{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5fc17144",
   "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.[^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": "2fdf59b2",
   "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": "bbe45bcc",
   "metadata": {},
   "source": [
    "Here is a cell with a `hide-input` tag."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fb2355f4",
   "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": "a32a64d1",
   "metadata": {},
   "source": [
    "Here's a cell with a `hide-output` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9b612c09",
   "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": "aaeb276d",
   "metadata": {},
   "source": [
    "Here's a cell with both `hide-input` and `hide-output` tags:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a8058beb",
   "metadata": {
    "tags": [
     "hide-input",
     "hide-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3mi3TVWzZnM/bby7BMiXnXjCNMYc1vSXcAfc/PI+vFmwkcEgPv1+fFF59+ufhDlXpRjyGl1XlG6k1vPSNy2RU4pAGSWxF6Qpez32dGqMGTWgYlkFWfBZXZl1JH7daFxIOarZMFzNiZG9+/6ezW338rpz9DRI7QGFx47rpitIRbpuLGT0nB31+SuoUJqdMJteTS61RS7oznTSnmukVLSq5x4DBWT3ZsbOwQYLvlREbU86UrkUIwYC4AdEOQyEGZ8s8/8c3ueWYe9ifVxqyc0op+eHzdbz/7LfsLygP2XlD5YarZ5ORkUSc20F8nIP4OCd/uvP0aIelKEoUxdyY+ykJlyOl5NePXcOJV84OyTnffPwr3njsK0zDxB3v4rlvfkt8j6anQEWLz2+wZt0e/AGTsaP7kpykyrUqSqzrVmPutz93PRsXbeWoc0O3n+V3n67FW1s3C8DuMNm9tYAxUzpXbRmnw8bhUwZHOwxFUTqJmEvux1xwJMdccGRIzzll1kj27izC7w0gBAwYqnagVxSlc4u55B4Ol//mZHoP7ElBbglzzplKYrJaIKQoSuemknsraJrGiReEbphHURQl3FRyV5RWsqRkRX4exbU1jEjtydBUNYc72kp9O1lX+io51d9jSj8J9kzGplzIsB4nY9NaKuwV21RyV5RWWFtYwHXzPqTa70MgMKTFYT0zeOqUM0l1q5lJkWLKABX+fQCU+bazsPDvWDKArC9uVhnIY2nxY2RXzOX0/v/FrnXfz0Yld0VpQVFNNRd/+DY1gYZ1U9YWFXDZR+/y8fmXdopaIrHMsPws3f8S68rn1u/LamEXlTT1v25ILxX+HL4vfJBjev8x0qF2Giq5K0oLXt6wtskNKwKWxa6yMlYV5jO5V8dqp0gpKfXVoguNZGfnWkMRbYbl5909t1Ls24kp66cki0Dd5iBBfqea0s/u6m/xmhW49NCs1g4YedT6liExcTnG4rKPCMl5w6VDyV0IcQtwLXX/zeuBq4DewBtAGrASuExK2bhUnNLl5RSU8dXKrQgBcyYPZ0BmSrRDCoslebn4zCAbSVsWawsLOpTcP8rZyD/XfkORpxqJZHBiGr+dOIejekdmLYXfDPBt8VpWlG5BFxozeo5letoodK35TToiZW3Zh+z37TqY2AFsSFq6WNKEjQLPWrISju5Q+wEjn7zSX+PxLUcIW/2GUyYO2xD6pj6EyzGmQ+cPl3YndyFEX+AmYLSU0iOEeAu4EDgFeEhK+YYQ4n/ANcATIYlW6TTeW7iOB9/4FsOyEMAzHy/jzouP4cyZh0U7tJBLdQfvSdt0jSRn+2/cvbBlOQ+sXYDX/HEnoy0Vxfziu7d59MizmNNveLvP3Ro7qvO4bc3/CFgBPGZd8lxYvI4kezwPTbyRDFfrf2HvqtnNov2LqTaq6R/Xn5k9Z9DDntih+KSUrC57B0P+dA/XVqyslyCb2SO2NXyBnewqPAVL1gAW8pA4fIGN7Co6m0EZ73fKBN/R2jI2wC2EsAFxQD5wLPBO/fMvAmd1sA2lk6ms8fLgG9/gCxiYpoVhWvgCBv94bQFVtcE3Uu6qLh4znjhb0zsNWVJywuCh7TpvTcDfKLEf4DUNfrd8HlYYy4PUGl5+s/pxKgM1BxM7gMf0UeQt49bVj2PJVmwUY/p4YPO/+Fv2P/iy8GsWlSzh/b0fcOua2/m6cH6HYjSkj1qj8UbUFhot/ddYGKQ6h7WrXSkt9pX9jW0FszFlFcH2SpWyhrzSX7erjXBrd3KXUuYBDwJ7qEvqFdQNw5RLKQ98t+4F+jb1eiHEdUKIFUKIFcXFod8jdPWCjexYmxPy8yqwZnseNr3xJbtN11i7Y18UIgqvo/sPZM6gIQ0SvABcNht/mzWHREf7eu4LC3ZiE8F/BGuNABtKC9p17tb4omAFgSCbX1tIygPVrCjd0uJ5ntjxJFurtuG3/Mj6HrVfBgjIAG/kvs3qsjXtjlELsn9rQLY0ZCRIcw4nydH8XgjB5Jbezv7q5xHSDDasf5Df2InXv7ld7YRTu5O7ECIFOBMYBPQB4oGTWvt6KeVTUsopUsop6enp7Q2jScs+W8Ofzv03v559b0irQyp1kuLdNFVwTkpJUrwrChGFlxCCh48/hX8edyJTevdhQI8kThw8jDfP+hnnjGz/5XhNwN9sz1wTglojfLervi9ej7eJnZMO8Jg+lpRsavYchd4iNlRsIiADTT7vt/y8vfe9dseoCzsZrsa9bwuNQJDeu0DDoSUwq9fv2tWmx7+R8tqPQHpaGyXewPp2tRVOHbmhOgfYJaUsBhBCvAfMAJKFELb63ns/IK/jYbaNO8GFlBJN17A51ISgUBs7uDepPeLwllRiWXU/Xbom6Jkcz2GDYnNrP00ITh06glOHhm6GxLi03ljNjB37TIMRyaHt+ByqubYPHtPC2Mfq8jUHe+vBFHoLqQhUkGRv36yVaT0vY17eXxqNuwekDYmJAwubZkcTdiwZoF/cdKZn3EiivX03uYurnkVKf4s99gPqjut81dM7kvn2ANOFEHGABzgOWAEsAM6jbsbMFcCHHQ2yrcbOHMkTy+7DneAmOb1HpJuPeZomePK28/ntU5+yaXcBEjhsUC/+9vNT1HzvNhielM6YlF6sLdmH8ZOxbadu4+T+I0lxhm8RzhFpo9lcmYPParrX7dadTE0d2ew5AlYAs4WblrrQ8AdpozUGJ0xncurPWFn6Job0c+BmqkAD4WJ86qUMT5qBYXlIsPfGpXfsZ97j3wCYrbllC4CUBnHOaR1qMxzandyllEuFEO8AqwADWA08BXwCvCGE+Gv9Y8+GItC26jesdzSa7TZ6pSby3F0/o7LGC0CPGByOiYQnjz6PS75+lb015dQYATTAqduZ2LMPf5t6cljbPqn3NF7a/QXQOPEKBPE2F9N7jm72HP3d/XBqTryWN+gxAkGKPblDsU5Pv5yBCVNYWfImeZ4NCKCvezyT0y6gl7v5X0BtJYTjwL+wkGiSZqZd6ridk3DY+oc0hlCIuc06FKWrkVKyuDCH7+pvsM7pN5zxaZHZUDq7Ioc71z6JKa2D4+9u3YFbd/LwxF/RN675YSFLWty8+lYqjaomn7cLG8dlHstFA34W8tjDpbDiMQorH0ZKLyDRkQiaSvACXUtlcOZn2G1t/7ykWQRWIYh40Ae166q3uc06VHJXlG6u1vDyRcEKlpVmowudo9PHMSt9PA696emfP7Wtajv/3PLvBrNlAOzCTi9XJn8Y/VucetMzioq8eeyq2YhEkhU3kl7ugSF5Tx1hmKVs2jcdefCGqkRDNhxVF5DoOoneqfdh19t2n0n6VyKr/gWBdSAcIE3QkiH+F4i4i9qU5FVyVxQlrPZ58vlw30esKF2JIQ162HpwQq85nJA5p8nEXhUo59WcB9nr2Qn8WEUgw9WfywbeRrIjfDeSW6Oi9ktySm482HuvU9eDRzjol/wPUhPPb/N5Lc/nUHE70NQwlhtcxyOS/tnqBK+Su6J0A1JK1pTtocBTQaY7iYkpAyJ+g1tKiYWFHmR+OoDP9PDQ1lupDJRi0fBmrEAj3taDW4Y/RLytY6tbO6rWv46C8n9T7V0IwgbSIME1g8ykW4l3Tmzz+aRZgiw+hqYT+wFuRNK9CPdZrTpnt9pDVVG6o1WlOdy16i2qAj8mjkS7i/snns+ktKyIxSGEQKf5BUbLS+dTY1Q0SuwAEguvWcOi/Z9yfK/ojtPHOcYxOOMFTKsW06pA13qga+3fhU163qDlsgkeZPWTrU7uzel8kzMVpRmGaVHj8ze5iKq72lZZwA1LX6TQW0mt6T/4p9BbyQ3LXmJrZfhWubbH4pLPCDRTS9CQAZaWfhHBiJqna3E4bL07lNgB8HwKtKI8h7kHaXV88aXquStdQq0/wP2ffMNHa7MxLUl6Yjx3nHw0Jx4W3sJaXcHjW+fja6I+DdQthHpsy9c8MvWSCEcVXI1R0eIxHrMmApFEWnPDMYeyQaNCaW2nkrvSJdzw8geszc3Hb9RdyudXVHH3u59j13WOHTUkytFF18LCrUFXiUok3xdtRUoZtvF3j+Hh66Jv+apwAdVGNYm2BI7vdSzHZMzCrTde/xBv64HXX9vsOd16DG5Cr2eBmduKAy3QUjvcnBqWUTq9TfuKWL+34GBiP8AbMPj3F99HKarOQUqJ2ULlRlNaLZYIaK/KQBW/23Av7+d9SIm/BJ/lY7+/hHdzP+D36++lKlDd6DVHpJ2E/eBCocZsws7hqSeEJd5oEvFXgmhpxbEO7lMRouP7v6rkrnR6m/YVBq3zsXt/43Kw3YkQgqGJGc0eMyQxA62Z6pMd8dSO5yj1lTUqL+CXAUp8pTyz84VGr5maehzxtiS0Jm68CjRcehxH9jwlLPFGlWMG6EOA4L/YEC5E/C9D0pxK7kqnl9kjES3IkEJynCp7cP3wY3AFWXDk0u38YtgxYWm3zF/OpspszCZmvQCYmKyv2EC5v+EYu1N3c+PQv9M/bhg24cAuHAf/7uPO4ldD74/6NMhwEEJDpL4A9jH1PfhDvqdFHIgkROpLCNuAkLSnxtyVTu/IoQOIdzqo9QcaDC647DYuO2JS1OICKPN6+GL3dqr8Psal92Jqr74Rn1s+p/cYsivyeXnnDxjSwpQWutCwCY1Lso7ghD7h2R1rd00ONs1OIMjNXACbZiendg/JjrENHk+0J3PD0L9S5M1jZ80GAAbGjaC3OysssXYWQkuE1DcgsBpZ+woYuaAlINxng+ukQ+radJxK7kqnp2saz199Hj9/8X3Kaz0IIQiYJqeMHcG1Rze5fiMiXtqwmvuWfIMuNAKWiV3TGdAjmVdOO4+e7sjeEPy/kXM4rd943slZzp6aUvrHp3L+wKkMSgjfSs/mFir9SGITwdNMhqsvGa4m9/OJWUIIcExCOMLbMVErVJUuQ0rJmtx8SqprOaxvJr2SonfpvihvD9d89h4eo2Gv1SY0DuuZwQfnXNqh8y8u2sV/Nn7H+rJ92DWdE/qO5MbRM+kf33k2IfeaXm5cdSv+Zjb8cGoOHpv0UNDaMkrHNLdCVY25K12GEIKJA/owJD2VRTv2MD97R6MZNJHyn1WLGyV2AENabCnbz6aSonaf+/Udq7ju+zdZvn8PXtOgKuDjg93rOOOLZ9ha0f7zhppLd3FcxiwcWtNDCQ7NwZzMY1VijxI1LKN0GYZpcfvbn7Jgy040oaFpAl0TPHXZ2YzvH9n6/dklwff91YRgc0kxo9Oan8XSlDJfLfet+RzfT/Y2NZHUGD7uXP4R78+5ps3nDZefDTiPEn8Za8rXEbACSCQCgV2zMzF5PBf0PyfaIXZbKrkrXcbTC5fxzdZd+AwTDpmh8fOX3mfhHdfhskfu2znZ6aLc1/SKQ4EgxeVu13k/zd0U9IasBLZVFpNbU9Zphmd0ofN/w65nZ/Vu5hd9w35fCenOnhyXOZus+OiX7+3OVHJvRk2Vl1ULN9N7YE+GHta+XdSV0Hl5yRq8gcZDIZZl8XX2Dk4dF7r9TVty+WET+eey75ocmtGEYGbf9iW2Qk8V3mZmnzg0nf3emk6T3A8YnJDF4IQrox2GcgiV3IPwewP86uR/UlFSjWVZ3PbQpcw8ZXy0w+rWqrxN19vwmyb7qyNbi+SS0eP5ZMcWskuKqTXqFvDoQuDQdf4753TsemtmkjQ2MDGVON1Ordn0nqM+06BvXOONpou9Vby6azHz8tbhtwwmpA7g6iFHMzZFdUq6K3VDNYjcHYVUlFTjqfHh8wT46p1l0Q6p2xuWmdbk4zZNZ1y/tu2G01FO3cbrp/+Me2Ycy7j0XmQlJXPu8DF8dM5lHN0/q93nPbnfqKAbdupCMC19ABnuhrOEdlUXc/a3j/LKrkUUeCso9dewoGAz1y55jndzlrc7FqVrUz33IHoN6Ilu09B0gd1hZ+JMVX0w2m478ShufHVug6EZh64zsldPJkT4huqBti8YOZYLRo5t+eBWirM5+O8R53LjoncIWCZGfd0Yl24j2eHmH1PPaPSaW1e8TnXA22CBl0TiNQP8Y+OnzMgYTi93496+EtvUPPdm5OfsZ/77K+k7OJ1Zp0+M+MpDpbHvtu3m759+Q05JOXZd56yJo7jjpFnEOVq332dXkVNdyvNbl7KoaDdOzcY5WeM4b9AEEu0NpxVmV+zjykXP4A0yjOPQdK4YPJNfjZwTibCVCFM7MbVT74E9ueTXJ0Y7DOUQRw3L4qibr8RvmNi0uumQsWhgQir3TDq5xeNyakrQg5ZVA79lsqWTbdYRy6SUGP5F+DxzkVYFmm0wrriL0G39Ix6LSu5Kl+Swte+GZaxJccQHHaMH0BBkuGKvCFdnZBo5VJZcjGUVgzxQr96Ot/pJHO7TSEh+ECEid4WpkrsSVtm5hTzy4fdk5xbRKyWRG049gtlju/fmGqE0OXUgtmbK+Tp0G+cOiF79ne7CMvdTsf8MpFUGHFpfv264zO/5hGoZIDH18YjFpGbLKGGzZW8xVz38Fku27KGi1suWvGLuev5TPlq6KdqhxQybpvOncWfh0hr3CF26nWMzRzE6uXsV5ooGT81TSKuKhon9UF783i8wApsjFpNK7l3Uvvxyvv1uM+s37O20m0U//ukifP6GC3K8AYOHP/yu08YcKuv3F/DvVd/zzxULWV4Q3s/ouN6jeXjqxQzvkYld6Lg0O0l2N78YNpv7Jp4btnaVOlJKfDUvA8ELqNUJ4K15PhIhAWpYpkta+P0W/vbAx+i6hmVJjpg2hD/89oxON5tnc25Rk5u7ldd48PgDxDlDV7u6s/CbJtd9/T5LCvbgMwwk8NymlYxMTeflE88nwR6eIlpHpA/l7fRfUeqrwW8ZpLsS0cO0+5LSkJTVSOlpxZEmpuq5K8EYhsnfHvgYn8+gttaP1xtgybIdLFqyPdqhNTIgvekl8nFOBy57bE1dPOBvy79hcf4ePIaBRV09mFojwIaSQu78/rOwt5/qjKeXO0kl9giq22Cj+X1sfzy4fTWH2kN9B3QxlVVepNWwP2yYFvkFFUFeET03nDK9UTEvl8PGtSdMi8kpjF4jwBtb1zZZG8Zvmny5ZzslntomXql0ZUI40e3jWnFgHE5340Vo4aKSexeT1MON09mw16trGkMHt728bLhNGtqPB685jYEZdT341AQ3/3f6DC4/bnKUIwuPgtpqtGbmnDs0GzsrSyMYkSKlhd+sxGdWUBPYi8coCMv9j7iE/2tFr1zD6T475G0Ho8bcuxhd1/j7X87jzt+/jZSSQMDk/POmMmF8aDbVDbWZYwYxc8wgpJSd7p5AW5V5Pbyyfg2f7NiKLjTOGj6KC8eMJdFRN46e5HARsIJfngcskzRXXKTC7dYCVg1by19hW8XrBKwawEJQt1OWW09lePI1ZPU4DxGi4Su76wSc7p/h87wJjcbfBQgXPVKfQ2iRG5bpUPkBIUQy8AxwGHXDi1cDW4A3gSxgN3CBlLKsufNEqvxAVXkNxXtLGTSmX5dPNB6Pn7x9ZaQkx5OWlhCy8xaVVPHUu4tYs3kvA/umct25MxiR1fmuCiItr6qSM95+lWq/D59ZV0vepdtIc7uZe8GlpLnrkvZF895gSX4uVhO3kocn9+TLc66OaNzdkd+s4uu8K6g18rHkT2ewSDQkTs1JZtwspmTcH7JcIKXE7/mQ2uqHsYxcEDaQBnbXbOISb8NmHxWSdg7VXPmBjib3F4HvpJTPiLq7CnHAb4FSKeX9Qoi7gBQp5Z3NnScSyb18fxXXTv0dfl+Aky8/mhvuvyis7XVFVTVeLrj9eSqrvZiWRABOh42n77mIYQPCt9FyNPkMgwqvl2S3G0czZXqv+Ohdvs/NwfzJz4tN0zhz2Ej+NaeuVMCeynJO/+glagL+g714m9Bw2my8fcpFjEnLDN+bUQBYUvBb8mrmY9F0vR2Q2LCwa24mpP+Rfgktl3loK8ssQMpahJaOpoVvhXBY9lAVQiQBRwPPAkgp/VLKcuBM4MX6w14EzmpvG6G0b2cRAb+B3xNgzbfZ0Q6nU5r3Qza13gBm/Q1bCfgCBi98uDS6gYWBNxDg9198yaT/Ps7sZ55j8n8f5/5vFxIwG+/JWuX3sWhvbqPEDmBYFh9t34JV/9yAHsl8efbVXDNmCn0TetA7PpFLRo7ni7Ov6lKJ3bDMLrkWwWeWk1e7oJnEXsdEw5QetpU/F5Y4NL0Xum1wWBN7Szoy5j4IKAaeF0KMB1YCNwOZUsr8+mMKgCa/o4UQ1wHXAQwYEP7x4hGTBzHjtElkL9vB9arX3qS9BeWNFh1JCbkFzY6qdTlSSq557wNW79t3cIgF4OXVa9hXWcmjp5/W4Phqvx9dEwSCDKcbloXfNHDZ6m50Z8QlcPfU2dw9dXa43kJY+Ew/7+79hg/yFlIZqMYmbMzOmMSlA0+kl7vpWvqdTal3IxoOrGYXFAlk/bBZpX87UlohG3vvTDryjmzAJOAJKeVEoAa469ADZN2v/iZ//Uspn5JSTpFSTklPD/8lv65r3PHktTy/+u9MnBX6sa9YMHl0f9w/mYljt+kcPjYrOgGFybqCAtYWFDRI7ABew+Cr7TvIKS9v8Hh6XDwOLfiQTWZcPE69a89N8Jl+blnzKK/v+ZKKQDUSCEiDrwuX88uV/ySnpmtUlpQ0vvJqzatiUUeS+15gr5TywDX7O9Ql+0IhRG+A+r+LOhaiEikzJw1m3PA+BxO822UnIzWBS0+LrcJTS/bkEmhi71MATdNYlru3wWM2TeO6iVNw2xoncLfNxk1Tj+jyN+jfyV1Abm0hfqvhcIaFpNb0cn/2y1GKrG1SnCNb6LXXOfBpJdoHI0RsVhhtd3dDSlkghMgVQoyQUm4BjgM21f+5Ari//u8PQxKpEna6pvHQ7eewdP1uNmzPp3+vFI6ZOgyno2v3Sn/Kbbdj03WMJje3hrgmVs/+cvLhFNXU8Eb2euxaXZ8oYFlcO2EKF44O3U5M0fLhvoWNEvsBEsjzFJFTU8DA+Ja3Myz2FVPgLcCluRicMBg9gsnTbcsg3TWZQs9Sgq8alehY6MLNsOSrIhZbpHX0p/b/gFfrZ8rsBK6i7mrgLSHENUAOcEEH21AiSNMER4wfxBHjB0U7lLA5afgw7v92YZPPmZZk9uDG710Tgj/POo5fTZnOD3tz0ITg6AFZpLgiN285XAKWQWWg+ZWzutDJ8xQ3m9wLvAU8u+tZcmpysAkbEokudM7pew7HZh4b6rCDmpLxB77KvQS/VdnEMI1EILEJJ+nu6fRLOCVicUVah5K7lHIN0NQ1+3EdOa+ihFNGQgK3HTWTf3//A9764l6aEDh0nb+eMId4R/CCZhnx8Zw9YnTkgo0Am9CxCZ2AbHqoCur2ZE20BV+Atd+3n79s+gse04NEEpA/XgW8ufdNas1aTutzWtDXh1KcLZPj+7/OupKH2VszH6SFRd17s6Hj0hMZlnwlQ5IuickbqQfE1vW2orTS1VMmM65XL55ZsYLdZeWMSO/JtVOmMLZX15muGCpCCI5On8CCopVNLr6CutIJo5OCX829vfftg4n9p/yWn7n75jI7YzYJttAtuGuO25bO4Zn3McmsotrIQ0oTm3CgaU7ibf1iOqkfoJK70m1N6deXKf3URhYAl2WdxOKSDXhMb6P07NTsXD/k7KCVJv2Wn1Vlq5pM7AcIBEtKljAnM7Ibddv1RFL0kRFts7NQyV1RFHq7e/LQxJu5P/sl9nn2owsdicQubNww9GyOzWw4+mpYBotLljOvYD6lvhIM2fwURL/0s9+3P5xvQfkJldwVRQEgK743/5tyJ7tr8tnnKSbRFs/opEGNeuxe08efN/2TfZ4CfJYfkDg12dw+3diFnRRH0/X9lfBQyT0MPLU+LFMSn+iKdiiK0mZZ8b3Jiu8d9PkXdr/O3tp9h9yAFVhSoBE8wUsk09Omhz5YJSiV3EPstScX8Nr/FgCSUy84nBvujswMAUWJhBqjlkX7lzeaWWNIHYcwkJJGCd6hOTgm/RiS7EkRjFRRyT2ECvaW8sbT32AYdeOPn72/gmNPG8+Isf2jHJnSVmsLCvhk2xZ8hsHsrEEcPTALXYv9GRYtyanNxa7ZCJgNFzxJBH7Lhl0zENQNwxwYtz+518mc0SdyOxApdVRyD6HqKi+a/mMC0DSNqkpvFCNS2sqSkt98Po8vdmzHV78P6nvZm8hKTuG1c88n0RmeDa67Cg0t6KyYugRvx6XbOT7zGIYmDGF0j9E49e79fxYtqisSQoOGZdI/qycutx2X205yajyHTRoY7bCUNnhrw3q+2LH94AbXADWBANtKS7j3mwVRja0zGJww8GB542AsKTi9z+lMTJmoEnsUqZ57COk2nX+9dB0Lv9iAaZjMPP4wXO7gqx2VzueZ1SvxNFFzxm+afLJtC3859jjcTdSe6S4cmoOTeh3DvIL5+K3GBbocmoM5GUfjUkk96rp0z33L8u08csNTmEZ7ynyGh8NpZ87pEznx7CnEJ7R/tkxtrY/sTXkU5JeHLjilRUU1NUGf04Sg3KuG2S7ofxYTk8fi1ByI+vqKAoFTczAuaTQXDzw3yhEq0MV77jvX5bBs3mp8Hj9xiV2/gNMBO3cU8ZubX8G0LIyAxfk/O5yrrp0V7bC6hQFJSWwqLg7yrCDVHTvfZ+2lCY2bh13HjprdfFnwDUW+/aQ705iTOYthCYO7fPnjWNGhPVRDJVIbZHcV11zxFDm7f1zN53TZefg/lzFseMvlVpWOmbdtK7d98VmjoRmXbuOiseP4w6zZ0QlMUZoQlj1UlfApKqps8LWuCQoLKqIUTfdy8rDhXDNpMk5dx2Wz4dA0XDYbMwYM5M6ZR0U7PEVptS49LBOrRozozfp1uZhm3XwN07QYPDQjylF1H7ceMYNLxo7ny5078JsmMwcMYHhaz2iHpShtonrundDv/nQWQ4dlIgTExTm4+/dn0qePqssRSZkJCVw6bjxXT5ykErvSJameeyeUkhLPY09ehWlYaLpQN6gURWkzldw7Md2mLqwURWkflT0URVFikEruiqIoMUgNyyhKK+yrquSBxd/z2Y6tBCyL8Rm9uOOIo5jeT1X8VDon1XNXlBYUVFdx2psv89G2zfhME0tKVhfmc9XH7/Hlru3RDk9RmqSSu6K04D/Ll1Dl8zWqhug1DH6/4KsWqyQqSjSo5K4oLfh0+1aMIAm8OuBnS4na+FnpfFRyV5QWmNIK+pyGwLCCP68o0aKSu6K0YEb/gWhBFpIJASPUClalE1KzZRSlBbdMO5KFObupNRruG+q22bjl8Bk4dD3kbUop+Th3I89sWcLemjJSnHFcOmQqFw2ZhFNXP7ZKy1TJX0VphdUF+fx2wRfsKi9DExoum86th8/g0rETQt6WlJI7ls/l872b8RyyEbVLtzG0RzqvH3M5Lr377gbVUVJaVPjW47dKcehpJDnGdtkSH82V/FVdgBDweQPYHTqapka5upoqn493Nmzki+3bcNnsnDtmDCcNH4btJ5/lxF69mXfRFRRWV+M1Dfol9kAP0+e9sGBHo8QO4DUNtlUU89zWpfxy1MywtB3r8qo+YGvZQ5hWDQINiYVNS2RE6m30Tjg12uGFlEruHWBZFg/c9ibffbEeh9POPY9fzvjDh0Q7rJjkDRh8um4L32zeQUp8HBdMHcuYvpkdOmdRdTVnvfoaFV4v3vrNOVbk5fHa2rW8cN65TQ63ZCYkdKjN1nhx27JGif0An2XwyvblKrm3w87yZ9hR/jiWbLhVomnWsmH/H/Cb5QxMuiRK0YWe6mp2wLJvt7D0281YpsRb6+cft70R7ZBiUqXHyzn/fYX7Pl7AV5t28O6KDVz29Fs8u3B5h8577/wF7K+pOZjYAWoDAdYVFPDW+vUdDbvd8mqb35il1OeJUCSdgyVNcmvWsa3yBwq922nPULLHyGdH+X8bJfYf2/CytexBfGZJR8PtNDrccxdC6MAKIE9KeZoQYhDwBpAGrAQuk1I23iY9BnhrfQ2+9nma7m0pHfP4/KXklVUSMOs2QrekxBsw+M/Xizl53Aj6JPdo8zn9psnXO3ZgNpEoPIbBq2vWcumECa0+3/ayEv63bhlL8nNJsDu4cOQ4LhwxFpet7WPjA+JT2FkVPMmkOePafM6uanXpR/xQ/CIWBiCQ0iLelsIJvX/NgPgJrT5PbuUbrfqlsLfybYakXN/+gDuRUPTcbwayD/n6H8BDUsqhQBlwTQja6JQOnz2KtIweuOOdOFx2Lr/5+GiHFJM+Wbf5YGI/lADmZ+9o1zl9hkFzP+qVPl8zzzb03d7dnP7BS7y/bSN7qyrYXFrM/cu+5awPX6U20PZ+zZXDp+EOcsPUpdu4Yti0Np+zPWoNL5/sW8ivVz/AL1b8hQc3v8C2qj0RaRtgUfGrfFv0NF6rCr/lwW/VEpBeygP5vJf7R3ZXr2z1ucq9q5E03/mypI9y35oORt15dKjnLoToB5wK3AfcKupuOR8LXFx/yIvAPcATHWmns3LHO3n8g5vYvDaXlJ4J9B+stsILB8tqOg1LCWaQ51qS4HCQER/PvqqqRs/pQjCtX79WncewLH41/6NGG2p7DYNdFaX8b90ybp3ctvHxIzMGcebAw/gwZ0ODsXe3bmdUcmZEknuRt5Tb1v6LWsOLz6r7BVXgKWZJyTrO7Xc8Fw08OaztVwdKWFryOqZsOiEb0se8/H9x/dBXEKLlPqoQrUt1rT2uK+hoz/1h4A7gwBK9NKBcSnngO30v0LepFwohrhNCrBBCrCguLu5gGNHjcNoZN22wSuxhdPyYoY1mr0DdAqLZIwe365xCCO446ijctsY/zA5d55fTD2/VeX7Iy8EMskLVZ5q8lr22XbH9edIpPDT9bCan9aenM57hPdL5/YQTeHn2ZWGf5y6l5N6NT1DhrzqY2AEsJD4rwLt7v2JVWXYzZ+i49eWfUXdtFpzfqiW3tnX3RjLi5qAJd7PH6CKOzLhjWxtip9fu7xIhxGlAkZRypRBidltfL6V8CngK6ua5tzcOJfb9as4RfLN5JxUeLz6jbnjGbbdz0eHjGJiW3O7znj5qJDWBAA8sXIhhWVhSkh4fzwMnnciwtLRWnaPUW9vsWG6Vv/XDO4cSQnBcn+Ec12d4u17fEVuqdlPoLcUKMnDls/y8tedzJqWMClsMxb7dmC3dqpMW5f48BsSPb/F8fRPPYFvZv5s9RqDRK/6UtoTZqXWkCzADOEMIcQrgAnoAjwDJQghbfe+9H5DX8TCV7qxnQjwf3nw5by5dxzdbdpIS5+ai6eOZOSyrw+e+cNxYzjtsDDtKSnDYbGQlJ7dpQcvI1PSgSRBgcFJqh2OMtM2VuzBl43sch9pWHd6xd7eeSF3PPfj/rRAaDq11N5dtWgITMh9ldeGvsKSfHwcbADR04WRSr8fRNVdHwm5ASgnSA8JJ3byTyGp3cpdS3g3cDVDfc79NSnmJEOJt4DzqZsxcAXzY8TCV7i7J7eK62dO4bnbox5ttmsaI9PR2vXZUWgbDU3qycX8Rxk8KjLltNm6adEQoQowoTWiIFoZEtBaebwtLWuzz7MRrVpPiyCTN2ZtRScewqeJrAkGmLta9zmRQwtRWt9PTfSTT+7zBjrInKKqdf/DxzPgTGJJ8PQmO0KxRsYy9eKv/h9/zNsi6KzebcxauhF9hc7Y+3o4Kx+DdncAbQoi/AquBZ8PQhqJ0Gs+ccA4Xf/Im+6or8RgB7PWLn64bN42TB42IcnRtNzllNC/unhu00ywQIRuSWVW6gM8LXsZvedHQMKRBhrMfZ/a7nhRHX/b7cuqnQTZkE07GJp+EU49vU3uJjuFMyHwISwYwrBpsWjyaCF0pB8O/luqSC+uT+o83gw3fAqp9i3H1uBtXwlUha685MV9bxrIsvn13GXEJLg4/ecLBx996ZB4fv/Atc352BJffdWZY2la6Dykli/btYXXRPuLsDk4ZNJxe8YnRDqvd/rj+MTZUbCcgGydWp2bn/vG3MDShY1sM/lD8EV8WvEZANr4vYRdOLs26g++KnqAyUERA1i3cEmjows7ghGmc1vdutCgMdwQjLQ+VhVORsplFaMJNQtpr2BxNloNps+Zqy8R8cv/85YU8fturIODeN29mwqzRlBdXcum4OzECJnanjacX/ZleA1XZVkU5oNbw8KcNT7C7Jg+fFUAicWoOJJJbh1/OjPQJHTx/Ff/IvhYjyFRHgF6uLG4c9k9216xkffln1BrlpDj6MiHlDHq5h3Wo/XDw1byBp/JPIGubOUpgcx5HQtrzIWmzWxcOE5p28L6MqJ9O54p34nQ7QPix2XQSkrvPij8l/LJLi3h09SIW5+fi0HXOGjKa68ZOpae7bUMI0RRnc/PA+FvIrtzFN0XLqTE9DE8cyHGZh5Ng6/jPy5qyb1sc1y/x7WO/L5/BCdMYnBCZhVsd4fe81UJiB5AYvgVIabVqfn5HxHxyP/7iGbjinMQluBh/1EgAXHFOHv3ytyz7cj2Tjx1DQpJK7kpofJe3m59/9R4+wzw4i+a5jSt4d9sGPjnrii41VCOEYHTSYEYntW8tQXOKfLkEWpjqqAkbJf58MlytW1AWbdJqvCAuyJGAn7pJhuET88ldCMHRZze+Q913SCZnD+lYVUFFOZRpWdz0TePVqgHLoszn4S9LF/DYsWdEKbrOxa0nHiy5G5zE1cqpjp2Bpg/AMja3fKBwA87wxxP2FhQlRKSULN+1l+e+X8FHa7Lx+DtXobYVhXn4m6iBA2BKyec5WwlYzc8f7y7GJ8/E1sJSf03oDIgfGaGIOs6ZcCWIlobe7DjiLozI5iAx33NXYkONz8/Vz7/DjqJS/IaJw6bzl4/m88xV5zKuX69Gx1tSIiCiO+yU+4LPyYa6i3GvYWB3dJ4ZHtHSy53FwPhR7K7Z1ORNVbtwcmzGBeidaDZMS2yOGei2wZiBzRCsSJlw4kq4LiLxqJ670iX849Nv2ZK/n1p/AMOyqPUHqPb5uf7F9xtUjFybl8/PnnuD0X99mLF/e5Rfv/sJRVXVEYlxVGp6sz3zZIeLBLsjIrF0BRcPvIOB8aOwC+fBm6s2Yccm7MxMP4MjenatnZGE0IhPew3dPrJxD17EI0QyCWlvoul9IhKP6rkrnZ6Uko/WZjc55BGwLBbv2MPRwwexMb+Qy19+B2/AOPjcF9nbWLknj3m/vIIEZ3jHOQf0SGZqZj+WFuQSsBqvVr1x/PQuu1dnODh1N1cPvod9np2sLvuWGqOCdGdfJqceRw971yvbAKBpyST0/ATD/wP+6hcwzVyElogj7gIc7tMRLRQvCyWV3JVOz7As/EaQHrGUVHrqFsH8a/73BxP7AaaUVPp8vLtmI1ccPincofL4sWdy6Wdvsb28BJ9poAsNIeC8oYdx1ZjJYW+/K+rjHkwfd+hn5ESLEAK7cyZ2Z3S3QlTJXen07LrOkIw0thc13p3IsCwmDqi7zF2Vm9/k670Bg2+374pIck9yuph7xmWsKMpjaX4uTt3GiVnDGJCYHPa2Q2Vr1R6+KVpNreFheOIAjsmcjFsP/+wOJbRUco9Razbk8vr7y/D7DY6fNZqTjzusSw8J3H3qbG585cMGPXOX3cYpY0fQN6Vumz233YYn0PhGlgCS3eGdU9ygPSGYmtmPqZldY372AV7Tx582PEN25W78loFEsqBoFU/u+IA/jLmKKanhK/GrhJ66oRqDlq/Zze33vsPiFTtZuW4PDz/1FS+/syTaYbWbL2CgIfjNCUcxYUBv3HY7fZITueWEmfz5rB+3NjxvwmE49MazK1x2OxdMGhfJkLuk+7NfZlPFroPlBgC8lh+v5efPG59jT01BlCNU2kL13GPQUy8txOf/sYfr9Rm89OZiLjuv693Q+2zdFv7w3pcIIZCArgkeueg0Zg7PanTsL48+nEW79rBzfym1gQCaEDhtOudPPIzDB3atXnSkFXhKWFm2GX8ThcIAApbJW7nzuW3kxU0+r3Q+Krl3ATU1PhYu3IzPG2DatCH06ZvS/PGexsu6A4aFZUl0vesk9835xfz23S8a3SS96dWP+OjXVxwcjjnAbbfz5tUX8s3WnXy9dQduu52zxo1mXN/G8+CVhlaUbW621ouFxZKSDRGMSOkoldw7uepqL9f9/FkqKmqxLMnTT3/Dv/59MSNHBp8re8Tkwczdv/Zg713XBCOG9kLXu9Yo3CuLVjc5S8a0JO8sX8/NJ8xo9JxN05gzcihzRg6NRIgxw5TWwaGYYCzZXKkApbPpWj/t3dCHH6yipLQar9fA7zfxegP89z9fNvuaX1xxNNMmDcKmazjsOgP7p/HXu89qc9s5+aXc+Z+5nH7L0/z6X++xJaeone+iffaUlGM1UZI6YJrsKSmPaCyxbnSPrBarNI7qkRWZYJSQUD33KKqsqOWbLzcCMGvOGJKaKD1cUVGDEWjYY6qs9DR7Xofdxn13n0VVtZeAYZKSFNfmsfbCkiquvPc1ar0BpJQUllaxastenv/jxQzpF5na95Oz+rIut6DR4iW33cbEgZFZ5dddDEvsTz93Brtq8rGaKObl1OxcOOD4Jl6pdFaq5x4lFeW1/Pzi//HUf77kqf98yc8vfoKy0ppGxx0+fShO54+/g51OGzNmDG9VG4kJLlKT49t1E/WNL1fh8xscupmL32/y4sfL2nyu9rp4+nicdr1Bf1ITArfDzlmTRkcsju7i3rE/J83ZA5f2Y4kEDQ2nZufyrFMYmxyaPUaVyFDJPUq+/mwd1ZUe/D4Dv8+gusrL1/PWNTpu8uRB3HTziSSnxBEX7+Too0dy6WVHhj2+3ftKMcyGPThLSnLyy8Le9gHpPRJ47foLmTyoL5oQ6JrgyKEDePOXF5PgUotqQi3dmcwzU3/LDUPPYVSPLLLienN8r6k8MvEWzut/TLTDU9pIDcvUk1JSW+0lLsEVkemClvmT21dSYllN37A66aRxTJ6cxW9ue50F325m/jfZXHnFUVx88RFhi+/wwwayMjsX7yFTKu02nWmHDQhbm00ZkpHGSz+/gIBpIhDYuthN4a7GpTs4qfd0Tuo9PdqhKB2kflIAn8fPTSf+gwtG3s6d5z6CGayOSQgdc8JhuFx2dF1D0zVcbgfHnDg26PF/uud99u0rJxAwMQyLV15dxKrVu8MW35mzxtInPQm3s25neJfTRlpSHJecHJqNfdvKrusqsStKG3T7nnvAb3Dfz59h58a9WJZk29octq3bw8hJg8Lablp6Ik++ej1ffLwGKeGE08aTntEj6PE7dhRhWT/29QMBk82b85k0MSss8bmddl685xK+XLaFDdvzGTYgnZOPHEWcS5WsVZSuoNsn989fW8Sa7zZjmRYIAUKQ0S8y5UbTM3pwydVHt+rYlJR4iooqD35tt+tkNvPLIBScDhunzRzDaTPHhLUdRVFCT13nSnlwjN3hsvHvj35DakZSlINq7Pe/OwO3205cnAOXy87Ysf2YPVsVclIUpWndvud+4iUz2L15H7s37+Pq35/FoFF9ox1Skw47rB8vvnAd2Zv30SPRzdix/dG0rlNKQFGUyBKyiRWAkTZlyhS5YsWKaIehKEonYlh+cms3EpBe0hz9SHP2j3ZInY4QYqWUsslZDt2+564oSucipcX3xa+xrPR9qF/CZkmDNGd/Tu1zC5mu2Nm1KZzUmLuiKJ3KJ/seYWnJu/gtD36rFr9ViyH9FHp38PKu2yjy7op2iF2CSu6KonQaBZ4dZFcuJCB9TT4fkF4+z38swlF1TSq5K4rSaawsnYspG2+VeKgC73Yq/IURiqjrUsldUZROo9i3B9lEVcpD6cJOeUBt+deSdid3IUR/IcQCIcQmIcRGIcTN9Y+nCiG+FEJsq/+7+W2Duii/32Dhp2v54YsNESlXoCjdgUuPb/EYiYVDa1weW2moI7NlDOA3UspVQohEYKUQ4kvgSuBrKeX9Qoi7gLuAOzseaudhWRZ3XPI/crbVXRqOO3ww9z55VZSjUpSub3zyCeytzSYgg+9ZYBcuerlU+eGWtLvnLqXMl1Kuqv93FZAN9AXOBF6sP+xF4KwOxtjpFOSWsntLAd5aP95aPyu/20pNVfMbaCiK0rLhPY4gzpaICJKa7MLJ0RmXIYQaUW5JSP6HhBBZwERgKZAppcyvf6oAyAzymuuEECuEECuKi4tDEUbE9EhpeOnocNpxuVVBLUXpKF3YuTTrnyTZM3Bo7h8fx44u7Byedh4TUk6KYoRdR4dXqAohEoBvgfuklO8JIcqllMmHPF8mpWx23L0rrlBd+d0WHrv3Q3Sbxi1/O4/Rk7KiHZKixAxLmuyoXsGG8vn4rVoyXIOZlHoqSfaMaIfWqTS3QrVDyV0IYQc+Bj6XUv67/rEtwGwpZb4QojfwjZRyRHPn6YrJXVEUJdqaS+4dmS0jgGeB7AOJvd5c4Ir6f18BfNjeNhRFUZT26chsmRnAZcB6IcSa+sd+C9wPvCWEuAbIAS7oUIRKp1ZYVsUP63fhctqZNX4I8WozD0XpFNqd3KWU3wPBas4e197zKl3H61+v5j/vfYcQAk0I7n91Pv+9+WzGDekT7dAUpdtT84mUdtm3v4L/vPcdvoCJ129Q6wtQ4/Vzx/8+brAdoKIo0aGSu9Iu361rujJftdfPzvySCEejKMpPqeSutIvTYUNrYiGJZUmcdrVNgKJEm0ruSrscM3Eo0HD4RdMEAzNT6J+RHJWYImlXeRl//mEBl330Nvd8P58dZaXRDklRGlDb7CnttmzzHu568hMCpollSfqmJ/Ho/51Nr9TEaIcWVu9u3sDvFn6FYVkY0sImBDZN556Zx3Lh6HFRiclrBpiXt465e1fjNQNMTRvEhVnT6ROXHJV4lMgI2yKmUIlkcn/irtf59IWFzDpnKrc9fnVE2oxlhmmxbW8xLoedQb1Tox1OUFJK6pZmdEx+dRXHvPYsXtNo9JxLt/HlhVfSv0dyh9tpi/3eKi774SnK/LV4TD8AdqGjaxoPTPoZszKbXUOo1LOkj0rvMgyrCqetLwmOcSH5ngkntYdqPb8vwIdPzQdgwdtLufbP55PcM7Z7maFUXevDYddxHDKmbtM1Rg1ssnxQpzB3QzaPLFzM3vIKktwuLpsygeuPnIZd19t1vrey12MF6RCZ0uL17PXccfhRHQm5ze5Y9SaFnkrMQ+qgB6RJwDS5Y9WbfHrsraQ5EyIaU1cipUVuxaPkVz7LgdndEgu7lkJWyp9Ii58T3QDbqVsld7vDxqipg9mxPpc+gzJITGm5dnRTdmzax7w3lpDZL4WzrjwKuyO2/xu37inmj09+Sk5BGbomOGXGaG6/9FjstvYlyEh5ftkqHv72BzyBul52ucfL04tXsLGgiP+df2a7zplTWY7farp+f8CyyKkob2+47bKnpoQN5XkNEvuhpJS8t2cFPx82O6JxdRVSSrbtv4VSz1dYPykz7DNr2VZyE5b8O+kJ7ft+iabYzko/IYTgwU/uYO/2QvoMzkDX234/uTi/nNsuehxvrR+H08burYXc/uCFYYi2c6jx+Ln+729R7anb09I0Yd4P2dh1jdsv67xr1bwBg4e/XXQwsR983DBYtGsPmwqLGJ3Z9iJUI9PScdlseI3GwzJOXWdUWnq7Y26PrZUF2DQdn9U4HgCfZbCmdE9EY+pKKr2LKfV83SixH2BJLztK7yY1bg661r7OYLR0u9kyuk1n4Mg+7e5tb9+Yh6bVXbr5fQZrFm8PZXidzrertmNaDXuFvoDB3IUbO/VipU2FReha0+OlprRYvKt9Ce+8EWMQQRZma0Lws1Fj23Xe9oq3OVs8pofd3eIx3VVe5dNYsraFozSKa+ZGJJ5Q6nbJvaOGjul7MKk5nDbGHxHbO8JUe3xYVuNL/oBhNvl4Z+Gy24L+8tGFhstub9d5U91xPH3yWcTZ7LhtdR0Et82G22bjiRPPJD0usr27KWlZzT7v1h2c0X9iZILpgmr8G1o8xpK1VPlWRSCa0OpWwzKhkN47mX++dgOfvl435n72VUdHO6SwmjFuEI++ubDBY0IIxg/rg60Tj7mPykinh8tJbSDQ6DkpJSeMGNruc8/sN5All1/Ph9uy2VVRyqCkFM4YNookp6sjIbeLXbNxy6gTeHDTZ3jNhu/VqdkY0aMXh/ccHPG4uo7W9W9FF0yVXS/iTmDomL7c9Ndzox1GRPTNSOaGc2fwxLs/oGsaQgjcTht/uPbEaIfWLCEED511Cle/8T6GZRIwLTQhcOg6tx0zk/SEjvWwezidXHbYhNAE20HnD5yGXbPxcPbn+EwDTQj8lsmJfcby27GnNbmSWKmT7J5ZP+QSfJN7TcST4u56nbhuN89daZ/CkiqWbcohKcHNEWOzOv1MmQPyKip5aflq1uTl0z85icumTmR8n17RDitkag0/68vyABiV3IvcmlJ8ZoChPTLVWHsr1PizWV9wLpb0Bj3GpqUwtd9ShOh8fWG1iElRYowlLR7Nns/LO5diq++ZG9LiokFTuWX0HHTVW2+1vIonya14pIkEL9CEmzGZL5Po7Jz3LdQiJkUJsWq/n+X5ewGY1qcf8fbIblLy13WfMjd3baNx9td3Lacy4OXPE87ocBvl/irm5X/P4pK1WNJiUspoTutzNBmuzrsSuT36Jv0Ct30oueUPURvYjhA2pDRIcc9mQPJviHMMi3aI7aKSu6K0gZSS/65cwmOrlmLTNISoW7x00+Qj+OWkwyMSQ5Gnkvf3rG5yMZXXDPBR7jpuGDGL3u6kdreRXbmTP214HNOy8Mu6XyB5niI+zf+OO0ZeybS0yE75DLfUuONIjTsOv7kf06rGrqdh07r26nV17aYobfDyxjU8vnopXtOgOuCnyu/Haxj8Z+Vi3ti0LiIxLCjYgtbMj64A5udvbvf5PaaPezY8gcf0HUzsAIY08Vl+Htj8PMW+snafvzNz6D1x27O6fGIHldyVdpBS8vmyzVz1t9f52Z9e5PlPl+ELNL1CMpZYUvLI8kV4mlid6jEM/r38ByJxD8tjBjBl8DUGhjTxmI2ngLbWN4XLsZo5vyUln+xbGPR5pXNQyV1ps6fmLuYvL3zB+p357Mgr4ZmPlnDjv9+JSGKLpuLaGqqbmDd/QLnPS6m36WXsoTQ2pS82LfiPrlOzMza5b7vPv7o8G6/lD/p8QBqsLmv/lYESGWrMXWmTWq+flz5b0aCn7gsYbNlTzJpteUwc3i8k7UgpWbx9D++v2IDHb3DS+BGcOHZYu6s5hoLLZmu2RyulxGUL/4/UpNQB9HInkVNdgvXTDVMQpDnjmdYzq93n10XL/8etOUaJLtVzV9pkX0llkwXXLEuyPW9/yNq578MF3PTyR3y6disLsndyz3tfcdVTb+M3gi82Cbckp4tJmX2arCwjgMP79I/IrBkhBE8dcSnprkTi9B/bi9MdpDnjefrIyzpUh/zInuNx68Fr1jg1OzPTO+fUQOVHKrkrbdI7rQem2TjBappgcJ+0kLSxKa+Q91duxOP/cQjE4w+weV8xH67aFJI22uu+WceT4HCgH5I8bUKQ6HDy56MiVyWzT1wyn825iT9NOI3je49iTu+R/HH8qXx+/M30j+/YVMXpaeNx666gBdJ0oXN85vQOtaGEnxqWUdok3uXgkhMm89qXq/D664ZmnHadoX17MilEQzJfbtjeZA/dEzCYu3IT50+L3jS8oSlpfHr+FTy+eilf7NwGwImDh3HjpOn0TezRoXPvqirl6ewlfFewE11onDpgFFcOn0q6u+mNNhy6jdP6jeO0fqHd2s+u2bh/3M3cve5Rak0PHrOu3LNLc2LTdP4y9lck2rtW+dvuSK1QVdpMSsm8Jdm8/tVqPL4AJx4+gstOnILL0b5Kiz/1ny8W8fSCZZhNfG9OGdSXF39xQUja6UyWFOZw7cK38FvGwfft0HTcNjvvzrmCQT1Cc1XUFoZlsqx0PYv3r8VCMillFEelT8KhheZzVjpOlR9QupStBfu58LHXG02vdNtt/P6sYzlr8pgoRRYeAcvk8A8eocLfuL6JAMak9OLDE9V+v0pjzSV3NeaudDrDe/XkshkTcdltaPVj23EOOxOz+nDahFFRji70vsvfiRGkNr4EtlfuZ1dVaWSDUro8NeaudEq3nDST48YM5cOVG/EGDE4YO4yjhg86uAtWV+Y3TX4o2E2l38eY1Az21VYGTe4Adk1nX00FgxJjq6aLEl4quSud1rj+vRjXP3bK8wJ8sjubO5fMA0DKui3/+iUkHbxCaUrAMukb3/46MUr3pJK7okTIksI9/GbRJ3jNhvcSdleWIZFIHX6a4wUwrEdPslSvXWkjldwVJUIeXL2wUWKHujrsLt0GQiCFhVG/CvbAbJmHjjwrwpEqsSAsyV0IcRLwCKADz0gp7w9HO4rSlazenxf0Oa9pcH7WWFx2jW/zd6JrGqcPGM3lwyfT09X0PHdFaU7Ik7sQQgceA44H9gLLhRBzpZTRXVqoKFGmCQ1TNl0+QQN6uuK5c9LsiMakxK5wTIWcBmyXUu6UUvqBN4Azw9COonQps/sMDrKgH5y6nZMGjIhoPEpsC0dy7wvkHvL13vrHGhBCXCeEWCGEWFFcXByGMBSlc7l94tG4bY1Xd7p0G1Mz+jG+Z+8oRKXEqqgtYpJSPiWlnCKlnJKenh6tMBQlYoYnp/PmCZcwOiUDp24jwe7Apds4f8g4nj7m3GiHp8SYcNxQzQP6H/J1v/rHFKXbG5vWi09Pu5q8mgoq/T4GJCRHfHNtpXsIR3JfDgwTQgyiLqlfCFwchnYUpcvqG59EX1VYUQmjkCd3KaUhhPgV8Dl1UyGfk1JuDHU7iqIoSnBhmecupfwU+DQc51YURVFapqpCKoqixCCV3BVFUWJQp9isQwhRDOS046U9gdDtytx1dMf33R3fM6j33Z205z0PlFI2OZe8UyT39hJCrAi2C0ks647vuzu+Z1DvO9pxRFKo37MallEURYlBKrkriqLEoK6e3J+KdgBR0h3fd3d8z6Ded3cS0vfcpcfcFUVRlKZ19Z67oiiK0gSV3BVFUWJQl03uQoiThBBbhBDbhRB3RTuecBBC9BdCLBBCbBJCbBRC3Fz/eKoQ4kshxLb6v1OiHWs4CCF0IcRqIcTH9V8PEkIsrf/M3xRCxFw5RSFEshDiHSHEZiFEthDiiFj/vIUQt9R/f28QQrwuhHDF4mcthHhOCFEkhNhwyGNNfraizqP173+dEGJSW9vrksn9kK38TgZGAxcJIUZHN6qwMIDfSClHA9OBG+vf513A11LKYcDX9V/HopuB7EO+/gfwkJRyKFAGXBOVqMLrEeAzKeVIYDx17z9mP28hRF/gJmCKlPIw6ooNXkhsftYvACf95LFgn+3JwLD6P9cBT7S1sS6Z3OkmW/lJKfOllKvq/11F3Q96X+re64v1h70InBWVAMNICNEPOBV4pv5rARwLvFN/SMy9byFEEnA08CyAlNIvpSwn9j9vG+AWQtiAOCCfGPyspZQLgdKfPBzssz0TeEnWWQIkCyHatFVXV03urdrKL5YIIbKAicBSIFNKmV//VAGQGa24wuhh4A7Aqv86DSiXUhr1X8fiZz4IKAaerx+OekYIEU8Mf95SyjzgQWAPdUm9AlhJ7H/WBwT7bDuc47pqcu9WhBAJwLvAr6WUlYc+J+vmssbUfFYhxGlAkZRyZbRjiTAbMAl4Qko5EajhJ0MwsfZ5148xn0ndL7Y+QDyNhy66hVB/tl01uXebrfyEEHbqEvurUsr36h8uPHCJVv93UbTiC5MZwBlCiN3UDbkdS91YdHL9pTvE5me+F9grpVxa//U71CX7WP685wC7pJTFUsoA8B51n3+sf9YHBPtsO5zjumpyP7iVX/1d9AuBuVGOKeTqx5mfBbKllP8+5Km5wBX1/74C+DDSsYWTlPJuKWU/KWUWdZ/tfCnlJcAC4Lz6w2LxfRcAuUKIEfUPHQdsIrY/7z3AdCFEXP33+4H3HNOf9SGCfbZzgcvrZ81MByoOGb5pHSlll/wDnAJsBXYAv4t2PGF6jzOpu0xbB6yp/3MKdePPXwPbgK+A1GjHGsb/g9nAx/X/HgwsA7YDbwPOaMcXhvc7AVhR/5l/AKTE+ucN3AtsBjYALwPOWPysgdepu68QoO4q7Zpgny0gqJsRuANYT91soja1p8oPKIqixKCuOiyjKIqiNEMld0VRlBikkruiKEoMUsldURQlBqnkriiKEoNUclcURYlBKrkriqLEoP8H7Qiq8k7ddsgAAAAASUVORK5CYII=\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": "b7f79852",
   "metadata": {},
   "source": [
    "Here's a cell with a `hide-cell` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6f68c729",
   "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": "83ac9b07",
   "metadata": {},
   "source": [
    "Finally, a cell with both `remove-input` (see below) and `hide-output` tags:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ea37fe70",
   "metadata": {
    "tags": [
     "remove-input",
     "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": [
    "fig, ax = plt.subplots()\n",
    "points = ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab5d5199",
   "metadata": {},
   "source": [
    "You can control the hide/show prompts by using the `code_prompt_show` and `code_prompt_hide` configuration options.\n",
    "The optional `{type}` placeholder will be replaced with `content`, `source`, or `outputs`, depending on the hide tag.\n",
    "See the {ref}`config/intro` section for more details.\n",
    "\n",
    "````markdown\n",
    "\n",
    "```{code-cell} ipython3\n",
    ":tags: [hide-cell]\n",
    ":mystnb:\n",
    ":  code_prompt_show: \"My show prompt for {type}\"\n",
    ":  code_prompt_hide: \"My hide prompt for {type}\"\n",
    "\n",
    "print(\"hallo world\")\n",
    "```\n",
    "````"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ebd67552",
   "metadata": {
    "mystnb": {
     "code_prompt_hide": "My hide prompt for {type}",
     "code_prompt_show": "My show prompt for {type}"
    },
    "tags": [
     "hide-cell"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hallo world\n"
     ]
    }
   ],
   "source": [
    "print(\"hallo world\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2da20a89",
   "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": "455fd59d",
   "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": 8,
   "id": "2a5b0621",
   "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": [
    "fig, ax = plt.subplots()\n",
    "points =ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f91529b3",
   "metadata": {},
   "source": [
    "Here's a cell with a `remove-output` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3aa3ffc1",
   "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": [
    "fig, ax = plt.subplots()\n",
    "points = ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a2916dd",
   "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": 10,
   "id": "f4c04e5c",
   "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": [
    "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": [
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  ]
 },
 "nbformat": 4,
 "nbformat_minor": 5
}