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diff --git a/tutorial/assets/ketos-2.0.0b0.tar.gz b/tutorial/assets/ketos-2.0.0b0.tar.gz
index 7555a3619ffd36fe711b9f11421592557fee0adf..3c856556abccb2912c0967606753148efdd0b2cf 100644
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diff --git a/tutorial/tutorial.ipynb b/tutorial/tutorial.ipynb
index c8c5854f0a55fbfe28a56a53c4073be1bde000c3..c8cc01c311ca85c4c5365400f53265ea58f869b5 100644
--- a/tutorial/tutorial.ipynb
+++ b/tutorial/tutorial.ipynb
@@ -599,7 +599,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -742,7 +742,7 @@
        "       1.01947319e-03, 1.80755754e-03, 1.78129901e-03, 4.07406682e-04,\n",
        "       3.65069926e-01, 9.04327631e-01, 7.35878129e-04, 3.55693093e-03,\n",
        "       1.32218498e-04, 4.01167141e-04, 5.77535102e-05, 5.22539718e-04,\n",
-       "       1.16324075e-03, 1.50150197e-04, 2.86751566e-03, 7.71471474e-04,\n",
+       "       1.16324075e-03, 1.50150183e-04, 2.86751566e-03, 7.71471474e-04,\n",
        "       1.83998037e-03, 3.78185771e-02, 2.70077930e-04, 2.34913532e-04,\n",
        "       4.93836764e-04, 8.34441464e-03, 2.61657555e-02, 1.26036629e-03,\n",
        "       3.71488131e-04, 1.25312901e-04, 2.53790524e-03, 6.68659050e-04,\n",
@@ -758,7 +758,7 @@
        "       1.84721756e-03])"
       ]
      },
-     "execution_count": 55,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -776,12 +776,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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gm97nHcdm1yjPs4WIrAXwbLizDVMyi97Sx1EAdymljMmGmxb97wA4BmX6KAB3ishGEbneoNxzAAwB+Jy47iafEZEBg/KDvBopX8xhKKUOAPgggL0ADgE4oZS605D4zQBeKCLLRaQf7sz8LEOyfU5TSh3y/j4M4DTD8meDNwD4vkmBInKDiOwD8IcA3mlQ7rUADiilHjEls4U3e0vaN6VZ4u/AeXD744Mi8lMReY5h+QDwQgBHlFJPGZT5VwA+4N3PDwJ4u0HZj8NVcAHg92FgfLa8c4yOzzzeZxqyM4/PVtkmx2dQtunxGdImxsZni2yjYzPiXhoZmy2yjY7NFtnGxmarzgZgB4DjgQnifnSYIJ1SyrOILATw3wD+qmW2mwmllK2UuhTubPwKEbnIhFwR+W0AR5VSG03IC+EFSqnLAFwN4E0icpUhuSW4y6GfVEo9G8Ak3CVKo3g+Sa8A8A2DMpfCHaDnADgDwICI/JEJ2UqprXCXPO8E8AMAmwDYJmRHlKdgcBVkNhCRdwCwAHzZpFyl1DuUUmd5ct9sQqY3Afp7GFTGW/gkgKcDuBTuRO7fDMsvAVgGd8nybwH8l2eNMslrYHBy6/EXAN7q3c+3wlvhMsQbAPxPEdkId8m4mkVY3Dsn6/jM630WJ9vE+AyTbWp8BmV79TQ2PkPqbWx8hsg2NjZj+knmsRki29jYDJFtbGy26mwALkgq45RRnkWkDPdGfFkp9a08yvBcE+4G8HJDIp8P4BUishvA1wC8VES+ZEi2b2X1l4S+DbcTmWA/gP0BC/w34SrTprkawC+VUkcMyvw1ALuUUkNKqRqAbwH4VVPClVKfVUpdrpS6CsAxuP5cJjkiIqsBwPudail+LhCR6wD8NoA/9BSLPPgyUi73hfB0uJOsR7wxugbAL0XkdBPClVJHvIe8A+DTMDc+ffYD+Ja3jPkQ3NWtVBsew/Dcnn4PwNdNyfR4HdxxCbgTZ2PtopR6Qin1G0qpy+EqFjvSyop45xgZn3m+z6JkmxifGvVOPT5DZBsbn2H1NjU+I9rEyNiMuZeZx2aEbCNjM6K9jY1Nn4DO9jwAS7x2Ady+ciDu3FNCefZmbJ8FsFUp9SHDsleKt/NYRBYA+HUAT5iQrZR6u1JqjVJqLVz3hB8rpYxYQUVkQEQW+X/D3RBiJNKJUuowgH0icr730csAbDEhu4U8rFp7AVwpIv1ev3kZXJ8rI4jIKu/32XAfXl8xJdvjFrgPMHi/v2tYfi6IyMvhuie9Qik1ZVj2usC/18Lc+HxMKbVKKbXWG6P74W50OWxCvq9kefwuDI3PAN+BuzEJInIe3I29wwbl/xqAJ5RS+w3KBFw/yhd5f78UgDGXkMD4LAD4v3A3DqWRE/XOyTw+c36fhco2MT5jZGcen2GyTY3PmHpnHp8x9zLz2OzQTzKNzRjZmcdmTHubGpthOttWuEr0q7zDOo9NlWGnqMkfuErQIQA1uJ38TwzKfgHc5bFH4S6VbwJwjSHZFwN42JO9GSl3lWuU82IYjLYB4FwAj3g/jwN4h+H6Xgpgg9cu3wGw1LD8AQAjABbn0NbvhvsA3wzgZng7ng3JvhfuROIRAC/LKKttzABYDuBHcB9aPwSwzKDs3/X+rgA4AuAOg7K3A9gXGJ9pI2KEyf5v714+CuBWuJuUjMhu+X430kfbCKv3zQAe8+p9C4DVhvtKD4AveW3zSwAvNdkuAD4P4M9z6OMvALDRG0MPArjcoOy3wF0NehLA+wA3C28K2aHvHBPjM0Z25vEZIzvz+IyRnXl8RsluOSbV+Iypd+bxGSM789iMa5OsYzOm3pnHZoxsU2MzVGeDqxM95PX1b6DDe5/puQkhhBBCCNHklHDbIIQQQgghxARUngkhhBBCCNGEyjMhhBBCCCGalDofMrusWLFCrV27dq6rQQghhBBCTnI2btw4rJRameScTMqziNwEN+7jUaVUW2IQL+TIf8DdKTkF4DrlpV2MYu3atdiwYUOWahFCCCGEENIREdmT9JysbhufR3xCkKsBrPN+roebkYcQQgghhJB5SSblWSl1D4DRmEOuBfBF5fIA3Awuq2OOJ4QQchIwXbUxPlOb1TJPTNVwZGwm9Lt9o1OYqlpNn1m2g+1HJ1KXNzpZxbFJN0twzXawcyha1vhMDQeOT6cuq5Xpqo29I/H5SiYqVscyT0zVcPhEeJvlTc12sCOmzeYrExULMzU70fH7j6XLDTU0XoFlO6nO7VZmajb2jEx2PK5i2bFjLohSCtsOj2etWp28NwyeCTewus9+77MmROR6EdkgIhuGhoZyrhIhhJC8ee/3tuCNXwh3wfu1D/0UX3tor/Ey3/eDrbj+5o2h3/3uJ36Oz967q+mzu7YcwW9++B6MTFRSlfe333gEb/vWowCA2x87hN/88D04MR0+Yfjoj7fjjz/zYKpywrj5gd34rY/eG3vMJ+7ejtfc+EDsMe/7wRO4/ub8XSU/fvd2bD5woumz2x87hJd/+B6cmJrdSVbevOHzv8A/366fmPbGe3bi9z91f+JyZmo2XvyBu/GdTQcTn9vNfPWhvbjmP+6F7cTnIfnOwwdw9X/ci+lq54nKL/cew29++B48dcSMAt0V0TaUUjcqpdYrpdavXJnIZ5sQQk463nvbFnzozm1zXY1MDI1XMByhlO4YmsAuDctSUo5P1XBiqhr63Ynpaptie3y6BttRmKzoWwmDHJuq4pin+B2fqqFmq8gX+fGp9vKzcHyqhvEZC3GJzo5P13A8oj18wtolDz545zbc/tihlrLdNpuqWRFnzU+Gxis4OqY/ITuRsm9Uag4mq3bkOJuvHJ+qYbJqw3LiLerHp2qoWA4qVufxe9wbp6b6et7RNg4AOCvw/xrvM0IIIRFs2D2KRX3lua5GJhxHIcxw5Ka3db83je0o2BHKZNh3vmUr6pyO5Smg4MvoIMt20pcTXnaj3FJRQo+JugfN9VIdLXxZcRz3nke2f87lzzZx/TD0eKVgpWiDYB84mXC86+qgOye6ftN9LW/L8y0AXisuVwI4oZQ61OkkQgg5lXFfpun8GEcnq/iVd/4AG/fEbUfJH1uFK2WNl1gOZToKtt1eplKuEtlan0Zd0lXGdpy60lOXFVK+f2zUd6nK9mTFKV2W07kfzYbybNeVoVNHeU4yOUx6fPA8IJ+J6Fzi9+mOfdeeO+U5a6i6rwJ4MYAVIrIfwD8CKAOAUupTAG6HG6ZuO9xQda/PUh4hhJwKWLbqaHWJYniigsmqjb2jU7j8acvMViwBUUpZXZEyaIUNyg6z+EW9OLMq8rYDFKTZ4hxpeQ6xvGZBpx0dp3M/mhXlOaKdT2blOYklOamlOngeED+Bmo849UlB/HGdxlzaY3XIpDwrpV7T4XsF4E1ZyiCEkFMNJ0IJ1CFPy27SeoQpRf4LMQ+FyS0z5PMIRdPJuOztOAq2NMqOk+UYVlIdDcUzajLRfEw+E5kgTkT75zmRmktspRJdk+0ASrkrJG56DP1ygJOw/TTdqXTGQJvMeeK2QQghJCFZrIHdspQbZU3zl2LzsJY5EUpLlMJeb6vUPs+qrb2jZNlOMoVKp2y33JhjNPqRaaU+qh7B38Gy3c9zLX7WSdqmaSdxSZTH+YSuL7POGPCJmsClhcozIYR0GWH+ubp0y1Kuo8L9OP0XXW4bBmNcRdrcBgxYnuuKTwdZUT7gafGvJc46pzORmk23jdY+aee4CjGXJL3Xacds1g2v3UqniaiPzhhoO9bQRI3KMyGEdBmW46RXng379vkMjVcSJX6IsjznVb96mWHKc31jkRP+eQbLc9uGwSjl2Yt8ERdaLlHZdQt+tDago5SZVurj6tG+YdBp+v5kIekqQ9oVkKiNmDo8su84brxnR+LzZgNLczLRsNh31ogbfc2M9kzlmRBCugzHSb+86GhYG9PwOx+/D5+5d6f28XaE9TxPt5KOlmcV8XnKurgbO/WV5yxltctzf8fpAjpL1Wk3qyUhasKU50RqLnFSbBgM/k5+XqLTAAC3PHIQ/3bnk8lPnAUczUmBZetfPy3PhBBykpN0t37rucHfphieqGBkMj7hRnM9wq3n/osxD7eSqIgWUQp7Vp/R4MbOTopgq3tHVnTk6fQFN0yakSpFEuWqc7K6bVhOwlB1CXx3m86r39/kN7BmO1270VD3GZbEV9z0RI3KMyGEdBl2hL+w1rk5Kc9JfWNtJ97ynIe10YlQWqJeslmWvX15rYphlKyGAp+qqBh5cS4Z/u/oY7JEdtElSnExvYmrW0japv49TBrbPctYqtnpXcPyRteXOYm7i+kVOSrPhBDSZTgZltLzWgpP6hsb3EzXJCdvt424OM+tbgMJNhyF4QTapJMV1fSkQcflxLdIzvmGwYiELvMxzvMH79iGj/zoqdhjokImRh6fcsw2JoWJTgMAVC2zPvgm0XXbOJkzDBJCCEmIlUGhyUMhqadXTrgUHWt5zkFhclR46u9It42MPs9BZb2+ISkmVF2WslpxNJRxrQ2DOU5m6mVEKEPdElYxCfftGMb9O0Yiv/ezWSbNMAikd9tI0341u3s3a+pGH3E0jwPMu01ReSaEkC4jS+zdPJTT1ogSOriW53bLVp6JHawIhTLqZWwlSO8bVV6rRTkuVF2WssLK7iRPJyzgbIQ2jOqT3RJWMQmdLPX+V0mUtLSrElndNoDubHvdZ5hfd51nSZpnWBxUngkhpMvIEj4sF8tzCsUv6mWVxFqUlKgNgLlmGNR02zCd0EI3w2Dwd9wxefodd8owOJ+ibVi2ivVNtlKE30trQc4y1n3luRv9zXV9mZlhkBBCSJ2kcWKD5LEJK8qiG0ekn7FhC2yY7DYluYPlM0uGwdaNSJEZBg3fFz2fZx3rdH73o1M98gqrmCfuZsCY71NEEEkbgSbLWKpG+KF3A8kzDGq4bWQc661QeSaEkC4jS6g63QQDSeuTVGZj00/z576rRB4Wr0j3gA7RNtLGfnWcdutplCzTYdl0FH8dX9rZsP5G9Z/5uGHQddWJSUyTQqFN2w5Ohg2vNavzZtK5Qj/DoH7fNT1pLxmRQgghxBgm3DZMvhTrL6k4k1vUOYZdJeJIamHW2XQXh60UpMWvODrahtkNWjrt2FBao5W9PNOlt9Yjym2jG10HorAdVZ8ARn0PJLsmX9xsZhi0nC72efYt8R2eN0meJaZXWKg8E0JIF6EiIkbokodymmZjUmRs5RytjVF+1p0sn2naWnkTHGkpO9Jtw/B16yhpuhkGTdYrtIyOfSG3oo3TyaUqjZKWdmKVZULmu210o+VZ93mTpO+atjzTbYMQQrqILDvo3fOR6fxwmemXok2Hh4sjKhxVVF2yRHvwT2l1e4iS1Xp8Vup117CCximnpqMQhNHwbW7+XMcy3m10cqlK055pXXrqKdozuG10peVZw90oeJxOu6XZtxEHlWdCCOkisiozpt0D3Dollxnle91Q7s3UrVl2+Es3UqnOsOztl6WUF9u3gxXbtDuNziRLx9pmOv5taD06uPDMJ7cNKyLtvE+a9kzrUpBl8jcf4jwzwyAhhBAtsifu8H+beymmiiAQ5eeag092q+zITIIRls80imPwumxHdbSCZV1RaJPniYndDKihXMyK20YHt5n55bah52eeyPKccgKT5VnRzcqzfoZB77dG/4l6BqSFyjMhhHQRDYUnXercPDZhpYpdOwc+z3XXCDu8TJMuJMFzbKU6WhxNu6uYyjAY5VJhkugMgwj9vJuxO1ie00wO01pF02xO9KnZnfvPXKFrUU+y4ZcZBgkh5CQmqMSkUur8zGEG/SLSKH5R1upc4zx3cA+I9IXOMEnx5VgdFCDLsJKqo6SZSqSSlagJU6eU5t2I1cHnOY2Slja8ZJYJWbWLLc8Ni7Ke20Zc6MDWY+m2QQghJyFNSlkqpS79uVGkSpLSKWHJLMZ57hiFI8VEI2jdbnLbiLI8G94cp2Od01mFSKKApCU6w6D7uxs3rUXhOCpWATO5ubYT9ZjpKW5dLYdJtin8vtgxznOCOO2m499TeSaEkC4iqFyleSnmkbUt6cYkP4xb2Dm5+jx3Utij6pLR8uw4na2Ac5NhEBrH6CsgaYmqx3zMMNjJ8pxGeU4cnvEsAAAgAElEQVTrUtCI8JL85tWTpHSh1V9330aSZwkzDBJCyElMk9tGigd9nhkGdZWc4GFtfq45uglEuwdEfK65PBxG8LqCSW06bhg0pKTqKAN1C56O20auGwbDXQRmY7OiaYKrDKHf1ydJ+nsW0rZDYxUn0WkAGj7P3Wj1nw8ZBqk8E0JIF9HktpHirZhH+K+kCnnrZrqw70wvFzcpsxEKu0kXklaf504RSeL8j+/acgRPHhlPVb6OVTnqvvkJeYB8LZBRscfnY4ZB1/Ick5470Na6elraMZs21KJSCrUcQlqaQlfRncsMg1SeCSGki2i1aCYlD2te0uX11jBuQbK4SsTRqsw21aeT20aKtmpWkhoKVdR1xWUgfMe3H8Pn7tudqvz4DIPesRHHNE1y8rQ8Ryg5phWavNGJTJJmw299cppwQpklPrTfJbqx7Rv7AzQtzxrXYHqiRuWZEEK6CCujQpOHD2vD8qwntEmxjEpYYvilHWftjtwwmGDDUSvB67Ic1THmrH/dYQpB1XZQtZJVQiuSRofJQdbNqbpETb5MZ33LG51xEDeJizwn5YSyU0r4KGp2tmdM3uha1BMpz4bd2ag8E0JIF5HVGphH9ISkFq44pSw3y3OTwt5i4ewQqi5NWzVv7FQd/TTjFFnLjncFCC+/szLQafl71izPEUpy/b50YcSHMBp9N9qfOdiXdCcFjfGVrj5J7101UFA3Ks+WZgzqJM8ShqojhJCTGCejNbCxIc9YlRJbCJvDuDVrBHltEouz+HXcSJiinaMyDIYtvSulGi4UIddds53kS/Ya1rlOysWsK88G238u0LEq2yncNmY7w2DNTq7gzyb6GQaTW57p80wIISchcRZUHXIJVZfQQtisZLR8Z3j51Cd2w2BEmzSUj+Tl2S1RUeLCjQWLDfvedpJbnnUUz05tHSwyz3BxnbJNzpdQdcH+H9WmacZvY7Np0j7g/U7sthG0PHdfbnRdRZcZBgkhhADIbg1M6p+sVaeEqXy1Il/Mos9zLhkGW5SkWLeMFhePIEq5cYOTWp47KZ5x96D++Sz5PEcpQ6YVmrwJ3sfIqCop2jSt731qy7MVPbntBuL2BwRJMqmn2wYhhJzEBF+EaayzjZeEsSpFbriLrEMwgYjB8HCxZcZanv2yw89JM0kJXpflxGcYjIvd7bdtLWEd4txAWsuZa7eNRii25s8b/Sq3oo2iM9lI2qbBhELpMwwmO686TyzPnSa1TgLLeyPzaqaq1aHyTAghXYSO0hNHHta8pBaueEXWvHIPxLebryC0WuOzKM+tUVHiLOp6/thJNwz616SjxIXLcDL2NV0iLc8pr32uaGrTCC0sqfLcyaUntj4px3qz20aiU2cF3YhBSSYdpvsalWdCCOkidJbb48gjw2CmJCltbhu+TLNv7ThlMSpKQpasY01uGyo6HXl73Zq/9xWZWuIYv42yO9Yv4vqCdTWdtCasLiZDBc4FVkKf5yQb2XSPD5I2znNQeTY9Dk2ga3lOspHZv05uGCSEkJOQrEvpeWwYTCoz7hqcCEU2K83JKVoszIFigtXJ4kLSGm0jTpGJmxD5CpmVUIPspHgGryl6w+AsW57bXHjyL9skOpb6pCtHcQmFOpF28hecqHVj2yfPMNhZZmNTZqaq1aHyTAghXYS5OM9zZ3mO2zRlNSlsBioXUk7rCzJKec2yebHN8lz3622XZcUoqbUO7hedyo9SfnQyVeq4dpigU7SNbow1HEaTpV5jQjIvLM9dGGPbV3R1MwxqxXmOGZ9poPJMCCFdRNYICKZfEkDQWqxreW4/t/5/BktbfJnR7RZlDWxYo9Jb+AFXAYlTBJ0YxT4uPrRO2dHxhju7bcx2hsHWv9P67M4VWj7PCft33MRK99yk3TeoPHez5bnTpNZJMHYY55kQQk5issZ5ziOOciaf54jwcIDZF3dcu0VFMNGJlRxZXoviGWcFa7YuNmvPdbeNBL6nesk6Oh8TpdSapjUmdmu9ZiPO80d/9BT+8DMPZJLR7PMcfr/i+n4YWfY4pFUIm32eu0t5DkYf6ZhhMIGhIG1YvygyKc8i8nIR2SYi20XkbSHfXyciQyKyyft5Y5byCCHkZKc1BFpS8lBIfIVPKc2d7RrRJQCzL26dCB9R5WeNtuE48YqMzobBJJZnHcVYK1Rdxr6mix0RHzmPiV4UO4YmsP3oRCYZWj7PSd02MtyDtJF1qlaw73aX8hy2JyGKJJOHespvQ9dbSnuiiBQBfBzArwPYD+AXInKLUmpLy6FfV0q9OUMdCSHklCGoRKXKMJjDUnirNa0AiT0+zLrbWr+w77Kgq7CHbZLL6rbhZhh0/w5TgJp9wJu/88uuJbE8J/RnjlLKsvY1XaIs5Xlsbo2iZqvEEU1a0fF5br6+zjKzWP9PRstzkslHkpWjbsoweAWA7UqpnUqpKoCvAbjWSK0IaaFqOfj8fbsS70gnZL6RJkNZkEb0BnMvxThlOIy4F6CVQVnQLrM1qkNEmybZcBRXXucMg9HX7Ct0uqnPgRarcqRLRnhdm46ZJZ/nSLeNWfR5rtoOala290fQgh41vpK2aRa/89QZBu3wlYBuIMnKW5INv6ZX5LIoz2cC2Bf4f7/3WSuvFJFHReSbInJWmCARuV5ENojIhqGhoQxVIicrD+0axbtu3YKH9x2f66oQkitBRSONVaiRzW12rLqdjo/KMAgYto6nsTxncNtobZOGIhhybMw1+76zSTIMJk29HblhMIO/bRKciLrMZrSNmu00ZdZLQ9NG2EiLf/DvzuVlsf6n3R/Rzcqz7p4IpRT8r3Wek6YnanlvGLwVwFql1MUA7gLwhbCDlFI3KqXWK6XWr1y5MucqkfnITM0GAFRqtDyTkxsdpSf2/BwUEp3l6rA6uH/HfZeP5bktw2CENStLko7WSU6cZStOsa+liPOs57bhdDxmtjMMRv09GxEfarbTpDSmIbhJMNJtIyayShhZrP9hfVmHqp2+zLzRjVaSdOJg2kUoi/J8AEDQkrzG+6yOUmpEKVXx/v0MgMszlEdOYRpZuKg8k5MbUxkGjfoTp3xRAe0v56ShvHSJ3TBoh39nZVDegopUMMNg0g2DaTbN6VmVkeiYPC2Qkcqz8icOs6A8W65fepbr1NqomdCqm2UDbdpnRdB9JYm70Gygm7gnqbtLva91gfL8CwDrROQcEekB8GoAtwQPEJHVgX9fAWBrhvLIKYy/3FbJ6LNGSLeTJe5r8ByTFqWklucmi1jLhDfr5CCKOLnRcZ7Tv1CjfDPD2j3O/9jKGG1DZ+Na5IbBiCgYpglTmIPL7rNhea4aMMDoRTlp/J00w2Bit43A4YmUZ7vzqsRcobu/InFUk26JtqGUskTkzQDuAFAEcJNS6nEReQ+ADUqpWwD8LxF5BQALwCiA6wzUmZyCVC1ansmpgZNQUW0lD7eNpLGZm61Czd9lnRxoldly7flkGGz83WTJ6+C20Z5h0Ffg07ltRGYY1LDM6WwqNEHYvZktf2sf/91RtR30lYupZOjUOXmGwfC/dUi7fyDpBuDZRPf5l/aZZOqZk1p5BgCl1O0Abm/57J2Bv98O4O1ZyiAEaPgFVml5Jic5Wd0asmTNiyLp0nKcm0e3ZBgMWj6zhqqrdliqj4pzHPyuZisopSASHwbQLTt4fmfLc3dlGAwrO7ei6/iW/SwRN7RC1SXs363uP0lIu2HQf4+WCtJ1yrPuno/gGNDLMOj/nnu3DUJmjarlbhik5Zmc7CS1qLTiv4xzszwn9OOMyzCYV5zn9gyD7X/rbLqLI3hOcFIfnmEw/DwATbGHdZtDZ1Nas3Ux/JjZyzAYZu0Pr0deNPbNpC9Lp72S9u8mJTDB6oN7fLqxVLMdlIuCYjcqz019Jea4hJtdG1GI0tctCJVnMi/wH3hUnsnJTpOVN8WL3j8lr9TXWpbn2LBxgb9N+mXb0cpi81Kw01Z2lqgmQOfQX00KQcs9DdZb9/mW1G1DLxueVtGpaC7H8/GeJX9rHxM+z0mTpCSO85zUbSPlyoGrPBe60vKsO6lK7PNs2J0tk9sGIbMFNwySU4WslucssYujSJ4kpb0+9f9zctuIUyRaU2m3lp3Ftxzo7LYRX7fk2d6SbxgMf27OlttGmII4W/7WPiYiNoVNAuKOSbpKky3Os/55NVuhXCzAUarrMgzqTqrisnaGHm/4uUjLM5kXNDYMdtdAJ8Q0TgZLFBAMv+b69ZqvU2eZcQph2hd+J+KSU4Qpr1knKU2WZyu+feIUpKDlWTfWs47C1bxxrbMcnYQeaQmzEs6W4u7TWL1MX5aO5TmpNThLnOfmiC/6968asDzPRqSTJOhmGEyaqdR0CE8qz2RewDjP5FQhqy9uHqHgklqe41wGdCyiaYhb/g5NzJHR8hm8rqpth9YjtHwDlmedyUzyDINaRacirD/MerQNAxGbtDI7pnQn0D0+6txElmfLQY/n89xtlmedLI5AuCtWrFzDITypPJN5QT3MEN02yElOkxKY4kWfh0UvKslI5PEximlWi28UcckVwjYXZY1q0uS2Edww2MnnueWW1posz8ndNqLusU72ubnMMDhbZfv4rjVZUnTrTCKT9qssynPaDIM120GpWECxILOyWTMJuu2RdOLQTRkGCZk1GOeZnCo0KaopnvN5WJ6TKuT6GQYNVM4jTrFpslKFJEtI5bYROKdmx7dP8zU3X3TUxkPdsnXcNkxFhkhLmI/2bMcarq9eZjDA2BqrBMnjPGdw20jZhq7Ps6Ao3Wd51p1Upc0wSMszOaWo+nGeqTyTk5ysUSDyUEqS+sbGXcNcZBgMS8ySVXGMjvPcqW7N33WK1NGp7ChlIOmmwtlSnushw2ZRebYdVQ9RlsXnWcfXPGkSoCzjPWm4Np+Zmo2+chHF4vy1PCfpP44TiOluaN8UlWcyL6DbBjlVMJVh0JVlpErNipjGyyduY1XaF34nkmYYzOq2EbyuWie3jZhrbm4rvRumM0HSyjCYU+STVsLSSM+mz3NwgpJ3qDqdjZrRx6e3PCcJa1mxHPSWCl1pedZOz53gOZKHKxuVZzIvoNsGOVXIqlym3YEfW6eES8txLgNZQ8RFEVfHsJdn2tTGPsHzg8+lsDaPUxStJsUuheU50qocfnxT2RnbQJew/jCb0TaC9yfL6qWOwp/YnSCD8pzZ8lyQWYl0kgTdCZ2VYB9GHhM1Ks9kXkDLMzlVsByFUsFN0ZzVImpsw2BKP86wl7PtuP6WgNnMcv5LtxSyCcp2FIqF5jKDdUwzx7CVgieyrpAVCxKawcwvq1xsb48ma6buhkEVaN9IxdhplNnBSpr3xrFg+7dOXmZj01otRSKaMHRWK2wHjWvVKMuX01MqJB6vlh1o1wRtOGMFlOcuC//qX0epg2LvaIyBsGNNrXZReSbzAhOpVQmZDziOm8AASO+L21AUzdQpbai6nmIhNGxcluuLrKMdUEJa3TaUQk9Lmf6LOU65jMN2gFKxgII0JvVRshrKcyE+zrPmDasrXF6iizAcFSizg1902jbQJThhat0w2FNMrjQmxZTbhk7UGccJ9DWNy7KbxkpCt41gv07QhpWag75yAcVC/m2fFCcwmdDJMKjTd/Po51SeybzAzyzIDYPkZMe3XBUknXJpp3yhxtcp2aY2O+YF6KiA8mwyVF1AWQyzdveUmpVnJ6Py5iiForixcv0NzVEKULBura4qtQxxnsMmCj7+o7Kn1F5m/Rjv47wVWDtwz1st/24fya1oAM0rlsGENknR8Xm2An0tSYbBcjG5VdROWJbPjGWjt1REsZC/v3lS7JhxHKRpgt6h3fz+5U42zSSPovJM5gV02yCnCo7nDpDWH9G2A4qioZUaW6HNcht/fDJF1kgdA9bdsNjSrQp73fJZKqaLauItmRdE6hsGe0rFUAXIV2TDLM92CpcC31oddq0+TZODTsekbANdbKfd8t88ocj3ud5kec5Qlk4YtaSTw6Z2SDheHYVUqzgzQctztynPTeM47jj3t07frVv3S8WmMrJA5ZnMCxqpVak8k5Mby3FQLEhqX1A7B8uu7TiJFF67boltXyYNU6SM1FF1KrPZN7Th+pAu4kBwkuM/l8LKdssKfB/j86wdqi54rR2SpMS5bVgZ20AXRwUspKq9/fN+rDf5PGcwwAT3I0QpumF9LY7gCkEqy3OCsnxmap7lOeXqVp4094voe2XFjKm4YwEzz0Uqz2RewGgb5FTBddtIH0Yq7Qu1o8ySvkJetzyHuBXYIYqUCfyJRjlECbGV+3mwTCdQx1STFM+3vChSdycLu17/WCDczaIpUod2hkEEyos4RsO1o6kN8nTbaFptmN2ygVaf5/Rl2Y5CqT62whveVqre1/SUZ3/VIrkV2HYCZSXxebYc9JYLKHWx5blTezjBMdDhngaPDf6fBSrPZF5Atw1yquBu+AMKGrvIQ89X5t0iklqLfWU0bMe87aC+ecys24b7O8xNoXkTpn+8nm9lZHnKc9soSGDDYLisum9xiKJopXDbCG4y65RhsFyMjiYS5+pikqDbjG8FDLqyzGac56yh6kqFAkqF6Ilt0g2/Tf02YTOk2XzrOApVy0FfqYhCF/o8B/3546qm6xvdemzw/yxQeSbzAv+BV2W0DXKSY3sb0UopwyoFNyzlYnnW9HkuRbieZI0mEl1H9xlRiojw0VD+3S+bNhimmaR4ludSIWB5jtowGFBSW63LOpvQouTFhTcLWvCifIp1/UuzElTy/HZvLKWns/wnwVioOn+1IWY/gu/aIZIsw2CYP7zOuT3FZKs4/ub7vnLRtTx3WbQN3UmVk6DvBo91y6DyTE4RfMtO1bLnuCaE5IvjKBT8F3TCh7xSbhraVkUlK0HlWUfBsx3Xcl6QEP/jHCzjvlxXsWlfUg9zGwiGtkvTTrbjTnIKQZ/nCBeQJgWpzec5ebSNuNB3Ps3RCMLl+H7baSdqurhKnr/a4JUd8PWdL6HqgvsRolwF/ElVMaTvRx0PxEdFiTu3tV93ouK9Q/vKBRRiLOhzha05qW2K1tLJ8hw4Nvh/Fqg8k3kB4zyTUwXfchWmeHai9SVh6sXYZOHSUQgCYdzCXChMh9IDPF9xES92bct3IeH7ghsM0/qWFzwlyQ9/1hvltuEEFNmWsiw7EANZ120jIC8uZBoQr2D7ltS0LkK6BJW81gyDcddgiqpBn2dfeY4O/xdoUx3Lc5N7TXrLc9zmuiAzNfe43lIxNKHQXGMHViRileeYDcKtBDfGumVQeSanCIy2QU4VbJXe8hxMPAGYs+xatkJvWV8h98O4hS1vJ42Dq4ujFAoFoCjtch1HoVxqzjAYtHwqlTz2a8PSHdwwGO5f3LQJqqUYy3HQV3ZDaCXNMFguRfcRnY1XtqNQEMk96kLTaoO/YdNpXEPubhuBvTJZ9s3Y3sQ2zlLfaFO97H1x8cl16uP3a91X40wtYHlOuSk5T2zNFQndjYVAsx918P8sUHkm84KG2waVZ3Jy4zgBq23Ch3weLwmg2WdYR2ZTrOpWt43cfJ7dzVyhZar2Mts2EaWw8rtuG2jaMBjmXxxnXbRsVVeedWMQBy3PkfGGg5bnGEWvmHKilgTbDm4YVPWy/frl77ZhxufZ8hXjQrS13FENX3id6/Ll9KaI+hIWv7wTzT7P8eHg5gInZqwESbLZNXhs8P8sUHkm84LGhsHuGuiEmCao0KR5mQLmLc9By6GOddQN6eWG22tV3NwkEn68VSPVq5dZELjuLiGJWVr9wNs2EaWYqBQKglKh0LRh0AmxYjtKQQShSSlqjkJfOWHEBI0wdDpuEUHr+WxnGAy6laSx/CfBWHpuxw1VVywg0qpcT56jOX6bN3amV551nxVBy3Pek6Y0NIVYjOkTSSz2VJ7JKYlSKuDzTOWZnNwEl33TvEwBsxtjfDm9CaNtFCTcl9bdvOdn+jI3nuOsqEGf21bLZ8OFJHl5JS+NenDDIIC2EFu+lTosHbJlO1jgW5614zx3tirXwwXGWPAcJ/1ELQm2094nW1dJ8lTi/Pvj3qv05fh9LC5KRZO/v84qTQILalhZSdvPV57d9NxdqDxrtkfThkG6bRDSjuW4EQQAum2Qkx9b+dat5BEQ8rCw+HKSJEnxY1UXpd0H2Gna5GSkevV6RSnPlqPQ29Imbf7hKdq64ClJ/qlRFv84C6/lqIDPc3K3jah7bDmdrcp+WMQwa71JHNVo/9YMg70t7hx54CvMAz2l7KHqIjbCNh1T3/CrITMmEotOfXoT9t+ZuttGIfcVhzQ0RYnRUZ4TWJ57DPY1Ks+k6/EfdgM9RTgqXwsFIXNNUClL7Ifbas3LwedZp05WQMlo9QF2Nwx6m/cMvridQLuFu4o0L283ln09F5KARXLjnmPYemgstrygkuTjy2rLcGg3jm33eXYTVgDpQtXFumRIfMg0P6Rg7j7PIX7uwWX34P954L9D+nuLmX2eO0fbgOfOo+dPHPTxTXIPlFJwVPKJcqXV8txlEayCISRj4zwHxq9S8W4rwT0HgJmNylSeSdfjh4Ea6C25/9N1g5zE+BuO0oSqC0aQAKL9MpPSHCdZz/JcqIfrapeV14bBqPi6TVEJWiyfYRONd3z7Mbzv+0/El6caiqdPVIjAuiIbZXnuSR9to5NLRpzvre04HRVsEwTbv23DYMl8tslWGgaYUia3DccJrArFtXt9s2xnmWlDU6ZtvybLc84rDmlwNC3xVsz4bSVurKeFyjPpeiq2O1Ne6CnPFbpukJMYnaXhKIJZ2wCzlufWaAmxx6tASK8Q/+MksrTrGIyvG6I8lwoFN+tbhOUzeM7QeAVD45XY8nwlqVQIWp7DJwVxiW8s27XqiyA0UkdU2QDQUyzGZBhEfTIRaSX1j5lFy7PTqjzXP8+t+PqGTiOWZy/7Z1zWxmKhgEJBP8NgvW8kGK+t0WJ0LfdNPs8Jrd2zgW4IuiRZA7NG1gmjlFkCITnjWwr6e/1NNVSeyclLU8i1hM94/31ucnkSaFjHdDeW2b7lOSLDoL/RzuQmtTjLs6PQtgmz1Q8y6Is7OlVFqSiIwy8vWFJUIpm6z3NI3SzHQakgKBcKCTYMeuWVCpFKZz1cYDHad95f5UjjX5+E0CQ1OVgDo/BXL/vLpcxxnjutCtkBf3/dVZq633mC8dC2yqTrthEIVZf3ikMamn3AXfcUkfax2LbhNy4yR0tbmZio0fJMuh4/wP1AjzvX46bBfNl+dKKj1Y3kR6ZQdS0+z6Ysu3XLqWYEkEbEgfaXmhP0szWoMNUt9sUw1wgHpWJz1reoyCTHpqpQChiZqMaGTwsqxD5RimCchdeyXVeAUlE/5q4vPy6WcD2VdEdFb3YyDJaK0mT5D4bS8+uSFzXbQUGA3nIhe6i6QgGlmKyUyTMMItV4T9t+lZZQdd2WJMWJGJet+PNMnetvbSvdFZ44qDyTrsdfcltIn+dZ4fWffwj/8v2tc12NU5a6L61ELw1Hnlt323BXaUxZE5ssz1oKQfTGqmCEB/MZBsWL8BGisEvzd1GRSUYmqgDcax6btiLLCyqePlExd33f4kJI+9UcB+Wiq8joW56dJqU3TMnXccmwfeu0SFt4PZM0bV5sibM9W8pzuVhAuahv3Q/DXVEJT/7j429cLWluxvNXCHSTqgTrAiRvv9ZQdd2WnrstlXaHUIw6bj9tx9LnmZwK+JbmfirPuTNTs7FvdBo7hybnuiqnLL4vbaGQJvaw+9v0JizfL7NUEO0kKYUQBVkpVXfpMO1n2+Qr3mr5Vd5SemATV5Qf5MhEY9VleDJ6BaYeFUVCfJ6jLM9hbiy2OzGJyk4YXjbqvrdAe1xpILBhMEYx9qOAhEVFMYXjuKFG6xtI/favb3ibBbcNz6+8XJSMPs+Oa3nuMCGpu3ZoXJPVMhHSJW37VSzXCl8u+r7b3aU8+8+LYiFeKbZaFOK4/tt6rAkVgsoz6Xpqdcuza03jhsH8OHB8GgCw/9jUHNfk1MXyNhzFJWKIIq01SkduqRBuOY08vtieotivTqkQbpXOVkcEwsG118e1drdnGGx1tRierNbPG45xXwr6C/tEZWF0reLhFstaoK10o220lh12nxsRPqIVi3oym5A2M0XQxcSdPDje5+73STPkpaFmOyiXXMtzliy1QZ9nv+9OV218/r5d9XuQ1O3K7beFxP7H7Rsu9S3PfeUiJCKs41zj74nwLis2GQ2QLNpGPSylgb5G5Zl0PdUWn+csy24knn2jrtI8PFHFVDV6yZrkh59gpJBCuawnnjCYtc23Fhc9i5uOhdJWCM0waNetSuZf3L4rQ2sdfaWiUBCUAokXGhON5s2VQcvzSECRbi+vYen26YmK8xw4tvWWWLZrzfRjNjuOQsWyO1xrc4zpsHYMhguM3FQYnOTkpLzawfZvsjz7LkazE6quXBT0FDP6PHuTlmDWxtsfO4R33boF9+8YcY+JWQEJIzje/Q1yOjSSifjtp3cNMzWnnpSnG32eG7HHO/g8t24YjHPbUM3PRbptzDIjExU854Yf4mdPDc91VU4pGtE26LaRN/uOTTf+Hp2OOZLkRWMjWnJrXJsrgoGXhF+FojQvu8ee4zQ20wWvwX9p+e4ORt02QlwD3M9Vo/7BaBv+hqMWy5Xv8+z+3cFtI8LyHBZhJMo9wnIasYMt28HH796Ol/3bTzsmfSgIGta5kGP9hB5xvrR1/3PDmzeDOMH2D0yYghFD/LrkRTXo82w1l/PIvuPahgKr7ubSSE6zxUum4yfV0YnIEcS/B3EuOKHntboiJAhV5yuRfnbMbvJ7rm829oZVdIxy7/oL8b7RwWNNpoKn8pyA+3aMYGi8gh88fmiuq3JK0eq2wWgb+eFbnlv/nk32jEzivzbsm5Oyu4FGprz4OKdhtFtjsr8kfGWvYaHUsDxHWN8almdou4Do0khO0WxZqpdZ9KJ/1C3P7gBiu70AACAASURBVHW0+TxPVrBsoAeAuwITRd2VJcTnOT7DYLMcy/N5LhUFNUfhh08cxf5j03jy6Hj0tapmy3OY4qCXYdCfAOSnQLWuNvj/x8XZNk3d57nUPHnZOzKF3/nEffjE3Tu05Pj3vCiN+j5x2FWaH9w1iqvefzeOjlcCVnY9y3NwEqbv996w6CfZ+FexApbnmP4TxompGv74sw9i2+HovpmVoNsLEB0xyFEK4iWjAeL7bx59LZPyLCIvF5FtIrJdRN4W8n2viHzd+/5BEVmbpby55oGd7rLMQ7tG57gmpxa+j7OfYTCLzxqJZ9/oFJb2l92/58jv+f0/2Ia/++ajHdMjtzIbKxKzUUYjBXCy5UXHUW1+gEmWZG/62S584ee7Q+S6vwstlts4/KgErW4b/rn1mMsGXbCi4jzXlbeWaA/1zZUtL9ThiSpWLerF0v4yRuI2DKqG4ukTtSHJ9y0uFtoVFTeMXgHlQgFj0zVsPnACQPN7pmY7+P//8/76pDJoVQYQGtUhmGHQ/7/tmJAoGLocHZvROs4O3PNCU/ubtwZGUbMalueg8eXbDx+AUsBdW45oyWnc80I9ysnWQ64i+cOtR7DXMzg0Vmk0Lc9BFxzNR0xrv9Yd602W54QuM7c9dhD3PjWMLz2wp+nz7z16CO+65XFtl5M4/FWVer+NWjVpcZuKu37/OdMVyrOIFAF8HMDVAC4E8BoRubDlsD8BcEwp9QwA/w7gX9OW1w34yvOTRyYwGuMLR8wSTK0KzJ3l2bKdpofD0HgFdz5+uOMDY6Ji4WdPDev7ss3hEtq+Y1O4eM0SLCgX6y8CH8dReGTfcS0FcsvBscj7ND5Tw62PHAz9/sRUDXdtdV9kX3pgj/ZDbsPuUVz67jvxxft3ax0fRPe+vPO7m/HiD/wkNAb2Q7tGsT1gKbRsB8MTFTiOwn3bhyOXhS3bwa7hyaY6+EpgqVjA6GS1HlrKx3EUvvLgXmw52JhcfOjObXj+v/4Ye0fce5b0JbH96AT+6Xtb8J7btmD70YnmOvqW5xZfzzjcTT/tUQn8c/0Ng1mW6lvvW33zW4sVru62UWj+LsoaNTJRwYqFvVixsBfD49HPecdp93kO25A0NF7BruHJUFeV8ZkaarZC2WuPX+werX8fVJ5v2XQQD+4axYfufBJVy2m4xcQsWQcnE0C4cmHZgTTqnoIxOlnFDd/bUu9LAPCDzYfw3U0H6v9/Y8M+XPHPP8Jn7t0Z2T7BegDwXFMain79c8+3dWy6hrf996N40HvP3vboQbzxC7/AO7+7OdOkdd/oFI6Mz6BU93l2y1VK4VsP70exINh2ZFxrpc23PPv9+uh4BaOTVSzxDA4+U1XbC//nllW1HDx1ZLwu4+b7d9efF37WQr/v6G7Wbu7XCTIMWg56Wy3Pms+JWx85CAD4/ubD9XO2H53AX//XJnz+57vxkyeHQs8bmajUdaaZmt307PJRgUlVqVio161qOfjupgM41qJztbpN6cR5NunOliXD4BUAtiuldgKAiHwNwLUAtgSOuRbAu7y/vwngYyIiKuZtNTRewT98ZzNWLupFb6mxgcL2Nq3Y3t+Oo0K/G+gtYdWiPtiOg6qtULMdVC0HNdvx/nY/G+gt4uxlA1Bww+j45yvlyhNI/eFU9HZB7xyaxG9ceBru3HIEb//Wo3jGqoVYsqAHjlJwlNt5VeDvgvdg9S0OweW9ToxN17Dv2DTWLh/Agp50cxyl0FSvtv+BprpDNf6v2Q52j0zhzCULcMbiPkzVbDhKYaCnBMtR2H9sCk9bNoBySVDz2rRmOxibsWDZDvp7ihiZrOLcFQMoFwv1ewYA8NphdLKCPSNTGFxQxkzVRrlYQH9PEQt6it7vEnpLhboFsr/HHfBffWgv/uE7m7FqsBcvOX9VPWj9dNXGrpFJTFUsVCwHyxf2Ymy6hoHeIk4fXIByUbDv2BQ2HxjD2hUDWLdqIfp7injqyARspbB4QRlLFpTR4/W7Hi/26shkBY8dGMPWg2Po7y3isrOX4uxl/bjt0UMYnqjgOWuXYmSyikvXLEGhIFhQLqK3VEBvuYCB3hK+uWE/dg67fefiNYsxNF7BVNXGlkNjWNRXwmVnL0WpIBARPHV0HLc/dhhXX3Q6nr5yIcZmanjce9CcuWQBCgI8feVCAMDwRAUK7sunIIACMFmxULMV+nuKODZVxfKBHqxc1AvLUfjupoPo7yliYW8Je0am0FMq4FfOGMTBEzN4+soBLOvvwfajE3j25Utx6MQ0bn3kEIYnqrBsBw/sHMHiBWXsHpnCZWcvweVPWwoAmKjYABQsW+HIeAWXrFmM7Ucn8P3Nh7Fu1UIsHejBQS+CxxlLFuD80xbhZ9uHsWt4Es9ZuxQXrh7EyGQVo5NV9JWLsByFquXgWWcuxlce2ouvPrQXv3XxGXjGyoV46ug4FvWV0eMlKFjYW8Ku4UkcGZvB7pEpTFZt3PC9rdg5NImeUgGHT8xg/7EpLF5QxgWrB7GgXERBgBPTNTcOa1Fw+2OHMTxRwZXnLseFqwcxWbEwWbUACDbuGcVZS/uxa3gSxYLgKU+p/PMvbcRz1i5D1XJgOw5mag6+vmEfykXBtZeeiZ5SAfc+NYR9o9M477SFePLIBE4f7MP/d8lqLOnvgeU9l2qOg3ufHMaWQ2O44PRFeMkFq9BTLODEdA1FEbzysjPxvUcP4brPPYQzl/Rjz8gkDo/NYGFvCU8cHsdATxGv/dW1qNQc3HTfLgDAe25zH79+tI1/+t5WjE5W0d9TRMVy3J+aDctRWNRXxqI+N+Paj584igXeDvw3f+WXuPqi1a4bge3gl3uPAwCWL+xBUQRPHB7HJ3/iLnMPjVewe2QSZy1dgCcOj+OZqwexfKAHB45N47zTF6EggsmqjQ/c8QTKxQLGZ9xJRLEgGFxQxj1PDuPDP3QVwrGZGga8MT82Y2FwQRm9pQKOTVZRsRxsPzqB49M1vPj8lThyYga3PnoQz3/GCjxz9SD2H5vGQ7tGceW5y1AqCCarFv7mG4/gjMV9GJ1yX7oFEVQsB996+ACOT9cw7Pkz+1a4Lz2wFz94/DB2Dk/iReethOU42HzwBD7246cwOlnD4bFpnD64AAePT2PVYC9GJqpehsGG/6i/yemaj9yLFzxjBdYsXYBvP3wAFcvBJWsW161pV9zwQ1x4xiB+ss1VNkrFAlYs6sWWQ2MoCPDSC1bhvu3DeN/3n0DVcnDX1sMY7Cvh8NgM/v7bj+Hxg2N16yYA3PC9rfjF7lE8c/UgzlkxgJ5iAY8dOIFlAz31UGb/9zuPYfXiBejvKaIgAgWFgyemcdbSfpQKghnLxsfv3o7vbz6EzQfGcPtjh3Hp2Uvc8j3L7M3378F0zca+0Sn0FAu44fat2HZ4HGct64dS7jPJfy/vPz6FS9YswUzNqbd/qeDW6723bcFnf+b2Wd96/jfffAT7RqfxvUcP4ZWXr8Hnf74bZy5ZgB9uPYqth8bQVy5izdJ+TFct7BqZwrpVC7Fu1cJ6hkdfq9g9PInvPXYIL1y3AqcN9uHLD+5BzVY4Y3EfSkX3Ov/l+1ux+cAJ7BmZwlt/7Tz8+w+fxLtvfRzPOnMJNuwZxdGxCq46b4UblQKAiJvgZXTSveciwLYj43jjFzYAAF5xyRn44v17cOHqQWw5NIZ7nxrCeactwo6hKbz71sdx9xNHsXtkCq+45AxMVS38cOtRDPaV8NrnrcWTh8dRLAiuedZqfPzu7fiTL2zA+rVLAQVMVi2sWdqPRX0lN417qYBdw5N4ZP9xPPP0wUa/E8GG3aP4v995DFXLwaK+MiYrFhb3l3F0rILFC8oQcVdxnzw8jqct76+fCwB//NkH8bynL0d/j/s8sBynXt5U1caRsRmcNtiHB3e5fWzroTG897YtGOwr4SsP7UV/TxHLB3rwT7dtwcN7j6Mogj0jk1g60IO+cgFf/Pke2ErhVZevwYM7R7HtyDhecv5KrDvNfUYcOD6Ne54cwoqFPegtFeu6EwBcf/NGbD00hrXL+/HKy9ag4LX/w3uP1yfhAPChu7Zh59Akli/swTNPH8TggjIqlg1HoT5x8cf6Z71VtrOW9rdNfHSRtGZ2EXkVgJcrpd7o/f/HAJ6rlHpz4JjN3jH7vf93eMcMt8i6HsD1ANBz+jMuP+/PPlZ/yDYfh/pM3+8wxaLUHyJFEYzN1DBVbVhq/NiOfpga///j0zUcn6qFXpvrRK/aHPeXDfTgy298Lq773EM4Me1aDPJaaioIsHJRL46M5ZfprSDuA03EfTjU/4e7ZLJmaT/2jU5homLVffuqtgMRYMXC3iYLXEHc5beFvSUUC4LJio0l/WUcOD6NqC62sLeEc1cOYHzGQn9PETXbwVTVxnTVdn8HLG6L+kq4660vwp9+cQO2HhrDc9Yuw9HxGewIxCMuFgRnL3MfNOViAUPjFSzqK2GiYmFkogrLcR8q65+2FHtHp7BjaAIzNQdrl/ejr1zEiekaTkzXULHcndlVy4GjgMG+Ei5YPYhL1izG2LSFjXuP4cjYDM5duRBXnrsM/71xP84/fRE2HxjDgnIR0zUbNdtVVGxHYfXiPlx90Wrc/MBu1GyFRb0lDPSWcM6KAQxPVLBjaKLe1/p7ivj1C0/DnY8fQcWysaivjHNXDqAgguGJCqqWg0Mn3OXSwb6SG5HBbiRJWNBTQrkomKxYWDbQg9HJKsa8sXTZ2UtQLAiqtsK6VQsxOlnFk0fGsWbpAuwansTxqRqevnIh3vWKX8G2w2O49ZFD2Ovd/5dcsApHx2bwnLXL8MX7d9ddZ/p7ShC4k66Vi3rx5JEJ9BQLePUVZ+HnO0Yw0FPEuZ6yv2t4EruGJ7FsoAevuOQM3PSzXRABli90l8inaw4OHncVzg+86hJ84ifbUS4W8N1NBzFRsXDG4j6MVywo5d7r6aqNpy3vx+mL+1AsCK6/6ly85WubMDFjwVEKgwvKOO+0hRger+Kpo+P1Nu4rF6CU+yL5lTMGcdEZi3H/zhHsHZ1Cf08RA70lVGo2LjpzMfYdm8LqwQUYmaxgoLeEV162Bjfc7iaQ8SdXExUL115yBhyl8LPtI7Adp67E3LLpIF7/gnPwi12j2LjnWL3dRFwryOmDfXjV5Wtw97ajeHT/CdiOwoJyEW+/5gK89nlr8el7duJTP92BcrGAs5f3Y+WiXuwcmsRvX7wadzx+uL7Ef9nZS/HHz3sa3nvbVgAK3/6fz8cf/Of9OHRiph7LVQToKxXRW3atOuMzVr0+qxb14m9+43z09RTxwTu2Na06nD7Yh+uevxZvfME5+LObN+JHTxytf9dTKuDsZa5iv27VImwfmkDVcur34xkrF+Ifb3kcM57CXiwI+stF/OdrL8dgXxl/67nnFAuCRX0lTFVt9+XfW8JE1b3XfeUCFpSLWLWoDwv7Sti45xh6SgW8/FdOx8Y9x3DoxDRWL16AoYkK/vC5Z+OaZ63GB+7Yht3Dkzg6XsHC3hJWLOzBv/3BpfjE3dtx345hrF0+gH2jU1i+sBc3Xfcc/PZH78VMzUFPyX1HvP2aCzAyUcXHfrwdVdtBX9m9VwdPzODMJQtwdGwGC3qK+LvfvAD7jk3hoz/ejnNWDOAzr1uPP/z0g1h32kIMT1Sxe3gSL1y3Ai+5YBXOP30R9h+bxl997WG8YN1KbD5wAtc863QM9JTw6ivORrkoeNt/P4aFvSW84tIz8JdffRhFkbpbwwd//2J88qc78cg+V2l42TNX4U9feC7+9IsbMFm18fynL8dTRycwMlHFdM3GuSsG8NZfPw9XnLMM//r9J3DH44cxWW2P4vE/nns2Lj5zMd72rcfqz6C3vGwdvvDz3SgW3efLC9etQE+pgJ/vGMGSBWVsPzqBr/zplfjyg3txy6YDdbmL+kr1kHtrlvXjicNjEO9Z/+nXrseN9+zEj7yJmuU4OHfFQnzmdetx3ecewpGxCt70kmfga7/Yiz0jU/j1C0/DR1/zbNx03y7c9LNdWLWoD4dOTGOgt4Q1Sxfg8QNjGK+06wk9xQJecsFK/HzHCMZnLFx90ekYm6nh0rOW4MXnr8I/fGczdgxNYFFfGW/9tXX4oyufhrd8bRN+uPUIpqo2zlyyAGcuWYCNe495hqZm2f/n6gtwYqqKj969HecsH8Dx6Rq+8efPw2s/+xA+8ppn4398+gH8/TXPRM12cOM9OzFZsbDutEW4eM1ifOXBvQCAP3vRufjR1qN4wvMd/o0LT8ONr12PB3aO4B++s7n+7usrF7FvdAoVy33vKgUs6i3hkrOW4Jd7j8FyFL7xZ8/Dp366Az/aetQz2hQxUalhYW8Jx6dqOG2wDyemaxBBfWL6muechXdfexF++uQQ3vyVX2Llol5vBazxLi0VpJ5cZtVgL46OVXDaYB8+/dr1+KPPPlh//1961hK875XPwu7hSfztNx+t626nD/bh+HQVMzUHV5yzDEsWlHHPU0NY2t+Da561Gt95+AAmqxZsR2HVoj6sX7sU2w6PY9uRcVy1biXee+1F+N/f2IRth8fxR1c+Dd/cuB9HW1b9nrl6EO9/5cX4g/+8H6WC4JKzlmBspoZth8dR8Z5DAte6v7S/jFv/8gX4rY/8DOViAWcuXYCdQxOo1Bw89c/XbFRKrW/rTDF0hfIc5NmXX64e3rgRM56l05+BBGfZcSilMF1zrZi+NS/uOF959JXy4PF+iCZ/uct3svd9cmxHYcYLOO7L8f26fIXCtbi6ywRJ/Bd7igX0lYuYqdmZFHR/liyQNmVZB8t2FUj/AV6zHThKobdUrC8n+9mxwvCX28LuX1TOeh/HUah65ZUKhaZNUL4sf5JjOQ4KIvVlGV106qDT78KwHdfC2FsqQMRXxlW9H4XVRSkvRJnttPVHn5ma7T0Iw+WEHe+vyiQlWKfgdRUi+lDNdiBwLWk6snX6oVLK3fBTKjQt1bfWK1g3oL1+7lh26u3Wem8t24mtd1RfiLuO4Hc1251MRY0XN4WwRI6lpPht4a8stT4PlVLeRLG9PlXLgYJqG1P+mPQpee4l/nX64z1sHIa1n39v/RjSweMs24HlqPr4CV6Xo1S9jLj2910XWssUkaa+7XiTi1Y5SrnX21MsxPbVyYqF3lJBq9/rEnZdvl97azmtx0a1ie0ozNTsurW2IKivOPjP9qTPUb9OvgHGb1vxXFRanxXBtg7WM3hOcJxGYdlOYzIKV4a/gSwY+1j3+e33h6h+0Pq8CfYj3fdp1VOCg33X76NRMizb37BbgGU79fjMwToA7r31DV+tdWy9lrCy/PCI5UKhaSyG9Tf/HhVF2r5zHIWad/+Cz+5O5Xf63m+r+ko5GrpH6zm+F4Fft+Cm1dY2A4BSsZBYec7itnEAwFmB/9d4n4Uds19ESgAWAxiJE+r7uUQpGJ0QEfT3dL4snePEW9ptHcN+xy0VBQtjHjIFSKYGBtK3gylaB0bwoapTt7iHcKcHTqEg6Cu0lxF8OIiIt8M+fX/pVIe0uCskjXoFHyBRdfGrE/cSTtonsvShYJ184pS7JC9d3ReOiKCnJPW/G5+3HxtXt9b70XpvOyk+UX0h7jqC37kblqLlJ534dcJvi6IARbTXUUQi+0ZUX40ak/51xl1DWPsF723rcaVioe3ZC3j3Ec3PgCjC+oN/fLBvx91bnUlqmolpJ8Kuq1AQFCLuZadzAbc9ouqatv+F1ckvP6z9W5/fYefoPM/d/pFuzIYR9qyL+y7Yj3RpHVe+jhFH8BpbrzdYdlxf7/QZEG6MiepvcfeoUBD0et+Fje9O7RX1fVxbtZ7jtkV423RqM12yPK1/AWCdiJwjIj0AXg3glpZjbgHwOu/vVwH4cZy/MyGEEEIIId1M6umyUsoSkTcDuANAEcBNSqnHReQ9ADYopW4B8FkAN4vIdgCjcBVsQgghhBBC5iWpfZ7zQkTGAWzLsYgVAPJKEUjZlE3Z3Sc7b/mU/f/aO/dYOcoyDj8/e5G2lF7AYrHVItqKIVpaJaClaIuEVtIKisFgIqnGWEXbegtYQyDEhKv6H0QpSqBcS0EgUU9RLv4hrbT0csqpQEOhp/aCRkQl4dbXP77vJJtlds525t2y0vdJNju7Z8+zX2bmN987883shDvc3efutD/cbx/3NDMbfSD/4H+iVn3+eqAnbh8Ikh7vlD/c4Q5397k77Q93uMPdfe5O+8P99nIf6P/E7bmDIAiCIAiCoE2ieA6CIAiCIAiCNunG4vkX/8f+cIc73N3n7rQ/3OEOd/e5O+0P9yHs7roLBoMgCIIgCIKgW+nGI89BEARBEARB0JV0TfEs6UZJ+/Itvb3dkyU9JOlJSVslLXF0HyZpnaRN2X2Zl7vhO4ZIekLSA87eHZK2SNpY5WrTQdxjJa2StE1Sn6RTHN3TcpsHHi9JWuroX5aXZa+k2yQd5uhekr1b67a5KDOSxktaI+np/DzO0X1ubvd+SZWvem7hvjqvK5sl3SNprKP78uzdKKlH0jFe7oa/fU+SSTrKsd2XStrVsJ7Pr+Iua7ukb+f5vlXSVY5tv6Oh3TskbXR0T5f02MB2S9JJju6PSvpz3i7eL+mIiu7CPscjnyXu2vkscdfOZ4m7dj5buRv+XjmfJe2unc+ydtfNZkm7a2ezxF07myVur2wW1mxKN/xbK+mZPI+Gl4rSPdvf+gcwG5gB9HbAPRGYkadHA08BH3ZyCzg8Tw8D1gInO7f/u8CtwAPO3h3AUR1anjcBX8vTw4GxHfqeIcAe4H1OvvcAzwIj8us7gQuc3CcAvcBI0s9EPgh8oIbvTZkBrgIuytMXAVc6uo8HpgEPAx9zbvcZwNA8faVzu49omP4OcL2XO78/mXSzqOeq5qlFuy8Fvu+07hX5P53XwXfm1xM850vD368FLnFsdw8wL0/PBx52dP8FOC1PLwIur+gu7HM88lnirp3PEnftfJa4a+ezlTu/rpXPknbXzmeJu3Y2y+ZJw2cqZbOk3bWzWeL2ymZhzUbq68/L718PLC7zdM2RZzN7lHQXwk64d5vZhjz9b6CPVCR5uM3M/pNfDssPtxPJJU0CPgvc4OXsNJLGkDqmFQBm9qqZvdihr5sLbDez5xydQ4ERkoaSCt2/OXmPB9aa2ctm9jrwCHBOVVmLzCwk7biQnz/n5TazPjOrfQOjFu6ePE8AHgMmObpfang5ior5LNlG/Qz4YVXvIG4XWvgXA1eY2Sv5M/sc3QBIEvBF4DZHtwEDR53GUDGfLdxTgUfz9Brg8xXdrfqc2vls5fbIZ4m7dj5L3LXzOUgfXyufHa4fWrlrZ3OwdtfJZom7djZL3F7ZbFWzzQFW5fcHzWbXFM8HC0lTgBNJexteziF56GMfsMbM3NzAz0nB3+/oHMCAHknrJX3d0Xss8ALwK6XTTW6QNMrR38h5VOyYizCzXcA1wPPAbuBfZtbjpO8FTpV0pKSRpD3zyU7uAY42s915eg9wtLP/YLAI+K2nUNJPJO0EzgcucfQuBHaZ2SYvZxMX5iHtG6sM8Q/CVNL6uFbSI5I+7uwHOBXYa2ZPOzqXAlfn5XkNcLGjeyupwAU4F4d8NvU5rvnsRH/Whrt2PpvdnvlsdHvns2CeuOWzye2azRbL0iWbTW7XbDa53bLZXLMB24EXG3YQ+xlkB+mQKp4lHQ7cDSxt2tuthZm9YWbTSXvjJ0k6wcMr6Sxgn5mt9/AVMMvMZgDzgG9Jmu3kHUoaDr3OzE4E/ksaonQln5O0ALjL0TmOFNBjgWOAUZK+7OE2sz7SkGcP8DtgI/CGh7vF9xmOoyAHA0nLgdeBlZ5eM1tuZpOz90IPZ94B+hGOxXgT1wHHAdNJO3LXOvuHAuNJQ5Y/AO7MR6M8+RKOO7eZxcCyvDyXkUe4nFgEfFPSetKQ8at1ZGV9Tt18dqo/K3N75LPI7ZXPRndup1s+C9rtls8Ct1s2S9aT2tkscLtls8Dtls3mmg340IE6DpniWdIw0oJYaWarO/Ed+dSEh4AznZSfBBZI2gHcDsyRdIuTe+Ao68CQ0D2klciDfqC/4Qj8KlIx7c08YIOZ7XV0ng48a2YvmNlrwGrgE15yM1thZjPNbDbwT9L5XJ7slTQRID9XGop/K5B0AXAWcH4uLDrBSioO9xVwHGkna1PO6CRgg6R3e8jNbG/eyO8HfolfPgfoB1bnYcx1pNGtShc8FpFPezoHuMPLmfkKKZeQdpzd5ouZbTOzM8xsJqmw2F7V1aLPcclnJ/uzVm6PfLbR7sr5LHC75bOo3V75bDFPXLJZsixrZ7OF2yWbLea3WzYHaKjZTgHG5vkCaV3ZVfa/h0TxnPfYVgB9ZvZTZ/e7lK88ljQC+AywzcNtZheb2SQzm0I6PeGPZuZyFFTSKEmjB6ZJF4S4/NKJme0Bdkqalt+aCzzp4W6iE0e1ngdOljQyrzdzSedcuSBpQn5+L2njdauXO3MfaQNGfv6Ns78jSDqTdHrSAjN72dn9wYaXC/HL5xYzm2BmU3JG+0kXuuzx8A8UWZmzccpnA/eSLkxC0lTShb1/d/SfDmwzs35HJ6TzKE/L03MAt1NCGvL5DuDHpAuHqnha9Tm189nh/qzQ7ZHPEnftfBa5vfJZ0u7a+SxZlrWzOch6UiubJe7a2SyZ317ZLKrZ+khF9BfyxwbPptW4UtTzQSqCdgOvkVbyrzq6Z5GGxzaThso3AvOd3B8BnsjuXipeVd7G93wKx1/bAN4PbMqPrcBy5/ZOBx7P8+VeYJyzfxTwD2BMB+b1ZaQNeC9wM/mKZyf3n0g7EpuAuTVdb8oMcCTwB9JG60FgvKP77Dz9CrAX+L2j+xlgZ0M+q/4iRpH77rwsNwP3ky5ScnE3/X0H1X9to6jdNwNbcrvvAyY6ryvDgVvyvNkAzPGcL8CvgW90YB2fBazPGVoLzHR0LyGNBj0FXAHpRmIV3IV9jkc+S9y1OONkegAAAKNJREFU81nirp3PEnftfLZyN32mUj5L2l07nyXu2tksmyd1s1nS7trZLHF7ZbOwZiPVROvyun4Xg/T7cYfBIAiCIAiCIGiTQ+K0jSAIgiAIgiDwIIrnIAiCIAiCIGiTKJ6DIAiCIAiCoE2ieA6CIAiCIAiCNoniOQiCIAiCIAjaJIrnIAiCIAiCIGiTKJ6DIAiCIAiCoE2ieA6CIAiCIAiCNvkf4GPcabS8qA4AAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 864x288 with 2 Axes>"
       ]
@@ -808,7 +808,7 @@
     "axes[1].set_xticklabels([str(t) for t in np.arange(1, 31, 1)])\n",
     "axes[1].margins(x=0)\n",
     "\n",
-    "plot.show()"
+    "plt.show()"
    ]
   },
   {
@@ -817,7 +817,7 @@
    "source": [
     "This gives us a good visual idea of how the model is performing. \n",
     "\n",
-    "This concludes the first part of the tutorial. However, there are many things we could still explore. The next natural step would be to actually compute some metrics like precision and recall. And this raises some interesting questions: What should count as a true positive? If the detection is displaced by 0.5 seconds with respect to the annotation timestamp, should it still count as a detection? What if it is 5 seconds off? Or 1 minute? Maybe we should define a buffer around each annotation and count any detections that fall within that ti buffer time window. But should you do the same when counting false positives? And how should you take the score value into consideration?\n",
+    "This concludes the first part of the tutorial. However, there are many things we could still explore. The next natural step would be to actually compute some metrics like precision and recall. And this raises some interesting questions: What should count as a true positive? If the detection is displaced by 0.5 seconds with respect to the annotation timestamp, should it still count as a detection? What if it is 5 seconds off? Or 1 minute? Maybe we should define a buffer around each annotation and count any detections that fall within that extended time window? But should you do the same when counting false positives? And how should you take the score value into consideration?\n",
     "\n",
     "The answer to these questions probably depends on your application and what you want to do with the model. We will talk a little more about these choices when we present our study case after this hands-on session."
    ]
@@ -827,1010 +827,1015 @@
    "metadata": {},
    "source": [
     "***\n",
-    "# Part II: TRAINING"
+    "# Part II: Building the training data set"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a id='step_5'></a>\n",
-    "## 5. Select ResNet architecture"
+    "In this part we will illustrate the main steps taken to create that training data base that was used to train the ResNet model."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "In the previous session we loaded a pre-trained model and applied it to a few test examples.\n",
-    "In the interest of time, we will not train the model from scratch here, but we will go through the main steps just to have a more complete sense of the process."
+    "<a id='step_6'></a>\n",
+    "## 6. Load and view annotations"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We start by creating a new ResNet model based on that same recipe as above. However, this time we won't load any weights."
+    "To save space, we have only included 40 of the more than 6,000 audio segments that were used to create the original training data set. We begin by specifying the path to the folder containing these 40 audio files, and the path to the annotations table."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
-    "recipe = ResNetInterface.read_recipe_file(\"assets/recipe.json\")\n",
-    "new_resnet_model = ResNetInterface.build_from_recipe(recipe)"
+    "path_to_audio = 'assets/data/wav_3s/'  # audio data folder\n",
+    "path_to_ann = 'assets/annotations_3s.csv'  # annotations table"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a id='step_6'></a>\n",
-    "## 6. Configure batch generator"
+    "Next we import the necessary packages and helper functions"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 37,
    "metadata": {},
+   "outputs": [],
    "source": [
-    "We load the training/validation dataset from the same HDF5 database that contains the test dataset used previously."
+    "from ketos.audio_processing.spectrogram import MagSpectrogram # This ketos class computes magnitude spectrograms\n",
+    "from pandas import read_csv # pandas can be used to read the annotations\n",
+    "import os #used to list the audio files and help managing their full paths"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 60,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "from ketos.data_handling.data_feeding import BatchGenerator # A helper class to read data from disk in batches \n",
-    "                                                            # and serve them to the neural net\n",
-    "from sklearn.model_selection import StratifiedShuffleSplit\n",
-    "import numpy as np"
+    "The following lines of code list the names of the two wav files that we will be using"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
-     "ename": "NameError",
-     "evalue": "name 'h5' 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-61-ff4fea332e87>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtrain_val_table\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mh5\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_node\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"/train_val/specs_3s\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m: name 'h5' is not defined"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['IML-BA_Sample_2019-05-31_100210.wav', 'IML-BA_Sample_2019-06-02_025209.wav']\n"
      ]
     }
    ],
    "source": [
-    "train_val_table = h5.get_node(\"/train_val/specs_3s\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We'll split this dataset into training and validation using an stratified sampling algorithm ([scikit-learn's StratifiedShuffleSplit](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedShuffleSplit.html)). This yields training and validation datasets with the same proportions of positive (upcall) and negative (no upcall) examples. \n"
+    "audio_files = os.listdir(path_to_audio)\n",
+    "print(audio_files)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [],
    "source": [
-    "splitter = StratifiedShuffleSplit(n_splits=1, train_size=0.85, test_size=0.15, random_state=103)\n",
-    "train_indices, val_indices = next(splitter.split(np.zeros(train_val_table.nrows), train_val_table[:]['label'])) "
+    "audio_0, audio_1 = audio_files # put each file name in a variable"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Next, we create two batch generators. These are handy objects, which can read data from disk in batches and serve them to the neural network in the required format."
+    "In order to look up the annotations associated with each of these files, we can load the annotations table and search for the file names"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [],
    "source": [
-    "train_generator = BatchGenerator(hdf5_table=train_val_table, batch_size=32, instance_function=ResNetInterface.transform_train_batch, y_field=\"label\", shuffle=True, refresh_on_epoch_end=True, indices=train_indices)\n",
-    "val_generator = BatchGenerator(hdf5_table=train_val_table, batch_size=32, instance_function=ResNetInterface.transform_train_batch, y_field=\"label\", shuffle=True, refresh_on_epoch_end=True, indices=val_indices )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now we have configured two batch generators, which will load 32 spectrograms and associated labels at a time during the training process. After attaching these generators to the new_resnet_model, we can run the training loop for a couple of epochs."
+    "annot = read_csv(\"data/annotations.csv\", sep=';')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "new_resnet_model.set_train_generator(train_generator)\n",
-    "new_resnet_model.set_val_generator(val_generator)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
+   "execution_count": 41,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>sound_file</th>\n",
+       "      <th>label</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>IML-BA_Sample_2019-05-31_100210.wav</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
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+       "    </tr>\n",
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+       "    </tr>\n",
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+       "      <td>3</td>\n",
+       "      <td>IML-BA_Sample_2019-06-01_200358.wav</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>IML-BA_Sample_2019-06-02_025209.wav</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2074</td>\n",
+       "      <td>VAS_Sample_2019-08-21_124622.wav</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2075</td>\n",
+       "      <td>VAS_Sample_2019-08-21_132416.wav</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2076</td>\n",
+       "      <td>VAS_Sample_2019-08-21_134557.wav</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2077</td>\n",
+       "      <td>VAS_Sample_2019-08-21_135903.wav</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2078</td>\n",
+       "      <td>VAS_Sample_2019-08-21_141707.wav</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2079 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               sound_file  label\n",
+       "0     IML-BA_Sample_2019-05-31_100210.wav      0\n",
+       "1     IML-BA_Sample_2019-05-31_105538.wav      0\n",
+       "2     IML-BA_Sample_2019-05-31_150216.wav      0\n",
+       "3     IML-BA_Sample_2019-06-01_200358.wav      0\n",
+       "4     IML-BA_Sample_2019-06-02_025209.wav      1\n",
+       "...                                   ...    ...\n",
+       "2074     VAS_Sample_2019-08-21_124622.wav      0\n",
+       "2075     VAS_Sample_2019-08-21_132416.wav      0\n",
+       "2076     VAS_Sample_2019-08-21_134557.wav      0\n",
+       "2077     VAS_Sample_2019-08-21_135903.wav      0\n",
+       "2078     VAS_Sample_2019-08-21_141707.wav      0\n",
+       "\n",
+       "[2079 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "<a id='step_7'></a>\n",
-    "## 7. Train the network"
+    "annot #display all the annotations"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 42,
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>sound_file</th>\n",
+       "      <th>label</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>IML-BA_Sample_2019-05-31_100210.wav</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            sound_file  label\n",
+       "0  IML-BA_Sample_2019-05-31_100210.wav      0"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "With everything in place, the training loop can be executed by the following line"
+    "annot[annot['sound_file'] == audio_0] # display the annotation associated with the 1st wav file"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "train:  Epoch:0 Batch:0\n",
-      "loss:0.444 accuracy:0.500 precision:0.500 recall:1.000 f-score:0.556\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/oliskir/src/anaconda3/envs/dl_env/lib/python3.7/site-packages/sklearn/metrics/classification.py:1437: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples.\n",
-      "  'precision', 'predicted', average, warn_for)\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "train:  Epoch:0 Batch:1\n",
-      "loss:1.000 accuracy:0.469 precision:0.000 recall:0.000 f-score:0.000\n",
-      "\n",
-      "train:  Epoch:0 Batch:2\n",
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-      "train:  Epoch:0 Batch:3\n",
-      "loss:1.000 accuracy:0.438 precision:0.000 recall:0.000 f-score:0.000\n",
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-      "train:  Epoch:0 Batch:4\n",
-      "loss:1.000 accuracy:0.500 precision:0.000 recall:0.000 f-score:0.000\n",
-      "\n",
-      "train:  Epoch:0 Batch:5\n",
-      "loss:1.000 accuracy:0.375 precision:0.000 recall:0.000 f-score:0.000\n",
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-      "train:  Epoch:0 Batch:6\n",
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-      "train:  Epoch:0 Batch:7\n",
-      "loss:1.000 accuracy:0.500 precision:0.000 recall:0.000 f-score:0.000\n",
-      "\n",
-      "train:  Epoch:0 Batch:8\n",
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-      "\n",
-      "train:  Epoch:0 Batch:9\n",
-      "loss:1.000 accuracy:0.438 precision:0.000 recall:0.000 f-score:0.000\n",
-      "\n",
-      "train:  Epoch:0 Batch:10\n",
-      "loss:1.000 accuracy:0.375 precision:0.000 recall:0.000 f-score:0.000\n",
-      "\n",
-      "train:  Epoch:0 Batch:11\n",
-      "loss:1.000 accuracy:0.375 precision:0.000 recall:0.000 f-score:0.000\n",
-      "\n",
-      "train:  Epoch:0 Batch:12\n",
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-      "train:  Epoch:0 Batch:13\n",
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-      "train:  Epoch:0 Batch:14\n",
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-      "loss:1.000 accuracy:0.500 precision:0.000 recall:0.000 f-score:0.000\n",
-      "\n",
-      "====================================================================================\n",
-      "train:  Epoch:0\n",
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-      "\n",
-      "val: \n",
-      "loss:1.000 accuracy:0.437 precision:0.000 recall:0.000 f-score:0.000\n",
-      "====================================================================================\n",
-      "train:  Epoch:1 Batch:0\n",
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-      "\n",
-      "====================================================================================\n",
-      "train:  Epoch:1\n",
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-      "\n",
-      "val: \n",
-      "loss:0.509 accuracy:0.417 precision:0.475 recall:0.585 f-score:0.491\n",
-      "====================================================================================\n",
-      "train:  Epoch:2 Batch:0\n",
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-      "train:  Epoch:2 Batch:5\n",
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-      "train:  Epoch:2 Batch:6\n",
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-      "train:  Epoch:2 Batch:7\n",
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-      "train:  Epoch:2 Batch:8\n",
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-      "train:  Epoch:2 Batch:9\n",
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-      "\n",
-      "train:  Epoch:2 Batch:10\n",
-      "loss:0.414 accuracy:0.531 precision:0.531 recall:1.000 f-score:0.586\n",
-      "\n",
-      "train:  Epoch:2 Batch:11\n",
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-      "\n",
-      "train:  Epoch:2 Batch:12\n",
-      "loss:0.414 accuracy:0.531 precision:0.531 recall:1.000 f-score:0.586\n",
-      "\n",
-      "train:  Epoch:2 Batch:13\n",
-      "loss:0.476 accuracy:0.469 precision:0.469 recall:1.000 f-score:0.524\n",
-      "\n",
-      "train:  Epoch:2 Batch:14\n",
-      "loss:0.444 accuracy:0.500 precision:0.500 recall:1.000 f-score:0.556\n",
-      "\n",
-      "train:  Epoch:2 Batch:15\n",
-      "loss:0.384 accuracy:0.562 precision:0.562 recall:1.000 f-score:0.616\n",
-      "\n",
-      "train:  Epoch:2 Batch:16\n",
-      "loss:0.354 accuracy:0.594 precision:0.594 recall:1.000 f-score:0.646\n",
-      "\n",
-      "train:  Epoch:2 Batch:17\n",
-      "loss:0.324 accuracy:0.625 precision:0.625 recall:1.000 f-score:0.676\n",
-      "\n",
-      "train:  Epoch:2 Batch:18\n",
-      "loss:0.295 accuracy:0.656 precision:0.656 recall:1.000 f-score:0.705\n",
-      "\n",
-      "train:  Epoch:2 Batch:19\n",
-      "loss:0.384 accuracy:0.562 precision:0.562 recall:1.000 f-score:0.616\n",
-      "\n",
-      "train:  Epoch:2 Batch:20\n",
-      "loss:0.384 accuracy:0.562 precision:0.562 recall:1.000 f-score:0.616\n",
-      "\n",
-      "train:  Epoch:2 Batch:21\n",
-      "loss:0.414 accuracy:0.531 precision:0.531 recall:1.000 f-score:0.586\n",
-      "\n",
-      "train:  Epoch:2 Batch:22\n",
-      "loss:0.444 accuracy:0.500 precision:0.500 recall:1.000 f-score:0.556\n",
-      "\n",
-      "train:  Epoch:2 Batch:23\n",
-      "loss:0.414 accuracy:0.531 precision:0.531 recall:1.000 f-score:0.586\n",
-      "\n",
-      "train:  Epoch:2 Batch:24\n",
-      "loss:0.414 accuracy:0.531 precision:0.531 recall:1.000 f-score:0.586\n",
-      "\n",
-      "train:  Epoch:2 Batch:25\n",
-      "loss:0.367 accuracy:0.580 precision:0.580 recall:1.000 f-score:0.633\n",
-      "\n",
-      "====================================================================================\n",
-      "train:  Epoch:2\n",
-      "loss:0.396 accuracy:0.548 precision:0.554 recall:0.968 f-score:0.604\n",
-      "\n",
-      "val: \n",
-      "loss:0.402 accuracy:0.545 precision:0.545 recall:1.000 f-score:0.598\n",
-      "====================================================================================\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "train:  Epoch:3 Batch:0\n",
-      "loss:0.238 accuracy:0.719 precision:0.719 recall:1.000 f-score:0.762\n",
-      "\n",
-      "train:  Epoch:3 Batch:1\n",
-      "loss:0.414 accuracy:0.531 precision:0.531 recall:1.000 f-score:0.586\n",
-      "\n",
-      "train:  Epoch:3 Batch:2\n",
-      "loss:0.414 accuracy:0.531 precision:0.531 recall:1.000 f-score:0.586\n",
-      "\n",
-      "train:  Epoch:3 Batch:3\n",
-      "loss:0.354 accuracy:0.594 precision:0.594 recall:1.000 f-score:0.646\n",
-      "\n",
-      "train:  Epoch:3 Batch:4\n",
-      "loss:0.354 accuracy:0.594 precision:0.594 recall:1.000 f-score:0.646\n",
-      "\n",
-      "train:  Epoch:3 Batch:5\n",
-      "loss:0.414 accuracy:0.531 precision:0.531 recall:1.000 f-score:0.586\n",
-      "\n",
-      "train:  Epoch:3 Batch:6\n",
-      "loss:0.476 accuracy:0.469 precision:0.469 recall:1.000 f-score:0.524\n",
-      "\n",
-      "train:  Epoch:3 Batch:7\n",
-      "loss:0.324 accuracy:0.625 precision:0.625 recall:1.000 f-score:0.676\n",
-      "\n",
-      "train:  Epoch:3 Batch:8\n",
-      "loss:0.444 accuracy:0.500 precision:0.500 recall:1.000 f-score:0.556\n",
-      "\n",
-      "train:  Epoch:3 Batch:9\n",
-      "loss:0.384 accuracy:0.562 precision:0.562 recall:1.000 f-score:0.616\n",
-      "\n",
-      "train:  Epoch:3 Batch:10\n",
-      "loss:0.354 accuracy:0.594 precision:0.594 recall:1.000 f-score:0.646\n",
-      "\n",
-      "train:  Epoch:3 Batch:11\n",
-      "loss:0.444 accuracy:0.500 precision:0.500 recall:1.000 f-score:0.556\n",
-      "\n",
-      "train:  Epoch:3 Batch:12\n",
-      "loss:0.604 accuracy:0.344 precision:0.344 recall:1.000 f-score:0.396\n",
-      "\n",
-      "train:  Epoch:3 Batch:13\n",
-      "loss:0.267 accuracy:0.688 precision:0.688 recall:1.000 f-score:0.733\n",
-      "\n",
-      "train:  Epoch:3 Batch:14\n",
-      "loss:0.384 accuracy:0.562 precision:0.562 recall:1.000 f-score:0.616\n",
-      "\n",
-      "train:  Epoch:3 Batch:15\n",
-      "loss:0.384 accuracy:0.562 precision:0.562 recall:1.000 f-score:0.616\n",
-      "\n",
-      "train:  Epoch:3 Batch:16\n",
-      "loss:0.444 accuracy:0.500 precision:0.500 recall:1.000 f-score:0.556\n",
-      "\n",
-      "train:  Epoch:3 Batch:17\n",
-      "loss:0.476 accuracy:0.469 precision:0.469 recall:1.000 f-score:0.524\n",
-      "\n",
-      "train:  Epoch:3 Batch:18\n",
-      "loss:0.444 accuracy:0.500 precision:0.500 recall:1.000 f-score:0.556\n",
-      "\n",
-      "train:  Epoch:3 Batch:19\n",
-      "loss:0.384 accuracy:0.562 precision:0.562 recall:1.000 f-score:0.616\n",
-      "\n",
-      "train:  Epoch:3 Batch:20\n",
-      "loss:0.354 accuracy:0.594 precision:0.594 recall:1.000 f-score:0.646\n",
-      "\n",
-      "train:  Epoch:3 Batch:21\n",
-      "loss:0.354 accuracy:0.594 precision:0.594 recall:1.000 f-score:0.646\n",
-      "\n",
-      "train:  Epoch:3 Batch:22\n",
-      "loss:0.354 accuracy:0.594 precision:0.594 recall:1.000 f-score:0.646\n",
-      "\n",
-      "train:  Epoch:3 Batch:23\n",
-      "loss:0.295 accuracy:0.656 precision:0.656 recall:1.000 f-score:0.705\n",
-      "\n",
-      "train:  Epoch:3 Batch:24\n",
-      "loss:0.476 accuracy:0.469 precision:0.469 recall:1.000 f-score:0.524\n",
-      "\n",
-      "train:  Epoch:3 Batch:25\n",
-      "loss:0.348 accuracy:0.600 precision:0.600 recall:1.000 f-score:0.652\n",
-      "\n",
-      "====================================================================================\n",
-      "train:  Epoch:3\n",
-      "loss:0.392 accuracy:0.556 precision:0.556 recall:1.000 f-score:0.608\n",
-      "\n",
-      "val: \n",
-      "loss:0.400 accuracy:0.546 precision:0.546 recall:1.000 f-score:0.600\n",
-      "====================================================================================\n"
-     ]
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>sound_file</th>\n",
+       "      <th>label</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>IML-BA_Sample_2019-06-02_025209.wav</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            sound_file  label\n",
+       "4  IML-BA_Sample_2019-06-02_025209.wav      1"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "new_resnet_model.train_loop(n_epochs=4, log_tensorboard=False)"
+    "annot[annot['sound_file'] == audio_1] # display the annotation associated with the 2nd wav file"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "***\n",
-    "# Part III: PRE-PROCESSING"
+    "<a id='step_9'></a>\n",
+    "## 9. Compute magnitude spectrograms"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a id='step_8'></a>\n",
-    "## 8. Load and view annotations"
+    "Computing the spectrograms is straighforward. We just need to specify the path to the audio file and set a few parameters. The MagSpectrogram class has quite a few arguments, but the most relevant for us are the window_size and the step_size. Here we use a window size of 0.256 s and a step size of 0.032 s."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "spec_0 = MagSpectrogram.from_wav(path=os.path.join(path_to_audio, audio_0), window_size=0.256,\n",
+    "    step_size=0.032, sampling_rate=1000, adjust_duration=True, decibel=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_0 = spec_0.plot() # draw the spectrogram"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "spec_1 = MagSpectrogram.from_wav(path=os.path.join(path_to_audio, audio_1), window_size=0.256,\n",
+    "    step_size=0.032, sampling_rate=1000, adjust_duration=True, decibel=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_1 = spec_1.plot()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "In the previous parts we used data from the \"RWhale.h5\" database.\n",
-    "In this part we'll illustrate the main steps taken to create that database, including the computation of the spectrograms which it contains.\n",
-    "\n",
-    "To save space, we have only included two wav files with this Jupyter notebook (located in \"data/audio_files\"), whereas the original dataset used to create the \"RWhale.h5\" database was much larger."
+    "<a id='step_10'></a>\n",
+    "## 10. Store data in database"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As the final step, we will demonstrate how to save the spectrograms we've just computed to an HDF5 database file. To this end, we make use of the SpecWriter class from the ketos package:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [],
    "source": [
-    "path_to_audio = \"data/audio_files\""
+    "from ketos.data_handling.database_interface import SpecWriter # import SpecWriter\n",
+    "\n",
+    "path_to_output = './tmp.h5' # save the files to a database file called tmp.h5 in the current directory\n",
+    "writer = SpecWriter(path_to_output) # initialize an instance of the SpecWriter"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We begin by importing the necessary packages and helper functions. We'll use ketos to compute spectrograms."
+    "To illustrate the basic functionalities of the SpecWriter class, we save the two spectrograms to separate locations within the database file,"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [],
    "source": [
-    "from ketos.audio_processing.spectrogram import MagSpectrogram # This ketos class computes magnitude spectrograms\n",
-    "from pandas import read_csv # pandas can be used to read the annotations\n",
-    "import os #used to list the audio files and help managing their full paths"
+    "writer.write(spec_0, name='yellow')  # save the 1st spectrogram to a table named `yellow` \n",
+    "                                     # at the top level of the database internal structure\n",
+    "    \n",
+    "writer.write(spec_1, path='/suppl', name='submarine')  # save the 2nd spectrogram to a table named `submarine` \n",
+    "                                                       # under the path '/suppl'"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The following lines of code list the names of the two wav files that we will be using"
+    "Once we are done saving the spectrograms, we close the writer."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['IML-BA_Sample_2019-05-31_100210.wav', 'IML-BA_Sample_2019-06-02_025209.wav']\n"
+      "2 spectrograms saved to ./tmp.h5\n"
      ]
     }
    ],
    "source": [
-    "audio_files = os.listdir(path_to_audio)\n",
-    "print(audio_files)"
+    "writer.close()"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 39,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "audio_0, audio_1 = audio_files # put each file name in a variable"
+    "<a id='step_5'></a>\n",
+    "## 5. Select ResNet architecture"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "In order to look up the annotations associated with each of these files, we can load the annotations table and search for the file names"
+    "In the previous session we loaded a pre-trained model and applied it to a few test examples.\n",
+    "In the interest of time, we will not train the model from scratch here, but we will go through the main steps just to have a more complete sense of the process."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We start by creating a new ResNet model based on that same recipe as above. However, this time we won't load any weights."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [],
    "source": [
-    "annot = read_csv(\"data/annotations.csv\", sep=';')"
+    "recipe = ResNetInterface.read_recipe_file(\"assets/recipe.json\")\n",
+    "new_resnet_model = ResNetInterface.build_from_recipe(recipe)"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
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-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>sound_file</th>\n",
-       "      <th>label</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>0</td>\n",
-       "      <td>IML-BA_Sample_2019-05-31_100210.wav</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>4</td>\n",
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-       "      <td>0</td>\n",
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-       "      <td>0</td>\n",
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-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2079 rows × 2 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                               sound_file  label\n",
-       "0     IML-BA_Sample_2019-05-31_100210.wav      0\n",
-       "1     IML-BA_Sample_2019-05-31_105538.wav      0\n",
-       "2     IML-BA_Sample_2019-05-31_150216.wav      0\n",
-       "3     IML-BA_Sample_2019-06-01_200358.wav      0\n",
-       "4     IML-BA_Sample_2019-06-02_025209.wav      1\n",
-       "...                                   ...    ...\n",
-       "2074     VAS_Sample_2019-08-21_124622.wav      0\n",
-       "2075     VAS_Sample_2019-08-21_132416.wav      0\n",
-       "2076     VAS_Sample_2019-08-21_134557.wav      0\n",
-       "2077     VAS_Sample_2019-08-21_135903.wav      0\n",
-       "2078     VAS_Sample_2019-08-21_141707.wav      0\n",
-       "\n",
-       "[2079 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "cell_type": "markdown",
+   "metadata": {},
    "source": [
-    "annot #display all the annotations"
+    "<a id='step_6'></a>\n",
+    "## 6. Configure batch generator"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We load the training/validation dataset from the same HDF5 database that contains the test dataset used previously."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 60,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>sound_file</th>\n",
-       "      <th>label</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>0</td>\n",
-       "      <td>IML-BA_Sample_2019-05-31_100210.wav</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                            sound_file  label\n",
-       "0  IML-BA_Sample_2019-05-31_100210.wav      0"
-      ]
-     },
-     "execution_count": 42,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "annot[annot['sound_file'] == audio_0] # display the annotation associated with the 1st wav file"
+    "from ketos.data_handling.data_feeding import BatchGenerator # A helper class to read data from disk in batches \n",
+    "                                                            # and serve them to the neural net\n",
+    "from sklearn.model_selection import StratifiedShuffleSplit\n",
+    "import numpy as np"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>sound_file</th>\n",
-       "      <th>label</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>IML-BA_Sample_2019-06-02_025209.wav</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                            sound_file  label\n",
-       "4  IML-BA_Sample_2019-06-02_025209.wav      1"
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "NameError",
+     "evalue": "name 'h5' 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-61-ff4fea332e87>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtrain_val_table\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mh5\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_node\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"/train_val/specs_3s\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m: name 'h5' is not defined"
+     ]
     }
    ],
    "source": [
-    "annot[annot['sound_file'] == audio_1] # display the annotation associated with the 2nd wav file"
+    "train_val_table = h5.get_node(\"/train_val/specs_3s\")"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a id='step_9'></a>\n",
-    "## 9. Compute magnitude spectrograms"
+    "We'll split this dataset into training and validation using an stratified sampling algorithm ([scikit-learn's StratifiedShuffleSplit](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedShuffleSplit.html)). This yields training and validation datasets with the same proportions of positive (upcall) and negative (no upcall) examples. \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "splitter = StratifiedShuffleSplit(n_splits=1, train_size=0.85, test_size=0.15, random_state=103)\n",
+    "train_indices, val_indices = next(splitter.split(np.zeros(train_val_table.nrows), train_val_table[:]['label'])) "
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Computing the spectrograms is straighforward. We just need to specify the path to the audio file and set a few parameters. The MagSpectrogram class has quite a few arguments, but the most relevant for us are the window_size and the step_size. Here we use a window size of 0.256 s and a step size of 0.032 s."
+    "Next, we create two batch generators. These are handy objects, which can read data from disk in batches and serve them to the neural network in the required format."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
-    "spec_0 = MagSpectrogram.from_wav(path=os.path.join(path_to_audio, audio_0), window_size=0.256,\n",
-    "    step_size=0.032, sampling_rate=1000, adjust_duration=True, decibel=True)"
+    "train_generator = BatchGenerator(hdf5_table=train_val_table, batch_size=32, instance_function=ResNetInterface.transform_train_batch, y_field=\"label\", shuffle=True, refresh_on_epoch_end=True, indices=train_indices)\n",
+    "val_generator = BatchGenerator(hdf5_table=train_val_table, batch_size=32, instance_function=ResNetInterface.transform_train_batch, y_field=\"label\", shuffle=True, refresh_on_epoch_end=True, indices=val_indices )"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 45,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
    "source": [
-    "plot_0 = spec_0.plot() # draw the spectrogram"
+    "Now we have configured two batch generators, which will load 32 spectrograms and associated labels at a time during the training process. After attaching these generators to the new_resnet_model, we can run the training loop for a couple of epochs."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [],
    "source": [
-    "spec_1 = MagSpectrogram.from_wav(path=os.path.join(path_to_audio, audio_1), window_size=0.256,\n",
-    "    step_size=0.032, sampling_rate=1000, adjust_duration=True, decibel=True)"
+    "new_resnet_model.set_train_generator(train_generator)\n",
+    "new_resnet_model.set_val_generator(val_generator)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='step_7'></a>\n",
+    "## 7. Train the network"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "With everything in place, the training loop can be executed by the following line"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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owFwP1O0TyZV9Z+CjQjElhF9KY3REIFQHIVUiR3/+zsTmE1qllGSJhtsdp5r+UqKiNMF+9Qr2Jj4zcbZdHsnk9xjJSxOUWmhr6bd/idIaYUzSMzM3p7Ua58AExrIMtIkSlkFLngF21o1NYw0UDozal5aHc2NU1VDbkEoR3L7bPvlLkMglMT9rkFby4V/dmeqbRD6/uZvyB4BJJBTaQk8XE7dB8Rub2fTtqROM51ja2/w/igRGFPP5odHgTJXFzkfoFNDcHz+bNuvuKDKs4YNmxDpVQXFcGQFs4j3wvdFLilhT9Ixa3NPsPjS49rA5mRiJ3fkDwqSAHY5lKEulSGJCnhOrKXoqcdM10fxUtWRUklLK9kdnAmKNLePA2fvF9OL8IaSXxTobO9UM+OyRPCb/1MOpk8tTaayNeo3ZGUPZNpYjf8gU1V2hmgEY1PkN2ijwdJ+OCgR/HAzfB5kxg14wvtneUE4rm51RaZvQtj4sKlWqVOlKUhOUV9VQ246ohjKos2BloiGaXC25JYrLlC6HDUcHtUZgiUfPw6B6c0ENRVh0UN/9lqoOg8OUrintjJ1mm9rvWhjxdE21B7nhCapR9gIaPEgfS7vhwmkwlvJGbVNn4AqZv5oM2SSic2duzPvZE8cqwrobV+dM3IQk7f1SYlVnoNYyDgxRYitAw9NpgeNKCXUwgzBLeHHiVVGtyXGiy2pM5cr6THQ2pMyzz06dGShE6D/2zZOtdpKIRkysJkoOq1RDhbE3kvZCXgri2vdGAmyeH4e6bPx0qnD6lrQA6HLL9nGiYkoAShCG8d8CjdGVMnA75/ZK+n1Jt0h6SNJrvPfn13nno5J+3Hv/KefcQ5JmJXXVBK38jPf+Axd5/aJ0bR6RlSpVqnQZ5L1T1w9s6N9GyTn3Mufc72Z++klJH/He3ynpI+HvS6WXe++fJ+m7Jf3aZbzfp20tWdBmAVgauUFwGeF/GgQ5j8aoDW6INoSxM9CXBkPa0j7YJmbyBt8Sum3f3a+QY6NXWGfL+1AedLTRFZhuwMt70A7ohKlzp12DOvoY1ewhNTDQbQn1cPy6o9A3B65whWi2qKNkdDXPGyNouEdU1fm8Pvrc09JgUh8+kkmsw98pWVLCMdJRYW5iu+i2y7J3PpxPaMTryJmTs6fhlnaAUbg9D2EcjONFWF+08+Swnpq25p/hnPVdcSHt2IA7zD/q5PqbDOlWVydTJefvTIPNsulGXXKvXdrTlDN3E37n978FQkDvyrnOvlrSy8L1uyV9VNJb+YBzblzSu9SksP6ypII+Q1OSLiqVrEfb+rCgGspjhRNI0IXITho6ucFZqOS8QbpjPFL6T/fv8WDxhchfHgZxF+wyNqQA/Dd+CjEhTJrDSOxgkKQagBspD5H5I3nPKBOHEmIMhuCNsoyDZaQA/Mfo6r5qjMl2ODaF3OJU49CQHo3MHFMaPek5wwRKKwCmG55PZY/MhcOMUBi45mFhkjqBTAxHjN0pxCswX/dA7j0pRTdD/Tb1EKDS2T5sxubQp7E4qIgIL98teBvx+zDoAJk86KaOxfxBStUYveSiupOOAPRqI9HoTscHqicnTjeDuXAwLShH1eImw4k3Bu4Nb5v7nXOfwt93e+/vvoTqDnrvj4frE5IOZp75F5IWvPdPd849R9Kn1/z+l845J+k2Sa+5hLpbtK0Pi0qVKlW6knSJBu4z3vsXlH50zv2NpFFJOyTtdc59Jvz0Vu/9n5l6vffOZR2Bv1lBveS9/5xz7nNrfn+59/6Mc+52SR9xzn3Ue59LCLwubevDgmqonoElb3OC5JAYF2HUChtwyu7DNPfyUkEOL0ha46MedGa9wuizvFyCHclyp7nfiZ9DlZXBA1rK9zeqglaU5/7IyZJDNJJD5nsyUNXgPIcKbpTj83DdnW8KZDwFJb4e2kFgOgP2N4D7mdSxJGNYLrUVz8SxJBetE+nSACeO5tdOlMyWkcfdACEWcMJINI5HScmMAVVtGDMDS87QGI5PuOa6NdD1dE6g2hc64rhuKQV7qs4gPRl394H0x9RDaSF1JpvGmrTEdEMvxPM8Hupukm7Le/9iqbFZSHq99/71ax456Zw75L0/7pw7JOnU46jrfufcSUnPkPS3l1NGNXBXqlSp0gYpRnBv5N8m0D2SXheuXycp58n0MUnfL0nOuWdJek6uIOfcdZJulfTw5TZmW0sWJZuFBtpcl4HKPpfnmA1OVCHuJovbRBsfuTKObgYyvAe7A2GVbXKZvKFwkJJKRO8mx1eAn6ZuegyYR/MH29y4wYvK2CMkm7jIShbBVtTN68UpQTB4bWGCBuJ2QF8O2VaSeiazEr0d0iUfiZzocMbo3bQ7PUu7AvX8CwwajBx2wfZkUsTmY+T6z1B6YerbRSC5UnIswb3H+TNSElPLIunQ4gGUjXnMJToyktYCpfS8xJSTOGkTpGst54jt5tyceW47/zHXUAmTbbOodwmeTo+T3ibpD5xzb1SzyedsDr8h6V3OuS9J+pKke9f8/pfOua6kYUk/6b0/ebmN2daHBfNZFIEEg2cEF+/CwfzGbID1KK7T7z1seCbym/4HqIflrcA7qRfaNLRIr6K8usnkCGfmOgPy124T1U004jMKePqWVBEN4n24Z7PJ5P3wjdqN0Naj7Yhmz0Oc+QnQ1hGonhb3tKOKDU+AdpTykpjxwzxGdSKN5JwvqriMUXgxvyFGtcrYWRzAhwDJAggXc9giej0a8WlQ5/Xu+7G5789vWFRPxfXQLTgWmAOi4EOTg7rneiqBDhrEApABNYyUAaCULHw7DwMyLvEgMhrkglp4M8hLm44N5b3/qBpPp7X3z0r61nXeXZT0vYXfbnn8rUu0rQ+LSpUqVbqS5OW0WuE+th8x+REjuOk6G0HFDGbOubwIv7IL3DM4SHJDkfPJSRtNgely6QCiW+fBnQaxpcR9meQzNBpijRqpBVxrahTaAawfZr+joZocYt/4TG2OgfpmzAW50zaXOVJQU+2+P+lDzjw7sbU0VLJNfY6TUdvURpAjnUnXKzAWmziF4HFuoNzBvQ7TXwTv0VGCKqIooTBqm2vLSC3EjGJ/wtdIeHSus+lbU4Hjp/NR9JSUoopomHm+4XZK6YnqKa6dHBx4Sd3E6z1fTR8NwST3f6YZ2LPPSlZoA5aIbICUngbgODCQcZQwib9KuFSbQN7rkgLunky0rQ+LSpUqVbqy5K5kUN5VRdv6sKDNYhBRmx26zro1/0saJB7PQXDdwHsiR+qgY44634FC+kfjLruSX1RRojBRqSVmhXZbBk7BPTDaCqgLNxzwqbyOuRQIGLk03qOBsTc8gGv0kbhJK+33aLg9/ZwkTew8lsQWIs0aiS0UM36Wg5YuqX830owJ/kJTg2MDHQhIo9N5jCeWPXeEfWv+N0FskMaWS3YU2EN2PdjUOXukHdUt5fOkN2Wk66lH0wKcPdK8YLDG8Cwh4CdOpcGeO5weGjubyls42Cx0Yzuj+y3QcpeADEv738kXNmIwXYxNZD2k0/Ez+bk2QYZh/S0dyHzz2nwDt1eVLLYlldRQWSBBRCjPH07XY2fS9eoUiigYxuLCN+7nBpgw1T12GocPDNxxE+RHRMNjKceCyZSGDSeWwzwYo4Aw54ZNQyaBBKmSiuoLE8uBxrI8tmMwE7cxBvULD1V60RDQjpstKX6fK4jqNQZmjBk3caqTWH9U19AgzDHgAbHroTQQdAqYOJ7ejZHxPJBKcSfMc2Ey/N3YPMTDnSpEbvTMfc7FSKiTODeEUKG6bubm1Je5I0T+S5cLB9LJEA97OkPYqPxUzxy+MRNfsxL7UoqnSNeL8IwzHmnwYNx5NMCw35I+DhMGsclqKGnzDdzbhbb1YVGpUqVKV5K8XE1+tB2plPxoAJmyukE9tbI7b2ymmOpybn2y3FPkZksZxIYW4Pa4P+OOqsTxUXqha+AKJByDaQUXU+OrH9o09SBUJwcLHDgMmQtQwZmYhZG2myrJqKwK/vKxb0vItW0kKbrAdvPPkJPuc89URzDh0Qbyp+eSSi3tb7dZkqYgTSztzo8lpYKYNY8JlqhC4jwSJp5jGRMoGSwqXFISZBkkrpE4xgYIEV88jeFdg6cEImceIrHZ75LKh04GFiWh+Y/SydgFjPWuVMjoqXSf6imqCPuQ5oxAN4nONhsbSlrdODbUk4quzV5XqlSp0mWRu2L5LK422taHBSO4u4A37THyd67hVHZ/Nb23eCBdU0duMHRKdWaMySUOnFIGmZHlKOUY19S2sVSyOZXN8702Vxh13pKVFOgWSaPm/PUIGmOgUwY3qYRzZdB5Gdjl2u+Z9Knnoe+HFGQi7eFCGo2app0Fg69xr6V7MiXE0C5y/5Q8Fq7L5w6nXYbjMB6i4YfnGWWdfqchePIYnDEQiW049lg11hZT1E4B8nxpN9dCm+unLaZXcMUurRfalqLtw6x3OjXgvZ3HUoFDc2nNzdzSTAgxvnrDSH6FcVqZSvdtpHi6PxakjAVA3m9F3u1+3bqiEdxXFW3rw6JSpUqVrjRVyWKLyDk3KOlTko5571/lnLtV0vsk7VODY/KD3vsV59yopPdIer6ks5Je671/6GJlF1FnofiOOsv5G6jITJcG/dLoOtO1RS4N90x+CjYKt8EljyLtSORIOyUEVdS3cH3eNdVQzDOwmv+ZHP/5p+Q5MONWGphCDmkpv4cpIwM3suuBVPDcDWnQ6G1k+kUJgUl4QjHEchoHttUi0sKSky5SnEfOLSWVgjccXYX57mKQRGh/cQVbDL2GDDSFbz9r0GDRPkqFpq3GxtBuP70Ch/heYQ1bO0QbOodEW8vZZ/ADQa6JiC8FKcQVJDeDL0V3XZQ8G1x0refZ1okW3rsqWWwh/S9qAK6i2fYXJf2K9/59zrl/J+mNasCw3ijpvPf+Dufc94bnXnuxguk6y52lO4hVFm4PFIyedDftwTBuokCxa8ZyaEi0uZjTdWcSLpJ0yw3N44dLfCSzGadLawydaasHTEQ440qIwwQXRMY9mE2wH0mcxpEHATcqAyltINKb/y/ckb5iQqKPIFK3BK3ODSBGHpuc1XsHsu8Z3/rCYRZVToxoH0Fk+vLO/IZgD1j2IbhoA2iQh5ZJXFXKsR0dH1Afjfx8lvM/eQLR0kgCFPc0HjIGBQBrgUbjVbisruSwn7gXM+skDfqFBFnReYJrlYZ2v2vtGw3xcDHf8no72CYLAY2B+9qE+9jSI9I5d0TSd0r67fC3k/Qtkv4wPPJuSf8kXL86/K3w+7eG5ytVqlTpKqHNz8G9XWirJYtflfQTkiL/vk/SBe99ZIWOSorhO4clPSpJ3vuOc246PI+wOck59yZJb5Kkof27gDqLZwjZPBKC9qbykzcC9VBvNM/9kaKKgK6rlBooAhNie5j1BI6ZWFQsb/xE3iBJ98aFCeoqQh0wCFOCIIdLVcHgMozqGcMtA6eYVpVqj+s/kcSjeUT+RumD0gGTxoydh6EdxmTjkmxS4UYdTbpnoNfB5VPqIztEo2osjxz/Itphkgvh0nDBA22ue6wQDElm1ORBh9E6SryUBEfhCEC3XBOUh8947xdSFOKp5yPMX+2ybV+gnuzm+x6vXT6w2kh9pVSv+z/TiB/TtyfdKB0BmCiJEeEdtNWonAbj/1RfoYyCO/zlUmPgvjZ52C07/pxzr5J0ynu/Fl/9cZH3/m7v/Qu89y8YnCokBqhUqVKlLaIrmPzoqqKtlCxeIukfO+deKWlMjc3i7ZJ2O+eGgnRxRNKx8PwxSTdKOuqcG5K0S42hu0gluI8eEwYFLsDoU6H7Xd6brvmMqYecVAYbiowGpQkSOcvVHQ0XxOBA6lYXkW9j/CTcImmToFEwcIvGddXnOTuDaEvdOYKoIpwCpYkugqI4fqfuSpXSFhTdf6nDJ6IokUg5fhMn0mAbVNzAWRJTqDNGKYn2obx77a4HU+dnDzf1U59Pd9SZW+DOC9sStQvsb5REFq9jUF5q0zDGl04LOSnCpK2FNEFpMZfSVZLOPLctTUycxpjuAO4U+sX1ZFxth8jph/99vh2cR84T+3j6ronwXt6QzVwZtEPlvkEpzdmFO+A6P0I3W20q1QjuLSDv/U9J+ilJMcfsj3vvf89qMTwAACAASURBVMA59x8lfbcaj6jXKaUKjCkE/zr8/l+9p3IpV0cCEmQEt43mDH8YGOd0PX46XTMpEkEFl/fio58LBjputASGG28/K1lRu19GwSA9MoP3CGdN75pMohl64hgcJuYnxoHC5DJMihSNiaXseGw3DyJjdN8ZffLbG75kN3dmtqOqiN9k3HgNECIj4HGf8RwD2OwIpx43WI7BzE2AAAc+E+MbaODmZhsxnHY+mhYaAQEdxt3mY0+X/UQ+ZvNM1yXQvpXJ/Jh0gxpsASCLVC2a6PsCPhMpbvqM1B8oREjTIE113OTxpoErcCAwmf7AlPDAGSMTgXcv3B7UnYW+bEXMRe9JKDVshJ6IOIu3Snqfc+4XJP2dpN8J939H0nudc/dJOqdC9qdKlSpVeqLIe2m1Vw+LLSOmDfTePyDpRZlnliR9z6WUW1JDmbSq4dJgH4FzWwYa7OgFSBN78lhSvYz7ILkaShMrOyGKL7Xdbw32USHmgVDkNNyagOWoGqNaoUBUCVDM3/UgoKgPNJ0cPZlPckQJogSh7gNLR8liDO6Zy8Bb2glY7c4YUqlC2okcJ/3wGa9w4LOp8rNPTxNSgsKOZc8h/oZutHQxNa6n2Cf2fTFN1NlnNGIBExQxiRHxvjhmNHZHDjxy35I0fTvWtVEnQhpj8quMyzSN6KV83DmjsbQm1iGHcGDUnXTuYDvQx8lmfOiWTVoYAQIxpIzFffkNOkqAVD0a55RCTMjlUqOGqodFpUqVKlVah2oE9zYk2iwcc1hQZxnc6GgzMDpjcEC0ZdCt1NgnYjDXuXSPRnJKEyOzKANcWUysRC7fJLOBpGJShJI7BUXdeREfiTFEA/lnojQhrUk6E+sYbXPAa+vM2VdoXLVtTuXN3kjWPV2SI41zQEmFqTZnD6cB3veFNLDnng533kNt4zOliRICLTlw9vHkC1KdUVrkfFmJE/fRXRrEY53zwDnacTQNyBxsIB1InKWAzmif4jorkclLYpwSUv2d8YFWHTb6Ol3TJZl2oSh9mHS8dAOna7RxxsjbpKINJotQLG1J8qNq4N6GRDWUARKkN1TIVmdUOIXc14MFDyfHBEQj0esFv/v8dfR6kqzaIH4E3bF8FLNVceU9Z3J5uvnBUGXBfpWy89Gw3LlxsPW7ARXkYVuAapgM8NKr4zBkUrVT+N4M0J3pe1P21EPIBIdDhgb6pQOpEI7T0HxbTcI+GpUQYxBM7vP0DA/CmEioU/LmLiS3ysG90wlhFkZ3jvsY8n8PYXM3EOpBjUN1jlEJ7cwzRNy8l/alzscxM5AhmHMDs4JLMhexDwaEEcwJ0QFKaQBMMq+Jdvu3VktU1VCVKlWqVGkDVHNwb0OiGsoCCeKhcLsLbs0ArxX8tw2nj2eGlzJxGysULfL10KAXuTEL05yPDSAnSAMi3TkjSCElCIPpU5IQ0K/RC1A3RNF+LM9dG9dEYwBNz8/cNNT6vZT8yLijgvun+iK6jVKaYH93fTax6IsHEktqI50z9eNnSmY0jLPdlHZirIYEjnmhrSKRrLRAdSIli9h3IwUPF9pPyPsxSgjteTcSaUESpDss1aBm/kJ3qQKjqyujzbn2c/EyFq9q/bUKxUH2O7VYbtoyaryhrk1sqG19WFSqVKnSlaQalLdNiTYLYg52BskxBRdOcoeEAzdcCiNTYQyFjjYyFUv7+B7aRMhpSDsLOdGVtgkg3pYguweX89G3UW/bG84A+UhyTAYFbnziOCQVYGfFgC8aNykZLUKPXTJORsMxuXUTVFaQJhhYSCNpn8MuuCzPHUl/lAyjZm6ClGaSKVFHTpsPjPG7v5YG8PxTUp1RcmUfWcYkxjoG8EmWk45jWYq4twirDKKEQfpCm62mhEN9P/tFGwjbZ+xg3fazbGupXzkDe68gqXq68BakdM9vIrqh8/PaYiljK9RQzrkfUBOD5iTNSvoX3vvPht9eoQb9YlDSb3vv37ZOWbdI+qD3/lkhIPoDkh5Us7OckvT93vtTl9rGbX1YeCX1k8fKIlZtXIjchLo0NkKdNLSIOAt4OC3vbovXjKfgocC4CAN/QIjlTvtZlkFwQ26qVF8QhHAgGPHHTkMlAEOseQ/Xs7fkjecxJmRpmB9/fgMxObOhaonAbyZvAWNdqEbZw4OZsSnpmR2PNS8bA+5k2mXmDyFKueCFRNVSf9NEefQ8ovqKqqBzzxjB/fRuXEccD84vjckDJs9Je20RMLDLOBuzVvPGeB7e0QBv1GtQaxpY94IK1qAChPsmdzt+J5KB2bvxR2QiTGQ62reu2lB5RqlLiA8wXluRg3uLJIsHJf0D7/1559x3SLpb0otDPqB3SPo2NcCrn3TO3eO9/+IllP1x7/2rJMk5968lvVnSz11qA7f1YVGpUqVKV5q2whvKe/9X+PMTanDzpCaA+b4QzCzn3PvUpHMwh4Vz7vmS3hn+/PNcHSHlw05J911OG7f1YeGkbAQ3EaUil0HuZWQ6XTO2gtHcjpGuvs0Vdg1on1q/N3+saWyg6F5J/3jGYTAmhJy04dJ7bU6fahlyfyaPN4yNzN63wiRQoX1UWS0QSLDgt0+gu2gwpYqJLpwk1kMunqqvuRua+R0HdLjhQjFOux5ABPRtAJhE7Mz4qeYFGl8X4LZJEMBckiNJGkOMRi4/9TjUNXRmKK0LcumRbvh4YqOPvwSw3lAtHv7gsf712Zcc6l/3k0MV4g4Y0U41DyPnuRZz7eRaoHvr5Mn0EKOvY/1UG1F1V5KYBkpQ4y7Wje9h3Ld+3yzy3qmz8cNiv3PuU/j7bu/93Rt4742S/ku47qduCHRU0osz77xL0lu89x9zzv3ymt++yTn3GTUpH+Yl/fSGWr+GtvVhUalSpUpXmi5BDXXGe/+CSynbOfdyNYfFSy/hnd2SdnvvPxZuvVfSd+ARqqHeKumXJP3opbRL2uaHhZeyqLO+255Mcj3U25Oj4jPk0o2Rcbh9zxfc+oxbKd1hA7NId0pXMGoaXS04cOrD+yixBV398j5ybuk+pQki08Zx4DdBLtRAkUOPntM3U1dfylu+wuh6jMPCQcCEL8U2YZ4ZUHcqDfbCwcQ+l3KsRymCnDYlN0oc+z6fFsb0rUkEpK0lBusxSQ+NyZR8GAHNZElRGpw4mfr42EvTIpl8LB9Qt3Tb/lQN3VDDeFNKYn/pQGDcydFsjl8cerqKG5dVSifA/uL9iTPNH0QMMEmOClD4Bj02Y/g2SZ18oV+bQJtls3DOvVnSD4c/X+m9f8w59xw1WUW/w3sfV0ZM3RCJaR0uh+6R9EeX8+K1GYpYqVKlSpdJPe829O9i5L1/h/f+eeHfY865myS9X9IPeu+/ikc/KelO59ytzrkRNWjc96wp64KkC865KI38wEWqfqmk+y+xy5K2uWThlCSKIupsxnVusJDwnRwzuUzj/RMDncChk6OnJwbxpVhPhCYwXh2QMkwyILhcGhwhk+eg+Z9cObnJlUIyIOIY0QYzFKQIkyYTnCyljGE8s7yH/pDNfzd86Hj/1oXnH+xfz96Y+BTabowr80D7/jxQYokRxCBFumUSJ+r089JE5uwDJs8J7A1nnpOkCXKwRgoKCY1GYQ/juqC7Nm1m8ze0pRO6oFLioyTDtK+zN6aKRmeA7Lu3GQiizlp4FvQFqVRpQ6CkPMpUs4EoFXQLAYSUFpZ3DbbrYMpZIB3vOJY+1DPPSQNo3I3j7UKQZ2+g3ebHQ1sYZ/GzamwKvx7CADohI2jHOfcWSX+mxnX2nd77L2Tef4Okd7oGJG+tgTvaLJykaUk/dDkN3NaHBV1nqYbKAQnmVEmS/eC5BjoTxNtpq3FYBsvmsywjureyDB5CpYxjNFTzkDNqpl2xvnRv/jA393SfmzFVWYwDiIZFGmWNSgAbxMJ+GIVhzI7un498dzK4cqPiQUm8JY4J1ThxvA3OFVWI1PignrPPTgVOPZLHIIpEN1bGJuz5WjvDnmQ30l0PNmXPHc4L6wYiH33c9UCmTWg/D0SD2QQjtMmyuB9R5RGDjCpVOn8wPgiqWx6IY8C/6sPKczMezq8Rk4wI7VsK41oKgiYW1uzN6YAwhzRzs4cDzxjiDaDm5m/sWxFn4b3/IRU2ce/9hyR9aJ3375X0XNz6iXD/o2qyjj5u2taHRaVKlSpdSfJe6tTkR9uP6DpL1FmTjLXblizIhZooUeOmCq4WXBKlhWwZJnqUQW0oI6p8Cu0w0cNUh0GaWdrbfn7qwbzqyeTmZqAguDUTcRsjgkfzHJQp2+ASoZpQBNV1VP3QyEtVDPtOV9x9f98UdO6ZqTNEmjWBZCbBDzhztHXqkaaipV3pRfaL5c3cBPdbqslwHdVqRvqbzatAaJxehMop9pfSFVVPXJ/GtZfpZScL8x7bnBdIjFQ1MoekV3tpqI5oCHlpwjhsEE8N89j/DlG5SZVbSClrpCCq0jLOIlttia1wH5UqVapU6aJUsaG2MUWbBVFnfa/N6lM/TzI63BJHQo4uSBwljpm2jJKraKzHuNwO5q8N2mYhmCs+TwM4OUVyf9TFs56cEbTUvmKkU0ZSIvfNRFOEIyHnydwM89elBpy+a6LdDkpxnfz9HlKv0lV4aV/TMJMq1OBV4RpGfDO/w+2xNHAkzBfB5DyG2pKZMYznUpnKziOlGerzo5HeJG+Cbp82oUXYxhava6PpSkkS3fVguhnRhSVpoJMXW4i/FeFGOF+0deVQcyUrSe39YupQdC1mbhiDs7bJcB+ShRa6lmjbHxbJsJ2+UuMNFf4vZaUrQVSXILTjOlnel99ASCYB0XJGdOc6Lvir05BtosDx0cd2M9lSKfqVHz8NyzuQ9zlusPRYIa4SVTsOOr+5Q0hGFNQnVA+smsRALBvGf/j158aHEcM8OIqHdMGZIc7NuDlU4V2FOAFuqhZaG+X1YxDadUjSYEG9MoyNss9EUFWI8pjJj2o8rluui5UwxiXnidIaL4E1Rjr/1DSoG4lTMirClczvBYaIZdOj6sTXj7eetwCeKG+bAAluB9r2h0WlSpUqXSnyvtosti1lUWcH2iJpUaVS4KgoiZgYiLEoRqf6JhFPScMzYy5Mju3ICRoxG78zX/fudG04t4z6ZHgmtWn3/cBHuhUGWnB0NOjODqalEA2zxmBNVFzEWdC9NpdW00gKbDLjTog6iuh6utf2jcWogphXywXjNOdxeKH9/OIBtrkd8yBZ7p+5o0eIexXGgfNMuHDmz+7hGWJdJfj79OzSATQPEgljNUxEc4+SUvN/KWc6I7GpSjWR7FBPxu+gpPJj3WwU1UzRKaEkTXC+DDz6OoZvB8Rom497s9VQTt3qDVWpUqVKldajarMokHNuQE2wxw2SFiV9/nISZ2wVRZtFpwPXWRq4o06zpJPFCJBjMW6AeH5goc1BLhwkNwddPLgdBmJFzoxG8tWd+TJosyil48wZky/c3g7OWlse9dvkgheCYblk/Ge0dMlFMjKWJk8GONkFGK8HCoF2Hdg4IofLOaIkw7oZvEZjsbkOhtTxU3A3LkQ6Lx5Ibd1xNDXwwh3AoMoEa+awrSQ7H8zDcfBvGqv6wvWp40w0RFdhRlyPwe5iItnDeph6GPYoGOVt0GV+/DjvUZIzQa3ME0MbF5wCiJc1EpB6uVaN+zW+u2EEk+YcRCTJx6RT+L5sErDNJa+qhmqRc+52NZmb/qGkr0k6LWlM0lOccwuSflPSu73fChPSxilFcKdm5IAEjTGyYODmMzY5C1QSwRuK8RbD83nfdsZ7cEOMi91GcLMh6ZLlUS1DVVUuG5g54AiyhgOHwHTc2KKaqVuIs+DGYoAEsVGNnwnQ8dh4TE7yGR6OKAMeRIQ6ieqGkkeYSaCENtEQTG+d6JVjfPwLBlUeRNM4hA14XfC2GyrAwOw4BkcARNfv/Uqq9MQ3NIcE1WuMQYlR4pKdr10fT2iEp74xpXCMG3kJQkWGGcjPNb3qInMx9XD6OAjxwvFYgeprmHMd2uQIuVOATV+CitBA/+fUxbhnkzpt8sHh18RxXUN0McniFyT9hqQf8d4Oj3PuoKTvk/SDkt69dc2rVKlSpauLqjfUGvLef99Ffjsp6Ve3pEWXSFkgQebgDv/3IB2Q05o8miZ+/sa8QXrkPIy4IZ0p3T0pIdiUj3Tcp/G0+X8Vfv8mgVJBZbau9FtQG9HgOzybrsnhkoM06qRMebvuT2ze0ELiMs89M+m1YuIdkwQHOFKMfxhfSINNV1Ea2Pd+oRnY80+F2yT6xfZTPcV4DpPWNUhmlNzGaDDfTWkxXY+dRkzAODnYcA9rgW2avYljnZ4htlbkkqluImbXzM3pWarPTnxzkiY8xnXsbJDuJvMGWROxXpDYTOrfMH5LexnRDrUXgTgRL5OT3ulKTAcCunxPHksPUcVl+rC7LelbsTr72mWTv4YN3Ov22jl3v3PuR9fc++DWNalSpUqVrl7yfmP/nmy0EW+oVUkvd869WI1KakVNqr+rgqLNAl6PxnXWBVvA0AK4KDy7cBj6d9geaLNY3suAtOYZo5+FcdpIGYXyVnYH91vYVqi3N0SurBBt3H+UAVK0uRRSwB78ZOrE2Welhi+Mxj6mh3fCsLtwEJDdK2kJ7TiWKo2RvfOHGA2cyqNuegEGZD4ziYRGczc1YkZMniNJcyibXD7Tqs4eAUpsJjiMUhQ57ckTqW6mBWVgHLnx6DgwgHssz0TRQ2KyExz+wzwTPXjApJ9FX4gInHEiGD+bQY7VmuA1+oQU1mJ0jSVeFKUCXhuJg4GM4XoF80XbjsWawjMwgjsY96M9bgDfUpffRm/zd+3qDVWmBe/9a51zPyHp486571F2q3piaHAwY9317W4ZtQzmemgu77HUGcl7J8Vv2xwKC/nFQ7G8azKyBV9zwnqYmIZ0zQ3CwFxnopdNdDGjlXvtZyXpxNenTlB9Nnm8bZyevi0VzvLGAWG9cACxGhEuAyoBGj2XUnI3u5rQ7kXENMS+j3bSw+PnuDGirYgrMUb1DBS6ic7GmNJLie9RTbaIgyPmb2d9g9x00ceSh1YcKqrLpo7mQf1Wp/LMj425CO3EYUddgvEELLTVRHAHjoxrkt/Bni+nRTR9R1JJMr4lqiIZzW9ANukBtzt/2Jp826F9PaqeCfGx2WooXw+Li5GTJO/9LznnPq0mscbei79SqVKlSk9Oqq6zZfrZeOG9/wvn3LdLet3WNenSqBeMTT0YnXL6QotFk7ca+1JWLXDHLjxvMHYM98VKcZt5tTNrzSZQypdHacIYJCOmEOsjh4luMSudkVogu8f8yQPg4slds31LcFntZYyQpXziJN43QIdUjYS2LANSnHEblHAoIXRQHqUqH3JVG446gx21tn18fuphqHcCp8+YApvsKT9+pNEQg0D3YcajmGdhPDew4xjv6FwwtEi1XFqsVJNRsi1ljIx9MJhXmINzz0jSBN2o6ZYb20dJ1mB5FbC1OO5G3RXaGjMVSlJ3HGOzBTqQJ6M9YiN0sTiLu8LlMVxHqgbuSpUqXXPk5Qxjei3RxSSLf4Pr50v6lBKf6yV9y1Y16lKIwXiRyFVHrstw7t02pyPZoC1ybvOHyJ0G7ooJYApcKCNJ3SDq9LZtvCdJyuSHlrQGxpycaptLZo5mcvyE6XbgJsfOpOuRoGOm+yg5Txp/OdhD59L94fmmEwv70xIjt2lguLEKjdejQS5t3mUEOueOXLKJYi6gzhKCvN8mBknS3RjP0sbBgLk+RhGlE/RlaSIvcbDsaGyn+6hxe6ZLcyEIjf1dnWoGdnh2MPt7rxDYafqQw4xCV+jSyrEpoRvHuR40sPm8LkiCWCNcl1GyKNlttiIk4hoVLC4aZ/HyeO2c+zvv/SUdDs65MUkfkzQa6vlD7/3POedulfQ+NcnJ75X0g977FefcqKT3qDmYzkp6rff+ofXqSWoobMb4SqNqyWD6wzuIBkvCXyzfjkogd0481tRDgD9i6fPjMh5YmXwVxouFBlBTHuIRTkJVBOOqyxwuCzjg6Ll18N7U4bPPTLsxffuj+qyUr/nC7W3Dc3ijfzVxsrk2Gx+q4Lgz4pqqL0JTxD7uPIZcCjem3aQElsc4BUZ5x0h2Pjv1INQ1N6YOcyzNRo+DazJAvM9fTw8tPFtQ/9GgG43qBvxwdv05Z9kjeD5uvGZ98GAuMCWGceHBMBbrQ1wEDirmnODhTRVRP/+8Yd7yMVAEICyp92K0e+dwfp1t+mFxDRu4NypPXc5huizpW7z3z5X0PEmvcM59vaRflPQr3vs7JJ2X9Mbw/BslnQ/3fyU8V6lSpUpXF/kN/nuS0ZahzgaIkMh7DYd/UX31/eH+uyX9vBpYkVeHa0n6Q0n/r3POrYUaWUtRDdXtpq6Ykz+DwzR6IV1Hl0dpjd884L4NONyhpjnDsxC5kdiIXFkHyYj4fHSjJVfbmWzHcqx9Zv4I+nAuXcdIcLZ/z1fSizO3IOPcc5I0YbKgMfNf4O47BdVJyThpAPKCiobqvMFSLAmIvvU0Ckc6f0dq/9SjSayZnkwN2fflxLqffh76C47+8EebpXnyhSlEeeYWAAOCW9+BSGKCClKVtnCweZfrjNHeRjqBxLEH2FBRKhmdxtzdmurLqc4kK/VRgo4S8egs2j+C8pDEarXAuVP66EdfE9ocbqxcLwbyHBJCLM9kFETdTKxF6YRxOeYbi++WkpVtAXLdtSpZXMzA/W+Vls0R59yv8Xfv/b9cr3Dn3KAaVdMdkt4h6X5JF7z38Ss/qhTgd1jSo6HsjnNuWo2q6syaMt8k6U2SNHxg13pNqFSpUqVNIy+r8r6W6GKSxadwfe/lFO6970p6nnNut6Q/lvS0yylnTZl3S7pbksbvuMFHmwWD81Yy3MQI4I4pTRgsJyLGFgzVUUIgFg1tE5QmGPDHlKfD4T7vMe1qDwGBhDnntYkC9rHcdIvSxI6j4HChP6Y+N6LESkkPPQGOlIbM0Rm4jO5M9ZAT3BGCyZan0u9jeI/uobRNkLNk5PFMsCGQq52+NS1fGt3PPCux/OTGOb/TtzcGKgPTXsCXmgc3XkpAFe0MtOEwrzU5fiOpwjV2x2MN233hziQqMMkRnRO4nknDkMZWw9ys7Eh17DyaGjh7JI2fweSCxMQxi84Ms+P5HN0ljj6X4reUgIzSCaWJA/emDs/dmqTBhaFgsyykNvabnYPbawMgbU9OupiB+92bVYn3/oJz7i8lfYOk3c65oSBdHJEU88wdk3SjpKPOuSFJu9QYuitVqlTpqqEaZ7GGnHO/Jent3vvPZ36blPRaScve+98rvH9A0mo4KMYlfZsao/VfSvpuNR5Rr5P0gfDKPeHvvw6//9f17BWSNBhsFqudPOpsZHeMNAFu0yaW53vkCtsBP3SzNRzmEnW4eTtE330Q0oTVO7ddAyVrp1g6kCmbbqfgcBfI4UKSovRERNjI0Y+fIdZT6iQ9fkqBZ90gLdC7iW6R5GR3Hk3s6bmnpXou7MachqYYvCXibe3Ijxnnhpzq/OGmv7vvQzIjcPRMvEPpo4RSGyU2ejIZvTzQW4kYS5TYCMvBOWJfhpl6F5IlpePp2zJJpTA2M2N0h0qXE0AHXilIi0YaiEXAk4n4YZT66KEV59EkqGIaVANHkp458Y1J5UzpciLghy0cyvvquK1QGdXDokXvkPSzzrlnS/q8UvKjOyVNSXqnpOxBEeiQpHcHu8WApD/w3n/QOfdFSe9zzv2CpL+T9Dvh+d+R9F7n3H2Szkn63o10IIbeDyD6egDycDf8Tt/xlT2YbUKRz+YXMCNCozHbAJ5N5FdPETNqNHu7TwbwjomBkLhoFLDpEWengw1pCCopwnQv7csbMpkIKaqcZm4GYKDJZY1oaRTHjWU1AL+NQZXEjGiMuVjal+phLIFxu40HLKPOMTZLcP1ldjmWwQ0qjg8PvuGCamfqEQAaYlOiv//urzbPzN4EGHbM4ySSHxHzKGdMJpgio5+NyqeAE7bj0bYx3sQrFKC+OQ7r5as3dWNDv3Ab1VqpDyah0d72ps61VWIu6JbLNsWDzXXYr3w8yuaQ21IDt3PuhWoY5u/13v9huPc6ST8THvmF9bQ+zrmXSfpx7/2rnHOvl/TLajQ3w5K+JOmfee8XyiXk6WJqqM9Ieo1zboekF6jZ/Bclfcl7/5X1Cvbef07S12XuPyDpRZn7S5K+Z+NNr1SpUqUngLZIsgiM9S+qwd+L9/ZK+jk1e7CXdK9z7h7v/fl8KVn6fe/9W0J5/0GNVuhdl9q+dV1nvfdzkj56qQVfKYpSBG3aPPn7QW1gaMZPtDlWyXLu5K4MvlHgahjxT3hkol/S2G1URMHd0OSe5qOFoCLDUcERrI+3w8CvAtQzn2F55MyjOsmmlsV75HbBCZp828FQXUpas/PRNKid8bw7akS/lZIr5rKJAs9z3SZAj1hJQHCN82sSMhWivU2CInDMlHKiwZ6w79O3FoIeMdfMnz15vKl0+vbUEIPZRKRjSo4XoObBhzBxsvmD3D9peBEOB5P5cSDFdcHyjDqsEFzJbylKGXRw4DdIKHJ+1KUkS30VYYnZ32xkDi/5rfOG+p8l/ZGkF+Let0v6sPf+nCQ55z4s6RWS/j++6Jx7hZqEdAuS/nuu8GALnlQT33bJdG2CnFSqVKnSZZPb4D/td859Cv/eVCzRucOS/qmamDNSP6QgEMMN4rtjkn5L0nepQcC4fk0Zr3XOfUaNKmqvpD/ZcFdBWxaUd6Uo2iy6XXBG4PQVdZng5mgcLqWTNKImpYJMUJGRQnp5zshQeMTkCuDPRNskwmcJwTV2cbB9b215RkIouS9GyYF4QbwmB86gLbjAxvaZ92AMJUdPooTAPk4+1Fhxe4PJwjwGH2m6h5b6aFBWgz68ZFztck6JpzTU7iPp5J68Qao01oQgWdnZVJRJx9IiShnLRnKgtBWC8mizQo6Q5T35vB8kSgh9+w+FCGDPiAAAIABJREFUJNqsIC1wXdAAH8eb42Hw2WivIcgb7SjGrT38D3fznCF+U2njaqgz3vsXbPDZX5X0Vu99j7hzG6SnSXrQe/81SXLO/XuFWLRAv++9f4trCn6HpP9d0tsutZJ1l6Vz7tne+7+/1IKvFEU1FOHFTQ7ueB8TTG8j+r9z0RKzh1hNvaHmmoeC2dBRHjcis5hjfWYzxiaEzalLlQCTIq22rxlNzeQypUPQfNBQT0V1A9VKpY+bxDkYmw5YSdcBxA5qIwNix2Q/j6SOTd+SHjr+kqZD9vBJ1/TEmd+Z6jTjAIpjRpwjqgUZS+IBAkk1mEmcFDYwjuNu5Co//5TEGfAwIOBjLINGeR5UxhiOcWBGQ85ZbB+94Yztlwm04OVlQDdxGkQvLcLZ0whN6mBsqN6NBwcN1lQ9GdUi2mGy6WG93Pj+o5KkB/4Z4A0IUe42vrNvmDahSOfcmyX9cPjzlWpsEu8LB8V+Sa90znXUSAMvw6tHdJlmAe+9d879iRp11+YfFpJ+PYD8/a6k3/PeT6/zfKVKlSo9OWmTgvK89+9Qw+VHujVeOOd+V9IHvff/KRi4/y/nXHT+/0eSfmpNcV+WdItz7nbv/f2Svu8iVb9UDZLGJdNGDNzf5Jy7U9I/V2OJ/1tJ7/Lef/hyKtxsymWtImx5d7jNBpAzWUVUbK+QSpVcf7wyEgSMfHTLNfDOcKON3B9dXRklbp5l3mXMFrnTTpBgyKEz8peifRECGqJ95O4ZW2HUWtS0mRShdIdtGjgOfKRuLz82fO/0c9modBnHrJQY6sIdUKngPUa1Mzo8qn/o/sqo6IXRPKx3SZ20M7isMh3ryRekwWGbbv5AijV95FX7tJYobawy0h11j5/JjyXVWrGtRG+lc4KJDzLqxHRt5ilIH4NYW3u+CknwtvTizmPpxaVdwKMKUhBjchjX0cG3xL6YlMLpUqdfFtT3BevrVsRZXMmgPO/9Oefc/yHpk+HWv4rGbjyzFOwh/9k5tyDp45Kws+m1zrmXqhmlo5Jefzlt2ZDNwnv/Nefcz6iBAPk1SV8X9F8/7b1//+VUXKlSpUrbkrYYG8p7//o1f79TTVzbxd75U2XglLz3v6tGK/S4aSM2i+dIeoOk75T0YUnf5b3/tHPuBjXBI0/YYeGcNBSkiBVEcOcyWY2CG1o4mFgDBs4xsMfklKCuuNM2jEY7hiQNzebLMJJAuKaOnyi3xIxyBZHXpPpcbv9OmwulJKOnNgl+Up1nn9FwxKVAqM7OfJtsjoXm3cUDbYlKstwro6IpCfiMUZNuoiyD7zH4zrR7ot1u4kExYHECuUPEtKDLeSktShRs085HEOEN1NmHX52kiZzNjM9SWhzCszTWH/gsbCNA5R2O84eujMyB40eAnElt28tLHzG3Bm0MM7ekhc01NHMz8a0g0QWssGW4fnOODGrvufxY8/mYmIzfoHE+0ebTVphBtgNtRLL4t5J+W40U0fdr8N4/FqSNJ4y8TxHaBBI0NBThABBROo2NGZuqydKGDZYR3MNhBEqAgYQaL2Xk644GA/IK3gOkBKFEuPD5IZko2rA/mM2YqA6EQkc9DkZyqmP6Kh+MxypiNRiRO3kChuWD6SuOGzPVUKMzgNa4PTVw4oRvvSdZtdFoqJNeVPu+kHbP809Jg5MD+JPWHkpNeVR1HPhsGtSzzwJIIaKv55Fk5/pPpPofe2mjPyGUhwFtxFjSO8gk+AljTFgXE/uDTZJxFkxixQN+8brwbeCQWSaESkGlZw79Jd+6b9Va+fdKzhHRi6tX8tyjkwkzABJhhgmS+t8jfjdMxibv7F4V7uMi9J2SFgOCrJxzA5LGvPcL3vv3bmnrKlWqVOmqIrcpBu7tSBs5LP5C0j9USmQ0oSYc/Ru3qlEbJeekwcD+rnYT62GwoYJIPXKBap5UhvHrN9wL3RHx7lTwXT8L10AatTt5aYISR5RsiClFboiqsdWdkGDm86J4fNdiBKX35m6EVIDYTUaBm/SZgftbhOhv8lBDDTU9kZYQDf2RmyUG1OKB9CwNtFaqoZtyuj8Xkilxvk7dlSqkNDGBVKrMk51L5co4gjPPHmr9Lq3h6HE/ShNSUjnNYqzJuVN9xmh5rpd+Du4d+TazHQTn85ibKE1ISfqwUmu+vB2Ppcb2jPME3IaDFFZSJzK3FfvL+Ivx0wG6fjdUYBTACjESnHfRQSVqBqh6opv3VmzsVbIo0liA/JDUwH845yYu9kKlSpUqPWlpC7LvbQfayGEx75y7y3v/aUlyzj1fDaDgE060WThjhcZ1kCxyXG+rPI6GYXfSZeTuKU2YR+kCix/GT9Gt9OKBggaufDEvZVASiFITudASR00ucwzZQjg+/QAzcNGThLAGjhANrbQ99A3baDKlCRNkBddezs3OU3DLDHhJBr8J/aIRlUmH6A5Lm0+UtkwqXXDolHCMJFCITJ4LtoxRSG5sK8sYNhhebXsNJRI6L7D9NIKT62YK2AjbPn46/U6MKpZdwr+ilBGljwilLtlxMi7pCCzk2opGddo9dh5DQqbD+S1p8lQaeCbUcsGZZRVG+e5Evv2bQpsUZ7EdaSND+WOS/qNz7jE1W9T1alALn3CiGopBxR7eUNHIbAzCBhQvrwriZkznqlgOVULGo2Z/3htqaT/K6EOG4NnRvPcVD4sdj6T7izCexoOL0rGJKl/ObyyMkTA5FEZjm9K96VvzOSyMsfuxtHuPzjTPzx1K71HdlFOjSdYIvbw77baxHgNuyBgPeOjwEGEf6NsfN3qqfOjjz9gPbu6EUO8auJbAlDCzHOexoE7iXEdYDgtLgjIwRw7O/uwDMyTGcTXw8lBfEZ6F671DSBPcj55HJTgatoNjw77Hw4X9XtzHKP90n5HzRAIw30coj2CZxrW1x69ic6h6QxXIe/9J59zTJD013PqK9371Yu9UqlSp0pOW6mFxUXqhpFvC83c55+S9f8+WtWqDRDUUgQRNcpIglQ8UuCGyTqVIXRvpHDgZGKwZBc6VZAHS2oZPEyvRbbd5La2C46SKKKqh6DbZmcxzp6xzFSqpQfQ3+rdTxUDOrRS7cPrr6Nsb/iuMu7mPj68Ezx4TBuViL9ZeG84P14b7dGv+l8UiIlF1l8ODIpk+loAfQeTulzMSHdUovKZ6jZJUltBHOieYeAQuv1LEelb7QmM92lRIzhQTYA06fieQnh9LgzZxNIl0009JHxnnaebmoIaCipaq4E3PwX0N00aC8t4r6XZJn1HS9nhJT/hhUalSpUpXmqoaqkwvkPSMjeTDvtLknO9HcJPpWQXQTcSGMu6yBU6MNoYi1kynrbd1BUmgV+JwYiBhwQWxC4wqk4KVhk8G/AU9L7n8UgpOMWUryqOkEsuh2yvrnjid/qBBehg2gRjEZwIJmYgIBkum4+wVpKD+GBeQd+mqSbsHbRkM8ot2iEXamGhvABXReVFejDBmHXu/mIwMJ1+UxBODJYYvMNbDMWWQH20+JYwvY0dx7fLocsvES0wXW4LfzyVFMuuMiMDGeQPjHvwqaZdZ3pOepXv1zM3Jt9uk5x1q953OKSYQbwuSH2013MfVShsZys+rnUyjUqVKla5N8hv89ySjjUgW+yV9MaDN9nlh7/0/3rJWbZC8d+oGVyXOjckd4qL+Pd2ixwXToBqYDXDjBsIjlEc9K9FqWTbhNAzEyM74f35F0b4xcobtSNcmaU+QFko6cus9kq3ScLt9by0ikWKlzN5IN8t0f3G4LYmQk6W+/yw4SHKk9NbJpW+l99XCdakdxKBiu+lKSkTYGJBIzngCXDy5ccJ2cA48ONzoCkpb0YmvhzSB+Row6MDt8SEEDV1QbdrSdM3+jmbwlCitUSKZuZnBkOmZwQWuZ8xBqIeSuXFlXs3fJ8bT/PXNHOQ8miRri7F2srynVRwHZyRprMMtSIRU1VBl+vmtbsTlknNeg30gwdSVXI5cQnYTJ2p4jps4NiqTW7jtDmuMq4W4CKqeVnbjUAqYUKUDh/7vy/uwgS1y81SLSi6Zg9hkqI4jMJ3ZsMPGZ5LwYEMap8oHah5uzMs7oytp3qC67wupAzM3IQocm9lAxueOGz43dKoh+F7OlVRK64EqEG7GSzfkx5pYV8SVis4HY/idbtSD7AvGgaq+WHYpRsEwOdS0oGxGcO/9cjNpdHvuFsJpTZQ3Dv0xxMbE9TV2PnVgZCYNzgWAGFLFNX074zJiB9gXjAHUTfaAbR+CEoznBbf3LTFw18MiT977/+acu1nSnd77vwjR21uduLBSpUqVrk6qh0WenHM/rCaf6141XlGHJf07Sd+6tU1bn6iGGoS11rjOBiPz/GEY9s7AuLavzfFLFvK4A9TZGOBG4zXVRqUESuRwIndFaWMY0OZEtOV9YyymUT264mI2B4FKStdeRh0zCG0HkFUjls/UI4Cz3p03gDL9aFQxkIw7JdhhBmI53CfUOCGvI9osuehivwjPzihvqLAiHPm+L6U+nn16ahOjzSk9EeeIfYtSC2HOTXAgjedGwmm7JxtUVRjUl5EnaZjqGvSX0tHZZzT9oWqHEmfJ+cCMMVSHo9PNXDPQUocRUId203GAKq6oQqL6ko4WxKIyaMmFoMv+s1A9GQP3JkNzOH/tqqE2YuB+s6SXSJqRpJAU/LqtbFSlSpUqXbXUcxv79ySjjdgslr33KyGRuJxzQ7pKBDHnvIaCmyxtFo6sSrAL0MC8vKfA0QNTxnAPBtEyGLi5GOgVS1dDItfC7hElCiLXliQcE6TGeqgIDHWSK1/Zna7JbZZogWilgUufuSVVYoQ1cPzLY3lMIbpG9t/DWC+jfSYwDmWMzKaBXzjY5msMEi64a8KvkCPl+MV3z9+Z+jgJtFq6qRqDNMomBlXkgmmgpyuzcbUmd0+Oebn9LG0qE4+hfZBgaNSmDSTO49g52AFgsDYBhqUgVEgfqzvac1BypKCzwHKmTSZFMOrmuuF6IuXeNS68DK4c2vxN+1qVLDZyWPw359xPSxp3zn2bpP9J0p9sbbM2Rt47dQI0OYEEByiGhsOiBAFuopuxrsyC4H7TL8dn7tlESD3gPTGGIx4GVEMRSNAkPIKqiB8ERfEYV0C1DBPorBa8qGiM5cYRjeAGNA8HDg2M9GRZNR96u80m8RLGd89XYey+OS3J6VvTdYyj6BjAw1QfM9tRFUTPGUZLR4wnqmhoHKbqxGzeBATE4Rw3MJOlj85hGQ8eSZp6qJ25rjPYHseLtY/zYTMJOlOuJO35aiqwN5Lu5xJXNWWgntiHDFaaZMeDRvqs/gI/lyLWmRysFJM0PBvKgJrPOI6UgqAeD12jh8VG1FA/Kem0pL+X9COSPiTpCc2QV6lSpUpPCPlkt1jv35ONNuIN1ZP0W+HfVUVUQzHvdi+jIvIFsZec0SDxmVgEOOzIqNDATa5xFdIEOZBspKvhrvIqMJuOFdcmLqIpyBhUifpJLjRdGg58GJLD1P3NU7NHyG2m3wcKxtBhGJCjyyy5axqYTczFMzk56dIgk45Hd2P8ThdUqBuoChqHey1hwiPWFHGLTAQy6hkB0iwQxU0cQGzr5PFUyCo4dMaBUDo694wMmi81J4yyR18O/VVi409/XRIdqcaJ65wuxueenhYG+0h3WIPJNdzm7i1WWrpmv0o4YL6vMm07fEh2Duia3DNG/7YqcBWxUL3RfF82jZ6EB8FGaCPeUA8qMzze+9u2pEWVKlWqdBXTVmi2tgNtFBsq0pik71HjRnsVkOtLFB1IFsxnEY85i9OEIkoImyCelJGrpqueSaZU4E4Nommfg6S7X/69UqKmdTmmAvdjuDjaJIDfM3dDMxAMhLIJe9I1DaomkVCQIoYRDby0Jz1AI7mbTe+RG8/hRBlDO3TkjBQnF7+Mlcp2x3FwhUBGM3cdrh2sM3w93XAdUVDXEssegz2JYxalRVeIzmYZF+5M0sTUI+mFhf2pUVHKMBIT3JRNLoqJtpQkSTsfzbhGZ214a4IGGdnNsYzj3ss/S4cE3jfItYzsdq0m2T8GrlExYAtoI2qos2tu/apz7l5JP7s1Tdo4OXkNDbaPeXpDxRy8A0gANILNieIto5tNch5GgYZiGE9hMpsx5oKxGhkQthKHwoOI7aOR3OdA3ZbzB1hJf2pyhOPgivcJsSDgSBpYEWrucH8pbNgL9EZBOwYxTnu+knat809BNHeuj4RhgWqMMBs2syHaR7/98K6JkMZYO0Ju7Ew7ovHxz4AaGuh4QpMAMoSeYGYNxMc3EPJKryYmiWLmvXiAMukTvby4ARtIcYz79G1Q78bxKagKDdQIvdBwGR0isiCRsoZq0z4emoShIexNJK73moN702gjaqi78OeAGkljs5MVVqpUqdLVT09S4/VGaCOb/r/BdUfSQ5JesyWtuUTykrqZ4JehIRgZR4MBfBSgczTEdfOcx3rpVo2LLA3cOyDVQEIYvdB216VRu5ScyYAYUpVxmvEhoTxCrENSYGzAElQ0lNBpcIxSFZkyJs1hDEfJAN+vI4NhJVkD/OnnpmVIIy7jHmL0MFVZBn68kKiJnKpJHZuRWiZQHzGtinE0GbA8GpjpQMC5G7nQrluSJk8Ex4Ib4ViA9nNshg3UeFpzc3RKCNIRcbh6Q+n3sXNp8s4/LXWmU8Cjimuf3walWbrcUqri+EU335LDCaUTri26ZWfT5pbsCFuxs2/RYeGce5mkX1WjHD/jvf8H4f4rJL1djcz52977t61Tzi2SPui9f1Yo8wOSHlTD7J+S9P3e+1OX2r6NqKFefqmFVqpUqdKTlrbgsHDO7Zb065Je4b1/xDl3Xbg/KOkdkr5N0lFJn3TO3eO9/+IlFP9x7/2rQnn/Wg0qx89dahs3oob6Xy/2u/f+/7nUSjeLnNS3WSyvQtfdHbAPaQ1OUzHFJbkal70/FJBfu4j2Jpc8cZyw2YzmBeceimYgHm0gxKJi1DN1v4xCj4uXEeHUxTOYi/aaFQTxLRxqRxsbgzWMyYysdQVdcuTMmeqV7rIlWHIitZJTjQFaDEBj2XyPum4mD2LEdTRws48cpzFY6kxqU0gTRKDtv4tpOfSJxAKffH5aJJTMRlHPhRBNbtLtFrCwBsHRX0AUOm00cQ1cuJ1eHOly8UAekdcYxGnLCJIwv41ioiQzZm0p3GCGFaKvOf90l+1m8KOMBLsV7rIoeou8ob5f0vu9949IEjj/F0m6z3v/gCQ5594n6dWSzGHhnHu+pHeGP/88V4FrYDh2Srrvchq4UW+oF0q6J/z9XZL+VtLXLvaSc+5GNalXD6pZond779/unNsr6ffV5PR+SNJrvPfnQ0feLumVkhYkvd57/+mL1eEldcLBMITseJ7W32iQNmJvO5paKnskce3Fdyk6j8zAn/5gfqPnYRGhxhnhbb1vqEbBezhcjJExqOI6BfhpY9Cn+oX9hZdUVBHQWEu1gYM6xKh8cEDFTXoFBlXCXVNFY+E+cLuLgyZsHDuOp4GaRz4Lbj5DKIMR19msczSG0ykAdfe4aUGVxbIjA8BI8uPfkA4I9ovqvSWgrMVnSp5COx9MZc/ekndmWJ1K1+OhLcb4X9jc2T4ewvR2GwyqVzJHJbXcONRJF27nAR/e485DrywwFDwA6FU3DviSc7sCgkMBfmfTMZouzWax3zn3Kfx9t/f+7sKzT5E07Jz7qJoN/e3e+/eoAW59FM8dlfTizPvvkvQW7/3HnHO/vOa3b3LOfUbSPknzkn56wz0AbeSwOCLpLu/9rCQ5535e0n/23v+P67zXkfS/ee8/7ZzbKele59yHJb1e0ke8929zzv2kmgjxt0r6Dkl3hn8vlvQbyg9KpUqVKj1xtPHD4oz3/gXrPyap2YufrwbNe1zSXzvnPrGRF4MKa7f3/mPh1nvV7KeRqIZ6q6RfkvSjG2yXaeB6dFASHQZXwr2Lkvf+uKTj4XrWOfclNafkqyW9LDz2bkkfVXNYvFrSe0Ku708453Y75w6FcrJENdRqJ7H6g5AcVl101WPEaF7FRM6dMOFMRhQ5KWvYo6SSnmUubS6wqHIiuGBnJ8toSyGStDoFddh8W4VFyWLHI+makbDk6HZ/NXFoF54CLn01tl952tHmqCVpx1EA/wWf/ImTeRA7Zk9bgHpo7Cy4WkYjh+bNDeeNv+T2aKynBGM46cC1UuLk3FEi2vVA6sN5jhO49JjcaO4mGnnT78t7Mb9QiRo1TxjvkfPpHiWF2VvTezsfggpsf+F+UI1xDlbIuUOaJdgfHQeMWisYk0fRvpzzhyRdQMIjqjDjmHXpsg71GtcT1wjxrTi//TgqfPOUMvxVauB2zr1Z0g+HP1+pRmI4672flzTvnPuYpOeG+zfi1SOSjj2Oqu+R9EeX8+JGsKHeI+lvnXM/H6SKv1GzyW+YgnX+68K7B3EAnFA6eHLi1uFMWW9yzn3KOfepzswG4FQrVapUaRNpM7ChvPfv8N4/L/x7TI3H0kudc0MhwdyLJX1J0icl3emcu9U5NyLpe5VMArGsC5IuOOdeGm79wEWqfqmk+y+n3xvxhvo/nXP/RdI3hVtv8N7/3UYrcM7tUHOS/Zj3fsYxatl779ylHf1B53e3JE3cechH11kWY4rsNOfh8Dw5J5THYG9IAsPTea4/cj4DoiSQN1ST6GobXVyN9JJJ6CLZoCNKEwZOPXCIk4/BbXO/Wr9LlpNltDE50vlDbfdGk+IUXRwvSAIxqU9vkG3OG6FHi2laU8Nj8iMaS0dMvu5UHm0JxnhK+8Ri29WV64JutvOARz/wmTSAZ57TDiAch0PiCqSCEbhOk3K4SJw70tT95LTzfZxHOtg4JnHsJOsKy6BH2gdoAxlFcqYY5c85WoU0S3sD7T+0gXBuIhl8NiL8Qroz8PsZdGOTXGqraSuEFe+/5Jz7U0mfU2NZ+m3v/eclyTn3Fkl/psZ19p3e+y9kiniDpHeG/XStgTvaLJykaUk/dDlt3Ghw3YSkGe/9u5xzB5xzt3rvH1zvJefcsJqD4ve89+8Pt09G9ZJz7pAav1+pEa02U9yqVKlSpc0lv2XeUPLe/7KktcZpee8/pAbt+2Lv3qtGbRXpJ8L9j0ratRnt24jr7M+p8Yh6qhqL+7Ckf68me97F3nOSfkfSl9a4194j6XWS3hb+/wDuvyW4hr1Y0vTF7BVNHdJwtFnAXdakVQ0TS/02WUzjIgupYBXSBHmh6DprbBCwexiuAy+a4LrAMNN2YmAzCq6L5IyN222of+H6vF7c5MHIIIBKVnc/Mh3aDK7RcKQmIQ7rgXtj5D7RaKYQJd4SOUgqRhcOwA4Vgu52PZBEsJmbE2tMd0ojpXEOMoF2gxl71Np20HZz9llpoIy3TpByJmEfmANuB6UMEuuPSYq4JukSPH1netZw4yiDHHjsO/OZmDWEceL8c97n4EkVbQH0kuOcH7w3iRNnnp3ENHpjRaypJcw5YWWMdEfpBJAlHUxqTA7FgNTeCHFYrk6bxXakjUgW/1SNveHTkuS9fyx4N61HL5H0g5L+PohAUuOy9TZJf+Cce6Okh5WiwT+kxtBznxrX2TesW4NXPwd3EaI8XFtAvrzbpvPtDVhaA2I2tvGVYjZ9niehvA4PGW5UXOsmshsfrgEbdBuqT5JWc1g6zRv9q2hkNthQIFMe81132geUGTtsENzcSeZgy3BwszemA4IqEgPIh7KNOzTKiX3oFYz4RhUDgyrLJgMSnQiWkFu8hC9GAyy1e92RtgmR6rDRc1yfeIhu1HD5pdtrJB7YfM88i0uDMRadApgQCeNx7qmjuI9q0K35Q8HVfZ6NzjufsC8cy/GzQGgIuF09tIPfv9+Cnb3CfZRphbYF5wixVibv/X9XOTzmWzPPezWRhZUqVap09VI9LIr0B86535S02zn3w5L+ua6WREjOBuNFGiQSbeDoGNxGkZscvdEgkbs3BuIgqRTSPBpk2IK0EKORXQE3yRjdh8jVtg3tUuJ0aGg3IjzcH3ceTZ2Zvi2xa+QEI0JqKTq3FO3bYeBeKI+colWXoC9EpmV5YEtWMkF0dAkuocuSIx3I5XQuoJIagzmRWtf5YkzSH8zBjmOp7tmb8mMy9UgzN3OHUqOZg7uUltbOjWs94yC+EP3WtLugquSYRXymUvphk7YWzgc0dsfxI9aYCRQ0wbN51SJdsPvtoIhGiXQLgvLqYVEg7/3/HXJvz6ixW/ys9/7DW96ySpUqVbrKyKmqobIUQKz+IoAJXn0HhJc63YYLQ04XDdCoFeE5ChElRG9l4BSNmsZtdDC6XObLMwbE5TwLFoP1HCF7yAAxeAxlDMF4aeA3YqrXAoYRJaOzz0xcK+FGGPzX58w5pqU0mcYw3nYFZnAbsajINTJ4jbhJVipo98Wk/4S/BzlZGnFXMwFpg0j6RHdUSieECSEaLfsTnx8H3AcD9M4+B9IE7BBcL2ee3caGIkaVqY/rDOVxfOIaGIV7M92XKU32ChAeRHvtS2+o27ihYy0wGHIcMC90e+23GXM0aKBkWo+22p3l8vmtD27+zl4Piwx577vOuZ5zbpf3fvpKNWrDBDUUgQSNgTscHGbjxmQv7c+rdkYQZ7GyJ+0c0Zhc8iriBlbGfmq/x41xCJHd9NBizAU9ZqLqyxws+OiW6TiH9k0BTmzhENod2mI2Hh5gKI55txlT0QsfuslOxxcxBwRcNJDxGYwk4lyZ6PEz6eFZxI9wY5k4AZVKODioYjIR2VAPLSB2gfEo9FQaD2XP3preo2eSmVN6HmW8f0zucWCNMVaHHkncsJXx0GIWRE6eAXYs5FU32RQXouMD6oPaaxUMyih2C4JU9vtoAArRfKjaiMPFw8wgKsS+8wzi9Va4udbDokhzajyaPqwGhEqS5L3/l1vWqkqVKlW6WqkeFkV6f/h39RFcZ5lelZJFDBi3XHye4x+EgXhldypveDa9HCOnyd0YI99A/r5JBTnU/t2hoMqcAAAgAElEQVSmC00/DIObNMi1mZzeph1UU+H+MFQ+czemsnc8ysY2/5n4BwpmJm90wU01FgfOjglxmPOZfbTowOk6qpPIie84BmniplT5CCLCqUYh/tGO48HfH5hDlFqY+nQEXDJjHYbx/Oxtzf/k/pd3p3Yw+ZVR3aGM8VNNmygZTRSi8seO5l1kTQxMiG+gBGGwsNq+IZLWSliIhwkOBVzLlFQojXH89nwZebyD6yy/H0oNw8t5yY3qKbY7Spe5ZFZr27cp5KsaqkXOuZu894947999JRtUqVKlSlc11cOiRf9J0l2S5Jz7I+/9/3BlmrRxcs5rOLDYS7BZGNfZiDq7AVTKruHoE0uyMpXK60dwFyJ8yQGRg6ReOeJOMUqcNITobLr8DsEI3cnkuTAIugzgY/AVjKRjZ9I1XSojVpOJbiaXDx34GLj4JbiyrgTXSAbWlaKER8+3uVfJGqdtUGUsL6/DZxmUCljn9G0RFRcG6SPpd4MlxgAzGtUhOUQ9/+qu1GHakBi8SATkvY+k52dubga5xKHT5kL322H0nThMPojVtAlQgjVOEMwjYlymMZbBBkKpsESjSB27gLwjsR7WTcmCUhLdoUkO0f/RFrlaatIWiAFbBfdxtdPFDgsO/21b3ZDLIS/XV0NhTRtvKB9gQOjtw8VpVDcogyofbtL9TdN4PaXrrsnvna6HMnDkRg2ABdgtGMYJeW4/+lAeoa95Xhaulw6ka3ok7flq80XPX5++aHqxcJOeO5xXcfRzKRfiM/Z8NXWMOaeN5xEjsUPZ46dTB6hWKnl/Le9N1zSYRg8hguIZzyM4BXDMuBZWdrVVd1RZcr4Yf8My5q9PfY/eZFS/kIGZA3IaN1JzCBNGIzSFxmYe9CbpFIzaHEtCpKyG+Zh6KA3w8GxaiNO35cPh6WwRPc74DZrMhji86bk1jIjvHJgk17IvfdSbRFUN1SZfuK5UqVKla5NqUF6Wnuucm1HDf4yHa4W/vfe+EGlw5cjJaygDIOQzUbkre/IzXAJkK4Hs9UtmBC3jAQpGw5K0kF5kOxAPkEl3KlmutY9zRInKwIvnI2GHoSrgkJ15dhtAitym6S/dLCm1BO7YFViO5T30v0Q9kFoMfHcYMxtNDZUFgOamHk6Tev4pqeH0249Q3j1EyBuHg0LOdqr6mDY3qrsszHn6ffJ4em8ebsqM0I6TwHaMncpItWvqoRqUcxBVQYRyJ6S4SSNbAK8cP0MVbFPO3A2I1RnmtbLXnPe+WrAg1eTwrCTrls3o8JRXPS8xbUWcRT0s1pD3Pv81V6pUqdI1Sk5VDbUtycupE2wW3RLqbOAQmczIuIHiSOxluPW1z2eDfApupWsa23rGBvMxwhu3CzYQ4/IbONgNSUkom8F6g5lALF/g/oZhkDb68sk2V1jCkSolU+LzNEjHMaZzgrHnQLd+5tlga9EkGsyjjYZlEK+oxK0TGp5tjTYOlsffp+/AfaKsorx+sCbW3gokD4s0rCzl5pqOB0wSxDhVi3+Wrjto33i3vfgpQZj2FYzA8XlKzJSqc0GAkl0vnKcoZRBRwTiwbIXNondtnhbb+rAoqaFycB80FJpnqW7AuuqZw4Kqirhr5Z+1OSdwH95J/UOJ51cHHiM0No7kN2abX8K36u4SwI/tKPjIm4MhbBaDBh6dHihoB+MiMpHsxnOkYGgvHRxUG8VNhp++0TZSC1EApuMBEK/peUaDtYEuLzgz7P9squjc0wcv+h7XGSO7CZESPcgM9AYPu+X89eqOdG2M0+GwNXAaBbWhIXp8gaFY2R2cRbCeCAhJw7MBPeRch7bwQGQZVEOVmBxCl8c66e1oDNybLQZUm0WlSpUqVdoIVTXUNiQvp27GmD1AaSNwJ8Z1tgAp3isZblFHN5P8aPQsYjLge786BTGa4HbLbW6I5TKrHtUUJs4Cz0SRnhDlJYuTwRFCV3Y9kMZsaU9IKFOINF6hGgCqglUTwxFcU6EeslJXnpskF5pzh2U8BTlMutmW4iKsxNb8P38DpYm82oNqDUo7J1+U5j22axJQ5ATT41gy1oUxC1FNRmmDZZi5K6j36AIdo6/pMswYFKNaZD5zqsEyc20AGU0sTDvGQ5IGV7jOw9onBDzaxHzs7HtpXfQF/QLAZDGjzuOhelhUqlSpUqX1qEoW25CcvIaDFLGEzDt0nXVDvfhwn+jGSsMe8ZaMG6AxcDd/jJ5PNxcPImoX3D1xggy3G9w1SwmFTGAXIrU7kEQoKcX+0K1z8lG0j7m5l/Oc/uyNwCOKkcLo9/wNeS6vAy7TRBgH3KlSqlcDYY1ArMXr2py2lMaP2FC0A3CcJo+lZ2wgG+wTQeozXPl0XoKgwXfXg/k+xPYxEp5SxuwtecO8QdENU0BOm7p6SghcT8SooqE3Yp3xWaYzpYQwiJ1gCPhMlFSWDjTPExKdxmZKJBxXPtNbx8eSMPGkkit7XKOdHQXX2a2gelhsT4pqqBHs9As+fWEDg1F0zkfQmuxzBdGe6on47jLiNkrw090CzEL8qLyJrUjXbOvITF71lDtoCMi3cCg9SxA7wk5YA2y6Xt7bVhXw2V5hUzC5CjIfLPvFQ3XhhvTM+Am0qds+RMy8cBPEHMzcjrnBAbEKA/aOcJhSdcb52vFouqbaiJAgJnd0WBcGbnucG2l+M+OYxb6V4MI5dzyICAE+eg5lB+P01Ik0aMwyR6cFGv+XJgicme5HaJRVeL0RaJCHBfvO9RIPH461yWEBY70vOGCY8QnXA/RSg6HdF3KsXzb5CvdRqVKlSpXWoRpnsU3JSVk1FA3cPlzSRZLqGsMlFNxhqe7ou3CWuAu47ZbccvtupYwTIKdFKQPSBPvQgUG8D989UZB2aBBExPLgQpurZbt2HAXsO1bK/GHEtGCcCKE9GnCWqBYxCaXgCMBxWDzItqbrXFyBSaDDZyE5ru5sJ65q6gmqQLpwQorjfND5gNH1dBWNzgyM6p67Oe9uzMRVrD86GUzfmsY353YqWRUYMa2WgIUVXXQX9w/gHt1O07NUSZksjJibCGlPtRc/GkoqNmNkuo5qNROPUtiFdj4MpwtAyRt37XDthynhMHAnX/bjIn9tnhbb+rCoVKlSpStNVbLYhuSlfgT3IKSJXKCeic6m/pMTTx1+BtVVsm6U/d8NJ5bX1ZoI2aCHLnFUvUL+b4NjxMCzUM9gwXWWo2EN47gPzn3qkaaxCwfIzcGFEkmMiAxqoLX3tttpDK00/sNoTY5z/CQD5pr/S0i9xP7i/I6dgf6dRuvw7u6vpkLOPw1lYy3QmYF9cBk8L3LrOx6hXSbvojtCe1IYy7Fz6XdKECUbk0kviyRW84fbBm66wpqgUK7PAqx8tIeUAu5WMhH8knVgiNhe/O5om7jp/2/v3GMtu+r7/v2dc5/ztmfG4/GMzYAxEJ6O6xoi0oSGAg5FcdSgQBMFG6VBbSGUSqlAaVUaglRHTUloQSAXHKCNMBGJigkkQFtaGmioXQIxbwwG4hdjz/PO3Oc559c/9lp3fdacvebese/reNZXGs2++6y999prr73X7/n9ffTB5e0HXpGcWdSIpo+nzi7sbCb63P6CV7uzxl/2dUrKM7Pdkv6LpKvUfJd/193/IPx2s6R/FZq+faUaQ2b2Ikm/4e6vMLNbJP07SQ9IGpf0DUmvcffZ8hnasdZ1pCoqKiqe0LDB6v5dIF4v6evu/jxJL5L0781swswulfRWSc+XdIOkt5rZJeXTtOIj7n6tuz9L0qKkV11w7zTimoWZlosfLfWTKJ3xRAUajTHafkshsrR7tlBXSIhYoXRRoNAgssiOqDkUJEX6OnihzPfAUMKwTc2DmhGpRlTg8uH2zKFmLCnx5yyiiL4BT9QkNI65MO4s3jNg5Bkjqhjdgr4uwd8Rx4fjNIYkMNZsYPgq/TgZ+244z9kr0kBOPZLOkTG8ZmHPw32SUlhrltDGMFb4h8j2mjHhBk0go66gD4zPscD9tYDQ08g6myXLZf1rl8azeZFFboXzwXfCa7PGxvzetH36KcPjzjBgzq3vvSZpE1mhKfR19kB6CMtsvplPEBr4OoTRrlM0lEvaaWYmaYek45J6kl4m6TPuflySzOwzkm6U9OGsT2Y3Svp9SbOS/qK132ZjkrZLOvFYOjjSi4V7WhiYyT3gLAsfLb6szszgJerDOK6QAxE/8GxaIgTMyaZa+k9TERYqmin4oe8UQipjG77E5B/qIIOWZH/s3naEV84HDqDsI17oNwv10GQSTVKsVEeHcAYufIzDbzELcgwYBsq+7roPJkl8KOfgJG3LaeiV5DU+u8K8WIrhy8wwZ7gxOZv4gZ1ta9Meip3VPs8c8GjDTPEQKswwZc4Rkvl1SsEWaN/Wj0FWJZKhyWk/8yxi+C8XyYzXi4JXieQT0+jkM4Z/z4g919pk5Bd00n1mdjf+vs3dbyu0fZekOyU9KGmnpFe5+8DMDknCaOp+SYd4oJlNSfpPkn5G0r2SPnLOuV9lZj8p6aCkb0v6+GpvgKhmqIqKiooLgPnq/kl61N2vx7/SQiE1GsSXJV0h6VpJ7zKz1dYMeoak+9z9O+7uanwfxEfc/VpJl0u6R9K/uIDbXcZIaxY0QxF0cNtE8/vinvZbpUSV+bqzUDxcM0i4dGSXlAn+4N3h9nnyVXsYa4lOnUlU8YAe+pQ5IaGdeOYkR5hnN8kNu+9rOnbqSLpgG124dA7VNPZHaZcSNaVoSvzM2mVSWxt1Oc1efWhJTK6bzbLNIVXPD2tV1DKJ7L6AEq+YB0mZFOAZ0yzCTTmWTO5sK9nLpELWC+fc2fZI+mNub3pm0XRTMqkSpQQ49jVqLRnrLExPrNd95klpP82j8Rlkx/F6HD+YUlkTPXO6h/lw6mn4nXxk62CGWgsHt5m9XtKvhT9fLum1km4NH/t7zew+NYvAA2p8GBGHJf3Px3JNd3cz+7ikX5d064UeXzWLioqKilUiJuWtUrMowt3fHZzO17r7g5J+KOnFkmRmByQ9XdL3JH1K0kvN7JLg2H5p2Ed8U9IRM7s6/P0Pz3Ppn5T03Qu76wYjrVnIc2d2BJPyLDgIM8mE/gE6uCl19wuSficmcxVmAyWZQuGV5eJCtEGD24iaQGYzplk2S9ZqCefFfWV1KRaoZaT9ZB09eXUjnWYJa5CMJ+DIzriB0I2dIaGPhXeIOfg6KN3TSdrGEksfA/tHrYV+khJzaazr4AUNghpCv2APJ71K7HdGmwIfyNz+9vnCREuFZ02NhcmLpLHYjhDZU0fSg8z8F2F+7ftqmgCLO9Kkm72MNVTYv/aEzrEzw/u6KGdL/xXBRMU4rnT+Z2HKKPXbH67u21wTmk106Pen+EJgzNbcZ+HrVfzotyV9wMzuUfMA3uzuj0qSmf22pLtCu7dFZ3fqks+b2eskfcLMZiX9bzV+j4jos+io8Xnc8lg6ONKLhZkvm6HmltIMJpFg5IZixnP28acTFR/dzGHWGW6TmZsYy83NFvVbyhertmtnJgF8ENsKFEnJdMP7YmVALkT8CG57KLU5C5dZJLcbg5OcL26WLQ1zUqSflqSTVzc3cfkX09f46PXpJOz/BPMKLi183EP0jE0M75OkBUTfcEHh86DTP/I9lfJAMjMP8j1oJmkrOsQPGaO/mL3OD/o0yBdjPWmar7Y9lNqePZzaMuIri+4jIWBYQB99Dr3kaZOCyBKCBbK8IbRfCAsXudW4QPC47fenA2dgkor5KMzJiXT2Us5zldc+R59IUhj5xvg+cm0fkRrcQbt4aeG32yXdvsLxf67GbHXu/g9I+sDj7+GILxYVFRUVG42awT2CYA1uOrr78JKaxfDBdBylw4wGu6B95AyvLZIMa/4y23upoE0EFaHEbFvklGIoJqW/lrDcUk4G+Y/ITLv726lN1DLo5M1CP7db6/42nD0Ija/gRC3G+0P7iBnhNPPQ+ZpnuuMkK4xZSWLNpdf2frfxaVFzy2nsU0fGYJahFhRNWfwY8Thme2elVwuhp9HpP4mo+j3fTQN1+so0IEuFZ0Bta+p404bvT4k5efYAAwvQPlySz4JjwLaXfDtNgKPXpQMyRoV+dOJTDWWexRp/2V1SrcFdUVFRUbEiLs61Yv0WCzO7XdIrJB1192eHfZeqSRg5Iun7kn7R3U+ErMV3qgkhm5V0i7t/acVryDURDLYL/XQrE2MIJQz/M9SU9nLWs8hjZyndM5YxnIM+iNI5Cr6MZamW2kTG69Qei0vJLSvvGqQrak/9be2SbMY7xZoSB9P+WHOAEnWpwE7JXh79A6eugRM163/a5v3SaTwPp3D0+WRZ05kjO23Tx0SfwPz+lrHkUNNxm4WHDvsVJGmAfo8tDidGzu9rfwZZMAMCKaaD7Z7+iMxn1eKPkHLpPgs3jQ5pPPNjP5Zuks+Ax2Xb1NjGh6/NErDsx8yT03YWLBKDO3hfhSS/R58LJulCmeOlncFysICCYdvSpPRCkMnjQTVDrT0+oCYr8UPY9xZJ/93dbzWzt4S/3yzpZyVdE/49X9J7wv/nhcvUCzON6iZJBZezueFsVo+qP4jmduC4CURUYbJHE1HmAG8PJDmHYBDb4dSZQ33SW9tmhHGkmsA9xCguOpgZ/cXj+GFmDD8RX95tD6W2rJO9E5E4C9i/7570hT32rOZLZJnZCIsjP5IPt5u1OD6RSJDjThJDOq8XEEF05kjaT4d43Ob4xmtI0sKljEhK+3kdQ+7M0nK2dPqdZiNGNdHMyA/vclU/zKddCHKcOcIPM8YP+RekGo/3s+P+9g86SQVp0huQ2JFFu8I8ouDFOcdzZ0WY9gy/IMyzIEkg+8/M+R0PppfiNPJ/YuTg4m6+j1ic1ppIUFqvaKgtj3XLs3D3z6nhNyFukvTBsP1BST+P/R/yBn8paY+ZHVRFRUXFVoJfwL8nGDbaZ3HA3WMw4MOSYqmbEv8JAgcbhHji10nS1IGdmgxJBEuDdiJBDxIs49lpBlhiFm7mvKRkjvDQTvwdnSo4GLN612wezkEpnxIcO5I5azuFvkYzVFYMqD03ICOSg5TO0N6opDGHguUzFym9Qur+m5ckb2gMBGhzAku5RJ1JtQXndHLS0gSRfp/f2x6cMHkc2gfyQ2J8/qBgemJ5V9YFj7W7z+nK8vhRGyPPFcuMEjTNdYOmwnrSJ5+OtpxbGL8+S5hmhI/NfwxHHkNexCRMSOTt6kOEZCnfOK7UmKiZ0WxIUyWfx1jQvDLywz24dsZMkDZPPD0NZl6+tblmZgpeRzuRSbKLtPjRpmVwh7T2Cx51d78tcq1M7J5e+YCKioqKtcRglf+eYNhozeJHZnbQ3R8KZqajYf8Dkq5Eu8Nh33nhSlpEj7TkLUsQHWeZww2SUcYomiXzDEuFGd9Ot13iz+M22ZkQOuvtTa3gYMxJmYaP5XHUFKhxsN+Z356lUML+TAuBb4L3SBs+Q4ijA77koKWNOctYJxNqpm3F68EZTr6l7bw2utRtbxPPTU2GJWwjO6p0TrY8xzKjMW+OPYNZTHpxL4Q6L2HM4lgyi5lFp5g5P7c/tenRUU2uM499Q1v4eUoFj3hfLJYV22R8UWyLOZeFy7ZwU2XnyJLv2jU3vj/0d8U2TqZmMjGsQ1LexapZbPRicaekm9WQWN0s6WPY/wYzu0ONY/sUzFVFlIgEx7uk+wgbpeebRWLQEdg+aWPuRJfkfKRSLoxoFs0RY8MxqTMq6onCRyarPzFsJnN8NPjBzD7AzOHAizSAszaafFhTmUSIPB8XDtZpuOQ7zbGsJ52ZSEofAtKb8NmED96S2se9h497qVYGhYg4PqTyYFvmSIzNDpuvpPYcA350mY/AqDtWNOy21LZg3gHNK8yy5werVA8kCgDZAsIxwxxpEz6k9sitGC0nnVNfG893oVC5MEa7TT/SPvfp4C6RCpJM8vRT4jXQT60jnqD+iNVgPUNnP6yGLXGfmd2vptrTrZL+yMx+VdIPJP1iaP5JNWGz96oJnX3tevWroqKi4rFj3bihtjzWbbFw9xLz4Ytb2rqasoIXeI3c/BRBivJO0Dwyi09WiQw/ZBm8kCBb6MoHNDFkeRFpM5PiMdIxLLdEVpiZPZbaJdkszyKAhG08N6VDOr7J8UOtIIpmSzBZsLIZtRaCkuqJp3dC/3FaSLg0X9EkwQxoSt17vtscPHMYjk52GeemtJtxOcHMtOyQPpbukdnSzJGgJrD7O6jZ/UxIwSEnheHIWV4MTEHsB0Ngp441/y9k2m7a7mIs6WSm03r28tRmPoT/jqHwF8XuCZi7GJo6c1UaY2oR8yGLnlxOzL5fRMAB3x9Sq0dyxSwnh3ksl7X3lZhryZfpU9Ne7295NUNVVFRUVJwX3k6vczFgpBeLjrmmQujsXA8cRGjTjayz2Ee7LcNb+9sKs6BFwsl8GswSZc1sJtotUosI222cU8qlsjaGWqndTk0NgtLP7m+n852+Gk2gEWUlSsNgbTsKezkKCpXCWzMnqcXzpn0TcEiTJZYaBHmMqKkcD6GT2x8qSKHoR8lXcMk30/6T1zT75yHxZzWuM+0ubR97DhzSbVnZBZ9FqXY3tY8Ybsq23ULIN89BSZvzb/+Xm+0TKAxEnxDDnk+Pp5eCfSKVfNQy6LcZg1ZADYba55mr0vZ4OAep4zNuKFLG8xVjSC0TC/c0A56FobNu+XqE0VbNoqKioqJiRVyca8VoLxak+8hYZ2H0jYWQGOnEUM1sfyERL1dVYjxiuzTHIvNiFEpLYSUv2GRL0Tw57xTb+9D5xs+kBqefmg6cQJQPaRhov46g9JdxJUFNM0RMtRUmygrVkDaDYa/goCIoBUefSq+QWlOkNIFfZgZhrbFf1P6oxWUSPetPHIWP4zKMX2Dz7U23S9pZZA+jjajZhPvlM2eI8dSj7ddmn5igFzUKUmuwHwyXzmhW8Hzpy4qaD30QEzPwD/bSnJs5ko7beV/ant83fI3cF5e2VQhZzmqUhHEfTCIpF9xQg9JL9jhgg4vTDjXSi0VDJNjMotle0lPp4I6FkGhu4gcioxRnxTmaVLigLLVMPu4qfNDVEhueLTK0qBTWoWwRIb15JDfMcgD44Uv7yXk0Abpy8iLFjwu5lJiROw0HZ3+y3Uk+CH2h85oV7Jh9bYUPAT9sl32psbsce076qmXEiSxc1Gv/QPC5xxDOQaHgUQm8H7ICxMzuKWSMLyETO4sUxod5J4sEHRm+Hjm+5g6khz71aJpcfHa9Fic+CSE5vgxv7dIc6+3t4+LCjPD5S8HTRJkJc4c5Ibu+39zDEnJeKGRkuUIwSdGJP4GqjseeG55jlp+xjmYo1xMy4W41GOnFoqKiomIjYfKalDeqGAQdltpEW6Je5mxmmOocqI13touW1Cai1OoF7qWilsFw3eVOsYMFaThLZOM1GTo5bNYiw2sbRbSUS6Esw7pcThXn6xYcqjRlLJEPKLTf8UM4pA+0S5CdgjTJ/Y9c2wwEQznz+ulpm8+GzLU7wD525nDzf4mLiHNk5w/apf+M7j3cL7UhG7RPBppdWEY0llA9ewihqbtTR3LTWPv5OK5xDnBMmZHN/lMLyhIccQsxuS9LnCSFPhMMMf+oYZ+6ejjUPStti/uiebJ/pl0T8ZCAO5hEIm72PlYH91ph5BeLioqKig1FXSxGDybXRAid7SA576ySyDRokdhLtv+x03CSTcHvAanF46kpchXmDiXLzNfhsR80CNNYz1DHYadx06fUfmlyOMmvO5vGY/JY+zkyaRLbrFGQ7iVtZ3QfWRjy0GFZmCVpGkjrQOme2gITASMnVG+KY4M+UaqFZEwJ9xTChjvBMM/w1yyJDhrCmSvbkyc7i5DuQxNqbl6g0CgJu9EvNIXnRTZYMt5SK8zmBedUmH9M/FtCzRYepwK9DX1tHot2gfqFvoQB/Vdw7tPBvhzkQPdg5lzHcdAid9+XBnZhVxrY5RBsalcMQ19r/3b1WYwqbDnaoYeZT4ryuFhkWdh8MTJ+nMILQ4SXJ+NmsnaV20skZnE31w9OcGZ7F6rtqY0nitTmuN/5y9rPYdmLORxPz4xcmiwyUwu5lzjG4R7Ig8hqdkXuLTpgNQxGX1khIo37x9ABLi7LhXywmGRO9wK1ev5hZsfieYcXECmffyXSSAsf9d7O9ggtPq9JOLizeutcvMO955nk7Q54L30JOMTh+jm5JUB5Z0f7uMZseEbDlQpQ0TGfUZRn0QItXabpbF2KH12cq8WILxYVFRUVGwmvZqhRhFmqwU3QwR2ljCx0lk7jLC+i3WyUU03HnAZIfBR1KIWiTVHLWO5U+3auwbQfulymlY74gjScFUXKpOBhM1mJr4q8TpT+sixbxT6lbTpo9301idTHnz6GNrhmSxhtqXY3Q2cp4tIcQof5YpB8ORfye2w3M9Ks1Ub33kbpLZ3jNM5qZg+bwXqZxtludiOoffB+oimtzxBUjAfDfPvj7f32TFMO52CIdFbqN20vod/KTGPNf8wfyZzuPB81Qb5i5DqLYe2ZprqOH3NXXSwqKioqKlaBi9MKNfqLxSAYVZl8Mw5tY3KyEW3PkKWVvEoZ9w6cf9vpyaQhvRG1aD+mA7yYiNemLVBqG8O1cYoitQClz2h/Jz9OnxIpwxtLki8TFYNfhjUEUE09Moc250ablnMz8Ys28keem6ZeFs57Kc4HnqhlibOQvMjsZkrxS7vSTdKpHp3nk3Bwz+9LbbMkxZl2lS4TYEMTMgKU6kJkzwNS//JY4XJkl2VSHn0t46fSRMoYd8MzZYY3kwrZv25Ba8meTTiW456F38LXkpW2hcM+ll4thXDv+GHaPws+MpK7kdk3XtP77c+o01n7L/t65FmY2TMk/YGk6yT9S3f/Xfx2o6R3qrGDvM/dbw37nyzpDkl7Jf0/Sb/i7oUnuXyu70u63t0fNbO+pHvUzLi+pDe4+xdKx470YtGRazokAJzttYcxBVEAABZkSURBVNhAhPwLzplMpV3Fh55zI9bPnuKXlh61wkTiwhBP2BK5MtSPQkRNRh8Sr0/nJswNWU4Ibj7LaJ5JF5oIH2mafOjUzopE0dqwMPwSE1yo+DtNT2yz2EIPYqzMB9PZ3OVcKFMTfpinf8QPb9OeGe3ZQtrnB5Ymx3TurMJbGJNJ0KwsXIocCZpaGHwAKvSxs82xfC5zV6SbGTudzp1RiRRMY3GRO3u4/SPeKRRhmjqG6yOnJtJ8kFRShUVhAfdFgWGZnqNQCOvMVaktM/5p4spzWTQELhBrHg0lrZcZ6rikN0r6ee40s66kd0t6iaT7Jd1lZne6+9cl/Y6k33P3O8zsvZJ+VdJ7LuCac+5+bbjOyyT9W0k/XWq8aTW4KyoqKkYO7lJ/sLp/F3RaP+rudykPIJSkGyTd6+7fC1rDHZJuMjOT9DOSPhrafVDnLDSSZGZ7zezTZvY1M3ufynGeuySdKPwmacQ1C5fUD6LtFFKMT3jStS2IgpSi+jAxZeakLm1FhYtGc9Ei1tkJEjUVHHv9Fs0hY/7DOXDuVg3iHMSwzM48stFBtz4GaTenuaZjkU7DMKbH074zh1PbnBiOmsCwBEtTFu+FuQT9rBwsJP0FSs/hXpAxnpHizbT3g45qFjeKkjkLEWXx/gXpsZNpT0nqj5rZ/H4wCSAceWl3+5xj/+K9Z1nsBU6zDjLuqUltfzDtP/2U5pqTx2CmgpEi1/5gKgKBJHNdzh5q9mcmSWh/i9AgJuE8p/a29xvNhDh1hEEN0GSQ5c/gCWbu0/S5PCbM2s/yLNZBC1i9ZrHPzO7G37e5+20XeLVDksA9oPvVlJ7eK+mku/ew/5CG8VZJf+HubzOzv69G+4iYNrMvq0kgOKhm8SlipBeLioqKig3H6heLR939+vXsyirwU5L+gSS5+yfMjNoDzVA/IelDZvbsULl0CCO9WHSMPosUOzmNTKzxbrM/800wNHC8oC5yuKg5LAUpjX6AzN/QnmyWaxY+fA2eg4lY4K7KHOktDj3y43TPMBu90CeAWkaU9ClhxpKfUq5NTJ5E+Cozv8PukmOXWkEPmt70UbKpDvtGMmczNuk8z7O5oU20SPEZMp8QLgPJnQ7zqR+lMZ4/2DSiX6Ff4ufiVGyhBo8FfSRp4kS6BvfPHoJWAwc3Q4ijZrZ4SUtVKuWaXuaXKfCUxfGjk5xa0ASezdz+4XBZSTpxTTOwHFPOM4ZaZ2HAcElmhaTCPXKsHfc4ttYObpe0BjW4zez1kn4t/Plyd3+w0PQBSSDX1+Gw75ikPWY2FrSLuP8xwd3/j5ntk7Rf0tG2NiO9WLjbMpHgJDxgExn5fQAzaPmh5XYW1VRoH1+kjKqjMCHbFghirDDpeu0vtC1h4eAiF3fjegM44En9kTn36aSH+yo6gpl5uwDTTieLZCk4gnv5uSRpEVFUWc0JOGsz2mzWCA/mkPm97WPGuhV5xcC02bZA5FnYuDb6RMc3F595OJ874fpsy0AAPo8sg3sGmclhk9neC1cxvAkO7mPp1WVE0pmrYO7qD5+vKBwVKj9meT4hd4LMNYPCosp5lgkJ2+K+9Duj3uZBZ07Q/EiK8lgfw2BCphlq7etZeOI9eTxncX+3Gsf1SrhL0jUh8ukBSa+W9Evu7mb2WUmvVOPHuFnSx1qO/5ykX5L0djP7WUmXtLSJ0VhdNYtQK0Z6saioqKjYULgu2Hm9GpjZ5ZLuVuNoHpjZmyQ9091Pm9kbJH1Kzcf8dnf/WjjszZLuMLO3S/orSe9vOfVvSfqwmX1N0hckITh52WchNcv7ze5erOoy0otFY4ZqRJSFQfutLPVDXsRCu9NYhczqrI4vzFA+aMZy0GPcZLtpJI81a5HcSs5wakHMsi6cLkqcmQN8QEl75fDgLO49mIjonGYeQ6ZZwDltJAQMjsczR9rDNjPpmjkhMENQ6o8SKSX3S7+VOvLItXi+hXBjHpuuQcd+2r+UESviHNBgujT/BK2FYbET+J3B7wNoPr0WWvyM2+phkGJCU8nMey2KtJS0mQ4CJjJNgRoH5xPp9PEeLJuCGAey1D7udMzT2R3b0MQ0dyBts2Z6Fi67DQ74fehr1Ab5KkHLmBhbRUWrC8U6hM66+8NqTEltv31S0idb9n9PTbTU+c57TNJLC7912/aXMNKLRUVFRcWGo9J9PMFB6ZU1uGlLZjJPp13qis4z/k5JjKF6dLRlGaZ2zv/n6WuW8JdpLcPXz/iqoEJkPFeU6HlfVEqC1EdJNitshCGbfoidwrgGKT6vca0VkSmI9NfE/6F5HL0OzKtMFCzIS0vUOCxqAthXsNuT+dfJUtvic2JpXgbMl0Kgx2fhswj/93ci63w/VS169PlMUXMezW2hOXdW2IqlcpGlnvFswbczoJ8nbHay8sNpe/qRdt/TAvxM0T914IupoyevSQ+BWkMb95Z0TunacA987/KkvLX+sHtdLEYRjIYi3QfJBbvhRR+7LL0l4xNJv+3304xcWkjD4XgJOsxBiB/yeXyRGC1VcCBmmaTxxSzW4OYCUVhR2nZ7+8KS0WZ3CysEzAYxpp0ZtIyAyjKXC5m4cZGgWaFYZzyrlUGT1HB0VUaJTgcyifD6q3+ZaeowmBa5P4sUm2z/qMZ7yxzcMPP0uZhlxH8MYAhO8rMw7cy1jzv7lNVeb6mat+1oukbMlZDKQQYZkSCuHz/SpVrlWQQUHdxcwEKfTj8pvWsZGSXnE07Hc+Q1xZsL8X3NXrV1iYa6OMmhRnqxqKioqNhwVM1i9GBydYO3bRzizs7xFGi/faJxLZ7uJi/l7KkU5D+xPbkep7E9P59EnP5cGqbJnU0oY28CoYt0FBeKFWVO1+UDKV5DwqSDsVCRL2/Tcj2axnAOK50P21FyK5kpJmDWmDyV9p96amofM8iZPU4n+TykUL56mRkKL2XUOLIiPVn9Z5iHkJ9BvixmeXdDtvvC/jRvHCL1GPJUMg2BmhLHuBdzEKgmpU2ap3JNL7WZDOMzdxB9Yjg35svEaWjBtFoiUzyai86izvcYuLXIvZVRw2e8WGn/bMiA75ayyplxD/MuyTo74X5J6sjsbM65TONE/9rMjNT+6dSe7K61g9vXJRpqFDDSi0VFRUXFhsIlX4M8i1HESC8WHbl2hBTSWcQ9diEmx2zu8fEkYQymkwGUGuXZk0nj2LM3iWAL0CLmTjcaythUMhR3IOnwfB06DVt4nayQzEdnOJONStWPolujFDKahQpTm2B4bYuEyDBR8i0xXHbuaWl7AKl6+oFmUOYvS/tIbZ6d+5J2KTQrchMUPdrWKdWy//QJdBAyzUzxXkg4zHw4mDe9XSigxSRJao4ZxXyznyHahny6wS44FqhRIqZ2LmRl02fRg2bBQAVmc2dU8ii3GrPKWUp1AfxYDJ7I/C+YZ1mY9J7mj16BwblTCE83NIraAsOU51ZRznYB1PVZ+d4wPvRDToyl7TX3WUhrksE9ihjpxaKioqJiw1F9FqOHjrmmQpjEOEJCmKC3Z6KJgjo9ncTh8R1nl7fPLCQynck9SZt4+HiKFd25PRlM52LEyo4k9jCKyhiNQkcAo6smhu2oTPKzQk0M7u/PJJ/K+O7gRzmW7tG3t2dqdY/DF4N78C5ExMBvNHsltCcw2i6gCM/4SUQQIbJs9qrm2C7oLBYvZaGJtDl2EjxW2ygxQ6IPmsP87nYb9Dg4lLqIVOsdSuI9I2amdjQifSm0kr6ihdk0ZpluN0PyohAptDddL3uOpyFKQ6Mkn9ey1tcejZxhsCM9G4MUP7c93bvFOcC5h2i9LMwb52ZkYRd9bYtIHhR4pHpL8PmAdXZ+sdmfhXDTjcYow0Ioc+bfC+9NFi6LfpAnbk3gXqOhRhFj6mvfWOMdm/f0Mi6Npdt6QI0Xj4Rik930ok1vT5Pp+Fzy5nHy9fHhOHBlQ2Sz2MNHEC8UQ3GnJ5ONYXJPumY89tQMqNSZMY7t3tn0QRpDX6f3JbKc+GGbPpw8hbOzaRHsH0/bnUPpuAn0m33tXtlcv4d76Q/ASwSn4fiTB61tlqnh8WLz97lFxNbvwse4LR9FKSt3ejKN4+R4Go+pI722wzLwg3h6rllY5+bSvNkHYSEGRkhSBx+7pX567rP7Ur8Xlpo5x3Gf3pYWjp2XpmdDMynNJDHku5SrM8CdLfQQeopx5bknx4YFhnkct4htPlOeg9c5fqIpQUjz6tR0GqclLhBn03E7D2BcL1kcuq9ZzIWZh5NNyqYQtLIrhb6PtTitt0+kubBrMgl328bOWzjusaFqFhUVFRUV54fL++tAITICGOnFYtz6unysyRyb9ySdkGlye5As9kwmyeSKbSnbbBr0lws70jmO705S/+IgSUxRUqH0NbOUpMkfnk5e3Ct2JGnykskk0UdN5eSudI2ZxXSO7eOpTyzqRCl9vp/6+tBMYzKjY+/Q7nSPnSvaJaFBgcp5x1gjEVMDI6hp9TA27F8neCoH8LqfwTg9OpcKZc+i3yWz0HjULKBNMPmSx1Ga3DGepPtJemvDY+qhf0uD9tRvjtN8HybOyXRsvOZ04XkRHXhxxxmu22kxT9LZTI1E7aaQJcSVRnPsHOZK6XmVrsnxObSzmVODgu6W9RWOdM7huM375vmWLoN2UgjoYJ/ie/CDE+m9o0Z1YGqm9RyPGa7q4K6oqKioWAVq6Ozmw8xulPRONb6097n7redrP2F9HRk/KUnaBinpuslUu+PlO74lSVoqCAOLkFJmkfFFCa1PySe0oSZzdpAk5rP7J4bannu+NlDKm7IkGe9CNtI2xGJOIK5wPMROdjUs2UvSBKTQ1UiTsc14QXqlJMix6er8EhfblqTGftHjcH6sph9sE59f6bnwHDyu35pdmcB5MYt5wf0djCs11PkQH3y8n7QuYhu0YGpsx3up/VdOpcqai0GzoHS9iFd+dinN1cPbTi5v7wKBFMfn5FKjCVNT2TeZ/BHsXx8RDCxMFs+9b5zHpXnNd2YGdL9nUNVpN/oXrzm+v10LXvK1/cS5JK+axebCzLpqioG8RE092bvM7E53/3rpmK5cO8PLtruTJv6kob6vDb/cfUgGPSGqybmdJt882keF+uygfZE5hhf9wV5Sjb+A9Oarppsixk+d+tHyvv3dZLLa1cECAVKcKSwQU/jIxFd3HGEl47jvLj52HbV/7LotHFQdrYL5r4BBYaGJ6BechCsdVzxfYYEYuLe2GYQEh1I/SlZp9o4UVHE/hY8ljPUS9ufCRxfbzTy6kvsQgzSP5ISzTFQArtuTyjXzYxtxkHMIc2s8Ez5Q1AlCxyFWKQooCSg8xwQSQeL+KTBCdnEcF9JBYa4SsT3PwQWCgtyawL1qFlsAN0i6N3C0y8zukHSTpOJiUVFRUbHRqA7uzcchSX+Dv++X9PxzG5nZ6yS9Lvy5cPjKh7+6AX1bA3whbuyT9OgmduRCMWr9lUavz6PWX2n0+rxP0pMe70lmdOJT/80/um/llpJGa3xWxFZaLFYFd79N0m2SZGZ3u/v1m9ylC8Ko9XnU+iuNXp9Hrb/S6PU59PfI4z2Pu9+4Bt0ZSaxsFNw4PCDpSvx9OOyrqKioqNhkbKXF4i5J15jZk81sQtKrJd25yX2qqKioqNAWMkO5e8/M3iDpU2pCZ29396+tcNht69+zNceo9XnU+iuNXp9Hrb/S6PV51Pq75WB+kfKcVFRUVFSsHlvJDFVRUVFRsUVRF4uKioqKihUxEouFmd1oZt8ys3vN7C0tv0+a2UfC7180syMb38usPyv19xYze8TMvhz+/aPN6Cf6c7uZHTWz1pwVa/Afwv38tZldt9F9bOnTSn1+kZmdwhj/643u4zn9udLMPmtmXzezr5nZP2tps2XGeZX93WpjPGVm/9fMvhL6/FstbbbUt2Kk4O5b+p8aZ/d3JT1F0oSkr0h65jlt/qmk94btV0v6yBbv7y2S3rXZY4v+/JSk6yR9tfD7yyX9mZpSES+Q9MUR6POLJP3pZvcT/Tko6bqwvVPSt1vmxZYZ51X2d6uNsUnaEbbHJX1R0gvOabNlvhWj9m8UNItlGhB3X5Q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-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "train:  Epoch:0 Batch:0\n",
+      "loss:0.444 accuracy:0.500 precision:0.500 recall:1.000 f-score:0.556\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/oliskir/src/anaconda3/envs/dl_env/lib/python3.7/site-packages/sklearn/metrics/classification.py:1437: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "\n",
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+      "====================================================================================\n",
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+      "\n",
+      "train:  Epoch:1 Batch:19\n",
+      "loss:0.551 accuracy:0.500 precision:0.438 recall:0.500 f-score:0.449\n",
+      "\n",
+      "train:  Epoch:1 Batch:20\n",
+      "loss:0.438 accuracy:0.562 precision:0.562 recall:0.562 f-score:0.562\n",
+      "\n",
+      "train:  Epoch:1 Batch:21\n",
+      "loss:0.352 accuracy:0.594 precision:0.778 recall:0.389 f-score:0.648\n",
+      "\n",
+      "train:  Epoch:1 Batch:22\n",
+      "loss:0.526 accuracy:0.375 precision:0.474 recall:0.474 f-score:0.474\n",
+      "\n",
+      "train:  Epoch:1 Batch:23\n",
+      "loss:0.427 accuracy:0.562 precision:0.550 recall:0.688 f-score:0.573\n",
+      "\n",
+      "train:  Epoch:1 Batch:24\n",
+      "loss:0.494 accuracy:0.438 precision:0.533 recall:0.421 f-score:0.506\n",
+      "\n",
+      "train:  Epoch:1 Batch:25\n",
+      "loss:0.311 accuracy:0.620 precision:0.676 recall:0.742 f-score:0.689\n",
+      "\n",
+      "====================================================================================\n",
+      "train:  Epoch:1\n",
+      "loss:0.727 accuracy:0.469 precision:0.332 recall:0.211 f-score:0.273\n",
+      "\n",
+      "val: \n",
+      "loss:0.509 accuracy:0.417 precision:0.475 recall:0.585 f-score:0.491\n",
+      "====================================================================================\n",
+      "train:  Epoch:2 Batch:0\n",
+      "loss:0.431 accuracy:0.469 precision:0.538 recall:0.737 f-score:0.569\n",
+      "\n",
+      "train:  Epoch:2 Batch:1\n",
+      "loss:0.286 accuracy:0.625 precision:0.692 recall:0.818 f-score:0.714\n",
+      "\n",
+      "train:  Epoch:2 Batch:2\n",
+      "loss:0.472 accuracy:0.500 precision:0.481 recall:0.867 f-score:0.528\n",
+      "\n",
+      "train:  Epoch:2 Batch:3\n",
+      "loss:0.460 accuracy:0.500 precision:0.484 recall:1.000 f-score:0.540\n",
+      "\n",
+      "train:  Epoch:2 Batch:4\n",
+      "loss:0.370 accuracy:0.562 precision:0.586 recall:0.895 f-score:0.630\n",
+      "\n",
+      "train:  Epoch:2 Batch:5\n",
+      "loss:0.296 accuracy:0.625 precision:0.667 recall:0.909 f-score:0.704\n",
+      "\n",
+      "train:  Epoch:2 Batch:6\n",
+      "loss:0.336 accuracy:0.625 precision:0.613 recall:1.000 f-score:0.664\n",
+      "\n",
+      "train:  Epoch:2 Batch:7\n",
+      "loss:0.310 accuracy:0.625 precision:0.645 recall:0.952 f-score:0.690\n",
+      "\n",
+      "train:  Epoch:2 Batch:8\n",
+      "loss:0.267 accuracy:0.688 precision:0.688 recall:1.000 f-score:0.733\n",
+      "\n",
+      "train:  Epoch:2 Batch:9\n",
+      "loss:0.604 accuracy:0.344 precision:0.344 recall:1.000 f-score:0.396\n",
+      "\n",
+      "train:  Epoch:2 Batch:10\n",
+      "los