{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "92a993a8",
   "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": "652e6951",
   "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": "805dd4a4",
   "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": "9cef1541",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gy+1hcq++fL1rK7ZsWlvdpescmt8/yjO7jpAd5rs9C/i89Et8lo9+nr5MLziBQSkDkx1awkkp8Vf+hpD/FZBBIPLBHva/RTjwAU7PD/Fk/D4h38R7THLvLkzT4tqbnmN7UTnhsMXGTSUsW76dJx+5AqdTvZ2d0V8Om87p7z5NrRmq78VrQuDSdP519OnoWtedkVwequD3K++iOlxN0I4sgtvuK2JB+SKOyzuaCwf8sEcNKQZrHqhL7PtPm7ZA+gn5X0LTe+NOuybusXTop0oIcYMQYoUQYrkQ4gUhhFsIMUgI8a0QYr0Q4iUhROe92tUFrV2/i+JdlfWbeJimTUWFj2UxnMmjxFb/tEw+Ov0KLhlxCPneVLJdXmYOGMkbMy7miIKByQ6v3aSU3LPmPsqCZfWJHSIbb4fsELNL5/Bl6bwkRphYUgYI1DwYJbE3PMhPoOYBpAw2f0yMtLurJ4ToA1wLjJJS+oUQLwPnATOAf0opXxRC/Bu4Ang4JtEq2JaNYL+ekKC+JozSOfXypvKbycfzm8nHJzuUmNlYu4ldgV3YRL+mELJDvLHjbY7KO7xH9N7NwBew/+9mc8cG5+BwnxjXeDr6Pd4APEKIMOAFdgLHAxfUPf40cCcqucfM8GG9SU/3EAyZWJaNpgk8bgdjRnWP6wlKdLVmiLe2LuWTHWvQhGBG39Gc0ncUbj15WxWuqFxF2G55H9zyUAU1Zg1pjs65GC4a066i3PcRYasUQ8sm23syhp7Z6vNsuwRkG1YdSwvbir63cCy1O7lLKYuEEPcAWwE/8BGwEKiQsv4VbgeiZh0hxJXAlQD9+3ftC0qJ5HQaPPDPi7jnvg/YtKmU/v2yuen6U/DEodql0jlsrN7NBV88RcAK47ciyXTB7i38c8VnvHTs5RR4M5ISl41sYfvtxsd1BVLabKv4K8XVTyPQsWUQTTjZXHYHeannMCD7t2ii+Q9ToWWC0Gn15QodocX/PevIsEwWMAsYBFQArwBtLqQtpXwEeARg0qRJXePd7yRyclL5y+/PTnYYSgLYUnLFV89REfI1yhk+K0zANrnq6xd5c9pPkxLbiLShODVno/H2/aUZqaQbXaPXvmnPbezxvYWUwfr/13bd+Pnu2lcJ23sYlvtgs0NMDtexINuwob00I8fGWUcuqJ4AbJJSlkopw8D/gCOATCHE3g+NvkBRB2PssVYs38755z3IySfezc9/9jS7o1RuVLq3b0s3URHyR+0M2lKypaaMlRU7Ex4XwMi0EWQ40pteA6rj0pzMLDylS4y3+0Lr2ON7sz6Z78+WASr9n1MTWtLsOYSWhtN7HtBSVVIPrpQLEVp8So831JHkvhU4VAjhFZF3bxqwEpgN7O1WXgK82bEQe6ayslpuufklSnZVYZoWa9bs5NabX0p2WEqCrarcRaiV6pGrK3clKJrGhBDcPPJ6Uo1UnPtNinNpLiZkjueE/OOSEtuB2lX9NLZs+fqBLYMUVz3e4jGejN9iuKaCiLIwTXgxXIfiTv91R0Jts46MuX8rhHgVWASYwGIiwyzvAi8KIf5Yd1/L/zeUqNatK6bh9GfblmzZshu/P6TG13uQNMOFQ9MxrYYzUmSDf9l4knhRNd+dz9/G/5HZJV8yp3QuAStAoaeAUwpOYlzGmC7RaweoDa0AWhtSsfGFVrV4hBAOUrKfJhz4gGDNw1jhyPG6YxSu1KtxuKcjRGLWNXRotoyU8g7gjv3u3ghM6ch5FcjKSsGyGn8ZNwwNVww3mVY6v2mFI/n99+83uEc2GgQJ2Sa/W/IuGU4Ph/dqvL1jyDZ5ecvXvLhlHruDVaTobmb1PYSLBx9DpjN2wwIpRgozC6czs7Dr7l2ribZt8KKJ1vcVFkLH6TkVp+fUjobVIV13aVw3N2xYPsccOxK324Hb7cDlMrjhxlOSus+qknjZLi8/HXFkXe88ktiF2PcHoDLs55pvXmRNg+GZsG3ys+8e4z/rPqEkUIktJdWmn5e2fM0FX93P7qC6ftNQjncmWrShlAaEcJOTMjNBEXWckFHqXSTapEmT5IIFC+Jy7qo9NTx2+0vkFGRx0W1noHey/UBbIqVk8aItlJRUMXxEbwYP7lzb3SmJIaXkxU0L+cvSDwg3MxtDQ3Bi4UHcO/UcAF7Y/BUPrf2IYJR56LrQOC5/NH+ecH5c4+5KLLuWxdsPxZI1zR6jCQ8T+szFoWc3e4yUNuHQN1jmZoRw43QdjabnxiNkAIQQC6WUk6I91u2LkTz31zf59MV5GE6D4RMHctipE5MdUpsJIZh4yMBkh6EkmRCC8wdP4p7lHxOOUhceInPJvyxZX3/7xc1fRU3sAJa0mVOyihozQKqh9psF0LUUhvd6nDUll2HLADRadauhCRfD8h5uMbEHfO9SW3U7tqype74G0sTpPoHUjLsg9B124H2krEUYQzG8FyCM+K3x6fbJvc/QfAynARLy+uYkOxxFabfWlgw1/BZe2sqwiyE09gRrVHJvIN09hbEF71BU+TB7at9EYiHQyPaeQmHGNXidw5t9rr/2VWqqbo1aVyYU+JCKwAekiHQEPgBk8EtCtU+juWdgZN6FaGFxVHt1++R+2k+mMWh0P9KyU7tNyV+lZ5qUO4Avd62P+pgAJucOrL+d5nBTHqpt9lxhaZHhUHXk9+d2DGJI7t0MzrkLW/rRhKfV2S22XUNN5S1AoJkjTGwgKKtw1y8BinyrsgPvY1ZYOLLujdEr2KfrDEC3kxCCsUeMUIld6fJ+NvIY3Hr0/phLd/CzkUfX3z6z3xScWvRjBTAhayCZTpXcmyOEhq6ltGnaYsD3Gm1JpSEsml7jDGAHPsI2N7Qv0BZ0++SuKN3FhOy+/HniGXh0B17diQZ4dSce3cFfJs5ifPa+jd8vHHgkOc5UDKE3OocAPLqLXx50WmKD78bCoXlQN9zSmugDayZW7X9jGFFEtx+WUZTu5JS+ozm69zA+3rGKYn8lvT0ZnFR4EF6j8cK2NIeHpw+/hntXv8unxcvRhIZpW0zMHsSNB81kUKqaedV5mEhzdczPqpK7onQxKYaTM/qPb/W4TGcKd447l1tHn8GeYA3pDg9pjs61HWNpoIjvK+fhM6vp5e7DhMwjcevxr7sSSw7nkYQCn9Fa713QQrX3Ni6iOhAquStKN+fWnfTxNj+FLxnCdpDnt/yTdTVLsaWFjYVDuHh3x9PMKLyEw3JOTnaIbebx/oDa6t+1WurXgd5MOQYvuvuUmMelxtwVRUm4Z7f8nXU132PKEHZdTZewDBKWId7b8TRLyucmOcK2E1oKaRl/o6VqkBoCF3r0B4VA85we87hUz11JGCklSzbtYP767WR43Zx88HAyUzrXMEF3ELJMLGw8euILzG3zbePjXR+zzbcNj+7hqLyjmJQ1CYe2bx73Dv9mNtYsx2ymCmNYhni/+L+MzzwioYXHwlY5pTWv4wuvQdO85Hink+6a0qYY3N4zQXiprfwNUlbWdeIFyDAOLRO3HUCIaFMl3TiyHkaI2P8eqOSuJIRl29z0xDt8s3YrgXAYl2Hwz7e+5F8/mcXkYf2SHV63sKhsM/ev/pilFdsQQKEni58OO45T+4xPSJJ8ZdsrfLzrYyxp1e+rurF2I//b/j9uO+g2spxZACwu/wKzle3o/FYtO/yb6OMd3OJxsSClpKjqIbZVPIAQWl1Nd0FJzSs49XxG9XoKt6P1n1G352Rc7pMwQwuwrE0g3DhdRyJEOlbto1g1jwNBIitXQwjnIRjpt6A5xsbldalhGSUh3lu4mm/WbsEfCiMlBMIm/lCYm558Z79ytkp7zC5exc++fYYl5VuxpcSSkm2+Mv64/C3uX/1R3Nuft3sen5R8QliGG22YHbSDlIXK+Puav9fP8a4xK5HNbKq9l4aGz2q+zkss7ah6lO2VDyEJNtisQ2JLHwFzC8uKzyJslbXpXEIIHK7JuL3n4vacjqZlI4SBkXo1zvxvceS8jCP7aZy9vsCZ82zcEjuo5K4kyBvfrsAfatpbMy2bZVuSs5NQdxG2TW7//n8EotSSCVhhnt/8DVtq98StfSklb+54k5Adivq4jc3u0G7W10RW1+a5CjFaWW5vSZMsZ17MY23Sju1jW+V9ze7ABDamXc3O6o7PQxdCR3MchOacgNDjPxVVJXclMZJffLTbmle6vsW6M5a0eX1rfKquAlSb1ZSFWu7ZBu0gSyuXAnBIduu7M/Vy9yXXVRCT+Fqyx/chraVBSZDiGCT3RFPJXUmIM6aOxuNseonH0DXGDoj/L3F3VhqsxrKbH+Ywpc0Of0Xc2rel3ew+qg1ZdeWKMxw5HJV3Oo5mNr5wCBdn9rkypjE2J2hux5atry417bIopQM6N3VBVUmIGZNG8unS9Y0uqAoBf79sJkYXqrHfGRV6MtFbqIHiEDoDU5qvKW5Jm0+KF/LKttnsDJSRors5pWAqP+h7FBnO1FbbT3ek49bdhM3m9yB1a26GpQ6rv31S/nl49VQ+3fVK3bcOgS0tsp29OLvfz+jrHdpqu7Gga6kInEiCLR6nCVeX2TJwL5Xc20BKyYaVRTicBgOG9U52OF2Srmn884rTWLJpB9+t20ZmikdNhYyRqblDcOo6tc1sAaoJwZn9D4n6mGVb/HrZ4yyr2Eigbsw8YIV4aets3t3xDQ9Nup5e7qwW29eExsn5J/PWzreaHXd3ak7GZ+5bVSuE4Ki80zg89xQ2164mYPnIcebT2zOgDa84drK9J7Gl/O5WjtLJ9nSdRVV7dfudmGLhnpueZ+77S5FScvaVx/GjGzrPXpH+QIi/3fsB877ZgMOhc/H5h3HODyYnOywlwebv3sgvFjxLyDKxG4y/u3UHPxt+PBcPPjLq817f/iWPbngn6sYemtAYnT6Qeyf+vNX2LWlx/7r7WVO9hqC9rxesCx2HcHBi/jGsqlpErVlNpiObY3tNZ2LWYRjNVK5MpFUlP6HC/yWS6B9MmvAwtverpDgPSnBkrWtpJyaV3FtRWx3ghxN/g2VGxjSdLoM3V7f2SZ84v/3jG3zz3QZC4Ui3ze0yuPEXJ3PStNFJjkxJtHVVxfxn3ed8WbIGS0pGZxTy0+HHcXjesGafc/68P1ASLG/2cadm8MSUWyjwtL7RjS1t5pfN573i9ygJlODSXRySNZFVVd8RNGsJyX3J06m5yHcVcN3w23Hpyd0wxLJrWL7rQvzhDfuNvxtowmBozt3kxmjvVGntRFo7QHgRxog2lRRuSY/eZq+jXG4HTpcDvxlECMjMTUt2SI3M+3YDprnv+3ggaPLBJ8tVcu+BhqX35p5DzmvxmMpQLXNLV+KzQgxOzWdXoJyWhpIdwmBzbXGbkrsmNKbmTGVqztT6+/6++rfUhqvqSwzsFbKD7AwU8eLWx7lk0DWtnjuedC2Vsb1fpcz3IUVVjxAIb0UTLnK80ylIvwyPY2CH27BDCzCr7kKGV4BwAjYID3rKT9BTLkeIZkoTdIBK7q0wHDp/fPpKHrrjfzhdBtf/teVfnkQzdK1RcodI711RGpJS8tC693l121foQsOUNobQCFkGDt1EaybBSyRePfqsltbs8G+lyL+tSWLfy5RhllTM52yzmhQjuZ0mTTjITZkZsx56Q1bgE8zya6nfqUnWDVvJWqzqe5GhBRhZD3e4F78/NU2hDUYdMogH3rmJf7x2Hf2H5ic7nEZ+eNbkRsnc5TK44NxDkxiR0hk9tuFj/rdtHiHbxG+FCNf9LRGELIPmRmd1oTEmY1C72lxXvbrVfV8NYbCpNvrWgd2BtCsxK66j+S34/NjBuVi+l2PeturidXGXXnQEWVkpfDJ7JR63gx+dfzhjRqktBZV9fGaQF7bMiXrRNEJg2hoOvfFceZfm4MeDT0XX2jtk0Nbrecm/7hcvlu8Vmv3krOfHqv03uveHMZ1u2aOSe9muSlYv2Mj4I0eQktE99o8UQnDGzIM5Y+bByQ5F6aQWl2/EEFqLM7kFBh5dIKVEEwIbyY8Hn8rMPoe3u90hqSNbXdxkSpMBCZrTngx24H2a77U3YBWDvRv02JVc6DHJPeALctXhdxAKhskpyOTx+X9KdkiKkhChZnvs+2Q60/jDuPMp8peSZniZnD0CVwdLBvf1DiDfXcgO/9ZGxcT2MoTB2IyJpDnSO9ROpyZbXhxVT+ggo0/FbK8eM+ZeXV6LryZAoDbIzk0lWKoSodJDjEzvS1g2s8IJEAjGZQ5kXOZgTimYypF5Yzuc2Pe6csiNpDnScexXKMwpnOS5enP+gB/HpJ3OShjDaVOalRL05lcRt0ePSe55fbI599rp5A/I5Zq/XYiulrwrPUSBJ5vxmYMwmplu59QMLhhwTFzaznLmcNtBdzOj4GxynHl49BR6u/vwg74/4pcj/4BH7x7Do83RUy4FWpttpKN5ZiGaqbXTXj1yEZNt23z1zmKEgMNPPRhNU4le6d4qQrVcNf8hdger8FuRr/86Goamc82wGZzVv/1j60rLwmVXYgfnEn3sXYBIw5n3LkI/8IkQahHTfp675x1efeAjBPDDtcWcf9OpyQ5JUeIq05nCM4fdwOxdS3m7aD61ZoCD0vtxbv8jGJjauab3djdG1r8wK27EDnwGWEDdvgYiBUQqjuyn2pXYW223I08WQmQCjwFjiMxnuhxYA7wEDAQ2A+dKKZtf35wEG5ZtI+iL9F7WL9ua5GgUJTGcmsHJBRM5uWBiskPpUYRw4ch6ENvciFX7AlibQKSheU5Dcx0Tl9Wp0PGe+33AB1LKs4UQTsAL3AZ8KqW8SwhxK3ArcEsH24mpi2+dxYalWwHBRTefluxwFEXpATRjMFrGrxPWXrvH3IUQGcASYLBscBIhxBrgWCnlTiFEAfC5lHJES+fqzIXDFEVROquWxtw7ciVxEFAKPCmEWCyEeEwIkQLkSyn3bopZDEQd0BNCXCmEWCCEWFBaWtqBMBRFUZT9dSS5G8BE4GEp5cFALZEhmHp1PfqoXw2klI9IKSdJKSfl5cV/I1xFURozbYuw3XTTcqV76MiY+3Zgu5Ty27rbrxJJ7ruEEAUNhmVKOhqkoiixs6R8I49u+JBlFZuRQD9vLpcOmsaJvQ+OaW0TKSVhGcYhHF1ui7ruoN3JXUpZLITYJoQYIaVcA0wDVtb9uQS4q+7vN2MSqaIoHfZJ8RL+svKVRkXEtvpKuXvVa6yu2s61I07vcBu1Zg3v73yHOaWfE7SDaEJjUtZkZhaeQb5bbVOZKB2dLfML4Lm6mTIbgcuIDPW8LIS4AtgCnNvBNhRFiQGfGeSu/RL7XgE7zJtF3zK94BCGp7d/znV1uIo/rbqDqnAVpowM+VjSZn7ZtyypWMwvR9zKgJT2lRBWDkyHlmZKKZfUjZuPk1KeIaUsl1LukVJOk1IOk1KeIKUsi1WwiqK03+cly2hp26WwbfLatq861MZzW5+mMlRZn9j3srEJ2gEeWn8/nWFVfE/QI1eoKrFTXu3jkbe/4culG8lI9XDJ9EmcNKnFma9Kkuzw7yFgNV950Eay1df+mWs1Zg3LKr7HambnJQCfVcua6lWMTB/V7naUtlHJXWk3fzDMRX96nt2VtZiWzc6yan731EcU76nm4pOjTr1VkijbmYZLczS7aYcA8twZ7T7/rsBODM0gbDVfYtiSFtt8W1VyTwBVMUtpt/e/XUVlTQCzQfnkQMjkkXe+IRRWU+w6m+Pzx7e47Z1bd3JGn8PafX5DOFodchFoODRHi8cosaGSu9Juq7eW4A817aVJKdlT5UtCREpLMp0pXDroBFxRkqtLc3Bw1hAOzhrc7vP38/bHEK0NBkjGZkxodxtK2/WYYZnn//oWHzwzh7OvP4XTfzIt2eF0C8P75eFxOpokeIEgJ73r1OmuCYV4a9UqvtteRF6Kl3PGjGF4bmw3TmhoQ+Ue7l/6FZ8WrUdKOKJgANeNO5LR2fGvznjxoOPJdqby6IYPqTWDaHUXWM/qdzhXDD6pQ/PRNaFxauEsXi96hZDddGzfIRyMzRxPjiun3W0obdcj6rnXVvo4Z9C12JaNpmu8u+dRtagiBmoDIc66/SnKqn1YduTnyO00uHzGVK6YMSXJ0bXNprJyznnxBQKmhT8cRhcCh67zi8MO5aopsX8NS/fs5LyPnidomVh1v3sCcOsGjx53NkcWDIx5m9HY0ma7bzemtOnrzcWpxaafJ6Xkte0vMrvkU2xpY2EhEDg0J4NThnDN0Otx6bHdlKIn6/H13N2pbvL751C2q5L+IwpVYo+RFLeTZ39zIQ+9OY+5SzeSkRKZLXPqoQclO7Q2u/qtt6jwB+pHoi0psUyTf339DUcOGMCY/Nj2pm+Y+w4+s/E3HQn4LZPr577Nd2f/vL43HU+a0Oif0ivm5xVCcHa/8zk673jmlM6mOLCTDEcmR+QezaCUwep3D5DhpciaxyD4ORACLQe8FyK85yO0rJi10yN67gD+mgCbVmxn6PgBON3qgo4Ca3fv5gfPPY/fbHrxVxOCc8aM5s8nnRSz9tZX7uG0d5/Eb0W/2JxiOHni+LOZmt8/Zm0qnYtd+wRU3wuEoNGm4S4QXkTOCwij7dc94lUVskvxpLoZNXWoSuxKvdJaH0Yze+naUlJUVR3T9soCPgyt+Y0ZhIDyoD+mbSqdhwx+WZfYAzRO7ABBkBXIsh8hZfNrEQ5EjxiWUdquZE813y3fQla6l6ljB2AY8dklpjMYlpNNyIy+4Mal6xxcUBDT9galZxNsptcOYNo2QzPidyFXSTxpV2Obm0BoUH0vIuo+qvVHg6yFwEfgmdnhtlVyV+q9+tFi7n/+C3RNQwhBqtfFY3eeT6+ctGSHFhe9UlOZNmQIn27YQNBqnOR1TeOC8eNi2l6eJ4VjCgfx+Y6NhO3GPTddCA7K6sXQDDWTpDuwrWICVX/B9L8HwsHexO1AxymM5q89SB/S9yIiBsm9xwzLKC0rKavm/ue/IBS28AfD+AIhdlfU8LenPk12aHF19/STOWrgQFy6TqrTSYrDQa7Xy9Nnn0Wv1FQs2+bjjeu55dMP+fXsj/lm+7YO1Ua55/CZDE7PJsXYNzyYYjgp8Kbz72POjMVLUpLMNrdRW3Iypv8tIsMtNZEeORDGwidDLf8M2XtiEofquSsALFyxDV3XILyvB2vbkvkrtiQxqvjzOBz854xZbKusZGVJCVkeD5P69EETgupQkB++9hJbKivwhcMI4I01q5hc0IdHZ56BQz/wIasMl5v3Tr2cz4o28M6WVdhSclK/4ZzcbzjOdpxP6Xx85VchZSVNx9UjJJKADOMRzugn0GOzeZFK7goAWRleBE2/KqaluJMQTeL1y8igX0bjuip3fP4ZG8rLCNUN2UjAFw7z7Y7tPLJoPtdMPrRdbemaxon9hnFiv2EdDVvpZKzwauzwOppL7PXHYSOlbDo8I1IQ3gtiEosallEAmDS6PxlpbnRt3w+b22VwyelTkxhV8vjDYd5bv6Y+sTcUME2e/H5xEqJSOjszOAdaqIrZkNXkA0ADkQau2KygV8ldAcDQNR6943yOmTQMr9tJfk4av7jgGM46YXyyQ0uK8oC/xcVEZf7uVTtnQ80O3tg+l7eL5rHTH5sx3x5Jhmhrcm/MA1o2IvtZhIjNdG01LKPUy81K5c/XnZbsMDqFHE/LtXF6p3aPGURlwSpuX/YEm2p3IpEIBBLJpKwR3Db6IjyqVMAB0YzBIDz1F1CbpyNEKmBHxti9FyM8ZyG02P1cqZ67okThMgzOGTUGV5SLnB7D4KcTJychqtgK2SbXLvoX66q3E7TDhGyz/u8F5Wu4fenjyQ6xyzHcJ9CWtKoZQ3H0/h6t9zK0vM/QUi6NaWKnTVEoSg912xHHMLmwDx7DQENgaBpu3WDmsJH8aNyEZIfXYV+Wfk95uDrK2G8k8a+s2sKaqm1JiKzrEsKJO/2OSO+9WR7cGX+MeyxqWKYDijbvZtWSLQweWcDgkYXJDkeJMZdh8N8zzuH7XcV8sWUTDk3jpMFDGZLdPRYafbhzfovb7oVsky9KljAivV8Co+r6nCnnIgkTrPwdkf5z3fUZkQJoeLMexHDFf6KCSu7ttGbpNm65+BGEEEhb8n/3XsDU47pONUSl7cbn92Z8fu9khxFzfivY4uMSia+VY5ToXCkX4vTMIuR7HSu8CNBwuI7C8JyCEIm5jqGSezu99+K3BP37Sre+9vgcldyVLmVUxkDWVm/HlNFnd3g0JyPTVYXK9hJaKq7UHwE/Skr7asy9nfIKMnA4I5+NuqGRV5iZ3ICUuPGFw1QFu18P9ow+R7Y43VMIwbG9JiQuICWmVM+9nc7+8TGsW76d77/dyJCRhVx5a8cL/Sidy8rSEu784jMW79oJwICMTH595DEcN7D9+4x2JgWeHK4ffg73rX2VsG1i121ZYggdQ+j8YewVuPVmlsgrnV6P2axDUQ7E+rI9zHr5OXzhxrsmuQ2D+08+lRMHD01SZLG3vrqIl7bOZknFOjShcWTuWM7udwwFnu5x4bg76/Hb7CnKgfr7N3Px75fYIVJ64HdzZnPCoCHdZsu4oWl9+PXoi5IdhhJjasxdUaL4YstmmvtOu8fvY0dNbHdpUpRYUz13RYmipV65lDIhm1gryRW2Sqjyf4EtfbiMgaS5j0SIrlOWWSX3JHv95W956t+fY1k2p555CFddd2K3+brflZ04aAhvr11Tf5GxoYK0NHqnpCYhKiURLLuGLXt+RaX/E4TQkdJCCAdCOOmX9UeyU7rG5AmV3JNoycLNPPHwbIKByNju+28uYsCgXGbMmpjkyLouKSVzNmzmtSUrqA2GOHHkUGaNOwiP48Aq7d146BF8tnkTteEQdoNJB27D4A/HnKA+gA+AaZtIJA6t829Ob8sAa3edTSC8AUmQvW+9lEGQsKXsRqQMkpN6VqvninwoJK+nr5J7Eq1dtQOzwQbNgUCYZUu2quTeTlJKfvXGB3y6ZkP9LJeF23bw+NcLeOWKC8j0tH3jkf4Zmbz5wwv5y1dfMHvzJizb5uDeBdx6xNFMLuwbr5fQrSwun8+7O9+gyB+pT5PnymdGwSymZh/RaT8c99S8gj+8EZsgssHmNWLvLRlgW/mvyfAcRyD4JZa1C03Lwus5CV3LwLJ2EKh5hIDvxcj2ejhxuqfjSbsGwzE6oa+lw8ldRD6aFgBFUsqZQohBwItADrAQ+JGUsvkCFj1YvwE5OBw6lhkp3ORyGQwZlp/kqLquORs2N0rsENl0Y2dlNffO/oo7ZxzYJgiDMrN45NQzkFIiQY2zH4DXt7/M7NIPCdn7fvVLgsU8v/Up1lav4kcDftwpE/zOqgewCAKi7k+ErPujIZEyzPodE3FpBlKGI/XXy39FqucEtNBckEFg789giFDgHUKBj0jJvBu39wcJey2xmC1zHbCqwe2/Av+UUg4FyoErYtBGt3TokcOZPnMCuqFhGBoTpwzmjHOnJDuspPGFwjz40Tym3/UEJ//lce7/4CtqA23vF7y2eEWTeekAYdvm7eWr2x2XEEIl9gOwuXZjk8S+V8gOsqD8W5ZXfZ+EyFoWtioIWsV1t/Z/vyO3bQQ2YUwZRspaIISUtUiCiMAHdb31/X8GbSBAbcUtmOGVcX0NDXWo5y6E6AucCvwJuFFEPoqPB/ZuAvg0cCfwcEfa6a6EEPzsxulcdtXxmKZFWnpLZUK7t7BlcfFDL7GxpIxQ3VDVU3MW8uny9bxy/YU4jdZ/VGtDLVQ4NNuzO47SHp/sep+w3fRDdq+QHeSj4ncYmzEhcUG1wZ7aV2ma1BsS7O3D73+Us/6xlp4fwl/zH9Ky7utYoG3U0Z77vcDN7NsNNgeokFKadbe3A32iPVEIcaUQYoEQYkFpaWkHw+jaPF5nj07sAO8sWsWmkjJC4X1JOGRa7Kio5v3v17bpHCeMGILHEf1DYMqAnjFOXhKo4sMdy/ho53LKQ63tBhQfm2s3IptdJRCxdxy+PYJWDdXhUswo3ww6orTmhTYdZyMwROPX5xCiDcNMFqHAe+2M7sC1u+cuhJgJlEgpFwohjj3Q50spHwEegUj5gfbGoXRtUkoe+OBrHvvsO6z6qQnUD3n6Q2G+XL2JWYeMavVcs8aN4vFvFlJcWU3Y3rcBhcdh8KtpR8XnBXQSfivEHd+/zue7VuMQOiAJS5uZfcbzf2NOw6ElbtZGW2bF6OLAU0+RbynzSp+g2L8are41Dks/lsNyLyXN0asdkTZm2pVtOCqSwI39PrzaPGgnAwcUU0d0ZFjmCOB0IcQMwA2kA/cBmUIIo6733hco6niYSnf11oKVPDNnIbbc91VX7v2PAF0T5KaltOlcXqeDV6+4gHtnf8Xby1cTMi2mDuzLL48/ipG98+L0CjqHGxY8z+KyLYRskxBm/f3vFS0laJv8acLZCYtlSvZhvLfzTcIy+tCMjs4hWVPZ5lvH5yWvs75mGRKbPp4hHNvrTEakHdzkOWsqP+WT4n9gykh1TrtucGB15SdsrP6a8wY+QKYz6iBBmzn0PEx7dytHSRzY7N9Jt4G2fHwKkdm+4Nqh3cMyUsr/k1L2lVIOBM4DPpNSXgjMBvb+JF0CvNnhKHsYKWWjKZLd2ZOfLyAQNhvdV/97I8Gh65w9ZUybz5fpcXPnjGksvPkalt12LY9d8INun9hXVhaxpHwrQdts8ljADvPxzhXs8FUkLJ6j8o7H0FroNwpBusPJIxvuYGXVfIK2n5AdZFPtSp7dfA9vFT1Bw4KGfrOyUWJvSGITsmt4v6jj29blp12KJlreGB3AK5r+boakTetFGJ24UhJXwycetWVuIXJxdT2RMXi1y+4BmDd3LbNOuYdTpt3Fz37yOOVlNckOKa72VPui3i8Ah67x6zOOY2jv3MQG1cV8snMlQatpYt9LAHNK2j9b6EClGmlcP+xWvLoX0WjAInIxUhcWc0pfIyxDTcbmwzLI/LJPWVH1Xf19Kyrfb7E9iaQstJU9wc0dijvbezqGlkFzfXCBE0eU8XYAk0jvvaX8LoQbT8plHYrxQMQkuUspP5dSzqz790Yp5RQp5VAp5TlSRvm4VaLaVVzJn373Oj5fCClhw/oS/nDn68kOK67GDyiIOl5p6Bpv/vJizpzc9l57TxW0wi1ewLSk3WLyj4cBKYMZmzEeXeybYQKRDxpDBFrs5YZlkNklr9Xf3la7OGqvvTFBsb9jH2C65mFk/mu4jL5oouFQoIYmPKS6JjIw606EiL4YzocToWXX7ZXaMLQUhMgmPfdVNL3j1wbaSq1Q7UQ2btiFbugQjPwiWpbNujXFrTyra/vFKUfw3YbtBELh+vTkcRice/g4+udmJTW2ruLg7AG8vm0hvmY2u3ZoOuOyErvJtc+sZUnFfGwstP0+vQ3RdMx6fzv8m5BSIoRAiNb7oAKB1objWuMyChlb8BmVgS8orXkZ096DS+9Pr7SLSHFOQAiB0zGAsoo/ErY2Ag7ARNd6kZV+M6neWYSDnxOofQrb2oHQMnF5z8PlmYkQiZ0Rp5J7J9K7IBNrv7H2XvnpSYomMUYU5vHfn/+Q+96by/dbdpKZ4uGyYydx1lTVY2+rY/JH4jGc+K1Qk/67JgT57gwmZCV2L9TNvg3owmj2ouqBGJx6ODt8ywi3MNPExqSPd3yH2wIQQifTczyZnuOjPu51H4e393GEzS1YVgmalonDGFo/FdLpnobTfWCroeNBJfdOZNDgXpx/0RE8/9+vMAwN3dD59R1nJjusuBtRmMdDP+7+rzNeHJrOI1Mv44qvHydkm/U9eK/uJM3h5uGplyR8qX9Lwy6m1KLOOGmoj2dwfcwjM07gq9JHaW7kScOgj2cc6Y7Elu5wGANwGAMS2uaBUMm9k7nokiM5afo4ystr6N8/F49X7WGptG5IWi/en3YTHxQt4/Ndq9GE4KSCMUzrPQqnbmDaFvN2r+aLkpXY0uaw3BEclz8GR0uzWjpgQMpgTBl9nD9kGzj05hcgOYSL43rtq7ro1Dyc3vePvLnttsiyf/Z9u9WFk1Qjh+mFt8Uu+G5C7aGq9HhbKyp4adkytlRUMLpXL84dO5Ycb+tT4rqKkkAlV8//DxWhmvpevUd34tGdPDj5SgamxOci3xObHmRJxfyoSd4pLNy6Wbdof18OcmoupmSfyMzCS5s8pyK0g4VlL7O26jNMO4jXyGZC1pmMzZyJU+8+79eBaGkPVZXclR7t9ZUr+c3Hn2DZNmHbxm0Y6ELwxFk/YFKfji2K6QyklJz31d8p8pdhSbvRYwLIdKbyxtG34oxDDz5g+fn72j9QGtxFyN4328UhHHiNFC7qfxlLKj5nXfX32Nj08wzl2F5nMiwtNmPnySCljWWuQtq1aHofdCO+P0Nqg2xFiWJXTQ2//uhjglaDmvpmpJf50zfe5JurfopD7zrbqkWzsGwDpcGqJokdIkPYQSvE7F3LOLmg6arQjnLrHm4ecSfflc3js5L3qQxX4NVTOCpvGkfkHIvXSGF0xiExbzcZpLTx1z6Or+YBpPQj0JEyiOEYTWr6b3G4Jic8JpXclR7rzVWrmn0sbNvM3bKF4wYPTmBEsTe/bD3+ZqZIAvisEF+Vro5LcgdwaE6OyD2WI3KPjcv5OwMpJdXlPycY+AjwR+6re8wML6Jiz3mkZz+My31SQuOKxwpVRekSiqtrGvXaG7KlZI8v+urZrkTbb41oNK0fobQkGHiLYPBj9ib2pgJUlf8M265OZFgquSs91/iC3qQ0s7eqlJKD8hK3mjBeDs0dgVtvfsaVV3dxbH78t3+TUrI7WMJ232Zqze5VUsNX/QDIVjoCUhDwvZKYgOqoYRmlx5o+bBh//vwL/KbZaBNsh6YxMi+X0fldP7mPyxxAP28uG2uKMfcbd9cQpDncHJXXejnljlhWsZDXi56nIlSGLnRMaTIqfRxn9buYbGfXrhskZRDLbEvZAx+hwId4Uy+Pe0x7qZ670mO5DIOXzvshg7Ky8DgcpDmduAydiYWFPH5m91hUJYTg3kMuZ1BqPp4GPXiP7qS3J4uHJ1+FEcda7/N2z+bJTQ9QGiwmLEMEbD+mDLOschF3r/o1ZaHWSux2ctKirdXcZZPt9+JL9dyVHm1gVhYfXnoJK0tKKa6pZnB2NoOyuldNmyxnKk8fei3fV2xmXulqLGkzOWcYU3KGxqQeS3N8Zi2vbns6agkCicRn1fLatmf4yZAb4xZD3AkPQstE2ntaOdCBwzEuISHtpZK70uMJIRid36tbDMM0RwjBhKxBTMgalLA2F5R9FSkh0MxSGolkZdVSfGYtXqNtG7J0NkIIPClX4Ku+D2ipcqWGJ+XSBEW1t0VFUZQ42BkoItTKPqeGMCgLde09lD0pl9eV8m2mryw8uL0XohsDExmWSu6KosRHipGC1kqKsaSFu4uXDtC0NLJy38FwHExkx9G6JC88gAuP9wpSM36f8LjUsIyiKHExMeswPtv1PrZsvvee5cwh19X1h8M0PZesvDcww2sJBT7EtqvQjf64PKejaRlJialHJfdHb3+ZD/47l1MuOZof/y5xGwYrSk9U6OnHsLSDWFu9EjPKRVWHcHJGn/OTEFn8GI7hGI7hyQ4D6EHDMtUVtbz+8CfUVvr434Mf4qtuvvC/oiixccXg6xieNgqHcNYP0Tg1Fw7h4Ox+lzA2s3vUlumMekzP3ZvmofeAXMqKK8ktzMSdouqkK0q8OTUXVw+9mZ3+7Sws/xqfWUuBpy+Tsg/H08XH2ju7HlXy118TYMOybQwd1x93iivu7SmKosSTKvlbx5PqZsxhw5IdhqIoStz1qOSuKJ2VlJJFu4v4etdmNKFxfJ+hjMzs+rNIlORRyV2JiypfgH++8SUfLVoLwEkHD+eGM48i3euOaTuWbTN7zUbeXLoKy7Y5dcxITho1tEttslEZ8nPJ7BdZX7WbgGkihOCBFXM5LH8ADx15Fi5d/Zp2FlJahM3NSBnGYfRD09q+slZKG2luBPwIrRCh58QvUHrYmLuSGLYt+eFdz7J5VxlhK1KJ0NA1CrPTOXRUf1ZvL2Vk315cfNxE+uZmtrsdy7a5+oU3WbC5CF84MtXO63AwvHcuz1xyNk6jayTF8z75L4v3FBG2G1dtdOsGM/uP4u5DZyYpMmUvKU3Kqv9NefV/sKUfgYaUJmne08jNuAWHUdjCcy2s2qewah8BWQvoIIMI51SM9FvQHO2vytnSmHuPmQqpNFVV4+eu/3zEaT/9Nxff/Axz5q+PyXm/W7uVoj2V9YkdwLRstpZW8OrcZXy/eSevzlvKOX99lpXbdrW7nfeWr2V+g8QO4AuHWV1cyksLlnXoNSTK2spSlpbtbJLYAQKWydtbVlIe7PqbhnRlUppsL72QPVX/xLL3IKUPW9YgCVDl+x+bd51IyNzSzHMtzPKfYlX/A+zSSN13WQ2EkKEvCe8+Bzv4dVziVsm9CyouruS7+RvZuq21SnTNs23J1Xe8xHtfrGBPRS3rt5Ryx/3v8uWCjif4zbvKMa3oe3ZaduSbomVLfKEwf37lszads8Ln59sN29hQsu81v7p4Gf5w08UxgbDJq4uXty/4BFu8u6jFnZCcus7K8vZ/ACodV179GP7QAqSMttOShW1XsmP3T6I+16p9ti55N7dLk59w+ZXNnLtjusb3VqXe+x8u5b4HPsYwNEzT5vxzp3LJj4484PMsXVNE8e6qRkk4GDJ5/JWvOWrS0A7FOLh3NoauETKjbGG3Xx5bvrUYKWWkemAUti25693PeXn+MlyGTtiyGZibxUMXzyIYjr5FHkAwWtudkFt3oDXz2iGy3Z/HiL5blBJ/UtqUVT/cSvK1CZkbCIRW4naOavBciVX7H5pP7PVHYvvfRveeG4uQ6/X4nvuCz1Zw2ZTbufWse6muqE12OC2qqPBx778+Jhg0qa0NEQyavPDyt2zcdOBV9cqrfFGTSnlVx4cAJg3rR/+8TBxG6z9eHqej2cQO8OSXC3h1wXJCpkV1IEQgbLJu124uf/w1po8ahjvKuLpD1zn5oI59QCXKsYWDMe3mP4gcmsa47ObHc5X4Mq0ibNn6toBSWviCcxvfaRWBXdF6I9KH5X+3fQG2oNsm95f/+S6nZl7GAzc83eJxd131OMVbdrP8m/W89tAnCYqufXaVVDZJmLqusb2o7IDPdfBBfQnv17s1DJ2jJg3pUIwAmiZ4/Ppz+cHhY8nwusnwuhnRNw+nS2/Uc3c5dM46bGyL53py7kICYbPRfZYtKamqYXheLr3SUnA2mBnj0DQyPW4uPaxrLGvPcHq4atThePSmvXOPbvCbiSdiaN3217TTkzJM29KkXXdsw+cGQLRx1lYchmW67U/N+098jhm2+OT5r1o8zu11IUQkSaakexIUXfv07p3ZZCzbsmz69zvwKVWZ6V5uufJEnA4dr8eJx+1gYJ9sfnregQ/xRJPidvJ/5x7PF3dfzRd3X82zvzyfo0cPxmnopLqdOA2dIw8axLWnHdHsOaSUlNVG/6EXQFmtn1evvIBLDp1I7/RUeqWlcP7k8bxx1UVkpXTu97Kha8ccyc0TjiPL6cGrO3DrBgXeNP46dSY/GNTyh58SX4ZeADS9frQ/IVy4HAc1vk/vDdJs5hkN6Yg4FBtr91RIIUQ/4Bkgn8i1skeklPcJIbKBl4CBwGbgXClleUvnisdUyG/eW8yTd7zCGT87kVMuO67Z4zavKuKZv75NwcA8Lr1tFg5n574M8dnnq7j77+9h6Bph0+aKS4/i3LOntPt8ldV+lqzaTnZmCmOGFbQ4RBILO8qq2FJSzoBeWRRmp7d6/Il/e5yi8qom97sdBi9cdR4jCvLiEWZSWLbNlppydKHRPzUz7u+F0jbFZbdSWfs80Hyi1rVchhQuRuzXUw+X/wI78D4tf0C4ceS+gdaOBN/SVMiOJPcCoEBKuUgIkQYsBM4ALgXKpJR3CSFuBbKklLe0dC41z/3AlJXVsL2onPz8DPJ7tZ4gu7J3v1/N7f/7uNHQjNPQGd+vgKd/ck4SI1N6CtPazebiaVh2GdD0+ogQbgpzHiXVM63JY7a5kfDu0yNTIKNyo7mPx5H1QLtii8s8dynlTinlorp/VwOrgD7ALGDvQPfTRBK+EkPZ2amMG9uv2yd2gFPHj+TXM48jO8WDy9BxGjrTxwznoYtnJTs0pYcw9FwG5L+P23kwAjcCN+BEiBR0rReFOY9FTewAmjEYR/ZzILJANFzNagAuNPcJGJn/iEvcMVmhKoQYCMwBxgBbpZSZdfcLoHzv7f2ecyVwJUD//v0P2bIl+iKAlhSt38mSz5Yz/Yrj0bvQcnPlwNm2pKzWR6rbhdvRuYfOlO4rFF5PbWAukjAux3C8rqMQovU+spRh7MDH2IF3kLYPYQxBT7kQzRjcoXjiWhVSCJEKvAZcL6WsajhOKKWUQoionx5SykeARyAyLNOetp/+7UvMfvErhh48iBGTu8bUN6V9NE2Qm9b2Oh6KEg9Ox1CcjgPPNUI40D0z0D0z4hBVdB1K7kIIB5HE/pyU8n91d+8SQhRIKXfWjcuXdDTI5lz2p/M55KTxDDukY59+itJV7PBVsrqiGK/hZGJuf5ya+saqRNfu5F435PI4sEpK2XDQ6C3gEuCuur/f7FCELSgYlE/BoPx4nV5ROo3KkJ9fzX+db0o349R0JBKB4OaxJ3LuoInJDk/phDrScz8C+BGwTAixpO6+24gk9ZeFEFcAW4DYrqlVlE6sMhhAFxqpztht42hJmx/NeZpNNbsJ2zYhe9/Mob8s/RCXrjOr//iYtad0D+1O7lLKuTSpFFIv+qVjpUuQUrJ9VwUAffPVfOu2+HTLBv707Wy2VVciJYzK7cUdhx3PIfl9OnzuOcXr2V5bEbVypN8K87dln3Bav3Et1qhReh417UBpZEdpJTfd8wY7SisBKMxL5+83nUlhr4wkR9Z5vb1hFb/64gMC1r4e9dLSYi5672WenXFuhxP8u9uX47NCzT7uM8OsrypleIbauUnZp9uWH1Da55d/f4MtO8oIhkyCIZMtO8r55d/fSHZYTWwtq+DLdZvZWlaR1Dgs2+bOeZ82Sux7+U2TO+d92uE2glHO3ZAmINxC8TGlZ1I9d6XejpJKikoqsRusfbClpKi0ku27Kuibn5m84OrUBIJc++I7LNqyA4cRKcFwcP8C7j//NNLcroTHs6qsNGpi32t1WSmVwQAZrvZvL3hkryHM3bUBv9W0dj1E3qMh6bntPr/SPameu7KPIFIlKNpDnWQ495evvM+CzUUETZOaQIigabJoyw5uevm9pMRj2naLm20IBGaUsfIDcVr/sTi16P0wj+7gwiFTcEepKqn0bCq5K/UK8zLo1zsTTduXrDQh6JufSZ9emckLrE5JVQ3fbNxK2Go8BBGyLL7btI3iyuqExzQyOw/Z3CcikJ+SSra7YxUqvYaTZ46+mGyXlxQjMgtHFxouzWBawQiuG9V8YTyl51LDMkoj99x0Br/6x5ts3VkOAvr3zuJvN3aOOi47Kqtx6HrUXZacus6Oiip6Z6QlNCa3YXDNhMP41+J5+M3GwzMe3eC2KcfEZLbRiIx8vjjlBj7dsYalZUWkOJyc0nc0g9PUcIwSnUruSiO9c9P5759/xM7dVUgpKczrPLNkBmRnErKiXzgMWhYDcrISHFHE1eOnIKXkwSXf1E9HNDSN30w9jlMGj4hZOw5NZ3rfUUzvO6r1g5UeTyV3JaqC3M5XcTIrxcOMMSP4YPlaAg16yW7D4MTRQ8lJ9SYlLiEE1xx8KFeMncSKPbvQhcaY3Hy1g5KSVCq5K13K72ZNw9A13v5+FYauE7YsZowbwR2nHZ/s0HAbRkwWLSlKLMSk5G9Hqc06lANVHQhSXFlN74y0pEyBVJTOIK4lfxUlGdLcLpXUFaUFalBQURJMSklF0E9lKJDsUJRuTPXcFSWBPty6lr8snE1RbaR2z+D0HH4z6XiOKhyU5Mi6hrDtZ2PN1/jMcrxGFoNTD8OhdWwdQXelxtwVJUFeWb+U27/9qEm5Ardu8MDRszih37AkRdb5SSmZv+cF5u95DiE0LDuMrjmQ0mZKzkVMyjmvR1YvjcsG2YqitF3Isvjd/E+i1qEJWCa3ffNho5o+SmPf7H6G+Xuex5RBwrYfG5Ow7ceUQb7b8xzf7v5vskPsdFRyV5QEWFCyrcXHa8JBVpfHbUfKLs1vVbKw7EVMGf0ahSkDLCh7kYBVleDImidlGNvajZT+pMWgkruiJIDfMlsoLxapFeM3o1d97OnWVs1GtJKqBII1VbMTFFHzLHMj1eXXUbZzBOW7plK28yAqd59DOPhVwmNRyV1REmBsTm9CLdRcD9sWwzPzEhhR11EZ2okpgy0eY8oglaGdCYoounDwGypKpxPyvwGEgCBgYoa+pqrsUvw1/05oPCq5K0oC9PKkclK/4bj0phPU3LrBD4eNJ82p5u1H49Ez0VqZ2Kdh4NH31UGSUlLqX8zaihdYV/EyVaFNcY3RtqupKrsUpA+I8iEu/fiq/k44lLiJI2oqpKIkyN8On0HNF6/zdfFWpJT1RfJP7DeM30xKfvmEzmp4+jF8u+e/ze41ACCExvD0YwHYE1jB18W3EbTKsaUJQkPsgUzncI4o+CseI/bfkIK+10C2Vrc/gL/6QRw5T8a8/WhUcleUBHEbDp6cdi7rKnYzd+dmNCE4ts9gBqQlp5plV5HhLGRQyqFsqv0GSzbdS1YXTganHkqGs4Dy4Fo+L7oas+GFzLoPhbLgSj7edgkn938Blx7baqch/2uAr5WjJOHgbKSUCZm2qZJ7D7Z1RxlfL9lMZpqHY6YMxe1Su/kkwrDMXIZlqjrsB+Lkwlt5b8fv2Va7GEuGkdgINHThoF/KRE4quBWAxaV/b5zYG5BYBK1K1la8wNicq2Ian5S1bTzSBGxAj2n70ajk3kO9/N4iHn7+S6SU6LrG/U/P5rE/X0hBr85Tv11R9jI0J6f3/SOlgY2sqHiParOENKMXozNnkOceDIDPLGFPcHmL57EJsa7ylZgnd00fjGWuo8WxI0CILISIf2IHldx7pIoqHw89N4dQuO7CT9giGDS5/5nP+csvO8euS4oSTZ57MMf2/nnUx2rDO9GFEzvK0E1DYbsaS4bRRey+qXpSLyMcmlN3QbU5Ltwpl8Sszdao5N4Drd5YgsOh70vugC0l368uSmJUyv6qw0E+KVpDRcjP0PRcjsgfXL/Tk9KUoXmQsvnppnsJtFZn3xxw287DMYxRmOGlRKZBNm1VCC/ulEtj2m6LMSWsJaXTKOyVjmk2vbJfqIZkOo1n1y/grqWfoAuBads4NJ00h4vHjzqf4Rm9kh1ep5TpHIqheTGtllaFCgq8R8T8gqYQgvScZ6kquxQz/D3IIJGxdUCkIEQaGbkvo+mJu9ai5rn3QP0Lszns4IG4XZHPdiHA5TT42YVHJzkyBeCTojX8demnBC0TnxkmZFvUmiGK/dVcMPsZqlSp4KiE0Bid/RN04W72GF24GJV9eXza11LJyH2VjJxXcHnOxnBOxeGaTlrm/WTlf4NuDI5Lu81RPfdOrLSkigULNuFyGRxx5HBcMZzN8vvrT+PtT5fxybzVZGemcOHpkxk5OD9m51fa7x/LZxOwopciCNkmr25ewuXDD01wVF3DkPQfUB3eyobK/2HLELKu96zhQAiNyXm3keMeHdcYDOcEUp0T4tpGW6iSv53Uhg0lXP+LZ7BtiRCQm5vGw/+5HI/XmezQlDgKWGHGv353ixUiJ+f25/njLk5gVF1PWWAVayqeY7d/GQiLXPd4Rmb+iCz3yGSHFlNqm71OZsf2Mu767evsLCrn4EmDuOE3p+HxNE7aD9z/IT7fvgszu3ZV8u67Szj7nCmJDldJINFiebEIQ2v7aGpNOMDbRQv5eOdSLGlzeN5wzup/KLmutI6E2elluoaR7uzPLv9cpG2xyzeXHb7PKPAeyYTcm/AavZMdYtyp5J5glmVz00+fpmx3DVJK5n2xBk0T3PqHHzQ6rry88ZSqcNiivLytCyWUrsqlG4zLKmRJWfSZS17dwWn9x7TpXJtqSrjy20cIWmECdmSYZ0PNLp7f/BX/mHgxh+Qkdgw4UaS0mVf8S0r887H2KxNcVPs5pf5FnND3WVIcBUmKMDHickFVCDFdCLFGCLFeCHFrPNroqirKaqmu8rN3OCwUMvl+4eYmxx155HBcrn2fvU6nweTJ3fOXUWns5nHTcEcpMKYLjQynh5n9Wh8ztqXNtQuepCrsq0/sEBmz91shblz0DDXh7nlhdlvNR5T4FzRJ7BE2YbuKBaV/SHhciRbz5C4iy68eBE4BRgHnCyFGxbqdriotw4Om7fvqrWmCwn7ZTY677PJjOHn6OFJSXGRlpXDdDdOZcPCARIaqJMnkvP7cd+hZZLu8pBhOUg0Xbt1gXHYBL0+7FI/R+oX17/ZsoDrsb3a9pETy3o5FsQ28k1hd8TRWC5tkSGx2BxbjM4sTGFXixWNYZgqwXkq5EUAI8SIwC1gZh7a6HKfT4I67z+V3N7+CZVpk56Vx851nNDlONzSuu2E6190wPfFBKkl3fOEw5p12PYt2b69fxDQoLafNz19Zub3ZGTcQuXC7qGwz5w44PBbhdipVoY2tHqMJBxXBtd167D0eyb0P0HBPse3A1P0PEkJcCVwJ0L9//ziE0XkdMnUIr396MzU1AdIzPD1yY1+ldbrQmJzXvt8Nt+5A1zTsFjYI8Rrds368QLRS4QWQotXdnbq6pL06KeUjUspJUspJeXk9bwca3dDIyPSqxK7ExTG9RrU488ajO5leMD6BESVOrntCq8fYhMhxj41/MEkUj+ReBPRrcLtv3X2KoiRIH282x+aPwqU1HZ93aDoDU/KY1E1ny4zMuqzFVaoaDvqmTMMZ45runU08kvt8YJgQYpAQwgmcB7wVh3YURWnBnWPPYXrheJyagVd34tGdODWDydlDeHDyFWiiew5L5HunMjTjh1ETvIaLFEdfJuZ1/0l8cVmhKoSYAdxLpCL9E1LKP7V0vFqhqijxUx6qYf6eDdhSMi5zAIXenrHz047aL1hZ/hgVwdWAwKmlMyzzfIZlXICheZIdXky0tEJVlR9QFKVbs2QIW4YxRPe7xqXKDyiK0mPpwokuel5Npu456KYoitLDqeSuKIrSDankriiK0g11iguqQohSYMsBPi0X2B2HcDo79bp7lp74unvia4b2ve4BUsqoq0A7RXJvDyHEguauEndn6nX3LD3xdffE1wyxf91qWEZRFKUbUsldURSlG+rKyf2RZAeQJOp19yw98XX3xNcMMX7dXXbMXVEURWleV+65K4qiKM1QyV1RFKUb6nLJvadsvi2E6CeEmC2EWCmEWCGEuK7u/mwhxMdCiHV1f3fLEn9CCF0IsVgI8U7d7UFCiG/r3veX6spJdytCiEwhxKtCiNVCiFVCiMN6wvsthLih7md8uRDiBSGEuzu+30KIJ4QQJUKI5Q3ui/r+ioj7617/UiHExANtr0sl9x62+bYJ3CSlHAUcClxT91pvBT6VUg4DPq273R1dB6xqcPuvwD+llEOBcuCKpEQVX/cBH0gpRwLjibz+bv1+CyH6ANcCk6SUY4iUCT+P7vl+PwXsvylyc+/vKcCwuj9XAg8faGNdKrnTYPNtKWUI2Lv5drcjpdwppVxU9+9qIr/ofYi83qfrDnsaOCMpAcaREKIvcCrwWN1tARwPvFp3SLd73UKIDOBo4HEAKWVISllBD3i/iVSn9QghDMAL7KQbvt9SyjlA2X53N/f+zgKekRHfAJlCiIIDaa+rJfdom2/3SVIsCSOEGAgcDHwL5Espd9Y9VAzkJyuuOLoXuBmw627nABVSSrPudnd83wcBpcCTdcNRjwkhUujm77eUsgi4B9hKJKlXAgvp/u/3Xs29vx3OdV0tufc4QohU4DXgeillVcPHZGQea7eayyqEmAmUSCkXJjuWBDOAicDDUsqDgVr2G4Lppu93FpFe6iCgEEih6dBFjxDr97erJfcetfm2EMJBJLE/J6X8X93du/Z+Pav7uyRZ8cXJEcDpQojNRIbdjicyFp1Z97Uduuf7vh3YLqX8tu72q0SSfXd/v08ANkkpS6WUYeB/RH4Guvv7vVdz72+Hc11XS+49ZvPtunHmx4FVUsp/NHjoLeCSun9fAryZ6NjiSUr5f1LKvlLKgUTe38+klBcCs4Gz6w7rjq+7GNgmhBhRd9c0YCXd/P0mMhxzqBDCW/czv/d1d+v3u4Hm3t+3gIvrZs0cClQ2GL5pGylll/oDzADWAhuAXyc7nji+ziOJfEVbCiyp+zODyPjzp8A64BMgO9mxxvH/wbHAO3X/Hgx8B6wHXgFcyY4vDq93ArCg7j1/A8jqCe838DtgNbAc+C/g6o7vN/ACkesKYSLf1K5o7v0FBJGZgRuAZURmEx1Qe6r8gKIoSjfU1YZlFEVRlDZQyV1RFKUbUsldURSlG1LJXVEUpRtSyV1RFKUbUsldURSlG1LJXVEUpRv6f1RdezkOsfOzAAAAAElFTkSuQmCC\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": "0180af75",
   "metadata": {},
   "source": [
    "Here's a cell with a `hide-output` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7078a239",
   "metadata": {
    "tags": [
     "hide-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 hide-output tag\n",
    "fig, ax = plt.subplots()\n",
    "points =ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "571f0323",
   "metadata": {},
   "source": [
    "And the following cell has a `hide-cell` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0444ddd5",
   "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": "f7cc0bb0",
   "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": "72fa446c",
   "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": "27ca3418",
   "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": "9ad26096",
   "metadata": {},
   "source": [
    "Here's a cell with a `remove-output` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "382f53c3",
   "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": "b5127fc0",
   "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": "6761cc84",
   "metadata": {
    "tags": [
     "remove-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 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
}