{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2050b3e6",
   "metadata": {},
   "source": [
    "# Respiratory CT deformable registration\n",
    "\n",
    "## Goal\n",
    "Run an end-to-end OrcaImage `registration-v1` smoke baseline inspired by DIR-Lab 4DCT. The bundled cohort is synthetic; it contains no patient data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41529771",
   "metadata": {},
   "source": [
    "## Submission contract\n",
    "`landmarks.csv: landmark_id,x,y,z in fixed-image voxel coordinates`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d0695500",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import importlib.util,subprocess,sys\n",
    "missing=[p for p in ['numpy','nibabel','scipy'] if importlib.util.find_spec(p) is None]\n",
    "if missing: subprocess.check_call([sys.executable,'-m','pip','install','numpy','nibabel','scipy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01e5cfc5",
   "metadata": {},
   "source": [
    "## Bundled smoke cohort\n",
    "This cell restores the small dataset carried inside the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6b6a519d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import base64,io,zipfile\n",
    "payload='UEsDBBQAAAAIABemFl3qFCA1bVwAABhsAAAMAAAAZml4ZWQubmlpLmd6rHx5NNR7/Ldut9xyy21BJdzSLoSQZUwrZQ0hexFiMNkZxlQqSUj2LBOybzHGYIxJQtaxDVnG2Mc6tmHMjJl5Bt1b97rPeX6/c57+mfM9c3p7f97L6/N6L98RCf6Na/3fr+wZjIE3X19XvuBvv/52ovTA+dLrtYfGDES9WwfJZLL2nw927vrjz8uPTv/qFThI5u8/FR0Emq/uow4IqCUtJaAVBXzz7Jiz4EWoyDFZhzttEDDG4FwYW4e9QDmzRsX6KOsxcWwW/Ioxa3wVV/oHb9gXNg0YtptdfXoFy0KVLbJX2TcW2LwsnSl2DHA7sI69DGTrSPm3sBkweuQe/qpQDdNI8NHoc/fWxg9vm9UY35PbdVxiHvo89wp3cBgvBLvq3Lp6+kpVfnt4Fbru9M4C84jeQvrDW3XhI8ijBsErjyIPKdSGj0x5318IisgIhTwaHNrnB/MZUuMGuM9d5P3tzEPz3x56pWgMvnGA/2LUJHTQ/RFz6X0zYnqnbyXxoJ9McJh1a1ht6HC4SyhJSFKhHX5r2vEPi04fvxiy8kplOqKzF/J5+MBpHaHlwU/V20Uq5lMDhMt9TL1/za9UlH9EjWi/Aixw5lGM7OEzk1Q85t2VphwqeKBaaLbEwn3tNcWN7uP1iH9KmNRPGYlFQMZQLV+uHDYjlY+6j5nGGt31Gx7NShU+6u09GCDg7956jdr0OOQJj+mzHUhf1vlMfeqVquAV/93+3pU5reJzQqOa+sq9k/FzLw4kzg4tm9mQtdybY1H9smsNFt32REQ+8LTErmCdBGWPzoDtvLywvd4bRiAOgPd1PrqXPUhC2f6qdGScDwYegTzw8C9QGIijscwzLPPvdSeUh+cjfPebD5D0NXJUoiP9AA4afErUNypCQqIhOoclz6u4LHbq8u5VVp6vapzbIURpbZYfN7qN6y6sMpMvswW7jGIOzZz/JjNweFU5RqzueaGE+JxPd6k97aSBs5j5YYCR+qtLx32MoCe1CHBt5/1R5hIIBdTH1S/1+mqAS/Pzn7gl1ybeBzozFti/+nafm1ntdYhP/STUONnk1ToZVzPW0PUgbppeRdEbaY1uHyrPSTMSI958XskfjoLliRETgeos/QuqoT2om6zbzmVbxS5vtxfqSQwWMuy9ZzfryUiQCt7TXSdkaha8fLV9DReuVyh8q12RbbUY9jXJtSnvpOvIbpKN2Ey8353G3EhjuGXPjOndLZ5CNY4/CT1/o+gSytB0XLNHtxY5q/UUtLR0XK8nV6r9aww8Lcomu4Fwuq7Bw474BivZmP2BlSqGeuV+Ry7sSIFj5ZG8YvR+0Z/tygNUnEg2nalWqEsd2J4QH53hBg2KI5t4XUJEpmpGul/An55sTbtAqxozcF3JFFlcPiaRxiJdUb8cdaOhtTgwcofo3JmIdIzuyh3G+S1iBU3ev1nKKSYaQ/y3x7BzGBL58dqYfPUhqLiCPV2vB4wNfCtXXFR0nnjH5kpZgDr+vU4Dsleh80liY2aI+TtIcobp1lAtBZ+2w9RZ5HuCx0s9Rc6eMKeXX19MijXVdqOIlD1ny9BAz7IT2Bdu9EAmI6XLbCHILLX372CqostpUjcBxfJXMSoX1bdKpQYotJhVH81X6NMun/J6eKb5JfYcRlDXnFzkGN+feVXY5kbhlYbVIt/I9332nYkhZg6fO/OnJk/q49MQ0VmyAmA9o6ZvElvOr3TBHeXWGzae31YvYh7vFqjhdi7tLZYoeAI86aqmQjXWL64obAiSDuNjn7uBF+IzzdJC38gZD/eYyh6vwz92ke8kRczt/pFafvOfw/ZCJqKVXNp6Vr/c606c/10vbuLQ2anLhmW3a+sXF0osx/ZOT4kJLtWJxSuzzsyq1E+FnqruHIHGZN5fCMQDR+ZyPMAYo2bk2a3YInnuhEIZcI9YrHE/6gvTsdrdhcDMQN5W1pM7hynJ2Nfds1/GTGjJP+oIgFlc7kR2w/tSeWXTQef2bOhnFsMRVe3xbVRScq1fpO1aNxlOJBOxhG4sAQ5Dz8E8iexZFgvBYBDJJBE0nD3jz0IyaEQyVQRN5DywhaI93MtcBV2jgcquWjR4ctU2XC14l7dl8Z17X6YUngT0MXc5upd6tjab8Dy17S8VofQ3CSmfK9Wbj+MG1PgGW4YYV6UxWvbULiqc0k5SnKp6EsitsolDlgIT+y+ogOmfymRJO7o8+HdBvjkZt6bU+TxthutW3V8MHlzeVm4dcHB2/i6kdgFwvJrolfEn6dk+rQQhxl6X9Ip3E/2lHm+3ZDc5YkH9vdeK6ZPlpD2/0flm91W4UUsHO26JBBxQRT6i8PSP/HYkvJoW1jUwqeQVt3Q3QqllvjHObFI62oPG1q/B+1+xNlp7G73VD8ylDzy9vv63WpM1Qge18Ht/xcU9VLh6ytGtAmv8jZZ+P3Kp5mlfy3ZSMNrkJNXzOa/p+LnO1ZSc6mWR/LOCRTejzq3eSpPn38cPv+QzlcnNLSy8OvhchIOc4kUPjW5rqy0Nah5W2YkyV2zRnc8NlGHVXU5mWO5pxrvRHbufjIeZTRwUatczWXbPvtgLSxy1cNGEYEjlkWOtQj/uuSHctk0TtMmZP2UY3Zw7A3iQlOrFOD48l/ccbGEEZt/K315tUTrg0Zk245SSFmlq92HntMxXHu1f63k9ZcPhM4eOG+GEz9qhAbd+zsQYIg8nZ3zzQSZ1GUvBrEoGtwLbp7C7rOjZkIOxTfD0OPKpXsTJ8PYabvm0LxiWK9wLMKq9PeYri7ulPkw+/esi1NLGaXlNnbF6datZsdHabmsDxg09TIo/KR2UnN9fplNG1ik+AdcApeWCpRtzWjzCR2Sc3qK4195Yv4jRFWb2XQ0fuHEmjLdF3zXdPC/T9MCzmtP/Ci43ocbRCqA/EuG3nSCrCyA3KKdk35HrUMlqr3i7OKbZMYrKSPoqHhqt76wsmK3JG2RUmaGj53kJgNcLKuuMNGVNfUxO2yq149lrN4n+6L7lwVaTGKpqRuSqa3zne9/DZW3jPourwlmRWeEeUQGJAmcBzkC9vQa4HP4KvRuA+LQCSObkCaTDw9xynwcJWyP2RaJ8opRNbbm/0EKUP1+sWNnUeHQdHi5hOUtOpgx8MzsrhNSN65YLeTcdkAY5Fabvy0SoEyZ9TbTm/fL5G5nXMImiUS+2KCu4V2xyKon6bPr6VZD9/OKDoOna01OV/WjrzPYRnQppmKOirJWeEN534rzHzTh9B8yCcO98/45ik+ZEEwQqqlgEk82zFeFWyKR3b4ZFPbDou+9uF0X2ZzlVrIGuHzs522HfIMwMcL2T/4GOj0vLB0MNtA7FGotN3Eb2M3odmCm19pYorbZ3ubH/BuOrcwXO+KVg85GI3+215/nsP03IuQZGUMeck/ZE+RvzntkhdtAwQDVEHwoX0pWxxGVGYe/Z23vt6XyqbAeSR5x46PTWE8Tnt3crGqfTXL/hC8B29togXho1ADY6rDIZhaHWngVZAPUrZ/NyJfwQtwnwyZDyGc3Def3IfJNlQQQyP6MEZO9p2UkZCbuY9pXnR3I94bVYbbvCS7gWD0bryfPEvJtpPE50/1IflLh0Lsah5kzqL/o5AXJIPV5MX255ooXJUOxuE6z4iGx3mqzJ1LQdEtHyQNy7FzxbRehU3IIBTLu2AwLUDBUx1yAGPxXB02vmQrAhths7mUBQJl7XVF0SCUuv2ukFhEwtMRctU//RVE/ru0cAOWKY0A2/52usp7/iMwF/F9haTmA+AYglYGHoAhgayOYg/Ewlu4/JtKNSsQQc0BPI7mGugahLWMIc0BPLeWChz9+zoqlGMH+BGBKPttolCX+bqx34pH32ypXTtuf3muB7xEpbnqVXue3M+0074e3RBIWPb1I1SL2hEIMXQVR+YMGOUEmhmEsf/UL/bayPASHbgRbsw4cuXlJ8OFuZUEW5jv6wwgdgVpk6K7pWiJGaDGyfToTv+J09MhOZHgtKPjL1brUiopHaf6HNtGYDKzDiHHn387g20QLMHbWrHDvj3oqsmQ2gmvkfSMi5aRmIK63bC2EIJ00nkkd/z+9uoedDfMZLTWaAYpBWFi8Phw7aZN2gOqSQXnOsNRf3jzRRyvDjfffNy/MRRvnk0SABeYWJKIaQ2ewHFLCo/WGbaUGCIrx4ykhscjbsbpaNY8oofS7NvSQgRvmshhztAc3sL0CbaPuOaEmtTPSpe31VR0KVA4UVhP1nRLv4KZa9VyZqxyRPQ5myt9SzYcZX7TrzTBaTuUfGlCz5G8l4pTHAAZ2vL4gK/wRz0MHWK7zmXTc7z6w2FnrqFrv1IxKG58TNjS3bOiSXVtIv5t308blP2LVYk8QYy1ZjfV1OqIncwbwWdSdNSUx1Zahh8fXIDxQLRP4yv+h7hRuQ7Dubkzo6Ezdc3lv2KCCnL2RRr2o1aj+GKVym9tX6uHZ9nOv4PkDuc5pd8IDDChF3XWcmM+4GxayQUv6ywzctNEngL/B6lJgiCJD+rOBst82oLjreLILf/q2rXVgnTukmhUJ00s65XgJOSYCjzCZvz6UN4yveH+l4H6043viHgf/BvPyI8ZycFIGfUAa0YzMdEqNie2VV7lc2yoN8Jn1aJSYfgG9U+t0L0ASzsdQDkUKIgnOsap6cqBx3XbtnEneopxL0qHPsTIvFhg82rqNttaHn/9xC+eIVP4RNjwRrtn9YDv7gq6PxdQ+z6ysYdPAggLkXQDxrEGp421TRLttJ29Iwp5iK17aMRqbE9T08GRyG3/tFp8vKTvPAj7Tt2v1pk55jms92G+IG9Np22I++zstoiM94oFcr8O4MhK6tpuWBJbrKTo7ZLbvB/3SqzqzsrftySUupwshUjvFCzhCWZaBINfxxz94V49q4DiRA11vSesWhPiZqwkus6CYPGc++Hc8HWAtgnhthHpeLTIPp/Gn1BdSHkyvYNjKzKUUAbnoVHG7Qzo5se/7d2W3xz/+K7zB/e1Ebn8GzqDgVja4AnjM3lCTvdPE1H4PQt7OU78C9PO3dCq7bBwgKdfQfs192KmucMpXA49GJM6mWikfydWYUdLeq6Hx39bx9/VcunxiPOxZIOU371fGnRV9TX01MwkujrpkiysJK5Jl7nXpH7kDMEv+EuqH30lvCIyjXLAUmn6PyOwJS5P7D6QATCPpOQ0Gh3/0JQQVLnG4DLgAY1ZfIeJXE+sbztmT57mu5xrkkQ5jNFUDuLX2m+9cHmG85suV0FV1ixUiRP7hN60fy/I0XNcFJUe1dE6clJ6bT1ox83x0PWTSQ9AvlOP0lHImsEjd04KmutI+aU6Iw7XZO3BCWaIXJK74Hx/tpiFwYjBqQYav9h9DcXUOsOxQDVRei1Z76mmT9Gg+j0hvWTg7jHr1F27O+eBjC+s5AkWVmuEhaqUoKyZp5OUkSkueOffYvrCaHTSSDqDgwdY64Mk0cx2EJVCB6ju0J42AyE0xdwpnEbxByG62PiTg2B6q/MVl2VMbce+Fr299dbOGPnRt89Qmyp4Ebk1B07KEJwyolY86CLe6tetmjLiDHTcicPOB6EB1vnivUgnwf7A2mrfqWI97hHE9H46Rcuvg3SchHVa5NrKbp3XsDrgm+0tWYX6Wl5rdXW0Xpm8t8O49aAA3Wjbf8NmPm8qXOQPqafnd2Ky3fHiCBHub2vlXzeS1tTez3s3SoeNbqOH0rvxP2ldkpkFt5bpXhiy9kTOjWBV00SHDZ5ZsQYBr9CL/w0hPZRP3m4XDHuL5J7vorTaSqybe5F8XNN8WVDEcjrxnyR3U4nHy+hdyQZhVE/LJol+vS908mxq/ZXrLD1w+/Q0k1nMQwR9WVsPl37g86TLIy4e1v9r+tWKq/11OKuunsNvHmPB4rBhZcNCSLQ7dScaaL/6uRR33DLQNxK5e8VDJnym+vxuZ8cdEafDE+H46aEBr9+M3jaobpwFv1Ccop9eqPCw0VhEL11cqxhj4IaNO9LLP1ggu+fdOoUPPtic1q5u4tZ/ua+SJWe2qIpkszkmnA7un6Zn2ncCE27cx0jqyB9p6Egt/NocZnD5LSBoTGCpK0pTvtbEA5rIKpH5kSNsho3EAd3w9fjEkvP/oPl5/TBb/rhOUW+AFP6lU+YmPMJAyETmY2q6c5pILVq+v2yo62c3kQInY45I1zd0Z1gLNiAiv1iHysM/+CR7OMCU+3i16AozPH8CqXzBfPxKkltfkl+aVr84/dz3tkc4umpE6CPpkanjqAr+LbmyXSktYucSqy1XA5J0v2HZFDSnwio0VPmm1ti/jlCObnyahqTM/RvvI1NoVrIBvSOicUtM6+X9MNxYPSLWbQV5iKPfqMpIcOc4shHSmqBZ174YCs5riFO2jloXi5yuzA0C3u5+7OPi877yehxbMrptFSsyB37XBak7pmWnTQRLqqLTB/QMP8thImq8CQOa2YZ1IQYxKCVlg2sCiqTPaGApKvqDHHk8hbQ5W3XyzNEi9W/8TcuR6+Vn4G46usn3BMvNNAPywbupe/ewUY1EpvUsnbId6cQsw3vQGM8IhMkjRKsFiaPAU4PvgmSWk89i92/4Td+JdY0QrWzdQCXLhg0vk0PxOMgZmdACPfIMyiIS+t54J2X//oU0Nrx21QHMUTgnFeoqBMQ6cCUZVdRjoaYMfpqOpVZWDYP2qG7rRWWk6g8xcp40qhhBPy2uSC8xpzydFeofoF/bT36UlEM1CnF8pw6r4n04XgCSlAaXhAB50wRjdPWTsvSauOQaNCOriPHDZaQf6xngG6VNRPDpOnOMBoT4xsx/Koejaw7naH8jQQW8L+bC4fQ9lcI5EVUXKhsqiyeMkRME+QBZw9Hrzw4IVt5ET/wBvVQMEsXm1ZYUf4sS2Xr6/XyHkFP43HwwrDmdIzNrEOv5rdCTY1KIblO7XvTW/MQtEG1Cwt7gcmDSb2fj2470GTJaHqDArydp+BQ6HuME3Ruq6qeau/dpzOjTb1z0v5ak4+JwnyNGI0+2Y5RJmARK9pPzw7qT7ZnnQTapvjBkk+2fN6r/21EEX9uiMFQjyvxfeUHCmQEJE79SLp4BYMABwpudJPeqsIMCgFuwDRuqnBpWRVwK5W3kz9ZXxf/qSZ3a6aqSMK/jcOzaZEH2YMrxyiUpPkaj2wP+WUWeBGCdIvMMuizbKYfVBmH5OGYnDAm0kkzwHRWPasP6uQQcORSZZoOOeBXchg4shUopMAaGcolCV3IZX/8J1TaPAjtHrH0w6hRdfIo73EtnuzCmpWZKuWAclAhQNWKMUANPTRgOk7osFxzMkBU1Xb6TH1fsCn52Numv8qhXox7HFQvUwKCVcJhXxG42gvoSPb5TFuhfB+39rd9qqsg5Ogc4EVbrdgZQ+GdqSg/Kw03zp2MXW0l8mYj6uUhL9ir87fnYNqYUiurqieDWErzQh45RUrgyzLQf42NyysDD6BND0MiILwBkTpJyqdDVI6JYboE9edmhSMtKChvhdpHRHcOpLCm6nc9Ytypp4+Za0HxXYNDhtdOGOSK86lBsbijsBOWn+9kKxP++qbFpRgCThqn80QkNWHU6azJL7KXd5AmhHcjvUYK1Tdxglda/FP7QewCZRRjqjRL/wLVDPfKxX90qbObX2wrvmKtw6W/rJ1b0ocJpFueClGWGZjqkXWLPxDR7pjc74WNuJHR7PrN06SYQU4yeBVQ4rbNFqKUIPZmx755koDiIGYJMWw2gQswDDrzt/b+U7TWRKSY6N0fj+mkBImtytYBxel7DETvOPvkLrL8zHjPXyChgBbSkKMnImIqP2ei29dAcHHIIzpa/45YgVGrSoX4bnNymidnLsUzEoxTI75aEyvfO16F9buwt+Xn10I16Y/c3c8jPd4si4Q65c2ro6uRx1sPq3pVPgApQ6G9U7v6w2AcCPH9dunc+Id6AUiGA8ZhxdkuAey0mnGkyCEVvs3SnMs1+ugsn5Q5jFwmJjhI1mP6iTolLPd2ba+bgFWjvjEXQugr3NsJUW7YmDF9e0ANCBjAW3oPKLBtqqtmkn7Tw1Lc1EbGja27p8ih+Tgi8LWisUCUm+AYfpju+n9YlL061QbACajwKU8zjFSGN+bqeLwegG58uCa2w+mnST7yyaCFPK/788kbMaclhvhg6TcXcGiqVBV3mXdsbttoESp95mFvmZiI/2vH6YS6jxUWXF1IVnczodg2kS+TWEZp3l+OOSRprYohDXTJ+k0q+sV0lpMiZezny5nBA1Urg2VD1Sq61ZDEfEuVaDCoYXF17o2XwWsG8xE3FgdFbbbU9//Dca5+x5v1LmchAARd75MAjJW4km03KRplbvoC/PPo88WJ03MMjRXpKacQFYPVpLAfi0ePas2kDi4NC0+3/aFsaO9OAKW84M0IVS5/s6KWw/Pr2uIq5DK8GRdyZUjI8KSKjsOtfWBlz4m6OYP/jriX8ispa7AXkvBmc27Tl5txhgpxgV4/i4T4RnK9x8GHJwK9t/wsZSahj3C/wuoAMozLYPWEeAwplH12qFpxOvtN/IPM/Sk44Hk7PG39bNNz4AjTfbtd9wMsw7/l45HL1242k/6hsJBgxmHQbdKnSdm5SG3OzJdgdpmdmERru+a0QYXTjvNOXvmHrX39Dlg7UxJ2hxxuJg//Rud/vcouZrYcx0HhzJ8U3DcGVi9urbRkX1qvXu2paCwBX0gqbAmyTNmuboDd+jhsRq1pC5oyutiObnbd/3GX4fbOUktNwluxx3Z9lcovDc35Z+ZEBp+OFox9GhmejBhePnLLaIKlX5dgOlX17egN3nj9HXLEq+CV65LhtUP6IYUcUhxjyTYEvZ9CITb/XMrC0p8VIdfVW5pMNqfICpZZiYV5/nSH1Yo65KC0yGWOmbULMa2nnZ98NxPPeo8/iDUEDj28aJxXFbLPqjt3/fH9C+D1gCujdagtA4KMVwY2LI0JGp+ZUe7OiZb5yDTnz5OWWLuHTWQKy8PVvF98OR0QwaPMf6ZX9VUTBvyDnsxDw80V9oEW8rYBm3q2v5p/SJIOpPQwAd7lARycz2cZb/oWdjyuBJwiU6jqljoSYSdOeNuFd9kRIpWSpboW9AOyRxiUj0kYlbu6alsVkHA74X/9P5WDrcNyopBV+b+tm/6XNHazJ+spMm+Rp39fHQayFXzNswMmKy+UNnbxseHzBd7YS8GGHdornVq/Ww71717zffuv9vLuR2XYzxEoUBCRKlz0jL1jpWA1h9M1nsJpxtAeOVZaI5f77lm3eXk8QUZxISdAeO2ObY/7/kEwmph0i18ozozFuASmd42uE4ONSSVTwLyCKYtHudD2s86ZL/1NTrVhoqJGMikLOG6zfMTwysfbjfcMdmoQ8EzKoI74FBiDhDtci3sKFuvAD6d+BPZqoNwbdB4bWx2w/aEetc4yoHIQlMMvoz3dLA/rD8pKQUOFyv9KMz0fexfWa/KrGkword0l4XMRtyxdqCrqg4PStR2hmFYgczpv9JHgusvZ3g6Yc217TvuHvZeDRlG20VOzS5ppIGJjK97QvxZLVQpOmaFSoF08xwRGJeVVV2OdfQ+GCovEank+DvdtecQZT59ayc5xKksanl7yVkgztCIR7ss/ZSF8wk6M5i/7DoQO/cVRy+9TPim5JsSbgYLdJla5KmembEOPazX6XdJ6et5Ja39f6OGx7b5QmGudT7oNdKZpO6HeW1FuInvrKnxuEZMqjzLXMMgCLWVZ2Wuwz26CzXTwSmN/VJpaT4Zw2dkTnafcGuqy9rEC6jxZjMwX8P9bsZT577ghVdu+pmQVOJ22e5nFr3pjQUX6SsoWEL7JCkmNET61A6zi4sFDfdDlQ2rXycddG7QEoib1nGSNwpTsFVNU9o6HlVKG9tuY175m+x01EwvMpkHmTO9+2Ul84mk/XUg7FP+rCrx/GFN0otz4x/DDzT/ntgdp7FdIk4rAdx8H6tv3N31AfkDy3kehy1zbdBKDXQ6W+n9o7hej2yNHPPBN57JNi8nqL6e4ufoNCR1QHa3u6R9viEj7oZ07oXUdxZy5nj/+CGFImOCzsHiz1fXftyG5lx+udyPN0ilv1xBOQW/F2mgKT5LnY836R9KTyFiZbHH6bTpuYxDUXvjxxss2LGiBTPSoA8wG2Hn6J4pLCYWKR7S8ao+9+/mNq6ca/UuL9fG0UVN77vAxVgfk0uxhc7PKgHde5hrKwf04mR3Gu3r7kHtDGx68wxn66um3YhH50ZlJzvfwP2+WfKWSnwvpUisl8LUG2iYPxrG9rRke8JYs5XsHigbxWDgyHMwNBw2489CMGjdZBIMTeQ8sBEMphcoAHplj5Up92ks+4iyfvzgbxMzZ+krARXClyZJYLhKt8EwTd9olrfmg5lO3yuPhgiS08E5cYfavvbYT4H7N1oPfMHl2OXBX1mSvH8ZiNl1x/MjEOYUzNJemZU54O2cx5sf4fMuGFo4E2/hlZ4X+5xDvVb2rNDvmFD0GIEX9wPOn8cYcDDEelz20vyM2/PNhrO57WcEkE2f320FA2LoB2c/fvNKmh7U5FyaUk3HIF9nJR1vv21UuZ17a/I62Of+WHs2jM7Fp1EQxzHKhEKAdQiX8sy1QAH/8e3vAyVkFnvgOjoJUAZlyvSFZoRS5aq4HcXpFISRqOj9agDSjiic6nknhv/coZ19GqRsAG4kdlL9hY9sWHiiZkPYX0N8kOPrYCatac89ogqGTgsR201wNEIEDbCqY/Ou1vlZWKANc/JKHgwBTZCNPMUa4t0OFjfkNn2+VvapUJVLmHV0k8hLyz9h0nLjOHJgYEk7v9tJF+3zVyK8ciirKG9Uh7bQ3eyTOwa61ElfP9idt1CFSacXWdjeEcXUfOTfWj15zsGEJghXbGGscp/CdXtBwh6b9b6bDDdh+rEdKKvAudhchje8E0vStFvlPQfu7/v2afWd0+N90rNgy6J24D8lyohwAdyNSJA/EUDYt4YZq/WT9jU4Os3RLtLfXp29AcZ2Iiiqd7DnVGd3HggpujL9mgyWONImSTzkBP4gTQq7BbL63mjjsKr12LRT4YJM7Azs1PsGhzn5ffhG1ClQsXzhTu8QYS5P++CmKativIec+9fK8Yco9IC2JQ1/GRCwsaK0pMzY3lNSphVw+580d92n5Az5XbsZS4JG3rlFYLgF9HZbKOTFLrvl49YNHG/UdsSEVB9wjau6j2xetjkVS52SlJKkk6X7YID74+98tP+SB/p18Pt8w3xc9SMQnnSGsTKJz3AoMi5YqcM9jFXWpayMkAX4MHggj0D8LRDu3dBs5Tv/HdA832tLxn2SAge/x8jTn2KE4fU2o4G19nud6ismkxNxQvQsI6H2qlIq682VMCDuMTm9bkLWdsRWp4kfjjC5L/s0b8IJmbvX3NQ0zMj9n1UsnMY1kRxvz7wZxaS1U/BH1rXjjVE/wi1Zd6QOy5KeWAikxoMH7j7C5RJkY04KZD/MS+qppnucaG8A+KXzHZHfUiBcQ610XeJIy6En4b+hdAr8wyz6Hi6BMpLHmL7izNkFtnEJMTL+A0LakY1WHtPVaUQMu+e496s3kmiGYiSG+dbgMwI53+6BYytm9UPWE0zgzqTVB4dHVbHzf16mrEiCK2xD4+Lr6HqZ+WMMwOfefYVNr14SrPHffHoVOyZT/gJtTqH2l7xcXSuYipvounKVxlctXQghOuLBA6wQQ6pmPiIG8c5EC61d8svuL6YADaESOQzWUQvjpv+TQzf6sZyD/m/XIwARyPsXGEuNzknHV6gdOZYPHrhG5QHakctUWQEAixI+ZBVSZDSh47KzZw1j8EAFlRy/M1imjnMABd/Xil3832t0nB8XpbXZEhYYUMb09cd6sOL9X+c4TxPze8H0oLJpXVhdbkGPnH5Tta3zo2/5tuq4FP0vZjMLY2FnrkHzz+1hndgVjEsAca5GXAVofv5CoNBm85GxZHspro+Y3XGsO1tBtiaBJsziGy042d2o/xZxLgmIFut54azrms/KMysz0d6j7pw3oCKc9YKYVFCLDzESozv+8XNY2UgAOGHaN2svKoWDl9HQTLeG5BDrMZPtfpEx1apiCHD/7fE7ZzJYZgoWTLkHcLrnPHjZGgRzugx3eEfLSOX3dcmUW2k69O+B6hwsUfRTPwtjfW20pq/lKxHbeYflcXo3gQyz6hzyr5/6dLjqql17znLv9O9U5GdUBQU/tzg5XR7dDlCPFNjQb9XtyU/bbVi1mTexfcTkRSWFdNahBWquAiNHhvm2M3DsoFM9Jq43P4IqSxR8TvmIa3bPGz/IfDhoAnAjiUL0QnIgRtPR/6BUmz2AyrbLTUuk8npTcXRsfEv/VLuH6kufLpHFyDZS2t5uAYH+VN/nrNYw2TNWH/wyHR+IDQysllu/2acA+/C3sKaaF7wW40WcQCXtaFJYuW3rDJuqhtnl7zH5YGs5nRECOpqTpwQ3FPEoC1AZadnLpE7//oIIM9iDuP8hHPQFkvrtG3b6vVeFzLi5upPK0Wkbqy1T6dfdpsE+rEaJljs5nvUFmNem73e4f80PpKtOKMwpt9a9dj9C4lE73HxERHaxRdPas7UhdkHtsyY7diBdFFZqvHjv2b+5ZJ3Ptipay5mmWbakVN64gpJJo1+n2pypuB7VeFFbcjk5euGi1fN9c4lW/WtHHQ1jB4ivm8s+rXXZYifxkvXuz9fsVFW8JbfytbNpxbF9liu+SnlhbEFx28sigIUVUajW9Lva1qDp12UHZGL5+DtldE58ebfrJO5dIUbf9Apmt0m9RZGsbFa2QaWd+L/jJ2zplzUVndtxfbh+ymO17FLnFtk9Fz8vSUpnR2uD/NkZhT5DI9Jut+oEbCMI/tFKKenLq3X3GnNFnHbU1hgHFfDv+nlvwNU8hYMl19Z4M5tmcYQ1tKGr4zPhUomQhYyqmyN+g6KpnQCUzwXzBAXMVx63qcj9Xf3nhXK9bljnYmTlTHVScXf1stBd+dFhW+cVza+IBuMrJGM9szlLr4hKJ733bTkNDiMTqKPjU7dSm3xEW2KpVosmeabIIlXNYKREuk6xqpG3/ezivCvWNApvriKVsZXtD4B8vvSzSmRBU7y7Ca0dHk5Wz8Yugb74RTfZ9PrJKMzkxNmk3+eL5bO/Ne1pUpMakVe43Y/A201DBwP3eGL9JLbsdyQIvCn3V5BCAU+qnYbqFFDpGUxmCP4s+4iMBl7KV7nn3spkXJueqmzx8ZVmZK+fChjZ2VE6J35mhqVyyyMs0YAAvcVz4N8d1UuSj91ES4GEuW+m/cRSOCGXWjtYfpbihp40+DMH2VcQVdryqqTyvrnF2yooxv0WNSaXr38ytMsNZdxzfbPLV/7r94uNIQqZ6GUu9TEZKAYdxVgCU5k4MgNLIMI8Yew+5po1dQlOwGETBG1JP203KLHaxu6Nr8Ch47Nrk7KNcR8eeO2ZAtYsz7TJdzcg9tQoPPDAQb7KSmS7diiJjo6pNI4Cg8NeUaMrPFSC3Or/3mpIUNr5dz8VysohMMAvLHumrQyxqXSjoB7aTJ8dca1ngMoHWbVUb+HDMLWHaq6DmTcaJ1NISZGzkdHSq9HR91u231+YrInI4NYBgH75cR3W16fWvAtAHh6xGd/5EYxllOj9osaLdWUrpnSHteQFlC2n34qiVO3CUDQsWW0HtFvarxFx33s8dlpc3t6rbp82mzxDZiFXrZyvUgX3fOndvTILfI3Ndja1CRJmMQKFU7qxiPY7BMTIFczEGx1ITbLC76QEaVUm+Z0utOx7+zNJdtugMQ8XRy2E6nbAuOw3DPsj3MCgaUVS2b7iXX4C6huKeDo1I4kG4W1bAh42vUmh6zh/u/f6EgXelnrDeWlmT81asvzF6eZJR4uFyZObAIB7xzWfu+MxBwJ/eR8gbPdrhanv9fuG7F6QsEm5nK4VHBZVO0THpOI8IKvbRviDLLBgalF6eX58T655bhyKuNet76OG7VpC3fhopMB3KpG7i2s9aKUFuDjFA6FV+W7TCtH7Y2B66M22b6i5shUg0zPoRUog3FrTtm264LZtctlMn4F+Y+IA3QJdOsaoLaql7kEUGT088S8N1xFF5hd61Gs+BJObqphvwzbUmVmCHzRr9r7kGzxBE3nYY0mhi8kuFL8ycrsbYelepJ6RaGXeg/pyBPkwAC/ll/M9TTneRfBzqXjH8Tzm5NW+T2WTTSGZerIFsYkt6y3MufKYK5T54BLiaQgzvAAUNDD1JNH0Og4v5vQKP1Icg3bJRQkG60hGKwPuThkf4EpCcq0jqExv2zXUNGrYqoQdryW+XBBhMTHTJ5/eL3tKIvMcZDUD5B1kwU4clsnTn9W+K+LFLrEqGXdrDHxK0HgqVo6SLDj1n6f1x4HP2jJQzvtTsZhwo5k+kXnlHJrtnHfbUkG51F0KXQkJcFwuVCbAT0W6yhPu9GFOvc9gtAwXkl8TTv+2CSGIU1zKoG2DATFlXJyr4/A2+zVWPoKmlMPueCYOmbN78Q1lqe4a6zId8zIJNl7cfKMA5jkoNu2V95msbjRdioK8ftR9V5EgFANLRruu6n3H+K5fH9uJc/3lZCdRHMcnEcHwdkGi/ZkV2pyfOeFiB1gAwHaO5w6ygN0MKibrMMycASB5rzwvfcJzoribpQ6mZzauyPxfsd204zI3oOW3e867QFcr8egPMvJPoYwCnm75MueJIUsToCqFXtbyC08sOTWCjg5zTJpkKZwcwCh5x/iCgpn/DMBNOPh/Q5InkPPAsqYy4IQ5rP+YgVQfrKf+ibaY07lCMJsxoJNfmyx+gxfYI5MxMQs7gzJrOi3W/lWtp6Ik9zNJbnGux6rpQDXnD+P8pP4Oh0YzLvfWkdePQ6GBlyL2I8oHSBZDU4iKBHdWC8RlQBHqS09NMG0uq6LQJuP3NtkFLT2jeY2AMOnB/uL8cLcXf7e4fGY2IIjFvrOP1BT2VdoiQRLns7hsm84PZZjt0T6TnMUTVCkFZSnoROBhEqP7maPXrgk+3BHm3m6o4MupUuFx6yMd8E5e3mkuDkYvTbaNmEHQbGYzZjiWIpMfn1ANRL5VdHnrSvfYWej8uBIwvat93Dxl1nnNIhVnqWKuA8Bh3SiOyWjKh29idGQdewovyD79E3UoFN62sQpeH3rMKrFmzUHsC303a2C8kiIAZbhb6hXf57m2nJtIeqWCbZNE7zPHSbf4TTj2Nwrc7w9JdJ5otN284nN5uNYXd7ZxgHJaptXa/IUf0ShXcKh8qN+9Jc8QLNw60Uc8p3SNKLRqlgFWJ04Nhv8qmtUu1BYjNBHe7WiBfqZAVzvMAW/E23/Qj+Vz63uoto7uWQGNcN2cdIcUj1z/azxME30Kk7RKkrFq2MtkzB1h/E5f87F+4HYLJ5wOi7cfz+wRayLYoWLrcHM/FW8b2q03DM5JxfSiqww9Pn247ZThbuArV5RcWTFwto3qxZ9kd9CP3TYRr3oAykJu62teEofH76i1K2JNWn6RfsFtEgEp3VxE6NrxePumTzY6UJ3ub03u39RtvoS41kfIeZr0UUWXqGLI8XH4UkWzElluPG1yIQVnWXpHSqwja2dXcOdI7moCIjeGGn1XsC93U8m7Alwch+Ruf7w5Kq5aKqNDjSMNGbeEmdVIG7rwXIrq4tdLbVRJ3Ux0z9SYBWJKV6SNBBtU6jln4REsm8PSArnHFBimPbEgX+/oC/kPNZFodq+kQ4LcN6Uwsv6JK7DwapsTXX3Oyir6qpTZkZKMIhNWNoigUHyTQquOGfeA59zBC4l0dxOcl09QK58Xku2NRv7r9Ji4k1cETUpeDJwnikLv4FVUP8/Iq6aLzN4gsqkpRYZppbcMWwAx5+lr6OxOV8GRWjQ41HKGdds7gzGeMUI+p2v3nI9F/LeX4m2pN5zIoVX0ifuHX7/ZJVW75mTcbJ51KrgSNnBjWRygUWEwNwsOVmHHZVf3SyqKuwjcffQNaj0IpS7rzxGQ42m//eBff7tpWrOrS02zy5dVb3figbH9ry/4ZYJxln/SWeh4SpFcqMq9sYFEYwqNBIsbJpeD4tFXm/vI8xpEAvkj5Zh/jczzexvY6bFtfQlFkWuTfMaI0DJdYFaE/VRxsl2uYDIYB3kr0esC8nfU5ninWKU2scEOzogeCfK9/WDqzUeGyjHZORu+nzz+nb1/31UiTxPJW3aVwgg4GAfkeplrYCojjMCpnLFsloli84Kv3Vk7agcjMT7/ebkrSWWsHNi2H8r+abF7P5QVO2QTqcYuuX1XvokkZ9eLbyBWv9twY/nsNuCvP4Uc6h7Om3RVtnOMPVUJmoxJeuuFN9rPWFGQT2SuHc65HrT0MY7vqCX6RcOMw0peEXhB/4W1A4XS8R2zE7z2/D3mtzmFZVc/tVrxe+ijT0npQcGGavYX4uDQkd7mKKtxP2Lm517M5/u9MXKixSz5dNC1d+cPAhw2QEkqWPio9/gvHBIOsHOPvRImIUMzZ2MOYtjmbO/gw6x1HqjMoHWzz36ocRL8E8KoF7cMEl7LgmRbrD24BnW6LNDmVjd8IIOqLQTa9mmjQlAQ5RLq4nrfqMlSsuQPHoDdXmZaNW9jrFQVwuGyO0kDBw8oJkafx8eXSU7U1cK6AexGRzOywadLnnkfN9hGnQnXJiB1HX9ffYTLPa4e+x6WOcEUwPsGYe1WZokKj9StgbDyJF16kbzAdRzwRNELqQJoaWHhl+MjNa9nX3ilWb9wpRf/U5i/5MTHnVzm46oP2EzNJgucpwQmdghXhg+rcz9AMkaA30Fzmgx1Jhfb75XIMownbUJyOnQphoV/VSkJwXtEKihmbUOKN2Li1qwrf9+HYZvw2b3q4VgIti8iBQGH4WALqm1PhVNQcwCf0jh9Ewf/RN8vjjKkJ2VnmtWWpgngTb9tNROTAcymjOZcbDxuu4oAsx8EVFkB2Y2JJ5vmT6deB8PMJwQQOZZXcpJ0dkx7XxUTs9azBF3t/2OTViC5Bj/JCHBtiluPA1hbk9P1OZjd6q9SfXAoI65a5NAMiQqR7k7opMXdAmPN0J6G2+GHu75EhnRxzXUY5u9C5TF38f6jxvtbNf/ZeYs2huVIaYZMNUeYlv7vhXBs1UugbYg13w3OTV/C7KL3iuQeP4lAw+wkZ5MgZi5g1r3NXm/uDi7upLINoqeYu+0yx2pUf1uO1cp9G19Nv4AyZuJtgbDUdHxuMnT85YD/ikvPdTD+KL4ek7X4KzXMo+M6jo8jZ0BsQ9B6oI+VXw+U5ZqQjoA1ppWnUIG53/7YOCI7usyxCM6+VWhvODgcn0LCjqlBqSHB4eSdgYalGgeJc/6K4wm+3jVi/zf7J4qeDhpghwg27tmw/z0lcCHcsrmSuPvumBiEEfb2NNqohDA1wA8fVVmVqBHSFTW/WVtx+NqP+IrbKDFSN4PVcgZ/pI0xR5vbFbCePrBRY5MZkmTldBZfJjfnnP10JDmP6lzW16lxwOpD4wHppnPCi0vE9nXlJKdY+VushhUU+gPD9uMTPtI0b0f0jznszPEBsfQOOYeZ/XKA1f7xGvlZFJyA/cX1Reeshdzo9Vjh4QT+4xvJXcjP9T251zai33bRDZZyGgcNRh6f6SOV3wcCQRrqv+eL5yN2+p8mDEyzSkkGzSJ6ufGiX/yMpR64993+EWU/Ou3sNU82a7aSNcta64OyEQwWmEqFE4hsDmB+Y67ZUZcKCD/td0rK0NzEJ45D2NutU744wlZmjb6yr1oBYU2VNxZfNYBtIAwRfS8Bt4ZTjsRjA6auWMj5Lglr2tEDdvmH/m5kqHKtG6ObvCQ/m4RVOJ0ddvFiYJhjv+kJr0ZTvaZZO2fWBLDNqoVVRuQrnveUQeoNGF0U6zXiXTCkJO7pmxDhDsVnWCbmSvYDtf5uBo8vVnNLktZLuPL4JX4+0u/PtMEpj5y53BjcXpVZTxG2Ba3lkZROX7/MU+47hRRzYSrhKfFlroJpww2CBvJxtSFAvuc/ViS/G4e0X9nRy3C8/9lVF4spzP2OLwls3eesNuVX0Nb8Ix7uJyFpKrAqeaiZdkahGOlyqnr089o3k9yv60jgw9eoGOlaT9o/dhkb1wuQwHzCUiCvJTuZwr5giom9fRXdbo2IXRK5CwtRkVHIcCn4emikfgihWllPazoclKfl1H9Uf4+Coyr5lpzgwGJR75cHiNy8sn+8/qOwWWhK2cT2Voui+WUhaSuVlx/H9mGxN11EZ5bOp06kzdVWKMs2eR4gxdHI/XKAU2Mfi2ZdTONH0CZMV61ih4K4+8gBpX+8Nxnjtm19jn6SKZzjZKHT6dDfnFUnbn5+fA1IBtYd8m9pnOEbqPc7MSs9AvQxtVd8bnL4CMtaS6WoqmHEFz91gRyAXCrOUMKXujtvNYEz1d951ilKrTcuN5WiTWh/VcYE+PkfbmfttS1cDLINT6DlvscQ8gDx3Xf1+YGF9IPN4ytCAjPCi8nRjInyLvKn0dB/dO0T1uvYCf5SWY2R/pfrK4oJ8S39/uPplku958dz57yoSFXe3vuA3zRnk8plvgIGfbi9KLRb5IgQAbTgmPFcPt0f8aMdahP4fX7itWiQV0vfByl4o1kb9ARRk8C2sMt4Fza1dpGH6OCIFKxoKZ9O7IUqaHuJZEr15ombkJ33ufSbT1ZbowrJwYyxFMv/UNLW80F78MDdNGBc8uECX2GZ2D7LD+MWCA3XXaDW+YcgGqHOMPz8WP900l6XjBDjkUqjqXRfVnnnsTqm2/O1vRTeHv/sD1uabflW0XjSDXgbqYB8rwKy0HXPmT2bedq2nBuZW0HqMhXN8EZXa8g+giso1AEUhhIYGna4N4Euz6+mI42uTuF59wT56299Z7Y7HJniX0zAQhKzrEPyjk1+6Wc5GQDOL1vYiTUiRbseZT1m9NRZkK2y9vcLhiq7gc+Gi36YV7P72i16/1jYSgmPfWJZzj803czOBNPPtD/WNxQTBKv6WdND9jUeMmOjh0HejrrUlyevffGQw6wpUX9Vq3zTjnz95mlL+jG1JA9ee/ly+CZCe+z6scP4vy5uudVZpNVI61dLA+1r+fYMw1cK7Oyy2yZMmdQm2r3KKN4Gu6kHuvx2WWItp4MFP5ob67FCP5MMMfEWCac33mFbqvneOxw7um296rvx/ITUEuxuVVN7VJtbmnS8W6OWnGYMc8X3ZQ+LE4Ovv/EACCkoHKfOXeuRH8cwAi9JCq5fpxgDTuqy5+YUujfZqwv/5ZiqafOmUWoBvSD2CnyK4KtgMNnSgMCSamX62Fc6DxaKJLqNT84agfcfg7BE5Of4AVNdiZK/BeNU3NabJv5um8HQlKTGa46mEh8kGWo3rQHxZRF6tK++NldKtlkNcDFWjK89crqvWljyGMqirKSR7a/jsMvG+FgXdPnCQ7/Yj6u5O/5cbx/cWm8fNImuD78v8Qx+ieUcEqv20BZJ6S07BwPnpt0jqiCY0EbHdqUBbdEVWkefztkKE8oakAhxXoWsXRzX1rKxWjDmuZykOP7L4x8N3B33qLRulLR3VtNo2Oy+jZVCRlJVpzyJmI0Aw3tYA7i3r/mGar6owCAMea8EAQBbVF/aVLaD/+MRypnz51VA277q15lx/TRZWJY9fsd2EdWCvmVKuNNBKPSl6GX8UlMJtWVYNrV/SehwLftG0gEDQ4zE25aACIlek1XRFvpdWOH3k7qtk4dABa7NYHph61fAoSO2D45BJxO9mfdW2mvHhjX2rMxyPPC6W3fJ3tWTQ8IH/MMK0DdwREnTc9SnR+L6qwz5728960Q+0Vyf4wBLRT2duUnQw1D72kotC6t1u/GkidtGKQA1Z5YyUHOxSZaUNd4xJ/LAPDJDybuN6x+y3DYLr0s8n8jMbgVrEfumUba5TMb67l/bpzMPIYDXsj0onCP71T6lPBQGU7NuuJ4lpz8AbIfCOcKcg/eL3NVJvqc1duJcPlOxPD9VS75NTWdtWeCgbIf1tb8JYnYl7WPLrggoo2ml4NI4Zjkn8vi6Xwuih7Lik2Cfo64eW/aM5r2VNLc5dvtZFid2UbeNOWe9nYZdwDBFRO1Jd2UM6feK1l0KVnvgJU/oMVw/LHH6imrbUoGEwd6z+vm6N5P2iz/bqhlHmt51Iakl9jO7yELJkwiFnM7fZSDqkMJ1aTI5MY8EpNSC1qOXF0w9AGATfEyed7bRX3SypO/e9ev65U1GaNk6u6k+ulletvxycymlMJYGc1YtvttX3OYbGitfVQntemPWaGKRK34fDsQwJWpeBSXBHoW2HOPx38uzMH/o9GaoqQFAeuvIvXRm0C7k4Eb4bikxSzgl5tr/rcTscpwnVGmyVnbVmAuZOrvmheyJ3NttLl4IZpPXdF0zMmVcU5/7bDhNx+3UqyQgvA8dX5Q9ixs9yA/3sRrNspbg+gnjCWzWfeo6DZuz9GRz0IzNsuc89jLniJxHLIHJi2YAPanYGTK7h8AuRrNBXmwGjMqeNWffpy6DqSQimfOfqDA0lj3DYqEYtDoyCYiGw2b9OQ/MOjLnOETYLJndh2FXkZkinnOwQl92GIEBnxlg21BZ8mgquwfDbiMz4ZyvkL7sAs5XswNsJyqLysawiQM03v/xkk43mcn2xAGLfVmphCVOncG2p67po0nYXgC7i0zDcr4q8WUhCEsFnK+cqGtunK/6AGwWDMdGUde4/8cvjoKoazA0588w1tTQOGyxLzuEQIJvTEdIRM5HAYEk0gfl/B2SJecDxfmO8+Er6JNvSKu8piPhr56w7dH7r7LWpOmp9Dh/tIKts3AhGHjcM4xP73geo0MlxhTXq9W0IrnmHMeATDVbwYH88Dj2xh3KYG0gVBwzbH2TBVvCIKEYVPD/2AvMhpxQCS+wQnTi0TMtXPM8u72gREY9/lJx2of+HtFxrt8p5D/X+7BdwQNRwRcX9yGYtH7VEjAnY60X4mg667ywcE5kYyjVw55Ijsey9tat/zTBv6f3twRE+iNT9B74NJfEFel0QsugfsdOOhrJpNm1nR2uWPnnCN9n6l8/fsGqONzifrix3MRDcdRENiM90nX6dWc19ukachTiIoEh4cjqJcmmkQk5sOClyYC3pjmoMLXsIRQpx8VjxKAlom69Y0xbXN8bU1j6jkrrA3yjwGmgWU6SdpQngxR5TbCuAblz9YxkYIihLbE0uSnrtjazzLWC7vRVZXl2kDhV18XqfayCv7ikoya+MnzbaSZO6j+WidiMPupLofYAc63RvVHEeqnlupdYu+Yey8TJmA8q5zMeapCbOz0TKwpoA2c+BEKd00GyGRNq27un4pRE2iIczPBoE9Q/CDcNs85klkJ2Lo6EnJXu1hpw6DGYS0Z0lgtKO6RNv25NjypNh37VV4XHKJpZmj0KI/PRryVEJC4mF4XnefuOTIdeUR1dC+coSjID/eP9jkS3meSmsrgsXtJt3v/5/L2xtkBo7rVPjF48bx0kbguRkx9Z7mrYm5FRPjOsiXSIWettLN1hcjlwBpIJfpa01LId2nQzw6XyUWRb7oKu6FzTRVvuvNeHYSeaKGGTToqLgfEneVV/2/IC+06SUmpCc7sR8//3BL68g1ps8v9xBs9rjsUd6Bwq43nI7Hbu/EU4a7hcofti62847NdME8U8GhNeO6y8clLIMlbLk2FMfvmOn5QVv5ya96n0ktgC/vh3cS2m3P+cwZdRkXhXeXZ+1FHBZO58Des1+wvtl0RWv57xwDkJawrYaUsufk5QTHsmK6/BPW3edggEDmnu6piQib4zlY/MGbPeqiZi2Ev2q1tJtN0tFwyMoEUvufVEteBcTkgq0TU253SINCnkkvVAcD0I6YxvOCIl3lUeq9J2xHwoDdlY3ch0NjD0on1J2Br7vgVjbeVJvfnIPGN92O2JF0n5oAOi5+uMRccRDyQ6xuPr71s2n5fZk/Mp96aGCarjnHCiY4jQ4LR/aQvRfM3+I2PMzXhrQHkwXTd+NiDyaCIFgBmYhq9Q5Q0z1kBN5w3qZhYeBPRk2KlqHMa3vvom3+2wRKvA6+mMVKLef2QwTuABnoYe1JPimlvrDTIHmf93Pw2wPjwfhBi8UGhRWfJkUd6NaeoVoXcuw4chKxPxoLGeF29xaUg9AkLYNSQ4u5/S8ptPGU6ahhtOHcacBCfqLK48FpFe3/n8ZxQy8rJmDlWMpVs7BbNaHg/BvhhzuYGgjxKbOswUYxxQnSfOoSvImqbrP0bk08QwdW0zOhxlAVcPdutb3/1EMAtnRo79wIo42nq6hE6H4yeHygZ8oN47jIKZdjXGXGd779ubhC+65gfI2CDIMNfg+3ufGy/MSjr+Qeo0jWjPyloZMxIwlBC3ZVgvBLnl/51+0kvrSLHc7FWtUNT+sLtRXKW9T6SwvX6xbDT6WMdoqKR/42Fo/Nllyh71jL1JU0M39bUgcoYAU7c0E+/eW1Kp7JI1LegcKfl+XB4bdtBrAGZghhPkFjvyJVTI99pz05I5jNVB32qJlQEeq5D9fLrW1QN86My7l2+L8ne+rw2923po1yn/vEL518uNDD/WS6a9hZttEulKD9orJk4m0GN4NPwnU/a59u631yord6XynR57CTR5heDq8qTrTvCjLTTRInJmaNQJ3YlSYXwHuHgmD2zGDh44AU30RzIkXFS5+OEcYQsb+1NA7oqmtfVhQY7E7QfsGNSXHp4QGEOi5RfvotUQCNYtkz/9aNf4af5uqsCMaIthqZC3WoH5577V5HKsC8xBtBqYkho7G1Zjl3jJJ6GG6+8fBmu5d9nr08vpxY96ETUeyMp+12XVnP0mvV92DDsGqRMUJ3l2z3XJi1AvVjIEVdEffnPRViIZ6gizwlwqKNxSSoLBOEVSdoSaCoejPVLdsd4x9HglARP1jXpj1NTUJDB1uuWX+d/m8V7n3+WhxBiwcldLqQGRBLuD51bRC1kP/BFTpRDb8coVW8/CRzIP70f+peHoDzfbuqcITsenrTEU1ROL80pLSichLvyfhGRJmAlXYWvrmkrV9uLtqnmBFuMJH+8hDBjGtkJ9zm4TwRdl6PU8CK8XGf8hk9KK5EbeYeyBpQ3ESpnykKdTZSKwjk/WagNw1q/jbSQERWrvyAj+n0q+M66ptHlb8dFdRUQXASusywIiTRfphLgiIl2kSUcRkBKKdAhE14JSVXrNIp0QipRAgICK0oOhBRIgSkkgMSCEAElI8g+Krqv7fng/ni/zm5l75rqumXPuc597Y7Lb5GwHAOKyj3sZbXm2l2qAFyZ7NoDvfWfzExugIg4UaxyXrzUR4GBWL8aJuG8fLVtR3XPB4ewpU7iXGyLTfUET6pMbsxw0hq+9RV1KvOVaj58zoDGGh1VZ5bFjHJ52f/Q5lTy5q8TdxEP0SXUaIRxk7f13hZbpSKOPlqb0IWOU9WlNrRxXBbXcaxUMWIyaKpvFFKjANykgf2PdiD1MzRDqQQoWsBqre60+nXbNvn+KscmuovI+pLVYWA2gWymejHWWgiQKOcW9EWJmZFSapnuJJ/un7BMnL6+HRcPMsawKn8VYJP4soik/yRbJEliQ2WxEG2kTMcY38DoZUXTTnXsyryf2Ol0ZDpqSuw2dyXQzYO6hGa1a1+CKUis6q+oq4oIyKqzuRk4YvBafqDaMbmzlqOAdyMWF1+uBn6p8q2V6eiGbr5Esp46AcMI2BG3ms8miAFHeRPQc0/2BTn9cmtbVmLrP5FYkAdxbGIheVPA7F4Tnii2g2dO/hVCV8eP3xSRjlPh4w62QdCL4M7W4cTbdxNp9GHaL8ij0nWefAwafsM/eWaUQ+nh+jBNzOEX4ne1JRb/CxaYT4du1Lbwpq4yzg5F+RDfVOjYxGt2UsXXcQxvf4ln9fNi5aU4yd5Q/hyWixGh6Ey+CnYizj/F6GytZESeWoVBRI92DbGjam0vad7J1ENA8IhOyQQn80tZPvrmIOmfLXkQw13zpdF86iUBmQYfXILBWbjlPHjMZHWQSEAaFwHnymMnuIK8BYQSI4kGqc2UrCRiRc4+R4BkSq5nRJe4Sbhhka/zkl9aJx2QoPa3FTS/G8TbYuLVTuEZW1ivxf7FrqUVL06+9IXJQl81K6xP/h3isW6vHFg4dnpmb6/VTS1gNQPeHEGxqzomWDuUmXalTsXTt6Dl8i5pes5zuod3deQB4Kg8gJQMk2JcW1I/B9lKCjNSrSMn/Svo65kC4OpIK/u04NiQ1WAUpQsq+Zfk0NVQ8Ga079ARGvSohndGYvKiqk6yxQ+WkedaktZvqSdguUY9nt3w2ZMJykRZ2pblHm6z+1RWfvqojjtNzgLkoUvMxdd3nKf2yiTdVDDmyU7HNhLniFQ3/86V+zXFI0yNlqL1jeWgFiFNkSGGJiPVIReR6Y6FVnaMplfWO83KqxiRba/mbDwD7rZaTg4vKU3/JZfY45Io9lh56nKIiG8w/sQ/kVpLhW1k2n8S+h45Be9VZBvV7ZgmiBtxUFNOVNN5Y92faffay49Nt142tqwC2AEjNuJW5GFvBnIgMU5NCIH+TMgCNLwGHVUoQI3+sNKSG1yXnYsCPHa0IFZpHCIMA1EERUpGSqmbkJVWJMDPxa0vqpt9hzIgjxIQINiIMhrU3ZhRG0UdUzmYVyiCcbuJf2c6l4X0wip3iKx+pKi49Y5g3JdZecdHQhEOCSn/EjSnlHqKCnXgzjIb/cueX79Bp6hidkDbsG4MGWunUonChiaFcCRypatqTm2bnlKRlDwxaCpnAOnY95Ij42C8094c2UzP858JkaG32ffbvhjFa6lGPG99RH3LHjkG/Yz3NhsXtsy6VJuRRc0UL6MzPcOe8ShxjHcPsJPyxQmUcnH5LkbzoRjCSmCmChrkGiSpdH9UazB8woRlMmBMbBOeJDRG8eeN7jHX7PeXK2j3pUicFlcENIuGtSVHIkJ48sLKj/dJFG4LymzmZxfj5Ow/CbjDkaB5Nd4mNKx1FXs4nsEO7Le3XUvH2QSLdP548PBc4rgkqJsf5lrnec/VAmUmsrK+4M4Eg1qEQbaiS1X1mVp117xnSroKM2fo0P2P1iXFhgOpAYeAjf6p6SJuwJr3Wy4STzQxP+MFf9GJu4YKCprlsOLwhymUqnM1cWH5TdKcnflp8OV1516ryKwjAOUHhStvs+NEPmWddU2FtbRMVxtutHXJyFB2SUGFI3w+dlDc/uKwqsDow5JNV94L/9xZLhhAzZeHPN6m7foofvwtLD3IhZcITxpV7BOHzMcMv7VP4vYP65p8uPM0EB+imniSKhY/0T0iVlH3XrX8KTiiJ9tzMyj0+FC7nUQphzaeiiBaiLh6Jhhevqw+DF666LzAo+WMfk3vqQO2KFTLYqCDltXCixnBdVUTvHc+FAi2TtacvM380+/r1qUcse3rE8XZ2PMvGe0BgunOZ6QZVz+pDmeVWEKfvOpgTFPzYWM492ZMLLbDK/AK7IzYd1LEXfnqKAr+I/Kuy1vRWGhT/f8FSCC9eV+eEGeSsBNVHlorN/nwoHa++3PU7qQFsgz7i6DPf9szySryeYIGVb1kXSjC8B35FpItmtSi0KI8TDJkpvbN24xNkxjZng/34oF+Jz7U4qk4AgnoplmU7+L4J3JpvlDnRZdTepod6ZlWZ1ihn7HTVZCR5crkOat2FcOdIiXpvGDn6ybWWUFnSyf8EpgzZmnz7KsJeLNiF1b6inHckVaTfJL03vP+72/mEeIhk+PY9CpOnFBXWzNCrgQ8z/fsMKMm17zvaG+lDqwCnFhEAX/Z0l4a/Zw+v+kz7xLfKZAKbqkkWrlWfBkKDxR7ufYKCtpw6I6Qk59c6t3NdFmBUKh5xyZ/72E6g0d26X+DY37laaqYOk+75JZjEk2kn5bQp7V0SPJLw5Hz5RZPw+MuxcoxhMYQoh7n7bimkttfost8QWY9aUsbZf1ZftxjjWzmMNlDH2PnJFcFKqJWyIgpy2oCfPtv5RDbhgrwxh8xWtSMopjy4MSSE7Yv+CZ4SxbE+GK6vpb0g1LINXxE3VPJE/vAHGc+iHBJ9mLShqpeNNwERKIuhGIk2bduRR+Z2kv/4ZV88J8Wy3A+R1Xw8YfWh8v24kdvUpNx1HvkB/iTUglSPzvmeJ80bKooNQ8qXbSGni9L9y8zkzfBcizbJ72JkBbyd9g1sia1IgoiXnso5Ym9FVt5ryepl6bhK+SHio3UV216Skujljw8CAlFpB/C6qqgoMY8GopxKmUi8cMt2uvXv/F8gNjcTuIUCC55XLs1fvhb9lNKUZxIaJlXchrvgIrV8zV0ew+9czgVGOnDD37w2TIozhiycDS8mqDxY6ANFedkYDK2ax2BFfiwUalVYwdPTBDuBnxPMfjIuzzs+KQo7I8TErd/E8O8nlNypJuN+cbFiB76SRSSGoWDXRxLmPFRi0095spAueV8btJTxamutOswSNJUNGzq1Awtz0OKrwy3coGK7kGijjxM6sg9tW5aJRRjVhhgb7sh+mgFKoKgjid/t4z1B4obl/Qug1pZ56R8rpYniehv3/rWwss8LZ/nalQjqwNslDSVMS9aDh463z9P2ZJzQz+l7uRObuRgZsNrSsMybCq2D9B2MzfDig/k5P7q4wG4wIaclK3qmncDYvo+UpPfYyAai//fxyGnLFb4VpDW2nJI26G5OTWeULoYEkFllFSVHjB30KgT217Hx0UW7fzwUR8ixou4D2rgMzNG60tK6FVdoCDl7d1Xg3G8Y/o8rHjq0oT5XKdZqYpTcBybYOgCUje0QXotEllAVYXVXv4qSoY33W5M7mVYJ56zZsVkIJhPBpPnS2f1kVuswAWIF4dqxN1zoNOhwf6sVkPfAcaHzQGuxVVNQuAaQ0YoVueZ70zQB5b2GHMG9yNgWtraLl6R8nVzNANEn7Sg2Z2K6cB0HMVQ1b26P4K9jO8jy6cZD+8/wcu4CBX7jQwj82E0a40wfMeqP0UnX5QjWYOz0cRlrcU1cpYB/Lurpu3Gm3QkzBGEyEF7rdxVZq6QFLSHRQprmsPKz5N3Ue6+L0aY8nildu/uVaAAJG85rXvUTnPk6olp2JlktS3q0UUphTB0VIVBap1c71PIB+Ey8zdL7Ly18QHSztpzOyk61+lSLv+otzZbJyvf/w6S1tFO9k8BxysPK97NxlVWjjeVBBzzoKPWnG8s5ySEgu8YXo1cxgucmNt6ylwzQrwrm+B/jJyyfSjVbXOwW/y8fgU65i2rDTciAgpDntMtWEvMGhYNX4pWQbcZyZpdWBC4j9NwvZWR6Durm6AIg9PfCnjMY+Wf922JNc6CbbJ2/uE0sautyUuK+fYEPLhaoW48c/k1eneE4xZWvXRfKQD263M+OmSacJ+dKOVyAvm4fDaybygTjJh6W4Rj4otUqE1k4uSb4s7Rg/tF2J1rv4+yWCozkEPfrlQT6NkevN2Xo9Q10T70d7r4/ojsUIS8xHE/nWPwkJnAwiLUkYHLTVyGM7OGvfAHQOo07ER6/8nNLe8ela0ultM1mILO3GPX9YuDcCOXJCUkFjs1kks0lBgZSeAUWXYkDr5+va2Y6AI4PWBoebbFe2QHWmB9wSsmp6GeEZc3xX21cv5MrRodq51dH3/mPNHYgvH9H9LMvOR46WDpkSLuCiMzIV9CcL2X0H3vWpxB1sad3Vpq82vc8hGJ8UQuTRZCXITMiYAilKdyaqo+koLAIVAPI67HiScGvq9y+slZjDq487xe1OcFZh/t/kjuvCVq6X1YFsf6yAFkYBLFH2Rm86qkvfehfDKryz7t5r4SECN3v27tX7Vqy7S3bq2DyBg9YoOGtbaSv8n8GTHBlpmpsOBpGimaVBK93PKFBUIYrOTNjmg6mc2BdX214c0nWg702oOZxqGe2AdinXaF3zO7Ms3uMKJDHtU/ja5AVT5/kCe50XL9vkiCGVDKV7T7OAhUODp4huykKwnMDkMHUflXbirq88A5MNN12LSYWyX6YlrXX5cNxlwuPESUkVQ1cpxakOT+MelP10xGJhqkzhlgvvooD48pEs+fLwlZOIuMFYkft7XpaPdJSD1nrV65GPcntoeSgotwlMIL718kP/CPcDtA41x2GaLNQiT57Gf7e8h2x/9U5iwt2RRcWBC8HmJpYSgM88jO2e9gGhVRxeuJDAZIQ/Xxssdkz8V8rnBUGI4r67I/iTYdopCGc80hoLV4r/emvctpBUTwiMW0R/6rSKaLCsMD+fVYpf4YMS8s/8LwGg94Mf5XLTP67htmxUbdXPax+7qeShur0MUVf8xr6Xx7PcltbI58x5NjJ6rD5xZdT5qTNZcC3ca/0DdO94ZNiH88JII9UtJStWOX7PqI8iCqaxvFhBNuCRKzhcJspihFG1C/Q+DkD+4RGXMnz+C9LVlwWnMO2i2TbsRkIJsedziaQF4E8pccTd9VMRj+Z5ASD8h641Uwe1q4RCmpF7gyKtezd+BMKoikuuCwO+uUBuI/ACZlCHWq4ReSMmk1ZZgm+A34pEBfd7O/mc0oaI9pGCjaoPjDQ9er91mDwbcLxBYF7wBE0w79B4FoQFvM02HP57i2GmqdRxikiX3KoJXaeIj7bm5r4iLFtx7JF0oiXcaFN4q5L2mlSj3Dam7T9YVGax4qrX1msx59T36oCRUyMvsXmZnPOr/AdzOQkTq9QRK4rnGMX7ywgoYN5WiHluva5Fz2NM2VrG+0ouo9O1oYvEJLgKi5IaR8jmPJo5wMtWtDRk7Npsi0R6l1zURERnVzxXi1DRDF8+6mCdg1FgVMy1UBuc79uqVnF8+XVSkA7eNtqnyFX+4Ays1E3hudfKk7ji7nN3lKGBL4VQmL8VwuSiQkD0pzg8QhNgxW+uLEh07nnQCCLYs8IbgrExLah2EI2SslAoPd+wO6uGnSM2Ha5ll2bfJ27Y/O/iaTbaZmfBsCFAGm9gNbKfeG/FQHlZDiEZezSE0KhiXDA9vSsKhQoeQ7uTIh6WJOJ9DEyH65ZPTcsx0ka7f+8aFm5fntHvzZP7syu/bUv/Pzaxfp84nKhSUWWDmUtxnFbaw6+fXz3Ksk0J8xkScHGtjfDmcBBImU8l3wFLVfli5AxDz/nf4YNCzHf/LOq+sGPV2ibR5pf3BtoArRw3Ojz9olTCN/+cg8uWVLPpd1+m5uXo2OLLlV0+YIrgfN0Vb6uVFzqZjcBox6BwMZsmdtUYSwe3W6GuBG/b8JVOkBfaWrEQFuX0pXo3cqTnCvTEcJcwKzFKkncPsoBzjSXhJt9/PWM+LtL4+rU0WoEbhg8iUTk15ZQNxdpaE7U1lhXytgs+ca/Lur7ikf0BKy1d2YIevJkQFofe+geBcMrDz/PHfCmgNIRChiZLuin7YCBHVwoxJZrGwNRAbnfmnOH8jTO52iz6BrSkkQxGWubND1GHokPw386f0ouaOGl6HWFtuo9drV400mvRb0xnspASGPnmKUSTOLsYebZ6UdzB9o2+4HN5g0Un06ikLhJZwP57eBfws+n270MUpKfj8HpD7y230a8eA8IVww3HEX0o+Z7FXX3okGLVhYiLEb1Jx3neNDv3RhJcKurS8XDu3Sf35JtEZE33xsRhuGvajJAy3VLKL22v623QzJyuE6duZ5Q/Bp8u+BKUBzbGn9EJ0rc1d44/mBd5KbO/L4BfLI6XZffyGzvrlywcGVVqDwT/fWNxFWv6hOOvTtHn5w2AE4FXXZaTyweRUDfFkP9b3bbT18IjjOT8Uf8P0IsGtH+FVv2Vr/xj6X7V4JD783tbFDyqxU5DdDp3XlJq+WCk9UJc19En+kHPFD8bH/Jqnd0Xou2x+/HjEQBfJu6sKYVCt4KeGhjc/4lWyp0h2VFy1Auksy5oLrLK3z2YUA7L1aH1xlRZzACxGSqcB8p8Y0inBiTGtN2HdMXB5qBcR8/uj/T2/ZJt6ZTvym7uTwvOscaxmVbcTnyrRx5zoZdJLeGyfGlr0GHCVyewPzwfH0THAn7Y79FR/9XUrsCFyzkqry7R9oer9Iv8EYZ1PAH4UxFoYDtIj+dDbjh4CSJ/pnXkwzghAkh6G57RA/eN/YCSLyHlM4r/TP4L0i2iRQ6a2GMP7crdYfurPCs1qiC1zynTj7uq0+HGOAdnIij+JOJ1Ai+vR2O6rj31fN/TQ/28qm3sFTOIFq5c7vRif1u6muSaJ5iCON8Mxl+eqG+V7nKeQnIpyP2AI+6GDEqeDzXBwhhwQEKz7Ik5E6PXcuyf8mIncTO13jW0AJJwJwn85PXfYCki6sOWH1cY3VT1Xov7bv9tIsBCXG8sRkTPFX2Soww0xA5K4eQOHmqa4lpJUmK3ReQnYid8BdrtXcgLwUWHFT3qLGoNs9UU7zdmCNw1OKx1yJMTk6btvHvJaTPbLoTSPJ4XvAiny+1RdU4ZN1hxW9hQ8tqjoO3T3ugaKtwXJBtd764+97CH6RdG/bK7p5vRwaXaTNZt54IQfb8s4b7ojzNIwSeJ3q8my0BXKtzuUHonuLCs0wPe9wYbhxY0k8stGYLNIZW3vRX0GEBdiYHuYM2gy5SkdW2kwl2r9gKmiT3+eOrT/+QDlQUQFNCQ9Sl3Bcf9TF6piXQIGWj0oiPUfMjAsBG2puxqWMxSXplp/IdBcx3xU2UWACi9LNF23gpzEwRIhk5L2WQNvXHC/+F/329XkJnZKGKW3IgfZ2MpssROpmFOU/2mPrIYZe0T6naO5jrrzmWNGuFOM2n2lr3haqZORysNWfPBNltmn0hzi0pM868angVTGR8tyDS+nMwh5JkoG8jHay/c019Nsn06cyqDjslYTcs5fArreGdNfgymR0uQ9dCOFamZ2XzGQ78I+n4/sau+KyKt78UlR8Q+X772LT2Vp70C9djAEsAz1TOWnddwV/pXgmOTaboAIaesM4P4wJWS2ERJAyY0FA3blrsJRE1poDmfzc+51mo7RViEEr+Dzf3JXka6PRkp6Df0JM7fMNOBUz4+XR1coxfh0l5Fc9i3dAgeXRh+juICX/G+xPEVSVEC6XnAZN0oO/ea/dcnjRWc+c7ForW/WIOt/NVQUni/Zm8ENVOM2UvmR3hixYok4oSYmTVZWOVyZJSAx34eYorLjcXW9dQfT8IGC1FXA3wCQ0eALfQRnRfTin1Q7/ZNia87cGAwGF3z07Xy1TWOiW9giwUrrDYiq6XFvZ5XsVMlzndNciUv44k0j6qwj/2ia+EW4+HTzp1kHuppPEVR4QgRWBP4c//2g9/kvC098kHVcL/bn5eHL0sTxEtDD+hSL9EDAzqoEWTIXpHPChO5diEsNa3Kk4fsZTJQ+WqPVd5mewMUDNWRW/AYSni/LH9WpB/H0/Eb+8TkmFeBeOMmwdmU13ib91yPkz37JH0vOCsALIHC1LbYf+Do5Sgjh76OwDe3L0OSKROtqgfhmGBUNwocp/oc/1anv/sRCGPGhX9IUfqhq3HEWqqpBiUwSxSBgX5e6Rw9Zq/2B6sjRtKfSp7D1ppbBlvB3C5IpZfMsOzY0Oy373cSWoW+tzbU5z0/OiKYW4UDMK1cuJaQThwFNcmkotgsvrJixAYFFIexalhMrBkEgRG4D3wsJcdEtBWHn6cZPnzoUm5E85DnhKn5aYvvbudqIIfe33UG/8TsQaRQL7upO4DY89sFK++vCN8/O6u+lunEdB+0H0w5Zg40/fgDzXM4p7HbYt0vrN92/8BUEsDBBQAAAAIABemFl18SCt6qloAAB9nAAANAAAAbW92aW5nLm5paS5nepS8Z1iTaRM2rGtfFEQFRAVWFJEu0qTGVQEFEelSoyAgIERqIBCylgUBAaX3CIhIjRAgtJBVBKRGauiR3hNaCOlfArq77Hcc7/u8/rl/BCdzzZwzc85cc0ck4uAuzr+9rEW0o88JN1yR0LGDR28+Eb/3bdcbgixi/vvvz+sbR0ZsfzmrfmX3L3vBzw6ADxK4P0GzT+O+hy4E48lNlDqFjk1mL3liIHDRWdO7WMm5K1uq1wzdB7VYMxVmwZkrqxfXZ/DDwnlMGp5lG0cxjILphAb4n2eQYcJTTK56BhYWxsdaYEWMs0To0TOsKfB3XzqARQF41nawyABN/dBfvRzioZkHZK9cA8NtT3SJgwePip4M7rvSyqvsFzExUn6tA0dySMNOj/gQ1K3beunaPBaT38WKnx3B1gzaMQgplVpI08w0jKnr9Qe8n5Yn87KFhSBBy/UCLPMIXfXL71lHU+o7z5ctPxM6e+NS0NNu4Y4XRMYXLAOVMj2v7PveDRh7QDb4zpun7e/4osVvnfulT4/gqPvOoqZYL5ln+BjvYcMMtfnOzKZQ/B4gPbBMYlFa6UlUtmGVT1S9jHrIsU/LwcjEK6nUKU/SwZPEQZXN5AV3dduWPq/SOK+JOFOQLSRgtOQoZTRKZzXbfc9U/kDWVKFKU8TBEHFDIdLst4nnInWbLMZjlMJM29GZJiTXGWe1HM+jn5ZbI04XO8UrVxXbSvymZHVCJh0DNtAbFPqNHDRk5oEHvTnzkfiK/uR6uDSeZGJu0Z5bduviRdGTGRq+PdnXo3mCN8cxK3qVBa3N6A7gkL4aTDZj/LdnY95TamPV6h0xQXKFCaW1HecRV7qN7nytNBo9tW4bJXTsg8Zmbp4oOtJYmADPnryJNDZSQfD+bYADgKAVkVxh3/ii3BpClOVcW8D57NiDIVjFslJTtQnhvM9px1YbXplMqogLNxvwJBrFwA8bvw8Ru4jvsrWoUEX3xNxS7Y07vZuNOTHtvfWxuVEQn9mVTzxAOlT5Sk7gAfOaaVDzlJ6Q8uCtvfXimnjR3oVjF1Vupp2LnkvRSz5haz2Af/C0izS9Z+pqr4brU/34nu7kwLwDp6ItpEKb8sLqx3cKhU3DZRgak+IN+6O8ivDB7WyhNa4zMbq4dEkgYTxzvf/bDQk+5O/J3ZLlKWvoHAj6ZJEfK/DP6hHiu+rGhTwrRRyY5LRhemrn8T+u/+nz2IArTz/DoZj6XL/y5X3/qNP4pBqvaL8xPRz+UMuwkUvvh5VyU/jvCj1Pn4r3qDlolJ2tWnVTSrlSjhk1/VYHRkjucBOg4satqtalP7v6TwDz4gxBAkbfAUE080Or2Mx98YrRuRdr1sktD6qezQPdQqqLGxx9DTC3rXaH5k8NdustCClY0Uods/oeDZjuRH7dOasW5DW5Ww7Fp42nkFy2bOAPTYCnOuxI8aOWGxL7WviMr4dEmzMyzhgr2La/jdd0dnHxW+++VuvkiruM6LSyw+fFr43I7dCUtTCKXy3kF/Yi2gm964HzVL+8v2lfNxc3AtaRKrDTNKojFH/ogGkCR1JXyqsnTd+aT+uJF7mu3i7qDiuymk+fUWLM7jGQoN++cUkjYP6DbqiwCH25gZVyzs6jTBy5SLF45/Pbynt2YBjOv9atunvOXFB4MW8D32+juaxs5KuOLr9WMlU2mtr4qJirQBFbkFve3SFgNRsHHEQPZajt8JLATK6jqmOHPkzOf1J0g/58TBWe3u0UMSE79J7bdcJYvXdwQeHlxGIU+FWfM2m/u96K1GDXdZGyyU95JOlin21ZUfpsHI1d+SIAqwFiRoiYkSbMCIzlB2ctarGGGBRn8gxmBAfwA7IGoAw3MgkzQgYAxANf9AV0qXwRH4r8rusQd5+dxGgdnZniCNhBW4XavGzwsqzu12+LHZhy5fG6yZvZ1h1fIwRtXRTi/PbRbZt7neyuW3zOchJ9NtZsIk5QYP5IDjg/fu5kW+id5SSNuWfAKeLJG3vr8cTa8w8/1Q9nTkcnfTtIsZyt/m2kxC5lcfleUMuKjCS6EiSoXvYGaYt42hGXOJF2WjlagPcwFnr4b1/ivaOEh4tc7e8+P8T8Xf9ZY7zYs7FAcSK3B/zYMa/Hg59f8wnVXneLdD+jVsAq/fYuTO6awj4BH5/Fu91GuV33D5BlmKNrZ+BDMsd2GB5FIw0xmKzKWrGHM9nGZ6XksNwd3T3nkg6GAF4381k5r6Z8ExTwUo9p0lazAmkRN3mXiOtklwXpfrHRqhUar3NvOCjtFqO7psOnbaxFHRDNjq7VHqNobk2tzbEIGE2Wcd0aAD12GeNy42te3elnYfc399UAQkYBQ7fow6VaZzt6Gi6oM1YvqFNUrc8tVP5CfOVtkIrsUZrs8sDdwnQX45tkX/6dd+uJT+WYUdSAM4ag21xFeDmz2dQag+scSHeuRHXaIq9gzEQm2nzIFd0A5w9u5kuPcHO2t2ThyIyucB6x84DoFGMKt21OdKiunoNx48sd6Xwmraq5ZPXJIV2UhWdmgC7z8NlnY2tpPL78swnfDwendMczhi8mJswUuq3HBcVIomJkI5NkbKPVzlNMgyUMBlPNPU7EGnDfbhPbEX1wVsIUvSsooj5X56xuqjwslF15Ompp6XbJtsWFkQmVxQRDcaXDoAtChWhjSBW93HRZ/0HAQuLg6lJV/RR+n/1UvybXJNkxIXyHqrjH6CaXnEO+Tt6yPqYjiY2/761vklW0Ealw95Lp4dLzBmjra9fYJfbtPxGP0QXHOoCkY04nqEtZ8wKn6q0uiD2x1RLrRLze6aeWiqu4aUn9tGQuZz+/24sz7LqDqrWb0AuyuieZLmZ+aoMeW6bxsXTY8VqaTaBTKd39Fn/DGqp4+OLwnVtntHRu1WpYukAlzHemCe9FU1xjjostD2Tdlx8K4yiK0Ey61SJ88tySIclI7cnZa3Vgzz/TZKZrgnzf6ufR8jDHTF2eXr7Yvttx9KN1y6YEIt7WTCtsx+kP1NYuSCqhMhYiynCCGZi37Go2U+mCZ5SeGGiNQRjaStOIpLtdLyxMEybT37VJIYF5Z1aNqowVagYR198OfsvJm6mu2ll1wMKSF8uDNVvNZjJRCx+AgeK8h2FjraLNzjayqqQxzNT73YaTckb5XhuMG45rfx5veTE/19Mo/Mm1zuVIz4wOjPQX4SJp/u3Jncm82n1BH1lxBjx1ZvEJo1qllV3KDPUrpdFCVmaEyocRw29tPBwtO5ktSV01ca9T83qXjtjMp9xK74mNuJAX4SxtVCA3/EE2tcJsh0UB8hbvFMcbDuDiiAY2jM9gNXY0WfIZN+MJ64kqvrVicMo7CauMK1P3vl8Xe2vM62tNmXad6Ig1W/tm5asdm+36bfYhae7F0Fa20tVUW9/8HirHfBrrkGP9Zi4npGl/ZcsZdeL5Z2MOG45vuJySfhNxJ2l71FQUl54FPivtnEB1UbMLPdwU72kOur059ebJXYbmdLEVrVG91yZddAfwsRSXJ08BTRT4WhfSC5d+41LtFXgRXDKqBlb+Ply3ZX8Ora9n/Ir1Q538c/iiu+KGmnkeyQxT0gDFNnIpTu8cR78mzzA2Ns+ERjI3x0HkBRSNgaJtomhEPGENPjIDqwGwFpl0FI3aRFgA1CBgS3VMFI3pfD8++lNRtO9h2fvpXNW95y+ygxyoXAP7yvQ1vH7MuY+bBEHJr1s5AXVZxCMN0OZuP4Ezc3dyPPsipMc1qq+DhQMsRiy9fIW2fDmhteeHM5XFVvdG30rj77kkana3psGglR3HZimNBzBSiWIPYSXyZ4n8o9yCaxfP95hJqvnMJL371lug0QBtzcxWOhMf4eN7QkS56w1jlQOR4aa7W5Y/iAGwOeRBniNqVx6bDVxe8I4TSnO8ISh6ktmcZPA7MTzucJSVqpT/1QX8pyPcfYerzB3svpZN1pw1bLfJrL8u9SKjGicTR+NnuSpc0yelyOyw/k9z0eRqMCwkjWbIfpTTaCD2A1XDegBmNRGYiSMMQA0N7keGLRFgrFwWiEgP/R/q5b//XreLEhmlVhWh3khKERw8O2V9kF1YEMMwlp44mvGAT+flKEQbW9sVDm/PUcFPvHPyvBWzgJ/pmqsYXd1ss5yacPT+mddmO7dCG8/61p1M+2tPUwKj98vtXezqd/h3eIN7AzYSa6FDXfWu9UETtMPgCnSdI5S/0PKrRVguR3LL0mqxZ9PDetarfzIaXZjN0ai3uHHz+2LTe3+ln8C/YZve1wvrlSOzJA6hPgUV3zL5NTF+BicsBSdWWBQHzaJsmixNk3HiNrfM8p/bPzydJd1+yeqf4HPat9wAo9FJxRt5EdV6bWkEG+hUxPODIcQ0G3PJ1x9tslB4JdzdgIc9h1QdooazQpUA+Nud1u0bC2GzYULKChEZUm/sBDTQFvOzAZk/OGTw0wvlbhWdSpDAYNzkA6M7oiftqsr155eOi0KooOPdFzvdT0k4z0ibDfYFFPurSLxt7CvIjKJr3I0XuW2O0/Pu5YsV+Kcu1BfuqtsEHBk4S3GUkIq0VMApnWvuZqc5EWLmVwFyUeLcEovmUVjqPu0odv/m2XL7nKj5smXKPEFJvAcdCPggUKvgKihUVW5Uv7qzy8EH2NgIYzyero9Z6jQrFOayP0UQMXrBJkV/zM6hljbM83wq0wbbVG3dA1azrPIi4X6rWYV8zT3GUkaP4yrkHjzjV3EP/8cxbb9+j4CF8MdOiq4Zt6aiITfNrDOesF0TdlxB0uHXqOOa0Nzs6mocLA/CoIiTTLBH3RnLdoOh7/wN1CutrS8rWJ7OAeAk0wLO/YN35C9sW66OHKGsTVitJpuqN7xiwxDrqeDaqvrnKLMTsaYdXU7kQvGvKenEApe6ugjQohHKG0s55ZrKUcWIdyzunp/VYN1pqxyQvtH1WvMUJtvItZP1cGs9Ng1/w70WX65dGpERjMeTe3OFbAYX9eUH/9ivqwi+dwqqX9xFfc9VTupoCpwX4Nadn6iOPP5PB2q5O2gFWKJ2beCBUILAEa6Yc6LON9kiGbiZuH3C8TcMWf2Ri4P5XzIGCT5DZRI8JnMr5dfWv/S5k5bqGxcO1El/43K3Kwj9cv4/vp5ZUrZRVZktt+nCZAZV9piziySrhBXqhbwu19kt4nunS1kkrNdpE985Lyv3VlfRtRB+OPWtALRKzwIvNhc2JDsP5rf5j5Ys1PQJRzs5kJhB+ahXiWgum8vYnSLkZtBOyECoRgBX1z0psrhp3aBeyVHf2UBDUi8XHp7Lcv1oiL88FjKKIuqjret4/qktl6T+kGOmwcNr294+sbO/8OJgiHPIJP3trfFKqZ6yTGWJbiv35jrT8SsFNY6VdV02+c5tPqYig0uZdXJkZ7TOIFz031Xg/6UG4BpwmRb8FYfQNZMPv6Yyn3ImCB2f0WfqskXUZpcC/Yu8q4HvwGivPj6ymAE5g1/h624y183dsQ/zXBIl7afZzNd5I0mNoPBtmyAD0eK6j77+0XxWpJh5MKoff4nzB/xV2bnw2Tmefp/2Nwx3QeeOv0rsdRQffQV5wi8Dj4AjAwdHp8BOH5NkLjwbq4rOjEo2ZpONB+a7gPSFHqnTMWBW6XedI8j9ZKIap0TBtDyhX+OUtbUN8WiC22zZ2/yowERndbXRurGLEPXUJNsOVUR2LC2BB/NerWCz4wQb4I95/oH/tmnws4D2qhJ/tZk/LzDOePulH2G3B849LYspyLONYmjKrJ4CqsK0GK83R1gW6fprPKaW0blroBJ51SPg+x/SvWgZkOCmDuEslH9Hd4APRmQV6DbadjwvClfFwNNn2cQQy6c2Lhlserz69wHolAHEWlXUo2hTNX0t7u7nXGXjed1XRtOLr0xEydJmoz2W24SYbveTvZfcgtsg9cB+SoLBo1W5Jh/Z9E0FyR2X8jBQllFnpesR4xq7uImzsLTIKfHKwts4fmuJ0PvkDyJtLO8iTfpehxpXvz+1XFr8T0r5TIyWYzYs3H5zjArRv34OUsPNB1hicxjaq9VY4vsbrTOEutjWd/k5L8psik09ls3yWN8yQ2xnC4qhioZFnQ/h1UHzR0jjbxPnh66J3NjBCzX1JhPcCHDJEZHvZ339FD3Zeao7pe2NYW9L4TCCN09aMlB/7qP4Pdt7vmlqb4d3kxjJpoMUpYZyPnSB25Fpv75w4JliR8OwEzsMKidyRd8O3GQxquH+wrQioJSdUOUGNHKNi4ZOiGFWrVWNZ+RIQQjSfOIhu0HUeZPAVHAZv4J9ld/yuqd7X1nTYEMJsFw+XtNnR8EHbgSpOerde2eDXchTfKujzU4GQOY5neQ3cXpHXs0X6jir54+uSL9NH+7XL6A6Fpnn0LyLBpfOUH8FWQKBhcV17+3UGYPFsjt5oQhDXfKTEOgroMD8NbEqUZ8dRdHFhiec75n4Nryrd8UyGsrQ0VllGQqGrmcjFBZU3Cy6DB0Fi2faBREWsFqj6F/V3s6Ea/7khcepAE6jwWqKT42nNulLnivuiAmFsBJe3v/EUvXoIFsVCde91tdHB5cl9M+mmbubBkNxPX2Q9A7vdZVU7oUDKpguizu3nB/PZYxsKqqg/t29tHpWnU8PHVzWFplymvVVnX8pffzTsmN6dq8+arQgwzv10RHIUo/eKPY9oHDEish0Kikm1+SBeVoftXkce2Q6bNJ5pQrx1NPF0ITD+rRH4D/9T/aTzKlbsSwcXut49wJIOMeW6iKAYCJztM8WzebmpThXRw/SX4RTx7kVSN9RFusLRsmRut2K2f6hyiGKol3Lw4DmSpRvyo5Gi/V9hjcf961eb/L9b1MbIYKXeQ+D9qZbRFjGl2EQj3s2ctszUfQ+E6CVR2pdY1P315N89m22A30XkV61vCZemUb0OSuHIeaNnb3GTG/NB6+mIT2kXHzcLw4WLWxPEVWxZkXXuNzv9cvLiLnfsh3kKzIEBevIVV4s6FQ2qDRy67o4Ee+QUZI36jQx1fC8sXJ5Yqf30+DFKJh0h37oub6ItTMnM9YsvcqjxitPMy/exOfe6bLwqMryTiuSsBr6ylRoeSSE/NJ/HNNaWUN7J1/dGvCPele4VxrwBByITAORV0BkPGZkBlCDZfnBmAMMCohMih7BwdgEcxDKAJEZ2I76UCH8aF7UL2YWLyCLHUf12ARG37ZZEOOU6H0VOV5sJRxr276q5ZN+0s5qWOVGrpVYOzFd2l1ew7Gp9IxX/6qo16miF1v29oQ//dHZTmTCrxXNpF9jtMB5kqX2hR79tCx3h+fJIma5zQhEgPvumzmW3spNqdZ7B1q04tXCKeUsaHvCjRVFr7ag2l5fwBSc5dMvlGKjmHbynz7sUirw0X4ZtYc93SqfrDsseNhZ3toi6VjKxh+o7C9vtaIgBdgrMV58vhv+Wv1VFzyQCmVrgTPpDRSbhm5LWYJ1iOMSQW9wwGJHc7dtJizVv2+uOwIl235CE3ZJY2FuQcwsAXIAdEyTXCMQGGFXE/9JP88bYKramYmOKXN/dhlJEs2JqrObywAht5FmaCisifbn9N+UC8AwX+r6ONEsXxbCvO8ffSC24fFuNQhN02LfRcHP+yPgJivf1HPepBlqnnTPDxSg52jNjxikJ5YjtiStBG5R1baL31mz/RdK7sCJX/lFaHPnSz1EmPqSoTbeds+Gpd1kO4dgxqzCGFdDLSXaX+aueb3I3jeBPHn6Dnb57sI5vRc8Ot4boOP1f541Q3A3Wze4ndTC+lyDHE3Rdp3+adl9D7a5MNVpRBKdPzUD+cArUxHuW1xgsd8t8kIZL7q3y13g5ei96gOntfd2e4sZCi3Y/8imuIhhfo4couR3OQizcCgU1F1UdcyT/sxLCXkWQlv4HJzXikjoHlVJfmsAQOtKASfTNyoNzRn3G2Kq6Tf7MDkqf48Cknn/Ysd8q/mjrI934HZBBdJrN7Aih/GQz0e01yLvpsoO5nUNwVddP/ghOoKLmr/4UFsaU5hrgTwjr5LfH3homQcSLDcDNy3tHK6JbE5/uJdrKBfsywfsXHMe0arls9K2xbhFV3dbGq9vkCisR2uD8b2GcMFCubr4t6hqf1ti6Wjrptm5xJUqQyMHWIXx32HZdpATl0IH+Cws2RLrmDHCWTM8IfiqBzlW1KcYP5e/HnYO4e+VpGnRjAu1OqBGhjNTzml0fWW9I6AHpkJaXZvG3s8yVd//PfZSOPcHm+AjtVI4EGk9jJfgQCQq1Uf7wKM9FsNds5laH06KQ4q6qfzyflEeHmnJygOPGA+K3oCoRg5ddQ8nyM0/Bwmalts5I6fQ1j5dC715zst167D0qMyUBI8JHXd3AVjnUCIe2DtkKmlfifBV7giQU9TIgF+WPEJ/fDttya0DmtZU6Hzi6E/jOevsYlsPFEOL3bIeKfW3bYHJsnvKvBkZLoL1Cy9H64h7gdkdCTo6F+BVjblpApHw9yiKvMMfc9TWSxGyxQ82XOwsdqIO0B1y5hQHLwCr7rsc3DkTG1yyAZT5ucHoE2hGArn1pOOvr5QI/CNuQW5rQycpEn+dsdYYHobmoQdgQ/fXqBtG/3HHOZ7EHo6KzFXkKMcd8BXN3wOnLG7CRx3zZ5cw/kafrvj7hpQglvkcDPUurNHce20UM8urpsmPvMMVm9OMvP4pDwq/sNMVYEa8b86bXfpBH65gn46pwuX1P3teB2E+oed1cmpWxq8E+muGDrzzVvWm98k61YR3OjXhSqb3wy3/xZbZYjAjCDyBjCdM4AkYWA0Wxu7pl5h0JG0NT1gQqUGwFuuY5TQqnkATcYrkoImpH2ayhaaARovF032gCWsBWhjltvUFg9ZEUYJ+hdz8ucSLioZt/CKnA2yV3VhSuRDanRuXFJr+npI4AC7Tl0Zh9rhJ5BYGXixZamPhvrTlOdleL0Xqk69vnKCvZ5eIc3S9Rd1pkWMSTnEqCZDfNsQm6hqg0nethASkRZOgjV8VWm9r0iJ/AGB7Nh06aXguPfLMtCRsss47LHHo1t56MELtzjptLrUbS8Yn6g58nxelLnZSRCREsI5GuMkjZoDoD5n749wzmYSeO1sQmG3dokpte77jNxvMJVa038Z9hEUt3Ms0lWWn9qrd1I3Z2Rk85cnvVVfK/thU9Yyczke2njFJfBxYoGO2RvFWTzSpUdHakRc3x+EUXesVzYEZxwddV7A5sqL41E/Rh2Hnu1GJImIS62sWjiIFwRjI7fhj9LL61ha39IQjfQmBbX3MU2i7iKQqi1YW9vedhVwcWht3of1AK1prlBefzf7Mk6sxPBh2s8k8C26Ij6szs3P/c/pDEHBt882tdWR+LSIfuDhsum4Zdp9qsy1m+pdlB+FdrA352Lg0XWOpaLeN1/rtgLNsUVV+D09AAylUt/hg5sCgfrlJl3MRMfwodK7EDoJFrVBjQTUk8eZmyHrSDGQkDfSvEWl0wC66rvuG0Z7uSDOqGvDrEsw8Iez+5gBZ/GUwjF7skQWHK5S91qJYABmPs49QkVNypCWEl6B1U0HjO58jr97tFoq8JVLNsqA//xk6+743aexiBteEFDC468yNrZRN1coHJNn8SqsOYEbd0OQWc1tfQ2EieollVdm4Kqu/rqjklsjXLuytz777zLO47fds1kyEDouG20nYuW7XZjGv2JrZ4sARMbViidf21ovbPv6NyuDir7wBwOA+GlJn74/0a3qnrWQRlCe+NDiHDHzCnVH9+DIA5vTSEhJ+/ierxtrs4mAFOIBMaky7eS398HzIrZET7E8nQuo0oSZUSo1zdaTm8dwwrYWoc4IGmPOJVe72CmvmlDEnvY6V6a88sdua1Un/oFOqTX64mEC8Sfrp+l7zmeNsUcETDYmnoLRUvOHs+pp+Q8PJiecdpynmD1VChfKc7giLuLRECiQt3HmsZBGlYd/4TnPnzQLM8VuQTGvO48HBWqP5L05ktkDm6iA9C4Qhert2Yok1DgWdUt6Q7qq6GFX//isK0NDy6fG3XE7nZk57LyNM++LNXKT/e1gF1u6i7vOJ7xVts2QJcQTs/j/1TS/Rq5weZOGJvXkvZ2dww9Chr/icF1XGS+78dzBtr1yCOn3MKI46TlhXX1Xzv8IPcv2TwWV3AaZ3L7OUJlP6NCpCKjanlEmzcxqSvIdFYB9LZsmgjtyXwczqGgmdP5+/r6ql4ac/6qu3uc7ZpRxgtTwkDVj1DMYMujQ4Gf9ToLn+4iBRFcBXAwSmJb53lDnf4X3ff1pndsh7+BsWpKAcb+l+VcwzDVoE/uuw9Vrz44mvD6ogcRXGvbii5u76bY9MHNuOtf/9irBettKGT67I0+7O16XCBYE5dgfsoOBxnMHMKhjXhsOrxrqWBMJpMbNeAfF6yQUXqa9GW353eXbZNl1s+lXY31zUe/emPM8fGAdDa+c9zqX1nefaMm0tj+md2OQBdNLexNZBi31vyVIpUSoO74y5osKqJoVHWluHcy/JtQzb4RICp4oWuLcnQN6NP0ZzhrhGNbta2jEruWLt2WlI4LWX9zffcttlgfB4WkZsMLMvD2nbANfy6w0CmrZQKuOTTDIuOT//Ao1IGXuveHmzjp3LppO22p1rLDZZYTtrO90iteDE7/cSscIUduZEU50emEz6YYObBenMY2jGhjv6BohBjTWan5tv7b1mElXQVKBpDmoB9oKZwtv37pCV2STev9jsh+UsBKDt/SiLafxwT4C3rRoKIXmfThAAqCxMFWahYAA/5KbqdHfpYPypojLtNVZfvk1aru2jCqs12drft5L2Jvqb/Lk/eDAHODSFzT7ZSlULslFrx1hzIcbrRqZ8QE+lS2oyDbSKyo/T+N1wz0GuOaXOPQonuHpEIgs/HOAGvVURGjb9D80mIQqxQHXxO4WtxJlucyeoFlsiWvfuHffenkdFHqMwRQgdXmHwDQqNWsB7vVP6hZqoRHj8wTmoeRB3MHU1V85yDLQjbcP6ZnjsMgwcbZktaeSHW/oZOL6voD12hRp9Us5CAVdvqZ17DxbLdkJ76sy9LtdJxM1ENmOBp4tiTJK9dd/Lh21TgCjB3T/EAQWPy/RNhYb03r0H5wnJtYCrQK0YK2Qtaq+Gsy+Ezkfjli+GDjxeh5FGZzdU4ck5KMcM4MiXwkvIGsFFgvjOqxgqPWRKONyXIgJEGG2LEzF+l54RvOiCXv56OQuFGZvUnvjen+b06IaBt+33e2t3RrSnAzBCTqlyTW1p3difhHHbqSvOUC20ed8UErSXM+3XMsu+gW4BwbKZEZ5ZKBEY6uVsETMD8622jlomOECNmAP+ha1WuIgoJ9nv3jaaQMQ/58wFXL5d2MpaO28YT6Lc94eQ2nno36R4HrsNB4D/etsErwEJdDt8kUSOAaPb3sNL7/H2Xitqtna9565e/lFY1u2/Bw1ymdcrkQVMVD+QXFj7tLw+H3pT7BVDYOJVNjD41PrmuUCsUuzMiLybX4tL875Wa6lccHmwcHiF15Fkjz+bsDuZuzOUGW6X21BNT0mdMOubeT4210vscjslA/NQKdOAReUANJl4/Y0Ur+wyc2oRrNFE2AdZ22JYrtcghwqCe1R41Q6d/a8bcoqEI3wpiQUIC8stNwAQxrrnzNDejf2Bv7PjwbOez3tycbhv5lm5DAZk1FfxQczcdFi2YHAjti9vY+ZnHmTzzudbvB0OFWUHxCuO2ggmQgn9xVOl0YQfzZicBt+OQs4onLKOVDf4+GxV/N6InnCZcl3NI4NqX4MfsdD0atf/OlWt6kCtbVFFNi6FjNlRM5N8vxB7oL67wLCTOxza5EWAy0JoBgfUv0Cvp3ovxAvkECX6NsvsK/yDG4xdr1b/Fv+1UJ79pZXYq5xvXbweIsdkB+BIWfS9RFZ5yeJ9TgA6r7QVr4z6aoCPh0Ez+1UeL+WZj1veXUz9rKU5Akg4hvwC/XzqpaCxKLKBczGXbPgjByK1MD7jN0pkWaYJ1MxtpYD3H/rEF6u2lVNwfAKaTJ/ON/Y6A+r0UP/9A8Mj8Q8J1p9VuI9iz5x7NhawcdK3TXnHnRle8PV1uxX/mJ6NebDFTNMRmxuXgvzrr1TpAIFTlO+8LW2TDx3Nqy7PR0859CD2kD+A9tONAWUHv1E3CrOSMUMunjMHXLLvRO4c+QErp+JqA02TNETvFyl6Qp04o/qNqurVaPVb9GFZjEPvWaZcT3D3tQasIMsrfUOSYVv07QgIOjVUSx28I+YbPe647Xs8FzvfbGqy25gKws0c9wbUKloochJkNMSmLVpNLcDw6cXsO2RM8ahc9qMIwm2c3xlMAUVMoOecFiPHrVd8PvS5xUKy2pkuhEVNIbjU4z/7D3kxBkvmD7NWn1wP18B9EGeTMQ2V9BnzxHwlUw0sFUq4Co1yflf38S/ZEXV6TfA7uwfnpqDa59xKlBsT3RmRs1X1f3OxAFllDkN5y/qld+2+nxnkdE6bmhfwwrMxZNEGTkflVXdfhkE2D6bfHO7nlspcMIPUs/AtIZaAwa+qPulGPj1w1Vl3UKSqgEY7LbvWYOegs8pBy72ZMjevnJuYMubK9efBEJgwwJDLNdWAhxzR5T1cnRt9Zlqxgz9cnunq3/9VQbN8wJxL8Ti3dtLuEs3bunU3kV+YF3dmb0RybDkstutRrgLZ+PpahjG7jN4OhZLszLJ88dogUgzR7WR0doLgIS2JxnLDTKeqPGhb5Zm1NoQMOWUUjUgt/ghrnw0k7mSigftr+/RgbkXuZPW8KEOJnGOflkuggfO3VERmC6xMVfZHWru1CSeOSqsgogIeG6RVvf/iolAcmsvXhf6D9Nm64oIt4nH8kvn1nZf/s0/z19LWOYtpTHhjPvuzpvbkxk86D+v26UwZu7SBYCqKWOg9e1lXctvjsm68l64ZSjhY5H6yr7j1p5UV867WfTtHfGI62nNVKUHdXksuOUcO9+eylfzkZnIas3BEoWM/4JLeqGcqrbsx1YQLoCBuIO3R3jHcB7E+3zdoK9MJ0aDEicXXui892ri7Q0mM4VIkhKDdsH4UkZxiyUzV21sPEhR57IMo67pCV6qp8qI/8e74ZjKd3q9hHjHdXpRpMl64NhdTyDuVYa2uUTsCsnjomWjQsjN3whD3S0fzIb7o7rCiQYJUlRIb7+65Ojo3Nrp1FsWbbbLalYA3guQVDFUK6QpZMi5LfgX9kwJ9H+qCCTS3PcMNwqHVcED8f5Y+fGG5uQ9BiEA7zaKAPhlOsyVC3pA3f093uC1n2bpIfYQeQFrv1xe0w4cPKgy5UuYKe28bLtUpIF7Thvx7NV11zMj7ZK7tODx8rXvET/NLQJ7O8dzt7t22YG3we6XEpkPBXDogorwbU3WlI7zsZoWsrB6xzir/Bc07wYtQFrpQaS0L2m4+ziT+CMghBnUpmLWkxVxi0lA0ujOZgidgAezkvFTHLKFRsYQFILuRX6pjWcoXVPfUMnZbDB7OsQXP3PZm+1FC5c4t2z0tzUC9wljxuq9Z/ozZrIdCZbeGE22qbXSOBHReQwcoWkXWqlpEItLfJpBtt7cGh53f/lgbNKx+U2yLGb3SxO0+2WYBTn1+MAQxMp5YML0w2kUJxL1LOmFpV+5YvXja28Ij9u7dsP6VxM/QrWXKpNLQuN/rEuMhGMR/FmaXM8Y0GF+aLHO77jclHRC4zu4hF/SULVhax20NhYN8ZQC2wFX0R6t86OD1Yj+7+NP4U5JyJFtRlp3/vek6McOi6NW+t8SdEPbDBNfgYRtfwaYM0Y1ZES8XVASa+mm5cMh5hD4nDOaDbML129g1ceONtjaIYYnMy5oJ1lw4JOP41xEZRmGg6LO5htjcA4aaCrs5qMCzBnTv+4bsledaHm84KO+9ywm/q28JPGBsPDs7ZrFoor9OpaiqbMx0nQYi3vLc67bFLFNA0PYVQchmzcAPxTiSxsh/CcDqzi3E2Bg+QLclu+5rqBa8pLGwQRS3MUcVfrzBwxqB8nQu4O0exBB6PTB2D7/roulvF0O8zd8aoSKcTG3nf1zCJR+6ipXetVWdqPVljkFl1yaaXmpSA63jG0aZ9/37lsht33OcqwfN1unRTXwn0MyJBdzp6zx0Nx/3lFaN9MIkPInqlG4p1KZfN/ID/k6/fFPg4gz+ct0Fs4vqVmfQDKQua6g3lNPd+tLiT+nMg7kBvXNjByLtfoMwgm31UucHO6aBRRNtGmhUsvV+4KXjTpqK4u80jv+t4xZkENwGncqLRMmNWSD+vOniEk+I80gdbh5GSm1YiBAO3niTfAOBsfke5N2Ma32fIJVOKnKSbyWWO0bO8T1wlMJd3Y4k5wu7NJG7OHP7CoTv+u6R6HD2cRNfHg+kPR+zRAG0ysI9YdMXOtfwuMLoWZLFo0lHvoLxjxc03EDxegqd1WXOb5SCPkEKbCedtpN8RvKu9bZfOFBZfGOX5yWczhD191DjPYythvYZECtj7daXI8oGzkEYnQjXl6PzdUupN7C96gbhvaR3qJoHadGpB98L6GcIS5Pa9r515ufMpFiXmclMiINCiS4sF9HwZdsPp4+DTk9Mm/Fr0mN7a7URLPOSub6wvqZCHnWYZUnqWvXUnkyCdubUiHWiOe9/XMu6oBrdmWVU2J/Nwg072YM4Q/8Nmla7fd2ops46XQp0kA/N3CjittKUkSM3lYiNRKr0+SB+nZ+uK38Sp349seQf4CXv44ywAzXkX0U7qIRpUk1orGQkBWkB4HhWTCxUEOPxZpbirNd9Y53qvB9TFtx7cbL4SVVCILLpLri8wWRkhTJdI6Uj+1/04ZfNoRPaJcfto5kJq49LUFvyhoBmSu0+1tpYjLc9rHOBRyqjkeEZ3VrkPLdYvOIXU/NtSIxQkBHmgYgr+q+GAyLjbulc9vwvoPpJh3bXIz1YZpnVF5qOaNK5FnTC7QBNlk+Cu6H+QSLkzC9zBJHjx4fVr4MrVVRGpLbLgsLxP/51Y/J/vFjySgfNbC8uETFHl1eLC3qGIbIbszxY4N3FXp4QiynzY9jJsEXHMOE6lh1P5xAwBhzjX3GSdqMEZIjhfjqefOfHuuCM4EPO92ZY7uJ8sV5sS/mkP6BEFwOzNNvGOhM1ImJ7pD41TJjJhTiThWLVtRmXACzH9tfpjc93/UqW6YRlyDQG23NwvkF++w8wt3NYDQa2dvsU4iHPsmnwF3DCSGvUzRuX6M0Wcw3Du6CB04e6Ji3fLT3evJONBSq7q2iSAcj1wjH19QXPxHUpHlZngTL937dJSbp/wYlN0+aWF+oEAsvc325mHDmMJbsg4Qde1kEHsRKD3yljkARupDYcP5venmTTdPkOmnh/uPm043BUquusvtM2OfTezbm2P7OrbpPnsEbmRqtbXhDwAp50HJ/6dAwDRuTn4TZc1pdAcRnviYeDJakl60UbIlYONogn+uuOtIBJ+dQeaY+oTeGLoklaUmzVcvHh2yTBK19n8I/S3B6X0zbz9Qxvduqps+19KEPX9+0kw/le417KaM5iyacCD1PpAfaO3kaoYqerrRLTy8mtbem5Ksm6WA+Bf1ZXVHcFreBlbfuoUTw4SM9QYcLtljx2CTQM6cUl9qmepTI7rnm/+oWodRJt7JaFxag9KgioGDBRYCW96sNDf7VufH3fLcgicWuyKy/wB2dJaff3CFYHYcpnoke5aPgv0cGnjRNmoieD26vPQxcuWq4vhbavyIOqrFME3l94qQXLjNEueiU+b4nV0LU+pOp0D0uULlUus5HdwmrbPk5F9d7FjnNmyzH0dPYwFSUmP3gKkSvJexjTmvtyxf5e7SxNQK6/4TEzCGVJ+YiYXcOvpd7nK6htTjEipyhlTQgUXAOAwDFzExe2Zvw2uzjLNQf+YCOHDIQ7ggXr/sTN7gnyWkA76Lix+xXj9KLGepOnWSARjFJ876Kz+0Lf031ZWJGqK9G023+2EF5s2hH6pJpqyG3R3oZVZ+T+oyeg1stwAlHLs/57TsEc570CNh9WUgCeFsSgeKEsIJeeNd94k7Wqn+3H2TXiB9N691fCE3XKTpk0aOYSwU0kulqqIY3f6DvgJxand7Gp6+PHhfL2TyAOGxW7IZy3CtjWJCRIT0eZHr+BB2CfVSdkqH7KX5tO1IazTKc+EZyXBKrWsOqzdwhgHJT0RR0cqSrxr8UiztndLsupVDM63AojUt7C/eq+sbX8vpzlVFK1dgMPc84m9IXw0gpt1BXCtFjD2OMj6X6PPRMLgruFAsZSh4TeyLZh7jVe+s/JsZQwVbEOfX0eKFuaf4dzW+Q3lHPGu2y/npTTidfXKSKFEb65qyMTdWP+kwSRJUF+T5xKITVdWvQft/wrnqNhNSzmkhZrAMpE0dawBCyM3Usv1jGRNCqOsACrIcLmi/TleNo1dDjvH0l9J+qxEaO10L7ilT6XkQWCI0flxYaRb5NOT9c96JsQmMfPeIUHjO95Pu+yj7scZ36lJuygU0cSJxuCXm1bGTPTdbmrxqbVBhdbWjlIOjV7/tkYdtRKXGyJ+yg7hcQElnFZdLggOTNLPoJJqfv828sqkByaqTzi9hY3qNrF2VHi3gWkq9gdAvuqVuEoboG3ZrANJmfYsCq2EbcBN1lmEeFTvhcCGpKjvK41RrJhpX7+bsCyocmfAY4Ea693lnn0gHux/wmm7dsoWBNe61f80yomVHZjUvzZ2EA93JdWmOqsyarG7yvflIFqg1jayMSsA7CsqHwBdTsgUKjHaH047L4/hNgjz/XHj/v8m73occHdKC25E4Grxyl3jmZY7u5bynbQBCjsd7YT4APkMrIaqECCN/WNPN4HAVMQFKiZUYmykdim122//GC4wBtE2b7mtoXjHGVW0y9qBG6y61Bf3fFTC5Ruv4jOxFotcQjzQWfvK1V30cgjDQInse/dlYIkz8jHxYpvcynLXT96CWTGrdwVoScVQMMv4Iecoem9DGvGk4fOKxpufQZIj3h0r4malkr/UAqpcL1UB+cqDin4+15yxn6CjRmlFkPcJnfQ5MxTe8NgtqKadEsUS1pZm22cYtjxV6L7NG6A8M6fjyqElvXTL9NeD3j1aXr/Ps8znTgE/I8yUgzSjOoKDMIIJAcfZZvo0/LiGLaaMUHa/5JEx6IEVM6JHBFAM8rH4O13mPsK1eqmCrPdUqwFi8mljY0825MLp93fMp2BnEoHC5y8J7/n7nkT/RJxwJuMg1tmAphMaj4n0UejnVIn1DXk55YSXUYG82fU208lln6aX/DualHdeF8ObofuvN0yi1K3339VvdJ6sdnwnfherDCzcAiUZs9WixTCVC4QkpCD0PAVi+V9vUEgPtk37Qwpawnyu+xw9RW0xN/Ow9ZtscOlkZwjkPvg4Id9A7FwzhsAD0a0Ft5bYvFvPfnc7mIts1Bwdx/zTmulUBQYVHiljwFdOtHpLfZsbA5t3CT9M1SfR3CfUNiVKtvDzzbU3KHPyFDAwgbrUO2j0gyWUaeE+fJnt6wZzFygLXiV8giM3tM63BCx5AsQDmjUfEcX2zqdA/+uH8ebnMyx33+f9nGF40JNI/+NZTYpYPZp2WtiUtwRfGWfDdc3RGqTvtuNuiID9T/7kpkoCcIHV5f6y5PNR3X+duKAAIdlEjew8my7r09Jbtn90jY8n1pIlGRg+qOazD8Kn4fQVhbMa1TwVWMeluK+SW+Uwf33C+71R8P0OC9MyM0z/2WuUS+yNg/d4jl0SzfPLd2Cm1w82NLIs6aEVrRU2Chz/OUeglIroAq2f+pgwUiOT3/JQc02VbHtd7+S9l0NzYDu5gxMOgzXqapybL3YNLrw4MKGqsc9LPbxrZXdSg2e5lhW5ZDzEoic1kL5HO7n9yIZ2xoa+YhPdmf0/c/LnOK1hRLde7grgVe3AyP5Yd8SPLDiZuGaM/7S0qCXJ7BL6v1rv9y7Lzaqpu4WGa6aut/PptjrJG/xF7Lg7DekHIfCYja9VcKEN4OUhs3eWj+LPRhCzqMb248wv344fnmBomAabqTjrsoO+ENKBWEDjhsR9viM6LnoD7G5GSe2X8L6W3W8nHKjNgIwUxv1T6gCZfEKYSR6SSD/11bJujdzS7DlRdENidM1vqn+OpbFiTwNi5ffOEd8QkYL/mdJn5iW+8J+2PI3nhaCFDZ8ToKNqcUhbB3lXLAhP20RTjG7E/FY01ZqzvsW8gJt7oFWeB06WJ9xHWNE7Wk9vk4JzP17ioeUA3DGzGu7P+cqH8Puu9lmckPDeddhbB1jj5qNSaelQqKLkL7/nC3egheQy3r6nJrrIFGdrJBodLmu0Cgg2+U8S1bun13Nrd1vQQ1tmZPEolLgNKMv15H9IZQWKkC3XrtItat53NMV39xKqlqrm8/2vhIppEoVjL+MVdl/Z8RZQyOw/mTZTI58/sSBnaO2GrJIXY+SkTrmfWXfDOM26Xsv8VdejoqffC3muoGTlwgnhF001PwHv6qfRajK5P2ZF5nhmP/gQPusrVwbVaW2KKHEUsbN+87OvAKmPF9P4m0tLxYeKHM/foCTW2kbRBmbtpebivUXvcZS5cXBSkhSparTqLWKQfTKQFFhzbC5/TXxAnCHp3m7WXchf43zzlesmuTsPljUMGYG5hGNLhEQgCm7Cm0swfqdE+QnX6EGNEvRlKuDDy4ErZcYo3hQXTjWUMqTR+j4IWJpr996oBvtlhw4v9NlZOdoDDqj2JgnXU9SiRd+ZAupUdoyaA2VqfgO7d6e5Rjb9ll11epsTc29mmMWlscFtEoh/M3zG6eF5oU360Joy4P8hO8CSzvnjAFa1FSD0IY10VV8UubK8EHOyZEgKh/xRgmWageWc7vBcu9D3zckv1s6S6gzHKoWhwsRtUafZNb8TvAltBCP/T0UG0gUYqcdQB/ofaemdLaR+8jdEcZ4KTstIUEwcnds24Hy4KQ/PRTLrHjuuY1srPgAX+FGaPmRT9y4EqpTdYR8LfxZ39wLGYvBdd9zd248FnjovuKsRd5c/VUz9lz2nS2RY/M17VFy4daM0NsVCaPBj/g6bBrRGytXwSn9ZgR1MUTVTDHpsPqp1wqLFk+u9vcdF9t5bqBWoANnLzJJgRJXnJTju2VKUKPG5e7RggdTqsiOU8qdTUKWpRm0nhVLwiG3jkoAePnXGhHgpcd6p8UK74wsf2xGuO30OYhb360vRbHlyjBVZORNTu2WoqyEFuEESO7zeErLWbeXcXjG5HUwuNPUbXiBR9MTJJmhWfjtgHN/4nXeBzx+KG63N3mxOw4PwIZ+ZSroaQg8m0lYDtpyDzDy9rmo1LAmQ8vr4+GVobKnLkYh8xzx1U1qqyHx+Q9e8D1R5lZff6d/b4EXrf3PlfX/0yJl9AgWeNHOOTzuG8761KnOId8Pmy7iW4EGNsma8gbjmx2Ne42vWckKYM8VbO9DS2Ucb1j7kmCIzrQ7s24MtZ59zj5IxjltIZIG6PC2I+M0W23B/DPe0DatzirEFww3x+pMM++6slXd/ckzMRSzYTl4frylZVJVhb+WZRC+qCWrFHWCYN0zNPdl7QvHMBr45z9duBTM8MOw/BCYPP/ZdK+s64ElArD3Eo5fMlj3NwMsaeGM/fdQ2MOf4imCXx7vXqDPLenbGkdkwCK68+WXnMwmPiUd5P3U9strzkjrGMeBNN7vQFfS43I3/wvxmpcDPC7wHgaQzGVXbE8tbAwM4eWeZI8SnFxLOuCjwXqZ8VkzrLlGk3rsRKh8oLFk7EEn/j80fBe3SeaKkBDTD8CCUOc0rWxwd0sEWJHro/ZY2CU6av19RhII2VEN3dggB3iN3OO3NC1cy0XB3IcsO9cAivKxZpoGwQV2uGuiz5L3/WYoRPtZNTClJe9RX5FGiw2YYqu4/jWRw8SooZxEDV7pviUkikVpi2yzbE8I92Wub5gE4o5qskzcxK3XME3WIvOyJ3jbpHcFzPcLcJhG/wE2PxfA633L1RU4EbgS6uyfWyoOOBkMqzBubLCPOLIlToJYPz0hMPBFDQah2WIWT2jCWIV5w2v5jj6hVsnaexW4rmaobbAL+va9Qnoi3LPCtKw/AjbSMc85Z+10kv3iwKwMRxbsk6J20V/I5w0cWVF5lBtY1tWMCwQSsLrqusA63/9PtSU7GLQjMHOlAML9HL3p/UWT05lBdHZ304LTmjl2kxMpH4F01+ty7AaXIUI61xDHyB2MihSL/lKR0Qc3LiF3sVkV8CedBUzVPnocnie9MQ6wnz4ayHw+RlNEuI0ifNsejmgF0hJFKB1US2NeDkAsbrH6DbCw9pxnD3wrEo8EyuO2rxEWf/YOLJQyJhIaT6VTWkgpo6o2/BxxCJCIY+MtosGW4VIzB4YjUahjHHFgTOLv6/QCPb76X1oVD7ba1ua9vO+0+6tJU92uHxmDeKv5ofBaOG/gCjA6X2yDfqAee1G1PU1DPp0N3VFmdwE/WEA5NILjVB4PkoAmK70qNbS3C/JnL13j6r8P+kBkV9CKs85cW1mzvRyzB3sqXJP1afl0kFMY4wInCprjpR0bHh/a0kraynSdfh0JPphKdniSFNr06O8wMN4KA6Pv/zO5CnWO3GfK1F1swHv+pVYyAzip1TsE9so3FooTJ2ElF5dgck5Z/dGvaPshNLPT2mEZrNAv6fY6Vdqh3qLPBpxfsXtPJP7kdg3WP+ek/5zrYUx/BMuyaoEDoqD79rJVndS8y2xG3ZsiKSxx+kQG7xaKzuGLjmrCNiJX/37dcytWfuZhlFtFZ6+TgTw7H5Ag+DOLzTwhQCEBac470mzCxnkzekM+d3L/2tpLjmFFZm4e04QRrD1AbVkVqvHXbzwZUsNq/wveP5MmGegHYzmTyXD2w41MxrMfIDCrnsCMHmHI1dBgfmTAEoE1OMJiGrLwoxSe/6GBX/z595giDQy4dD3AMkmxwzsv4uB05UlB5k07i5wSUYCesQcPz92fu4BtOSJ25nYLZY8/Vgw7VGzgZklWX9rQVkzYz+2e6Z/XP2hmA4EE8EPASgMZiSML+EU7tvZU3RocbBDN7CWQMOyPKgIZKPZHLCQTP8oQWfy/3xWV7PwPo6wuAgOwNMrqITCA7EcfgQFjP/oJDDj7MUhgYNiPYQIDz34wATTWEI1+4H+xyyhrhMAgspAsDBoL+0ijJLLTfAmNklsYPaaaXBghoRCUe5tdXTNCNAcOFFeKZUQw3tqnaZUNXV+x8euTKb2ToNmzZgBwvT2YKJ2RaLBVBGcKs69j18pXOCwSDnMjr8GWgpklI1hYBY2CY2frIcIMfIhBB29QYUaLL+xWiq+DJLB97NwD/RNx8sesuv0N0jvCl2bkWVP4cdxlWIRcOQxJ6LAHsa6BEisRkAvs9HvjUiBzi2cU0rZ/HSGQUf4/79LWwFkddqyc6T5v6JsNtfo1AZ9jn5bzh/Vc//V2+sbum8ftjCxjwDGXEW3BnvDPo0yG2t78I7Yp92YM99Z7i1xnB8I98vbOiB1LP4rs7VcLrR8Dmvse/bTMPPumGFQDqD4VohIbZ13zRWsXI2iwhdgqHU8SRU19PhLUMMpEF7Xo+aTq2KcDeNsyWFs8eYH5r5Krvsfrq5SwYQznZ3jm6ZVPIw6G8IBOiuNmFwo0RDSuJSenFbZJWugwSoJeUX2/C5Pa/wDOh/LvtsJnmCmugdVlCPTf3Hvy3vznIg7G4rcGv+uqGLfe+tkc1Af3Y7yH4Q5Tcn/OOHGWElY12rXB793Uo/C99BiueV44s6t8/jip/lMB6bYQ9xyuwLZP3VLlv+zWCSV6vMFbfuYU6WFG9KEQsqDi9SK01nPz/L67Wz8BQht+Sj2DvQl98NRWDcqVEZu+Wpf1pvze6YnWCqbO+vCDnUoeoMrd1eRxsgiwmy48R2Y3NFpDrjB3n/or7ksDitTlCHeSC6piDmOXo0JnFT1OImVHpl3HCWrr2ioGewS6tVV9dxkVmXI/tqP5aBFac9HvMLRAqaJ7DltYX7xxib62GWB1d+gxpBIYlzHRpwmdvJTrWXH31YpFfb1Oxlxee4XV2+QnFz8ffrn0QG1VO0VsQ3fnLxwEtqcVMlLjdNTTqxJPpZDjru2td1ZbLCDnHyuiyUIKEoOA9f5nyttuLt+SL4b+qtRqsOTQOJXkHOxehVsnQEd8/mS46eADdy5H4RW+l5tTrd3ca/C3fIP0JOIPhkQvDZkYVlOuAnuzquUfDVs5bFSuO1UF+LY5uI23KYndSfXU1Ch6TdhXKDBaqjQHcSx4jDq1056/85iisfNHBl/bUJQyhvTY6B1Ocznz+Ma09X1T2fhG+gb4+orGhvZSRnKkH9Wa8GGeH2uisnCn4tnERNG7RK4fzs5ARW33R18+XNS0iAVZFWsWlT3dTTNl+8ff3XUCjH7QOPD9gE6zuoc3bNDf23XMefpdWEPRQPKQFSjii1VNgZhVtDi89F0MqkioXXgnqSfnoY2w6A9JwuNKJgqtMJOw+5syE88jCfHmp0IxTioWUSIeHYKQltrjqU2unbVVSj56ab5atjFKWcPebqGhKNpSuDSh9JbqTlwS+W73WZshisFqJWZDUDEUu0vKXer5+vJr8OBLxvlk/bKq6YiXck7TcyHxMJ0ysaIRD75U+udTvTgsFOb+R03/xF3yWm7pzi6pmEBcj1tc8sUW5Cphqx0VRU8yJ0a1GlviYK/mxNySbUWKVAL9Wu9L1C9YGwU6WcsA0stT5vJGwNN8XrDTiGrd9g/zdW+1d+70DI3Ayrd/3QUx3kGTyy9YGL/f8IufIr+in9HT5CrGKC9XicCiUkV/zY1sXm1epZfP0A8MT/BxhYvZ/36oUfalTOOLDytGz41KHArl8GtMXnIuyTKQWH7/Ya03cdF7o4TG7jVYnOzPbjx+pkR2FiSyUyKrnMbEs1NykdRQCyMk7XV4wqOLjHJICdeL4zAaLSDAtOi9nh3atuWZrmPPMxGdfMfcxeNYscKhg5D1cr8FXIDVZJG/u0HukpUCceSXsS/NJk3e+3+gjrUW/tpYa6o66z3pidlc0LdDn8PAVGpsD3Nur+raBshr3Vp7oAKWNy7ESLz8KNC3fAKLNs0w0YGOFnd40CPUGmj5g1NrBk+fjP8rinm0E6pkNS4Sfj2SPJ8GVWnd/TkMb9p6K/aC7GvhYYbhoFdmwSI0IHR47llo1wUTEwhT3oDSGYhcDbhe/dm7VUDITuLAL6Pss/3b+AwquxrP1AHPziyuJdSnYl8HSeKfsL/W+RRNEvp84v9r41scmf6//5PUu6QbpRIqSRKSynVISQi5XyOEGIa5ZMwq0Vsu6+JuqMh1SC7DsC5CrslluW25zm1um2Gz7fsa7/q8e/9+/8DzeZ7n8jiP83ye54mDsNay4ham3kYcxfacCON1d6OcI0+EJfeHV9iUHfVxrY9m2TQj+inuIspNHvB/CzuFw5jQixQli/O+3/BSgEZu+xSZ2iNzdnEoNTLDhuZuRSY87uxPE/86QrLcKzSD7+f7plDEuAJJLjfHDQY+URTbsiEnThDQ50Lwzyi2BS7EPOnjZAYj1Rb8+mSY9wiK51npanhzVTJ/3Of+R2O+9LoR7i8ebakPMdTt43pHxadXhVZOWh9mdWEj+1jHUYpB00lf/vl4wq4+29KTgtTLzTxrwE+MBI4b8iRByfl1UqFVpmEg3CEvjT4xmv7mCTGI7edjoEJy7hpQt5uKSUrj+xTZNfAqNl2d88CTyW+/HkWldSU9X/OAOMTPN2koLhaWCF1EbrGHD7wJgpGa2V3xwU8X6Xeih2+vRy8WaRqV9mY1uNDSZVzs+s7LK8rottJ2cNzmN1ZF2RR2ZXtJ5jAZqrr6C7WFD7xH5D8XTGO6x+nP9cKjY3p2HGG4ipyfVl+4kCnxOImMbb0ktJ18UVut7aITND2F2+v+03/O+rsf6+4zZKgnTdVzYdI1X6wybdenSOghjXFHrRjGvMRRPK7ybk2y5YDHflrtmo3de6Wpr7xQaupZ8+SdXlJQbUjB2pKcY4X6XxIG//psDYLXEGqniCktfebByxeNeIbrU+1be8LcQ50EoqrvhBzpbGoFizrNKSU6Z2utWcfGkgtvs4zMA0gx5tkdHb2varoOlTKvKPr8D1ZwS6e0UFc+BhW23uNJ1rmJWolxRdZeb+noaS1CTjy9dBrMypds12fXeIX5Qxt5pHzvpCd1poPevmdoJGQI3a1QBpbyaVdW7s3e6DlV2CnjIaBysOgJvC6THJd6D1CHKxdVZfHj6jT2owuNwu+yzpRF6zqISSOPDKDnaues4HaJPoEeo96NcxCSiOo6WG5A9I8gKZ7ad7cp6gC1C5eI15vbhQfs/GqytmHFFyR/CRy+BiZol9KyA8zHHt+faej3KGB622OMa5NVHKbOrDTaT1RJheJM/2to4WDqxYpY3KuO1mfLtK/gi/sMUPJcxtE0FzbyyU1m1PrK9495vaS2xnNvtY0CS7jzB3wCy7B3SrXmtoMrKmtFT0fJb9X4twrZJRSHBiT33AxUrQxfXDFUCPh0ZkHNxd6I3fIg7N0kIww3WjHodXw5KcWSdyEbJoHpwCrNhUEvY6fIGCW/9jYPBCCCqj91/R8rk+im1B8mPrdHBu8UGXqPkJ+GXoSJxwrOY/t4BMA/usR7Y0L7Ds2XopxBQ6AnjZXc+V6ByKKMCQNYunj7X1t+n3VB7Z85ZwgElsgOYLOB6s51Zfk38WeXMFgdcwx7AI4BpjwFnX3kx2Rkv9D+eLvIKrO5EjijKJK2ZAPSj2W8LxlJrTYtUWYWUJOnBTr4wi4EFKCHvDtk84NECt8Ugjs1/lHy/0CYi4gIIE/Kd14KIkLa2bCzBhtqNi8PPpGW121TNxlkObf/tkFfUOgDS959i+uBi6gLE2bcnQMZhwf10Q7bp5b5SUoRyrDf89JYpaiCYQJP+2ksC4qS7erh4gTTB1hpVvc7eGXc+lRK91gZbvaSrDGa58z36TBb0LyeOOvG35NkjG7KORdGmGrjPsCtQIh/XS6xmWH5hxJktSL02gyGfDxlftTzfIpEuoEsWGD6jqAMOcspxMhjY/Kq4LSIW1aKULW+sxepIPqCtaPzE5rLdZVC89Hi8o7PuP1/hOj82uSDmpXnuBqQf7lfdUQOgL0ICwtz5aIfkqFe+NjSntnExB60W+gICT25v7jQ3c96IGQh+XKOvs8QNrM4NDjUeSPxjK5oAiASupdTYLAmwiJ5egjM7LOj9s4tZqEXnPcZhHyhn/EhuHx7xzWi2kZtObgs5BkxFb9cWE0pUKlufGI8MhjQ3tZ+tLPxhtXFW8dR0MFNp0C1RIqSfEY61pLqcnbloaL67gxZHXnMX7wK1fG8OlOV4kvJq/DXtGEa54guU5aEQB7gZ4ujU4sNla7g6B3zsYf3eg2en2hrl1NmqPH/ceyMZFtbyspT48+2yLgTojhjIE7NAh3LapIe0VPiOmH94fLVxZkR+xmSrZXdTsjFjoTGhtcSB9u4KZegry0UKGNjDhOfEp1YohSlf4OTYbMfeaAsZ3qANdQzHLbnzHHUfZ95ZH9V1iL9h73XpE3UmYbXJL3o2St91yf91eWd/A2h9NzDXZkNAfKZRilKU/oJSlPtkK1/hH8ob5GbqExZb0A42QIyW5z7yHtEorR6ajQhowtfnBjdXAeOXhwujrF6GBF0d82WYkQKm+hDI26CczEHF2/rz7QvHS9wQJ3biNj/vdSsOxBz5egxOzGXLIylPDUmAg4+5jdshqHZQ26vfGaYVk5mEETpx6f3oKEa2VbO4CCpdVMhqYDQrLdUWwhZOfiD7t+KzlqCbfPFJLF/ZxB2f5w/LFlqnJoWT7rHSyeYX1FcLFApOJoaIaMQi5O82yus3LSbsfZAqc5PrqVcpT7lqBr+7GW/nHLJn+97PseD9ZljU3UVhe+E/sBUTDFMU7Tu1vcetdRy/c+1AACqZkLeLTp1hV3/OHyp7fpOShtNm3WxIBbtKn6PHy0bxbyrtdL6PishA9205DwkZsioUtmOP/CH/dlUJgSGEydT9ZF73XF2q5rcw/X4rOWLCTTsvVMWRm0S7eUTRThCSlvXOXBLkih6QUrdxrNGxMatVrdKQiSXTLBvGrcz1v3TqQAgJBlY+Ny2tq2IqGz/GAkF6f1AtCm+r4lUOg8rVTrT3OUur1T/9H7VN3pxy04pxcXyS01WH6VjPCdps+6VTonb/3+EC2C7GAab84kLKM1/3Y4zkUMriAAiux/OhqxQDFedddx9xDv9/YPFLVwzbkj8JVGXNXZlapYa4Uv2BI8xXbjGKcu33g4/43OUWa/Jju959l3azKlv2yX9WKNEd6meUmLD5tZQwj9HCRQRnp2eqB72i+ULmMZfVtH4SBnlfToI7ZHqNcmvnMkyxTpJ9yWr2Hi9Y5Wp+mQjLwTclA8nxR3BW5ydEg6UyqSLmuyZ/Y967PO1lURBHVA/q8VysaqWzuOAIe/cu4L/gcor0tHywk7Dqt5yR5nr+IsSEvtxudIMguhxjOHtU41oghhl8E18pbj2NgIHvey6x/GZ/PSQ37dhRLbG3dw4KiuuwGfxeCKj2RfQAGuN6pzX8rV4bOdDRr31A9z702f0D+yRnDvAY0Yjo4SVr4GCzl+/readOdmJzHvxO0AMO0Q5n2UKHyJotnn+UbZ48rMKmX0Gg6Ne6BAH7/2vMy3UvWyky68tmMZnfK56DYo76+j5sWS59hoE4dl3/qF377Fnm3XVRs8sdsW+pop4pUqJJBhUH9OwZFicqHsctXqHvTt8/ruiwks7ZkJ0yVHQBRq5K5O8X/4GkiVrDVG8X2sp9NNfQecPdpbBlNuxpBwJl5MM7akPdAZIbWrfYqvzMszNBM3z4+C6zoBvbR7rTWB0e1VVm7saft7wHDirPFcWxph/avUbUqjriwDhbmgLLhhKtTNujzaL53LubQZE+pBE7FmX9StTE9obVb7FxzB7CnPVZJnAW7O7nY+1Gop20JK97B6vsw/MnYK+8TuF5JCQgKMiEhkF1j9LXwcUVuj3dX634RquH4pN6J+Ly+x3sICXHPpguaIOJyvExPAK5hxFpaoen8mW8w28QjHBPn2DybAuevibn4AQnBaNH3HV1hpNMP/5Ry/c8W1OB/cZrC+kbyscHnKnx38tcZTWMI7KbsiX0ouu0n+/uz1GDa8nJ3ST3e8BAmlSaf6uqD+XI84xn/ANSlobIjUKJ775T0u+fQYwW7aqPr72xQtqmlhBpF3t0ki13Jms7L4xzP7TpIjgMZTC1bpgJxnLcWkY4/ZN9d+1FYzFaT6Y1y0urw//XF5kKN8tXMV19i+JUJ+xu6DRAQT1RaHmF+st84ch8n6IvaWmi/dfQrvUrbXQFuJgK2NZEypNgjbzH1+TLc95RIBeQ9NOLIfBZEuwgHD21bWaGcv9AwtHD5zo3UrFdTV5jCXi2rNpci+ho2J2+Pdvpivex9oeOQljKOxtE/jTGtpZeDxCGGf0Modxz4Kd/ApIGC0ECD5jtft8Qqztqd6tqrDuwZvYuputPIr0irhllmFb/2H5b7rrqnpUWmKP/aZ4sxTtJ+np6hvZYg3PaQFjswJwQFUMAM5yx9wMbigDAaDRAJzttMLMGFrBAWg0wFwvdYKjW2ZCHBLnE0fTgpbbVYDE+lmw9m182oQO8TSIH8z1VJalY2c7XogiTQmAE2Z6LAvuxqplo2IrJXu331cLluHsDk7O+7X7PDYkQ/5EbTqU+vJgbPN+0TBgQdkLwjK4zoHbD/fCtYrt2CMvLkoVPf2BQTg3nF1EGa8XNC59ctLSghAREC3AcqqNtxrVAB41tcZpTJIsSTzWJdwmrMQbsMNT3fTyX4/5V6q/f+wbHZdt/4TlBpAiUyy9cldCQn0dE0I/raPDN6eLN6m9m24zSZ633H/m/1HODIYxn2HqWSKVV5Q44zsPSSswkVEChHQW1tUrWLmm5zsnlecdIlE1hdnpCNoCp1xdOS21pvDS8faDwTVDZ3ZgVbPlWoyGIjyUM+kEJ7pJ0V8PSGeViJvYunFPVxLsrX9uG66Xd0e9mGbl8w7FLREch7bAg0P3kAIqrLuvUikWonavr4swjdDyW4apaxuB3iv8c2M6lZ5BXYL55WMnltPTp5SVVb8BjNHGGfcyOLHl+RoBjSGpfVkrxigqPJ/vyz51N68HL7CfJJmOdXPfe7QC7w6aO7evXSmK03VOOdQ5Kra+BF/EMNb1kbB4gToJrHzfVZHhWWlAxVHBxebtgWcKCW6CeV4e60+UqfdeTQ4YesE0g306TTpuoqXoa0Mj2pP+pdkz48Trux53kTh5jsrYHJOoQLHPm22mmb8Q7HgmtII9Aay4zFjL97zemGfW0zGd983OemJ1yBH0AfsygYVeOgeCNRwqkbkzPsKAmXcj6LPFqrv3GWRkADHVNa+9eTuo2KUXwxtrWi0QcsbQC6+5fbgeE/K3eWIatXudFP1tIp5h1iLzU4JOK6QETEs3jk16stDH6WvYGb/LB7AhTusJF4yPo9TUN1p8kZvUxqzcwf3nO2I8sjBVCpPq8RygNiWZIrlFP9X6e8On+iu7leklwdB62INX+m9jbNI0oynO2VGhoQMMnQbUA/7rX8QBaj1F4Vy60ZmaGfOcc+N0b5hj0/OKl+DkspMZzvtkRhAqFHZb4D20kGRZcEIdRjuC4OJi1qnAJ1zS3zSU6JUlri53YGRpxTxaElIXW3xqsw6z2syv2AkGhLb0rVo9JZfgO2g6gTIW2GdQUwJOCBhHClo/XCXAMItPlumBzZF1zKRB/YhFsrTTTW+dzg6IT1l40Nx9BUpzp9pWjgNFVa8DQm4WHkg+yKvxQ8Qsgoyxrqe//5utnyIFh8qu6hmgX+NDa2/I/lzWtcfUhlvu3bc6m+IDNXCjEBxvUynjR567POwOnyBzR/H8PvbmijkTft27DPQsxFZ4chFzVtkPvEdcNLLNG4XfsL2ldQylrT9Osr1QlnufWdY8sPI1eHYk47wllZI5Azk/ozboJnJzSOo/xs7oCsjK3s0wIacKvqFriQOse/Vxj1IKYR0MUl0tY1Xcg181SJbo5TYlWvYes62M73MYvtnZQcSL94Wg4l3aPf2v/8fW6qu+SQHQJnj5c9cd8XVcAJdAN+jF+OvVQCw7/GxtzvRyL6iNDtKWREl/+3Np47OSEMJKru1HkyX/I9gmOEBWGMQ5NjvAnvOw8utL/oo6gJd9cDZ4hYkb6lB/0tWVNp8ONsD12giLaOsqAvjRFa5pCz5gYvuS0RuvfL9eFy7FlgY2HjzfAU1VlEgPraPk7NJdSEjRdahNBxJe+/N/qTjYIJjsTdoduHqxZffTRG4OZmoLnlYxkWWPzh4QnVaOL8Evd8kS3kBw5WY1Agpn9fpFzK9RKVaYY4yaNFtXiOtDb/o6J+xD1Tf7nNi+arEH6DWvkvdCuVdcK/gAPNpxGQkVABnVW0Gar7kmCgumSUj1HoIz6g9+lWn8W7BoVt/sVC/PwuABu4BovyXvpM2c/AvgNhpoceyvradc772tbq8aTVSJqIMLAsVn6aFX1u6PZkbe7ToA5Wpfs31mLZB7DsL8Ydi6405GHRUSO9nZIXvbnEq7Apup/1qKi/h9h11zjJTvN1IERbgLud7zeMP9mN9V+kO9ftiXDmcZDULj2lJbu5Wj9FZGRNLQWmMqn6O+ZvNgl6PdliZrbiC7O7Vx/bo+RO84eKouzG10pVNpCh4IUEkRa7e3pmWvketnQZqtPHeIrdUGRiPYSzT98Gr3ArBEhTFIaLdZmy8xCn55g7KtyuwRhk3wcqq3J73khAiBfOkem7ru8lHrdH6OVA+INGlHIh+U6+QEykzXPPcUre8dJLovZVwNdKsPk+YVf6gWvhHaKEnOQ//s54+C7LUZ/+T5Jhfh/LNfIjp8AIScTU2+pXrDytevNon3g0ebXgHCdMeTib/XtuhVl3WdJITkSAY6UVa8GqMIahx+wNwYjBHCGRrEdvjW8d4wuWFptv6+W9/XrUBl1G79AD2KPci+bWY6sfWYbahZ4TKcr1Cr6byc6M8bI1bkHyWJ/eMnxZdftOu+wez9FPnSFXHiV5niSiwuaCWW24WuGepUaSwo7uQcUcNLSN1/vsdSTvD4qdq8Xny56QxCRq91h2Li28lLesv4mZ7kPFGiiBiMwdEYzcIYYGsUHs5l8AF7WVP3IumsU4LHpDBzCHOAulrxnsfSbf1DB03kBH9alouWpyoVl+NHH9UPPkiUwE/C+vfDgeKfflNMG72fc59UiovjjNeQ3RgHpR4lso3xfjX20GN+ElweiohovmkxsfW8wslZI/6Sisfw0tmudtat/tzS/KLOnOhzNEoYh+w5Se/6p/6OyMzvR3ReeEslP9Klp7IubCgr7RLF1UgkWWxiq+qxs1MFRddmXmLTDlC4aBYe92axg18P+7igfJRAxoCbAn4/K5st8sshbAL9TBEBOVJCn7njYp+33AXsXL5lBqRZViH0ot72gWdw45R2zZ5pH0Tw0yqu4B17Lu8J71AwGCtUcD81LwDexgmj2eL/LRevbWghn61qNm0xU5SloHgcEB7NU3nJr+bQ+ZmIJN5nIe6RdWjrCkJQVEaSkLeMYkMu837qa5C62ywoSbz3LwB7x/rsDTgjbAQ5H5nYnqI5RcL216QHXR4Z50zwHNmwZcNMkHUOMSOqastLhkcn3n/dELX/Q92a7Dz6kpq/itcscm3oL97gc5vL5Y3e5Pql/IFads9GfUacW8ENsTmv931w5q9H9nnEbB27lMHCzzE4T+DG79OVizwPj62CKVWvBnVYVwDPAHPVuDLJqss1hUm838aM5KYiC0rvyzgQ7y/q8YxZB67XD75XE7N5SlBrOibP2VqJ+5diVGLNvbfpx/LBgphX7zR2zz3cWC3i4IJPLx9yH5SrWR08trSMPOC67R0knRTnby3lNvf5xIuOL3mbDp4TK8/z7bVrHafXVrT/rc+t8e6MrcF+skKKbt1xWzas5hPmrpJfbnV6Yuu5PffINXD/eEWxB2tbzNje2BD8Huji4NJS18nOgc2LxuStk9/k7X/PgFphq7cKvJy485Bry/8BUEsDBBQAAAAIABemFl0AoJZtOAAAAFkAAAAUAAAAbW92aW5nX2xhbmRtYXJrcy5jc3bLScxLyU0syo7PTNGp0KnUqeLlysk11DG01DE0BiIQz0jH0AzBM9YxMkLwTMAqDaA8UzDPDMwDAFBLAQIUAxQAAAAIABemFl3qFCA1bVwAABhsAAAMAAAAAAAAAAAAAACkgQAAAABmaXhlZC5uaWkuZ3pQSwECFAMUAAAACAAXphZdfEgreqpaAAAfZwAADQAAAAAAAAAAAAAApIGXXAAAbW92aW5nLm5paS5nelBLAQIUAxQAAAAIABemFl0AoJZtOAAAAFkAAAAUAAAAAAAAAAAAAACkgWy3AABtb3ZpbmdfbGFuZG1hcmtzLmNzdlBLBQYAAAAAAwADALcAAADWtwAAAAA='\n",
    "Path('data').mkdir(exist_ok=True)\n",
    "with zipfile.ZipFile(io.BytesIO(base64.b64decode(payload))) as z:z.extractall('data')\n",
    "[str(p) for p in Path('data').rglob('*') if p.is_file()]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cee63c2",
   "metadata": {},
   "source": [
    "## Baseline\n",
    "Replace this transparent heuristic with your training and inference pipeline, while keeping the output contract unchanged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "13b7f4e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv, zipfile\n",
    "import nibabel as nib\n",
    "import numpy as np\n",
    "fixed=np.asarray(nib.load('data/fixed.nii.gz').dataobj); moving=np.asarray(nib.load('data/moving.nii.gz').dataobj)\n",
    "def centroid(a):\n",
    "    points=np.indices(a.shape).reshape(3,-1); weights=a.reshape(-1); return (points*weights).sum(1)/weights.sum()\n",
    "shift=centroid(fixed)-centroid(moving)\n",
    "with open('data/moving_landmarks.csv') as f: source=list(csv.DictReader(f))\n",
    "rows=[{'landmark_id':r['landmark_id'],'x':float(r['x'])+shift[0],'y':float(r['y'])+shift[1],'z':float(r['z'])+shift[2]} for r in source]\n",
    "with open('landmarks.csv','w',newline='') as f:\n",
    "    w=csv.DictWriter(f,fieldnames=rows[0]);w.writeheader();w.writerows(rows)\n",
    "with zipfile.ZipFile('submission.zip','w',zipfile.ZIP_DEFLATED) as z:z.write('landmarks.csv')\n",
    "print('estimated shift',shift); rows"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a147477f",
   "metadata": {},
   "source": [
    "## Checks\n",
    "Inspect the archive before upload. Hidden reference values are never included."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8cadbc80",
   "metadata": {},
   "outputs": [],
   "source": [
    "with zipfile.ZipFile('submission.zip') as z: print(z.namelist())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5934c761",
   "metadata": {},
   "source": [
    "## Next steps\n",
    "Import the full DIR-Lab 4DCT cohort only after reviewing its current license and citation requirements in `datasets/CATALOG.md`."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
