AdT/V6HpBp3VVtcEGN2t8cw3vFLnIfIdHel0gXluNcfae1fmiNDS7xdu4klwVWtFZqZqWIsYVvlKoKksKfNT27c+AWzIO/FP0aQ/FkxAaV8dSX9SrSzR/btR/3vsG/e3KgjTKgyhrKywBJJxa8cDp/6wZfsLF7+HpPNa3auJ5JfVvFKOtta51jY/gr6XG9MNkdpGMtD9sWE9A5SpdiHBLllduq9zdb0zJv8VRNoXxv8zqm2XzUgBQpLjlWpuYbE3Lqlv/67yt4Aj3ml036wMyOZzBush1PqkaD/HzG1IaQqw7Cc81KiZWsjiCbUjJ2SUYmEP3HM/R4h09Dhb9MCaY7nwsf8AUBZq4SVaAJUgBqC4qM2xSsSpQxb72aCkzIdoGN9a/8GF0U/Vzqocun5tlMGjF6+RXdz8RjHzg1wDam26Qw/U6un6OArl2gFLyzyTMkq0hOQPpezFxohD1EjdTGnnC8Ct/9cCEhpL4YNanTIDDDK2TdDFdgmwYR/efqNoCSqTUWNYXaI0g+qLp18BHu8qxcp3GuT9wD0NyR/VJuqgMpprsj2SeWorOojM/AAxob8uIVVsAM0KZ2DIuA9bd0W9kI58VSbbkdLA0QCLgFBO6ofgletle0buNZaf+qgPTkixvCKuOsx8Q6iFtrI/DbJTzTvzUSpDr6NA43eEoXf6UzKVh4Ecm5cPW4O1c9X3KhYPjYTHTQ41Ox1o0OCT6UQg8vvCvI2/UAYvOsUb/akG4UdFDYkSPwXNkwKyjcxQkGaYj6/AEucIrEXIeye9XKXRmcUuAa1j6JG00ALDml/T3rDz3puAhArcvARnaEAF4BaEC90CKgZByAPKafCKBBXB+1qHT7hnee2kFCOVwA2IfEoIT/88tTxI5zq80Qwdl0T5nlrDe/e5pI7IvDRHks1QtQWFSdYf710ZqRulTFTyh/onwYMfXy1bQB79uC7r214zIXy3e7aP/l6I4mIMy/tJGBfDYnper7XyyQyXxzTxLUoom4me9Ktjyp9PGiSPDScamq7n/VFJfyVMXPhWDY2MFqulRQsidSCqRQRpOJbtQcM0BKALDGghqx/ftPfE/ME59wcCMNjHrkU+kpOINR/IxapqQsuDcG0XFtxdXktvrdBcn9Um6kQMKlVAyrmjxerYD8gKKpKTykF+1rBQIHzZkSX1ro1xah60h0fHqUyuGjNuf10AD0F9ETqnMJNddLDFUwxlkwuD3/5taOgZW0WbvRe/Rw65jGSqHGpfrasqBEYmhY0dXOgPfFMhGzHLnBeU+TX3bb3y1ff3wCOfAjVPVVNwwGOI5J0BFinIiKERUIhJcMEzrGTNk2kS9DUcZv3RGSIiVmk3/wc68zCcVpXNnfG4gIT63FCY1B/X0JBLUs7lubXtxzkDZOAQV79iHo+KV21DcSoYdisurAPr+nDsv4BYIUsk5cZoIhMFdVV7Pt5NG6RrM/3OgjxKkbcDiJ/kcfqNnyNf2e5Ij0S2sCfWQEzBnWfDf2rgveDUH+hl3e8j/Ruy+ysXP+3jYtNardJk1pcbmLF4JhHDqWyQEUwiBytRLAWOAGal0stQ4hAKrbKiG3bekXEtVPxdxaomAlLq+H7TU9ZndEshr3Gt43KAL7sc2rQ7cqKqEZYfswx8CSpuCM+On03JLCQNF12zQdpgJH9mePs+nvnlvvSXlKXZ9WNLf6VHFtIx8RuHzNHpZYVaf7ppd/E2O5o/IYyAQEoCNz1NjZ1TVp8HWa3Q/RyH/YvU/iRi/rOWvHd5buWuY+9CGaOggBXsaSC/J8XiIJlyKORxkoYGKFPDA+UrX55JZkvlnw3A4ylPDe9dR6iv3U8xnf7J3yvzLhpDxyfVZDLQoLl+6Em9NKskpSwtuqAEmdXTkTqtPCIos1u92KFHjy+fLlkEbaU64jE6exwwyzFezzs4SZLZPn5I0glEkIqqfKCsiIeJJhGene8VfQdaphOaAjhnevHRTI1dv2ib/EYoaaYuX2R71vJVf8A+pYcp0OuQaFBsjcIXCm36kvz6nt7DSf5tQfgJCChyUE2DHZ0Ld5PcjxjSVIVUz0r5ObADkg7rBFcUUCGIdzdat6n5H8ceyE7ywgpav2aroppDpdzkct+pcOPoDCQf+WQGaUlycxVifio8Wqdwml8xBo6MzlVUFqyKxKtI1bLDfegMcWHwicT9hozr4qahuQsFt+/8+I3XW1akt6Gw8pDdfRRcg4hD7ewd/wd+IQm7t6fO/XkxHr246njfP+BufFYgK9TMWAK8JLhg0Y+bkFxi0SyQdl0zTVibU7X7lQHdBvzEdUXKdzEopXfiGkVL9FOtP/ZEFfmpfIOn76DS7Hu9fCuh6s5keU2qhiywyFImhhU4gwVUdko7xHPH73t+xwcIsveOPaWhhl+URXDOpzhx/lgiGVBRXNiC1eXBJsY0iMRhICNwNasLt50sSMHO6lLA4eaCb8U+3ruwNFmWZkPNf963V3v+OfqdXAkvCgBYx7S9Hev4ShC758KbJsKHUYkWgUctUCotIpr85Gr5VrGswN+vadhac/3YgCSN8iCOg4/SCCcQ5aDmxInQxWvdq4m+PYD9obmXn9qR+f3SQl28e37GRavCRT79Wsr5laXPG9wUSlyL8fob1y3FY/h17Z47Y6pxZGGsexi9dFiQSta9lpsbLYn8p2fg7I+TrIY6TMweCkaW67YQb26Qbo+CzF8yyUmldJ6W3ypdrPQ4RkVZMfvPzCJxROi5QV2cFvGnJUSUFlOIro8ImdgCEcw5dIrrfM7DXjtNAzvbXXVV0scpZ0uuPwXBY0H9GoXiYGY40rIlj6mpN/C+maYS4tiSUYfNiRiU6MpJeEapDIds+lhv+uTLpnT19We7wJcWW6/NUnyn5CV1vGIY7ZWyNs3fboHvSCclp4xexAHKhKomWStALRIa2xYAvhYfY9huTnKirKMguOE1YbhR5cDvuV0IZlyCSAKgXA7/VCl+ngSLWU1VE2IV8xuZFa7YR58lHDE9l81LbhwXERDK/GZj7Sc9KZLue/+N4kf+jDcrCwvB378bK8HoU6B8j948LDcGJU1e5U8Ne2x1EBC7eDgvsKqc93zoDQzDGVbtfCSTzoChuZcck0OCWOm8O2e+thI1HZJl0ZPNP5yRHCg0XJ0E5/yNauF8uZPPuhVHSwf+T28wOKHarHD6NdFwO1TNSNeL4LYbs2ORqx/87hfeJbx8R266QZXYBjZ9HUr4YXUXwarY6AKpzIkIrkP25zcYxoeGEakRLcHtqG13mfjRxR5mNAfWN+nm0vbgNz9d5VopM/cV5dYR294erSgGeJ/ZtgV82iFP4JxuNA2ixrnPMmaqZwtjeR1UtKjankKoC6wfxCI+BvcCCiXyr93I+lUMgmF0Rq2MRRMypWqoTVh1igoplIiWLMdVQBMo74wkn6BEYFF2u2Pe+M48cPJVkhdelNlu4/1MQpwvA2oXoRMc+nWe8FLt5lXnp97D+BJAr4Vmf2RAByhabwKTXwPDBtAGgVYcQxLwdULZlyDvR9Cmbz6tr6snLlLzH36DQEc/XvmMobLJeYmyeL7t4PUHljiBjMudzpKkXFY213kny8+2FqwMEy48kSva95Vso8N7+fRStFSpXpqKOtF9iaKTrUO6b2YmXiMb6m8BdL+4Fcz8OfyAzPR2hD/vRVZfJmG5+4HNe0MZCYCKdj2/TG3gZscyagXA/BwDHbnlKrxUFMAZaWmMqNr1ok3x6rg9Bc4wHquw2tByZ4Q4Oj/TxWSIWmBOEtnvvlonrss3QkhoPGqX080K8LEZgDSiKgl807jncfT4i7FWc2aLj/j7+CVzFhERyLVi3fnJS5WtspZ4myt86YwNXbSY1xsRJO0lqAwHggbZGtF2WpJ4UaKoUhfuXqSjqrCRJ86diFT70bItUYf2d/UQo8C+ec3Ah/8BAyQMwGEAzkk4LGxalLqoi3MKqI/jyS1lz1yd9SlM7YS29egMJAeK6gqJCwlQiGMw6JPTN8HlVSV16SYgx1BYi8JZ9ZNIT/Wz//7gSCFsBGTR8PxFxMCqBVhVrMh5aZN88tFt2Ed5QnIY3GBedHeyR2a+48XejFIsbw3JRsE6rtjdmMzrTHxzrZOQUsA+AL3hDUDwpg4F9OUN4tyLvDkE6uK5d566dSma5GWyHb/NqrfzM/I0F5CEMIDspBRzYnOIArqB2RwYo3JXDnQ/ZnpGW/dCkgAwA7x0KfIJ++DDPwtHv0I6p2JAlxZWLJPZxqVZrSBUGsi0iDLU4zajCRSWAzu/Ji5/pJhN4Ng/VJvfGafmn/jFNPT9dy9PCeuf2mm6per5KdywrCiFr5o+PJCI+bOgl0H1HJjJ43TXqRJGikM6VCefGQckKAJv1Z1LktX9rkxAdfEvqXIulyGtcwkpOQly7ZI0LoCzIfB7EZ6VAcxNP9kJQ4sSWADD+jgXqNaSrE+zt04B6EW+GZvwoDAwDD3quq1hHYlHjYHvZAKWKzV72ZQSDObxyA1lxuf+IFOaiKX5ibQYiqrlOQGvyyRR82QdS34xnt25CL2S5xyLkucqBA3KtFqDC3VBfhLNYbRny/7MwlfTkSVVvXLtHetVd78I6Dkq/T63WMbfUgaHn4FrU6z02AffCUleo8aU1cD6+QiJkacl8IBY5EeslRIfAC4uAxcZZJlXCBDMg12XE5ZbPW2qSYi4AC70hnqGVHK1htiyem1tuQ39epVlnQybpcFMFBJZkVXPUepCFt3XG1/Wn9yzmDoTp71eUfa3wfJZ+umr6+egx/4zWvvaS/+Oi3/53W9iH588274YWlqMxsVEtx4qIUBUA6uT6eEYrMBA1Y0QFhRIAfY+4pT+B99GyjeqgbXPJuj+M7/51Rw3v+0JwCB/AQH3E9KeFcCfEel1ULwIIHr2QkGu2JyT7zKWY4vTp5f4gBbQHvpaVGWWN03zSV4lpcse/NTXUaBm+KHGHOburHhyGYEyRj6As1SvJE826Dd7xgfEyDm9kZAHNTCKu30pG8CsLeB+USwMjioG2tO5ajVSX2Dca2WciWIgIW9SVeoaLFMTRW63X6bYueVi1f5PU7AJxi+TnT5lKY4wfmpsQdTpswMb3tDJJWmrEc+jtlLgYn+oKCYW58kda7YprXDwcYWr2rXy6/G3r3bdseUuLfwCLKwfbfrXnTciywtwnCfSq4bf+2i1+Ep5ru+T1g0ObRLRNtl0pek8RXdGipK0wJ5XA3/cmQYRminLazRYzCv+CDw4P1ssdH7w2jaIjFw6x2INemWdTIbcABoK+KZtiGWt+r31rKQFQEOEW0wawTvoLIZPHwQJADWsp2z/E+U5tgQUrcfm+7fxHHKv7wwcv2RRA4QOhaVKPVAwDiZw4Agsbmclw5zvy7QnJ4kXKw3l6UQ48urWpDyPR97k6zaPxpMS6zeBQh86nEvYdGvf7ocDPPXrm5aoDlL2A4YH4b4o2vehd1kX/ITzp2Gb1JQX2gmGs07JaQZ+UADveyCNxO8BhwxRqii0RF9dGgzRJAU4ZqLt8aQ/cjCshR5+4ML9a+RLXFoBXJZNOYwmCxq0QjI1Y3qAz/YMdyiqVZASqojUNAQvX9lcMosNhdDCTQX62hmkHEoeWi8/Nvzwn001ALFx6REFUExImtSBwkrxRzypkkSUS8uOHVd0J9eBXXpgnKSzeLQDhtRW9bY6rVmC9EsImluioQJR1bTFlzhGiOPIvx+oJY9kafqT5q3Q3/77I3UL8Gf7k5Gf723c3vZU/XF1ZXktF770g2vqbVrsEuTNMKs9rh8ioVUQ67vRQ19TABy4WYsIhfHHWk/+a+/h8+D8qqZzHngp2h6Ov81Kb/qAKwrpkxzICRACsEse+DDMjUG2bdnR+QygVP+6Yj3OZESnud7n1RASEpAAYiZ7PntxPqlQwGv+W7gaK5i+VAtG69GsVf3Cx9S6S9+86Bbkth12uBS+Nkr1ssJjjUBWBZZ2YjschILIPMcLH8+wvVFBZhTKSiQzachlbdmYlS0Sb3nw8k1V0hUsqzJdaVb7ANXH4lUlmJ8ABjtRaY65et2EZ5rbSoiqEElFAV2mH8WQikwNsiZ/XQV//jghjvx1BQ+EUSB5VTZ+s7VBTqUAbFlCffzqJv4vqPAg2I+KQqkVSAGCmA3YJMaksxGYYj53gRWs5brClSg8qts+hiEa31Fbv/h9GBo9P+a7wG+1/98dH7+I/G3vzU+uFM6E35mOLKkE2f8kOpMI6CiBvdDxugF96wEeYAA4BQtNiDhVF5Sft+lEqKKaIzHhsaED89I1MadgoP3rd8x3DjIHr5lQZxCkRCkYkXgQ7AakpELaANM3RRDm6bqSjw8PcsBgIP33KwCqkJC5j+KgXgfJAKAlTB1tAYEB7QSyf+sd9qbX5+ZO4dF316j+8ILAdvi7HfKYykUvLbB1EXJVBXDEDX3dJf7SLA1TslP+VNwEPA6DMgp+3ygMeKUNXiCcpnvD+hpT98Nrfz+kt/0NACa1njMMBdPV4NHvIV8bjMxLKoaSAUBsY6Zo/C4gt61M3u3GTo0WeXVz6nmydZ0uMZvl+Tcq0hlVWEIfaAKX5JCyF9dBPAWnVYjuPIA0incB0NCsUF4Ks4jZi/PRAIsoc0UGWMbaNDLCm5teztQUmfav6X6XLJCYWcBoAB92gRFb48CmF/VjkQM7GQT3+r/64L3aT9W4+ABpE4xdfLJKxiRSKhfcvW+1oJsFkmGyoAj3kDndogFkZXkyUMZAH46NzYFv8xCBwyoZl250Jie/eesAt9WWO5QWKOFeDdAekYoBcHcUiuHSZZF3v/KjCpWNAOIWJYcrgZkQkKW5IBiG2+BdV04Ng0QrzHW8EztFKx7sMNs1hsdCNvLzaCQ38L5s8JP4osmdJ2vBw/4sxFHQC9uk61n0ZwvgW6UZRF8CaRZ+7AfzUeEPFDRsgQ6G5XlyTG/reaZIGlPXdaiRGMJ/wDJYWA1e9oDLrZD/S/Dx24SBIJLJY6JdJVAN5JrWbC/Ij6ZXjox8ulTRU7R5Qdm95pSxmuCWcBEhAXCREMdJVuABWIva6QRn0NI6KWNBLbG6YoZP3KzaSBQe+g4srh0ihzMhVaHyvBXS64g7c0KHwL434wct+bKTZqHaB5OkVX62d/Py7pOxguKvw8jWMyhH9Kv3H7OmnOYpRLfxtyblfwUkg+lKZ7Xji369w0gikaXQsmCclxSPV8HyKalrtvtDaR8N6jF1ps2F6LJRNhMMVjUyw1PS0H8srw/9Qvz4jy+D/EkQWERhPwyyAL8kiSs4UgUi8ykJz0m4JNEEUERI6GXhrxS0BsGJ3c4bZu+rOAQSMRTeZYdsLD7W979c1w9FWyCsNJ406LPtsvJidlFJvPAf+vbNsv9WiX+4jG5CF/OTAiKBJAi+TEDZHmllmUpPxwtt8Ftx/Nh3F+76WcPLYgwO/YUVODG2Q2azQKvquKxqbgoYhceUaZnC0y3MRnUSRGxL5waMj8ja4bk3Os+35eEKh4Np1gKcAoRdJrCjXQRqQPqC3AoqeGda+khU1ijJ6zFqh66+mTn6QTbNa4GR1eZHEtInfhoMKrCC9El9ekkDQBvr88n8NptqV4S6t5Rfuh4VjzFAqWzmUs1BUKXZf/+n4S5Vfy4kqWcdFtzlLvh7mH9NoK7l3iXv2mJ/tSGc86Z4A2rMQlAbI7L84t1AYwrQwpjj2X96D/xtw9u/WLPc6j7/iy2zgaU5zrPpyfZD68a5pSz6d0CDKB94rnDGPnX6GieaRHgGpAdAYBWM4ITMIpGTHD/LA24QhpTbn3729y1hsXiMguxgnyoozalCFek/cGa+sxezyBWNNsqaTPVZIbMo8jHIG+ZJO1A5I5ZYgE8J7ImQMOxAVyYYoUnqvQqqK7QpkTVhFV9d2vTWLyrqiGr02reezZsUXZPguQ6fGTky5f8c0BApep0vXp+Eg7wviwqgASxBcq1aaSgpdcWwDXqc0KXLcamwEVfH10NwKsUj0WCXDZVwOQSLD2TF8ynOrxcEDq2RA2GKS8ZoLIvdYOe+VOslnisZXlyKw5LaJdVRGympu1dGWqMQzAP5folbBfHSRtW+D5Cn/rln8Q+d6eKxxi36ZftGe55NnL7qkEYHv2LAvapvYi+XRO+5sxzQNOL8Ei39m6eqwY08jqPNpa0JULNYtbvAwlRmTxzagQWXQYiit2zM3/uW8AmNdAJaCrI2/e3OnWevsvsfqSdH4NyHFz+REBouwJOGZqR3VFIr+Af9rXsqdkE3bOUGFoHYDKk2/6swe2aEQ5MRKjrNG5xCfXOVOTx6alaweaSKtYp4KtXGiGXVYOcS1CMg3gH+pn3cIAS7KNkxtYQH2Q010mUgpRawg2ERRD544+27n9qeU1ubaKH0lWM/9J3pVN/VFhy0mMnJunppIw+ToLrBogB4poJDJZCNGfg7UH6nQRMmUiIjqnA4tKDG5DZlngdbWIUz3ZIKhq0KWDgpj+0jwK9ZkASQpml6zATqC1U5UvCMRIA68m6xdEW9/DnaqqfUq4Zmz5fpCxvky99n6LIw4M4BTYel+b8uKQ9lkci2lb7PftlaocNueHkLaJv+pmN85mWnZmfNcz6JWd89r3jeja0TIN4gi38DDESF6xlDwRONyeNpU+HaMkMopKp1zWOk/gJl1MBHoH2KqhOYiuPSIA6j2ULwyddy5/niNlkeJ1fdIrw4LZOicnHCbb9hHJcpqfC+jetriH2qHYJEzgZU3Ge+MleVTD4uv381eQBX0UswOAxKms/6NVvkj+6l5g/joQjN8NqjF5nK1WrsbGRfufj1znLrxCy7Ug9cihoFlCVcVxfCDXZ8FqO3qGe3NOsfGTp165HzYGqvvLYDWTjHqXhlzmjMjzo1BXcJWrRxNofay3VhiSd0GYBjgDwZhOcJpvxqs/8aF9XyFicQ0QK573yLD+iVl9EwyiRcuKiBKleBZCCWk+nEnLKkR7tkaJ8dYBWQ3RFt0EA58Why8bAxAkqYpNaUVRJn5egyGd9/l+JTyQ4FeSmcFI5dWHgB+B90ruaRCZ1myOaY+/ufTo8+NJCaJ3Y0NtlLtZrnsgvvCLKP+SHuPi949S1wv4//QEJqHy1/mKtXq6vBjVk+VYCU3pbNThlWcYHzm5rZGuhPTe+cmgHwARFa0Gt1682Gg5nsjJg5eengsbGpTGUPLHSra9Cft8Cp/gUAODtGnbrJl3Z746OqkaRdptV2XA3IwiM/jPvohFdsqVJuqACcq1HfrPDV61itROqqWKIqQTdyir7oVIXgQ6EX5pZmKAAaDvsykmlWqOeC+bBEZk11ZHUxJs5qklXWEkhUgPEQc+YQFc7IBKFtBQmuj0RS4+EbZP46RT3uV1ekCXE9DWhoQrOEUu754uQwl0zqSdEZnc6kyTQIwGriOCjYCZlWQJYg2M3NHaUCJy1CPC4VshE/UHV3baMYzxOug9oQCABCzkjmwhJEAbnx0dff9AsizMgaJ5SPTKFlBFQkygGptFf4++KXyKPPjQyP/C1RnXN/9SHYkzE932fKvNftj4XQrH7dq64T3xJVciSs+KogA/fCS7sa3fN3+TIf5ps3tUHqTyqaNgVzrGLOPH+XivkxsuNR2mKPj/8dQ2mJlgGrnpP5KUNOKMgOM84vmhXVjDJ6PuqFYUhg1Ct3EKPvDNGbgjotuSAo5FCWS3ZhOsU2pSeaqnSHBmejQDeXeniWu7wFurWJj3/Pf8BApQqkbE5aVSNMioLzulRPQcds/E2EONsIDKahdSY4HcVZJac3BkAeyRpKY96pB9WdKrUSqoVReQGvszSXGGdp9i5q9YQrXlRr9ookWBVJL9S/o6797YouftIqF2Cr3CdwKQlms2lXPpILSstRQdAiMKYuJjYz5A+2UHYER6QMItEcUCGjIPmfpfG/AZTChryQJx2YvRjRbhRoXYPNhIMl6/nD/749T0hzMuGcUgz/Fvbw3CIwmgTkMHC3vwgauPvFwK65+lOipfom1qiNfF3qXf6YJD5UXxkA6EK/GM3XPByzbUtfFZGmsubTWw4/jVy+ap1+qMuiuOkmX7EfGhJMEJvTz3ifJ3/b8N6bKZrq53KkgTDb77BNTF1uVQ55MPctIFeYusE99dNUgAbJObuSLC8JwEw4fOGua+PpiuR3GBNTZ5PeeU/WO1qlW97hyO1ek6ur5Q4sSKvj9PKCUKmR3rpRkmjm5Ek2NwYlYKj2JqB3HcOb5O0aZHxEflMJWABZVECT0kxYjfxFal7lCYQMN6cs9p/sy2tca63XmlR5pWgkaEpVKlebWghIVNoattnjV9j/uJr24wjC672FZnNOz1XlM+tqIURQOMbZGsKqbsJqyyHSTwYy/JHqZX5OBdtMqtuKhGIXVjbO3xHyPgdwtBxVS9Q/z17tLm2gwzCAMCTP9YBMJ1gDcCaAFphXPO3SpVPxrDDDgUV20LrHqn7yKuTY0EwI1V2oB88TWh98tYH0RqY6cnM3iMAu/m+3A3cVR1evA2aenCm3VKo0qthLHPMbJdeDvH/756yazijWJTf5vHna9lDwIQiZVneffxGQEiggQHe+qZuGrGDuUimxI32c9KuwrGtW2w9BYhktUN5xAwsUFFdB7o7v4BoE3aWNm1KK+yFF+vXxyHMfB3ouAdemEV0EU98HTymg6cMSWwjCEeD+BXBLFfSDA9kZg772QI5FaZU57ZQhDwKELwEs6z0XdO2yMHeSUW1S4gka30wuC4p0FxSsloWm7EvU6DftEzo0FJuWOTpUG8CgjFLsvMhmds7bq5/Iy10fsEUJRW2hrDcGDGlJzoAES8CxFB3bCo+CeA4XuEMZ6fM8KUMQN+VSbgGJKk2x2pIjBKa/iFJZgtYpZTfuhj7Xg3K8MoVPkynh45l2blkqZEFIZf2lBvSaeYADVhQRlnX/p+TgIXg1cujfe5HnCLwkn11pWabfprdXOM6OBfK/BcM2eu3x274G2oEfIupLYMN/rscRrNyvYeZapiTPtc9Gew38q01NOQXwNXH5sRY9hZ55dhEE+iUA4OWtK9dWDIyTW3akGjxmnaPqhw26G+287J0hLg7JK3HrEhmo4OVrp5XfiZHIikmuNGykigipRva79bdAYd+we+qqJZw6O5xeV2Vim9yLd1N/EIkbh6jlIbG8WXo5S89qgfXXgMmVkB6FzQj9iYxuLAE6epCSBNCsZlrnFH+1EbdUUIGkMuWhSwS2B/DUG6Gqm1ef97qjaaB0fGCozze+RdUiOTsWwrs2GQQCXFLSJUtG9sbHExdq1LIQKhrSMgTnIUT9/Gyaq0AQFGrO6UegGEpaP86FOCImJhYMLvUGuRjeogaZzAWRuROEJ38mvx6j5G5EoZXTjQneqAKwzZeIpU4M/1N+Dgym4Q53w8rkP6/6JZQEkCefIN9ESNpDsyQLzPmU5nRkc5nq29NqGxiT57qZewKhkoKKRlfqr12Dd4ONPwYnX+kxf0en+N2Jv049Ln5Z8Pgd+5t+7PGklvU98Z9nQAgAhYpfvR0KJqwth6VEIGFA5EyzoDyHA57SmLYbJao2kUwvXCbTrnKlwuJ84QVV97aTgnIdFKkZdXBOAjbk19hNO1XhuFBy8OThnnXn4cK9cKEZQe2K62FydaHESSB/VkytgBBEtFwXDhZK5UnAQoPaOOq0yjIU2qUDH0KQzGQqKbZXaHTDtDOvyq7RTfYud9UBVACh5lLt5Wbwy+ttfMOx0DJ2zH92R/LuY4P4E5sVMvwaLBdxkBXbbov1vKrGADAnt8NZvLaNzq7kpgczCjgv/1eKxKCgPK5ld/Hcp3QYwbGdsqZnxa9e6jUDcDfgLO0uq/gZjH6vhWIcJmcGb+wM0HgpaMrZl9PhGNnjjkureXQIK0Rq657+50v24fNy9xAIpudnYXfmoipQ8Peo5Zy1Z5gJ2Oz1fFApCL5YrWIkMDluzN8dpZyp/NGvFkqqc0cB74G3DrwtZ37GLJ5aBrw8giGNa4EmA3PhOlat3iSLyKnRRaJ4M/4T09zS7uDlORmWXQCUOtLgo0sJhkIypPKyc3mfPPPP/sj9zj7d3CTQWWuzVwnF9YV7mT8c3nVhkTwPXBk+N8iCST7xX+jNoNicED0VWEOIuaUQ+GsptHoSgACwVI4bb5YPxhNnIuCIxxh1a2lnZHtOOgPRD5QTk0tX6DDO5kqXUOu6uo5GwRbMwWXO75fd22+pMrvzuB7vRVOta1w5vnI2pdDj4CAh6heL0zcjhVvhjl/zCA5C6+XBb1GJR+MieskdBs+DSru5og8JwwAsZh5/XvH6JvApWeVFZqgJ6JpVbip/PVS433fsgqIgS82iUgYs097mX8mviZ6shViKkeYahNtW/QfKfffM0dRmC9KQ0i8lyEl+fjSr7uCq35F8XXH5i0Fzpbyl3TqpsqlKR4on1bZMcWbIppL0Zd7q4hBZeVNKNEZHb/FMxSaEbh7C4GqH4cl/xI4uBIoP7wnOjVLDvKqiPTmxmsVtOs9XniDOQSpYn2UZ/BK0Ie+OjapMYpQU50yq6d83KGhZKOmSmzGvKbpk7H7F338wV2698+51H0k//Xrfn2+GHjat7JYnL6MH56FJF8/dBh81wYYMWFwuVRcA31voE2einZCQNIl7c3FIPb9JjQfX3fxIGeSb7o0ynMUj08roG5CB/y4lO8YJwWqRcLgVXnTdta5gBtHOyco23b7CshYeJijmlqxDFl4aEZ9dBeZ6AHkWt4rQ8Ae06MyCBlHVCHE/agUOJONZ8MZMSotrUOyb/9IKSrr0VIoFtSqgdAUFlL2gWaiRK2EH0aArA+1GSRY9XZeo63jkw/hWzGAAr0wAC0cfAu++fUY/X0N6K9o1QbNd755I8awuu1YubF8GD3OyZE2Z8NOJtbPMyiEb4CyZ3TOWepygby10g770lwhyhwyeCE+uT6WnADlB1eT0xTZj0hbWA7fvRJ0CIVCqk/75beaFvT7xhP7cW29SBlHzUCFXucVc/iUEP19y7G+D1yNxbN07LNysb9Ispdg8KCdm0HDUn1qVcYcqf70G1hGJa9w5S/kNOlEoD47/7uSlgPtTLMvXVfO0RoTMwFq9NLoE6KPSkAp4MAdejqNiKfDHQXQsXw8X3+vLvEYrALmvMc/lHPUsrylc7DRLabfOQ+nkKV8QURVkSlYQobjOXKElylhAvazChiOgZiCZ0MwpiQLAZ0vZWJ2HDudIwyYDQCts8+DiJk74EXVgsOM7+tonIHVZLmcE3SOL8FffnGaf0GaQBqN0PXJmC7Z50YKnjcyN65eOvaesFDNxA4UTIs2Er/lpCn5fBMHr/7vxwAumCUWYMc096mzLtThCwzNHJpJLCJG9qV2jM6R7YQMC1CNl3vrb/NTbyqFxV4WD0PzOl0bcn/wUTRN8GbRLYTyVKNApTRlipcTmZGvIhxo6TGpxGtx1H+cFYUyidnYsnP/s7Pu5ceC9mmrVrRnu6zLVjrX9nYe7hnqG19xlRR6FMMssTkPEnDU6btMv+/G16YZ195pCY5ZDXZT5Adf2sbhMwwEMxjK5dwr9H3z/JcVgnHmjhCiFugyQFAFxSCp1gGAJapSrFilpS45IpcmTScFSxCOwoYLljTDQgViTGNWgTYTPW0bMtJZIhcOKtL5C2c0CM8uAnLnbyFc4TYb5hEinBUBKZLSqAouCmmMYZg4BHKsJE/wwkA2KgEfmViMSx3HXSJ9B66jkgAC7ySuczKZyjQaiLx4Tj+agG1aY+CWKdK3mxwekhvWZbFy2yNN4IhBwy1OoO61G+Dcf/ZS/yxrX7i1X+3Waaz/wBYWhG9H+14JK6T1lyqTBCqalrcqZJTo1fxIbqcjtyx/3TjSEQiX8cdlfSmdPOmWXh0/IltHy5ZxiExwdp1zCDuJ0uTKUFIz3Klp5dZKSmnCNHPdvqjGPeBaHrqwsuEXFWVc2pmbL7abGZkXgzNBQYfmIG67erk6PqNhEZpkfq+Ad9U/cSByaMKXSup9XbeYYLhEIquS8WWVwIK45qtR6Z9XivDc8OQ06/K6MkMcCKQcCJ3TWeKbDCA7JtMuXgwtx4R+V2LGSX+/lX2dEgV9CciIqi3KZqzebW5JOKTUQViVGSR88DU/x63VAe4ZeToqFI2ETCd4ik6VLuAYjQ8bnFcYdMJdUqEbkcyQDfx4T9oDSgDPHC3JO+D+7+s8cgMzBdADuhX5I43txMsdDIivWwWK6L4ZjeJd01ZVDKrPnyGWI0+hgNlagwMNGGLv7FfCvqypf7/P+EZMVPnbX0dNzSmURKE07dv2lfpJ8Y+/l7m+/42deMJj/L7hJCxxetb3hC92v35nqtviOPoKDOqX9lrJ740sLB91HsVwog6Q4ySncUwhuauJnrEJwCJ6KmwoV8OI5ixwJZDf/lB34eiYXkNc1vllbXbC8hm4qUYzB71zwHQ38vt7xSKZ2NcMZ6fOJLPFSLFXrsj268pdoZDxoL//3yo0/XfCG5z3ZFQZTmf0/PenbesCCVSbLQYGd7vXAFx6SzceeL5CCrZCowbMLEOPSaCpoaTKbDXE3KYGkzWa3op90Bw+6wQcA/fY0N+2S/XFyKx9AsNBJNehSA2C+JccSfhfPK2GgINEUhGe13pAhC8Qk9JwFR+TmexROVn7ZBcEuBFNhOSQll5B0Pyc1VoqqVT+FpieZ61dHEwK3JMlvh3UdCF0lgVkBMyKSBwGNOBOs8fLeqDxTIchUC6KHSL4A4vRyFYIPLBpEoFhmGJNX9EXG7A+VbbelN+U8iDV6+/c/ep6/zye+EjkAmToDqdeI9j/LP7762ZPKF9JktOTpnbUnr7rbG126T7OFX+rGL3pTGUu5uFULUhoYlUPBMjFFJg9fQwVZRrHAKc+9HvfHs2YwO9j3M4O/yTTkgm9ydxZPc78iVJkSYrx7qaFBj2VLkgOTMRe6kV6LjABpY94PKn0RyS4rT7H5O1egGv+Q+tkjfGF1RDJpBqv50jCRj5v+RJp//18ttSUruXJ0j9Fou4qeG4ztXCesrIX8I+ZwF/1WKBUtxP+wFS0E2r4XMydPowxRIKrhW0Dr7vwqsqjAk8hFwmfWZRg2vFIljtaB+XEjdxIX+4wN3nCXECPnYgsUU+ykNBpT7yuFYj6YAxcgKMl/nYLucr/LT4CjGWkpBwR00LkzsIRJe0eBeQ6uHsIRBcP5pJYaH05KqahKc58j8m0unna2IoGkICLjolgNy8j1f1oaWwJttRUms0VdF3Vc/+tD51wFyPtSw54nv4DAMmVt5/4y4u1bX93/398Rz/XpraWPlZa8u87mHJsZ+iSKg47afzjuEeu+OXr5b3MCeQ14iQdnKiB2bVFRk2KAYqFFr1LHyh8j6EWcW+CYDpnfFhs79E7AnlIK6pZ7HpolW8WlDEJlIasGCtKZXPSJGuG0GkUGC4miSoyN+24so6iEG4nYQvkwS6jiQ99PX5Anf6xOJjeu+8NQ0cjV9n/+MPWpXSfcYEq78xWFIShCasywcNUVpa9J2zKIsXDLknrD+74L3oMxZiGDSe4O072522w5n+bq7DGzYFObm44JyQ3EDDvf+p44VlHIpUv21tXW3qDbHbq2vDj5BS2gk4lEZQx8CgXesvMms66IXu1Onh9TUAsJqVtEMFx9DJcZSwy2GHA6uKKCHLrKB/is7FZ5NtUh6PFc65b8SKDlbOlp+1w4Mkc+fdutCIhiCvh2vyItn80oCmpVubhyJfjXlwMxP3Kv4e9jJ1+pEul5VFZ4qujr1Ddr1+PIIwVXe2b1qjb/zGXa9tPO15cU9kfXPJNXhH2bX2GSJ/siLz3IMeIXkurJ0M62jUygEerTXU5Bcllx9DF035VqdZn5GjhXkHRJqrYKcnEMulGvHzOlAHVdS05vdB/0d9X0GZD6DxYB01qkmLe2SAaS5NJT/oU8V3GJLJ+eR1WuQPvQx4nr1WAptr+ugCmz5zEqJP8vZJ+VT73dEyH1Wc/6HehMpvKNqWmJBFaWQRsBvCfQPdybVPsERzZjKCJeNFoR/L3MhfSXgQnQ6njdS7fIfSsI5jsVnm/1mpXLTMONcP09XZeHAc83lZXxplXbRJKaPbtjamp4PvPpK5zwR0GFlY7mRawzKQ+rxIcMLlvxvv9YM1ZNEi36KZfWitrl8AKevDTljw7bqOsAiGa6QoU3AHdZNx3q/CRKA/849RbCK/bUrjzkleSriNBINmPAC5LpaceZ7t3ALfV5vVdOqdma1U9sYL7tjWSOkZcnlRW1QJn9hMmlO/FOK/+gTV7afv99Bpntrc9+TJvPysydBFn6dZ5+npt9W1/OyEfPdMZYxRGaj4FCxOhzxu50A1cws7gCmEnGZTOjJJlgrgkFGwJA4lTo3PJwSTHqNJNGb1hh+IUmmslSeiRdhtRkc6X7Y6Z247RSJ4+qZhvabd9OOCV65tbQzh7HyptFNHSaqbCAM617zGXV1OsPpeY1oZxG7XSMUEH1CpNik4/vEibcdGghCIDY/XV1dzjm8Ct+xhD7I6z6vx2PUAr+gZLP7/0fxzCQ01rgasjgbN4FmbL+vcvkijerGnMmWjl5scu/Meb9U8L6ncXVYZb7429FK29E5k7UixtZ+UemKmTtw/fLVqxaC7NIUAqGaev11ALnrJ2Dd9wketaRHYTy0mm9GcY6x8FsBasTEzqEH92NbFt73/WrJyp1sf4mwnl1bNm+p+iboXVZuREojMuig3KhqFh4932jhqnGN6DI7LDkmYj1AZFVdHWzXzp93HHDkwd7FBhf9IfQ929Pf1SwUr8H++VRYwHfuOW5T3/cIbFkPazPQjAI1/2uYSK20tznMtu/vnT+ShWyaoEQEG1xdIKnj15QlcdsOmDU2xlYLlle9CDzc9+7PAq8RS1rCeRSq1gjRIULp62MkrLx0qI/bJ0vVzIzI3LQOcB8diatXUEr0Lz7MxqErfnBUKYILhVwxvDAxcL83NhlXY/axOZFeVBoC6RPxnh5gE/jpMZpTAXzvlrdLDI9bL4BL3n8Jy+hB/70T8Cb8rfU7VjsE4aPj9an7i5gjRvkn3VvDSwctZ7lfjs09JxljaXAfDGT222eX1x0U4TsrdSe9bc/vlV7SGkZD8yof+/7T5VYsnNTk2nT2iQZdJw8jq5dr3+8gbDNyLsLk8wAkTqEZmFQqP7FyZ8jl9tv0meR0ezx/FRDIx/su/JH6hj4PZdqll69djQWskDpL1xANEsB6XyCEDb9NMV9nJkn+CvYwFRf8Yq4at60V9w35Qy/7FqskD1q2FrxQ9+1dTPw4fODN/N2u6qR4XpclR7XLQaOrTIxhy6Xb1c4gzWhIt5eWAKHfZCoWZlSTPlpC5xcMJtND0Wvs7jlJoX4zyc6iMPA1fqtedxF6urCZtuK8T7vlfrMU6jp5IXZ9QlyECBspRIILolCIdXEKApn+phFqe8suGf3S0UlhwIp89C5L+1TcPOOisg1aaEsp5HFFeacVWP+TwiCVUKlvsw6PKCFNdLUCFnnQKDJ/aYth0lVOLQAzCP6+oKQrz0WoX+3B0yI3ylvsv119wj0tk+jxNel8W8pUAjLZnYgFrfA95Dsb/CflJ2i9HD28jc/LGR2U1LMybxyavyFvMvlmwBs/WrZxaNTzeurt7QCgeu8ZCQ9wXOComxX0x/vvYwUklJEFF0AYMxNThrY0mvM4QhVCnJpRMHLdLYWkA4xWIlrb9p2cN7BLHzOl2ZMeyEpXUJxfp93CUJVihrSD722knuEAvQDl8jdJfUHBl5S2lKTKVkr3urjopucEHS92GP6vLBARRWKyYDZq4uFRgYJp1Zh7w/VlAJchc6z+sH9q3wVhqvE93f502jJ9rIa564fuwY2pnlNZHTmYtCzpIs8IDPWCsEVhZl5mCLY2PcNlm1q55USyaE6Z53wvUHYmFv2vR9boSqA/9j53f/cCqmizQUu32ENfxTKyvxF6J3FtBSOj3vAF69o9hZ0/8rsAnzH0S13eMKfFzA1uDZ0Z0XzW9Qx9LLnTF2NhnbEu8Ld6/nKplO3yx4xgzfJG074uKnfxaSr/bJlOt4/A+O78su+pYUzka6q1Q3Zd4UK1a7Nm93z3hyD7P9uuv9UTn2iDb9Zp9YKReeGFWUhfPVj8lPzlyx4xL+oPXriv8mLiBoD+iQMkJAUxvMsrKOFDc7SKQWVLVuZ+cOdhZlzmvCel4cLHJpzBYc+/lcCBhY3ZD85i+7zaRah7HAuwV6e92eq9r1KZD8Hqj3mmecPj7Yo935wz8X3v+3AT1Nn70sn+NC9VEG2lplV0mVguO/ykiMBDOAJG7IeQ+b2lbMFK4ryyr8Hy4sniyztjZwIOxTM7BWg6Ik0bnaFkYn56rw+k7KwLpVboTGqJDSZZ02by4GZpRsS6+FkrLkRZ4MLc3KoFb1rO5iv0PrBL9K+Is+YXFNScKpppOwAsU7rZMto8XAPJRFp1qSVOWE6qgLemxn69arfA0UZ6xzptgtmLCJvKQb6XDlwOTAbc5WrF7tDh936lvi3WkUcl+qQ5VsdKzjAan5SGPr1fzx8Z0K8yRnvNyZj2PdXx1qf3OLEsaFTfGuADHRY/3a7kzm17xj8/fNUv5d/uCT+JjhfIJh8uDi5lDLUMEuxPbnE0T8iLoO+sVqjGbE6NXZib0EfvKK2VD3mUJp07HY6rUHW3alQOQtSc7OW6l33/KY7903IT6d2ZL47R28VCbs8N0eqisbnwfcrizhzTp5Mh0ClqQWRJtrmZJnSVaFmAE5RwgLig6PAU6j4raC81ZztAvv/VgdlkGslJ0sumHA4oXMM3TpabPMYmSlhTA02rsDgX9Dz3RGzGxviKorLl9bk4YAvCcq4ATS6Tz7BZOLq3rJspebzrqC6frmExcgz6Aak8otQUDc5mjaZ0h/mte5pMbfNno4spMc3ckUk1agUzsxHuDDB5uswWiXok8jncmDn0cnSJy2EttkOofFzQXMrss1a3MX6Et550bBGxCdmrlYAt2thoCflXTaPTaROORX3JretX1v8euMyd7H/R/Afu0fPfZA3H7/p/JH3dbWAvVCR0TcQfQeSJ13C0EL3qoHl7vz6dd4uhX49V4TFA2l4fDSdSBprfz1/968ubIJMf/0DZP53069fjzz9h3D17ZZSFy0obw7MNWejjX7z6llbQXuAO/OQIfo5pQviBu5m+R6n7s+G0p8h7U6lSQXgjvExFj58YTJXIRDb9I5eg//p6YjYz/06qdReoN8NRq8z0Rww41Lx5zKCqD52VZxPNJGHO5VpCAoQ7urpIcXQEX95UdHQyfX+U4TU1CJzg/xPDvKJ8+qBMpnMNJvvemvkwtkT6lMdvxxC5+D/phCPBhueySkWEVVNUbWW9F4LA93oOc1S7ze+s3NQ/1utpkxRWZ2uFsuaIitjjXRsH6LCyIL7KwUE8oqiPzMlcFM02mrF/gmA/Sf6A/hy4iD3vhWIMNNEyyCESfi0HOTb9Y5K50xkzKtFeA01awT4HbpGEPWICBmvKm0UJYkZ5o4o1rTk93hyR7pzdYWi0QA6FKXA7XrJuVQIJU+DByrm8h+Aoa8buIgEZsUEn+vJlCfRNgI7b5v7z8fPIZMT14DlvssdJJgtZnVTtsaGJFWZF7nmqZYr3eXpHIonvxXkEa7SoXMzvgfBxjLZ9bO83GyBaCcjJJQFSZSDLNMJr3fEU1tQZN7QFE6fCrHRQL+L9BQ59pkTjQTCqhVji/OoOtnGKWMU2uMvtbPBqfZcxaaK4QtzOW3ioUPypcdu1UVOPUhWnlfLFfrjacU5Q0pmlsTSi2//fi94/zLB3hK4XbXW5LkBb5gv9V6+U1Os1qB59kwhsNmRuxTOd2+cow9ZhCP1MhRWf+ZL2tyjZ9rBP1Ro5bH2HrD+QQQ3Yi5jHh3MxviSOKUvVeR8Kpd15gdzcfYL6frsiHp0zm2qJsoKmZwfcC2VBPOzFmFuccafqlSRMljZlCuoUW45mrlmlrtTN/9q+cgttJhZ4meKXAWY0Soec4O3lZnN0JBKh9PPtRH3XFKYWp1keNdmMPk/m7JeRJo48bvgNFw0q3qgHPjaOpT77WIWoU8mtEtulnGH9L3apGK8Z8QUEts5kugXcMBekG9SI7QSlifSDcm12/ZYcvHak/6/x3XEsrCtKjU4yBeHYI1CCGbN3580IHdnV/dFebNw9k1Oq6rdekth3hg1qlK2F4JiZYH1omgBkiPF+eGqULkhjCYeTjf+ABQVycbxxwwunshe8FRXnPe3pxR2D+ZXAZkGWXo0N9x+u2HVzPaa2KU4uTJrgKKrgvkDSqO5vBxTzBXCNnyrHBJgN/Y7xf+OTvKDLQDRvu0Rtdwd6/Oolj++Mc9kk9WGSveABtYv6ZbSu/LKD/ipHN7FqrQJXJcI27jB8zgOGURjxQN8yKneRCeCqoLTvfOpQVM6v1Sa7ZV/dhh/+JUnVUXfMhMB/vUT2rL1uWH9+v1eEIQFsSQ1lNSUZNtA6UdKeGWJ/f6WKmasC6v9rU09uzARMasyFzTmApDbtExQAkxg9FwEsTomKnTsv9LmD1f4kDWM6QLs3oxqziGutdWTfAbWuCqJVSXsSIxoAiZ7xDSHMqjnqN31VwuE0wPhowNAbrRU2ufubvHpz4PRUqSJVRyfnpSyLcgSPleGlOMKvykH3dZbQ3inzsnDzxRaGopGHK3pVGZazZk5BFyeGfHr6n93PABqV6ryhw1DCWydFtQYLcs+0d6IQdoE3bMZrNgi2GdJsEu7v63g6uRCqA2me9WVKi+sMKSZZRAF4lGrwiMekkfWSdTUlaPkO4BkHEc33+ptxX2ZsGPYvvYt5TpdclFMW4Ae33cl5kZbfyEja9QSfzEaYu6DnPJXrtTymoriLBorfKVhFbs2Bo5eHqucq/+67PhAvgvzRI122LWU7jx1OL79fgMAlOW42C6BKFZgQVhbmafOBZJd84Czsi+LPEnhL8iGGXz8NrBOGoCI9rUKx9XsVdtN91d2T5usgjBvVmICNZrnJHQTkU9pAfrpjeQjz2QQNTJQX1mJG8Fbd+6Rs4BUlGTCbUw8klhxyt+b6F1UbnOWxXZYH+1bVoAK+GLUNZVXjcQVaDN0k5U+X6fgh7nhkigOgzGk48fpG39XQdTcku9IkhEi8ZV/bLhGUXH+znTMDj7sIS5VlBH+6y3Tec4b6cRr9srKtPYyEy0DLeUU9XlMsbdUrAKegqEuohNhY4oFkJAF58eIm1QH8T7ZeLoESPU3p6cmdVGUTROpkUvFiVSv/AXHnmfLR8zJ9gIOJgxysKL8BuQZJ6JXG9BSTAPSYSkuYw+8/9QO1VJ/8+Yq6RaM4oaKtuot3y2nJPBiLFPSvDF29ZfJEzJw9+Rn10taLfrhNt8mm6r3SoIKqkWIsYUEt+Uvvbmb929Rru7iL9sRWiXh84CXeLZA+OWglI6nr9DIu0FVf8vc2Gn1weS++vIdAnguXaZDLsDEOtHNeJy8FnHMs7KtgaSbdqGPkqv+G50MfK597zEjYjP+slM8nq1GrpybAKWFpWORyMTXOdoTl+MWezWGhgWb8an8lvDQLAWcB83V0XiP1pSr4ZYn3/gHD2XjKM8jfsJordBZ9z4dqTU5TRDO6JzLvhm7yh4i3CuI9dI9q+FIoTgeIMlu0CRn+e+zomlLdyew90bie1KVB+oLIY0dgmfsH9fym66s1CVWQsYL8eC8lxjpNBjLo7WmNZvn3MmLkyeICcjCfkVjLJZYux1Z8ABNjmn/CDLBZq8VgTfMmh9y3mNPvwXa/55J/ycGPW4SPoxd7Hi6HFkWaise1WzsCfNJhk9IRQQDNzRC/SM5pviwsqxB5usHT39n2ryfOOcBWmMmK+ywKce7a1FQDZfSbE+E6suevKF1LzKSXZeCZvSAtRRNtG+6IQgPq6UInQWYgdljD973778da+cjabLudoo7FnW4cJOtxVWo+fNloNkhMm2KiBwUAqFAl2qDX7d+865Y5fsVPQhFn/rEuIgedY0oGFV8Bgxr9FKeYNlQLfgUascI7Okenn/8yXtsmwvo776W3xGJBxJaigqJZ1cLyZRMH3oG2HfH3ieYh0QPkDJd1sGSbGYUtYyV6eu42iiLyMdZqjIiXhv59frukLexLpw5GiKzklZOkpPI4h4DpfBq5dVxOjoyfyZgHXjv2a/Bm57YaLNv2dtuzrs3TIb7/DV31soVls7eNEd/yuRGUJ7Lw+RNeaigaSPmeg/MDmxM48eo2SWJU3m///Yvw60td0Y+UqnUGfBv1q7hr22AkiVKLK2//2RxCHQfNSBNqyqySedDl5kjDWD4TBycU1kAbr20PmD1eyClKL8cpZrxprXiQBcudnH4A4X0oUVg0PdXYdVqRSG2JUfODSkG13E3/xav+XwVcqmPT4iA5AuQhaJFtrmnZwhl6h/P8tejn3c0/eRmy+F+Zi2al1ASPCtMJwva6LHZ/OUOzFVHrF3RcXrvZeRElBiNKB3oFpe0YNPdLVdOl9qq1eWink4s+pCJ3Cq/7+vJeKixPGi4GBVieaU6mwgwTgNifPnJB6vuAjVyghcQMS04LsmWJC6lDjmAknC51xFuLqud86b5BHz2wEhb3synIH27nPJXjpTOaZg2Y+O59s9uvgv+Z8/MdWsiL6eYqJ2i/0TRbgrBvuDEVyLJnfn8krhadyvqhmylIFi4XrNi9JbFcFSf619fXh0zKqBMgwg7btQczUpz+6jCLqkKp09O8+GC5XWQPxCNcGG4H8FEmwhm8Z0Xw3HE+79RBbaDmWS7CxwN+23ZQK6ox5Lwnye7e9eq6gcQWBgXQo2Iw2y4EG2tVb4LR3wZZ+sy09vqFMYP5s7cdmR9623G/thPi5fnaAzjYOeKRzcfM50TRkD46ul83d7J5ssldQ0b3NDFhZzUthFKK5nAWN66igBFIOggjoCTQp5twwbgb4fl5T/0el5Ptv28Ank8OQOvUMYxi8tObdPN2cQHxOLxaoeAteuW8q32K3wwS4EMoNXDSURURJeSBi+EaHVNLBJX+2aSx+R/anjHWU3NaVbq8dVlLIjZc5JgJQzZBOrENygbrp++tA+5vNL8rEOmoOrZfOf0jyloy60bJvoO7e+LntSsLmKuEgwBFFKW0UwaMkL4ef+ca7mxQNlOqorr1JTCyoUBEGwirNG7bIrJx8BLX2bN23xeMFD2bZ2cw8EHuI0NyuPRjcNDM1xoDWpoqlBnmHtwctG7UZEfGxvx1Chtjg0qk9v8L2fifWmau5KbX2H6sKLiLnSsBZdPC2jfv5mmf27VEB6DJR0HREJKqSqCJfKdHDiZmu2Q63atJOZGE7FjX+duvlF+K6OYLbJ1//WdqVVNQfsOLdmdbBHAVOnooeefUtbvEdpgicHZ46ZmVf2BkwtrXDGCycdRCipPkan5yynLxTPCtzuN8u6iu5bOTGHvIJLtXmlykCs//xBRt7vwUTyU5MMzMkjNF2v3+0v94Y5uAOy4HNi+tlHtPB7vLi8uUC9c/5I23pvzcrmLHxWzAfVWNaprgtJB6HTatnKSQpskX5/cZROlWWtj0dqjRMmeDaHKNTH96c+H+p4K1jiyGv+ZujwMdCvkytYc5rGsL7CbfcA3xa9UuZeuTJy/PzFWUXqnsTAmBx3LLJSFIRFVgHnBZpnx9Kg1uDqCLFOhzIf7h5+in9JbcIcmrJi9OZfSnwfCVZWbbiuq1aCcmkQUBXgl1OPRmN7O7pNUepMzoUge20t5X9wHyY9eByXqg61tqwzevDxeG+/t/3Jbw810RCsxaThBg6XG6b6jduv9U+GsRcYsZqnSSL4rF5gTXgl27s6GlEXSvRsyseuVomPvql0/UiFVQ2Ft8Y3bsD1mGJP8vXRdXyplA+5xFsizRnoihmndeD6E3bh3kFakunu+nQlk1wgb9qx4+v1vEUn3jjBXilfcuracJeYPwoQJsWoh00oeGha/66I1XgAw9yIeELJTdidx8Hr2bsCShVRLRmVdgbQFLKEcvsW5SmdSkYClIktu2sLnCXxRnXzZJ1ehepzcvFs7EYxbFj/Grsd1SehzYSkLOtGr58ykWBEdIse1Xnx05YpY74xGt7FgcEGoR+KGDfut0/H5Jf93lcafDYYpkwJrKSZZe88QFXcfi84iUeY0R2wMNCw3sjo6I086KFMPPgMaEFV5rDKdBFUJG4ORuITRWWLOnTRUfreO3Yf3dL/v7j/aamdhHNvog2eHhG8Y2bqbpvMWSrXQpujI/Ak11LK5Gh2lYWmq3AabBNmzO5wf9kJwyMy2PFqHBG/wn16kApcuXSdL6xvuu2G8pqc1E77n529Gc4pIOo3B1wlvFO3LOBdS3XRWHB6ihfUrlW7FXoylVojDMx9+tSTTYI2bAofFsLF708/Yr/QfNSFKv0CKKwzBkN5NiQq9QGqowKXoycSB5YWbciZxGw5NKRgkw7N1srz+OHpOC5YQXkVu35jOvmsWGC2QrveIavdg489tEyAAQgKXIDiMKwMCYVgJi0hWQSIrQQLYCFcWPXaN1BccPzDvMigtQe+pkHumLJ39lyZQvLAwW7jDtf3QTFY157CwNfj7Q0tbnMj8A/Hi2MamjNuLUJ3LnU1LR0eo6HkAyAfwgjxYjfsmzk8q6ovNpj4hEjphu+7X5APC1eyyy3v9VBwyAMrJYarncghLovckDGdvr73arhNY0+2rKtZUzByVDY70O0b7u6iatdvJCNyamswxhrQ5iOYVZ4ZTdXCvhnB2byxcUfUACc+aJjWezkWeC8RXgQn1n34+sjDsO/t9pcEoDFgOz7+JgFaOHLEva+f8S/WoLaJ3FTaiVnoHNZIKI24d0AB75qNK+DIzG5iNh2K7b9X7nl47/t+623/xl8eQgiZp2tNu5lctrhDBPvrrqVTnJOHAvTcbtlO7+zo63aDJLSXuFPyzEgrKEA3W5bQqS/EFkmmEDTFoMl48mtCePRvd/GhFRe0IMGOXLeml+hPE7IxEWeS+nNEBItX3xWAzXSzVfNHTnmCMFeWBdvUCqVXj2QC3E2Nt92Hd8u5pfn3Vb4JyHTNA1DQBsj5ubP7KinkahIPeAasM4aU+TZ2FxO5RzQ4hzLiKKpic8gBjE15N1qvUyqNnLgCSjZox0nWKntESj7CoZTR0+irZbUjKB97BWfUzq4m0YcNu9a5fxTDS3Da7yzGTOZQcnR+Kf16ufOia7eGdsyfPHJ4MGqK5u0tNXQ1TSqEK7BgvBWDSPWHFyEctVYl02lMt5T7u3h4ajtJTvTK7LqduinknyMlGjcUHuvduwEfGaxXe7onxdLWcqmnejNSuWTxEDZGBF3iyZRNabd+06gq5wn/lT21F9sCfjvx5GHlpVn4rUMDEQrEhVwI4N9GwHR5bvbKt6AOjLHR6iQQikLmhrMIKLPkJJyU6ZGL7WeMtN0c9HGAN5auo+64Pp0L7RDa66YtTEy+0hW40mcJGbUbH55lBPw9q8zCnOxkYxbL86KR18PCVBSDRPZlGJbPaoR4Y9MfwkToq/H2C/rkypRwaleVpKGFRwHG8T+uhjBvog5mZerrx4Yhu1lph0bD26Wvj/baCFr40P4Z24J0ZSqaNnhBiXiOUqYaVyTjUGFDl72kxSrK2ucCiL7sXkiVBKcosZBLKWRWovnlzbSK7FJxOIEGVfUPp08PKc9cGr/ePvwc07na37ZP8GxTAR8Cl/nEAlXhTuwFwTriT5RrtVMY4Pn+1GhArT4uXaQ1Ba6s21ZXGEpmmnK7EVgWJoXFba0ky1r+iThXw56e3qZFI/0+T7h/cHeJbmrJMaSlmHOkJWaB4x6XVNk+5PqAq3+gJi8d/gbgKfNpxFU1qThYRO8I1a/TEldbCt0PjuUMTAtqPyPOK5fvW1UwkklnLXJYoMzCXgmK6WN0A8u5xqISRpoxCclmCBFFTdJkoWTswJVPL4YWomLBxShIQBZC0CbHrSq7VbBpPOa2sX2+HdhhzH0VdW8wlae5qRo57ivoK3AaFT3Ox7nzSqGPAEbkmJJTEt0LOIF9+Ihqum213jgnjKWYihdesX+EoNULiSK5g8vEK6cUE0NwNGorAhat4UGU9OyxqhnsGnNfVo/wZLIVjml2kagBMhuxiZqna+VhHiiqNmJQGV2qoS6lzTq+G7pisNfuZLjBwvb18usWyJp3eL7cMshTP8778cnwi6qqGUzONzqwFtOrnoun14n1qim6PRcVytT7L+emg2xFO5Ph8zvOpXL0ig5QaoLR6CWgU67omOsVX5AVE47RrbPBZcuXbN0xtSmg652IXV//5T74V4tLTt256A1xssHRMS+8DD+p3Nlfd91dUePZMJi4MVmbgYGNsUmdbA66Lt8XhFYoMRqqwsIn69AextoC7j8UyGGMW9v45FY3SggF27So4KefkFKBsJQRoEVquAOECWnOFgtx4YCusoBYKGwM/ioOifTo2RcHevFDztDptvHRWpal8oMgmYm9ZCyeIyzBUz0mGrATCyuu5xbuIy2NS5+VnL6tqFbIBvZ3eZt4jd2lgQOvLkdrv26W514xSPYxv965u04jvxaauofK1wfTcApPOQ1PrpNz0Cqi59XkppFjuefeQILM5xrevvKWoor7MWh7t++hCaKhWcNlrqUMXrwxc53iLXd5Ibruu2HO3GQymUIpgMhIhFzB7iF7KAiatXMQAFhoKgjoyuwAphPmowWgSU0k7a0IId9TACHTe8jw6uSremxOEeThaAWsevDP5SR/gDyBw9KUdQPlNZ37r7kY7plTJ9fY7S/aM/ohcvPvzyhduN/JLt12ZYTcUO1Z+v1r5kLKl3KSsYoFqJLDcGeK0URVvDSh9Mi56HNo8nFzIyfFWbkkFJDTPW394lVtTXJp6cwuLxSgAqOdhDzwsCbAF0ocEbJngq2jr5ahyVcECOASfOdLehiz3+KXl/tZO8WINYtI8rLTxGbeutU5lGCV0VhjYSmlfoaaBMwvQ0WuGjmtSTOhkkRCVNt8HbvDV5dLTat7mU3gRTJrSQ5hontL85idWRonKd+vpqsLF6llahQ5ey2f+lKQeufnBtVGUSeFVjbse5f77t0kv3Jk959COU5U32W+w3vq/lj79t7kRRyzfllycKwbCDz/xq4D6kCy8AJYXA2AEmlIQHpAHteJqA3VE5AtJalGk7CANMvKfbXJ+/mNOD8xscc0NLimGEeW2G3939IguAN42ZkAERlFiDAmpqlcmIy0jz/7+J29dgY6eHxyDH7kN+l8xUtxvPxWJ/urHwHfQYte/tHLVc/BIkpWcfzdh/y0Ah06n6cvXZt70/XjN23XZkJMq9GrVHA3AWZVOrwdeKWhss/kJXXmAZ9OyarTJAO1bK5ucA7lJu0AVw2McU7QNMnFIQVqlvQOLybFEvmlYEtn2ArVKvtwXJO08z2iG7IQsny2In6IOJ9OlQDwX/M65EI/5zr8SIQXFBWETB/0aVtZgpA4L4mk5IqDvEX3Xx85MeL4pmclq5xesEZlKlFLITcpUkaSA5RUyTA12NRkMN8M/LWBdUUfySTTBGxDeUp2XytPn7fvtjkKjLRjP/PfTa+n5TzGmSnsnpew2BhcokVH93Kn4U7quJNFXrSVFQdexxvjJBbfQMCVWyAbnwvFvGPT3zEUfdfhxE5yfnRsh5bLEX2el2Q/8F1jZix8n3prZdMI9nbhOv/XkCqXKZkoGX9gHPVG0T+0evdPHi8Li3nX7HeviRQMLZ9c+t7jwdMUK+5HEu4/0gcgd18rOrnsi79ofCqkIhxmooeOaMdafP1y+0eaYzwIbGvAxt6hS4w3/XxBcADZ1IAwAfpqXF3dp2lRT95ZCW6RAcRi2sTFDxuzmt91tt5PpzW532z93gbEBg+FOW0qh7q5JG2nc9eXZ/30Z0PgEixtCUKt5Ij4sYozXdU6u3SOSF68kQwNcQuV2KrX6kTNhvRT3dgN6FDAtAWbbmSwfDIljEmskTZSVVZzXnJFwqAprGyjxIGYKm5k1fF47HbkUb+3uYYN82o5HgA1TiIthFRSTElh4sJZ/CVnbkYiQ0xI9b56aRaqzC0bAgAyLg4m2aQbLcJm+a/m2cv8+981J3zWHVHfOrwR/l7f2ok73e9cXxDeFuw88kSPGpXiMaCw44BL97h4xwzfen075XyvE53Kyo+ygHCiYE96HA30zTqMETZCuMEhTzpbGnNFW+d0bzP1Hosl3NHdeNQUXme09WuMfpm+iIPsD6R4CtAAs+02jpsFHHdczCQnEsvKSVe7fzt7Zyjx+01fxybIZ6pK9M//YVc9A6/crsMWGregp8dzhHvLA5PvfHec0UiGkpWlvdAepqv3AXfxp6kBuQDLMic8vFaYs/iHxzfYphr0O2I3picjxeHd45Hbw9+awJ8FywBsKWBASJrPrq5dXpMxmKnGVPkdMBbHMUpY3hnAqQWIBIAeodFlsLide3RFZgHBcH2Uy7nkis98GS11Mr6SeS0xL++c3+e8BpI7FHAsvKlo659NKGKpfECH8JADhYyCxdktLu5HlhlXoqtWqjaM6ZBFI5jq6vOltjs6lAHi5g7wM9YFuCIOSOWE3HQpOxenZPjia4GZ4iMWWOL2iu4m3Lg9NLcaV7Jy3Ia1iOmcDL/jDqKX7uLVTFKxHzKtmGRaaHaVTS/ifRDPW4v6IdvTr5xbDtC719dR+09ydv6Z9+D/ounQbCLZsyymbC402QonylFK0xJ03PqZREAcaVxC3uzXcopX38DuuvG14jIHTofDTtu/vPNg3xKl/yXHfGFMimjOHXn93OLqjtv+Fvyx8q3f8fn1RCZHg43U1y0rqo45rKbEgHFkryBeQrjF4VK6v28ft604qplu9C+d9HE/C6yfDDh6HxDGYLNz4+F9nTNZa0VxNFuSjZdtySMpcGi0yS0UyiRgHrIsAz40kddAkGVUvJr3DMYkGFmRwUko6zouePoeoOeaoDCYXZ+BcJo+fucUAcE3wCq+St/gWYupxRwMyhHkGhOtpANYXfpKzi0kwGWpcl143C0QEfGd9l7xHquC1tvlMbwBAhIviNsEjq6ATE2RMBfCBskJ35WalRp0xe+T4yKgypEjEFo8c3aOSy6guXvvosENp9pwfiiK0YTdohKtuT3UuowixlDMcLETSEyob2J4nu//spG0JSSag2iysSiX78mfY73LvzQpmvPBs3+wdx7vD9/71rkhh0LX/hn7PmuYtbQvbg3UpfO2fQc+VhLY/e2E9YPPMqtWUNcTL8eJXxMFCPiyc1uAI8i8FCinuPdRTQPmPFvw0ijwqmD6eL94hVipvlCHuFgR5nFzZGBPf6a+YHm439U3MaaWqIVlWOOimST1n6460tAn+La6A9bHGwbDK+1FzFUxx/lPI8qaPkjHc4/cy8BQtLZLmpo+sd3EzxnnmvUgWhXR5nNmzfGatYmpWmTMnUG0DpLDQq07GI7lV+BjpTpOGTkydLA+PnsihPor827RPuuaTl1tlqev2v1skUZha55eGhdw6BupUpAllwVXJhsVo5AFP2xV1eTSbqNojnLs+zqiAdPv8hDa/seLJStQvhGqXHsj49a1fTGaKEc+fGBQ+EAFwdUKlArpdQHlcCHFuTuFmVzsmTdIcqHuOE5HGKmMx3ZrKPc5Jy7vSxkhCJloThkluUPHU32vsEINPvoyJjcJlmxRbB5hFD5Hd9WFR4k3xKKc32mNANmrKzV+N+/RocqVg8b9r8l9t1vrE6R4NpA5VxS1CxOnSBbqdG9K6OmSx74TL30iWmR5HIfD8J1up+TdzYj9IFiLgbeAsWDIFJs6j1gQ8jJC+ILuc1S0XROyMxkG7RWl5NeFbZwAEXqNYe8q7CMMObPkGctzCBCNA0gxR7QnGFKEfZlkTBMckW7Tjh0ygrZzxVEbBhYXEbvtOdHrEpRoDfhGm7lRAF4a8OWsV1X0MyCfAQX+I/keHdPWr4Zke9ea89KwPFNFAGzddLxOIwXlHWK+6uZtdcSQf1VgcRK9ddn9uqOc5Tlu9auuGUR6j//3bvuUT1LU9gNgG8TLue6W0TEzzSZAkAx989X8tdyI6G/Pl1xtC9PBkm88qmXJ0Ec40cL4f51Sy6epkmgiBC+oOZqIcrIoFbVKo2Ig79fRmOnllZrKOVszMUMIpmpfv6kyRBcq55o9PmQ48mHSRjPxfpPZPpZG+MfQC2PQ3segCHu8O0JZ6XsXCfDDsj4iX8rmZEiWPLBEarKwKDxItjznz3GiTkqiqzJ2/8cEsOPvnP/w3n1MnVzQnHxhyMpeAd0mZCBKvJGwxUqMpcPOMe8HAqSnY/6OW+5S0tm762v+VsTW2nbn5F86blBloXqPV1QMaxwWVB8J+Xzhkl2Qjbi6fbongyJ07T/mlBlWCs3l+jrZh1fI8NitE/HGWJH0cvD5ylYUKVTJxNsmb7ktxUUE7KkTlTegt1qGRPbszecZlmuGiq0jYwvbl2xMdtkJj2eY3+Cf6zqtOKsoOFQ+2DvOpiWjmtij1e3Qpqe7crBZH+vqbBQhtqI4erL83xeAUgkVo3H7pbMv/fXthZ52gbEfmzZbWvlgyEGCVLEAo+UsKwdoiTGmQpHLPCEBrHDBC0TvdzMCS6eovXIsac9ZiOJQU2WMCz7Yp/FiV5YUyPM4NxCCmWLScHwFZOp/DkZNehgmVefo5KHNGoNzBzClAvI11XmQv145S0nnZxSqhW4atFEsCHNUoHaqud9ShnoVN7OmjiXFEcPwf07UPnu4w/6KEWN6PCJ2u5OcAKXyVVDISnekOTWQcWSbUEN7wi0TxqoFuB4ay/SkQefmMnWrJcSzhWQqi6DwHBr2kNG7mC2R03LGYyeEFsr0ar88oFlSpHiB4dns7q0qJibyBbgq9wf1MEHIUevcX2+fUhTvSj3haub36otq8tWX+totYuz0TLRHciY2IZFD5gqurDZ8GoeAKqvXz8WChu/vx4LFvQmF5dGqPfeJ1rg8DSngFvZ7506qFRkZBkFokHtQZx6/I3uz9318a1uWuu8wNKutz3MATiuNgcvz4nbEAxbKAAILwYs66NKxsB5gpWMmC+Ujy0HCsTGw+O0f4SjyVp8T08+LyhXv1uaGZeXJUzS0Fdz2pZY9C4YscuzgqVbdEgJw5N6Ut+T7z9iqKKXGg4UYMHkfMxtZ0WB9KmHVZ92CvQPk0Uzql62sq5yYnsJAG4T6L1H73e+vQ8+5VmhJ824vtyFTBPX8frvBBzSLgAzR1P2YIL17tS7ET3YgY4EdUjGoqNonaqkAWS5sdFKTf4oZLFoDS+obUyVsNE2wOTP5DSi8kM5qz5RKTjqWjrzDTcge1XwT/wWJ3gpFHrLg8eASdzkaTmaDLrxVXBNEPoK01j0elIV1JrbZb5NH/8uj49ILsIUEwOSdVqZ2jjs2ZXLii6fpXca6KmmVSwtPw+k0AJGHoLu/hvahBWdIaZEekbkiYp+SoriCXvP2xaATovh66f/9fH89LBLn/QxdMd4APTbf/7K3OxjvmXI6uVIX++MhUNIb6QLUYyqzjrtrOyDXKIs4qL1jqTnak+8YYZz8XVxSqsHZF1U7O6m6+UzWXcUq6NURXnf/hJdRxES+SScvYx5zUUcdQdAPrCGgCof5IrLftqpZrafbeiVPkMDsDifz7FXBhoeWwhIxMlefX5FArH58nvkuNAxb+5A9QRoMytz7b/35Pkfnd+0TIW4P3OXk7JfFtaVhdSQ55cywhS4qNUkGIdbBAgFalVCWojBVgy1nPJGFPdWo4IlKZ7AzylouX8j3tFxOw1y/YwkXExlk8ZP0fFV+AGT0GzrHseEwr46Y8aQeocH5YLADpJD9Thyp99Av5T/DuwUTWNq51JJTrhAYqJnefU/U5o9wRGS81ddebEKh0+HxKDDXNsxQMhHjiKEhx9TUlYSr/pbbp0YfsA4crci+123Isc5ND5Bd0PM5FwWQeqV85rpPtS6izPn/2/OlU2/e/zbzrtD21BwgquBqv6booQZgBt4Zd+yh0VyEnTbpViIjcZOsxs2Ufb+w3LvsCQH8l8tT73zBINlyZfVEgNPW7DAMncvp6+uMxgLSQzB92BJbfLEnIaphIC6hvBfmMxi57iFiVcAtyRYRe1NMr3jg1H4Uitr55HqOYM/h6yK72Bfspe+M9moqoKmJG8QuZnBdmHisMvtScu5XbACoEk8XKh1Oqt81k7SC+vUGy024gNynxF9snZ9L3RLmZ+ExHBuoPlwWd7f0EWiDNl6a4FAJ19XjULJ7/zY2liwwynvluO/s7TN9EiKVUMoNgMRj8uUEf/PNbl+IUE5gb7JEpFXhqpRZHp042wb/nDAZLAIqPh6LwPeKmDsrwPFdxw5cBJDKfdhukumBiKjD67uVue0sBQbRRYAgUx0X8A1r7eEx52CkVSKdIKrUgwLupsFDpsH4mH8IxVr4tvrqtIPQ4sC19o4GzADJYU0/rqdfHoAxIv1Eodnqbp3zCJLN+F3xXKc6V7xJj12M0hyEjMWarjSR5UfNQcqjMoSbxD03J4qWGK1c/euaTM2wAgGlsHcLLYPm9wMxINMFFQW2GIhBIF1Vi/1Dult1c9lvmN1phgW3KmFswYOF4vIQqj1uQo9miXOZuAX/ObLtxpYsNxrCFLUs0T6RkCRPSmKA+viItSny/7/MTCAG6qb/uLjuxZNZktCbMSo6HzfAgc8tn2cJG/6SpNjo5emsqq5S0QAxSDkjAKpPoWiyBeX/jgNNBloAIQDa1hqoflYSlQcf+iMReOlFtTvyMQfPmtPccUUQOLU5IcrPTeFEGCGs47p/gSThdZZ2NI3PKwgS7cBPMIZitb8KeZTCajSVM4vFQh9vo9uTdW7bxjE5IfgfbpT9SkULWCdkoI8560eIK2pu1geNPbdgZUba4iRV07EapflN+2HyB4w4/6cn+q1fVINBjicYsh+6vyDPHAtG+BO1l5XxOzlZgc32hkFPlYv3Cec6LtyMrKuF70ttE+PLvoLV7fd5xyCsIfKgrOGbzz7qyIVeIzoQBeAUvxN0Yjhk42i3i+KitN8sS7gfHhu9wOgHFWPwNS1K5Yj/9dPWIuL/7yRR2/hD4GLZy9PxXwbnSu7Pfw9efkdf992cz+zA18KtFbUkjMrjWFd6CdMa89vmNJ5FSqcXeT141f+x3C5KgzAKzAqI4a0nNcMd7V5gq7Po8h5VvnlwazRXfgbq1JC+A+Fj2GsUZECj/BtpDSlTgYcNsxxhA71u2zt99JTREHwbBUys4qkLucmMU9hlk/YFktQvNjONULpReJ9xOPJ2OyrRr751z2bL004SdhZuEHMmo1HctJiqzCWtUFnHgSW19nLtURf23diDFKFuoLBc2ifWgsYLN/2ZB3pBKbgUDR9zuoe614IEaFd+wLUIfU89mq6p5mOObl7s/LIx+8g6xjFcaE4T3rYBPX05IkwS2Q/h0o1aF30ewk2pj+y8mfVnm6OVPScNGf8X2O4/SY3ZVgpZVcW609S2e25a+rvVMKlH2l2AECXFDvMsziaL/UK7dyXB9XobPyzMnh3Ug1Z24NM3ibGTeP5lycr0zEia68xi9dvk10ne8tKPuMDLbRWwGCwYy8MmUpcTQDaf+Mpv2z1j42O14NzZTm7F95yJSdazyl4erFu0/IjQm4FXGxM/yrQvz7vMaAc/LsYVCmSQYPc12FM3FAAjyr4J4vYd4wVk2topTtdx98WSUdUfiF0F6Kh+8PnzuMFbXqDKnmh0nO5n7NfLAlmWCpjlKJOQWauGQEEhl4uF8VZxoiy67bv0qbiiui1jb5e4YJEzGjNaYQAHFOZoGyqncvDZC96iCvZxu2P5Pm3MVFjHppBOHqHs48NWI19WmWfYictXbI5dK0mpak+s357GV4gYgmGPl3jnQ/eDmhxdP/fHSAVfqAwM7K0ltlAtyI6EU9vVtET53AwUN4OR5H7l6cgheUWIe0EXemAxd2iGLYeqFQb0qj+tuaMy9fWrFr4HQWFQYAv0ARQ3fJMTt4AAN+v+g+CnGxQBAuTJTKyK+EoqYZMMAienbnAPtfAFKY6vgdNbljN3Ovkpz1tujF/1XkwP8OUotXrWbbukLxGlbb5VX0Vco3enghk4/dhhZGpN3Sv0Dzrtp9qhUoNIEaFPiZZZ6ljLky6ecJbt14+etXlXMuBiNQLJQU9IV/wRGpakkU3lDcg7nskIAsisYeqOLZVjg83hnbVLUJuaUIWLSGleEaWaMJpYi4vM+Zj0PXriRiM0NErzzZNifkuNwOUtUCEuZ4kwKKQZYmPk+WPMcpZgfMtapbcLOZt9cxOlyvKQHfC/Dx0SRUg4zcoeX2gK4CzKuzOTGAXfZNtXHD7DCCd92R0yNUBmJlP8Fux9skJ1inuBtWB154Zf4T0YOgwflZcwj98ApEpWfkqWxpwNEukMnemP/zdNHAu1wEvsRCL6UgJF84fwPiZJ7lyGp0XUc4shJVmelhZl6/UqjvQOwLgBCQIOjstyGmYAxlSIXWQMjXKtUGw6mRj5KJJXJzOgEVwfw45wy78zUNGrM0FYnGx1LUjTonR3W4n1cHVAnODqZGG7o7BUt4XfFPOUoeQ/+FvTax75Hi0fRgj0cySq/m5mOvJ8PVkplODmZHqNx98lIGFsFxTJSuDjECYM0CEhZQPJrgg2eZ37DFLXr8bLN2L3Zj9UkuV4WEUqAX3gBMhRL1NHFnz2N/eAApQExE2Y3iwWkBnSmJPECTX3wcbVpExzOkgVvuAW+pJglof0J6b1xdhOtmP+9LSThDxt/fb3eHkwdg/hYm0eDXuXtNUssTmTFBYGsSJMnm8wVDjxdX9PWbSj6M5H74WL74OEehzvhWnh+ZZG9bUD59U/jXzmycpbDUW+CMNPLi8G1qRya3S8P/sgYU9oJIJ3KhmJU5UE6yTBeLXDh2pSAIQwVmaGBAR48ruTxy9kqxlJMyP02dSHEVUIlZfzCfaHq/852qoApP4+bT9qmQNf3vgX4rQEv2ncjbJ4AuXIrVPMY4W/Xzh3FA7NVmSNQpTVt/Or+oUHaOhy0GVcQHgDrgPyQ1S1OdyRPrWjbfh56IvSvq3Pc1Y8JMW4hA1yD0VqnuC41GOKtyg2w3jiUjCMTgHtBRnJ4sLAGwPhygYG/zw2zRPRrYq7jyuTMpXCr8btfI6Q5Rq5kqLoQe4uFuKHM+hkW1uchdcqYix0nwhGnlSwDrnVPd0kafktd62e9VbRYLcrjc1OlsOhUeN3xyRxSzhzRlP6MCyjX8h1dy/lW/BMncQdws26L67APeodxjAd7YOOFJjOM9vy4Gi1QZd8/J5eJUJ0oi5szSchnLgHhviVrVWCDONk8aRxLQgxNhaH9S8E4ei8HEgqn6R/diwkzjpMDmOolLZZ+6wEIUYDjBOv2zk8pmYAjeuVcwEl7HvxHNhCIsf1E4tKPiNDJFWQnbhLB1odisInhDjrmGUS7l0RS0thFKDbuhxV+0pIAjGVs/QLdMnstXtn4VGvGUvHmNTMjnVVH3qrkyiVTPeskfiUEDnhiI8kwHrlmbOQt1uYimOJ6Yf0O8bf+NvEyymNFKA8BcRZoPNAxQ/IVLHdQm/WgzXtuDMRq9Y86R783TNWnryu1LXwdAvYLNjLoRbcA2m+G2hlx8iH/ne9pIwD6U1W/71nLfgUwuiGCFwdiVNY4B+Fh0dan37hBxbPH2VWvPyI2t+MWN2vaQzlPk+lALPCeUvMT0fOf9N1f46q9y7OhT4YY+7KHRPAPXE9R0HdqPHE3cO90otk3TsQdIoHex71yZ9px6bZy92M/bNrOwWei4aE2O9x5gRqGr2XmucwPMOxpOrYI/u8dWCHjj0B3lSb3+VO4oSbymzC24tFJLeKTI/KrUP3uvefo4dBIfppWixenDvDTGQExoS18k3NogvrRDZAOaiBFqRQFywroQUcq55Zc9pfVoV3f5IBF2WxaMmzxATwzGAxo5CjXycwSTPyPZPz1NX/KpPl+5+LD5adQvlpygItKHk/17clu/st8rDfmTwyeGWE+vT52PwO5njOsIV2n02Z5jkGAxEl2mAp5eAzBQfthmisB0hkHw3A4ckOZb137OE0PgE2+/ssMDqfiKfEWjRvE89gb+nVeuR/4kW1ngFYY/E/6XRljekEDRR0IdVrjlF4hFGSz5Zbfr6HZJCDgmCXx7gWC7vcng/S9nYRGkkAOkvYeTnTeRk9mDCJHL3NEUAwnYvDG+wHsEyorCaKbn8BdJakTguxwFvuEygAJUr0NUUei+pNrW1bzVRAhCcr5R9VYeTST9Y4nFm2Y7xKbjAOZ25AiA2aD/lFCfYv4qVFIGURJUcdsw+thH9sZA0NbpKN7xCL9ssJcfp+CC+SVGjR8OUiu1BO9WFUNJEwBM1mBSGpfnCS44aTgxtKs7aGaxvdrPg3MPNzf/TenSQpgj3r43CS7hAsYvcDvAAhZGdGVSRcfJley+Ih85uJS4kJ84aPk6MVo6BJKORPxgJeQR4NUU9OOuw0IfOmfZ6c8/3yw7Vfbil97dAzYHwDtScq/IlRlzl5vs87zoid1dJo0TuBfFbDqGTDMdodBEQVDiIWoT2GbxF3AeOhSIQqEKJALQtklNZsOrWS/9ILv9CV66UhaJQX5j5Dja9SUduPqfcDstar1CqjtspPE1cuxcF4qsU4kNvZ6DT5mUBUu+8xUnwye6R5ykStqCoAEL3/5ZMQJugNnJkyL4SMKHS3q5LVDUz0WgNeO5Z3dUg7h5BgwIQpfbTYveav7+4IR4PkDxDvGRGIBSarpb9YyGjybYP0oOR5ZRP8vHPoyl7w8S5Me4Jl/058+YfdiSNIgyPeV94wnG/g+ih1ZsCw9x8zQw3DJdWufSARk3x3tZGn6GN3RlYe97Jw2mGYvoGU8VjS2MW93V+f70sTj8dyVsBswYiQZ5wgBAwsYuz66sv/4/l6C6f5hQNFzOEByUoRGO9nAELMoltAz5FiSzp2ZsT+cgcRRVSH0rmtS88z3muED6MRgGkWXRlnLNXAYMaIadGeUqiLWWDK7URvRrwGUElH9rrKFn1vxDA5F9EglK0ckXVUTiWiAtUOAFkqtPXpP8Idg8CGOBtclTLJs0hXPg9M4gn7/SKJ0SbTyT+sXJ/0xgy5tVh2sWc1jtgSDNyfJCVTF4+0pkHIEyalJQh7soxSNl+RVCdP06M8L7liI5s2Bu0u1Vi0lwt0aat/WExff6A3SCBzx+GkHHFAsuP5NyJPxQCwjPNBO4RaA4LPIKjxHI0E5YiHlIs2Bx+dIvU0ONAY/aCAf+oLpKwM/b6NWVGXPRUyGxcuJDIhH8Q4HsC9Pu4ptI1N2cQHIMAq/IJgXknSAbhokRQKgJCmpFCT4crpfkH6ujxpFSv9YFp5uSQaFYNIeBwXqnahjiGCjjsDhkd/rlQqvQV+wh/swLgD5aSSXM2d8M+4Knk4KgxIPOBjdcn8XCAkXRiwN7t5g+tzFa/c+HarTSjFRGwq6aHYmTn00n/jCRn2Hdln6qJ4QTesoGmVPfTjlXuSOdSU85bzFLDsxi3iCQBgAj0Og/us1W5/zKxcoQSLUcwrzAKxUKeaGrJLrxj+adWEzYmsdExv9i0HHWxMF9eZ4vbG9DWFas2F/imsucwzKT5cvr80NuMWjb5852n15DPnSxTsoBtP2VDwklqyyY8mrmu03YUw6f12I/oW7DHv6Yss4bsmwnX1wREFZRrdlCQt4wHkW8JtwTrXoMx2ECuU4mw0GW+LRSPeluF47zSiVNXnqhx8uwdT40hSxysjfmZMoWUdvzEp3A0tu+u6KeJJdk5bV6NRgaTYvsjtOmHlsFoIiCCAvIycQwK40GDPHP/ItZN+lmhAM485kjYYvsTA+lh0qi/GDYBcGBgSku1TXzNWpl8n457G528n3vry0pa/n147Z41QI4vJLaYnQP/uZY/BBJM/96mzV0Wo89spnZwK+KzmKwGpdibH3RyMDJlmUBXoTrNcUvoPK61gxagSgWIglaDOAY7kptn4rm/RLEoCIBWchYPU+FXiGJN0UdJDvuzZbFkiQ6xTkeQPolac0epaSQS1HmslidkGikiFn/KEiudnsCru42Ph5wx7JoHyaS9915Ha4Nkc+9GUpnDFufyc2tn/ptmWGKPFTdwJGR/NhyBX/DAli8+em9DpovWDvBdR/jbiqM1Yuab4xEILQsmj7Vh0yhULD6pWzPSsOAFIMT7LuxIRtlY3hB5hub7ycEpeKoEdq2eePFUxn8dPLJ4V4KgNUkKCU5F2swR58anuZsSH147CcnCahNJj2iZEIDoEHQfDCbeh6MPXeTHT5AP5AJlLRfLM+S7iPqU0dmPWAEIFQWxzEbRCgoyBYJL7fXLo7+ttjF2/NBByElgFQEMhiTwdpWglGI4VFaU2yXtDNtoSR8++9s/Yq+fMP7wR8qjIenXkXPde/Ill68K1nVKdeSe1znKTYMoBCKCefr0Hk3liA5dDRMC3RBOaTTAKmAABEXBgmeomv+CkjGb31YdbBingkZ/sS3+lL3R5Xfd4S8ZqNeEb2k+0uxkclgsbAMN8CwHGhCTDxhZkSmzNwf6Ed1BVtpTwXPzdWBTwunImh9U6JaRkoKJjq+L4jxMT6r0i4cJN/aaV2jUJns+QE+fwxKLgNT1k+TKQlom+1jk1y13DE/MwUnlaRKQLrmh8LMxIEx8AlMfL8ze4kXgfqMECXBNGrkxMbaxTxmGPL+HCAU8isR4neaPD3A4fYcQIo1311PH+zpiFD1EPkBZXm0RtJRJss7lLR/wq0zs/TXYqZvvnVjdjk07FwUcbWtumxGjUpICa5OH95SmDACHSLACAGQA1PvO0bIzJF70j27115guOybFdQl82MOwkCP4Ns0crCjAEwGLCpDPvB7u8GD7y51U2iAPZQ+X0xe1aq70j3ymWPrpBkjavZ3GPMa82uIHOdBYIcSKdCGSfp4YNUCpywILt51JSfbQJZZK3+8e4UAJq6ysvz4j4Bkpn4tFxnqNOTzQODM/IjoiynUIdxZxApDqoKNRiY4pFZOZNgImUxcKdBFhEUlltnrZm+LKn4Qu9QaIG3K5N+Lm3ToXO/8gG1xh1vjodvFAzrd2xef0mN32pLywnHU/NOagI8dOt9IFd+LX579th3jAf4+4ZYvjB/hNeS3sBUM3gqAcH5qz3Rq6/8S4TXhM9/F/3sH5Bakjos4nNcYRRPkAG81O/YNU2EvoIgBGB2weAUQPWQDMOAOAhhKIdzP5Aeko8/QMtdMdtiMvEDijzFiraIa9UJfyuOdPHGlwQAGxMKignSSn4EA1QFDEyDB7j/+fCeoqgYDhWFvjeN1UNwZlVrOxL6Z98YZhT8Jf3ndPW1I7cOD6Z++RooUElosJiFU7U7q5ZGNJ0zfJQ7XbozZ/2wZMaL1T+WPXeJePnTYwwwAwCgTliX4CriTHdOOOpAOCwUi0kEWwPQRTzGpmzHolxMeg6wHtayBmGS+r7Uzt/swiwgc542xgRjhsb5VZlstnIu4OVgWxnbKC6XNyTmzvMDyyNr3eZ3urVKP/ZU+lhX5koZMIolQs6ENAl23sByFy9Ufpp9UhBNfF1ac+XUOLFbdleLvVCA9T+0Ktud16DlaP4xczNs/R68aW/QBDcvZTc/Rku5MihRRLATNyY4dkf+zbYbzRH2nQ2QTp4eUkQwr7zagLaPTTx1nATmGGCFQFZWFb8wRJoCsTmGSQIAC0AwzLIiUJaJGTToeBYDCYHYCRAoTkBSjLMEllgEdsSHMBBQzgGn4pEfcNDJ54CIAA0JdWTtsbdWIxKatoYSS9nOBXmRVhpWtQyGV5bPRuQlLMoKomcCH0sKX0XomB5dDWOO9E3RW21eKRdTVZcUGDy82zK/vHhGEBNrKn5Cy/TJkWyAmXNHXsojD86LN5uEl+XxSGhJVVaX4yY1myCmIcCEr1tLeHbocdQ2eSo9nvJcO/iXLk7V3RLkGVXxndV5Ee+5m4nrfU56uzYr2smBKyzR2T5hOgzIRsPdJcSjNVoXoGqekXQ7qayxyUzLzMfckEcMVont+uXISYWM6PJrzqa9irW9lmVomUnbEWAXLk4KVfkeHmDcLS5o6qi2s6dGOIpninmgzexXEgzlPHU1676lITSj194LDdHMaTe8SQmUywiDjoW53tttJAKjWgW0NLj+5M+tKx1kYQkifQbUFWUfbfWaTrKeCSLmhQgfQqlccnqCLNtHDnWC9Gg8dB4OPZqAY2CynAIHaCDEIMoQvCGWwimK9C/SIbbZnHqv5Vqkbgo3B6+7vWJag0+Hs0rEx3+Pl2+FEqZUBFckdco0FFx54sTw63dkiisu/aGUWFM657EtGUaTNtfMU9Vr4K3O3z9+6cLx1IMY3eibOQUxFhTkM6CYRIt0aRbRQoTDRoeYIZBjA9MK2ZBQayiEs/Ii3lRm4hjmvExQiaVM8Cf8Ne5OD0EOW40rD6s9gHCTqfqKEvRGo7xcMUdB8haJvFyMHA/l5EZvSWtD4djWHy//2d/j8jgWJeniFfqvLwNuzfAbIV59w8Y3RTvRwc9bcC6Szya4GUfPdD5Zne4PyQeKMh++fvq4NcX0shbNz2516oB0Epkzri2tnlDjoIdgHv8xEAm4eHXofxtFWXIWRMGqf7p9TXRJlVI1R7pKmPv3wXXo5251zvkB/70Yz5N7sqtZ8/3Tw0FgDEQhXtYqJkTGYgaI/BAgNwCUAODSIOsWoaOxSEYDcIdAsoYl5aryFabu/2O4iaX7X/u7xnKGoTKaPBc4y5YNfN483xdhaBjmNkj0TrWr8UGD2/siNPzEISzT6Q7u4GYgifgmln/SmlrdJEBwQrhHdtr+2u+TCbAopOdGr+nStCiuZwCVgk3KaMpqWWNBdIuQU4rVZSof4LgdeIyKzd0K3xxKIi79xl3k8tMh+O7LzPqU8AdpR7++zZlBDlpQdS2rGk8nqklnmUzOmWC83dHqpaEZ5+mYgTt52pQc+VY7ahekiB9+uAgiWRRcBIfCz7CWv3jIsIYdpX++cu3vl8otr/SGDl9l8rpG+eVVv0XpdLBksz0+UVLFl3gDf7+9ZGoos9wSQZkAxL3ATtuSARuIRj+sIDIFqmiQhn0IySRhKLx1DQuGQLc95pNxDGvUJPvJe3daw1/uhS8957z1WeCGensB1fDJJohbwJJZydkA5lPKAB8P2y1PVeC8UGUSIiMIyKpILNlCFd4WCUMbUIsxG1H8DYoZpn/+ieMS7PpVPKnQ76VHg96ZZRBZCZBLQQpgVhaDpYcn3PX8VghExXy7DiKGUruvb9Ih1JKdrpJ4wJ/2esG38HPn5oJREbssK2tWGJ7xxflkgYEVhALgoI96m6FfDuBN3oqs0AFNQ0ERVnEwS16ZSAioyE/Jph+nb54NapzUM7sZ9W6SDYRp4jOjzGbIVGUyQcpmAfgE6sf9Am5i75KZ2S7t2kjZ7FTYrWu81SAsJ2FlgwT+2quBKsX5BZcli6KcGAHJgdgjjbeR4zbvJ2cyH/p49Zt7VNrs7a9FgmSaTMofLpk2avOT8+mgAvYy/7EdDEZKhGEgX0rdskktVp2I8qgqKg5sKiajvBOXw4AtRpJVmQIAQugIEfUIow8IN6WCatKUIazLU+dvFdcqa9LHNKTn3bpg5uq9IM1LEt1kzEwRs6Qs4bHGYzTTl3RwmKsBvxuMOZM8TzLso/rDxBPnpCssKFrkI7CXzraJCnrucXZC8RtP6mpeWK16Z63ozV31j60071uarDBWKwYGkQ9v/l3eGjzaNO+YH6jMy8fyqltmyJdyuqX/6LBNW/+VLHpZtPNG/LJLLS5ThweG21DNLO1zwr5GFr3EitOYrIwDcdsUwVSIM2MVKQpuGTTvcg5OJ22zpPE6QO0EkSsAiEFQZt3md+3uO+HIdGJQyl8ZXegvo4nD4pKqU8aJoiS9lDzo0Ql35NZ/knJMELkndyI/Il1dlZjagCC/7vgs+J+7c3IbWV/j3XepLbqeELzvo1MeTmyVfq6qVvJ808LXMBxYUXTgR3bP2uKbUfKC27nyB/fdL9BGARovU5k/ms76c6wQSQxxxewvWVQzB5weoFO4vmUqCMiGVNNwIsSV6qBx+KxBEnjLW6iJ6aJWf2rHwrrSVOG68KbSme8uQAQriUIhhogCThsQ54LMTQZEaQSAsSRCvYhCYyTQjRnZssOunjUCeBPDnEgdtl3+MnflnlRE5FwDNSaCsjJulgpSTjiYHO54012FDf3vS8AzR39fPPPm6t172yPB6bDPk/FArmVy1ZEv02aje+OeTeCfoaWOj+2SEsMKy603Y9AEuKRCcffDkqZqc9vrFpFmbyE/hOTwCrRsX1c7KUjP2GHLCKQsDvSe+T3hiTJ0EIL4HL5039/fbSzr7umUuoM2Mk5iecrArKsBz08KoBskTyNM5gmaFc5a1rrcv/KZxuj825OPTNz+KctkNbI6mbIgVMg7EFz5nXfYS7UvFxZjj+gnP/k8LovLV/0CjvHXLYtI00zsePKaRw5Leu+K5/zkGpqcrXpo8+VDaU0yBDIt5t8zTH9UC2WVAGzE7EdjIRuWpcUhhLvqKz9jIoRT0DOn76nPWHLj1P9EFREx+ZZ7NoqBaSXFc6nXxTPMuf1fRGPKfMa+iIJqklaCrAdghyCUJtYuER3M0/XeJcm1vdp/s/Vs548oEcDzkfVW4td8kJhUG6L/p4Q8nDQOf3HSynoTcIeUhPl7/7LlTqWwVPjxJVAn2vb1Uet7J+5+e4PIDUHRaZR/4ojFNtfBRNPI0oJl6q+xfEd4893yrpkb/+oBmJyv/lrad1+rH3me8wV4of+iSFxWUJ2QiJRUcAhUTDkctqJKlVKVI2CaOy/T3b0rt+16qVFsAVMsLZY4dBtNysfU0RVpPLA52JVZtEso6WGGrDn3P9f96ftpjOOMZY/k7dOrAnE2S7WYYL/910yk1wKSQi6QXVYcjlcF/CN1Svk47+BdpdE1dahxWDmepJLB85OT9rHMwnqBbFdB1aW5r7OSsa97agQR2eE/vaJP+Bgt5O3L228jD2mUVWVmKeZvR8PpYUgYLP7I5rt0UwANTW1/5FDNwbuiEakEfu3bS83bcx7Rd2w3aPsge+svYce3RoyM5HNEenDMRQOzqSUlDxp2Jv0i3+ynF4gibq39SFyIIikfZtwhTpkvgyCrFJLp29hLt3DM+dmG0FBUuoLh32Q5Z6eiHkc1y14GwOqskstn/74GOv+HJzb5yofbOXz/GOSaDRy1tNoWFpKhPQCsFPHfrdw4O39PbYUzMfpGD5BU8oQ17IERF1quP7ZUHEf1wSFobjHJXwJ3kHL6EDVQTofQkYH4fIfTJHpj+dYvn35tY2ZWyywZXWzS4n5VEmcEFBri3p7yzWebtmc7zk5eSbV4U7566Vl97U4m+tS6PH31saep9G05nLTIQHgzHuSJQTyGqDm0/a6I4iLBaVdzVPJVl7768aOnjnG/7Hl0oudhwNmdp1j9fvr2rIzKjyf84dhIhPErOT1owcQz514xAvq4WSRL818qiWQl+hLDvCOmFL6VI4ZRMmjJm4dTytUwpkNHOmfGZ1Arrzvw5r9LPgT4ACA9BraduzEfXohmpmtfAOIcNbpTjTN8sv3Vqpv7Upzh2sRxQ8Sd7BCDomT29Jjiwz+dpg6mxtYFQcrEsoF2VhJMUuBiLOMud9hvmy7kMW9oBRzJtwCbYMhm41BJy9mrkGjh8+MDChndkpTUN3/ivmT7tDLhLkEohkNdz10Tcpetyow0Ji+1e6I4zeRUPcUVIL5EV86wEcqek6Hpj0V1ndYrPE2xdvJ8QtBVrArLIcw3DM2EW/isF4Z/iVq6IBtOz4l8i74eJYuHNSQdT51aScaybkPn1pNq56SgsCY9l71wzvh8s+BPwv51fbGh6VNfd02dL5/GS1T3arlYac3f0/9dRU9VrvFC9sb1vuuXdktnHtuusXK3jImkptiueCbVMdY00/m3FdNvRj31t5C1xcvuflyojeSe+uevz7YapfAILgjQy+SknHB9YqlRnZB7zvJsTJKv0q6BrPziaK+AC39xiefrrlLBk4YNedb1ttY7HSbvzUikoHa7354H+5DIOv468JyUSuTDlvDqfMeQuJqfwYNA1+2TfkyQvZguyJ3IBO0bNDAfNEJ+DaAPMPGREaFOlbGYw4uTE9eV9cGfMncqwDhETwAk9Po3Qej8Ty889LAPRO4+fJjusV/ckkzwGDrMsL9Jqqb4uSrSWV0zNzE8EGcgCECSqmJyiqlTTkYAsXUkg1OjdIUFUSNsEro1yuL4XF2RKL6FXqQWASAZ8gfNOA8A9bpUZHGay0tqkqvio2mi9PXiosQSiVuZLem9z5HYRhUKZ1wP5KWUrXpctLaMDvwt97dPfDd+/xaaa7+1cGs+ccdFqpae+1DSZi5Z3pW+79+GQTRYwFyXLYG+6HuhXPb+jv37No14rTyvIRlMtQ02Fgqh1SVs/raq6IROH1xIHY9efrcjY1YeoAWlUEBPeIgeY0s0ijXZFOx1es7cb6DTsvRSIRo5Joj8+Nm1P/7bNHNywDY5sDjNuxRjw9JtEkmJn+mjAfkuaRwI2dLYpEm6zDmAa2RBxNrMgnFEscve6pOUePjugHFWBIkEf46BUmgKTNQCUElL64itaKuEsivclPGnPn2m9cSBxnpBMUYtZAAotPERqYeW35jw3+548dFkxMBSdghSpImmAaUCm9qmdHpnA4mEWwUiLIgtM6hSFKGEZX4qeUflCOZLZazEQlCLo54sbVoUsd8ywqx0mRuOzWJWjiM+gXSZFeY2dyjG+OZCftYkAjsd33D6Lqz69b9Lxs7gqb859O/muNdkB7jitj1HrVYF11TASexQDUrYajM/1VkQ1MYSYB74CWptu/7a0NrHBL/ONYffFgd28SRYi+/l7z+Hv30VeC22sy/UmzInLQxr8DZQWjxNOJHDVz/gOy5uL1xesVRbn0EdIyqmZnwtdg4bNijBsAaMLnHBzWR5kV3u8gTX6NLTBTwxk5jL6Oi+8d2VL/50pKN3QSSACWJ5IWcUDwJRG8QpqYU+myCYEMuWTm+QppClrqZxrxSU+nhqIBowA4tCAKv4mNEX8PkEZ04SEHEzUyC6P243W12ycKlWYUD4odDC2dvBRNdrG+TF+c6IOA5xqt6NTodPHjmzkgjnscwABDYqVN9F9yXZSFHYA2JQ78LJTFaWJFkphzudEUlazKiYrjAnnAhKcL1SmcTPxpwjnZzCJXyeU9huqVA1IJxbkDG8mLkTFMYcmnAGeZMllvu5Bv2csdB5x+oepgxDYUF7F398Od3Wb3jLFhbY5rC7rKYpz58efmL/ty64Dg5rFIGoAxsmXKIZR5qcnxKoiLzd+Uu8edGSHZeX/9Uyw//oPh/2LZv8tBz6llz8ytz67sVYYyRHwvHWhsEBMrbYyfbKEq5H6vY3bHt0us/xYC98w6Pjqo2xmJASMmWw8cFwd46jIDQVDnYT5THBi1re39ZG617UN9y9chl/GErErYyAFAsQE4/nZDJLMU60O8oCNAOgOvM4OY5jPAaK8iOedJ7ziiUKRt0/Gizlfo9IDo6BRPVC0+paBgDSkgzUPN+JChrkKRkqfvIaDf9ycrHrZoKgfc8+9CJ0PeGx3bmcbR3KpukuACxCuVb9OpY+sRUfyVfNDrZ+qhEzUjWzyLBBjnStXSMAphX23h67lUQwia1UnsmyLGkdDFGiEs88wESlft+F2ioqEmj22cg4ixq6rlHYSCY1lNFNN4WedW1aKVxeZJ1dWpcNaifA8xX88pU0V+YODZn0n3mUyJpptxUmBq4TNlGHm+vNIdmEhjp4N7V3MmLG/TNWPBAJTMN9p6dj60aafPwHSioSJbOXzNmfSRO19Jqgp3JqlSsWC8AmVVqRVvzGMHd5UO+NuzyyKjVPiXQzTKu3ary6CBFDCCXKFkDZfMsSBK+xB93jxIURZuCLdfW3Qi6uSYvTKr4tkZLjq81z5/oQxrd69Rx4bYphAR4ETpNBwQxHyJljbWxqmN6Wle+MEWtvZLgND6FIKSVA8gJkKBnfJVLjYhxBiemb4XDqIKin0xR6McsXx5mpIKCIpQm2dkLu55iksxWhSQqAWZjnqP/7Od5UYywikdT3j5vC89RK6L55yCpkWD0ts/LBkPscGQ0KEzHHFOEQRflhgAuSvsACyTfn50GhoDXRrFpSWEkpqXnLJJGfJyRjpN2TwYlyNfbCsaFbP/YFIR/80GOTg5IdHSp9W/5Ntn620pLPdfzoTPznsYbCCjmtHKMU/mk2QYYX+ZU1SM30+9m3vHQ0g3yJkYmX1Tyx1Mdc814FT+aTjvpZGgZNr03+/Gd1vMzLVTdZ3jYtvFLF2gycJ8UaeR7sbPny9i/AeyJA8fIzDz2WL3tvUf5gy9B4dqlne64lIgkGnTVJXyGPs4PvfIoZrlZQtqnShlNuMgl4MlW8+DYsbpcfG8uFtLmR9F/akstBUAtC7ngGWjBjouwlyblAIlYdiM5SFk/AcizCWVLe1THfnULDHjYkHjOvr1RIeD5tvL/3w1yvnYnkQAksYAJdfmDR8N7B5//7HFS15hiktIVAhEAFekU1P2U+1+QMYxlB65TMOZ0dNadsL41MQ2tgxoaZMyEQ9W9DpyIcko3N3RwVO7maHDkYF7ChfqsyKFPD3JSB2RlNPFRbnhO4PT0gKOBYIbiN5oO35Xl40DfcaPfjgtlQVm9RVBHl753rflX64cMuUWnUAABqfE73xlDSzP6JwTbt2AYjSziu+ET78MKUiBPD8VdE8L9FC/ZesvNG6nN8ZoENzMFRqRkOlycdvJnZ4oqNLkRoBSh5QZoylOxo+mAc6xmwx+OFh6tcy52Cexc7+KKtuY+uzFslrDh83dqRBOm9Emu9so9WuUMqLp3GilJLGcvjsgWQWzgzs561Fe16qBv/Y55JC2Wvd8a/elZJUlIATAP5nDAx2ZPCFEVSoZieJqI6Lx/KZoEYeMZtOrQ1G6CjKAgDqb2WwdXbN28iVfIkGExOL7RATm+EUuACET5/V1ajZ+KLrDvQF9G/NHgPLhaJHWoNviIO4u0OSWKGE4z6x/wRcokap7SYMEJOgcxSOBhPt8rVo/4kmcGSXTGHbKSZV5RA5DiDRnBrRJuzgh8f58YWrIue5VvBCo1bPx2bp7TWGJg8PSjVDq1UiG4LEDB2l1w1N8Q8zI1Tq2QLls3f9xB/vZr2LfJMEYCnsj5I+R2Xd+PyKRUPjAP88A5yjuu/beEsbw1rniikEsHYqUTEpRDx2DKONO1Y+Yrwicr3udHWgSH3fDj4zJrssuydl2uWgnnPbQjmPFj2yUpQKw2xldULWI7lu489fbKeyudTDMuzB9vlX82tlpfxBff5unLnjy46zA7BuNBkEzgWlxjB4iGegDT1Kaw9kaLYnZJLX0+HrXyWHQNQ7prCQcOoHzIyC/fnwSKAZq+//8e/84NyjFcZGfKwS6x2rphlcGBeYJ/huxZSy+Rhnsbum4i4FP8dFM9gEd+z3xUv2/fAfyD6kXehjx/41bSvoqL039ZyzLljBb9rbcBsWCLx2BkWZFhq6xMihp/g4BwAwpazSO+CDRNXMuwowCZY9hqqW+BVy5S0Fq1bvP7btMUgTREOCpLtA4FeG70tVxEJehga6GXpWTKJm6YkzzXszVEh9LA6vAwTKo1VibO8853dLVFlcsQ7tfj+IwJdvG5G/pQrbqvVxN27m0GDN43KhcY2sQwQPxuYvebDAIiNAZKDUUPYEbq8+KXt3PA4PWoWDFu62j+KB98+90dL5blXHdoTMvSFZPX/3vp6etCmOr37Kc1PWb09QU3Rr+xgtOTOpo3PvFW5P3Gp5daj//VmObNLXlyy6sXSUyt7r88HxNBc6bBL42aTm8aUTyf1x3q+tD7fJtmoQTgGIcZoedFOc2rv7KL6YqIAmuHjeiCkgub7FpM5e3SqxxX9Z4ZTX/nHuF6yGqMz5y1R0Ti9q1whT4fYyClmaFrfOFa29u72xw9iTuM1w32HdkH3f/Nfwh04sAV/df/fPvvD++yqTSmr33wgfVtZEhOKZKrnVy9cO5GeUZqBq8oW3nVXlckcVuYecBMANQJgZeHaegB5UJhcIunV1Sl02TNT0ZltUZ/HE8ynZKmP4pq538U2cy7J9oHApS33zk+glkOBplOLcLQmcOV0U1ebbcZ9781USUNuSVi9bk7SdOVLmk4f89P7Ln2HzB7KyowMmf92T9MbwAesohkrmfzg+0TFspv8SA0vPMArmEvAfySw6I6zwPnHv+Pw3n/6YODuny88+TfW6XLqMrqllKnN+Uai19f5+TeSy5vvGo6+l6J/79W/fvEuonf+s/qPjoebzv16/IuyJ6Z6/nfI+/z/0t5EDz195eJqbspvSf4TRcjDRxeKDv1keHLmn6+9UnY9r2t89Na6L+8WRul8P5VflJe61tap5u6uc2epKY5QXgc8JNSJ+HXrpeD1418vdYZGOMydigTUqdOcORbke28acqR31by4wXKiNOvw1ku//fpd+f9953563/8D/UBXZrW9iRwAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = render.render_vis(model, \"mixed4a_pre_relu:476\", param_f=lambda:arbitrary_channels_to_rgb(128, channels=10))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Grayscale parametrization\n", + "\n", + "`param.grayscale_image` creates param.image with a single channel and then tiles them 3 times for visualizing with modelzoo models." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "512 771.40924\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = render.render_vis(model, \"mixed4a_pre_relu:476\", param_f=lambda:grayscale_image_to_rgb(128))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Testing different objectives\n", + "\n", + "Different objectives applied to both parametrizations." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "512 176003.55\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = render.render_vis(model, objectives.deepdream(\"mixed4a_pre_relu\"), param_f=lambda:arbitrary_channels_to_rgb(128, channels=10))\n", + "_ = render.render_vis(model, objectives.channel(\"mixed4a_pre_relu\", 360), param_f=lambda:arbitrary_channels_to_rgb(128, channels=10))\n", + "_ = render.render_vis(model, objectives.neuron(\"mixed4a_pre_relu\", 476), param_f=lambda:arbitrary_channels_to_rgb(128, channels=10))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "512 142696.16\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = render.render_vis(model, objectives.deepdream(\"mixed4a_pre_relu\"), param_f=lambda:grayscale_image_to_rgb(128))\n", + "_ = render.render_vis(model, objectives.channel(\"mixed4a_pre_relu\", 360), param_f=lambda:grayscale_image_to_rgb(128))\n", + "_ = render.render_vis(model, objectives.neuron(\"mixed4a_pre_relu\", 476), param_f=lambda:grayscale_image_to_rgb(128))" + ] + } + ], + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tests/misc/io/test_reading.py b/tests/misc/io/test_reading.py index ab9b28f1..6f57803e 100644 --- a/tests/misc/io/test_reading.py +++ b/tests/misc/io/test_reading.py @@ -10,7 +10,7 @@ path = "./tests/fixtures/string.txt" string = u"The quick brown fox jumps over the lazy 🐕" -io.open(path, 'w').write(string) +io.open(path, 'w', encoding="utf-8").write(string) def test_read_txt_file(): diff --git a/tests/optvis/test_integration.py b/tests/optvis/test_integration.py index 07e9b7de..6fa22494 100644 --- a/tests/optvis/test_integration.py +++ b/tests/optvis/test_integration.py @@ -37,3 +37,34 @@ def test_integration(decorrelate, fft): start_image, end_image = rendering assert (start_image != end_image).any() + +def arbitrary_channels_to_rgb(*args, **kwargs): + """Arbitrary parametrization for testing""" + channels = kwargs.pop('channels', None) or 10 + full_im = param.image(*args, channels=channels, **kwargs) + r = tf.reduce_mean(full_im[...,:channels//3]**2, axis=-1) + g = tf.reduce_mean(full_im[...,channels//3:2*channels//3]**2, axis=-1) + b = tf.reduce_mean(full_im[...,2*channels//3:]**2, axis=-1) + return tf.stack([r,g,b], axis=-1) + +@pytest.mark.slow +def test_integration_any_channels(): + inceptionv1 = InceptionV1() + objectives_f = [objectives.deepdream("mixed4a_pre_relu"), + objectives.channel("mixed4a_pre_relu", 360), + objectives.neuron("mixed3a", 177)] + params_f = [lambda: param.grayscale_image_rgb(128), + lambda: arbitrary_channels_to_rgb(128, channels=10)] + for objective_f in objectives_f: + for param_f in params_f: + rendering = render.render_vis( + inceptionv1, + objective_f, + param_f, + verbose=False, + thresholds=(0, 64), + use_fixed_seed=True, + ) + start_image, end_image = rendering + + assert (start_image != end_image).any() \ No newline at end of file