{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "04199cb8",
   "metadata": {},
   "source": [
    "# Hide cell contents\n",
    "\n",
    "You can use Jupyter Notebook **cell tags** to control some of the behavior of\n",
    "the rendered notebook. This uses the [**`sphinx-togglebutton`**](https://sphinx-togglebutton.readthedocs.io/en/latest/)\n",
    "package to add a little button that toggles the visibility of content.[^download]\n",
    "\n",
    "[^download]: This notebook can be downloaded as\n",
    "            **{nb-download}`hiding.ipynb`** and {download}`hiding.md`\n",
    "\n",
    "(use/hiding/code)=\n",
    "\n",
    "## Hide code cells\n",
    "\n",
    "You can use **cell tags** to control the content hidden with code cells at the cell level.\n",
    "Add the following tags to a cell's metadata to control\n",
    "what to hide in code cells:\n",
    "\n",
    "* **`hide-input`** tag to hide the cell inputs\n",
    "* **`hide-output`** to hide the cell outputs\n",
    "* **`hide-cell`** to hide the entire cell\n",
    "\n",
    "For example, we'll show cells with each below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7a79873a",
   "metadata": {
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "data = np.random.rand(2, 100) * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11479dde",
   "metadata": {},
   "source": [
    "Here is a cell with a `hide-input` tag. Click the \"toggle\" button to the\n",
    "right to show it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a4fafbab",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell has a hide-input tag\n",
    "fig, ax = plt.subplots()\n",
    "points =ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd8fca2d",
   "metadata": {},
   "source": [
    "Here's a cell with a `hide-output` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4e402150",
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAD4CAYAAADmWv3KAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABTH0lEQVR4nO3dd3gcxfnA8e/sXlXvttxt3A0u2LiAwbgApmNaaKHEBFIoARIgJPwCCaEkQBJKSAiEDgZMjcEGTDM2Lrj33ot6l67t7vz+OLlKp35Fp/k8jx779vZ239Pp3pubnXlHSClRFEVR4o8W7QAURVGU8FAJXlEUJU6pBK8oihKnVIJXFEWJUyrBK4qixClbtAMAyMrKkr169Yp2GIqiKO3KsmXLiqSU2aHuj4kE36tXL5YuXRrtMBRFUdoVIcSuhu5XXTSKoihxSiV4RVGUOKUSvKIoSpyKiT54RVGUlpDSYm/1YtaVvUOFfy8OPYn+KefTL3Uqdi0h2uFFXaMteCHEf4UQBUKItUdsyxBCfCGE2FL7b3rtdiGEeEoIsVUIsVoIcWI4g1cUpeMyLB+z9/6Krw/8H/trfqDKOECJbwtLi/7Juzsup8zf4PXHDqEpLfiXgWeAV4/Ydi/wpZTyUSHEvbW37wHOBvrV/owBnqv9V1EUpcWKvDtYXvIBBd7N2DQXg1ImU+pdTqF3Lab0H7WvIb0Ypo/Ze27l8t4z0TVHlKKOvkYTvJRynhCi1zGbLwROr/3/K8A3BBP8hcCrMliicpEQIk0IkSulPNBmESuK0mFIKfmu4D+sKv0YU5pITACKvFtxizKECPlIApaHnVXfclzKGRGLN9a0tA++0xFJOw/oVPv/rsCeI/bbW7utToIXQtwE3ATQo0ePFoahKPHNkpJ5eVv5cPdqqg0/Y7N7cUmv4aQ53NEOLSLWlH3KqtL/YRzTSoeaRh9rSA/bKj5TCb41pJRSCNHsovJSyueB5wFGjRqlitIryjE8RoDrvnuNzRWF1BjBBLekcBfPbJjHS+OvZnhmtyhHGF5SWiwqeg1D+lp8jID0tGFE7U9Lh0nmCyFyAWr/Lajdvg/ofsR+3Wq3KYrSTA+tmsOGsrxDyR3AYwaoNvxMX/AmHiMQxejCr8S/B79Zf0vdkiH7Zg4R2Mh09m/rsNqVlib4j4Hrav9/HfDREduvrR1NMxYoV/3vkWFZktfeXsi1P3uR6be+zLzvN0c7JKUVqgI+Pt69Fp9l1nu/aVnM3rs+wlFFVsDyIYRe730mGpKGk7wmNAalXRyO0NqNpgyTfAtYCAwQQuwVQkwHHgXOEEJsAabU3gb4FNgObAX+A/wiLFErdfz75W95/e2F7NpTzNbtBTz0+CwWLNoS7bCUFtpbU4Zdqz+5AdSYAdaU7o9gRJGX5uiMKUN9SxHUWA5CrThqEy4GpV1CqqN7/Tt0EE0ZRXNliLsm17OvBH7Z2qCU5vtw1gq8PuPQbZ/P4M2ZSzhlbL8oRtV+SSnZX1mJEILcpCRE6OEaYZFidxEI0XoHsAmNDGd8T+Rx6Sn0ThrNtsrvkVh17jfR8cpkchyp1BiFaNgAiSZsDM+8nsFpl4UtNikNvL6FGFYBupaO2zkeIWJvOKaayRonLKvuG8Aw625TGvfl9u088M2XFHs8SCnpnJTMQ5OmcEoER3t1SUilV1IGmyoK6r1fFxrndz8+YvFEy+mdfs6+mjV4zco6Sd4mXAxIncyU3Nsp9e2gKnAAu55IjmsImghPapNSUlH9MqUVf0FK44h7BGnJvyAt+faINwYaomrRxIkJ4wfgcBz+o3Y5bZx75tAoRtQ+zd+9i1tnz2JfZSVew8BnmuwqL+On//uQ5Qci2yXy0MjzcOv2Otvdup3Leg+nV3JmROOJhmR7Nlf3/id9ksagCzsOLRG75satp3JK9vVM7nwbAOnO3nRPOpnO7mFhS+4ApRV/paT8T1hWGVJWHfFTSVnl0xSV3R22c7eEkKE6sSJo1KhRUtWDbx2f3+Bvz37OvO83Y7PpXHXpGH508Ukx1ZpoD8578zXWFxbWe9+Yrt1469LLIxrPutIDPLL6C5YX70EIQbrDzc8HjueqPqM63GvrMcop9e/DpjnJcvZCC3EBNlwCxk725k1E4g25jxBucrPfw+UYEZGYhBDLpJSjQt6vEryiBBmWxYCn/06od4Rd09h0668iGdIhHiOAzzJItbs6XGKPFUWl91NR/QrQ0PBUjUT3uXTKfD4iMTWW4FUfvKLU0oRA1zSMeq5nANj1yLYYj+S22XFTt7tGiRyvfzENJ3cAC59/eSTCaRLVB68otTQhmNy7D1o9LWSbpnFe/wFRiEqJHU1Nl7HzDUu14JU2V+XxMWvxBjbsyWdgtxzOGzuYZLcz2mE1ye9PO50l+/ZS5fcTqG3JO3SdNJeLu8adEuXolGhKcE3EH9gAHFsX50g6budpkQqpUaoPXmlTBWVVXPXoG1R7/Xj9Bi6HjQSngzfvvYpO6clhPXeZx8vfv17AJ+s2ETBNTunTk7smjadPVkazjlNQXcV/li1j9tbNaEJwfv8BTD9xFBnujlHgS6mfYeax58BYJKFr4whcdO00B4c9Mt/21EVWJaJ+//Js5izdhGkd/rvShODMkf155CfnhO28Nf4AFzz/GnnllYda3gJIdDp4b/pV9MpMD9u5lY6jouoNist+X+9IGiHcpCXfTnrK7RGLp7EEr/rgY9T6dfu4+spnOeesv3Dn7a9TVlYd7ZCaZMG6nUcldwiWvF2wfmdYz/vR6vUUVVUfSu4AkmDif/rbhWE9txK/pJR4/Oup8i7EZ+wiJelqOmW+gN02ACFcaCIFIdzY9F5kpT0Z0eTeFKoPPgaVllZzz2/eoqYm2Ne3du1efn/fuzzzz+ujG1gTJLoclFXXbd0kOsM7jXvupm14Akad7ZaUzN+ulm5TmkdKSUnVDPIqnsSyKgAbEj8uW1+6pP8f3Tt/Q8DYgWkWoGnp2G39YnL4qmrBx6CtW/KP+mMxTYuNG/ZjWdHvTmvM1ZNOxOU4ut3gcti4alJ4J34kNfAB4rKpdozSPAfKHmZf2R8wzDwsWYMlK5DSiyewlu2F11Je8xl2W29czjE47P1jMrmDasHHpPT0RAzj6LHYCQlONC02/4iO9KMJw9lTWMZ789fgsOn4DZMLxw3h6onhXX/9shEnMG/rTmoCR49Tdtp0Lh0R/zVbmqrUX8Vbu77lk/0/UGP46OxO54oep3Fe19HoQrX3AGp8qyiqegUZYrEQKb3sKr6VIa6V6FpsF3xTCT4G9e3XiSlnDOHLuevQNIFpWtx973nRDqtJNE1w9+UTufnccewtKqNbVhqpia6wn/eUPj04Z0h/Plm3GW8ggAQS7HZ6Z6Vz48khr0F1KAXeMm5c8hQVAQ+GDFaq3FNTxNOb/8d3het4bPgNKskDhZX/RjayipRAUFbzIZlJV0UoqpZRo2hilJSStWv2UlhYQf8BuXTr1ryhfh2RlJIfdu/jw1Xr8RgBzhzYjykDjovqDNRYcufyF1hWuhVT1p2p69Ls3DlwGud0UR+G6/aNwjDzG90v1X0+vbL/GYGIQlOlCtopIQQnDO3YixU0lxCC0T27MbpnfK9V2hLFvkpWlm2vN7kDeK0AL++YqxJ8nGnX38eKD5Ty/cc/EAvfQpTYUuXz8/6qdfxrwRLmb9uF1cH/Rg54S7BrDbfn9ntK+O/2zyIUUexKco6msdSoiUSS3adGJqBWaNct+L/d9C8Wf7Kcx79+gGEThkQ7nJi3asNennrpa/YeKGNwv87cceNkenSJv66fxTv3cPM7H4EEn2HgtNvokpLM69deTkZCx5yNmmZPxGhghaggyYxd8xic0pOxWQMjElcsyk6+mXLP3JAXWQEkFmkJF7b6XFLKsI7Aadct+EvuOI+zp0+i34l9oh1KzNu9r4S7/jSTTdvyqa7xsXT1Ln722zep8TRUV6P9qfb7ufmdj6jxB6gJBDClpMYfYGdJGfd8NCfa4UVNt4Qsurgb+jAPfsPxWn5e3fllZIKKUQnOYWQlXY8Q9TcGhHDRM/PpFo+gkWYhVuWTWPmjkfkDsPKOxyq9FRlY3Zqw69WuE/yISSdw539+TkJyx2yVNcdHX6wiEDjcgpMSAobJ/B+2RjGqtvfZhi3UV9DdsCwW7txDaU3oVlm8+/Wgi0N00wR/YQfbkVsq90UspliVm/Zbuqb9EbueiyYSamesunDbT6BP9qukJpzVouPKwCZk0dlQ/V+QZbVb/eD7All8DVb16232HKCdd9EoTVfj8dfph7YsSY23sfrW7UtRdQ0+o+6MVgCbrlHq8ZDeQbtphqX15s4BF/LXDe9hHfMpKICDPQW2CK+UFIuEEGQmX0FG0o/wBjZiWuXYbbk4bT1bfEwpfciSa0FW1HOvBXih8i9I+wCE46QWn+dI7boFrzTdmacNxumo+3k+ftRxUYgmfIZ0zsFpD9FukdA1NSWyAcWYs3NHkWJ3BxN67Y8mDid3XWicmq2uZx0khMDtGESSa2yrkjsA3k+hgUqUtTshq9pu6KVK8B3EiCHdufHK8bicNlxOG8lJLh6883yyMpKiHVqbGte7B11TUrBpR/9pu+02po8bibODly2waTrT+5yFW7cjjkjsB9k1G9f0mhSd4OKcrHkHZE3jO/oXI2XodV+bo2P/tXcwV5w/imlnDqOkvIbszGRsevx9vmtC8Pq1l3HPx5/x/Y7dwecoYfq4kfzy1LHRDi8mXNRtHNWGl5d3foEuNAzLxK7ZcGg2Hhp6HT0Sc6IdYnyyypu4ox78IBCtnwGuZrIqcavM46W0xkOX1OS4b7nvqynlh6IdCCEYk9WHzu7URh9TZXj4rnAdlQEP3ROyGJ05QJUqCCOr5AbwL2jCnnZEpxUI0XgFVjWTVemw0twu0tzhr4MTTR7Dz70rZvJ9wVY0oSEAQ1pM6TyIPw6fhkMP/RZPsrk5O1fNXI0UkXANMrASZENrO2jgOrNJyb0pVIJXlHbsjqUzWFa8E5919MihL/M2YK60+OvIH0Upso5JSj9+72d4q1/DsorQtGxciT/G4ToLnKeDlg2mFwg16cyBSPx5m8WjEnwtKSVrF23FCJgMP3VAzNZ3VpSDtlTk15vcAXyWwTd5m9hXU0rXBLVcYSSYxh4qii/BssoPtdItNlMVWImmPURK5ky0jNeQJVeBVXzMBVcnCA2R9hTC3r/NYlIJvtabT85m5j+/AASTLxvNLY9eEe2QFKVB8wu2YDZwDU0IwYKCrVzeq23GVCuhSctDedE0pFVAcEz7kXdWY5keKoouJq3Tt4is2eD9DFnzMph5INzguhCRcAVCz27TuNQVlVrffLgUb40fb42P+Z+siHY4itIoU1rIENUhIfit1GrgfqXt+DwfImUFdZL7IRaWLMfnmYUQDoT7fLTM99ByFqBlz0VLvrXNkzuoBH/IqeeNwJXgwJXgYNyZQ6MdjqI06qTMXg1eRAUYldU7QtF0bN7qlxof4y6r8Va/GJmAarWqi0YIcQdwI8FiFmuAG4BcYAaQCSwDfiylDEtFqwM78pn9wpdc/KtzSctufFhYQ35893kMPaU/AZ/ByImD2ihCRQmfoend6ZmYxdbKfIxjWup2TeeE9G70TVZj2iPBsgqatp9ZGOZIjtbiFrwQoitwGzBKSnk8oANXAI8Bf5NS9gVKgeltEWh9Pnp2Dm898gHfvrOw1ccSQjB8/ABOmjwETVNfbJTYJ4TgX2OvpU9yNgm641DpAbduZ2BKLn8/6cpoh9hhCNG0EhialhzmSI7W2ousNsAthAgACcABYBJwcKHCV4AHgOdaeZ56XXbXBWR3zWTKj08Lx+Fj2q7dReTnV9CjRyadO7Xu24vSfmU4E3n3tF+wrHgnC4u2oSEY36k/Q9O6qZFgEeRMuAJP5ZNAAyUGhBtnQmTXcG3VTFYhxO3AnwEP8DlwO7CotvWOEKI7MLu2hX/sY28CbgLo0aPHyF27drU4jqZYOncNO9buZeq1p5LczuuvvPDSt8z8YCk2m4ZhWNx521mcOaXOr1hR2o3yQBHryhdSY1SS4ezMkJRxOPX2U/XTskopyz8ZKStD7iNEMmmdFqJpaW123rDNZBVCpAMXAr2BMuBdYGpTHy+lfB54HoKlCloaR1NsX7ObP17zDKZhseKb9Tz84V3hPF1Ybdx0gJkfLMXnM/DVFqZ74h+fMW5MX5KT43vWphJ/TGnw8b7nWF32HRIwZQC7cDFr37+ZmvsTRme2rO56pGlaOsmZr1NRfDVIP3DkZUcnQthJznyzTZN7k+JqxWOnADuklIVSygDwPnAKkCaEOPjB0Q2I+uoBPm8AgUCaFp7qtqnSFi1795XWuUZgs2nkF9RXY1pRYtuHe59lddl8DBnAlMG1CQLSS0D6mXPgv6wqnRflCJvO7hhJes63uJN+htByABdCy8Gd9HPScuZhd4yIeEyt6YPfDYwVQiQQ7KKZDCwFvgYuJTiS5jrgo9YG2VqDTjqOmx+9ki0rdnLFXedGO5xW6dE9A8s6esSEaVp07tSx65wr7U+pv4C15QswZP2LzgSkn8/yXuaEtPFo7aQImqZ3IiHlbhJS7o52KEArEryUcrEQYiawHDCAFQS7XD4BZgghHqrdFtmBnyGcc/0EuH5CtMNotf79OnPVj8byxoxF2O06hmFyz13nkpSkumfaozKfh5nbV/FDwV7SnG4uO24oI7M6xgXSNWXf0dg1QJ/lYZ9nK90T2m76fkfSqlE0Uso/AH84ZvN2YHRrjhsuX89cxNZVu7noZ1PI7trQAsSx7dqrT2HKpCEUFFTQvVsGmZnt+6JxR7W0cA83fP02lrTwmAYC+GT3eibkHsdTp1yEHufDdauMMkzqX17xIIGGxwh94VJpWIepRbN+yTb+fturBPwB1izYzFNf/T7aIbVKl9w0uuSmRTsMpYU8RoCffPM21cbhi3ESqDECfLN/Ky9t+oEbB42JXoARkOHIxS4cBBqYB2lJk1RHVgSjii/x3UQ4gmWYIEBKMI1QpToVJTJm7VpfZxH0gzymwX82LIpwRJE3NG08koa7aNIcOXRytXIt1A6sw7Tgjz+5Pzc9dDmbV+zkijvb94XWUFau2c07HywlEDA558wTmHjqwGiHpISwsayAGqP+i4sARd5q/KaJQ9cjGFVkJdhSmJjzI74peJeArLsYtV04ubDrz6IQWfzoMAke4NwbTufcG6IdRXj8sGInv/vj+/j8wT7N1ev2UFbhYdq5kR+apTQu25WEQ9PxW/V/m3TqNuxx3gcPcFrOJTj1BObmv3GoMqaFRbItg2ndbqFn4uAoR9i+dagEH89eeHXeoeQO4PUZvPT6fJXgY9SFvYfwjzX1j/G2C42Leh/fIUbSAIzJPJtRGWewq3o9HrOadEcOua4+Heb5h1P8NxE6CI+n7td9v7/hEQpK9OQmpPCroafh1u1HbXdoOlnuRO4a2v6H9DaHLmz0SRrKkNRxdHEfp5J7G1EJPk6cdnI/nM7DX8jsdp1RJ6pa4LHs5sHjeGb8NEZkdiHBZifTlcBPBoxm1tnTyXQlRjs8JQ6oLpo4cf3V4ykprWb23LUAjDihO/fdcXaUo1IaM7FrXyZ27RvtMNqEx/SwsGghGyo34NAcjEofxbC0Ye1mFmo8alU1ybYyatQouXTp0miHERcM00JaErs9fkdfKLFnbflantn6DBKJ3wqOa3dpLpJsSdw78F4ynZlRjjA+NVZNUn20xhmbrqnkrkTUAc8Bnt76ND7Ldyi5A3gtLyX+Eh7Z+AimVHNPokEleEVRWmV23mwMq/4L+hYW1UY1q8pWRTgqBVSCVxSllZaXLsfCCnm/1/KyuHhxBCNSDlIXWRUlxpX6avh49xr21ZTTIymd87sfT6ojdlY7akr3y5FdN0rkqASvKDHsvZ0reWDFbATgtQxcuo2/rJnLwyeez3k9YmOZxh4JPdhctTnk/Q7hYEDygAhGpBzUYbto9m8v4OnfvMGnr85rtCa1okTDiuK9PLhyDj7LwFvbx+01DbymwX3LZ7Gu9ECUIww6J/ccHJoj9A4CxmePj1xAyiEdtgV/z7QnKNpfisPtIC0rmZPPUVP6ldjy3Mbv8Jn1FyTzmwbPb1rAP8ZeGuGo6hqaOpRTs05lftF8fNbhomECgV2zc3Ofm0myqTULoqHDJviq8hqkBGlJyouroh2OotSxonhfyGK6FpKlRbsjGk8oQgiu7nE1x6cez6z9s9hTswdNaAxLG8a5uefSPaF7tEPssDpsgr/33z/l3/e/Q58h3Zh82dg2O67fb+BwdNhfq9KGnLoOoSsK49Rj5+9MCMHwtOEMTxse7VCUI8TOX0iEjTlrKGPOGtqqY0gpmfniPH74diN9BnZh0bxN5O8ro2uvTB57aTqZ2WohbKXlzu9+Aq9uW0zAqjsE0aHpXNSjdX+/SvzrsBdZ28LHr3/PG8/MZc2SHXz81iLy9pYipeTA7hL+9cgn0Q5Paed+0n8siTYnGkdXVtSEINnu4pq+Mbn0sRJDVIJvhZXfb8VXW6bXsg73lpqmRXFBRbTCUuJEtiuJmROnMzKrO05NJ8nmxKnZGJ3Vk/cmTSfDmRDtEJUY12G7aFrLsix2bSs4vEFKdLuOQKDbNKZde0r0glPiRo+kdN6YcB15ngoKPFV0dieT406OdlhKO6ESfAvt31VMcV75ods2Ibj9gYsoL6th0LAeDDmxJzXVPh7//fusWb6Tnsfl8NvHLiczW705lebr7E6hs1td01GaRyX4FkpKdR81hE2zaZx02gDSMg+P9332kVn8sGAzAb/J+lW7+dOdb/H3126KfLCKonRIcdEHb5oW6xdtxu+NXL2LtIwkbntwGq4EB64EB7c+OO2o5A6wae1eAv5gnQ7LlOzcmh+x+BRFUeKiBf/mw+/z+p/eY8Jl47jvjdsidt4p00YyZdrIkPcPHdmbggPl+H0GNptG/yFdIxaboihKXCT4rG6ZWKZFTvfYWjXm5t+cjWGYrFyynT79O3Png9OiHZKihFWVUcWCou9YWvIDFhaDU4YwMWcSGY7Yem92FHGzZJ+3xocrwdlGESmK0lzbqrbyt81PYEkTvwx2l9qEDU1o3NDrRk7KUOP221pjS/bFRQseUMm9ndhZUMo781exr6Scsf17cuGYwSQ4G6hEqLQLNUY1f9/8BF7Lc9R2Qxog4aWdL9DV3ZUubtVNGUlxk+CV2Ldgw07u/O//CJgmpiVZtGk3r36zjBl3XU1qoiva4SmtsKB4PiahF/4wLIPP8uZwQ+/pEYxKiYtRNErrbN1dyC//9DZn3Pg0P/n9G6zcuLfNz2FZkvvf/AxvwMCsnfXrDRgUllfz0let655Tom9F6fIGV22ysFhbsTqCESnQygQvhEgTQswUQmwUQmwQQowTQmQIIb4QQmyp/Te9rYJV2l5xWTU3PzCD5Rv2UlXjZ8P2PO549D227Slq0/PsLiqjxlc3AQRMky9XbWnTczVHcXUNhVXVatGXVpIhCxsfsY/6HUdca1vw/wDmSCkHAsOADcC9wJdSyn7Al7W3lRj1yby1GObRX639hsk7c5a36XkSnPZDLfdjJboi3we/fN9+znnpFU7993+Y8PwLnPHiS3y/Kzbqq7dHx6ecgF3YQ94vEPRXy/ZFXIsTvBAiFTgNeBFASumXUpYBFwKv1O72CnBR60JUwqmkvIZA4HCCl4BpSTbtysfjPboY+aZdBfz6qY+45Lcv8cf/fsaBoqYXVMtJTWJQtxx07ejKiG6HjatOG96ap9Bsm4uKuO6dmWwuKsZvmvhNk52lZdz0/ocs37c/orHEi9OyJyBE6HRi1+xM7XxOBCNSoHUt+N5AIfCSEGKFEOIFIUQi0ElKeXCxyDygU30PFkLcJIRYKoRYWlhY2IowlNY4bVRfnM5gy0sCCEATbN9Xwrm3/OtQf/y6HXnc+MgM5q3cxu78Uj79fj3XPPg6RWVNXw3r8RvOo0dWGgkOO4kuBw6bzvknDeb8kwa3/RNrwFMLFuIz614Q9BoGj383P6KxxItkewq/OO4WHJoDHf3Qdg0Nu3BwadfL6ZXYO4oRdkwtHgcvhBgFLAJOkVIuFkL8A6gAbpVSph2xX6mUssF++LYYBx/Kvq156Hadzj2zw3L89k5KydNvfMvMz1cQsOr2pKanuJn1zM3c/rf3Wbzu6C4Mu03j6rNG8stLTm3W+dbsyqOgvIrje3Smc3rki6+NfuY5Sjyeeu9z6jrr7rw9whHFj0JfIV/mf8GKsuVY0qR/8kDO6jyVHgk9ox1aXArnOPi9wF4p5eLa2zMJ9rfnCyFypZQHhBC5QEHII4TZ0rlrePCKf4AQ/PXTexl40nHRCiVmCSG47ZrTmTx2IDf/aQaGefTqQV6fwa79JWzfV1znsQHDYuOu5r28QgiG9sptVcytleCwh0zwLnvofmSlcdnObK7ocRVX9Lgq2qEotKKLRkqZB+wRQhy8cjIZWA98DFxXu+064KNWRdgKO9buwTItkJJdG/ZFK4x2oVfXDIQQdbablkVyoouBPTtx7L0Ou86wvl0iE2Ab+tHQE3DZ6rZtHLrOtCGR7S5SlHBq7USnW4E3hBAOYDtwA8EPjXeEENOBXcDlrTxHi53zk4lsX7MHp9vOxMvbbmHteJTodjBl7AC+WrIZn98Aggl81OAeZKcn8YtLxrN04x78tePYHTad5AQXl04aHt3AW+CGkSfy+eatbCspoSYQvJDsttnITUnm9lPGRTk6pb2xrDL8gXWAxG4biK5nRTukQ+KmFo3SegHD5F/vzOd/367DtCzOOnkgt145Abcr2G2xJ7+U1+YsZeveIk4c0I2rzxxJekr7XDbOb5p8snETH6xdjyktzh80kIsGD1JdNEqTmWYRZeX/R43nU4JtXJDSj8s1ifS0P2PTw98V2VgfvErwiqIozWSaReQXnIlpFQLGMffqaFoanXI+x6aHtwuzsQSvShXEmcLiSn7269eZeNHjnHvV08z5cm20Q1KUuFNWfn+I5A5gYllllJTeGemw6lDFxuKIYVrcft8M9ueXY1mSyiovTzz3BVmZSYwa3iva4cWlLaVF/GPpQubt3YkuBGf36c8tJ46lS5JaPzVemVYpNZ7Z1J/cD+2Fz7cIw9iHzRa9CppxneBN0+Kp215m57o93PHP6fQa3C3aIYXVgbwyikqrsY4oCeDzG3zx7QaV4GsZlsVbK1fz2vKVlHm8DOvSmdtPGcfxneudj9eglQUHuPJ/7+AzDazars53Nq7hk+2bmXXxNXRPSWvj6JVYEPCvRQgHUvoa3E8IO/7Aiqgm+Ljuolm/aAtfv7uQjUu38/KDM6MdTtjpuoasp96LwxG/n+P5FVU8880ifvXuJ/z7uyUUV9WE3FdKyc/f/5i/fPMd20tKKfF4+GbbDq588x3m7djZ7HP/5ps5eIzAoeQOYEhJpd/HH7//pgXPRmkfrMZ3OUg2Y98wiOsE371fLg6nHbvTxsgpJ0Q7nLDL7ZTKwH6dcdgPTxV3OW1ccNbQKEYVPkt37WXq0y/z/HdLmLNuM//8dhFnPvUSa/fXv7j5wt17WLxnLx7j8FdrCXgMg/vmfNGsaod7KsvZU1Fe732WlHy9ZzuBesohKO2f3T4YKUOXRj5IygAOR3Tfe/HbtAPSclJ4Zd0TVJVV06lH7IxNDRchBH/5wyU8/cJXrFi9h9QUN7+cPpF+fZrf/dASAcPks6Wb+HrVVrJSErnstGH07dr47z2/vIoftu4hyeXg5AE9cdQzCelYpmVx+zuf4AkcLojmM0x8mNzx7id8ftsNdSZufbJh06Fx78cq93rZXlLKcZkZjZ4boCbgR9c0Qq1xIaUkYJnYdb3+HaKg2FeJx/ST40rFocX1Wz+sdD0bl3MCXt+XhPwDQOBwDMVm64W0KjH9SwEfmt4Hzd4/YrHG/aucmOImMcUd7TAixu1ycPctUyN+3oBpctPf3mXz3kI8fgNNCD5euJ6HbpjK5BH9Qj7uqU8X8Mq3y7DpGgKBrgme++k0hvZseAzx6n15eEMk66KqarYXlXBc9tELPYeoVgwEy9k2pab5QT1T0qGB/bskpZBgj42lCJcVb+Pvm2axs7oQm9ARwLTuY7i535kq0bdQetrD5BeeiWWVUzfJC4RIIj31YXxl92B4PoRDpZQNhN4DZ+pD6I7wr1Eb1100SuR8tWIrm/cV4amdBWtJiS9g8Oc35mJa9fdDfrdhB69/txy/YVLjC1Dt81Ph8fHz/3xAwGi4e8MXMOotrQCgCYE3UHeEw9QB/UgIMZEp0eGgT0bTWu8ALpuNnw4dhbuebxtum43fnDS+yccKp+8LN3Hn8lfYUplHwDLxmH5qTD8zdy/k9qX/xYxyH3F7ZbN1pVP2HJyOsYATIZIQIglw4rCfSE72Bxjld2F4PgC8ICtrfzxIYxPe4h9jeL8Jf5xhP4PSISxcvxOPr26L2hcw2FdUQY+ctDr3vbVg5aEPhCOZluT7zbuYMLhPyPMN7ZYb8oND0zT6d6rbNXRq756c0LkTqw7k4T2iH95ls/GnMyejhfjACOW2kSdTHQjw6roV2LVgV4wpJb8ZPZ4L+g1q1rHCwZIWf177Hj6rntfFMthYsY/5BRuY0GlIxGKSUrKjehP7vbuxCzsDU4aTam+fi77ZbN3JyZ6JYezB718OSOyOYdhtvfFXPoE0dgChRtp48ZXdgt5pGUI4wxdj2I6sdCg5aUnYdb3OhUXTkiEX1K6oqf+PXyKp8jZ8ESvBYefOKeN5cu58PEe01l12G7+benq9fd+aELx0+cW8uGQZb6xcRaXXx5DOOdwx/mRO6t78IbSaEPxu3OnccuJYlhzYi03TGJvbHXeMlDtYU7Ybjxl6KJ+ntiUfqQS/p2YHL+98kiqjAktKNCGw9loMSxvDj7rfhF2LjS6t5rLZumOzdT90W0qDQPUrhE7uB1mY3jnY3BeGL7awHTlGVZXX8OIfgkMmpz94KUmp7aOWSmFhJfv3l5Kbm0ZOTuxNornolBN448vlHLE4FE6bzqkn9CE10UXAMNmwpwCXw0a/LlkIIZhyQl827i/Ed0x3imFajO7beML98ZgRdE9P5V/zlrC7tIw+WRn8csJYxvXpEfIxDl3n5+NG8/Nxbdf/mep0cUavvm12vLZS5q8O2Y11ULG/6Qu2tEaBdz/Pbn0Qn+U9vLH2EsbqsiVUG5Xc1OfeRuNtD6S5F6j/+tDRO1Zj+uarBN+W/vvge3zx1vcACE1w25M/jnJEjZv7xVqefHI2NptOIGDyy19O4bzzR0Q7rKN0yUzhqV9O4w+vfkZReTUSmDi8L/dfcwbfrNnG716bgwQsS5KVksAzN1/E5ScP5b3Fa8krqzzUZ+522Lj2tJFkpyQ16byn9+/D6f1Dd+V0ZF0TMkN2Y0HwwnLPxMgshPNp3jv4rfpbtAHpZ3vVRnbXbKNnYux9UDafCXWKa4cS3msgHS7B67oW/N1L0G2xf425stLDE0/Mxu838PmCSfDZZ+cy7uR+ZGY2LQlGysj+3fjfn35CSWUNCU4HbqedvUVl3PPyp0dd9NxbXM5Pn3mPOQ9O5+07ruLdRWuYu3oLqQkurjxlOKcM7BW9JxFH+iZ3pktCBjuq8usd7+PUbFzR85Swx2FYBmvLlzY4Sikg/Swq/iouErzQu9LQCKvDEtDsJ4Y1lg6X4G/4v0sQejCxX/+7aVGOpnGFhZXYbBr+I7qk7XadvLyymEvwEByLn5mSeOj2R4vXYxzTipQSqr1+lm/bx0n9unPdhJFcN2FkpEPtEB4adiU3Lf4XXtOPccSIGZdu54KuJzEsvVfYY/BZ3kbbsxJJWaDuqmHtkRAubO7LMWreoOGuGgub+6KwxtLhEnxCsotfPHpltMNosk6dUo+qLQNgGCZduzZ9SF80lVTV1FkGEAAB5dXeutuVNtUnqROvn3w7r+74hi8OrMZvBeid1Inr+pzO6TmRubjq0t2IRkZka2hkOztHJJ5IcCTfjumdg7SKqL8omQtH6kMILbGe+9pOh0vw7U1iopMHHryYB/7wPkIILMvivvsuIC2tfVwcPnVwbz79YSM1/qNbMgHDZMRx0SvC1JF0dqdx9+CLuHvwRS16/Naq3Xy6fx57PflkOlI5K3c8Q1P7o4mmdXHqQufE9FP4oeRbrBB9zrqwMS5zSovii0VCy8CV9T98Zbdi+VcQ7Be2QDgAO46UB7EnhO/i6kEqwbcDJ53Uh5nv3UZRYSVZ2cm43e1nONmpQ3pzQu9cVu84gMcfQABOh42fnjmGzOT28SHVUUkp+fe2d/iqYBEBy8Cq7VdeXrqB/sk9+b8hP8euNW1I6NTOl7Gm/Ac8ZnWdvniHcDI8fRy57u4hHt0+aXoO7sy3sYzdmL5vAT9C743unIAQkSlhoVZ0UsLOMC0+W76JOcs3kehycOnJQxnVL/ZKN5d7veRXVdE5KYkUV/1j9zuSzw7M58Ud7+Oz6s5JcGh2JuaM5hd9m97dWewr4I3dz7K3Zju6CLYtLSwmZJ3D1NzLmvyNQDlMLdmn1CGlpKrGR4LLERxV1MFV+nz89vPP+XL7dhy6jt80mdqvH38+44yQpQ3inZSSG3+4nyJ/Wch9HJqdl0c/TKKtebWeinz55Hn3YNcc9E4ciKOdTnCKBY0leNVF08EsXb2Lh56ZTWl5DW6XnVuvm8i5k46PdlhRI6XkuvfeY0NhIX7TxF87E3fOli3kV1Xx5uWXRznC6CgPVFIeaHgSlE3obKvazdC0Ac06dpazE1nOyFQ47ehU860DKS6t5u5HP6CwpArDtKis9vHEC3NZu3l/tEOLmmX797OluPhQYj/Ib5qszstjbX79teXjX1Mn6rT/mafxTCX4DmTeki11tvkDBp981XEX5l62bx9+o/61NS0pWbpvX4Qjig2p9iQyHKkN7mNIk37JPSMUkdISqoumA9E0wbGlPoQQwYUrOqgkpxObrmPUk+R1TSPZGb5Kf7FMCMEVPc7hX9veDnmR9azO43HrsfP7kdLiQM0PbCn/EI9ZQpK9CwNSLyHLNSQuaty0RMd9Z3dAE8b0q/OHbrfpXNABljMMZWq/fiGX6jOl5IzjjotwRLFjYs5ozu9yOg7Njl6bKgQCp+ZgRNogru91UXQDPILPLOd/u37MV/t/w67qrynwrmJ75Rzm7ruFL/f/CjNEHZx4p0bRdDBrN+/nkX9+xs69xWRnJPGrn0zi9LGRW0IsFr21ejUPffMNftPEkhJdCOy6zkNTpjBt8OBohxc1e2sKyPcW47f8rCvfwj5PAZnOVM7sfAr9knrGTKvYsize23kBNWYJ9dWAsWGne9JpnJb7UOSDCzM1TFKpl5QyZt6gsWBNfj4vLVvGtpIS+mVlMX3kSAZlR6bSYqzZWb2fxze9wZ6afOxCx5QWyfZEbuv3I0ZlRH8hk2MtyH+YrRWzQtwbzG92YefCnu+QaI+fcgigErzSBNU1Phas2I4QgpOH9yYxIXb6VaOp2u9n5oZ1zNqyEV3TuHjgYC7sPwhnExYFb6/2eQq4bfkT1Jh16wQ5NTv3D57OyBhK8n6zkhnbz0Y2WHZXomPjxKyfMzj9qojFFglqHLzSoNWb93HHI+8dte0f913K8f26RCmi2FBUU8NF77xOiceDp/YC7Or8PF5csYz3LruKJEd8Ts55eccnIVeB8lkBntn6Lv896f6Y+fa3s+qrJu1nYuA3K8McTexRF1k7MCkl//fUJ9R4A0f9/N/Tn4S88NhR/HHeV+RXVx9K7gAew2BneRlPLVkYxcjCJ2AZLCpe02Dd9jJ/JTurY2feRHUgv5HWOwQvDesk2Tteo0Ul+A6suKya0oqaOtuLSqsprfBEIaLYEDBNPtu2tU4dewhOgHp7/ZooRBV+XrPhdXABdKFRHqiOQDRN49RT0WisnIQEJD2TJ4U1FiOwDZ9vEYHAxphpIKkumg4sKcGJqGcmoqYJEttRxcq25jUPV06sT7W/8UTYHiXYXNg1G8Yxs3qPFJAGue7MCEbVsJ7Jk1he/FwjCygJBqZeij1Mtde93rlUlD+EYe5BYAcMNC2DpOS7SUy8NCznbKpWt+CFELoQYoUQYlbt7d5CiMVCiK1CiLeFEB03U8Q4l9POtDOG4XLajthm49IzR+B0dNzP/iS7gwxX6AJa/TOymn3MXRWl/HvtYv6+cj4LDuyMmRbekXShMbXzOOyi/tdeIOib1J1OrthJ8Im2bHolTUYXoQcGJNm6MDrnjrCcv7rqDUpLbsYwNoP0IGUFUtZgmnspL7+HivLHwnLepmqLd/HtwAYgpfb2Y8DfpJQzhBD/AqYDz7XBeZQwuPXqCXTrlMb7c1cBcMkZw5k2ZWiUo4ouIQS3jxnHQ999c1QfPIDbZuPOcU1fx1RKyf2Lv+DdrWuwpIVhWbhtdrompvDmWVeS7Q7vij7NdXXPqSwpWUeBt4SAPNyS1xC4dRd3Doi9USjjOt2LIb3srf4eSwZq++QFGjYyXQOZ0uXJsJzXNPdTXv57IMQkKumhqvp5XO6zcTii855q1TBJIUQ34BXgz8CdwPlAIdBZSmkIIcYBD0gpz2roOGqYpBJrpJQ8s3QR/1y6BFttKQdLSu47ZQJXnzCsycd5ecNSHls2D4959IpWNqExJCOHj867rk3jbgvVhpcZuz/n0wML8Jp+dKExIWcE1/Q8h06u2F0qstS3jS3lH1MZ2I/blkm/1PPJcg4O24ifivJHqKp6npAJHgANl/t8MjLC08YN6zh4IcRM4BEgGfg1cD2wSErZt/b+7sBsKWWderRCiJuAmwB69OgxcteuXS2OQ1HCpcrvZ+n+fWiaYHSXrrhsTa8PL6Vk9LvPUuip/6KkW7fx3jk/ZnBGTluF26aklPisAA7NphbjqEdB/hkYxrpG99O0LDrnrg5LDI0l+Ba/akKI84ACKeWyljxeSvm8lHKUlHJUdgedMajEviSHg9N79ea0Hr2aldwBaowApd7Qo5GEEKwrid1yxEIIXLpDJfeQQl+MPlLjwzjDpzV98KcAFwghzgFcBPvg/wGkCSFsUkoD6AZ0zHqrSqMCpsmXa7Yyb/0OMpLcXDzmBPp0it0ugOZy6rZg9c4QX5I1IUhzqKUB2yu7YwSGsbHx/WzNWxClLbU4wUspfwv8FkAIcTrwaynl1UKId4FLgRnAdcBHrQ9TiTe+gMENz77LtrxiavwBbJrg7QWreeDyKZw7MnamwreGTdM4q0d/Pt25qd5hl1LCqV17RyEypTksy0OF9wsCxh40LZkU1xnYbbnYbH2a9HibLXoVScMxFu4eYIYQ4iFgBfBiGM4RcVJK/vuXT5j95iI6d8/k//59PTld06MdVrs1c+EathwowhsIjlIxLIlhGTzwzlwmHt+XBGd8rIX6u1ETWZi3m3KfF0Me/qru0m08dvJUXHrHHY7aHhRWvkBB+V8AgSV9CGHjgHyQZPck3FbTute83gXhDbIBbdK5JqX8Rkp5Xu3/t0spR0sp+0opL5NSxkUh5lULtzLrte+prvSyfeN+/nHfu9EOqV2btXzDoeR+JJuusXTb3ihEFB65iSnMvuAGrh4wnHSnmwSbnfG5PXnjzB9xXu/4+KYSrwoq/kl++WNYsgZLVgMGUnqR+Kj0fEWxfy1NGaMiKQ97rKGo5kMTVZYdntIvLUl5SexM126PHCEqMkoJdlt8XdTLcSfx4JgzeHDMGdEORWkiwyyloPwJZIghkBIfhtTwC2is9qomovdNP77eSWGUlpmIy23H6Qr+XP/rs6MdUrt26djjcTvqdsNommBUn25RiEhRDiutnkmd9S3rsPBIvcE9hHCTmBi9uQ6qBd8Ea5ds5/7r/4NpWggh+O3TP2bUhIHRDqtdO/fEQXy3YSdfr92GaVnYdB0B/OOGC7DbGn7TRMrXO7fzj0UL2VxSRJrTxTVDhzN9xMi4rgevBHkD65Cybk38YwWvqujUP2RSgHCTkHh52wbXDOovtQkWfbkOn/fwTMQNy3cx7syOu45pW9A0wV9+fA7r9+azZMseUhNcTBnaj2R3bCw28uqqFTy2YN6hUgV5RhXP/LCIb3ft4M2LL+/QC5V3BJoIXYvo6P1S0PUELKsMKQ932wqRgBBuMrPeR9NSGjhCeKm/0iYYdGJPnO5gd4LTbWfgiT2jHFH8GNytE9dPHMW0McfHTHKv8vt59IjkfpDXMFhXWMCXO7a16LimZbG8cB/z9++kxFu3TLMSO1ISpqKJxuoE6SS7zyKn03xS0x7Dbj8BIZIRONFJxO08FZrwLSCcVAu+CU45ayjeP/v54esNjJ40iJNV6z2uLdiz61D9mWPVBAK8v2E9Zx7Xr1nH/GLPFu79fg5e00ATAp9pcF6vgTw8Tg2VjEVJzlPRtTQss4ZQM9WEsJOdfBNCOMGqBGMLNiQIP1CE3zsLv+9znO4LSU79KyIKM4LVX1YTTZ42isnTQpZ8iAmWJZnxwRLmzF2LzaZz5SWjOeP0wdEOq90xTKvB4W8+s+7wzoYszNvNrfM+xnvM4z7ZtYmqgJ/nJ17ckjCVMBJCo1f2G2zPvwhTVgNHFosTCOGiS9qDuBwD8Xk/p7rij9QtOmaC9OCr+QhdyyEx5Z7IPYFaqosmjvz3jfm88tZCdu0tYdvOQv76zGd88c36aIfV7ozu1g3Dqr/OSILNztl9+zfreI8t/6ZOcofgB8W3+3ewvaKkRXEq4eWy96Vf7lwyk66v7a6xATrJron0zp5BRlKwdHJ1xcNAQ10xHmqq/4O0It8tpxJ8HHl/1nK8vsMtDZ/P4M2Zi6MYUfuUnZDIFccPxX3MaBmbppGR4OaCAU0fQWVaFquKDjS4z4L9O1sSphIBdr0zXdL/wOCuGxnSdT3Hd9tOr+xXSXSOBMAwtmEae5pwJA2f9/PwBlsP1UUTR0yrbr9CwGhaxTvlaPefNpHshESeX/4DPsNEIpnc+zj+ePrkZlWVFEIghAi5gpMANDUiJ+YFX8eEOtstsxAhHI0PqZQBLKsgTNGFphJ8HJlwcn++nr8Jvz/YHeBy2pg6uU4pfqUJNCH4xUljuGnkSZR6PCQ5HLjtza+PownB2E49+D6v/vUOJJLTuzStaJUSezQtHUmg8R2FHU2L/IxW1XRohRULtvDZzB8ozq+IdigA3PXLM5k4vj9Op40Et4NLLhjJVZeMiXZY7ZpN08hOTGxRcj/otyNPx13PSBm3buPC3oPpmhS9cdJK6+i2/mhaE9bolQYO15nhD+gYrVrRqa20xyX73nx2Lu8+/y0Sid1u47lZd5DVOTXaYR1l/eYDfLd4CzabxhmnDaZH1/iptd7eLC3Yy28XzmFPVTm60JBIbhg4kjuHn6omTbVznpr3qSq/G2SoxV3cuBIuIzntkTY/d2MrOqkumhb6+LXv8Xr8QLBA1uKvN3DulWOjHNVh8xZt5o9PfoLfbyCEYMaHS3nqoR8xqF9utEPrkEbldOOLC29kT1U5NQE/PVPS1fj3OOFOuBjL2E5N1b8IDpU8YgUnkYDdMY6k1D9GJTbVdGihrM6phxbz1TQRc633R5/5DJ/fQBJcLNrrC/D4c5G/iq8crXtSKgPSs1VyjzOJKb8mLesDnK4LEFoWQqRjd4wnNf15UjNeRojorG8Ql39l6xdtYeMP25h6/QQSkptWU6K57vvH1Tx0y+sU5pUx9bLRjD49doqPWZakqrruVf2ikqooRBN5WwqKWLJrL4kOB5MHHEeyKzZKICjhJ6XEZ5YhsXDqaWgicoXr7I4TsGc8G7HzNUXcJXi/18/dUx9BSsn+bfnc8vfwlOrs0jOLf/7vV2E5dmtpmqBLpzT25ZUd2qbrGn1750QvqAgwLIs73vuEeVt3IpHoQuMPn37JYxeexdTBzZucpNQlpcRvBbBrtphbiFtKyZbyj1hb+goeowghBDbhZmDa5QxJvwZd65gf8nGX4HWbTnJGIpUl1XTq2YSr23Hqz/dexK2/n4FlBafdJye5+O2t8V3D/t/zFzNv6068h4qEBecA3PPRZxzfpRPd0mKrG629qAhU8e6e2czNX4jfCmDTdE7PHs2Pup9DhjMt2uEhpWR+3h/YWz0P4+B4dAmm9LO29FX2Vs/nrG7/inqSl1YNlu8rsIpBS0NzTkJoyWE9Z1yOoqkur6FgTzG9hnQ71E/eEVVWeVm7cT82m8YJg7riauI6p+VVHvbkldK9UzqpLejiOlBSQVmVh+NyM3HYI9eGGPvEvyitqTuSwa5rTB83ijsmnhKxWOJFmb+SX696lPJAJYY8PGlORyPB5ubxYfeQ48qMYoSws3IuC/MfOpzcj6ELB4PSrmJE1s8iHFmQlBZG5RNYNS8DGkgDhA2kiZbwI2wp97W4j75DjqJJTE2gd2rdWWcdTXKSi3Gjmj6JRkrJ8zO/541Pl2K36QQMk6vOGcnNl57SpA/Kimovv37+f6zecQC7Huz7/O2VkzhndGTWHi331P8GD5gWe8uity5me/bijncp81dgHjkyBDCxqDY8/HPrmzxw/K1Rii5obemrIZM7BFvym8pnMizzRjQR2ZQnpcQouwvL+zlwROOjdqlqq+ZtDHMPtvTnw1JtMrY60pSoWrhqB2/NWY4/YFLt8eMPmMyYs4KFq3Y06fG/e2k2K7ftDz7e66fa6+eh1+eyeW9hmCMP6pWRVu92t93GiG5dIhJDPPEYXhYXr6qT3A+ysFhfsZUSf3Q/PMt8WxvdR0qTqkDDNYHCQQZ+wPJ9wVHJ/SheLP8iLN/XYTm/SvDKIZ98t/6oYmUAXl+AWfPWNfrYimovSzbtwTCPTgZ+0+S971a3aZyh3DlpPK5jCoRpQuCy2bhoaGS+RcSTIn8ZNq3hUSh2zU6+tyhCEYXSlG5YiWjSfm3LrPpPAxOgaskazKrnw3J+leCVQ5x2W523gKjd3pgaXwCtnvePZUnK6xmyGQ5nDOzLH86eRJrbRYLdjkPXGdI5hxk3XEGSs2OOomiNRJs7ZNnkg0xpkmSLbndopqvxNQ904STRHvlJflZgFaEWDDmSNMJT1jsu++CVlpk2eShfLdmM13+4drnTYWPa5GGNPrZTehIZyYkcKDm6Lo/bYWfyiOatftQaFw8fwgVDB7GntJwEh51OyUkRO3e8yXCk0iMhl23VocvhpjlS6ObuHMGo6jo+/Vrm593fwEVWJ4PSr4zomPjDojvIQ7XglUNO6NeFu2+YTHKiE4ddJznRyW9umMzQ/o33XwsheOiGqbgddhy24BvJ7bQzom9XJo3oG+7Qj2LTNHpnpqvk3gZ+0udSHFr9Izwcmp0be18W9ZFq3RLHc1zKeejCVec+XbjIdp3AkPRrohAZaI6RNCXNCvvQsJw/LodJKq1jWhbllV5Sk13NLoRVWF7FJ4s2UFRRzbhBPRk3uBdafX03SruxsmwDT21+FY/lA0ntJCKdX/S9irGZw6MdHhAcrbK76mvWlL5MqW8LAEm2zgxOv4Z+qRdGfPTMQZZ/BYHiawh9kZVgvZq0Z9FcE5p9/MaGSaoEryhKoyxpsaFiG0W+UtIdKQxJ7Y/exsP6TGkSsHw4NGerulMsaSClha452jC6lguU/x7L80H9F1uFG805CVvaUy36JtQhx8EritK2NKExJDU811KKfQf4qmAG68q/R0qJJnSGpU1gYs7lpDqaPxtdE7Zod30fxZbyJ0y9K2bVc7VbLILdNhZ6wg3oyb8KWzeXasErihI1+z3beXH77wlYXuQRo000dBy6i58d9xcynfExh0FKP5ZvAVhFoGWgOccjROtGdzXWglcXWRVFiQopJW/tehS/5TkquQNYmPjMGt7e/XiUomt7QjjQXRPREy5Dd01udXJvCpXgFUWJip3V66gxK0PeL5EU+faR561/PVulcS1O8EKI7kKIr4UQ64UQ64QQt9duzxBCfCGE2FL7b+RXmlUUpUl8ZoCNFbvZWLEbv2U0/oA2tN+zDbORcwo0Dni2RSii+NOai6wGcJeUcrkQIhlYJoT4Arge+FJK+agQ4l7gXuCe1oeqKEpbMaXFS9vn8N6eBUddj7y8xwSu7T0lIvXedWEPXlxs6DKgEFEb4hgPWvybk1IeAA7U/r9SCLEB6ApcCJxeu9srwDeoBK8oMeWR9W/xXcFafNbRtYdm7PqaAl8Zdw+6vNXnKPIVsqDoGwp9+aTZ0zk5awJd3N0O3d8veTif5TV8DEsaHJcUnklAHUGbfDQKIXoBI4DFQKfa5A+QB3QK8ZibgJsAevTo0RZhKIrSBNsq99eb3AG8VoC5ecu5osfp9Ehs2QpgUkre3/cW3xTMxZIWJiYaGt8WfsWwtBO5offP0IVOprMLPRMGs7N6HSZ1u2pswsGglDEk2dJaFEdLY6/yLSWv8hW8ge3oWgrZSZeSmXAemlZ3pmysa/UwSSFEEvAt8Gcp5ftCiDIpZdoR95dKKRvsh1fDJFtu4+YDLFyyDZfTzpmTh5CZoabnKw17ZvNHvL9nPlaIvhFdaFzR43R+2vecFh1/bt5sPj7wHn7LV+c+h3AwLus0ruwRXErTY1bx4rbfUxrIx28driXj0Fx0dvXiut4P4AjjSkxSmhRWz2Z3+X+oCWxDYqAhsRFAE8HfjyYS0ISTQZ3eIsExoAnHlJiBNZjmDgQubM6xaFp4VhML60QnEVyG5D3gDSnl+7Wb84UQuVLKA0KIXKCgNedQQpu/cAt/eux/+P0Guq7x5ruLefHZ68nJTol2aEoMK/FVhkzuEOyfL/GHHt3SEFMafJr3Ub3JHcAv/Xxf9C0XdLmURFsibj2Jn/d7nI0VP7C4eDZVRimp9izGZp5Lv+QRYS0QZkk/a/JvosK3AuuIWaYWEj86urSwCwtL1mDJGtbn/4jhXb7BpqeFPKbf9x3VZb/FsgoQaEgESD9O94Ukpv4JoSWG7fnUp8UJXgSnXr0IbJBSPnnEXR8D1wGP1v77UasiVEJ68unP8fmCX20Nw6K62sdLry/gnjvie+3V9sBnGny8fQMzNq/GYwQ4rUsvrh88ks6J4V2Dsyn6JOUyv3Atfln/CBanZqd3UssqRO6q3oklGy4xrAudDRVrGJUxtva2jSGp4xiSOq5F52ypHaVPUOFbjlWnCmXwsrOJhiYlem1L3pI+Cqpm0CW1/qX//N7PqSz5BRA83pEfoT7PRxiBtaRmfYTQmr8MZku15lL5KcCPgUlCiJW1P+cQTOxnCCG2AFNqbythUHVMnXXLkhQVV0UpGuWgmoCfabNe5w+L5rKsYB/rSwr47/plTP7gRVYWRn5VoWOd02V0g1P5JZKzckN+629QQPoRjaQViSQg6/b/R5JpedhfOaOe5H4kgXHEc5HSS0HVm/XuKaWXytLbOJjc6/JhGtvxVP+nxTG3RIsTvJRyvpRSSCmHSimH1/58KqUsllJOllL2k1JOkVKWtGXAymGD+uei64dfQqfTxkkn9opeQAoAf1uxgK3lxdQYh5OY3zKpDvi56cv3saJcHiTDmcxt/afhrKcMsFOzc9fAS0m1t6wrIdfVtdHkLZF0c0d3YEWFbzmCxrt/JIIjXy7DrH95Qr/nExpf2MOLt/pFpKx/CcRwUDNZ25lAwKSkpArLkvzhvgvp2T0Tu11H1zUmnTaISy9qWctLaTtvbV6F36y/m6I6EGBJfugFNCLlvK5j+MvwGzkxvS92oWMXOidl9OfxETe1uPUOkGJPZVDyELQQqUUgyHLk0D2hZ4vP0RZM6aMlFclsev3jRQL+hSCrG328tKqQVmTWKAZVTbJd+fKrdfz1idkgJQmJTh575HJe/Of1lJXX4LDbSExUy9JFm2FZVAf8oXcQkF8dG91ow9KP48n049r8uNf0ms7DG+6nyqjCPKKfX0PDqbu46bhb2/yczZVg742ked1EmnDTKfnaVp45smUuVQu+ndizt4THn5yN32/gD5iUldVw9z1vY1mS9LREldxjhE3TyHCFXqPUkpLeqfFdvSPVnsb9gx9mcs6ZuDQ3AoFd2Dk5awL3D/4znV3Rrw6ZYO9Ngr2xDzeJjkWwkq9AEwlkJ11a7552x1gQjXdrCc2N0JpfArmlVAu+ndiyJa/O6kpeX4Di4ipycoLDIud9v5kXX/sOr8/gtJP7cfP1E7DZorEOZcf20+NP4u8rFuA1jx6loglBt6QUTsiM7hqmkZBkS+bibldycbcrMaWBhh71pf2O1T/zT6zMu/qoIZKHBfvTbVhoIhGblsygTm9h0+ofguxwnwflv2vkjE5ciTciIrg2rGrBtxNZWcl1Ls5ZliQlJTjkatHS7Tz0+Cx27i4mL7+cjz5dyV+f+iwaoXZ4Px1yEhO69sZtsx/6Qp5os5PpSuDFKZfEXKILN13YYvI5JzuPZ1jnV3HZeqAJNxouNOFCYMep5ZDpHEpGwhkcl/Ukw7t+h8veK+SxhHCRlPZ3INRsVye6rRfuxJvC8ExCUy34duKE47tx6vj+fDd/M0IEk/stv5iCyxUcCTHzo6WHxsQD+HwGX3y9jrtvn3rUSBsl/HRN41+TLmJ5wX4+2L6OKr+fU7v24txeA3HZ1FuuIT6zhu3Vq/FbXrIcXeni7hvWD4cU5zBGd/2CCt9Kqv0bEEInzTUWt/3oi8CmVUZp5QxKq17DssrQ9QzSk64nLfFydC04t8HpPhshXqC6/D4sq4hgf7sAGcDhPpek1IcjOgYe1IpO7YqUkpWrdlNQUEHfvp04rs/hWiF33DeD5at2H7W/pgnmfniXSvBKzLOkydy811hS8knt7FWJlJJkewYXd7uTbgn9oxab17+BnYWXIqUXecS4eSHcaCKBXjkf4DyiP19KiRFYiWXsAOHE7jwZTQvPdRe1olMrfTtrBZcP/x3XnvwgG1dEd+EBIQQjhvfkrDNPOCq5A1xw9nCczsOtQ4dDZ/zYviq5K+3CR/ue4YeSTzGkH7/lwW95CUgfJf4DvLLj9xzwbI9KXJZVza7Cy7CssqOSO4CUHkyrhF0FlyLl4ZFTQgjsjhE4Ey7G6T43bMm9KdS7vwE+r58n7nyTyrIaCveX8cgtr0Q7pJAmnjqQ226aTFZmEinJLiadOpDf3XVetMNSlEYVeHezrnw+AVl//ZqA9DH7QGRngB5UVv0+Voi4giSWrKbCMztiMTWH6hBsgGVKLOvwrDO/N7rTqxtz3tRhnDd1WLTDUJQGFXj3s7FyFaY06ZFwHBvL5x01Xr4++z1bqAgUk2LPjFCUQWXVbyFlTYP7WLKasqq3SE24MEJRNZ1K8A1wJzq5+ldTeePvc9A0jVsevizaISlKu1VjVPHyzr+xs3ozEpDSQtdsgIVDSPQGrqXqwk5loCTiCd6U9ZcmOJZhlYY5kpZRCb4RV95yBtOmT0DTNBxO9etSlJYwpckzWx+kwHvgqMU9TCtY0iGAkyTdd6gGe93HGyTYIl8G26F3I2DsbGQvgcPWPRLhNJvqg28Cl9uhkruitMK68mWU+AvrXbkJgtOKfFboCUAZjlzSHfUuDhdWGcnTEY3MUNVEAhlJP4lQRM2jEryiKGH3fdEX+KyGS/MGZP2NKJtwMDV3engCa0SSazIOWw+gbuVNAIEDp30gCc7I1rJvKpXgFUUJu0qj8b5sicAm7Oi1PccOzYVDc3NJ9zvpkxSdwQNC6PTMfgeXfQhCJHC4WJiGEG7czhPpkf1GTM7UBdUHryhKBGQ5O7Pfu7vBfZJsqfyi7wNsqFyE3/SS7erGwOSx2OqpW99WpJRU+dfjN4tw6FkkOQbXSdY2PYPenWbh8S+jrGoGASsPu96V9KSrcDtie9SaSvCKooTdqdlT2Vi5KuRarTZh59Sss8hw5nKKc1pEYsqv+oStpX/FsMoBHTCxaWn0Tb+bTklHL3sphCDBOYoEZ/tab0F10SiKEnbHJQ6if9IJ2IWjzn06Oin2NE7NnhqxePZUvMaG4vvwmQcwZQ2mrMSUNfjM/Wwovpc9FW9ELJZwUgleUZSwE0Jwfe87GJ91Jg7NiUtz49ISsAk7g1NP5M7+D+PWQ9fRb0s+o5BtJX8NuR6rJb1sK30Mv1kckXjCSXXRKHHDtCwW7thDQWUVQ3I7MaBT5BZWUBqnC50Lul7D1NzL2F29FROTLq6eJNtTIxrH/qq3G99Jwr7Kd+id9vPwBxRGKsErcWFTfhE/eeM9PP4AUgZXThreLZfnrriQBEf4LtIpzefQnPRNHhK185d5l2HRUH0ZsPBR7m3/FW5VF43S7gVMk+tem0lRVQ3V/gA1gQBew2D5nv088MncaIenxBhNNO0DXzRxv1imErzS7n27dSd+w6yz3W+azNmwhWp/A4tgKx1OlnsSumh44Q1NJJCdMDlCEYWPSvBKu3egvALDqpvgATShUVbT0AxKpaPpnHQBjaU+gUanxPZfblsleKXdG5CTXWdB8oOEgOykyIzOUNoHXUvghJxn0YSbuilQQxNuhub8Ez3Cy+uFg0rwSrt3Us+udE1NwXZMknfbbdwwdiQOtQ6qcowM9zhG5b5LTsJZCOwIHAjs5CRM5aTcmaS7x0Q7xDah1mRV4kJJjYffvD+bJbv2Ytd1TGlx3ZgR/GriKWgxWidEiQ2WDGBaVehaUpMvwMaKxtZkVU0bJS5kJLh58ZqLKaqqprjaQ/f01CYPj5RSxmyxKCX8NGFH06O3bmo4qQSvxJWspESykhqu3w3gMwyeWbiI11euosLno2tKCreOG8ulxw9RyV6JGyrBKx2OlJIb3/+AZfv24zODo2/2VVTw4JdfkVdZya0nx2Ztb0VpLnWRVelwlu7bx8oDeYeS+0Eew+C5JUuo9DU8y1FR2ouwJHghxFQhxCYhxFYhxL3hOIeitNQ3O3ZSEwjUe59d01m6b1+EI1KU8GjzBC+E0IFngbOBwcCVQojBbX0eRWkph66jN9DP7tBDrw2qKO1JOFrwo4GtUsrtUko/MAO4MAznUZQWmdqvH/YQSVwCo7p2jWxAihIm4UjwXYE9R9zeW7tNUWLCgOwsLj1+CG774WGUAnDZbDx8xhScamKUEiei9pcshLgJuAmgR48e0QpD6aAemDyJMd2788LSpeRXVjE4J5tfjB3DiC5doh2aorSZcCT4fUD3I253q912FCnl88DzEJzJGoY4FCUkIQTnDOjPOQP6RzsURQmbcHTR/AD0E0L0FkI4gCuAj8NwHkVRFKUBbd6Cl1IaQohbgM8ILlX+XynlurY+j6IoitKwsPTBSyk/BT4Nx7EVRVGUplEzWRVFUeKUSvCKoihxKibqwQshCoFdzXhIFlAUpnBinXruHZN67h1TY8+9p5QyO9SdMZHgm0sIsbShIvfxTD139dw7GvXcW/7cVReNoihKnFIJXlEUJU611wT/fLQDiCL13Dsm9dw7plY993bZB68oiqI0rr224BVFUZRGqASvKIoSp9pdgu8oywEKIboLIb4WQqwXQqwTQtxeuz1DCPGFEGJL7b/p0Y41XIQQuhBihRBiVu3t3kKIxbWv/du1xezikhAiTQgxUwixUQixQQgxrqO89kKIO2r/5tcKId4SQrji9bUXQvxXCFEghFh7xLZ6X2cR9FTt72C1EOLExo7frhJ8B1sO0ADuklIOBsYCv6x9rvcCX0op+wFf1t6OV7cDG464/RjwNyllX6AUmB6VqCLjH8AcKeVAYBjB30Pcv/ZCiK7AbcAoKeXxBAsWXkH8vvYvA1OP2RbqdT4b6Ff7cxPwXGMHb1cJng60HKCU8oCUcnnt/ysJvsG7Eny+r9Tu9gpwUVQCDDMhRDfgXOCF2tsCmATMrN0lnp97KnAa8CKAlNIvpSyjg7z2BIsguoUQNiABOECcvvZSynlAyTGbQ73OFwKvyqBFQJoQIreh47e3BN8hlwMUQvQCRgCLgU5SygO1d+UBnaIVV5j9HbgbsGpvZwJlUkqj9nY8v/a9gULgpdouqheEEIl0gNdeSrkPeBzYTTCxlwPL6DivPYR+nZud/9pbgu9whBBJwHvAr6SUFUfeJ4NjXONunKsQ4jygQEq5LNqxRIkNOBF4Tko5AqjmmO6YOH7t0wm2VHsDXYBE6nZhdBitfZ3bW4Jv0nKA8UIIYSeY3N+QUr5fuzn/4Ney2n8LohVfGJ0CXCCE2EmwG24SwT7ptNqv7RDfr/1eYK+UcnHt7ZkEE35HeO2nADuklIVSygDwPsG/h47y2kPo17nZ+a+9JfgOsxxgbZ/zi8AGKeWTR9z1MXBd7f+vAz6KdGzhJqX8rZSym5SyF8HX+Csp5dXA18CltbvF5XMHkFLmAXuEEANqN00G1tMBXnuCXTNjhRAJte+Bg8+9Q7z2tUK9zh8D19aOphkLlB/RlVM/KWW7+gHOATYD24DfRTueMD7P8QS/mq0GVtb+nEOwL/pLYAswF8iIdqxh/j2cDsyq/X8fYAmwFXgXcEY7vjA+7+HA0trX/0MgvaO89sCDwEZgLfAa4IzX1x54i+C1hgDBb27TQ73OgCA4inAbsIbgSKMGj69KFSiKosSp9tZFoyiKojSRSvCKoihxSiV4RVGUOKUSvKIoSpxSCV5RFCVOqQSvKIoSp1SCVxRFiVP/D1H6eWQVIqxjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell has a hide-output tag\n",
    "fig, ax = plt.subplots()\n",
    "points =ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb648278",
   "metadata": {},
   "source": [
    "And the following cell has a `hide-cell` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6e5eee55",
   "metadata": {
    "tags": [
     "hide-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell has a hide-cell tag\n",
    "fig, ax = plt.subplots()\n",
    "points =ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b611af75",
   "metadata": {},
   "source": [
    "(use/hiding/markdown)=\n",
    "\n",
    "## Hide markdown cells\n",
    "\n",
    "You cannot hide an entire markdown cell, but you can hide sections of markdown **content** by using roles and directives.\n",
    "\n",
    "For information on how to hide / toggle markdown content in Sphinx, see either [the `sphinx-togglebutton` documentation](https://sphinx-togglebutton.readthedocs.io/en/latest/) or the [`sphinx-design` dropdowns documentation](https://sphinx-design.readthedocs.io/en/latest/dropdowns.html).\n",
    "\n",
    "(use/removing)=\n",
    "\n",
    "## Remove parts of cells\n",
    "\n",
    "Sometimes, you want to entirely remove parts of a cell so that it doesn't make it into the output at all.\n",
    "\n",
    "To do this at the global level, use the `nb_remove_code_source` or `nb_remove_code_outputs` configuration options, or at a per-file level, e.g.\n",
    "\n",
    "```yaml\n",
    "---\n",
    "mystnb:\n",
    "  remove_code_source: true\n",
    "  remove_code_outputs: true\n",
    "---\n",
    "```\n",
    "\n",
    "See the [configuration section](config/intro) for more details.\n",
    "\n",
    "At a per-cell level you can use the same tag pattern described above,\n",
    "but with the word `remove_` instead of `hide_`. Use the following tags:\n",
    "\n",
    "* **`remove-input`** tag to remove the cell inputs\n",
    "* **`remove-output`** to remove the cell outputs\n",
    "* **`remove-cell`** to remove the entire cell"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f372730f",
   "metadata": {},
   "source": [
    "Here is a cell with a `remove-input` tag. The inputs will not make it into\n",
    "the page at all."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "021da20e",
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell has a remove-input tag\n",
    "fig, ax = plt.subplots()\n",
    "points =ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5fbb13d9",
   "metadata": {},
   "source": [
    "Here's a cell with a `remove-output` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "23818b5a",
   "metadata": {
    "tags": [
     "remove-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell has a remove-output tag\n",
    "fig, ax = plt.subplots()\n",
    "points = ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e30286fa",
   "metadata": {},
   "source": [
    "And the following cell has a `remove-cell` tag (there should be nothing\n",
    "below, since the cell will be gone)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c2aef817",
   "metadata": {
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAD4CAYAAADmWv3KAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABTH0lEQVR4nO3dd3gcxfnA8e/sXlXvttxt3A0u2LiAwbgApmNaaKHEBFIoARIgJPwCCaEkQBJKSAiEDgZMjcEGTDM2Lrj33ot6l67t7vz+OLlKp35Fp/k8jx779vZ239Pp3pubnXlHSClRFEVR4o8W7QAURVGU8FAJXlEUJU6pBK8oihKnVIJXFEWJUyrBK4qixClbtAMAyMrKkr169Yp2GIqiKO3KsmXLiqSU2aHuj4kE36tXL5YuXRrtMBRFUdoVIcSuhu5XXTSKoihxSiV4RVGUOKUSvKIoSpyKiT54RVGUlpDSYm/1YtaVvUOFfy8OPYn+KefTL3Uqdi0h2uFFXaMteCHEf4UQBUKItUdsyxBCfCGE2FL7b3rtdiGEeEoIsVUIsVoIcWI4g1cUpeMyLB+z9/6Krw/8H/trfqDKOECJbwtLi/7Juzsup8zf4PXHDqEpLfiXgWeAV4/Ydi/wpZTyUSHEvbW37wHOBvrV/owBnqv9V1EUpcWKvDtYXvIBBd7N2DQXg1ImU+pdTqF3Lab0H7WvIb0Ypo/Ze27l8t4z0TVHlKKOvkYTvJRynhCi1zGbLwROr/3/K8A3BBP8hcCrMliicpEQIk0IkSulPNBmESuK0mFIKfmu4D+sKv0YU5pITACKvFtxizKECPlIApaHnVXfclzKGRGLN9a0tA++0xFJOw/oVPv/rsCeI/bbW7utToIXQtwE3ATQo0ePFoahKPHNkpJ5eVv5cPdqqg0/Y7N7cUmv4aQ53NEOLSLWlH3KqtL/YRzTSoeaRh9rSA/bKj5TCb41pJRSCNHsovJSyueB5wFGjRqlitIryjE8RoDrvnuNzRWF1BjBBLekcBfPbJjHS+OvZnhmtyhHGF5SWiwqeg1D+lp8jID0tGFE7U9Lh0nmCyFyAWr/Lajdvg/ofsR+3Wq3KYrSTA+tmsOGsrxDyR3AYwaoNvxMX/AmHiMQxejCr8S/B79Zf0vdkiH7Zg4R2Mh09m/rsNqVlib4j4Hrav9/HfDREduvrR1NMxYoV/3vkWFZktfeXsi1P3uR6be+zLzvN0c7JKUVqgI+Pt69Fp9l1nu/aVnM3rs+wlFFVsDyIYRe730mGpKGk7wmNAalXRyO0NqNpgyTfAtYCAwQQuwVQkwHHgXOEEJsAabU3gb4FNgObAX+A/wiLFErdfz75W95/e2F7NpTzNbtBTz0+CwWLNoS7bCUFtpbU4Zdqz+5AdSYAdaU7o9gRJGX5uiMKUN9SxHUWA5CrThqEy4GpV1CqqN7/Tt0EE0ZRXNliLsm17OvBH7Z2qCU5vtw1gq8PuPQbZ/P4M2ZSzhlbL8oRtV+SSnZX1mJEILcpCRE6OEaYZFidxEI0XoHsAmNDGd8T+Rx6Sn0ThrNtsrvkVh17jfR8cpkchyp1BiFaNgAiSZsDM+8nsFpl4UtNikNvL6FGFYBupaO2zkeIWJvOKaayRonLKvuG8Aw625TGvfl9u088M2XFHs8SCnpnJTMQ5OmcEoER3t1SUilV1IGmyoK6r1fFxrndz8+YvFEy+mdfs6+mjV4zco6Sd4mXAxIncyU3Nsp9e2gKnAAu55IjmsImghPapNSUlH9MqUVf0FK44h7BGnJvyAt+faINwYaomrRxIkJ4wfgcBz+o3Y5bZx75tAoRtQ+zd+9i1tnz2JfZSVew8BnmuwqL+On//uQ5Qci2yXy0MjzcOv2Otvdup3Leg+nV3JmROOJhmR7Nlf3/id9ksagCzsOLRG75satp3JK9vVM7nwbAOnO3nRPOpnO7mFhS+4ApRV/paT8T1hWGVJWHfFTSVnl0xSV3R22c7eEkKE6sSJo1KhRUtWDbx2f3+Bvz37OvO83Y7PpXHXpGH508Ukx1ZpoD8578zXWFxbWe9+Yrt1469LLIxrPutIDPLL6C5YX70EIQbrDzc8HjueqPqM63GvrMcop9e/DpjnJcvZCC3EBNlwCxk725k1E4g25jxBucrPfw+UYEZGYhBDLpJSjQt6vEryiBBmWxYCn/06od4Rd09h0668iGdIhHiOAzzJItbs6XGKPFUWl91NR/QrQ0PBUjUT3uXTKfD4iMTWW4FUfvKLU0oRA1zSMeq5nANj1yLYYj+S22XFTt7tGiRyvfzENJ3cAC59/eSTCaRLVB68otTQhmNy7D1o9LWSbpnFe/wFRiEqJHU1Nl7HzDUu14JU2V+XxMWvxBjbsyWdgtxzOGzuYZLcz2mE1ye9PO50l+/ZS5fcTqG3JO3SdNJeLu8adEuXolGhKcE3EH9gAHFsX50g6budpkQqpUaoPXmlTBWVVXPXoG1R7/Xj9Bi6HjQSngzfvvYpO6clhPXeZx8vfv17AJ+s2ETBNTunTk7smjadPVkazjlNQXcV/li1j9tbNaEJwfv8BTD9xFBnujlHgS6mfYeax58BYJKFr4whcdO00B4c9Mt/21EVWJaJ+//Js5izdhGkd/rvShODMkf155CfnhO28Nf4AFzz/GnnllYda3gJIdDp4b/pV9MpMD9u5lY6jouoNist+X+9IGiHcpCXfTnrK7RGLp7EEr/rgY9T6dfu4+spnOeesv3Dn7a9TVlYd7ZCaZMG6nUcldwiWvF2wfmdYz/vR6vUUVVUfSu4AkmDif/rbhWE9txK/pJR4/Oup8i7EZ+wiJelqOmW+gN02ACFcaCIFIdzY9F5kpT0Z0eTeFKoPPgaVllZzz2/eoqYm2Ne3du1efn/fuzzzz+ujG1gTJLoclFXXbd0kOsM7jXvupm14Akad7ZaUzN+ulm5TmkdKSUnVDPIqnsSyKgAbEj8uW1+6pP8f3Tt/Q8DYgWkWoGnp2G39YnL4qmrBx6CtW/KP+mMxTYuNG/ZjWdHvTmvM1ZNOxOU4ut3gcti4alJ4J34kNfAB4rKpdozSPAfKHmZf2R8wzDwsWYMlK5DSiyewlu2F11Je8xl2W29czjE47P1jMrmDasHHpPT0RAzj6LHYCQlONC02/4iO9KMJw9lTWMZ789fgsOn4DZMLxw3h6onhXX/9shEnMG/rTmoCR49Tdtp0Lh0R/zVbmqrUX8Vbu77lk/0/UGP46OxO54oep3Fe19HoQrX3AGp8qyiqegUZYrEQKb3sKr6VIa6V6FpsF3xTCT4G9e3XiSlnDOHLuevQNIFpWtx973nRDqtJNE1w9+UTufnccewtKqNbVhqpia6wn/eUPj04Z0h/Plm3GW8ggAQS7HZ6Z6Vz48khr0F1KAXeMm5c8hQVAQ+GDFaq3FNTxNOb/8d3het4bPgNKskDhZX/RjayipRAUFbzIZlJV0UoqpZRo2hilJSStWv2UlhYQf8BuXTr1ryhfh2RlJIfdu/jw1Xr8RgBzhzYjykDjovqDNRYcufyF1hWuhVT1p2p69Ls3DlwGud0UR+G6/aNwjDzG90v1X0+vbL/GYGIQlOlCtopIQQnDO3YixU0lxCC0T27MbpnfK9V2hLFvkpWlm2vN7kDeK0AL++YqxJ8nGnX38eKD5Ty/cc/EAvfQpTYUuXz8/6qdfxrwRLmb9uF1cH/Rg54S7BrDbfn9ntK+O/2zyIUUexKco6msdSoiUSS3adGJqBWaNct+L/d9C8Wf7Kcx79+gGEThkQ7nJi3asNennrpa/YeKGNwv87cceNkenSJv66fxTv3cPM7H4EEn2HgtNvokpLM69deTkZCx5yNmmZPxGhghaggyYxd8xic0pOxWQMjElcsyk6+mXLP3JAXWQEkFmkJF7b6XFLKsI7Aadct+EvuOI+zp0+i34l9oh1KzNu9r4S7/jSTTdvyqa7xsXT1Ln722zep8TRUV6P9qfb7ufmdj6jxB6gJBDClpMYfYGdJGfd8NCfa4UVNt4Qsurgb+jAPfsPxWn5e3fllZIKKUQnOYWQlXY8Q9TcGhHDRM/PpFo+gkWYhVuWTWPmjkfkDsPKOxyq9FRlY3Zqw69WuE/yISSdw539+TkJyx2yVNcdHX6wiEDjcgpMSAobJ/B+2RjGqtvfZhi3UV9DdsCwW7txDaU3oVlm8+/Wgi0N00wR/YQfbkVsq90UspliVm/Zbuqb9EbueiyYSamesunDbT6BP9qukJpzVouPKwCZk0dlQ/V+QZbVb/eD7All8DVb16232HKCdd9EoTVfj8dfph7YsSY23sfrW7UtRdQ0+o+6MVgCbrlHq8ZDeQbtphqX15s4BF/LXDe9hHfMpKICDPQW2CK+UFIuEEGQmX0FG0o/wBjZiWuXYbbk4bT1bfEwpfciSa0FW1HOvBXih8i9I+wCE46QWn+dI7boFrzTdmacNxumo+3k+ftRxUYgmfIZ0zsFpD9FukdA1NSWyAcWYs3NHkWJ3BxN67Y8mDid3XWicmq2uZx0khMDtGESSa2yrkjsA3k+hgUqUtTshq9pu6KVK8B3EiCHdufHK8bicNlxOG8lJLh6883yyMpKiHVqbGte7B11TUrBpR/9pu+02po8bibODly2waTrT+5yFW7cjjkjsB9k1G9f0mhSd4OKcrHkHZE3jO/oXI2XodV+bo2P/tXcwV5w/imlnDqOkvIbszGRsevx9vmtC8Pq1l3HPx5/x/Y7dwecoYfq4kfzy1LHRDi8mXNRtHNWGl5d3foEuNAzLxK7ZcGg2Hhp6HT0Sc6IdYnyyypu4ox78IBCtnwGuZrIqcavM46W0xkOX1OS4b7nvqynlh6IdCCEYk9WHzu7URh9TZXj4rnAdlQEP3ROyGJ05QJUqCCOr5AbwL2jCnnZEpxUI0XgFVjWTVemw0twu0tzhr4MTTR7Dz70rZvJ9wVY0oSEAQ1pM6TyIPw6fhkMP/RZPsrk5O1fNXI0UkXANMrASZENrO2jgOrNJyb0pVIJXlHbsjqUzWFa8E5919MihL/M2YK60+OvIH0Upso5JSj9+72d4q1/DsorQtGxciT/G4ToLnKeDlg2mFwg16cyBSPx5m8WjEnwtKSVrF23FCJgMP3VAzNZ3VpSDtlTk15vcAXyWwTd5m9hXU0rXBLVcYSSYxh4qii/BssoPtdItNlMVWImmPURK5ky0jNeQJVeBVXzMBVcnCA2R9hTC3r/NYlIJvtabT85m5j+/AASTLxvNLY9eEe2QFKVB8wu2YDZwDU0IwYKCrVzeq23GVCuhSctDedE0pFVAcEz7kXdWY5keKoouJq3Tt4is2eD9DFnzMph5INzguhCRcAVCz27TuNQVlVrffLgUb40fb42P+Z+siHY4itIoU1rIENUhIfit1GrgfqXt+DwfImUFdZL7IRaWLMfnmYUQDoT7fLTM99ByFqBlz0VLvrXNkzuoBH/IqeeNwJXgwJXgYNyZQ6MdjqI06qTMXg1eRAUYldU7QtF0bN7qlxof4y6r8Va/GJmAarWqi0YIcQdwI8FiFmuAG4BcYAaQCSwDfiylDEtFqwM78pn9wpdc/KtzSctufFhYQ35893kMPaU/AZ/ByImD2ihCRQmfoend6ZmYxdbKfIxjWup2TeeE9G70TVZj2iPBsgqatp9ZGOZIjtbiFrwQoitwGzBKSnk8oANXAI8Bf5NS9gVKgeltEWh9Pnp2Dm898gHfvrOw1ccSQjB8/ABOmjwETVNfbJTYJ4TgX2OvpU9yNgm641DpAbduZ2BKLn8/6cpoh9hhCNG0EhialhzmSI7W2ousNsAthAgACcABYBJwcKHCV4AHgOdaeZ56XXbXBWR3zWTKj08Lx+Fj2q7dReTnV9CjRyadO7Xu24vSfmU4E3n3tF+wrHgnC4u2oSEY36k/Q9O6qZFgEeRMuAJP5ZNAAyUGhBtnQmTXcG3VTFYhxO3AnwEP8DlwO7CotvWOEKI7MLu2hX/sY28CbgLo0aPHyF27drU4jqZYOncNO9buZeq1p5LczuuvvPDSt8z8YCk2m4ZhWNx521mcOaXOr1hR2o3yQBHryhdSY1SS4ezMkJRxOPX2U/XTskopyz8ZKStD7iNEMmmdFqJpaW123rDNZBVCpAMXAr2BMuBdYGpTHy+lfB54HoKlCloaR1NsX7ObP17zDKZhseKb9Tz84V3hPF1Ybdx0gJkfLMXnM/DVFqZ74h+fMW5MX5KT43vWphJ/TGnw8b7nWF32HRIwZQC7cDFr37+ZmvsTRme2rO56pGlaOsmZr1NRfDVIP3DkZUcnQthJznyzTZN7k+JqxWOnADuklIVSygDwPnAKkCaEOPjB0Q2I+uoBPm8AgUCaFp7qtqnSFi1795XWuUZgs2nkF9RXY1pRYtuHe59lddl8DBnAlMG1CQLSS0D6mXPgv6wqnRflCJvO7hhJes63uJN+htByABdCy8Gd9HPScuZhd4yIeEyt6YPfDYwVQiQQ7KKZDCwFvgYuJTiS5jrgo9YG2VqDTjqOmx+9ki0rdnLFXedGO5xW6dE9A8s6esSEaVp07tSx65wr7U+pv4C15QswZP2LzgSkn8/yXuaEtPFo7aQImqZ3IiHlbhJS7o52KEArEryUcrEQYiawHDCAFQS7XD4BZgghHqrdFtmBnyGcc/0EuH5CtMNotf79OnPVj8byxoxF2O06hmFyz13nkpSkumfaozKfh5nbV/FDwV7SnG4uO24oI7M6xgXSNWXf0dg1QJ/lYZ9nK90T2m76fkfSqlE0Uso/AH84ZvN2YHRrjhsuX89cxNZVu7noZ1PI7trQAsSx7dqrT2HKpCEUFFTQvVsGmZnt+6JxR7W0cA83fP02lrTwmAYC+GT3eibkHsdTp1yEHufDdauMMkzqX17xIIGGxwh94VJpWIepRbN+yTb+fturBPwB1izYzFNf/T7aIbVKl9w0uuSmRTsMpYU8RoCffPM21cbhi3ESqDECfLN/Ky9t+oEbB42JXoARkOHIxS4cBBqYB2lJk1RHVgSjii/x3UQ4gmWYIEBKMI1QpToVJTJm7VpfZxH0gzymwX82LIpwRJE3NG08koa7aNIcOXRytXIt1A6sw7Tgjz+5Pzc9dDmbV+zkijvb94XWUFau2c07HywlEDA558wTmHjqwGiHpISwsayAGqP+i4sARd5q/KaJQ9cjGFVkJdhSmJjzI74peJeArLsYtV04ubDrz6IQWfzoMAke4NwbTufcG6IdRXj8sGInv/vj+/j8wT7N1ev2UFbhYdq5kR+apTQu25WEQ9PxW/V/m3TqNuxx3gcPcFrOJTj1BObmv3GoMqaFRbItg2ndbqFn4uAoR9i+dagEH89eeHXeoeQO4PUZvPT6fJXgY9SFvYfwjzX1j/G2C42Leh/fIUbSAIzJPJtRGWewq3o9HrOadEcOua4+Heb5h1P8NxE6CI+n7td9v7/hEQpK9OQmpPCroafh1u1HbXdoOlnuRO4a2v6H9DaHLmz0SRrKkNRxdHEfp5J7G1EJPk6cdnI/nM7DX8jsdp1RJ6pa4LHs5sHjeGb8NEZkdiHBZifTlcBPBoxm1tnTyXQlRjs8JQ6oLpo4cf3V4ykprWb23LUAjDihO/fdcXaUo1IaM7FrXyZ27RvtMNqEx/SwsGghGyo34NAcjEofxbC0Ye1mFmo8alU1ybYyatQouXTp0miHERcM00JaErs9fkdfKLFnbflantn6DBKJ3wqOa3dpLpJsSdw78F4ynZlRjjA+NVZNUn20xhmbrqnkrkTUAc8Bnt76ND7Ldyi5A3gtLyX+Eh7Z+AimVHNPokEleEVRWmV23mwMq/4L+hYW1UY1q8pWRTgqBVSCVxSllZaXLsfCCnm/1/KyuHhxBCNSDlIXWRUlxpX6avh49xr21ZTTIymd87sfT6ojdlY7akr3y5FdN0rkqASvKDHsvZ0reWDFbATgtQxcuo2/rJnLwyeez3k9YmOZxh4JPdhctTnk/Q7hYEDygAhGpBzUYbto9m8v4OnfvMGnr85rtCa1okTDiuK9PLhyDj7LwFvbx+01DbymwX3LZ7Gu9ECUIww6J/ccHJoj9A4CxmePj1xAyiEdtgV/z7QnKNpfisPtIC0rmZPPUVP6ldjy3Mbv8Jn1FyTzmwbPb1rAP8ZeGuGo6hqaOpRTs05lftF8fNbhomECgV2zc3Ofm0myqTULoqHDJviq8hqkBGlJyouroh2OotSxonhfyGK6FpKlRbsjGk8oQgiu7nE1x6cez6z9s9hTswdNaAxLG8a5uefSPaF7tEPssDpsgr/33z/l3/e/Q58h3Zh82dg2O67fb+BwdNhfq9KGnLoOoSsK49Rj5+9MCMHwtOEMTxse7VCUI8TOX0iEjTlrKGPOGtqqY0gpmfniPH74diN9BnZh0bxN5O8ro2uvTB57aTqZ2WohbKXlzu9+Aq9uW0zAqjsE0aHpXNSjdX+/SvzrsBdZ28LHr3/PG8/MZc2SHXz81iLy9pYipeTA7hL+9cgn0Q5Paed+0n8siTYnGkdXVtSEINnu4pq+Mbn0sRJDVIJvhZXfb8VXW6bXsg73lpqmRXFBRbTCUuJEtiuJmROnMzKrO05NJ8nmxKnZGJ3Vk/cmTSfDmRDtEJUY12G7aFrLsix2bSs4vEFKdLuOQKDbNKZde0r0glPiRo+kdN6YcB15ngoKPFV0dieT406OdlhKO6ESfAvt31VMcV75ods2Ibj9gYsoL6th0LAeDDmxJzXVPh7//fusWb6Tnsfl8NvHLiczW705lebr7E6hs1td01GaRyX4FkpKdR81hE2zaZx02gDSMg+P9332kVn8sGAzAb/J+lW7+dOdb/H3126KfLCKonRIcdEHb5oW6xdtxu+NXL2LtIwkbntwGq4EB64EB7c+OO2o5A6wae1eAv5gnQ7LlOzcmh+x+BRFUeKiBf/mw+/z+p/eY8Jl47jvjdsidt4p00YyZdrIkPcPHdmbggPl+H0GNptG/yFdIxaboihKXCT4rG6ZWKZFTvfYWjXm5t+cjWGYrFyynT79O3Png9OiHZKihFWVUcWCou9YWvIDFhaDU4YwMWcSGY7Yem92FHGzZJ+3xocrwdlGESmK0lzbqrbyt81PYEkTvwx2l9qEDU1o3NDrRk7KUOP221pjS/bFRQseUMm9ndhZUMo781exr6Scsf17cuGYwSQ4G6hEqLQLNUY1f9/8BF7Lc9R2Qxog4aWdL9DV3ZUubtVNGUlxk+CV2Ldgw07u/O//CJgmpiVZtGk3r36zjBl3XU1qoiva4SmtsKB4PiahF/4wLIPP8uZwQ+/pEYxKiYtRNErrbN1dyC//9DZn3Pg0P/n9G6zcuLfNz2FZkvvf/AxvwMCsnfXrDRgUllfz0let655Tom9F6fIGV22ysFhbsTqCESnQygQvhEgTQswUQmwUQmwQQowTQmQIIb4QQmyp/Te9rYJV2l5xWTU3PzCD5Rv2UlXjZ8P2PO549D227Slq0/PsLiqjxlc3AQRMky9XbWnTczVHcXUNhVXVatGXVpIhCxsfsY/6HUdca1vw/wDmSCkHAsOADcC9wJdSyn7Al7W3lRj1yby1GObRX639hsk7c5a36XkSnPZDLfdjJboi3we/fN9+znnpFU7993+Y8PwLnPHiS3y/Kzbqq7dHx6ecgF3YQ94vEPRXy/ZFXIsTvBAiFTgNeBFASumXUpYBFwKv1O72CnBR60JUwqmkvIZA4HCCl4BpSTbtysfjPboY+aZdBfz6qY+45Lcv8cf/fsaBoqYXVMtJTWJQtxx07ejKiG6HjatOG96ap9Bsm4uKuO6dmWwuKsZvmvhNk52lZdz0/ocs37c/orHEi9OyJyBE6HRi1+xM7XxOBCNSoHUt+N5AIfCSEGKFEOIFIUQi0ElKeXCxyDygU30PFkLcJIRYKoRYWlhY2IowlNY4bVRfnM5gy0sCCEATbN9Xwrm3/OtQf/y6HXnc+MgM5q3cxu78Uj79fj3XPPg6RWVNXw3r8RvOo0dWGgkOO4kuBw6bzvknDeb8kwa3/RNrwFMLFuIz614Q9BoGj383P6KxxItkewq/OO4WHJoDHf3Qdg0Nu3BwadfL6ZXYO4oRdkwtHgcvhBgFLAJOkVIuFkL8A6gAbpVSph2xX6mUssF++LYYBx/Kvq156Hadzj2zw3L89k5KydNvfMvMz1cQsOr2pKanuJn1zM3c/rf3Wbzu6C4Mu03j6rNG8stLTm3W+dbsyqOgvIrje3Smc3rki6+NfuY5Sjyeeu9z6jrr7rw9whHFj0JfIV/mf8GKsuVY0qR/8kDO6jyVHgk9ox1aXArnOPi9wF4p5eLa2zMJ9rfnCyFypZQHhBC5QEHII4TZ0rlrePCKf4AQ/PXTexl40nHRCiVmCSG47ZrTmTx2IDf/aQaGefTqQV6fwa79JWzfV1znsQHDYuOu5r28QgiG9sptVcytleCwh0zwLnvofmSlcdnObK7ocRVX9Lgq2qEotKKLRkqZB+wRQhy8cjIZWA98DFxXu+064KNWRdgKO9buwTItkJJdG/ZFK4x2oVfXDIQQdbablkVyoouBPTtx7L0Ou86wvl0iE2Ab+tHQE3DZ6rZtHLrOtCGR7S5SlHBq7USnW4E3hBAOYDtwA8EPjXeEENOBXcDlrTxHi53zk4lsX7MHp9vOxMvbbmHteJTodjBl7AC+WrIZn98Aggl81OAeZKcn8YtLxrN04x78tePYHTad5AQXl04aHt3AW+CGkSfy+eatbCspoSYQvJDsttnITUnm9lPGRTk6pb2xrDL8gXWAxG4biK5nRTukQ+KmFo3SegHD5F/vzOd/367DtCzOOnkgt145Abcr2G2xJ7+U1+YsZeveIk4c0I2rzxxJekr7XDbOb5p8snETH6xdjyktzh80kIsGD1JdNEqTmWYRZeX/R43nU4JtXJDSj8s1ifS0P2PTw98V2VgfvErwiqIozWSaReQXnIlpFQLGMffqaFoanXI+x6aHtwuzsQSvShXEmcLiSn7269eZeNHjnHvV08z5cm20Q1KUuFNWfn+I5A5gYllllJTeGemw6lDFxuKIYVrcft8M9ueXY1mSyiovTzz3BVmZSYwa3iva4cWlLaVF/GPpQubt3YkuBGf36c8tJ46lS5JaPzVemVYpNZ7Z1J/cD+2Fz7cIw9iHzRa9CppxneBN0+Kp215m57o93PHP6fQa3C3aIYXVgbwyikqrsY4oCeDzG3zx7QaV4GsZlsVbK1fz2vKVlHm8DOvSmdtPGcfxneudj9eglQUHuPJ/7+AzDazars53Nq7hk+2bmXXxNXRPSWvj6JVYEPCvRQgHUvoa3E8IO/7Aiqgm+Ljuolm/aAtfv7uQjUu38/KDM6MdTtjpuoasp96LwxG/n+P5FVU8880ifvXuJ/z7uyUUV9WE3FdKyc/f/5i/fPMd20tKKfF4+GbbDq588x3m7djZ7HP/5ps5eIzAoeQOYEhJpd/HH7//pgXPRmkfrMZ3OUg2Y98wiOsE371fLg6nHbvTxsgpJ0Q7nLDL7ZTKwH6dcdgPTxV3OW1ccNbQKEYVPkt37WXq0y/z/HdLmLNuM//8dhFnPvUSa/fXv7j5wt17WLxnLx7j8FdrCXgMg/vmfNGsaod7KsvZU1Fe732WlHy9ZzuBesohKO2f3T4YKUOXRj5IygAOR3Tfe/HbtAPSclJ4Zd0TVJVV06lH7IxNDRchBH/5wyU8/cJXrFi9h9QUN7+cPpF+fZrf/dASAcPks6Wb+HrVVrJSErnstGH07dr47z2/vIoftu4hyeXg5AE9cdQzCelYpmVx+zuf4AkcLojmM0x8mNzx7id8ftsNdSZufbJh06Fx78cq93rZXlLKcZkZjZ4boCbgR9c0Qq1xIaUkYJnYdb3+HaKg2FeJx/ST40rFocX1Wz+sdD0bl3MCXt+XhPwDQOBwDMVm64W0KjH9SwEfmt4Hzd4/YrHG/aucmOImMcUd7TAixu1ycPctUyN+3oBpctPf3mXz3kI8fgNNCD5euJ6HbpjK5BH9Qj7uqU8X8Mq3y7DpGgKBrgme++k0hvZseAzx6n15eEMk66KqarYXlXBc9tELPYeoVgwEy9k2pab5QT1T0qGB/bskpZBgj42lCJcVb+Pvm2axs7oQm9ARwLTuY7i535kq0bdQetrD5BeeiWWVUzfJC4RIIj31YXxl92B4PoRDpZQNhN4DZ+pD6I7wr1Eb1100SuR8tWIrm/cV4amdBWtJiS9g8Oc35mJa9fdDfrdhB69/txy/YVLjC1Dt81Ph8fHz/3xAwGi4e8MXMOotrQCgCYE3UHeEw9QB/UgIMZEp0eGgT0bTWu8ALpuNnw4dhbuebxtum43fnDS+yccKp+8LN3Hn8lfYUplHwDLxmH5qTD8zdy/k9qX/xYxyH3F7ZbN1pVP2HJyOsYATIZIQIglw4rCfSE72Bxjld2F4PgC8ICtrfzxIYxPe4h9jeL8Jf5xhP4PSISxcvxOPr26L2hcw2FdUQY+ctDr3vbVg5aEPhCOZluT7zbuYMLhPyPMN7ZYb8oND0zT6d6rbNXRq756c0LkTqw7k4T2iH95ls/GnMyejhfjACOW2kSdTHQjw6roV2LVgV4wpJb8ZPZ4L+g1q1rHCwZIWf177Hj6rntfFMthYsY/5BRuY0GlIxGKSUrKjehP7vbuxCzsDU4aTam+fi77ZbN3JyZ6JYezB718OSOyOYdhtvfFXPoE0dgChRtp48ZXdgt5pGUI4wxdj2I6sdCg5aUnYdb3OhUXTkiEX1K6oqf+PXyKp8jZ8ESvBYefOKeN5cu58PEe01l12G7+benq9fd+aELx0+cW8uGQZb6xcRaXXx5DOOdwx/mRO6t78IbSaEPxu3OnccuJYlhzYi03TGJvbHXeMlDtYU7Ybjxl6KJ+ntiUfqQS/p2YHL+98kiqjAktKNCGw9loMSxvDj7rfhF2LjS6t5rLZumOzdT90W0qDQPUrhE7uB1mY3jnY3BeGL7awHTlGVZXX8OIfgkMmpz94KUmp7aOWSmFhJfv3l5Kbm0ZOTuxNornolBN448vlHLE4FE6bzqkn9CE10UXAMNmwpwCXw0a/LlkIIZhyQl827i/Ed0x3imFajO7beML98ZgRdE9P5V/zlrC7tIw+WRn8csJYxvXpEfIxDl3n5+NG8/Nxbdf/mep0cUavvm12vLZS5q8O2Y11ULG/6Qu2tEaBdz/Pbn0Qn+U9vLH2EsbqsiVUG5Xc1OfeRuNtD6S5F6j/+tDRO1Zj+uarBN+W/vvge3zx1vcACE1w25M/jnJEjZv7xVqefHI2NptOIGDyy19O4bzzR0Q7rKN0yUzhqV9O4w+vfkZReTUSmDi8L/dfcwbfrNnG716bgwQsS5KVksAzN1/E5ScP5b3Fa8krqzzUZ+522Lj2tJFkpyQ16byn9+/D6f1Dd+V0ZF0TMkN2Y0HwwnLPxMgshPNp3jv4rfpbtAHpZ3vVRnbXbKNnYux9UDafCXWKa4cS3msgHS7B67oW/N1L0G2xf425stLDE0/Mxu838PmCSfDZZ+cy7uR+ZGY2LQlGysj+3fjfn35CSWUNCU4HbqedvUVl3PPyp0dd9NxbXM5Pn3mPOQ9O5+07ruLdRWuYu3oLqQkurjxlOKcM7BW9JxFH+iZ3pktCBjuq8usd7+PUbFzR85Swx2FYBmvLlzY4Sikg/Swq/iouErzQu9LQCKvDEtDsJ4Y1lg6X4G/4v0sQejCxX/+7aVGOpnGFhZXYbBr+I7qk7XadvLyymEvwEByLn5mSeOj2R4vXYxzTipQSqr1+lm/bx0n9unPdhJFcN2FkpEPtEB4adiU3Lf4XXtOPccSIGZdu54KuJzEsvVfYY/BZ3kbbsxJJWaDuqmHtkRAubO7LMWreoOGuGgub+6KwxtLhEnxCsotfPHpltMNosk6dUo+qLQNgGCZduzZ9SF80lVTV1FkGEAAB5dXeutuVNtUnqROvn3w7r+74hi8OrMZvBeid1Inr+pzO6TmRubjq0t2IRkZka2hkOztHJJ5IcCTfjumdg7SKqL8omQtH6kMILbGe+9pOh0vw7U1iopMHHryYB/7wPkIILMvivvsuIC2tfVwcPnVwbz79YSM1/qNbMgHDZMRx0SvC1JF0dqdx9+CLuHvwRS16/Naq3Xy6fx57PflkOlI5K3c8Q1P7o4mmdXHqQufE9FP4oeRbrBB9zrqwMS5zSovii0VCy8CV9T98Zbdi+VcQ7Be2QDgAO46UB7EnhO/i6kEqwbcDJ53Uh5nv3UZRYSVZ2cm43e1nONmpQ3pzQu9cVu84gMcfQABOh42fnjmGzOT28SHVUUkp+fe2d/iqYBEBy8Cq7VdeXrqB/sk9+b8hP8euNW1I6NTOl7Gm/Ac8ZnWdvniHcDI8fRy57u4hHt0+aXoO7sy3sYzdmL5vAT9C743unIAQkSlhoVZ0UsLOMC0+W76JOcs3kehycOnJQxnVL/ZKN5d7veRXVdE5KYkUV/1j9zuSzw7M58Ud7+Oz6s5JcGh2JuaM5hd9m97dWewr4I3dz7K3Zju6CLYtLSwmZJ3D1NzLmvyNQDlMLdmn1CGlpKrGR4LLERxV1MFV+nz89vPP+XL7dhy6jt80mdqvH38+44yQpQ3inZSSG3+4nyJ/Wch9HJqdl0c/TKKtebWeinz55Hn3YNcc9E4ciKOdTnCKBY0leNVF08EsXb2Lh56ZTWl5DW6XnVuvm8i5k46PdlhRI6XkuvfeY0NhIX7TxF87E3fOli3kV1Xx5uWXRznC6CgPVFIeaHgSlE3obKvazdC0Ac06dpazE1nOyFQ47ehU860DKS6t5u5HP6CwpArDtKis9vHEC3NZu3l/tEOLmmX797OluPhQYj/Ib5qszstjbX79teXjX1Mn6rT/mafxTCX4DmTeki11tvkDBp981XEX5l62bx9+o/61NS0pWbpvX4Qjig2p9iQyHKkN7mNIk37JPSMUkdISqoumA9E0wbGlPoQQwYUrOqgkpxObrmPUk+R1TSPZGb5Kf7FMCMEVPc7hX9veDnmR9azO43HrsfP7kdLiQM0PbCn/EI9ZQpK9CwNSLyHLNSQuaty0RMd9Z3dAE8b0q/OHbrfpXNABljMMZWq/fiGX6jOl5IzjjotwRLFjYs5ozu9yOg7Njl6bKgQCp+ZgRNogru91UXQDPILPLOd/u37MV/t/w67qrynwrmJ75Rzm7ruFL/f/CjNEHZx4p0bRdDBrN+/nkX9+xs69xWRnJPGrn0zi9LGRW0IsFr21ejUPffMNftPEkhJdCOy6zkNTpjBt8OBohxc1e2sKyPcW47f8rCvfwj5PAZnOVM7sfAr9knrGTKvYsize23kBNWYJ9dWAsWGne9JpnJb7UOSDCzM1TFKpl5QyZt6gsWBNfj4vLVvGtpIS+mVlMX3kSAZlR6bSYqzZWb2fxze9wZ6afOxCx5QWyfZEbuv3I0ZlRH8hk2MtyH+YrRWzQtwbzG92YefCnu+QaI+fcgigErzSBNU1Phas2I4QgpOH9yYxIXb6VaOp2u9n5oZ1zNqyEV3TuHjgYC7sPwhnExYFb6/2eQq4bfkT1Jh16wQ5NTv3D57OyBhK8n6zkhnbz0Y2WHZXomPjxKyfMzj9qojFFglqHLzSoNWb93HHI+8dte0f913K8f26RCmi2FBUU8NF77xOiceDp/YC7Or8PF5csYz3LruKJEd8Ts55eccnIVeB8lkBntn6Lv896f6Y+fa3s+qrJu1nYuA3K8McTexRF1k7MCkl//fUJ9R4A0f9/N/Tn4S88NhR/HHeV+RXVx9K7gAew2BneRlPLVkYxcjCJ2AZLCpe02Dd9jJ/JTurY2feRHUgv5HWOwQvDesk2Tteo0Ul+A6suKya0oqaOtuLSqsprfBEIaLYEDBNPtu2tU4dewhOgHp7/ZooRBV+XrPhdXABdKFRHqiOQDRN49RT0WisnIQEJD2TJ4U1FiOwDZ9vEYHAxphpIKkumg4sKcGJqGcmoqYJEttRxcq25jUPV06sT7W/8UTYHiXYXNg1G8Yxs3qPFJAGue7MCEbVsJ7Jk1he/FwjCygJBqZeij1Mtde93rlUlD+EYe5BYAcMNC2DpOS7SUy8NCznbKpWt+CFELoQYoUQYlbt7d5CiMVCiK1CiLeFEB03U8Q4l9POtDOG4XLajthm49IzR+B0dNzP/iS7gwxX6AJa/TOymn3MXRWl/HvtYv6+cj4LDuyMmRbekXShMbXzOOyi/tdeIOib1J1OrthJ8Im2bHolTUYXoQcGJNm6MDrnjrCcv7rqDUpLbsYwNoP0IGUFUtZgmnspL7+HivLHwnLepmqLd/HtwAYgpfb2Y8DfpJQzhBD/AqYDz7XBeZQwuPXqCXTrlMb7c1cBcMkZw5k2ZWiUo4ouIQS3jxnHQ999c1QfPIDbZuPOcU1fx1RKyf2Lv+DdrWuwpIVhWbhtdrompvDmWVeS7Q7vij7NdXXPqSwpWUeBt4SAPNyS1xC4dRd3Doi9USjjOt2LIb3srf4eSwZq++QFGjYyXQOZ0uXJsJzXNPdTXv57IMQkKumhqvp5XO6zcTii855q1TBJIUQ34BXgz8CdwPlAIdBZSmkIIcYBD0gpz2roOGqYpBJrpJQ8s3QR/1y6BFttKQdLSu47ZQJXnzCsycd5ecNSHls2D4959IpWNqExJCOHj867rk3jbgvVhpcZuz/n0wML8Jp+dKExIWcE1/Q8h06u2F0qstS3jS3lH1MZ2I/blkm/1PPJcg4O24ifivJHqKp6npAJHgANl/t8MjLC08YN6zh4IcRM4BEgGfg1cD2wSErZt/b+7sBsKWWderRCiJuAmwB69OgxcteuXS2OQ1HCpcrvZ+n+fWiaYHSXrrhsTa8PL6Vk9LvPUuip/6KkW7fx3jk/ZnBGTluF26aklPisAA7NphbjqEdB/hkYxrpG99O0LDrnrg5LDI0l+Ba/akKI84ACKeWyljxeSvm8lHKUlHJUdgedMajEviSHg9N79ea0Hr2aldwBaowApd7Qo5GEEKwrid1yxEIIXLpDJfeQQl+MPlLjwzjDpzV98KcAFwghzgFcBPvg/wGkCSFsUkoD6AZ0zHqrSqMCpsmXa7Yyb/0OMpLcXDzmBPp0it0ugOZy6rZg9c4QX5I1IUhzqKUB2yu7YwSGsbHx/WzNWxClLbU4wUspfwv8FkAIcTrwaynl1UKId4FLgRnAdcBHrQ9TiTe+gMENz77LtrxiavwBbJrg7QWreeDyKZw7MnamwreGTdM4q0d/Pt25qd5hl1LCqV17RyEypTksy0OF9wsCxh40LZkU1xnYbbnYbH2a9HibLXoVScMxFu4eYIYQ4iFgBfBiGM4RcVJK/vuXT5j95iI6d8/k//59PTld06MdVrs1c+EathwowhsIjlIxLIlhGTzwzlwmHt+XBGd8rIX6u1ETWZi3m3KfF0Me/qru0m08dvJUXHrHHY7aHhRWvkBB+V8AgSV9CGHjgHyQZPck3FbTute83gXhDbIBbdK5JqX8Rkp5Xu3/t0spR0sp+0opL5NSxkUh5lULtzLrte+prvSyfeN+/nHfu9EOqV2btXzDoeR+JJuusXTb3ihEFB65iSnMvuAGrh4wnHSnmwSbnfG5PXnjzB9xXu/4+KYSrwoq/kl++WNYsgZLVgMGUnqR+Kj0fEWxfy1NGaMiKQ97rKGo5kMTVZYdntIvLUl5SexM126PHCEqMkoJdlt8XdTLcSfx4JgzeHDMGdEORWkiwyyloPwJZIghkBIfhtTwC2is9qomovdNP77eSWGUlpmIy23H6Qr+XP/rs6MdUrt26djjcTvqdsNommBUn25RiEhRDiutnkmd9S3rsPBIvcE9hHCTmBi9uQ6qBd8Ea5ds5/7r/4NpWggh+O3TP2bUhIHRDqtdO/fEQXy3YSdfr92GaVnYdB0B/OOGC7DbGn7TRMrXO7fzj0UL2VxSRJrTxTVDhzN9xMi4rgevBHkD65Cybk38YwWvqujUP2RSgHCTkHh52wbXDOovtQkWfbkOn/fwTMQNy3cx7syOu45pW9A0wV9+fA7r9+azZMseUhNcTBnaj2R3bCw28uqqFTy2YN6hUgV5RhXP/LCIb3ft4M2LL+/QC5V3BJoIXYvo6P1S0PUELKsMKQ932wqRgBBuMrPeR9NSGjhCeKm/0iYYdGJPnO5gd4LTbWfgiT2jHFH8GNytE9dPHMW0McfHTHKv8vt59IjkfpDXMFhXWMCXO7a16LimZbG8cB/z9++kxFu3TLMSO1ISpqKJxuoE6SS7zyKn03xS0x7Dbj8BIZIRONFJxO08FZrwLSCcVAu+CU45ayjeP/v54esNjJ40iJNV6z2uLdiz61D9mWPVBAK8v2E9Zx7Xr1nH/GLPFu79fg5e00ATAp9pcF6vgTw8Tg2VjEVJzlPRtTQss4ZQM9WEsJOdfBNCOMGqBGMLNiQIP1CE3zsLv+9znO4LSU79KyIKM4LVX1YTTZ42isnTQpZ8iAmWJZnxwRLmzF2LzaZz5SWjOeP0wdEOq90xTKvB4W8+s+7wzoYszNvNrfM+xnvM4z7ZtYmqgJ/nJ17ckjCVMBJCo1f2G2zPvwhTVgNHFosTCOGiS9qDuBwD8Xk/p7rij9QtOmaC9OCr+QhdyyEx5Z7IPYFaqosmjvz3jfm88tZCdu0tYdvOQv76zGd88c36aIfV7ozu1g3Dqr/OSILNztl9+zfreI8t/6ZOcofgB8W3+3ewvaKkRXEq4eWy96Vf7lwyk66v7a6xATrJron0zp5BRlKwdHJ1xcNAQ10xHmqq/4O0It8tpxJ8HHl/1nK8vsMtDZ/P4M2Zi6MYUfuUnZDIFccPxX3MaBmbppGR4OaCAU0fQWVaFquKDjS4z4L9O1sSphIBdr0zXdL/wOCuGxnSdT3Hd9tOr+xXSXSOBMAwtmEae5pwJA2f9/PwBlsP1UUTR0yrbr9CwGhaxTvlaPefNpHshESeX/4DPsNEIpnc+zj+ePrkZlWVFEIghAi5gpMANDUiJ+YFX8eEOtstsxAhHI0PqZQBLKsgTNGFphJ8HJlwcn++nr8Jvz/YHeBy2pg6uU4pfqUJNCH4xUljuGnkSZR6PCQ5HLjtza+PownB2E49+D6v/vUOJJLTuzStaJUSezQtHUmg8R2FHU2L/IxW1XRohRULtvDZzB8ozq+IdigA3PXLM5k4vj9Op40Et4NLLhjJVZeMiXZY7ZpN08hOTGxRcj/otyNPx13PSBm3buPC3oPpmhS9cdJK6+i2/mhaE9bolQYO15nhD+gYrVrRqa20xyX73nx2Lu8+/y0Sid1u47lZd5DVOTXaYR1l/eYDfLd4CzabxhmnDaZH1/iptd7eLC3Yy28XzmFPVTm60JBIbhg4kjuHn6omTbVznpr3qSq/G2SoxV3cuBIuIzntkTY/d2MrOqkumhb6+LXv8Xr8QLBA1uKvN3DulWOjHNVh8xZt5o9PfoLfbyCEYMaHS3nqoR8xqF9utEPrkEbldOOLC29kT1U5NQE/PVPS1fj3OOFOuBjL2E5N1b8IDpU8YgUnkYDdMY6k1D9GJTbVdGihrM6phxbz1TQRc633R5/5DJ/fQBJcLNrrC/D4c5G/iq8crXtSKgPSs1VyjzOJKb8mLesDnK4LEFoWQqRjd4wnNf15UjNeRojorG8Ql39l6xdtYeMP25h6/QQSkptWU6K57vvH1Tx0y+sU5pUx9bLRjD49doqPWZakqrruVf2ikqooRBN5WwqKWLJrL4kOB5MHHEeyKzZKICjhJ6XEZ5YhsXDqaWgicoXr7I4TsGc8G7HzNUXcJXi/18/dUx9BSsn+bfnc8vfwlOrs0jOLf/7vV2E5dmtpmqBLpzT25ZUd2qbrGn1750QvqAgwLIs73vuEeVt3IpHoQuMPn37JYxeexdTBzZucpNQlpcRvBbBrtphbiFtKyZbyj1hb+goeowghBDbhZmDa5QxJvwZd65gf8nGX4HWbTnJGIpUl1XTq2YSr23Hqz/dexK2/n4FlBafdJye5+O2t8V3D/t/zFzNv6068h4qEBecA3PPRZxzfpRPd0mKrG629qAhU8e6e2czNX4jfCmDTdE7PHs2Pup9DhjMt2uEhpWR+3h/YWz0P4+B4dAmm9LO29FX2Vs/nrG7/inqSl1YNlu8rsIpBS0NzTkJoyWE9Z1yOoqkur6FgTzG9hnQ71E/eEVVWeVm7cT82m8YJg7riauI6p+VVHvbkldK9UzqpLejiOlBSQVmVh+NyM3HYI9eGGPvEvyitqTuSwa5rTB83ijsmnhKxWOJFmb+SX696lPJAJYY8PGlORyPB5ubxYfeQ48qMYoSws3IuC/MfOpzcj6ELB4PSrmJE1s8iHFmQlBZG5RNYNS8DGkgDhA2kiZbwI2wp97W4j75DjqJJTE2gd2rdWWcdTXKSi3Gjmj6JRkrJ8zO/541Pl2K36QQMk6vOGcnNl57SpA/Kimovv37+f6zecQC7Huz7/O2VkzhndGTWHi331P8GD5gWe8uity5me/bijncp81dgHjkyBDCxqDY8/HPrmzxw/K1Rii5obemrIZM7BFvym8pnMizzRjQR2ZQnpcQouwvL+zlwROOjdqlqq+ZtDHMPtvTnw1JtMrY60pSoWrhqB2/NWY4/YFLt8eMPmMyYs4KFq3Y06fG/e2k2K7ftDz7e66fa6+eh1+eyeW9hmCMP6pWRVu92t93GiG5dIhJDPPEYXhYXr6qT3A+ysFhfsZUSf3Q/PMt8WxvdR0qTqkDDNYHCQQZ+wPJ9wVHJ/SheLP8iLN/XYTm/SvDKIZ98t/6oYmUAXl+AWfPWNfrYimovSzbtwTCPTgZ+0+S971a3aZyh3DlpPK5jCoRpQuCy2bhoaGS+RcSTIn8ZNq3hUSh2zU6+tyhCEYXSlG5YiWjSfm3LrPpPAxOgaskazKrnw3J+leCVQ5x2W523gKjd3pgaXwCtnvePZUnK6xmyGQ5nDOzLH86eRJrbRYLdjkPXGdI5hxk3XEGSs2OOomiNRJs7ZNnkg0xpkmSLbndopqvxNQ904STRHvlJflZgFaEWDDmSNMJT1jsu++CVlpk2eShfLdmM13+4drnTYWPa5GGNPrZTehIZyYkcKDm6Lo/bYWfyiOatftQaFw8fwgVDB7GntJwEh51OyUkRO3e8yXCk0iMhl23VocvhpjlS6ObuHMGo6jo+/Vrm593fwEVWJ4PSr4zomPjDojvIQ7XglUNO6NeFu2+YTHKiE4ddJznRyW9umMzQ/o33XwsheOiGqbgddhy24BvJ7bQzom9XJo3oG+7Qj2LTNHpnpqvk3gZ+0udSHFr9Izwcmp0be18W9ZFq3RLHc1zKeejCVec+XbjIdp3AkPRrohAZaI6RNCXNCvvQsJw/LodJKq1jWhbllV5Sk13NLoRVWF7FJ4s2UFRRzbhBPRk3uBdafX03SruxsmwDT21+FY/lA0ntJCKdX/S9irGZw6MdHhAcrbK76mvWlL5MqW8LAEm2zgxOv4Z+qRdGfPTMQZZ/BYHiawh9kZVgvZq0Z9FcE5p9/MaGSaoEryhKoyxpsaFiG0W+UtIdKQxJ7Y/exsP6TGkSsHw4NGerulMsaSClha452jC6lguU/x7L80H9F1uFG805CVvaUy36JtQhx8EritK2NKExJDU811KKfQf4qmAG68q/R0qJJnSGpU1gYs7lpDqaPxtdE7Zod30fxZbyJ0y9K2bVc7VbLILdNhZ6wg3oyb8KWzeXasErihI1+z3beXH77wlYXuQRo000dBy6i58d9xcynfExh0FKP5ZvAVhFoGWgOccjROtGdzXWglcXWRVFiQopJW/tehS/5TkquQNYmPjMGt7e/XiUomt7QjjQXRPREy5Dd01udXJvCpXgFUWJip3V66gxK0PeL5EU+faR561/PVulcS1O8EKI7kKIr4UQ64UQ64QQt9duzxBCfCGE2FL7b+RXmlUUpUl8ZoCNFbvZWLEbv2U0/oA2tN+zDbORcwo0Dni2RSii+NOai6wGcJeUcrkQIhlYJoT4Arge+FJK+agQ4l7gXuCe1oeqKEpbMaXFS9vn8N6eBUddj7y8xwSu7T0lIvXedWEPXlxs6DKgEFEb4hgPWvybk1IeAA7U/r9SCLEB6ApcCJxeu9srwDeoBK8oMeWR9W/xXcFafNbRtYdm7PqaAl8Zdw+6vNXnKPIVsqDoGwp9+aTZ0zk5awJd3N0O3d8veTif5TV8DEsaHJcUnklAHUGbfDQKIXoBI4DFQKfa5A+QB3QK8ZibgJsAevTo0RZhKIrSBNsq99eb3AG8VoC5ecu5osfp9Ehs2QpgUkre3/cW3xTMxZIWJiYaGt8WfsWwtBO5offP0IVOprMLPRMGs7N6HSZ1u2pswsGglDEk2dJaFEdLY6/yLSWv8hW8ge3oWgrZSZeSmXAemlZ3pmysa/UwSSFEEvAt8Gcp5ftCiDIpZdoR95dKKRvsh1fDJFtu4+YDLFyyDZfTzpmTh5CZoabnKw17ZvNHvL9nPlaIvhFdaFzR43R+2vecFh1/bt5sPj7wHn7LV+c+h3AwLus0ruwRXErTY1bx4rbfUxrIx28driXj0Fx0dvXiut4P4AjjSkxSmhRWz2Z3+X+oCWxDYqAhsRFAE8HfjyYS0ISTQZ3eIsExoAnHlJiBNZjmDgQubM6xaFp4VhML60QnEVyG5D3gDSnl+7Wb84UQuVLKA0KIXKCgNedQQpu/cAt/eux/+P0Guq7x5ruLefHZ68nJTol2aEoMK/FVhkzuEOyfL/GHHt3SEFMafJr3Ub3JHcAv/Xxf9C0XdLmURFsibj2Jn/d7nI0VP7C4eDZVRimp9izGZp5Lv+QRYS0QZkk/a/JvosK3AuuIWaYWEj86urSwCwtL1mDJGtbn/4jhXb7BpqeFPKbf9x3VZb/FsgoQaEgESD9O94Ukpv4JoSWG7fnUp8UJXgSnXr0IbJBSPnnEXR8D1wGP1v77UasiVEJ68unP8fmCX20Nw6K62sdLry/gnjvie+3V9sBnGny8fQMzNq/GYwQ4rUsvrh88ks6J4V2Dsyn6JOUyv3Atfln/CBanZqd3UssqRO6q3oklGy4xrAudDRVrGJUxtva2jSGp4xiSOq5F52ypHaVPUOFbjlWnCmXwsrOJhiYlem1L3pI+Cqpm0CW1/qX//N7PqSz5BRA83pEfoT7PRxiBtaRmfYTQmr8MZku15lL5KcCPgUlCiJW1P+cQTOxnCCG2AFNqbythUHVMnXXLkhQVV0UpGuWgmoCfabNe5w+L5rKsYB/rSwr47/plTP7gRVYWRn5VoWOd02V0g1P5JZKzckN+629QQPoRjaQViSQg6/b/R5JpedhfOaOe5H4kgXHEc5HSS0HVm/XuKaWXytLbOJjc6/JhGtvxVP+nxTG3RIsTvJRyvpRSSCmHSimH1/58KqUsllJOllL2k1JOkVKWtGXAymGD+uei64dfQqfTxkkn9opeQAoAf1uxgK3lxdQYh5OY3zKpDvi56cv3saJcHiTDmcxt/afhrKcMsFOzc9fAS0m1t6wrIdfVtdHkLZF0c0d3YEWFbzmCxrt/JIIjXy7DrH95Qr/nExpf2MOLt/pFpKx/CcRwUDNZ25lAwKSkpArLkvzhvgvp2T0Tu11H1zUmnTaISy9qWctLaTtvbV6F36y/m6I6EGBJfugFNCLlvK5j+MvwGzkxvS92oWMXOidl9OfxETe1uPUOkGJPZVDyELQQqUUgyHLk0D2hZ4vP0RZM6aMlFclsev3jRQL+hSCrG328tKqQVmTWKAZVTbJd+fKrdfz1idkgJQmJTh575HJe/Of1lJXX4LDbSExUy9JFm2FZVAf8oXcQkF8dG91ow9KP48n049r8uNf0ms7DG+6nyqjCPKKfX0PDqbu46bhb2/yczZVg742ked1EmnDTKfnaVp45smUuVQu+ndizt4THn5yN32/gD5iUldVw9z1vY1mS9LREldxjhE3TyHCFXqPUkpLeqfFdvSPVnsb9gx9mcs6ZuDQ3AoFd2Dk5awL3D/4znV3Rrw6ZYO9Ngr2xDzeJjkWwkq9AEwlkJ11a7552x1gQjXdrCc2N0JpfArmlVAu+ndiyJa/O6kpeX4Di4ipycoLDIud9v5kXX/sOr8/gtJP7cfP1E7DZorEOZcf20+NP4u8rFuA1jx6loglBt6QUTsiM7hqmkZBkS+bibldycbcrMaWBhh71pf2O1T/zT6zMu/qoIZKHBfvTbVhoIhGblsygTm9h0+ofguxwnwflv2vkjE5ciTciIrg2rGrBtxNZWcl1Ls5ZliQlJTjkatHS7Tz0+Cx27i4mL7+cjz5dyV+f+iwaoXZ4Px1yEhO69sZtsx/6Qp5os5PpSuDFKZfEXKILN13YYvI5JzuPZ1jnV3HZeqAJNxouNOFCYMep5ZDpHEpGwhkcl/Ukw7t+h8veK+SxhHCRlPZ3INRsVye6rRfuxJvC8ExCUy34duKE47tx6vj+fDd/M0IEk/stv5iCyxUcCTHzo6WHxsQD+HwGX3y9jrtvn3rUSBsl/HRN41+TLmJ5wX4+2L6OKr+fU7v24txeA3HZ1FuuIT6zhu3Vq/FbXrIcXeni7hvWD4cU5zBGd/2CCt9Kqv0bEEInzTUWt/3oi8CmVUZp5QxKq17DssrQ9QzSk64nLfFydC04t8HpPhshXqC6/D4sq4hgf7sAGcDhPpek1IcjOgYe1IpO7YqUkpWrdlNQUEHfvp04rs/hWiF33DeD5at2H7W/pgnmfniXSvBKzLOkydy811hS8knt7FWJlJJkewYXd7uTbgn9oxab17+BnYWXIqUXecS4eSHcaCKBXjkf4DyiP19KiRFYiWXsAOHE7jwZTQvPdRe1olMrfTtrBZcP/x3XnvwgG1dEd+EBIQQjhvfkrDNPOCq5A1xw9nCczsOtQ4dDZ/zYviq5K+3CR/ue4YeSTzGkH7/lwW95CUgfJf4DvLLj9xzwbI9KXJZVza7Cy7CssqOSO4CUHkyrhF0FlyLl4ZFTQgjsjhE4Ey7G6T43bMm9KdS7vwE+r58n7nyTyrIaCveX8cgtr0Q7pJAmnjqQ226aTFZmEinJLiadOpDf3XVetMNSlEYVeHezrnw+AVl//ZqA9DH7QGRngB5UVv0+Voi4giSWrKbCMztiMTWH6hBsgGVKLOvwrDO/N7rTqxtz3tRhnDd1WLTDUJQGFXj3s7FyFaY06ZFwHBvL5x01Xr4++z1bqAgUk2LPjFCUQWXVbyFlTYP7WLKasqq3SE24MEJRNZ1K8A1wJzq5+ldTeePvc9A0jVsevizaISlKu1VjVPHyzr+xs3ozEpDSQtdsgIVDSPQGrqXqwk5loCTiCd6U9ZcmOJZhlYY5kpZRCb4RV95yBtOmT0DTNBxO9etSlJYwpckzWx+kwHvgqMU9TCtY0iGAkyTdd6gGe93HGyTYIl8G26F3I2DsbGQvgcPWPRLhNJvqg28Cl9uhkruitMK68mWU+AvrXbkJgtOKfFboCUAZjlzSHfUuDhdWGcnTEY3MUNVEAhlJP4lQRM2jEryiKGH3fdEX+KyGS/MGZP2NKJtwMDV3engCa0SSazIOWw+gbuVNAIEDp30gCc7I1rJvKpXgFUUJu0qj8b5sicAm7Oi1PccOzYVDc3NJ9zvpkxSdwQNC6PTMfgeXfQhCJHC4WJiGEG7czhPpkf1GTM7UBdUHryhKBGQ5O7Pfu7vBfZJsqfyi7wNsqFyE3/SS7erGwOSx2OqpW99WpJRU+dfjN4tw6FkkOQbXSdY2PYPenWbh8S+jrGoGASsPu96V9KSrcDtie9SaSvCKooTdqdlT2Vi5KuRarTZh59Sss8hw5nKKc1pEYsqv+oStpX/FsMoBHTCxaWn0Tb+bTklHL3sphCDBOYoEZ/tab0F10SiKEnbHJQ6if9IJ2IWjzn06Oin2NE7NnhqxePZUvMaG4vvwmQcwZQ2mrMSUNfjM/Wwovpc9FW9ELJZwUgleUZSwE0Jwfe87GJ91Jg7NiUtz49ISsAk7g1NP5M7+D+PWQ9fRb0s+o5BtJX8NuR6rJb1sK30Mv1kckXjCSXXRKHHDtCwW7thDQWUVQ3I7MaBT5BZWUBqnC50Lul7D1NzL2F29FROTLq6eJNtTIxrH/qq3G99Jwr7Kd+id9vPwBxRGKsErcWFTfhE/eeM9PP4AUgZXThreLZfnrriQBEf4LtIpzefQnPRNHhK185d5l2HRUH0ZsPBR7m3/FW5VF43S7gVMk+tem0lRVQ3V/gA1gQBew2D5nv088MncaIenxBhNNO0DXzRxv1imErzS7n27dSd+w6yz3W+azNmwhWp/A4tgKx1OlnsSumh44Q1NJJCdMDlCEYWPSvBKu3egvALDqpvgATShUVbT0AxKpaPpnHQBjaU+gUanxPZfblsleKXdG5CTXWdB8oOEgOykyIzOUNoHXUvghJxn0YSbuilQQxNuhub8Ez3Cy+uFg0rwSrt3Us+udE1NwXZMknfbbdwwdiQOtQ6qcowM9zhG5b5LTsJZCOwIHAjs5CRM5aTcmaS7x0Q7xDah1mRV4kJJjYffvD+bJbv2Ytd1TGlx3ZgR/GriKWgxWidEiQ2WDGBaVehaUpMvwMaKxtZkVU0bJS5kJLh58ZqLKaqqprjaQ/f01CYPj5RSxmyxKCX8NGFH06O3bmo4qQSvxJWspESykhqu3w3gMwyeWbiI11euosLno2tKCreOG8ulxw9RyV6JGyrBKx2OlJIb3/+AZfv24zODo2/2VVTw4JdfkVdZya0nx2Ztb0VpLnWRVelwlu7bx8oDeYeS+0Eew+C5JUuo9DU8y1FR2ouwJHghxFQhxCYhxFYhxL3hOIeitNQ3O3ZSEwjUe59d01m6b1+EI1KU8GjzBC+E0IFngbOBwcCVQojBbX0eRWkph66jN9DP7tBDrw2qKO1JOFrwo4GtUsrtUko/MAO4MAznUZQWmdqvH/YQSVwCo7p2jWxAihIm4UjwXYE9R9zeW7tNUWLCgOwsLj1+CG774WGUAnDZbDx8xhScamKUEiei9pcshLgJuAmgR48e0QpD6aAemDyJMd2788LSpeRXVjE4J5tfjB3DiC5doh2aorSZcCT4fUD3I253q912FCnl88DzEJzJGoY4FCUkIQTnDOjPOQP6RzsURQmbcHTR/AD0E0L0FkI4gCuAj8NwHkVRFKUBbd6Cl1IaQohbgM8ILlX+XynlurY+j6IoitKwsPTBSyk/BT4Nx7EVRVGUplEzWRVFUeKUSvCKoihxKibqwQshCoFdzXhIFlAUpnBinXruHZN67h1TY8+9p5QyO9SdMZHgm0sIsbShIvfxTD139dw7GvXcW/7cVReNoihKnFIJXlEUJU611wT/fLQDiCL13Dsm9dw7plY993bZB68oiqI0rr224BVFUZRGqASvKIoSp9pdgu8oywEKIboLIb4WQqwXQqwTQtxeuz1DCPGFEGJL7b/p0Y41XIQQuhBihRBiVu3t3kKIxbWv/du1xezikhAiTQgxUwixUQixQQgxrqO89kKIO2r/5tcKId4SQrji9bUXQvxXCFEghFh7xLZ6X2cR9FTt72C1EOLExo7frhJ8B1sO0ADuklIOBsYCv6x9rvcCX0op+wFf1t6OV7cDG464/RjwNyllX6AUmB6VqCLjH8AcKeVAYBjB30Pcv/ZCiK7AbcAoKeXxBAsWXkH8vvYvA1OP2RbqdT4b6Ff7cxPwXGMHb1cJng60HKCU8oCUcnnt/ysJvsG7Eny+r9Tu9gpwUVQCDDMhRDfgXOCF2tsCmATMrN0lnp97KnAa8CKAlNIvpSyjg7z2BIsguoUQNiABOECcvvZSynlAyTGbQ73OFwKvyqBFQJoQIreh47e3BN8hlwMUQvQCRgCLgU5SygO1d+UBnaIVV5j9HbgbsGpvZwJlUkqj9nY8v/a9gULgpdouqheEEIl0gNdeSrkPeBzYTTCxlwPL6DivPYR+nZud/9pbgu9whBBJwHvAr6SUFUfeJ4NjXONunKsQ4jygQEq5LNqxRIkNOBF4Tko5AqjmmO6YOH7t0wm2VHsDXYBE6nZhdBitfZ3bW4Jv0nKA8UIIYSeY3N+QUr5fuzn/4Ney2n8LohVfGJ0CXCCE2EmwG24SwT7ptNqv7RDfr/1eYK+UcnHt7ZkEE35HeO2nADuklIVSygDwPsG/h47y2kPo17nZ+a+9JfgOsxxgbZ/zi8AGKeWTR9z1MXBd7f+vAz6KdGzhJqX8rZSym5SyF8HX+Csp5dXA18CltbvF5XMHkFLmAXuEEANqN00G1tMBXnuCXTNjhRAJte+Bg8+9Q7z2tUK9zh8D19aOphkLlB/RlVM/KWW7+gHOATYD24DfRTueMD7P8QS/mq0GVtb+nEOwL/pLYAswF8iIdqxh/j2cDsyq/X8fYAmwFXgXcEY7vjA+7+HA0trX/0MgvaO89sCDwEZgLfAa4IzX1x54i+C1hgDBb27TQ73OgCA4inAbsIbgSKMGj69KFSiKosSp9tZFoyiKojSRSvCKoihxSiV4RVGUOKUSvKIoSpxSCV5RFCVOqQSvKIoSp1SCVxRFiVP/D1H6eWQVIqxjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell has a remove-cell tag\n",
    "fig, ax = plt.subplots()\n",
    "points = ax.scatter(*data, c=data[0], s=data[0])"
   ]
  }
 ],
 "metadata": {
  "file_format": "mystnb",
  "kernelspec": {
   "display_name": "python3",
   "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": "3.8.6"
  },
  "source_map": [
   5,
   30,
   36,
   41,
   47,
   51,
   57,
   61,
   67,
   102,
   107,
   113,
   117,
   123,
   128
  ]
 },
 "nbformat": 4,
 "nbformat_minor": 5
}