From 834c172c306558faf5e4775ce4171658e08a5efd Mon Sep 17 00:00:00 2001 From: 1pha <1phantasmas@korea.ac.kr> Date: Mon, 18 Dec 2023 08:54:42 +0000 Subject: [PATCH] Add masking out strategy --- masking_sanity_check.ipynb | 144 +++++++++++++++++++++++++++++++++++++ sage/constants.py | 1 + sage/data/mask.py | 71 ++++++++++++++++++ sage/xai/atlas.py | 27 ++++++- sage/xai/nilearn_plots.py | 4 +- 5 files changed, 243 insertions(+), 4 deletions(-) create mode 100644 masking_sanity_check.ipynb create mode 100644 sage/data/mask.py diff --git a/masking_sanity_check.ipynb b/masking_sanity_check.ipynb new file mode 100644 index 0000000..76faa99 --- /dev/null +++ b/masking_sanity_check.ipynb @@ -0,0 +1,144 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:sage.data.dataloader:Setting up UKBiobank Dataset\n", + "INFO:sage.data.dataloader:No exclusion file found. biobank/exclusion.csv\n", + "INFO:sage.data.dataloader:Total 33007 files of train h5 exist\n", + "INFO:sage.data.dataloader:Setting up UKBiobank Dataset\n", + "INFO:sage.data.dataloader:No exclusion file found. biobank/exclusion.csv\n", + "INFO:sage.data.dataloader:Total 33007 files of train h5 exist\n", + "INFO:/home/1pha/codespace/brain-age-prediction/sage/xai/atlas.py:Load dkt atlas.\n", + "/home/1pha/codespace/brain-age-prediction/sage/xai/utils.py:122: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", + " arr = torch.tensor(arr)\n", + "INFO:/home/1pha/codespace/brain-age-prediction/sage/data/mask.py:RoI(s) to be masked out: [2, 4]\n", + "INFO:/home/1pha/codespace/brain-age-prediction/sage/data/mask.py:RoI(s) to be masked out: ['Left-Cerebral-White-Matter', 'Left-Lateral-Ventricle']\n", + "INFO:/home/1pha/codespace/brain-age-prediction/sage/data/mask.py:Start reshaping the atlas into (182, 218, 182)\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "import sage.xai.nilearn_plots as nilp_\n", + "from sage.data.mask import UKB_MaskDataset\n", + "from sage.data import UKBDataset\n", + "import sage.constants as C\n", + "\n", + "normal_ds = UKBDataset()\n", + "\n", + "mask_idx = [2, 4]\n", + "masked_ds = UKB_MaskDataset(atlas_name=\"dkt\", mask_idx=mask_idx)\n", + "masked_atlas = masked_ds.mask" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "idx = 0\n", + "\n", + "normal_sample = normal_ds[idx][\"brain\"]\n", + "masked_sample = masked_ds[idx][\"brain\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(, None)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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961+vt7zlLfqCL/gCnTx5UufOndNHP/pRXbhwQTfffHMJ9ilSpEiRIkWKFDH5uZ/7Od1zzz1qNBp61rOepTvuuEPPfvaz9eVf/uVTBxI92XLFANSv/uqv1tmzZ/WRj3xEH/rQhyRJN954o77pm75JL3/5y7MnVhUpUqRIkSJFilyt8q53vUsf+chHJO0FYJ87d06veMUr9OIXv1hve9vb9rVuVwxA/dIv/VJ96Zd+6X5Xo0iRIkWKFClS5FDK+9//fknSzTffvM81uYJ8UIsUKVKkSJEiRYo8drnhhhskTQ7w2U+5YhjUIkWKFClSpMjhFI4sn5+fTxHjHPazsLCg+fk9uDIajdLpjHNzc485xzhuf+PxWMPhUMPhUPV6XZ1O53G9x2GT1dVVHT16VM1mU1/0RV+kV73qVer3+/qjP/qj/a5aAahFihQpUqRIkSdHms1myqizsLCQosTJzVmv1xMwBYjWajWNx2PNzc1pfn4+fb69va3rr79ejUZDDzzwwEWfe+zYMY1Go/RMP/WR547HY11zzTXpf+oAYH7wwQcvb2McAHnTm95U+f+ee+7Rd3/3d+szn/nMPtVoIgWgFilSpEiRIkWKXIXyQz/0Q/rEJz6hlZUVvexlL9Nzn/tcbW9v73e1JBWAWqRIkSJFihR5AuXGG29MZvThcJjyvbZarcRW1mo11Wo1DYfDZM7H3D8ej9M9buKv1+vq9Xra2dnR6dOnZz7/6NGjiYF19wBJ6bQkvofN5ftarabd3V0Nh0PdcMMN2tnZ0c7OTmJYH3rooSegxZ48+eAHP5ii+N/+9rfrrW99q375l39ZL3zhC9Xtdve1bpcUJHXu3LmpJPhFijyR0uv1Dv3EL1KkSJGrWW6++WbdcsstyTTPz+LiohYXF5NvKcdq+jV+bbwHANloNNRqtTQajSqs39GjR9PPkSNH0ueA23q9rkajoUajkZ7baDQSMB6PxxqNRhqNRsm8D3gFTPP9sWPHKs84zDIajfRTP/VTuv766/Vt3/Zt+12dS2NQP/3pT+u2227T8ePHn+j6FCkiaU8rvffee/e7GkWKFClS5FHImTNnJO2xm4A4QGG9Xk9gUFIChDCS8cQi/D8BhVwPm+qA0Y/ujH9Th3a7nYAoTOpoNEoM6mg0qpzoFesCu+r347t63XXXaX5+/jEHbR0Uee9736s///M/15133qnXv/71+5qs/5JN/Pfee28BDEWKFClSpMiTJC972cv0ZV/2ZVOfv/71r9fZs2f3oUazZWVlRe12O/2/u7urWq2mxcXFFJREQNTi4qKkKgBFALbSHricm5tL9wF4+X44HKrRaKjZbFaA1OLiYorGH41G6Rp/LiAUNpZ6eLaAnABmCeSq1WoVN4Xrr79e3W73QKRpeqzyq7/6q3rta1+rO+64Q7/1W7+1b/UoPqhFihQpUqTIAZRv/dZvzX7+5je/+UmuycVlaWmpwpIiAD4+w/+UCHoAKGwknwESJSWAKu0BS4+q39nZSX/7c7e3t1OZMLaLi4vpGi8TYAkAxucUgAqr6vXzOgNQ3W+WsjY3Nx9fw+6T/MEf/IE++clP6ju/8zv1hje8Yd/qUQBqkSJFihQpcoDkzW9+84EDoRcTGEkHqABWAJ7nN40meNJIRdP6/Pz8FED1+4fDYYVtRWBvpb20VqSWypXpzxqNRhoOhxXAzPvwbjxvYWEhPZe/AeD4q8LYHpSoeJeLjbHxeKwXvOAFT3KNpqUA1CJFihQpUqTII8pNN92UmMLFxUX1ej2dO3cuAcII+mAkR6NRYjI9/6ib2YnWn5+fnzK/u7mdTAAIPqAOKh3sEmQlTXxed3d309/1ej09O/rM+jP4n7o4EI8ML2DdnzsejxOLe/78+Ufb9FellKNOixQpUqRIkSJFihwo2VcGFRr8YuJpHopM5Nd//dc1Ho9155137ndVDrRcyhhzKeOtyKORMg+LXC1y8803V9bTfr+vWq2WApQ89ZI0HR0vTU6OggGFYY2me3KQIvPz88n0DtuJwKg6y+pBTM6WuruBfzbLhYC6YLb3z/jfA7fcHYD2iNcvLCzo1ltvVa1W01133fXoOuEqk30DqHNzczp58mQ2nYPLeDzWgw8+WECDSbPZ1DOf+cz0d7/f3+caHUy51DHmUsZbkUuVMg+LXE7BtHwp65WDvidabr31Vm1vb2f9QWu1mlqtlnq9Xjb6HZDmvqiebzSa6j3ACCFgiXf2IClfp73d3Lw+GAwSIHUA7WDUA6Rm+adyT/zeQSl1AzA74CZFFUe9jkYj3XLLLeneJwusPppxJj25Yy3KvgFUNIw77rhDr3nNa/RVX/VV6TQDFwZPAQxFHq14PjvGGTIcDnX27Fm9+93v1s/8zM+kc5zLeCtSpMh+yO7urh588MFLsvg8WZaeW265JQX4AFTIYQr4BNQBzGAKIwsKIPR6ux8ojKv7ssJ+wogCrCLTGkFUZFn7/b4ajUYChsPhMAUw5XxFI3iDCcbXNoLoer2eMgewf0RGlYMFCKiiDSn/lltu0Sc+8YlL6pfHI49mnEn7a1UsQVJFrir5uZ/7Od1zzz1qNBp61rOepTvuuEPPfvaz9eVf/uX7mpC4SJEiRXZ3dw+McnzmzBl1u90UIDQYDNRoNCqgiqj1ZrOpXq9XAXc5ZhEm09NMeXkEGTnL6WXSNp7g34OSEFwCJFUi7B1Ucjom33saKhcAGiDTWVjqGFNSRVcBIvrJCUubUsf5+Xn1+30dP378STlB8SCNs4tJAahFrip517velZj6N77xjTp37pxe8YpX6MUvfrHe9ra37XPtihQpUmR/5brrrpO0B+A8hROgj/PZ2+12JaJ/MBhUWEPAGSblubm5ZG6HvXRfVCQmy4e1dFeBmMg/snzu1+pg0RlfZ3Q5yWpxcXGK+XV2N+deEP1ih8Oh+v2+dnd303tylKub+p2lxYd3MBhoeXlZW1tbj7LXrkwpALXIVS3vf//7Je0FABQpUqTI1SzXXnttha2E7fOgoxxTyfGf7lMqVYEnABOQGgUQ6/fBsEZm0hnL3LM80T5sIcAXxtOBKEwwzKa/owNdgLqDYX+Os7S0iTRhZ3lGZHzH47F6vZ4WFha0s7OjkydP6sEHH5xqo6tNCkAtclXLDTfcIEmH+li6IkWKFHm8cuLEiYq52vORepS6g0tM9pjtt7e3K0AW9pQy+Nwl+pX6PdF8zmexjBzrGYO2dnd31e/3U6CSX4u5fTgcViL8JSXfVweeDpb9/XBJmJubS6yp30Obed5X6gbri5/qzTffrLvvvntmf10NUgBqkatKVldXdfToUTWbTX3RF32RXvWqV6nf7+uP/uiP9rtqRYoUKVKkSJH/vxSAWuSqkje96U2V/++55x5993d/tz7zmc/sU42KFClSZH9lbW1Nw+GwYt6GQeW8e1jOXBDU9vZ2MmkTAIU5XdIUE4vE1E+UF83m0Wczpj2KAT+5wKWFhYXKUabRlWE8HmfTaTmb6umu3BfV01R5QBg+qKTPcuZ3OBymwFzqQBvW63U1m0099alPlaSrNl9qAahFrir5oR/6IX3iE5/QysqKXvayl+m5z33ugTwnuUiRIkWeDFlbW9PCwoJ2d3c1NzeXQJW0FyWPv+bi4mIlhynigNYBarPZnIrQB8BFv07/nqAlvvfrAIVu0sdU7uDPk+S3Wq0UoNRqtTQYDLS9vV0J5gLEEuAUwSTvRx1yvrZ+FCoR+15P3A4w79O23DMcDtVsNivAFrnhhht03333zezDK1UKQC1yVckHP/jBFMX/9re/XW9961v1y7/8y3rhC1+YolOLFClS5GqQlZWVCrsHkJNUAVAAVAdtMc/neDyeCpSCIc0BUqkKDp2ZBYh6GqaYHYDy/FlIrVZLIG95ebkS7d9qtVKUPdfyt/uitlqtVB5BVwDsyOB6NgL8SOPJUwDU0WiUcqY6s7ywsJCAbcxucBhSQj0RculnQBYpcoXJaDTST/3UT+n666/Xt33bt+13dYoUKVLkSRWCeWq1Wvq9s7OTzPox8tyP9XRwiOkf1hAwyDUxYp3Ieg8wAhjCUPpPv99PoM4l5klF5ufn1W631W63tbCwUEkFNRwO1Wg0EhhcWFhIhw/k3skT83t9+/2++v1+chkAuC4sLCSwHMvAjYCsAbxfvV7X8vJyAsVcS1vv7u5qdXX1svT5YZICUItc1fLe975Xf/7nf64777wzLVJFihQpcqWLs6ee49N9QjH753xF3Xzvp0cRvR59VrkHxjImiweUDQaDBJKjCTwCVCkPUnFHaDQaKcdpo9FIJnQAOWDS/6ZNHCDD8jrT6+/tdXAfVu6hXMC2pMTi7u7uamlpSa1WKx16wHModzAYpOuuJjkwJv6Xvexl+rIv+7Kpz1//+tfr7Nmz+1CjIleL/Oqv/qpe+9rX6o477tBv/dZv7Xd1ihQpUuQJk+XlZUmTdEdIPKPdzfZuko++mf4ZwC9+76mkYqoqTz8FwxkZUTeFR//QmJeU62N6qtFopPn5+ZRiyj/HzzZnSs+5Fvj/HggWj2j1I1T5XNpLzN/v93XkyBFJe4ceSHugF0AtKYFZ2iSm07rS5cAA1G/91m/Nfv7mN7/5Sa5JkatN/uAP/kCf/OQn9Z3f+Z16wxvesN/VKVKkSJEnTByA4leZ8+uEWY33ufgxozCEntsTttLN5Ji0eQZ/wyZi5vdnRmCcY3Jd3H2A/wl+WlxcrIBuZ0H9fWP+VuqL4CfqANUT/cd8qlzHEbFHjhxJJv2dnR01Go0UzT8YDCptCau6u7urlZUVbW5uTr3zlSj7DlDf/OY3FxBa5AmXi42z8XisF7zgBU9yjYoUKVKkSJEis2TfAWqRIkWKFClS5ImXI0eOTLGlHp0uVU3X8dqcmdvTTLl53nOJwkx6qqVYLswin3E933GPZwnwfKTRbYD/yaNK9DxpoKg3vqqwrheLmPe6cD/30Bb44TabzanjVymj3W5Xvp+bm0t147e/w+LiYiW4bHFx8apIj1gAapEiRYoUKXIVCEFP0iSwB4mmfmn6WE/uc/GE9jHN1Hg81sLCQjLvcw11cADnYJOAVQ8UygGynIsCn5NLFXBHHSWlgwW8jgDPnMuAuyIQcEVdAY4eGOWpomhHgs2oBwFVkirZCjxTAv68/Mb9Af/VCxcuTNX1SpICUIsUKVKkSJErXE6cOJHSIknVZPdE8ecS3se8n85UOmiLTCYA0YFbDBby73d2dqbq5ic3UQcyClA/929Fdnd3E6DlN76nMbiJwKzhcFiJ4vfrIhAGpEp7AU+epxV2lsArryf5USmHNur3+9rZ2akEibVarcr91KXdbqvf72czGlxpsm8ANUYMzpJcUtwiRS5FLnWMuZTxVqRIkStRdnZ2KuAoJtBn3YvAx095ciCK2dyj3JvNZgKEnvg/nj6VC3KiLAegAFYYSiLt3R2BuseALsDfxsaG2u22arWaOp1OAqEecQ9TTJvEXKbeLhyHyufuLhCPikU8iwHttrOzo06nU6kDwHN5eTkdzRrvn5+fT4FSx48flyQ99NBDs7r9UMu+AdTd3V09+OCDUykrojjtX6TIo5FLHWMuZbwVKVLkSpNrr702mbU5YYk8ow7MfK10E7ZH9AMaAZNuvud6SZV0Uw4kHcTxXKL33bztZfF9LoUVoDsyu5SxvLyspaWlSqJ/f1eeS0J/qcouUx73RR9al5iqKpIdMKTb29sVNhuzfavVUrvdrqTe8nbAhaLdblcY56c97Wn6+Mc/nq3TYZZ9NfHHRL1FilxuKWOsSJEiV7sQWEMCfWlyfCjJ+QGQkVXF9M+P+006mAQsRYuVBx7lUjdBCnB6lVu9vK4AageisLOceoXUarWU1L7ZbKYArEajkQCm+6AOh0Pt7OwkIE2bxPcBEM8yr8f6U1faaXt7Wzs7OykPqr9nu91Wo9GogFNnb7e3t5ObAqb+jY0NSXtuBleiFB/UAyIk6kXzu5znwq+srEiaOJRLewMe80KRIkWKFLky5fjx49rd3a1Eq0tVX0lnMp21HI/H6VQngqV8D8FvE4m+oFwnTVwCnDDIZRTwoCyYTgKPIlMaXQf8c5hiWMfFxcVKxgJ3E8Bk7+/uEfYu/h3vzHsDKgHMEYgT5ETOVerPcavc52V6HZ1Zxn1Ckra2tnTzzTfr7rvvzrbHYZUCUJ9gAXi6JpXzi4ynUaD1IVy/tbV1Sc/ltAzX9tCWmYgk/0VYGMbj8WUFyEWKFClS5MkXwKmf8OSR5J40fzQaVQBsNFcDrnzP8CM+MbVHgOqJ+N2XkmdQTg6YeRnu5wn4lJSN7vegJcqCnYzsp9fJQSpyKZ8R2ASrnAPOAHrq0Gw2U59QV0Ar5UdwTPJ+P/1KUoWNvZKkANQnSNbW1iqO50wwn9A+UX3i5NJmUNby8nICn7Ok3W5XTCnx5BB3eqdsv3Zubk4rKysVs46kAlqLFClSpEiRIk+KFIB6GWVtbS39Hc/Nxe+FSMiorXkSXjQtN7fE3y742jjodbMNgkaGr9D8/HxKlSFV2V3XepHV1dV03aUyuUWKXEly9OjRpOD53Dly5Ig6nc5VcwRhkcMh7CMrKyvJd9GZRWcrsbDFI0Vh9DDPww4SOOUsaLxfUjJ583c8tlSamORhGBFPiO/BUHwGexqZRmdyfc/NHZca2VACyTxAyQkjPyLWJeZ2dXaaPZ3nLS4uJpcHvodNjS4RUWIuW9pvd3dXt912m/7v//2/U/ccVikA9XHI8vKyJFUAJxPKf6QJde9mCqnqLO5O4gBJUmUg0Yfn2LFjOn/+fHqGL0Bu2ud7JvT8/LyWl5fVaDSm8r0xIaNDuwPn1dXVZBJ6+OGHL0t7FinyZMutt96qWq2m7e3ttEHfe++9M69nU47KX1RIixTZbzl27FiKfAf8eXqkWWfbO+hz0LqwsJACiaSJGT2CqFkm/kjOcK0DZEA04j6nmPbr9XoKCor5UV0igIzkTdyLkcXFRbVarcr+FwOw3P3B/VaR3EEEfO9J97nOiSNwg/uoUg6/6RPf4wm+upKkANQiRYoUKVLkCpITJ04kBg/2lP89WT4gx9M7OcHhLCMnQrkvazxe1BW1HFD1QCI+gwyZn59Xs9mcOomKZ1HuYDCoADFIGyyJXA8gjGynA2YXjigFJOdytfI3vqD+3SNF+BPkBAHkYDznnxtBtNcJRcFPxqrX69rc3LyigqUKQH0MsrKyUjEhwFp6UuKoKfoJFbMGvkdEMviYlJyMEc0NcSIxkBn8/j2O3GiIy8vLU5GLbmZwjVNS5eg4tOzhcKi1tbVU78KmFjlocvPNNyf2xjcJqZrrkQ36+uuvn8rF6FYGTJmek5H5f+LEialoaGmySY7H45QapkiRJ0o8MMgBZdyTsIh5TlTWdncZYz/KHRvqIGpWlH48ICBGyDM/SaMUjwllHxoMBlNWRYLA3O0st+9hLfRAYa5lvwZgegASrncOsP39KQvgGtvE24bvcy4CMKc5FwhvI+qPBdPbdGFh4YpKq1gA6qMQfDBzg8jPGHaAyiB38740GVC+8eUi/2JOtJgk2Mvg5AkmVNToqPPCwkIlS4BrgEwA8uX5Juvac6PRSH4z5GiTJj56V+rJFkUOvtxyyy1pTJMShrHtmwTiQNR9t6OLjPvXYYJD3PTvPneIrwUnTpyY8i9jro1GozJ3ijxm4WQhAOfKykoa93Hv8LRFgEDPWToYDJJ7AN/H8+SdcAEA5wAS5brPqlQ9pcnBcPSTlZRc3rx8lM75+fkKqxpzqboLHkDSASLv5S5yURxgX6r4euEMsTOwlB0z6uQOC2B/pq5+Ta/XS+184403XtRV6bBIAaiXICdPnqycERx90BhcfMePb0o5fx/3UWXSsAm6v6hf64ymVHWuZvD6IuKT0E8SYXHyRQrNFVDLRCClh7NOrjXGtBqDwUDHjh3T3Nyczp49+7jbv0iRR5KbbropjVNncaKiFv3G/BrPb+iKn4Nb/o8Kp/tvS5oCA8xNvnOG1b+T9tYbZ8Ak6f77778s7VTkyhZn8CAsAHnsK84AeiCPVA0YchKF+eO5N7nGASTP9rIiixoDd/0zgOQskJsrg+s9SNn9M3lnjw+JKbSiu4KkKSAcA8xy7+EBVE4Owchy4IDfl2t7/vfn8+N+xEiz2dR4PE4gPbLMh1UKQJ0h1157bWUDwTzg5obog+Jm/ZwDtrMybvJA4qCOAU8+0REHuePxOJ0WktNmAb1ebtQWo1O2pMrGSjm8P+c7e534fjAY6MiRI5KkCxcuXLS9ixR5NHLq1ClJqow9WAkAp1Td8Njg/HQxAv+i71jOj8w3vch4MLcdJCMAX2dX3cw5Go3ShuLz1t/j5ptvTsonbjqDwSClfpufn9dnPvOZx9usRa4g4XhQaWJijmQC7OhgMKiYibnHQWGz2UzJ7mOZF/M7jftk3MtcGYx+rMwB/z7O1VmANtaD07QQJ49cAY17YnRJ8IwEXge3zOSyGSCeFcGtN5TjPrpeB5QOVwj8vlarVSnzSpACUDNy7bXXVoCfa53u1B0najT9xwEagWzU4rjGN9k4EXMD10Hv/Px8Ms9HlwAWJ18ccpMxskC5xWCWozlaNid3EF2Idru+vn6xpi9SZKYA0nweRL83WH8f89GfDBObpKnND+UtWjyYSzBOcd6webglJOdzF5lYqcoixahcxBXa3d1ddTqdylozHo91+vTp5E9YfMGLFCly2KUAVBN8w9wkIE37j7KpucaEqdxp+Jw4oMuxNPjI+WYpTTSyaOJnM6QOXq6fSoF4fjeYVt6DzRf/nJwm53WOrCllUF6j0Zhiio8cOaJarZZSYxUp8khy6623JoWQ+cU4BMQ58+JKFawj98djCqWJ0sV8m5Uihu8AktGHjbmbUySZt9Hvm785StKBd3QT4HPmmJtbYVxZN6655ppKJHPxa73y5ejRo+lv1n7fE1zBkSZsJPsAylsMIKSc6Dbm5EpuXsVcnW7ujtfMIj18/C8sLFTiLLg2F3DEmffUn3Ps2eNQOKXJnOJ5OWURye3fTvhQL1dE+T9nPeUzV5jj2sJ11Nm/4xmsc4uLi8kX9WlPe5o+/vGP6zBLAajaMxeStgEmxAFmBFk54MbnOdN9FACwLwYece8Mi5fFhhVznfnE9k3UHcN5rjTb/MBZx9F06eLtQvnRId0XPP53oD0cDrWyslKSmheZKbfddpukyVjd3t5OG5NbLyLbnzNxwUbikiJNchECKjFlupuOb1C+CeWOVnSQi0Lrm6hvTrnjIqNCiLVjVh7EOO+iRYcNkeded911kqQHHnjg0XVEkUMprVarcpAElgX3GfUxBPiJgTqMY/evzPleSqpkgOGZUnXP8HnANTmTudfbLY7U2S0HzHmf9+12O4E+z5nq7x3Fy/T6OGBlfnt58V39sIHYFr4nu5XF28792X1+R9Dr7k0oCAsLC9re3q64/xxmuaoB6rFjxySpoj0RQBQZUDft+4SWpk+a4HofgFGbZBB72gl3KYhaIaAvsioOQKmXT+i4ufoEczZGqqYN8cns4DLn75Njk/mcd/M6sNBQVqfTyXdQkatOnv70p1fGn0e8ojxK+STckanx65zBdOAmTeae+6Tl3Gvi5pHz9WJMO7uJnyvPwoUnl03AUwFF/3IAuqe8ie/n60GU8Xic1rxz587N6IEih1WGw6Ha7bYkJV9L36MczEjV9TkCV6l6YhJj2C14cd97JNDn+6aDQCdUcsFLXhfqg6LprK/Pp9FopFarJUna3NxMvrP9fj/FabhC55l3YCNzAZVeb2eSPX2dr1/OqDr4j3to9IGlrMji+n7sfdZsNhMQbzQa2t7eVr/fn+qPwyZXNUAtUqRIkSJFDrscPXp0Ko824q5qkqaUM/87+l4jOauFuwq4u0BOvD4xxyl1ixY/7sONDSDb6/WSFYOYh2azOcX+OnFD9LyDSA+Y4j3cVc2VPydxZvmhx7Z1JtVJMHdVcrDp/Rcj/h3ge9tFRZ2yG43GFXGq1FULUE+ePFnxX/McpjnfL5c4iXIRhDmW0b9zRgXxBSD6wxGA4WmfpOp5vW7iz5n2ffHySeJlRbNCbkKgAWPSjOk4qA9t6Ue2cq3nT11aWios6lUut912m3Z3d9Xv96dMWYw3Zw+cLXVWJ8d+ekqnubm5tFEhbKxzc3OJjXEzorM2bgaNjBHWAfcno07OiET/MzZ1r1eMLEbY9Ny/FKHOzrrk3HVqtZpOnjxZSTFXTP9XhrDOwh76WixV9y431zsbGAMKGYdku4jAlB/mabPZrJQpVcdeZCe9jjHtlTRtffQ4iuFwqEajoYceeii5sXAtAbmtVkvNZjPtnbidRXELircN6wdAFSAZLZ4AXNyA3DrJPgm2oG0ckFI+YN0tRg7q3d0CAXDDmjL3V1dXD/XBIFclQF1bW9NgMKhMICaOm8V9g5I0tUkicUDP2iD4zr8HbLovjpvquJ8NKfq/xv/RsiIgpoxodo+uCoj7ykVfnOhHQz0Q32T5zURj8npbj0ajdExdrVY9EaTI1SH9fl/b29tT/t/Moe3t7bSBuTkvjk9p+ohGB4oRxEmqnF6T8zt1/zYUuwgc8QFDQfRnzFob4lx0t6DIZsV7PLDD3zOuPRHIO4D3Z5w6dUrj8bikqjqkwtjt9XqSJqkRmUsoNg7M3GXFx5ZnxABY8bcrUe6i5uPRT67iOXGPQigLYB3nchT2DUAwcubMmcq6sby8XGE947zNzWEH0e4KV6vV1O12ZwJbr6+77zhAhQUGgEY/1gh2mb+xHaJ7UqwDdaedZgVrHxY53LV/lHLkyJE00ZzCpzOZ0HEQRKAa/TB9E8g5dLv4d7FMAJ8PrFzkZASDkamB6cmxSzCxBI7k2Fh3CPcNPm6y/PZMAPjz+P0O1F37pG4xafmVYp4ocnE5c+ZMWtBHo1Gaf76oOjj09E1xXgHGWNxzQJAx6fMvxxY5e4pcbGOQpo+FdCbVGRhX8hDPIEBbcJ0redTXGV5fP2J9qDf3OyCN70I5p0+f1nA41Gc/+9mZ71rk4Al7hwNSzN+syfw9y//RzdvSZK/xgJ2o/AFMx+NxJa2gNLGSkX/Uy/FnAXpZA3x+Uy+/h3PnXUhriDQajcqeE9/D1xXmZWSU2YNgQ92v15/vip+0p2z3+/0pxRRA78pszhc3vreLr3E+/51wcnY2ujEcNrmiAeq1114raaLBMThy5nc2xtwG4puFA6oYpeibXizHN5XIcCLRUb1Wq6UBxiQYDAZTG7hrrpjNI1CUJuCQst1RPLYH7+WLhS9YLjyLZ/AZEsG+m1Jyz5CklZWVZLopcmXJTTfdJGlyshkLfvTLQhgTnsLJgSUKI9+5wiNNFnvGbUzzwpoQmU8Hcz6XI/hDmKPRbOpl5ECiX8ecjVYcBCAS88EizM/cvYBz3wT9XXzN4iCEwqoWKVJkv+SKBajXXXfdFOuIdoafhgOlaD5zH1PXGvnfTeNseGiTaLI507tvIC7RJBeZx6hp+X0OkB2UYtZxFoZ3Y9P3jTuaOBYWFrKA3q+VqsDa/YjYDB0wxE01bqSYofAZulLOFC4i3XDDDSmRvDRJDcUPyp9bKMbjcfJLjfOQ7z26F3Oeg1GpeuSpj3l+o6z5c6JiFcdwDjzCUMWIYlfCIjB1BifW2U2fzvgAYt26424zvrZxj/vy5djgaPWgDfDtow6FXT14AoO5vLwsqTpesJohPibiZ7kIeuajz88o0WWF34w7H7u+//m+ubW1pX6/r+Xl5ZQiyy2S7OMxbZW7iiELCwtp7uQsDf6Z74UEJm1ubqY0TfX6dEBVzqWN+bOzs1PxPeUZkEIo5BFjsF+SE5k68Zt2gpTyd4iWEq/j8ePHJR3OXMhXJEAlryn+IkT4MQDH470za3MTVZrOh5YDcFI1vxsO5D5JIxsUN14GpX8/S9iUIu3vAV0LCwuVoxZ9Mvq7uZuBm3acFZamky9HIO6skreRm0DcfBkl+v3xDvzQb2fOnEnff+pTn5rZRkUOppw5cyZtFoAo/naA5f5bPq5wW8kBLHdL8bHK3MR3FfNhdNeJoNPdf/wZXOubtI9bD5SI6wbsrCtncdxHiwMbMtHKPpedXXUAG90ZHJSyHrgpMFqKEK+n15HPrrnmmnJS1QGTer2uVquV9ZH0AOCcyTimQsr5V/saHskaJyj8u0jUuPKTczEZDAba2NhQr9dLJw+22+1kGeS6uJ8BCP3zfr8/lcYtPi/K3NxejvGHHnpInU4nmfhbrVYlMCsGUDPv6/U9X3lPOxUDsd3NjjaRpmNHnNyhLX3/jWsN1+QA6sVwxUGXKw6gnjp1qhIFJ02CIKRqx/sm5Yt7BF3ILBbCtaTomBzLiH4vUYv1jcM33VnMq4Ncz+HqPkjxPGbfoMjZSNu4m0Cu/nHTzmnNSM5Pl37xOvpEw28GsA2A5vubb75Zd999t4ocfLn11ltTgn1X1uI8c2ZAmj2G+C7Om7hQU6ZUda1xIJsDh7HMONd8rEc/tIWFBQ0Gg4oP6ay5I1VT0ES3HzZw38iZ5+6iE+vs9YwZOTiIxMuPTGrc+KMS6szxyZMnVa/XS/T/ARFiKLw/ieT3HJ3RmgV49fHo4mmOZlkwfIw4kM0BYuqay0CBP+rOzk4K9lpdXdWRI0fSXuCZJy5WHmUibl1h7+N7LKtbW1t6+OGHtbm5WZn/Ozs72t7eVrPZTODSy46BSKx3o9GoElW/uLg4FVjM3usWnpxyiGUm55ca2533pS65g0UOi1xxALVIkSJFihS5miSn9MGyeTS5gzuIAoBkVBCjGTlawQCUAC2skzErDADW6+jMPp8tLCyk4CLqu76+rl6vpyNHjqRML5EAmuW7DkAHJEbCh3J2d3cTOPXk9t4egONarTYVZ0G5zlTPYp09M84sVxvELUyUgQIcLUAeeOWfF4B6gOSGG25IGn6MTkf4jjNr/XP3H5vlZyNNJyqO/iQ5yeVO87KiyS3nq5ljTZxliWmp3C/Fn+HRns5O8k60UU7L9c+i6fNSJeevhCbJs5vNZvrOExZLezlsH3zwwUt+XpEnT2699dY0nojOjQFKcePypNtslNHS4FktPJOFWyIo25/BGOU+94vjmdQxmvajuc3ZW3dVQJydzb0Df3uQE5+5Wd/LQ9yszzVeV3wQY/lxfXHrTFxfACORffZ6Rr+3MhcPhmBadhevwWBQsR7wuUfQ+/iJGWK43s3nntMaNzpcsaL5HdBG+TnLJHun5ykFpPKMra0tbW9va21trQJUvazRqJpCy9lb3ws9mJf9f319XRsbG9re3k5rDfNI2nMR9IMAYvCxM63e3vPz81pZWZE0iexvNpsV66jnTMbX3lPtOdZwl4Vo3fByKBvmt5j4D4Bcd911yUQt5U9ZYAOIVDobCBpKDDCQqj5rOdO/0/LukxInPMDP/XG8HMqI5VLnXIqQ3PW8b/RFjW3iC5ZvqphDovkiAggmanT49vpGk4hfF7V3NGkHNVI1mfnu7u6hT0B8JYr7mkpVLZ5+zfkic42btSPzMEtx87Hn89ePRHXFzM3b0sR3nDHNuhD93uIci3MpAmaCJfnOy8gl8ndXBK9TbEvAPICbZ2A+3N7ersxJb7/IkEWf1QhmY3vn/BOlaraUAlb3R3Z2drS+vq7V1VVJk/Eh7Z1F76yoxyx4OjSpugfEeAR8Pf1UJEzevm84+SFNz1kHsj5m5+fntbq6Wslhynov7Y0vzO/kQfUx7PXNrTNc1+/3tbW1pQsXLkiSut1uZW0A1BFwtrKykgBqDhP4fHZFMGIMcj2jRHhOWQ/ejEeP8+6sYZ5b1d+Xvtvd3VW3203ZfGatuYdBrgiAeuLEiUqutEifOwPDIIgBGj7JvAyXqPnFjdJ/c71rXTGgw5meHDiNfnBxs+YzZ0pz11OH6ATvrJNL9Nvz8gCuHrzhmnf0o0Xb9FRBF6urg41Go1ExI1G3R3KAL7I/wgIZwWSclwhjwscp99Pfbipj043jptFopDEIq+Obowcq5IAv/m9uinRF1BlLPwkmLvyu6PozvCzfvFiTeG+sLLMUO6+HM6qUC3iIIJzvuZe65ea9/84FszirGteX8XisEydOqFarFaD6JMrp06e1sbGhwWCg8+fPS6oeHSqpohw6wHEiJTLkPl+2t7dTwCER9h6g6+JzF0bQQaaPW+oQrSfMDawCjG/eEQV0eXlZ7XZ7qg4+d9wy2uv1tL6+ngCcNIneH4/HKUB3fn4+MbWtVis9P8cIo1TSjp79xtdC1i+3GOXqnCOjWAfdbcPLwDWBnK0eBH0xN4KDLoceoB49ejQbKU4nSxPT93g8SeHg1/pi7gMwsgUxiMAX9GjCjJsYmg3iqWR4rpvfouQAMPf5xpUTB48RZMcBHNkcr6M/n/fLnUIVnxOZpsg4S0qLHpqxa58sAJIqUZKtVitpwUX2T26++eY0B6OTf5wHMTME4uPb5yNMJpuls6F+HxG4DnIlJVMXoDVuwox3DyRB6Ypj2sduNPFTrrMcMZUb7UFdossQm5KnlInmdurCbz/Qwl0YcgCV8r2tXWGMjA8be04Rj+AUYf07efKkarVaSUn1JAjMpoNH5g3/O2vqGS7cnc3BkUvMUOF7VtzjogXPCRC3MiDRzYDrInvoVhjSQEl7wOzo0aNqtVqVsUjAIn+PRiN1u11tbW2p0+lMWUrb7XbloBDHCMxn/y5aVbwNcFXwwDPWGOpMWe6KCGnlyry3la+dPM+BKWvG4uJiyliCq4ekQ3mc+KEFqGhNTDBP4i1VB7kv+K6BwKxgHvNNjQVbyudu8w1gFlM5i4GIDI0/M4LeGC2fA7DxoAAkggPf4OPgj8/w982Z+2hT2ikyx/6uXkf8dHgGfYK2yoR1AO8b6WAwUKPRSH12+vRp3X///SqyP0LSfQdn0XIxyzSMOJsZF2ZYmGiO9nHlKeXIZ+oMgyt/Pgf8mV6uAz3En+nj279n04oKHvVkU4SxiQwr93DkK/XjGr7P+RDSVrOsP76ueDtH5TYHRi8mkalinZ2lLBcpUqTIpcqhBagRHOLHgvjG44BwPN7LgQpQkiaJjH3TixQ+z/SFPW7EroHGjTbnu+LAzhkiZywfaaF3FtMZD/8s1j9uTpFh5ffF0lrEOuQ2s9x9vuFiknRTkoN7+ms4HCazSL2+F0TVarXSRl1ST+2v5CwJUtVd45HuzYFPPnelyoGcNGH3sYyg+Pgciv6kUj4Nld8bFbv4nvG9XPl1xpc6ojDPzc1pcXGxwqg4C+rvGa0jfOamO2e7IqMblUyud4tEZLW4J2cezIF7/+0KNveXIKonXkiBtLS0NMXIeWolaTpgCIXH/ZWjlaxeryeGktPf+B4SJY5Tv9+/o7zoR8l11CX6VzJ+YR0JcOp2uxqNRjpy5EjyGZWkzc3N9B4EKPV6PfV6vVQHxv7S0pLa7XYliNnHsrunwVC60o1JnT0Vppdnu7BO0TfRKsvzcvsp6wIudm7dIMhsbW2tMvfd0tNqtSqB4YdBDiVAXVlZmerA3d3dRJ3T0c6g4pCM0/VoNKqwdbMWXWk6MXEUFv3oZ+aLufuc+uSIJrUI9nxDje8lVTdf31i8fDc/5Mz2/iwHhpQXmVTK9YXO/fVyjJlv7ixERBl6nlrayevhfjuclsJCy/sUJnV/xAFlnEMRsCAO+OLccnZdmvhKMldjpDFKGYu1g0Sey2fUp16vJrjHAhPdBtxa4AFJXl8XrvFUMtyP0oiPW9yAYUP9/aPLkkcPc53PGzZ5n++eHcNZ5BhA6e3vGQ7cUuR/RyXCy3CFol6v6/rrr5ekcmTqEyC33Xabzp49q3a7rWazWemrnEmduSBVz5T3fSZnKfS9wK0bMddpfG7O7SQqkHznYMoVKL+vXt87EZIUUtvb2+p2u1PKWr/fT/XqdDra2tqq+JDOzc2lgDLAqftvezAZ7cS7RLcX34t4r5j2yS23tVpNrVarsm/63g4h43u+W323t7e1s7OT3Nx4H9aDaJlh7VxaWioAtUiRIkWKFCnyxEu0mEUXLLfm5TLAAKJcgUE8d6qzqjk/SM8pGv27I7ClHEmVdIbOEEaWNqaWA3Thk7q9vV3xsfR6bG1tTQH3ZrM5dSyst4eTVk6YRKXO2wFFF3DrIBf2t9VqqdPpqN/vq91uT/mu0u4xkwcWGgi2mPpKmhBXkZCijNwpYwddDhVAveGGG7Szs6N+v18xT8MKRGdmFzqXe5wNkCZMijtO53wpudZNJXHAurneJ6s7lyNRw/JkwLnrovgzqD8TOvqxuel8ltk+Mp+RyZFU0SCdnfI6+f85dsrdLBqNRoXpiaZhn7xc65r63NxeHr1Tp05Jkj796U9n363I5RX8T2u1WrJQxH7n+4tZJJxpjex73GDZOJy993HPz6X6VjrzwcYYF3IfuznG2N9rFmPsYCGyVlwfWSxfM6gH73+xNcfr5muDt7Pfw/cAhAhC3DrCtTnLSo4Bdzl16pRGo1E5feoyCicvwajF4FtYSdjOuE7H8ezmdwSz9vz8vLa2tlLZjUYjudYBGJ31c3Gg5uPU9yQ3S+fmqFte3GyNSTwmpAewAvZ4bqvV0urqasX64MHT1IMxTPYC3tnvi+K4ACshn+/u7qbMNDlrDf3hCkNMndVoNNRoNNL7eH5orxcn+Hk9L+ZqdVDlUAFUXzQ9CMIHn29S7kPiAyGCRwdAOeDmWqCLT7J4bU4jjddG7ccHdtzofHDNMp/TLr4A+PfePjGNRa6ODpoRT2buC5ubNngff3YUFI1Go6GVlZWpjAvRzYCgOPz3fCFmQpfUU0+OODAFDHpUbFx03XUl+jW6shPN95TlZsk4n1BwIkPiZbrpzxUbr6vXMZZBnf0Z0UwJwM25A0XzYzzVx8c6dYltkzN1upuNZyrxeeOg0p+RY7Xipkk9YkqbHKjwvpmluCPkrC4uOY9f8EXENxSgGBm4XF84yeNjEVDlIBclNI55ZzMjY+egi+vjnhgVzjiGYtYJymR/IX1W7qhWfLv5nvdYXl5OR6d6vflxMzl14t5cO8Y1jWvch9yVvGazqc3NzRTwSx0BsAsLC8m31kE57YXgLuTtSDqw4XCY0l0B3AeDga677rpDpSAeGoDq6aSkqh8bg8rNGqPRJL0CWo/nY4t+YEwkn9j+DCh62E0Xn4RSdRC5+OfxNArK4XcO2LLZxhQcDMCcb5F/zvWzNg7fSJmUsNJRfCGJ7+/lsXH79/jSAC5wOqfu8Rme19LTpfikr9VqKUXVtddeW9LbPEHCaW1IDgz5ON/d3U3nwEdQJVVPcGO8xDGKkhSBojSdwaJer56CFlOkOQjls3hOPUAv+nLxPe/i88qDLhmPUSn2tDseCBJ9Bb0tve585yDV10PKnRVkEcvJAfXYP5EpBZB6PfjerU+xn7jfmd3iN/74hT2OJPD4JLIWSntjMwb2INHiwR4oVZX/Xq+X5qGPV5i70WiU9ll/BnMR1tD9OinD52IMmmUvjmuCz9fcmPcDBbjOAaCncIvMJfXjGdS92WxOYQPp4oGFnr2Gd6zX62n/iiAZppuTFH1NoTye7XiGVFr4rhJI5tmKDmN2jUMBUNfW1iRVGziaJTzanIXQO5eJxMawuLhYSZjrzKtUNVXkzGNcg3BfDDDImRi93LjZzzIn5jZnqboxxonjTCSyu7tbifSMrgzx/X0j9UkcGd3oDsG7sOA4o4WWRzS+f++aYmRV/XNncOJmPhqNDmXE4kGXM2fOZM1EzsrHrA/8zzW+cXDkMBJZQsr28evgjP/9fu5x0xcsU04ZlKpMUm4B903Q3zkH1BF30YnMKpu456OkTs50+tjOKZ259SiCSFcWvH0dFHh5PNfXrdjG0UrlfeHzPDJoEWjUarWSgeNxyG233aZPf/rTieyYm5tLY2l3d++0PfrLx6PvP87wRUace7GQeA5VL2c02gvGazQalbnJOPdAqajMIrXa5KQ55itlOABlTEeiKv7t48z3FKwtublL3eNJTtGcHq0luAA4y0pZvgZwH76oBG55W3mOVG9rd2Vy4Oz9jUKxvb2t9fX1dF/MlXyY5MAD1CNHjkiajvh1IAcA9U5yet0nJmYQB7t0NBPB6X7uk6rHMebAbNTwZoFS93eLG2U0/+UmnW8Yflxat9vV0tJSAqG0R9zIfBGJoJbnuESQHcEoE5Jr0ARjChHq2+l0NB6PK9H43gb4O/m7+mLBs5nsaP6k9HDQXuTyive1NOmH3DGmjI9oPnfFwwFZZDe5xkEXC72bFWFDGMvRh82j8P066jjL4pFjTeN7I4x52sg3Osa/MzrRbQbw6OW4YuaAMLYbz/D2yblbxPfKMZzeNg5uqA/3e78iDj6op99Pmbk2LlKkSJEoBx6gAlQcbDkzwOck68a079rLzs5OWuz97GD/HvOIb0RxcXczYzRjStO+o3ExZgGPPj/SBCTzfnFT4Pm8r3/GqRoc+RjLdfDodYzmGOoVmehL7SdvM9fG3Q+GiMqVlZVKFGPcFHnPCFR5Rtxkd3d3KwC10Wio3W7r3Llzl1T/IheXm2++uWKKR1C2AGQ5Rg0gE/vMlbhoInNlKGcZoAzYC//elVOEORWVLcChBx+hNPlccnCWmxPODvl7+7NoG2eovL7MN2d93eXG74nsqFt5InPpbebtezFFNF4b+837NAeCfX329YdyeN96va4bb7xR995771SbFrm4rK+vV8iZ4XCYTPywcSsrK6mPPNhHmlij4olHPg6wduHr6Hsf48zN/HFvjKZ2AlxzVjn27Ki0RD9q/CulCT5wNjG+R1RGc2Z633fi3h33INY6nucHZrhSST9Qd96RdcjzuUpKxJmzqjHojXfCpcP3eXBQp9OZWt98TBwmObAA9eTJk5KqQTPk/8LcIKkyOaXJpOn3+xUHYtgT/DYwL0t7m1yv10v50NwfxO+/WCCVbzwM8gj+chubH+HpEzkyqP7bKfvcRuTlen2d4ZgFoL0MN33G6zyAw4GsM8QsHDs7O2kiDodDra6uJnDKT2wbZ8IjKKBveM5wuHdGM5PPWdy1tbVk7ijy2IXx7H0BiKEPXFlAHFA58yZNJ5b3/6MCGF05ohUBYMd1cZPg2b6RUD9XGp2BdPNcDtT5/PZ2AexGpcvZXhdMj0Rjs4nG9uG9fFP3ds4px7k5mlM8WfMcmHtGEG8rLzeneHi/5daGnHXpzJkzkqRPfepTKvLIcuutt2pjY0PLy8uVdc/jERhLpGJyVl+qutjkYgXoW0+X5ORJvV5PCeJ9TXb2fnt7O4FYV2Zd4aMsxqz7Vsbyon+3z804pnzs12q1ynHHLg6qmVuu9PJutKHfF9vKLYJOpLil083/lEcfeqqpfr+ffImd1AIc+x6MzM3NaWlpKR1/69+jHFx//fWHJifxgQWoRYoUKVKkSJFpGQwG6vV6KegH8OXuXru7u9rY2FC73U7WxZgcniOjZwUhNhqNCvvHfQhlucWL7wFlThDB1hK97umpXMFzxjYqltHFCCDm6eH8b1fo3Dc9+ppSPtf6cxzowXK6ZZU2cEuuE2eRAaVsB+qeBhNlg7aETMtZK7xPaFfKI50j/UH8zWGRAwlQyWcpTYIDnJFwKt+/l6rHkjEIms1mGlA+gUhdhBmD5LlMVPdzdRMgEtmYeE1uIjPBWBA8UIt65/zi0GSjKSPHYDil759HhiPmivUyc0wRE8ddLWK5TErar9/vazAYpGtWV1e1vLycFsIce0rZtE/Uhr2tYGj9GSy6Xvcij19yplp+u2sIwsbmrEVc6J358DkSXVu4nk3Q5w0si7Muvpl6/WBao0+zm8S4L8cSxnIRXyOiywF/DwaDiouElxXNjjGtDQysg4hoBaFc3Jh8rvgG6W4IubXDze9+jTNEPn+daXY3j8jIef/G9ZXrCpN6acL4297e1pEjRyrplqQ9oNLv91M6v8FgoIWFhUrGFJ9PlBnnsUez038OyDD/+/jxMcd4cUuZs/KAY99TMH/zPQCLMuN+EK0J1MPdzgB8WGocJDs24P0cwMIgc190ffH91hnfWKdo2ZEm687i4mLFdcbdbHLvTb/EuekufGTIIR8sjGvMF3uQ5UACVDcBoNG434lUBV+RtqeD/DhDrmFCuD9Ou93WcDhUt9utRA26qds/YwBFn6poYoiDkYHNcx1UubjJEXM+LgDRd8Y1SiaIPyf64rm5Jpo9eT9fLKIm6eIbpYNGgOVgMNBgMND8/Hw6tYM8pl4fXwx8IctNaL/P/XZHo8mRbgBU3uWaa67Rww8/nC2nyKWLgxZpcq509D10IMvG6WMzMjE+jvjfy+O3mxEZ1yy2jBl+3H+U8cF88M0oBlS53xeCW5Gb390vlfton1lBV41GQ/V6fSotnK9P/t45Vwlpb54Cdv1EHeZhDhy6gu//x/nl97sp0uvrSgF9wvc54O7iblC8J8/i//F4XKL7Z8jp06clKa2rq6urWlpammID6VeAD6nU3MWEMetAzOenr8s+FuI+5y4xztA62xcV1LjeO3B0kMye72MsKrlxT+Q5rkA7jvD1SKoqxLDKOTcAVxJdIqFFOzjAJAg7tksEsz534/x0QOrZUbgvrqPUBTeBWq2mXq+nfr+vU6dOHYoDbQ4cQD1+/HiF4mfBih3Z7XYlTbQ0Z0LcP4VrPGkv6TI83U273U7BUs1mc4pdQMtio/O6OCOaY0251uuGP61f6+wLE4F6dzod7ezsqNVqJc2Pcp2hGQwGKQmx++RJ1dyh/u6zQCDtyfc55iwuOCwYvV5Pu7u7arVaarValajrOPmjRhf7MKcMAFB9sjNm3NeIIIAij08iWPHPohKEMHdhauhLH0/RpEi50XohVVnNGKjBAh03Bp+3uc3Fr/VgCJ/Li4uLCaT6JuBt4abKaIGI5kVArCuf3O+spANdb4f5+fmpYAe+Y/5FxTGysbGO/hy/NvZtBLBYVPx7V8L9uxho5psq4v6uJXhqWhirg8GgogDyncdJsA+w58Xx73uNK/ouDqp8T+QZ/rdbOlyccIgBRxAUEZghUXFlbXBShXeMwMwtrg5wmSO5fRy/XPzBZ72bM88ok/z2vZX2IwDKFUdnW718V06dBeZ6d8lwBSJaS9waw2/uPSx74oEDqDSyDx7vyNFoVDlBISYBlybaRSwT5iXmcxuNRsnZm//dXCJNBimTzRdxZ1d9cjnr60yNL+7RR4XBg+naNc25uTmtrKxUAKrLYDDQ5uamWq1W2qhzgN0nvQNG3o3FIroKRKAa+4XfLHacF+xaN/Vyp/GYo4/65ZgowA7tsrCwkLTTWebRxcVFnThxQmfPns22W5GLy5kzZ7JBgiS8ZgyxSDp4nGW293LcIsHc8KBH5jxgxjdaH7u+cOdM19IEwOWAqs/rWYxMDnDRFtJ0rk+pegyhpJSDmbJ8DWPjxFfMNyg3ny8tLVUAha9ZXnf3a3N209uD8nNrgr9zZJvpG3/XyIY62x3Noq4MxP6kHQ8L0/NkibcP/qf0vStBzmS6cuYMP4o80eDRTzKa1hEHZoxbD2ZGfE12QDqLEMkxgKwb4/E4Zeep1+tJQet0OhUiCqnX68lv08d4r9fTyspKpX3Y11ES/TQm6uCKL2tcBISRrInv5m3Z6/UqvqDOPjsgjsyzt7s0UYzdrS4SCb4eu5JwGOTAAdQcfS5NFlg0DGhrOtRNXLHx6VA3/0Xq3LU4SRUWIDKGOVOkgzeeRZ2k6jFvPllj2W4i39nZSe+Js3qz2ay4OgC4/f+tra004J0hBVDmWCJ/n5xG6kI7eVlRFhYWKhGevrA6CIlsTtwAo+buPq7eX74Yxr6NE7bIpctNN91UGScOQH0xdaASTYAORiJjxvdRGfJFHrO8XxNza2J1iQATBdeZ+Bgd68+RJhuWf+dKG+MxbrQRZLl4+hjq7+1Algtfc3CT4fm8l7sn8bvX600xPTHYxNsyznEHM64wRODq/ZcDqA60owsAZTlQnjX/ef78/Hwx9xcpcpXKgdq1jxw5MmW6lSZg0TfD6GPDdxEEStMpbnLMHPc6iLuY5LTFyEDkFl73LXEGxLVW2qDZbCbfTSSa3Or1etpseQec40ejUQr88u8jaIxscwSn3l7RbBivAQxGFmVWOq2ojcZ+RyIj5iCbMhwwxI26Xq+n1GUPPvigily6uJLggMOBhzQdXOf358BpVB4c/MZnO3samRIHkzn20r8jfYubwTytjUv0k/PnxDVKqq4BEZBGkOymTOpF0Emj0dD29raOHz+ura2tyjNghphX3vZukgTI5gI2WOe8P2b1oVsyuN5NtgBRnsEY4Z0iCHYFAveLuA76Nfx98803S9JVD1S9byAAYOBnETNIZFAlVfoQ9h5Wjrza7XZb29vb+uxnP6ter6elpSVJ08G4/B2VR6lqJvf3IAgWt7rc+JMmlsXBYJBYX4R9zd8rWlS5hzyhBOp63TzwyNuJeR9PuPI25DrqGQkg1hjqhWUBa6j7xjPnPPjM51VkbHP1oC2dsV5YWFC73Va/30+50w+6HCiAyuI3GAxSxzk76L4UTs/nFtTYeWxc+HbNyhMKUxkZEoCOL7aRQXG2JmcOczeAHHM0GAzU6XS0sLCgVquVJi3vPIupZGDClpL3bjQaqdvtpk0OoEq7XYwBYoJ5+0ZA64xy7BvfyInml/byvWHSZ+FwhtQZ59imfO5sDxMwLijUz98n135FZstNN9001ccOiqRpVi2asqTpgAUkpyjO2shg3T3CnOsvJoxFTlYD/MFMuu+ob7S5jT2+cwyS4p0Zl55pwOscy2dtoY7Mh36/n+qHTxw/+B7yvStkvtbFACbmE/Pb1xef149mffO5mwtkpZ1ipLYz3ZTla2K0+Ei66k3+vu+x9jvAjAy0NOlbJw4QT0GEdYGob1zhWLN3d3e1vLyc9uY497D8RclZNfkf0MV8iox8DDyC7IhHfOaUW4ibXq+XgPDu7q663e5UnItbZ6mXrw081+fUrHdy1wdkbm4v1zExIq1WKwU6el2dBHBLg7sCUjefs77G+RoS60c/PtK6eVDkQAFUJhVajiStrKykDnM/Nl8ccyb42Hlo6xEQ8b3XIQIZn/TR1OffMzjcpOnluh8L/mUOlHF8bzQaUybIHNvpdfJr0YJ9Q5aUmCOS5KORuk+rL3b8H5/nQnv45GTSsVmSIUGaLIgOapxFow3pa3cJcHEmDXAaNV6P2HQQfbVvcpciZ86cqeT6w+QcFzfmX2QH+M5/x7HMXIh+aQ5S6XvmkzNr/nwvV5r2R2Pu4XrCOGS8seDn/KpdiXTFMuYTZD65C0usI+PUlWTmn/uGUXZkgwn4ZDOljGazWUmbQ4YFD070NDtsVt7mzlZHJdT/juuhr3/eVr7+cr8L7ejz2+e8K0U+pq677jo98MADuhrFAaoDzhgY44okVjPmblyfGde4XPF9DCZeXl6uWMCYp3G/c6Doc8aDk+Ke5VYZfD6po89l5pW7uPBc9kxvH/7Gz9YVXfcbd9eiuMZQvgcdR0tfVLhiPX3/kfbIolqtVnHhIcMN9/p84pluFUFJ4X53ufJyfG8FC8zNzenYsWMH/qTFAwVQixQpUqRIkSLTcurUqWSJcnDlAqhyJj0y11FhQIFC2fBTGiOz7cdpz8/Pq9FoJKXCnyNNyAoHwTm3AFwVnPhxlhJFDMbYlUgCNaOFwrNguHndLXcOkrEI+LOj9WFxcTG1vyvqDs7dShGDpQDnfE56S8pzP3JX0HkfCCbvS2d5/TlOllEGii0Ky/LycgGolyrXX399ygs6Ho8T47a4uJgiVtF63AToTAARagxyH4BR2/T/3fzubJA/wzVWBmFkbqJfWY6NRVgUqAOazdLSkprNZkVL4nfUJqVqXlNfgFhovL1wnyCHXrzfU914PZHILDm741pmvb4XZQl7Sooe6uCLWTQTuvnfWTKPxPT70SJzmQKoo7PW8Z2KVAVfvzi2ox8l1zhLQztHdiFnfuM7yvOF2OeeL/zUx58bN10v1+vvZbTb7WSh4Ujk0WiU3HukKttAuh73TYtuRBz04WxfNM8xriMDW6vVUuBTs9lM/m7u80b7wTazQcbsASROZ+P2jd6tCm4NQqIvqbcv30eLVc58G/sutn9cXyLz5GPB1w4+q9VqV6UVJDLNsf9i2j3u8fEV56Gb5OPxmG5+H432Mt34OuoWhGgil6o+5XGdR2KGi+hW4vcDkLvdbhr3sJBkvfByIvOPG02j0VCj0UhR/g6cKTNaP3P1c3zh2UF8jfRMAP7bgSKfg0M8BSXvubGxkY5jxzfV6+nPdv/3Wq2WXPy63W7F4hVT1R1EOTAANfpF0fD4bLiJws8QRkvzDSS3YEbaPieYtyPAzZm14wB2c6APnuiTF00X3Dcej7W0tJR8y3hPJpFrbD5JhsNhxSeoXt/zQXXTAZNiaWkp+cEAUqNfkvueRW03Pt8XTNcmAfT+vUcTe6qoaIbwyN84mWkHX6QBpzmXDvoTkOzmkCIXF9/o4vjwPve5Ek1fXBN/4nOiGTmnQFwMgDrwcRMx4soLoM6PBGRMMh/c9ClN5l4EpkTeS9Vci85wSJMxDfiOm7I/2/3H3M+T58OkRIDC/XEuRGDAZgyQdfCX6+voZxsV69hX3p9cm1NsXbHwMeEb6+7ubvKl97U4rr9XizgBUq/X1ev1NB6Pp3wlpSqZEE3wtLEzfPh1jsfjZCoHCEXm1P2MPQg1Z+bOxYPAJEqaAqfR/cRN7rRBq9VK4ArAzBz2svw9qKO7z3kbcQgHEueFr3NxzMZ5kiOxYrlR2eM5rBEovKxTKK6QV+6i5M91n1z8bQGo1JN5dRhOlDowANUXr1lanicbdlbQfS6kycCLkXZxUPim58+MEy0yCvx2JoHrokbjE4tyoubL891fxTU87ueaqNFFTZEJCQj0icj9LPyxjhEgxIk4C9w5OPRFI8f40r65HLZxEXD21N/ZHf8j6+YMK5PRHesXFxd1/PhxPfTQQ9l3uRrlpptuqvzvQMDHeQQx0oQZZOw4GGK8OUuRYyfcvBZZGCQ3Ln2cxDksTR/nSF08epbn4LfJuPGxTxkwk91uN8sU8x4+JuNmTJv4uAacRh9s9xdE2KA83dRoNNLy8rJarZZ6vV462tLL517q6Zsy7+4KdlwfaGNIBJ/LtC3rnK+PkZFz0EKf5ywentElrtVXq5Lp45o2Yx115o6gIN+bPMsDggJPwA4kRnyeVE2BJk3IgkajUXmOky5+Lc/LMfe8T2QGPVCOsRgtHew3kDI82+cfVhM+9wMOaE8Hob7O+X7CdT73+czHJXX1mAvfE329pN2wPEp7gLTT6ej8+fOSpLW1tcQWNxqNtL64Eu3mf+J4sGTSzodNDgxAZeDEjvYFlIU/LuyIm7qjuKMwAyO6CjiAzDGorqHG50T2NzIMrmH65z7pnQHlWEQH3Y/ELAHuAQaSknM4bchG64uCv4ezPm4aoY4OYnl29MeJ7hTOBEnVs40B0whmGOrIxhknMhPUGWLfzOPfPmachS2yJ3GDo3+Zl9FUzDXuVkM/UYY78fvYjwA1gpmo1PCsWF8kshSRkY3uJcwxqZoXFMAW57BvWkQ0O+sf68GYnOXWEOvM3GbzZSN0AOmgjXnjZZCZgBNrms3mlNWFeVmr1bSyslIxlbrLTZxrrqh7P0UrSWS6uN77zseIM80+7hhXXq6vYaPR3sEN1157rT772c9OtXGRIkWuDDkQAPXEiRNpgSZVUtS6nQ107dEjgH2hcz9EBLAVTYBcH8tAotN0FGdc2OCihuTuA7yrAzcAM47nkamaxfZ6NGJkFtASY864aIqNjCwbSGwH33CcJXGA4WW6/2sEKm6S9GcBHlxjjqZIN2O6SShnumJTj0zgYdQmnyi54YYbKqAhigNVH5OACNfc/ThdlI9Z4ykqRhH8ukSGDYnXYSGJrJ77lTsz6e/H+0TlmJOfMLu58ub1d2bfTaLUizXCx7rfy1yACYIZkvYYFXcLwuQHQwOgXV5eVr2+lyv1woULUyDaGSlnWHELiu4JORbMwWf83Ock33lfeD87680ahWtO7JfYx+wFVwtIPXHiREXxZqwxZlBqfD64wsTPzs7OVGAN/oj4ZyL0JQpoHPPsWXFPzlky+Jy12gOx3G87rsvOqvK9uzU0m02trKxUXBMkVZjDpaWlZEHDxO/P8WwbtFFuf0Axwk/USabRaC8t3Pz8fPJZh2zxZ1COpMSoShP/X8rCOuLzYm5uLq0DXOd1Z+1jrWL9oO2w/qDkjcfjA58R40AAVF/cAS2RUfHFOH4vVYOSarW9E5fcaToudLOOC/XyfLK7uSuyTSzCERRHgOksgR+rxjvBHObMV9HMheQYXWc9HLRSNpOVxcX9Yh2M0PY8I/oL0QYsUNQzbkKR5aadANDRPOtssZsmeUdfrOiLnNIRTc7uQ+Wbc5E9iYpKzqSf8/X1e3yMRqXPgYqLWw9mgeTcfPfvoouHb85S9cxvl1xAHWPa/VQJMIht4X87yMwxzePxOD0vF/jDda6keQCoKwAEhTCOCfqS9jbtfr9fud/nK8+IRy3GvhiP9w79cCbTFY6oDDgTDLDwNo/MNvcDrmgr7zd/du6+q8XUPz8/P9OtJEcUuHsEbD55tT1obzzeO/5zZ2dHrVarolBAFrkiFZU7gJIrq9FFhzKcPGJuQaB4/b0Mj12o1SZuYV7WsWPHpgKIKZNnzM/P6+TJkyngOpcEn/0vx/z7HMWC4coC4nuiVF0jaAPa1VN2uVIPiByPx+mgHt+7KSuuR+PxOK1TpM3jXr7H9SO3Xx5EORAAlUHsANU73ydldJr3BVWq5lJ1P9W48Plk9g3TN6icaco7dhYLFwGUNJkEEXh5HX2Dzm3IOfNgLjG2MxvRROfPdFY3Ct/FTcA3L9o6atZRvB1mtatPImfkuOdi7huA6DhZWSyIBo6+rFdjJHCU06dPZ8Gjj1V8Ddnsosk3mpJ9nHnQS2RgEQeniAMU34jjejBL4ngDoPp7SHvjhPzDuDJgHqcO6+vr6QQbnzM+92L7+TrhjAW5SBmXiLO8Pr8iUGOzdRZFmpz6A8O7vr4+1Z7u802bun/64uJi2hhz5nXaJ+c/RxlcH8G51wOmbxbL6n0e101YLFcCbrzxRt17772POCYOs+TWdtrB18toJaBtISRyCoOfROjgyue/r8dRmXHXkTiPnUDguT5vYqBObh3gGh9/Pvaog+/HOzs7FZ9U8ql7mdG65xaUnA8698a54wrW/Py8BoNBhbX2PsQFhzHu47per6vT6WhjY0PHjx/XNddcUwkG4xrmkK+DBD6jWPsR504eed8/0r59EORAANQiRYoUKVKkyLTccMMN6vV6FUuTgyMHZh5rUa/XE0iDWWu1Wom9XF1dTfEOw+EwMalOmrgLHZ85SytVQajXzUkgyvJ6Iw50vTx/Dwfo7sqAOX13d7diEfBUTYA1wCFC23gmmEiO5ITvKN/BqLvpjEajyiEcbsXJkSpkAllcXFSn06kQB5RBFg/K8BO12u12hfiKrLIrft5PB1kOBEB1tjB2CgPXGY0c4xknR07D92fEcvx7tLLIXjCA+d5ZI38PZxjis/36yKAgbibzAea51mKZlBsZrchWIs6+xPfH9OPmhHhN7rc/L8da5+oR7499QjmRtUM8uCMK1y4sLKQFXqrmUi2yJ5Gxj4yN/44bFuJzJpYZmZF4/8U2BGfzcixs3FAiaxGjxOPzqJu7gPT7/bT4u58n7GlucXfrh48vP2YRhiNXR1/HnC2RptPpRZar0Wgkvzs23I2NDa2srKR3BIjEdqXusQ9mzalofcoxZrQXded53pfRbM/nOROrAx3M1O6adCWLM/DuqxndTdz87qDJ/afJasI1rVZLw+FQm5ubyU2E9vQ8oQjWBr53d5po4Yj7HePWLSvRKsP10e3Go+wvFqiMYAmRJqc2RUsAQtnRncTXJvrA/dJ9nAM8HZzn2GDeB1O+77GkgMTdwv35c3XFGkNfuIuNH7PMu9JXcc299tprJelA+nIfCIAqVYNnIjXugyf6DnpjMyiidsGxn65t+uBxMOmfIZgvfJHM1Z1rc74pXCdVU734NXHiefQ5Ay0OWGh9LwOf0GgWd58xTDm+Efj1/s45hSBqtS6zgCmfOUgYj8fJ9Oj3uK9b9O2NG2nctGkHf4+oLOzu7lZMQFej3HDDDRU/rOg7Rv/Q196e0sQnTaqO3ZwrivdvNM/FOeebUByzOeE79yFD/H7/zM3LsDvSRHHb2NiomDI9MIpnuXmSuertEIOH8BllDYu5DDHD+3t5Gd6+OeUKxqxWq2l1dVWdTieb4spdlRzw8Aw32cZ10MFmjOJ3BdnXSicNWDtwG5FU2Ygpz9s6zl3cELxOHDBx9913T7XLYZbjx49XwJH7LDJW8C2lT6Rpt7larZZYRdoOFwFMwhcuXKj4ZrKHbG9vJ3YyBtg62RIBHn8z5z1mwPdtD57i+wjEnRzyNQRzOvVFdnd3K8pZXH987wUwu/k94gw/rIO9OwYgAmR9zPs8ZY6R+aTVak1lF0KB9f2Pe+lXgG29PnEz4h09YI138bakHQ8DeyodEIDKgM1F/8VFzZk07pXyOdq886LGmWMP/XlxcXYglwNt/tvBrn8XJ9DFQJekioblm1L0PaEt3IThk8d9TlnE4vtRB9/kfeOO7ZPTnHmGpEo/+USL9zgz7m3nQCOyZjkTTA4M83kE6rFOV6s4CI0A0EGZbyautTvocTAV2T0fa3Fz8nGRY+zieIrXebm5+73+Pn8jwBsOh+nowQsXLqjf71cOyXB2giAGb68IWP3d+NtPMnNwH9tgbm4ugRKEgybimPWNC8YI4HL06NEK+CVwBMbKFd7IbPIczznp75ybP97WbOA5ttnfPdefXhdfs/y59INHmF+J4u3jbQkQAowAdry/AY2spViSEBh3lKulpSUtLS1NPT8qIjwDAOvrqis6cWzB7DtoyimerqR5HlwHff63zzOk1WpVTP4RJ0Rh7/Q1MVofowUOicw1dYnKHdfyXp6Ltd/vpywaHHkKwKY8ACdt4QQW/bCzs5PiLRgDHmgMU+uA/yBbIA4EQEVowMjS8Nt9VJBoqs6xnJGxiRq5f5cLAvDNN2fCjJIDbB59mAPKLCI8i4XJJytlRGC7ubkpSSkLQDSfxPd08YVnNBpVNLNY39imzqjk2GG/N7eIzGpDJqBr1dHk48A2blDO+s169pW6oV2qwJ7mWHLE56G3cRx/9BeMtIMYZ9W4dpZyl5vH8Z5ZQNY3vNz9Xq5vcCzQANBer5c1t8OqeHvF+YD/Hu8dN4Y4Jr0OUvVIVDYf3ifmXWVz4zPcCEjtRRAI7QIY9UApT8vjrIy/X8y3yne0l4+ROF6i6TZu5L7h+ziI/RsjoV1YI2cRDleKeCpBaZLfmcC4qNQ7kPc+AcRIVXM96ad8/+B5EcT4Wh/XjaiYOYhyJSPH3HNfZPjYBxAf94zPSHTksvQwJt3XFEHB5dkOfL2OXk+XeO+sgDPKoUyU2tFoz1+VVFgES62traX76F8PGnMmeTSapKfKZarxMeIKKu22tram9fX1qXfbTzkQAJVFcRZoyIFOH/QOYtBMPAE8m9/FmDMHQbN8E50d8N+RlcyV787XDOCcNudptihTmpz17bnRJGl5eTn5jnQ6Ha2urlaYZjePR8Dg5dKmo9EkxyITLJoqI+CPWj4LSm4B4xr6IZowYttH8AmIdsAjTWusXMukjf0eGe2rTXKWCW8fB3qxDyMYQFGJVoxodeAZEWzmLBO+afnz47Odzff54puyyywg63lA8Q9DAINuovTjlinXAYEzOKSQm8X0xZPfJKUzxxHfJL2tvZ7M36WlJS0vL6vb7Wp1dbXy/cbGRmJSCaygjs6wskbFtopzLgZh8H3OVcsBv/e9s9+uVMcAnVgO1/gYuRoi+osUuVrkQADU3GLlG4znCmVB5jcO4ABAzAi5zW4WzR8ZU6+XXzNr0875c0TzhptFer1eip70hMWxnLm5uZQHrdvtqt/vJ9MOUqvVKvka8TuDcY5lUh9OxOn3++msXhIUw67MAvS8C+2cAzG0VzTP50z1vnFH0Bs1T3LHoRTk+o3noKnD7EUF42qU06dPS6q6suTMbFwTma2LXZdjU/zveF3s35ySGtnz3LP5LjJIUpVlAERGKwbmPRgl5g1lMb88etjZTWmiWLZaLbVaLS0vL1cY1IWFhXSSG/VyCwD1I10Ua5kzqJzNTf273e7U2Ma8t7y8XGGVWGtGoz3/WuYF7be0tFRJkZObgxFs0lbevigi9Emu/3Kg1MF37D8Hqr5WOyDOsfuHXa699trEeLMe+/sNBoPKOg7jLamSB5O10s390mT+dbvdpFRJVdcdd6XgHidyPCo9CkSCu2JIe32KKwHfowD6ui7NPrPexZVfxMclCjT1pD45pt7H7KyxFJVfV7hcuZolpMBqt9tTbkfr6+s6evRoupa9WVLCAiiQHvBGG7Tb7bRu+DymnvS/W1LiOnSQ5EAAVByUYcfcX9Q3Dnf+ZWGmowBq8SQqxBkIN6VL+ZQX/vmsjsvR97PYJjfjsbC483kEq0j0o/GTQLgWlgRmp9lspvN642YMo7ixsZFyp3mwBpsYG3vOHcLfJ07iHIsZJTKxfh2LRI41pf0cKLCg+CLpLCugwBWMHGN4tYhv5Bd7/1wfSXmm+pHE51Mu0C9Xv1iPHLvr/+eADeI+nXFjIuG2K2cLCwuVDR5GkLWH8txEvry8rOXl5eQL6Ce4xCAFt04g3i6shb4ONJvNdAJOrVZLihrv6aZCorV9zRsOh2o0GmmT41xy6tbv9ysnf5E72PsqAhuAvANQLFhcH8dLbvxE1wf6PAamxTJcefYyz5w5o0996lM67OIKfLS4zc/vJbtvt9saDAbqdrvqdrsVRjyKp4+S9sYZ+wApihxk+Xilj3LzM5IO7lYSzcqU4wGqTjR46ippohQ6aIw+qIAzr1sksyLZEomX3LrhShGgzsG2W3GZs66gxXLd7zP64mKi57AEvuc9e72eHn74YS0tLale3wuG9HgALDq8t+93OWuSHwTi/X3Q5EAA1CJFihQpUqTIRABlOZcwwIQD1fX19eQWAiDCPcWj/ymH7DYoIoCvnJUAhcGBD0qVWwX8Ho4YdWUsF8tB5DkElINefnsyff+centieqkKnGk79yv1doi+3zlyy4EmIDQSN95f/B/rhNKFJdSZZw+iRJzN7vV6OnfunFqtlgaDQWK8pb1UWq54+PvlFGGvmxNxKysrKablIMiBAKiu5dNwMAJ+HJibAZ0JwmSAef+RqOo4+CNLeDGTon+eY5dmvZv7Wtbr9WSuh4VBkyGa0pkWaW+Arq2taTyuprc4ceJExYfUTfNRhsO9fHfdbledTidpc74IoYXRJjlzSmxHqcoSsTh4rrhcGTnTjDN3MeuBizt4o4G7GwVR1Sx67jSP1u0BaFeDnD59emo80t45ZiSa4HM+lM5MsODGxTyamSIbNsvFgOdyXTTf+3tI1Y3GF1/Gk9fHg04wrTv7GcEAZ2C72Ry2SpJOnjyZ3t0ZfupFndwcHlkbD87IuSo0Go3E9LZarbSOIARYjMfjFCzh6xqZCnA/2NjYSFHd29vbmpvbOzvcT9byyH1fk5wNc6aZceMs8SzW3l0BormU++Pa7JYWdxnx8XylmPl575w/L9/7/lCr1bSxsSFJyY3MrXI+B7kfZr7X66nX602dQOTz3sEy5eDm4W5XSIwVmGWRwwrqc9Tf0dd2+j2a0GP7+Jrjc2+WGd6DfWOQlFtvc0xynNM5FwG3drCGuC85beN97XvU4uKitre31W631e12pywkXk500fA2ItUYrg70kbfbQZIDAVClajS50/PuX8rgct8sABuJaqP5CclpXi5oWTmTkf8fzcl8ljOZ+sTifzYB/FByeQ95p0ajkQCsa65u4vfNlHePfi1sYhcuXNDGxkZlsfGJvLCwkHzRpOmExkgMPnOJJozYftJEIbiYb5v7VXk9aEPec3d3txI0xjWkAmIixxQs8blXg7jJPgcKfVFlbHi7x0U313/+DBQUL8e/Zxz45pADF1yTc7nxeo5Go8QY+TMYMw6sUFjc9w5fPz5zX2vu41m4AiC4xvj49PozVn2Tc+Dn7elmQgdxDtwAFxGs891gMEhzgGfUajVtbW0lN6DV1dV0PyZDUtCMx3tpqzqdTmXM4AaUm7/RHzVGnvsa6spxdAGIgHOWW0COSIi+wYdVjh49msBfDqx7X9PmniJqfX1dvV4vKVzc44c1AJqWl5cr6y3lQJg4YeH7C+s810awJFWzPrhE9y6fF/6eKEBxDXGhbeJzud7JiTjXEBjNHIvpQNXBe9w/aAOe4VkSqE9kgqkb745rEK6AvNNgMEgKBLgAoErdMP97v/j4IF6HjB+sqz6/D5qZ/0AAVBYbtBRpeoDwg59pjplkISPNQmQ6WbAdnEnVCZWLJnc2IAJAr4NrTzlmkIkHQHVw6psfgLLf76cy2IxyoIpySLmByabf76vb7SaWZGNjo8KMAvx455WVFS0vL08BmRwQiX30SGAvAl0HENEERNv4YhUVC94Bzd0ZV/rXy/Z+8wCYq0UIjnKJ49N/R4Dq3yGRZWejyTEg7n/lDIZfm2PEvI45Nt7r5YqI1xvTJIwSCq00AZ9RAXWA6hYeNpRoyYgKn68vc3NzKULe55OLgzAvx5X22CZsaJIS6Nze3k6Hd/gGxlyHRRmN9vzdjhw5ImkvGAOFmTryjs7Sul8h9cwBa+oXfeGcofLx4G0SN03vn5xSHNvuSpjbrOXOTLI2I4AZ2LDd3d1KLlyUjhg0A0ii3WDkd3d3tbm5mfaTdrtdsYLlLBiMEe9PZyaxXvne7HMeEBzB9sXmfdybWfu93x0oxjr5s3mWu0A4CEWiBSSSX7Qt/QEGico3Y5t9l/kbM4egzEK+9Pv9xG632+00hzzlFAoN+5vved5ejBHHK/w/Go0OVLqpAwFQvbNxRGaAwnY4q5jTkJ1dIcAhAkiPKoxgL26qLiy0kVGMTA6fednOHjjTwOD1OvrCTD0BlwzgSNu7pliv75n8Lly4oJ2dnRTl6xOVxd6fx2a9vLycFkbe1TcEByMRWHibzAISLg7IIwiin2DPYXViu7vZx9uEADQASwRODjiuBrnuuuvS3z5PIljyNvJxiMR5kTOn+mceLct4c0sDY4yF0s1cUZNnnERGxq0XzlRGpnh+fj4FD8KSStWTler1eiVYKrLFzIXoe+ftlNtgmcveRpH1A8g5++LibUkdnTUCePiGV6vVErh0xRXfwF6vl/p0eXlZi4uL2tzcTIFO1Cuydr7xeR2oU8y04vf7uujEg6+T3qexvVibokIRmapbbrlFn/jEJ3SYZTQaJRYN9oy1Gr9LnyfeLysrK6n/x+NxcglxlhDwyf7KcdD02/r6utrtdro3WgdcmfQTqhBnX93K4SDZ99Roxud7/y7OJWc8fS2LyqP7qUbFCQU2kijRXcH3z3gt5bL+eUA3dWAfo0/jCWrSBP9EX9h+v6+1tbVKIJSDTdY4N/VH6wPYYTAYVCydrvAeNAvEgQCoUfvwRvXodvePiSCIhdKvd6HjGcg5gOqbc2R3+D+3aEbWgIEs5c3hpJhyFtVNfpJSFC0aEnWPoKrT6aRndbtdPfzww3r44YcrZeIrRwobNEZMDph0iGimvJzJxoVJ7j530XTDdd5vFwM6ken0k7K8XE9vEk2A8T3YxKKWPDc3d1X4oeZMpPH7nLbtn1GGj3tfkB0gel/mAAfiLjkOJKOrjfuoRasI1/iGI1XNzowVB3A+j3Lvn2OLnfljU0bw5/Jnx++c5YtrCXX1tctZIOoYFUCeyfvDqrJ5uTWm1+sliwpt4in8WCc45pV6xTrR1zHq23PJstHllFXmnq/5tJn/dkCUU4J934j3XYqSXKRIkYMtBwKg+ubnGpekdH61a8o57YUFmQ3JtRw37Ts4de2ThY77fMORJkDTzRW+EbsGxsIcnaD5XatNcpeygbg52k1ivsEQqef12traqvi1kBcPpgjNTZpEKUoTwO4A1c2wDu4Q3pl+8I3VN+fRaFTxC41MW2S2vX0oQ1ICFJzuw3jg2e7g7WMGtoxnRC2cje9KMAXOkjNnzlQ0eSl/jrazIf6dzwfaKwJUv8eBgpfJGIv3xufkzNfSxOrh9ciVwbzF584B6ni8l1OUAEICiKijMykxchlxoMxY93UomvBzCoErtHHsAnppZ9YnZ0jdNAeDwnM4xYo1lHfn76WlJW1ubiYQCbvl9QekEkjRarUSW8tzWUNhg7ByxPfLsfHerr6++Bj1/nVm2Z/B+hOfQz9Rh8MssIzXXHNNct3Y3Z3kdGatRpmj7515J6UY+x/7qLuNMBYXFxd13XXXVfJuLi0tpbiF5eXlqXUbJQ3Fqt/vTyl5ce3NWRggGnKKCvX3MiNrjHhshgvlzmJZUX7Z99hLfIy69S2+i1t9cJ+hX9xdgLHOZ7DbXk8snvTThQsXUl8sLy+nsnlXbyfGBLEXubZkjQJn+XpGf80ipPZDDk5NpMqC5majuFG4ScdZF6h6BiINnzsKD0bFxTdWv5/NgkXd/dAQ73Tu8XpHnxVndagjoIlJ4hO+3+9rbm4vcb8PuI2NjZQHtdVqpQ3Gg6d4BpHI/C1Vg6xodxa7HKBAHJT6+/kG7QrCLBaUfssxqNS91+ulhZe+dPMWi7mbpVkgItCirpfqinBYxVkkf/8InLy/vL+97ZwJvZgwdr0MH+txHDgw83q720e0GHid/N0om35nbDAnUXR3d3crfnVucuTvaAVxYIqyFNn3eNyk3x/XGQCDW09Q6pzlj24EcXP2jcTBoW/4Hixx5MgRLS4uppyZ0b2GQz5WV1f18MMPpzUv9rH3G4pu7Buf/67Ievu6YuBjgnty4803Xdb6CHa45uabb9bdd989VcZhkHp9cmY65Iu3qbtfOWHAug6ghUUHIMXgVYKm3FzsWWEAVaQ1crDmAMwBmitViJMbUj7AkjJijtR4rfd5tOggkcRyQfGJ/zt55WsM88kVx2hdxUeU+JJo7aDvnGSLJBj9Q/+dP3++4n4nVa3IcS1F8YzWXsTjdHg/3OF4D8D66upqygixn3IgAKo3WvSBoMH8HGxJlUnAwHanfV98nYGhA31xZwA6axMXZjalCEq9jNykcc2fvHP+P/Xw40URfx4O7AsLC5X0NjjBS3sb4crKSnoHNC2ewQTyjcQHuYPj+H7eT+6+4IsmMh6PK+4JzgQ5cGIj41AB3od7KHd5eTn54q6vr2s8Hqe0YrnJGs1+jCv/nkXlShX6KudSwfc58B7Ht7NUOXA7q1xp0r9+uITXJ7qSMCZ9nnOd96k/w+e0b5bMCeZiZBxyLicAVXeDkSaAkjyTLPS+hnS73aR0efYNnsH1KKW4+EiTNYI540qatw3sivvqORCHKc6x4lh0WGfq9XoCLt72W1tbOnLkiJaXlzUYDCpR336KnbPEzNmcdSX6A1N/WPVarVaJKyBQy4Em98bfOUtP9Jk9bHL8+HFJEzDP/GPM+zj2lIDSJLhOmqQlkvbYN3e98LUYH38Caufm5hIBs7W1laxx7mqR2xeos/d3s9lMymBUJOJaQl3i58xr3zNya1okNnLPiJ/HACOP5YhMfnTLiUxstMzSDs5WQ+owxn0vlSYHihCotrq6WsnM4Mws61NsFxRfXOOI7Pc29vECrpEmgXkoywWgFilSpEiRIkUkVQOF3MfXI8KlaoonZ+odsDSbzZkuKfyP4tRoNJKbCsrdkSNH1Ov1tL6+niLOI0D1gGNXwqgD9cLsDOh2JcqBIu/r7eAWMQgZ2gLw6O4ulOt1dDIFMOrKqgdB5doqkjExoNmBqytvkcxBAY2WICwz9MHS0lJirHkfgjtzBMvOzk7KrY7C7m6JXgdXNDwAeXd3V51Op3Ik837LgQCo0ezjAwHTtmt9OUbIzfjRxI/wGX4zPjGir6gPVmdK0BLd3OYDjskXGSefwK795BhAxKON0YpgarztfKFqtVrpHcmZNotJyDGokaHwyYa2FfvItTD+j3463lZu/oiRwpFVi2Zjz2nnzIxrwPRNjDh1lnCWdn3Y5cyZM+nv+L6+uUTGf1Z7+DiIfeljhYXPmWufj86EeB/7GMstirCa0f8tuoQwjkgj5fO42WxWGNW4mUnVTYb3wdS4tbWVfnz9cdM96Z3m5+dTQJJ/D/vFnIQB83dgHngwp/chliHvL3eFcHYtmim97RYWFlLUPtLr9VSr1RKT1m63U7BUblP2uQcTHC0sXJfrOz6HsaM82hy2NVpzoonVGUbKzrkOPFHiTPnlEEy6jUYjrXWMaUnZPSknPr5hzXJ+nu6nDMPnY44x3O12U65x91kE3FKO+1X6wTm5NVmqmtsjMKWObj1ljfHvGfs+nnd3dxP76O4QDuIdU3gwZayDNGEv3QIbmWivj7sc8Tnrg+MdLIMuKysrWltbq7SVvx9tsLi4mEAqmMYzFXDkMTiH/qNfoqWKdyY9Wa5ul0su1Xp5IACqNNkkPeG1NPHvYEFnAWRAEO3OxENDicAL0Mb33nFMHDQ07okLnIO9uPi7f4lrKr6Zx2CAuCFTLzYqB5YE/gwGg6kUNPzPQo/vkQenUL63d3wHF1/EvJ5u9mCAu6nRhc9di3dA7S4Vs0w29B3lt9vtisnLN8xoBnRQ5nXAv+tKFNeGkQgIpGnHedopB+Lj5uD38b1/xzO4B9OTg0R+u8uL18PNtHEM8jni5s74/g5OXXH0eehjhOtGo1E68u/ChQvqdrsVdsfryLsALMfjsba2tip+9GwMmP+jDzVlsdljZnMlmw3PgYYDO8Y4m5RvorG/5ubm0slZ0p4v++bmpsbjsTY3N9MmubGxUTlSkc08pu2RJoDEFY8ovhY5iHZ3B3fd8Xen7u7iwdjIjfsnQ/74j//4SX1ekUuT173udftdhSIXkdtvv/2SrjsQAJUF2jUup74j0+mLdmR2WPB8MwYcel5Qp7HRClk0WSCdtgewsiBGVjIyf74A879UNeE4E5DbrN0Pzn1YXLOp1Wrp/0ajkcBqvV6f8uXK+Q/5JhJ9vuJiH9lML89/419HQApRwdwzHo+1uLiYgGcEjzBi+C9FYBWfH1kxPkOTZQOMvnBXokTGDeAYTU4+JiK7KlUjtmeVhektMliIgwlnGCJ4jgxbrF+ORfPrKNPBcGR5mV/uY8r9nhKpXq+r2+1qa2tLnU5HklJ+yDgGox97BFEOeN30NhgMKimvYFW9LSO4o46eHcN99vjbffa9L1g7XIFmfkrSsWPHtLi4qPX1dQ0GA3U6HS0vL+uBBx6YSuxNZg0CYvie9Zm2ctbXxxQ/lOcZDWgXCITImPlYdeUiKgv0wfHjx/XQQw+pSJEih0/2HaBed911Fcd5WFJnQDA97e7uanl5OWvmdeAaaWvYU2lClftGOR6P0wbSbrfTRoE4m+obhzOBLIjUPZrYHGjlNvQcOPVnOFB1oW0kaXNzU6PRKAU2RHPbxUz9/gw225xZ2MtyFsqF1FVO48PC9Ho9bWxs6MiRI2kTd/YNkICJ1dkSr2/cmCO7BzDlWDc3beVMG1eC3HzzzVMmWKkaQesmJ2/HKIxjZwUja025uQBCl2jy9fv9c0BHrn98DMajjh1AM++i+wkmulieg+X5+XkNBgNtbGzowoULlXp60ASAKEbUu0IVAVMM2vRATJhSDhLwdnMzovuWRb9C7y8sSfggSkop6ry/3IozGu1F7tbrdV24cEGdTkfNZlOtVivNY1hgrkeJJGiTZ7ti4u47rElxbLpyCRPufeptT/v7fPe+iGz4rDXvcskLXvCCy1oeJ3u12+3khuF7QdwX4nhH4lrnc8NJFF8b+MyVIOY/7mW+/7Jn84Oy59bNaNVAqfXyqa/3GWPEj+WM9/j/8/N7KdJ+/ud/XpL0zd/8zWlckr0mtpW7xLgVj+dF8sbXg6igel3cxB9Tw3n2jvF44n+7tbWl7e1tXXvttSkTgCuxXj5YxY9SxW0o7oM8239TrgdZSRM/VpTKBx98cOr9nmzZd4Dq/m34szjDgf/paDRSt9tVvb4XfernPMeUEQBOBzFzc3NaWlqqbCJurmax5tqVlZWUE45F3c+q9kU159MiVaPHc6DV73W3hOjTyfe0g0fxe7Rmt9utbHA8izrQttEFwge0LyYsXP4Z99JvzpTQn4CI3d3dqWhFdxYnHVbcsNzk5/1FOzgg8sUqKhW0uR8Fy3Xj8VgrKyvJjHsliDNJMbUa30WWNMdq+Xfubz3LDcNZUF/IuSeON2dH3VwemTCEucmC775X1C+yg4j7wMXnI66IbW1tpSja6CPqKawiaPJNNPr60f5RaCf6inaOqYC4n03RWW1/h/j8aLngRCCfxw7yRqO9wJrV1VWtr69ra2tLS0tLOnfunCRl3YZ8/uWUC+/TaIb3tdDXYreK5MYdQJyx40DbLWi89xMplzsTiCsDDvZZE6N7lM+tqAjm3B58fuQsgV6Ou8QxlvDD5jovy4OhqIOPU/qNU/6kCYCO+UOxBLIGOSDc3t6uKIu5rDukTKOeDkBpMx8zXEMGEAfps4C9H3Lh7e4WX59/vDu+qMPhsIIxWq2Wut1u2hfH47G63W6l3zwvOvNVmp43vu5Gty53IeJoY/rbj0c+CFlu9h2gOshw9O+d7udmr6ysqF6vpwFM+gzMWuR98wE4Gu3lQSQ1UQRN5DCDPWk0GhW/qwgYo6lTmt70fFL6/x59OKs9IvPqz6jXq/6TgE7E2y36uTIRc2X6PW5K9KjMCETRrD2IzU2tzqT4RrSwsKDz589re3s7nffsOSXpX18onIWRlDRRZ16j2ZZJzsITFYBGo3FFAVTvW7TjWSAKcbARNxNXUpy98Tb3Ppi12bkS6hJZsWjK5RmAPXKZugITo4jZ5FDiPBjA2fkIqFkvOp1O2kB93HtdUb5cPGG9j39vAwdwsW+wGMzNzSW2M7K+vC9lunWBd3A/d2dt2cTd7zRaatjE2+22arVaOgrVT9/q9/sp2IJ7or8vYMOtSbHf47vnSAbWCreouVsD7z0eT4J5OKL1YtaBgyzedwAZB6VuSfN+ySk1Pua53+d4VE6iRYzk+6yXHuDDfayrrvjE9cBZfr/Xr0FiHX2v5V38nZwM8vdHQUNoH39uBO60b1wn/X38HXNuYszZOOZpH8qHCXULB9kJAOMOyh3Eu8LsexpMtvu+exvlCCWXubm55F7zZPtyz5J9A6gnTpyQNAFYAI4I3GhczNYe4YrERQpKn3thPulQymIAe25QcsJtbW1NaR5sbAC/CMp8wWbAx4nEtdL0Bs3vCCL53DdYxDeAdrtdcUWIkZ++OPjERhzUuxk11sUBn08Q749Op5M2F5/IviguLS2lTY1nNBoN9Xo9tVqtZKJkoeR+X3xYvHyzZQEZDoep3+fm5lIZTP56va4TJ07o7NmzulKEdowLd2RQ4+bt5nppMk7ZmOhvBxcwG7OAyCw/Xx//jEVXZlwoExNip9OZGk8+xuL8cabN3zuyvChlBBu54ler1aaS+wOcEbe+UBffKHy9wKTvc57NEeXa5zL15r3YqDxLAICdDYi57Cwa7Be5kn0MRPeelZUVzc3tJV4nSbhHDNdqtUQGMBd3d/cip8fjvSCxCFC8zSNI5xrq7cyrt3NUFnz+cz8ZWg4jSPX9D9/nlZWVKSsGOWxjIBwSwamDnbif+T1Sdb1vtVopBVLMJcyzWU/pJ9833TLjyqr3qbN8zINoHfD9z935GEvNZjN7j0u9Xk/Kp68ZPnfpgwj+vH/cbcGf5e8Q1zL/zK0+kE2Y6KlXtCb5oT3s7a6UYLZ3RTgyqLPmg88dQPJgMDgQFsZ9Z1CLFClSpEiRItWk91gKtre31el0klLg32MObjabWSIgMpb+HZ8DIHOMPQBqZ2dHjUZjinWPLjSuoHnZ1MWVUT6LZE+OnXQAOR5PjvNF0YvmaKx7kpJri7s9UKaXh7Ljypq3ExIDewGsvAfMaE5BBzAOh8MK20kb4WJAeW4pAmBjHcRvXVIlUNFN/ZHMc+WEMeSkhiuOs46OfTJl3wAqjULaIEnpODf370LbYHIOBoPKCShra2upk/3ECy+DDnffUdeQYFsxm+Dr6seBMnDjsYXSRIt3djQOTtcw3SfLJ4n77OWYnpxbgPvWwBy7uS8GQvB8H5ReL9ca4wD2SUqf5ExLaKSwar7wUT8il9vttkajkY4dOyZpz2VjcXFRa2trFdNzNDPCcGFajSwK7b25uZnOMEZGo9GB8K+5nHLjjTdmFyPva2dQI4vhmxT/o1GzkGJpoJ09EM/HK3MkspZRe2f8+CYWNwfGis8f8vS5xPnmLirb29vJZSdugLj7tFotdTqdytrh9WVTZRxHM55bC3KMVty0o++0tz8sqq81tJOz/27y5flk7qAuPid2dna0sbGh0WgvIMo3IN+YmPu4GvCeAJRut1tpH+oJa4nrjK9ttCF9GtfCCGK8nRxY8O6RvffxE03ah0l4D2fycbMgR62klMTd57eDVMZUbF+X3J4SmUfWXsafrxnMS8ZtziojVfsYQOnHheML6SyrrxnMV4/j8LL7/b46nU4lNsOD+zY2NpJFAstaDszzt1s6pAkQ53mzApZj+0UzOSZ07vfnkg3Dy2Q+I/1+P53uBpMcXfq8DtGUn2PIc+sc/+fe78mWfasBjbCxsaFarVZZMH2QMKCi1sS13qk+6PxvX+zoWIAswqDht4Ngolujf8wjdWxu4Md7XKIPTayja1kuUdOJwCT3jOifyndoeK4hPtLzLwZ45+f38jaysAJWa7Va8nWL+WVJsMxn7hSPhukbajQ9exvj2wMQlpQ2aX+nwy6AkRzolKZ9PNlUYr/59bS1J+L2vnZzlYuPax9DvgF5HV3i4u/MRr/fT6elsHCzsI/H4+QbGt/LhToAqhzoUDYbmYNKXIOcgYisCuCU8cyzXYFivDIvqBN95ZH9fu429XQXGe+L+fm9JOlubvVjSln7dnZ21Ol0EuvmcwYgSLm8c46BAcRykIq0B6p6vZ5WVlY0Pz+f3KTcDBnBv5ugvS3cbSTnkkQ57pIiKfnI+npyGIW252d+fl6tVmvqeE6pGscRTedxfcsBFq6NjGc0U/u+zP8uEQA5KypN3GlwpeGeSDD4PU5O+Dv596RGi3UFBD/88MPq9XpaW1urZCDwPYXn+3iNftHeJu6e4msC9YrkTtz72WPdHYg1yTMn+PrpuAcCLfaHz5vY917fWfueu1A6ON4v2TeASkPv7Oyo1WpV2BmfGGyK7rjrZ7czsRxYcU9kWQBHF3MUxsk+bvTSZFGM7EU0p/h9vgDHZ8bFAoaW9/FJxIbhQJ37YIdyZUc/GDYwZ5gdUEeQ45uwl09bs7i48kCZ+PkOh5PcrUtLS2my0me5SF0mePRtZNLQRoCSGFVNGfgOOtPbbreT+SSOkcMsuQ3DgVHuemfufEGam5tL7ClAKbL7uajsWYAgMtzSJMDRLRv0I+sDIIjTmZgjzi7GueosB8F2nE0Ne+KbD2BqfX29YnrzDZY6UkYE5r6w8wxXnN2y4W3vbUPb+lzyNDXel3EN6/V6FfaUayJTRP22trYSM0afMB+5JoJHDitgvUF5iUovfnq0Xex3H4/87RkT/LAV96fjep7N/9FKFFnmwySencZ9HaP/qDQdaOvtGpUKn7cRKOVYNH77HhfHA2X5vHDf6rju8J2vxW7ej6wp9eN9ckzt5uZmGm8OZIk7kZSsolwTfVD92d5u8WARfxdXtN2kzrvACPtezX7O+/uRrU4IwSpH5d4DqEiXGYmWWVgkCm3gaz7vEJX8/ZR9A6g0JGDT0b0vrPzmjFrMHbEsd9aWquk3KJefOCHpCKLJx+Nxii6nfJ7hi56nQgKQuXnZxRcJJrtv2s5eMJHjYsT/kcHMaaizFp7IyERgKM1e6HgP7neQ7uaFWCbmKklaX1/XyspKxRzjE98BKxGk0iRAwwHGLAbaN3oWDX+PZrNZMSldCeLjSpp9oo5/7pt4VFoajUaKmvfF2PvcF+T4fMTHPWM+MofUhQUd07KkdOQerF9kyelb5ifjwzc7AC4pqnxhHo320tdtbGykND7xoA7WBCw5jB0/5tLPMXe3JN7N2zxnAvRrnU2NVp4Ikmn/mLkkmtAdgKIwkkZKqh6nGZkfNupGo6GHHnpoigGNCi2KXwSfPDtuvFHhph2cnIhMOPdGEFqr1bK5M4sUKXL45JIB6uU+c5gF2RM9ozX64sLiRZReZLwcNDpj5n4mvvm6HwrimlC329XS0pLW1tbS92yubNrxPuqd81OZJZGFiubPHCMJ6PIUWCTTpkxf8GEWfIPwjTD67fn9buaLJlk3rwMQvN7OhtEeDjhGo1GlHZ1tchOFH6XoZRH175uvAycA/tzcXDK3RrDuR2Ne7rHtAjB6ogVFz4/vdeCA/5Mzj1gLAGakD5KUmIYIXKWqCQ9f4pj+SKq65yAONpj3bvYmewR1x72DSOZofvOy5+fntbS0VAFufg3AxccbASi9Xi+1De/ANX4WuANxb0vSN7l5P4LpCJjcisR70Q60gZvH/b3dgsDnzuIyh3JuCs5CAlCjfzHt6cpdo9FIqfq2trbSwQI+9ykfv19fF93vl3dzIMp3MOQ+DnI+g660O9Poa9fu7u4lz7+D4JcezbDOHOeYSwfnMTDHy6CtoxuPr/GzyApXTuO64ox93LOiwupziM89ZZu/b9xzqL9H4Uuq4IEcW0tZ9fpeBpClpSW12+20DyE5Isbf29ce/1zKp45EMctZHb38HJHgSrALbcxxybFOvi7n2OZoTYvMMKQV++4jYZgnQy4ZoJYzhw+m/OZv/uZ+V6HIReT2228vc+cqkDe+8Y37XYUij1M+9KEP6c4779zXOjjYBxDmTN6DwaDiBxkFMBpBYjSvA2RQQl1JcUufg5ioHM4CqA6uAaWuXLgQ7OonlfG+0bXFzeHb29tJmYn+mJ56DcDF+3qbOMhzssMJLu+bqDxEJck/ixKJmCg82937uA9CwBUwt3rwXOru1/k1/B0BrBN9s6yrT7bsf5hWkSJFihQpUqTCJAMUAJARkALo3Icf0OOH0WAtyrm2+X24Ts1ibQG3bhHIsZDRBQ2mz30wkejrnGNQ3XUL6xtBt7jeeDYf7gfE4tKFP7sHB/r1tG+sI+0T/VbdDS5amaJCQbwGrCpgO+dq6G3oVlm3DtCX9HcMpnIGOMdi83muztT7UAHUy33mMKala665Ru12u+JD6o3oEWk0uk8czLRuOsxplTntwf21RqNRCjTwE6ekvc7yNBXSJChCUiVoI5qboxnd6xlNJV42WpBrrq5d/+Iv/qIk6du+7dtSW+KDFzXRaNb3wR0XgtzikpvM0p72ilnM8/P1+/2k9XL4AuX2ej1tbGxoeXlZy8vLldQhtGWr1dJoNEqZFAaDQYr6xITq5lX60iMo3SE+Ju32SPDt7W2tr6/riZTLPXdycsMNN1QWPN7Pzag41iPMA8z80W3CA4MYNzs7OyngDRMzJnNnZvwZUjXi391b3AedvvYjOimPcTjLNQW/cfdDd3EznM99NnLmw2g0mmJx2JjcX3w0GqnVauktb3mLJOlv/+2/ndo4mq096NI3Ncqj/aNrABuvtHdGO9cxZ/Dz9HJpL2d4kJhWqtVqpST8Dg4YB2QSwIzKASbnz5/XwsKCVlZWKu9GxDnnttMO0WzNe/hG6VkVJKUTqdy8S739OsRBjjNmw+EwHdX6SHIQTPyIH2sqVeeANJ2hg6DPGM0P4IwBbVI1stzBMMKc8LmTA2KebSHuIb6uxPHo7+GMnV9L4J/XdTAYpDWbez3jBeWyJ5HVYX19Xd1uV81mcyr1oGOBGEDkrKevkc4gxxgUlAMPfPI1Ms5b5j/t4JltaBNvn/F4nFh06u2A1eecjxlfy+M66nXx//dTLhmgXu7JS2MTZStVNw/fDHJC43qUcRSfKO6rQoScU9/dbjdFtnKCkQNQNw04AEWir8esIBWeFycyZgsWVxYcb6/t7e1K0IKkysk6fkxZLqiACeNt5UDb/Xddm8wFWo1Go0o7Mj4ow32e4vnMo9EonWrDmefuk8SiCkCNp9V4BgHey9vTNykCZHhXSSlHI9r3E70xPRkbX6/Xm9oYHMxEPyo2o/iD+BhHCQTsoywwnjzzRc4vyv2Wo68b/Ug/sOjS3ysrK8kvUZpE/iMOTPA3XFhYSCBamvg4k2rM5y7sCvOdMeGpzXgOmwiLvpfT6XQqG8Dy8nLW5Mk4daDOPKIdyOfs79But1MbRSDpbc1GGcGhNPFjdSDsa4z7C+Pvxxog7aVn29raUqfT0bFjx9Tr9dKaJO0B1G63m9ovKrvUsdvtJuCRiwmgTQA3MFTUy/swgnqCvVhbHnroIR0m8ZgExqSznL7GkRKN+IyYMcFZS9IwxT6JcQkuXgZjPvp3SxOgCxHhyeV9PEXzvH/O/dH07EwkY2t9fX3KrzsqtQA4rgHUDYdDbWxsJGaZtna3hbh3+3qWM+N73WmP2J+U6fPe11ufZw6I4z5OnwwGg+y+Gtdx1m6e4TiGd/W29vtzGOLJlgNj4mcwR3AVQYgPZu5jA/ONVMqnWmJBc1aPwUwS3DjQ6EyPkveFg2c5oMv5fURxk4EDQTcB+ACkLpEtifS+TxA2LJ7hJhzKi4CVa1nQohbowIN6+6B2bdIXLOrD4orG78eqxr7zfkC8rWBL40SkDl53/nbN+CA4gl8OyS3okXmM/mWI97UzfNGUFDcyFlBfSL1cHxPO5MagGaLKSWPkvlWNRiMB4GPHjunChQva2NiYWjzJwOHHFkt7ygEbkW+u1I2AA0CV+6o5CwXj52PRx6izoIxFT1PjmQHc0iFNTKdkrSDorN/vV5RRxjBzPBe85u1Mmh3vZ19HpYnizhrnfciaClBeX19Xq9XSsWPHND8/n0C5B7uNRpN0ZeQrdoDu65WPJ382Crpvps4qs256xgZnswCnFyMJDqo46769vZ3M0T4v+X53dzflviU7BWOd4D8yYuzu7qrX66VgSanqj5oLKkSxYz7k1uYI7rCCUAdAnQctOSMO6PV39+8lJUvX9vZ2OkQH5p8MMZx0hZBajnqNRnsHSLRaLY3HY3U6nTROCfTzukRrKbjC28bZSw8Opqz4Hrxv7t0fia2M5JiDeL6P/YKi70fAoww6W55bsyXpgQceuGidngzZN4DqvjadTqdiqpfyJzHFKDhpAi4ZJA5WcpswZbvJgEHFJhLryP1uNnJtyoGRTzIfNNEUkgOwTvFHbZWNJDJAnrQ8lhc1MNqGiRu1O1cAfELEuvqiFCfLzs6Oms1mWhQBG74Z046YYbzdHbx4H8W2pv0BVT5eqH/cuBAAR2STD7O4aUmaXgj5PppKvY9jGzo75Yuvj0lfiF1xoQz/zkGbVD01B3Dq4EhSYtc3NjYqgRw+HtigmDMoPZIS6yLtsZyYzhwIAMQwKcO04ufGWI2biLcXAJONy+cuIJt7aEOfV1gLAOMxSTduM85quwmRNdDZoghS6c+cMhGFuTcYDLSxsZH64uTJk9ra2tJDDz2kXq+nI0eOVIA4wJI1OLJasKJxrHkd/TPe0zdyz6rga4TXW5odqHKQxY8WBZjloqpxAVhcXNTm5ma6ZmtrS5LS+MFCwcl73lbRTzXXXj7XIhnhzK7PQ/YX3gFAicl9PB6nM963trZUr9crmRacWOA5zJmTJ0+ma/jNvPPxzCEwkioAjecMh8M0v7vdbloXSH7v8511zddXqaosSKqsi5QXCbZZEq1NcT3neQ5QIxZw/IDs7OwkCx7+t4wxVwCpQyQc9lv2DaB6I3GaFCmTXJt3rcXNAVHoLCaQbwA+eBnobvJ3up8N1+/nGhZYN+VxDxIHSGQGnGmN33MNWmtcuGP0JJ/DcDC5aKO4eDNh3ETuztCRpeV7b7sos5gz+iOyn1Gr9CTw/oxarZZMne4HRX3ZDL2uDqDjMyUlrXs83juucW5uLi2mV4JEJttBaWTKEQeUvog6k8V1lOd9FfvdxxsLHexDNHk7+HWlxk9xG432/Of8rGmUSUk6evSo+v2+Lly4oFptz5TpLC2+5G4y9e8diEkTi4S/J6yL5/b0NYpy/OhH6ipNlC3mBWx0HPOMc5Qnd2MBgEuqsGRsPqxLOTac+vn6Q318TfE60Q8+l/DbQzHBL9+ZStZVP9XLmTP3Q2ZsRFAZ16w4RnEjgvlyRdMV44OyyT4aoc744LqrhO99uJ3hx40Vgr4g/Zukyrj1vc+ZPh+zDhZd2XRrCvVxhQxwytzFZWd5ebnCxvq4Yhx6zIb7ysdDOQDakb1EgUPm56vpGEmpxj46NzeXjtfGvQ9FkWe4BRVQiJ97tFxub28nF0Ha1NsxB04dCOKCwf4WGVHKcOwxGk3SNbqLAcI6yfzb3d1NrhC4Mvo8ofyLAeknW/YNoD788MOSpOuvvz41kufOi+YZB3SR1YsAK5okYRIcaPmZuGyCcSFFGKj4v7HB+YbvwBOmIwZKeP0iAPB347qoFbofiz83gkAmV1ygHcDFyUwdfSGi3R20MLmdpYnv4ItN1Nppawctw+GwEmRFHVicMLF43zK5XZuMYyYyw17H+fm9nJkHaTI+HnEHfYT+8oUN8YUo9je/2QhmWQwAQf5MZx4cLOV8vHq9npaWllKwHMyJH1vI2GAcRFZkeXlZtdqeywgbhCtGzuJh3nJAgx+fg0P+Xl1dlTRR/B544IGk2OSUL9ramWfeAZaH94z+wpj3AZqz1j9p4o8eT5vx9QsgyffOQrlp15ldns99zClYOUDn1tZWYuV8/gCqAfS8J2Or1+tpMBikfLzO6EY2mvEVN8wIqBlfPv4OGgtUpEiRxyb77oO6s7NTodhhA91XzDdSNt1onnKQyuKUMxe5VuSBF9JkkZ5Fr+PDw9GsCGCYDRAwEM2CLMSuITloYGP0DdT9tXLMrrMs0b80Mp+YHpx1QDFA3JeGex1Y85sNDPO8uyBQz2gi4W/XbCOwcr/QnBmD9mUTd002Mi++0ddqtbTRMsaGw6EefPBBXQkCaI9AMGc2kqbN1nHORHEtHGG8Mb5ceeB/93kjACoyMG62jS481BNWYzgcVo7oZO4uLi4mhSMqftFv1Bl5B68oTCjJCCdQRX/HCPiZ/7SVB/Zx1Cpzxg83wB8OEOlrEIpbs9lMzBOA1tsyx4470+TMm/ef/58LVOJ4Wa4nXyXsS71erwTFMO95X/727/3UqjhmoqnTlXX6iXHl48yVb+4/jP7lvl65O1Y0wTsjznzwPcn3OrfGRYXc3byYF66IOiEUTdnRbB0JllqtlhLjS9XAzWjB4HrWA1dY4liJ7GJUvvnMLQ6usLKX8gyO38ZyM+sIbPa81dXVipJH+3a7XW1vb6vdbidfWa97tDbFvYv1L1pWaJvIdrPeSBN/b1+naVdvS5RMGHef/7yTr4/7LfsGUPElYbBiwgIIRh+0yPI4M+CMRY4Ri5r2xdwE+B7Wxr9zNio30R10UpfILka3ASQOVJ7p78wiFMvwye73xIE2Ho8r/jpMePcn9ZNcuM7BAu/lx6m6xEARnhMXFE7CoN4OnFj4YHQiSOU7JmHcpKmj//ZFularpSCCK0UiY+RjyP9mrERGLs4HxpV/Hv3DfTw7KPANDnMswEaamKgBN7u7u1pZWalsfIAeApgwafLMuMEtLy+r0WgkX1UHh7xvZI39N3NreXk5nUblQRbdbjexp745ubh/ZTSdOVhk7DGm2ZQIdKENpIlbSqPRSOUD9CPTyrrDfIrjgb5hHETg7oADphkTMm00Go20srKSmGoAM/0d/c3pe2lirnVl1ccmbeiWFXeT8H6kjs6801e0QWShD4PQHgBFVxJg8qXJ3GOcxbXa94F4ZruP3dhGDuzj/uHz0+tKubD6zoBzD+u1ZxbhPsSBWW7doX4OcBl/MPpeV9xfeGcAcs7ftl6vp3mPEow4qMaSMz8/n5RHXG1IycYpa+5/7e2Ys3rEtsy58/l6mwOQ0XpD28b4j0hU5MiwnMK7H7LvDGqRIkWKFClSZMLoA6J2d3eTP+pgMEh5cQGdbgmUqtbC6JrlQXQuUTHJWf0ARA5wISHwbSQdYFQ6nKjgf382Ei1+Lk5SEBBIHXIKY6/XqyiE/X4/AbNOp1MhrDx4CxBIfmZpOlPOeDxO1lQXJ7C83WPZTsBEN0GPD4kMNcA9p5y65cA/o42kqpthJKkQiJzovrRfsm+1QLthMEiTQViv1ys5zNzXLQ5+vkPj8YGAeKflTO/OEjjLEx2QMRXA8Li2S73dV4/n8b4+AeMk9PyhDBq/Zm5uLkUm+vvgSylNzHcwLXHwOaPjmjjRjJj86AcPoPL7XdOKbJG7HLiGz2fuAjFrQXLTPQuLPzNOwpy7RBwnzuSg5edYsMMsORbU542/s7P8UjWALpYR/46m1WhV8AAlaW9DIfggRusyL4iwZS76mKSe+Kf6STAwbbCP4/G44sNKUIiPUd+cYE55fqyztBdpzHzHFcFdF6in53OOLBBWG3fv8fbyjYcx3mg00tzOmWgjQ0q93Bc2sl3MSd7XA1q8TuPxOLk1+DPcwhH7G8bPTfAOWFg/WU9zrhLMfTflO0BgPPiPr6e+RxxmE78z8e4GxRrmmSGkqskfyfWd91tsH8a0l+t9wRob3e94LlYS3wu4d2VlpZJP3Nch6gLY9Hp5EB7XtlqtNDd7vV5yW8uxwdJkvfd1wwMM434cWXm3Prgb0ixg5652zpD6+pObz4/EWmLVybVfjE+Jn/NZrJdb3hgfOcvofsm+AVQ/eYkTSCQlTdEBRvRL9UZlUDvqdy1FmtbMXIuQqmki3ATlv5mYlOGnuFAnDwqgLm6qnJubq5z+EIUNzMFubC83b0jS2tpa2sRygSgxYIQFPTcxotnXwSbt4+/sASeeBHzWwke5uAegXES/2vF4nE4smjXx+Ix3zZlvo0+OL/7U+/jx44cumXdOHnroIZ0+fbqyCLqZnnemjfxMZySnfUdTde46B0PMIepAMncUPA9OJHjRT3PycSFNcnH65oxPqDTZGNhwGAue+siF+rkLEcFQMCMA4XhiFr6pgFXmnSStrq6mBPSwN7OYKCKzc2Y6X/dybe994EpZdG/hXZ21Yv57ajdPQUOdAAWYyaNPeFxHnF2jDigKMIDUh+99s3cQy7MdoMV+dFcGwIDXgXXpoGyyj0bcXYKIcAcOHt3u4v0r5U/aYo/19dEBJX3q3/u4c+WA7yUl0z7X+zrLPFhaWpoigVyYH1I1DoHx6a41rCU8o9frVbIWUAbP8cA8vos+pLSpK3o+fqJ/r7sJuj8/Y5w28Tb3/YhrXdlnvvu67D7CZEXIifsL85tn+/z19mZuOy4iUP2guMfsG0Cl4dHkndmcm5tE3pI2hoanUx2ASdWNTJpEakvVEyByGzLlR9+LCOJY1CnbJ6//OFvik4J3c80McS0ZcOraqjTRSH1xuuaaayobQ7zfnxMBtr+b/3bNODKwMXI4TmQ3J1CmM9ru/8ME8u+ZXDHJsvcJ9eK7uLB63/K3L+7eVxHAHGbxvmJB9EXL5wQgILLOrhBEkMXnvgExJhlvpAaTJmlmhsOh2u12Uv54JnPI/aKazWaa84inboHx9A2DTdwT2zvQYz6yMbVarUrWCA+QYGNxqwrplCiXgE6CP6Q9gIpyubCwkAImvA60L+/hYz6CfuYNG3S73a4EwsFWeTs5mI3tQBsvLi6q3W5rMBjowoULiammPr5+MgdjoIcDD2e4fHx1u90pxo31ifdAqXdrEdew1kbzKps3a0ac9/7OhxmgurWO/mSfRHyNd99/7o/KhTTNquaCeHJrol8XA3fxk6Uf/X7m/9LSUgKRDkB9/wCIu5Llaza/45rlVgf/nLZkH46soe9Jo9EotSEnc0Viy9ctrxNrD/ORdaTT6aT6k/HC12UX2i1+7iDY99TIRLMWewYOrDqOffz5/r70FUe9H5T0i/ueqD9qM2iCvpFySgQsStyImWgMbBatCFJgLuIAA/SyWKK5R4DKoGeT9Mnviyybtr+nP4+6RabRgbRPIL7j/shqRlMF7Tk3t5dxgIkKu+Ag0tsjspQRoDhrjFmVjdAZ3kajUTl21bV0JgztTFt5W/sRh7StgyJflBgvswCqA1jfBHMmocMucaNHHKx5MImPc9oz+lo5s0EZPg69D1A+CD4jKAHgQqSpjzMHm0Sye52p1yyfM2fyhsNhGnuMeQ4AkPY2iXa7nawZlI/vHEn9Y71YwBlLubkN8HPrAO0Am+esp7cj498VTNaHCxcupPf2+ej3x/6iTA/2IMiGzXd9fT0FTPKOrDn0q/sYep84MHVTKf3P8cLOdDNeuN/XBgcd/re7WzlzzFxmvc6dVBetP4dFGDP0E/6njN2ceZ3xEseDj1UpHwzp10WA5P0cSQIEwqXT6WgwGGhpaSntBX7E9Pnz5yVJR44cyY4J9i3YSJ9zblFst9uVo6/Z3xxge925hj0exYf8yNQhtksE77yrr7Eod4x3AoxR0t0Kg7LhjCnvzXt6PwDcHWNwD4qH9xcA2/2Md3d31el0KoQQ1iEnsahjt9udIpj2W/YNoEaTlVRdqGkoUjYMBoOKv6MDFmmvcVutVmUTpGPQKFjUiIZ0BiOCypymGieml+/iEeNuBnFTFIPQN16/3ieFVE3U7ZMJ/zrajyhYJrYD9egkzbv5Z/7e1Ctqnh4N6G2EuIN3zpGc76OTN+XEjYXsApQNSImseVygfAH3OrqycVAm4uWQs2fP6tprr5VUZc7oN583cUFmM4zmPh9PcWw6oPJUUu6jxTiHZYjuHI1GY2r+uZmQ5/kcjhsvdQB4Ym6XJizu/Py82u12YnDY4AAzbCZc52zVeDxODMjFrAuMNQDqyspKeh/GsB8a4O3IvHL/1Z2dnXTijqdmcvDlc5O2iSyZtLd+rK2tJQUCVotyPP+qB1AAAr3fqTsbJWDCk/MDOOK6yTsCbufm5iptzTjjGc6m8mz6jnUgPsMtbUWKFDm8su8+qL5h+WIbzchsUCxW7pvB/RsbG1pYWFC73Z7SqKIJnXL5zSKXY0EjSHSNnbLZIFiAcap2DYd3ZPGMQBtQFcG1pApYyAVh8Tdtx3t6OzoL4cyYt380obhm7mfYw6aSQy6aYPw+3yzoL/cniqZ22tDZMaRWqyXzl4NTF+6ZZfJnE6eOx44d07lz56bKOYzijERkV6JFIQK+nELhzMoshsWPZ8Tk5/+PRqME8Hq9XtbsHBkGxiDznfpH3zuAHGsD5fAe+IliVoeV8LFJapharaaVlZWpACJn531MesBXZILiuARwdTqd5Gfva4IzJq4oMuc2Nja0srJSCeCIYB/LjoNEAC6skSsKXgfMrw5IvY2pJ2DbAbKvD94u7lNIOXEd4F1dqRmNRpUodV9LXEH29XWW1ecwC++CdYIjeKWqz6E0UbTcv5vfvs/kWLycsoq4v2UkJbBm4hbD3PB+Z756CqrIBvp8cQWG9/K92duE++v1ycEVCONEmuz9KMPMUQ9q5J44z71NHGu45WB9fb1iEneLLIx4q9WqPN+JA8r3dYY+83WQec9aFtdins18QlGGIeVI3Lm5uWQ9idYoyIiIcfZLDgRApXMcCCJ8R9RipKCdLUWDB0jGzpdUGew+SdxPgzrxDAZFTN7rPmaeK5DB5D5i7uMF+HWQ6AOMd4qLLQxXZDmd6fGF29kTaRJpzACG1YlBDF4PLx+3Bp6BacOZN9rPWdwcixmds/09eY5HRnr75Ez63iZumrqYxAX3SpCoKPg4l6pm2pyp2oOLAH0+lr2vFhYWEnMK8HR2L26GcTzyGaZoLCA+ntxEPTc3yWThilen00lmwbghc3TyxsbG1KlRlMsC7sypr0fRghCVSBd3OYnuFPjB9Xo9jcfjyqZGW+X6RNpjpgEobIxx/DNP3H8fgHrixAktLCzo3LlzldzCzHk35TKHeQefRygUzqI6w+pgO8dgekANPsnu1+6Mu1QNzPJ68v5RcXLXAd79MMpoNEpWQ/Y+B02+NjNWfT76/I/ray4ew5/rwjrtBAoCmPTDLhw0M54A2O6D7gpizo8aiYqIKyp8H5n++C6x3owtPz45gmb2r1gXPkOp5W/HFIw/5jnP9GNaeScnqJg/3sf+Dq6sR6uGz1mvr8+NXq+nra2t1B8oq54BiXrkxsZ+yL4BVN+44mD1gUZHuo9b3BzYGB0AStOnSyHRTBjBjgdLIG6CRqLWH90ESPzNu8V394WDzQLfGDe1xefOMksz4N0h3IXNHwDPZHDQwjGFbAxusnVHbdonBlL47/n5ScSzR/H74Pe+539noqMp06NVKSsGavnnOaAfAduVZAqECeac6RxLhbAgxk1DqibeB9jB/nsfE4W/sLCQQGpkFv1UIT+gwf2TSSfmzAb1Z9zB8rl5PPrH8V5swviunz9/XoPBIJn4fePAEuBBT7FM5ra7IUWlio2KdvMI+Xq9ngA4J6m52woAnLq5okFbO7B0tph24n1wJfCDKGj3Xq+nXq+XFPq4juLT7uDPxeen30cdqQNg2a1hzh7xrJihheuYv4xb36h9XWetjMzTYfQ/dUHR8LZ2Ro1raMeYlYM2dmYuusXxdxzLUXKMnTTZhxiX9Xo9HWZBfV35bLVaSfnwPYd1iL6LzKJbBZlTiLum+L7IuOAZKNjue+oHSHCdVPV5libHJdMOfoiN15H//WRKyun1ehVAHAGmKxOUGX3/mfPsyb53ReUWHOXuhhBtWKyoH0C7Xq9rdXW1osDvtxyMbKxFihQpUqRIEUl7iuba2lpFifSgN8CSuzo5gHSroVsZHbi7ks9zcoo+ABGQ6mQBoDkCSmkCYJeXl7W2tpaAUY6llaoJ8R2UOwB26x/XocD4+3e73fSugC1OeIpWJY+piM+iHRwkQwKhaG5sbKS2HI/HFWUhssmRCIht7W2YI0/w2Y7stbPizoI6S9toNFI/eL96zmn646CQNvsGUKNZyE1LpEGRqn4RDJjIhmEGplHdZ0aaOO/DrOQmtGsimK7dGd8DqyLrF5P+cl+9PskziJnGtTU3A3q7+OTwoKromkAdojmMTAO0E+4HRDc7o+gRldSZMkhQ7n0VD1Bw5sPbEW2NH++LyNrmAqmiaSp3DW2YC5SgbV0bj/5FvtheaYKGTVs764S4GTvOobgxuJ+oz8Pd3d20GfR6Pa2trVX6yjePuJjCbjpzAlvrc5m8yJj+ozmPuvt7eV8zDvzdqQu+WJ6UPo5ZD9DyQ0V8Hrp5vN/vq9vtVkyAzNOjR4+mYC3mbafTqTCB1Dn6duPnR3/Osvzw/N3d3cohHufPn0+b6dLSUsXP1gPh2PRzLgzuT+rMJW3qrFK0OsEKwYhvb2+nAxYcTLF+uR86bQ2ryNyFLfXnxkwvh1kcqOTaVKqa85EcEGIcx7U3roEOzCLz6tcyTmEnIzCV9sCpH43rYNnrj5uHW9J4BuCcOjnQ9uNz3TXQj1yl3XD3YWz5/r6yspLWnrjHutWAsTkaTXytW62Wtra2Uptjzuf6WI7vO/z2oEAHtVF83fF11kGlr1/j8TgBabILxHWQ76lDdGXcT9l3E79vBCzy8/PzqdEYvFLVDBwpcj6nk33iRTATAY2bg3H6ph48101V+AV5R3JKji/cvsF0Op00oJ2K95Nr4uCJ2q7X1SWaA1nkWdi8fQmMiCZ1ZGdnR4PBQOfOnUuTOgamuBmW/qE8By+0OTnipIkvoZs1fdEDWNM2gCSERdPzu0UFJvZpFGcLrlSAykIJCHUTqFRdGMkzGs1ktLX7/PomORqNUp5D/N/G40mKGDJMAHaYW4wd0uZQvrve+Jgdj8epv2EN3DS2u7tb8R2NfU65HsSF+bvb7aZAv+ju4KAp1745AIBvmudBpYxOp5P8XFutlo4fPy5J6dhE77OojA+Hw+R+4597v5LqBhMgfonSHhDf2NhIbUVbUkfmhGdtkKqHbHjbuA+qrzv0n4PGWEfKZ72OCgWKCOuX18cBvM9vb6c4jg+r0L5uMnfx/S6SFzk3hwgMEe8fB08+x/jt+2ZkZd2li3JXVlbUarXSvHWXA+pJDmLKdBe1uB+7Uo1wQlQknLxMB41xD93e3k5A0oGwK2N85gcMMS/W1tZSGU64eF2jq1Rse/6eFQBNPfk8KiqR7OKa6MYTXReclXdFBFZ1v+VApZmKzvjSBAzlWFPuZ8H0iZUDqF6GP9dBpQ/s+D0apFPoCPnPcuwpsrW1peFwqOXl5RQ9TBmABO51poF2YGF21jMCM4SNLvrT4CtXq9XS3xGgnjt3TltbWzpy5EjyLZQmPmrklavX946kdQAbAz94tvvl8J4Oar3vWIzYSCMQ8I0XyQFN+itnKvH/r0SQurm5qbW1tbRRRWYggqEcmy9NTnDB/MW9kpKDPQEQzDtkcXFR/X4/zVdYWYRcmYx19+3y4CgYmhwrxCbpANXXEeY1Y3402vO5gt10NhKJVgFfO6LZENnZ2VG/30++rs7qAtjwDaWdYWNZN9hMmFM+Lr0fYYxymzBMLIw3srGxkcDhzs6Out3u1DMwH3p/Oajx+IBZ646D1Mj68Qw3P/pnlMu9DnT9WbmNnGdEoHGYZWNjQ0ePHq2QHXH8Y26OJuVoHWKNjZ87KHVrBvdIE2XfATHiwNjXW2nv8AoyT/g6gCIrqRIgx14F0ytNTPV+WIb7oDPeY72cvWTeuIuC79/+3s7kMj/n5ubSPsne7P7frVZLKysrKdert53PnZzFLree5b53hTFXjisPvpZ7+b6G+vzzdcrrfBBk3038LrlGjUEy0rQJz/1wIvsiTRZWBokHCXnZkRmIR8MxEaknoMtPsPF3idoS5r/V1dWpaGNfuBk8UZudxRp7e3l0fHw/ByJscgAX6rC5uamtra0EENFoeU9/NzTfqNVG85ubhqJpNgJINyk5YInKS1xkLjZpc8AmLoRXogCG3ERPGzkLSdohnxPeH8wZ/mfcex7a3OaC2Zzr/BhhaZLomrRwzl7Eo0zdJ41r+I3CJFWjvP09+M5PvZH2TJAoh7Am0UXIj2j0+eBjfjAYqNvtqtfrpaAxZ2Dph42NjSl3n9XV1UqwIfOGDArI9vZ2cjWKOXx93XK2OQYx8t6AWD+ulbykXp6D96joOqPq7YFSwbynL539ZC2lf+J4c/Dq6z1t6yDXTcA+NooUKXK4Zd8Aas4x2hdCPvOFxxdIZ+E8otVNt+7L4VpFznTHphQXfYSNiU3AGSXP8YbZEnOZg8TFxUVtbm7qwoULuu6666bMkdQL3yzXNFnwo9+Xn+6EZkdZMc8b7AztC3hwUDI/P68jR45kWS8Hgf1+X1tbW8m0689w0Bidub19I2vqfXIxX9wcOHVGB7DBtRGg8l606ZWSAzUK5mskmnpyjEk0mbp1AXbSfUglJV/GXFujQLqp2DNB1Ot7p8NwH+MSAWhRD5LuOzuIsheVROo/Ho8rCfpHo1GFvfQT0Rz4+vx333FAcJyHfp69g3p3S9nZ2dH6+rrW1tYqbbS8vJxYJoC8+4HiP8ac4nl+XDB9gBKxu7ubXKW8X3mH5eXldP/GxoY2NjYSIMTXM2YS4X4HqJ79gDyvgH1PDShNIr6pE33tCixKNwq0u0oBvnkfFKKc8n4liLtQSNPnxkdLUPThdMmxpznrkpu23Ywf2TtXLpi3TpBgKez1emmsUDaKE9ay4XCora0tLS4uJrchyvY+px4+XlgPYlv4OsL8w6edNpQmc91PvnNmN7os+Q/fLy8vq9frJdchFFXG5eLiYiJ86KdINEWrbFxHmX+0QbRMIFhZc/PXLc6sL97fcf3db9l3H1Qc2gmYkKY3St9EudcHKCYA7+CYoiHe68FF0eSUW+QAvJFFiOWzmbIwx+uXlpbU7Xa1sbFRMb97gAa/vR4wK74I8f5uRqBdSP8zGAymfEwiQ4QJX5Kuv/56tdttfepTn9Lm5mYFDMDcjMfjtIiQgN3bmjZ2MzJlOIhw0OntzMblmzzipsC4WLpfTuzzeK//XMlCG2Lijkyjm9a9rZmDcRFzllWagFSucYWJMQbg8nx73Mtm4PPRmUMAnzN60QQvTTaqaJZmLHhwE+44lO8suzONvga5YgVD6IAfcMh7+HrFM9lYsLiw8bmJkzoxxwB/tCvgkw3L3YgI4OCdHNy4clur7aX7ckYba4j7ybFhO4h0VyN3eeIZ3r5OItDvrAeeCxVgwzXRjcL7wsevW1Z8HYiuVYdZNjY2tLS0lLUK8v4AeV8PXUF3ZTQnDnp87YwMuZcb73drGHOLvL0+N3wfkyYK6GAwSJY7X4vABtEqiDBnmV+Is/BYFXx9iFY7xAkz359QEOMaKU3A5/LyciKAuNYtT15uzgUFUJ3DGk665fxUXQEAnNJ33g6OdSDtfO6whhwU2beaRNaOSRL9wSJrmEP4DHAWuwju6FifXLEcFly0nNwAcjDpZkiEdxmNRsmnzFlcwOJotOcH12630wbkZn0PQoq+LBG0dTqdiskRranf76eNmQGHBugM9WAwSOd943tz66236vjx46ld3UzoG190wI5txSTwzcpPmcHHlkWJvmKh4fm+2Hg/0C787xPLJ2dkIWjHqwGgdrtdtdtt7ezsTI1XqcqiOKMlqdIn0rRbhLvO4M/s4lq/L6AOyMiYwSbsSoTXj79ZfN0C48oq7+HrhaTEXvr/vEMEms4UxnZgPBEpj8AS+XpGuc5sssZx3CjCRuygHX913n19fT29x9zcnK655pqkXAJ419bWtL6+roceeqjiH768vKzd3d10qAHKBH0Gs8wm6WZ13wQZI76R+7rojG1O6UZ8PHa73UpZ7AGsde5ClGOfHJhEAHMlCP3t7+0WI2ctvS/oo1nuD763zLIq8ptx7yQI3zWbzRSAFy0ZKCIOmBwUDYdDra+vS9pbDwgkdMVjNBpVAKuzh91uNylcMbDHx5u7AQFqXRFyX3fq5XXAqol1wa+V9va1drudTpWKBArzKlqaXDHzvc8/i+8U+8X7k7mCP63vcbn9zokdxgr9cRDk4EDlIkWKFClSpEhFXFF3ZdFBjQNWv+dSlHCADQxnJIAcBDmxg9LF6W4oFc5yA+YiAHbmHlDb6XSSAhutLCgqlOGubNvb22q1WhXmPFof3VoRWUIAPsp3VHIRV8wjiTUcDlP6uBgozO+LuWDwPPehj2Z8J7sgwryOtBttGt1enOXmem/rXFzQfsu+AVT8/m644YYp3xWfVAwa/CUJaPCJKlV9Tpis3nmRDRgOJylW0DoYeLl8YVELdZY2+r96cIq/x9bW1pSJemVlpfLOOX8Rvuc7n4gEXUiTYx2pK3Xx3KW+GA0Gg0oO1+3tbd133336zGc+o6NHj6rZbKbI39gvbkbwQU66rPF4cvSks1QwK5h0qAtMcmRk3X+V+70ffAy4id8lmnKiS8eVLt1uV81ms/LOzkrBhjvD6q4W3Ic7jru2uO8x90Trg8+jWf6jmAZhEj2YR5r0GRYI/9yjmGE46OvBYJDYjU6nk0664R0wH/o8ZVx7e/hYY874PCTNjD/f3W38KFja97777kv3Hz16tBLQ5nlSJSVmEj/X4XCoa665RjfeeKOkSUBav9/XX/zFX0wFlzEnYTlhr7GedLvdBAZgUCMbRn87CzSLsWS8eP+zZszPz6fUQ51Op7K2MT5jZD/COs+YoZ5ceyWZ95ELFy7oyJEjlTnrp0y5PyFtFf04kWjO9nbEmuWuJu7C4fdJqqSVa7fb6na7Weuls4j89r3TrQSsBzkLqN/vqeqcdUf8evff9gBfzxHcbDZ17ty5xJx6kLSzqt4unqJN2rNStNttbW5uTu1JDvz9/Xxvioyotzv3+ju62wBuXLm5lOsLt4ZFMH+QZN9rg3ZEp9FwrkUwMWNUvKTKd1I+bYwvepg93Akayn91dTVrusaszaLvpj6+j8el+eSQJkALM9vCwoKWl5dnBhcB9HywsaBEDS0XGOUBGg7cuL5WqyUl4ciRI5Kkhx9+OGnDm5ubqb4ebIVzPsCVzSr6t7ZareQuEfsCsN7tdivBFrQX9ziQzJl8fQLngGuUCFDjfVeynDt3rhIQF30H2ZxyplN36/DNgXLiwh2FMbizs5OCkhD6kzkYy8iNXzcR1mq1ii83jIrPCRQtwJUn5WeORXbB3Q08QATTWQRCnE/vCjBzn2ART9zvx8FKSilqMFeSdcHXLs8pubGxofF4rOuuuy7dd/78ed1777168MEHU528P5lbBEdduHChApgB16yBOUbFTZzMI1/rANmMl8jkuAsT64bXkbGF64a7AknVVFde75xL1pUkzE/Gl7cv3/ucpo3oz+j/jbi/IzEGlOG+2tzrxI2Dr1arNZWycBYj5/uzzxfymUZmMqai8hzYzO3xeFwJ1vO9E4XX93AnXgaDQTr+lzE5GAwqwcHkIGZd8HXQ98gIQn3++poVgT/fg30iOxpJFvAEWMBdr2btf9Td3XOkKlY4aAHD+w5QPfAH3y73T8KH0hk4p8qlSfT6LNNENIUw4H0Se+S8BwlIVT821/IcXDrrw2eROaIu+JoNh0Ntbm5K2js7nbq5lhwBBaYE5OjRo2ly0GbOOBLN62Xw92Aw0MbGRipvPB6r2+3q5MmT6XtvV/dt4f2jLw7gnvaIPqYAFdg4NjQ/ZcgXTTYy9zmMwkLAdz5RHXz49b4wXi3y2c9+9lHfc+ONN1aY86i40TdcE4MTmZss+q78OWOADycZIXwTxJzlWn/cqL0uDmiWlpbSvCJFkW9wzo7ArjiDSB082AHQ65s3p+WwfsX5v7y8rLm5OW1tbaWTo3Ly4IMP6sSJEwkM+BoF20Rb9Pt93Xvvvek9PvOZz+i+++6rnIjDuOdeTw0mKc39paWl1LasQZQT/eKIeI5Wnrjp5ny/fYP3/vf+YG3wDdWVhcgQ1Wq1A5NY/IkSiBxfi6OZX6pmt9ne3tZgMKhYF9zqAQhy0BPHve+19G+OkV1ZWVG/36+kcIv1z/mwUnc/LIT3c4kHzPi44TPPWAJbL02yjGDFAPTiawnxcs0111SsGLQTYwsrBsqAB/FF1wH3ZZeqB9hQ/whCsbyiJDioZT7QX6wzvi/6PjcLpEoT6y0ZE/y0y4Mm+w5QH3jggWSmgh1005QPNCRGliO+icbO53sWTTcTch+MHnVBWLC5joEDMPSACy8Pvxq+Q9vzCfDQQw9J2pvgDByAsANUQDoRg8i1115bORbWQSEDmoG3tLSU2GqYVDfPLy0tVcrI5XuU9iYqrBKmJOrkAVkwLR6FKVU1NtqLieaBZGyy0uwE6bkNywFoZHb5nnfHxFnk4pIzt0pVc1tc2GEWWFRRbphjEfw4S8JzHGzNMkthTgYIu1UB3zTMjw6m+B1dPiLYpu7z8/PpxDjqiVxzzTVpLpCwn42tXq+nE9mWl5cr5u+c0E5siNRpa2srldNsNtXpdPSxj30svefm5mZiZzH3+YlvrAso2K4sLC4upg281+slQBCVZFd4eTfalEwRfO6MKZ85cHYA6uOJccC666DG6w/oeiyKV5EiRQ6+7DtAlSYnygAsYDKRyJpGPza/TqqebiFNFlE0f0CZgybXfDDXoVm47wp/ex2dSZUmprUYFYjgm7m1tTWVasb9cWNKpkcyR3taC0C0ZwRAM4MtajabajabaYNgY+NdHeRK1U3dk6+7/zAmVlgQAEPMSuCau/edp9OhLd33yv1+AMmAVDf9O+gAYHh2gHhUbZFpOXPmTPrbWdLolsJ8BPS7tUNSYiVR8iIb6/6e9JvPb2fT6FPGA4yoWzQ8AT3uJBy36/fyPRIVJn9PfPMwMTL2EBirhYUFtVotNRoNffrTn5akSvJ+ypmbm5upHJ07d07XXHPNlE9dt9tNrj/1er2SgQOlMb6DK7PUAXEFAVYIawcAHR9erve1k2f53HZ2m3bxddt9/TFRRh9zZ82Zv9EkTPtHhfVKlU6nk0gMaQLkmTu4VXj/w6B6HtGo2LkrBaSOEzeska40OiHAGGo0Gmq1WlO+r/RRdOVAXPnkmdH0zd7N374nOYPq4w7LCdcw/xcWFtRutyvuL44XyDiD4ipNGFKOK88FOnnb+niN9YymepfhcJjaz62HvBv9Rb/klLvoPhHZarde8G7U6aCZ96UDAlDPnj2bzMpsOG5WAOjR+NGMyHU+GKTqqSl0Jn/7ZMmV5/R5rVar+Nf4pOAe6uYbuFQ17XuOwdFoL6UV/p8x+MQniFRlJHzQkU4K8ckRQXhkTufm5nTs2LFUX/dDZLMlnyr1imZHfy5l8OP5LaMPGe+XAy2YpXwj9E3QF1YHRN5WTGIHEiy21KEA1NkCOGW8wYa7GRc2PvZxBBOMuejjylymDACSs/ooQIAbVxCpH+Aq5/6D0uZMekwe72uCuxPEvKRsaih6/i5uQmw2m1pZWUn+oQ8//LB6vZ663W4az7kNKoozoMyn6P9Jm/d6vQpg4/u4PsbPfe7TFrQzyibXOsDnPXw9iqZg1iK3MHmbOVnAM7x+7pblps7d3d30vgdxU30ixccx497TGXq/wn67m0TcK6QJUI2WR4/ZcBCcG7v1el1LS0vq9Xop9dlgMEhWOXcHYY7xbHf38H2U73u9XiKxqJdbN7jO3w3zNd8xf92/29ssuqJFsO9J/JFokWPvYq4Nh8NkBfFc5LxrVOaoJ+0Uc67SHzkl3/92kBrFXUEAw57u7aDJgQCo0uT0JCac+9ogzqS49uOLpA90v88ZIF+opWpuPdfQfSL6gIjmTspksY3sHcJEZGE5fvx4ej8HmpThoJVNMbouuC9tZJajC4MLdcU/R9qLFnVFAB9UlwjCvT0o18G8vxP/R7NuTPYP6OBaP+nHAUwcA97OlIGpkrpKk4CWYt6fLe6P6WPOFSAUAMa5u2ZIk0W5Xq+nPo5+ifE4T8p2txVXzJxtlSYpV3xOzM/Pp/s7nU5aiF05i35yDuDcOsB3iJu845jlHRmPKJ/4XLO+jEajSqBjTh5++OHkMypNziTf2dnR//yf/1PPetazpuYd7eN95fkjYX7jusT3Eewzz1DkYKp97vmamWNu5ubmKv2VK59yvK1dAXWlmHs5ketqks3NTR09elRSdc8hAwOfS9Vjjp0VjQArKkuRtff9zAMKpQnY4j6sB7i1dTqdFCDo/s2uRPqck6qWGknJohfHqxMi/Pa9yuvpuVJzSf/dWliv1yugjbIjLnH20udT3J8B1e12u8Ji54D+wsJCZb/yfc3jNXiGr8W+x11M+fX60bYbGxszr99vOTAAtUiRIkWKFCkyW9x/n0MbcJPIuWxAiDjAdAXGzcKReQMoeiAi9yEOBImzAJR1u92pU+JQSuJBGbCTKGEoRe43DcDLkT5+jzSdrYDUbU6oRBN/tKS65cDZfywLOVO/E01zc3MpCDFaD1zxpgxAMGDU25rrer1eIpZy4kpiJKZoe1fycuTVQZIDB1AjY8ckcrbTo9ui74dT5D4pmKSI/+2mqugP4/VCO4m+mdzvFDzPdJMB3+/u7urIkSNqtVrJHOKZATwgK2eSyUXVxrbDxDOL7ncGmXbq9/uVfKREOvpkiGW5Js//LCpuGopanS8Srgk668tEjYw4i7Kbrvx9XPMnenx+fj7lnJ2bmyvm/SCnTp2qmL1od1hU+s/zpbo53MU3SdhN72OfE27eY+7EeuCS4e4ACD5j3W43PWs4nGTH4IQb6u/+qQimS5gUgocisxstKj6GYJCps5sI/dx0zONetsuxY8cu6is2HA51++236wMf+MDMvnRZXV2VpMqGKk3WCmdg+MGtJ5r/6XvmFPklqWM0WXqQI+/gf/NOOV/7nKkfuZotH6Qq8wDWnZ0dbW1tVXwWfR75GusgjP9n+fG6qxh9m7Mssj/jPsP82tjYUKfT0dGjRysAzU3l7He+hziQA5i6RTWaxSObSr18X2y1WqmeWPn8vb3ceLgAbedzsN/vVyxE7uZE/VdWVioZdxjHbhHytmRtw6rpZcGesnZwv1sWfH2NAJ0yYh8wng6qHBiAeuHCBZ08eTItnE6f+8LKRuY+KLnOkKr0v5ukI1hy0y/lRaDqfnRujkCizwqCKY/B7Jta9AWjbkwutBxpMoHiIuPv7ot4Dow7oLhYXfFpAqR6HdzETsCGm2kdnDCJcnXxPnQTjvenTyZXBqgTZUefQN/ceB+Pvh6PxyXyN4grgPz24DNXDJ0h8KwN0c8N0Ogbp7uh+FhwRWo8Hqf5gtsA4I7n+r1u3sMHjoXXmSRcDeKGzJj1wMcYfOCfuanSJYJOnrO0tJSi5KMp0uX6669Pite5c+d07tw5PfOZz5SkCsM0Ho/1hV/4hfrQhz6ULccF8x2/PfDNFQ/6m74A7Eczo4MJQJCvJW6+dL9Dv9+VEVgjn6u0pY+ng+gft59y/vx5HT9+PK1t/X4/ZUCRJmOU+YbfZSQYIkiSVOnvSHA8kvmYZ0l7c31zc1PLy8sJdLEHeXwIMQeUz/iTJmCLcYJCGvebXq9XSZPkez4pHX1vxf1LmgBM9jx3QfC2BJy6Ow11nJ+fT6mfYFw5ECO2q5NrDq75P84pf09nwZ0x5z28zrn9F7efXq9XUQwPqhwYgCpV/SMYXB4MAXjxyDPYDqfK+R39HxE0GDYQBqNH9vkzRqPJCTZSNRWKNNG4qD+LqoNr/Es41QeAF+vrkdA5B2h/R/6Opgq/3hlWSSnNVbPZzC5WGxsbWlxcrJzQwUT2gCZnid3XLWrsuQUtV0ckBnl4G/vnPsndDEUdvP/wPXLfmyJV4YQi3+DYPIhche3H8d8zKLARojBIk7mZi9RFIpPnVghpMg8ZS4xBNwES8DYajdIm4ZuB+8TGlGeIb17R187HtG/ocUMcjSaRt67IjkYjtVqtdOZ8ZA2lPQYbFurs2bPp8w9/+MOSpJMnT1baQ9oDmwBx0tU9knzqU59K90pVS4bPI4+8d+sI6ybroVuJXAGO8zM+CzDs/eNtOhwOky9jkbw89NBDuvbaa9VqtTQ3N5esBdKE0SctGfMwRxjEfcvnKXM3rsdIjujwNGzdblfr6+s6fvx4SrOYC+oCTFNHJ6BQllAuAYsIp7r5nPJr3J8dy4AzwRFTsPf6O4EZuLfZbFYU5vF4nOY3deXQm9hW0nSOYLdYsXd6yj5vKy/T24l6R4syayUKx+7ublJoDrocKID60EMPJSreWQufKIh3nDsvc0/c5OgYH4iupVGGm5V9kZaq0eFSNWKyVqtV/G3YhLi33+9rc3NTg8FAy8vLU8DNwaUPUp7h+SD93TF/SpPJ7CypX+sbDfkS3Q+l2Wxqa2tLGxsbFcbYtV1nMufm5ippMXgGn0eTLvfFyeRsqk/CyMB4GVzrk9onIu/PZupm/cMwMZ9s6ff76VAMaRJAsb29rXa7nTYXH/9sHPTlLLDB/ANEOghm3vlYn5+fTyCX8ecgxxXEjY0NdbvddEoV48/HCM8miGNxcbGSrswBNht4HHdu3eA+3xBpL0yZDnDn5ubUaDS0tLSkwWCgTqeTXBCkPYZ1a2vroubWBx98UEePHk31im4vKysrlTIfSQCqyOnTpyvKOf6Nzub4bwCqK8iucM5SqCMQjsGwd9999yW/Q5FJcDHKF2vbyspKClBCYj9Fia44/n9uXM4y/fPMZrOZrBmNRkNHjhxJrmfuDsM4YNxE5Q1lD3cGFCPen0DbyPQ6MeMudLzXrNMfAXURfGPRdLwgTcgnsnjgRhSPSo4KQPQZhmH2oC1Xcn1P5/0j0yxVk/bj08v70XYeSHqQ5UABVElpYERzn0fqRh8UN5s5uxc1RUAMGg7C/87EOAsQ2VA/aYXvcUaH/YShJJcqya+5XppOOu/v5gNSmoDD8Xhcqfv8/HwFmEX/VW9LdyOQqqZzhPQcmGYcTNPWbppwf0GuiQrFxd6Tv6M2G/2ffBGJ/RIXGN7ZzcueI5ZjJYtMhKP/fGxhqnLzKwylNNkcfax6qhb6ztMjRdMZ44mNg7nsp7hF32ppMn6YZ91ut8Lcu4sQm4qb8HknrCYOxFg7HJBF1n08HleOO4UVcmWRvwngoIxGo1EBk/Pz85cUkX7+/HmdP38+ZQfwuTvLzelS5f77709/X7hwQTfddFNioZwhZa5GtkmaXl/i/HQWzomCBx544HHVvUiRIlemHDiA+tnPflYnTpyYYuqkiZYQfRalaR8t11Qc9KG9uXaDJhMjAaP5gfKjCZ6NlbqRy3UwGFR84Zzp80AixM2knk/N3xMW2MXfz02i3mZ+rfsBcbINz3CXCcy+fqININzfxzVa2shBhZt03FGb672tve3dDOhtzX3OdEW2C5YHJmg4HF51ORMfi3hgAYoB7CQno9HWroH7mHNgJk1OGIJ18DEflQrmaFR6PC2NNGFnnQ3tdDpTkcqSKuA0rgmUCfgCVLmZ2+vh9fV56Iohyhnvv7m5mY43dXC3traW2vrRyEc+8hF93ud9XqU+cU14vHLPPfekv6+99lpJVcWaOed+rHFN8PohvPvDDz98Wet7tcr58+crPqZuDYvHb+d8IKMrmaTKWi5NDkvJmfgjmeNCztF+v68LFy6kE9C4j7p4ICxWhOg24nsc+yd1nZ+fn2JQfU/wvZv3gumUJgqou6B4HRnLkGWsY87AYjKv1fbSWa2urk61vyuv/HYLqbe9NG0Z5l3AINSd314ef+PTzjVgnMPiPnPgAKpUDTiaBUqjn4Wb5nOgh43PzQHuzL29vZ0YETanOAgwSzFJPPDJgwtwCN/a2qosGHNzc+nM8Z2dnYofqIO8i7ULbeLv5RuHLxQA6QjeuA9TgpsJMPPCSnF6Bu/gSc8j84W46YdFh7Z1v9XYR9SPtnczP+WjTPhiEhdUFjhYLE5UKXJx8b6GOWd8YfZ185ub96UJWHRGn8hv+tCVF3xbnbF0JtbFFRXfTACfnFFPME3cbHxDGQ6Hlc3J3UsAX24C9ON33SXFlVw/K5xnsun45rWysqJPfOITle8fC/v50Y9+VJJ04sSJ1D5PlOQCCm+++eaKeV+aVoYjQK3VasWE/wQICqDvaVGBioGJSNwbXDFzNy/fRy51vOIDOxzu5Wq9cOGCjh8/XnFFAFgxJ1lPImh2lxx/vpNN0d8z+pDTHii30R3JcYQLdfG2cCW43+9ra2tL4/FYS0tLarfbKV1Uzk3AlXl/L9bZ4XCY8EJ0gXGw7lZiDiGgbDCKZxsAdxwmOZAAtUiRIkWKFCnyyLK+vq5jx45VGDe3FLjrTQRNDtyir7EriZH94zNAlLOVyGg0Ssdn7+7uqtPpqNFoaG1treLrzn0e8ONlcB0+7lFR5nsHnJ5ZBvAefWSdScaF0K2wnrXD24Z2pm4bGxsppqPVaqnZbFbYTK9jLM/f093nYopIlD+UZ5hUyiT1lWfa6ff7FTAPOXRY2FPpgAJUzqJGnJHxs3KRaF6Ivqp0PswLTtDkKCNazoM8nAnyQA4GTvR7RWsZjUZaWVlJrgTLy8vpGQwumKScaTqaztwRO5o3ojDBcj5f3pZogfjnoc0SCUmduR72k5NkpCqT6ZPRFyp3afDAMveVjeah6JTvi4Z/78/ic8ph0RwO946f3N3dLWlqLlEYCyyybGgs4r7wM15hG2Grne1msWSsYPaT9sanM9vOpPozvIwYLInPOnMN15TIihJEIk37TVNXf99oFYCR8vbIWSs8cMwDORi/vPupU6fSmFxcXHzMp7lEpvjJEpjQG264odIfvqlHyZmBi1weyWV+iRbEaJlgzfT4jpwwx1mL3WTs1rLIqEtK0eyYljc2Nip7jO+jMW2SP9+tGxEES5O4EG8PJLr08az4NyAwAllfe2iH0WiU8vGur6+ndsQqRPsiPk95ngc70Z78JkDRTfaRXY6xODs7OylLj1ur4qEHh0kObG3xUYK2lqr5CmMnRd82qRplT6AGQM8jCfGN8QGTM537hHZfSk+Cfc899+iee+7RU5/61ES7S0p50uJiHv2CfEDOMuXP8utikWIiu3mV67wMAAIAlCPzVlZWNDc3lyKeaRM/2xifX3xW3ezAu82aiCx4Of+caE7ydude9z/1tDjRtwfTfkkrdeniCz5R8a5QuF9V9OkCYLqCSNTu3NxcMn35vARc4gNO30fFLPpg+3hhjDabzTQufBN10xxj0ZkbV6Ywsfli7vMmtzlI1XR4+OoCOjmmdHFxUR/72MfSc0lovrKyogcffPBx9Vusz5Ml9913X+X/M2fOJBATAc2sDAVFHr9sbGxUSB1fG6XJvHGm0v36cz6mroC6W52L3xOVJXf9abVaad91VyKui0yhrzHM11kg28Ej4vsP60usp5chKYFC7uOeyNiORiNtbGwkgMq6iJ8+n0U/91m+7bEdUIKJZ6FdcsGi/j/P6HQ6Go/HyZWR9IDj8fhRZfo4CHJgASpy//3365prrqkESkiTxS7mTotpGySlzQ/tBXDqA5rNeHNzs3KOsQsb6Hg8nkrTEuWuu+6SJD3jGc9Ideh0Our1eknTcn88JiYLOz53kWGNDJKDtzh50cAAaDhw+0btDCnBKd1uV4uLi8nP7WJy7NgxLS8vVzZu96Whzg7E3UfGD0egnWBqmeR+v5ft/jy+QOGX6sxtkUsT5g9pmdwnE/DlizDWCBZ33wzcdMh9Eex5uhMWaFdeeD6Lds4POzK6/C1NzHdLS0uJTYgbRM7iEP0powIZ1wbqzTt0u90UIEnb+KbsQUiPRy41/+mTJY+0LhZ54sTHrxMIjPdopvc5Mou59OtzQW9cx/h3/0quZ+5zoEC/30+gKZ7qFpUa1nIUxlngLgJoABrv6VZJrqeerC2sL5BQrqA6KbKxsaGHH364sha5hcbb1usD/iCYkHu9rVhrXYmnPPczjrEZPM8P1Zmbm6sESR1GK+KBB6jShE295pprKh0gVYMg3NfEzWoOlkajUcpFysbo+ccANlJ1U6LMnAP3xeR//a//NfXZ0aNHEwiMDCviwT/8Dwj35xOlLk0Gcc6Hh/cBzMGMuUmW9ul2u/r4xz9+Se/HiTfHjh2TtNcPgODoP+T18Hd0UNPr9aa0eRYMqZoXF4AU3xtz0mGckPstfiiDWxnc9A1AZZNxpgHfKGliBcDhnwA7D1LImbB87JMGyt0GSHclVXMuMm9jqjUimlGInEHF38sZ2qjs8pmPwyi0DSB4a2srjT8AcgFvRZ5Icdc4txS6dcmZRQdBOcUrZ1LOuW5EU7MrpsyJhYWFZJVxYAW49T0iur4Nh8PKoTZ+rfvAxj0mBnTOOjnJATXPc0LMwfL6+rrOnz+fyCruJ7p/Fj6gXSJuoU5YZev1SRBoXPe8vrhUIbTZaDRKeb9xbTvMlotDAVARgOq1115biTR0n0VpbxLOYig4m1pShaLnc8zu7v+Bn+ZgMHjMprgzZ86o3++nwUdSXwbz0tJSZfACwjydBhJZUvfX9CTqME8umApIsM9vqcp+PvWpT9VoNEoRx48kpHDiVBPMC9HUEVkwIlAB2YAFz0vp91NXgJCb/JGSwubxS7fbTYATNpF+cAbVfYsxM3m0LGAv5+9G3zlj4GZBaWKadFeV6EvFs5lf5DKmnHa7ncr1DBF8Tz0Av7nsF4i7CrhgwpQmOY9defYzuYsUKVKkyCPLoQKoyOM5R93Ppj5+/LikCWiL5nQ22k6n87hBT2RPjhw5os3NzYomyLF0vnFH35nIrEoTRpIUN67dwf7wDD+RY3NzU/1+vxLt+HiT2HMW+smTJ9Om7KwadUK7B0x4INzFEnefOnVqyjG/ANInRlCi2u12AnCRvQdAMlbH43HFt5vxCEB1cBeZhlzwA37jMJ+AU2dIYf1RrvwUM/cxddcQFwB09G+OLK3XK+dOgyLLkYcAefdNK1LkiRTWQvY25qanNJzFvEVfYbe2uXIZ3bUoB8bUhf+J8eDZWGparVaaR8xrrwuuCuxtuOjkovhdPKCXsp0Rzimf/mzfN8ECW1tbunDhQnLTo52azWayhM6KD4mme29nrsOPn3bIMaiwxbOYWtwpdnZ2kjXyMFsSDyVAvVzi/ls4OjMQLpU5fKzCZg5zOBgMUgCKH83p0YcM7ov54UTfWg+2oqzNzU1tbW2p1+tV8po+1kjinDjT/LSnPS0tKPgrPlYl49Of/vRlqV+RRxb8UN0s74JpC6sA//uY9QCGaOZiQXbzG2400RTmwNB9uObn55NSRJlu/gI4A1pnBYL4tWxI7o9KXTxQIwYx7uzsqNvtJrDMOxXTfpEnWzwDjWefkKrBjQChCKSkahJ97vMAZb/H57QHX8W5ypHJEci5aw9zifdw5ZZrHdR6Xbw8B5gxiIrPqT/P9x9fK3q9ns6fP6/BYFCJG5H2FFDaJfqtx0BSB5XR9E79oiVKUkXJRzzImr9ZpyGe3G3wMMpVDVBdzp49+6Q+b3Nzs3Ji1mg0UqfTSYEm0ZHdDw5wgOqaFGwT1+ayGuzs7Gh9fT2dCITT9xMpl+rPWuTgSafTmfJ99t8c3uBsYzTF4/9JUCD3eyoUgCssjW+SUlU5gwmV9hZmjl/1oMMYfEgZbJjOwDhj4fkGOUGNd8/5hCOU7QGWhy2lS5ErRzY2NnTkyJGKVQ3rmftWOxCL7jYIoJXxH48J596cu44/j3nkmTwc0KEUuk9sbq+Lbm3usoPkFOq4H3oZ/M4FURE87b6hHkTFmuV1jpZO38/d+oOw9nA/wNzbxtlkrEUOYlmnIZ4OOziVCkAtUqRIkSJFrjghQKrVaiXA4sDNGVSXGKDqANMZUZQ8j36XqvlD+X40GlXiBiKgjIDVWVgHdznFL5diMrLCfI8VBxBJfaMrXASPKMB852mfFhYWkoUopqiK9eQ9Yps7S4wLQ3RHcmtUdIVwhZ1jla8EKQB1H+Xs2bM6ffq0pL2gFBiphYUFtVqtKS3M02nlxAes+6kw2dbX1xPLQ0qpwxzhV+TJka2trWTGkqpnVLdaLTUajXSErzOL/B4MBpWMAB7BK01nn/DNK6ZfgzmIgVZseu5nLalienOG1BlfMgCQUYJyc0F6uDJE/y/mFQnDW63Wo8r2UaTI5RbyYZJJwwNopUkEvJuKIyAigJVynDl0gOpz2V1j3FXGg1/9M5doBnfBhcjZXOoZAV+n06msM6Tc4n+XmLuUOlAm65dn0sHSGdtTmmZq/d1cHET7egZIjewodYvuB5SFRYpjla8EKQB1n+X++++XtHemNpNvY2Oj4hguTfx8CHBCPM8nG7gPThzLpUkAEyaJ4XD4hJv3i1wZsrW1VUkuL00WfsYt/ll+DSyOm9R9TC8uLlbcV1iAo/kcwW3A/emYF4BTj/gnP6Gbw3xjkPb8tagLEjdJ5mO9Xk/ndrt4ABasVQGoRfZbID5Ig+QM6Kz54PONeYNihyImTYKLAZ6wev+/9s49OMry+uPfbLLZzW5CQso1XCpoq4IjY6lVmdKhOBSlcjF0EEZhioVpx4GKoMXpjAgtODhFYWSUYlvbWkUHGTBAgEIHpFYGrIKIklEIrWCgCZD7JnvJbn5/5Pd9ct4nS0iWBDbhfGYyZPd9970sed7nPOfyPTYczzRybe+knQNqFysDzQYajVHpnZWheBIIBMz9SeklapZKA5PpO5cqYLK/K94zPy/3bS3PVSKLzXgMnoPfpZ1uwUU8vyNpmNNW4LOsKxdGSdRATRKkBhp/9/l8LfJ56PkkMs+ElYtSAUB6i7gS5MpYjVOlrbA6XQrO88Genp4Ov9+Pixcvmq5sEk4+DPPJjmR80PI1PS6yAp5jQnpLWRRl52rZxQhyEpK5W/wMiw+kF1bm1QHNRjEroeVESTguU1JS4PF44Pf78cEHH3Tg/4CiJEYkEkF1dTWys7Mdiik0Oi9lVHHRZRcEcrxKSUD5uXjGGI1XO6onz09jWBq6sijLjrjwPdZbyEUw9ZO5j1TzkAY170Ma0XaBEtCc00oD1efztXi2AJf2ntqC/PY9yQgQr08arfL6+KyRxjyfSdSaVQNV6VAqKirQu3dvY5yyIlhOtAwhsngDaB5cQLMhIItFZCtTGqcNDQ1XvShM6frU1NQ4qmHZYKGhoQE+nw8XL15EOBw2xqPUwuUkIfPBbCFtIicgegQAOBZcsvuUfHhzssrOzjbXyP14HbLgi21Y5SRnhx/pmZWLPtvTw6JDToR2729FURSlfaiBmkScP38egwYNcgjoyzwfmehNGFrlPkBz159YLOaYzGV4pFevXknXJlFJfiorK83fn9/vN1q3Ho8HPXr0QFVVlaO7E8PeVJcIBoMOTT+ZV8X8TpljJjuNSakcuUijR5SKAzK0TqORYU7b08H8PGqYcszJ40tlDNmZx9b2bWhogNfrRVpaGvbt29exX7yiJAif/5SAkxJUchEGONul2hqcttdPNkqx8zaJzOvka9vDKtU9mJJmS0DJ88aTlJJpPwCQmZnpCPHzfjmf2t2z5Fi2U3NcLhf8fr/5vtgBUi6w43mEAbSIxjDFIV4qBL2ofA7Gu3c+B+0FMh1Rbrf7irXMkwk1UJMM6tZxMpShSFZh2uEH2c2H20OhkJGmkIatFCtWlESoqqoC0BzuApomvx49eqC2ttb8vbFIg9hC//ZEQ2RhhQzLy3Nx0gwGg46HeDQadaQYyL91u4CD70nDNxAIICMjwxiahJMKG0vYjT04bt1uNw4ePNiOb1NROp9QKITa2lpkZ2e3MJo4L/B35phKA0m+lgYsx3S8dqOAM8LBkLUdLeGxWeQj02fsrm62NNSlDEsZHufi1OVyIRgMOqSagOb581KfT0lpanTABa5MFbDvgcRLnZCV+vGkpuL9v8gFhCzWso11Vu4HAgF0J9RATTJOnTqFQYMGGSNVrtJCoVALSQ270h+AyfPjoJcpAOfOnUO/fv1Uo1G5Yqqrq5GWlmbaBPv9/hb5T8w/40JJeia5Xf5uG622p4MTg1x08cHPSmXpRbXz32yPjjROmcPN/tWZmZktrotRCTuET6NZjVMlWamvr4fH4zF/11z0SfUMqTHM4iJpKNkFVDIH3K5mt+WppHEm5x9ZKMUfWTTJ9+yuVvKctjEt1W54X7KgmO2IeX67gMqOUtIQj1dMxjxdptcBzhbKPAbnavlMiof97OK5bFWClJQU86wNhULdMq1IrRRFURRFuQ4Ih8OmJiEjI8N4/WUet/ReMqxNw1J677hQpPEIxI+KxCuOksadXDBSXole3EAggPr6emMg0hNqyy/Gk0uUHlR6Zpk+x9xzfp5eVVsGi/Ae5YLWVhphfrtdfc99+d1Kr69twNqflV5e6Vmlp1t6TBnZ6k6ogZqEnDlzxvxOnVQAcYukpOyH7CDFAfPVV1+1OH5rve4VpT2Ul5cbj0Z2djZycnLMBMhwHkPj8fKzWHXK4iSG+eSDW3oubKkbTq4yLClVADih0MvBY8jQGSfPtLQ0ZGZmoqKiAlVVVWYiYcoAJzR2xZIeC1k1rCjJSl1dncOzSekpegCld5LjjMWOAOIaTw0NDY4WxfFE6u3P2nmtlLKShjDQNK54HXV1dWhsbHRoMl+qq5Lt6eXng8GgUeSQXliOf2kg2oaofCZJQ1V6fmX+qN1e1a7IlykRdmFmvO9YymEx0sNj0hvc3VADNcmhTioA9O3b17G6BJr+2PnHyaIUTvDxjFNF6WgCgQC8Xq8JH9Kgk56PWCxm0k5kSJ2KFZwg7UnSTkVhVT8NULfbjfr6eiNFlZKSgoyMjBYi4ikpKSZPVE6AdvqAVL/gw58hfU5kLPSS6Tec6BUl2eF8UVVVhZ49ezpC4TJnm7UMwWDQIbHGsSNbk3LMys/LPMl4OZlyHxpsHINyQSoNR7uFp1QGscPyJBqNora21jh3/H6/4xzSSJQFU3JBa2+PV6glvxOguZUzAIexeik5K/nd0jst0xJkaJ+yf3J7d0QN1C5EaWkpbrrpJoeByr69APDFF19cq0tTrmOCwSDq6+vh9Xrh9XpNjlswGHRo7bI7mtQf5O+simWYzdZW5AObOqMkHA6b/FZOkjwO0DwBMnQovUWE3htCvWGOq3A4bITOXS6XyQXPysoyn0lLS8OePXs66BtVlM4nGAyisrISubm5xgtpi87TaxeJRBwLMm6XYWsZpSB2SF96F+VrwnxQwrnO4/GY/G+OQ8CpWGMXHHGMc1Gbk5PjKKCURizHPI1fr9cb1wilg0gal3bBJKOY/Iz8PPPlZR4979tWFZASkjyuy9WklV5dXd3tjVNADdQux8mTJx2D7LPPPnOsKBXlWlBeXg6Xy4WMjAxjoJaXl8Pv9yM9PR0VFRWmkxnJzc01nktZpCCr9Ol15YRg57qFQiHU19ebdAJZMQzEL2CIV6DA/WyPDgCUlZXFvWeZKqOyUkpXpL6+HuXl5cjOzo5bgEtjit5L5mtyu/SYMvwsQ998n8Sr4qdnkEaabAwgc2PZwlhGOhia57EJIzYAjPoNiZeGEAqFTOqOzMmV8Jg01u3WpvI1oyy2wS49tPGeQ1wQ0CNse2/Z/fF6mfNVa0hRlA7hwoULRgeV1f2t5WXKjikMmdM7IrvKyFAjvQg0dmtqaoxHgz9paWmIRCKOrmm2tqIsapAhRLsSOF5YUlEURel81IOqKEqHUV1dbULfOTk5pid2vMYQUpKFnlYb2cGJr6PRKGpqagA45WRkaoDUTaReI3PVKEfFz0uvhhqkyvVGfX09UlJSkJubi9TUVDM2GG6XXk8pEWWHr7ndzkG1NUVtDW5uj0ajJt9VjmmGw9PT040nVOaoM79TekXr6upMeoAsbuRnpGwT4YI1nlA/0NyMg8dkyoPMDaX3VKYWcR8pcWd7cOktlbKRdq5rQ0ODiURdL6iBqihKh1FVVWVSUPr374/c3Fz873//i1vZS8NRTlryYQ80547KcKLdApjeUVbnyo5R7Ewj0wZkvpcU3bdDaqWlpZ34TSlK8sAxlZubawyvcDhsQvo0UqXEk8wFlaF2aVTJDkocdzIHFWhptNbV1ZkOdYyI8Jwcq7JpB48nj1lbW+uovufzR2qJSgNa6sHyvHYRFYue+MyyCy0ZqZEyXYTfj3y22d+TvB479B+JRFBRUYFQKHRdqYWogaooiqIo1zm1tbWIxWLIzc0FAGOoUurJ1umkV9PWIJVySrKQyJaW4j40Qml4sugSaG5pTCM1XidFLizldcgCIhrAvFYpC8Vj87pkoZLd0Sme95fbpcwd/62vr3cspG3vs63nyvNJST4et7y83KEQcL2gBqqiKB0KPY9ZWVnIzs5GJBJxVPMT6VVggQKrchnut4XBQ6GQo2sKj8FiK6oB2IUcQLNHwy7a4ORLNQAWhCjK9YbsAtejRw/jWWT1uDQEZVGTREZDGL5n7jjftyWhaMByPHP8RSIRuFwuYyzLjlQ8FtDs7ZXXQBH7zMxMo7Usr1UK9ceTgCJ2bjrvXcptsSCLIXz7HqXnlvdoqxfwOciCzUgkYsT3r5eiKJs2G6jxcjO6CyzEUJTOwJZnSXY6ajycPHmy1e3UQJV5XZyopIHIiY7ST6zo5TGk6D5lpmQrVOam2l1c5PEBmMmhsbER5eXlV3z/itIVoZEaiUTwjW98Ax6Px1SuS3F5mcspReolzBFnbqXM5wSavbBM97FbhFI5gIYwPan2eWyJrPT0dOOFZQtmXk+8PHNp8MbbLg1YGpAy9B+LxRAIBIzHV14vj0/N8pSUFEcaEq9fNh8JBAIIBALdVoC/rbTZQO3Tp0+3LSBobGxEWVmZGqlKp9C7d+9rfQnt4mqNB4aw6DX1+/2mgECGyhgKC4fDxnsqH/z0wMgOOMQWv7YbATB3jZ+hJ1dRrncikQguXLiArKwskxMqCwq5+AOcYve2J5NGX7wCIXZE8vl8Du8ijTUqdsjiKLkolY1pbNF75sJ7PB6HYSo/T3hd8fI7pUFuL575Po1UejpphNLwtfNZeS7ZzICGfFVVFSKRyHVvnALtkJm6GsbpjTfeiKVLl6KgoADFxcUoKSnBwIEDL7n/uHHjsGvXLhQXF+PDDz/EokWL4vbkBYDRo0dj48aNKCoqwhdffIGdO3di0qRJAOJXFipKV2L06NF45513cOzYMRw/fhzbt2/H1KlTW+zXq1cvvPjiizh69ChOnjyJXbt24YEHHnDsc7XGQ0VFhUPyKRqNOiptOfnRs0nvKVsvcqLxeDwtwoxEFk9Ir6rsbkOvCL25aqAqShOsHK+urjYpOFKzlF5TjjMailx0xjMEpbQct9fV1ZkFZFpaGjweDzwej9lHRjekDF1DQ4Pp+iZD5lIzFYDjOvlaNhmIN+alUStVCOKlNMh95bn4nJI6z7wGNiqhUR8Oh1FeXo5AIHBdVeq3RlJZZSNHjsSjjz4Kv99/2fDgD3/4Q7z22muorq7GM888g127duHxxx/H8uXLW+w7bdo0bNiwAZFIBCtXrsTy5ctx6NAh9O/fv7NuRVGuGuPGjcOGDRvgdrvxwgsv4Pnnn0cwGMRLL72EuXPnmv0yMzPx7rvvYsKECXjjjTfw29/+FrW1tVi/fj2mTJlyTa6dxjBFsOmJIAzr80HOBzzFrOUkJz2rUtBbFkNw4qLmqizc4DG1el9RFOXak1RFUrt378att96KQCCAn//857jtttsuue8zzzyDoqIizJgxw6xuamtrMX/+fPzxj39EcXExAGDgwIF47rnn8Nprr+HZZ5+9KvehKFeT2bNno7S0FNOmTTMeyDfeeAP79+/HtGnT8Ic//AEA8Mgjj2DIkCGYNm0aPvjgAwDA66+/jm3btmHJkiUoLCy86sVBtbW1RjeVHgWZsxsKhYyHgh4I6e2QHg3ptYgn5UKkJI7s2mK3QFUUpYmamho0NDQgMzOzRdW7zNuU44eFS1LnlB5FjnF6PhsaGhAIBOD3+wHAFEGylbFstSoloux+98Tj8ZhnIfNB6aG1O17ZhVHxosUy95XHkItbFmbKoi65OLbbO9NrynNpzml82uVBHTVqFEpKSnDfffe12DZlyhSUlJRg5MiRCV9MZWWlqbxrjW9961u4+eab8eabbzomq7/+9a9wuVyOkOXMmTPhcrmwatUqADC5NIpytfB6vdi/fz/279/vaFObk5ODw4cPo6Cg4IpC6llZWaiqqnJIq0SjUVRUVDiqP++66y5cuHDBGKdA04Sybds29O3bF3fffXfC13Al1NTUIBaLGU9pNBo1naJYVMDKfj7Q6QFlKoBsK8jJhz9SEQCAMUQ50cgw4blz567Jd6AoyQ57wMuQONNjZJhd9qLnGGNqgB0hoRFHY9ee/6UclOwuJ3+4eLUNS7ZNJkwT4jXweDRQ46UuxCv6ss/DhbPP50NWVhb8fj/8fj+8Xq/j+SSPQX3n6upqVFdXo6amRo3TOLRrVjxw4ABKSkqQn5/fYlt+fj7+85//4OOPP0Z6ejp69uzZpp9EoGf16NGjjvdLS0tx9uxZDB8+3Lw3evRoFBcXY+zYsfjoo49w4sQJfPbZZ3jqqae6bdGXklwEg0EsWLAAN9xwAxYvXmzeX7FiBXr06IEnnnjChK8TGTcHDhzALbfcgqeeego33HADvvnNb2LBggW4/fbb8corr5j90tPT48qV8L3bb7+9k76By1NVVYVAIGBC/TRQObExLP/111+bCUnKxMTLC6NHlRMiDVp2o5KdYQBncZWiKE44XiorK1FZWWnyJJkTyhQd29jjD3PI5Xsul8vkkPM4tbW15pypqaktcszlwlKK5UvvrfTW8pz0xErDlsaiLLaUUlG2FJQ0zvk7FQQyMjLg8/mMl9nWe5U57/SY8vMqaxefdof4N2/ejLlz5yIrK8u0G8zNzcUPfvADvPTSSwCavKmrV69u0/EGDBjQ3ktAnz59AABlZWUttpWWlqJfv37m9ZAhQxCNRvHiiy9i3bp1OH78OO6//34sWLAAqampWLlyZbvPryjt5ciRI1i3bh0ee+wx7Ny5E71798aUKVOwZMkSnDp1CkDi42bNmjUYPHgwfvnLX2LBggUAmooO5s6di927d5v9iouLMXr0aAwYMAAlJSXm/e9973sA4Bg3iqIoNtJAo7axz+czOdzRaNQhASeNSIbZ7Up+GobSkKTUVUZGBlJSUox0HI8ntZEjkUgLZ1M4HG6hbSqr9O3OU7zeeBqrNHJpoEciEUeFPlOGZAoB95fXmZqailAohEAggGAwiNTUVIfurNKSdhuo77zzDubPn48f//jHePvttwEAkyZNgtvtxubNmwEA7733HqZPn96xVyqg1lg8l3goFDI5bUCTBlpqaipWrFhhvEk7duxATk4O5syZg7Vr17YprUBRrpQXXngB9957L9asWQO/348DBw7gT3/6k9me6LgJh8M4deoUCgsLsWPHDqSmpuLhhx/G2rVrMWPGDBw+fBgA8NZbb2HmzJn4/e9/j2XLluH8+fOYOHGiSdmR6QfXisrKyhbvyYd4//79W+SJyknFzoWTxVTMhaMnBYCZ3CKRCP773/92wh0pSvekoaHB5Kb6/X4TtpZSSwy904BjlMI2AqVcVSgUcshMMUweiUQQCATgdrsd41zKR8lrk+lAMiUhXmtTXos8hp2jSsNYdpyS+zF1QKqSSOrr61FXV4dIJHLdCu+3l3YbqMXFxThy5Ajy8/ONgZqfn4+PP/7YPODLysriejc7CoYWqI0m8Xg8jv/8YDAIv9+Pd99917FfQUEBxo4di9tuuw2HDh3qtGvtDILBID755BPzu9I1iEQiWLRoEXbu3In6+nosXLjQsT3RcbNixQp85zvfwfjx441htm3bNuzbtw/Lli3DxIkTAQBFRUWYN28eVq5ciYKCAgBNEYelS5di5cqVXWI1b1fu220LKaItDVR7spBap/RyJCLrouNQud7hYq+xsRF+v98xFulNlJqgdoESvZg0HAGYPFYeg4YhF5J2ZylZRCmRbVZZZEVj2e42J9u48rX0kMoUAlt3mddh58fyXgCY9q3hcFglpNpBQlX8mzZtwm9+8xv0798f6enpGDlyJH7961+b7V6v1+HFbI3z58+3+/ycxPv06YOzZ886tvXt2xdHjhwxr0tLSzF06FBcuHDBsR9fZ2dnt/v8ycCcOXOu9SUoCTBmzBgATVGAIUOG4MyZM2ZbIuPG7XZj+vTpWLduXYvWenv37sXs2bPhdruNR6KwsBC7d+/GsGHDkJqaimPHjuGee+4BAJNqkMzY3WqY62UXXsgJgj8ej8cIg8sq4EAgkHBxlI5DRWkqdKypqUGvXr1MJT4AU7gpPadcRPI10JwzCjjHL4uYgOZIiXzOMT/966+/xrBhw8z71GTlPjRkGSWyj0GkcSkNXBu5SJae01AoZCr0Y7GYoysXUyKVtpOQgVpQUIBnn30WkydPhtfrRTgcxtatW832SZMmdWoO6ueffw4AGDFihPFgAE3GaV5eHt58803z3qeffoqhQ4eiX79+OH36tGNfANrSULlq3HrrrViwYAHefvttDB8+HKtWrcK9995rHlyJjJuePXvC7XbHVQGQYtUyCT8SiTgKDEePHg0AeP/99xO+t6uJFNyWLUxZLcuWgtwONOecBYNBowwANE1OWrmvKIqSfCRkoFZUVGDfvn2YOnUqPB4P3nvvPVRUVJjtnZ2D+uWXX+LEiRN4+OGH8be//c2seGbNmoVYLIbt27ebfbdu3YopU6ZgxowZeP755wE0rcQeeughVFRU4NNPP+2061QUkpaWhtWrV6O0tBRLlizB4MGDUVhYiKVLl2LRokUAEhs3Fy5cQGVlJe6//36sWrXKGKI+nw/jxo3DiRMnWg0/DxkyBDNnzsSePXu6hAfV1iqkPiHQ7IVhpS63yz7i1ESk1+TLL7+8BnehKN2TCxcuGK+p1+uF1+t16KTa6TZcQMpWpbJdajgcdngwmdbH7bJYST6/fD6f8V7KZiB8LSMuQHMhlKzwl6oe/IzMd5f3wc/xPoLBIBoaGsyzVyWkEiNhof5NmzYZAfDf/e53jm2J5tJlZWXh0UcfBQB897vfBdAkQl5dXY2qqir85S9/MfsuX74cf/7zn/HWW2+hoKAAN998M2bPno0NGzY4ulD9/e9/x/vvv4958+YhNzcXx48fx/jx43HXXXfhV7/6lUM7UlE6i8cffxzDhw/HQw89hEAggKKiIqxZswaLFy9GYWEh9u7dm9C4icViWL9+PRYvXoxt27Zh06ZNSE1NxfTp05GXl4d58+Y59t+3bx+2b9+OkpISDB48GLNmzUJlZSWefvrpjrzdToMTjRTJZmWwFPO2Q4hS+5SFGIqidDys7q+urkZWVhbS09ORkZFhwvFSVonvcQyzKIrGIRebHL8ejweRSMQYh42NjXGLG9mwg1APlRX29nZpsNohfua3NjY2IhgMmjQFmfNqt2umTJ5yZaTk5eUl1DrF7XbjyJEjcLlcuOOOOzrkgT9w4MBLFiydOXOmhZD4+PHjsXDhQtx0000oLy/Hxo0bsXr16hZ6hj6fD4sXL8bEiRORk5OD4uJivPLKK9iyZYvZ5/z586pFpnQKP/rRj7B9+3a8/vrrWLJkiXnf5XJh69at6NevH8aOHWse7IkwZcoU/OxnP8PQoUPh8XhQVFSEdevWYceOHY79Xn75Zdx5553o1asXysvLsWfPHqxatQoXL1507Jes46Fv375wu93Izc0F0JTLG4lEjFi4x+NBSkqKUfoAmiYln8+HYDCIuro61NXVdQlvsaJ0F3JycuB2u42hKCMclJ2SPes5h9MDyfQdl8uF2tpaR5Ejn5terxf/+te/AABTp041Ngnzzz0ejzFQpSfUrtznue289oaGBpSXlyMjIwNer9eRJkRvKSWklMuTl5d32X0SNlBTU1Nx+PBh7NmzB08++WQih0gqknVCVro+bRmIyUayjgc1UBWla8O8eQAOg5UGKmWdCCMfkUgE4XD4knUj0kD9/ve/70gf8Hq9yMzMdEhLySIqqSpgy0NJaalAIACPx+PI6w+FQo4UR6VttGVeTDjEf99996FXr17YtGlToodQFEVpF5fKA6O3IxwOOzrPsB842xwyN0xRlGtDPGOud+/exgi0K/XpnayqqmrXeWRHKh4vPT29RVEpnydSus6WiqLIP8P8gBZYXw3abaDecccdphr52LFjOHjwYGdcl6IoSgvY8lTKRBFOILYeItBkqMoiCUVRkodE5CbbAyMn2dnZDqF/oLlVsiyekm2QaazGayKidC7tNlBnzZqF/Px8fP7553jiiSc645oURVHiwqpd2YaQ3aKA5pw2abiyKINC2l999dU1uXZFUa4t7fXCKteWNuegypZi3Y3GxkaUlZW1yD1RlCshNTUVffr06XLjRseDoihdDTsHVYuVkpsOzUEtKyuLKwbeHYjXN1dRrpRoNNolx42OB0VRFOVa02YDNRqN6qSlKO1Ex42idF9sPc1kRheeSlcj4Sp+RVEURble6WopPJq6o3Q11EBVFEVRlHYipYk6g5KSkktu++c//4kZM2YAABYuXGjaJcdj8uTJ+Oijj4yckhqoSldBDVRFURRFSTLmz5/f4r0RI0Zgzpw52L9/v3lv586dcdt9Pv300/D5fDh69GhnXqaidBpqoCqKoihKkrF58+YW791zzz2IxWIoKCgw7xUVFaGoqMixX15eHvr3748NGzYkZUc4RWkLaqAqiqIoSgIMHDgQhw4duuT2AQMGdNi50tPTMWHCBBw8eBDnzp1rdd/JkyfD5XJhy5YtHXZ+RbnaqIGqKIqiKAlw8eLFFqH4tLQ0LF261HguvV4vMjIyLnusWCzWqpD82LFjkZOTE9ezapOfn4+SkpLrqtNjMBjEJ598Yn5Xuj5qoCqKoihKAtTX17cwGFesWAG/32+KmB577LFWi5jImTNncPfdd19ye35+PoLBIAoLC1s9zre//W0MGzYML7/8chvuoHsxZ86ca30JSgeiBqqiKIqidAA/+clP8NOf/hTLli3DgQMHAACbNm3Cv//978t+tr6+/pLbMjMzMXbsWOzduxfV1dWtHic/Px8ANLyvdHnUQFUURVGUK2T48OFYuXIltmzZgldffdW8f/r0aZw+ffqKjj1hwgRkZGS0yeicMmVK3MIpRelqqIGqKIqiKFdAdnY2Xn31VZw6dQpPPvmkY5vP54Pf77/sMaLRKMrLy+Nuy8/PR1VVFf7xj3+0eow777wTgwYNwnPPPdf2i1eUJEUNVEVRFEVJkJSUFKxduxbZ2dmYPn16iwKdX/ziF1eUg9qnTx+MGjUKGzduRDgcbvUY+fn5iMViGt5XugVqoCqKoihKgixcuBBjxozBI488gjNnzrTYfqU5qJMnT0Zqaupljc60tDQ88MAD+PDDD3H27Nm2XbyiJDFqoCqKoihKAtxyyy1YsGABDh48iF69epkCJbJ58+YrzkF98MEHce7cOVN0dSnGjBmD3Nxc9Z4q3QY1UBVFURQlAXr27AmXy4VRo0Zh1KhRLba3RbO0NW688UaMGDEC69evR2NjY6v7PvjggwiHw9i+ffsVnVNRkoWUvLy81v/q/x8NGSiKoihKE263G717977Wl9Euzp8/r61PlaQgLy/vsvu4rsJ1KIqiKIqiKEqbUQNVURRFURRFSSrUQFUURVEURVGSCjVQFUVRFKWdxGKxyxYuJRONjY2IxWLX+jIUpU35p4BW8SuKoihKu4lGoygrK4PL1TX8PLFYDNFo9FpfhqK0GTVQFUVRFCUBotGoGn2K0kl0jaWfoiiKoiiKct2gBqqiKIqiKIqSVKiBqiiKoiiKoiQVbc5BbWvVlaIoiqIoiqJcCepBVRRFURRFUZIKNVAVRVEURVGUpEINVEVRFEVRFCWpUANVURRFURRFSSrUQFUURVEURVGSCjVQFUVRFEVRlKRCDVRFURRFURQlqVADVVEURVEURUkq1EBVFEVRFEVRkor/AxZZ2FqcIwBNAAAAAElFTkSuQmCC", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cut_coords = (89, 106, 77)\n", + "\n", + "nilp_.plot_brain(masked_atlas.astype(float), cut_coords=cut_coords, title=\"Masked out RoI\")\n", + "nilp_.plot_brain(normal_sample, cut_coords=cut_coords, title=\"Original Brain\")\n", + "nilp_.plot_brain(masked_sample, cut_coords=cut_coords, title=\"Masked out Brain\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "age", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.11" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/sage/constants.py b/sage/constants.py index d8eaff0..3e3d503 100644 --- a/sage/constants.py +++ b/sage/constants.py @@ -5,6 +5,7 @@ mni_template = load_mni152_brain_mask() MNI_SHAPE = mni_template.get_fdata().shape MNI_AFFINE = mni_template.affine +H5_SHAPE = (182, 218, 182) BIOBANK_AFFINE = np.array([[ -1., 0., 0., 90.], [ 0., 1., 0., -126.], diff --git a/sage/data/mask.py b/sage/data/mask.py new file mode 100644 index 0000000..4a00f3c --- /dev/null +++ b/sage/data/mask.py @@ -0,0 +1,71 @@ +from pathlib import Path +from typing import List, Tuple, Dict + +import nilearn.image as nili +import numpy as np +import torch + +from sage.data.dataloader import UKBDataset +from sage.xai.atlas import get_atlas +from sage.utils import get_logger +import sage.constants as C + + +logger = get_logger(name=__file__) + + +class UKB_MaskDataset(UKBDataset): + def __init__(self, + atlas_name: str, + mask_idx: int | List[int], + reshape: Tuple = C.H5_SHAPE, + root: Path | str = "./biobank", + label_name: str = None, + mode: str = "train", + valid_ratio: float = 0.1, + exclusion_fname: str = "exclusion.csv", + return_tensor: bool = True, + seed: int = 42): + super().__init__(root=root, + label_name=label_name, + mode=mode, + valid_ratio=valid_ratio, + exclusion_fname=exclusion_fname, + return_tensor=return_tensor, + seed=seed) + self.initiate_atlas(atlas_name=atlas_name, mask_idx=mask_idx, reshape=reshape) + + def initiate_atlas(self, atlas_name: str, mask_idx: int | List[int], reshape: Tuple) -> None: + atlas = get_atlas(atlas_name=atlas_name) + logger.info("RoI(s) to be masked out: %s", mask_idx) + if isinstance(mask_idx, int): + mask_idx = [mask_idx] + assert set(mask_idx).issubset(set(atlas.indices)),\ + f"{mask_idx} is not in the ATLAS RoI Indices!" + self.rois = [atlas.get_roi_name(idx) for idx in mask_idx] + self.mask_idx = mask_idx + + logger.info("RoI(s) to be masked out: %s", self.rois) + + # Reshape + # In most cases, brain will be shaped as (182, 218, 182) + if reshape and not (reshape == atlas.array.shape): + logger.info("Start reshaping the atlas into %s", reshape) + # If reshape is given and atlas is not aligned to the given shape, + # reshape the atlas + new_img = nili.resample_img(img=atlas.nii, + target_affine=C.MNI_AFFINE, + target_shape=reshape, + interpolation="nearest") + atlas.nii = new_img + atlas.array = new_img.get_fdata() + + # Get mask idx + self.atlas = atlas + self.mask = np.isin(element=self.atlas.array, test_elements=self.mask_idx, assume_unique=True) + assert self.mask.sum() > 0, f"Masking is not done correctly. Check the mask index: {self.mask_idx}" + + def __getitem__(self, idx: int) -> Dict[str, torch.Tensor]: + data = super().__getitem__(idx=idx) + data["brain"][self.mask] = 0. + return data diff --git a/sage/xai/atlas.py b/sage/xai/atlas.py index b8704e8..1787bb5 100644 --- a/sage/xai/atlas.py +++ b/sage/xai/atlas.py @@ -1,6 +1,7 @@ import ast from pathlib import Path -from typing import Tuple, TypeVar +from typing import Tuple, TypeVar, List +import types import numpy as np import nibabel @@ -10,6 +11,7 @@ from sklearn.utils import Bunch from . import utils +from sage.utils import get_logger try: import meta_brain.router as C except ImportError: @@ -17,6 +19,7 @@ nii = TypeVar(name="nii", bound=nibabel.nifti1.Nifti1Image) +logger = get_logger(name=__file__) def get_cerebra(): @@ -30,6 +33,7 @@ def get_atlas(atlas_name: str, return_mni: bool = True, target_shape: tuple = C.MNI_SHAPE, interpolate_mode: str = "nearest"): + logger.info("Load %s atlas.", atlas_name) atlas_map, indices, labels = { "aal": _get_aal, "oxford": _get_ho, @@ -47,8 +51,25 @@ def get_atlas(atlas_name: str, indices = _literal_eval(lst=indices) assert len(indices) == len(labels),\ f"# Labels and indices should be same: len(indices)={len(indices)}, len(labels)={len(labels)}" - return Bunch(array=arr, indices=indices, labels=labels, nii=atlas_map) - + + array_obj = Bunch(array=arr, indices=indices, labels=labels, nii=atlas_map) + array_obj.get_roi_index = types.MethodType(get_roi_index, array_obj) + array_obj.get_roi_name = types.MethodType(get_roi_name, array_obj) + return array_obj + + +def get_roi_index(self, roi_name: int) -> int: + idx = self.labels.index(roi_name) + idx = self.indices[idx] + return idx + + +def get_roi_name(self, index: int) -> str: + idx = self.indices.index(index) + label = self.labels[idx] + return label + + def _load_map(maps: str | nii) -> nii: if isinstance(maps, str | Path): diff --git a/sage/xai/nilearn_plots.py b/sage/xai/nilearn_plots.py index 14e8a9b..7e15c2f 100644 --- a/sage/xai/nilearn_plots.py +++ b/sage/xai/nilearn_plots.py @@ -78,6 +78,7 @@ def plot_overlay(arr: torch.Tensor | np.ndarray, target_affine: np.ndarray = None, bg: np.ndarray | nib.nifti1.Nifti1Image = None, display_mode: str = "ortho", + cut_coords: tuple = None, save: str = None, alpha: float = 0.7, **kwargs): """ Works similar with `nilp.plot_roi` However this first plots an original brain @@ -86,7 +87,8 @@ def plot_overlay(arr: torch.Tensor | np.ndarray, if bg is None: bg = load_mni152_template() title = kwargs.pop("title", "") - display = nilp.plot_anat(anat_img=bg, display_mode=display_mode, title=title) + display = nilp.plot_anat(anat_img=bg, display_mode=display_mode, + title=title, cut_coords=cut_coords) display.add_overlay(arr, alpha=alpha, **kwargs) if save is not None: display.savefig(save)