diff --git a/doc/HandWrittenNotes/2024/NotesNovember25.pdf b/doc/HandWrittenNotes/2024/NotesNovember25.pdf
new file mode 100644
index 000000000..8ee94ea06
Binary files /dev/null and b/doc/HandWrittenNotes/2024/NotesNovember25.pdf differ
diff --git a/doc/pub/week48/ipynb/week48.ipynb b/doc/pub/week48/ipynb/week48.ipynb
index c0298d422..6b411b72f 100644
--- a/doc/pub/week48/ipynb/week48.ipynb
+++ b/doc/pub/week48/ipynb/week48.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "markdown",
    "id": "d7c532d5",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "<!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)\n",
     "doconce format html week48.do.txt --no_mako -->\n",
@@ -15,9 +13,7 @@
   {
    "cell_type": "markdown",
    "id": "d27ab2b4",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "# Week 48: Gradient boosting  and summary of course\n",
     "**Morten Hjorth-Jensen**, Department of Physics and Center for Computing in Science Education, University of Oslo, Norway\n",
@@ -30,9 +26,7 @@
   {
    "cell_type": "markdown",
    "id": "9f55b05a",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Overview of week 48"
    ]
@@ -40,9 +34,7 @@
   {
    "cell_type": "markdown",
    "id": "e72578f8",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Lecture Monday, November 25\n",
     "**Plans for the lecture Monday 25 November, with video suggestions etc.**\n",
@@ -73,9 +65,7 @@
   {
    "cell_type": "markdown",
    "id": "51ee8fb3",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Lab sessions\n",
     "**Lab sessions on Tuesday and Wednesday.**\n",
@@ -92,9 +82,7 @@
   {
    "cell_type": "markdown",
    "id": "5b4ed2be",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Random Forest Algorithm, reminder from last week\n",
     "\n",
@@ -119,9 +107,7 @@
   {
    "cell_type": "markdown",
    "id": "3e76e282",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Random Forests Compared with other Methods on the Cancer Data"
    ]
@@ -130,11 +116,53 @@
    "cell_type": "code",
    "execution_count": 1,
    "id": "acba62b3",
-   "metadata": {
-    "collapsed": false,
-    "editable": true
-   },
-   "outputs": [],
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(426, 30)\n",
+      "(143, 30)\n",
+      "Test set accuracy Logistic Regression with scaled data: 0.96\n",
+      "Test set accuracy SVM with scaled data: 0.96\n",
+      "Test set accuracy with Decision Trees and scaled data: 0.87\n",
+      "[1.         0.8        0.93333333 1.         1.         0.92857143\n",
+      " 1.         0.92857143 0.92857143 0.92857143]\n",
+      "Test set accuracy with Random Forests and scaled data: 0.97\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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1a6dcunTpqdPnDx069NRzPvla0el0yvXr1zN8zuXLl5XevXsrxYsXV6ysrJSSJUsqr732mvLjjz9m6n0JoSXZa0wIIYQQBZaMERJCCCFEgSWFkBBCCCEKLCmEhBBCCFFgaVoI7dq1i06dOlGiRAl0Ol2G03LTCgkJoW7dutjY2FCxYkWWL1+e63kKIYQQIn/StBCKiYmhdu3aqv1+niU0NJSOHTvSunVrjh8/zrBhwxgwYABbt27N5UyFEEIIkR+ZzKwxnU7Hhg0b6Ny581OfM3r0aDZt2qRaOr979+48fPiQLVu25EGWQgghhMhPzGpBxf3796dbxr1du3YMGzbsqcckJCSoVm01GAxERkZSpEiRLG0LIIQQQgjtKIrCo0ePKFGiBBYWOXdDy6wKoTt37uDu7q6Kubu7Ex0dTVxcXIYbB06ZMoXJkyfnVYpCCCGEyEXXr183rgqfE8yqEMqOMWPGEBAQYPw4KiqKMmXKcOHCBVxdXTXMTCQlJbFz505at26NlZWV1ukUCPP/usKC3Ve1TkOYmAq6m6y0/gonXbzWqQhhFJOo4GD9752b6ASF0tMf4+jomKPnMatCqHjx4uk2UAwPD8fJySnDbhCAjY2NaufsJ1xdXSlSpEiu5CkyJykpCXt7e4oUKSKFUB6Iiksi8GQkFjb2xlibqu58+FJFAJKTk9m7by9NmzTF0tKsfjTkOzl9LSySYvA4+CWFbh9Ap6TfeNUyLgJ9UgLw7y+duzXf56Fnxxc+t7lLSUnhxMkT1K5V27g5r8h9f+7czbgv/sf3//ucenVqARAVFQ3TX8/xYS1m9dOucePGbN68WRXbtm2barNBIUTGlu+9yqP4fzdb1elgZLvKVC6e+tdVUlISNwpBrVLOUphqLEevRUoyrHkXLm/P/DHV36LYW99QTMZRkpSUxIVbj6jo3Vy+L/JAQkICo0aNYtasWQCMmvgNx48fx83NjYiIiFw5p6bT5x8/fszx48c5fvw4kDo9/vjx44SFhQGpt7V69+5tfP6gQYO4cuUKo0aN4ty5c8ydO5fg4GCGDx+uRfpCmI3o+CSW7LmiinWo4WEsgkQ+tnVM1oqgkj7QeW5qpSxEHrp8+TJNmzY1FkGQ2gDJ7QJU047Q4cOHad26tfHjJ2N5+vTpw/Lly7l9+7axKALw9PRk06ZNDB8+nJkzZ1KqVCkWL15Mu3bt8jx3IUxZikFhws//8MvxW8QkJpO6Xbz6OR++XFGT3EQe+nshHFyY+ee7VYLua8Eq46EGQuSWdevWMWDAAKKjo4HUYS3Tp09n0KBBuT7DW9NCqFWrVjxrGaOMVo1u1aoVx44dy8WshDB/y/aGsvrvsKc+/mqN4lQp7pSHGYlccf8i/PUtPLqd/jFFgbB96pjeBjr+D+wymChiUwhKNQBr+/SPCZFL4uPjCQgIYN68ecaYl5cXwcHBeHt750kOZjVGSAjxfLGJycz/6/IznzP0Za88ykbkmshQWNoOYrMwbuKNOVCrW+7lJEQWXLx4EV9fX+PwGICePXsyf/78HJ8Z9iyy6aoQ+czqA2Hcf5yY4WMW/z9AuqqHdIPMWnwUrO2etSKo5SdSBAmTkpiYyPnz5wGwtbVl0aJFrFq1Kk+LIJCOkBD5SlxiCgt2qbtBzb3c+LRDVQBKONvhbC8zX8xaSjKs6wv3zmX+mNo9oNUnuZaSENlRvXp1vv/+e6ZOnUpwcDA1a9bUJA8phITIR1b/fS1dN+jjV6QDZNZiI2H/9/DweurH0Tfh2l71c4pWhfr9Mz6+sCdUfFlmgQnNXbx4kTJlyqjW9uvXrx89e/bE1tZWs7ykEBIin4hLTGH+X+op8i0rFcW7tIs2CYkXFx8FP3R8dvfHoSj0CgaXMnmXlxBZ9MMPPzB48GAGDBjAzJkzjXGdTqdpEQQyRkiIfGPNwTDuP05QxT5qI4OizZVOSUG/vv+ziyC9Tep0dymChImKiYmhX79+9OnTh9jYWGbNmsXvv/+udVoq0hESIh+IT0pJN1OsRaWi1C1TWKOMxAtRFGreWInF/ZCnP0dnkbrwYen6eZaWEFnxzz//4Ovry9mzZ42xAQMG0LJlSw2zSk8KISHygTV/h3HvUZpukEyRN1sWhxfjeX+HOuhQFLx7pY710VtDxbZSBAmTpCgKS5cuxd/fn/j41I18CxUqxIIFC+jZs6fG2aUnhZAQZi6jblBzLzd8yko3yCxd3IbFtrHq2JNbYFL4CBP36NEjBg8ezOrVq42x2rVrExwcTKVKlTTM7OmkEBLCzAUeDOOudIPyh/AzsK4fOsWgjsstMGEGrl+/Tps2bbhw4YIxNmjQIKZPn675gOhnkcHSQpix+KQU5qXpBjWr6Ea9chlsoSBM2+O7sMYPEh+p463GQM2u2uQkRBYUL14cNzc3ABwdHQkKCmLevHkmXQSBFEJCmKX4pBTiElNY83cY4dEyU8zsJcVDYE+IUu8PZ6j+FrQcrVFSQmSNlZUVgYGBvPLKKxw7dgxfX1+tU8oUuTUmhBn552YUQ9ce48r9mAwfb1KhCPWlG2ReFAV+HgI3DqnCkQ4VcXxtFhayEKIwUUeOHEGv16s2Ry1dujRbt27VLqlskI6QEGYiKcXA4NVHnloEgYwNMkt/fQP//KgKKc6lOej5EVia9i0FUTApisLs2bNp0qQJXbt2JTo6WuuUXogUQkKYiQ1Hb3I9Mu6pjzcuX4SG5YvkYUbihZ36EUKmqGPWjiT7riHBylmbnIR4hgcPHtClSxeGDh1KYmIily9fZurUqVqn9ULk1pgQZiApxcDsnRef+rinmwPfdq2VhxmJF3b9EGz8QB3TWUDXpVCsKhCqSVpCPM3Bgwfx8/Pj6tWrxlhAQADjx4/XLqkcIIWQEGZgw7H03aBZPepQp7QLlnodxZ1s0clYEvPxMAwCe0CKeqA77aZApVcgKUmbvITIgKIoTJ8+ndGjR5OcnAxA4cKFWbFiBZ06ddI4uxcnhZAQJi45xcCcnZdUMe/SLnSq5SHFjzmKj06dJh9zTx2vPwAavq9NTkI8RUREBH379uW3334zxpo0acLatWspUyZ/7HEnhZAQJm7DsZtci4hVxYa18ZIiyBylJMNP/eHuGXW8wkvQ/pvU7TOEMBEJCQk0bNiQy5f/Xats9OjRfP7551hZWWmYWc6SwdJCmLDkFAPfp+kG1S7tQstKRTXKSLyQP8bBxT/UMbfK0HUZ6OXvUmFabGxs8Pf3B8DNzY3ff/+dr7/+Ol8VQSAdISFM2s/Hb6XvBr0s3SCzdGgx/D1PHbMvAj2DwM5Fk5SEeJ6PPvqIhw8fMnDgQEqWLKl1OrlCOkJCmKjkFAOzd6hnitUu5UyrytINMjuXd8DmUeqY3hr8VoOrpzY5CZHGrl27mDZtmiqm0+mYNGlSvi2CQDpCQpisX07c4mqabtBHMjbI/Nw7D8F9QUlRx1+fDWUba5KSEP+VkpLClClTmDhxIoqiULNmTdq2bat1WnlGOkJCmKDkFAPf71CPDapVypnWlYtplJHIlpj7sLobJESp481HQO3u2uQkxH+Eh4fTvn17xo8fj8FgQFEUlixZonVaeUoKISFM0K8nb6XbSuMjGRtkXpITIOhteHhNHa/2BrQeq01OQvzHjh07qF27Nn/++ScAFhYWTJ48mdWrV2ucWd6SW2NCmIi4xBQeJSSBArPTdINqlnTmpSrSDTIbigK/fgRh+9XxEnWh83ywkL9BhXZSUlL47LPP+Pzzz1EUBQAPDw/WrFlDq1attE1OA1IICaExRVH4YtNZVu6/RmKKIcPnDJVukHnZMw1OrFXHnEpCj7Vgba9NTkIAt27dolevXoSEhBhjr7zyCitXrqRYsYL5x5b8WSKExraeDmfJntCnFkHVSzjRpmrB/AFllk5vhO2fqWNWDtAjEByLa5KSEE+8++67xiJIr9fz1Vdf8fvvvxfYIgikIySEpgwGhZnbn76ZKsjYILNy8whsGJQmqIMui8FDNsUV2ps9ezZ169bF2dmZwMBAmjVrpnVKmpNCSAgNbTsbztnb0Rk+ZmNpQb+mnrSt5p7HWYlsiboBa3tAsnpzXF75HKp00CYnUeApiqL6Q8rLy4tff/2VGjVq4ObmpmFmpkMKISE0oigKM/9Ud4MqFHVg3aAm6AB7Gz02lnptkhNZk/AY1naHx+HqeN0+0Nhfm5xEgbd582amTp3Kpk2bsLf/d2xaQRwQ/SwyRkgIjWw7E86ZNN2goS974epgTWEHaymCzIUhBdYPhDun1HHPFtDxO9lIVeS5pKQkRo0aRceOHQkJCeGjjz7SOiWTJh0hITSgKOnHBlUo6sBrtUpolJHItj8nwvnN6liRiuD7A+jz1+aUwvRdu3aN7t27c+DAAWPs3r17JCYmYm1trWFmpks6QkJo4M+zdzl9S90N+vAlL/QW0j0wK0dWwL7Z6pitC/QMBrvCmqQkCq6ff/6ZOnXqGIsgKysrZsyYwYYNG6QIegbpCAmRx1K7QRdUsfJuDnSqLd0gsxK6CzYFqGMWVuC3CopU0CYnUSAlJiYyatQoZs6caYx5enoSFBRE/fr1NczMPEghJEQe23HuLv/cTNMNermidIPMyf1LEPQOGJLV8U4zwLO5JimJgunKlSv4+flx+PBhY6xLly4sXrwYFxcX7RIzI3JrTIg8pCgKM9LMFPN0c6CTjA0yH7GRsMYX4h+q400/gjpva5KSKLiCg4ONRZC1tTVz5sxh3bp1UgRlgXSEhMhDO8/f5dRN9U7kH75UEUu9/E1iFpITIbg3RF5Wx6u8Bi9P0iQlUbCNHDmSP//8k2vXrhEcHEydOnW0TsnsSCEkRB7JaN2gckXseV3GBpkHRYFNw+HqbnW8eC14a6FspCryxKNHj3B0dDR+rNfrWbt2LTY2Njg5OWmYmfmS71wh8kjI+XucuKHuBvm/5CXdIHOxbzYcW6WOOXpAzyCwdtAmJ1GgBAYGUrZsWfbt26eKFy1aVIqgFyA/gYXIA4qiMCPNukFli9jT2Vu6QWbh7G+wbYI6ZmmXupu8k1xDkbvi4uJ4//336dGjBw8ePKB79+5ERERonVa+IbfGhMgDf124x4nrD1Ux/9YyNsgs3D6RunI0ijr+1kIoIeMxRO46d+4cvr6+nDr178rlrVq1wsbGRsOs8hf5KSxELstoFekyrva8WaekRhmJTIu+DWu6Q1KsOv7yRKj2ujY5iQJj5cqV1KtXz1gE2dnZsXTpUlasWEGhQoU0zi7/kI6QELls18X7HAt7qIr5y0wx05cYm7qR6qNb6njtntBsuDY5iQIhJiaGDz/8kGXLlhlj1apVY926dVSrVk3DzPIn+UksRC5KnSmmXkW6tKuddINMncEAG96H28fV8bJNodNM2UhV5JozZ87QoEEDVRH07rvvcujQISmCcol0hITIRXsu3edo2m5Q64pYSTfItO34HM7+oo4V9gTflWApezaJ3JOSksKVK1cAcHBwYP78+bz9tizUmZvkp7EQuSSjVaRLFbbjrbqlNMpIZMrxNbBnmjpm45y6kapDEW1yEgVGzZo1mTVrFrVq1eLIkSNSBOUBKYSEyCV7L0Vw5NoDVUy6QSbu2j74Zag6ptOD7wooWkmbnES+dubMGRITE1WxAQMGcPDgQSpXrqxRVgWL/EQWIhdktMN8SRfpBpm0yCsQ2AsMSep4x++gQmttchL5lqIoLFiwgLp16zJmzBjVYzqdTqbH5yEphITIBfsuR3Doappu0EsVsbaUbzmTFPcQ1vhBXKQ63mgI1OunSUoi/4qOjqZ79+4MGjSIhIQEpk2bxp9//ql1WgWWDJYWIodltKdYSRc7ukg3yDSlJMG6PnBf3cHDqx288rk2OYl86+jRo/j6+nL58r8b93744Yc0b95cw6wKNvnzVIgctv9KBAevqjsLH7SuIN0gU6QosHkkXAlRx4tVh65LwEKvSVoi/1EUhe+//57GjRsbiyBnZ2d++uknZs2aJbfCNCQdISFyWNqZYiWcbenmU1qjbMQz/T0fjixTxxyKpW6kauOY8TFCZNHDhw/p378/69evN8bq169PUFAQnp6eGmYmQDpCQuSo/ZcjOBiathskY4NM0oWtsPVTdczSNnUjVRcpXEXOCA0NpW7duqoiaPjw4ezZs0eKIBMhP52FyEFpZ4p5ONvSrZ6MDTI5d/6BH98FxaCOd54Hpeppk5PIl0qVKoW7uzsAhQsX5ueff2batGlYW8vCnKZCCiEhcsiBKxEcuJK+G2RjKeNMTMqj8NQ9xBIfq+Otx0KNt7TJSeRbVlZWBAYG0qFDB44dO8brr8tmvaZGxggJkUPSzhTzcLbFV7pBpiUpDgJ7QtR1dbymL7QYqU1OIl/Zt28fDg4O1K5d2xgrW7YsmzZt0jAr8SzSERIiB/x9JYL9VyJUscGtKkg3yJQoCmz8AG4eVsdLN4TXZ8tGquKFGAwGvv32W1q0aEG3bt149OiR1imJTJJCSIgcMHO7uhtU3MkW33oy4NakhHwNp9erYy5lwG81WNlqk5PIF+7du8drr73G6NGjSUlJ4eLFi8ycOVPrtEQmya0xIV7QoauR7LucvhtkayXdIJNxch389bU6Zu2YupFqoaLa5CTyhd27d9O9e3du3boFpG6PMXbsWD755BONMxOZJYWQEC8o7dggdycb/OpLN8hkhP0NP3+gjuksoNtyKFZVk5SE+TMYDEyZMoUJEyZgMKTOPixWrBirVq2ibdu2GmcnskIKISFewOGrkey5dF8VG9xSukEm48G11MHRKerdvWn/DXi10SYnYfbCw8N555132LZtmzHWunVrVq9ejYeHh4aZieyQQkiIF5B2bFAxRxu6NyijUTZCJT46dSPVWHWhSoP3oOF72uQkzF5cXBwNGjQgLCwMAAsLCyZOnMjYsWPR6+UPIHOk+WDpOXPmUK5cOWxtbWnYsCEHDx585vNnzJhB5cqVsbOzo3Tp0gwfPpz4+Pg8ylaIfx25Fsnui+pfsoOkG2QaUpLhx35w76w6XuFlaDdFm5xEvmBnZ8fQoUMBKF68ONu3b2fChAlSBJkxTTtCQUFBBAQEMH/+fBo2bMiMGTNo164d58+fp1ixYumev2bNGj755BOWLl1KkyZNuHDhAn379kWn0zFt2jQN3oEoyNLuKVbU0YaeDaUbZBK2fgqX/lTHilaBbstAL41w8WKGDx9OTEwMgwYNyvB3lTAvmnaEpk2bxsCBA+nXrx/VqlVj/vz52Nvbs3Tp0gyfv2/fPpo2bUrPnj0pV64cr7zyCj169HhuF0mInHY07IF0g0zVwUVwcIE6Zu+WupGqrbM2OQmz9eeff/LLL7+oYhYWFkyYMEGKoHxCsz+NEhMTOXLkCGPGjDHGLCwsaNOmDfv378/wmCZNmrBq1SoOHjxIgwYNuHLlCps3b+add9556nkSEhJISEgwfhwdHQ1AUlISSUlJOfRuRHY8+fyb43WYse286mO3Qtb41vUwy/fyhDlfjyd0l3eg/300/10aUdFbk9LtB5RCJcFM3lt+uBbmLjk5mcmTJ/Ptt98C0KVLF5kNprHc+n7QrBC6f/8+KSkpxs3onnB3d+fcuXMZHtOzZ0/u379Ps2bNUBSF5ORkBg0axKeffprh8wGmTJnC5MmT08V37tyJvb39i70JkSP+O/PCHFx9BLsuqr91mhWJY8e2rRpllLPM7Xo84Rh3k+YXPkOnpKjiR0u9y42T9+HkZo0yyz5zvRbm7v79+0ybNo0zZ84YY9OmTZPCVGOxsbG58rpmdbM8JCSEr776irlz59KwYUMuXbrERx99xOeff8748eMzPGbMmDEEBAQYP46OjqZ06dK0bt2aIkWK5FXqIgNJSUls27aNtm3bYmVlpXU6mTbgh6PAv7fF3ApZ81nv5thZm/dtMXO9HgDE3MdyeTt0hjhVOKXZx9RqOYZaGqWVXWZ9Lczc77//zujRo4mISF0kVa/X8/bbb/P9999jY2OjcXYF25NrktM0K4Tc3NzQ6/WEh4er4uHh4RQvXjzDY8aPH88777zDgAEDAKhZsyYxMTG89957jB07FguL9EOebGxsMvzitbKykh8wJsKcrsXx6w/5K83YoPdbVMDJIf9s0WBO1wOApHj4qQ88vKaOV38T/Uvj0Gfwc8FcmN21MGNJSUmMHTuWqVOnGmNlypRh1apVREZGYmNjI9dCY7n1+dfsJ4S1tTU+Pj5s377dGDMYDGzfvp3GjRtneExsbGy6YufJlEVFUXIvWSH+38w/L6g+ditkTa9GMlNMM4oCvw6F63+r4yV9oPM8MOMiSOSda9eu0aJFC1UR9Prrr3Ps2DEaNWqkYWYiL2h6aywgIIA+ffpQr149GjRowIwZM4iJiaFfv34A9O7dm5IlSzJlSuq6H506dWLatGnUqVPHeGts/PjxdOrUSdZwELnuxPWH7Dx/TxV7r0V57K3N6g5z/rL7f3AySB1zKgXd14KVnTY5CbPTt29fDhw4AKR2Hb799ls++ugjdDqdjAsqADT9Ce7n58e9e/eYMGECd+7cwdvbmy1bthgHUIeFhak6QOPGjUOn0zFu3Dhu3rxJ0aJF6dSpE19++aVWb0EUILPSrCJdxMGatxuV1SgbwT/rYccX6ph1odRp8o7uGR8jRAbmz5+Pj48PxYoVIygoiPr162udkshDmv8p6+/vj7+/f4aPhYSEqD62tLRk4sSJTJw4MQ8yE+JfJ288ZPu5u6qYdIM0dOMIbBycJqiDLkugeA1NUhLmQ1EUdLp/F1moXLkyv/32G97e3ri4uGiXmNCE3EAXIhPSdoNcHax5p7F0gzTx8Dqs7Q7JabbWafclVG6vTU7CbPz000+0atWKuDj1DMNWrVpJEVRASSEkxHP8czOKP8+qu0EDm0s3SBMJj1KLoBj19cCnHzT6QJuchFmIj4/H39+frl27smvXLtWyKqJgk5/kQjxH2j3FCttb0Vu6QXnPkAI/DYTwf9Rxz5bQYSrodBkfJwq8S5cu4evry7Fjx4yxhw8fkpycjKWl/Bos6KQjJMQzpHaD1GtdDWxRHgcb+eGZ57ZNgAu/q2NFvMB3BehlfReRscDAQOrWrWssgmxsbFiwYAFr1qyRIkgA0hES4pnSjg1ysbeid+Ny2iRTkB1eBvu/V8fsCqfOELMrrE1OwqTFxcUxbNgwFi5caIxVrlyZ4OBgatUyt7XGRW6SQkiIpzh9K4o/zqTpBjUvTyHpBuWtKyGweYQ6ZmEFfquhSAVNUhKm7dy5c/j6+nLq1Clj7O2332bevHkUKlRIw8yEKZJbY0I8RUbdoD5NymmTTEF1/yIE9wZDsjreaSaUa6pNTsLkrVu3zlgE2dnZsXTpUn744QcpgkSG5E9bITJw5lY0W0+ru0EDmnlKNygvxUbC6m4QH6WONxsOdXppk5MwC59++ik7duzg7t27BAcHU716da1TEiZMfqoLkYG03SBnO+kG5ankRAh6Gx6EquNVXoOXJmiTkzBZUVFRODs7Gz/W6/UEBwdjb2+Pg4ODhpkJcyC3xoRI4+ztaLacvqOKDWjmiaOtzEzKE4oCvw2Ha3vVcY/a8NZC2UhVGCmKwrJlyyhbtix//63eeLdo0aJSBIlMkZ8oQqQxe4e6G+Rka0mfpuW0SaYg2jsTjq9SxxxLQI8gsJZfbCLV48eP6dOnD++++y5RUVH4+fnx4MEDrdMSZkhujQnxH+fuRLP5VJpuUPPyOEk3KG+c/RX+nKSOWdlDj7Xg5KFJSsL0nDx5El9fX86fP2+MtWvXDltbWw2zEuZKOkJC/Mfs7ZdUHzvZWtJXukF549ZxWP8eoPwnqIO3FkEJb21yEiZFURQWLlxIgwYNjEVQoUKFWLt2LQsWLMDOzk7jDIU5ko6QEP/v/J1HbP7ntir2bjNP6QblhehbqXuIJcWq420mQdXXNElJmJbo6Gjef/99AgMDjbE6deoQFBSEl5eXhpkJcycdISH+36wdF1H+04xwtLWkX1NP7RIqKBJjUougR+oilDpvQ9OPtMlJmJQTJ07g4+OjKoKGDBnCvn37pAgSL0w6QkIAF8MfsflUmm5QU0+c7aQblKsMhtTbYbdPqONlm0HH6bKRqgBSb4ldv34dAGdnZ5YsWUKXLl00zkrkF9IREgKYteOSuhtkY8m70g3KfTs+g3O/qWOu5cFvJVhaa5OTMDne3t5Mnz6d+vXrc/ToUSmCRI6SQkgUeBfDH/HbyVuqWL9mnjjbSzcoVx1bBXumq2O2ztAzGOxdtclJmISTJ0+SlJSkig0aNIi9e/dSvnx5jbIS+ZUUQqLAm51BN6i/dINy19U98OswdczCEnxXgpuM+SioFEVhxowZ1KtXj7Fjx6oe0+l0WFnJHyci50khJAq0S3cf82uablDfpuWkG5SbIi6nbp9hUP/FT8dpUL6lNjkJzUVGRtK5c2eGDx9OUlISU6dO5a+//tI6LVEAyGBpUaDNTjNTrJCNJf2bSTco18Q9gDV+qf/9r8b+4NNHm5yE5vbv30/37t0JCwszxkaOHEmTJk00zEoUFNIREgXW5XuP+fVEmm5Qk3K42Msg3VyRkgTBvSFCvYUJlV6Ftp9pk5PQlMFgYOrUqbRo0cJYBBUpUoTffvuNb7/9Vm6FiTwhHSFRYH2/4xKG/3SDHKz10g3KLYoCm0dA6C513L0mdFkMFnpt8hKauX//Pn369GHz5s3GWLNmzVi7di2lSpXSMDNR0EhHSBRIV+495ufjN1Wxvk3LUdhBukG54sBcOLJcHSvkDj0DwaaQJikJ7Vy4cAFvb29jEaTT6fj000/ZuXOnFEEiz0lHSBRIGXWDBjSTabm54vzvsFU9AwhL29SNVJ3ll15BVK5cOUqUKMHNmzcpWrQoq1at4pVXXtE6LVFASUdIFDih92PYmKYb1LuJdINyxZ1T8GN/1BupAm/Oh5I+mqQktGdtbU1QUBCdO3fmxIkTUgQJTUlHSBQ4s3dcVHWD7K31DGwu3aAc9+gOrOkOSTHq+EvjoPqb2uQkNBESEkKRIkWoWbOmMebp6cmGDRs0zEqIVNIREgXK1fsx/HxcPVOsd+NyuEo3KGclxcHaHhB9Qx2v1R2aj9AmJ5HnUlJSmDx5Mi+//DLdunXj8ePHWqckRDpSCIkC5fudl0j5TzvIzkrPwOYyUyxHGQywYRDcOqqOl24Er8+SjVQLiNu3b/PKK68wadIkDAYD58+fZ968eVqnJUQ6UgiJAuNaRAwbjqUdG1SWIoVsNMoonwqZAmc2qmMuZaH7arCUz3VBsG3bNry9vdmxYwcAFhYWfPHFFwQEBGicmRDpyRghUWB8vyN9N+g9GRuUs04Ewa5v1TEbp9SNVB3ctMlJ5Jnk5GQmTZrEV199hfL/S7aXKFGCtWvX0qJFC42zEyJjUgiJAiEsIpb1abpB7zSWblCOCjsAv/irYzo9dFsGxapok5PIMzdv3qRHjx7s3r3bGGvfvj0//PADRYsW1TAzIZ5NCiFRIHy/86KqG2RrZcF7LaQblGMiQyGwJ6QkquOvfgMV22iTk8gzjx8/pl69ety5cwcAvV7PV199xYgRI7CwkBEYwrTJV6jI965HxrL+aJpuUKOyuEk3KGfER8Ha7hAboY43HAQNBmqTk8hThQoVYtiwYQCULl2aXbt2MWrUKCmChFmQjpDI9+bsvERyum5QBQ0zykdSkmFdP7h3Th2v2BZe+VKbnIQmRo4cSXJyMoMHD8bV1VXrdITINCnXRb52PTKWH4+o17J5u2FZijpKNyhHbPkELm9Xx4pWha5LQS9/Z+VXv/76K9OnT1fFLCwsGDt2rBRBwuzITyqRr80NUXeDbCwteK+ljA3KEX8vhEOL1DGHotAzCGydtMlJ5KrExETGjBnDtGnTsLCwoG7durRs2VLrtIR4IdIREvnWjQexrDus7gb1aliWYo62GmWUj1z8E7aMVsf0NtB9DRQuq01OIleFhobSvHlzpk2bBoDBYCAoKEjjrIR4cVIIiXxrzs7L6bpBg6Qb9OLCz8C6vqAY1PHOc6F0A01SErlr/fr11KlTh4MHDwKpm6bOnj2bOXPmaJyZEC9Obo2JfOnmwzh+PHJdFevZsAzFnKQb9EIe34O1fpD4SB1v+QnU7KpNTiLXJCQkMGLECL7//ntjrEKFCgQFBeHj46NhZkLkHCmERL40d+clklL+7QZZW1owqKXMFHshSfGpawU9DFPHa3SBVp9ok5PINZcuXcLPz4+jR//dM87X15eFCxfi7OysYWZC5Cy5NSbynZsP4wg+nKYb1KAM7tINyj5FSV01+sZBdbxUfXhjjmykms8oikLfvn2NRZCNjQ3z588nMDBQiiCR70ghJPKdeSHpu0GDW0k36IXsmgqn1qljzqVTB0db2WmTk8g1Op2ORYsWYW9vT6VKlfj77795//330UnBK/IhuTUm8pVbD+MIPqSeKdajfmnpBr2If36CnWkWR7QulDpNvlAxbXISOU5RFFWhU7VqVX7//Xfq1KmDo6OjhpkJkbukIyTylXkhl0lM+Xc2k7XegsGtKmqYkZm7cRg2fqCO6SxSF0x0r65NTiLHrV69mpYtWxIfH6+Kt2jRQoogke9JISTyjdtRcQQdUo8N6t6gNMWdpRuULQ/DUvcQS1b/cqTdV1CpnTY5iRwVGxvLgAEDePvtt9m9ezcjRozQOiUh8pzcGhP5xvwMu0EyNihbEh7Bmu4Qc08dr9c/dTNVYfbOnDmDr68vp0+fNsZiY2MxGAyyWaooUOSrXeQLd6LiWXtQ3Q3yq18aD2cZyJtlhhT4sT/cPa2Ol28Nr34jM8TygeXLl1O/fn1jEWRvb88PP/zA0qVLpQgSBY50hES+MP8vdTfISq+TblA2WWyfCBe3qoNulaDbctBbaZKTyBmPHz9myJAh/PDDD8ZYzZo1CQ4OpkqVKhpmJoR2pBASZi88Op41B9WL/PnWK00JF+kGZVXZ+zvQX1+uDtq5ps4Qs3PRIiWRQ06dOoWvry/nzp0zxgYOHMjMmTOxs5PvFVFwSSEkzN68kMskJqu7QR+0lpliWaUL/Yta139QBy2soPtqcJU92szdjz/+aCyCChUqxMKFC+nRo4fGWQmhPSmEhFm7Gx3P2jTdoG71SlNSukFZc+8C+p/6oSPNRqqvz4ayTbTJSeSo8ePHs3PnTh49ekRwcDBeXl5apySESZBCSJi1+X9dISFtN0jGBmVNTASs8UWXEK2ON/8YvKVjYK4ePHhA4cKFjR9bWlry008/4ejoiK2tLCkhxBMyPUCYrbvR8az++5oq1tWnNKUK22uUkRlKToCgt+FBqDpe9XVoPU6bnMQLURSFuXPnUrZsWQ4fPqx6rGjRolIECZGGFELCbC3Ype4GWVpINyhLFAV+HQZh+1Rhg4c3vLkAZBq12YmKisLX15chQ4bw6NEjfH19iYqK0jotIUya3BoTZunuo4y6QaUo7SrdoEzbMx1OrFGF4qxcsey2Cgtr+Tyam8OHD+Pr60to6L/dvTfeeEM6QEI8h/zJJ8zSwr+uEJ+k7gYNkZlimXfmF9g+WRVSrBw4UH44OBbXKCmRHYqiMHPmTJo0aWIsglxcXNi4cSPTp0/HxsZG4wyFMG3SERJm596jBFal6QZ1qSvdoEy7dQzWv5cmqCPljXlEX9YkI5FNDx484N1332Xjxo3GWKNGjQgMDKRs2bLaJSaEGZGOkDA7i3aru0F66QZlXtTN1D3EkuPU8bafoVTuoE1OIlsOHTpEnTp1VEXQiBEj2LVrlxRBQmSBdISEWbn/OIEf9l9VxbrULUmZItINeq6Ex7DWDx7fUcfrvANNPoTkZG3yEtmi1+u5ffs2AK6urvzwww907NhR46yEMD/SERJmZdGu9N0g/9ayMNxzGQypt8PunFLHyzWHjtNkI1UzVLduXb777juaNm3K8ePHpQgSIpukEBJmI+JxAj/sV48NerOOdIMyZfskOL9JHXOtAL4/gKW1JimJrDly5AjJabp2Q4YMISQkhNKlS2uUlRDmTwohYTYW7r5CXFKK8ePUbpCMDXquoz/A3pnqmK0L9AwGe1dNUhKZZzAYmDJlCg0bNmTChAmqx3Q6HZaWMsJBiBeheSE0Z84cypUrh62tLQ0bNuTgwYPPfP7Dhw8ZMmQIHh4e2NjYUKlSJTZv3pxH2QqtRMYksjJNN6izd0nKuTlolJGZCN0Nvw1XxywswW8luEkRaeru3r3Lq6++yqeffkpKSgpTpkxh3759zz9QCJFpmv4pERQUREBAAPPnz6dhw4bMmDGDdu3acf78eYoVK5bu+YmJibRt25ZixYrx448/UrJkSa5du4aLi0veJy/y1KLdV4hN/LcbZKED/5fkF/kzRVxO3T7DkGYQ9GvTwbOFNjmJTDt16hSDBw82DojW6XSMHz+ehg0bapyZEPmLpoXQtGnTGDhwIP369QNg/vz5bNq0iaVLl/LJJ5+ke/7SpUuJjIxk3759WFlZAVCuXLm8TFloIDImkRX7rqpineuUxFO6QU8XGwlrfCH+oTreZCjU7a1JSiJzUlJS+OKLL/jiiy8wGFInBri7u7NmzRpeeukljbMTIv/RrBBKTEzkyJEjjBkzxhizsLCgTZs27N+/P8NjfvnlFxo3bsyQIUP4+eefKVq0KD179mT06NHo9foMj0lISCAhIcH4cXR06g7bSUlJJCUl5eA7Eln15PP/vOuw8K9L6bpBg1uUk+v3NClJ6IPewSLikipsqPQqKS3HwlM+b5m9HiL33Llzhz59+rBz505j7OWXX2b58uW4u7vLtdGAfF+Yjty6BpoVQvfv3yclJQV3d3dV3N3dnXPnzmV4zJUrV9ixYwe9evVi8+bNXLp0iQ8++ICkpCQmTpyY4TFTpkxh8uTJ6eI7d+7E3l5mG5mCbdu2PfWxmCRYdlQP/Du9u24RA2f+/oszeZCb2VEUal9fSrmIParwQ7sy7LF9k5QtW5/7Es+6HiL3XL9+nfHjx/Pw4UMg9Q/D7t2706VLF44cOaJtckK+L0xAbGxsrryuWU03MBgMFCtWjIULF6LX6/Hx8eHmzZtMnTr1qYXQmDFjCAgIMH4cHR1N6dKlad26NUWKFMmr1EUGkpKS2LZtG23btjXe6kxr2raLJBj+3UTSQgdf9mxO+aJyWywjFgfmoD/+lyqmFHLHod9vtHMq8cxjM3M9RO5JSEhg2bJlHD16FA8PD4YMGcLw4cPlWmhMvi9MR0RERK68rmaFkJubG3q9nvDwcFU8PDyc4sUz3vTRw8MDKysr1W2wqlWrcufOHRITE7G2Tr8eio2NTYabDlpZWckXtYl42rV4GJvIyr+vq2Kv1y5B5RIueZSZmTm3OXW9oP+ytEPXIxCrIpnfckG+N7RhZWVFcHAwY8aMYcaMGRw6dEiuhQmRa6G93Pr8azZ93traGh8fH7Zv326MGQwGtm/fTuPGjTM8pmnTply6dMk4gBDgwoULeHh4ZFgECfO2ZE8ojxP+nfGk04H/S7KKdIZun4SfBgCKOv7WAihZV5OUxLNt2bKF06dPq2IVKlQgODiYokWLapSVEAWPpusIBQQEsGjRIlasWMHZs2cZPHgwMTExxllkvXv3Vg2mHjx4MJGRkXz00UdcuHCBTZs28dVXXzFkyBCt3oLIJQ9jE1m296oq9nrtElQsVkibhEzZozuwtjskxajjL0+Aam9ok5N4qqSkJD755BNeffVVfH19iYmJef5BQohco+kYIT8/P+7du8eECRO4c+cO3t7ebNmyxTiAOiwsDAuLf2u10qVLs3XrVoYPH06tWrUoWbIkH330EaNHj9bqLYhcsjSDbtCHsm5QeomxqUVQ9E11vHZPaBaQ8TFCM9evX6d79+7GRRHPnDnDkiVLGDp0qMaZCVFwaT5Y2t/fH39//wwfCwkJSRdr3LgxBw4cyOWshJaiYpPSdYNeq1WCisUctUnIVBkMsHEQ3DqmjpdpAp1myEaqJubXX3+lb9++REZGAmBpack333zDhx9+qHFmQhRsmhdCQqS1ZG8oj9J0g4ZKNyi9nV/CmZ/VscLlwG8VWKafICC0kZiYyJgxY5g2bZoxVrZsWYKCgmSVaCFMgBRCwqRExSWxbG+oKtaxpgde7tINUjkRCLv/p47ZOKdupOogy0KYitDQULp3767aQ/HNN99kyZIlFC5cWMPMhBBPSCEkTMqyvaE8ik/TDXpZZoqpXNsPv6S5naLTg+9yKFpZk5REelFRUdSvX9+49om1tTX/+9//8Pf3Rye3LYUwGZrvPi/EE1FxSSzZo+4GdajpQSXpBv0r8goE9oSURHW8w1SoIPtQmRJnZ2eGDx8OQPny5dm3bx8ffvihFEFCmBjpCAmTsXzvVVU3CGCorBv0r7iHsKY7xEWq440+gPr9NUlJPNuYMWOwsLDggw8+wNnZWet0hBAZkI6QMAnR8Uks2XNFFetQsziVi0s3CICUZFjXF+6fV8e92sErX2iSklALDg5mxowZqpiFhQVjxoyRIkgIEyYdIWESlu+9SnTabpCMDUqlKPD7KLiyUx0vVh26LgELfcbHiTwRFxfH8OHDWbBgAXq9nnr16tGsWTOt0xJCZJJ0hITmHsUnpxsb9GqN4lQp7qRRRibm7wVweIk65lAMegaCjXTMtHT+/HkaNWrEggULAEhJSWHDhg0aZyWEyAophITmVh4IIyouSRWTbtD/u/AHbB2jjultoMdacCmjTU4CgNWrV+Pj48PJkycBsLW1ZfHixfzvf/97zpFCCFMit8aEpuKTYdm+a6pY++rFqeoh3SDCT8OP74JiUMffnAel6mmTkyA2NpahQ4eyZMm/XbqqVasSHBxMjRo1NMxMCJEdUggJTe26o+OhdIPSe3w3dYZY4iN1vNWnUKOLNjkJzpw5g6+vr2rX+D59+jBnzhwcHBw0zEwIkV1SCAnNPE5IZudt9d3ZV6q5U61EAe8GJcWlrhUUFaaO1+gKLUdpk5NAURT69OljLILs7e2ZO3cuffr00TgzIcSLkDFCQjOr/75ObLJ6cbkC3w1SFPh5CNw4pI6XagBvzJGNVDWk0+lYtmwZdnZ21KhRg8OHD0sRJEQ+IB0hoYmYhGSWpNlhvm01d2qULODrrfz1DfzzkzrmUga6rwErW21yKsAMBgMWFv/+vVijRg22bt2Kj48P9vb2GmYmhMgp0hESmvhh/zUexKrHBn1U0LtBp36EkCnqmLUj9AiCQkW1yamAUhSFRYsW0apVKxISElSPNW/eXIogIfIRKYREnotJSGbRbvUq0m2qFivY3aDrh2DjB+qYzgK6LQP3atrkVEA9evSIXr168d5777F7925Gjx6tdUpCiFwkt8ZEnlt54BqRMepNQz96uZJG2ZiAB9cgsAekqDsPtP8avNpqk1MBdezYMXx9fbl06ZIxlpSUhKIoslmqEPlUtgqhmJgYvv76a7Zv387du3cxGNTrnFy5cuUpR4qCLjYxmUW71F8frSu7UbNUAe0GxUfD2u4Qc08drz8QGr6vTU4FkKIozJs3j4CAAOOtMCcnJxYtWoSvr6/G2QkhclO2CqEBAwbw119/8c477+Dh4SF/KYlMW3XgGhFpukEftq6gUTYaS0lOXTDx7hl1vMJLqd0gkSeioqIYMGAAP/74ozHm4+NDUFAQFSoU0K9NIQqQbBVCv//+O5s2baJp06Y5nY/Ix2ITk1nwl7obVM3FQM2COjboj3FwaZs6VrQKdFsOerlrnRcOHz6Mn5+fqos9dOhQvv32W2xsbDTMTAiRV7L107Zw4cK4urrmdC4in1t9ICxdN6h9acNTnp3PHVoMf89Tx+yLQI9AsC2ghaEG1q9fbyyCXFxcWLZsGZ07d9Y2KSFEnsrWrLHPP/+cCRMmEBsbm9P5iHwqLjGFBbsuq2ItvdwoW0ijhLR0aTtsTrNCtN46da0gV09tciqgJk+eTJMmTWjYsCHHjh2TIkiIAihbHaHvvvuOy5cv4+7uTrly5bCyslI9fvTo0RxJTuQfq/++xv3H6m6Qf+vy3Dp1R6OMNHL3HKzrC0qKOv7691CmkSYpFSQREREUKVLE+LGVlRUbN27E2dkZa2trDTMTQmglW4WQ/NUksiIuMYX5acYGtaxUFO/SLtw6pVFSWoi5D2t8ISFaHW8xEmr7aZNTAWEwGJg2bRqTJk1i165d1K1b1/hY0aKyWKUQBVm2CqGJEyfmdB4iH1tzMIz7j9Vr5HzUpoCtIp2cAEFvw8Nr6ni1zqk7yotcExERQZ8+fdi0aRMAvr6+HD16FCenAr65rxACkAUVRS6LT0ph/l/qsUEtKhWlbpnCJCUlPeWofEZR4JehELZfHS9RFzrPAwtZ4D237Nmzhx49enDjxg1jrFu3btjZ2WmYlRDClGS6EHJ1deXChQu4ublRuHDhZ64dFBkZmSPJCfO35u8w7j1K0w0qaHuK7f4OTgaqY06lUmeIWcueVbnBYDDw7bffMm7cOFJSUsdjubm5sXLlStq3b69xdkIIU5LpQmj69Ok4OjoCMGPGjNzKR+QjGXWDmnu54VO2sEYZaeD0RtjxuTpm5QA9A8HRXZOU8ru7d+/Su3dvtm7daoy1aNGCNWvWULJkSQ0zE0KYokwXQn369Mnw/4V4mrUHw7hbkLtBN4/AhkFpgjrougSK19Qkpfxu7969dOvWjdu3bwOg0+kYN24cEyZMwNJSRgIIIdJ74Z8M8fHxJCaqp0XLIESRUTeoWUU36pUrIAtxRt2AtT0gOU4df+ULqPyqNjkVANbW1ty/fx8Ad3d3Vq1aRZs2bTTOSghhyrI1SjMmJgZ/f3+KFSuGg4MDhQsXVv0TIujQdcKjC+hMsYTHsKY7PA5Xx+v2gcZDtMmpgKhfvz7ffPMNL7/8MsePH5ciSAjxXNkqhEaNGsWOHTuYN28eNjY2LF68mMmTJ1OiRAl++OGHnM5RmJn4pBTmhlxSxZpWLEL9gtANMqTA+oEQnmaBJM8W0PE7kA2Kc9SBAwdITk5WxYYNG8bWrVspXry4RlkJIcxJtgqhX3/9lblz59KlSxcsLS1p3rw548aN46uvvmL16tU5naMwM8GHM+gGvVxJo2zy2J8T4fxmdaxIRfD9AfRWGR8jsiw5OZkJEybQpEkTJk+erHpMp9Oh1+s1ykwIYW6yVQhFRkZSvnx5IHU80JPp8s2aNWPXrl05l50wOwnJKczdqR4b1Lh8ERp4FoBu0JEVsG+2OmZXGHoGp/5X5Ihbt27x8ssv8/nnn6MoCl9++SWHDh3SOi0hhJnKViFUvnx5QkNDAahSpQrBwcFAaqfIxcUlx5IT5if40HXuRMerYgVibNCVv2BTgDpmYQV+q6BIBW1yyoe2bNlC7dq1jX9w6fV6vvrqK3x8fDTOTAhhrrJVCPXr148TJ04A8MknnzBnzhxsbW0ZPnw4I0eOzNEEhflISE5hboi6G9SovCuNyhd5yhH5xP1LEPwOGNRjVeg0A8o10ySl/CY5OZkxY8bw6quvGmeFlSpVipCQED755BMsZHVuIUQ2ZWv6/PDhw43/36ZNG86dO8eRI0eoWLEitWrVyrHkhHlZd/gGt6PSdIPy+9ig2EhY0w3io9TxpsOgztuapJTfXL9+nR49erB3715jrGPHjqxYsUK1k7wQQmRHlgqhuLg4tm/fzmuvvQbAmDFjSEj4d1DsgQMH+Oyzz7C1tc3ZLIXJSx0bpJ4p1tDTlcYV8vEvquRECO4NkVfU8SqvwcuyMXFOOHHiBC+99JJxHKKlpSVff/01w4cPly6QECJHZKkQWrFiBZs2bTIWQt9//z3Vq1c3bmB47tw5PDw8VB0jUTD8eOQGt9J2g/Lz2CBFgU3D4epudbx4LXhroWykmkMqV65MmTJliIyMpGzZsgQGBtKoUSOt0xJC5CNZ+mm9evVq3nvvPVVszZo17Ny5k507dzJ16lTjwGlRcCQmG9LNFGtQzpXG+Xls0L5ZcGyVOuboAT2DwNpBm5zyIVtbW4KDg+nVqxfHjh2TIkgIkeOyVAhdunSJmjX/3SPJ1tZW1Z5u0KABZ86cybnshFn48cgNbj5UbyUxrI0Xuvy6eODZ32BbmltfVvapu8k7ldAmp3xi48aN6X6GeHl5sWrVKlm1XgiRK7JUCD18+FA1JujevXuUK1fO+LHBYFA9LvK/xGQDc9KMDapfrnD+HRt0+0TqytEo6vhbC6GEtxYZ5QsJCQl89NFHvPnmm/j5+REbG6t1SkKIAiJLhVCpUqX4559/nvr4yZMnKVWq1AsnJczH+qPpu0EfvVwpf3aDom+n7iGWlOaXdJtJULWTJinlB5cvX6Zp06bMmjULgH/++YeVK1dqnJUQoqDIUiHUoUMHJkyYQHx8fLrH4uLimDx5Mh07dsyx5IRpS0ox8H2ablC9soVpWjEfdoMSY2Btd3h0Sx33fjt1qrzIlnXr1lG3bl2OHDkCgI2NDXPnzk03FlEIIXJLlmaNffrppwQHB1O5cmX8/f2pVCl1jZjz58/z/fffk5yczKeffporiQrTs/7oDW48SNMNyo9jgwwG2PA+3D6ujpdtCq9Nl41UsyE+Pp6AgADmzZtnjHl5eREcHIy3t7d2iQkhCpwsFULu7u7s27ePwYMH88knn6AoqeMkdDodbdu2Ze7cubi7u+dKosK0ZNQNqlvGhWYV3TTKKBft+BzO/qqOFfZM3T7D0lqbnMzYhQsX8PX1Na5OD9CjRw8WLFiAo6OjhpkJIQqiLK8s7enpyZYtW4iMjOTSpdRfhBUrVsTVtQBsqimMNhy9yfXItDPF8uHYoONrYM80dczWOXUjVXv5ms+qyMhIGjRoQFRU6krctra2zJ49m/79++e/rx0hhFnI9qpvrq6uNGjQgAYNGkgRVMBk1A2qU8aF5l75rBt0dS/8MlQd0+nB9wcoms+3Dsklrq6ufPzxx0Dqhs0HDx5kwIABUgQJITSTrb3GRMG28dhNwiLVM6c+ejmfjQ2KuAxBvcCQpI53/A7Kt9Ikpfzi008/xdbWlsGDB1OoUCGt0xFCFHCyD4DIkuQMukHepV1oWamoRhnlgrgHsMYv9b//1dgf6vXTJicztWLFCmbOnKmK6fV6Ro4cKUWQEMIkSEdIZMnG47e4FpGmG5SfZoqlJMG6vhBxUR2v1B7afqZJSuYoJiaGIUOGsGLFCvR6PfXr16dJkyZapyWEEOlIR0hkWnKKge93qAuE2qWcaZVfukGKAptHwpUQddy9BnRZDBZ6TdIyN//88w/16tVjxYoVAKSkpLB582aNsxJCiIxJISQy7efjt7iaphuUr2aKHZgHR5apYw7FUvcQs5Fp3c+jKAqLFy+mfv36nDt3DoBChQqxevVqvvjiC42zE0KIjMmtMZEpGY0NqlXKmVaV80k36PwW2JpmMVBL29QiyKW0NjmZkUePHjFo0CDWrFljjNWuXZvg4GDjwqtCCGGKpCMkMuXXk7cIvR+jiuWbmWJ3/oGf+pNuI9XO86CUjyYpmZPjx4/j4+OjKoIGDRrEgQMHpAgSQpg86QiJ50oxKMzeru4G1SzpzEtVimmUUQ56FJ66h1jiY3W89Tio8ZY2OZkRRVHo168fFy+mjh1zdHRk8eLF+Pr6apyZEEJkjnSExHP9euIWV/JjNygpDgJ7QtR1dbymL7QYoU1OZkan07FixQpsbW2pW7cux44dkyJICGFWpCMkninFoDArzUyxGiWdeLmqmXeDDAbY+AHcPKyOl24Ir8+WjVSfwWAwYGHx799QtWrV4s8//6RevXrY2NhomJkQQmSddITEM/128hZX7qXtBuWDmWJ/fQ2n16tjLmWh+xqwstUmJxOnKAqzZs2iVatWJCYmqh5r2rSpFEFCCLMkhZB4qhSDwqzt6m5Q9RJOtDH3btDJYPjrG3XMxgl6BoFDPtsvLYc8ePCAt956i48++ojdu3czZswYrVMSQogcIbfGxFNtOnWby2m6QUPNfWxQ2N/w8xB1TGcB3ZZBsara5GTi/v77b/z8/Lh27ZoxZmFhgaIo5v21IIQQSEdIPEVG3aBqHk68Us1do4xywIOrqYOjU9S3dXj1W6jYRpOUTJmiKHz33Xc0a9bMWAS5urry66+/MnXqVCmChBD5gnSERIY2n7rNpbvqKeVm3Q2Kj0rdSDX2vjre4H1oMFCbnExYREQEffv25bfffjPGmjRpQmBgIKVLywKTQoj8wyQ6QnPmzKFcuXLY2trSsGFDDh48mKnjAgMD0el0dO7cOXcTLGAMGXSDqhR3NN9uUEoy/Pgu3DunjldsA+2+0iYnE7Zv3z68vb1VRdDo0aMJCQmRIkgIke9oXggFBQUREBDAxIkTOXr0KLVr16Zdu3bcvXv3mcddvXqVESNG0Lx58zzKtODY/M9tLqbpBg1r44WFhZl2g7Z+Cpf+VMeKVoWuS0EvTdG0fv31V27cuAGAm5sbv//+O19//TVWVlYaZyaEEDlP80Jo2rRpDBw4kH79+lGtWjXmz5+Pvb09S5cufeoxKSkp9OrVi8mTJ1O+fPk8zDb/e3o3qLhGGb2gg4vg4AJ1zN4NegaCrbM2OZm4zz77jEaNGtGiRQuOHz9O+/bttU5JCCFyjaZ/DicmJnLkyBHVVFwLCwvatGnD/v37n3rcZ599RrFixejfvz+7d+9+5jkSEhJISEgwfhwdHQ1AUlISSUlJL/gO8p/f/7nDhXB1N+iDlp6kpCSTkpKz53ry+c+t66C7vAP976P5bx9L0duQ0u0HlEIlQa4/AHfv3qVYsWKq67B+/XpcXFywtLSU7xMN5Pb3hsg8uRamI7eugaaF0P3790lJScHdXT32xN3dnXPnzmV4zJ49e1iyZAnHjx/P1DmmTJnC5MmT08V37tyJvb19lnPOzwwKfHtCD/8pHTzsFFKuHWVzWO6dd9u2bTn+mo5xN2h+4XN0irp6O1KqHzdP3oeTm3P8nOYmJSWFH3/8kfXr1zNlyhRjdzU3rofIHrkWpkOuhfZiY2Nz5XXNaoDEo0ePeOedd1i0aBFubplb+G7MmDEEBAQYP46OjqZ06dK0bt2aIkWK5FaqZmnL6XBuHzihio15vTav1sid22JJSUls27aNtm3b5uz4k5j7WC4bh84QpwqnNBtB7ZafUDvnzmS27ty5Q9++fdmxYwcAc+fOZe/evezfvz/nr4fIslz73hBZJtfCdEREROTK62paCLm5uaHX6wkPD1fFw8PDKV48/S/fy5cvc/XqVTp16mSMGQwGACwtLTl//jwVKlRQHWNjY5Ph0v9WVlbyRf0fBoPCnJArqlgl90K8VrtUrg+SztFrkRQPP/WBqDQtrOpvoX95HHpznf6fg7Zv306vXr2M33cWFhb07t0bJycnQL43TIlcC9Mh10J7ufX513SwtLW1NT4+Pmzfvt0YMxgMbN++ncaNG6d7fpUqVTh16hTHjx83/nv99ddp3bo1x48fl6m9L+CPM3c4d+eRKjb0ZTObKaYo8OtQuP63Ol6yHnSeW+A3Uk1JSWHixIm0bdvWWAR5eHiwY8cOxo8fj16v1zhDIYTIe5rfGgsICKBPnz7Uq1ePBg0aMGPGDGJiYujXrx8AvXv3pmTJkkyZMgVbW1tq1KihOt7FxQUgXVxknsGgMHP7JVXMq1ghOtTw0CijbNr1PzgZpI45l/7/jVTttMnJRNy6dYuePXvy119/GWOvvPIKK1eupFgxM987TgghXoDmhZCfnx/37t1jwoQJ3LlzB29vb7Zs2WIcQB0WFoaFheaz/PO1bWfDOXs7WhX70Ny6Qf+sh51fqGPWhaBHIDia6UKQOWTnzp3G7zMAvV7PF198wahRo+R7SwhR4GleCAH4+/vj7++f4WMhISHPPHb58uU5n1ABoigKM/9UrxtUsVghOtY0o27QjSOwcbA6prNIXTCxuHQK7ezsePDgAQClSpVi7dq1NGvWTOOshBDCNJhEISS0s+1MOGfSdoNeqojeXLpBD6/D2u6QHK+Ov/IlVGqnTU4mplGjRkyZMoWQkBCWL1+e6RmXQghREEhfvABTFIWZaVaRrlDUgddqldAooyxKeJRaBMWk2Y7Fpx80GpzxMQXA7t27SUmz+mVAQAC//PKLFEFCCJGGFEIF2J9n73L6lrobNPRlL/PoBhlS4KcBEP6POl6+FXSYWiBniCUmJjJixAhatGjB559/rnrMwsJCxgMJIUQG5CdjAZXaDbqgipU3p27QtglwYYs65lYJuq0AfcFb6+Pq1au0aNGC7777Dkjdhiazq68LIURBJoVQAbXj3F3+uWmmY4MOL4P936tjdq7QMwjsXDRJSUsbN26kTp06/P136vpJVlZWzJgxg9q1ZQ1tIYR4HhksXQApisKMNDPFyrs50MkcukFXQmDzCHXMwgr8VoFreU1S0kpCQgKjRo1i1qxZxlj58uUJCgqiXr16GmYmhBDmQwqhAmjn+bucuhmlivm/VBFLvYk3CO9dgKDeYEhWx1+fBeWaapOTRi5fvoyfnx9Hjhwxxrp27crixYtxdnbWMDMhhDAvUggVMBmtG1SuiD2v1zbxblBsJKzxhQR1AUezAPDuqU1OGjl06BBt2rQhOjr11qaNjQ3Tp09n0KBB6ArgIHEhhHgRJt4CEDkt5Pw9TtxQFxMfvuRl2t2g5EQIehsehKrjVTvBS+O1yUlDNWrUoFy5cgB4eXlx4MABBg8eLEWQEEJkgwn/9hM5TVEUZmxP3w16w9uEu0GKAr8Nh2t71XEPb3hzARTAKeF2dnYEBwfTr18/jhw5gre3t9YpCSGE2Sp4v0UKsL8u3OPE9Yeq2JDWJj42aO8MOL5KHXMskbqHmLWDJinltbVr13L+/HlVrHLlyixduhRHR0eNshJCiPzBhH8DipyU0UyxskXsebNOSY0yyoQzv8Cfk9QxK3voGQhOZrQXWjbFxcUxcOBAevbsia+vL3FxcVqnJIQQ+Y4UQgXErov3OW5O3aBbx2D9e2mCOnhrEXjk//Vxzp49S4MGDVi8eDEAJ0+eJDg4WOOshBAi/zHR34IiJ6XOFFOvIl3a1c50u0HRt2BtD0hO0wFpOxmqvqZNTnloxYoV1KtXj3/+Sd0+xN7enmXLltGnTx+NMxNCiPxHps8XALsv3udo2ENV7MPWXliZYjcoMQbW+MGj2+p4nbehyVBtcsojMTExDBkyhBUrVhhj1atXJzg4mGrVqmmYmRBC5F8m+JtQ5KSMdpgv7WrHm3VNsBtkMKTeDrtzUh0v1xw6Ts/XG6n+888/1K9fX1UE9e/fn4MHD0oRJIQQuUg6Qvnc3ksRHLn2QBUb0qqiaXaDtk+Gc7+pY64VwPcHsLTWJqc8cPfuXRo1akRMTAwADg4OLFiwgF69emmcmRBC5H8m+NtQ5JTUmWLqsUGlCtvxVt1SGmX0DMdWpU6V/y9bF+gZDPauWmSUZ4oVK8bHH38MQK1atThy5IgUQUIIkUekI5SP7bscweG03aDWFbG2NK36V3dtL/w6TB20sEztBLlV1CSnvDZhwgScnZ0ZPHgwdnZ2WqcjhBAFhmn9RhQ5JqM9xUq62NHFxLpBDvF30P/UFwxJ6gc6ToPyLTXJKTcpisL8+fNVO8YD6PV6AgICpAgSQog8Jh2hfGr/5QgOXo1UxUyuGxT3kEZXpqFLUHetaPIh+OS/qeJRUVG89957BAcHY2lpScOGDWnYsKHWaQkhRIFmQr8VRU5Ku6dYSRc7uvqYUDcoJQn9+n4USrijjlfuAG0ma5NTLjpy5Ag+Pj7GRRGTk5P5888/Nc5KCCGEFEL50P7LERwMVXeDBreqYDrdIEWBzSOwuLpbHXevmbpytIVem7xygaIozJ49myZNmnD58mUAnJ2d+emnnxg7dqzG2QkhhJBbY/lQ2pliJZxt6VbPhLpBB+bCkeXqWKHiqXuI2RTSJKXc8ODBA/r378+GDRuMsQYNGhAYGIinp6eGmQkhhHjCRFoEIqccuBLB32m7Qa0rYmNpIl2W87/DVnUnRLG0gx5rwdmEirUX9Pfff1O3bl1VEfTxxx+ze/duKYKEEMKESEcon0k7U8zD2RZfU+kG3TkFP/YHFFU45fU5WJasq01OucBgMNC/f3+uXr0KgKurK8uXL6dTp07aJiaEECId6QjlI39fiWD/lQhV7INWFUyjG/ToDqzpDkkxqvAZj64oVV/XKKncYWFhwapVq7CxsaFJkyYcO3ZMiiAhhDBR0hHKR9LuKVbcyRbf+qU1yuY/kuJSd5OPvqEKG2r6clHfES+N0spJKSkp6PX/Fpze3t7s3LmTevXqYWVlpWFmQgghnkU6QvnEwdBI9l1Wd4MGm0I3yGCADYPg1lF1vExjUjqY/0aqBoOBb775htatW5OUpF4UsnHjxlIECSGEiZNCKJ+YuV09U8zdyQY/U+gGhXwFZzaqY4XLgd9qsLTRIqMcc+/ePV577TU++eQTdu/eLdPhhRDCDMmtsXzg8NVI9l5K0w1qWQFbK427QSeCYNdUdczGOXUjVYcikKaDYk527dpFjx49uHXrFgA6nQ5bW1sURUFn5l0uIYQoSKQQygfSjg0q5mhD9wZlNMrm/4UdgF/81TGdHrotg6KVtckpB6SkpDBlyhQmTpyIwWAAUnePX7VqFW3bttU4OyGEEFklhZCZO3Itkt0X76tig1tp3A2KDIXAnpCSqI53+BYqvqxNTjkgPDyct99+W7U1xksvvcSqVavw8PDQMDMhhBDZJWOEzNyMNOsGFXW0oYeW3aD4KFjbHWLVt+poOBjqD9AmpxywY8cOateubSyCLCwsmDx5Mn/88YcUQUIIYcakI2TGjlx7kK4bNEjLsUEpybCuL9w7p457vQLtvtQkpZzy22+/ER4eDoCHhwdr1qyhVatW2iYlhBDihUkhZMbSjg0q6mhDr4YadoO2fAKXd6hjxapBlyVmv5Hq119/zZ49eyhcuDArV66kWLFiWqckhBAiB0ghZKaOhT1g14V7qtj7Lcpr1w36eyEcWqSOORSFHoFg66RNTi/gzp07FC9e3PixtbU1v//+O4ULF8bCQu4oCyFEfiE/0c1U2m6QWyEbejUsq00yF7fBltHqmN4Guq+BwhrllE3Jycl8+umnVKhQgZMnT6oeK1KkiBRBQgiRz8hPdTN0/PpDQs6ru0GDWpbHzlqDblD4GVjXDxSDOt55LpRukPf5vIAbN27QunVrpkyZQmxsLL6+vsTExDz/QCGEEGZLCiEzNPNP9SrSboWstekGPb4Ha/wg8ZE63moM1Oya9/m8gM2bN+Pt7c2ePXsAsLS0ZMCAAdjZ2WmcmRBCiNwkY4TMzInrD9mZphv0XgsNukFJ8alrBUWFqeM1ukLL0RkfY4KSkpIYO3YsU6f+uwJ2mTJlCAwMpHHjxhpmJoQQIi9IIWRm0o4NKuJgzduN8rgbpCipq0bfOKiOl6oPb8wxm41Ur127Rvfu3Tlw4IAx9vrrr7Ns2TJcXV01zEwIIURekVtjZuTkjYfsOHdXFXuvRXnsrfO4nv3rWzi1Th1zLpM6ONrKNm9zyabff/8db29vYxFkZWXFjBkz2LhxoxRBQghRgEhHyIzMStMNcnWw5p3GedwNOvVj6o7y/2XtCD2DoJD5rK3j7OzMo0epY5s8PT0JCgqifv36GmclhBAir0khZCZO3Yjiz7Mad4OuH4KNH6hjOgvouhTcq+VdHjmgSZMmfPnllxw6dIjFixfj4uKidUpCCCE0IIWQmUg7NsjVwZp38nJs0MMwCOwBKQnqeLspUOmVvMsjm3bu3EmLFi3Q6/8dVD5y5Eh0Oh06MxnTJIQQIufJGCEz8M/NKP48G66KDWjuiYNNHtWx8dGwpjvEqGerUa8/NHw/b3LIpvj4ePz9/XnppZeYMmWK6jELCwspgoQQooCTQsgMpB0bVNjeit6Ny+XNyQ0p8FN/uHtaHa/wErz6rUnPELt48SJNmjRhzpw5AEycOJHTp08/5yghhBAFiRRCJu70rSj+OJO2G1SeQnnVDfpjHFz8Qx1zqwxdl4HedO+sBgYGUrduXY4dOwaAra0t8+fPp1o18xrLJIQQIneZ7m8yAaTvBrnYW9GnSbm8OfmhJXBgrjpm55o6Q8zOJW9yyKK4uDiGDRvGwoULjbHKlSsTHBxMrVq1NMxMCCGEKZJCyISduRXN1tPqbtDAvOoGXd4Jm0eqY3rr1LWCXD1z//zZcO7cOXx9fTl16pQx9s477zB37lwKFSqkYWZCCCFMlRRCJixtN8jZzoreebFu0L3zENwHlBR1/PXZUNY0t53Yt28fr7zyinGTVDs7O+bOnUvfvn21TUwIIYRJkzFCJurs7Wi2nL6jig1o5omjrVXunjgmAtb4QkKUOt58BNTunrvnfgHe3t54eqZ2qqpXr87hw4elCBJCCPFcUgiZqNk70neD+jQtl7snTU6AoLfhwVV1vNob0Hps7p77Bdnb2xMcHMzgwYM5ePCgDIoWQgiRKVIImaBzd6LZfErdDerfzBOn3OwGKQr8OgzC9qnjJepA5/lgYTpfKoqisGzZMi5eVBeLVatWZe7cudjb22uUmRBCCHNjOr/dhNHs7ZdUHzvZWtI3t7tBe6bBiTXqmFNJ6BEI1qZTWDx+/Jh33nmHd999Fz8/P+Lj47VOSQghhBmTQsjEnL/ziM3/3FbF+jcrn7vdoDM/w/bP1DErh9QiyLF47p03i06cOIGPjw+rV68G4NixY/z8888aZyWEEMKcSSFkYmbtuIii/PuxY253g24ehfVpt8nQQZfF4GEa6+4oisKCBQto2LAhFy5cAMDR0ZHAwED8/Pw0zk4IIYQ5k+nzJuRi+CM2n1J3g95t6omzXS51g6JuwtoekBynjr/yOVTpkDvnzKLo6Gjee+89goKCjLG6desSFBRExYoVNcxMCCFEfiAdIRMya8eldN2gd5vl0uKFCY9hrR88Vg/Kpm5vaOyfO+fMoqNHjxqLnic+/PBD9u3bJ0WQEEKIHCEdIRNxMfwRv528pYr1y61ukCEF1r8Hd06p454toOM0k9hI9fbt2zRt2tQ4GNrZ2ZmlS5fy1ltvaZyZEEKI/EQ6QiZidtpukI0l/ZvmUjfoz0lwfpM6VqQi+P4A+lxesDGTPDw8+PjjjwGoX78+x44dkyJICCFEjpOOkAm4dPcxv6brBpXD2T4XipKjP8C+WeqYrQv0DAa7wjl/vhcwadIk3N3def/997G2ttY6HSGEEPmQSXSE5syZQ7ly5bC1taVhw4YcPHjwqc9dtGgRzZs3p3DhwhQuXJg2bdo88/nmYHaamWKFbHJpbFDobvhtuDpmYQl+q6BIhZw/XyYpisL06dOZM2eOKm5pacmHH34oRZAQQohco3khFBQUREBAABMnTuTo0aPUrl2bdu3acffu3QyfHxISQo8ePdi5cyf79++ndOnSvPLKK9y8eTOPM88Zl+895tcT6m5Q3yblcLHP4V/+EZdTt88wJKvjr80Az+Y5e64sePToEW+99RYBAQEMHz6cw4cPa5aLEEKIgkfzQmjatGkMHDiQfv36Ua1aNebPn4+9vT1Lly7N8PmrV6/mgw8+wNvbmypVqrB48WIMBgPbt2/P48xzxvc7LmFI0w3qn9PdoNhIWN0N4h+q400/grrv5Oy5smD//v0MHz6cTZtSxyslJSWxa9cuzfIRQghR8Gg6RigxMZEjR44wZswYY8zCwoI2bdqwf//+TL1GbGwsSUlJuLq6Zvh4QkICCQkJxo+jo6OB1F+6SUlJL5D9iwu9H8PPx9WdrHcalqaQtS7ncktJRB/0DhaRl1VhQ6UOpLQcCxp8DgwGA9OmTWP8+PGkpKQA4ObmxtKlS2nfvr3m16WgevJ5l8+/9uRa5LyUlBSSk5NR/jsOIROSk5OxtLTk8ePHWFrKsNrcpNPpsLKywuIpe1vm1veDplf1/v37pKSk4O7uroq7u7tz7ty5TL3G6NGjKVGiBG3atMnw8SlTpjB58uR08Z07d2q+OeeqixYYlH8vuI2FQunYi2zefPEZR2WBouB9fSllI/aowg/tyrLH9k1Sft+SM+fJgqioKGbOnMnRo0eNsWrVqvHxxx9jMBjYvHlznuck1LZt26Z1CuL/ybXIGY6Ojjg6Oj71F+zzFC9enCtXruRwViIjSUlJ3Lt3D4PBkO6x2NjYXDmnWZe3X3/9NYGBgYSEhGBra5vhc8aMGUNAQIDx4+joaEqXLk3r1q0pUqRIXqWaztWIGI4c2KuK9WtWnm5tvXLsHBYH5qA//pcqphQqjkO/X2nnVCLHzpNZe/bs4YMPPuDWrdQxUTqdjq5du7J48WLs7OzyPB+hlpSUxLZt22jbti1WVqaxjEJBJdci54SHhxMdHU3RokWxt7dHl8V10hRFISYmBgcHhywfK7LGYDBw+/Zt3N3dKVmyZLrPd0RERK6cV9NCyM3NDb1eT3h4uCoeHh5O8eLP3uzzf//7H19//TV//vkntWo9fU8sGxsbbGxs0sWtrKw0/QEzb9dV1dgge2s977WsmHM5ndsE2yepY5Z26HoGYlWkbM6cIwuSk5MZPHiwsQgqVqwYy5cvJzExETs7O/lhb0K0/t4Q/5Jr8WJSUlJ49OgR7u7u2f7D12AwkJSUhJ2dXbY7SiLzihUrxq1bt4y3yf4rt74XNL2q1tbW+Pj4qAY6Pxn43Lhx46ce9+233/L555+zZcsW6tWrlxep5qir92P4+bh6pljvxuVwdcihmWK3T8BPA4A098LfWggl6uTMObLI0tKS1atXY21tTevWrTl+/PhTb2cKIUROeDKmROthECLzniyX8mT8aF7Q/NZYQEAAffr0oV69ejRo0IAZM2YQExNDv379AOjduzclS5ZkypQpAHzzzTdMmDCBNWvWUK5cOe7cSd0rq1ChQhQqVEiz95EV3++8RMp/2kH21noGNs+hmWLRt2FNd0hKcy/15YlQ7fWcOUcmPRlk+ISPjw+7du2iXr166PV6GQgqhMgTckvLfGhxrTQvhPz8/Lh37x4TJkzgzp07eHt7s2XLFuMA6rCwMFU7ct68eSQmJtK1a1fV60ycOJFJkyblZerZci0ihg3H0swUa1yWIoXS377LssRYCOwBj9TdJmr3hGbDMz4mF6SkpPD5558TEhLCn3/+qSqGGjZsmGd5CCGEEM+jeSEE4O/vj79/xjueh4SEqD6+evVq7ieUi77foe4G2Vnpea95+Rd/YYMBNg6CW8fU8TJNoNOMPNtI9fbt2/Ts2dN43SZMmMBXX32VJ+cWQoiCRqfTsWHDBjp37qx1KmZLRn7lobCIWNan6Qb1zqlu0M4v4MzP6lhhz9TtMyxz4PUz4Y8//qB27drGIsjCwgJHR8c8ObcQQuQ3d+7c4cMPP6R8+fLY2NhQunRpOnXqZDILCCuKwoQJE/Dw8MDOzo42bdpw8WIOLf+Sh0yiI1RQfL/zYrpu0MAWOdANOr4Wdn+njtk4p26k6pD7SwQkJyczceJEpkyZYlysrGTJkqxdu5bmzbXbvkMIIf7LYFB4EJuYxWMMPIpNIskiIUdmjRW2t8bC4vkd+qtXr9K0aVNcXFyYOnUqNWvWJCkpia1btzJkyJBMr7WXm7799ltmzZrFihUr8PT0ZPz48bRr144zZ848dUkbUySFUB65HhnL+qPqbtDbjcrg9qLdoGv74JcP1TGdHnxXQNFKL/bamXDjxg169OjBnj3/Ltr46quv8sMPP+Dm5pbr5xdCiMx6EJuIzxd/aprDkXFtMnUX4IMPPkCn03Hw4EEcHByM8erVq/Puu+8+9bjRo0ezYcMGbty4QfHixenVqxcTJkwwTj0/ceIEw4YN4/Dhw+h0Ory8vFiwYAH16tXj2rVr+Pv7s2fPHhITEylXrhxTp06lQ4cO6c6jKAozZsxg3LhxvPHGGwD88MMPuLu7s3HjRrp3757VT41mpBDKI3N2XiL5P90gWysL3mvxgju+R16BwF5gSDP7quP/oELrF3vtTNi8eTO9e/c2LnJlaWnJV199xccffyzrbQghRDZFRkayZcsWvvzyS1UR9ISLi8tTj3V0dGT58uWUKFGCU6dOMXDgQBwdHRk1ahQAvXr1ok6dOsybNw+9Xs/x48eNRdKQIUNITExk165dODg4cObMmafOxg4NDeXOnTuqZVCcnZ1p2LAh+/fvl0JIqF2PjOXHIzdUsbcblqWo4wt0g+Iewho/iItUxxsNgXpP/2shJ23ZssVYBJUpU4bAwMBnrv8khBDi+S5duoSiKFSpUiXLx44bN874/+XKlWPEiBEEBgYaC6GwsDBGjhxpfG0vr393MwgLC6NLly7UrFkTgPLlnz5048nSNRltkfXkMXMhhVAemBui7gbZWFrwXssXGBuUkgTr+sL9C+q4Vzt45fPsv24WTZ06lb1791KqVCmWLVv21I1vhRBCZF5WN4b9r6CgIGbNmsXly5d5/PgxycnJODk5GR8PCAhgwIABrFy5kjZt2tCtWzcqVEi9OzF06FAGDx7MH3/8QZs2bejSpcszd27IL6QQymU3HsSy7nCablCjshRzzOZAMkWB30fBlZ3qeLHq0HUJWOizmenz3bx5k5IlSxo/trGxYdu2bRQuXFgWLBNCmLzC9tYcGZe1Fe0NBgOPHj/GsVChHBss/TxeXl7odLosD4jev38/vXr1YvLkybRr1w5nZ2cCAwP57rt/J9NMmjSJnj17smnTJn7//XcmTpxIYGAgb775JgMGDKBdu3Zs2rSJP/74gylTpvDdd9/x4YcfpjvXk22wwsPD8fDwMMbDw8Px9vbOUt5ak4EcuWzOzsvpukHvv0g36O8FcHipOuZQDHoGgk3uTFVPTExk+PDhVKpUidOnT6sec3V1lSJICGEWLCx0FClkk+V/rvZW2Touo3+ZmTHm6upKu3btmDNnDjExMekef/jwYYbH7du3j7JlyzJ27Fjq1auHl5cX165dS/e8SpUqMXz4cP744w/eeustli1bZnysdOnSDBo0iPXr1/Pxxx+zaNGiDM/l6elJ8eLFVVP5o6Oj+fvvv81uiIQUQrno5sM4fjxyXRXr2bBM9rtBF/6ArWPUMUtb6LEWXMpkM8tnCw0NpVmzZsyYMYPY2Fh8fX2Ji4vLlXMJIYRINWfOHFJSUmjQoAE//fQTFy9e5OzZs8yaNeuphYaXlxdhYWEEBgZy+fJlZs2axYYNG4yPx8XF4e/vT0hICNeuXWPv3r0cOnSIqlWrAjBs2DC2bt1KaGgoR48eZefOncbH0tLpdAwbNowvvviCX375hVOnTtG7d29KlChhdos7yq2xXDR35yWSUtTdoMEtszlTLPw0/PguKAZ1vPM8KJU7G8/+9NNP9O/fn6ioKCB1M7wPPvjArNaHEEIIc1S+fHmOHj3Kl19+yccff8zt27cpWrQoPj4+zJs3L8NjXn/9dYYPH46/vz8JCQl07NiR8ePHG7ef0uv1RERE0Lt3b8LDw3Fzc+Ott95i8uTJQOr2SEOGDOHGjRs4OTnRvn17pk+f/tQcR40aRUxMDO+99x4PHz6kWbNmbNmyxex+R+iUFxmVZYaio6Nxdnbm/v37FCmSe4sN3nwYR6upO1WFUN8m5Zj0evWsv9jju7DoJYhSd5doPRZajnrBTNOLj49nxIgRzJkzxxirUKECwcHB1K1bN8fOk5SUxObNm+nQoYNx+qbQjlwP0yHXImfEx8cTGhqKp6dntn85GwwGoqOjcXJykmVB8sCzrllERARubm5ERUWpBoC/KOkI5ZJ5IepukLWlBYNbZaMblBQHgT3TF0E1u0GLkS+YZXqXLl3C19eXY8f+3bPMz8+PhQsX5ugXnhBCCGEKpLzNBbcexhF8SD1TrGeDMrg7ZfEvEkWBn4fAjUPqeOmG8Pr3Ob6R6saNG6lbt66xCLKxsWHBggWsXbtWiiAhhBD5knSEcsG8kMskpvw7lsdab8Gg7IwNCvka/vlJHXMpA36rwSrn78G6uroaZyhUrlyZ4ODgArGGhBBCiIJLCqEcdjsqjqBD6ttY3RuUprhzFguXk+vgr6/VMWvH1I1UCxV9wSwz1qJFCz777DPOnz/P3Llzn7q0uhBCCJFfSCGUw+Zn0A3K8tig6wdTb4n9l84Cui2HYhlPZcyOJ6uH/ncA4Keffpp6OlkbSAghRAEgY4Ry0J2oeNYeVHeD/OqXxsPZLvMv8uBa6uDolAR1vP034JW1FVGfJjY2lnfffZd27drxzTffqB7T6XRSBAkhhCgwpBDKQfP/UneDrPS6rHWD4qNhbXeIuaeO1x8IDd/LkRxPnz5N/fr1jSuJjh8/ngsXLjznKCGEECJ/kkIoh4RHx7PmYJgq5le/NCVcMtkNSklOXTDx7hl1vMLL0P7rjI/JAkVRWLZsGfXr1+fMmdRzODg4sGzZMipVqvTCry+EEEKYIymEcsi8kMskJqftBlXM/Av8MRYubVPHilaBbstA/2JDuR4/fkzv3r159913jdtj1KxZk8OHD/POO++80GsLIYTQjk6nY+PGjVqnYdakEMoBd6PjWZumG9StXmlKZrYbdHAR/D1fHbMvAj2DwNb5hXI7efIk9erVY9WqVcbY+++/z99//02VKlVe6LWFEELknjt37vDhhx9Svnx5bGxsKF26NJ06dVJtdKql9evX88orr1CkSBF0Oh3Hjx/XOqVskVljOWD+X1dISNMN+iCzY4MubYffR6tjemvovgYKl3uhvEJCQnj11VeJj48HwNHRkYULF9K9e/cXel0hhBC56+rVqzRt2hQXFxemTp1KzZo1SUpKYuvWrQwZMoRz585pnSIxMTE0a9YMX19fBg4cqHU62SaF0Au6Gx3P6r+vqWJdfUpTqrB9Jg4+B+v6gpKijr8xB8o0euHc6tevj6enJ2fPnqVOnToEBQXh5eX1wq8rhBBmyWCAuMgsH6OLfQT6RMiJvcbsXDP1Oh988AE6nY6DBw/i4OBgjFevXp133333qceNHj2aDRs2cOPGDYoXL06vXr2YMGGCcc+6EydOMGzYMA4fPoxOp8PLy4sFCxZQr149rl27hr+/P3v27CExMZFy5coxdepUOnTokOG5ngytuHr1ahY+AaZHCqEXtGCXuhtkaZHJblDMfVjjCwnR6niLUVDLN0dyc3BwIDg4mCVLljBlyhSz2xFYCCFyVFwkTM3aum4WwIsNUEhj5GVwcHvmUyIjI9myZQtffvmlqgh6wsXF5anHOjo6snz5ckqUKMGpU6cYOHAgjo6OjBqVukF3r169qFOnDvPmzUOv13P8+HFjkTRkyBASExPZtWsXDg4OnDlzpkAsrCuF0Au4+yh9N6hbvVKUdn1ONyg5AQJ7wUP1sVR/E1qNyVYuiqKwYMEC2rZtS4UK/36j16hRg+nTp2frNYUQQuS9S5cuoShKtsZxjhs3zvj/5cqVY8SIEQQGBhoLobCwMEaOHGl87f/eJQgLC6NLly7UrFkTgPLly7/I2zAbMlj6BSz86wrxSWm7Qc+ZKaYo8MtQuH5AHS/pA53nZav1+vDhQ3x9fRk8eDB+fn4kJCQ8/yAhhBAmSVGUbB8bFBRE06ZNKV68OIUKFWLcuHGEhf07mScgIIABAwbQpk0bvv76ay5fvmx8bOjQoXzxxRc0bdqUiRMncvLkyRd6H+ZCCqFsuvcogVVpukFd6maiG7T7OzgZqI45lYLua8EqCytQ/79Dhw5Rt25dfvzxRwCOHDnC5s2bs/w6QgghTIOXlxc6nS7LA6L3799Pr1696NChA7/99hvHjh1j7NixJCYmGp8zadIkTp8+TceOHdmxYwfVqlVjw4YNAAwYMIArV67wzjvvcOrUKerVq8fs2bNz9L2ZIrk1lk2LdqfvBg1p/Zxu0OkNsONzdcy6UOo0eUf3LJ1fURRmzpzJqFGjSEpKAlLvGy9fvpw33ngjS68lhBAFgp1r6hidLDAYDDx69AhHR0fVvowvlMNzuLq60q5dO+bMmcPQoUPTjRN6+PBhhuOE9u3bR9myZRk7dqwxdu3atXTPq1SpEpUqVWL48OH06NGDZcuW8eabbwJQunRpBg0axKBBgxgzZgyLFi3iww8/zOKbNC9SCGXD/ccJ/LD/qir2Vt2SlCnyjG7QzSOwYVCaoA66LIHiNbJ0/sjISPr168cvv/xijDVq1IjAwEDKli2bpdcSQogCw8LiuQOV0zEYUFKswcEpZ2aNZdKcOXNo2rQpDRo04LPPPqNWrVokJyezbds25s2bx9mzZ9Md4+XlRVhYGIGBgdSvX59NmzYZuz0AcXFxjBw5kq5du+Lp6cmNGzc4dOgQXbp0AWDYsGG8+uqrVKpUiQcPHrBz506qVn36Rt+RkZGEhYVx69YtAM6fPw9A8eLFKV68eE5+OnKV3BrLhkW71N0gvYUO/9bPmJYedQPW9oDkeHW83ZdQuX2Wzr1//37q1KmjKoJGjhzJrl27pAgSQoh8onz58hw9epTWrVvz8ccfU6NGDdq2bcv27duZN29ehse8/vrrDB8+HH9/f7y9vdm3bx/jx483Pq7X64mIiKB3795UqlQJX19fXn31VSZPngxASkoKQ4YMoWrVqrRv355KlSoxd+7cp+b4yy+/UKdOHTp27AhA9+7dqVOnDvPnz3/qMaZIp7zIqCwzFB0djbOzM/fv36dIkSJZPj7icQLNvtlJXNK/a/908ynF1G61Mz4g4TEsbQ/hp9Rxn77w2gzIwk7vYWFhVKxY0XgrrEiRIqxYscL4RWhukpKS2Lx5Mx06dDBO3xTakethOuRa5Iz4+HhCQ0Px9PTM9vIhBoOB6OhonJyccubWmHimZ12ziIgI3NzciIqKwsnJKcfOKVc1ixbuvqIqgvQWOvxfesrYIEMKrB+YvgjybAkd/pelIgigTJkyBAQEANCsWTOOHz9utkWQEEIIYQpkjFAWRMYksnK/euBZZ++SlC2SfsErALZNgPNpZnAV8QLfFaDP3l95n3/+OWXLlmXgwIFYWsrlE0IIIV6EdISyYNHuK8QmqrtBHz6tG3RkOez/Xh2zK5w6Q8yu8HPPZTAYmDJlSrp7wVZWVgwePFiKICGEECIHyG/TTIqMSWTFvquq2BveJSjnlkE36MpfsOljdczCCvxWQZHnL+9+9+5d3nnnHf744w+sra1p2LAhdevWfYHshRBCCJER6Qhl0uI03SALHXz4UgYzxe5fguB3wJCsjneaCeWaPfc8ISEheHt788cffwCpgyb379//QrkLIYQQImNSCGXCgwy6QZ29S+KZthsUGwlrukF8lDrebDjU6fXMc6SkpDB58mRefvllbt++DaSuxfDnn38yZMiQF30LQgghhMiA3BrLhMV7rhCTphuUbqZYciIEvQORV9TxKq/BSxOe+fq3b9/m7bffZseOHcZYmzZtWLVqFe7uWVtxWgghhBCZJx2h53gYm8iKfeqZYq/XLkH5ooX+DSgKbBoO1/aoD/aoDW8tfOZqpNu2bcPb29tYBFlYWPDFF1+wdetWKYKEEEKIXCYdoedYsieUxwn/jvdJ7QalGRu0bxYcW6WOOXpAj0CwfsrUelLH/wwePJi7d+8CUKJECdauXUuLFi1yLH8hhBBCPJ10hJ7hYWwiy/ZeVcU61S5BxWL/6Qad/Q22TVQfaGWfWgQ5lXjm61tZWbF27VqsrKxo3749x48flyJICCGESShXrhwzZswwfqzT6di4caNm+eQWKYSeYWmabpBOh3rdoFvHU1eO5r+7lOjgrUVQwjvD13yyPcYT9evXZ9++fWzatImiRYvmWO5CCCHMV9++fdHpdMZ/RYoUoX379pw8eVKznG7fvs2rr76q2flzixRCTxEVm5S+G1SrBBWLOaZ+EH0L1naHpFj1gW0mQdXX0r1eUlISn3zyCa+88grJyeqp9fXq1ZM9bIQQQqi0b9+e27dvc/v2bbZv346lpSWvvZb+90teKV68ODY2NpqdP7fIb9+nWLI3lEdpukFDX/7/blBiTGoR9Oi2+iDvt6HpR+leKywsjFatWvHNN98QEhJi3OlXCCGEeBobGxuKFy9O8eLF8fb25pNPPuH69evcu3cPgNGjR1OpUiXs7e0pX74848ePV911OHHiBK1bt8bR0REnJyd8fHw4fPiw8fE9e/bQvHlz7OzsKF26NEOHDiUmJuap+fz31tjVq1fR6XSsX7+e1q1bY29vT+3atdOte5fVc2hBCqEMRMUlsWxvqCrWsaZHajfIYIAN78PtE+qDyjaD16an20j1119/xdvbm3379gFgaWmZrV3vhRBCFFyPHz9m1apVVKxY0fg7xNHRkeXLl3PmzBlmzpzJokWLmD59uvGYXr16UapUKQ4dOsSRI0f45JNPsLJK3efy8uXLtG/fni5dunDy5EmCgoLYs2cP/v7+Wcpr7NixjBgxguPHj1OpUiV69OhhvOuRU+fIbTJrLAPL9obyKD5tN+j/Z4rt+AzO/qo+wLU8+K0ES2tjKDExkTFjxjBt2jRjrFy5cgQFBdGgQYNczV8IIcSzTZs2TfXz+Wnq1KnDypUrVbHXX3+do0ePPvfYgIAAAgICsp3jb7/9RqFCqZNzYmJi8PDw4LfffjMOpRg3bpzxueXKlWPEiBEEBgYyatQoIPVuxMiRI6lSpQoAXl7/znieMmUKvXr1YtiwYcbHZs2aRcuWLZk3bx62traZynHEiBF07NgRgMmTJ1O9enUuXbpElSpVcuwcuU0KoTSi4pJYskfdDepQ04NK7o5wbDXsma4+wNYZegaDvasxFBoaSvfu3Tl48KAx9uabb7J06VJcXFxyM30hhBCZEB0dzc2bN5/7vNKlS6eL3bt3L1PHRkdHZyu3J1q3bm3cePvBgwfMnTuXV199lYMHD1K2bFmCgoKYNWsWly9f5vHjxyQnJ+Pk5GQ8PiAggAEDBrBy5UratGlDt27dqFAhdb/LEydOcPLkSVavXm18vqIoGAwGQkNDqVq1aqZyrFWrlvH/PTw8gNT9MqtUqZJj58htUgilsXzvVVU3CGDoS15wdS/8mmb8j4Ul+P4Abv9W2evXr+fdd98lKip1mw1ra2u+++47hgwZgi7NbTMhhBDacHJyomTJks99npubW7pY0aJFM3Xsf4uS7HBwcKBixX9nKi9evBhnZ2cWLVpEx44d6dWrF5MnT6Zdu3Y4OzsTGBjId999Z3z+pEmT6NmzJ5s2beL3339n4sSJBAYG8uabb/L48WPef/99hg4dmu68ZcqUyXSOT261AcbfcQaDASDHzpHbpBD6j+j4JJbsUW+R0bGmB5Wt7sKKXmBQT32n43dQvpUqtH37dmMRVKFCBYKCgvDx8cnNtIUQQmRRZm9bGQyGdJ2dX375JbfSeiadToeFhQVxcXHs27ePsmXLMnbsWOPj165dS3dMpUqVqFSpEsOHD6dHjx4sW7aMN998k7p163LmzBlVoZXT8uIcOUEGS//H8r1XiU7TDfqomRus8YO4B+onN/YHn77pXuO7777D29sbX19fjh49KkWQEEKIbElISODOnTvcuXOHs2fP8uGHH/L48WM6deqEl5cXYWFhBAYGcvnyZWbNmsWGDRuMx8bFxeHv709ISAjXrl1j7969HDp0yHg7avTo0ezbtw9/f3+OHz/OxYsX+fnnn3N0IHNenCMnSEfo/z2KTz82qGN1NyqF+EPERfWTK70KbT8D4Pr166p7yLa2tuzcuRNnZ2e5FSaEECLbtmzZYhx34+joSJUqVVi3bh2tWrUCYPjw4fj7+5OQkEDHjh0ZP348kyZNAkCv1xMREUHv3r0JDw/Hzc2Nt956y7h8S61atfjrr78YO3YszZs3R1EUKlSogJ+fX47lnxfnyAk6RVGU5z8t/4iOjsbZ2Zn79++rprF/v+Mi//vjwn+eqXCszmYKn12tfgH3mvDuFuIMegICAli5ciWHDx82jsoXmZeUlMTmzZvp0KGD6j6z0IZcD9Mh1yJnxMfHExoaiqenZ7ZnKD25Nebk5CQL3+aBZ12ziIgI3NzciIqKeuHxV/8lV5XUbtCi3epu0Lcl96Yvggq5Q89Azl+9SaNGjZg/fz4xMTF069aNhISEPMxYCCGEEDlBCiHgh/3XiIr7dyD0SxZH6RYxT/0kS1vovpbVv/2Fj4+Pcb8XOzs7hg8fjrW1NUIIIYQwLwV+jNDjhGQW7f53plgVXRhzbeagS3PHMLb9TIZOmseSJUuMsapVq7Ju3TqqV6+eZ/kKIYQQIucU+EJoxb6rPIxN7QYV5SFLrKdiq8SpnnOm/EB8+37B6dOnjbF+/foxe/ZsHBwc8jRfIYQQQuScAl0IxSQks/j/u0E2JLLI+jtK6iJUzwl+VI9+g+cRG5u6y7y9vT3z58/nnXfeyfN8hRBCCJGzCvQYoR/2X+NBbBI6DHxnNR9vi8vqJ5RuRLEOo4mPjwegZs2aHDlyRIogIYQwIwVscrRZ0+JaFdiOUExCMgt3pRY+wyzX85r+gPoJLmWh+2paObgxceJEbty4wcyZM7Gzs9MgWyGEEFn1ZOmB2NhY+dltJhITE4HUdZDySoEthIKP3ORBbBJvWOzhI8v1QGoluvliMq9Wd8WiZzA4pO4xM378eFkcUQghzIxer8fFxYW7d+8CqUMbsvqz3GAwkJiYSHx8vKwjlMsMBgP37t3D3t4eS8u8K08KbCH0w/5r+OhC+dZqIQDRCQrv/xZH4D/JfDuqAyOL/btAohRBQghhnooXLw5gLIaySlEU4uLisLOzk98FecDCwoIyZcrk6ee6wBZC9vG3WeA4HRtdMsdup+D7YxyXIlN3zP102jK6DhqDp6enxlkKIYR4ETqdDg8PD4oVK0ZSUtLzD0gjKSmJXbt20aJFC1nlOw9YW1vneefNJAqhOXPmMHXqVO7cuUPt2rWZPXs2DRo0eOrz161bx/jx47l69SpeXl588803dOjQIUvnnGs1kyJEMfdQEsO3xpOYkhp3cnJiyZIlUgQJIUQ+otfrszXuRK/Xk5ycjK2trRRC+ZTmNzyDgoIICAhg4sSJHD16lNq1a9OuXbuntjH37dtHjx496N+/P8eOHaNz58507tyZf/75J0vndUu8he+PcQzZ/G8RVK+eD8eOHaNr164v+raEEEIIYQY0L4SmTZvGwIED6devH9WqVWP+/PnY29uzdOnSDJ8/c+ZM2rdvz8iRI6latSqff/45devW5fvvv8/SeVsse8yPZ5KNHw/z/4A9e/ZSvnz5F3o/QgghhDAfmhZCiYmJHDlyhDZt2hhjFhYWtGnThv3792d4zP79+1XPB2jXrt1Tn/8016JS/+tia8HGVQuZPnsONjY2WXsDQgghhDBrmo4Run//PikpKbi7u6vi7u7unDt3LsNj7ty5k+Hz79y5k+HzExISVDvDR0VFGf/fx0PP4mXLKF2vAxERERkdLnJRUlISsbGxREREyL13EyDXw3TItTAdci1MR2RkJJDziy6axGDp3DRlyhQmT56c4WNHbqdQp33vPM5ICCGEENkVERGBs7Nzjr2epoWQm5sber2e8PBwVTw8PNy49kNaxYsXz9Lzx4wZQ0BAgPHjhw8fUrZsWcLCwnL0EymyLjo6mtKlS3P9+nWcnJy0TqfAk+thOuRamA65FqYjKiqKMmXK4OrqmqOvq2khZG1tjY+PD9u3b6dz585A6sqS27dvx9/fP8NjGjduzPbt2xk2bJgxtm3bNho3bpzh821sbDIc++Ps7Cxf1CbCyclJroUJkethOuRamA65FqYjp9cZ0vzWWEBAAH369KFevXo0aNCAGTNmEBMTQ79+/QDo3bs3JUuWZMqUKQB89NFHtGzZku+++46OHTsSGBjI4cOHWbhwoZZvQwghhBBmSPNCyM/Pj3v37jFhwgTu3LmDt7c3W7ZsMQ6IDgsLU1V/TZo0Yc2aNYwbN45PP/0ULy8vNm7cSI0aNbR6C0IIIYQwU5oXQgD+/v5PvRUWEhKSLtatWze6deuWrXPZ2NgwceJEmSpvAuRamBa5HqZDroXpkGthOnLrWuiUnJ6HJoQQQghhJjRfWVoIIYQQQitSCAkhhBCiwJJCSAghhBAFlhRCQgghhCiw8mUhNGfOHMqVK4etrS0NGzbk4MGDz3z+unXrqFKlCra2ttSsWZPNmzfnUab5X1auxaJFi2jevDmFCxemcOHCtGnT5rnXTmRNVr83nggMDESn0xkXPhUvLqvX4uHDhwwZMgQPDw9sbGyoVKmS/KzKIVm9FjNmzKBy5crY2dlRunRphg8fTnx8fB5lm3/t2rWLTp06UaJECXQ6HRs3bnzuMSEhIdStWxcbGxsqVqzI8uXLs35iJZ8JDAxUrK2tlaVLlyqnT59WBg4cqLi4uCjh4eEZPn/v3r2KXq9Xvv32W+XMmTPKuHHjFCsrK+XUqVN5nHn+k9Vr0bNnT2XOnDnKsWPHlLNnzyp9+/ZVnJ2dlRs3buRx5vlTVq/HE6GhoUrJkiWV5s2bK2+88UbeJJvPZfVaJCQkKPXq1VM6dOig7NmzRwkNDVVCQkKU48eP53Hm+U9Wr8Xq1asVGxsbZfXq1UpoaKiydetWxcPDQxk+fHgeZ57/bN68WRk7dqyyfv16BVA2bNjwzOdfuXJFsbe3VwICApQzZ84os2fPVvR6vbJly5YsnTffFUINGjRQhgwZYvw4JSVFKVGihDJlypQMn+/r66t07NhRFWvYsKHy/vvv52qeBUFWr0VaycnJiqOjo7JixYrcSrFAyc71SE5OVpo0aaIsXrxY6dOnjxRCOSSr12LevHlK+fLllcTExLxKscDI6rUYMmSI8tJLL6liAQEBStOmTXM1z4ImM4XQqFGjlOrVq6tifn5+Srt27bJ0rnx1aywxMZEjR47Qpk0bY8zCwoI2bdqwf//+DI/Zv3+/6vkA7dq1e+rzReZk51qkFRsbS1JSUo5vsFcQZfd6fPbZZxQrVoz+/fvnRZoFQnauxS+//ELjxo0ZMmQI7u7u1KhRg6+++oqUlJS8Sjtfys61aNKkCUeOHDHePrty5QqbN2+mQ4cO/9fevcc0db5xAP/WQqFyGUyl4IJ2gOAlMJU5gxecQgRmUIyXOQmgixJFtmwZisoYqHMqQ910G0OnMJONzhvOCF4KitnAC2rLvHQoVWBurcbookWH0D6/P4znZwWRMoXZPp+ExHPe97znOX0s58k57+F0Sszs/57V+fs/8Zeln5UbN27AaDQKr+d4SCaT4ffff291G71e32p/vV7/3OK0BR3JxeNSU1PRu3fvFv/RmeU6ko9ff/0VW7ZsgVqt7oQIbUdHcnH58mUcPnwYsbGxKC4uRk1NDZKSktDU1ISMjIzOCNsqdSQXM2fOxI0bNzBq1CgQEZqbmzFv3jwsXbq0M0Jmj3jS+fv27du4d+8epFJpu8axqitCzHqsXr0aCoUChYWFcHR07OpwbM6dO3cQFxeHzZs3o2fPnl0djs0zmUzw8PDApk2bEBwcjLfffhtpaWn49ttvuzo0m1NWVobPPvsM33zzDc6cOYPdu3ejqKgIK1as6OrQWAdZ1RWhnj17QiwW49q1a2brr127Bk9Pz1a38fT0tKg/a5+O5OKh7OxsrF69GiUlJQgKCnqeYdoMS/Oh1WpRW1uL6OhoYZ3JZAIA2NnZobq6Gr6+vs83aCvVke+Gl5cX7O3tIRaLhXUDBgyAXq/H/fv3IZFInmvM1qojuUhPT0dcXBzmzJkDAAgMDERDQwMSExORlpZm9pJw9nw96fzt6ura7qtBgJVdEZJIJAgODkZpaamwzmQyobS0FCEhIa1uExISYtYfAJRK5RP7s/bpSC4AICsrCytWrMCBAwfw+uuvd0aoNsHSfPTv3x9nz56FWq0WfiZOnIixY8dCrVbD29u7M8O3Kh35bowcORI1NTVCMQoAFy9ehJeXFxdB/0JHcnH37t0Wxc7DApX41Z2d6pmdvy2bx/3fp1AoyMHBgfLz8+nChQuUmJhIbm5upNfriYgoLi6OFi9eLPQvLy8nOzs7ys7OJo1GQxkZGfz4/DNiaS5Wr15NEomEdu7cSTqdTvi5c+dOVx2CVbE0H4/jp8aeHUtzUV9fTy4uLpScnEzV1dW0b98+8vDwoE8//bSrDsFqWJqLjIwMcnFxoYKCArp8+TIdOnSIfH19afr06V11CFbjzp07pFKpSKVSEQBat24dqVQqqqurIyKixYsXU1xcnND/4ePzCxcuJI1GQ19//TU/Pv/Qxo0bqU+fPiSRSOiNN96g48ePC21jxoyhhIQEs/7bt28nf39/kkgkNGjQICoqKurkiK2XJbno27cvAWjxk5GR0fmBWylLvxuP4kLo2bI0FxUVFTR8+HBycHAgHx8fWrlyJTU3N3dy1NbJklw0NTVRZmYm+fr6kqOjI3l7e1NSUhLdunWr8wO3MkeOHGn1HPDw809ISKAxY8a02Gbw4MEkkUjIx8eH8vLyLN6viIiv5THGGGPMNlnVHCHGGGOMMUtwIcQYY4wxm8WFEGOMMcZsFhdCjDHGGLNZXAgxxhhjzGZxIcQYY4wxm8WFEGOMMcZsFhdCjDHWiszMTMhkMohEIuzZs6erw2m32tpaiEQiqNXqrg6FsRcCF0KMvSBmzZoFkUgEkUgEiUQCPz8/LF++HM3NzV0d2lO9aMWERqPBsmXLkJubC51Oh6ioqK4OiTH2nFjV2+cZs3aRkZHIy8tDY2MjiouLsWDBAtjb22PJkiUWj2U0GiESifht2a3QarUAgEmTJkEkEnVxNIyx54l/AzL2AnFwcICnpyf69u2L+fPnIzw8HHv37gUANDY2IiUlBa+88gqcnJwwfPhwlJWVCdvm5+fDzc0Ne/fuxcCBA+Hg4ID6+no0NjYiNTUV3t7ecHBwgJ+fH7Zs2SJsd+7cOURFRcHZ2RkymQxxcXG4ceOG0P7mm2/i/fffx6JFi/Dyyy/D09MTmZmZQrtcLgcATJ48GSKRSFjWarWYNGkSZDIZnJ2dMWzYMJSUlJgdr06nw4QJEyCVSvHqq6/ixx9/hFwuxxdffCH0+fvvvzFnzhz06tULrq6uGDduHKqqqtr8HM+ePYtx48ZBKpWiR48eSExMhMFgAPDgllh0dDQAoFu3bk8shG7duoXY2Fj06tULUqkU/fr1Q15entCempoKf39/dO/eHT4+PkhPT0dTU5PQnpmZicGDB2Pr1q3o06cPnJ2dkZSUBKPRiKysLHh6esLDwwMrV640269IJEJOTg6ioqIglUrh4+ODnTt3tnm8T8shY7aMCyHGXmBSqRT3798HACQnJ+PYsWNQKBT47bffMG3aNERGRuLSpUtC/7t372LNmjX47rvvcP78eXh4eCA+Ph4FBQXYsGEDNBoNcnNz4ezsDOBBkTFu3DgMGTIEp06dwoEDB3Dt2jVMnz7dLI7vv/8eTk5OOHHiBLKysrB8+XIolUoAQGVlJQAgLy8POp1OWDYYDHjrrbdQWloKlUqFyMhIREdHo76+Xhg3Pj4ef/31F8rKyrBr1y5s2rQJ169fN9v3tGnTcP36dezfvx+nT5/G0KFDERYWhps3b7b6mTU0NCAiIgLu7u6orKzEjh07UFJSguTkZABASkqKUNDodDrodLpWx0lPT8eFCxewf/9+aDQa5OTkoGfPnkK7i4sL8vPzceHCBXz55ZfYvHkz1q9fbzaGVqvF/v37ceDAARQUFGDLli2YMGECrl69iqNHj2LNmjX4+OOPceLEiRb7njJlCqqqqhAbG4sZM2ZAo9G0Gmd7c8iYzfq3b4tljHWOR9/+bjKZSKlUkoODA6WkpFBdXR2JxWL6888/zbYJCwujJUuWEBFRXl4eASC1Wi20V1dXEwBSKpWt7nPFihU0fvx4s3V//PEHAaDq6moievB27lGjRpn1GTZsGKWmpgrLAKiwsPCpxzho0CDauHEjERFpNBoCQJWVlUL7pUuXCACtX7+eiIh++eUXcnV1pX/++cdsHF9fX8rNzW11H5s2bSJ3d3cyGAzCuqKiIurWrRvp9XoiIiosLKSn/XqMjo6m2bNnP/WYHvr8888pODhYWM7IyKDu3bvT7du3hXUREREkl8vJaDQK6wICAmjVqlXCMgCaN2+e2djDhw+n+fPnExHRlStXCACpVCoial8OGbNlPEeIsRfIvn374OzsjKamJphMJsycOROZmZkoKyuD0WiEv7+/Wf/Gxkb06NFDWJZIJAgKChKW1Wo1xGIxxowZ0+r+qqqqcOTIEeEK0aO0Wq2wv0fHBAAvL68WV24eZzAYkJmZiaKiIuh0OjQ3N+PevXvCFaHq6mrY2dlh6NChwjZ+fn5wd3c3i89gMJgdIwDcu3dPmOfzOI1Gg9deew1OTk7CupEjR8JkMqG6uhoymazNuB+aP38+pkyZgjNnzmD8+PGIiYnBiBEjhPaffvoJGzZsgFarhcFgQHNzM1xdXc3GkMvlcHFxEZZlMhnEYrHZvC2ZTNbiswwJCWmx/KSnxNqbQ8ZsFRdCjL1Axo4di5ycHEgkEvTu3Rt2dg++wgaDAWKxGKdPn4ZYLDbb5tEToFQqNZvzIpVK29yfwWBAdHQ01qxZ06LNy8tL+Le9vb1Zm0gkgslkanPslJQUKJVKZGdnw8/PD1KpFFOnThVu9bWHwWCAl5eX2Vyoh9zc3No9TkdERUWhrq4OxcXFUCqVCAsLw4IFC5CdnY1jx44hNjYWy5YtQ0REBF566SUoFAqsXbvWbIzWPreOfJZtaW8OGbNVXAgx9gJxcnKCn59fi/VDhgyB0WjE9evXMXr06HaPFxgYCJPJhKNHjyI8PLxF+9ChQ7Fr1y7I5XKh6OoIe3t7GI1Gs3Xl5eWYNWsWJk+eDODBCbu2tlZoDwgIQHNzM1QqFYKDgwEANTU1uHXrlll8er0ednZ2wiTspxkwYADy8/PR0NAgXBUqLy9Ht27dEBAQYNFx9erVCwkJCUhISMDo0aOxcOFCZGdno6KiAn379kVaWprQt66uzqKx23L8+HHEx8ebLQ8ZMqTVvs8qh4xZK54szZgV8Pf3R2xsLOLj47F7925cuXIFJ0+exKpVq1BUVPTE7eRyORISEvDuu+9iz549uHLlCsrKyrB9+3YAwIIFC3Dz5k288847qKyshFarxcGDBzF79uwWhU1b5HI5SktLodfrhUKmX79+2L17N9RqNaqqqjBz5kyzKx/9+/dHeHg4EhMTcfLkSahUKiQmJppd1QoPD0dISAhiYmJw6NAh1NbWoqKiAmlpaTh16lSrscTGxsLR0REJCQk4d+4cjhw5gvfeew9xcXHtvi0GAJ988gl+/vln1NTU4Pz589i3bx8GDBggHFt9fT0UCgW0Wi02bNiAwsLCdo/9NDt27MDWrVtx8eJFZGRk4OTJk8Jk78c9qxwyZq24EGLMSuTl5SE+Ph4fffQRAgICEBMTg8rKSvTp06fN7XJycjB16lQkJSWhf//+mDt3LhoaGgAAvXv3Rnl5OYxGI8aPH4/AwEB88MEHcHNzs+jvD61duxZKpRLe3t7ClYt169bB3d0dI0aMQHR0NCIiIszmAwHAtm3bIJPJEBoaismTJ2Pu3LlwcXGBo6MjgAe3jYqLixEaGorZs2fD398fM2bMQF1d3ROLmu7du+PgwYO4efMmhg0bhqlTpyIsLAxfffVVu48HeDDfasmSJQgKCkJoaCjEYjEUCgUAYOLEifjwww+RnJyMwYMHo6KiAunp6RaN35Zly5ZBoVAgKCgI27ZtQ0FBAQYOHNhq32eVQ8aslYiIqKuDYIyx9rh69Sq8vb1RUlKCsLCwrg6nS4hEIhQWFiImJqarQ2HMKvANY8bYf9bhw4dhMBgQGBgInU6HRYsWQS6XIzQ0tKtDY4xZCS6EGGP/WU1NTVi6dCkuX74MFxcXjBgxAj/88EOLJ6sYY6yj+NYYY4wxxmwWz5RjjDHGmM3iQogxxhhjNosLIcYYY4zZLC6EGGOMMWazuBBijDHGmM3iQogxxhhjNosLIcYYY4zZLC6EGGOMMWazuBBijDHGmM36H+IVjeKXiNWTAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "%matplotlib inline\n",
     "\n",
@@ -204,9 +232,7 @@
   {
    "cell_type": "markdown",
    "id": "c5cbe0e8",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "Recall that the cumulative gains curve shows the percentage of the\n",
     "overall number of cases in a given category *gained* by targeting a\n",
@@ -220,9 +246,7 @@
   {
    "cell_type": "markdown",
    "id": "19bd77f2",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Compare  Bagging on Trees with Random Forests"
    ]
@@ -231,10 +255,7 @@
    "cell_type": "code",
    "execution_count": 2,
    "id": "84f1af2e",
-   "metadata": {
-    "collapsed": false,
-    "editable": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "bag_clf = BaggingClassifier(\n",
@@ -246,11 +267,19 @@
    "cell_type": "code",
    "execution_count": 3,
    "id": "6c01d900",
-   "metadata": {
-    "collapsed": false,
-    "editable": true
-   },
-   "outputs": [],
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9790209790209791"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "bag_clf.fit(X_train, y_train)\n",
     "y_pred = bag_clf.predict(X_test)\n",
@@ -264,9 +293,7 @@
   {
    "cell_type": "markdown",
    "id": "896072f6",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Boosting, a Bird's Eye View\n",
     "\n",
@@ -284,9 +311,7 @@
   {
    "cell_type": "markdown",
    "id": "babc9c9c",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## What is boosting? Additive Modelling/Iterative Fitting\n",
     "\n",
@@ -298,9 +323,7 @@
   {
    "cell_type": "markdown",
    "id": "2ed28584",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "f_M(x) = \\sum_{i=1}^M \\beta_m b(x;\\gamma_m),\n",
@@ -310,9 +333,7 @@
   {
    "cell_type": "markdown",
    "id": "5b5b9631",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "where $\\beta_m$ are the expansion parameters to be determined in a\n",
     "minimization process and $b(x;\\gamma_m)$ are some simple functions of\n",
@@ -327,9 +348,7 @@
   {
    "cell_type": "markdown",
    "id": "7b6c43ec",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "\\sigma(t) = \\frac{1}{1+\\exp{(-t)}},\n",
@@ -339,9 +358,7 @@
   {
    "cell_type": "markdown",
    "id": "3962039f",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "where $t=\\gamma_0+\\gamma_1 x$ and the parameters $\\gamma_0$ and\n",
     "$\\gamma_1$ were determined by the Logistic Regression fitting\n",
@@ -353,9 +370,7 @@
   {
    "cell_type": "markdown",
    "id": "ee5f259c",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "C(\\boldsymbol{y},\\boldsymbol{f}) = \\frac{1}{n} \\sum_{i=0}^{n-1}(y_i-f(x_i))^2.\n",
@@ -365,9 +380,7 @@
   {
    "cell_type": "markdown",
    "id": "079d8ee3",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "In this case the function $f(x)$ was replaced by the design matrix\n",
     "$\\boldsymbol{X}$ and the unknown linear regression parameters $\\boldsymbol{\\beta}$,\n",
@@ -378,9 +391,7 @@
   {
    "cell_type": "markdown",
    "id": "11f821a2",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "\\boldsymbol{\\beta}=\\left(\\boldsymbol{X}^T\\boldsymbol{X}\\right)^{-1}\\boldsymbol{X}^T\\boldsymbol{y}.\n",
@@ -390,9 +401,7 @@
   {
    "cell_type": "markdown",
    "id": "60990073",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "In iterative fitting or additive modeling, we minimize the cost function with respect to the parameters $\\beta_m$ and $\\gamma_m$."
    ]
@@ -400,9 +409,7 @@
   {
    "cell_type": "markdown",
    "id": "4d7195ab",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Iterative Fitting, Regression and Squared-error Cost Function\n",
     "\n",
@@ -428,9 +435,7 @@
   {
    "cell_type": "markdown",
    "id": "4bee726a",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Squared-Error Example and Iterative Fitting\n",
     "\n",
@@ -444,9 +449,7 @@
   {
    "cell_type": "markdown",
    "id": "1190b9a0",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "(\\beta_m,\\gamma_m) = \\mathrm{argmin}_{\\beta,\\lambda}\\hspace{0.1cm} \\sum_{i=0}^{n-1}(y_i-f_{m-1}(x_i)-\\beta b(x;\\gamma))^2=\\sum_{i=0}^{n-1}(y_i-f_{m-1}(x_i)-\\beta(1+\\gamma x_i))^2.\n",
@@ -456,9 +459,7 @@
   {
    "cell_type": "markdown",
    "id": "2702211b",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "We start our iteration by simply setting $f_0(x)=0$. \n",
     "Taking the derivatives  with respect to $\\beta$ and $\\gamma$ we obtain"
@@ -467,9 +468,7 @@
   {
    "cell_type": "markdown",
    "id": "1b1d9984",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "\\frac{\\partial {\\cal C}}{\\partial \\beta} = -2\\sum_{i}(1+\\gamma x_i)(y_i-\\beta(1+\\gamma x_i))=0,\n",
@@ -479,9 +478,7 @@
   {
    "cell_type": "markdown",
    "id": "cdf7e56a",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "and"
    ]
@@ -489,9 +486,7 @@
   {
    "cell_type": "markdown",
    "id": "ac6f3b86",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "\\frac{\\partial {\\cal C}}{\\partial \\gamma} =-2\\sum_{i}\\beta x_i(y_i-\\beta(1+\\gamma x_i))=0.\n",
@@ -501,9 +496,7 @@
   {
    "cell_type": "markdown",
    "id": "faf6fb5f",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "We can then rewrite these equations as (defining $\\boldsymbol{w}=\\boldsymbol{e}+\\gamma \\boldsymbol{x})$ with $\\boldsymbol{e}$ being the unit vector)"
    ]
@@ -511,9 +504,7 @@
   {
    "cell_type": "markdown",
    "id": "969f86ed",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "\\gamma \\boldsymbol{w}^T(\\boldsymbol{y}-\\beta\\gamma \\boldsymbol{w})=0,\n",
@@ -523,9 +514,7 @@
   {
    "cell_type": "markdown",
    "id": "a98a541c",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "which gives us $\\beta = \\boldsymbol{w}^T\\boldsymbol{y}/(\\boldsymbol{w}^T\\boldsymbol{w})$. Similarly we have"
    ]
@@ -533,9 +522,7 @@
   {
    "cell_type": "markdown",
    "id": "d8be5438",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "\\beta\\gamma \\boldsymbol{x}^T(\\boldsymbol{y}-\\beta(1+\\gamma \\boldsymbol{x}))=0,\n",
@@ -545,9 +532,7 @@
   {
    "cell_type": "markdown",
    "id": "932f43c5",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "which leads to $\\gamma =(\\boldsymbol{x}^T\\boldsymbol{y}-\\beta\\boldsymbol{x}^T\\boldsymbol{e})/(\\beta\\boldsymbol{x}^T\\boldsymbol{x})$.  Inserting\n",
     "for $\\beta$ gives us an equation for $\\gamma$. This is a non-linear equation in the unknown $\\gamma$ and has to be solved numerically. \n",
@@ -559,9 +544,7 @@
   {
    "cell_type": "markdown",
    "id": "24630eb9",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Iterative Fitting, Classification and AdaBoost\n",
     "\n",
@@ -575,9 +558,7 @@
   {
    "cell_type": "markdown",
    "id": "9a7fa4b6",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "\\mathrm{\\overline{err}}=\\frac{1}{n} \\sum_{i=0}^{n-1} I(y_i\\ne G(x_i)).\n",
@@ -587,9 +568,7 @@
   {
    "cell_type": "markdown",
    "id": "7ead62b2",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "The iterative procedure starts with defining a weak classifier whose\n",
     "error rate is barely better than random guessing.  The iterative\n",
@@ -603,9 +582,7 @@
   {
    "cell_type": "markdown",
    "id": "91639c49",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "f_M(x) = \\sum_{i=1}^M \\beta_m b(x;\\gamma_m),\n",
@@ -615,9 +592,7 @@
   {
    "cell_type": "markdown",
    "id": "e43865c2",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "will be a function of"
    ]
@@ -625,9 +600,7 @@
   {
    "cell_type": "markdown",
    "id": "1884c219",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "G_M(x) = \\mathrm{sign} \\sum_{i=1}^M \\alpha_m G_m(x).\n",
@@ -637,9 +610,7 @@
   {
    "cell_type": "markdown",
    "id": "bbb1cdbb",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Adaptive Boosting, AdaBoost\n",
     "\n",
@@ -649,9 +620,7 @@
   {
    "cell_type": "markdown",
    "id": "7e3590f6",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "f_m(x) = f_{m-1}(x)+\\beta_mG_m(x).\n",
@@ -661,9 +630,7 @@
   {
    "cell_type": "markdown",
    "id": "2eb8c86b",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "The simplest possible cost function which leads (also simple from a computational point of view) to the AdaBoost algorithm is the\n",
     "exponential cost/loss function defined as"
@@ -672,9 +639,7 @@
   {
    "cell_type": "markdown",
    "id": "e477d15a",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "C(\\boldsymbol{y},\\boldsymbol{f}) = \\sum_{i=0}^{n-1}\\exp{(-y_i(f_{m-1}(x_i)+\\beta G(x_i))}.\n",
@@ -684,9 +649,7 @@
   {
    "cell_type": "markdown",
    "id": "b6f01e59",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "We optimize $\\beta$ and $G$ for each value of $m=1:M$ as we did in the regression case.\n",
     "This is normally done in two steps. Let us however first rewrite the cost function as"
@@ -695,9 +658,7 @@
   {
    "cell_type": "markdown",
    "id": "71c85471",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "C(\\boldsymbol{y},\\boldsymbol{f}) = \\sum_{i=0}^{n-1}w_i^{m}\\exp{(-y_i\\beta G(x_i))},\n",
@@ -707,9 +668,7 @@
   {
    "cell_type": "markdown",
    "id": "2d5be340",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "where we have defined $w_i^m= \\exp{(-y_if_{m-1}(x_i))}$."
    ]
@@ -717,9 +676,7 @@
   {
    "cell_type": "markdown",
    "id": "e426517c",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Building up AdaBoost\n",
     "\n",
@@ -729,9 +686,7 @@
   {
    "cell_type": "markdown",
    "id": "c0c7e993",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "G_m(x) = \\mathrm{sign} \\sum_{i=0}^{n-1} w_i^m I(y_i \\ne G_(x_i)),\n",
@@ -741,9 +696,7 @@
   {
    "cell_type": "markdown",
    "id": "7457a096",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "which is the classifier that minimizes the weighted error rate in predicting $y$.\n",
     "\n",
@@ -753,9 +706,7 @@
   {
    "cell_type": "markdown",
    "id": "424d5bc9",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "\\exp{-(\\beta)}\\sum_{y_i=G(x_i)}w_i^m+\\exp{(\\beta)}\\sum_{y_i\\ne G(x_i)}w_i^m,\n",
@@ -765,9 +716,7 @@
   {
    "cell_type": "markdown",
    "id": "d1fa658b",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "which can be rewritten as"
    ]
@@ -775,9 +724,7 @@
   {
    "cell_type": "markdown",
    "id": "f8fc6b15",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "(\\exp{(\\beta)}-\\exp{-(\\beta)})\\sum_{i=0}^{n-1}w_i^mI(y_i\\ne G(x_i))+\\exp{(-\\beta)}\\sum_{i=0}^{n-1}w_i^m=0,\n",
@@ -787,9 +734,7 @@
   {
    "cell_type": "markdown",
    "id": "9ca82f54",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "which leads to"
    ]
@@ -797,9 +742,7 @@
   {
    "cell_type": "markdown",
    "id": "6c028686",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "\\beta_m = \\frac{1}{2}\\log{\\frac{1-\\mathrm{\\overline{err}}}{\\mathrm{\\overline{err}}}},\n",
@@ -809,9 +752,7 @@
   {
    "cell_type": "markdown",
    "id": "4007a0ef",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "where we have redefined the error as"
    ]
@@ -819,9 +760,7 @@
   {
    "cell_type": "markdown",
    "id": "ba456347",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "\\mathrm{\\overline{err}}_m=\\frac{1}{n}\\frac{\\sum_{i=0}^{n-1}w_i^mI(y_i\\ne G(x_i)}{\\sum_{i=0}^{n-1}w_i^m},\n",
@@ -831,9 +770,7 @@
   {
    "cell_type": "markdown",
    "id": "c8df4ef3",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "which leads to an update of"
    ]
@@ -841,9 +778,7 @@
   {
    "cell_type": "markdown",
    "id": "da46f9d9",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "f_m(x) = f_{m-1}(x) +\\beta_m G_m(x).\n",
@@ -853,9 +788,7 @@
   {
    "cell_type": "markdown",
    "id": "5c60f30d",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "This leads to the new weights"
    ]
@@ -863,9 +796,7 @@
   {
    "cell_type": "markdown",
    "id": "a5bc4dfe",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "w_i^{m+1} = w_i^m \\exp{(-y_i\\beta_m G_m(x_i))}\n",
@@ -875,9 +806,7 @@
   {
    "cell_type": "markdown",
    "id": "3987cc1e",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Adaptive boosting: AdaBoost, Basic Algorithm\n",
     "\n",
@@ -895,9 +824,7 @@
   {
    "cell_type": "markdown",
    "id": "b35df09e",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "\\mathrm{err}=\\frac{1}{n}\\sum_{i=0}^{n-1}I(y_i\\ne G(x_i)),\n",
@@ -907,9 +834,7 @@
   {
    "cell_type": "markdown",
    "id": "5b6a209c",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "where the function $I()$ is one if we misclassify and zero if we classify correctly."
    ]
@@ -917,9 +842,7 @@
   {
    "cell_type": "markdown",
    "id": "d619a097",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Basic Steps of AdaBoost\n",
     "\n",
@@ -933,9 +856,7 @@
   {
    "cell_type": "markdown",
    "id": "b7311abb",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "\\mathrm{\\overline{err}}_m=\\frac{\\sum_{i=0}^{n-1}w_i^m I(y_i\\ne G(x_i))}{\\sum_{i=0}^{n-1}w_i},\n",
@@ -945,9 +866,7 @@
   {
    "cell_type": "markdown",
    "id": "4bfb4209",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "1. Then we start looping over all attempts at classifying, namely we start an iterative process for $m=1:M$, where $M$ is the final number of classifications. Our given classifier could for example be a plain decision tree.\n",
     "\n",
@@ -973,9 +892,7 @@
   {
    "cell_type": "markdown",
    "id": "4cf4c1f4",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## AdaBoost Examples\n",
     "\n",
@@ -986,11 +903,39 @@
    "cell_type": "code",
    "execution_count": 4,
    "id": "453dff54",
-   "metadata": {
-    "collapsed": false,
-    "editable": true
-   },
-   "outputs": [],
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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zzXrsscdUtWpVHTx4UMuWLdNtt92md955R9LFS/juu+8+tWzZUk888YROnjypSZMm6cYbb9SZM2euGs9LL72kX375RW+++aZWr16tTp06KTQ0VCkpKVq8eLE2btxou/PcoEGD9NFHH+mee+5R3759ValSJc2ZM0f79+/XwoUL8408OKNnz5565pln9NBDD6lt27bavn27vvrqq3xVbmRkpFq3bq0mTZqoUqVK2rRpkxYsWKA+ffoUuu3S/ExFRUUpKirqin3q16+vOnXqaMCAATp8+LACAgK0cOHCAs/pN2nSRJLUt29fxcXFycvLS4899liR4+rXr59OnDihb775Rl5eXrr77rvVs2dPjRkzRh06dLhqzECxlNp8fLjUpZe7XS4+Pt6QZHe5m2EYxvnz541Ro0YZtWrVMsqUKWOEhYUZgwcPNs6dO2fXLzw8vMBLn/Iuv/r0008diqWgy4+WLFliNG7c2PDz8zMiIiKM1157zZg5c6Yhydi/f7+t39Uud8vbZ0HL5ZenrV692oiLizMCAwMNPz8/o06dOkaPHj2MTZs22fVbuHCh0aBBA8PX19eIjIw0PvvsMyM+Pv6ql7tdasGCBUa7du2MSpUqGd7e3ka1atWMRx991FizZo1dv7179xqdOnUygoKCDD8/P6NZs2bG0qVL88Vd0M+7oMusCrvcLScnxxg4cKBRpUoVo1y5ckZcXJyxZ8+efJe7jRkzxmjWrJkRFBRklC1b1qhfv77xyiuv2F3WePnlbobh/Gfq8v/PhdFfl7tdSUE/g19//dWIjY01/P39jSpVqhi9evUytm/fnu/nd+HCBeP55583qlatalgsFttx5v2sx40bl29/l/9/+Pzzzw1JxptvvmnXLyMjwwgPDzeioqLsfp6Aq1gMw4kZNwAA4G+Fc+wAAHgQEjsAAB6ExA4AgAchsQMA4EFI7AAAeBASOwAAHsStb1CTm5urI0eOqEKFCi69BSQA4NowDEOnT59W9erVXXozpsudO3dO2dnZTm/Hx8dHfn5+Loio5Lh1Yj9y5Ei+J4gBANzPoUOHdN1115XIts+dO6eyFSpLF846va3Q0FDt37//b53c3Tqx5z3v2qdhgixePlfpDbinA9/kf4gP4ClOn87QDbVr2v6el4Ts7Gzpwln5RsZLzuSKnGyl/DpH2dnZJPaSkjf8bvHykcXLt5SjAUpG3vPdAU92TU6nevs5VQQaFveYlubWiR0AAIdZJDnzBcJNpnKR2AEA5mCxXlycWd8NuEeUAADAIVTsAABzsFicHIp3j7F4EjsAwBwYigcAAO6Gih0AYA4MxQMA4EmcHIp3k0Fu94gSAAA4hIodAGAODMUDAOBBmBUPAADcDRU7AMAcGIoHAMCDmGQonsQOADAHk1Ts7vH1AwAAOISKHQBgDgzFAwDgQSwWJxM7Q/EAAOAao2IHAJiD1XJxcWZ9N0BiBwCYg0nOsbtHlAAAwCFU7AAAczDJdewkdgCAOTAUDwAA3A0VOwDAHBiKBwDAg5hkKJ7EDgAwB5NU7O7x9QMAADiEih0AYA4MxQMA4EEYigcAAO6Gih0AYBJODsW7SS1MYgcAmAND8QAAwN1QsQMAzMFicXJWvHtU7CR2AIA5mORyN/eIEgAAOISKHQBgDiaZPEdiBwCYg0mG4knsAABzMEnF7h5fPwAAgEOo2AEA5sBQPAAAHoSheAAA4G6o2AEApmCxWGQxQcVOYgcAmIJZEjtD8QAAeBAqdgCAOVj+WpxZ3w2Q2AEApsBQPAAAcDtU7AAAUzBLxU5iBwCYAokdAAAPYpbEzjl2AAA8CBU7AMAcuNwNAADPwVA8AABwO1TsAABTuPjUVmcqdtfFUpJI7AAAU7DIyaF4N8nsDMUDAOBBqNgBAKZglslzJHYAgDmY5HI3huIBAPAgJHYAgDn8NRRf3KW4Q/GTJ09WRESE/Pz8FBMTo40bN16x/4QJE1SvXj2VLVtWYWFh6t+/v86dO+fw/kjsAABTcCapF/f8/Pz585WYmKikpCRt2bJFUVFRiouL07Fjxwrs/+GHH2rQoEFKSkrSjh079P7772v+/PkaMmSIw/sksQMATKE0Evv48ePVq1cvJSQkKDIyUlOnTlW5cuU0c+bMAvuvXbtWt912m7p06aKIiAi1a9dOnTt3vmqVfykSOwAAJSA7O1ubN29WbGysrc1qtSo2Nlbr1q0rcJ0WLVpo8+bNtkS+b98+LV++XPfee6/D+2VWPADAHFw0Kz4jI8Ou2dfXV76+vvm6p6WlKScnRyEhIXbtISEh2rlzZ4G76NKli9LS0tSyZUsZhqELFy7omWeeYSgeAIDLuWooPiwsTIGBgbYlOTnZZTGuWbNGY8eO1bvvvqstW7bos88+07JlyzR69GiHt0HFDgBAERw6dEgBAQG21wVV65JUpUoVeXl5KTU11a49NTVVoaGhBa4zfPhwdevWTT179pQkNWrUSJmZmXrqqac0dOhQWa1Xr8ep2AEApuCqij0gIMBuKSyx+/j4qEmTJlq1apWtLTc3V6tWrVLz5s0LXOfs2bP5kreXl5ckyTAMh46Tih0AYArO3lK2OOsmJiYqPj5eTZs2VbNmzTRhwgRlZmYqISFBktS9e3fVqFHDNpzfvn17jR8/XjfddJNiYmK0Z88eDR8+XO3bt7cl+KshsQMAUEIeffRRHT9+XCNGjFBKSoqio6O1YsUK24S6gwcP2lXow4YNk8Vi0bBhw3T48GFVrVpV7du31yuvvOLwPi2Go7X931BGRoYCAwPlG/W0LF4FD4UA7u7EugmlHQJQYjIyMlStapDS09Ptzlu7eh+BgYEK6TFPVp9yxd5ObvZZpc7uVqKxugIVOwDAHHgIDAAAcDdU7AAAUyiNyXOlgcQOADAFEjsAAB7ELImdc+wAAHgQKnYAgDmYZFY8iR0AYAoMxQMAALdDYje5px9uqZ1fjNAfa9/Qd3P6q+mNNQvt6+1t1eBecfrl8+H6Y+0b2vDRP9W2eX27PlarRSOevVc7lozQyR/H6ZfPh2tQz3YlfRhAod6bMlkNbqilSgFl1arlrdr0fxuv2P+zhZ/qpkYNVCmgrG65ubFWfLnc9t758+c1bMhA3XJzY1Wt6K86ETXU84l4HT1ypKQPAy7gqofA/N39LRL75MmTFRERIT8/P8XExGjjxiv/4sE1OrW9Sa8lPqBXpn2l5l3H6afdR7TknWdVtaJ/gf1HPnufej7YQomvL9RNDydrxsIfNf+NJxVVr4atz4vxserV6Tb1f32Bojsla9jEJUrsfpeee+yOa3VYgM2CT+dr0D9f1OChI/Tjhs1q1KixOvzjbh07dqzA/uvXrVWPbl3UvccTWrthi9rf30GPPfyAfvnlP5IuPnlr29atGjRkmH5cv1kfzV+o/+7epYcf6nAtDwvFZJGTid1NTrKXemKfP3++EhMTlZSUpC1btigqKkpxcXGF/uLBdfo+3lqzFq3VvC82aOf+VD0/9hP9eS5b8R1uLbB/l/tu0eszV+qrH3/VgcMnNH3Bj/rqxx3q9/idtj63RtXS0jX/0YofftXBoye1aNV2rVq/S01vDL9WhwXYTHr7LSU80VPd4xPUoEGkJk6eqrLlymnunJkF9n/3nYlq2+5u9X/xJdVv0EAjRo5W9E03671335EkBQYGaumXX+uhTo/ohnr11CzmVo2fMElbt2zWoYMHr+WhAYUq9cQ+fvx49erVSwkJCYqMjNTUqVNVrlw5zZxZ8C8eXKOMt5duqh+mbzfutrUZhqFvN+5Ws0YRBa7jU8Zb57Iv2LX9mXVeLaJr2V6v375fbZpdr7o1q0qSGl1fXc2ja+vrtb+6/iCAK8jOztbWLZvV5s5YW5vValWbO2O1cf36AtfZsGGd2tx5l11bbNt22rCh4P6SlJ6eLovFosCgIJfEjZJjlqH4Up0Vn52drc2bN2vw4MG2NqvVqtjYWK1bt64UI/N8VYLKy9vbS8dOnLZrP3bitOpFBBe4zjfrd6pv19b6Ycte7fs9TW2a3aAOdzaW1yWPHHxj9jcK8PfT9oVDlJNryMtqUdK7y/Txl5tL9HiAy51IS1NOTo6C/3o8Zp7g4GDt3rWzwHVSU1IK6B+i1NSUAvufO3dOw4cO0sOPdv5bP+0Lf+Fyt5KX9tcvXshlv0ghISHauTP/L15WVpaysrJsrzMyMko8RvzPgHEL9e7wx7R94RAZhqF9v6dp7pINir8/xtanU9toPXZ3E/UYOle/7ktR4xtqaNyLD+ro8XR9sPT/SjF6wLXOnz+vbl0elWEYenvSu6UdDmDjVtexJycna9SoUaUdhkdIO5WpCxdyFFy5gl17cOUKSkk7Xeg6j7z4vnx9vFU5sLyOHE/XmOfba//hE7Y+Y/t10Buzv9GnX2+VJP2y56hqVquklxLakthxTVWuUkVeXl46lppq137s2DGFhIQWuE5IaGgB/VPz9c9L6gcP/qblX62iWncTXMd+DVT56xcv9bJfpNTUVIWG5v/FGzx4sNLT023LoUOHrlWoHuf8hRxt3XlIbW65wdZmsVjU5pYbtPHnA1dcNyv7go4cT5e3t1Ud74rS0n//x/ZeWT8f5RqGXf+c3FxZ3eQXAp7Dx8dHN93cRGtWr7K15ebmas3qVWp2a8ETRGNimmvN6m/t2r5d9Y1iYv7XPy+p79nzXy39cqUqV65cMgcAl+Mc+zXg4+OjJk2aaNWqVerYsaOki794q1atUp8+ffL19/X1la+v7zWO0nNN/NcaTR/VVZt3HNSm/xxUny6tVK6sj+Yu2SBJmjGqq44cT9eId5ZKkm5pGK7qVQO1ffdh1agaqKFP3yOrxaLxc/73h3P59//RwCfa6VDKH/p1b4qi61+nvl3baO7nhU8+AkrK8/3666kne+imJk3VtGkzTZ40QWczM9Wte4IkqecT8apevbpeHpMsSXquT1/FxbbW22+9qbvvuU8LPv1YWzZv0qR335N0Mal3fexhbdu2RQsWfaGcnBylpFw8/16pUiX5+PiUzoHCIRbLxcWZ9d1BqQ/FJyYmKj4+Xk2bNlWzZs00YcIEZWZmKiEhobRD83gLVm5VlYr+GvHMvQqpHKCfdv+uDs9P1bGTF4fiw0Ir2lXfvj7eSnruPtWqUVln/szSVz/8qieHz1P6mT9tfRJfX6ikZ+/V24MeVtWK/jqalqH3F/6osdO/uubHB3R6+FGlHT+uMS8nKTUlRY2jorX4iy9t83p+P3RQ1ksmf97avIVmzf1ALycN18gRQ1Wn7vX6+NNFuvHGhpKkI4cPa9nSJZKk5rfcZLevL7/+Vne0an1tDgy4AothXDZuWgreeecdjRs3TikpKYqOjtbEiRMVExNz1fUyMjIUGBgo36inZfGikodnOrFuQmmHAJSYjIwMVasapPT09BKbq5CXK2o/v0BW3/LF3k5uVqb2TepUorG6QqlX7JLUp0+fAofeAQBwGSeH4t3lcrdSv0ENAABwnb9FxQ4AQEkzy+VuJHYAgCmYZVY8Q/EAAHgQKnYAgClYrRZZrcUvuw0n1r2WSOwAAFNgKB4AALgdKnYAgCkwKx4AAA9ilqF4EjsAwBTMUrFzjh0AAA9CxQ4AMAWzVOwkdgCAKZjlHDtD8QAAeBAqdgCAKVjk5FC8mzy3lcQOADAFhuIBAIDboWIHAJgCs+IBAPAgDMUDAAC3Q8UOADAFhuIBAPAgZhmKJ7EDAEzBLBU759gBAPAgVOwAAHNwcijeTW48R2IHAJgDQ/EAAMDtULEDAEyBWfEAAHgQhuIBAIDboWIHAJgCQ/EAAHgQhuIBAIDboWIHAJiCWSp2EjsAwBQ4xw4AgAcxS8XOOXYAADwIFTsAwBQYigcAwIMwFA8AANwOFTsAwBQscnIo3mWRlCwSOwDAFKwWi6xOZHZn1r2WGIoHAMCDULEDAEzBLLPiqdgBAKaQNyvemaU4Jk+erIiICPn5+SkmJkYbN268Yv9Tp06pd+/eqlatmnx9fXXDDTdo+fLlDu+Pih0AYApWy8XFmfWLav78+UpMTNTUqVMVExOjCRMmKC4uTrt27VJwcHC+/tnZ2Wrbtq2Cg4O1YMEC1ahRQ7/99puCgoIc3ieJHQCAEjJ+/Hj16tVLCQkJkqSpU6dq2bJlmjlzpgYNGpSv/8yZM3Xy5EmtXbtWZcqUkSRFREQUaZ8MxQMAzMHi3HB83vVuGRkZdktWVlaBu8vOztbmzZsVGxtra7NarYqNjdW6desKXGfJkiVq3ry5evfurZCQEDVs2FBjx45VTk6Ow4dJYgcAmELe5DlnFkkKCwtTYGCgbUlOTi5wf2lpacrJyVFISIhde0hIiFJSUgpcZ9++fVqwYIFycnK0fPlyDR8+XG+++abGjBnj8HEyFA8AQBEcOnRIAQEBtte+vr4u23Zubq6Cg4M1bdo0eXl5qUmTJjp8+LDGjRunpKQkh7ZBYgcAmILlr3/OrC9JAQEBdom9MFWqVJGXl5dSU1Pt2lNTUxUaGlrgOtWqVVOZMmXk5eVla2vQoIFSUlKUnZ0tHx+fq+6XoXgAgCnkzYp3ZikKHx8fNWnSRKtWrbK15ebmatWqVWrevHmB69x2223as2ePcnNzbW27d+9WtWrVHErqEokdAIASk5iYqOnTp2vOnDnasWOHnn32WWVmZtpmyXfv3l2DBw+29X/22Wd18uRJ9evXT7t379ayZcs0duxY9e7d2+F9MhQPADCF0nhs66OPPqrjx49rxIgRSklJUXR0tFasWGGbUHfw4EFZrf+rscPCwvTVV1+pf//+aty4sWrUqKF+/fpp4MCBDu/TocS+ZMkShzd4//33O9wXAIBrpbRuKdunTx/16dOnwPfWrFmTr6158+Zav3598XYmBxN7x44dHdqYxWIp0rV2AADAtRxK7JeexAcAwB2Z5bGtTp1jP3funPz8/FwVCwAAJYanuxUiJydHo0ePVo0aNeTv7699+/ZJkoYPH67333/f5QECAOAKpfV0t2utyIn9lVde0ezZs/X666/bXVPXsGFDzZgxw6XBAQCAoilyYp87d66mTZumrl272t0ZJyoqSjt37nRpcAAAuIqr7hX/d1fkc+yHDx9W3bp187Xn5ubq/PnzLgkKAABXM8vkuSJX7JGRkfr+++/ztS9YsEA33XSTS4ICAADFU+SKfcSIEYqPj9fhw4eVm5urzz77TLt27dLcuXO1dOnSkogRAACnWSQnHgHj3LrXUpEr9g4dOuiLL77QN998o/Lly2vEiBHasWOHvvjiC7Vt27YkYgQAwGlmmRVfrOvYb7/9dq1cudLVsQAAACcV+wY1mzZt0o4dOyRdPO/epEkTlwUFAICrFefRq5ev7w6KnNh///13de7cWT/++KOCgoIkSadOnVKLFi308ccf67rrrnN1jAAAOK00nu5WGop8jr1nz546f/68duzYoZMnT+rkyZPasWOHcnNz1bNnz5KIEQAAOKjIFfu///1vrV27VvXq1bO11atXT5MmTdLtt9/u0uAAAHAlNym6nVLkxB4WFlbgjWhycnJUvXp1lwQFAICrMRRfiHHjxun555/Xpk2bbG2bNm1Sv3799MYbb7g0OAAAXCVv8pwziztwqGKvWLGi3TeVzMxMxcTEyNv74uoXLlyQt7e3nnjiCXXs2LFEAgUAAFfnUGKfMGFCCYcBAEDJMstQvEOJPT4+vqTjAACgRJnllrLFvkGNJJ07d07Z2dl2bQEBAU4FBAAAiq/IiT0zM1MDBw7UJ598ohMnTuR7PycnxyWBAQDgSjy2tRD//Oc/9e2332rKlCny9fXVjBkzNGrUKFWvXl1z584tiRgBAHCaxeL84g6KXLF/8cUXmjt3rlq3bq2EhATdfvvtqlu3rsLDw/XBBx+oa9euJREnAABwQJEr9pMnT6p27dqSLp5PP3nypCSpZcuW+u6771wbHQAALmKWx7YWObHXrl1b+/fvlyTVr19fn3zyiaSLlXzeQ2EAAPi7MctQfJETe0JCgrZv3y5JGjRokCZPniw/Pz/1799fL730kssDBAAAjivyOfb+/fvb/js2NlY7d+7U5s2bVbduXTVu3NilwQEA4CpmmRXv1HXskhQeHq7w8HBXxAIAQIlxdjjdTfK6Y4l94sSJDm+wb9++xQ4GAICSwi1lL/HWW285tDGLxUJiBwCgFDmU2PNmwf9dHfz2dW5lC49V8ZY+pR0CUGKMnOyrd3IRq4oxY/yy9d2B0+fYAQBwB2YZineXLyAAAMABVOwAAFOwWCQrs+IBAPAMVicTuzPrXksMxQMA4EGKldi///57Pf7442revLkOHz4sSZo3b55++OEHlwYHAICr8BCYQixcuFBxcXEqW7astm7dqqysLElSenq6xo4d6/IAAQBwhbyheGcWd1DkxD5mzBhNnTpV06dPV5kyZWztt912m7Zs2eLS4AAAQNEUefLcrl27dMcdd+RrDwwM1KlTp1wREwAALmeWe8UXuWIPDQ3Vnj178rX/8MMPql27tkuCAgDA1fKe7ubM4g6KnNh79eqlfv36acOGDbJYLDpy5Ig++OADDRgwQM8++2xJxAgAgNOsLljcQZGH4gcNGqTc3FzdddddOnv2rO644w75+vpqwIABev7550siRgAA4KAiJ3aLxaKhQ4fqpZde0p49e3TmzBlFRkbK39+/JOIDAMAlzHKOvdh3nvPx8VFkZKQrYwEAoMRY5dx5cqvcI7MXObG3adPmihfpf/vtt04FBAAAiq/IiT06Otru9fnz57Vt2zb95z//UXx8vKviAgDApRiKL8Rbb71VYPvIkSN15swZpwMCAKAk8BCYInr88cc1c+ZMV20OAAAUg8se27pu3Tr5+fm5anMAALjUxeexF7/s9tih+AcffNDutWEYOnr0qDZt2qThw4e7LDAAAFyJc+yFCAwMtHtttVpVr149vfzyy2rXrp3LAgMAAEVXpMSek5OjhIQENWrUSBUrViypmAAAcDkmzxXAy8tL7dq14yluAAC3Y3HBP3dQ5FnxDRs21L59+0oiFgAASkxexe7M4g6KnNjHjBmjAQMGaOnSpTp69KgyMjLsFgAAUHocPsf+8ssv68UXX9S9994rSbr//vvtbi1rGIYsFotycnJcHyUAAE4yyzl2hxP7qFGj9Mwzz2j16tUlGQ8AACXCYrFc8VknjqzvDhxO7IZhSJJatWpVYsEAAADnFOlyN3f5tgIAwOUYii/ADTfccNXkfvLkSacCAgCgJHDnuQKMGjUq353nAADA30eREvtjjz2m4ODgkooFAIASY7VYnHoIjDPrXksOX8fO+XUAgDsrrRvUTJ48WREREfLz81NMTIw2btzo0Hoff/yxLBaLOnbsWKT9OZzY82bFAwAAx8yfP1+JiYlKSkrSli1bFBUVpbi4OB07duyK6x04cEADBgzQ7bffXuR9OpzYc3NzGYYHALgvy/8m0BVnKc6t4sePH69evXopISFBkZGRmjp1qsqVK6eZM2cWuk5OTo66du2qUaNGqXbt2kXeZ5FvKQsAgDuyyuL0UhTZ2dnavHmzYmNj/xeD1arY2FitW7eu0PVefvllBQcH68knnyzWcRb5eewAALgjV13udvlzUXx9feXr65uvf1pamnJychQSEmLXHhISop07dxa4jx9++EHvv/++tm3bVuw4qdgBACiCsLAwBQYG2pbk5GSXbPf06dPq1q2bpk+fripVqhR7O1TsAABTcNWd5w4dOqSAgABbe0HVuiRVqVJFXl5eSk1NtWtPTU1VaGhovv579+7VgQMH1L59e1tbbm6uJMnb21u7du1SnTp1rhoniR0AYAquuo49ICDALrEXxsfHR02aNNGqVatsl6zl5uZq1apV6tOnT77+9evX188//2zXNmzYMJ0+fVpvv/22wsLCHIqTxA4AQAlJTExUfHy8mjZtqmbNmmnChAnKzMxUQkKCJKl79+6qUaOGkpOT5efnp4YNG9qtHxQUJEn52q+ExA4AMIXSuFf8o48+quPHj2vEiBFKSUlRdHS0VqxYYZtQd/DgQVmtrp3uRmIHAJiCVU4OxRfnQnZJffr0KXDoXZLWrFlzxXVnz55d5P0xKx4AAA9CxQ4AMAUe2woAgAexyrlhancZ4naXOAEAgAOo2AEApmCxWJx6BLm7PL6cxA4AMIViPqDNbn13QGIHAJiCq+4893fHOXYAADwIFTsAwDTco+Z2DokdAGAKZrmOnaF4AAA8CBU7AMAUuNwNAAAPwp3nAACA26FiBwCYAkPxAAB4ELPceY6heAAAPAgVOwDAFBiKBwDAg5hlVjyJHQBgCmap2N3lCwgAAHAAFTsAwBTMMiuexA4AMAUeAgMAANwOFTsAwBSsssjqxIC6M+teSyR2AIApMBQPAADcDhU7AMAULH/9c2Z9d0BiBwCYAkPxAADA7VCxAwBMweLkrHiG4gEA+Bsxy1A8iR0AYApmSeycYwcAwINQsQMATIHL3QAA8CBWy8XFmfXdAUPxAAB4ECp2AIApMBQPAIAHYVY8AABwO1TsAABTsMi54XQ3KdhJ7AAAc2BWPAAAcDskdpOb+u5k1asboSB/P93eIkb/t3HjFfsvXPCpohrWV5C/n5pGN9KKL5fbvb940Wf6xz3tVCOkssqWsWj7tm0lGD1wdU8/cod2LhulP9a/pe/mDlDTG8ML7evtbdXgp+7WL0uS9Mf6t7Rh/iC1bdHAro9/OV+NG/CQdi1/WSfXjdfq2YlqElmzpA8DLmBxwT93UKqJ/bvvvlP79u1VvXp1WSwWLV68uDTDMZ1PP5mvgS8lauiwJK3buEWNG0fp/vvidOzYsQL7r1u7VvGPd1Z8wpNa/39b1b5DRz3yUEf98p//2PqczcxUi9taaszY167VYQCF6tTuZr324gN65b0v1bzLa/pp92Etebe3qlb0L7D/yOfaq+dDLZX4+qe66aExmrHgB81/s5ei6l1n6zNlRBfdeWt9PTFsjpo+MlbfrNupZVOfV/WqgdfqsFBMebPinVncQakm9szMTEVFRWny5MmlGYZpTZwwXglP9lL3HglqEBmpSe9OVdly5TRn9swC+09+5221i7tbiS++pPoNGihp1GhF33Szpr77jq1Pl8e7aciwEbrzrthrdRhAofo+fqdmfbZW85as1859KXr+lY/157lsxXdsXmD/Lv9optff/1pf/fCrDhw+oemf/qCvfvxV/brdKUny8y2jjndFa+iExfpxy17tO5SmV95brr2HjqvXw7dfy0NDMVhcsLiDUk3s99xzj8aMGaMHHnigNMMwpezsbG3dstkuAVutVt15Z6w2rl9X4Dob1q9TmzvtE3bbdnHaUEh/oDSV8fbSTQ3C9O2GXbY2wzD07YZdata4VoHr+JTx1rns83Ztf57LVoub6kiSvL2s8vb2ytfnXNZ5Wx+gtLnVOfasrCxlZGTYLSietLQ05eTkKDg4xK49OCREKSkpBa6TmpKi4JDL+geHKDW14P5AaapS0V/e3l46dvK0XfuxExkKrRxQ4DrfrNuhvo/fqTo1q8pisejOmPrqcGe0Qqtc7H/mbJbWb9+nwb3uUbWqgbJaLXrs3lsU07iWrQ/+vqyyyGpxYnGTmt2tEntycrICAwNtS1hYWGmHBMCDDBi3QHsPHtP2z4YrY+MEvTXoYc1dsl65uYatzxPD5spikfZ9/YrSN0xQ786t9MmKTXZ98PdklqF4t7qOffDgwUpMTLS9zsjIILkXU5UqVeTl5aVjx1Lt2o+lpio0NLTAdUJCQ3Us9bL+x1IVElJwf6A0pf1xRhcu5Ci4UgW79uDKAUo5UfBoX9ofZ/RI4nT5+nircmB5HTmerjF9O2j/4RO2Pvt/T1O7nm+rnJ+PAvz9lJKWoXmvJmj/4bQSPR7AUW5Vsfv6+iogIMBuQfH4+PjoppubaPW3q2xtubm5Wr16lZrdWvDEophbm2vN6lV2bau+WamYQvoDpen8hRxt3XFIbWLq2dosFovaNLtBG3/af8V1s7Iv6MjxdHl7W9XxrmgtXfNTvj5nz2UrJS1DQRXKKrZFAy1d87PLjwEuZpKS3a0qdrhW3xcS1euJeDVp0lRNb2mmdyZO0NnMTHWPT5AkPdmju6rXqKHRryRLknr36ad2d7XShLfe1D333KdPP/lYWzZv0uQp02zbPHnypA4dPKijR49IknbvvjhxKSQ0tNCRAKCkTPzXt5r+cjdt/vWgNv3ngPp0aaNyZX019/P1kqQZo7vpyLF0jZi0RJJ0S8NwVQ8O0vZdv6tGcJCGPn2vrFaLxs/+xrbN2OYNZLFIuw8cU52wqhrbv6N270/V3CVMIv274+lu18CZM2e0Z88e2+v9+/dr27ZtqlSpkmrW5IYPJe3hRx5V2vHjennUCKWmpKhxVLQ+X7pCIX9NkDt06KCs1v8N6jRv0UKz532oUUnDlDRsiOpef70+WbhYNzZsaOuz7Isleqpngu11966PSZKGDk/SsBEjr82BAX9Z8PUWVanorxHP3qeQyhX0067D6tB7sm1CXVhoJbtz476+ZZTU+x+qVaOKzpzN0lc//qInh89V+pk/bX0C/f308vP3q0ZIkE6mn9Xnq7YpafIXunAh95ofH1AQi2EYpTbjY82aNWrTpk2+9vj4eM2ePfuq62dkZCgwMFCpJ9IZlofHqnhLn9IOASgxRk62sn6ervT0kvs7npcrVm07KP8Kxd/HmdMZuiu6ZonG6gqlWrG3bt1apfi9AgBgIs6eJnePgXg3mzwHAACujMlzAABzMEnJTmIHAJgCs+IBAPAgzj6hjae7AQCAa46KHQBgCiY5xU5iBwCYhEkyO0PxAAB4ECp2AIApMCseAAAPwqx4AADgtMmTJysiIkJ+fn6KiYnRxo0bC+07ffp03X777apYsaIqVqyo2NjYK/YvCIkdAGAKpfE49vnz5ysxMVFJSUnasmWLoqKiFBcXp2PHjhXYf82aNercubNWr16tdevWKSwsTO3atdPhw4cd3ieJHQBgDqWQ2cePH69evXopISFBkZGRmjp1qsqVK6eZM2cW2P+DDz7Qc889p+joaNWvX18zZsxQbm6uVq1a5fA+SewAABRBRkaG3ZKVlVVgv+zsbG3evFmxsbG2NqvVqtjYWK1bt86hfZ09e1bnz59XpUqVHI6PxA4AMAWLC/5JUlhYmAIDA21LcnJygftLS0tTTk6OQkJC7NpDQkKUkpLiUMwDBw5U9erV7b4cXA2z4gEApuCqWfGHDh1SQECArd3X19fJyAr26quv6uOPP9aaNWvk5+fn8HokdgCAKbjqxnMBAQF2ib0wVapUkZeXl1JTU+3aU1NTFRoaesV133jjDb366qv65ptv1Lhx4yLFyVA8AAAlwMfHR02aNLGb+JY3Ea558+aFrvf6669r9OjRWrFihZo2bVrk/VKxAwDMoRTuFZ+YmKj4+Hg1bdpUzZo104QJE5SZmamEhARJUvfu3VWjRg3befrXXntNI0aM0IcffqiIiAjbuXh/f3/5+/s7tE8SOwDAFErjlrKPPvqojh8/rhEjRiglJUXR0dFasWKFbULdwYMHZbX+b/B8ypQpys7OVqdOney2k5SUpJEjRzq0TxI7AAAlqE+fPurTp0+B761Zs8bu9YEDB5zeH4kdAGAKZrlXPIkdAGAKJnkcO7PiAQDwJFTsAABzMEnJTmIHAJhCacyKLw0MxQMA4EGo2AEApsCseAAAPIhJTrGT2AEAJmGSzM45dgAAPAgVOwDAFMwyK57EDgAwBycnz7lJXmcoHgAAT0LFDgAwBZPMnSOxAwBMwiSZnaF4AAA8CBU7AMAUmBUPAIAHMcstZRmKBwDAg1CxAwBMwSRz50jsAACTMElmJ7EDAEzBLJPnOMcOAIAHoWIHAJiCRU7OindZJCWLxA4AMAWTnGJnKB4AAE9CxQ4AMAWz3KCGxA4AMAlzDMYzFA8AgAehYgcAmAJD8QAAeBBzDMQzFA8AgEehYgcAmAJD8QAAeBCz3CuexA4AMAeTnGTnHDsAAB6Eih0AYAomKdhJ7AAAczDL5DmG4gEA8CBU7AAAU2BWPAAAnsQkJ9kZigcAwINQsQMATMEkBTuJHQBgDsyKBwAAboeKHQBgEs7NineXwXgSOwDAFBiKBwAAbofEDgCAB2EoHgBgCmYZiiexAwBMwSy3lGUoHgAAD0LFDgAwBYbiAQDwIGa5pSxD8QAAeBAqdgCAOZikZCexAwBMgVnxAADA7VCxAwBMgVnxAAB4EJOcYiexAwBMwiSZnXPsAAB4ECp2AIApmGVWPIkdAGAKTJ5zA4ZhSJJOZ2SUciRAyTFysks7BKDE5H2+8/6el6QMJ3OFs+tfK26d2E+fPi1JqlsrrJQjAQA44/Tp0woMDCyRbfv4+Cg0NFTXuyBXhIaGysfHxwVRlRyLcS2+JpWQ3NxcHTlyRBUqVJDFXcZI3FxGRobCwsJ06NAhBQQElHY4gEvx+b72DMPQ6dOnVb16dVmtJTef+9y5c8rOdn70y8fHR35+fi6IqOS4dcVutVp13XXXlXYYphQQEMAfPngsPt/XVklV6pfy8/P72ydkV+FyNwAAPAiJHQAAD0JiR5H4+voqKSlJvr6+pR0K4HJ8vuEJ3HryHAAAsEfFDgCAByGxAwDgQUjsAAB4EBI7AAAehMQOh02ePFkRERHy8/NTTEyMNm7cWNohAS7x3XffqX379qpevbosFosWL15c2iEBxUZih0Pmz5+vxMREJSUlacuWLYqKilJcXJyOHTtW2qEBTsvMzFRUVJQmT55c2qEATuNyNzgkJiZGt9xyi9555x1JF+/THxYWpueff16DBg0q5egA17FYLFq0aJE6duxY2qEAxULFjqvKzs7W5s2bFRsba2uzWq2KjY3VunXrSjEyAMDlSOy4qrS0NOXk5CgkJMSuPSQkRCkpKaUUFQCgICR2AAA8CIkdV1WlShV5eXkpNTXVrj01NVWhoaGlFBUAoCAkdlyVj4+PmjRpolWrVtnacnNztWrVKjVv3rwUIwMAXM67tAOAe0hMTFR8fLyaNm2qZs2aacKECcrMzFRCQkJphwY47cyZM9qzZ4/t9f79+7Vt2zZVqlRJNWvWLMXIgKLjcjc47J133tG4ceOUkpKi6OhoTZw4UTExMaUdFuC0NWvWqE2bNvna4+PjNXv27GsfEOAEEjsAAB6Ec+wAAHgQEjsAAB6ExA4AgAchsQMA4EFI7AAAeBASOwAAHoTEDgCAByGxA07q0aOH3bO7W7durRdeeOGax7FmzRpZLBadOnWq0D4Wi0WLFy92eJsjR45UdHS0U3EdOHBAFotF27Ztc2o7ABxDYodH6tGjhywWiywWi3x8fFS3bl29/PLLunDhQonv+7PPPtPo0aMd6utIMgaAouBe8fBYd999t2bNmqWsrCwtX75cvXv3VpkyZTR48OB8fbOzs+Xj4+OS/VaqVMkl2wGA4qBih8fy9fVVaGiowsPD9eyzzyo2NlZLliyR9L/h81deeUXVq1dXvXr1JEmHDh3SI488oqCgIFWqVEkdOnTQgQMHbNvMyclRYmKigoKCVLlyZf3zn//U5XdlvnwoPisrSwMHDlRYWJh8fX1Vt25dvf/++zpw4IDt/uQVK1aUxWJRjx49JF18el5ycrJq1aqlsmXLKioqSgsWLLDbz/Lly3XDDTeobNmyatOmjV2cjho4cKBuuOEGlStXTrVr19bw4cN1/vz5fP3ee+89hYWFqVy5cnrkkUeUnp5u9/6MGTPUoEED+fn5qX79+nr33XeLHAsA1yCxwzTKli2r7Oxs2+tVq1Zp165dWrlypZYuXarz588rLi5OFSpU0Pfff68ff/xR/v7+uvvuu23rvfnmm5o9e7ZmzpypH374QSdPntSiRYuuuN/u3bvro48+0sSJE7Vjxw6999578vf3V1hYmBYuXChJ2rVrl44ePaq3335bkpScnKy5c+dq6tSp+uWXX9S/f389/vjj+ve//y3p4heQBx98UO3bt9e2bdvUs2dPDRo0qMg/kwoVKmj27Nn69ddf9fbbb2v69Ol666237Prs2bNHn3zyib744gutWLFCW7du1XPPPWd7/4MPPtCIESP0yiuvaMeOHRo7dqyGDx+uOXPmFDkeAC5gAB4oPj7e6NChg2EYhpGbm2usXLnS8PX1NQYMGGB7PyQkxMjKyrKtM2/ePKNevXpGbm6urS0rK8soW7as8dVXXxmGYRjVqlUzXn/9ddv758+fN6677jrbvgzDMFq1amX069fPMAzD2LVrlyHJWLlyZYFxrl692pBk/PHHH7a2c+fOGeXKlTPWrl1r1/fJJ580OnfubBiGYQwePNiIjIy0e3/gwIH5tnU5ScaiRYsKfX/cuHFGkyZNbK+TkpIMLy8v4/fff7e1ffnll4bVajWOHj1qGIZh1KlTx/jwww/ttjN69GijefPmhmEYxv79+w1JxtatWwvdLwDX4Rw7PNbSpUvl7++v8+fPKzc3V126dNHIkSNt7zdq1MjuvPr27du1Z88eVahQwW47586d0969e5Wenq6jR4/aParW29tbTZs2zTccn2fbtm3y8vJSq1atHI57z549Onv2rNq2bWvXnp2drZtuukmStGPHjnyPzG3evLnD+8gzf/58TZw4UXv37tWZM2d04cIFBQQE2PWpWbOmatSoYbef3Nxc7dq1SxUqVNDevXv15JNPqlevXrY+Fy5cUGBgYJHjAeA8Ejs8Vps2bTRlyhT5+PioevXq8va2/7iXL1/e7vWZM2fUpEkTffDBB/m2VbVq1WLFULZs2SKvc+bMGUnSsmXL7BKqdHHegKusW7dOXbt21ahRoxQXF6fAwEB9/PHHevPNN4sc6/Tp0/N90fDy8nJZrAAcR2KHxypfvrzq1q3rcP+bb75Z8+fPV3BwcL6qNU+1atW0YcMG3XHHHZIuVqabN2/WzTffXGD/Ro0aKTc3V//+978VGxub7/28EYOcnBxbW2RkpHx9fXXw4MFCK/0GDRrYJgLmWb9+/dUP8hJr165VeHi4hg4damv77bff8vU7ePCgjhw5ourVq9v2Y7VaVa9ePYWEhKh69erat2+funbtWqT9AygZTJ4D/tK1a1dVqVJFHTp00Pfff6/9+/drzZo16tu3r37//XdJUr9+/fTqq69q8eLF2rlzp5577rkrXoMeERGh+Ph4PfHEE1q8eLFtm5988okkKTw8XBaLRUuXLtXx48d15swZVahQQQMGDFD//v01Z84c7d27V1u2bNGkSZNsE9KeeeYZ/fe//9VLL72kXbt26cMPP9Ts2bOLdLzXX3+9Dh48qI8//lh79+7VxIkTC5wI6Ofnp/j4eG3fvl3ff/+9+vbtq0ceeUShoaGSpFGjRik5OVkTJ07U7t279fPPP2vWrFkaP358keIB4BokduAv5cqV03fffaeaNWvqwQcfVIMGDfTkk0/q3Llztgr+xRdfVLdu3RQfH6/mzZurQoUKeuCBB6643SlTpqhTp0567rnnVL9+ffXq1UuZmZmSpBo1amjUqFEaNGiQQkJC1KdPH0nS6NGjNXz4cCUnJ6tBgwa6++67tWzZMtWqVUvSxfPeCxcu1OLFixUVFaWpU6dq7NixRTre+++/X/3791efPn0UHR2ttWvXavjw4fn61a1bVw8++KDuvfdetWvXTo0bN7a7nK1nz56aMWOGZs2apUaNGqlVq1aaPXu2LVYA15bFKGzWDwAAcDtU7AAAeBASOwAAHoTEDgCAByGxAwDgQUjsAAB4EBI7AAAehMQOAIAHIbEDAOBBSOwAAHgQEjsAAB6ExA4AgAchsQMA4EH+H1TnuQFt+zRqAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "from sklearn.ensemble import AdaBoostClassifier\n",
     "\n",
@@ -1011,9 +956,7 @@
   {
    "cell_type": "markdown",
    "id": "d6470164",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Making an  ADAboost code yourself"
    ]
@@ -1022,10 +965,7 @@
    "cell_type": "code",
    "execution_count": 5,
    "id": "b6e01886",
-   "metadata": {
-    "collapsed": false,
-    "editable": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import numpy as np\n",
@@ -1111,9 +1051,7 @@
   {
    "cell_type": "markdown",
    "id": "3cede4c9",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Gradient boosting: Basics with Steepest Descent/Functional Gradient Descent\n",
     "\n",
@@ -1129,9 +1067,7 @@
   {
    "cell_type": "markdown",
    "id": "94e3b59f",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## The Squared-Error again! Steepest Descent\n",
     "\n",
@@ -1142,9 +1078,7 @@
   {
    "cell_type": "markdown",
    "id": "2f000f62",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "(\\hat{\\boldsymbol{f}}) = \\mathrm{argmin}_{\\boldsymbol{f}}\\hspace{0.1cm} \\sum_{i=0}^{n-1}(y_i-f(x_i))^2.\n",
@@ -1154,9 +1088,7 @@
   {
    "cell_type": "markdown",
    "id": "014da5e9",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "We define a real function $h_m(x)$ that defines our final function $f_M(x)$ as"
    ]
@@ -1164,9 +1096,7 @@
   {
    "cell_type": "markdown",
    "id": "022aee06",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "f_M(x) = \\sum_{m=0}^M h_m(x).\n",
@@ -1176,9 +1106,7 @@
   {
    "cell_type": "markdown",
    "id": "d0d3e174",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "In the steepest decent approach we approximate $h_m(x) = -\\rho_m g_m(x)$, where $\\rho_m$ is a scalar and $g_m(x)$ the gradient defined as"
    ]
@@ -1186,9 +1114,7 @@
   {
    "cell_type": "markdown",
    "id": "8af32042",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "g_m(x_i) = \\left[ \\frac{\\partial {\\cal L}(y_i, f(x_i))}{\\partial f(x_i)}\\right]_{f(x_i)=f_{m-1}(x_i)}.\n",
@@ -1198,9 +1124,7 @@
   {
    "cell_type": "markdown",
    "id": "4a384d95",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "With the new gradient we can update $f_m(x) = f_{m-1}(x) -\\rho_m g_m(x)$. Using the above squared-error function we see that\n",
     "the gradient is $g_m(x_i) = -2(y_i-f(x_i))$.\n",
@@ -1211,9 +1135,7 @@
   {
    "cell_type": "markdown",
    "id": "bd5b9bb9",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "(\\rho_1) = \\mathrm{argmin}_{\\rho}\\hspace{0.1cm} \\sum_{i=0}^{n-1}(y_i+2\\rho y_i)^2.\n",
@@ -1223,9 +1145,7 @@
   {
    "cell_type": "markdown",
    "id": "560b3106",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Steepest Descent Example\n",
     "\n",
@@ -1235,9 +1155,7 @@
   {
    "cell_type": "markdown",
    "id": "4742d327",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "f_1(x) = f_{0}(x) -\\rho_1 g_1(x)=-y_i.\n",
@@ -1247,9 +1165,7 @@
   {
    "cell_type": "markdown",
    "id": "d160a37f",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "We can then proceed and compute"
    ]
@@ -1257,9 +1173,7 @@
   {
    "cell_type": "markdown",
    "id": "f3cde07e",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "g_2(x_i) = \\left[ \\frac{\\partial {\\cal L}(y_i, f(x_i))}{\\partial f(x_i)}\\right]_{f(x_i)=f_{1}(x_i)=y_i}=-4y_i,\n",
@@ -1269,9 +1183,7 @@
   {
    "cell_type": "markdown",
    "id": "cf95ad5e",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "and find a new value for $\\rho_2=-1/2$ and continue till we have reached $m=M$. We can modify the steepest descent method, or steepest boosting, by introducing what is called **gradient boosting**."
    ]
@@ -1279,9 +1191,7 @@
   {
    "cell_type": "markdown",
    "id": "bb614b9d",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Gradient Boosting, algorithm\n",
     "\n",
@@ -1295,9 +1205,7 @@
   {
    "cell_type": "markdown",
    "id": "19e3e8fa",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "C(\\boldsymbol{y},\\boldsymbol{f})=\\sum_{i=0}^{n-1}(y_i-f(x_i))^2.\n",
@@ -1307,9 +1215,7 @@
   {
    "cell_type": "markdown",
    "id": "9330b34b",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "The way we proceed in an iterative fashion is to\n",
     "1. Initialize our estimate $f_0(x)$.\n",
@@ -1328,9 +1234,7 @@
   {
    "cell_type": "markdown",
    "id": "e648539a",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Gradient Boosting, Examples of Regression"
    ]
@@ -1339,10 +1243,7 @@
    "cell_type": "code",
    "execution_count": 6,
    "id": "d12810d3",
-   "metadata": {
-    "collapsed": false,
-    "editable": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import matplotlib.pyplot as plt\n",
@@ -1390,22 +1291,59 @@
   {
    "cell_type": "markdown",
    "id": "f3e95eca",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Gradient Boosting, Classification Example"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "id": "d6426469",
-   "metadata": {
-    "collapsed": false,
-    "editable": true
-   },
-   "outputs": [],
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(426, 30)\n",
+      "(143, 30)\n",
+      "[0.93333333 0.86666667 0.86666667 0.92857143 1.         0.92857143\n",
+      " 1.         0.92857143 0.85714286 0.92857143]\n",
+      "Test set accuracy with Gradient boosting and scaled data: 0.97\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
@@ -1449,9 +1387,7 @@
   {
    "cell_type": "markdown",
    "id": "8de56415",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## XGBoost: Extreme Gradient Boosting\n",
     "\n",
@@ -1472,9 +1408,7 @@
   {
    "cell_type": "markdown",
    "id": "dfc59b18",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Xgboost on the Cancer Data\n",
     "\n",
@@ -1483,13 +1417,70 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "id": "79e4cc00",
-   "metadata": {
-    "collapsed": false,
-    "editable": true
-   },
-   "outputs": [],
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(426, 30)\n",
+      "(143, 30)\n",
+      "Test set accuracy with Gradient Boosting and scaled data: 1.00\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 5000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "\n",
     "import matplotlib.pyplot as plt\n",
@@ -1543,9 +1534,7 @@
   {
    "cell_type": "markdown",
    "id": "c4700b19",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Gradient boosting, making our own code for a regression case"
    ]
@@ -1554,10 +1543,7 @@
    "cell_type": "code",
    "execution_count": 9,
    "id": "eb0594c5",
-   "metadata": {
-    "collapsed": false,
-    "editable": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import numpy as np\n",
@@ -1641,9 +1627,7 @@
   {
    "cell_type": "markdown",
    "id": "bbf154c4",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Summary of course"
    ]
@@ -1651,9 +1635,7 @@
   {
    "cell_type": "markdown",
    "id": "84d512fc",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## What? Me worry? No final exam in this course!\n",
     "<!-- dom:FIGURE: [figures/exam1.jpeg, width=500 frac=0.6] -->\n",
@@ -1666,9 +1648,7 @@
   {
    "cell_type": "markdown",
    "id": "71b8eb59",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Topics we have covered this year\n",
     "\n",
@@ -1682,9 +1662,7 @@
   {
    "cell_type": "markdown",
    "id": "473329b7",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Statistical analysis and optimization of data\n",
     "\n",
@@ -1707,9 +1685,7 @@
   {
    "cell_type": "markdown",
    "id": "6c94f44a",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Machine learning\n",
     "\n",
@@ -1753,9 +1729,7 @@
   {
    "cell_type": "markdown",
    "id": "d9942ded",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Learning outcomes and overarching aims of this course\n",
     "\n",
@@ -1788,9 +1762,7 @@
   {
    "cell_type": "markdown",
    "id": "7818c700",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Perspective on Machine Learning\n",
     "\n",
@@ -1811,9 +1783,7 @@
   {
    "cell_type": "markdown",
    "id": "cc946602",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Machine Learning Research\n",
     "\n",
@@ -1834,9 +1804,7 @@
   {
    "cell_type": "markdown",
    "id": "c2b75185",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Starting your Machine Learning Project\n",
     "\n",
@@ -1854,9 +1822,7 @@
   {
    "cell_type": "markdown",
    "id": "4600986a",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Choose a Model and Algorithm\n",
     "\n",
@@ -1870,9 +1836,7 @@
   {
    "cell_type": "markdown",
    "id": "cfb572d5",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Preparing Your Data\n",
     "\n",
@@ -1898,9 +1862,7 @@
   {
    "cell_type": "markdown",
    "id": "3e38f862",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Which activation and weights to choose in neural networks\n",
     "\n",
@@ -1916,9 +1878,7 @@
   {
    "cell_type": "markdown",
    "id": "76abe122",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Optimization Methods and Hyperparameters\n",
     "* Stochastic gradient descent\n",
@@ -1941,9 +1901,7 @@
   {
    "cell_type": "markdown",
    "id": "0b246db8",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Resampling\n",
     "\n",
@@ -1959,9 +1917,7 @@
   {
    "cell_type": "markdown",
    "id": "9a6555fc",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Other courses on Data science and Machine Learning  at UiO\n",
     "\n",
@@ -1989,9 +1945,7 @@
   {
    "cell_type": "markdown",
    "id": "c2561e72",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Additional courses of interest\n",
     "\n",
@@ -2003,9 +1957,7 @@
   {
    "cell_type": "markdown",
    "id": "796637c8",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## What's the future like?\n",
     "\n",
@@ -2029,9 +1981,7 @@
   {
    "cell_type": "markdown",
    "id": "6afdb59e",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Types of Machine Learning, a repetition\n",
     "\n",
@@ -2058,9 +2008,7 @@
   {
    "cell_type": "markdown",
    "id": "95097424",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Why Boltzmann machines?\n",
     "\n",
@@ -2075,9 +2023,7 @@
   {
    "cell_type": "markdown",
    "id": "31a33cea",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Boltzmann Machines\n",
     "\n",
@@ -2097,9 +2043,7 @@
   {
    "cell_type": "markdown",
    "id": "d6583875",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Some similarities and differences from DNNs\n",
     "\n",
@@ -2115,9 +2059,7 @@
   {
    "cell_type": "markdown",
    "id": "285bbf5d",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Boltzmann machines (BM)\n",
     "\n",
@@ -2138,9 +2080,7 @@
   {
    "cell_type": "markdown",
    "id": "5b51dec9",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## A standard BM setup\n",
     "\n",
@@ -2157,9 +2097,7 @@
   {
    "cell_type": "markdown",
    "id": "4cb37b8f",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## The structure of the RBM network\n",
     "\n",
@@ -2173,9 +2111,7 @@
   {
    "cell_type": "markdown",
    "id": "45fe33d7",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## The network\n",
     "\n",
@@ -2188,9 +2124,7 @@
   {
    "cell_type": "markdown",
    "id": "3bbbaa88",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Goals\n",
     "\n",
@@ -2212,9 +2146,7 @@
   {
    "cell_type": "markdown",
    "id": "d6a9f606",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Joint distribution\n",
     "\n",
@@ -2224,9 +2156,7 @@
   {
    "cell_type": "markdown",
    "id": "81aaff6e",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "<!-- Equation labels as ordinary links -->\n",
     "<div id=\"_auto1\"></div>\n",
@@ -2242,9 +2172,7 @@
   {
    "cell_type": "markdown",
    "id": "9f856eb3",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "where $Z$ is the normalization constant or partition function, defined as"
    ]
@@ -2252,9 +2180,7 @@
   {
    "cell_type": "markdown",
    "id": "f15429d1",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "<!-- Equation labels as ordinary links -->\n",
     "<div id=\"_auto2\"></div>\n",
@@ -2270,9 +2196,7 @@
   {
    "cell_type": "markdown",
    "id": "e8a8f8e7",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "It is common to ignore $T_0$ by setting it to one."
    ]
@@ -2280,9 +2204,7 @@
   {
    "cell_type": "markdown",
    "id": "4fb17989",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Network Elements, the energy function\n",
     "\n",
@@ -2299,9 +2221,7 @@
   {
    "cell_type": "markdown",
    "id": "0bed5ddd",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "$$\n",
     "E(\\hat{x},\\hat{h}) = -\\sum_{ia}^{NA}b_i^a \\alpha_i^a(x_i)-\\sum_{jd}^{MD}c_j^d \\beta_j^d(h_j)-\\sum_{ijad}^{NAMD}b_i^a \\alpha_i^a(x_i)c_j^d \\beta_j^d(h_j)w_{ij}^{ad}.\n",
@@ -2311,9 +2231,7 @@
   {
    "cell_type": "markdown",
    "id": "f8e64229",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "Here $\\beta_j^d(h_j)$ and $\\alpha_i^a(x_j)$ are so-called transfer functions that map a given input value to a desired feature value. The labels $a$ and $d$ denote that there can be multiple transfer functions per variable. The first sum depends only on the visible units. The second on the hidden ones. **Note** that there is no connection between nodes in a layer.\n",
     "\n",
@@ -2325,9 +2243,7 @@
   {
    "cell_type": "markdown",
    "id": "f8f02179",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Defining different types of RBMs\n",
     "There are different variants of RBMs, and the differences lie in the types of visible and hidden units we choose as well as in the implementation of the energy function $E(\\mathbf{x},\\mathbf{h})$. \n",
@@ -2340,9 +2256,7 @@
   {
    "cell_type": "markdown",
    "id": "19008689",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "<!-- Equation labels as ordinary links -->\n",
     "<div id=\"_auto3\"></div>\n",
@@ -2358,9 +2272,7 @@
   {
    "cell_type": "markdown",
    "id": "a3d31b3a",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "where the binary values taken on by the nodes are most commonly 0 and 1.\n",
     "\n",
@@ -2372,9 +2284,7 @@
   {
    "cell_type": "markdown",
    "id": "79d29641",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "<!-- Equation labels as ordinary links -->\n",
     "<div id=\"_auto4\"></div>\n",
@@ -2390,9 +2300,7 @@
   {
    "cell_type": "markdown",
    "id": "4d19d779",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## More about RBMs\n",
     "1. Useful when we model continuous data (i.e., we wish $\\mathbf{x}$ to be continuous)\n",
@@ -2414,9 +2322,7 @@
   {
    "cell_type": "markdown",
    "id": "b8fa06ec",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Autoencoders: Overarching view\n",
     "\n",
@@ -2452,9 +2358,7 @@
   {
    "cell_type": "markdown",
    "id": "262fc510",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Bayesian Machine Learning\n",
     "\n",
@@ -2475,9 +2379,7 @@
   {
    "cell_type": "markdown",
    "id": "36608f14",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Reinforcement Learning\n",
     "\n",
@@ -2511,9 +2413,7 @@
   {
    "cell_type": "markdown",
    "id": "a2b4652f",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Transfer learning\n",
     "\n",
@@ -2532,9 +2432,7 @@
   {
    "cell_type": "markdown",
    "id": "8cef8c03",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Adversarial learning\n",
     "\n",
@@ -2554,9 +2452,7 @@
   {
    "cell_type": "markdown",
    "id": "df85a3e6",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Dual learning\n",
     "\n",
@@ -2574,9 +2470,7 @@
   {
    "cell_type": "markdown",
    "id": "f01aaa3c",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Distributed machine learning\n",
     "\n",
@@ -2589,9 +2483,7 @@
   {
    "cell_type": "markdown",
    "id": "0005330c",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Meta learning\n",
     "\n",
@@ -2607,9 +2499,7 @@
   {
    "cell_type": "markdown",
    "id": "efcfaccf",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## The Challenges Facing Machine Learning\n",
     "\n",
@@ -2637,9 +2527,7 @@
   {
    "cell_type": "markdown",
    "id": "f7b109c9",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Explainable machine learning\n",
     "\n",
@@ -2666,9 +2554,7 @@
   {
    "cell_type": "markdown",
    "id": "e9142380",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Quantum machine learning\n",
     "\n",
@@ -2697,9 +2583,7 @@
   {
    "cell_type": "markdown",
    "id": "cb638c92",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Quantum machine learning algorithms based on linear algebra\n",
     "\n",
@@ -2720,9 +2604,7 @@
   {
    "cell_type": "markdown",
    "id": "676fd56e",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Quantum reinforcement learning\n",
     "\n",
@@ -2738,9 +2620,7 @@
   {
    "cell_type": "markdown",
    "id": "ac1d93d3",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Quantum deep learning\n",
     "\n",
@@ -2761,9 +2641,7 @@
   {
    "cell_type": "markdown",
    "id": "c5047fcb",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Social machine learning\n",
     "\n",
@@ -2782,9 +2660,7 @@
   {
    "cell_type": "markdown",
    "id": "bdd66000",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## The last words?\n",
     "\n",
@@ -2798,9 +2674,7 @@
   {
    "cell_type": "markdown",
    "id": "7fb56aeb",
-   "metadata": {
-    "editable": true
-   },
+   "metadata": {},
    "source": [
     "## Best wishes to you all and thanks so much for your heroic efforts this semester\n",
     "\n",
@@ -2812,7 +2686,25 @@
    ]
   }
  ],
- "metadata": {},
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.15"
+  }
+ },
  "nbformat": 4,
  "nbformat_minor": 5
 }