diff --git a/wyk/10_Sieci_neuronowe.ipynb b/wyk/10_Sieci_neuronowe.ipynb
index bc7daa7..b40f879 100644
--- a/wyk/10_Sieci_neuronowe.ipynb
+++ b/wyk/10_Sieci_neuronowe.ipynb
@@ -1,7 +1,6 @@
 {
  "cells": [
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
@@ -33,7 +32,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
@@ -107,14 +105,14 @@
     "\\end{array}\n",
     "\\right. $$\n",
     "\n",
-    "gdzie $z = \\theta_0x_0 + \\ldots + \\theta_nx_n$,<br/>\n",
+    "gdzie $z = \\theta_1x_1 + \\ldots + \\theta_nx_n$,<br/>\n",
     "$\\theta_0$ to próg aktywacji,<br/>\n",
     "$x_0 = 1$. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -151,7 +149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -160,14 +158,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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\n",
       "text/plain": [
-       "<Figure size 576x360 with 1 Axes>"
+       "<Figure size 800x500 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -290,7 +286,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -365,7 +361,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -374,14 +370,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 864x216 with 3 Axes>"
+       "<Figure size 1200x300 with 3 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -404,7 +398,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -461,7 +455,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -470,14 +464,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 1152x504 with 2 Axes>"
+       "<Figure size 1600x700 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -651,7 +643,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
@@ -752,7 +743,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 8,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -763,9 +754,13 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/pawel/.local/lib/python2.7/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
-      "  from ._conv import register_converters as _register_converters\n",
-      "Using TensorFlow backend.\n"
+      "2023-05-04 10:23:21.183242: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
+      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
+      "2023-05-04 10:23:22.176521: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n",
+      "2023-05-04 10:23:22.176596: I tensorflow/compiler/xla/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n",
+      "2023-05-04 10:23:24.881062: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory\n",
+      "2023-05-04 10:23:24.881370: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory\n",
+      "2023-05-04 10:23:24.881390: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n"
      ]
     }
    ],
@@ -788,7 +783,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 9,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -844,7 +839,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 10,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -853,9 +848,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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OnNAFAAAAR6ndu0vZ2jOU9b3Jt3++Jdv6hvNU12Ce7h7M012D2TwesHoGD/y6V1WVFTmuuTazm2tzXHNdZreM/Ty7uS6zm2szp6UuxzXXpqOxJjVVThfk2CJ0AQAAQBkMjYytwnq6ezBPdQ1mc9f4ffdgnuoayObuoWzuHszI7lKSquTBHz/n8eqqKydi1Vi8qpsIWrNbxrc316a9oSaVlU4bpJiELgAAAJhig8OjebprME/uHMimnQN5+lmrsPbcbz/A0wgrK5LmqlKWzGnNvNb6zGutz5yWusxtrc2cPSuyWupc9woidAEAAMBBKZVK2d63K5vGI9aTOwcnft7zeFvv0AEdq6aqMvNa6zKnpS7zWusyt6Uuc59931qXttrKfOv/fTOvfvV5qa6uPsyfDo5tQhcAAAA8y+DwaJ7qGhyPVs8OWAPZNB61hkZ2P+9x6qtnZEF7fea1Pjti1Wdua23mttRnbmtd2huqn3cV1vDw8FR9NCg8oQsAAIBpZWDXaJ7c2Z8NnQPZsKM/G3cMZENn/0TU2tb7/KcUVlQks5trM7+tPvPb6rOgrT7zW+smPW47gIgFTC2hCwAAgELZNbI7T3UNTISsDZ3jMWvHWNw6kNMKG2pmjMWriXA1OWLNaanzjYRwFBK6AAAAOKaM7i5lc/dgNnT2Z8P4aqw9IWtjZ3+e7h7M7tJzH6O5tioLOxqyqL0+izoasrB9LGAtGL9vrbcaC45FQhcAAABHncHh0azv7M8T2/vzxPa+sfvO/qzf3pcndw5kePS5S1ZddWUWtk8OWYvaG7KooyGL2hvSUu8bCqGIhC4AAADKomtgOOu392fd9r7xqNWXddv7s3772Kqs51I9oyLz2/bEq/osbB+PWeMha1ZTjZAF05DQBQAAwGFRKpWytXdoPGaNrcZa96yVWTv6n/vbBJvrqrJ0ZmMWz2zI0pkNWdIx9vPijobMaanLjEohC5hM6AIAAOCQdA0MZ922vqzd1pfHx+/XbuvN2q196ds1+pyvndVUm6UzG8ZjVmOWzGzIkpmNWdLR4FsLgYMmdAEAAPC89lwz6/GtzwpZ41FrW++u/b6usiKZ11qfpbMasrijcWxl1njMWtzRkMZa/ywFpo7fKAAAACQZ+zbDTTsHJgLWMyu0erNxx0BKz3H99+Oaa3P8rMYcf1xjls1qzLJZTVk2qzGLOupTWzXjyH0IYFoTugAAAKaZweHRPL61L49u7c1jW3on7h/f1pddI7v3+7qm2qpnhayx2/GzmrJ0VkOa66qP4CcA2DehCwAAoKC6+ofz6NaePLqld+L22Na+bNjRv9/VWdUzKrJk5p6INX5/3NjqLN9kCBzthC4AAIBjWKlUylNdg3lsa+8vBa3e57x2VktdVU6c3TRxO+G4sfsFbfWpmlF5BD8BwNQRugAAAI4BpVIpT+4cyC8292bN5p48snlspdZjW3qf85sN57XWTYSsE2Y35cTxoGV1FlBEQhcAAMBRpFQqZXP3UB4Zj1ljt978YnPPfoNWVWVFlsxsmFiVted2/HFNafKthsA04jceAABAmWzrHQ9aT/fkkS29Y/ebe9I9OLLP/atnVOT4WU05eW5zTp7dlJPmjAWtxR2NqalyuiGA0AUAAHCYdQ0MZ83TPXut0urs2/c1tGaMr9A6ZU5zTprTnFPmNOfkOU1ZOqsx1a6fBbBfQhcAAMAUGRndnXXb+/Pzp7rz8NPdefipnjz8dE+e3Dmwz/0rKpLFHQ05aXZzTpnblJPnNOfkOc05/rjG1FbNOMKjBzj2CV0AAAAvQGffrjz8VHd+/nRPHn6qOw+Pr9gaGtm9z/3nt9bl5LnNk1ZpnTi7KfU1ghbAVBG6AAAAnsOukd15fFtvHn6qJz8fX6X186e6s6VnaJ/711fPyClzm/Oiec05dW5LTp07dt/aUH2ERw4w/QhdAAAA43b07cpDT3XnZ5u68vBTPXnoqe48trU3w6Olfe6/uKNhLGTNa8mL5jbnRfNasrijIZWVFUd45AAkQhcAADANlUqlbOoazM+e7MrPNnXnZ5u689CmrmzqGtzn/k21VeNBayxmnTq3JafMbU5TrX9SARxN/FYGAAAKbXR3KY9v7R0PWmNh66GnurOzf3if+y/uaMhL5rfkRfNaxqNWcxa216eiwiotgKOd0AUAABTG4PBoHn66ZyJo/WxTd9Y83Z3B4b0vEF9VWZETZzflJfNb85L5LXnx+K2lzrW0AI5VQhcAAHBM6hsayQPrd+SuTRX5zt8+mIc39+SxrX0Z3b339bQaambkRfNa8pL5Y7cXz2vNSXOaUlftGw8BikToAgAAjnp9QyN56Knu/GRjV376ZFd+snFnHt/Wl1IpSWYkeWpi35mNNXnx/JaJlVovmd+SJTMbM8MF4gEKT+gCAACOKv27RvLQpu48+GRXHtzYlQef7MqjW3vHo9Zkc1tqc9yMgVyy/KScubg9L5nfmtnNta6nBTBNCV0AAEDZDOwazUNPjQWtnzw5tlrr0S292cfZh5nbUpfTFrTmjIWtOX1Ba05b0Jq2usrccccdefXFJ6S62rW1AKY7oQsAADgiBodH89BT3ROrtB7c2JVfbOnZZ9Sa3VybMxa2ToSt0xa0ZnZz3V77DQ/v+5sTAZiehC4AAGDKje4u5dEtvXlgw878eOPOPLBhZx5+umefF4qf1VQ7sUrr9AWtOX1ha+a07B21AOD5CF0AAMAhKZVKeaprcFLUenBjV/p2je6176ymmmcFrbacvqA1c1pcUwuAqSF0AQAAB6VrYDgPbuzKjzfsyI83dOWBjTuztWdor/0aambk9AWteemitpw5fpvfWidqAXDYCF0AAMB+DY2M5udP9eSBDTsnVmw9vrVvr/1mVFbklDnNOXNRW166qDVnLmrLSbObM6NS1ALgyBG6AACAJGOnIK7b3p/71+8Yi1obduahp7ozPLr3dbUWddTnpYvac+bCsRVbL5nfmvqaGWUYNQA8Q+gCAIBpqndoJD/ZsDOr1+/I6vU7c//6HdnRv/e3GLY3VI+deriwLS9d1JYzFrZmZlNtGUYMAM9N6AIAgGmgVCrl8W19Wf3Ejty/YWdWP7Ejj2zuyS9/CWLNjMqctqBlbLXWotYsX9SeRR31rqsFwDFB6AIAgALqGRzOAxu6xldr7cj963ema2Dv1VoL2uqzfHFbli9uz4rFbXnx/JbUVjkFEYBjk9AFAADHuN27S3l8W29WP7Ez92/YkdVP7MwjW3pS+qXVWrVVlTljYetE1Fq+uD1zWurKM2gAOAyELgAAOMZ0Dw7nx+ufubbWj9fvSPfgyF77LWyvz4pnRa0XzWtJTVVlGUYMAEeG0AUAAEexUqmUDZ0DufeJztz7xI7ct27HPldr1VVX5oyFbVm+uC0rFrdn+eK2zG62WguA6UXoAgCAo8jw6O78bFN37l3Xmfue2JF7n9iRrT1De+23ZGZDli9qy4ol7VmxuD2nzG1O9QyrtQCY3oQuAAAoo67+4axev2Nsxda6HXlg484MDu+etE/1jIqctqA1Zy9pz1lLOnLWkvYc11xbphEDwNFL6AIAgCOkVCplfWd/7l03tlLrvic688jm3r32a2uozlmL23PW0vacvaQjZyxsTV21b0IEgOcjdAEAwGGya2R3frapa+wUxPG4ta1379MQl81qzFlL2nP2kvacvbQ9x89qSmVlRRlGDADHNqELAACmSFf/cO5b3zkRtR7YsDNDI5NPQ6yZUZnTFrTk7KVjpyCetaQ9s5qchggAU0HoAgCAF+iproH8aG1nfrS2M6vW7fs0xPaG6vGg1ZGzl7bn9AVOQwSAw0XoAgCAA1AqlfL4tr6sGg9bP1rXmY07Bvba7/g9pyEuHYtbJxzXmIoKpyECwJEgdAEAwD6M7i7l5091T6zYuveJzmzr3TVpn8qK5CXzW3Puso6cs7Qj5yxtz0ynIQJA2QhdAACQZHB4ND/Z2JVV6zqzcm1nVj+xI71DI5P2qamqzPJFbRNha8WS9jTV+pMaAI4W/lcZAIBpqWdwOPc9sSOr1o2t2HpgQ1d2jU6+cHxzbVXOXtqec5Z15NylHTl9YWtqq1xfCwCOVkIXAADTwrbeobHra42HrZ8/1Z3dpcn7zGqqzcuWjZ2CeM6yjpw6tyUzKl1fCwCOFUIXAACFUyqVsnHHwMS3If5obWce39a3136LOxpy7vhqrXOWdWTpzAYXjgeAY5jQBQDAMa9UKmXttr6sXNuZHz6+PT9a25mnugYn7VNRkZwypznnLO0Yi1vLOjKnpa5MIwYADgehCwCAY06pVMpjW/uycu32/PDxzqx8fHu29AxN2qeqsiKnL2zNueNh6+wlHWltqC7TiAGAI0HoAgDgqFcqlfLolt78cHzF1srHO7Otd3LYqplRmeWL2/Ky42fmvGUdWb64PfU1LhwPANOJ0AUAwFFn9+5SfrGld3zF1tipiNt6d03ap6aqMisWt+W842fmZctmZvnittRVC1sAMJ0JXQAAlN3u3aWs2dyTlY+PnYr4o3Wd6eybHLbqqiuzYnH7eNjqyJmLhC0AYDKhCwCAI2737lJ+/nR3Vj4+fvH4dZ3Z2T88aZ/66hk5a0l7zju+Iy87fmbOWNia2iphCwDYP6ELAIDDbnR3KT9/qjs/HF+xtWpdZ7oGJoethpo9YWtmzju+I6cvaEtNVWWZRgwAHIuELgAAptzo7lIe2jQWtlau3Z6VazvTMzgyaZ/Gmhk5e2nH2KmIx3fk9AWtqZ4hbAEAL5zQBQDAIRsZ3Z2fTYStzqxa25meoclhq7m2KmcvHb/G1vEzc9r8llQJWwDAFBK6AAA4aMOju/PTJ7vyw8c7s3Lt9ty7bkd6fzls1VXl3Get2HrxPGELADi8jorQ9bd/+7f58z//8zzwwAPZtWtXTjzxxLzpTW/Ku9/97lRXVx/wcT7/+c/nd3/3d59zn3/6p3/KZZdddqhDBgCYVoZHd+cnG7smVmzdu64z/btGJ+3TUleVc5eNXV/rvONn5kXzWjKjsqJMIwYApqOyh65rr702N998c6qqqnLJJZekqakp3/3ud/O+970vX//61/Otb30r9fX1B3XME044IRdccME+n1uwYMFUDBsAoNB2jezOTzbufFbY2pGB4clhq62hetKKrVPnClsAQHmVNXR97Wtfy80335ympqZ873vfy4oVK5Ik27ZtyyWXXJK77747H/rQh/KJT3zioI57wQUX5POf//xhGDEAQDENjYzmgQ1dExePv++JHRkc3j1pn47GmvGw1ZGXHT8zp8xpTqWwBQAcRcoauj72sY8lSa6//vqJyJUks2bNyi233JILL7wwn/70p/OhD30ora2t5RomAEDhDA6P5scbxldsPd6Z1et3ZGhkctia2ViTl42fhviyZTNz0uwmYQsAOKqVLXQ9+eSTWbVqVZLkqquu2uv5Cy64IIsWLcqGDRtyxx135N/+2397pIcIAFAYg8OjWb1+R1Y+3pkfPr4992/YmV2/FLZmNdVOhK3zlnXkxNlNqagQtgCAY0fZQtf999+fJOno6MiyZcv2uc/ZZ5+dDRs25P777z+o0PXoo4/mgx/8YLZs2ZKmpqacdtppueKKKzJr1qwpGTsAwNFuYNdo1nRV5JHvPJpV63bmxxt2Ztfo5LA1u7k2Lzt+7OLxL1s2Mycc1yhsAQDHtLKFrrVr1yZJFi9evN99Fi1aNGnfA/WDH/wgP/jBDyZtq6ury4033pj3ve99z/v6oaGhDA0NTTzu7u5OkgwPD2d4ePigxgLHkj3z2zynyMxziqp/10hWr+/Kj9Z15kdrd+SBjV0Z2T0jeejxiX3mNNfm3GXtedmyjpy7tD1LZzZMClsjIyPlGDocEr/XmQ7Mc6aLqZjjZQtdPT09SZLGxsb97tPU1JTkmdD0fObOnZsPfOADueKKK3L88centrY2a9asyac+9al88YtfzPXXX5/R0dG8//3vf87j3HTTTfnwhz+81/a77rorDQ0NBzQWOJbdeeed5R4CHHbmOce6odHk8Z6KPNpdkUe7KrK+L9ldmrwaq62mlBNbnrnNqhtJRUVfsmVjfr4l+XmZxg6Hg9/rTAfmOUXX399/yMco68Xop9pll12Wyy67bNK2s88+O1/4whdy5pln5j3veU/+8A//MG9961szZ86c/R7nhhtuyHXXXTfxuLu7O4sWLcrFF1+cmTNnHrbxQ7kNDw/nzjvvzCte8YpUV1eXezhwWJjnHKt6h0Zy3xM78qN1O7Jy7Y78dFN3RneXJu0zv7UuL1vWnnOXdWTFwub8fNXd+fVfN9cpNr/XmQ7Mc6aL7du3H/Ixyha6mpubkyR9fX373ae3tzdJ0tLScsjv9653vSs33XRTtm3blm9961v57d/+7f3uW1tbm9ra2r22V1dX+6XCtGCuMx2Y5xztugeHc++6zomLx+8rbC1srx//RsSxC8gv6nhm5fnw8HAerjDXmT7MdaYD85yim4r5XbbQtXTp0iTJhg0b9rvPnuf27HsoZsyYkZNOOinbtm3Lxo0bD/l4AABTqWtgOKvWdmbl2u354eOd+dmmrvxS18rijoaJC8e/7PiOLGx3SQUAgGcrW+havnx5krFlaWvXrt3nNy/ee++9SZIVK1ZMyXvuWQK3ZzUZAEC57OzflZVrx1ZsrVy7PQ891Z3SL4WtpTMbxlZsjcet+W315RksAMAxomyha+HChTnnnHOyatWq3HrrrfnABz4w6fm77747GzZsSG1tbV796lcf8vutXr06jzzySJLk3HPPPeTjAQAcjO29Q/nR2s6sXDt2KuKazT17ha3jZzXmZcd3jJ+OODNzW+vKM1gAgGNUWS9G//73vz+ve93r8vGPfzyvetWrJlZubd++Pddcc02S5B3veEdaW1snXnPbbbflhhtuyIIFC/Kd73xnYnt/f3/+6q/+Km95y1v2WrH1//1//19+53d+J0lywQUXCF0AwGG3tWcoK9dun1ix9cjm3r32OXF20zOnIi7ryOwWYQsA4FCUNXRdeeWVeec735lPfvKTOe+883LppZemsbEx3/nOd7Jz586cf/75+chHPjLpNV1dXVmzZk0GBwcnbd+1a1fe8Y535D3veU+WL1+exYsXZ2RkJI888kh++tOfJklOP/30/M3f/M0R+3wAwPSxpXswPxxfrbXy8e15bOveX7hzypzmiRVb5y7ryKymvb/8BgCAF66soStJbr755px//vn58z//89xzzz0ZHh7OCSeckOuvvz7vfve7U1NTc0DHaWhoyIc+9KHce++9efjhh/Ozn/0sAwMDaW9vz8tf/vK84Q1vyNVXX33AxwMAeC5PdQ1MfCPiyrWdWbttctiqqEhOndsy8Y2I5y7rSEejv0MAAA6nsoeuJHnjG9+YN77xjQe079VXX52rr756r+01NTX5wz/8wykeGQDAmI07+ieFrfWd/ZOer6xIXjy/JS9bNjPnHT8z5yxtT1uDsAUAcCQdFaELAOBoUiqVsqFzID8cv8bWDx/fnid3Dkzap7IiOX1Ba152/Nj1tc5e2pHW+uoyjRgAgEToAgBIqVTKuu39WTm+WuuHj2/PU12Trwc6o7IiZyxsHbtw/PEdOXtJe5rrhC0AgKOJ0AUATDulUimPbe2b9K2Im7uHJu1TPaMiZyxsm/hWxLOWtKex1p9OAABHM3+tAQCFt3t3KWs29+RHazvzo3WdWfl4Z7b1Tg5bNTMq89JF42Hr+JlZsbg99TUzyjRiAABeCKELACic4dHdefDJrqxa25kfre3MqnWd6R4cmbRPTVVlVixum7h4/PLFbamrFrYAAI5lQhcAcMwb2DWa+zfsGFuxtbYz96/fmYHh0Un7NNTMyFlL2vOyZR05Z2lHXrq4LbVVwhYAQJEIXQDAMadrYDj3PdGZlWs7s2ptZx58sivDo6VJ+7Q3VOecpR05d9nY7cXzWlI1o7JMIwYA4EgQugCAo96WnsGsWrsjq9aNxa2Hn+5OaXLXytyWuomode6yjpx4XFMqKyvKM2AAAMpC6AIAjiqlUikbdwxMrNb60brOrN3Wt9d+y2Y15tylHTlnWUdetqwjC9vrU1EhbAEATGdCFwBQVrt3l/Lo1t6J62utWteZp7oGJ+1TUZGcOrdl4vpa5yxrz+zmujKNGACAo5XQBQAcUbtGdudnm7py3xM7JsLWjv7hSftUVVbkjIWtE6u1zlrSkdb66jKNGACAY4XQBQAcVl0Dw1m9fkfuWzd2ja0HNu7M4PDuSfvUVVdmxeL2setrLe3I8sXtqa/xjYgAABwcoQsAmDKlUilP7hzIvet25N4nOnPvuh1Zs7lnrwvHtzVU5+wl7Tl7/FsRT5vfmpoq34gIAMChEboAgBdsZHR3Hn66J/eu68y9T+zIvet25Onuwb32WzqzIWct6cg5S9tz9tL2HD/LNyICADD1hC4A4ID1DY3kxxt2ZtW6ztz3xI6sfmJH+naNTtqnqrIiL1nQmrOXtOecpe05a0lHjmuuLdOIAQCYToQuAGC/NncP5t7xa2vd98SOPPRUd0Z3Tz4Psbm2KiuWtE+civjSRW2urwUAQFkIXQBAkmR0dymPbO6ZWKm16onObOgc2Gu/BW31OXvpM2Hr5DnNmeE0RAAAjgJCFwBMUzv7d+X+9Tuzev2OrF6/Iw9s6Erv0MikfSorklPntoydgri0I2cvac/8tvoyjRgAAJ6b0AUA08Du3aX8YkvvWNR6YixsPba1b6/9Gmtm5KWL23LW4rHVWssXt6W5rroMIwYAgIMndAFAAXUNDOfHG3ZORK0fb9iZnsGRvfZbNqsxKxa3Z8WStqxY3O40RAAAjmlCFwAc43bvLuXxbX0TUWv1+h35xZbelCZfMz711TPy0kVtE1Fr+eL2dDTWlGfQAABwGAhdAHCM6R0ayY+fdW2t+9fvTNfA8F77Le5oyFlL2rNicVuWL27PqXObUzWjsgwjBgCAI0PoAoCj2Mjo7jyyuTc/3rAzP94wdgrivlZr1VVX5owFbVnxrLB1XHNteQYNAABlInQBwFGiVCplU9dgHtiwcyxsrd+ZB5/sysDw6F77Lmirn1ittWJJe140ryXVVmsBADDNCV0AUCY9g8P5ycau8dVaY7etPUN77ddcW5UzFrXmpYvacubCtrx0cVtmN9eVYcQAAHB0E7oA4AgYGd2dh5/uyY837JxYsfXo1r1PQZxRWZFT5zbnpYvaJm4nHNeUSt+ECAAAz0voAoApViqVsnHHQB7Y+EzUevDJrgwO795r3wVt9Xnp4rYsH49aL5nfmvqaGWUYNQAAHPuELgA4BKVSKZu7h/LAxp15cGNXfvJkVx7cuDM7+vf+FsTmuqqxUw/Ho9aZi9pcMB4AAKaQ0AUAB2Frz1AefHJnfrKxayJs7eu6WtUzKnLq3Jacuag1L13UnpcuasvxsxqdgggAAIeR0AUA+7Gjb1cefLIrDz7ZlZ+Mr9ja1DW4134zKity0uymnLGwNWcsbMsZC1tzytzm1FY5BREAAI4koQsAknQPDuenT46v0trYlZ88uTMbOgf22q+iIjnhuPGotaA1py9sy4vntbiuFgAAHAWELgCmnf6R5F8e356HN/flZ5u68+DGrjy+rW+f+y6b1ZjTF7TmjIWtOX1Ba16yoDVNtf7nEwAAjkb+Ugeg0LZ0D+anm7rysye7x++7snFnVbLqvr32XdhePx60xk4/PG1Ba1rrq8swagAA4IUQugAohFKplA2dA/nZpq6xoLWpOz99sjvbeve+UHySLGqvz2kLxmLWS+a35IyFbelorDnCowYAAKaS0AXAMWd0dymPb+2dtFLroU3d6R4c2WvfyvFrau0JWqfOacyGB3+Yf33FhamutloLAACKROgC4KjWOzSSNU9356GnevLzp7onboPDu/fat2ZGZU6Z25yXzG/JS8bD1ovmTr5Q/PDwcLb//Eh+AgAA4EgRugA4KpRKpWzcMZCHxkPWw0/15OdPd+eJ7f373L+hZkZePK8lpy1ozYvnt+S0+a05cXZTaqoqj/DIAQCAo4XQBcARN7BrNGs2T16h9fBTPekZ2vvUwySZ01KbF81rmbi9ZH5Lls5szIzKiiM8cgAA4GgmdAFw2JRKpTzVNfisoDUWt9Zu70uptPf+1TMqctLs5pw6rzkvflbYcpF4AADgQAhdAEyJnf27subpnjyyuSdrNvfkkad7s2ZzT7oGhve5/6ymmmet0mrOi+a15ITjmlI9w6mHAADACyN0AXBQ+neN5Bebe8dj1njU2tyTzd1D+9y/qrIiJxzXNBGzXjSvJafOa87s5rojPHIAAKDohC4A9ml4dHfWbuvLw09PDlrrO/v3edphkixoq88pc5vHbnOac/Kc5pwwuzG1VTP2/QIAAIApJHQBTHMjo7vzRGd/Ht3Sm19s7smazb155OmePL6tN8Oj+y5as5pqcvJ4yDp1bnNOntuck2Y3pbmu+giPHgAA4BlCF8A0MTg8mrXb+saC1pbePLalN7/Y0pO12/r2G7Saaqty8pymnDJ3LGrtuZ/VVHuERw8AAPD8hC6AgukdGhmPWL15dEtvHt3Sk0e39GZ9Z3927+eUw/rqGTlhdmNOmr0naDXllLktmd9al4qKiiP7AQAAAF4goQvgGLWjb1ce3dqbX2zuHV+l1ZPHtvRmU9fgfl/TUleVk+Y058TjmnLSnKacMLspJx7XlAVt9amsFLQAAIBjm9AFcBQbGhnN+u39eWxrXx7f1pvHt/bl8a29WbutLzv6h/f7ullNtTlpdlNOnD0WtE48riknzmnKcU21VmgBAACFJXQBlFmpVMqWnqE8tnVPyHomam3csf/TDZOxbzk8cU/QGr8/cXZT2hpqjtwHAAAAOEoIXQBHSN/QSNZu68vj28ZWZe0JWmu39qVv1+h+X9dUW5Xjj2vM8bMac/xxTVk2qzHHH9eYZbMa01Dj1zgAAMAe/oUEMIV6h0byxPa+rNvWn3Xb+8Z+3t6fJ7b3ZXP30H5fN6OyIos7GsYi1njQOv64saDldEMAAIADI3QBHKSugeFnAta2Z0LWuu392da7/5iVJDMba8ZXZzVl2bNWaS3uaEhNVeUR+gQAAADFJHQB/JJSqZSd/cPjK7L6J92ve56LwCdjMWvJzIYsndmYpbMan/l5ZmNaG6qP0KcAAACYfoQuYFoaHB7Nxh39Wd/Znw2dA+P3/dmwYyAbOvvTOzTynK8/rrk2S2c2ZMnMsWtl7YlZi2c2pKVOzAIAACgHoQsopNHdpTzdPTgWr54VsfYErS09z32KYZLMbambCFhLZj2zKmvJzIY01vr1CQAAcLTxLzXgmFQqlbKjfzhP7olXE6uzxm5P7hzI8GjpOY/RVFuVRR0NWdRen8UdDVnU0TB+X5+F7Q2pq55xhD4NAAAAU0HoAo5KI6O7s7lnKE/uGMiTO/uzaedgNu4YyJM7B7Jp50Ce3DGQgeHR5zxGVWVFFrbXZ1FHQxa2PxOxFnc0ZFF7Q9oaqn2bIQAAQIEIXUBZDOwazZM7x8LVkzvG49X4z0/uHMjT3YMZ3f3cK7KSsWtlPXtF1qLxiLV4ZkPmttRlRqWQBQAAMF0IXcCUGxndna29Q3mqazBPdw3mqa7ByTFr50A6+3Y973GqZ1RkXmt9FrTVZ35bfRa012fh+P38tvrMa61zeiEAAAAThC7goAyP7s7m7mcC1sR990Ce6hrMUzsHs6VnMAewGCtNtVVZMB6unh2zFrSN3Y5rrrUiCwAAgAMmdAEThkZ2Z/tg8qN1ndnWN/KskDUwEbS29g6ldAARq6qyInNa6jK3tS7zxm9jUathIm611FW5RhYAAABTRuiCaWDXyNiphJu7B7OlezBbesZ+3tw9lC09QxPbxk4nrEruv/c5j1czozJzWmszr6U+89rGY1ZLXea21k9ErZlNVmMBAABwZAldcAybHLCGsqVncOLnzXsFrANTXVHK/PbGzGury/zW+okVWXsi1tzWunQ01KRSxAIAAOAoI3TBUWZ0dyk7+ndlW+9QtvXsytbewWzrGXu8tWcoW8fvDzpgzajI7Oa6zGmpfea+pS6zm2szp6Uuc1rq0l5fmXvu+nZe85oLUl1dfRg/JQAAAEw9oQuOgN27S+l8VrzaE6229T4Trrb1jm3f3jt0QBdy32NPwJrdUps5e+7HA9bslrGgNae5Lm0N1c97Pazh4eG4ZBYAAADHKqELXoBSqZS+XaPp7N2V7X1jK6u29+1K5/htW+9YuNoTszr7dmX0YOpVko7Gmsxqqsmsptoc11ybWU17bjU57lmrsNrqq51GCAAAABG6IMnYiqvuweFJsWrPbXvvrnT2DU16bnvfruwa2X3Q7/N88WrP9o7GmlTPqDwMnxQAAACKS+iicHbvLqVncCQ7+ndl58Dw2H3/ruzsH86O/uHs7B9ffdX7TLTa0X/wK66SpK66MjMbx8JUR2NNZu65F68AAADgiBO6OGqVSqUMDI9OxKmxUDV2v7N/V3aMP+569vaBsedeQLNKkjTVVu0VrTqa9vxc+8y2xprMbKpJQ43/CgEAAMDRwr/SOeyGRkbTNTCc7oGRsfvB4XQPDI9vG5703DPBaixkvZDTA/doqJmRtvrqtDXUpL1x7L6tvjrtDc+Eqo7GybfaqhlT+MkBAACAI0no4nmVSqX0DI3sFaX2GawGRyY97hoYztAhxKokqaqsGItVDdVpa6ie+Lm9oSat4/ft49vb9myvr05dtWgFAAAA04nQVXAjo7vTOzSSnsGx29jPw+kdGkn34Eh6B595/Mw+wxM/74lZL/RUwD0qKpLm2qq01Fentb46LXXj9/VVzzxumLzqqq2hOu2NNWmsmZGKCt8qCAAAADw3oesoNTy6O/1Do+ndNZK+oV+KVOMRqueXHu95vmdoZGLbwPDolI2ppqpyPEqNx6n9RKs92yaer69OU21VZlSKVQAAAMDhI3RNgT0XTe8bGk3f0Ej6do2M/TweqfqHRtM7NJL+XSPpHRodvx/bvmefZ+/ft2v0kK5NtS911ZVpqh2LVE11VWmuq0pTbVWa68Yi1DPbq8e3j92eHa2cCggAAAAczYSug/D7X3kgo1X16dv17Hg1FqhKh3hq3/7UzKhMQ+2M8TBVPRagxkPUs8PURKiqrZ4IWc3j+zfWVqWmqvLwDBAAAADgKCF0HYS7H92eytqG59ynsWZGGmurxm8z0lAztnKqoWbG+H1VmmpnpGHPPnv2rxnbv/FZ2xtqBCoAAACAAyV0HYT/8tpTMmfWrIlw9eyg1VhTlfrqGal0HSoAAACAsjgqlgv97d/+bS666KK0t7ensbExZ555Zv7bf/tvGR4efkHHu++++/KGN7whc+bMSV1dXZYtW5bf//3fz5YtWw5pnK976YJcfub8XHzq7Lzs+Jk5bUFrls1qzOzmujTWVolcAAAAAGVU9tB17bXX5o1vfGN+8IMf5Nxzz81ll12W9evX533ve18uueSSDAwMHNTx/u7v/i7nnXde/u7v/i5LlizJb/zGb6SysjKf/vSnc8YZZ+TRRx89TJ8EAAAAgHIqa+j62te+lptvvjlNTU1ZuXJl/t//+3/56le/ml/84hc5/fTTc/fdd+dDH/rQAR9v06ZN+Z3f+Z2MjIzkL/7iL/KjH/0of/3Xf51HHnkkb37zm7N58+ZcddVVKR2uK8cDAAAAUDZlDV0f+9jHkiTXX399VqxYMbF91qxZueWWW5Ikn/70p9PV1XVAx/uzP/uz9Pf35+Uvf3ne/va3T2yfMWNGPvOZz6S1tTWrVq3Kt771rSn8FAAAAAAcDcoWup588smsWrUqSXLVVVft9fwFF1yQRYsWZWhoKHfccccBHfO2227b7/GamppyxRVXJEn+/u///oUOGwAAAICjVNlC1/33358k6ejoyLJly/a5z9lnnz1p3+fS09Mzcf2tPa87lOMBAAAAcGypKtcbr127NkmyePHi/e6zaNGiSfs+l3Xr1k38vL9jHujxhoaGMjQ0NPG4u7s7STI8PPyCvwkSjgV75rd5TpGZ50wX5jrThbnOdGCeM11MxRwvW+jq6elJkjQ2Nu53n6ampiTPhKYDOd5zHfNAj3fTTTflwx/+8F7b77rrrjQ0NDzvWOBYd+edd5Z7CHDYmedMF+Y604W5znRgnlN0/f39h3yMsoWuo9kNN9yQ6667buJxd3d3Fi1alIsvvjgzZ84s48jg8BoeHs6dd96ZV7ziFamuri73cOCwMM+ZLsx1pgtznenAPGe62L59+yEfo2yhq7m5OUnS19e33316e3uTJC0tLQd8vD3HbG1tfcHHq62tTW1t7V7bq6ur/VJhWjDXmQ7Mc6YLc53pwlxnOjDPKbqpmN9luxj90qVLkyQbNmzY7z57ntuz73NZsmTJxM/r168/5OMBAAAAcGwpW+havnx5krFlafu7OPy9996bJFmxYsXzHq+lpSUnnnjipNcdyvEAAAAAOLaULXQtXLgw55xzTpLk1ltv3ev5u+++Oxs2bEhtbW1e/epXH9AxX/e61+33eL29vfn617+eJHn961//QocNAAAAwFGqbKErSd7//vcnST7+8Y9n9erVE9u3b9+ea665Jknyjne8Y9L1tm677baceuqpufTSS/c63rXXXpuGhoZ8+9vfzv/+3/97Yvvo6Giuueaa7Ny5M+ecc05+/dd//XB9JAAAAADKpKyh68orr8w73/nO9Pb25rzzzsurXvWq/Ot//a9z4okn5sEHH8z555+fj3zkI5Ne09XVlTVr1uSxxx7b63jz58/P5z//+cyYMSNvf/vbc9555+Xf/Jt/k5NPPjlf/OIXM2fOnNx6662pqKg4Uh8RAAAAgCOkrKErSW6++eb89V//dX7lV34l99xzT+64444sXLgwH//4x/Pd73439fX1B3W8N7zhDVm5cmVe//rX5/HHH89tt92W0dHR/Kf/9J/ywAMPTFzHCwAAAIBiqSr3AJLkjW98Y974xjce0L5XX311rr766ufc56yzzspXv/rVKRgZAAAAAMeKsq/oAgAAAICpIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhCFwAAAACFIHQBAAAAUAhlDV09PT15//vfn1NOOSX19fWZNWtWXvOa1+S73/3uCzreRRddlIqKiv3e5s6dO8WfAAAAAICjRVW53njLli258MIL88gjj2TevHm5/PLLs3nz5vzTP/1T/umf/ik333xzfv/3f/8FHfuVr3zlPqNWa2vroQ4bAAAAgKNU2ULX29/+9jzyyCO59NJLc/vtt6ehoSFJcscdd+SKK67Itddem1/7tV/LGWeccdDHvv7663PRRRdN8YgBAAAAOJqV5dTFhx56KP/wD/+QGTNm5HOf+9xE5EqSV7/61bn66quze/fu3HTTTeUYHgAAAADHoLKErttuuy1Jcv7552fJkiV7PX/VVVclSb7+9a9neHj4iI4NAAAAgGNTWU5dvP/++5MkZ5999j6f37O9r68vv/jFL/LiF7/4oI5/22235Wtf+1oGBgYyZ86c/Kt/9a/y67/+66ms9CWTAAAAAEVVltC1du3aJMnixYv3+XxLS0taWlrS3d2dtWvXHnTo+uQnP7nXtpNPPjlf+tKXcs455xz8gAEAAAA46pUldPX09CRJGhsb97tPU1NTuru7093dfcDHvfDCC/PmN785v/qrv5qFCxdmx44dWbVqVT74wQ/mZz/7WV7+8pfnhz/8YV70ohc953GGhoYyNDQ08XjPGIaHh51KSaHtmd/mOUVmnjNdmOtMF+Y604F5znQxFXP8oEPXe9/73tx+++0H/Uaf/exnc8EFFxz06w7GRz7ykUmPGxoasmDBgrzqVa/KhRdemFWrVuWGG27I1772tec8zk033ZQPf/jDe22/6667Jl04H4rqzjvvLPcQ4LAzz5kuzHWmC3Od6cA8p+j6+/sP+RgHHbo2bdqUNWvWHPQb9fb2Tvzc3NycZOwaXM+3f0tLy0G/1y+rra3NBz7wgVx55ZX55je/meHh4VRXV+93/xtuuCHXXXfdxOPu7u4sWrQoF198cWbOnHnI44Gj1fDwcO6888684hWveM7/jsCxzDxnujDXmS7MdaYD85zpYvv27Yd8jIMOXV/60pfypS996ZDedOnSpVm9enXWr1+/z+effcri0qVLD+m99thzuuLQ0FC2bduWefPm7Xff2tra1NbW7rW9urraLxWmBXOd6cA8Z7ow15kuzHWmA/OcopuK+V2WryFcsWJFkuTee+/d5/N7tjc2Nubkk0+ekvd8dhXcs6IMAAAAgOIoS+i68sorkyQ/+MEP9rmq69Zbb02SXH755VNWq7/yla8kGVvZ1dTUNCXHBAAAAODoUZbQ9ZKXvCS/8Ru/kdHR0bz1rW/NwMDAxHP/9E//lM9//vOprKzMDTfcsNdr3/KWt+TUU0/Npz/96Unb77rrrvzzP/9zSqXSpO27du3Kxz/+8XzqU59KkrznPe85DJ8IAAAAgHI76Gt0TZX/9b/+Vx566KF8+9vfzgknnJALL7wwW7Zsyfe+972USqXcfPPNOeOMM/Z63fr167NmzZps27Zt0vYHHngg7373uzNnzpy89KUvzcyZM7N169b85Cc/yebNm5Mkf/AHf5C3vvWtR+TzAQAAAHBklS10zZ49O/fee29uuummfPWrX80//MM/pLGxMa985SvzB3/wB7n00ksP6ni/9mu/lt/7vd/Lfffdl5/85Cfp7OxMZWVl5s+fn1e+8pX5D//hP+Rf/at/dZg+DQAAAADlVrbQlSQtLS256aabctNNNx3wa/75n/95n9uXL1+eW265ZYpGBgAAAMCxpizX6AIAAACAqSZ0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhSB0AQAAAFAIQhcAAAAAhVC20HXHHXfkxhtvzOWXX5758+enoqIiFRUV2bhx4yEdd9euXfnjP/7jnHnmmWlsbEx7e3suuuii/N3f/d0UjRwAAACAo1FVud74qquuSldX15Qes7+/P694xStyzz33pK2tLZdddll6e3vz3e9+N9/73vfynve8J5/4xCem9D0BAAAAODqULXS9/vWvz0knnZQVK1ZkxYoVmT179iEf8/3vf3/uueeenH766fnud7+bWbNmJUnuu+++XHTRRfmTP/mTXHTRRXnta197yO8FAAAAwNGlbKHrL//yL6f0eDt27MhnPvOZJMlnPvOZiciVJGeddVbe97735UMf+lD+6I/+SOgCAAAAKKDCXIz+jjvuyK5du7J48eKcf/75ez1/1VVXJUl++MMfZtOmTUd6eAAAAAAcZoUJXffff3+S5Oyzz97n88cff3w6OjqSJD/+8Y+P1LAAAAAAOELKduriVFu7dm2SZPHixfvdZ+HChens7JzYd3+GhoYyNDQ08bi7uztJMjw8nOHh4SkYLRyd9sxv85wiM8+ZLsx1pgtznenAPGe6mIo5XpjQ1dPTkyRpbGzc7z5NTU1JnglX+3PTTTflwx/+8F7b77rrrjQ0NBzCKOHYcOedd5Z7CHDYmedMF+Y604W5znRgnlN0/f39h3yMgw5d733ve3P77bcf9Bt99rOfzQUXXHDQryuHG264Idddd93E4+7u7ixatCgXX3xxZs6cWcaRweE1PDycO++8M694xStSXV1d7uHAYWGeM12Y60wX5jrTgXnOdLF9+/ZDPsZBh65NmzZlzZo1B/1Gvb29B/2ag9Hc3Jwk6evre94xtLS0POexamtrU1tbu9f26upqv1SYFsx1pgPznOnCXGe6MNeZDsxzim4q5vdBX4z+S1/6Ukql0kHfLrvsskMe7HNZunRpkmT9+vX73Wfjxo2T9gUAAACgOArzrYsrVqxIktx77737fP7xxx9PZ2dnkmT58uVHbFwAAAAAHBmFCV2vfvWrU1NTk/Xr1+cHP/jBXs/feuutSZLzzjsv8+fPP9LDAwAAAOAwO+ZC16WXXppTTz01t91226Tt7e3t+b3f+70kyTXXXDPpAmarV6/OH//xHydJPvCBDxy5wQIAAABwxBz0xeinykc+8pF84xvf2Gv7FVdckZqamiRjpyPecsstk55/7LHH8sQTT6Srq2uv137sYx/Lj370o/zLv/xLTjrppFxyySXp6+vLd77znQwPD+e6667La1/72sPzgQAAAAAoq7KFrsceeywrV67ca/v9998/8XNdXd1BHbOhoSH//M//nD/90z/Nl7/85dxxxx2pqanJr/zKr+Qd73hH3vCGNxzyuAEAAAA4OpUtdH3+85/P5z//+YN+3bp1657z+Zqamlx//fW5/vrrX9jAAAAAADgmHXPX6AIAAACAfRG6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACgEoQsAAACAQhC6AAAAACiEsoWuO+64IzfeeGMuv/zyzJ8/PxUVFamoqMjGjRtf8DGXLl06cZx93c4777wp/AQAAAAAHE2qyvXGV111Vbq6ug7LsX/zN38zTU1Ne20/4YQTDsv7AQAAAFB+ZQtdr3/963PSSSdlxYoVWbFiRWbPnj1lx/7EJz6RpUuXTtnxAAAAADj6lS10/eVf/mW53hoAAACAAnIxegAAAAAKoWwrug6nv/qrv0pnZ2dGRkYyf/78/Nqv/Vp+9Vd/tdzDAgAAAOAwKmTo+sM//MO9tp1zzjm59dZbc+KJJz7v64eGhjI0NDTxeM9F8zs7O6dukHAUGh4eTn9/f7Zv357q6upyDwcOC/Oc6cJcZ7ow15kOzHOmiz3dpVQqveBjFCp0veY1r8kFF1yQc889NwsWLMjTTz+d73//+/ngBz+YVatW5aKLLsrq1auf98L3N910Uz784Q/vtf3kk08+XEMHAAAAIMn27dvT2tr6gl5bUTrITPbe9743t99++0G/0Wc/+9lccMEF+x9IRUWSZMOGDVm4cOFBH/+5dHZ25qyzzsq6devyrne9K3/2Z3/2nPv/8oqunTt3ZsmSJVm/fv0L/g8ajgXd3d1ZtGhRNmzYkJaWlnIPBw4L85zpwlxnujDXmQ7Mc6aLrq6uLF68ODt27EhbW9sLOsZBr+jatGlT1qxZc9Bv1Nvbe9CvmSodHR259tprc+211+brX//684au2tra1NbW7rW9tbXVLxWmhZaWFnOdwjPPmS7MdaYLc53pwDxnuqisfOHfnXjQr/zSl76UUql00LfLLrvsBQ9yKrzoRS9KkmzcuLGs4wAAAADg8HjhiewYs3379iRJc3NzmUcCAAAAwOEwbULXV77ylSTJueeee9Cvra2tzX/9r/91n6czQpGY60wH5jnThbnOdGGuMx2Y50wXUzHXD/pi9IfLgV6M/tJLL82TTz6Zm266Ka973esmtv/DP/xDFi5cmLPOOmvS/j09PfnQhz6Um2++OUly55135uUvf/lh+AQAAAAAlNNBX4x+qnzkIx/JN77xjb22X3HFFampqUmSrFixIrfccsuk5x977LE88cQT6erqmrT9rrvuys0335zFixfn9NNPT1tbWzZt2pQf//jH2bFjR6qqqvKJT3xC5AIAAAAoqLKFrsceeywrV67ca/v9998/8XNdXd0BH+/KK69Mb29vVq9enXvvvTednZ2pqanJ4sWL81u/9Vu55pprcvrpp0/J2AEAAAA4+hw1py4CAAAAwKGYNhejBwAAAKDYhK4XoLu7Ox/60Ifymte8JieccEJaW1tTU1OT+fPn5zd+4zf2ee0xONZs2bIl/+f//J9cddVVOemkk1JXV5eGhoaceuqpeec735l169aVe4gwZe64447ceOONufzyyzN//vxUVFSkoqIiGzduLPfQ4KD97d/+bS666KK0t7ensbExZ555Zv7bf/tvGR4eLvfQYEqsWbMmn/rUp3L11Vfn9NNPT1VVVSoqKvLRj3603EODKTM8PJzvfOc7+c//+T/nnHPOSVtbW6qrqzN37txcccUV/s1JoXz5y1/OW97ylpx55pmZPXt2qqur09ramnPPPTc33XRTent7D+p4Tl18AR599NGcdNJJaWpqymmnnZZ58+alsrIyjz76aB544IEkyTXXXJM///M/L/NI4YV785vfnC9/+cuprKzMaaedllNOOSV9fX1ZtWpVtm7dmsbGxtx22215xSteUe6hwiFra2vb60tOkuf/JmA42lx77bW5+eabU1VVlUsuuSRNTU357ne/m507d+aCCy7It771rdTX15d7mHBI9szzX/aRj3wkH/zgB8swIph63/72tyf+zp47d27OOuusNDY25qGHHspPf/rTJMnb3/72/M//+T9TUVFRzqHCIbvgggtyzz335EUvelEWLVqUjo6ObN68Of/yL/+SgYGBnHjiifne976X+fPnH9DxhK4XoLe3Nz/96U9z9tlnp6pq8vX877rrrrz2ta9Nf39/vvnNb+aVr3xlmUYJh+ad73xnZs2albe+9a1ZsGDBxPbe3t78+3//7/OVr3wlHR0defTRR9Pe3l7GkcKh+3f/7t/lpJNOyooVK7JixYrMnj07idDFseVrX/taXve616WpqSnf+973smLFiiTJtm3bcskll+TBBx/Me97znnziE58o80jh0Hz2s5/NmjVrsnz58qxYsSIf+9jH8sUvflHoolC++93v5pZbbsm73vWuXHjhhZOe++u//uu86U1vyujoaL7whS/kLW95S5lGCVNj5cqVOemkk9LR0TFp+/bt23PllVfm7rvvzr/5N/8m//f//t8DOp7QdRi89a1vzV/+5V/muuuuy5/8yZ+Uezgw5fr7+zN37tz09PTki1/8Yt785jeXe0gwpfb8P6NCF8eSc889N6tWrcpHP/rRfOADH5j03N13350LL7wwtbW12bx5c1pbW8s0Sph6V199db7whS8IXUwrb3vb2/K5z30ul156ab797W+Xezhw2Hz/+9/Pr/7qr6ajoyPbt28/oNe4RtdhsGeVV21tbZlHAodHQ0NDTjnllCRjIQCA8nryySezatWqJMlVV1211/MXXHBBFi1alKGhodxxxx1HengATLHly5cn8bc4xfdC+orQNcVWrVqVv/7rv05FRUUuv/zycg8HDovh4eGJi9HPmzevvIMBIPfff3+SpKOjI8uWLdvnPmefffakfQE4dv3iF79I4m9xiq2npyc33nhjkuSKK6444NdVPf8uPJf/8l/+S9avX5+BgYGsXbs2q1atSk1NTT75yU/mV37lV8o9PDgsPve5z2Xbtm2pr6/Pq171qnIPB2DaW7t2bZJk8eLF+91n0aJFk/YF4Nj09NNP5/Of/3yS5Dd/8zfLOxiYQt/61rdy6623Zvfu3RMXo+/p6clll12WP/7jPz7g4whdh+j222+f+KbFJGlqasqf/umf5t/9u39XxlHB4fPggw/mP//n/5wk+dCHPpQ5c+aUeUQA9PT0JEkaGxv3u09TU1OSpLu7+4iMCYCpNzIykje/+c3p6urK6aefnv/wH/5DuYcEU+ahhx7KF77whUnbrrrqqvzpn/7pQV1fdNqFrve+9725/fbbD/p1n/3sZ3PBBRfstf3HP/5xkrE/GtesWZM/+7M/y9vf/vZ85Stfyde+9rU0Nzcf6pDhoE31PN9j48aNufzyy9Pb25srrrgi119//aEMEw7Z4ZrrAABHo//4H/9jvvOd72TmzJn5u7/7u9TU1JR7SDBlrr322lx77bUZHh7O+vXr8w//8A/56Ec/mm9+85u57bbb8qu/+qsHdJxpF7o2bdqUNWvWHPTrent7n/P5lpaWnHPOOfnyl7+ctra23HLLLfnwhz/sK7wpi8Mxz59++ulceumleeKJJ/LKV74yf/M3fzPxzXRQLofrdzoca/b8H2t9fX373WfPvG9paTkiYwJgar3rXe/K5z73ubS3t+fOO+/MySefXO4hwWFRXV2dE044Idddd13OP//8/Mqv/Ere/OY3Z82aNamvr3/e10+7i9F/6UtfSqlUOujbZZdddsDv8bu/+7tJkttuu+1wfQx4TlM9z7ds2ZJLLrkkjzzySF7+8pfna1/7mm8V5ahwJH6nw7Fg6dKlSZ7727f2PLdnXwCOHe95z3vyyU9+Mm1tbfnWt7418a2LUHQve9nL8uIXvzgbNmzIvffee0CvmXah60jYc32MLVu2lHkkcOi2bt2aSy65JD//+c9z6aWX5vbbb09dXV25hwXAs+z5B8/27dv3e7H5PX8crlix4oiNC4BD9973vnfiGkXf+ta3Jr5FF6aLg20sQtdh8J3vfCdJLCXlmLdt27Zccskl+dnPfpZLL700X//61w9oqSgAR9bChQtzzjnnJEluvfXWvZ6/++67s2HDhtTW1ubVr371kR4eAC/Q9ddfn//+3/97Wltbc+edd078rofpYtu2bRNfAHigjUXoegFuvfXW3HfffXttL5VK+fu///t88IMfTJK8/e1vP9JDgynT2dmZSy+9ND/96U/z8pe/XOQCOMq9//3vT5J8/OMfz+rVqye2b9++Pddcc02S5B3veMdBfWsRAOXzwQ9+MH/8x3+ctrY2kYvCeuihh/LlL385g4ODez33yCOP5A1veEOGhoZy3nnn5fTTTz+gY1aUSqXSVA+06K6++up84QtfyMKFC3PGGWekra0t27dvz8MPP5wnnngiSfKf/tN/yqc+9SkX6+aY9frXvz633XZbKioq8oY3vGG/kevKK6/MlVdeeWQHB1PsIx/5SL7xjW9MPF65cmWSsdPB9nyb0YoVK3LLLbeUZXxwoN71rnflk5/8ZKqrq3PppZemsbEx3/nOd7Jz586cf/75ufPOO/2fFhzzVq9ePRFvk+Sxxx7Ltm3bsnDhwixYsGBi+2233ZZ58+aVY4hwyG6//fb8xm/8RpLk7LPPzkte8pJ97jdr1ixfgMYx7Z//+Z9z8cUXp7GxMcuXL8/ChQuza9eurF+/PqtXr87u3bvzohe9KN/85jezePHiAzrmtPvWxanw7//9v09ra2vuueeerF69Otu3b091dXUWLlyY3/md38nb3vY2X1vPMa+zszPJ2ErFv/mbv9nvfkuXLhW6OOY99thjE3Hr2e6///6Jn12bjmPBzTffnPPPPz9//ud/nnvuuSfDw8M54YQTcv311+fd7363r6GnELq7u/f5O3vjxo3ZuHHjxOOhoaEjOSyYUnv+Fk/GrrG4v4twL1myROjimPaSl7wkf/RHf5Tvf//7efjhh3P//fdneHg4HR0dufTSS/P6178+v/u7v3tQX4ZmRRcAAAAAheAaXQAAAAAUgtAFAAAAQCEIXQAAAAAUgtAFAAAAQCEIXQAAAAAUgtAFAAAAQCEIXQAAAAAUgtAFAAAAQCEIXQAAAAAUgtAFAAAAQCEIXQAAAAAUgtAFAAAAQCH8/3SbPpCh6Z22AAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdda9490fd0>"
+       "<Figure size 1400x700 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -912,7 +907,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 11,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -921,9 +916,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdda93e9590>"
+       "<Figure size 1400x700 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1054,7 +1049,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 12,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -1063,9 +1058,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fdda936c6d0>"
+       "<Figure size 1400x700 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1123,7 +1118,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {