From 27f84957fa12ab9b56ec31440d49d9608dd383ba Mon Sep 17 00:00:00 2001
From: Mirko Birbaumer <mirko.birbaumer@hslu.ch>
Date: Thu, 24 Mar 2022 00:26:38 +0000
Subject: [PATCH] With output

---
 ... - Object Detection and Segmentation.ipynb | 568 +++++-------------
 1 file changed, 144 insertions(+), 424 deletions(-)

diff --git a/notebooks/Block_5/Jupyter Notebook Block 5 - Object Detection and Segmentation.ipynb b/notebooks/Block_5/Jupyter Notebook Block 5 - Object Detection and Segmentation.ipynb
index 9514432..41ac672 100644
--- a/notebooks/Block_5/Jupyter Notebook Block 5 - Object Detection and Segmentation.ipynb	
+++ b/notebooks/Block_5/Jupyter Notebook Block 5 - Object Detection and Segmentation.ipynb	
@@ -40,14 +40,14 @@
       "Found 2 image links\n",
       "Saved 2 images\n",
       "Found 2 image links\n",
-      "Saved 2 images\n",
+      "ERROR - Could not save https://upload.wikimedia.org/wikipedia/commons/4/48/Angelina_Jolie_%2848462859552%29.jpg - cannot identify image file <_io.BytesIO object at 0x7f869f91d4d0>\n",
+      "Saved 1 images\n",
       "Found 2 image links\n",
       "Saved 2 images\n",
       "Found 2 image links\n",
       "Saved 2 images\n",
       "Found 2 image links\n",
-      "ERROR - Could not save https://upload.wikimedia.org/wikipedia/commons/5/59/Marion_Cotillard_at_2019_Cannes.jpg - cannot identify image file <_io.BytesIO object at 0x7f1a0b4d6d70>\n",
-      "Saved 1 images\n"
+      "Saved 2 images\n"
      ]
     }
    ],
@@ -97,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": 2,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -134,7 +134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 3,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -151,7 +151,7 @@
     },
     {
      "data": {
-      "image/png": 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qi3e4LuKDmbAx+jbZHT4EQuxMYEvBoQsNzgkEJxBqy6Sx/eWccCJoUGLwFk+0q8K6N8DofpdIY2M4ndy3D7orp+bo4l+ehFKWJIIjhc87u0ZLxhFm/euyiH8gHK+GaC8+qBxPYg55fkywfg7c6KlDfOjQH/rs2Wjtpeenfx8ddDZDq5HBZ+G0kEqLdzbf0PwnsZSuNrHnE19WTD1OGtuHLjfEmD0moDPF74FGb3Q+bRkoS6gGm/hhCZY743M2DqsAKSeohRA7UCNOeAy0ooKWglDxooh3hL7Dh4A4YXd/z3AYLeY4TNSaEVF8CPShM61RSptwZhbG0OFaGCcGj4iFZnzsiH1vJus0WvzWfiGuHGd2TnXx6WsuZDGyg2kwM+lLUVZdJHWVdTex20+o6En61UdnxVFAHgFBJ+EoJ4Rm1nrnMG9Rjve2/ecUqsx3+5hivFhfzK7MBS3aBPanFL6Lu9anP9cLrz68zeXxLLT29PlTQNApkDA/dy28oQ0Kn81TAyJmN99I4cE7gvdosThorkZbWyD7s3mTi4Ub1qu1gSo5k1I68WdtOKRNDPN1dAZoMMBpBqSMV2uC7r35TbM2FxFQZb+75y7fMk3JEGYsFWy7XdN1HV3X4VDSNFFKpeZqIRHviZ1HSxMU703rl0rJpXFmTSBDDJSSLV5bldBZbNV5hzTzW7ynjsOCbJcKKg4JjtV2s1wzcxks+yWljFbBiULN5DThtHJ9Fbg/QMqGjn5oHBfHJkSGCDWzlRb6MUtkzs90TpvPqQbWzftqQN8M8AktL0kvLxC1aU97YecgYMQo/Thu+zHh0A8+u/z6WZ/9iEXjR5u1p8IIJyZR0wraJr6BPAYiOOPQLUBCaImzpbQsFT2asKde+kM/1lDJNPNaT7TqTMSeEc4ZBMrFHYEiZ+DRqutYr9eY/1Y4HMYGZngTliZcIo5CxaGoOox2K8tn86mGEPHt3HY5k6fJwkdqFMIQPf2qB4SSC2lKHPaHRq6IRhGUviGawpQSwzSR9olwGOlXK17evGDKlirnQuBuPwJ2Ll7CwucdhwNzHFHUwlKOSkmJLpo1UZ2wXUcOU2FMSs7lSWtoNmHt+RFhndHahWQgRwbQzBYywAjmhbYCqtIW4KYPGzyrTSMfQUA73pF1KIsOthyh+d0n0sf0wZ+L46OfPb3bT3j/E3bCZzBrL57EssKVY/jkVPuJmJmLmVrmQxo4U+ak6Xbp5y9J+97peUFLtlYLK3g3czjNRO26iHMGrGi7s7Xd2FlL9X1ks1mhWOWD3LRYCL6FUYKZqSp4V6jeiAqqRyJ8KXk5H1lyGJs2KKalRLXxez19jAhCcR5RYXTjkVQfO2L0+GCLyrvbWw7TyP5wIKZiVRJuXuBdAAHvgmkUETyuZbQYBXCaxiMJPXhiiECBIngXEK9kCqtVoKjFY5+DWc6aufkpyz29ZF3NXFsvR0L77N6oqrkxJwuxqLTMXn1wv2ezdhZQE06bV0fhfDz9n6W4PmCiPrWtPn5reXVpH4/P6+Nn9kHhPC0zMiOxl8apoB5jZ4oWS3GaCe2LuSttdVRwqpQpL6frlhuPsX6aD6p1flsWWt28cnehlbloScfemSm4Xq+o1dDU4TDgccTo6LsVPh5TuMbBMjZyqngJLXvC0XUbQ4+9J+eJdezNvPShVWwwE30YhuV33b97s/i2Io4+ODyRYRgZx5GcS6MMzus+uBjxTvDRE2LAx0CMkS9fvaK6QJWAqme76RBRvv32t3zx4hUg7Pb3pn20kksiuBXjMDGgpDTRdZEuRq5WG6ZpQov5z5tVzzAlDukeL7oAT9rUxKXF9/FC7QDziZ1zuHZffENufQOEvBgJYUbhRaTFoGlofMWpWSV1AQxlnkbLfDqlP9YGL8kJ2ntpSXlaiE7fu2zKPhKoCypUL2ysFza47Ld+WEQ/mfj+eP+Pb+RMOBAtjaY3m0EAjS0irRJAM7vM6W8nK7PJOKcr0G6MCadroM+MDoQu0vUdq35FqQVBm9lqxG/xlnAsgPNC1wU22yvz/RRu39+S0kRKiRACve+JXSTnhDYaoXdCEsVXT8T8Ru8cPkT6MKecFfr4YrEWVGFKiZQzXQykYtbBYX8ATBCKVnzT8DiPjx0qQlZIuXJ984KuX/Pae0oeqbXSr9YMKdl10UofYtNQzkI52TJx+nVYFlhVR60CeELscSEQgfV6xYuSyTpwfzg8uu+PrabH4bSjhdM+O0meNj60ZagYefKI7s7gnChoNR95Tty02k7zzGiW1BIOO5qys76c8al5Wjx88gH/8UTgPqh19QOf/UBT+mOffzJ9b37/wQEeQGXN/9NqJpjM+Js0DGGOeZ0LvCwCKifCuRzf6gM0AXMN2LFjxxjou471emWEBCpQl+OoOLqr9UIIiDEQYkBw5GyFxbRWm0Re8MGQ0lIKtShahdB1aGmVFFqeZoyBVezA6SKcgjPfOWdqVUYvpGKFvg4pMaXMlNNSv8hCMX6pZVSxhG5xnmGyCgcbH9jvVuz3mYIQQ2gkeRZq3BG4OpZ+iWFlRHxMS82o9pwPKq1CQ9d1BG9lUWYa5Pk8OD4/ef/kvXmh5UyAH5m5bX8q8/0GqsO7BhKepLOpHjNPTsGqObezNi7hckqnqWRcFtILL58QpKO/+ynj8uZPn8APFs6nTNmnycYKVdsNsEkxT5w6+2NO6GIjm88ILyw+y+xqmHAaSBJDYL3ZUGbubQOPjMYGXR9Z9YFNFzjUZP6lKqvo0arE0PF3//1/Yj+MjFNmSIW3b9+x3++5vb3FOWGzWXN9/YJay0n9H2la09O3SgSiBV8qL7YvuNpueXF1tQBP3nvubt+z3++bqZxJRcglkpJyN0xGOu8jY4aUM+M0WM5mbSRYv+fLL7/k6uqab7/9lpubG7oY6YOj9mamO+eYpmwV7brI4fYewQCwPnqis1v7YntFalpUtXI4HMh5InpFcyTEQAyRKVkSdgie0uh/zyKUL0LnHtiUx9jnsWaQc+7BIiJNOFGM+qgGuGWswkPVmbLZvOAHpyMts6iBRY+kUD9ZqJ4al3UqH3j3w599ClH/BxX4unwAu6HuaIQ0nLtB7WImpRPQkgkLm8QYHrNGne1fEej63vYl0AcBb4aRC6ERxxVqZdX3rFcrtts1fdClFKVWJXi3kOe1VPI0cdgf8FJZ95H4xQ1ehNWq52pjxPAQAz7Exu1tyqAWOidE79muetarzuhp6UA5ZKuGFwNfb1ekzpFzT/SBrIVcK+NU+P7dnt04cUiZ+zGRSqGUFe/u981HNeDqj9/9ke9+/y1d13P77p0JPoXNZouIYxxHpJXIdM4T+4iq5cc68bgYEGB/2LWQj4WMttsVtQS0TFxfbfHBU1RZdR1dSAQ3MegxMWEeDy2nZsaefLa8f2plzX5MW6SlxZpn0oTIrJlM+1kQ02FFGNWYUaozcQmpM8Jrx9Ll+XME5/E2zxasJ9Tvk9//gJk8jwce8gewt4+Wxjy9MU9J/RxXFDmmaEE9Sah9iNwJShcacCCtlEWLOaocyerBu8XMjd4RfbSYYd9xGCbTIsB61dF1PasY6PyWrgEq05gQsbhbbClYgqIl0XlP5x10hshu1iuutlfGtuk6YuwIwfImRSs1T/RtP+tVT0AXsMuYSUIXHFerSImOUmy/FdMAKVfEBe6HibthQu/3TLlQqnJoVRG8d6SSmBpxQTbGSfbBNKLdTPPpgg8L4he62Hy20sAZu+dz2VAnltA9h37AW0zWCdqskSVBQB9qnadCaCxw3OkkfCjEcjIBT60j18qUAFZWhlnyWnZQM/ANkm3zwYFrxkVFloM+AnQ+opguQz9PvfMDxonzK2c7PYdsPiCXwDM151PE6AcHajd+5ZVSC6VADIE5OSIE3yYKRB9Yd57oBC9KHyLRe4IPZLWJlHKmyJwJL3Te8/L6hs16xWaz4s3b95RS6LrIqo9gzE1eXr00Hyp47u/3TOOAamXdday6wDQ6gijbdU/0gpfKdrthe3XDzc0X1DzSxY6+M16qqIIWyINxSMVioGUa8E5Yr1bUWmzRCMEQ45wpxUIcPnjEO1DP9dUVuynzp/sd9bvKYcpkdQw5472jj4Hf//4PSFGiCIf7e9bbDd6vEBfYH0YjTnhP1/eLn9utVlALtSSkzgXMFM2JVb/COc9hv8c5S0GLIRLbwoNagbIFSCq1KcETf/8CACQyV+TlgXsiS1E0m43zP84Wab8wnKBWs6KqgqhQlhpDrXwpArVSxbaVJsTa8I2Zt/Bck/FTc0Dl7NlDv/uSP37yrpx/9tS+H49np4ydjtNiW/PrqrZSx16I3rGKBuGfggNzILoTuN404dDM1XYLWkkp8TdXN/R9Rx8DWhPrzYb1esNmu+GP333HOO7Z1MDqxTUVKKp0fWRMmfshsY0RtFCGgZ7CyxfmE97evec/ffMK/7d/w939HR64ub7m17/+NaWUFn6J+KYlS54avG9wfcqBVCz7xQdHv74yQkKtELumsYRKwWIGzuKpIeDEoa0yQ9d54iqCOO4OI7eHkc12y26/4/b2lpubG3Z3e/b7A6q6CL2IHCs+AF3XLfWRSq4tNc0RxGLIqrUVG2sc12CLn3eO6HzLDbVMmMMwMU7ZahKdwp4fGbMFp+35Qq+TmUjgUNeySGZlJ3ZtTkHBKsapLqqouKXChYqZuKJqWUtlnuRNIFVROSv8dpy9D8Gik/fdQ+l6LHyXfqwsS9H52xde6KN9PDiknB/x8vhkn/PJVUea+Rm8maBBiH1sIZMW/xKro7pyynbVEZ2lBL3YrCyZuhS+vtmyXa9Zr3qgst5s6fqVgec3W4Yh4ILDx56icJgmxCmpFso0MI37duMVJ5lt71ivV2xXnhdfvCTGyHi9xgts1hu+enndQIXGctFKSZ6SHJonW/dVSR6mbBPfe0eH+cq1lJbmP4MgGKilTVu0mwWKF/CqRFGu1pGK5XCWMbcWDK24dLCYbU5GSWRwhFJYrVd4/Ikv7Bo9z7QKqksqHCo4Hx6UNAmh5VcCpSo5W22icUqWS9qAlKdW+Yvz4fyh89Hmi3EuIe3c50UbEBwic1KCfa2Is8oHLbSitYVotMW8XSs7o0uduAXZPR5KHgvJ2YuLn8vZ6w/sr739jH3IY437kev8UeF8yqQ9D5/MYYh1H4mNV9mte4SAEIghEFyxiemNeB1E8VX44mpDHwNdcPzN1Ybr9Zrteo3GjtCvEPG8ffuaX736glIK+8OBbrUmlcrb+8RUCq6M1GHH7k7Yrtf0fY+TzPXK8cXLNS+//LWxbkRwVZs2clRR+n5t/k5RqJnilOqhTs3vwXqVjEkW6p+oIdMFmEuxq0BoEKKogTWl1U2CpgWsiA/r6KglMEbPm3f3lKkQJDKq1eft+0jOmcPhwGEciZ0BVH3fE11c8IAYI9oI9VUs5xO1Gd33XaNEZoRK8OC9WkioWqXAYZw4jJMJpx7v93n47HQ8CqXJsTaTxSNb3uWDpWn+MgtYJDJTOk1AnaqBWnBE/CsLx7rStKjoAg5pnRlCD+fkY42mj99/8JuO2yzbtf/m53Ky8anZetm0PfHRl03l4neeGj/I5zwVzjntiVbpLsTIzdWWq6sNWYT7uz3DcMC7NS+2PVe9p/eVlfNEgUjPF6vAdt1zs17xcrNl3a9Y9T3iQwsDZDZffgHSiAjegfNMKXN7v0VFOIwjt/c7vPdcX1/x4uaGq6sNXddZUvJqfVypS0szE9tPCIG5gmopjlo8mgPZQc0ZLZlSspX/8NjkqBZ7m+vWNhXQ+qY0n6/kJZRgdEWgVtI4MSYlpYpTZdOFNukqmYBSqOrx3iok1JKZhsIdMPUrrl/cmInbZsz1zZVVVAfudntSmsjVqi74NmFClFaVTynZwiXjNHG/HziMmVSqVRg4YYU9b27Yo84CqVY/ydpeVFy7rt61+sAqBl4101caecIppim1UKlGfzRrlqpKns1nVTKVrLlR+oSyUBKOuvNUe80+78lb7eUHfEg57ukoXDzaz2Phfexv8oH3f7BZe8m3PH//mBpW0aILVS9NCWLXUEAjBXRBGhAEm9hZaEIrq86zjp51F+hjsCRdrbaKqoWfvRwTeX0XwPlWTd1+Ylr33GzXhGBE9vVmQ7furfuWNz7rXGnPeaHW2RRtVRCacKFiq3UDXpxWo7tXloTlWlvN3WosUMecgta0ZjVKGpUl2F61mDmmVlFP1FLlSikUzRS1tDrf4qpuIWDMDBo1BBdhOBxYrdfLNtOUMLxXl1IlqCOl0rpxOZx4asmWgzpVclWGMXEY01LRQXW+CMf7/RxBnaeINqHU08eJwBxNX12YY8un7TBzNf4meWYRKLhqDYyqKq4KXk2T1haPnpPpz31IOcpae/JQZ130/54yhx8J5oX9fej9ZwrlPD5Zc54L5fJcoWYLn5RSGQ4jXmdStuKk0nthHRzeKdtVpHOeqIV1DPTR0wWxmjk2G6HmBe31qnhalXYnrcxHoA8By0ywlbjrN/gYcSFQW/2dEBy985Q8194R1JtY2URoV0vU8gpnVyk4GiREzbLEcFUL2oqSzW7R/CWZA/jVUsJw9q1Ss9HnamMAtTZZRvYvVM2tfq60Wq/OFHtrGFK1UnJmQnEHIzyEaInZwzhazaRaKWXuZuaYpoR0RuYAT62ppaklUlamKTFMyVhSLUxxTjyZBfTDCGfz/WYtygUB1eP+lgTr+RjYtRc41ralXdtGSKgyC742Xq6noGQUL5WqxwSL41nZ/48E9ETbnbw6fvqEY/nYVH709ElhPT+HHy2c5wJ4SXMeP7dDKmba9l3H3X5PKZkgjqt1x3oVWfeRdYhcrTrr16iOvrcYZMmmQXzr4UipVqHACSG0HiTe4aTgvFjNIfFQQZxHQsD7aHq6JPMhvYfsyC4BBlqFplVqVYoKzscWJA9IqYhWHNVSKRpH3TnFm+WJuAjO6g0VSiPyA9V8OWhlVtQ0o5UCo2V+VIZJW9zTc7XZkhXQHcNh4u79rTUiqmqxzNoQ2Wo+YW2VFWrKdKue9dbI+dWZSaial4rupVT2+wEnxpZyWMUH6Spjtuth/GW3+H0f40+f33s5ETRj9dRFqy3J2zOsW2klTB0zXaVii/F8WL+garYgVMwFseZVbc0Wx1xezWuliNWaWrrDLSf34NUj7XX8DfbBueCc+5ry6DuXPjt+4YMC+AS4dDqeBQhd0pznzyuQ1ZFyYUwJ5FgDCMHACLGVsY+G3LpWQUBrRZ0g4pnhN6UwI3pGoWuVw+3IjQBgWsaSIwTxJkSCrbgORctEzoo6R4hGMJ/NNwszBFzsEWemsmsASsnJ0FrnEVeWgtjHjImHZVNmq+q8cLS2pPEKpq1SZXeY2I+ZqVSmoux3O/I0ISjRC7VYVfySTCDn5sG1zHVoHbWY6yBuWGKTVWfT93hetZgPl7Sw6T0VYRgmppQo1RYWnDM//Blz4SnhncGkOj+w0MicslaqpdoVDEwLqBXvat9FZoLKQ5U0lzKZwSGl5X8usLD5rVUcbmnlcdzBJYFqu3704rE3+XCbi+bryY6fow2PX/n41j9acx63kcaEyYRk1LKFoymGYs55fdHPwmmGpU1817SPmcFQTfAa7meCaaYOLewh0hratnKaRg+bqYPm6+VSW33WgM45S/NNFW+tGkKEWQuLs1W/Wvdr5sfJ7z5dn2fh4Xxqz9detZXpdORSmXJhGFtcsVTGXJdaQ76VakmSoREMVOx3efGUFm4QZ0XIaN2854oIYHWDULv5XRdtGVEDrWTtEZQpJaacWhc2beVZ6rLtpwBCD+fHDA5pq1xgFoOoUNThVRA1jVcbEiEzub0JoZslcr7Ktg6aRqXxceeWjzQzVsRKnZwK4yONd/K/fFyQPuUa/JDrdTyjp8ezhHOZlB80a+2iDVMyWp6XxQyrCl4hCnSieKzos3dC17i1WgplTCRx+K7148QqtjmdfTlD9ByNTlKUSsH7sOQTyiJMggRHtzLhXVqAKuRS2sS0eTClaYmXOTxzZoelvdGqC6yABK2EiCWJz37V8bosN0phJgPUVi9pyhNDy0oJIeKC4CMcDgNOHBEYwkAKHpfrooVQowb6luRdgZaHZfTBUtBs53Cs/iAL75aauX//Fq0dWpVhyhwOo3Uda99RpPFwL0yij0y+07BLaX64VAhqCeCWQTIXhbaLU7S2WLCjCKgzkEeROWx8vI7t1gURcNJICwZg1Vqt8oSaufvc8UMF6uK+PiBmT33yo31OuGzWPhX7rK3cpDaT0xDOxq+1riWLabpULvD2fvSWqR9jXFDIIy9XWyOjk36ZrTWeV/A+LL/WgJqWR1pc06BYqZB6XI1rriAeJx3OBxDB+/l3mEdTarLjlFZupJalce88YeZzOb6DLTaqx7S2KozZ2DhTzsaEyZlUlDEV+q6nE4vX3e92sHKE2FHUYpG5VMZxtBq3zll2TpUGEpUTJpC1LJwr5k9pJLjOWEFdJBXj0W6u1kwJDmNhnOx3qupSufDBJHrSjH28cB9/87E2UK2GqBbRpTO3zFpVTPvNXFmpirQ2hzQBdZhGRRsbSMxlmbW0iKHry7l9bEKf/raPvPMcAZJHTz7f+EFm7dNfAJi5lA5aJ605sXYetgAeUUkLk3icnwGfU/zzuDLNMcMj0KBHoWg3izn1ijme1rbQWXUa8OFaAw/XOpfNS3VtJRdU53zDurQsODkJA5tox9TjrJvT3pYza/uZu00rZpbmZKbmOCViNAHyYnmiuIo4ZbtecZgSTImELr0/VSHVsvj0cxbIbLiZaVnJOVOiES+8N82oGCXQh4AkrJDaXEH/BPSZEdpzM/dDobXZ5J8FZxFSFQqGuM+J1XX2RbEY6VwLyM2+fDuMLevLLV3G/J62e7I8fzRHLyFAT37y1KY/aosfOn6QWXtpLMCNjzgXGvKnBjY4IRVLnSq1hUSafzFrUXGtsnczXY7wvdoq6qU9rIartFLi6sT6oVQLuJsT2ICi4NHWZSzQLT6KcwFxnaGzPi7asNaG0ra2CUEt28QXTxVv6KwquRYmHS3UqdUq9Ymt7CJCc4BQbciqWPkNq+8jbELk7bs7ppIZ0sSY89J2cLtesxtGSsl8/eoVb96/Z4cSZMX1zTU+RNKYeffuHZNakyRVa0NfqfgYG4ndqjhMg6JecBSmycz5qcBclCylvJSWORe882ykc6GdrYzHeb/SCAdQWsF7NS/EfMwqFDf7kIJviHigoq4xgmoD/ATOGLOPkE7naCj5sSHx5Un65PT9xPEJO/oRx3y2WftRrdm0Wll6fVhbgxY8s5YKWImRruuWTlRzXOvYes+b5mzCbnHCmU1y0jMkmLZTJ/jYNc07m7ctJBC6xcSkFGpunbS1mAlLItc9aUqGjtaKSqPbqRJ8A6uKxRitZGWlaOuCDbjgLc7ZQJC5fq6Z4MrcOi3licNh5JAquzISg2fVGWHf+Ugphd1uR79ZU/cDw3AgFZuWXRfZjwO73T0+dPTRGiL5GMA7dvu9NW4SZdrnNlNN06oWcq5IHpubbnHa2oCX4DzV1WMX8Av3H7golOfvP5wzlkBtWT0VUdf4w5Cr4KuZqF4gccwsERH8nFnTwEFBF3aXgUe6mLu2fGtrqnucixcn6KeOZ3zlg1KxWFXP2PbCeLZZ+9HRTmQxbWDJ7q/MMbB2veVYaeC0b2MD3tpFOV7w2tAaqWJaTczUwTtQh3ozIutJYWQFZG7nUAuaM9TcTGGP86fm7vFHyINJRsv2mIGd9vuKHs8Xaeu1UdDs9NqUkUpRJZVqidUNgZ3GSt93SCt3UtpvnH3aRQCajygIMfYW2yuFJC03U7wtWM1XrKXgObU4ZlNbCU5IxZDZvvMcdulBqUkxiPeRGXs6Fy6REZ7GII5m51xzdtamFaVUszCEWaNi97U1KJ5bzOhZQ6blvlwSHIFFyn/gODefn7W9Pnh1eZunP35yPNusfc5QNd9KxTIiSh0s/aeZXSkVI1gXXXL6gvfGCxWQtuLPbeMt+Gx3uRaodQaEHKHvzUcNVuFAvEfcnIXRcg1dOlacz8lioE5wYW2sGWff7/vVkhs5T6lalTQOpJqpdTb9jtfDhRlSbCsOAuoemF2ZwmHK7MeRoTW1RSFNk7muPrDZrHn7/t6OLcI4jszpXqqV2mKdN9dfcEgjU87sd/tj86WqdH1PThN5mui6jpxrQ5SF4Ix1db3pud1N4Dzblze8vnvNlBOFuSuandtTgjn/PRfQS+SE499jZGxenGcMYU6c1obmzO3kRQ2Rnnt7qsw1pY4J2ssX5qenJ3suyB+ftg/O+WNfekoUHr39jN19TKw+n+ZsB5tSZhhGIxyIR8Xa5E25NEDEzNMQgxWTZr6e0lZEWSqxOwHv/MI1NQdVCF0kdNHYPwJ1rGiq4ArUxvRpNWGdqPUyCVbW0oVI3NyQiIYmW9Ec83/FkdJoP0YEiR5PNBodc88U61wWug5QtCRSa4cgNB+7qX8XO0KX6VTpqjCMexDh1RcveP3ujimPJFV2hwEfAl3s2O13ZoaalLNarShVefPmNf12Q/Ce5I5Ee6RlujRTckoJ7xxdDCDaQC0z8fu1kHLl/bt7xsNEnpJZFR+ZA6em62zOzmSLc5/zEohY1WLgrmL8WAe5zuQDxWOyVsTQWhoxHmhVE2aL6tgoa7bPFBo7iOVx8Xcs/z3x2YUXTwrVyYfn2+iD5/Lk/p4jWT+ohtDTo7VPT4XoM6tgGRoz2JJLJRVrGGtyeAIIcbSDpOU0ziUuRcQ0iW1MCB0+RqOCOYcy9/ecv89STGzO6PchWssCH3C+w5VGnK4GJs3cVG32mC7wb/t74nv5VgVetRrzxVkOpdbWLxTbXJZarh7vSgO+LBvGe4cUI5zHGAkNENKdHcc1X9sADm1oa7bFTRqNr93iambFQgBXFJrrAGaOz63pnRPqVJqpDjMW/iF+0IdM3aden2rP00tYZWYQzWitmbiz/zlrSWS2Ulv4REAa+j8TW2YhmUkPdowLKdHPEKT5jY9u88R2j7Y/kWC9sMUR5Hr6uj9Lc35KwLbkwuQyzjnWoQMtSzB9ysWYMbUYZxJlThimCbAqDdUMoGUJe4QQGojhcT4SvJm14h10bUKLmYyWzWBsG1rXK99vSOow0q7HVUVzoaRkhPBqtD0nxy5hWizTRku1ynu0haTFFU2JOHzoWiHpioTQer3UJd7onfWtDN6Tq4VBYgwUlLFWVuuNpYC1hWQGyVQcNRnAs1533A8juVhCdS7ZkOB6DKc4cSc+a8X50FyKwmEY6PuepTIex9AUs3b9yHr+FIL7MfbYvFjNhIqZxTULrGCCaYvvUYjNvNXGLNOG4gNtgZrXgtKE3TSnPDIXn9RYi5DJ489OXz8Sxie21Kc+P3vvmQbpZ9aclmUxTZb9cN11Fsd0wjBNVu1c1ZBVOU7GU/7sUuW9QHStcY848pSREEAKaSiEGE1rFkt+VgcV89VqbtzUVj+xeo/raKX/K3kYGA8jOU9mxs55ojKX+JjJA9pSwwAEF3wL0Zh2FKwSIKoULS12p0tZDlczUQRCQDvrtQkjd3e7FmJw9LEDEYZhZBisV2dKhSkXdvv9EsObNcOcbF6LaZFjx2sWk9PKhhbEQRcsbpxzwrvcSrtUqtjyWGfz8pnjEmJ7GlI5/3uMfyp1zpltas8Q19nlbWZqy5MtgIrFQ50cNa5lCLoF+1Eg6ww02fPjyT56cvn1A1Dw4TaPtetlQW5OzfL8uJfLiu051/yzCye09KYKY5paP0sQ+lae3zVuqJkgc+X0Ocl3Caif8lobRU1KsWa0cxJ2NtRSYlhyJ12La0rrhTmbQdNhR25Ncry3tg0iFqaYyQPirLVgLXXR4rQWfM57GsS8GILm9lV0NqPr8aY1d3Bp1BSD0sdAKoXOz2lkjdrXOmnPrBow8zMGR8q1FZxux22LxvzbZgGd/86NoMB6dq6iJ3ppqHOh5MI4poWQYIL0mIRwOh5VPjgR0FPBPH19HnpZ0NvZ/MQeFUv7ajtGT9H29t+cZjovfHKEcpmpgZa9cmJKf2Q81KCXod+Pmq7L9bDtP7rdM7Y5HT+JcKraxBtSJlqKO86trTGQb8I5Twh3JqDVTF3LNmlmq1h2haghvyGEJXEaWDi1KmKordg+arUarKJCGg6kJmwaIw5vtYh8v1xXi9MWirTQi6ppcnzL1J+hqzaBm0MlLVxxqb+lb6SK4B1d8PTREsqLVpIY3S216vCCI5cMLeYbQyBnKziteBbC/3KdzWSdO3OLyII4CyacXbB+LUGUw5iZamndt4/m8Cx7zwEAn6TtPeOBTQUjGRz3uJyvoGjLX9XZ9Ibm/8tiijuZ7cxZOBvwRX0gmE8Lg3zwveM+nkCEP+G9czP6qe9dGj+JcM7DzC1DA4ODGNxS7DnnTBbQ3irROW+1ZkvK4AISOjbbGwqFqoXQR8vnFEuANuBFyaWQpgkfIiGuEB9bSwFQRyOBe7rYsw2dCSfyIJ5oeZgnZhpYzE1AQkTVo760jA8r3FxzthBNyXNYFpRG+lYodYlQGMisRA/r4Hm5XqFqIZMcHdL6plRVpnFcUG2aNgwKY7bj11qM7ufnFhCzLwwh2EJiEanKMBzQOpGi52Yb6LqAimNTHOntO8apMKeKn47zcMm5DzlryVPEdn5++tm5/1nV+LXKYssa+b35+AXMegGQSnH2O9r6bvmgTUKXJUpshhkQ5MjqH/yWHypUlzTnZd/1KTP3sVX9Yb/18fjBdWsvjYccTJhKoXP2fgxW9Ev8zDqdofKZ9RMQ743aF2YCt6MLAXFKzdPCGBKx5rOCEp35Hz5EQ3BDgGwpXxba8Ejo8KG3b6iREpg1hjQerdSjaeQao3NhwZivGZz5pMwZLchS9nKWznmiWnjm6G+JKl7mwtM9OEefIrFL3O0mplyYUiX4wLy3qpa5U1sxbt+qN1Qsc8OKMYj5THP1QAG8+fS+IdZF4TBWRCq5qIWmnHGfrTXiMfXq9F4+ZerOQnceYpkFdeFTn4FF9uWmPe0gbWEzQWjlmRofWpdeO7TnBavWuHCYzcZv2zfK4EeE6unXD33VJzzOJ995sL2ef/p4fAgdn8dn1ZznwelcCr6VAumiJwRpicnNg5rRzEZ4P5bnMOCAFkLxwZGpjXvrWuEvKxPimgnrQzBwxnmQ3ARvZvI0gVYzhWutiD/GI833aX4LbZWWI2keBfGWmK2NKD7ni4kc2+aZ9mv1hXSmnekCeDhM2NZ9QIIjJCtzOU0ZVSsx0vexVUKAVHJL/aLFfOcCWTQT2q6tNIobzMWYW8jHG+m0ViWVhogireO0x0m12kXoUVBOhpwJ6/m9vuR7XiYjnGzXjjODPbNwLsdZfEelijsytsTck+aNWh2FGWme71+Lpy7neD4/H/66Z2vVx5/phQ0viZteePb84/2kZm3OxYo0R8eLqzVXfWTtbVL7GInRKuMtKKjO2sh4sirOqr6LoD4snFeoHLPhtTWaDYgLRnkrR3OzFiMOoAUXO/NvvQmAhWYcRSxjJOtRIyItUbstAl6PE0WdQ2KH8xZiKcPBTEydQ+OtRW+ruDev/rUxifrYWfHtaaKmxE4UH4RViMTumt3B2vHd7gvBQXWuodwOV5Uhp8VFWK821NbOnqJ0XqjZqIKDNbwmeMd6tWYVrYatT5lVtLq4NVVLKn8CVXxqXBLMWXNaDPhD/qdgelKtct5JXqyq2QYVbWQEZzm9LTI6Z/249leAvPielv1yUegeWX96cctzEXuuUH2qoD/H8fykiu+fyhgqpbRsjso45WYNtkarLS5nPFsDfmbfq4iStJK14KSVFhHLMhERJHhKSiCllZScqyAILHS7ggsRaShraZXcFUeuQm4+Cs4zDCPTlJimiX61Wvq5pJxBTThLbSU/Wj2bZdRKK8dspIZWNXA2uU4gjabtpJXUNLN33QV++epF0yRCqrBZRTbrnhgP7IaR/TgxpEQ2rIgYLX5p9EYW/0swRtVq0xuTaEr0MbDqI19/seXF2oppD8NIr4G3+4E3h4F/++Nd6yj+aff3Kc35KIxyCRx64Ny0/cncht7M08LMdbbrZuXPjub0bNnO3cpVmcX6uM/HZ/3E+09t//CDc1/z4mb6eJNPFl5+Ys05r4ZVdWlFB63MpbjFBNMGDiw+XysElWtBcrbLXaoxc5wHZ/HOpYWqyHLJFy6tmr9Jy9U0ZNNCF1NSxtJ8FLGsjjnOuNkWgrcWBlJKy+O3s5ub0paSG+LYzPPTnpInz45TsF0LZsXfJlDzKa/WHXP6/yEV6wLtHalas91cKqEh2tXZTdNaEDkJgbQ5HLyn7wJ9jPhVx4vthqt1z6sXK7Zdj1MhrRPjULjaDGzHiW/fHKgpwScsvuc+51OP07DKo+9DQ2WPWkxPXqnqHGJmxnNds2YXEI5GPGjXui77OTvfp37Hk7/v9NVHQiAXd/KYDLFs/kwj5QdVfH/+mAPoyjglcraV1Tuh863EpdaWimUE75IrMUQQGKaR/XBAUbroWW+uiOKxhni+CadV61OwfpjTYCz55YIKiEe8kCdjKN3vJ+6HxJgLh5S5vd+x2x+43+3YbNf0Xcdq1fHq5cuFlO+0QLGiZeOUOBz2aGtxv+5Wi/DgnZnV2ko4tt9vPqW2rBxb9Ws1skQM/ZImt/IQeqEPjtLq/6acWfcRFKZccbki6psWL03bWLuHbd/TBWUdlL/75S/5u199w5c3W7xM3N5OlIyZ9WPlm5oZO+F//pc/HvudfqKAzn8foLItiWAGhmYU92GaWTNTaTDsMmWOAZTSCptUnbdz5qe2XE84Gqfz41T/PwqlPCUs8zz5yKaXhEoff/XHJsYs4yfVnKbRWmW6ynKTQvAUUSbNlNHKG7oW8qjA/TiRdyPD9HbJ4r/qO7ZXmfV6w82LlwQRi4OiaIyoeLs5ywSwPpYqk8VJxXEYCsNU2R8y73Z7dsPI7X7P7X5kP0zsDgf6w9Ra2Hfc7hN9sCLXnTcQQgSc8wzVUXKllIm7fTWigXd0nTPS/wwaNFMvhkgqqaG3YO3uGkn/RBU4LL1LJLDpI9tVzzhlpsM70/y5Mo1p6RKmVVn3K/roWcXA37zc8OtvXvHLV1/wi1evWG8iqpVv/7Bj2Fec7+luXvHqGyuxpdHx9csbalV2+/2nKE/gMjD0vEczxcWEzmKZdn1N0Ob321TCLCua5qyt2ZEtvu1cYEFrL2rOp4TrM46PCeZTjKFL46cVTp0DHicXpz2yVkpWpGQ7CVfBVXI17ZBSYZj7a4owToniAlUCcTURPVihx0xQuyjGb6XZPY6S0wIQZBX2h8wwFfZDZX8Y2A8DwzDY5E9WDS8PI2OuHMbM/jBZt7TgrVVhFwjB2jdMY7FY7ZTwZKL3dNETiyNIKwOKxTdnUGheqE59Vte4v7aBhTmkAV22z0AXg2mKYr6tETZsX3Plvy5EXlxt+ObLG37x6gt+8epLbjZrXO+ZWuaM9x0hrojdmu1mi7iKRMfLbc/dfeBwkDOP7VNv96cI5zFyo7PXfGKrKk3Dtn3PGrGB8Iu/ufigsOT/HoUbjnt84pw/k5Z7sM9PBNeeGj+ZcNpFmuN8WCzAPqFSOSSD+EstdMVRpZCqcJ8ypVheaJvJiCp3O0VibzHL3Y7orIq8l0rcbI3I3tBQaT1QckNgc1GGqXK7GzmMmcNQuNvtGFNq5hcttzRwGCeGMVPVSPTb9YouBKY08eXLa9arDu89OVs/y2kcCeLpYmTdRYTWTUwgOqHvAtE784PFU9ElLc0567pt6KaBITEGcs5ozQRvgtl3kfWqZ8hmKm5Wq6XCeXWVcZr44nrLq5c3/N3f/g3fvHzBzXZjuaB4snjUea6urum6DV23Jq43eF8JnfCL657b28C7OyFfLsD3kXt9JHCcmrOn5ITLING8Wj/Y21EwxR0X9hkAwio3yuxrwwP2lrZF8BJb9tm/5wPC9WMF7zSZ/2PjJxPO2VLz3sANERhS5v1hwoUB3xr+5KK8f/2aKVttm+pM6yFm/lLMu3x1tUKdRx3sDnuCE7yD6GA9jI0143Fd899wOBkgK5qVUhQfIp0EqhReemvSW3JiP6TWy6Qy5RXBBWIjA0iwc6kl41ofzlIr+0NhUqjWDpQhVQ5pIIj1cAkOxmGkD83c7f2Sm+i1EefFzG+j3DUKoh6RX9DmU1Z8cGzWK8ZUGcbcGhTXlkljsdNXLzbcbLZIhf1uT8qV6COu6/nF3/4N+TZDqeg04koliBIqrLsVXYjmM/N86XwqnnkKAl1iEZ0TGtxSTwhmxtKsJU8RXVXzUqvO3mpLn2MOBc0x64cBkR8iUIvO1ifef2Lohe9dQo9/dhLC6ZjRPMGUZqmV/Thxu7cYZr+yCzZOifvDxJgLU67WpdnKOoNWApbLGJw1/6EWIwSIX8qbaClUMWqdpglijw9zjmWbIIjR21oxKEekFLHqmQpYgQ9SroQ5wRtt3F4HBAvNtLDOKgSmXEjVmtdOrc8l0Mx2SGoglCPhJlj3gS4Eej+v8sLMUDqt/ToLqDt5DUbKn2O9c2qZquNmu+Fmu2Gz6qGq5X0WGKZMjSMBa2jcOFA4qa3KoXFRU1VyVXJ9rG8+lC54itgu5/0M9PZUgy774kQYl0MeUVgRYabUzn7pjOLOTK95P8c9ne7lXEj1g/auXnj2hLw++tbzkeEPi+hP6nPOgikYQftuP9hNkcC2GghwOAyM2Rq5TrmwWhttrtaMk0rXBdbR00dvVdhTwvmO4K0hUBQHubRQSSIfRvptIHY2AcqyYnuiD5Y5kitOHVWCCSdWvNo7JefjLXRVbRJ71zpMR3yIuG7FYb0mt2p8KRd2+4Hb+735odWSytUHpmkgpUROIy9vrtmsrLWfE7HQ+kLoPhNO1cZNPjpSJWczecXhxS9pdl998YKXN9esVz05T0ixChDDlNCDkTfCJoImBGsk5WOrvlcy+1Q4pEIqR+F8Tg7vU3Hwcw16SXM+1KIy7/C4L079QWn+ZftMlrcsxi0n318At0vzsV6StYe/4dH/H9pePwqg/RjA6Sc0a48oGmI1hd4fEndj5naoXG9HVl3Her3ii5XnerPmixfXrLrINE2Mw2BhjMYrRYV3r99x985xfXPF1bpn3Xdcb9cM+0zfRdMcMaJ5YrjPs91IVthPB1Q9pVR293vKPBHF0qxyyZQyURUOw8g4Tlxvr4ldMWqgr0gd8CL0oWe1shaGVSqb3rEJa27WPUM2YCnlyn4YmNKKKSfG/cAqBhwGbgVv+ayWTt60oha8b8nlDe6aqXgxRLoYrVt1t7b4ZzbixNUqEmpmuH3H6mpDapfedWuUQk4HDu/3BHH46PFBCSrc70a+/dNrbvd7ppLOisF++njKjD1//TjMMnNx7V4bnVCZ0+RmsKjMZPmFdmFjXlKEufHRSWjnqXN9xo/84BZPadFL7+uFTZ5xjT+LcD69yrZcu2qeAGKV3V9dr/nF11+xXa3og6dz1jl6Hb0F+nMhFzhMpoWqqpX1L9Z4535S1nFP3wWutmtuNpHr7do0iSouBMu/FE+tQinKNFlfkWnK3O0OxlByjuCVVAopWTu8/TAYbU8hu0TvAsF7HD3TuKemCVdHuuibVVB4ebUy4r6zlgpWysQTNivGnEk5UlcrK8NBA7na8bUq6txiiRmK2UqflNKsD8G1ileKUQpLQ6ZDq7IgQC3Wn3Mu0N27wKJiBGuN6AKlJEQq99PA79+/4/s379jtBmQmpj5Da56OWRCeIiXMgvk0e+j0sMdjt/LeT3uMR7j31MBYUsgenuNHfsPy3wc+v/jiw589d/+Xxo8WznPBfEiWtotSqgVUgo+s+55vXm75T7/4muv1Cl8LNVv8D60cpolxKhxS5d1u4pATqRR6sRZ23jlWY8VrJgbHZtXz1asNX1dl1fX0onTBGubWaiyg3IRztxs5jBN3+wMxmJnbR2HKJpiHIfHudo96h4vRukq7jr7bUH3Pu9sD076g02i+rxZczfztl9dsVh3rvjOiPkbg7/ueEDy5WmkR1Gr91FSYy4ZqCzcdJ5j5V75RER3SrIemXWi1gdWqAsQQWldrQasypWLF00K0WknOaILOzUXJHNOQqFK4Gw784faWP7295TCkpZnQc/GTc2Bn/nteBOwSOHQuwMd5I4sv2fD++d2Hp/UI5DW7d0le+JBLeemzS+buhR08h6TxXED2Y9v9aOFcgJ92cU+fw3yzPZvNhi9ffsHLqy3ffLnB15FpP0HOljJVKqkKvPyGd7Xy/WHkX/7wlppHNE/kw8jXv/w1L262vOqE4f1btIy4u4F/e3PH3/0ys9ls+WYTcDHi12vUFzhY3Z3dIXM/GQlhmqzAdPUFqnJ/2KMoMcCLmy27ITFm+B//p/8dv/zPf8f6xRf863e3fLf/e3YJXn35Fb/93e+5vRu4u9vx394euImOl73nP//yFes+0sVATgEJns6ZxvPe40IkdNZMN6fMOCRK0yZeHLVatzERlo7c69gR2bNZrehUqCGQSiIgbIJnHQy8SinhQmR9veXq5gXXV1u8ZhyV4CH2HTkX9uOB77/7nj+8ec/9/UiujsKCjP3o+XAO/sya85QhdB5ygZYnKqdG6wzsnPJwT33KM9NVaYuXPqo88hyBea52e57wfdwf/dj4LJrzXFs+wMyqmbVd7Nhu11xt1whwvxuoVclJef1+R1bBhZ7//f/h17h9YYh3bO/vKcMdZajsD6PVDAodpV+z2hTWQfnq5YaSJ242PcPhgG5vljS03JqxS2MTdf0aH3rWPkIaTZOVxIv1iqIGWr188QVxtaJbr/nm17/k+suXsNoQ3K39TufQuVugB5ywWa/Zdo5N59gNI7kW+hzYrFbGrXDgvCG13hlJIWdlQinJEgJUrU7Q3HTXNe25ioGp7+hXK/ZlMJO/xWedE8QLIQghWrWFvu9Zr1Zs12u2mx5HsFQ1D7FfmdbF8W+//xNv7we+e/3OsmmEI2vnwn3+VFrfOSh0HvN8ysS1759b1idi+YTJrU0d1pZ3UD+oOufz/OgveeZ2l/b94xe6HyScl3zMU6GEdjlP4O3gA+u+Y9VHVAv7w8iUK2MS7g4ZnKf3npsXL6hdZpeUL2+uqF2ldsIBeLHt2awjfd/T556XK+Fvv3pJziPRQS15qffjnV/O1TlL5u6DRxDiZoOOB2qeyHkkxNhyHpUXL7/k+uaK7fWWzXZtpACndKL0wTM12lzXBdZdpPSRbR/Zdp51Jw1cKq0mr+WbejAKYPCExil2zmZRDo6a9JFE6Gy2es8qRlZ9hzuMLAT+aiU2Bev4HaOnC0ZqiMEefR/wEpZc0LjqqSpUCWQJ3I+Z79/eLpUXTDv9sEl1ijSf+56nQvhkAbBHJu5Z2ONkdll9+vPzPCXMc7lm19n1fe74MYL2Y777ScJ5WSjPNefspGtLC4OuVYFbB8/KefIEf7rPHMZEUfjliy036zUvtldcH97TqWNzLXz1qytW4Yp157her6w3Zs7sdjtKObDqPa+6kauvX4BCnjJ93y95osE51l1HXVemqZKq0q3W/O1//59YdQ7qSB7e8+0//xvOR9ZXL4mrF9T9nvL6NdP9Oxj3sL3iq67yn7+64V0n3O3u+NWLl8hmi94ccMM9QTMxC1c3V6xWHX0fjSkUrKNX10X6Li6ClJJvVQ8EOSTTni2os5hyav6zIrzYrrjdD0y5LHV/g3NsViu26w3bVWDdma/taqEMEx3XxM5ivsEL61UPzrO6ErrtP3PI8Js/vqU0IT+d/s+595d8ztPnp12+jxX1WbToqWk7H+PU/7TXp+fTQiGPhHeu1wtofaSJP8d47r6e55M+b18fFc5L6T5nh3roY574oAZgKCpiaKy3rIu9Qh88XqDzwqYT1rGyjhndvcWLY1Nhc7Piarths91wffOSw35gGhPX1yPhFwPBF7oIm80aqlJ9potxyXZxYnWLVl1g23urhi4J8h2r62uCRErYkL75gmnKlHzg9vv35Gmi5sQqb5ioyO0t4HlRJ/o+8DK8JIiDNJF3d0x7TwiOvu+4eXlN9EKQxqtthb98jITo8cETYzS/EoybKwnVQi5WUExn4Syt+1kpVvjMIgyWQK7mo/V9jw9Wf2nVmwkrOlHSHi0vCd2a0Pcw3VJrolIZq7AbE4esFIk8zOV4/ji/7+fPP4bczq9Pzd/zjmUnaz3MhIMLi4fCgzq+5+yl547nbf94m+PXPiwrnzI+U5zzxJw9X2HbIhecVYFbBU8OcLXuUK30Tlh5oY+O6EHTgBNPL0K/6rlad6xXxm8tsUPw9LHDuxUiGdHJMjsoRhZok15rwTUBDR66IFAFkYrmEdGtmcDOE/ueWiGnkTTtl7zNXBI6HJBckNCxFjMh+1ZNrzolpUjvtsQu0G9WXF9tCM66d4u2yuoooQutHEtLLQuBkKtpVjcXqSrH/GxYKuWrmtHpW38Z7wQtrRGUtwvsvbcynyW1Zr+jVYVXMwMpxi7KpbAbMm9u77g7DJbW9hkUzFM5m5cICefCeOl7j6MAR0joold8tjg83OdzfMePhV4+dpE+JLDP+f7j8YOF82h6PD7oTNubnztnRSmu+o6Xm57eF15dd5bNX+c0KUcIDmlMSSfOchtrRocdf/zTn6zPSddxc33DYSjUGvAhcphGXC14LUBFS6JOQEk4zTit9F5wps4o08RhP+G8p+TCkJRcxfzeVU8uVnrThdA4wkpAWAdPV5VhzOQxoa0a34svXtCvV6zXK4IkYvTEVq0hT1Zlb7VaLau+iqBifnAXY6s723JA55qsAlmOQfUoZgGk2lGdZ5hGxFkOay4ZkRV935NH64KdszU2mnZ3kCb6qohTxuHAH373HX//X/+Rf/vDH+CksMdzWEHPHae+56kgnsc8SymtQuJjSl/b0wlAdFlznmvty2btp2u0z2kW2/4+dh4PxycJ5/mKdn6hhIeCCWZqlKKMrQlQjI6u65ZYXucFLS3mhxK8M21TK+MwgDpiVPoQ6FcdXd+x7gMO0wK5WgK1qwXEGtk6kSVzoWYjt5diNWwNFq1Mw8F4stVaLkitSMmYIjJI32PNd1ETUC+KC7SmSgEnK6K/pl93lmztrSzlHKGraoXEvHhWq74Vq1aK1kaCaD1Jg0McVC0LxUwVck6UxnstrQ5ScLBZd8RowBIlQ854cfT9hn6z5m74I7tpoL9+Rdrfk27fUVZKvS/c7g68/t0f+O13f+RPt7fkahr5s6jPs3lybl6eorWz/3kqsKdhlfmzmUF0HLNSgGO4orbnlblUG9SLgv7pv+VzbPsxrXx5fF763lMrr2I9PsRKZEYfUTUEsQ+uJSSbIIdwXEEFb7VqW/m5GNyS8VGN54VVaM9QC+rar54nxQl8p2ppuFYNr9ikbtt4J1bDKHhEI06sNk+IPeoc6jyu6ywrppHEpFELo3f0q3hclKr1StFGMpj5r85alQGVWszUdGrUvTk/EzBObjv/uX1FbgJtBHBzEaoIHkuXqsUqP/gYqWRiv6EvgcMwke/vIB0Q6TgMB+72IwUx5lIpT1iIj83KHzouobeXCAnnpTWP3cse0Q/auc0z/PTvudb8mKn55Fl/0vYfM5ef+vxjmvmzCOfR7Hj4QrW1b8PKj3jnWsXzaG3usLzHEPy8HhJa9zBxgvcRxHIdp5LxLQzhRQmuTWApaElNGNwSV1VmX635XOjc2QGh4GuxHhyA6zwaoAZHjcUqHFQldhvUB/CesFqhzjpn14Yyzi32QrcylLAWnHSoppaPakWtzRrQxbRzLUguCl4hOm+ZMOK4m8aWq4l1PsNqMOVybKzrVI3a5wSHUR5BCSFyvz+wvf6C9Tby/fd/QHfvjIgQXvH63R37XHHbl6iPqHM4X5e+eZ/fjHuI2l4ycUv7XaeEhFOEd+4Dc8liOzdnj2BQW3cf+bLPOeeP/57nvv/UZ58Nrf1h4+SiiVWVGxvy6DBtE1rGv1QlutaOoSGZMtewXSoECH2xEIR3oCUhklFNpGlgHAY6J8R1b20UWvMjLRXNVgRaxBO6zojlIngVXLXmshI71AvqhTpO1KKt3o9YfmjX019tyaVNtGJdwsB8PlTtO7mAZkSNqL4O1iNTRBsNz5u56qCmkaoJda1gWLF8UloRsjqjtdJaxZe2As9USMAhINbOQkVIKfP73/4Jp44ons1GEGdt5//xd9+i3nF7GPjH3/2GaUj41gBoCaBcoGKe+24f0qgfCrdcQm7PtegssOcZOsfXl7XhQ/T3+Jh9vE/VXJ/y/qcK36csgJ8RrX3apNVq6UtpsoY9aKFzEVQMEW39GVGjkKkasgg0k1AM7QyWvhVCoI4FLYXxMDCNEz6GBiS1Sgg4RAKqEzUrqDSCQrD6Q80MFcQKWscIXURi37qUtZ6WrbymVisPYuSGZWk2UKtYmz4vgohvgI4QaNXlqUZkr4LWisx1HFs7+we+WZtMMxBUqtXUNSvEem5WNd86OEOnvTfteb+7p6rSB8e6C6x7qMUxSaEOGcRxSIV//e57DuNomTmX5/uPNmsvIbCn9L1z5tApMWHe/vJEPjVp5+1OFwEeCP2lc3nqHH+u95/7+Y8SzqMFe4aenb1TVdkfRsZhJE8jrHpi6MwXrUrFSoU4LVQNLPSO2sphBkfXRSQ6xJt2naaJkivDbmAaJozSrVZ1wVkfTucDWoWSa+NsWugkBAf1eIbeGdFd1mui8yacKeOHoZUWEVJK9F1nqKIXckpGEasKOVlidLA2CDQBdVogg7YGuyWV1vOzLnHLxQZ7cF3NlC2lWr1dVVQt4bwqlJQXc9nKq3jSNHF7+54QHFfXK242azpJjJOiUvBdoSIcpsQ/f/c9+8Nomv5kfE609vS3zH/PY53n6WTniO1l1PXxvmfteC6Ys0Z9+nsffu9zb/OpbsMnC+epgz/TrI4+AJymq89+ZK3K+/sD+/1g5tSVI1bLtPC9VZ+Lfcdqu8JHQ3KlgSnzo1+vcF0H3lvvzZRJw0SaCnlKqBPclFs2CuSUkaLksZIOhRIdRT3eRcQHVE66WFfj5sQQiZtrKBlNEzG0KuJV8TkhmtAMOVdCDAZIlWohmqaCgl8teKGqW5oeDcMe1GrsTMOIFjM3x8mEZq6KgEDKhSEliurMg0SctOr4EGJHSZlWTRMQUs7s93tu1mu2fWC7juSpQucRp8Qp87/847/yX3/7HW/vLS3uA/bOg/FxIsrT47wl/YdKmJw+TrXrcb49nIfAAyGcS3ueMpDOt39q/BCh+rGa8WPbfDZAiIYkngvvfNGGKTPlbMBGm6TS2tx1XcTHgJfGR6WhnN4RQlwocAA1Z9IwkvZ7puFAKokZfXeAFjU/r8J4GBpYYuarVIVcUVfnPuaWT9nMaAvpNAqdeDOV1RBR8Q2gKSYwoQmSdTwLgIJUgrfMDy1WakWcx3msWFVt/by1kpLVoy2lLIuDnJh0tVj4RFqGikV4rKiyAzIGfKVcmXKmiz197Fn1K0TEGvCmyqTW43OaMn96f8/r23umyQpIn8aiPzY+p5l7nqFyqu0+5JuaoNrdfBymeSiYp8d46jw+dp6f+t0PbfNDBPxZwnlO0zoVvNPPZzP3/HNVZUzZeKGlNJPN0NLojNQt3rph0L5rZG1HDN6I6WLtEErOTPsd0+FAGgdSTkADXOTY5McpTOPYkNWmlEqBVMgOfNctKK427am5Cej8m1qRL4edS87ZCh2XSmiTpHhH7Dpo/Zi9C9SqiLWuZs7wnxOlZ/Mr5WxV8Es9uY4WOjDcx+KkrnX/Vo4x5LnZT210oilldL2iiz2rvkfEMaXMkAqTCkOq7IaRN/c73t7vSanYWmKB6ScnzQ8RyIcAzsP3T5+fa9Dz9LJLpPhjWOXjINPzTeIP/5Yf+vkPNZ1Pxw/WnKeCeXojTwV0/ryqshsLY1KmYuUqtbXxSyWzHw8EbxXvgjjL3PCxdcIKqDqGYaBO5rPu7+44jHsOaWRMI5sYWfcdfb9mvb6yygdlsnOTStFMzZlxX0jeI4Nj++IFIRg53ouzqnk4GEajMzlwrSU8iCG+oeJLIetgFDwxs9W3rme1KLlVrhdnyVolZ7RkKx9WLTfMh9a4Vx2q0ZDsItTq2nWRJbvCFiqLk6q02G6xtDG1IC1TmqhqTYXXm7UtYCmxGyb2aeR2P/L3//p7fvund7zdDZg9/OGJ8kM15XO+d47SnpLgT0MsMwlh3q89zH04jY8eH7qEZs7N2qfO46d+77nHvTQ+W7L10SfQZVI1axdVbc14ClNWxnGiE6HiiaKE6oxAIDMrxKE4nO9Ni5RMTRNlac8OBUGdJ3Y917Fn26+IwVK/ajaflFKXIH8umVonJAtSPOGwp3Yd0vXHrlilIL61clCbKKKmdqu0ZjkCbrVZQBwnztDUqkuxrvnSz0WnS05oyjSVSGr5mLkUUq6klO3Rumm7xt0VR6spJMz1cUSMoeSiNYiqwJQqu/3Au9t7+mhpa9OUzM+fCu/2A9+/u+X9/Z7DOILMsd+PT5Yf428+NV/mv5eE9Hla8PJnp4J5yaz9IVr0pzKDn3NNP5PPOR/oLE4GSwW1lDNjKsfq6iEs5ufsswJtIi5BDtNI1bSPNiaRtW0wUzGGyKbvWXWdobOlWPiiWmdpL47qPKRMUWPEiFamcQSdm/cGXBOWThugpYLMnZQVYy/YF3DefNVZ+WhOFsefe6W3a1JyaTWRsqG6dZ5EdXnkZurnUqykZVvkvG9NgZ0sludylV3zT5uvXBXGVLjbH+iC9SHJJXO3G9hPmfvDyG4YOEyJKdnicyn/8qcaT8U/n3p8KNdzniunfua5v3qqVc+P+aHxU5q6P5nP+bHx5IF5KK63h4E3d3t+8cXEuouEag1pvbfQQ6mtXq2zeF4aDpSSqDWbbIiH4FG3ouo9UjM3Aa7XPf0qokGY0oiow8dAt+ohBROOXCjZVtbghOkwkafCsJ8Yryr9urLCEfuV1az1nlrS8iu06/HRCmap6lKpTlXRXJh7BMwhkFyKEQtKMQJBhVLU6hJVJWdIyeK/U80kTeSaycVq34ZgZTFnhtXcymFZEOZrLo5utaaI4+1u4u3tjq4L+ODZDRO5VsZSrKv47LHqETeYx1PpX5fGpwrzUybghwTz3PcsrTnUQyrgkWF0buLO7z/nXD722ad857n7+Ek054cc/fn1OVqLCBIC+1R4fxjZjyPX6x5iaFX1jKvqZ5O2VnK1NgxUiwl68SDWFvDd/Z5hTNRc6AIEsXo7c11ZVatE57xHigXvrdW6R9TMXNFKTZVUrDdnvxkoJbMKHjZrupWFdew3gerR7EIVcaH5he11Q2ZrUVQLNSs552OX62b6mqDOsI6FXFKtzHwAtLVzmOmLjaRQKo0bDLPmKKVSamXMmS6Yz+5CIHQdMQarm5smUsnUNKLVMlCccw8m+6fe86fee86EO9XYTwnk6funRILz/R8FsV40aU+F81ME71P8yZ/KJIafiL53LqAAiGfIld1kYEWZb8LcE2X2U6uldahaSMUyQgRRoagy5cruYOwW74QuBmLfE/uesFrhV2tqBWmt8lxVXK1Li3vVRjo4WX1zSuTBMYXAuNlZiltrCyEN+KEtFM2uaoiptD657fzb04eMmxZobwtGaZkpi/WszeJt27oWN5lNW63zxAQ3d/SG5SCK+bZejIwwE+2990QRqrZ+o4bS2XkudWJ/mCn7Y0zgU6Dwudpz3v58zCDQw7+f5nP+WKF9zmfP+fzS+NFo7VPvnX/uvGc3Zd4dzPeZV33zsxolDshpMmGUJhyth0hRYXcYuBsG7vYD3sEq9mxvbrh69RX9ek1cr3Cbq1a3q1hF992OUk0gQ8sq6YIj0LSZ94zVzNFht2cfFB0HyrAnXL0k9j0uxPabGnLojmlkoubbLqt+a00XgocaqWKIbZ4SqVjF9tJ4tNqIraoGQFnLCGsLQeurIm1BcSKUWox1hIFGzju8CNM04bD28n1L3vYCWZXonFXw69cori1q7lFr+J97zMecwaAZrT01S+f3T4UVjoJ6rjnnx6lwzsd57m/8oX7nj9XAl8ZP2wJwHqp4zaRpYn8Yub0fGF8mysrMxpoLRcQQWB+Wosh1Zh21tj73h4H39ztev3nHKghBrHjz3L+kYqEIYjDSwG6gcDA/r/l9ipAy1KZlXAzEAlPKjMPEW+dRvyJuAq5malLzPSUgPtiCUU84qdXI6k3FWepareZrztB+SyiWRulRsN6iYjHfeZjS1BaXtR4wpV2DpC01rJo10HkTwlyVmsoSU/UxoFpJk5nrZjFAv9oQuxU+Fpw7ai8wzXv6+ucQ1nPhPC+hKSLWekL1ASH+/DxnQT4VzFMB/ZDC+JT3PvT+jxk/OSD0sYMbHc+qke/HxN0wGRCSjDFUnMM5+ysym5HH+a9q4lmBojAVM4W7VBjHREoJCR5SQMbJJn0VxtH4vMM4MabcchgrqVYrxhw8q2gTPedKmgo1VrJaDmctxYTOlcbysTibznHCJpxqeWrGCmr+pWC1f2opS7U8+z2yVOypWMFtPbGFjwWkseNobXVYWxhFZDFRVWnCfvx+8J7aCqHllHGtQ3bFsle8d0B9MMEvlQp5zvgUEOlDc2N+fmrWngriMofOyA3nvulDKt+ncWuf+zt+TivjkyshPHdcAo72Q+b9buTt/Z67w4HtKnA1dcQ2Gb3zhDALpLZJN0/k1lQoBAiR+2miHhKb2zvWG+tX2VVFkiG+tVTu3r7m/m7H4XBgP47cDYndmHmzm1j3HevoedEHvrjeoLkwTZm4gioeDZGUR8AmRuja75l9UFwDrMxvrSU3vqtbWEWaMjUZC2jKRluszf8sahknuZn31kKgVeubiQfOWQWJXKAWy4gRJRQow0hRwHlKbQkDCNEHDtPEMA6kUvAEpqIMpeC8dVorRR9poQ8F7c/v+1MA0Q8V0FOBPBXMU1T5nJBw/t2nHj+32f45zeefzazNRbnd7xEy377r+c/7L7lerxlWmdB6hTjvCDWcZJXM0L+BJusYYN1Rr9f89u3Ebn/gH25vGQ8j19dbrq+v6fs1VY1z+v72jvf7kbv9xB/f3jHlQoiRX/zN33C9WhMcSEmoKNUBsWN1dcVqe0W/2iLJU9OElkweRyTnlmsajNBeqlXqQ42GlzNVW+wyZ6Q6M9kbo6e2yZdyIuXClAwcS9UaKWktXG9XRB8e1NVBofpAKUYRdM7YQKJQxFlVQW+NeaUWovdo1zMe9rx985r3u4G3d5VhyiRrXvNgsocQFvT2Uvjhebf4hwvmKbn9HJ09NXsvLfinpu2pifspv+NTzv1zCt/Hxs8inPNpplIZUuF+SOynzJAaGb4GYtNAWm2iQ17QTzNpBfEQO8961XGz3eCc5zA43uxHDkXZTZXrbW4xU7gfM0PG2jwUZRUj682aL2+uCdUYQaUUqgih61lfrbi6vqFfrSxntDTzuiHKdn4OvKIUQwhLMTO1GvnBqrFbXaLFrJJGrJ9TvrQat3b+rrQcVFFrduuO2myemIuGrpZOtoDgGGg0826tYJZj5XuSKLtxoh4K7+7fUmvBi2nv8zEf51M0zefSSJdCJ6fn9Qj5f+J75/7mqaD/HL/j/Lx/7Ph5NGcbpcKUK3dDZj9lDlNmTPmYt1gbmXsuXYGZfhW16gbe44In9JEXV1d0sec2jLy5veX9cKDfTbxKxbJExHFIylSMJrgSx9XVlqvrK17dXDHc3pOSFf8i9PSrLS++/IrVdc96vcbP9YIWaF+ouRjjqaqZlAq1yJJpotRWbc+BuuYLzyBQRdXYO1UtkySVbCGUE83QxUithXIySS3EdD7pjgQ8i+E6cNY4t48dIXbQBe6S4g6Vd/e/tT6dDqs0eAb+nIIy8/g5zMFLJuqp/3nqa17ycT9k1n5sofkxv+9Dwve58mJ/VuFEhKLC3VC4vU/cbybGq8T9cKCqVUgAWmdpRwxidX9EcCGQSmFKifv7eyqe4OBq5bkdewOaDhNv83v6EOl8wLlopAMRvvj6FS9urtmse6Jmups1Ilucc2y2K2K0JOzQg6sTqbWir6iVWuHhRD4c7g1MkdDCEoVak4U+CpRqLQej68FbCCNrJdWCVjFzNieKWLx2tVqzXa1wWshqnNkYI4NaNYWaixU8V0jaGuuqUiusVmtrSdgKUuecKbWSgNv9nveHARc2lOHO0tmkWQNtzELgvf/oxP4pErLnczgNlczhk1OhPH1+KpyXtOf5+X+ISPFT/aYfO34W4Xy44sF+yrze7Xmx6/hl2hIm1yaHo++tjq1gSKaP1mszl2rNf7IyFqu2mkoxQn1JFFF8F3C+ozpHArpAI657NHbspkQV5WrT4buI94EQOnAGPmktlGqpa87qpljRZXd6E82vC67lZ2ptoQgrUZJrSxXzDrwja7E6RjLnZbplXwrkkgkSmubylr3SwCFDeO1aOGfsKMVitrWRH7QJsohYFXqUYZpIufBumPj9H17zhze3HIaDhW1azuwpr/IceIGHrRQ+9T4/VyNd2v70+Sl976ltT7XtJXT2Uvrazzl+jHb+wb1SfuhBqypDSry53/Ny23NImZhamcngKWqNf0TMdPTiEfGkPDEuCcSmPcZcuR0mppKRRoL3sbcVAEWCBfcVIbd8TJyBP9IFXIj40JHTYIWzFGoxih/q8I5WpcDZgiFz+ctCEMtUybWQS2oc4Y6qMzFdwMnS/FdbNQNRNZK8WN2kWirqZ41sgqfqqc0vtetshAOymbMz0wlauwYFdA7BKCkXdoeJ796857s/veP1uzvGoSxVDVWPRvGphnmOGXm+3ece5/PqQzHHp0zhefzUgvlTm/0/r1mLCedhSvzzH1+DVP6nX75qIIkQu44hZRQlimm1MStpnLhtGRZjyhzqLJyFcRrpQ9faFDg2Vz0hBpwT9rt7qzhQIXnl5Ysbur7nzTDxolsjFNJ0T0QJrRbPupXX1FqJ3jWN54CycHJzsma/OWeGYTAyvlZqTfSbFTkXS6SWk0kk5j9PKbHb75haDSLfckrRQskjse8NEcZbEL7Vu/VBkNwybVRRJ9RcGcYJVCB6ggghBHocSR1vD6+5S8pQZQn/qFoFhQVQaqy+S+OpyfdzCOV51sz8/FwIL6G7p+7HU1r3P8L4yYTzaXvfVvq7YeL9fuR+nBCt+OC4qjBO2VY8r+ynif1o4NGYM2NpBZajoxZQL7jgWXXWyKeLkX7Tt5ti1Qq21xtiv8Ktt0QfrFnu3R4Vq7DgY8dYkrXq82J1itr5l2xmo4iy6SJTTab5xJg5pSoZwWVrdWAyfEz7svMwwKiipGytE/AOp56gDgnW1Knz1gNlxrZn+uKc/F+KhV9SLkxFqepIpTAmS6VbBSGvAmN2TFWYVJgKNFLRibY9mueq833SR8Iw1256Kv3q5xrPAXTOBfZjyRk/9/ihi9nPE0p5sJLZe2MqHFJmnzPRwZALY1FSqYSihGqFru6GifshUb0wtgroiDeU04GPgb7v6GJH13X4YBUWrKp6pYue9bqnv7kyMsCYyKpMOVsl9ygW+9OCq0pq5HYthdSqrDsnVqdWW6cvhKxKAaoaWd+pIC3oM08FaVWrZyHIpVBqWXqIoq2ObzRwa04Pk6atxShBzTQ3q6NUJedKwSrCl1IRbZyjpp0PU+HuMLEbklWQ55gT+vCe6LKQnC+mMxjzcwfxL43nhEJO/eYfe74/tY96KSx0afzsZu0yxJNw3GulV9inwrv9ni82a3Kre5OD4z4r96XSbzfs3t4yjqN1c3aeII71ZsX19YuFyJ3qMZi+myby7T3TpPztzZdkEWInXL18yXbVzN8Q4KCUPFFyYigZzZmSJmqZACs0VrGOZQ4lipnhlk1ioZ9cCuSEBJDGozVwpVLU/MAZRYwhELy1bUglI1TbPnikFRXzpRJChZKt47VzVjUww5Qz+0Z/rFW52W6sVeJ6yzBN/P71H/nnb//Ev3z7PbUa2whalksDkXI+7S/yOPka4GHo5ieaBieT9GO+7lMT+nMI5M85niv8P7twLjdeLdn43X3mm1++xMVIKjCVQk0CVTmkWxIg0bE/jIj3dH2P1Eoohd47rvs1m7mtnsKbt++5PwzsxhHRzMsv11xvevZ39wwpkasizlPSaKabt4azIkoInilN9hgnahqtCLUPaAhM0wi1sg6ePgYrRt3FpX6tcpxg1qRIrSXfNJGmbAUVxOOxigzeO2LocL5NMIFhsjIsZiEYmKXYYqDirRSg9+AKPgR657m5umK9tia5331/y5u7A7sht7zR43iIZs7WzEPmjRH0ZyFhyf1MKf0k8+EpLXJJ2J4K7Zz7lX+uoZFPHf9+mlOtIt/373b852++JNXKYTJSuoUQhNp7A1GqleDwWPOerprZ23lhJY5YDeF1zrFxgeI8VcwP3fYr624NuGpgijXVqoaU1kL0PXNv52kamaaJcZqoOeNaxXVJwUpKViO5i7NWDr6hskArhtBCJo6W81mNVFDMjLbqKq1/9Tyh5moLWDX32vzZqtp6pcxVTuxcrKkRD81nMb7u29s9t7sDu3GaLzOzT/mQYNC+uwBetD3OmkuW7503tH3Kt/vc47lgzn80zfnc8e8mnCKwOwz8/T//jv/xmyvKtsc7+NXXN0QnOPG8+Oobvn97y+39O3777R+5ih0bH3gZIqu+Z62eMFWkZnyEvvNcf/WN0ehKq/IeAhICsV8zduZvFoGsRr/TWuhb8D3nxH7Yt/q6tQm0+aFTyx4RWskMlM5bQ+AgzgAhbTWQ5uC5q5aD0mKhEuwz69diQlkKpNSaEjkzQbMmcilGlmcO5whTroxT4jBOS92hnCv7wx4nlVI7fvf9LX94c8fb3d4mtrZE7QvV1GfQ6jS3c/4MHmaHnLOHftg9vyxo59ruQ5rwQwjyX5qA/vtpTlpYZZz47u09iPDVzQZxns1qxWq15u13f2S/O1APA5vQI1UYpswfDnteN12nCtU5tusNr17c8PVqZcCKausKZgLRrw/0qx4XPRKsodDc7avk0dhANRvH9yQ907Vasrv93mh2XpBVx25MTA5ydFzFjuBM4IoWpJYGFlWSFiO2V6X3lkzdRUcpiZz1hKRt7CmhtTVsFMGiRsaYSiVXJbXqfevNmhAC3ge+3PbshpHffv+G37x+zzBNiMxpYCb05+TyWWPOqOxMGH/Iwjn2LjllD8FPF055rol7afylCeiP6mz9ObiJVZW393u2q8hX12tDH0XoQqBzhVXwlC4iV1s0F+qUGcfMOFbLDx0mDrWyWY/cjoXp1Sv6EIheDNBpN7zPlXW2bI7i4DCN1JLRUuhj62Atlakmi5/mQhYhhILz3jI/osUfSy6Gynqswe5c31YErdnw2lbIa8628WEGiYQQA6oFsY5GZr6WI8pbWu6nc40ZVa185tx4qO976ywGlJwpGnl/v+M3337PYUyNGP84nHCJCneay3n8zql5e0RvT9lDP2Q8xx/8VKH/SxLG8/Hvqjnn8f27O676SP3yhjSM6LYQvOeL6ytiDKxGY97UcSKNE3cV3uaR6ZB5cz/ydn9AugPr3ch+c8P1JrLxkTzcQS0IsEqF1VhwrRr6u/e3pGlCSubr6y19DMToGGuyfMicKd7RdX1rCSGst521rU+JogV1QtACm82R8aOzz2wJ0s57Yid05cgTjSFSSyIXIzmUUsi1LpzaWauFaLHVXDPDmMjJzv/lzbXRFseR4XAg+Mpvv/sT/8s//YZE18IgD03Z8zjgrDWlHR9MO+acF5DIOf/gPs1g0ccE4mPbPGXe/hht/OcmpJ8DmPqocP707Arluzf3eOe43qz46tVLwmqHBM/Xr75E6XDOMwwDvnOI77hSx8vVFdNY+M+vXvL69Vvux4n7NPG7f/xvxNWGfrXm5XpFt+qJfUeOa+4xVs3+buT163uG/Y7psOeP2w1dIwLgDJAB4eXNC/oY2XQrurUn9oKPgg+CD9FaE4qFTnDNZGwaZ65mQGwJ0tlZ5XkKKQ9MyXzH97vBMnNq68vp3JJo7apjzIWiQr/ZQLSE7eCF/TjRhY7+uue//st3/P71DnUdvpmz9awh7nlI4pxNMwvvKVpba37wnTnHVESW0iafbRY88IX/46Otn+M3fFQ4f/IVSSEr7KfKm/3I67s9MQa6GPj61cvWzMisxhBs4lSfES0ECjcx0G23jF3PoWRuK0xUahqI3rPue3oX6FpfzYrSByFuOrKrlChcd72Z0X0gbHsjoHvPerPm+mbNah2JoVJdoUo9kuxFGg+4Ia5z+KOxgtzMp3VmulqZkBZvRBqdLzOVskCvIlZsLOdCmQ6oD1Tg/d2Oru8bMFPYDYlhnBiGzO/+9J67w9DyQh93fFbVB4jrOan9Q2TxS8jsqf/6U8yPS2SC55jDn4uE8HOOD53rv5tZu5xUi+UNufLmfuK7d/cEb81fcy2IRGITSu8cDmESyHmEomxd4GaztUCIwKEk3h9GbocJrZlrEdbesw4eSkK9UntHfbFFtj2uXNGLJ3aRbtPTf/WS0HXW4i86+t7RRcEzcsgTY8nsyoRvKVqOYz2h2vqKKgv3vmlRqLXQdZ115/YCjCacuZCanx284J23ROxU2E+Ffr2hKLx9d8tX37zCO8c0JG53A29ud7x5e8e3r9+Zj+pnc/RhIWa7zE9P7qeE83OYsD/Vd58zPkTn+zkBrQ+ND23/7+9zNkj/cBj47XeJtas4LXyxXfHm/T03N9esVj1TWVMOIyVXK/e4XVGnSj5Urrdbtq7jykeKZsqLQtVKvOrxMZo51jnqZMnRUxeR6y3eBbqux2+3EAN0geKFXBOlJoov5OlAHTKbtedq1bHWiOwKqWTAE7uWR1msNIliMU4VGHaTAUjV+r2IM591TAZmjZP5t6lg3dS8pyoMU2EYJ9abDX94/YbDlPnV3/6C1bpjnBKv7w785rvvefv+nvv7nSV+i1EFvfeLaZpzfsCNnU3SGXmdNeo5M+chovuwQvws/F3XPag88PCWfrrAXWIHfXzqPDbZn3usn2J87v0+Szg/xbx47n5Oh9AYQ7lyux95d3fgze09f/jTW3zwxC6w6kPrZ1lR71hvOkaXuN9PXAdHcUIRcPUYVI8utBqtlrQtXY8KhOhxbo2olbmscwcvB6oTJQ+kPBHXrTeoOLrOeolWlCmav6nOtbaDrVD0/BvV8kNzKcQQLK7pHSpWoqTmzG6c2Cer6TN3ri7q2L17b34rwu1+QJxjs1lxc7NlTJn7w8S/ffeG93d7DtNEgRMBO8YiT4VuFq4Z+DkVtHPT9PS9c81zut18nHOQ6MfEQp8ir1/SfOfPf6ig/jmPZ/fn/Kl/tKq1HLgfEm/vD/zp3T03V7fcXG3YbFb0qzXaqiVXJ3SdJ2tlckqeH1Q6L+brqSf4o2CIE3zXQwi4VcSFDZqVvD+QaeVDckF1JKeBUhJrsbYGwQkhaNNsSh+CMZicIbSlGgto1kbzXLKMFouzzlUKSrV0st2Y2E+JVC25vKKUWtnt98Sux8eO+/1I7CKrlfXdvNuPvL8/8O1royimYvVq585sC/IqYkymk2t7TjI4FaoPxxdbmc7ZTj+bD+f7ueSHfmhBf8rk/BRz/C9JIE/Hv79ZezJUlXe7kf/2x/fspsLXL675/R//xDAN/E//3S/RkkErGiz3crOKfPVlz/D+nhh6Xqyv6K+ujUZXlfWL61aRQKhU4stXuNAR7g64zZpxGjns3sKLLYfDjvs/vUEls9mu2F5v+PLVC2pJ1k07jVTMbK0zY0+s5lGarKXfXLfWVzN1w7q1oG8ZLjVP1KoM+4k3t/fcH0amXLi52lqf0t2BmxcvSNUSyWvJ9L5n5T27+wP/+N9+z2+/f8397mC9ZJwjeqtGPxMEvPfLtUwpXZz852yhU3P1VNBm+T6yiY6g0inAdMowOq/O/kPmwDw+REh4aiE4Hf/RUd8/K+EE00K7wfyqP94NRrUrhV9/8zUl5dbzciLGghPh6nrNv/7pNbtxZMoTvwyOVQxW5Op6a6lZQE0Wv0sp8e72PS7tyFo4aObNH/4AFEIUNusV682K1aZDxWh6CrC0HYTQddb9rGTGlEjppIV6tWRsxMqbOBeskkLwzTowwRtbQW1LQYPgHBI8Y07cDxPDlLm63nJ1ZTHU//ovv+Vf//A9r9/fM+bcGgu7h2U8GtIrIkvq2Swks494qSrdJbP18cR++PqhEB/3d3o+T1W/+yF+5fl7PxVS/Oc0/uyEU9UQzN2Q+O7dDqgE77jbjXhR46lqxatV2etipEZhPxbqNLCZDmQ6iodeKsF5nAg1WR+WMWfuhnsrwiWQtXK/u6frPavrNatVR99HYmelQmrzHzk1tZwsNX5KyljZoKNw1IaS+hhQpw1JteLPpVgzptwaGgmOXApGEoQhWbWHXJXtZo1zjsMw8fs/vubN+zvuD4byzubkk9fx9EUDgRZW1pnJe2pGnpq4x/DEvK3t+WNhmNPv/hgB+hj6+R8tbPKp49k+5885Sinsh5H/8r/9hv/j//ArVv2Kf/ztd/zq65ds1z1h2yHVfLnoHL/+7/6G13cH/vDmljzc0Y3Q7xy/EOX6aksfI+WQ2VMYS+FQBu4OiUJFPGw2npurNV++NNJ9jNZ/xQpqKTiaT1mW9LCSCzVVyIp3gaxWHUFrbbTASuiiCYlYDmfaG/Xw/jBSyrGu0Nv7HV6swNntbmC1WvPyxRXfvPyaf/rX3/Kbb//Iv333hv0woVUtpNTuyZMFlFvMNbQgcV7qER1J7Odm7AwYzSbr8b5bhorqsVbP6Tbn82P+7HSfnypI51TD53z3L01Qn43WnkLrP8eo1Vr9vXm/49tVj5PMetXjQke/6q1sR6lUTQjCy23Ptv+K3ZDZHQbeTolpOLDSisPx5vU7XN+hwHDYsYqwXfd8eX3Dlzdb1quO9aqzXqHeSmGiM5JqdXWt54hCqaRsnNeiymEcrWxnKaBW/Cs0P8yofpCmyuEwsNuPvL/bWcmSWik5WekSQJzjm6+/4sXVFX0X+V//t3/kH37zLd++fs+7/bho8HN0VFUXTXk+kau23i0XzND53s73dPYdT4d9ZmjyDA6dAzbnvU1O9zef48cI86ffP9/Ppe89hTTPv+n0739U3/OTzdrn/uDnrGIf20eplXf3e1Zd4OU2sBsm1lOCEKyhLtjDCesYuF4HfMhUERKwL4VhGFGFu5JY0VkVuxjoemG9ilxveq7WHV0MVnC5nfYy3Z0g6lDnWmt4S+Ka8lwMu/Fp1cpkCrQyJG4JrVgLhsxhnNgPI4fRgKBcW43a2nqNOsfL6y3OCff7A//8uz/w7Zt3vN0N5DpPWI7JmKfXcr7mD23Q9lsevr406T98L4RTQ/m5k30GmZbzeKZmuySYT/nDTwnkX8J4tnBeuiGfy+b/EGDw7dt33B52/A+/+Irbw4C7u2cSYe0cvXeoC3RdYBUCq9Dx8sWKF7sDb+72/Gk/sR8Hci1sX15xc3ND33f0UrlylW303GxXdEFwoujMJVWBKqgDH6x3iyZnpUFyMSBomFoZTA/eymjiLRbqhSO3trWnn0rmdn/g3W7gfpw4jBNl9mdRrjcdX1yt+Prlhv/6m+/4+3/6Hf+vf/gXinPQunKjmNl8skCem6aLNjlFZbGFznvPLCqXeldeEoh5H6b5HoZS5uOfmq6XBOm8WNiHBOmSdfZkfFweV6n/Sxp/doDQ+XASyMXxX/7hXzhQ+HWp/Mr3xKstKx+JXaSPjuitSJZI5ott5Gp9zfXdnmFw1FK5vr6ib3WDoheu15HOG3GdlqJVmwlXmhkmeEqysiHTVFH1KJExF5JEcIbCuprxKL0HH6xuEKrkWhlb24k3twf+dHfg/e7A291gv81b+4WbTc/N1Yab7Yb/+3/5e/7hX//Av377muo6fIvRLhXaZ0Fs12fWikYSkuXvrEGdcwsgNLchnP3VD2md+flp9fQ5lmoZLZwI7XFfpwJ4vnjM53BKmr+kuT8GBJ2O+Rjn5vpfwvigcF6C2D/neMpUOV3JVaEUNU34fs96s+eLF4mXzuNih4/xWIMHEK2tBq1DV5HsjYR+fb0hBKvOF0Jks7Fat9IYO1WtinypFZGCNE1jTbms3uyUC0UrEmKr8jeniE04rXiBuYmKamVMhd0wcX+YeH17z7v7PbthMjDGu9ZywkxZHzx3h5F//N0f+e7tHfuUcaFrF+Qhqnp6Nx5oKpEHMO1CgoDWjVsfCq/qRU01v74kRPP9mQ95jvKez5Vz9Nc5t3Q1O//8h46nLLj/qL7mPH605vwQrP4p45JpZe9Z2OGuwB/f3dOtVvzimwkNEdevcH0EzcwNgqRWvHi887xYdbi1aZ/t1RbwiAv4fk2/WZlGKplpStY4SMHnDKUgWokxmJ+piSFbtTsVIfZrQlyRS+UwHBhTRmrGYXQ9MCBmP0y8uxt4dz/w7ffveHe/t4oIXSR4Rxccmy7w6otr3t4f+M33b/j//faPlAI+dk1+6inZ54GmnLXS/PFxMbUttQFaZnG75TMRrKDtiXY9JyTAsR3Cad7n0Sx9zNl9CpxRfcjLDSEwjuNn13Sfgur+RxDcP7tQyocu3L/99jvubne8uLriiy++xIdgBbY8+FKQNLHpPM47Ou/pu4CXxn9NFRets3PX9/iwarFK8y2LFlLNjKVYVQJV4ipYQ1/nCf1EkolaqsUixzvUqnVxP2VqGpGa8C6Y6VYyb293fP9ux7u7gde3e9brjs3Kiny9uF7z8mrD11++4O9/8z3/9G9/4B/+2++byahYpQQrp7KEL1qs0oXwYGKflhBxLkBL9K614k9MXDNL7eWMJs+atJ6UKfEhGLm971s/mEv824cg0emQE6Gf7+nx/EyQV6sVOWfGcXzwvZ9jrv1HEEz4mYtKf2g85XOcPp9TrO52B4YxkUqhiKOIUDD6XEdEJeB8QOe2geLQemwOlHOy7tUYMWFKmayVTAXxDcSxAtc5Z6YW7kjJ2tYX5xlSohSrhvfu9g5Kav1UEjkXxpT409tb7g6JIWd88FaixAmrVcfL6y2lKv/wr9/yv/7T7/n+7S2HcWpkAbsO5r8dr8/5A3jQjfrBpDvx9zgRJhE5qV974lee3a9TAv1pKG1+b05IP21q+zHNebrv09pEfx2XxyehtT8nTH2uQUWkdbwWdsNoAlMVfKB6Ry2ZVGEjHnVmvirVQBvv0VIXn7KOI64amyeliSFZX5PaKuMZRlQYc2YYDkzjyDSNjONEKkqOPYcxkXJmnLIJZ2tuVLCWEsOU+NPbOwqW8dKvIsFB9I4X657tqufb17f8l//vv/CPv/kDpWoj6h81XGo0QOGxUM7xxVMhemieYj1NT4QHjqblKc3uFG0FQ4TnxG3XfNVz4bRi1A6RhzHU8/M8zV45XxDm9z+GHD9nrvwljk/uMvZzC+g8kfq+x3tP33ekUq3h7faKl199jQ57CkqdEjUrtSiFiqsTNVtzLodxXRWMzN5q46oT3h92IA7fdUgW60lSMipw9/Y9+/t760Itnoxjd7Aiy0XVGn91G3Z3d9y9f8tumIyeV5XNZkXnvSWIp4Ff/+pXbFcd+bDj//p/+y/8/s0tb3dja0VomSW1qmXSOMc0pWPqFycx09Zmfr5GD0gHdc7RPPUxj+QBeIjA1lqthf3y/WOOpjTQCB6yhkxorXnTzBqat5nnyCXiwWncc95mvsen3/uU+XHpGvyljM9q1p6bop9ywS6tmM45vPeEEIixM22h8O79jn/6l99Sa2HVB666HldBfI8GYaiK7gZWktisAz6YllRRKmYe4z0FJU2Jw/6AiiMUa49QW0+TlAv7/Y5hGtnnwtX1SwTH7u17xFmflCkrb9/fs9/tGYZEKse28KH5vl0IfP3lFcOU+f7dHf/0r7/l23c7DknxPpzEJ2eiuD3mAlsLueBCjPD0Ws9msAmWfe69W2r/GPr6mJd7+T6dCsp8jIf3GY6sodN9nQrLU2jwpQTt07DI0+f1+P2/RAICPDOUMo9LcbCfyrk+RfZCiMskrlW53x34zb99C1r48uWGv/3qG3pv4E1yguZEqhn1hdhVIgaw1KoUhKwQQkTVequM42hZJ+LYHfbWuwTlMCaGcWRMiUFh4wNgmS0uWoWDMSl3uwPjMFJKfaDp+mDn5L1VDvj961t+//1b/j///C1OOkQc3oeF97rEKtUAHas92xroLu8/ntSn2uj41xgQc1xSxEx14JFwntP5Tvczkw9CMKBpvjf2/SOtj0amOL1/p9s+FyE93f65yOvp37+k8cma83ObtpeEfBbM2DqHhYYe1jq3Kqj89vffcTjc4yXR/58iN9sNnXPsdntWzrFxnuyAMJIpkDMFZ1UPQse6X+F8ILa+lYIJyv1+z2a9ZrvekmXk7f3A3aj0L79gN2ZUhe3NF7zb3bM/jNzvRqapEH3gZtWx6f1iCl6/2PL6buDbd3f8X/6f/3PjAgt9d7UIZClH7Wk+cKI6/f+392VNkuRGeh+OiDzq6OaQwyGHXHLJFU1moulX6EH/Wi/7snqQmbQyo624B40ccjhHX9VVlZkRgUMPDgc8kJFnVfXU0BrDZlVlRiAQABz++ecOB4wiW4yPAMwwMUb+KAcXyD6TJQS2FT0Qt+1ApShLoGkaSs+Z05qwsIb0jwP/WcDYrjTQWsLk8T7PejGvbdv6dwlx5Wf7NGi9mPwtlbNg7b4VcJczeOrzXdcylJ3N5kTQ5DyqlJQ5BkrbeHff4Q9//Aa/+fUdFDSWsxZXF1fQAGVG73v4uw73XY9FYzF4j6gNZlcL+E1PENB5QBv0wWN9e0MJnCPQQwPtDJjNEXqPt+9uM9Rs50t88ccvELzHD168wItPr6ERoJImfv3uFm9ubnH/p6/xfuNwv3Fw0cBnyLt9wGuInM6S4GuIPmkbZIXEzCt/pGIkkqwqLCD8VQheBCgk+JtsypgXPXaZjDWzhLM0ZsR21wtBbTfS+42Fc0ooJcStBZEX5PqaqWv/1gQTeGbheyyYLJzW2i0bFCmlB4LG4ALe3dzjy69foe96XF8ssLz8HMEH+M5BDx7DEND2wDAL6F2AMhZh5gCXSIveIVoL33us+w6d81CDBwYH1TSAbRFNj9ubtwiRfICXpkG3WsHqiIv2Ja5ncwz9gPv1BvfrAW/vNvjm5h6vb9dYD0QaWd2QX5QRZ96Gxf+k/UhvSb8Uu461JYAS7VN6L/dhzZZSNZxuBDk+V9EFoyx9bN7y7/KR1F6OPOJrWOhoRyoTUPmOPUIjBXTXdRISy59/62QQ8AyFk2Gstc1WxvJiWyE5yhU8FP7HP/5PXC1n+OyHL/Dfr/4b1qsVbt/d4GfXL2GNhlEROnYIAdDa4nIzoL1YIEagX/X40WefISqDzWbA67v3sF3ArHO4uP4BgplDtwGv3n4B3TRoGwutgF9+9hKL1uCHL+awSuGL2zv8/o9/xR9f32PdOWycR+8oE0JraNJqoxF1WmSS09+5AeWMzDTBkVjQQNvdGEqydLENyX0BkJbUmhNCb8esZqJFCqawc6lq0nYhRCGYYx+mUmMtWTQl27M2neFC+XXr/aa7uAq5oNTCVtuh46MMt+fQ34qwqn0vslwuR1/uu3YK9x+CHXKgmPxZLpfCxhwPWn1WR2MNLhczKO9A59AH/OY3f4+Xn7zEixdXeDFrsJjPoZXC62++QrfpEGPEfLHAj37yE2ht0G0GRKUwDA5d1+PNu3e4evESVy9eoNusASjE4HH77i2sUWiNwtXM4mqmMZs1mC8W+L//9iX+9PUb/OHLN7gfPLp+QNcPJchcKTjnARRIStorwPNeTnmAbUpQLf2GmeRJglqntNTso1WUrIz7dkswEoRWKEIJTnCWEpWxJh8LTKlHCgovmkWDFfa2Hv8aCsu69gUy1HOG26lSf3jvMvL4Ppb7+/tJO/EgW/tULywHhCYWr7hGTIqxXTYSZiCF5hFxFJyDGwZ8/dUrbLoB602P/nqBi4WDMQZv7jvc397CO4/ZvINeXMLaBut1h67vaW9mCFhvOphmDa0NVnfv0DaU1PrlwqI1QGMUFlbjYtYgao3bdYcvX7/HN+/u8X7TwwVK8cm5fAJrqxCKYEbaKhZDLDBXkVCqLMBjDViPC58chnSK2PgksQKZU2eD2eA0i8HGbIxFmMY2oRReQAJoHr8dI5s0724NyWNZu1nqMd41X5SiBONIhBZgR9D8b6U8CqzdxZYdK9xN08DaBm3bjiATawRJNCil0BgNozSsophQM5tjZluYOXB78x6vv32LITr88td/h6uLC8xmM4So8ObtHYa+x3K+weziGtZY3N3fUUIu0CLRWIN+9R7vVzfw3QrzyyUuLpf48Q8uMW8NwWRt4ELEm9s1/vWvb/CHv77GzX2HrvcYPK3oWtPJZTGlNlHYhmMxxjLnRwKzC9ZR9JA2FArIt1WDgZFLQ/6VhQJQqti69YFFZdHc7beuf+fxqY992MfeMsfAgQ8c27uryHlmDZ+BqtG0M2w2G2w2m9Tmp3HvfeiyF9ZeXFzE+nvZQTUU2Qddp+ohd0mD+XyZHeVAFKu2jHQpLGMMHteXV5g3DVpr0GgDoxVMEtZN16PrBzgFeD8gIqCZzdH3HRqr8bNPX+Lq6grzWYtla/HJ1RKt1bBW43LeorW0lau1dHSCUgC8owx+AJqmxZv7Hn9+fYt//sNX+MNXN1h3PfphQIhsk2l4N1SuCdEniXWd6qsMV3liJygqoWztcpBaiCHryNHPbBBVmNwavBAkoo3hopJauIybZEylFquFSgprrR35Hrn40slmdJ1NQf21m6Sug8MsAcA2Fs4NGBKLPAwe3n1/9naeBWv3lV1wCzgO+3P0D2lNA5kTVZYtVi6ttlpMIKVS/Gmy26wx8IYOA3JDxOA9umGVUokQBNqsVlB+wAwzGLRodIOZBRYtCaY1Bm3TJA0TMPRpk3AEojJ4e7fG69sVXr9fU8oSjnHNBlfImlFhwqkeYz52fqTdqv7M/Twx0bOyBbYmsXRnsP24/ZT6uIVxXXW9u5hTvm4XyVPPCxZaSe7wdfXpZTvnGRPZADgQQmuddtsoKIRHPwntscsekADgjMD3KVvgnMIEUNu2aZeErIs6OybaXj5Da41528DosnKqRLokFyGUSnUrCzrxq8eqW0FpBWtoZ4v2Kxin0aOHu7IIZgYV5rSzJFIkjnMDtSPQxmk/UFuGOODbmxW+eXuPN7drDC5lrePs53nC0cnYchLGsURN9nNN9DCKYGHjWylEbzwu/Hzpt5SCV8ayEHHeu/T9WPtJwZ2KKpoSTCmw9buwXSjhbq1du67LKMpau7U4c5uJ3Ept8UAMCoicAtTA65gDJx6jHBKkpygnhe8duq5evadsJ4DCx2TkD33HA0srPEWjYDQYMRLLaLQpg+sDBt8TQZB3WwA6AkoMvIqAigrD4PHVt+/wq89+gPl8geV8jve3HZwDdDRYzgKsaWBMg023gXcuD3CExhA87t6v8NWb93j9/h7d4CiqJ7koGmvzBOR3qPtma0ETE5sXmgiIiBqdF53R5IQU1vLTh4DgfbYZCcaGajzZHRNGx81LQZGRRHKBqSH1aHwmYKz8XNqZU5BZJr92zo1sVlmHbFuIPp834wScnc/ntEHBb+9JfZpybP3TJFxdHj3wfVcHlI4lO7NpmkREqJEgkmlUQbA0EY2mTHtaMeNJDKfWtKFaaQXFGbVAA+g5Mx64IxQ6F7HuHRa9g58HdA6A8rBmQNv2CEpjDkX7PJ1D8IE0IIDORby97/Dq5h7vUy6gAq2RmcqpblBJ6BDHmkVux2LyVtqXwDgsTt7LtiJPPu89UGkygLd4EclD27cIlTjnt4SHyyibfFXkPbuOHNy1INV11t/XNi9/V7vSuHDMMNddihZzbLyD5pxSo4vyWfl8u6vUxGf7Pi/lqJOt973QlNbcJ6DGkHAaQ0EEBc4W14B0oYD/irSVyhoNnTK/x6gAXcL6tOK86eTC8MwCMsxM//kACmpviXwYgkLsPaLqYe0GIV3jnafk0SFA64AAjVXv8fa+x+v3K9yuOnBwudYaKpKGogYr4egXzn5QtKoWE7uebPw5owDZF9zXUgsNw7Cl2eTujlRDrodJF+fIz7qdRLo88xC3wG1g7SvbNlp0dkD4ur7686m9nrVwjwUfKPNnvMh5v5u4nNJ69QIy9XP6synNeDouPhrW1gTAsUWu/E3TpvC8BhwNo9hcrF5WDlhMNmCTGDoDBSRta5WmbOlJ8EIEfBJM5xwGN+RY0MwIxwAFi3kzw08/eYGNB96vNvj29S1ubu/x4nKB68slLuZtSSUZHe57j3erHn96dYuVU3AwQAyZbeQ0kUrRQkGQK02Uqi8gJpqxZRi893lCORdym9nuizEKuFeC3RVKwAMwPr1aKYWmsQKZxBx436Sg97q/ATI/+LopLVrbklMakOusF6ApKDw1v2rBlffw9+M8RtwbhAy4XiIdp91UUz+ny/mG5zkK+6gghH2r36HC93KAQUlLwSzi1CIAlNUnaRhDgQomnUyrVIRWgEKEdw5RadpjqRRc8BgCZcqLSAyv1mhbCgnsB5cz492u1rhczHA9b6CwxLvVBp3z2PQDGq1y1I0CaH/npse3b28xiOMNrLVZu5OAAFAMxWjChECB8RATMU9uMbkkQVICDdjnWDQLb8jmhUtqmCmNRHazz1qVv5f2W31PDV3rMqXRxuNY6qr3aU4xwofm0L7vj5mbJeyRjYfTnsPlIabrKTL0JKkxp1ZXEkyeGEUwC9xiO43jTAHpXjHJ+c+uCk2IFkrREXtBRaigEI2GDzQZQ7JLoRS0Sed1ag3nI/oh4H7d493tPV4uW7RzOhTpvieG1gs7TiWNNPiAdTfg5m6dhIwGShuDGCjCSGkxwGosADwlSLNSnSOKRhdYPoZGUuAkXAMxw+n+WqOkT4Xm2vb9FZQiW6K26tkFcY9BVFMIrP5u18IyVceuzyRa2N+O8TXc9HOF7lT5OPb6s9naYx7AqzT7M+WmYKq7/KxDvspkKK4DrRUJKFg4SSP6pBmcd4DX8ACUMlC6rPhGa5gYYWLEzGqsNxu8vusQv9zgNz/7FC8uFlDGQDUkaFor/OBimQ4C0lg7h/tv3+Pmbo3BOSyXS8QYsem6osHAgsruBysmLsXWxuSca2YtYozJXuTPi3DGSHljydVkQdn4CrHBqz8z2EpoREYnXdeNFkd6Tsw2KqASiyshoYZNycgoKL8QTbWtWc+T+vN644Ic36lNDbvm29Rckwun1PC1XVradFgr7pvTu757Sgb4KEJoVzm0WjKMJd8Ta8ExXFVIm4U1UIxyHjRfCJF8O2kdjQJ/IygLnvMEY0OMCBF0ln1qZ9f1mBtLhJLRWEeHVe8weI9N73C1jFgahc9/cIV132NwDvO5xXw2h9IGar3Gq3fv8dXrdwCAvu+3Jl6MdAJYIDqZjnGIRAcprbIQAOV0MO89rG3z5zKEkX9nQYox0ioVCytb73MsbQvClcKTVWeEkvt1C+WQrcZJ/eSCWms3WfcUtK2/kwJ5Ts7aKXu2/u6QIB9T91OXR9OcUy91jI3Aq6O0ceTqRdfoMbRLmjImxm08GKJ+QSSRzcWak9KLMClEjaUEzz6GAjNBmdqdD1gFj5vVBtfLFteLFsvlHFYDq02A0YC1KXvfRmHdOaw6Oi06R5+o7eMRykpddohQPlqGq4WFZNuS+0ZmNhhDyRK8HoGcFaGGcjQRKQyPctiOx4XbNB5TTjfCfcpvclw5RavUELhGS7Xmm7pn12fyu1Pa+SHKOc9+kM25q4NYazZNI7RFwftsQ5HtZVA0ZYlmkQOjFYXkaWYuQ4Q2OpFBHv3g4TwJpzGa/JohwliDPqXeMI2FaRoYa+H6HrNoyGbVBr//4mtYFfH5j67xYjGDjgHwDoPr4H2LAI1XqwBv5zDzJbBaE0ObYoMlW0vMIaMFJoPKXkterIahh1LUR/yeu+07JnRijj4KlU+R6yVhRX42EsKQJJBMU1nGL23KjnFUV332yRSJVGcy2PcuNTlUz7MpcmrfvKvn3xRxVbft2HIOzN1XTnk28ABYu6txMmNe6SiGVAXSkq0UoTRrnZhsNSaE0qCmx8yalo5mV8TcKkWEKGuqmCYwP1Ipgnc+HYBLux4cHGu6GBEDEBTwL399g8uLOf6rC4DvMW809OUFvAa6ALx+f4d//F+/wzdv79H3DtpYWIyjXaaiZ2oEwV3JmpSvqWGh7DfuZg5IZ1g/ipDhLWlKpX43SbvLhNPjcZvyrcqxlu/E48ptnYLSso5aOPla+Y4FNYx3rdTt2Pe7XGCmFoH6ehksMVVOEZ5di8BjlpP3c0qoO7X6SSg77pwJ6AIgoq6DOzkdvBPpKqsNeJeKVhpQhRhhqEqTWZznIf4xXCsDSs+OMeJ91+PN/Qav3t/jk6s5GtuiaS2CMbh5c4tX7+7x6u0t1r2DD2nXJcPyrYiR6QGuXQn1dbVAj/t3DAPrfq8nffomL4T83VQpSIXHq5BztWbepa2OWcAPQdApe/ahmmuXjSz77FiBPOa6UzXjoXIyW1vbArV/jTWmFFa2v+RJx3y9977aYK2ASPeE6MmHpzmonOo12gKhBxABRb5FrSM0Arwj10JUlDfWhQgVAzRMdr3ESPlrQwSi9xiiwrfvV/jdH/+KX/74GouLJRbLC3g7w5s/vsYf/vIWQ4iUMT5G9H2PtmlhTGGSWRhK/4yFiGEia56auZb/6jQg0k4NKW5WCnCt8VgoR32K8WQdT266hkLdIkIY8rNkhM0oeH/PPJkifeR7HSpTz6j3hk49exdsrZVJrd2fazlZOKW9IV+a92Za2+TJwa4EupaFsmxPilElJ73P19DlNCGhkI/KQ1QpTwClsrSmgaJgW3TRwUSDtiXyx6XcNdQuA2uVYHGJRW0t2XqDc9BR45t3K/zT7/+M3/7yMzogySj80z//O/73f3yLP3x9gz6QprRGoVk2uY006QwYB4iemjx2HcCWzceTlvqiQHuC3uVYeYUU9ieOh4+R7Gxp01PhekqsMRc5bvyTNzuTG4Vs+77v8/W7tLX8u4auErZKwdmnUXfZnHJXzKH2TGnVXXtLn3M52uasIU2tFTjMbKwFpM3JA8j3UpQPa52iacZQmE75Il9j3nytFJ0DggijLAYVoBVN8uA9kGzRslKy4FOIHxS5LFQSBu0CnAduu4A39x3mb+7wfj3gP758g2/e3eFuvSkbgrU8CEj2wzYUnbKrpmwoJTQ625lZSJNgguvNEL4UXuyyLZ8hfOn76o7c3jH6KQuDvG+XtqwFZApJ7dKqU4K6D37u0oq72lPbofue85TlIc960EFGvOrXNia5DSQ0K4REujNfy3ClhntMIhljidFUwi2jOWOCobhareF1hBK2Uowx+TlZ4GMWrhiBxXyOxjegg3EdglLoo8Wruw3WfUAMwL99+Q6vb1dYbzo452EaAwP22Y6hm4SSUnBZOHdloMuRPlFqXkF01AMxmnT8nJD7eLTYle5Oax6tWnz4EC+gJFR+S8PvtmfHc4Cv3SWwbL7UdmwtqPK++hm15tslrFMC/RQw9jFt1V3l5IOM5O+sMSXkYKawvq98Np64sjPHgkkTTGsFbSx84Htp8lirARXhvEdUFN7X6uQ3HQZEF4mpZWgIwAUPHelk69l8DuMcumGA6TcwABoF/NufXsHYGTwsbtYe0BbLhcYQQtbaNYSrB35qUtfbqcYLGvcFwILF+xm57NNIdI4nL4LpO6WgY+lvFmqoEsrHQQkUwztNxsjP5CJaX1sjKW5zfW1ZwMeCKz+v546sc3sR37alp+zxU9nV5wB/z97PWeyksdaUDvVpRm0/QSH9cblu8BYrqsF7D58yzhnToLWADx7aezqrU3OAQ6BN1mmjlnceTju0uoVVGso2mM/mWG3Wyamv8ObOwVgFZWgCWJUmpQ/ZZp0KMuff6V2SJlUpeD29tvRNygWNjzmQf9f9M4VcphYEsQam74vJkIVfbNrm7V5c9dRElxpOIgEplPz3riAKRlmHNLAUqEMCO1XkPVNRSI8hdB9KAz8oh5AUzPFgqNEKO55E3KD91LpSqrC4ICSrlAJiCn0zGlHR9jPTKBg3YIgxbcamf6km8OR0wUN7DdUgMbwai/kM7X2LIeUHet8FNN7DWmC5nENFwooqRsBPh56RRqKUJNYSBEeCqyb99G5A33VZELj/AN4sXPpNwlrGqocEdPx5ivNVqgDlEIhMU0gmAgeK2JymJMZiZshn1ROdt8bVNl4IYZSlX7ZtyiSqyxTsnbIbp7Qm3yOvl+aE/PzptGJRIOd9Py5n+Tl5xWUB2r6GV79xmkS2cazdPvtCrtBcjDEwOp2PEkmz8bU5flbREQkUtueThqXJ5UOAS7aUBx3jEBQAYzB4iuRp7AxXV9dwziW2kvaHWk17RNfdBpthQFCAViW3jYyNBSgj33xxgZ/9/T/gxY9+hMuXL9E0FjoCQ9/jq798gVdf/hl3N+9wc3MjzsDkPqCoJtKwtAlagbRt6Q8OAWRNtR2Jw0QSyXXZ7sbXAEiJzigEse87Sh2a0qrwAsEuLh6jGGOG2THyqWNjjcmCKUMTUT2b2ymFRs6h2p96yH1S/12bHBIO7yvHCawULsX/Q/mlDkVFJiAB8f2REnqyzTllYI+hT4mNZYJEtG7UebtWT50CDUwKg7PGpjA/mgxd1yU6ErCGjjuANlDGwjYBNsSU2DnF1QpyJOd9NSSESgGtpU3T3nu0tsFiNsOibaAMHS8fuo52vmhAC6gH0OBfvbjGp5/9FJ///BdwysDO2qSG6JCkpm3wox//BLPG4ubNK2w2G3CoYiaConR4lIktJy6PaW3Dj8chjK7dpbVqgoqhNB2K60fX1PezEErYK+HurrlTt2fXHJL3SEGV7d1VP39fIzlOhsbmhhSaEf+tRn9NC1KUP+q+xZhd5216sb7ycDlJc/LLSruivpauF4ZPabYQ2u1BGtWXoK9Rhv5pk4/J43udp5OzhuBhDG1H042FDQHGBWjlKCA+RooEIjydYB3/BBQoQbH3pJUaa7GYzXCxWMCnlTvwYhL8qO2RDDsslkv88NNP8Xd//yt88/o11ps1bm/u0ViD+WKJtp3h+sU1mpQDd/nll1hv1kkrprBFuQpXY8BCl21ZSOGje6S9y1B+CvmMC11TH+FHCbGm8+1Mw0MWgGlNeajsa+chjVe3qVyfzIYsbBoptiuZIbK3VdXt3Pby+6g9eXoXpDHV3q2FJcaTBPQoP6ccBKWQJ0EUrCt/z7sb+OWyZhBMq1zVartCwmYr/zVNnkjOUcY77xw2mw5tsp1mTYONjxjUACUOnVVILpioEHxE1/eIPpDmhAKMRtM2MEZjZhtYY6GUxnp1T4HziLCNhRc2p9R6m27Azd0K37y7gdts8O+/+z/493/9HeaLFr/+z7/F5z//JT7//Be41xpmtsDnv/gFvvjDf2CIEbZpsV6vqd5k28pn8OAyocP9L/sq69t8HUF7gojjzwFkSMrHxruc1aHcx4wx25+cppIhLz+ff9Ln42Pm5f3cPv6+dtlMCXH9+ZRmlTCZ+42DKLLnQG0LWO7b1A+yfVPa+lA51pRUON7mPSnwvQSvH7MaclPGrJ4USFk/r2pAzC65nDENIcFO+qdB7EVM1/TDAIofssTeNi0WM4+279ANKfg9UKO0TjtBooID4KOCDYCOCo02+PwnP4VSlMrk2zd/xsb1kPmOZL+wcPz2t/8FL374KRaXF7iDw49/8hME1+HNm7e4e3uLN823+NUvfo22aTFfLBA/+QT6T3/MgsF2Ee1WGcZxRmIR4wABgp6FmZWTn79jDVp2+kgXUEjoR2VtyRNb5lviOmuEIz+Xe1SZyJLvU9pVchAdd+w9Jr+vbdda0HXiKHbNUUJAxLxDCOhU2c/tCLnY2/rzy0lBCMV+HE/UbUIIYJizleYSO1aOjIYZaER47+AdH1qUILVGyviuc/IsIn4imgg0mo4PbOyQyRPC+8LOARMjES5EGOikNS0u5gsMIaJzHvfrFbwCoHllru1rBaU1Li8vMJu1CIHC32Zti+V8iRu7hnMB3borhJgu7eaJIvtXCv122o3xd1SHgtxUrdTYzSHbypqef3LV8ll1Dtta627Pie3P+Of2s+V9xwvn9HO3bVh+F6VTNBnZRxjNQNEnqJ87grrA1st94LJXOLchKw+uquCKhCgQHUPRNLz5d59dkSdlOqRIA+hXa3i9gTUGuJjj+sVLNM0MGzt20hPxA3gozG2DxnsMtkFKFkAaVtItLtmhwSMOPdR8jlm7xIuLS/iuRx8CumFA73qopoGCwmZTMpFzhjyCyhHffPMNZncrqHaBT19eoru9w9tvX0GbFu38ArZd4Ob9LVwAuvUGf/nzXwhKAgiOTkFDpERlWlG+o6j1SKsSm8qTX+V5pfV4x0jZRzoOfNiXX0e6w6YieeRPeQ9/vispNY+tDBrgttX37yIHee6V+VWUBPWJB2V9oJhgSrnKAiq3B5YY5Vzjdyx8h8pBQqisoNtEQBFeJiB4JQtZOylxVJ1S21ieMwTkMDLn4ZMrZnA9QU9NZ2He393DNg5tu0TTtFDaZJIGoN0ps1kDrSgVv9EWStEJYiFQxNDgHNaBgg7S3hQs2xe4mi9wtbjAuu/wdnWPN/e3MK0lW1ebLRaSA8VDCPj9//sXfPr5z/DzX/0nxLbFT/7hN/jB5z/HpuvgBoKit6sO1hBsvbu9I78qkCOseBJxDK98jix8TQ1VyzgF8W8qiwXSYlnGsg7Kl1qTr5GLsbSH9+3tlEEHXF+977XW0vI9S108T3T+Kd06UoPn+rhtQlMG76stAM+7HAFrWfjSX1tvtovijogIUJEd4bugbQQntlJK5cN9QkgrLoiM7roeMQJtiLB2RgROMHApWdUotjf9F2Mo/tD0uVa0qiIGOkawabCczTFrZjDGYrNaY9VtsNqswGQC20n8jvWEW69X6DZruH6DTTrrY3l1hWY+g+s9QduuRx8c1nfvMXQbEjoZV5wmT+nHMQSdmlLbQlRrm7HLgu2sWBF5UzYd/y7ftx7nXfboVBmRMNXv9bO5bfI4C3qHmlwq6V/YZOAxi/ycFLoZxYJyqkvjuyoHhFPaFGXQt1e1wjByILdSKhneyNno6iwBADN6Kk0s8lsi7VmMKBkD7u/vKVAgBMzmc8wvrhEB9BsFHzyM2P3vnIf3AcPQwXmXj2Mw2qBpWrSLBcLQozEGlxcXeHF5jbZpEZXBfd9j1W3Q9R3BzkCaT5IYDDd5ErXWIA497t69RvAe7XwO27ZoGov5cg7vPW7++g73b99gdXsDt1khDAMtXyEgGoOQNDEtAhxIwFqJ+l865Lk9MpSO+rWwtbVGhPcIWaCLENTkUi2MwLYGL+M/BTm3BbiG1fLvkVkj3kdlDoKRl0pj4nNUE59Qp7TOJkF+bhinWTl2IXkuZa9w2rTnkWj1YovIfLLypTlyRn7HxRiLWsvGSBqSTDdaCS+XF+g3G6x9l9Z+cpB779B1Ac4PiDFg3vewDbk9rDVQAJwb4FSATwfWzmdzeK0AT1Dx+volGtvgzZvXuL5Y4mI5w6dXL7FcXgBKw8WIzUDnbLqUe4jO2ySbRka1SMjWdw6vvn6Ft6/fYX6xxOX1FS6uLmBsA8QINzi8ffUa9+/fo+86YkQVaXGdYlupj+QhtsVcAMZ9XheetNQeRfmsFaXmRIJ4PpTzYmzTUs2Rd6GUoHkWJC51EHv9eQ2dxzI9FvB6E/kUnJV9zALJp8axHd133RYjy5pTsrFPedr1U9Ury5FsLXfENrySnRsTfc+/l2Prtgt/XLJwq2wXyNUuAV6w3y06h81mjQBFWrBtMZvNKK9OBIJB2v5Eu1UQyUWzXCyBVH/bGFwu5ljOF2iMRTcMCACGFO7H/lHStrxXteQK2iJXIh3aS2338K7H+v4W2ths+6zv79GlU8vAxIRAEQy9Spij7NvdK/2UrSd/IkHmERkSo6hyG65KgZTaRr6zJKGKBgR4Ox3PFRbC+vopSJ37Is+N8buzay0h1/ydNiX7Bs+fEMfvda62/BBCuKscxdYS5Cw5T+vVjq7l68uKKomO0skFHvME5AFRSuUj2xQISkVj0kgU4V2v1xi8R2NbuNksJZim3SvOIEFEl+xWEvDL5RWcG+Ax4PJiiZfX11jM5tDa4P16hcEHuBCSI518iSqEFDPa5HNDAIxOYgbGttLQbbBZ36eTqFOW+9QnozNFUqcx3JexumOyhPeuTmiKiQlXT/w8UeVkzSF/xf7kIk0PqXkyOy2eU//OxM14j2u5piaDag0qr52SCe8dSuaHUj8FVfD7jBOT7WeBn648BnQ+KJy7WDiaqMWtwuPP8JQgK1Ps7G6Rk0DCNsr3Y9PWLKtpO1dM8BTBj+pXSsF1A4ILiN7D9T3apsGsncEpwA0em75H7x1mi3nKNq9gQMfUf/LyGp9+8kNoY7HeDOhcwKbviF1NAmhtA9s06T1KFE09mYjMEXDPNNDGlr6IKVdRPoJvvMVOahZYO5rQclfP1IIIYaMhhAzn5KKhVDkUUdwoxmM8iXkDQAghp+2Uc0HahXJO8EJAglPOJq0Z33peTS0ydG0JkOC+iCn+OcaYUuJYgu4RiCgRQiMbN5EZDPu5/u9DOSq2dhu+FBg71oz80koQE1Joa7Y35p9aK8pza8lG4zpjCJQgOvLKrHKYGwA4pWCNhoqAARAD4HzAkM7VtDYxtBGYNRTUfrW8AKCJRR1cssXSxvFAgfYRyMEHtRtFuj+kNhQ9t/2eEcIuLAKR687aLZZfRZGCyjGjkPeLyT96cn7etG1Yt4eZabmAUPXbGrn+HCgZFQA2WaTgFh+s7KsxbI+5bTJLBJ0yXuC01iXhGxNr/GzJyiq6iSvc7ljxfs+tnBz4DoxtEWC8Io2hjPwp4azamtBK0TFtGqSFnXNAEsSYXCoSMvOgxBjSmSkKVhsgEvkx8ATRmna0xIhZ22A5n2M5XyKEiN4FDIOHAqU6aYyF9z181NBR04EsqUiiS9pQ0v6cgnrU3vQ3231iJQ/ep8OZZESPtJOkhqX+k2SUjF/dxbRyG+R2M1405RiyKVJ/Vr/PLqJFqW07lQsL51TZRShxeznMkZhZDmIwWUCpHyjmGvX715q5fvFnXA4SQvV+OP7Zti2QQuymV2SIybYNYUZ22tBDxYBB2jqIRItHIKoA5E3KQGNsDoxvG4sXF5eYtzMs2jlcCFD9ACiNTz/7KYw1NGn6AbPZDPP5DEob2nmBCKUjjAqACtDaYzWssdlssOp7gLeXjTIGlEx1/B5SOGQfcf8pxSEZrBlLRgU1gohFa5R+4vW/oAwgwgfedVNP7gLt8nmkkMECtFdU7sflPuf3k/sxZcYLuVjLqKAa7k99xtvMag1FwS3jOSZ5iBhJG1prtq7hcQmJWfee9/NOL5KTpsEzLift55TRIM4NGXKMSR2+etuOqG0n/jlrWswai9Y2ZPSDNvhYpRGNAnQkWy7ZIlppNI1FYxss5rNM7AxBYdU5rAePIUTEZBdro2EsHWDEdDu5MgAdA8LQw7sew9Bj6DaIgQY5TNpCZbLLyc3vI+EnZekDgFBsn0gH+7JTXGGsJUsfKvBxiAz7acITfOO6yBVVtDi3U/Zv+axA5jGsLfbw1ALK7zslgHJecH1sV8v21Bp9TBJOF0YRe78Xfz8/YPqwcpRwbncqhX8V2DqVMWFcR20PyesbS4JmLbkeVOR/ATAKGnQWmUmOZqMN3dM0WMzn5F+NQO8COhcwJI1Cqzu1xTY2Z1Vg+K09gBgQXA/Xdxh68kFGbm+1opd3GweoSyZyfK0GhyxyPTHGUbQK3yv7iAR0+5lsO1JGdmEosP3JcH+HySEFUyIcXlBkvGutjaUmlAtSndZk/LzDe0qVOv7acREvwH3wDO3Gh5SjhLOGbDzQGaJVzF39s4ZE6U4AlOvHGNrqZUyD+WwJBCD6gKEfKMhAm1FuIN7upAAorTB4DxcjXFSI2qagASAGlZhSOk6vbVu0zYxY3WHAEAOC69Ct77AZaHvZxvVQtoVtLCI0nHBxyEma95ymvZH1ZAbIbm4aguAcZlhrM6XEiWVgBUvC17YNOH0I71EkzcsTUqNpUqSS1rBKibM3kc9xYYgryS0pkN6X9xmGYaQZp/Zd1ppS/jxUaq6BzZ/9ZVvoeKGS38o5psqFI6GVBsJzL0dvtpYdyCdeTRXZ+VMDl39XROK0bYurS/I5LmYztKahTHfOww0OTdOkLWJqFKJFUUMegxtgQkhbUzya6ADdQLeGtoS5Ac71sPoCl4slLhcXNAn7DYIf4N2A1XqF1dBjExycjjAqAhzyJwSwTO4JthUlwqec4WLo8CRHOXc4dlbC0Drfjlz82aXB/lq2IU0FPwHkXRbSZyod//U41GO87/tzy7Z9eX4wwJRWzX/KvhDzCxCM7fewHA1rDw2svHbqZ/m+QBljDNqmxcxaNMZAQyGmSBvvKIVHFgR2WWkFGOG5iynjm/cILgKKT8CmbWfBO7pGa7Jt2zaROcTwDX0P5+nIeB8jmnYGsnhBRw1aVdlPQO0q2WarS7xqTYzU/TGVc0ey4gUuj3eM1LYud+4xk3/fNecIz5TQTZkC55VpXSc1p3zG90UrHlP2CqdkJGvWa6qzj4E4THw0tsW8meFydgETIobVPVZDh3XXwQ0O3nnM53MY29DWL63pjE1jE1NMWqRpKEH0MAwYQgp6Dx4BwGw+R7QeKnhYQ5ugm8ai7/t8jN7N3T1U28BqjdZ5/Ojlj7HqNrhbr3LgOzO01H4KtmbhA8bxoPLV5bmdCoA1hjLLV6dic1/6rFkFa50r3L1APrzsF9bvkuHcJ9MMiRVOEP5aw55VPow+PuDn5N9Cehf+oLBoUmvwz0lXgpLZBDQu5gvMbAvtI+42d+iHAauhQz/0NNl9wN1mk1wZJmtZowniNk2L+XyO6+sXFGanFNqmQUywVyuF+9v3sEqhMRrr9Rr3qzW0MlDaQJsGTbvE5fVLvFi0iD5i2Az44tsv0bkBLngobbFcLmGtzXYhCxvvVpFl3ySuh3PfpK/MpK1nHJoWUzB197MOX7P1/Gqhnnr21Hc7asTUZD8EgUeaU6ksoB9GbD4MUD4xNSb9lGM4zdTWbpUxLa6VwmI2h1UGm/s1+r7H4B0GHxAikzgRznnoEKF1gA0BiLTtS0fWKgFt26Ixlo6RdwNl5QNpH+8dWmuhFTAMDkM/YJi5fOK2Nga2adHO5oCPsJEIkcENCIjQKOxleY9Teuzpyq7Jew58nLrlIdryGNtSogw5V6bv2xG+OK7wvMY+43J0hFDZbTDu/O3OLMRGnV6R/IsajTG4Wlwi+ICv776Fi8lnqBsY28L7AQN6eOeyxRHAO9uRonuGHObXGAMfI9Y97cMEiMVViClySGMYHPp+gBt8OmGMd9VTDlvyJZq0Tbu09/xJOj1Zdtmeu649VbPJe4+pj82M+r6HQtmnh8Jjs2AftH0IEfVdlv3CaSiTegRgUtxkjNMH04ztJ/pMxmcOw1CieqwFIuWe7UJE07ZomwbzZgZjNNabFThkS5ZY/RF4P6ICNIQdnNpAwCf9J68Xbde8gqfV2xqDIWj4KketnNj1vDvVLjvl+nMEdJ+A7YfTpwt/7ducepbsv32Cckq/jC4jhvF7KYD7yt6jl5RSUMZAWwtjaePuPtKHDPTq/h2dRuKTBkwplCP+toOuq6ck2S/toGfuJgb4e7pWBgAgpSwpjdp+9tSEOl0r7BKUsybUGVpp/6TfLSzPt4hFAWO/5jOxPB5c9gunpmx4ujEwjR2tflP/yqTdvTKzf280MYVUE0QRNp64d1eJsezyH8+nEiwBIG+pKlXVwpEOZ0p7Q5n42j+xd7mYxu99apm+p3ZLHWLFt3+fek4ZhseDf6e986GFY9eCKy/7vmnOw/2z/9DCKJSKVjtJqt1Yf7pJIWdjp5A8+jzm3etKpc3TyZYYuRPKU2mVjBzOlgK1OQlUJA1Lz6OmB7EfMPsL5TYiBVht0y6RbbhO7ymD0/f23l74dkzZ9h2OfZq77jnPbjzP9/kQtlYlBFQ3s7b1CbXWdVWbKvKn35dyeA7s15zVX8f6k45RNBwfKuNJkTt7Gg7X1dItKXA78jkYI3qjXKmQtGYYa+lqMnH6Rb5t2p46j7DPC90k9BbYenKKxdFvp07CXXZheeZu6H1qeax69j+jqrtGYn8D5fBxv0J7sqo4h8Iv3zNBQ9qTNedIK6ryrLot9ayMMVJ2v3Rf1hrylliuDSHmJ7GGTl9mm7Oc7ZnaVQ32cWN/nnbcXx7G1u6+9tz2UJnmH56erZX9cUqrvy/g97izuLOAPhzXs7D4FHljczxqEjR6yk5SKIuwsJMCJ1BOgfTlvmQjJ7IohJCPogdYU6rRAmTFHkgJnQpUrNoTp4idPZpxD0lWl72w9oj7pvzP0+3ap8n3f3aoHcfdc4g9nobKdX+Mv9sD//eQjc9J6R4nnELTHDS0dhIk9USj4HBjTCFfMCaGZI0sZFtPS9oQwi7Md1YoJ0beR8lflwRa/IL1ojBF/0sS5amtnEkhPpIIOrU8lbaTDP9uln8f7D6C2Zao7uw+qAnF77YcKZyA0J0nPWBrLJKQcbpGaXOWhVIlwUkdPWXDjKpkjcuDU9orwQ9pWfEgoTnTn2XHB997pLY6pZwvQOfD2qcQvHPf4/HaQqM76VJ5UJ3Poxz2cwIF9o3ZFgB1Rx/J6sUSUM6wloWWYa3aCWvHf4xgbdacKnFAJdmyUuNdHgzRtdIjm5pid7V8QMXWHs83PAUJcoitlc89lpiR1z+2wMl+OxfO73/u6MYHaM1cyQPvf7xyvOZMjIvs6LpM90vc+os055gQYiFiYmYqwzkNRESUch4pswDDWp0WkPzUWOzUIE47Y4SegxDSKPPeUXnvQ4MQtl0Dx7kb9vonj7zumO9PLbve5UOXLZvzO27PY5cTCKF4pM15XCGXhkhfEotFyZC2Zl6rKQlJ2BSkKm1OJeUuw1rmQJhAyjWr4l/d514YfxR3dMkO22ny02PL47C1H2oCPy6U3kfiCLsEu51R37dyENZSGYnNgSqLlbfli0ofEltLINYmQqiQPvWzq9q32NIkcJDQs7K3ElubD7bJBBfbnGVw+WBeJeo/DPdOm+xPRto8ENZJdvXDa6DDmwym2ebD1+yo7NiGfWflaFjLmuUQ0XBoscywNsHLrePNYxXpkyqVgltXyOcwFlcKf8m5bantHPg+cqUI+EyEkEE5KTpmu/ZQ5M1xwRnHreeHJty++OZ0w0nPPUcopr7fnguln88JgTzcz5Luq2Dtc/KJnFmOCkIorsVtQuiYMqV52DUyzso3UrXI0FJ8vUX+osBaVhxEYhXtPWJr07az/BjB1gIYRwiJ+s8rD7cFz9FgfMfp936YrAeHTYX9127fN4a1U1rxQ7zXY5fj2FoAif7c64eaKlN9wgwroiCEkoAxKT7WgKIN0ucamRCiz7N2S7amDFRQSAfyxl2aMya2dhwhtA/WHhc7Wuo5dO+U032qZOJs77Ofxub8UJP8+DZG5hA/ACH0YQX8SEKIoeF+m+aYCcGDu+VKEUEIKrG1W9q2bhaKoI8ihMpTM4wGEqz1lSslBb4z9NXJlVLg0TbbmrrkrIk6dcdZIXNHXFOzwruCAMo1p0DRw889JZqJr9+/+Nfoq3rGJIn4mOUhi9rp95wQhEClJoS2B+BwK2JEJnFMSn417uhC7EiIOlX7iK3dpdkLrhUwVdgqPKgMjbUahfA9RTnW57ddzlgQjp4ZT6d1DpNqxwjy6fc8l3LOUJ9ACKXOfZTxK9pOV4Hvknhi103ludgqzMDWLhi+vPwr+0mlhlBi/ya5U0rGvFzPFospG/K0k2QfCXeOdpuu7+EDuy8QYdezD11/zDNHEULPmoU9bayOc6XkOsuhM6eWEfOKIlA2ZW/PmjOykE3HuBaQKkqyO0OgQ3c5M7x4upg4kYLfQxlUPqIhppVBa00nlon66w3iU2bfoYmxz3l/3KQSDzxgdx7SzLts6F2ulH1wczffsFtbjgX5XLa2ule25VkSQKctHEcHvkuC5eDVcRs65kKGTYGjQNlJkv7me3M43qFJD7Y9M7Yd36PEWMXtY+rIr5kuSvYuJ/uS9Z9eEjQfM0OiK86wNQX8ly360FFCh8re6KYH9OV2XeMrTqntufs6Dwpnbj4zYidBjh2fA5n84fM1lRqTN8jP2iaFdtudIbtStsmkmH/KLOr5OapUPLY5012TL3NMCsjtd9++5pGZ1XTPKcQMl8dUOKfA73Oey26UGpHwXNpbnrlgAieE79H/FZvzPNeC1CBECvng6Yg+3lfJpA0KY7vd2TLUL32SM+uVA48ySwSVU6AAoIzwQjtrrVKQPNucWrDIyO2S7/BQl8JhodsFMfcEZEyUKQHZz4gef/2x5VjIfjgYYuqe3c/5Pvo2ZTlKOIvpOT1Y2z48+d10nawlQwjJdUH7KrMpFSt7hiuaUJ1ZcwZ2w2wLdBQ3Z1ibNSfnHUJyp/C+znL31EQt73Z4EpwbVXRuOZVUecj9u+p5KuHYGyU0ydZ/P4X0xF0pqZw4cNOrW8wuFa1F/ljR2Uok+aJ6KuBLhoOAtZKxrdtQhDvDWrHYKBRCSCkNozQ/4Eib8zDErX1yDyqRzYIJwcqPmLLR9r3HKXljv9sJP71Ipu/wtAvfhypHCufYNfFQGylHA8WI4H0+1DZDNmELcsSPfP5UCTFFHaHSuPmZ6R+ztUlzciACIbqYNWfJ0IAs0DVbK+veXXZAyH23HCinCkbNmj72xD22vodr42lSqMyb+MGInrzWP+EadRyspWZUBMohfL8NcaZsJx99zhVbkGalObcg6nbd5L8sDO+WK0XcQ1FCIX9S8g6l52oNo8sm8Gl76JhR2aO5hKA/FdN66n1kptcmyuNN9HO17Zjwmfpe/HEkw//QwtU/5WMOCGesfi0T69wiw6vI5owj4Sia88ApU7m+MVsL1LBGjV0p4AAIAHG8zYz5ozoIQcLaeoE5W3DOuuuE+s9q127tWvucn6YcsB333DfVpu+npVnKYc05gSSkHXh2YVgbfE5HOWJrdxFC6d6t6irNyX7TckttcwrNmWEtcgAEBeQrgRpqbX08pHnIKj7ldGe29iknX/alPiFumxSoI543ZbLk7zBt1jx2eRawVvH/C7L0oZR1EcAIH0KyOXV2ofCzdAVrOYJoEtamHSc8OHoEhelYQaQn0LHsSboUB8snMkQhHe2+35UyFo0prZqePGKux5rhQXbgGZP4uO8eF0JnW/CIdz1uGk3bnHkBrVwFoypryH7M43a14ruHtakB6acMTOdWHReehXxtDY9CDGNXRs2i1gvBROuksIMjcgSqTQ/Ld4y2jQF0XGA1eXbF1pa/J1/75LJroasZ7m33AbbYWnXijJnSyvKjx3CnPPS64+oq/bVPc37fYO5e4YwT2gF4JJIgss0ZsisFGGtFdnEcFtCiPVkupWhF0Pme6ULhSuHnjMP3tE5nqGT7+JCfc1853FcP0yTn1X3oeY8RUP/YZXf9e0D+ofd4wjY/dPzO8nMqvfuFpn1rE5oHMUcIZVgbx9eqKlWJrDACzPUkezMkV0qCqaM2VoHvnl0pIkKITdSkNY2xk66UnZ1yZBkvCudPjFOihJQ65YxPtTWpzo0UOh22T7erZmun0EYBdYVzONg/H4jRPbccJ5wjhjWRJmc+kCcKmYCsOfVIc7J9yS6bbHPuqpTZ2lBszqwJM1sb8zswrB1pTulKEXYo8l1PQ44c6xfe8cX450Td57hTjm3bY0HYXUzwqYwt8PQs+IcsJ9mcwtGJc7phG56SUJVdKWC3Yr5+a4Bi+lpJJpbaFpgQUBMRQqXarfC9fORfrrJsWSuK+7uxWKLoi53XnFHvIULosd738cMWdxFCYw3/txAhpL7rMKyP5WP5WKbLeTunP5aP5WN58vJROD+Wj+WZlo/C+bF8LM+0fBTOj+Vjeablo3B+LB/LMy0fhfNj+Vieafn/13ivtn3IqsMAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -168,17 +168,12 @@
        "       0., 0., 0., 0., 0., 0., 0., 0.], dtype=float32)"
       ]
      },
-     "execution_count": 96,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "# These are the class names; this defines the ordering of the classes\n",
-    "class_names = [\"brad pitt\", \"johnny depp\", \"leonardo dicaprio\", \"robert de niro\",\n",
-    "           \"angelina jolie\", \"sandra bullock\", \"catherine deneuve\", \"marion cotillard\"]\n",
-    "\n",
-    "\n",
     "# Class ImageDataGenerator() returns an iterator holding one batch of images\n",
     "# the constructor takes arguments defining the different image transformations\n",
     "# for augmentation purposes (rotation, x-/y-shift, intensity scaling - here 1./255 \n",
@@ -256,7 +251,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 4,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -298,7 +293,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 5,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -346,7 +341,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 6,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -360,7 +355,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": 7,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -373,7 +368,7 @@
      "output_type": "stream",
      "text": [
       "Epoch 1/20\n",
-      " 4/24 [====>.........................] - ETA: 23s - loss: 2.2787 - accuracy: 0.0750"
+      "16/24 [===================>..........] - ETA: 9s - loss: 2.1282 - accuracy: 0.1250 "
      ]
     },
     {
@@ -388,45 +383,45 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "24/24 [==============================] - 31s 1s/step - loss: 2.1227 - accuracy: 0.0979 - val_loss: 2.0783 - val_accuracy: 0.1375\n",
+      "24/24 [==============================] - 33s 1s/step - loss: 2.1121 - accuracy: 0.1292 - val_loss: 2.0675 - val_accuracy: 0.2250\n",
       "Epoch 2/20\n",
-      "24/24 [==============================] - 29s 1s/step - loss: 2.0774 - accuracy: 0.1479 - val_loss: 2.0719 - val_accuracy: 0.1625\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 2.0553 - accuracy: 0.1562 - val_loss: 2.0237 - val_accuracy: 0.1750\n",
       "Epoch 3/20\n",
-      "24/24 [==============================] - 29s 1s/step - loss: 2.0655 - accuracy: 0.1417 - val_loss: 2.0479 - val_accuracy: 0.1875\n",
+      "24/24 [==============================] - 30s 1s/step - loss: 2.0001 - accuracy: 0.1937 - val_loss: 1.8520 - val_accuracy: 0.3000\n",
       "Epoch 4/20\n",
-      "24/24 [==============================] - 30s 1s/step - loss: 2.0295 - accuracy: 0.2104 - val_loss: 2.0195 - val_accuracy: 0.2625\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.8642 - accuracy: 0.2937 - val_loss: 1.7641 - val_accuracy: 0.3125\n",
       "Epoch 5/20\n",
-      "24/24 [==============================] - 30s 1s/step - loss: 1.9806 - accuracy: 0.2104 - val_loss: 1.9734 - val_accuracy: 0.2625\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.6895 - accuracy: 0.3562 - val_loss: 1.7250 - val_accuracy: 0.3125\n",
       "Epoch 6/20\n",
-      "24/24 [==============================] - 29s 1s/step - loss: 1.9266 - accuracy: 0.2688 - val_loss: 1.9223 - val_accuracy: 0.2625\n",
+      "24/24 [==============================] - 28s 1s/step - loss: 1.7312 - accuracy: 0.3271 - val_loss: 1.5483 - val_accuracy: 0.4750\n",
       "Epoch 7/20\n",
-      "24/24 [==============================] - 29s 1s/step - loss: 1.8778 - accuracy: 0.2438 - val_loss: 1.8354 - val_accuracy: 0.3375\n",
+      "24/24 [==============================] - 27s 1s/step - loss: 1.6565 - accuracy: 0.3812 - val_loss: 1.5731 - val_accuracy: 0.4625\n",
       "Epoch 8/20\n",
-      "24/24 [==============================] - 29s 1s/step - loss: 1.8005 - accuracy: 0.2562 - val_loss: 1.7621 - val_accuracy: 0.3625\n",
+      "24/24 [==============================] - 34s 1s/step - loss: 1.5992 - accuracy: 0.4083 - val_loss: 1.5869 - val_accuracy: 0.4125\n",
       "Epoch 9/20\n",
-      "24/24 [==============================] - 30s 1s/step - loss: 1.7497 - accuracy: 0.3333 - val_loss: 1.6562 - val_accuracy: 0.4000\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.4686 - accuracy: 0.4583 - val_loss: 1.5046 - val_accuracy: 0.4375\n",
       "Epoch 10/20\n",
-      "24/24 [==============================] - 29s 1s/step - loss: 1.6707 - accuracy: 0.3333 - val_loss: 1.5198 - val_accuracy: 0.4625\n",
+      "24/24 [==============================] - 28s 1s/step - loss: 1.5162 - accuracy: 0.4292 - val_loss: 1.4340 - val_accuracy: 0.5250\n",
       "Epoch 11/20\n",
-      "24/24 [==============================] - 29s 1s/step - loss: 1.6633 - accuracy: 0.3958 - val_loss: 1.5632 - val_accuracy: 0.4750\n",
+      "24/24 [==============================] - 28s 1s/step - loss: 1.4071 - accuracy: 0.4771 - val_loss: 1.4478 - val_accuracy: 0.5000\n",
       "Epoch 12/20\n",
-      "24/24 [==============================] - 31s 1s/step - loss: 1.6404 - accuracy: 0.3729 - val_loss: 1.5778 - val_accuracy: 0.4125\n",
+      "24/24 [==============================] - 27s 1s/step - loss: 1.3803 - accuracy: 0.4417 - val_loss: 1.5040 - val_accuracy: 0.4375\n",
       "Epoch 13/20\n",
-      "24/24 [==============================] - 30s 1s/step - loss: 1.5924 - accuracy: 0.4021 - val_loss: 1.5459 - val_accuracy: 0.4125\n",
+      "24/24 [==============================] - 28s 1s/step - loss: 1.3294 - accuracy: 0.5063 - val_loss: 1.4049 - val_accuracy: 0.5375\n",
       "Epoch 14/20\n",
-      "24/24 [==============================] - 28s 1s/step - loss: 1.5209 - accuracy: 0.4292 - val_loss: 1.5800 - val_accuracy: 0.3750\n",
+      "24/24 [==============================] - 29s 1s/step - loss: 1.2694 - accuracy: 0.5188 - val_loss: 1.4299 - val_accuracy: 0.4875\n",
       "Epoch 15/20\n",
-      "24/24 [==============================] - 29s 1s/step - loss: 1.4475 - accuracy: 0.4417 - val_loss: 1.5742 - val_accuracy: 0.4000\n",
+      "24/24 [==============================] - 28s 1s/step - loss: 1.2913 - accuracy: 0.4958 - val_loss: 1.4126 - val_accuracy: 0.5500\n",
       "Epoch 16/20\n",
-      "24/24 [==============================] - 28s 1s/step - loss: 1.4813 - accuracy: 0.4187 - val_loss: 1.5788 - val_accuracy: 0.3875\n",
+      "24/24 [==============================] - 28s 1s/step - loss: 1.3212 - accuracy: 0.4875 - val_loss: 1.4329 - val_accuracy: 0.5750\n",
       "Epoch 17/20\n",
-      "24/24 [==============================] - 29s 1s/step - loss: 1.4735 - accuracy: 0.4437 - val_loss: 1.4948 - val_accuracy: 0.4375\n",
+      "24/24 [==============================] - 28s 1s/step - loss: 1.2693 - accuracy: 0.5458 - val_loss: 1.4232 - val_accuracy: 0.5500\n",
       "Epoch 18/20\n",
-      "24/24 [==============================] - 27s 1s/step - loss: 1.4049 - accuracy: 0.4563 - val_loss: 1.4764 - val_accuracy: 0.5000\n",
+      "24/24 [==============================] - 28s 1s/step - loss: 1.2044 - accuracy: 0.5229 - val_loss: 1.4952 - val_accuracy: 0.5250\n",
       "Epoch 19/20\n",
-      "24/24 [==============================] - 29s 1s/step - loss: 1.3805 - accuracy: 0.4917 - val_loss: 1.4958 - val_accuracy: 0.4750\n",
+      "24/24 [==============================] - 27s 1s/step - loss: 1.2422 - accuracy: 0.5458 - val_loss: 1.4029 - val_accuracy: 0.4625\n",
       "Epoch 20/20\n",
-      "24/24 [==============================] - 29s 1s/step - loss: 1.3101 - accuracy: 0.4667 - val_loss: 1.5749 - val_accuracy: 0.4375\n"
+      "24/24 [==============================] - 27s 1s/step - loss: 1.0991 - accuracy: 0.5813 - val_loss: 1.6313 - val_accuracy: 0.4250\n"
      ]
     }
    ],
@@ -442,7 +437,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 8,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -452,7 +447,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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O4o5b9XeyucsxxnAqLh6T1X4L/wPehaDTm3mPPReOn7vMqIX7uKVuOXo1q+yy83ZuVJFpL/TkUPBrBMkJHvVdcN11Bmfnxno2Stlhy8+QkmCNumn3tLVweskq1p3B9OFwOdbTEWbsyGo4HwnNBmW8PbCV1aG7Zw6EjrtmszGGXcfO8cGCvdw6ajkh7y5l6I8biTiTwbDK8CWwbz7c8lLOVxhzkTdm7SLFGN7t09jl7fXF/Hzo1OteqNcNVo6C88dden5P00SgVFZSU2DjOAjq8M94+PIN4JGlcOvLsGMafH2ztchKfrNtMviVgPrdM9/n5ieh1h2w4N9wchcA4SfjGL04jDtGr6D756v5buVBgsoWZUTHWoQePsOdn6xgzPIDJKU4FntJTrRq/peuBW1GuOGJXWvhrhMs2n2SZ+6oa+/Inc7vQkoiLHnTvmt4gJaYUCor4Yvg3FHo/M7Vj3v7wm3/tpZHnPE4TOgHwQ/DnW+B37WTl9wu8RLsngWN+mZd48fLC/p+S/LXbTk//l6G+X7ItpNJiECbGmV4uH0NujSqSJlifgDc36Y6b87exQcL9jJraxTv9m1Cq6gJEBNurTfs4+emJ/iPCwnJvDl7F/UrFueRDi5a6SwzpWtC26dg1cdWU6GH+kJcTbJs88uHgoODTWho1pM8lHKZX/rCqb3w7I7Ma/QkXbZq6qz9CkoFQZ8xUP1mt4Z5je2/wfRHYOh8CGqX4S6RZy8xb/tx5m4/Tonjq/nF933+LNKZyPbv061JJcqXyLxA2sJdJ3hz9i6Sz59gVeEX8a7RHt/7f7Pr2WTpzdm7GL/2MNNHtHVPB27CBfiyNRQrD4/+6ZHRUbkhIpuMMcEZbdOmIaUyc3o/HPjTWlQ9q0JtvoWtJoOh88Ckwo9drbH0SfHuizW9bZOs0s/Vrk5IJ8/HM271Ifp9/RftP1jGe3/sxUugY5e7uRjyFJ0uL2Boyc1ZJgGwOlAXP38rYyvPQ1ISuftIL+ZuP5Z1Z7INtkXEMn7tYe5vU919o3j8isFdb8PxrbBlgnuuaTNtGlIqM6E/gJcvtHzQuf2D2sGINbDoVVjzuVXTp+83ULm5rWFe4/xxOLgMOrzw93rAMRcSeGbyVv46cBpjoEGlErzUuR49mlaiehnHSlkpr8PxdTDnWajcMtsF5YtFb6V5zDxONR9JUmQQT/66hd/rRfJW78ZumWGbnJLKv6fvoHxxP17sbPOyl+k17g8bv4el/4WGvT02g9pVbL0jEJEuIrJPRPaLyDVFR0RkqIhEi8hWx9cjdsajlNMSL8KWidYfefqhl1nxKwY9P4V7f4f4WPj+Dlj+AaQk2RXptXb8Zt2ZNP1ntNCohftYdzCGp2+vw5Lnb+WPZzrwxG21/0kCYPV79P8eEGt+QVYxp6bC/JegeCXKd/sPM0e24/UeDdlwyOpM/nZFms5km/z412F2Hz/Pmz0buX9Sl4g1ae7yWVj+vnuvbQPbEoGIeANfAV2BhsBgEWmYwa5TjDHNHV/f2xWPUjmy4zdIOAchj+bu+DqdYORaaNQPlv8PfrgTove5NsbMbJ8Cga2hbG0Adh87z5TQCB5sG8Rzd9aldvksOrNLVYden0PUJvjz7cz32zrRmrHs6By/Mht38fO30qFOOd77Yy89v1jN5qMumqyWTsSZS4xeHEanBuXp0riiLdfIVqWmVv2mDd9ZM8+vY3beEYQA+40xB40xicBkoLeN11PKNYyBDWOhQhOomodRIYVLQf+xMHA8xB6Fb2+BY1tcF2dGTuyAkzv/njtgjOGdebsJKOzL07fXce4cjfpAq2HWbOr9S67dfjnWGj5Z9SZoMvCqTZUDCjP2gWC+vb8V5y4n0X/MGl6buZPz8a67IzLG8PqsnYjAf3u7fs5Ajtz+GvgVt6qtXmcDb9KyMxFUASLS/BzpeCy9/iKyXUSmiUjVjE4kIsNFJFREQqOjr5Op/er6dXSd9WYa8ohrFlRp1AdGrLXG9M9/yWpWscu2yVa/RqN+ACzZc4o1B2J4tlPdnJVc6PIelG/oKFl98uptKz6ESzFW00gmr8+VzuShbYOYuP4InT5ewdztx0h2QXPRvB3HWbYvmhfuqkeVAA+v/1ukNNz+Khxakf9nmmfB06OG5gBBxpimwGJgfEY7GWO+M8YEG2OCy5Ur59YAVQG0cSz4lbzm026eFK8Ad/4XIjdaTTd2SEmG7VOtuQ1FSpOYnMq783ZTq1xRhtxULWfn8i0MA8ZZQyVnDP8neZ3aCxu+hVYPZtsJXszPhzd6NmLmE+0oX8KPJ3/dQtP/LmLI2HWMXrSP5ftOce5yzu4Uzl1O4r9zdtOkSkmGtg3K2XOyS6thUKGxVWIj6bKno8kVO0cNRQFpP+EHOh77mzEmJs2P3wMf2hiPUtmLOwm7Z1t9A4WKZr9/TjQdBBt/sJaLrN89T2vjZujgMrh46u9Koz+vPczhmEv8OKx17mrjlG8AXd+HOc/AX59C++dgwb+s1+X215w+TdPAAGaObMfCXSfZcCiGTUfP8uWy/aQa64aiTvlitKpemlbVS9GqeimCyhTJtLnngwV7ibmQwI9DW+PtlU/KPnv7WKW9f+oOf30OHf/l6YhyzM5EsBGoIyI1sBLAIGBI2h1EpJIx5krRjl7A9d3joq5/m8dDahK0tmEAm5cXdPsQxt5u1au5K4vO2NzYNtnql6hzF2cvJvL50nBuqVuO2+qVz/05Wz4IB5ZZE+YSL8DB5VaTUNGyOTqNj7cX3ZtWontTqw7RxYRktkXEsunIWTYdPcu87ceYtOEoAKWLFqJltVIEB1mJoUmVkvj7erPpyBl+XX+Uh9vXoHGVkrl/TnYIam81x60eDc0HQ0AO78A8zLZEYIxJFpEngYWANzDOGLNLRN4CQo0xs4GnRaQXkAycAYbaFY9S2UpJstbZrXUHlMl6ecNcq9LKWrBl3Rho+QCUdbIDNzvx560F6lvcDz6F+HTeTi4mpvBq9zyuFywCPT+zRgit+hjKNbBKaeRRUT8f2tYuS9vaVkJJTTXsj75gJQbH15I9Vt+Er7fQqHJJouMSqBJQmOfvrJvn69virrdh3x/WPJK7f/Z0NDli64QyY8x8YH66x15P8/2/gX/bGYNSTts7z1pUpcdoe69zxxtW89OCl636PK7okN49C5Ljodkgwk/GMWH9UQaHVKVuheJ5P3fhABjwo1VptcforGdZ55KXl1C3QnHqVijO4BDr03TMhQQ2H7XuGjYfOcuFhGQ+G9Scon75dB5syUBrEt+yd+DgCqh5q6cjcprWGlLqip96wNkj8MxW++vHrP0KFr4Cg6dAvS55P9+P3eHCCXgylKE/bWTTkbMsf7Hj38XilJskxcNXIeBbBB5fbUvSzC2tNaRUdk7tgcOroPVD7ikiFjIcytaz7gqSE/J2rrNHrLUHmg1iRfhplu+L5unb62gS8ARff+j8P4jeY5UouU5oIlAKrLox3n7Q4gH3XM/b1xqRc/aQdXeQFzumApDcaCDvzN1N9TJFeKBtdRcEqXKlfneoeRssexcunvZ0NE7RRKCcd501Izot/rw14qZxfyhaxpZLrDsYw20fLWfpnjSTs2rdDvV7wMqP4Pyx3J3YGCv2oA5MCoPwUxf4d9cG+PlcH6WRb0gi1nDSxItZl+nIRzQRKOccWAbvVIAJ/a1ibPl1ecbc2DbZGhoZYk/Nw1Pn43ny1y0cOn2RxydsYsHONMsc3vUOpCbD4tczP0FWojZBzH4uNRjA6MVhtKlZms6NclAkT9mjXD0IeQw2jYdjWz0dTbY0ESjnhC20/j0dBrNGwkd1YNJgawGUhAuejS0vjLGahSq3tIZ2ulhySipPTtrCxYRkfh/RlqaBATzx6xZmbXXMrSxdw1oHecdvcGRtzi+wbRL4+PPVyUbEXk7itR4NPVt7R/2j47+s+RZ//F++v5vWRKCcE7Heqmj5zHZ45E9o/aj1SWf6IzCqNkx9wBrCeL1NsT+0Ek7vy32V0Wx8tCiMDYfO8F6/JrSqXoqfHwqhdVApnp2ylamhjlJc7Z+DElXgj5esNZKdlZwIO3/nQo0ufLc+moGtAmlUOZ9NtCrI/EtaQ4Uj1luJPh/TRKCyl3QZTmyHqq2t9s/AVtDlf/DcLhj2hzVB6sgaKxmMqg2/P2JNrMnraBh32DgWCpf+u0ibKy3efZJvVhxgyE3V6NPCqrdY1M+HH4eG0L52Wf5v2nZ+WXfEKtlw19tW5dDNGZbbylj4Irh8lh/ibsLX24sX73Lz4iwqe83vhcotrBXrEuI8HU2mNBGo7B3bYrVjpy/J7OUF1dtC94/g+b3wwCyrw3X/Epg0CEbVgZkjrZ/duTCLs85Fwt751gxf36yXZsypiDOXeGHqVhpXKcHrPa5ehqNwIW/GPhBMpwbleW3mTr5fddBKRNXbwdK34dIZ5y6ybRKJhcvx+eFARnasle3yksoDvLyg6yhrjseqjz0dTaY0EajsRay3/g0MyXwfbx+o2dFa1OTFcGvGbP3uVmneCf3ho7pWCeb81HQU+qO1klfwQy49bXxSCiMmbgJgzL2t8Pe9dgSPv683X9/biq6NK/LOvD18tfyANdIkPhaWv5f9RS6dwYQtZG5qOyoGFOORDjVd+hyUC1VtDc2GwJov3bc4UQ5pIlDZi9gAZWo7P7TS2xfq3Al9x1hJYdCvUOs2ayWnRa/aG6uzkhOsZpi6XaxVuVzo7bm72Rl1no/vbp7l2r2FfLz4YnAL+jSvzKiF+xi9ww/T6iGr8/rkrqwvsvN3JDWJsedv4l9d62eYbFQ+0ulNq9rsL33h7GFPR3MNTQQqa8Y4OoqzuBvIiq+/dWcwYBzc/KT1JueBBTz2n7rAE79uZs/x89YDu2fDxWiXDxmduSWKieuP8titNbmzYfbDOH28vfj47ubcE1yVz5eG81nKQIx/yWxXvErZOokwqlO4ajN6Oip6qnyseAWr6TTxIvzUE2Ijsj/GjTQRqKydOWitRlU1l4kgrTvegErNYdYTbv1DiE9KYeTETczbfpx+X69hzrZjVidx6VpQ83aXXSf8ZBz/nr6DkBqleSkHHbfeXsJ7/Zpwf5vqfLo2hnllH7HKXeyemfEBp/fjfWwTU5Pa63DR60nFJvDATIg/B+N75H4SoQ00EaisRWyw/s3L2r1X+BSy7gxSU62RRSnJeT+nE96au5uwkxf4eGAzGlUuwZjJMyBiPSnBD1udeS5wMSGZxydsoqifD18OboFPDheC8fIS3urdiEfa1+Dp8GYc86+NWfgqJF66Zt/zG34hxQiJDfrRolopl8Sv3KRyC7h/OlyMgfE9Ie6EpyMCNBGo7ESst9baLVffNecrUwt6fAIR62DF+645ZxbmbT/Or46mmv6tAvn10Ta8VWktl4wfI3bW5+zFxDxfwxjDy9N3cOj0RT4f3DzXo3dEhP90b8DI2+ryzLkhyPlIUld9cvVOqakkbZ7EGpryeI92eY5deUBgMNw3Dc4fh/G94ILn12HXRKCyFrnR+sV10SdnAJoOhOb3WTV2Dq103XnTiThziZenb6d51YC/x9gXSjpH8PklHK/Wk+VHEun55Wp2Rp3L03UmrDvCnG3HeOGuerStlbOVu9ITEV7sXI9bOvViVkpbUlZ/QtLpQ39v37dxAWWSTxJXtz+VPb1wu8q9am3g3qkQexR+7m3dIXiQJgKVufjz1ugVVzQLpdftQ2sk0u+P2lKhMSkllacnbwEDXwxu8c+avVsmQvJlanV/lqmP30xKqqH/mDXM2BKZq+tsi4jl7bl7uK1eOUbc6rpVzZ66ow4XO7xOUqoX28c9RUJyCqmphqPLfuQi/tzae5jLrqU8JKg9DJkMZw7AL72dnz9iA00EKnNRoYBxTUdxeoWKWv0Fl8/CzBFWv4ELfbI4jC1HY/lfvyb/DOFMTbVGLVVtAxWb0LxqAHOeak/zqgE8N2Ubb83ZTVKK83HEXkpk5MTNlCvuxyf3NMfLxYupD7nrZvbWHU6rS6v49Lux/L4+nDaXV3GqaleKFnPxwvfKM2p2hHsmWvMLfunrsWKOmghU5iI2AAJVMlzUKO8qNbWqb4YvgvVjXHba1eGnGbPiAINaV6Vns8r/bDjwp1X/P01dobLF/JjwyE0MaxfEuL8Ocd/36zl9IfvSGKmphuenbuNUXDxf3duSgCKFXBZ/Wi3vfpULRQLpe+Jz1swZR3G5TPXbXDsBTnlYnU5w9y/W3ffEAdaduJtpIlCZi9gA5RtaE2HsEvIo1OsOi9+wSlnkUXRcAs9N3UqtcsV4o2ejqzduHAtFy0ODXlc97OvtxRs9G/HJPc3YGhFLzy9Wsz0yNsvrjFlxgD/3nuK1Hg1pXjUgz3FnytefYr1GUdcrircL/URC0cp4BbW373rKM+p1gYE/QtRm+PVut1f01USgMpaaanUU29EslJYI9P4SilWA34bl6dNQaqrhhd+2cf5yEl8OaUHhQmlm20ZuskpptxpqDWPNQN8Wgfw+oi1eIgz4Zi2/hWY812HtgRg+XrSPns0qc38bN6wEVq8r1LqDYlzGr+Vg13bcq/yjQU8Y8IM1Um/SoAyHDttFf6NUxqL3QsJ5+xMBQJHS0H8sxB6BeS/kunb796sPsjIsmtd6NKR+RcddTEoyrBgF4+6C4hWh9cNZnqNxlZLMeao9rYNK8dK07bw+ayeJyf/0G5w6H89Tk7YQVLYo7/Vr4p7JXCLQbRRUb28lMnXjatQX+n4Hh1fD5MGQFO+Wy2oiUBmLdOFEMmdUbwsd/22tv7ttUo4P3xoRy4cL9tG1cUXuvama9WB0GPxwJyx7Bxr2gRFrrGSQjdJFCzF+WAjDb6nJz2uPcO/36zgVF3/VIjPf3NeKYn4+OY4z18rUgmHzIKCa+66pPKPpQOjzNRxcAVPuc0s5dzf+JqvrSsQGKFIGSruxqmWHF6x5BfNesBbBKVvHqcPOxyfx1KTNVCjhz/v9miLGwLoxsPS/4FsEBv5kfdLKAR9vL17p1oDGVUryf9O20fOL1dxcswwbDp1h9N3NqFuheC6eoFJOaj4EUhJhzjMw9UG4++dMmzRdQe8IVMYi1lt3A+6sY+PlDf2+Ax9/q7/AidtiYwyvTN/Bsdh4Ph/cnJIJUdbU/YX/tobmjVyX4ySQVq9mlZkxsh1+Pt7M3HqMITdVo1/LwFyfTymntRoK3T6CsD9g2jBb1/TQRKCudTEGYvZbn8rdrURl6DMGTu5wakH3qaERzN1+nOc71aHV6dkwph0c3wa9v4LBk62qj3nUoFIJZj/Zjg/6N7lmkRmlbBXyKHR+D/bOhenDbavPpU1D6lqRG61/3dU/kF69LtBmJKz7GmreapWxzsD+U3G8MXsX3WvAyGOvwMpFENTBal91cVt6QJFC3NNa2+eVB9w8ElKTrA9GlZpaa1y7mCYCda2I9eDlY1VK9JROb8KRv6yS1ZWaQcmrm2Pik1J4cuJm+vqs490zPyHRCdD1Q2j9qA6vVDeeds9A8cqZfijKK/2LUdeK2GDVTi+U+epatvPxgwE/Wu2ivz96zS3xJ7PW8uSZd3nPfIpX2drw+Gq46TFNAurG1XSgbX+T+lejrpaSBMc2e65ZKK0ytaD7aDi6BlaO+vvhTYsm8siOIXT12QR3vA4PLYSytT0YqFLXN20aUlc7uROSLrlnIpkzmt0DB5fByg+hUjMubp9Fq92TOeRTg4CH5uBdpZmnI1TquqeJQF3NlSuSuUq3j6y4Jg/GHy/Gmj50fuxTfMvr6lxKuYI2DamrRay3OqVK5qOx8n7F4O6fCS91KwMTXqdCv/eopklAKZfRRKCuFuGGQnM5ZIxh4pHi3HXiMeq0uoNeaUtLK6XyzNZEICJdRGSfiOwXkZez2K+/iBgRsanwvXLK+WNw7mi+ahY6H5/Ek5O28J8ZO+lQpxxv9NIJXUq5mm19BCLiDXwF3AlEAhtFZLYxZne6/YoDzwDr7YpFOSmf9Q9si4jlqUlbiIq9zL+61OexW2q6fBUwpZS9dwQhwH5jzEFjTCIwGeidwX5vAx8A7qm3qjIXudGq81OxiUfDMMbw/aqDDPhmDSmphqmPtWFEx1qaBJSyiVOJQESmi0h3EclJ4qgCpF3ZI9LxWNrztgSqGmPmZXP94SISKiKh0dHROQhB5UjEems2sY1VDrNz5mIij4wP5Z15e7itXnnmPd2eVtVLeywepQoCZ9/YvwaGAOEi8r6I1MvrhR1JZTTwQnb7GmO+M8YEG2OCy5Url9dLq4wkxcOxrR7tKN5w6AzdPlvFqvDT/LdXI769v5VtawErpf7hVB+BMWYJsERESgKDHd9HAGOBCcaYjOqjRgFV0/wc6HjsiuJAY2C5Y5WnisBsEelljAnN8TNReXN8q1XYKtD9iSAl1fDVsv18uiSMaqWLMH1kWxpXKen2OJQqqJzuLBaRMsB9wP3AFmAi0B54EOiYwSEbgToiUgMrAQzCuqsAwBhzDiib5vzLgRc1CXjI3x3F7k0Ep87H8+yUraw5EEOf5pV5p28T9678pZRyLhGIyAygHvAL0NMYc9yxaYqIZPjGbYxJFpEngYWANzDOGLNLRN4CQo0xs/MevnKZiPVQqgYUK++2S64Ii+b5KVu5lJjChwOaMrBVoHvWAFZKXcXZj16fG2OWZbTBGJPp2H9jzHxgfrrHMlxtxBjT0clYlKsZY90R1LrdLZdLSknl40VhfLPiAPUqFOfLIS2oo0s/KuUxziaChiKyxRgTCyAipYDBxpivbYtMuU/sEbh4CqravyJZ5NlLPD1pC5uPxjI4pBpv9GyIv6+37ddVSmXO2VFDj15JAgDGmLPAo7ZEpNzPTRPJFu46QbfPVhF28gJfDG7Be/2aaBJQKh9w9o7AW0TEGGPg71nDOq7vRhGxHgoVg/L2lW+YsSWS56Zso2lgSb4Y3ILqZYradi2lVM44mwgWYHUMf+v4+THHY+pGELEeqrQCL3s+nR8/d5nXZ+2idVApJj7ShkI+WutQqfzE2b/IfwHLgBGOr6XA/9kVlHKjhAtwcpdtzULGGP5v2naSUwwfDWymSUCpfMjZCWWpwBjHl7qRRG0Ck2pbIvh1w1FWhZ/m7d6NtDlIqXzK2XkEdYD3gIaA/5XHjTE1bYpLucuVjuJA11cAjzhziXfn7aFd7TLce1N1l59fKeUazt6n/4h1N5AM3Ab8DEywKyjlRpEboFx9KBzg0tOmphpe/G0bXiJ8OKCZVg5VKh9zNhEUNsYsBcQYc8QY8ybQ3b6wlFukplp3BDaUlRi/9jDrD53htR4NqBJQ2OXnV0q5jrOjhhIc1ULDHWUjooBi9oWl3CImHOJjXd4/cDD6Ah8s2Mtt9cpxd3DV7A9QSnmUs3cEzwBFgKeBVljF5x60KyjlJhGOReFcWHE0xdEk5Ofjzfv9m2rtIKWuA9neETgmj91jjHkRuAAMsz0q5R4RG6BwKShT22Wn/H7VQTYfjeXTe5pToYR/9gcopTwu2zsCY0wKVrlpdZ2LT0q5+oGIDdbdgJdrxvaHnYzj40VhdG5Ugd7NK7vknEop+zn7DrBFRGaLyP0i0u/Kl62RKZeasO4Ijd9YyLjVhzDGwKUzcHqfyzqKk1JSeWHqNor5+/Bu3ybaJKTUdcTZzmJ/IAZIW6fYANNdHpFyuZgLCXywYC/+vt68NXc3O6LO8X7TE/iByxLBmOUH2BF1jq/vbUnZYn4uOadSyj2cnVms/QLXsY8W7eNyYgp/PNOBBTtPMHpJGCGHZjFIvJHKLfN8/l3HzvH50nB6NqtMtyaVXBCxUsqdnJ1Z/CPWHcBVjDEPuTwi5VI7Is8xeWMED7erQZ0KxalToTiNqpSgyOT/sYdqnDkaT/s6uR8JnJhsNQmVKlqIt3o1cmHkSil3cbaPYC4wz/G1FCiBNYJI5WPGGN6YvZMyRQvxdKc6fz9+e50yhPgeJLxQAx4Yt57vVh7AUWE8xz5fGs7eE3G817cJpYpqZXKlrkfONg39nvZnEZkErLYlIuUyM7dGsfloLB8OaEoJf99/NpzajVfSJTr36k2XPRX53/y9bI88x4cDmlKkkPMLx2+LiGXMigMMaBVIp4YVbHgGSil3yO24wTqA+1Y5Vzl2ISGZ9+bvpVlgSQa0DLx6o2MimX+Nm/lqSEv+1aU+83ccp9/XazgSc9Gp88cnpfDCb9soX9yP13vat6CNUsp+TiUCEYkTkfNXvoA5WGsUqHzqyz/3cyougTd7Nbq24FvEBihWEQKqISKM6FiLn4aFcPxcPD2/WM3yfaeyPf/oxWHsP3WBD/qnu9tQSl13nEoExpjixpgSab7qpm8uUvnHodMX+WH1QQa0CqRFtVLX7hC5wVqoPs1Y/1vqlmPOk+2pHFCYYT9t5Ktl+zPtN9h4+AxjVx1kyE3VuKVuObuehlLKTZy9I+grIiXT/BwgIn1si0rlydtzd+Pn483/dal37ca4k3D2cIaF5qqVKcL0kW3p2bQyoxbuY8SEzVxISL5qn0uJybz42zaqBBTmlW4NbHoGSil3craP4A1jzLkrPxhjYoE3bIlI5cmfe0/y595TPHNHHcoXz6DWT6RjIZpMKo4WKeTDZ4Oa82r3BizafYK+X/3Fweh/Boh98MdejsRcYtSAZhTzc75jWSmVfzmbCDLaT98F8pmE5BTenruHWuWK8mDboIx3ilgP3oWgUrNMzyMiPNKhJhMevomYi4n0/vIvlu45yZr9pxm/9ghD2wZxc60y9jwJpZTbOftmHioio4GvHD8/AWyyJySVWz/+dZhDpy/y80MhmS8SH7ERKjUHn+zLQLStXZbZT7bj8QmbeHh8KCUL+1KjbFH+1aW+awNXSnmUs3cETwGJwBRgMhCPlQxUPnHyfDxfLA3nzoYVMu/ATU6AY1tyVF8osFQRpj3eln4tq3A5KYWPBjajcCFvF0WtlMoPnJ1QdhF42eZYVB68/8deklINr3XPYkz/8e2QkpDjFcn8fb0ZfXdz3u3TRJOAUjcgZ0cNLRaRgDQ/lxKRhbZFpXIk9PAZZmyJYniHmlQrUyTzHf/uKM5dxVFNAkrdmJxtGirrGCkEgDHmLDqzOF9ISTW8OWcXFUv4M/K2WlnvHLEeAqpB8YruCU4pdV1wNhGkiki1Kz+ISBAZVCNV7jc1NIKdUed5pXuDrOsEGWPNKHbxQvVKqeufs6OG/gOsFpEVgAAdgOG2RaWccu5SEqMW7iMkqDQ9m2azDsC5CIg7rolAKXUNZzuLF4hIMNab/xZgJnDZxrjUFReiYc8s2Dkdjq4Fk/r3ppLAZoATwH+dPF9ga9fHqJS6rjm7MM0jwDNAILAVaAOs5eqlK5WrXDoDe+dab/6HVlhv/mXrwc1PgK/VGXz6QgK/bjhK48olub2+k901RctlOZFMKVUwOds09AzQGlhnjLlNROoD/7MvrAIo/jzsm2+9+R/4E1KToFQNaP8cNO4P5Rv+XSTOGMPT369nl895lj/QEXRBGKVUHjibCOKNMfEigoj4GWP2ikgGFc2uJiJdgM8Ab+B7Y8z76bY/jjUxLQVrxbPhxpjdOXsK17HEixC2wHrzD19sjfEvWRXaPG69+VdqflWF0CsW7DzBmgMxvN27ka4KppTKM2cTQaRjHsFMYLGInAWOZHWAiHhjlaS4E4gENorI7HRv9L8aY75x7N8LGA10ydEzuN4kxcP+xdabf9gCSLpkrQ0QPMx6868SDF6ZD+a6nJjCO/P2UL9icQaHVMt0P6WUcpazncV9Hd++KSLLsPopF2RzWAiw3xhzEEBEJgO9gb8TgTHmfJr9i3IjD0m9GAOL/gN75kJiHBQpA80GWW/+1W4GL+cma3278gBRsZeZPLwNPt65XWBOKaX+keMKosaYFU7uWgWISPNzJHDN2EUReQJ4HihEJp3PIjIcx3DVatWu00/Baz6D7VOh+WDrzT/oFvDO2csfefYSY5YfoEfTSrSpqdU/lVKu4fGPlMaYr4wxtbCWvnw1k32+M8YEG2OCy5W7TlfEClsEQe2g91dQ6/YcJwGA/83fgwi6IIxSyqXsTARRQNU0Pwc6HsvMZKCPjfF4TuxRiN4DdTrn+hTrD8Ywf8cJnuhYm8oBhV0YnFKqoLMzEWwE6ohIDREpBAwCZqfdQUTqpPmxOxBuYzyeE+aoz1c394lgwvqjBBTx5dFbarooKKWUsti2ypgxJllEngQWYg0fHWeM2SUibwGhxpjZwJMi0glIAs4CD9oVj0eFL7LmBJSpnavDz8cnsWjXCe4Oroq/r1YAVUq5lq3LTRpj5gPz0z32eprvn7Hz+vlC4iU4tBJaDc1wToAz/thxnITkVPq1rOLa2JRSinzQWXzDO7wKkuOhzl25PsX0zVHULFuU5lUDXBeXUko5aCKwW9hC8C0KQe1zdXjEmUusP3SGfi2rILm8o1BKqaxoIrCTMVb/QM2OTi0Wn5GZW6yBVn1aaLOQUsoemgjsdGqPtQ5A3dw1CxljmL4liptqlCawVBZLUCqlVB5oIrBTuGPYaC77B7ZGxHLo9EX6twx0YVBKKXU1TQR2ClsEFZtCicq5Onz65ij8fLzo2kTXGFZK2UcTgV0un7UWi8/lJLKE5BTmbD9G50YVKe7v6+LglFLqH5oI7LJ/KZiUXJeVWLY3mthLSTp3QCllO00EdglfZJWartIyV4dP3xxJ2WJ+tK9d1sWBKaXU1TQR2CE1xVpxrPadTq8zkNbZi4ks23eKPs0r65oDSinb6buMHSJD4fKZXA8bnbv9GEkphn46Wkgp5QaaCOwQvhDEG2rdkavDf98cRf2KxWlYuYSLA1NKqWtpIrBD2CKo1gYKB+T40APRF9gaEatzB5RSbqOJwNXORcHJHbmeRDZzSxReAr2b527ugVJK5ZQmAlcLX2T9m4v5A6mphumbo2hfpxzlS/i7ODCllMqYJgJXC18EJatBufo5PnTD4TNExV6mv84dUEq5kSYCV0qKh4PLrdFCuSgZPX1zJEULeXNXQy0poZRyH00ErnRkNSRdytVs4vikFObvOEHXJpUoXEiXo1RKuY8mAlcKWwQ+haFGhxwfumj3SS4kJGtJCaWU22kicBVjrPkDNW4B38I5Pnz65kgql/SnTY0yNgSnlFKZ00TgKqfD4ezhXM0mPhUXz8qwaPq2rIKXly5HqZRyL00ErvL3IjQ57x+YvfUYqQb6ttBJZEop99NE4CphC6F8QwiomuNDp2+OollgSWqXL2ZDYEoplTVNBK4Qfw6Ors3VbOI9x8+z+/h5LTCnlPIYTQSucGAZpCbnajbxjC1R+HgJPZtpSQmllGcUrERgjD3nDV8E/gEQGJKjw1JSDTO3RHFb/fKULlrIntiUUiobBScR7JkDP3azZv+6UmqqlQhq3wHePjk69K/9pzkVl6AlJZRSHlVwEoG3HxxdA4tede15j2+Bi9G5Gi00fXMkJQv7clv98q6NSSmlcqDgJIK6d8HNT8LGsbBnruvOG7YIEKjdKUeHXUhIZsGuE/RoWgk/Hy0poZTynIKTCADueAMqNYdZT0BshGvOGb4QAltD0ZzNCP5jx3Hik1J1tJBSyuMKViLwKQQDxlmLy09/FFKS83a+uJNwbEuuZhNP3xxFUJkitKwWkLcYlFIqjwpWIgAoUwt6fGKN+1/xQd7OtX+x9W8O+weiYi+z7lAM/VoGIrkoV62UUq5U8BIBQNOB0Pw+WDkKDq3M/XnCFkLxylCxSY4Om7klCmOgbwsdLaSU8ryCmQgAun0IZWrD9OFw8XTOj09OtCaS5XARGmMM0zdHEhJUmqqli+T8ukop5WIFNxEUKmr1F1w6AzNH5nyy2dG1kBiX42ah7ZHnOBB9UdcdUErlG7YmAhHpIiL7RGS/iLycwfbnRWS3iGwXkaUiUt3OeK5RqSnc9Y418mfdmJwdG7bQmptQ89YcHTZjSxSFfLzo1rRSzq6nlFI2sS0RiIg38BXQFWgIDBaRhul22wIEG2OaAtOAD+2KJ1Mhj0K97rD4dWsEkLPCF0JQe+vOwkmJyanM3naMuxpWoIS/by6CVUop17PzjiAE2G+MOWiMSQQmA73T7mCMWWaMueT4cR3g/kH1ItD7SyhWHqY9BAlx2R8TcwBi9ue4yNyKsGjOXEzUZiGlVL5iZyKoAqSdtRXpeCwzDwN/ZLRBRIaLSKiIhEZHR7swRIcipaH/99YKY3Ofz76/IHyR9W8Oy05P3xxJ2WKF6FCnXO7iVEopG+SLzmIRuQ8IBkZltN0Y850xJtgYE1yunE1votXbwq0vw46psG1S1vuGLYSydaF0DadPf+5SEkv3nKJXsyr4eueLl10ppQB7E0EUkHa5rkDHY1cRkU7Af4BexpgEG+PJ3i0vQvX2MO9Faw3ijCRcgCN/5ehuwBjDJ0vCSExJ1WYhpVS+k7O6yTmzEagjIjWwEsAgYEjaHUSkBfAt0MUYc8rGWJzj5Q39x8KYdjBtGDy8BHz9r97n4HJISXS6f8AYw6iF+/hpzWGGtg2icZWSro9bKZWlpKQkIiMjiY93cRn6fMjf35/AwEB8fZ0fkGJbIjDGJIvIk8BCwBsYZ4zZJSJvAaHGmNlYTUHFgN8cpRaOGmN62RWTU0pUhj5jYNI91kiibukGMoUvBL8SUO1mp0736ZJwvl5+gCE3VeONnukHTSml3CEyMpLixYsTFBR0Q5d1McYQExNDZGQkNWo433Rt5x0Bxpj5wPx0j72e5vuc1W52l3pdoM1IWPc11OwI9btZjxsD4Yuh1m3gnX22/fLPcD5bGs7AVoG807vxDf0LqFR+Fh8ff8MnAQARoUyZMuR0UI32Wmam05tQsSnMGgnnHF0bJ7ZD3HGnZhN/u+IAHy0Ko2+LKrzfvyleXjf2L6BS+d2NngSuyM3z1ESQGR8/GPgTpCTB749YJavDrgwbvTPLQ8etPsR7f+ylR9NKjBrQFG9NAkqpfEwTQVbK1ILuH1tLXK4cZfUPVG5pTT7LxC9rD/PW3N10bVyRT+5pjo8OFVWqwIuNjeXrr7/O8XHdunUjNjbW9QGlo+9S2Wk2CJoNhpUfQmRolqOFJm84ymuzdtGpQQU+G9RC5wsopYDME0FyctaLY82fP5+AgACbovqHrZ3FN4xuH0HEBjhzINP5A9M2RfLvGTvoWK8cX93bgkI+mgSUyo/+O2cXu4+dd+k5G1YuwRs9G2W6/eWXX+bAgQM0b94cX19f/P39KVWqFHv37iUsLIw+ffoQERFBfHw8zzzzDMOHDwcgKCiI0NBQLly4QNeuXWnfvj1r1qyhSpUqzJo1i8KFC7skfn23coZfMRg8CTq+Yq15nM6srVG8NG0b7WuX5Zv7Wuli9Eqpq7z//vvUqlWLrVu3MmrUKDZv3sxnn31GWFgYAOPGjWPTpk2Ehoby+eefExMTc805wsPDeeKJJ9i1axcBAQH8/vvvLotP7wicVa4edPzXNQ/P236c56Zs5aYapfnu/mD8fTUJKJWfZfXJ3V1CQkKuGuf/+eefM2PGDAAiIiIIDw+nTJkyVx1To0YNmjdvDkCrVq04fPiwy+LRRJAHC3ae4OnJW2hVvRQ/PNiawoU0CSilsle06D/l65cvX86SJUtYu3YtRYoUoWPHjhnOgPbz8/v7e29vby5fvuyyeLRpKJeW7jnJU5M20zSwJD8OC6Gon+ZUpVTGihcvTlxcxiXuz507R6lSpShSpAh79+5l3bp1bo5O7whyZUVYNCMmbKZBpRKMfyiEYpoElFJZKFOmDO3ataNx48YULlyYChUq/L2tS5cufPPNNzRo0IB69erRpk0bt8cnJqdr9XpYcHCwCQ0N9dj1/9p/mod+2kitcsWY9GgbShbRlcaUyu/27NlDgwYNPB2G22T0fEVkkzEmOKP9tWkoB9YdjOHh8RupUbYoEx65SZOAUuqGoInASSvDonnop40ElirChEduonTRQp4OSSmlXEIbt7ORnJLK6MVhjFlxgLrli/PLwyGULeaX/YFKKXWd0ESQhajYyzw9aQubjpxlcEhVXu/RSIeIKqVuOJoIMrFo1wlemradlFTD54Nb0KtZZU+HpJRSttBEkE5Ccgrvzd/LT2sO07hKCb4c3JKgskWzP1Appa5T2lmcxuHTF+k/Zg0/rTnMsHZB/D6irSYBpZTbFStWDIBjx44xYMCADPfp2LEjrhpKr3cEDrO2RvGfGTvx9hLGPhDMnQ0rZH+QUkrZqHLlykybNs326xT4RHA5MYU3Z+9iSmgEwdVL8dngFlQJcE1pV6VUPvTHy3Bih2vPWbEJdH0/080vv/wyVatW5YknngDgzTffxMfHh2XLlnH27FmSkpJ455136N2791XHHT58mB49erBz504uX77MsGHD2LZtG/Xr13dpraECnQjCTsbxxMTN7I++wBO31eK5TnV1RTGllMvdc889PPvss38ngqlTp7Jw4UKefvppSpQowenTp2nTpg29evXKdM3hMWPGUKRIEfbs2cP27dtp2bKly+IrkInAGMPkjRH8d84uivn58vNDIXSoU87TYSml3CGLT+52adGiBadOneLYsWNER0dTqlQpKlasyHPPPcfKlSvx8vIiKiqKkydPUrFixQzPsXLlSp5++mkAmjZtStOmTV0WX4FLBHHxSbwyYydzth2jfe2yjL6nGeWL+3s6LKXUDW7gwIFMmzaNEydOcM899zBx4kSio6PZtGkTvr6+BAUFZVh+2h0KVDvIjshz9PhiNfN3HOelzvX4+aEQTQJKKbe45557mDx5MtOmTWPgwIGcO3eO8uXL4+vry7Jlyzhy5EiWx99yyy38+uuvAOzcuZPt27e7LLYCc0fwW2gEr8zYQdlifkwe3obWQaU9HZJSqgBp1KgRcXFxVKlShUqVKnHvvffSs2dPmjRpQnBwMPXr18/y+BEjRjBs2DAaNGhAgwYNaNWqlctiKzCJoGa5otxRvwLv9WtCKS0Yp5TygB07/hmtVLZsWdauXZvhfhcuXACsxet37twJQOHChZk8ebItcRWYRNCqemla3a93AUoplV6B6iNQSil1LU0ESqkC4XpbjTG3cvM8NREopW54/v7+xMTE3PDJwBhDTEwM/v45Gw1ZYPoIlFIFV2BgIJGRkURHR3s6FNv5+/sTGBiYo2M0ESilbni+vr7UqFHD02HkW9o0pJRSBZwmAqWUKuA0ESilVAEn11svuohEA1kX5chcWeC0C8NxNY0vbzS+vMvvMWp8uVfdGJNhmeXrLhHkhYiEGmOCPR1HZjS+vNH48i6/x6jx2UObhpRSqoDTRKCUUgVcQUsE33k6gGxofHmj8eVdfo9R47NBgeojUEopda2CdkeglFIqHU0ESilVwN2QiUBEuojIPhHZLyIvZ7DdT0SmOLavF5EgN8ZWVUSWichuEdklIs9ksE9HETknIlsdX6+7Kz7H9Q+LyA7HtUMz2C4i8rnj9dsuIi3dGFu9NK/LVhE5LyLPptvH7a+fiIwTkVMisjPNY6VFZLGIhDv+LZXJsQ869gkXkQfdFNsoEdnr+P+bISIBmRyb5e+CzTG+KSJRaf4fu2VybJZ/7zbGNyVNbIdFZGsmx7rlNcwTY8wN9QV4AweAmkAhYBvQMN0+I4FvHN8PAqa4Mb5KQEvH98WBsAzi6wjM9eBreBgom8X2bsAfgABtgPUe/L8+gTVRxqOvH3AL0BLYmeaxD4GXHd+/DHyQwXGlgYOOf0s5vi/lhtjuAnwc33+QUWzO/C7YHOObwItO/A5k+fduV3zptn8MvO7J1zAvXzfiHUEIsN8Yc9AYkwhMBnqn26c3MN7x/TTgDhERdwRnjDlujNns+D4O2ANUcce1Xag38LOxrAMCRKSSB+K4AzhgjMntTHOXMcasBM6kezjt79l4oE8Gh3YGFhtjzhhjzgKLgS52x2aMWWSMSXb8uA7IWd1iF8vk9XOGM3/veZZVfI73jruBSa6+rrvciImgChCR5udIrn2j/Xsfxx/DOaCMW6JLw9Ek1QJYn8Hmm0Vkm4j8ISKN3BsZBlgkIptEZHgG2515jd1hEJn/8Xny9buigjHmuOP7E0CFDPbJD6/lQ1h3eBnJ7nfBbk86mq/GZdK0lh9evw7ASWNMeCbbPf0aZutGTATXBREpBvwOPGuMOZ9u82as5o5mwBfATDeH194Y0xLoCjwhIre4+frZEpFCQC/gtww2e/r1u4ax2gjy3VhtEfkPkAxMzGQXT/4ujAFqAc2B41jNL/nRYLK+G8j3f083YiKIAqqm+TnQ8ViG+4iID1ASiHFLdNY1fbGSwERjzPT0240x540xFxzfzwd8RaSsu+IzxkQ5/j0FzMC6/U7LmdfYbl2BzcaYk+k3ePr1S+PklSYzx7+nMtjHY6+liAwFegD3OhLVNZz4XbCNMeakMSbFGJMKjM3k2h79XXS8f/QDpmS2jydfQ2fdiIlgI1BHRGo4PjUOAman22c2cGV0xgDgz8z+EFzN0Z74A7DHGDM6k30qXumzEJEQrP8ntyQqESkqIsWvfI/Vqbgz3W6zgQcco4faAOfSNIG4S6afwjz5+qWT9vfsQWBWBvssBO4SkVKOpo+7HI/ZSkS6AP8H9DLGXMpkH2d+F+yMMW2/U99Mru3M37udOgF7jTGRGW309GvoNE/3VtvxhTWqJQxrNMF/HI+9hfVLD+CP1aSwH9gA1HRjbO2xmgi2A1sdX92Ax4HHHfs8CezCGgGxDmjrxvhqOq67zRHDldcvbXwCfOV4fXcAwW7+/y2K9cZeMs1jHn39sJLScSAJq536Yax+p6VAOLAEKO3YNxj4Ps2xDzl+F/cDw9wU236stvUrv4NXRtFVBuZn9bvgxtfvF8fv13asN/dK6WN0/HzN37s74nM8/tOV37s0+3rkNczLl5aYUEqpAu5GbBpSSimVA5oIlFKqgNNEoJRSBZwmAqWUKuA0ESilVAGniUApN3JURp3r6TiUSksTgVJKFXCaCJTKgIjcJyIbHDXkvxURbxG5ICKfiLWOxFIRKefYt7mIrEtT27+U4/HaIrLEUfxus4jUcpy+mIhMc6wHMNFdlW+VyowmAqXSEZEGwD1AO2NMcyAFuBdrRnOoMaYRsAJ4w3HIz8C/jDFNsWbCXnl8IvCVsYrftcWamQpWxdlngYZYM0/b2fyUlMqSj6cDUCofugNoBWx0fFgvjFUwLpV/iotNAKaLSEkgwBizwvH4eOA3R32ZKsaYGQDGmHgAx/k2GEdtGseqVkHAatuflVKZ0ESg1LUEGG+M+fdVD4q8lm6/3NZnSUjzfQr6d6g8TJuGlLrWUmCAiJSHv9cero719zLAsc8QYLUx5hxwVkQ6OB6/H1hhrNXnIkWkj+McfiJSxJ1PQiln6ScRpdIxxuwWkVexVpXywqo4+QRwEQhxbDuF1Y8AVonpbxxv9AeBYY7H7we+FZG3HOcY6ManoZTTtPqoUk4SkQvGmGKejkMpV9OmIaWUKuD0jkAppQo4vSNQSqkCThOBUkoVcJoIlFKqgNNEoJRSBZwmAqWUKuD+H+lI20Siqb4TAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -464,7 +459,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -550,7 +545,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -575,7 +570,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -585,7 +580,7 @@
        "<IPython.core.display.Image object>"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -649,7 +644,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 11,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -665,13 +660,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 12,
    "metadata": {
     "colab": {},
     "colab_type": "code",
     "id": "eRes_n9BGhJ0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
+      "58892288/58889256 [==============================] - 0s 0us/step\n",
+      "58900480/58889256 [==============================] - 0s 0us/step\n"
+     ]
+    }
+   ],
    "source": [
     "conv_base = keras.applications.vgg16.VGG16(weights=\"imagenet\",\n",
     "                                           include_top=False,\n",
@@ -712,7 +717,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 13,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -825,7 +830,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -857,7 +862,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -888,7 +893,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -897,7 +902,7 @@
        "(480, 4, 4, 512)"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -915,7 +920,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -924,7 +929,7 @@
        "(480, 8)"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -935,7 +940,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -954,7 +959,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -971,7 +976,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -982,15 +987,15 @@
       "_________________________________________________________________\n",
       " Layer (type)                Output Shape              Param #   \n",
       "=================================================================\n",
-      " input_3 (InputLayer)        [(None, 4, 4, 512)]       0         \n",
+      " input_2 (InputLayer)        [(None, 4, 4, 512)]       0         \n",
       "                                                                 \n",
-      " flatten (Flatten)           (None, 8192)              0         \n",
+      " flatten_1 (Flatten)         (None, 8192)              0         \n",
       "                                                                 \n",
-      " dense (Dense)               (None, 256)               2097408   \n",
+      " dense_2 (Dense)             (None, 256)               2097408   \n",
       "                                                                 \n",
-      " dropout (Dropout)           (None, 256)               0         \n",
+      " dropout_1 (Dropout)         (None, 256)               0         \n",
       "                                                                 \n",
-      " dense_1 (Dense)             (None, 8)                 2056      \n",
+      " dense_3 (Dense)             (None, 8)                 2056      \n",
       "                                                                 \n",
       "=================================================================\n",
       "Total params: 2,099,464\n",
@@ -1006,7 +1011,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -1014,65 +1019,65 @@
      "output_type": "stream",
      "text": [
       "Epoch 1/30\n",
-      "15/15 [==============================] - 2s 121ms/step - loss: 45.5870 - accuracy: 0.3187 - val_loss: 24.1916 - val_accuracy: 0.3875\n",
+      "15/15 [==============================] - 2s 113ms/step - loss: 48.5603 - accuracy: 0.2917 - val_loss: 17.6055 - val_accuracy: 0.4625\n",
       "Epoch 2/30\n",
-      "15/15 [==============================] - 1s 91ms/step - loss: 15.6600 - accuracy: 0.6167 - val_loss: 18.9074 - val_accuracy: 0.4750\n",
+      "15/15 [==============================] - 1s 98ms/step - loss: 17.1425 - accuracy: 0.6062 - val_loss: 16.6017 - val_accuracy: 0.4625\n",
       "Epoch 3/30\n",
-      "15/15 [==============================] - 1s 90ms/step - loss: 10.6316 - accuracy: 0.7083 - val_loss: 19.3461 - val_accuracy: 0.5375\n",
+      "15/15 [==============================] - 1s 90ms/step - loss: 9.7542 - accuracy: 0.7271 - val_loss: 20.5582 - val_accuracy: 0.4500\n",
       "Epoch 4/30\n",
-      "15/15 [==============================] - 1s 104ms/step - loss: 10.1559 - accuracy: 0.7333 - val_loss: 29.1282 - val_accuracy: 0.5000\n",
+      "15/15 [==============================] - 1s 96ms/step - loss: 7.9549 - accuracy: 0.7729 - val_loss: 25.4890 - val_accuracy: 0.5125\n",
       "Epoch 5/30\n",
-      "15/15 [==============================] - 1s 88ms/step - loss: 6.2820 - accuracy: 0.7917 - val_loss: 26.4884 - val_accuracy: 0.5500\n",
+      "15/15 [==============================] - 1s 96ms/step - loss: 5.6834 - accuracy: 0.8167 - val_loss: 16.6779 - val_accuracy: 0.5625\n",
       "Epoch 6/30\n",
-      "15/15 [==============================] - 1s 80ms/step - loss: 4.9714 - accuracy: 0.8542 - val_loss: 23.7884 - val_accuracy: 0.5250\n",
+      "15/15 [==============================] - 1s 84ms/step - loss: 4.8402 - accuracy: 0.8333 - val_loss: 17.9758 - val_accuracy: 0.5625\n",
       "Epoch 7/30\n",
-      "15/15 [==============================] - 1s 89ms/step - loss: 4.7241 - accuracy: 0.8542 - val_loss: 25.3600 - val_accuracy: 0.5375\n",
+      "15/15 [==============================] - 1s 90ms/step - loss: 3.3293 - accuracy: 0.8833 - val_loss: 20.8828 - val_accuracy: 0.5000\n",
       "Epoch 8/30\n",
-      "15/15 [==============================] - 1s 98ms/step - loss: 4.3037 - accuracy: 0.8729 - val_loss: 28.7259 - val_accuracy: 0.4875\n",
+      "15/15 [==============================] - 1s 97ms/step - loss: 4.5972 - accuracy: 0.8562 - val_loss: 30.2963 - val_accuracy: 0.5000\n",
       "Epoch 9/30\n",
-      "15/15 [==============================] - 1s 89ms/step - loss: 2.3747 - accuracy: 0.8979 - val_loss: 30.9324 - val_accuracy: 0.4875\n",
+      "15/15 [==============================] - 1s 85ms/step - loss: 3.5146 - accuracy: 0.8729 - val_loss: 23.9580 - val_accuracy: 0.5375\n",
       "Epoch 10/30\n",
-      "15/15 [==============================] - 1s 89ms/step - loss: 2.8623 - accuracy: 0.9000 - val_loss: 28.1495 - val_accuracy: 0.5000\n",
+      "15/15 [==============================] - 1s 92ms/step - loss: 3.1607 - accuracy: 0.8958 - val_loss: 28.4524 - val_accuracy: 0.5250\n",
       "Epoch 11/30\n",
-      "15/15 [==============================] - 1s 95ms/step - loss: 2.3595 - accuracy: 0.9187 - val_loss: 35.2087 - val_accuracy: 0.4375\n",
+      "15/15 [==============================] - 1s 97ms/step - loss: 3.7148 - accuracy: 0.8917 - val_loss: 25.1327 - val_accuracy: 0.5375\n",
       "Epoch 12/30\n",
-      "15/15 [==============================] - 1s 84ms/step - loss: 2.6335 - accuracy: 0.9104 - val_loss: 30.2336 - val_accuracy: 0.5000\n",
+      "15/15 [==============================] - 1s 88ms/step - loss: 1.5648 - accuracy: 0.9312 - val_loss: 28.7889 - val_accuracy: 0.4250\n",
       "Epoch 13/30\n",
-      "15/15 [==============================] - 1s 89ms/step - loss: 3.3222 - accuracy: 0.9083 - val_loss: 32.3224 - val_accuracy: 0.4875\n",
+      "15/15 [==============================] - 1s 91ms/step - loss: 1.9269 - accuracy: 0.9271 - val_loss: 30.9736 - val_accuracy: 0.5000\n",
       "Epoch 14/30\n",
-      "15/15 [==============================] - 1s 100ms/step - loss: 1.9744 - accuracy: 0.9312 - val_loss: 29.7901 - val_accuracy: 0.5125\n",
+      "15/15 [==============================] - 1s 99ms/step - loss: 2.8450 - accuracy: 0.9125 - val_loss: 27.4909 - val_accuracy: 0.5625\n",
       "Epoch 15/30\n",
-      "15/15 [==============================] - 1s 83ms/step - loss: 2.5093 - accuracy: 0.9396 - val_loss: 28.1908 - val_accuracy: 0.5625\n",
+      "15/15 [==============================] - 1s 82ms/step - loss: 2.2349 - accuracy: 0.9333 - val_loss: 35.6591 - val_accuracy: 0.4750\n",
       "Epoch 16/30\n",
-      "15/15 [==============================] - 1s 90ms/step - loss: 2.2067 - accuracy: 0.9271 - val_loss: 26.1439 - val_accuracy: 0.5375\n",
+      "15/15 [==============================] - 1s 87ms/step - loss: 1.3261 - accuracy: 0.9479 - val_loss: 29.8620 - val_accuracy: 0.4500\n",
       "Epoch 17/30\n",
-      "15/15 [==============================] - 1s 89ms/step - loss: 1.4664 - accuracy: 0.9479 - val_loss: 27.0301 - val_accuracy: 0.5500\n",
+      "15/15 [==============================] - 2s 108ms/step - loss: 1.5269 - accuracy: 0.9438 - val_loss: 26.1654 - val_accuracy: 0.5875\n",
       "Epoch 18/30\n",
-      "15/15 [==============================] - 1s 96ms/step - loss: 1.9414 - accuracy: 0.9333 - val_loss: 28.5395 - val_accuracy: 0.5375\n",
+      "15/15 [==============================] - 1s 81ms/step - loss: 2.6730 - accuracy: 0.9250 - val_loss: 26.6652 - val_accuracy: 0.4875\n",
       "Epoch 19/30\n",
-      "15/15 [==============================] - 1s 85ms/step - loss: 0.8723 - accuracy: 0.9583 - val_loss: 32.3182 - val_accuracy: 0.5125\n",
+      "15/15 [==============================] - 1s 94ms/step - loss: 0.8446 - accuracy: 0.9625 - val_loss: 25.5028 - val_accuracy: 0.5500\n",
       "Epoch 20/30\n",
-      "15/15 [==============================] - 1s 88ms/step - loss: 0.7459 - accuracy: 0.9604 - val_loss: 34.9039 - val_accuracy: 0.4250\n",
+      "15/15 [==============================] - 1s 104ms/step - loss: 0.7206 - accuracy: 0.9521 - val_loss: 28.1912 - val_accuracy: 0.5625\n",
       "Epoch 21/30\n",
-      "15/15 [==============================] - 1s 92ms/step - loss: 1.0338 - accuracy: 0.9583 - val_loss: 32.4511 - val_accuracy: 0.5125\n",
+      "15/15 [==============================] - 1s 87ms/step - loss: 1.2045 - accuracy: 0.9479 - val_loss: 28.3712 - val_accuracy: 0.5375\n",
       "Epoch 22/30\n",
-      "15/15 [==============================] - 1s 85ms/step - loss: 1.3923 - accuracy: 0.9458 - val_loss: 35.8044 - val_accuracy: 0.4750\n",
+      "15/15 [==============================] - 1s 87ms/step - loss: 1.4085 - accuracy: 0.9542 - val_loss: 30.7843 - val_accuracy: 0.5375\n",
       "Epoch 23/30\n",
-      "15/15 [==============================] - 1s 88ms/step - loss: 0.8510 - accuracy: 0.9667 - val_loss: 41.1432 - val_accuracy: 0.5000\n",
+      "15/15 [==============================] - 1s 90ms/step - loss: 2.0227 - accuracy: 0.9500 - val_loss: 29.8337 - val_accuracy: 0.5250\n",
       "Epoch 24/30\n",
-      "15/15 [==============================] - 1s 101ms/step - loss: 1.3980 - accuracy: 0.9563 - val_loss: 37.2629 - val_accuracy: 0.4875\n",
+      "15/15 [==============================] - 1s 104ms/step - loss: 1.3282 - accuracy: 0.9604 - val_loss: 30.5257 - val_accuracy: 0.5125\n",
       "Epoch 25/30\n",
-      "15/15 [==============================] - 1s 92ms/step - loss: 0.8034 - accuracy: 0.9708 - val_loss: 36.0811 - val_accuracy: 0.4750\n",
+      "15/15 [==============================] - 1s 89ms/step - loss: 1.6409 - accuracy: 0.9542 - val_loss: 32.1752 - val_accuracy: 0.5250\n",
       "Epoch 26/30\n",
-      "15/15 [==============================] - 1s 86ms/step - loss: 1.5871 - accuracy: 0.9667 - val_loss: 34.1562 - val_accuracy: 0.5625\n",
+      "15/15 [==============================] - 1s 90ms/step - loss: 1.1011 - accuracy: 0.9708 - val_loss: 31.8869 - val_accuracy: 0.5125\n",
       "Epoch 27/30\n",
-      "15/15 [==============================] - 1s 104ms/step - loss: 1.5226 - accuracy: 0.9521 - val_loss: 35.3834 - val_accuracy: 0.5000\n",
+      "15/15 [==============================] - 1s 100ms/step - loss: 0.6049 - accuracy: 0.9604 - val_loss: 33.1560 - val_accuracy: 0.5000\n",
       "Epoch 28/30\n",
-      "15/15 [==============================] - 1s 91ms/step - loss: 1.0952 - accuracy: 0.9625 - val_loss: 37.5495 - val_accuracy: 0.4750\n",
+      "15/15 [==============================] - 1s 83ms/step - loss: 0.7594 - accuracy: 0.9667 - val_loss: 35.5192 - val_accuracy: 0.4875\n",
       "Epoch 29/30\n",
-      "15/15 [==============================] - 1s 83ms/step - loss: 1.4550 - accuracy: 0.9417 - val_loss: 37.8654 - val_accuracy: 0.4625\n",
+      "15/15 [==============================] - 1s 85ms/step - loss: 0.7181 - accuracy: 0.9688 - val_loss: 32.3942 - val_accuracy: 0.5125\n",
       "Epoch 30/30\n",
-      "15/15 [==============================] - 1s 101ms/step - loss: 0.8663 - accuracy: 0.9750 - val_loss: 33.1618 - val_accuracy: 0.5750\n"
+      "15/15 [==============================] - 2s 107ms/step - loss: 1.0921 - accuracy: 0.9625 - val_loss: 33.1947 - val_accuracy: 0.4625\n"
      ]
     }
    ],
@@ -1082,11 +1087,11 @@
     "    metrics=[\"accuracy\"])\n",
     "\n",
     "\n",
-    "logdir = os.path.join(\"logs\", datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))\n",
+    "logdir = os.path.join(\"logs_feature_extraction\", datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))\n",
     "\n",
     "\n",
     "callbacks = [\n",
-    "    keras.callbacks.ModelCheckpoint(filepath=\"feature_extraction.keras\", save_best_only=True, monitor=\"val_loss\"),\n",
+    "    keras.callbacks.ModelCheckpoint(filepath=\"feature_extraction.h5\", save_best_only=True, monitor=\"val_loss\"),\n",
     "    tf.keras.callbacks.TensorBoard(logdir, histogram_freq=1)\n",
     "]\n",
     "\n",
@@ -1122,12 +1127,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1139,7 +1144,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1176,13 +1181,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "3/3 [==============================] - 0s 9ms/step - loss: 33.1618 - accuracy: 0.5750\n"
+      "3/3 [==============================] - 0s 7ms/step - loss: 33.1947 - accuracy: 0.4625\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "[33.161827087402344, 0.574999988079071]"
+       "[33.194679260253906, 0.4625000059604645]"
       ]
      },
      "execution_count": 23,
@@ -1198,7 +1203,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We reach a validation accuracy of about 57% — much worse than we achieved in the\n",
+    "We reach a validation accuracy of about 46% — much worse than we achieved in the\n",
     "previous section with the small model trained from scratch. \n",
     "\n",
     "The learning curves indicate that we’re overfitting almost from the start—\n",
@@ -1264,7 +1269,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1288,7 +1293,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1297,7 +1302,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -1314,7 +1319,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1323,7 +1328,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -1360,7 +1365,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1375,7 +1380,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1418,22 +1423,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
-    "logdir = os.path.join(\"logs\", datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))\n",
+    "logdir = os.path.join(\"logs_feature_extraction_with_augmentation\", datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))\n",
     "\n",
     "\n",
     "callbacks = [\n",
-    "    keras.callbacks.ModelCheckpoint(filepath=\"feature_extraction_with_augmentation.keras\", save_best_only=True, monitor=\"val_loss\"),\n",
+    "    keras.callbacks.ModelCheckpoint(filepath=\"feature_extraction_with_augmentation.h5\", save_best_only=True, monitor=\"val_loss\"),\n",
     "    tf.keras.callbacks.TensorBoard(logdir, histogram_freq=1)\n",
     "]\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -1441,79 +1446,11 @@
      "output_type": "stream",
      "text": [
       "Epoch 1/50\n",
-      "15/15 [==============================] - 169s 11s/step - loss: 81.2648 - accuracy: 0.5354 - val_loss: 96.7737 - val_accuracy: 0.1250\n",
+      "15/15 [==============================] - 168s 11s/step - loss: 96.2850 - accuracy: 0.3958 - val_loss: 124.8547 - val_accuracy: 0.1375\n",
       "Epoch 2/50\n",
-      "15/15 [==============================] - 166s 11s/step - loss: 35.0252 - accuracy: 0.6292 - val_loss: 102.6046 - val_accuracy: 0.2375\n",
+      "15/15 [==============================] - 161s 11s/step - loss: 34.7940 - accuracy: 0.5771 - val_loss: 117.0612 - val_accuracy: 0.2000\n",
       "Epoch 3/50\n",
-      "15/15 [==============================] - 167s 11s/step - loss: 37.1056 - accuracy: 0.5312 - val_loss: 103.8217 - val_accuracy: 0.2000\n",
-      "Epoch 4/50\n",
-      "15/15 [==============================] - 168s 11s/step - loss: 26.6293 - accuracy: 0.6083 - val_loss: 94.3766 - val_accuracy: 0.2375\n",
-      "Epoch 5/50\n",
-      "15/15 [==============================] - 165s 11s/step - loss: 19.5419 - accuracy: 0.6479 - val_loss: 83.0323 - val_accuracy: 0.2500\n",
-      "Epoch 6/50\n",
-      "15/15 [==============================] - 162s 11s/step - loss: 19.0512 - accuracy: 0.6625 - val_loss: 76.1191 - val_accuracy: 0.3000\n",
-      "Epoch 7/50\n",
-      "15/15 [==============================] - 168s 11s/step - loss: 17.0602 - accuracy: 0.6771 - val_loss: 70.0092 - val_accuracy: 0.3750\n",
-      "Epoch 8/50\n",
-      "15/15 [==============================] - 168s 11s/step - loss: 20.1183 - accuracy: 0.6687 - val_loss: 78.0569 - val_accuracy: 0.3000\n",
-      "Epoch 9/50\n",
-      "15/15 [==============================] - 161s 11s/step - loss: 15.5537 - accuracy: 0.6750 - val_loss: 71.6261 - val_accuracy: 0.3625\n",
-      "Epoch 10/50\n",
-      "15/15 [==============================] - 164s 11s/step - loss: 13.9609 - accuracy: 0.7333 - val_loss: 83.8828 - val_accuracy: 0.3125\n",
-      "Epoch 11/50\n",
-      "15/15 [==============================] - 160s 11s/step - loss: 15.3212 - accuracy: 0.7125 - val_loss: 79.7747 - val_accuracy: 0.3250\n",
-      "Epoch 12/50\n",
-      "15/15 [==============================] - 167s 11s/step - loss: 16.1321 - accuracy: 0.7021 - val_loss: 80.1300 - val_accuracy: 0.3125\n",
-      "Epoch 13/50\n",
-      "15/15 [==============================] - 166s 11s/step - loss: 17.3188 - accuracy: 0.6896 - val_loss: 72.9308 - val_accuracy: 0.3375\n",
-      "Epoch 14/50\n",
-      "15/15 [==============================] - 160s 11s/step - loss: 13.4744 - accuracy: 0.7479 - val_loss: 75.6471 - val_accuracy: 0.3500\n",
-      "Epoch 15/50\n",
-      "15/15 [==============================] - 167s 11s/step - loss: 12.3681 - accuracy: 0.7396 - val_loss: 70.6316 - val_accuracy: 0.4000\n",
-      "Epoch 16/50\n",
-      "15/15 [==============================] - 160s 11s/step - loss: 9.2647 - accuracy: 0.7708 - val_loss: 61.2024 - val_accuracy: 0.3625\n",
-      "Epoch 17/50\n",
-      "15/15 [==============================] - 158s 11s/step - loss: 9.3390 - accuracy: 0.7812 - val_loss: 67.1694 - val_accuracy: 0.4125\n",
-      "Epoch 18/50\n",
-      "15/15 [==============================] - 158s 11s/step - loss: 9.9673 - accuracy: 0.7771 - val_loss: 79.5177 - val_accuracy: 0.3625\n",
-      "Epoch 19/50\n",
-      "15/15 [==============================] - 158s 11s/step - loss: 12.3217 - accuracy: 0.7500 - val_loss: 72.0310 - val_accuracy: 0.4000\n",
-      "Epoch 20/50\n",
-      "15/15 [==============================] - 157s 11s/step - loss: 9.0604 - accuracy: 0.7750 - val_loss: 62.8974 - val_accuracy: 0.4000\n",
-      "Epoch 21/50\n",
-      "15/15 [==============================] - 159s 11s/step - loss: 11.3779 - accuracy: 0.7667 - val_loss: 92.2501 - val_accuracy: 0.3500\n",
-      "Epoch 22/50\n",
-      "15/15 [==============================] - 158s 11s/step - loss: 11.8837 - accuracy: 0.7604 - val_loss: 61.7651 - val_accuracy: 0.4250\n",
-      "Epoch 23/50\n",
-      "15/15 [==============================] - 157s 11s/step - loss: 10.9433 - accuracy: 0.7458 - val_loss: 68.3748 - val_accuracy: 0.3875\n",
-      "Epoch 24/50\n",
-      "15/15 [==============================] - 176s 12s/step - loss: 11.0241 - accuracy: 0.7688 - val_loss: 60.5166 - val_accuracy: 0.4375\n",
-      "Epoch 25/50\n",
-      "15/15 [==============================] - 157s 11s/step - loss: 9.8168 - accuracy: 0.7625 - val_loss: 67.3069 - val_accuracy: 0.4000\n",
-      "Epoch 26/50\n",
-      "15/15 [==============================] - ETA: 0s - loss: 9.5105 - accuracy: 0.7937"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-43-e759ae1d18a5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mepochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mvalidation_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvalidation_dataset\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m callbacks=callbacks)\n\u001b[0m",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/keras/utils/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m     \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     63\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 64\u001b[0;31m       \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     65\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# pylint: disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     66\u001b[0m       \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m   1261\u001b[0m               \u001b[0muse_multiprocessing\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0muse_multiprocessing\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1262\u001b[0m               \u001b[0mreturn_dict\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1263\u001b[0;31m               _use_cached_eval_dataset=True)\n\u001b[0m\u001b[1;32m   1264\u001b[0m           \u001b[0mval_logs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m'val_'\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mval\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mval_logs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1265\u001b[0m           \u001b[0mepoch_logs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mval_logs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/keras/utils/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m     \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     63\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 64\u001b[0;31m       \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     65\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# pylint: disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     66\u001b[0m       \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mevaluate\u001b[0;34m(self, x, y, batch_size, verbose, sample_weight, steps, callbacks, max_queue_size, workers, use_multiprocessing, return_dict, **kwargs)\u001b[0m\n\u001b[1;32m   1535\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprofiler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexperimental\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTrace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'test'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstep_num\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_r\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1536\u001b[0m               \u001b[0mcallbacks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mon_test_batch_begin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1537\u001b[0;31m               \u001b[0mtmp_logs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtest_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1538\u001b[0m               \u001b[0;32mif\u001b[0m \u001b[0mdata_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshould_sync\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1539\u001b[0m                 \u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masync_wait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/tensorflow/python/util/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    148\u001b[0m     \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    149\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 150\u001b[0;31m       \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    151\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    152\u001b[0m       \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m    908\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    909\u001b[0m       \u001b[0;32mwith\u001b[0m \u001b[0mOptionalXlaContext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jit_compile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 910\u001b[0;31m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    911\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    912\u001b[0m       \u001b[0mnew_tracing_count\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexperimental_get_tracing_count\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m    947\u001b[0m       \u001b[0;31m# In this case we have not created variables on the first call. So we can\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    948\u001b[0m       \u001b[0;31m# run the first trace but we should fail if variables are created.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 949\u001b[0;31m       \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stateful_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    950\u001b[0m       \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_created_variables\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mALLOW_DYNAMIC_VARIABLE_CREATION\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    951\u001b[0m         raise ValueError(\"Creating variables on a non-first call to a function\"\n",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   3129\u001b[0m        filtered_flat_args) = self._maybe_define_function(args, kwargs)\n\u001b[1;32m   3130\u001b[0m     return graph_function._call_flat(\n\u001b[0;32m-> 3131\u001b[0;31m         filtered_flat_args, captured_inputs=graph_function.captured_inputs)  # pylint: disable=protected-access\n\u001b[0m\u001b[1;32m   3132\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3133\u001b[0m   \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_call_flat\u001b[0;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[1;32m   1958\u001b[0m       \u001b[0;31m# No tape is watching; skip to running the function.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1959\u001b[0m       return self._build_call_outputs(self._inference_function.call(\n\u001b[0;32m-> 1960\u001b[0;31m           ctx, args, cancellation_manager=cancellation_manager))\n\u001b[0m\u001b[1;32m   1961\u001b[0m     forward_backward = self._select_forward_and_backward_functions(\n\u001b[1;32m   1962\u001b[0m         \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36mcall\u001b[0;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[1;32m    601\u001b[0m               \u001b[0minputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    602\u001b[0m               \u001b[0mattrs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mattrs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 603\u001b[0;31m               ctx=ctx)\n\u001b[0m\u001b[1;32m    604\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    605\u001b[0m           outputs = execute.execute_with_cancellation(\n",
-      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/tensorflow/python/eager/execute.py\u001b[0m in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m     57\u001b[0m     \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mensure_initialized\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     58\u001b[0m     tensors = pywrap_tfe.TFE_Py_Execute(ctx._handle, device_name, op_name,\n\u001b[0;32m---> 59\u001b[0;31m                                         inputs, attrs, num_outputs)\n\u001b[0m\u001b[1;32m     60\u001b[0m   \u001b[0;32mexcept\u001b[0m \u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     61\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+      "15/15 [==============================] - ETA: 0s - loss: 32.3914 - accuracy: 0.5688"
      ]
     }
    ],
@@ -1713,7 +1650,7 @@
     "        optimizer=keras.optimizers.RMSprop(learning_rate=1e-5),\n",
     "        metrics=[\"accuracy\"])\n",
     "\n",
-    "logdir = os.path.join(\"logs\", datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))\n",
+    "logdir = os.path.join(\"logs_fine_tuning\", datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))\n",
     "\n",
     "\n",
     "callbacks = [\n",
@@ -1729,39 +1666,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": null,
    "metadata": {
     "colab": {},
     "colab_type": "code",
     "id": "9rwSMMQaGhLx",
     "outputId": "0a58db5a-0f22-45e8-d1fb-0a664fceaf4d"
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(history.history['accuracy'])\n",
     "plt.plot(history.history['val_accuracy'])\n",
@@ -1806,7 +1718,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1815,26 +1727,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "metadata": {
     "colab": {},
     "colab_type": "code",
     "id": "WoDOi_F8GhL5",
     "outputId": "17c21c92-2a5d-4e21-c367-57e818046762"
    },
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'num_valid_images' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-25-d6a92e7cceeb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mY_valid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnum_valid_images\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mstep\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnum_valid_images\u001b[0m \u001b[0;34m//\u001b[0m \u001b[0mnum_classes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mind\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnum_classes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mY_valid\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mind\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mind\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mind\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'num_valid_images' is not defined"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "Y_valid = np.zeros((num_valid_images,1),dtype=int)\n",
     "\n",
@@ -1856,115 +1756,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": null,
    "metadata": {
     "colab": {},
     "colab_type": "code",
     "id": "nNp0qChLGhL-",
     "outputId": "f22e9bfe-e5da-4d57-fbdc-2ea55d6681e7"
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "wrong classification for: sandra bullock\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "matched to: angelina jolie\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "matched to: marion cotillard\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "matched to: marion cotillard\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADnCAYAAAC9roUQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAAADKUlEQVR4nO3UMQEAIAzAMMC/5+GiHCQKenXPzAKgcV4HAPzEdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIGS6ACHTBQiZLkDIdAFCpgsQMl2AkOkChEwXIHQBcjcEy3+fc28AAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Choose the class label you want to check\n",
     "clbl = 7\n",
@@ -2028,46 +1827,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "--2022-03-23 22:20:48--  http://www.robots.ox.ac.uk/~vgg/data/pets/data/images.tar.gz\n",
-      "Resolving www.robots.ox.ac.uk (www.robots.ox.ac.uk)... 129.67.94.2\n",
-      "Connecting to www.robots.ox.ac.uk (www.robots.ox.ac.uk)|129.67.94.2|:80... connected.\n",
-      "HTTP request sent, awaiting response... 301 Moved Permanently\n",
-      "Location: https://www.robots.ox.ac.uk/~vgg/data/pets/data/images.tar.gz [following]\n",
-      "--2022-03-23 22:20:48--  https://www.robots.ox.ac.uk/~vgg/data/pets/data/images.tar.gz\n",
-      "Connecting to www.robots.ox.ac.uk (www.robots.ox.ac.uk)|129.67.94.2|:443... connected.\n",
-      "HTTP request sent, awaiting response... 200 OK\n",
-      "Length: 791918971 (755M) [application/x-gzip]\n",
-      "Saving to: ‘images.tar.gz’\n",
-      "\n",
-      "images.tar.gz       100%[===================>] 755.23M   101MB/s    in 8.0s    \n",
-      "\n",
-      "2022-03-23 22:20:56 (93.9 MB/s) - ‘images.tar.gz’ saved [791918971/791918971]\n",
-      "\n",
-      "--2022-03-23 22:20:57--  http://www.robots.ox.ac.uk/~vgg/data/pets/data/annotations.tar.gz\n",
-      "Resolving www.robots.ox.ac.uk (www.robots.ox.ac.uk)... 129.67.94.2\n",
-      "Connecting to www.robots.ox.ac.uk (www.robots.ox.ac.uk)|129.67.94.2|:80... connected.\n",
-      "HTTP request sent, awaiting response... 301 Moved Permanently\n",
-      "Location: https://www.robots.ox.ac.uk/~vgg/data/pets/data/annotations.tar.gz [following]\n",
-      "--2022-03-23 22:20:57--  https://www.robots.ox.ac.uk/~vgg/data/pets/data/annotations.tar.gz\n",
-      "Connecting to www.robots.ox.ac.uk (www.robots.ox.ac.uk)|129.67.94.2|:443... connected.\n",
-      "HTTP request sent, awaiting response... 200 OK\n",
-      "Length: 19173078 (18M) [application/x-gzip]\n",
-      "Saving to: ‘annotations.tar.gz.1’\n",
-      "\n",
-      "annotations.tar.gz. 100%[===================>]  18.28M  53.7MB/s    in 0.3s    \n",
-      "\n",
-      "2022-03-23 22:20:58 (53.7 MB/s) - ‘annotations.tar.gz.1’ saved [19173078/19173078]\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!wget http://www.robots.ox.ac.uk/~vgg/data/pets/data/images.tar.gz\n",
     "!wget http://www.robots.ox.ac.uk/~vgg/data/pets/data/annotations.tar.gz\n",
@@ -2088,7 +1850,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2115,32 +1877,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f2cf5301d50>"
-      ]
-     },
-     "execution_count": 48,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import matplotlib.pyplot as plt\n",
     "from tensorflow.keras.utils import load_img, img_to_array\n",
@@ -2158,22 +1897,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def display_target(target_array):\n",
     "    # The original labels are 1, 2, and 3. We subtract 1 so that the\n",
@@ -2200,7 +1926,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2258,27 +1984,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'num_classes' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-51-656382237431>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     63\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     64\u001b[0m \u001b[0;31m# Build model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 65\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_classes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     66\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msummary\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'num_classes' is not defined"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
+    "from tensorflow import keras\n",
+    "from keras import layers\n",
+    "\n",
     "def get_model(img_size, num_classes):\n",
     "    inputs = keras.Input(shape=img_size + (3,))\n",
     "    \n",
     "    # Don’t forget to rescale input images to the [0-1] range\n",
-    "    x = layers.Rescaling(1./255)(inputs)\n",
+    "    # x = layers.Rescaling(1./255)(inputs)\n",
     "    ### [First half of the network: downsampling inputs] ###\n",
     "\n",
     "    # Entry block\n",
@@ -2390,6 +2107,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "import os, datetime\n",
+    "import tensorflow as tf\n",
+    "\n",
     "model.compile(optimizer=\"rmsprop\", loss=\"sparse_categorical_crossentropy\")\n",
     "\n",
     "logdir = os.path.join(\"logs\", datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))\n",
-- 
GitLab