diff --git a/docs/source/examples/PBMC/pbmc_integration.ipynb b/docs/source/examples/PBMC/pbmc_integration.ipynb index 679d526..43012e0 100644 --- a/docs/source/examples/PBMC/pbmc_integration.ipynb +++ b/docs/source/examples/PBMC/pbmc_integration.ipynb @@ -15,12 +15,21 @@ "execution_count": 1, "id": "15cbcd59", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.0.5\n" + ] + } + ], "source": [ "import uniport as up\n", "import numpy as np\n", "import pandas as pd\n", - "import scanpy as sc" + "import scanpy as sc\n", + "print(up.__version__)" ] }, { @@ -58,6 +67,7 @@ "id": "61b0f45c", "metadata": {}, "source": [ + "### Integration with specific genes and optimal transport loss\n", "Integrate the scATAC-seq and scRNA-seq data using both common and dataset-specific genes by `Run` function in uniport. The latent representations of data are stored in `adata.obs['latent']`." ] }, @@ -67,6 +77,82 @@ "id": "558ba0f0", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-05-12 16:40:27,885 - root - INFO - model\n", + "VAE(\n", + " (encoder): Encoder(\n", + " (enc): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=2000, out_features=1024, bias=True)\n", + " (norm): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (act): ReLU()\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (mu_enc): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=1024, out_features=16, bias=True)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (var_enc): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=1024, out_features=16, bias=True)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (decoder): Decoder(\n", + " (dec): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=16, out_features=2000, bias=True)\n", + " (norm): DSBatchNorm(\n", + " (bns): ModuleList(\n", + " (0): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (1): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (act): Sigmoid()\n", + " )\n", + " )\n", + " )\n", + " (1): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=16, out_features=2000, bias=True)\n", + " (norm): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (act): Sigmoid()\n", + " )\n", + " )\n", + " )\n", + " (2): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=16, out_features=2000, bias=True)\n", + " (norm): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (act): Sigmoid()\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + ")\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -97,7 +183,98 @@ "name": "stderr", "output_type": "stream", "text": [ - "2022-05-08 09:30:09,515 - root - INFO - model\n", + "Epochs: 100%|█| 345/345 [11:30<00:00, 2.00s/it, recloss=1143.40,klloss=12.35,ot\n" + ] + } + ], + "source": [ + "adata = up.Run(adatas=adatas, adata_cm=adata_cm, lambda_kl=1.0, lambda_s=1.0)" + ] + }, + { + "cell_type": "markdown", + "id": "329f3564", + "metadata": {}, + "source": [ + "Perform UMAP visualization." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9049a372", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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bClCAAzq41zRN07pNR3AP6OBe0/ZiOsDXNE37rhrWo1QUBdi/ruvu0miapml7qbLp0zf/fsobr3djSTRN6266i76madp3sLK6lcx/H049fZhmDedSw+zuImmapml7ofVvv8Pcf/wDAPHoW3tN29vpFnxN07TvYGBBGuvM3twYO58lQ67GY+o/p5qmadqu1+uQg8G2ARj148u7tSyapnU/fUeqaZr2HTiOQ3a8gn2NxYR8+k+ppmma1k1EQCkAUguLurkwmqZ1N92PR9M07VuKv/5LZs6YzmRPFbYyuPXkEd1dJE3TNG0v0x63uPWF+Ux49CYAxO8nf8zo7i2UpmndTgf4mqZp38bUW5j66TyO8iwjpoRrfnsPPo8ef69pmqbtWr96biGt776x+fXJL77QjaXRNO37Qvcr1TRN+xZaPv4XOaqBB62jcH5dhy8Q7O4iaZqmaXsZpRSvLqggI94K7D2Z80XkJBFRIjI4+doQkXtEZLGILBKRz0WkT/K99clli0RkqYj8TkQCnfY1UETeEJFVIjJXRJ4RkYLuOjbt2xORQhF5SkTWiMgcEflARNpFZL6INIjIuuTvU0WkVEQWd3eZdwXdgq9pmvYNLatq4dXE8QD0POE3pPj1n1BN0zRt11sx7wOGNq+jKZDJAX/4Q3cXZ1c6C/g4+fMm4EygGBiplHJEpCfQ1mn9Q5RSdSKSCvwHuA84Pxnovw5crZR6FUBEDgbygOpddCzaDhARAV4EHlFK/SC5bBSQrpT6SEQeBl5TSj2XfK+0u8q6q+m7U03TtG9oSFE6LRffzr59c7q7KJqmadperP/ISTxyaz9y83t3d1G2q/RXr58N/AEoATYCN6y//dgndmSfySD9AOAQ4FXcAL8IqFJKOQBKqfLtbauUCovI5UCZiGQDJwEzO4L75DrTdqR82teYev0XrgkO/+OOXBOHAAml1L87FiilFuxYIfcMuou+pmnat6CDe03TNK27eTz+73twfz/QG5Dkz/uTy3fEicBbSqmVQL2IjAOeAY5PdsP+i4iM+bKNlVItwDpgADAcmLOD5dG+KTe4/8I1kVz+Xenv8EvoAF/TNE3TNE3TtK7yByBlm2UpyeU74izgqeTvTwFnJVvsBwHXAw7wnogc9hX7kB0sg/bd7KxrQtsO3UVf0zRN0zRN07SuUvItl3+tZLf6Q4ERIqIAE1Aicp1SKga8CbwpItW43e/f284+0oBSYCWwBDjou5ZH+9a6/JrA/Q5P24Ht91i6BV/TNE3TNE3TtK6y8Vsu/yZOAx5TSvVWSpUqpXrhdrc/UESKwc2oD4wENmy7cXL8/j+Bl5RSjcATwEQRObbTOpNFZPgOlFH7cjvjmngf8IvIjzoWiMhIETlwB/a5R9ABvqZpmqZpmqZpXeUGoH2bZe3J5d/VWbgZ0zt7HngEeDU5/dlCwAL+3mmdD5LvzcINJi8DUEpFgOOAnyWnyVsK/ASo3YEyal+uy68JpZQCTgYOT06TtwT4I7DpKzYbJCLlnf6d/l0///tM3HPTtcaPH69mz57d5fvVNE3bU4nIHKXU+O4ux55G10eapmnfTlfURzsji762m+v6LPral9Bj8DVN0zRN0zRN6zLJYF4Hb9oWbjCvr4ldQHfR1zRN0zRN0zRN07Q9gA7wNU3TNE3TNE3TNG0PoAN8TdM0TdM0TdM0TdsD6ABf0zRN0zRN0zRN0/YAOsDXNE3TNE3TNE3TtD2ADvA1TdM0TdM0TfteExFbROaLyAIRmSsiE7u7TFr3EpHwNq8vEJG/J38fJCLTktfMMhH5T3L5wSLS3Gn5TZ22nyAiH4rIChGZJyIPiEjKrj2qHacD/O7mOLDizc0v2xvKQaluLJCmaZq2N7KsCPWNywBQjkNsw8ZuLpGmadpWIkqp0UqpUcD1wB+7u0BfRUT0dOTd6x7gb8lrZghwb6f3PlJKjQbGAz8UkbEiUgA8C/xSKTVIKTUGeAtI29UF31H6wutO4VqsaXeg5j/OuhNfIr1mDjkf/Qr2+REccj2kZHd3CTVN07S9QH35Rsrmf0BoVRYpxxVQ/d4HtD/7GMXX/ImMowYihnR3ETVN253cnHE28AegBNgI3MDNzV05B3o60LjtQhEpxQ3KPgUmAp8DDwG3APnAOUqpWSISwg34hgNe4Gal1MsicgFwEhACBgB3Aj7gXCAGHKOUahCR0cC/gRRgDXCRUqpRRKYB84EDgFeT+xuolEqISDqwoON1F56L3cJ96+/4wjVxWel1XXlNbKsIKO94oZRatO0KSqk2EZkD9Mf93h9RSs3s9P5zO7F8O40O8HeBdXVhmpsaaQuHCdXOIy01lQ2tsGH1Ek6rfZKQamPA81NQgAD27AepHPVzeukAX9M0TetC8Y0tOI5D28x3aBvkI6N2NMq2WdX4NqHKNPz16dT9dxGtBa1ETzmU8Kc1ZBxWDP7drgFD07Tu4gb39+MGvwC9gfu5OYMdDPKDIjIfCOAGb4d+yXr9gdOBi3AD/LNxA+4TgBtwA7lfA+8rpS4SkUxglohMTW4/HBiT/JzVuC26Y0Tkb8B5wF3Ao8DPlFLTReRW4CbgyuT2PqXUeNj8wOFY4CXgB8ALe3Fw/4Vr4r71d7CDQX7HNdEhG3gl+fvfgPdFZAbwDvCQUqqp88YikgPsB9yG+/08sgNl+d7QAf5ONn1FDRc89DmnmdMY6a8mZDUyylPGAfZGlD2UoKcVSUb2Am6QryzyHtiHSDCb4C+Xdu8BaJqmaXuEpqkbCE91u91bMYvKxGKMpTkA5AR6EYhmIAgKhTcSwleXSXrfxdT9s5xYdZSet1/YncXXNG338Qe2BHIdUpLLdySYiyS7VSMi+wOPishwpb4wtnVdR2utiCwB3lNKKRFZBJQm1zkCOEFErk2+DuC2LAN8oJRqBVpFpBl4Nbl8ETBSRDKATKXU9OTyR3C7dnd4utPvDwC/wA3wLwQu/U5Hvvvb6dcEuGPwcbvdo5R6SETeBo4CTgQuE5FRyVUPFJF5gAPcrpRaIrLn9FTTY/B3sv9+vBaF4mV7Eg0x4Tj5GL/VjCk2h5qLMFDYuBeUG9y72/mJEIhUEL9rAix/o/sOQNM0TdsjtH2+afPvHn8vSpZO2fw6GM1E2HJz400ECKlU6t+vJVbdA8vqTcXtbxEvb92lZdY0bbdU8i2Xf2vJbtS5QN523o51+t3p9NphS+OmAKcmx2ePVkqVKKWWfYvtv0pbp3J+ApSKyMGAqZRa/A223xPt9Gtie5RSlUqpB5VSJwIWbu8McMfgj1FKjVNK/Tu5bAkwbmeWZ1fRAf5OUtMa5epn5vHhqnpOM6Zzu/d+TBwsZZBNM4YCG9yo3v0/99Yq2ZIPbq49b9MKeOb87jgETdM0bQ8Qr2qj+r752NW1gNpuza9QKJIPmhH8kUyU5WA3VKKwsWINOPU+6p9ZsYtLr2nabujLMnR2WeZOERkMmED9d9zF28DPJNlsKyJjvumGSqlmoFFEDkwuOheY/hWbPIrbSv3QdyzrnmCnXxPbEpGjRMSb/L0QyAEqvmKTvwPni8i+nfZxSjL53m5FB/g7yR9fX8YLcyvpJxX8wftfxspyzvK8T7VKxyc2cWUSUyaC+9dp851VJ5Jc7hgGvH3jrj4ETdM0bTenEjYNz68ksa4V8aW5k7Q4nd5XCseKJ2dv2VIJKRzECBIYdTZGIEoglI+YXuyWGG3zanb5cWiatlu5AWjfZll7cvmOCCanNpuP2w3+fKWU/R33dRtucr2FyW78t33L7c8H7hCRhcBo4NavWPd/QBbw5Hco555iZ10TX+UIYLGILMB9oHOdUmrTl62slKrGHYd/Z3KavGXAkcBu13VNvjhsZceNHz9ezZ49u8v3u7v45werueftheTRSCV5XGC+zk88r+MnDgqCEiOOFx8JbDGwleAVG4NOrffJ320g6vhIMeI4KQWoiT/De8DPuu3YNE3bOURkTkdSHq3r7O31Ue3/lhBb1LD5tVIOIHQea6gch9p+i8moLMUfS8cmjuDBwMDwtWP6Gom3FmNLgpwhy0g0ZRNp6E3uJSPx99LJ9zRtT9Ml9dHOz6K/2xCR04ATlVLndndZulM3ZNHfa+kke12ssamJxPQ7+bEZ5VLP62xSWaxWPahWGaQQZ4lTwtHmbHwkQIEXB+929tPRem8KpEgcgA1tDq3lTVjr6hi48j7SD7oCAhm78vC03UhrNEFaYHtXl6Zpe4PI0kpiixroeJAvIiCb07luXk8MA39zBj7bCygM3J+IgyfUhh1uJGGnI8E0mpcNwp0xyiGyoRm7PUF8TROZx/Td9Qeo7RaUUtiOwmPqTqN7FTeY3+uDNxG5FzgaOKa7y9LdksH8Xn9N7Ao6wO9Cczc2cs3jMzgukaC3UccH9nCypY23rPHc6nuE/4v/hD95/0O1yqBAmhHp1FLvwBfqvuT9V0dDS1+pheV34iz/C59692daxQB+fUgh9Jm8C49S+95LRNnUDqf9ewYf//JQSERo+t/FxFuryc/J472elzN+0W1kpIYg1gLDTodJP6UtZhHyu38SWiIJnp1TxpShBZRkh7r5gDRN+7baZm2i8cUFOE4QEQNlRRBvCpFgA/5oOqbausLJaOgNOCjljsc3BLwZdcQb84A8fB5wJ3byA4JjxQm/tgYwkBQPynIIjSnAp1v0tU6itkNza4I1m9qZODiLDe0xbltRzoK2CMcXZlEfT7A4HAUg3TS4qGcuxxdk02bZhDwmAA2ROMsbIgzKSyHHpx9aa7sXpZTudqvtcrqLfheybIffPf42R66+mVKpZp7Th4ONxawnn76yiQh+0mkjrAIkMEmTCB4cDEAJOMncR51naVDKfe3gvhfz5zLf6sNIzzoYfAIplZ9C34Pg6Nu756C1bmM7itZognV1YW5+ZSkHDchln8rHGdc2jRWh/RjV8j40l2MEs1FtVUQkREowhBVvQ1ltKAQPIChsfxaVEQPrwF9S2ncwFzy2gPqYyTBfFT86+Qj6j9YPkXY23UV/59hr66PGKLWPLiGxrhrxpyYTuLpT4OHYOG21GKmFoBxsO4HpDWypcFAox0EMI/mcOTnTi+Ng1S7Fkz/MXTdVIfgg7hCaVEx0dROp4wtJ27+4G49c6w6Wo2hIWKxobGNJTTvDAwHet9p5rK6BM3KzeLa2noTjDjuMAzmGgY1Du+O+NtiSGiIgEFXwj8G9yPV6OXvRWnIxSfWZ/GVoL/bL0g+RdjZdH2na7k234HeRtpjFnPWNvLasgf/zlXNC/FbypIVCaaZSZRHDIEfauM85hus8z2EpwSsOAsQdE1NszGQgrwBDQbt48akEHoFWAqSrKEaskX2p47X0czkwJZ9EQxUpxgy8r18HY86G4m+cBFTbHbVWw+tXw6G/4Zr3I9S0xtinNIsVm1oZnRVj7KaneSVwPAeXv07CE8PnxHCijShvOt5EK7S3dcr14E7RKAok1kQgpQ+pn/4BPmniv0qwfB7mecdy00s9OEP1oygzwIQ+Od17/JqmfS27NU7rrErsqnbE5047LMjmrvoohZOIuFl2xcA0vSjHRsTAAUwEMUwUCsd2sCrn4C0eA6ZCVASlFNa6D/D2O4iM/ktot8ZhVbVhV7cTXdWIVRch7cAeeDID3XUKtF1gXks7/y2v5ab+xZwxfw2mCGfmZHJ/YwPH5afxTH0LBabJ83WNtCWDex/JtOeOs9W+3MwQ7v1PTEG6wLUryogkL9lqbGKWw/UrK7ihZyH756SSGtC3sJqmadujB0R1kWkranl9cSX9pYp2/IyQtWRJK6kS4WhzNn2Manoa9QSJ86A1Ba84W5IWGwozWYl1tNRbCB7c4D6OkE4UBLzYKIRBPQsJjjiBp7KvYMLGn0K0GVqquu8EaLtGIJ0Z5XE+efVBLi37Jb/d9HMOD79Ghtdi/Jq/84CcRp8TbiA25U8s6nUONalDWJR3NKawOdeDdPppILwjkwjjJxq3cOwYCjBRBEgw3vqMO1IfI/HST7hn6kpob4BnzuueY9c07Rtp+6wK02kGHMQwt0qoB4DpwZPdB9uxSNhxFALxMEo57qwuSYIghoGnaDRiehE8eEoGozwWhPJBmdhOCv6+2YQmFCEhD7HVTTitCZx2a1cestYNivxe1jVE+O/KTbTEElREoiyLRPAKPFXdTIHXw6Oj+/Gj4jx+kp9Djinsl5GCSecMEFsEpePRs5svIrJNB9MmR2E7Nr9ZVc4blY0sbm3n5tVfNeOVpmna3kk//uwirdEEB/XP4/bPs6hWmZzneYcAcfpJJcucXmRLGDD4medlptvDN1dus6x+jPRsQImDKPAIJBwwReFJDtD3bTN/nqDov+yfGNkm+x97MfPe/Jy26jUEU6ZjDN7rc3jskV5dUImvZiEb69vYPz2N0rJH8akYn8kw+s3/O/9VqQRNYXD7Ui5/bAQvcS0hM42MXoPJS1SCssHjJ2ElMJWdHPYhtOFlCp9g4aWnsxGFoBz3BithePBjURheyqmiGFyxkebHCsmong3v3AQH/xKSrYOapn0/qISNmeknsiEEhN1lnYbiKeW4Y/KVjWl43IDetoguf4aUfc9CxVK32p+IgOHZvA/VGMMJGZhpxSAQXtsLGqrJzA6QdkgvoksasNviRFc04iveel/anmFVVRvPtTURjCt8Xri7th4F9DRMnq9pwsJtqCiLxPjTwnJei4bJ9Jjsl5VOeTSKws3kEGPr2YGl03Xa7Gx/+OjKaAKA6zZUMLguwIq2KH0CPs4qzsFn6DYrTdM00GPwu8xNLy/Gsh2enLWB440ZVKtMHvDegSnQjpcMIiQQ/DhUONmkSZRUieAAXlFY4Ab08IW58uISwqPcrtXRjP4EmlbjCJieAA7CaelPMMpXzuUDWik47KfdcfjazrTxM95duIFBc26lUJXjSd4SOQqqVTZ3p13N79tuooI8eqlNIOBgEMNPkAQxDILEcYA4XsKESCWCgY0XC2X6UXYCEwdLgZEM/g0U0dRSfOGNKMfBFEBAmQEMOwpisiY0huA5j9OzqKhbT9GeQI953Dn2tvrIaU/QMnUDsbJWwu8+jbfPZMSXCkohbp98QLDbmzAC6SgcDMMA0wLbg8Idd98xBt+1pXJSBqh4DOw4npJ87E3t7kMAj2D4THx9MrDqIqROKiZ1gv67sKd5taaRaEOCX1dV0fKFxgeYEPDzWTRGHga1OFvdzgSByDb7M3C77CeSr/3idtHfnkzToMneumt/x4MCAxiXlsK/hvWmZ9D/nY9Pc31f6yMRsYFFbJlJ+gql1Iwu2O/lQLtS6tEd3Ze2a4mIAv6nlPph8rUHqAI+U0od12m9l4BCpdR+nZbdjPskvA8wCXcUUR9gRXKV3ymlntsFh9Hl9OPOLrCuNszsDY28uXgTDgYvOwfwqRqOLV6esg7hgNg91Kp0Vjk9iSsP6RLGTxQHhReVzFrsdqBOdHTbh82Bvi8Z3AN4mtcRFrfy2pgyjAWJnpwZmstNme/Q9tE/CM9+Zpceu7YLvH4Nh86+lF6qDC8KB7DwEPeks1aK+WHGIqLKSy1ZyURa4MGhllwMLCzHvZDaU3oy37cPbbYHU1ksZiArzUHU20FmWQNZavd0Ex0pQCnikkJLTOHBwU523DUArCgRUrCVTa/2pXz6v9u657xomvYFsXUtxNa3kCirxDfgCDA8iMjmYN2OtuI4DkYgHUQwDBNQYHtw/wtXKByUHceOhXHshFtHqWRPAEehrBjiTcGpi6ASbVh1yyHTgxOxsKtng2PR9PIaoqsau/NUaDvBtcvL+FlV5ebgvmPoV5ZhMMbwYRvuJItGMmVexy3NtsF9L59JgWHi4Ab3ftwupTEFqcC22V78QGSb4B7c4N6LO7xxYWs7Vy/f2CXHqX1vRZRSo5VSo4DrgT92xU6VUv/Wwf1uqw0YLiLB5OspwFZjd0QkExgHZIjIF+Z0VUr9VCk1GncqwzXJa2z07hrcg+6i3yVspahsjJAWMGloT5BClGPNTxkVu5+eUsMlxut4cQhKgihe0iVCAg9eHBQQxUtAJbAUeDsPTOuYQy/5UykwxSYVm6gnncqww77GWvr75sPQEyjd52KMOQ/BmJPB1FPJ7PaeOgdVPBZVt2bzA54IfkwsZgSncHDkTUbLGuzKDaQQZaxahiEQVh6CYlNKGWHHQ8hwx9WntpczmDAR0wOeEHOzTqGlehU/M55jmBEj1YgSVSY+HOoJUeCEKYhvAIGAYW8ulikAFh4F4rRzXNsLsPw40MNDNK3bKaVI1EXAMMEWxPDg2AkM0w27lBXD8KWAuA/tlG1hN27AzOkHKFA2Kt6OmD7EF3IrHnfHbj2EQjw+cGywTdJH5RFeJdAYBvHjtDWRflwW+LOILKknMCCr286F1jWUUkyZvZIDM0K0dAqyPbi3J2O8PuYl4sSIQ7sbsFdvs48IW2fKL4vbGLiBv98Q8n1eVkfjgNuc1qbc2R4w3dvU2FeUr6P1PwZ81tzG+vYYpSm6Fb+7DX7ox2cDfwBKgI3ADcsv/FdXzoGeDnzhKaKIlAJvAh8DE3GDvROVUhERuRT4EW5L7WrgXKVUe6eW3NeAR5VSEzrt61Wl1AgRGQf8FfcZVB1wgVJKJ7/6Nu771xeuCS77cVdcE28AxwLPAWcBTwIHdnr/FOBV3D9NP0iWYY+mW/C7QP/8NH5ySD9qWt3KKUCc/kYVJVLD097b+D/vy6RKO9cnfsRa1YODY3fyvj0K6HiynUgmldmyT0tBsuF1S4O+QC1Z1PhKsKwERdLIprOnkpaaxpy0Q6jN2x/OeFQH97szK3kb01IF+/6Y9g/uxLbb3WUKfFhUk81BkTdZQwmtBFntFBA2s1jb80SieAgZDvFgIQCphpvoKup4iCovqaqFgBPBikc4ZtM/udx4EY+ySZUIoAiKjQdFroQ39wawEdZRhMJt3VfKTfZoi5tt26ciWM//CFa+u8tPl6ZpW0sZnktgcAZ2cy1ielB2AuwoYCNmAjOUm5wNz0HZMayG1VjNG0EpVCKCY3gwAumI1+/WSSKgHPfvgRio5kpQDgqF1byaWGU9EV+MSM8IORcNIzj+OIxQLimDssk6qX93nw5tB8SSme4rYgl+1aeQ+yrqtumU77aez0/EycbAhxAFAsCIoA9wbzJTDfdmZtv2dwc38G9yFCuj8a3eV8pxH1Jtx7ZLOyftiyk4ds4K1ke+6pGAtrMlg/v7gd64X09v4P7k8h0RFJH5IrIceAD4si6EA4B/KKWGAU3AqcnlLyil9kn2AFgGXNx5I6XUcsAnIn2Si84EnhYRL3AvcJpSahzwIPD7HTyWvYsb3H/hmkgu31FPAT8QkQAwEvhsm/c7gv4nk7/v8XSA30UKMwLEk0+2myWdj9Vofud5kLMSNzLDGUK78vMH7wP0lXIOMhaxv7mceEe3R0ApYZ1TgCUmcRE80tFZ0r2/cueO9ZJLI5Jdyt/TruJ3OX+kPqUfnPwvPl3fTPz9P9H4yUPdeBa0HfbQ0VA5n/izF2M/ehKmLwXB3DJ9IjYtpKIw+HfiGOqcDNb4hlNOPrkVHxDAol35CUaq3Bsx5WbC9hsWpiQwxCFueInhochooE3SWeYbTtSbjQJsTNqV153VIfmQqUkFyCQMChqcoHu/j8NS/zgavEVsoAjDscCjp8TStO8DMyVObMlrKBRGMAUjmIayHZRtICIYpjvWHjEwM3rj73sIyo7hxFqoHJiKtXnSMkFEuVPmJWLY4TokkIXdUgUqgeFLh7Q8vN400lN64itMJfPYvkSX1jN/0X+o37S8u0+F9h1ZjmLMjCW0WTbHzF7O+YvWkblNEjsLSMPABAox8SGM9vjwABuTrfEmEP6ShHnbSjUg00jemBrm1q0endjbvFa44/O9yc+zHUVg+5tqu84fgG2z8Kaw4y2nHV30BwNHAY/KF6YJAWCdUmp+8vc5QGny9+Ei8pGILALOAYZtZ9tncAN7kj+fBgYBw4F3RWQ+cCPQcwePZW+zs64JlFILcb/js3Bb8zcTkQLcBz4fK6VWAgkRGb6jn/l9pwP8LnL8qB4M75GBKXBq4HPCeWO4jisZmiWUq3zWeAcxzR5BSBL83Pcy71mj8Iqb0AzAEEW6EWGDKgBlYimw8CEkp84Tk1qzEPuQW5iRdxZj7QX8tvdiCkLCuk9fIjO+CTXgcK6aX0R5Y3t3ngptR1zwBhSP5mb5Mau8g7k2djEf28N4zxrNdHM/HAVD1Do+NPZlQmYL/aWc0+w3GOisJM1pwcHtQRJ1jM09a8W9lceLe8ueRxPpRgRHhBxVR0l8NZYVJer4aVSp+AyFErBEiEoK2RIhi1YAco0IdU46CQJkxCpIT9TQg1psO456/BTW14Z5f/m2nTM1TduVMo8bTXDsCTgt60hs+AAzL4hV+xl2+xJ3haABjoMYHsQXRIlyx+mbfnquaNk8batKtBOZ/V8ArJqFRGf/h+iSZzHTckkbmU/OjyZjh8uw576MP7eeRE0TrR+uxMzw0cuZjPrIwmps66azoO0IjyHM3X8YQdPgyjSHPl6bkySVPAwm4aNfsut8DQ6HmUFaxKYBh0VWnDDQnLyGEl/+EV/Q5kCT88WW/g4pXxK0O0CT7WDjBvtNjsMxc1dTv2QpjStXfYsSaF2o5Fsu/9aUUjOBXCBvO2937sJhs2VI8sO4iflGALfgdjjZ1tPAGSIy0P0YtQr39mlJp7HZI5RSR3TRoewtdvY18QpwJ24rfWdnAFnAOhFZz5YHAXs0HeB3oVeuOIAf7lvCuMQ8RjZN5WRnKm81FNBD6uiVWM8sRrJY+hJUEd53xmCJublf2VP2ZMpUERtVPg2SAWJsfnptABHlo9Zfwqz0Qzmp6i6ODK6k1+r/8ev/fciGDx6mR9W7lMTWkpVbwEF3TCOa6PSM+9ETobkcgLj1ZVWn1m2qFsJzF0FbHSQisPo9fsQL9I0t5vfqHkIS41BzPh/6D6ajx+x+3pUcGXmDKH7i4qPByKeNALYyaCIVMWRzD5AoHhrJooU0ykIjQEHCMakhHQMol2JSVARDbDJpxYOFADFl4ldRAOLKZIY9mGqVSbMRopocmsjgSftQPFgk8KG8Qdqaa6hqjnbfudQ0DfEY9PzL2XiHDMXMHU3ksxdwWlpJbKpzE+VFHMQwcWINiIoitILpQ8VaiM59BDuzCgm0Q9CHp8dYADz5QwmMvxQzfxhOpIHW2XNQzQ2opkqI1BGePou6h5fR8t4SoquaSMvtSdu7z1N2xZYcWE7Eouaf87dMuafro++dl6obuWNdFdWxBK2WTXVzjCfa/axOmDxrtxBD8Qlx0jrNZL9IYrTjRlGCG4h3dKPfXkwuQIohdB5MOFr85IvJVw0wbN9ORwCTLTeyRcnUfr7k8vbGRmLNzd/swLWu9mXZDrssC6KIDMb9quu/xWZpQFWyy/0521tBKbUG93L+DW6wD25W9TwR2T/52V4R2V7rv/bldvY18SBwi1Jq0TbLzwKOUkqVKqVKcZPt/aCLPvN7SyfZ62KHDing/E9/RKHdSK+QTa7y8XFsJErBL4rm8lrlCFI9YQb4mzCAOH4i4uNoz3xSVRiPODjKDeJaJQVPZl9urZ3M1WlTGXXeHRjxNhamHUi/po9pHvMzChpLOfjEl6hoinDhi4u48/Sh/PqYoQS8JrQ3QDALptwGacUsWLacm/73Pi/97ifdfZq0Dk/9EKItcPAvWfSvc+lnr8Mf2URvFFE8pEmE/sr923dD+5+JKYMgDoFoPZ/ZQ5lsLkUcsJ0YQUmwyikgi1Z8hg0CzU6Q6cGjyA04rGxyKGypponeLFG9OUlmYgOWUogoAlh8YI9kkmcxPuUQwKbeSSNXWvBiM8azkagRosBqYAUlvGLvS5UUsoyB/NZ4iIY+xzGsRxbD+uukWprW3UQEj2cx0U3VONEWPJk5eHodlpyqBcziFKzlcRy7ESO9J9hgZhVijPwBNPtRydDMkzcCx4pjpGci/jBOIpPYvAcYMO0doivWEl05EyPbh79fDmKsJPfSS2n79DMaH/87xX+8DjPVDdnscBwz1Ufmif0REVrfm09kUR35Vx7ebedI29oLc6upDyiO65nJUZ+tIGbbDBAfi1UMAVqBYHIU/nJ7S9t8peWQgftAOY57iflVFFu2bhw1gAzToMDnYUUkvnk8vwksULEvjO//KukitCqF7dibx+pX4+ADvIbB/pmp9BwylO333tZ2gRtwx1t37pLdnly+I4LJLvLgPis6Xym17aiNr/Ib3PHZtcmfaV+y3tPAHbhTpqGUiovIacA9IpKBGz/dBSz5tgewF9tZ1wQASqly4J7Oy5JJEnsDn3Zab52INIvIvl3xud9X0vEkvSvtbfMOd3bGvz9h1vomJmU2MHlIT/r2LOSFl57ndvPv+HAoo4DG4oMpqXobj92GGUgjLV5De6CIJ2IHcqr9CjlGGxZeYnhJGAHabJP5Kfuzz5SzKHrjQuJGEI8d4ZX0c3Dyh3KK/SbOsFNZl8ign1kH4853C/PoiXDwDVDiXsNq9XvULp+J9+DrOP/hWZw6tifnT+zzFUej7TTVS2Hh0xALw5wHwRPgX3k3cmHtnXhUxB07b0cQBUrAUBDHYKYzjMnGIgSokAKKqKZNBUglioibBK+jNcMWoYo8elLDcqcHPY0G3rInMIGl1JHOKGMtkpyiYZ7dlyGejVRQyHrvYMbFPiFVonhEoVA0Oqmo1AJSwhvxicWw2COcnLaUvu0LOcRcwA3GVfzV9296/2ImeHzdeGJ3X9/XeYd3d3trfZSIx/jwJ1cyIP1EiM0ldNhYjNRBtH1QjqNsd+S0gFEQxKmO4LRuwMgsRcXjqHgldnsjyvJimH6U1Y7hSyNz2Goa5heBVUPeFSdT8X/XERh5ItF5jyDBIOlHnU5s1RxyLrkEqymNwICem7PoV/1xFgX/NwYjxQ34w5+UIZ4E3tICGv63kLTJQULjR3fjGds7KaUIR21+tnojvcRDZovwltnGZDOFp8PNKEPRYDtfCL4DuIF5W6fXUQDHAREEJ5nnYUuA3TmLPmyZJGjb5R1Skp/Rup330gyhNZ4gFAnTnpZJsc9DRdxNKusDegZ9zNhv6Lc8G1qHrqiPdkEWfW13s/Oy6Gvb0AF+F/vFcwt4dUEl/0h7hImeFbTEHB6XYzg7+gxBI0FzqJR1mQewT8WjGHYYnygSCmzlBUN4zxrNEeYcppn7s9gczlU/v5aV7z9CcP1Ueu9/KmxaTNSbxoexARxxyOGsevI61rYHyNj3XPYLbITsPty3sQfhmMU1RwwCoDWaIOA18ZruuMt+N77FD/PWM88Yyss/P0g/4d7VElFq7joQjriNFTPfoN9RP6U4zcvH915EXk4OwfqlZNNAiKjbmwN3MFkAqHbSyTDaqHMyaSBEP6miWmXQx6zDUgYecW+TNjgFLHJKSCiTEcYG5gb2ZUL8MyJGGil2E0Fi5EkLK+wiehn1tOKnyGihxkkj1wizkl4MSvaaimNgIlRQSAkV1DoZzHCG0yohUlQ7ARKM9KznZ4mfk55fwr8vP4aQX3cO+rZ0gL9z7K31kW0lmHnzb8l980NSj76e+OpP8Q04FHwBnIj7X7WnIAUnbpMS/IRweR8gG6ulChEwAllYZS8TXT4L//jz8WYretx6ERsv+wkiDplnnU3rO1MJDBlOoqqMgl9cR9Xtn9Hu+ZTMw8fha0ohOHY04WnlBIZkkzLSHSZrtyUwQ26QH6+LUHPnbCTVwZtjkf/jw7rxjO2dmtsTvLCsjn5FKUyrbuaSAQU0WlF+uXgJysxmXSxGk1LbDcDTcIPvNNwAPY4bkEfdzEHb/TzBDcDjuE2giW3e2/aOdHvLttYxn/DWUoB9s9J4cnS/r9xa2z5dH2na7k2Pwe9CNa1RPlvXwMR+uVwXu5jb+jzKsngudS1R7k+5hIUjbiQlUs3oupf5ZeISEA/rzT7ECKAEfmedR0ZWHm/LgfTL8JATWY8K5VJa/xFF7avg/duwa1eT+PxRpsZHwjs30uvwy0kbeAAFm6bB0pex10zjgkmlnDCymCP+Np2E7XD98ws56o63ia36EB4/mSGFqfwq/xPOKKzm82fvxNo4q0uO/8aXFnHc3R9x99SV3PH2cl6dX8nvX1vCQXe8z5Oz1nfJZ+wRvAFmTnkJKRjOjEgJvtxSFrz5APuxkAFNH1Fwxt+wswcyj34kk9lvzgicZ7QQwEYZDkWeNtYHhtHXrAPclv4IARyEPGngePNzTvR8imFCv9hyUA6r7HyKpJ40iWID72WdQasRIk/CNDgppEgcC4P+qpwqO4OoY+JTDjUqk4Tt8G5iDH6JU0c6443lTDYWkioRelDNU77fcW/stzq417TvgdjSjQzIOx5//wHY9eWkHnwkJAxUcwuE15IyIUR8QyVW1Voia1eAyiJRPRur/DPi6z+h7dO/4B9+MsH9f4QnLUiisglleAgdeCwFFw5hXdonOLEeNL+1BF/PHtQ+sJy8n+xDcMiBOEuaaXzsn7R//gGZJ/XDql1M+ZVX4cQsNv11KuvOPo/wJxW0fVSOURDEV5iNmdWDhudXkqjtmiSxNQ/MZ/o/ZjFzYwPXLdvIioZK/jhzLsd8uoyPGlq65DP2BBkpXsxCL/l+D5scm6KQj4uWVTAvkULEUdw9qIQ+fi+p29m2o2U9gRuwF3k8bit+8tayI7FrZybuA2uFm4W/s7NT0r/wGV/fBCVbjTXt+D0ONFvbfoKmadreQd+Jd6Gyhnb65oaobI4wriSLKw7tz99qruDcxr/zVmt/suY/xQtqAqdZH3Ce+Q7tyke7P4+3xt7O8s/fo3dOgBe9J2B6Yiyu/YwLelZi/i4Xw7HYRDZ5AR+z6kwyB57LORNLefmFLE7sX07M8ZC3+hlqzn2Lc59cw+2FKxgzsJT9++Vy99RVmKbB2/Iz3mt6Ge/Iv/La6H7AZGIvvMGmtauw43OYPeEvDCvJJy3wVSlutvbkrA088dlGjh1ZxF3vrsIjEE44rKxuIb7N4/43F1Vz1oTSLj3fu7MTR/cAYOTh55DjiZG+8UmeCZ7O2c4b+Gf/G2/DQobhJsoT3K73UWUiInjFIYs2QipORrwJR5GcRk8IEmW1U0wPs571dh69jVoyJUFYxXjMOYL9ZQmV3h68Hh/FFHMu7zYVc25WAS3NcWY4QxlprCXFUESUUGg2YOJQ7WSRasTIMxpJmEECKkEws4Dy9jB5diP7G0sQBT6ivFZyJSM2tTC48Is3apqm7TrxikpsfyX+8ZeTNSmOf+w41vzlE3ytCqt8PQ3zcqDiE8T2YvT/Acq2CPZqIO2S46m8+UH8vfOxyt/BDKThD6zDN6mA5rtuIFZ3MK1rF+NfuInW/D4ErzqMQObhrCx/EV8gHW9dCLuxF/m//AWP/O0PnNOvL6mTD6D52adpfm0xKUPzaZ+6AcOoJe2AvmSdPACA6n/Mx44kUI4iNDoff79MxPjmvcsqf3sTiXAjtUcdSvnycrJnLSPRczI/XONjlOFnTmI+Y598l6njT2BBURYHZuu/UR3O65FLu+1wcu9sFra2k7BsDg+mkmoJG+uirI0lthtoe3DrngRuRrLybQLqBFta+TtsNdc9kCbQmtz5B7FWMmRLBn5wHxJsm4m/o1W/4+e41ACzw+5D644SWECx30dTwiLTq291NU3bu+gW/C709pJqihs/p2fTXG5dezpt0//BVf6XKYunMFpWcn38EtKMKHd6LufF/J/xPzmOvHg5d89soD1zIIfGpuOz20jrPYqF+Sfxlr0fCcemIW8ib2X8gEQiyvijLsCpXMS//vtfqtJHQNmnHBJ9n9QhU2jz5XLy+N6MWf8ArP2Aiyf14fyJpVxxSH9u7PsMt0+r4a3VbTS0ufPTXnzKMZxw7X+oM/P43csLWFzRworFc1EVc7c6LqUUE29/jwsemsWG+i1THh02uADbUayuDhN3HAI+g8ygF6/HYPLAXIYUppIVNAn5TP54yshd+l3sLo4eUYR8fj++iZex34T9YfzFWJOvRwE+3OnqbDFpllTajTQWOv1YYfeg0s5ludMDU9k0qDQWqr7cZx3PEhlImoSJOD5CEsXCIMupY4BUcI3nGQ72L6eUSn7qfZWgWIx3FpHSshKPKKaYcyiUBlZIfz6SsViOQZggoMDw0CZprLNz8WBT0jKXlyKjaep3IjY+mlQKzSpA4fJHWblpeyMmNU3blTb6l1PnW86arOnUvhWh5s6/YDbORvk8eAv2IbL2RaTnvlh9B2Mxi3jbQtpX22z8ybX4B/cmtmIZSlkExk9EhlxM08xmVLgCM28m9BhJMOil+NaraHzycSp+egYZ69uIPvEWqnEmaZN6oCJRzjztXBr/dAeJsnLyrr6a9MMHkXbYMLy9+tL80utEl2zYnEm/4KejKfzpGOz6KE0vr8FqjtH2+Sashq1n5WiP1HH/zHs4e8EaIvaWcDF04vGUedowQ4IvLRvzrCk4ZePoXRdkXE6Ix9vH8PNT/4/6fv25tFf+Lv0udgcppsGU3Az+VVbLrYN60T8rwKQ+GTQH1FbBfahjfYRMZLst+4I7pMzHlpvMjp8dnfc9JLvzd9p5pa1o2+ZJQpbIF25UTcAjW1r3ZyWD+0npga16DExvaKE69m0m6tM0Tdsz6AC/C+X6HS5SL/IT32tsSB3Fi3M3smLozxnprCCoIpw4wMtk5jElp5pLMj9n8LAxTLH+xsXet7mkfysfTHyIKYcdwYgNj/Kbpl8Tbm1gX/MZXjYPZR/fRmq8PfAt/B8DPNX8Je8NLi5tQs19lEWRbNTxd9MnO8jlk/ty8sZTqSg8lPx0P+8tr+aiRz7npLElHJFZwfDql1lbG96q3D3OupfXrjuG/fpm88LUD9m0bCaRpW/B1Jth5duICH8+dSQ9MoNkpvioao5w+r9nkJ8e4KID+nL40AJSPCZXHj6Iz288nL+fNZaSrBSyQj6uO2oIPbKCbGqJfPGE1SzfNV/M992B14A/DZ8BCxfPx7N+Gka/KckWCpNWQqSoCJm0MNhYx2CzjBYjxECjCkT4Y+Is+koVR5uzCNhh6snm1MQtLFF9EBwieElgEpQYq6U3oiw2OLnU2GkcY3yKoRxSVRt+sTHEZKi1mOH2SlY7xfidOIVGE167nen73sec1EO5IX4RvdnEEGMjLas+BcdmjjOQVGL0ZwNRPfWVpnW7/JUlpH9YTUt6GfNDM1naGCLl0NOgLYrdWk504gVEQpnYaZn4Rk0henI2LdFPEEORefSB9Hn0abIvvJY1GZ/TnvYS3owEjXPbiM5dR3xlCzFzKJF/Pkn/EaMx/D5S7X44q8J4s2KkTe5JyvhxZEyejF1fj69PKf4+/Wl5r5zG51aSfeFlSK9jCC9K4LRtCcCMoIf8y0dReO14xIDm9zdgVTYR/rSSdZ+X094aIyWYS68+pzIwxY/fENo+/YzKG35N6qjRZBx1JpHCiURiJkP3GcehD/XlqgPzSfgMvD6TfwwrxW8YJOyt/0YppWiN6O7cAP8eVspnzWHCODxf3cjKeJyhKX4A/GxJqteOoglFC1tSYiugFAMDN+FeHBDc6fA6n3EHt4U9aMgXWue3/RZqtjP+3wL+NLAH/k6fC/BJSxQFeLAARUwp2mxdH2matvfR/Za60Jn7D+Cgj6/DURB0DC42n2NwSSEJFGM8G9i34mY+yDqJgw4/g/YFz3OYbzk9JZ2z0hbgSR9DxrvX0jcnSs3gH/LPxSM5Nvw0pwdS+G/TgbyVOpbfOLeS2DiLdfmH01K/iVFWhDcLL+e94A/48/LXMec8AsWj+dsZV2LbikP/Mo3bTxnJQxdMoH9+KvPn51JeVoOqaqE1ajG6VyafrKnDshXzyxqpbY1xWGQeoY/fYTGljM73sGnum7SMruTu1QMYaK0kY/Es3jOO4NfHDKF9/ed8sMxgbV0YT7wJf6wGr1lKZshH31CUc3tF+NVn5RSmBzBE4L1bia+ehufS9zDsKDx/MVz6wV6bdb2ppZXMmlmw5EUIZNJQ0cyQ8KfUzVxNRqwaDwZgk0kLtphE8ZFKFBMYyyqUgo/UKH7hewalDFCwShXz68RFNJLBICljoQyg3fIw0VyGoeCV9uEMnDCenvOfoFTqmOf0Q9xcxzgKLCwyJEGGtCMowipAvZPOLfaFlKrejA7fw8NyJG87+3C3fSopEuNu+1Q+ckbwe3mAaNZQRuSkfM2Ra5q2s2UdN5HV6yMULo3w2YaXKLUNMgdcSM1UH0beAIo2WphZ9YSO3o/w1OmUFoxnU+tD9L33LBrLM6k47Xgyzv4PA8efSuPj9xCrb8U38GDM1EKCPXsQaZhG+8LF4DkO/1APduNCYuvn4e19MFZZA2VXXU7uTy6n5733EFvTTP1jS8n/6SjE78GT4Se6cj6JiqW0Tq/A36cUI5SKVVODimZSEZqFpyWLYCyDmn++DoEcjGE5LH/rz+T0P4q+88sZOKQvzanphFhIzmWXEt5YQ+qSchY6BkZvi7gviMdnYArs7/MzJT/A1SvK6JPiJ6Zg4fJGPIYwYWAmrRGbxRtbmTh4753isy6WoLkxQdSyidgOMxpb2RBN0MMwKHccDNyx8wBBIMKWYLyjz9ZIfCwijonbZT8INHVq/9+cMC+Z3DnuwCl5GbxQ++3mqk8VqIwkNpdn2yz8VvLWtsTvo0dg77y/0DRt76Zb8LtQRoqPP58+iqsOH8h+/XI56cq7SVn4CIXU06BClF28kCdik4hNvY15NRZG/Wp+c9IY/px/J03v/43xPQPEC0aT8+nt5LfMZ2y+wTmZS7iwTws/H+0lx67jeu+v8A84lHHRGXg/+hOTNz3MrccNxIy1QjADRpxGaW6IzJCXBwd8yuSMWvrnu53ohvXtxabcSbS0x5m7sZFwzGJVdZi2NTM4Zu7lTFzxR5bbxYRHnMe4Yy9jWSNktq1l0CdX45TN4pq6G3ny1df5x3NvcvY/32PVgz9i6uKNLNsU5ijzc2o/fJinZ23EcWwiVSuY9tpjXJszg+PDz5H1xDH8tWoYG6tq+PBfP4X61fDjT/bK4P6leRX835Nz+fDOM4m31MDk68DjI9Fjf5olk+xYGR7ixJKdDRMYYHhIUVEMtow9fNQ6lLj4CRJjmjGBAUYl+3uW8bb/ekJESeBBbIsR5kbqVTqOwJX+12ia/zoGDg9aRzDcW0m9ZJPAoNwswYcionx85gymSnIIGVGKjUb+EHqWRTPfZq5nJGf3rGeDWcJU/3Xsl93GVZ7n+Nj3c2pUDomWWnpNvxZaq7vzFGvaXs9XnErmSf1o7dfO2ONOZsrf/k7LxxWI6cFqWEbqpAR21Xqa5q6lrXEpiUaTvKt/RdXbDm1zWglOPh4JJmh+/AlSe9VhBKIYvgb8g7Lw5sWJl89DvBZGlpfw1Fdo+t8TxNauI/fyy1CxBP6Bg0jZf398paV4sgMQewfDl8CTkWx3jU1H/Osoqygjvr4Mu76ORHkZ8aWrMKaWkPgkQnTtDAL7DCR0QgnOihbiseMJf1jDHMvihSUfsfSu+1n8zJMs+dvLLP+ojLJ1jYza9DnTfBb3T32G8pULyHASrN7UzENLKxmRGqAmEuPn89ewJBKlrCHKh0saCPiMvTa4/92aSn62bAPPzq0hM+ShODdImsdk/6w0DGCj4+CwJYB2s+R/UX9MLFGk4HbNB/chQGebM/wod3oYB3ixU3Dv69S/Pv0r7k49psFfN9aQZhgMD/k3T7WXYW7ZyANsiMa5Z/0mova3mSZd+z4TkUIReUpE1ojIHBF5Q0QGikipiEREZJ6ILBORWSJywXa230dErOSc9tvbvxKRv3R6fa2I3Pw1ZTpBRH61o8emfTdf9Z2JyM0icm3y94CIvPt13+eeQk+Tt7Ns/Mydh96K0ObLY060B5er67nzjJHs3zeX1rYI7zzxV/4bmUxBdA2/9zyI3w6zzjuAQ/zLqOp/NpYZpGbOSwzw1PBMyjlc1vI3ohLEzO6DWHFaYnEs2yYvUYnx01mQVgAvX8GKeC5rSk7nmIJGKBoNGW5CN+u5S7liYR/mBSYwvDiD/16wj1vWqoWs+vg5fG2VxNd/ynwZwsHFiiXldXwgE7heHuHu+IkcaszjY2cY9WQSVkEmGMu4wbr0K0/D7Z7/MNpYRT/ZxDHxP3Cb/zHyDvoR/SYcC6HcnfwlfD9NX1FLW/VqvCrGlMkHbZ4neM3951Fa8TIKk7DykSEREgq8HTc9ys2UbzuCIYqYeKknC9OJESHAcqc3LzsTGWuswsLkQGMxf0mcyo2+J3nXGsPpKXPIiVfxuQzhMetwfmX8j8/tARzpnUerE2C5KmGSuZQ2x0c1Ofyn9G9UrF1EaZrJtfb9PBvfj3y7hsPkc/xi87R9ENOM/fiB8yZpZpSgipFNC6GAj4askQzSU5t+K3paop1D10fQNqeaxudWggKrdgHRtR/QLE2MuO8xgqWFRJbV0/zWQlpfvhlvQQm2lYJqawdPC2ZGOoHBQ3AiCVqnvoMnIxVlONiVm/APPQq7dREqJYRdttGdAz0aZfCypSSqq6m87hdkTh5C6pTTCM9ZRPqxx2AEAgCsPelkUoZPZnpLBUcefwWZU0oBiK5ooOrzddRElpP54CM0BmM0HHQ0qWsjLBzQn0nP30Wg9zBk0FnYi59nXXAjoQNKSfOMJPjMu9ipq1mVVsBGb4j+50/kCs8UYo5BqmEQBvLE5ChPKhV2jH29IY7pl02/vBSMb5HQb0+RcBQfN7ayoqGdoRlBJudnbH5v34+WsMFyO9BnY9CMw9eFyRlAM8kx8rgt/ulAx5wFuQhhFFHALxBTbG7tBzCxcDCSfcq2MIGRIT+r22IYgGUIQYE6e+v71wDuwwcPbu8CSX7OSQVZ3DWk97c5NXu972N9JO6czjOAR5RS/04uG4V7mZUBrymlhieX9wVeAO5WSj2UXGYC7+JeJg8qpZ7bzmdEgSpgH6VUXTI4TFVK3byzj0/7br7qO0sG82HgHuBFYJFSaq94GKNb8HcS+8GjUJb7/Dpo2iS8KUyTS9j3+YnM+PAtCrPT6HvUT7j95BGkFI/g8siPaTzlSXoUFbG66ASseY/Tc84f6UEt1UY+F7T8HRthnlVKTX0tlh0jM7qRUKKZejJpIJ22eybSsmI66QMnMfGzy1mXPoEl4VQOufMDllY280Der5h0zNn87sThbiHDNZCIYBeM4BfVU1ixvpyy3qeTYdeRU/4uhpNgfckpXJP6Jx61j+BcdSt326fzgjGFl5wDvja4B/iV9SOOit/BNcZ11EkOb4y+j54H/nDvDO7f/z12cyV/f2cBB75/MsMaprLg49eZ+eYTqNkPE5Z02lN6gS+VkMRZRxFmctOYmYoStxt9RxahAAmKVC1F0kwB9bSoFAZlKEaZ6ykMGdyTOJlLPG9QbmczyljL9Gh/rk78GLFtLjNeAYSgWDQ6IQKSoIUQ71sjmWaPoIfU8v6aZj63B/PDtoeoiRoc53zAGHMl1ZKLoxQVKo+zeYv5qh9/iJ/Nr62L6GnUUO+k8o+m/WhMJnPUNK37KMuh4ZnlBAoTeHM9GDlFeEYdSV6/c1hxwbk0LinD3y+T9EN7UnjLzRi5OVhVy8m7+hwML5g5pcQ2phN+9x18A47EamvGrqrG02sCsfpyrLIyVEsztLe7LbM+H/HKStYceQyR+Qvxjz2SmkfWkjblcMIfzqb86ruIrV5N1jlnEzr9FI44eBLxBc+RqKhAOQ5GSYCaWdPZ8NGbeArTSUgGxW+/R3XTQvYdN4jUwaPx5x/Ex+sfJLZxFv2cTHI39Wbd3A2sD7XSp6SG9CHtrOw1hDs29uTgD17Ba8XJAEKJGIZSxIw4a5VF7z4hBhSE9rrg3nEUC9e3sCkW54G1NQTqHHJsk3+v3MTHm1r47apysvwmxV5Pclq7rcexm9vZZ6GYm1v2FZCHwbhQgBYgz3S3sFGbx80nlBuQdwT3AqTgQXVKkyfJeWJtYH5bjCjuA4Q2R1FnK7bt/xdLlq0juFdAumEwuymMtustGzzk7GWDh6xfNniIk/x59g7u8hAg0RHcAyilFiilPtp2RaXUWuBq4OedFv8MeB6o+YrPsID/AFdt+4aIHC8inyV7CUwVkYLk8gtE5O8ikiEiG0TESC4PiUiZiHhFpJ+IvJXsdfCRiAz+Dse/25vx8tKzZ7y8dP2Ml5c6yZ87ek3AV3xnSR7gaWDV3hLcgx6Dv3NUzMXAwUGwhpxMzep5/DfjSgZ4qrhlTDvHzvkdeBeQ3ftcRjx7APfGbyCQO5TH5zUxIPU4ftDyX34ZuI5bjPtZE/YyKL6JxU4p1U4Gw8yNfOiM4czwO8mxbAkWZx+N88gvOLS9glXeQQwcuA/zP+pNn4cnkTXwaJraj2Xa2y/weFVPMoI+RvfM4OYThsH030DvSSzPPoy2hENOiklFYwXHG/NoyBnLf+pOpD1qMz9cxOGj85m/oRGvR/j9ySP41fOLWFfvzlc8ulcGpTkhThhdRJrfx9raVvrnpTGuT3ank3Jsd3wTu1zMsjnsL9N575qD8HuSt0GJCDx+Kgw4AvPDO3i84QleDJ5M9sArGJRYSpAoR73l54G8GmqjHjLSe5MZX0QfVYWTvNfx2WFEddxYKTZIMSWqkiYJkaJiVKtMxnvXkhFdzGdOX8bEZhP0VJLvi5Nl1xEiQqFTzyTPQjaoAk6M/w6FQZYZYUBiHceZn7GfLCFgRFnilKAQLuNFXjcP4hfeG3jB+ikeSRBWAU6P38LTvlv5zBlChrTzrm8K9aRTkuGhqSmN/onlXH90P7JCe9/wC037vmmasQGAumfuIOuHP8dJtGEfkEtGZADxKQ7p0bdoej4HT34+m278Dd7BBxG74XwaHn+M4KiRtH36GXi9KNMhvupdiLeDobDKPkOhwOvBqapyP8zwY6YH2XjxJRCP4u3XD8e2CE+7h8hn/yQwajjh2QuQRxrImnAcS6++iOyr/o+SCy6g4pprKbjhetbVbaLBV8XIxctZMHoMZvNy8nsUURxLoWTFx4Rr15B25Dnse38VGSefScol5/D0nbdyx+nnctZbLdijjqBHag63jB/JxvSeBCJHcHd6iMyM7eV737OtaIty7fIyXh03YPOylkiCx1fXcUhmGuUb2jjeDvEKrRySmUNazEQpRVEjWAKTjRQ+Nlsp36alfNuW/DRglBlgjtVOLNn+3oRDS3uMVKAh2UW+lS0J8Ry27uovdCTwk62WdayvgCyvSUPC3jz2f3uPkIu8JnWWzfiMEB83tVFjO/xvTP9vdL60rpMM5u9nSw7G3sD9ywYPYcjyZd+1e99wYM63WH8uMBhARHoAJ+M+JNjna7b7B7BQRP68zfKPgf2UUkpELgF+AVzT8aZSqllE5gMHAR8AxwFvK6USIvIf4HKl1CoR2Rf4J3DotziW3V4ymP/CNTHj5aVMPHHojnb5/LLvDNzv6V2l1JU7+Bm7FR3g7wxLXkSASEovgkOOoSznOKoX+Dmv2GblnPcpiwzg0NkPcO+KMdzrSefK+DM09f8pUxZfx2orj5gRYVQ0nTRPBQ59mcEo9jfmMEZWs9bJZ3+ZxyYnkyKjmTojn4NbXkXZUSrJoafZAv/cl75ZwykLjGVo+TT+Mn4SxqcP8+ypN5E94zYM/yj82X8hPuWPRG7vT/zsmTx+yb785oXfcurgIOtWBbmD8zh6Qi6l2SGWV7fQEknw2oJKAM55YBZ/O3MU43pns6YmzMMz1nPXD8YA8MznZbRE7W2C+72H7SievXx/2mO2G+BXzIeHjsQJ5rD0g6cY5q/Br2KcYbyP0TYept0OjsVzl04j9eFf0CyQEq7FFi9CHCfZycbGwItFAsESkybS6IXgcRyCkiBdoqT4FO1xmzHGKrJVmEKp4XnzJF6NDecq42kW2iWcaU5ntdODez33Mk/153H7cFZLDw71LCBDtZBQJocZ87nbOpUjvfMgIcyP9ucadRk5tHKqbyZjjVVE8FOn0vmhOZW3YxPoU+jFsi2sQSci9iaKxu0dD3Q07fvu/c+eIdvKJv+M8wgcMwJJvI/xzgKMQ4aQvrKE6hkfoFIKYPbrmHlDiM1/nexDf0xbeQWRhYvwpKYTSylkSa9CRi9fiaRloNraUSSwgdCI84iteAPaNoEX7Npat6s+kKivp+Kaa3HSM7ANkA3r8PfJpeWll0ibdCCZXh9Z7TE8ubkU3Phr1p18CgM/+Zi+Rb1oKDicAYcVUzFnOaGVa+h5+qE4ah3W6B+zvGIDjx9yKM0pXg668Vouufe/nOQPUk0LbY2NjDvjAgAe/fxFxhb0Y3jG3jdNq6MUvfxe/jG0hFbLJs1jUlYb4e4Vm1jhiRNoV+QZJmHb5oJQNpXVEV6tasL0GpzfO5v01e34FNQ7W7q8B3Bbybcd2JmCwTtW2+bQ3ARCprvvOFseCPhFsJXablf/zn0EOgJ7R7ZeVpOwt2q17yhXZ7UJm/4hPxWxOBMzQgxPCzIiTSd+7QZ/YEsg1yEluXxXjd/r3DXnLuCXSilH5Kt77CilWkTkUdzW/86pJHoCT4tIEW6qiXXb2fxp4EzcAP8HwD9FJBWYCDzb6bP929l2T7fTromv+M7AfTAzUUQGKqVW7sjn7E70GPydQSm4exT40qFmCS+Me5jamk34KmczVNaxyBjIJdf8iRkbI6x+8176DR3LhGV/4CZ1OefX/418aaTBScVUMYqMVt53RnOkOYdWx0eqJFOvCUTT+tDiKyJYP5901U7HG0pMLOXmkW0K9CKsAqw+6TUOjX1AfPHLPLbax/FX/4dbX1tKpLWJo8b1p1/TTKLFExjSuwf1bTHilmJJZTOPf7qB7JCPmtYYz/94ImUN7aQFPBSkBxARbEfR0BYnL23v+VullGLuxibG9MrEeOUK6HcwlExkbTyDyx+fw99O7EvWY4dRrOqSdyo2ZPamofAAsis/JDH6XOraLTauWsS+xnJIyYGWTajW8s1zBDviY6Hdk+HGOjy4N0QCLGEgPagi5niY5/TnQHMR0+2RDJCNDDI2sdbJ5zb7fO7w/BtleKl3Ulnv5FFotnBh7BouNV/nh94P8GCxwc5msFGJiHvJKtwHCSYOlSqHNaqYeU5/jjTmcJN1AVbPfYlWLcewYyxRpfhNwesxGJOYxz9893KPfSpn79+Pvsdc2X1fzm7s+zjmcU+wt9dH0UScF9bXkTL7j5S9V8Vpk39J4/w3cNYupKW+iez8HAY//wx1991HZN588Puxm5oIr1qJ2dCIZPbCP/xMGuc/SDDcAKYHbIsEboDVcbsqGRl4i4uIL3OnP42YBoGevXE2rqciM5Vevt4kqMVIT6PPr28kUV5Ow8MPY0ei9H/lJdadeSZGahqxS86nJdzKsL4HkTIsl3hZK2ZmgBlvPMm6ebNJz8nD9HqZ9LNfEI1H6SFAyG2dT8Si2JZFILT3tNY7jsPc1gjjM0JMX9zA8N4hUgNe3m1s4bXaJg5NDaGqLAwEQWFi4DGFUKrQ1uowZkAG6ze10xa1aLEd0oMerq+rIg+TqFKsUAl8uIH0thPODTO9LLUTKLZk1h+FlwXJye9G4SUmwkoVR9gS6G+b9b7zOPxv6ujsNN5saN38Os0UErY7vl+S/x4ZXsqUvMxvuWcNdrw+WjZ4iMPWAXYHNWT5su80PFhEDgNuUkpN3s57pXQag59cdihwp1JqrIis61SeXKAd+JFS6qVt9hNWSqWKSDZuD4CHcGOlm0VkGvBXpdQrInIwcLNS6uBkMr/xSqkrksH8YmAsMB/oA4SAFUqpou9y3HuKGS8v/dJrYuKJQ7/zkPGv+c5uxh2Dvw74M3CAUqrqu37W7kSPwe9qkUZ4/RooHotlxflchnHQAZNxGjfS31dPryk/5RHjFFpVgP0ymjmx4UE+XN1ARVOCCD6mG/vxQPxo8qWJnkYjJhZHGrNRShFKBvernSKijge7uZLs+k9JpZ2IiJuEDQXKwov7X1FGrJJeh/+YSHuYFR89S/t+V1GjsvjF8wvISvGyb9Xj+GbfR91nT/PkB/Ogaj7FLQuIWjazN7hT52WHfLz+8wMJeE0GFKRRmBGk4ymkacheFdzTXMnSPx3MK888xNLP38fZMANe/wU8fgp9Gz7mzQPWMkw2UGw0ATYoGwf4rM9PyF71LKqlDOPDP5C/+jmGpsdg6EkQC4PlDnfo+MtnqDijjbV4km0lpgJDwTBWUunrw2+DNzDWuwE/cZq9RbRIJstVD+ZlH8N+/g0YAlV2Bv8Z+ggzjDGsMvoxJ3A5F3nexEucf3E2BdJEiwpguQmNsRFWOL0Ik0IMD/2kih+a7/DTxM/YoPI4v+r3YMdYqkrpKGw4ZjPf6ccxsd/zWvBEHdxr2vdIS7iCDZXTsB69i/x1+zFm35+SdcRAZtUsoaXncAZecRk+5baBeop7EJ42jcSmKqLz5uE1TJpzs2iL1PFG/bNucA9gWyjcoEwBieT4atXcvDm4B/DbDlK2ger0IOmRGN5AJv5wO32uv4Hw++/T/NKLZF/4IzyFB1N+zbVknnE2n/pSWL9+ATOffpzKF/7Jqtmf0tK8FquunHH9J9Fcs4n+++7PCdfcQI7PQ4/U1M3BPYDXH9irgvvqphi3fVrG48trmFXVTFvU4qOlTcxb18IQx8tNxYWM8gTxY+AoRTwZVQ/qkUJzs8PieJTLF66jtT1BWsDD0PwQ77WGOdqfxngzhZXKDdTjfDG4B1hiJwgC/QwTEfeaaPAocjFIAwyfUC0JHNwA/qqiPErEJKtTC6rg9gyAb35DKrBVcA9gKbbKATA2PUUH991r47dc/k28D/hF5EcdC0RkpIgcuO2KyYD/TuBeAKVUH6VUqVKqFHgO+Mm2wX1nSqkG4Bng4k6LM4CK5O/nf8l2YeBz4G7cBw62UqoFWCcipyfLJsnkgHubnXFNbPYl31nHe8/jXg9viUhmV3ze953uot/VrATMfwKGnoTnh88w+ukL8LYs45gLb6Bh/QJyRu3LS2mfkHb3QDC9eFLSGRSezZKU8XibN5CfqOBfzrmcrd7FQsgwIgiwxs6nr1GDAwwwqogqg5BYoNyK14/a3K9NAYj7sn3gyaTFWhnZP5PLnCsZNNvHooxTOKU0h3V1bYzsU0R+6xKC/UupXvYsVz84glOL63i8ZS3evIEcMayAk0b36MYT+j1T/jmDo4u5mfnwprtIASragPHkme5Nr3iIK8HEgwcLJV7GL7oFhp2KlH2K8mfiaVpL2tDjYMUb8KPp4CSQ9R/jPHUekPjiI85kK3sdmZTE13EV/0IMg/dzzuPD9pE0hIWs4Ufwfn0OJaU2h605AX+iGc+6Rh4z32YVJSz2jGCYtYiE4+EaeRAMmGEPYpysJY7gJ04jqXiUzQf2KM4zp/KMfSDHmrPIooVS2cSfvPdzjvodrQkhZinONqZylfdZDlL3M74wbVd+E5qmfY2wJahNlYw+4nD6j9yPF/91HeNSx3PC7XfiWdlA+qGjUY2NrNhnAkZGBmZODrHaOhKFBXjrGkmNRsGxmLRi6/uvjn5/cQNM5WyeurPzewLYjkN+czsCJDZ8TMYZZxBfu4aME06g9a23aC9fy8z8cg5Ny8OxYpj9sqleUU7/kWOoLa9k7j/+Sl4wBIbJwaf+mBMuuorsYQN3ybnbHdQ0xRhpBFBKUb5hS6/UioYYVQ2xza9tHHxibP6S1m+KkJ1q0ivm5WBJxbYh4DNpDCe4aZ9emDbMam5j/uIIc4hRLCYRFI2qI8x3v3EPblC9zrHJ9pqc6Uun0opT7SQ4sDid5S0xlGMg7VEaHXi1qZkyZZPpMRBLkcyhlxx7/8WHCNu29Hfo3O+0yDCZYoR41GrZvCwosE966NufUK0r3cDW463BbTW/4bvuMDn2/WTgLhH5Je7ltx64MrlKPxGZh/vMqBW4Ryn18Hf9POAvwBWdXt+M282+EfdhQ58v2e5p4Fng4E7LzgH+JSI34s4Y+RSwYAfKtjvq8mtiO7b9zjZTSv0rmRjxFRE5Qim1vRk/9xg6wO9qfx0E4oH8QRCpx1s0FFa9Q+/SKL1ePwOr50xylj0GShEdejp1c16lJtHKD+VthqhsDMPmdu/9ZEqEFGIoBS34KDVq3HH9EiREBB8OtgJPss42AAsPhtgkJICponiUIrjyFWwjgS9vIn3r3mN9dCT79cjkqOGFVGyqZvbTGylMz+PxssM4drSfhYuEgU3vkxqrIJAyjClDCxldsnfOD7xdfQ5E9dwHymdutbhzMiCUhcKLIQKmH/Og30DfSdBjLKx8B8+z58MJ97it92mF4A3AnCdhyAmYR95CYsFzGI3rkFjj5q6GCrDEIE3itHuyUU4AjxHl6DMvY/jGNdTWTubyT0wOSV3M+e2vkJF9LCdGX8bypvLj+I0cmlXLtY238rIzGVE2vdUmevnaEILcFD+PX3ufIKJ8FEsDprK40PMOT1mHcKt9AX0yfRzT+hTXGVdzF3fyTuAGZqaM4bbmo7nC+zK3JC6g3XG4eNKX1XWapnWH98s30E8FKSjuTVtrPUOOHcnHTz7CyH5DqP75laQtWkjrG29gpKWRfebJ1P7zPuyGejzJP2YmsDo/E0eEgdWNm/fb8XcplD8CZds4jWtwLHcKsy88nAwGMSMR1uRlkDd7FsW1tXh7ltCe34fw3Lnsu//+5J12GsteeoZNa1YSTM0hO2cs2UePwnrqUWriURLRCC2E6Td2f4y0wLafsNfqW5jCmk2RZOZ5N+ju+G46KLdfH+DeL4zoHSIvI0Ao4OFv6zaxsrKdC0cWkBrwsKkxRophsKq6nQOK0nivKI0BbX7CUZsyy6JRxfBgcYCvlg/j+YBJntegLuGQUIpbxvfij2uryE5YPFzVQCYGxSEfcYR8r0FCKXI8BsUBH83hKB5IduZ37/gttk6ct73gPs8Qah2FN/l+Mw4f07bVA6aIgh+X5HXNSda+kyHLlz2xbPAQcMdXl+C20t6wAwn2AFBKVQJnfMnbwW+4jwu+4r3UTr9X0ykYVUq9DLy8nW0eBh7u9Po5tvlTqJRaBxz1Tcq3p5p44tAnZry8FLa5JnY0wd7XfGc3b7PuzbgPavZ4OsDvaiPOBqsVDA8sew2y+0BWX8gfwg19n+eqYC9eMM/iggNG47Q1sMg3klKnmfcSY0koDwd5FtLopFGjMigRdyaPdOIooFmCpKkItgJDII7JBjuTvmYDL9r7cbzxKZaY+HuOwWkuh5ZyYv5cVi1fyeCyC7g5CPEJPaif81/eXnIvl6lnGTPEILbqHT6iN/9YOIEHzh/HutrBXDO6Bz6PHsHxBSnZePa5AJUM8LdttQJIYNKSO5b8I66DNe9BrAHaG+Dh4+HEe+GKOWAYULMU9v+pu1EsDI4F+/8Ub8eyt65HffpPomYa7Z50QrEaYnkjyd3/fH72QQr35r4IdSvo1XswvfxRzk2fiwpXk9YjAzNtAG8v64/PUFTFDSbZT/FhYBKve46kj1SxKpRJY00FZ3unsTJ1H2rib9CHKn4fO4M/+R6kUuWwWPUF4MjWZzjbO53P/EdQ7PXgm3wlB715ExneDRxi/x1bKQwBz8InIOMwKByxa74LTdO+UoE3lxwjncrZs8jIL6D4owbSDz+YzBFjSP/nUyjLJv/yawivmIvymvh7F6OqmqF5SzDfp9bNfd65lR7xYIsg4VoMfyqSOwRVvYREjxJIzcC7fC4AZigNb68eJBoayG1uJC29iPiGetremo4nPY2sCy/CWLaC9rlzGTjqKKJGiA/ffpZlbZ8QCGdywlU3EIu0MeSAg3fxmds9hAIeSvL8bKiNse2jlY6wPqEUvbL99M1PYXVVO4YYVDTEaGlv45KSXOiRi7LAshW984MopUhYblfAWwb3BCBqO1y8aC00xvAaXtqMNFLFYXRGOhf3zOO+NTWEDYe1kRgHZ6fjEVhU206FilOXsDkpN5OPa1ooTySwgPpwlEzDzVIWNwz6pviZ0xLBD/Twm1TG7C8k8utQ6yj8ApmmQZbfy4XFOfxqVeXmPABRIMMUfru6ktsG9CDP590p5177eslgflcl1NN2A8lgXl8Tu4AO8LvahAsh3gZzH4XT/gtLX4aSidBWy+3hGyH9I+riXuqm3YedWcqiAb/mwHlX8ZpzCFd7nsFRitPM6YBbXTvJrtm2GKQTcceoJevxoGHTUzUiKE4wZmJj4MNCKmeTkCA+HFKiVeSaJp+FDmP04AxyGz6n+NRfMaJtIdQ6pP7gv1zxyFx6ZAWZecwQgn4P43vvnRnwv7GRZyJNZfDx3ZBo3epGRAEtviJCHgE7BoffDP8+ACZfB9WLoGohDD0BVk+FyvlQlByGNennX/yco/5IrGYNbQffQk7JEIi14m+txlrwNIe0rmNNQT+eruzPunc+4RfWf5geu5y/h97GN+RietjFVK8KcJI5naF5Xp5vOJofRp7nV3IPL9qTsDJ7stI7mDt7nc668mbe9B9Hj0QZl3rfZZHqR8xMY6rjzozwhnEwB5trKC3K5fXs3zFjZT4Lo78lrjwkROExhfP27U0kXgke3bqmad8Xg3v0wlJrUbbNiEOOoLGumYLx+9Lyzru0ffQRRZP+QMt7b7J08SxSJk4k3/ZDc9NW+zCUm/7MMoTatBSKmtsw8gbiMQPUNy4mLbwJA7e13yhf4z687NDWSmKNuyw9lkDWriCelgZLImQOHYp/5VyqB/chkp5Bfdl89rnofFbM/4SxRx3HwClH4/Hq4OzrjCxNxzTCrK3e0kXfnaTX/V9CFArB5zUZUZrGwnWtTBySxaINrdgJRWbIy9qGdnxeg1DAREQYVrJ1HoOAafDw8L68sayeQwZnku710pCwWBmOML8pQm3cYnxeiI8aWni9opn9PEH8hmBbcFXvAl6vbSJiwu3ebO50WgjHLZqcZJ8Dx8GyHTJNYWhqCvWJBFmGwjCgznLb8FNEaFcKE0ixY9y08b/M3e8GcgM+7i+vR4B0oAVINw1+3ruAle0xvF+TLV3TNG1PpbPod6EVm1q59/1V/P3EEqiYCwOP2HoFOwGml4RlUTHvbbwz7uKDxmxOVe9R5uTR36jExu1u35HEyEbY4OTR16ghqgwCsnWnNUvc9Q1gjdGffs4ad4o1Fd+8nzeDJzCwX3+oWsCMHhcwMD8F2hupWT6TY398O9NWNbKksoX/O3wA2rf04NFQPgfldMxuYIBy4LCbITUPRp0NjetBxO3N8W2tngqlk8Gz9Zzy7y6t5qOVtZxT9ltC486gZslHFPUdxnuBIzh1/U3MyTqetNl3MdhZxQv2ZAb768m3qiiiBluZbJCeGE6MpglXkzv7b1xi3kaEAL9O3MMw1lBgNHKXdQaPGCcT8pvc0nMOa/KP4OE59RytPsYqmcgHZQ7NMThxdA+uPHwghRk6uN8ROov+zrG31keRxXXEK8NYw0zi7e0UDRi01fvKshCPB6u2lobnnqf1zTeJr/zyGYTmleTjs2yGVNZvHhsdMw38trO5rhHcBwELe+UzNAqVToyScBRPZMtQR2PEcFLy84ksW07uJRczO9xAem4+6xbM5qxb/kz9gw/hKcgn41g91ea3oZTizbm1xBJfvKcbVBwiP8NHdpqXlkiCoM+D3/vteugppahuilOYtXVSXUcpXqtt5onKOpa3Rfl932Jer2zm0B4ZDIl7+L+qSsZmpvBYZQOjF81kZZ+hOOmZxJ0t0+UFBKIKzsjP4KXaFnK9JgnHoc5ytnqAXug1iCQS/C08lU8Gnc3LNY2kG4r+wRCEHabZEX7bt5AzinNJ95jf8gxqnen6SNN2b18b4ItIOpCnlFqzzfKRSqmF29tmb72hilsOq2vCDPVUwpIX4ZDrv3L9F/5zGwPKnyNIlHfscRxtfEapUQdAkxMgw4iyQYrorao2T58mgBJocfxkSGzrwd+dHlZbuN0z2kKlPFt8LeeeeRbn//VZfnXWUTgISilqw3GmDC3o8vOwV1n+OotfupOh0blbj30ceDQc9AuoXgwLn4ZhJ8M+l3T95ycfGm02/0nY8An/NM8hPbeIgtcvxCgew1/jJ/PkpRNo+vNwclUjbUY6WaoeW4IsUiX0UVU8bh/KyeYM0qSdcpXP89YkcgLg7P8z1ta2M7Q4jQVlTQxa8yCfqeE8oG7mqazLGX7waUyofByO+XPXH99eRN9QfT1dH31zTnsCp92irGwJbU2NDD9kypevG4my+vjjscvLNyc+2zb8W5+VRmosTmZ7jBa/jxTLcjPlAw5C3GMQsNyu1dXpKeS3tFOeGSI9miAz6o6stooKsX/8IwaNGseG666l34MPUrZxHel5+bQ1NtJ75OidczL2Equr2li6tgnb9OC227s1UkGml3H9MllREaY1YjGgOER+RtfPfpNwFF5jy43Iog2tpPhMfle3iXFpKfxuTQVTcjKJKMW9Q0oYM3PpVtsHgRhsvgY7M4CeAR/7ZYRINQ1KAj6Wh1uZ2VBPje0nouDwrDROKcxiU9ziJyX5XX58exNdH2na7u0rH+GKyBnAcuB5EVkiIvt0evvhnVmw3ZHPYzA0IwHPXwKTr/3a9cclZrNJZVMgTZxpTsdjeohjsFaKWG32xkEoVVVEHC+bVPbmSu8J61BCuBlyo7hZ9lTnDPqA4EUQ6mMG64ND8DSu4Zr4v/nX9LXM3dgIIjq47wqDjyXzstdxfl1L86TfwNiLYcrvocc4KB4DY86Fc1/aOcE9uMF9rA2ePNsN9ps2wHF3c+m6/+PMvA086z2BkTUvEdu0lCVVrXxy0NOUTfk3UeXOiuxTEUaoVUx3RnKF5yWKpIYb4xfyw9ivONOcxscynhy/zcnrb+HVj+bxi4OLuUw9x/6FihXSh1pPAc8va2N92hjaHz8bqpd+bZE17bvQ9dG3Y6R4CbfW01a98iuDewDx+1CN7rj7bZO0EXKzkfdoCpPe7ibS8zo2TjK1m5Hfgxa/B6tTSJbX4mbO79nURkY0DqmpKBG8be2UOELbiuVUh5tpefkVvB/PJCUlVQf3XaB/UYgpo/I4alwuRbk++hb4GF4SoigrgN9rMLwkjYmDs3ZKcA/gNYTmtgRz1zQTjdsEvQZ5eX7mtLTTP+inwOfjs6YGFjXW0GY73NS3kDMKMjdvHwEcFJ1L13GTWmBGOCxlE2PTgzy5qZ7q2hj7ZmVQYfvpn+L2HvMbML81gu3YHD9nJWHLRtM0bW/0dWPwbwDGKaWqRGQC8JiIXK+UepHtJMvVcLtjh6vdgfNfYdX/s3ffYVYVdwPHv3NuL9t7YVnYpfcuKAioWLCAvWti7Mb4GmM3MTEajRpb7Bq7Yu9iRSnSe+8sy/a+d28vZ94/zgWXJnVBYD7Psw93554ypyxz5szMb1Yto7mhiSJRxZexo4hKQV+5jjxNp4OspFBU0yztxKRGkhbAq9tpFAlYZZRZWl/6sY72VOCSERDGHLBmASK+22WWrvRxNmC3ZvOHNTfwXfXRuPpdwa1HdeGaN+azuKyZvuf1bfPTcSTITzECdiafEH+pEw3DlIch6AE9Aq70ts2AHgVPOcSioJlACL7wdufUj67mhaMvgkUOnixcwZXvL6Z3fhLLRBo/RP9JO3MTvQuziZb8TGnmCE5sWcm6UCKPJLyL7U+38NbnOhuWmPlmZTOPjTqPh75+kOdfOplrE7px2ahefFn3Ot3cCeQlO3hshp37Gv4LVueu86soe0eVR3uoomQF9U0bd7ncyldewm8xbwk9vNXJ9PmIWMzU2a1ktfgBiJlMW1rr9cYaTJrAFe9O3WgzY4/EqHfbyfMEEAl50D6VKrtG3qYqNrzwAu7UFHpfcwPhfr1Z/Le7yetUSN+TT9/PR39kcriN4VxDi41YOoFwjPL6IHUBD06zDaelbSr3m0V1SSBsDCXUNIEJuFxLYkmpl2fatWND5eesd+Rz3eISRmYmMqvZj1OA06RxjMvFtBYfPRLtTG/2g4Qsm4XvB3bmtpWrmdpiJmQNcEthNv9eX4W+Crq77dxdlMdCj48hyW66m8p5rtxHc9SB06QCBSuKcmTa1f9+JillJYCUcjYwCrhbCHEj2/egUgDyB8Bf1mw3ZnpbxR07UjT+Ln4c/g7L7AM41zyFHlopAvBio5pkkkQAtxagViZSoFUTkRqf6UO4W/sfVhnCTsR4wKJV5T7e/NIzsoRoSzWx057AYTWTPfB0bO36MfHbbyAa4q6x3dr+XBypzFYYfRcs/wRmPdf2+3MkwdWTweowgvlpGuOP6Y3FYoOsHjDydvSi49GExGoW9G/+nrFyCktj7XljrY15qafTr0dXLk56jXnHvMSNvsuZUxlDX/EVF3SStE93U1dVRuee/bm6YwP6ZV/x3IZMltWGOb1PLjlVP3BF2Z1MtY+GlMK2P17lgBNCjBNCSCFEVyHELCHEQiFEqRCiNv55oRCiUAhhjqc9uM36biHE80KIdUKIeUKIn4QQQ/YwG6o82kPdR53Asef/+lAxgA6nnE7h/f8k7ZprIB7YrnU36SgQtJrBbJQ3zmAYi4Qmh40WTeCxmraURUsKc/A7rOR5AkZa2EPlpvXkLl1F1v/dRGJyCiknn4K9axe+e+G/5LoS6DNGjbdvKw6rieIcFy8u/oZJm3Y4imW/SkuwcnS3FOxWEx2znbjMJrqmOEiymemU7CC13ViKEroz3O5kgcdHVJf4JTh0ja4RGyemJJJus3JqehLDkt00R2N8XtfMd40xClwp9HBCmb+ZE9ITOSs7hbf7FPNyWS3pVjNDkt28Wyd4vVbj2JQEY6pa5bAihMgWQkxoVZZ8JYToHC9/AkKIBUKIFUKI2UKIy3ew/iAhRFQIcfZOth+Ll2dLhRDvCyF2u9VCCDFSCPFF/PPpQojb458z4uXmAiHE8L089Nb7GSeE6N7q938IIY7f1+0eqnZ2zYQQ3oOQl0IhxNKdfPeTEGKPh71se713164q+C1CiKLNv8QfrkYCZwA99nRnSpy3BiE0UnqO4YoT+jPAvJZovKs9gJUIWTSgAev1XLI0DyWxbLJFM8PFEjJlE8VaFQIICQ0hjVUjQJPuIIwgIgRhawoh3cSq/LOptLQjrWYGl+uf8NbZ2aS72/YtvgIMuAxG331w9t37PMgfCGEfJV6NSZN/4LpRnZi1fD3Tot3Qht1AIKJTkObg/NrHkcs+YXG5h4cmV5Mz8Ay65CTQ6eLH+P254ylIc1FTW0N4zY9csmoo/oUf0LTgE9JFC76NC8me8U983mZyuw4+OMeqHAgXANOAC6SUQ6SUfYG/Au9KKfvGf0qAE4DVwDlCbPV0/RLQAHSSUg4AfgfsadcWVR61gUhlJfacbNKOO56MG67f7nsJlKQn0b7eA1Ej+KsVEO4skiIa7lCYbG8AU0IyNW4HvUuqSPCHtvQCiIVaSAtGsRZ3psUkaBkzio2ZyawoXQ9mE50f+Q/CpAKitbU7hpzDqR0H7XrBNpCZ46DRZkzc1+SJMqnOS/dsN9ObfAxLdjEmLYEqGeXtWBPv1Dcxv9nHF3XNTGvycndRDiNSEvi0fzH/7NyOPEuEqmCA7xtamNVQyyvltQwXs+luD/BBZT1PVYRpiMJpGUkH5ViVthMvUz4GfpJSFsXLkjuAzeNN10kp+0kpuwHnAzcJIX7Xan0T8BDw7a/sJhAvz3oCYeCabfKwW7OPSSk/k1JuftF9HLAknrepu7N+PK87Mw7YUuGTUv5VSvn97mz3MPWr1+wwMI5W13t37epGvZZteutJKVuEECcB5+7pzpS47/8OMgbH3kadNZe1LTb6acm002rxCztOGSQsTQgRwynC+KQVtxYggkaeVk8YExYRQwPsGF3hdGlczAQRRCLQ0Lkhch3P+pfSYcOTTM/sRt7Mv2MZfTuOQjVP+WGtdBY4koiVzUWOf5F/vDEHYYnS8/P7OCOrP1m105nsLsZq1vAFY0zV+/Cn+rcY2G08zX2v4uReOfy0qoaBham4bWauGtGRmn738f1zDYxMrKRx3s/cFprPa/PXcdWKY7ne78SS041urpaDfeRHvMLbv7wQeAAoAEqBO0seHLtPc84KIdzAMRgt5p8Df/uVxS8AnsAoO4YC0+OV8iHARVJKHUBKuQHYsIdZUeVRGyi/6f9YN3wwI668juCMmchIhLCApe0y6VtehxbTyan30Giz4pQCWyQKMkbArLEh00VEc9Fis2CWkOKFrJoAUXsiIhzApEcwAeFIGCwmamJRKirrcAtJ7ZdfcOY9/8SZlHywT4HShmqaQ9SHIiwOBojaBd9GW/BFY7y5ppZ0i4mv6po5Iy2J2+0ZPBluAKA8FOGszBQuyUtjQJKbL2qaGJuRhBCCjs5iOiYF+WnuKro6zfyvrJZECni4oZZsC0SjOh0dLmyqe/5B9/6o2Hbl0Tk/mvalPBoFRKSUW7pGSikXgdFy2npBKeV6IcTNwKPAK/HkPwIfArv7pmsq0FsIMRK4D2gEugohegPPAgMxOjjdLKX8sfWK8d4DAzFebv8bcMRbb4cCw4G/AzZgHfA7KaVXCFECvIvxovzfQogE4CqMd6prgUuAvsDpwLFCiLuBs4B7gC+klB/Et/EacBpgAc6RUq4UQmRgzD+fC8yI72OAlLJuN8/FfvHzy09vd08cfcX1+/SMso2pQO/WCfFnmE+BFIxzcreU8lMhhAt4D8jHeHd9n5Ty3fg5fAc4GeP6XgX8CygGHpZSPrezbcZ3aRZCvAX0B5YBl0op/dvk6VmM+9ABfCCl/Fs8/UGM6xvFeBH1Edtc722DDO/Mr/4PGP/D6SmEuEUIcWKr9IiU8q3d2cHeaPCFeX7yOvzhKF8tqYSyudCwvq12d8CEozrfLKuCcU8zU/RleV2UdLeNgnH3cIm8lwA2NkTTiWDCKx1YJeRqdSQQookESvVMTMD7+kiCupUyPYWJ0f74pAUd8Ag7MQFh7ERsGTx+bk/CH1+PHgkh7al8lnUtHLV9C41yeFn21TPUeAKM9v2LP76zgKmr66iJuahzd2Gtqx//CJ3Pwk3N2M0aPXIT+SY2gI+6Pk7XgswtgRd/WlVLvTe0ZZsrKlto7HI+d1x7BaZz/sfbyVcxVk5lbRN4pANT7Uo8zU2wcuJh8bd6KIpX7l8E2mNUhNsDL8bT98UZwNdSytVAvRBiwI4WEkLYgeMxXgK8g1HZB6N1faGUcp8iXh2s8sjnCVKzqYlQIEJTrRfqVkEksOsVf+OijY34Zs6i8N0JNHs9+D0eEkaOxHLeOTRmZSCEQI8Z4+pd4QjSrLEmJ52ww4UAmqJNlKQlkOMqpmNtE1mNLYAkAjjSu0BygdHF3+lkeY9ikv/9LzIqo3TI60B2s4/iocfgHHRwWpSVA8MbjfL9+iYSTRq+WIz/W7gaUVYOZtAs8Zl+dMlXDR5ejDZyfJobHbi+XSYDk10MSHIT1SWf1zYR1H8ZhTOtsYXr2mXyTO/e3FucT0AkENM1tFiIzpYmyoJhSgJh3qmsp0UF2jso4pX77cqjePre6gnM24Pl5wNdAYQQecB4jIr5LsVb6k8GlsST+gN/klJ2Bq4HpJSyF0Y591q8/NuOlHIhrXq7AS7gbuB4KWV/YC5wc6tV6qWU/aWUE4CPpJSDpJR9gBXAFVLK6cBnwF/irdY7quzVxbf9LLA54vffgElSyh7ABxgV7AMqXrnf7p6Ip++zHVyzzYLA+Pg5GQU8Gu8NchJQIaXsE2/9/7rVOqXx6zUVI4jv2cBRGC9mfm2bAF2AZ+I9STzAdTvI7l3xWSp6Y1Teewsh0jDu0R5Syt7AP3fzeu/QrqLoPwP8H5AG3CeEuGd3N7wvNAHra32c+PC3LP36ZahcBFXLQNd3vfJ+9MG8Mqqag7teEIwHPn/Dry7iDUX5dlk1AOuyT+bRGU38d9IaMuc/wd1pP9FkSqHRmkuJzKQFB8v1PILSRlhoFIlKzCKGFDDUtByLCJMnGjnatJxIzkA+zPgTVgRmYcGJH3Oojoen1KBHAwTbj+Jozxd06VDIl0ur9/GsKAeMrx6+uWuPV/uy8A6u+cbP5MJXaVn7M0IITgtPpK65hR9W1QPQHIiiaYLp6+uxWzW6dCrimhV9eX1GCQD3nt6D9mmuLds8tnMGl59+AsKezOWvzCa/cRZ/i1xGPQlMjfVkZqiQ5DmPQVMJvHWO8begqwerA+wBYNvxgs54+r64AJgQ/zyBXyru2zoV+FFKGcBoJRm3i26Ge+RglUdSQmNlCwt/WkHpijJo3AD+A9roYdg41ZgpYzeEI16isdCvLhOpqMA3ayYAnRNS8L/+Bl8+8TCLTFFyghHaNXkJJyWgYzRt6Lqk2QK1Np2NKW4aEp10rG3CVL4EV2Y7cqMaTQku6q66jEZHI1Wylor0ZKTfT1pZFZ4HH2bj7B9I7lLIai1GsLiIitUr9/GkKAdKky/CmkrfHq0jhGCBI8zbNY1cK1Ip8wb50ZFAd91KRShCecQoI5piOjEk39V7cGuCfolOntxYw4/1Hsya4PkehThatcj/Pj+Dv3TMIRKu47PSJdRFYhSZvayKWlkWcnNd4gqCTdNY5g1w9oK1AMQ7DykHTluVR3uidY+vx4Hb5K5vBIcQYiFGxbsUeDmePjve8wyMHm1vAkgpVwIbgc67maejMLpb/xzfz2UYFd3N3m31uacQYqoQYglwEbs/FO2j+L/zgMJWeZ4Qz/PXGL0RDrS2uid2ds02E8ADQojFwPdAHsawjiXACUKIh4QQw6WUza3W+Sz+7xJglpSyRUpZC4SEEMm/sk2ATVLKn+Of38Q499s6VwgxH1iAcV27A80YLw5eFkKcCfh3sN5u21UX/RFAHyllLB60YCpGN5U2NX9jIx/M24Rbeskzz8fX4w0cD7dDZvXE1Odc0KyQlG+MMXa3zVynXy+torTeT6TDbhYKyz+FioVw8oM7XSTVZeXRc/sAcPbAfLrmJFDVHELU5BBpruV72xg+Mp3M8U0TuMr8Jddp93JC0ibObnwBq4hh0zTWyPYUUMnm90R2IviqF3OenIFuTEhsBEQyJXF7xf8RxIy7+Bg46hoobyYroipdhwyLA7J67t6ykYAxRZ2/nltPGsPyCg9vLb+FMzpn0rnKh3uejzvNbzMj3AMPRsX9hG6Z/OWkbkxZXcvGBj/DO6cjl35ESTiFhMEXk7aDOA0Oq4nzBrXj49nDmC27ITCTLHxcZP6B74KDGdtSBT3GgzDBw8Vwy2pjKr9AE+/NKaFbxw70yldjI9vIzt7I7/WbeiFEKjAa6CWEkBh1PSmE+MsOFr8AOCbevQ2MivhojC5qfYQQpn1sxT8o5VFN5To81XVEdRfeWB0M6I8+43HWJh9Fx9RUzDYbAXsylqR8zGZH22SibDaEjBby3bF+40ScjkwK8o7d6TKOHj1w9DCeF7tecAnR2jrSly+koSQGUpKdkkGsro7SzBSsgRC1HQsYUe9luc1ClsdPUWo7lsSaacZE/uBjYck8+qxczM/TJhO1QZFFo6imCQnkhGPMWr2Eo4efRW6vgeQfeywbFs7DkZCwH06OciBYzRoJ9t0afkwootPij6CZNO7rlEdZKMyrG2t5fGBXHimpwuoVnGtN4qFQ/ZZ1rsnP4A8FmTxdWsPMZh+X56bxxMZqVvqC/D4/HZu2fXuUyZJGhjuf4nA53e1N1PrTqNbt/M/TgWstddyUU0pjajLN/iqa6n6gfcFFAFSGwsQ8s8lO6YfZ7Npuu8p+sd/LI4yyZIfB8XaiH0bLNxjd5SfEG1nTgVOEEFEp5SfbrBOIt9xuEV9nz95u7ZwAvpNS7uxFeev9vAqMk1Iuinf5H7mb+9j8djfGrut5B1Jb3BOwg2u2jYuADIwhCZH4M4pdSrlaCNEfOAX4pxDiBynlP+LrbD6HeqvPm38372yb8WW2Lai3+l0I0QGjZ8UgKWWjEOLVeH6iwpgh6DiM+/wGjGeovbKrQUrhzQ9k8fEDByQk6VVvzCUmoRk3Epj03n9ZGsvD31DJt+U2GiY9iZxwAd6XTuOxz2ZAoGm/52F1VQsTl1bSLnU3A2j2OR9KZ0Dd2p0ucu7zM1he4QHAZjYxwN3I2IxaOq5+hRnt/kDE18jVnic43z4HCzFuLVzLWU2v8l5kOFEJaXod+Y4IEd2YwxwJAh0zghbh2jJ/cRQNS6yFapJw5nSnsqKUv366lJ55SQwsTN33k6McGFYn9N1ZGRAXDUPtKiibA9P+A+VG77XuuYkM79cTfwRmra/n09BALo/cRgu/PMx8vqiCjAQbU9bUkp1oY/KqWq446zSmeHLYULfzsuzabmFu1t5lmLYUKwGejo1naOhp7LoPufAdfAs+IPZEX0LJRdBcZkwXuPAtBtR8RJLDsl9OjbJDpXuYvjvOBt6QUraXUhZKKdthjJ3fKhKwECIxnlYQX64QoxvjBfEuZXOBv2/uwhaPNLunodMPSnmUtulNkkzLCVh/xCQ1Vq6exg9UUeFfQmOolpkr32LmzNksnvcUlP4Mkd3s9bUHfI2rWRraBKZfn51ls84FZ2J53Y6M7fiFQCwa5cUbfk8kZOTVnJqKDIfISU2ncuZ0qo4eRKDT2azo0JWslgDJwTCdu/cl94o7sYfCOEJhIhvX0q0lhMsfQr73CisaS6lz2kgJhhlSUk1xbQsIDSnM4PfTs7KBqkg1M196nIbXX6dD3wGk5OTtt3OktC2nzUR2yq8H5w1HdfwhY1q+jXVBWvxR7CaNYqedC9qlM7GumfW+ENNiAZ4JNWz1B/xWZT02TePbOg+ZNgslwTB3dMxhnsdHQyS6w/25zCaSrHbWRt185M3lX+lL+DZvMq9mzWZRwEKTZwVm3wJ6z65iQngoK7wBorrk8Q2VzPQnoWm/pbrPYactyqNJgE0IcdXmhHjX5u0i08fH5D8CPAUgpezQqmz6ALhuB5X73TUVo4KHEKIzRgV11W6uOxM4WghRHF/fFd/GjiQAlUIIy+b9xbXEv9sTPxOPVSOEGIMxdvxAa4t7YnckATXxivgo4j0mhBC5gF9K+SbwMMYwjH3aZlyBEGJo/POFGAGKW0vEeJHTLITIwhhWsDlWQJKU8iuM3op94svvzfXeZQW/qxBicfxnSavfl8S7Jex3ox/5kWirRvN1MofsdR9QLKrQQg30WfpPUoKbAHA1reRP808i9lAHVrweH8Iy8XaY9xqs/ubXd6THjC7/Uu5wzvobj+/E61cYUcFjumRj/dYVnvW1Xk74z+StV7rofUgv3uku/3tBP7rltLpGGyZDzXJqRBqXrL0Fre8FTIr2RAs3M4mBeNf8zJxoR04wzScqrGgiBv5avpDD0JAIQENiJoLI6U1jmjE01o6OlRiJDivaqDvILPuWC3qqlpLD0dplc/B+cx90GAHnvwWjfpkSqyDNSZLDTFlTgLWOXmyQOVteI2a6LeSnOpFScsuYLpw1IJ/3rxmKntaZYcOG/+qLoOyVr+Ea+Scedr/DFY4pAPixc3foErxRjVuz/8f8vIuojTrhvwPggyvYMO1d2tVOpkCrYcpHz1G1eu7WG61evr9PzZHoTrbv0uWPp++tCzCiFrf2Idt30x+PMb6v9ZvuT4HThBA24A8Y3dfWxqeQeRWo2cO8HPDyaOKP1zBDqyFqquAYcwMtjgmsr/+BlOCZuMKbWLM+QiRmId+yhKyWWpatfpvmyffQtP5r0GPIJRMo3fQDHu+mX92PrscrMDvpPerocT6duhinPBoNEgxt3bvS8913lN5005bfNauJzBv6IUw7fgdiMpu54B8PY7H9MmzUM/FrHFIQiUTY0FCD012Fs2odeiRMc7Kb1ZO/o+yff0RIgUWHgIwSaGrEEQwSRafB7UCTkqAmMPfvT3VRPs02E8gouhBEunYm4djhrKupxD1q1K5OvXIImlzWzMpKHx2znQwoSqJ95i89Wrq77Dg1DatJkKoJ/BhR9U1ApknQ0Wnci093L+Cadpn8u0s7erod/LUolxzbzl9s/cE+jaeLE9E0MyFMWAWkmiPckboUsyZIcOYzNilATdBHU/krXLN0LYOis5jYBBEsVFR8TKjV31MwEqPkV15wK7ttv5dHUkqJUdYcL4xp8pZhBD+rii9SJOLT5GEET3tSSvnKTja3L54BtHg59C5w+TZl307Fu3lfDrwTL7dmEI8TsAP3ALMwKuetxzNNAP4SP9aiHa65vb8DY+Ll7zkY5+xAR0Zui2eU3fEWMDB+vS7ll3PZC5gd797/N+Cf+2GbYLzsuT5+H6awTdyHeDyhBfF13sa4vmBU4r+I3xfT+CU2w95cb4TcQeV2y5dCtN/pl0YmN+4ofeDAgXLu3Lk7+upXlTX6OeahrQJRcpI2i7+Y36VFOuiubcCC0ddhyxQ8AkJYmWEagt7rfI5b/TdMZ74IVhcU/Mo0y9//HRzJxlhhexIMucZoMf3yFhj4e6MltOOxRBLyOf2paZQ2+Hn+7I4c09t40eYJRjj53xOZlnQP4oZ5YNq7N8GNvjBeXwuffvwOU/T+rNtYwsP2l8iimRSaeSY8lrstbxITJqpI5aHIhTzgeIuUaBUhacYidb7SjuEEbR4mISAawCxjaBo0JPUg1v0sMq3hrSp+yiEqFoVpj4EzXvnWo7wjTibdbdsSHG9bf3l/Eb8/pgPljX6em7yOVVXNfMv1nBx6gHssb/FG+v/x0hXHsKHOx6DCVDbU+fjrp0t544pf+dvxNxh/X2Yb/f/xLQ1+Y1xwhtvKf0Y7GF73Hpz8b6hdAZ5K+PYuSp09ya+dAqEmYpgwE0OXsGTMe3Tt3hv7h5fCH77b32fskCKEmBcPurLX2iKK/m/FgS6PahuWMW/Bo9ilhh8dFwKfkJhi2eTF2lFhmYMuzNijKfTTJCERYRNBQuhEbEkkpnQi4qukoMMpJLgLcDl3PpxszqLHKcw/nozSOURyB2LK6I4QGpMqGxmelcymsq9pn38csWiQRd+8iMPuofOQK7EltQOgYuVyJr34X2zJyZxzz94PZ2ypryMY8DP1nttJNtkILl9Ogq5TkeCiIcnB4JWlVKYk0uSyk+bxUeiPsCrVTYLHh5ASadJY3yGP7JoGytISGbZsA0gjxHDD6OEU2hNIPPFEEk8cs9d5VH4bQpEYJTUBLCaNYCRGqtvK/xrqGZ+VQjf39kNV/DGdG5aX8FBxLrHqai6sCdDij1AmY0ggAcHojET+VpxHczRGN7eD7+qa+amhhfs75+80H9GoF5PJhRCCtWv/s6W9xmxOJiWlP7oeQLoHUReO4ot4idZ+iN/Ujw8a6vnWm8ZjmQvpZPVSHbbQM308a/wOJszexH/O69s2J+4QsT/KozaIoq/spfiL9li8G/hQ4NlddGtvEwcgir4S96sV/J2uJMQxGF0vdxiSfW8fqKSUdLv7K4KtRml2Epu40vQ52TTRT1uNW4QBY853pMAsjJbsdXoWHbRqVot25FNDoMuZpJ/3LJrWqgVjwZtQMg3aHQU9zwSLE/QofHodrJ9CY9TCl7ZTOEafQySzFxs6XsLoYYO5/62vyc5I49zZ51J+2Wx6Ln0I+pyPzB+E8JQb8QB+RUmdj4qmAMOKt5/2+a2PPuakRddjS+uIrV0fvs3/Ix0n30hSpJ739ZGcrX9NMBrlrcix/Nn6KdPFANYlDOL85hdokTYyNS8RzNTpCSyXhZxomodGjJgOdVoai875mSEd0kh27l7XTuU3qGoJTP0PnPQveKo/WN3grYa+F8O4p3e5uq5LrnpjLveP78WbM0p4b8p8qmOJnK5N51vtaI7tkoXbZubRc/tuWefzRRV0yU4gK8HO/V8t599n99lqm3NKGrh9wiyqWiL4YibSaCYBHy9nvEvRCVdD73OMBaNho1Vy7XeQkE/wldOxxYxhKq3f1Il7mznS7Y8HqiNRW5VH0WiIb6dca9ynEoS0YdIzQZhBVOMSITzEaIedTSJImrSSioXVWrz1TwLCAQToVHgGnTqesdX2V677gEjET1Z6H9KSOmGyOCEa4ue595MXFSTEJHPNiSTq9ZhdabTLP46U5CJWT/+YbHcRSys+5dgTH2Tuiifo0/0KLCY3vuZGElK3L2daq1i9AovdQUZB4XbfvXbbjdSVrKegaw/aF3TEmZuDuOvvzO1WiDkri7zpc3AGQjTZLKzJy6BXTRPhbl1ZW1tOcWUDRV0H4Zs3laAm8NosVKUmEZM62R4/nrQUTn7yf9ja5yIsat77Q1V5fZBmf5RUl4mZqz2YNIjq0L9j4lYt9jvl88LMmZQdPYIX11cR9S5jTtDB6lgy+VYLnRMc9E1ycWP7X15av1RWy5lZKVSHInxR28RfOuRstcnm5sU01M9Eq17D0swsCmIChyaw2bJJTR2Ky9UBACmjSAle70pmBXOQdR+Sb/ZiiZdDswKp9LU20LPrzRzpVHl0eBFCdMLo1aBhzBV/nZRyzsHNldKWdrvZWQjRD2MswTkYYzA/+vU19pwQgrAOxaZqRjKX5bI9d5ne5J3YaBqpZJC2Ah0jyr5FQhMWXCJGU8xCe83o7VnMJswS1i2fRcI/Moj1uQz36Q9B5UKY9zo0b6LalE3mwrMQ572J/8WTWaN1pIc9BXvDJk4Ovk2q8CO9i8ja8BGLcudzeuBT+qYNIDL6z/QszAL77yClgxF4YxeVe4Bab4j1db7tKvj/m7aB4xo+QtMsvN7ch/Mav6Lb8tl4dAdu6vFak2j0mnAS4lrLV1hkiEH6AoaG1uJ3ZLHAl8Ws5LO4suEhfor15STTLGIIAo4czIF6qmwd0Re9x1s1Y7l+1M6HDii/celdjOnnlsX/5CJBcOfBibvXm2h1TQvXjiwi3W3j/fnlFBd2oHZdA5/pR4MOk5ZX89fTtw7OGtMlupQ4rCZGdM7YbpsDAjN5Nv0j3vM5eSl2IleZvuD8hIUs1/pS9PPjMPE24+VZ0UjoeRbUrYaMrtjPfg6+vQsaNyA3V+734dQoR6YDUR5JKXFJE1FhBimJiDBCupF4sZkC+KTRxbhMBLGhESZKvYi/MN/y3tyYTm/12k9ZvfZLenS7gPb5x1JZM5fqmgUApDUnYUrcQH12N6as+QJzJIrLlsSaljXEQqU0mjSIVFPXvJpj+/0Tv62KepFHTsppaDYTnTqcjtWSgBDaLiv3AM3VVdjdCdtV8Nc+8Rh6IIBmNtO0cjmepUvQ0tLo43Zi8/npuHID69wOfKkJJAdCDF5bRklmCkEZwW2x01DYDq0wj+WefKwxHRGL0bu8ngUDulHt93PJuJvwL/YiQ404euw6n8pvU0aSldlrjBeyEonUBSkuM+3SdzhL2HamhSW5Q4eToAk+r26iW2I71ulBCi3NJGsRptanc0ne1vdHRJfoEjKsFgYmbh8U72tfDoOERjAth0RdYtMALOi6pLFxDlWVn+Fo9hDNKCA7+3RCoWqOS+9Mk7k3TU2LielekPC5P5duNs++niJF+c2RUq7BCDqoHCF21UW/M8ZYywuAOoyxJrdIKX+1q+TetpgArKhsZubC5Th//hebZDrXmr/AIx38GOvLCG0eeVrLloY/KeL/StCFwCQluoCYNLoAb14GoCG5Dymjb+KvazuxYdUCns//DluX43mhvD3zV5dQHFjEsL49KJ/zGReYJyOAgLCxVHTmh0EvckxmiBXzJnPV1X/aq+PaTs0Kvv7wZbSwl59qnNxq+xBNj/Bm1u38r64rd5leo2d4Icl4iOqwSWYzUFtNVJjw61ZsWowQZppNmaTFKgnqZsLY+CD7jxxV+wk95SpKyaLxtNcYOkD9TR/yJv0LpjwItlQQOtyyBsxWI4CdPdFYxt8A5fOh0/FbrfrTqhomrazBrAmqPUH+fGJnflxZx31f/DLuvTBJ4w3LA6w4/jXG9O246/xMe4yLpyQxzWO0slzYSfLAoAAUHgNP9Db+8ByJ8H/LjMBgolU1fskHYE2A8gXQvAnCfjivLYbJHVpUi8mvOxjlUahxHQs3fEh940osof5EbPPpLt0sF95feqDEh80LDdyYaEFHE0aFZPPbK7m5F0A86k2BrTN5Pc5izbovqZ/UGU90Bv1OOo2Sxk0k+9fiTPZgcuWwoW4+aJAhrciYwO9KZHD2NSz11uMNS0YP3j/zyK9fMIclzz1NlR7BXFlNn7JaFrbPpn/vi1hZN42khg3USAuuRi/VThtOh5tQKECPshpWZacRM2lkYqFbRQNTMx10rmrEKiX2U8bhWbaY7mMuYMJPr3P5ky+QlJm9X/KsHDzfL6ymJQj1REmxmjmrv1EORKI6FrNxk3uDUcJRSap768Cqr5fXMc/jo6fbgXlVE6cOLeSd2npe2FhCMGYmW4vQKSWDuS0h3u9XRFfXrnsF3LW6jLP4iAQRobTZTI/8LiQmdica9VFb+z1SRnHoDnKK/7BVYD0pJR7PEsBENOrH79+E3Z5FRsbR++9kHaJUeaQoh7ZdVfB1jGiRV0gp18bT1kspf7UGsC8PVABLy5p44ZlH8EkrZaTzT/NL9NfWEYMtXak2P1ytIYdM2URAWlkj8+iRFMXlXcdyx1F09s/ChRG8yCetfJT7Z/IqvqGzVkZ2di56JMxDjSOxDb6UFKeVFRUtxFZ/w7WR1xAazNG7c8k1d/K3uVY8gQj3Nt9N0tlPsiyUTo/c+FRflYshIRvq1xkVrrwBOz6oT2+Akbf/0uK/9kdoWMcN33k5x/ozw/W51MgUPnaexQLRgyebbyQWDRMoGElS9SwaolZWxbJxxzyk00Se1oAmICxNaAJMMkYVyaQlJPCh9Qzyg6vonxrGdOnHOKyqO+RhIxaF0ungTIPpT8Ga7+Dm5WC2GdH0F70Dx9+73Wr+cBRvMEpmotHKEn2omM9auvCU6RLyIxtYqBfzr65rGZPegLVg8C9d7LcRCMcIRmL8540POaH8aS6N3IHDorH07ydh0lRb/L5QD1S/7mCVRxvLJ1O/YgIy2hFvaCA+15uwuaVegDU0BClaMJlXkC+TWKt5cCMJIdGsKYQijaSaM2iI1G7ZZn89ifUyjybTcuPlV+aVNC5fi7l8Bif1/j3WniaWl3xG5fxSsjukEYmECXhiDB53O8tWv02SuzvVdTM5ZtA96HVhLNlGq2ZofTPWdm6Cqxqx5LsxJ2/fqiojMRreW03q+V23BOFb9P3XJKSm8ekj/2RISxTN62VZXjrtUvOBCFWl6/GYNdK7dMU1fzGWSBRptVKrh0EHa4KGJ2yiT2YxMz2byKlvojY5gZz89nTyRvG5EzCnJTDgr3/fPOWUchgIR3V8wRiBcIza5jD1LRFG904DoKoxRCAco0PW9jMR1YWj2DRBgtlEpbeBMT9+SYOjG6fZmnFEGlkaas+ApCQychIZkORkZGriDvcfjAUwCTM/bniR9FiQGi2G157O2fm/a9PjPhKo8khRDm27iqJ/JlAJ/CiEeFEIcRwHoEftN8ur+VwfSorm5TnLowzU1qFhBOrR460l0pgljiKq+F/uA7yXfiN5V3+ErXg4Dyfejd1fzkwxkEaRiAQcIsxpVU/hkH7eEWMprWqgsiXGTdp7tNSX0y7FSdn6pdyjvUK7Lv1xdRrJSvdQyOvP+jof/nCMW/0XMbHczp0fLaHRZ8QCiK6ciF65BPx14G/c/mDq1wFQknUC/55aQ1VzENZPhvo1BG2pjI9MJJhYTEMggincwhg5g8cb/8gKPR8vDpIrpvC2ZTxZJi+DWU5nUxXZmod6kUQlqViJYZIxQgiyRRPrA05qAhI9qyf+pGIcMtDWl0s5kExmI2J+SgcYdCVcN/OXqbMyumxduZfSmKYOcFrNZC7735bfn+rwNEu63sRX1tu5zvUj47WpPLgym/lzpjJ1xtYzevhCEaasquEfny/jP9+uZOyTU0msX8TP9hHcdmIXFvx1jKrcKwfCQSmP6mvm0iDCVJtX4HO9YVTIN3cNkxC2ziJiXk4QyXqTh8zUnlgSOzBs6MMkJuRjFQ66h3V6kwwCOkgny0ULTebloGsQ1KDmBeyxSST1NLG0nY8GUz41LeWULvYQpQOBYCpebxJuVy7+QA3uJUlkVo+hri5I08T1W6Lwe+dWEGsOE20OIUOxrY4jGongqa0Bs0akyM/s794kGg6zZvZ0vA11BFo8CARruhSyLMGKR4/i0yJkzJ6PLiURq4WqkvWIXj3IbPTgbGjCGpP0Lq+lUtixRaNUrlmI1GM0Oh0ELSbc60uojwQIECSj31FtfamUA8xq1khxW0h1W+iY7aRXl18q4tkptq0q98GYTm3YCMiaZjGxqTJATJfkuFPJz+jJ5fkZfBtLY6JeSL6wwMoprFn7AxNryrbapy/qZYN3DeXV3zC/bhJzlr9OXQQW1GUwLGsc43IvPjAHryiK8hv2qxV8KeUnUsrzMaZw+BG4CcgUQjwbn0exTfxheEe65yYwNnEdBaJu6wy36vIoJQgkI6peZrT3U/786XqeLyukU5+jeTs6iru4gRRTGCGMXpQJ0kd/03ou5is6UkpWZBOOaD33rDmfLz6dwNXRCbT0+h2vVhZi3jSDHumCj2etpaKqmoDPQ7eeA8lMcnDfuJ78/jUjNsU9jSfzQXNn6Hbadl2j8VTAR1cC0JA7giq/EW2WjdOpTuzBwmkTKbbW0jGylhR8OKQfr9+LVffSR19GGg0Q8dPHP5NY2Mc8utKopfCYuBgHQdLxsEQU0qw7mSaGIIBUawT0CNFB12KVYWhY11aXSTmYrE7IHwDvXQKTHzJeGrXSXF/FHY8/T/StX2Yzi5qdXPP2YoKRGCeWPcVJuT5eDY3kM/NJ9ChqRwArr0ZO5JINY7j4pZmc9PgUvl9Wxfinp3PZK3N4e1Yp0xatpKo5yDRvHv2PGcu1o4qxq4BZygFwsMqjrp0vxmRPw2JOBmGNT2VnxS7NpEgLydKKDQ0E6OjUNa7FH2pk9fr38foryMo+imlaPattRtfgCMZQMikBk46w6UgJtlRB48ZaGta+ys9f/J1gVZQh55/O0q9nUzJvDR1GdmHtB4+T+nED5go7rm5dcaQ6CJ7YxLLVbwGwquOH+KzVJBydhyVr67HKFatWMO3dNxBCIDtK/C2N6HqM9fPnkNm+iGkTXqd/dROFwRhNDhsgKK2rZFL7dHwCLIEgg5aX0JBeyfpRuZR2ScPTLos5XQroUNuIOxKj0e0go9lLuxh0qW0hp7aRYFoy/UYcR3ZGJ7aaA1c5bNitJpx2EyfMXU3z6ip039YzhjVUN/GfOSXcs7p8S1qLHuPaZcbEF7ffeSsDYyGiUuf3iWsZUbOBcz6YQFGLh08qWpj5+z/w5jtTKFu/lA/LXuW7uk9Z7VtOZbCMKVURGut1jus7lMSETpi1rYcEKIqiHIn2OIq+ECIFI7DReVLK43a0zL52iQR4cOJKepS/y3F1b0OwAQfhVoGLIAZ8IY5lLFNolgmkuGz4k4p4o/2DDFlwK/3Cc5FomNwZxFqqEEhiEqKYsRE1GmHi24piQpocWIghY2E+7Pk0VeuXcH3aArSyWVQm9GCBJ4GGk56hT34yvXMTCTdXYI14iaZ1xqSJ3ep2GI3prC/ZwPSFSzEl5nDOz6cCMarJJJ9KvtJGMUCsQkRaqNGy0WNheplK0BAETIn4pQWJiYRYIxChSaRhJUiy9FJHMhmiiVKZxTviFO7oXAXnvQEmVdgd9kqmgTMdMn+ZSrXq78Vk6bXoAvTr5mL65Bp80sqKMW8xuEMqVeWlrPFauezVeRRluOjpmcrtlgmUn/MFNR/fxeOBk1kZTKVLlotmf5QUlwVXywYej93Hk2n3UuPqwqPn9iHNbYNF70LnMeBIOYgn4dD3W+0SKYSIAUswgrJuAC6RUjYJIQrjv98opXwqvux/gblSylfjv5sxWt1fllLe3gZ5OyDl0bwlTxMOe2hq3oQkCBLc0kQEiSWWh89URo6wUUGYo/Rs5pnqcSbkkZd9FCvWvgcIOupWqq1WvBGjp5fUQdc0LFInhiQa0Kmb6yNrWALhMju97SY8iYLq+iyIBrB21AmF6wmVmEi15ZE3sh/5OcMwCReBYC0WqwObNXGrMca/JtbSQt2qlUz77nOSc/JYOPFzem2sxpudQYlVYLfYiMgY0UgEzWpFj0axhiOE7VYsQkOzCERUEozEELEYLgkhKZGaYGBKB1Ln/Yz9pK7Mrndy4pW3kjyo2z5dA+XQEKtsRkt1IWy/3IdPfbGE7606QU3y574deLG0hgKLhYsKMuif5GLxuhKkNcbPt1+P6fpTqJoZptLmYtzYoZgDi5D3TmF+33706buRcCwVb2MToeF5RImSacrBZrJyYs6ZAHg8i0lM7IUQu+qgqvya33B5lA08DgwCmoBqjJe9YWAFxtzidow53p/ZXBa1Wn8Qxtzz50spP2iVngb8EP81G6OasXlc1WApZbgtjkfZN+q67dyuxuCn/trKUsqGHaXvjweqRl8YXzhK/k9/JrT4I4QexCIgivGUqQMxTAhhZnHqGLrlp+Nc8R5kdGVR8bXI+W+yzlTMWUcVw4xnYMRtsHgCwY0zWBTtQH/TGjRAF1BKNu3NXmbHuhCMhjjWvIp3Mv7E0cOPp8PyZ/A2VCKaSphxxs8UpjsprpoI05+GomPhhH8Ywc1mPguj79r+QAJNfLCgCrspSn9bJe/MXMcV7esw9T6H/338JTfW/Z0W3YxTixLDhEnqRBCYgZCwUGvKw2y1kRzYgJMgs0yDmR/Oo7jHAPI2fkbPwFzWxzKwizBZlhALIu1o1pJYRREXH5VPUkICHL2fAgMqh4x50yfR/5vxADS5iggf/0+eWGqm2ZzO0rWlXJm2iJ+TTiXVaeW7peU8cFwSw2dehfcP00mrnsH1P9v5clULFg3WPDAWXZd4ghES3zwJrdMYStctJvPYq7F3OhZ+fAD6XwZJeQf5qA9tv+EHKq+U0h3//BqwWkp5f7yCPwvjQaq7lDK8gwr+ycDdGAVvsdybeVl/ycdBK4/8gTrMZjsr5j2Gw1tHOV4ysFERbUfUshaQZGJFNzlINg0kmmVmY/kPtMsZTiQWItSwinx3EfVWMx5fGXnZx7Cx7HsCwRoSW8yEGsM0WqIkpFiJWaFxWYjEDjasNgvSAh03nkL6Sb1ZtuIDtGgAVySbtH5dycroz6yP3yOaUEFxnxG0yx1BXWkJ5auW0+eEU7Y7jlComVkffkRWh2JsFVVsmvEz1qOHUthnIB/+668EmpvY8vY7HsE2xeun0e0EIbAnJCJ1nSRnCk2VG+la2ANv0Ec4zY2joop2cxezNDPZCLoXipCc52aJI4vB59xC+dIv6THqeDr03UmcGuWw9eKstTzS4uX2gJl0l0ZuUSaWlii3eBv557wyPrdUkXzC8cyvqWVZRHB1QSZfVdfw6YCutHhX8/H785mTWEDfNRO58s4HiepRonqU9ypeZmDy0az1ruCY9BNIsaRSV/cT6enHIoTqWbYvfovlkTBa0qYDr0kpn4un9QESgU3AF1LKnvH0jhizqzwhpXwlnmYCvgOCwP9aV/C32c+9gFdK+UjbHpGyP+3ougkhzFLK6MHL1cGzq1f9dUAZsPnktG6mlsBuhNveOykuKykuK5xwH5ZFE7YE4TbH96wJ0IjRKN3kNs2jMu1UinqdS+XyaXxVlUxmt1s5yzoTzHY47QmY/gS40ogmF2NtNhGTNjaSSa6sYmMsg45UcRTzkCbwSBdjxc8s+2ouHbJiuMc/Di+fyPH21ZA5HMyDIK2jUbkHo5U8YSeRgX/4O6Okm6mxXjSWfcSf0zReiPye8187jdps4x6sSuhHkXcO6/Rsck3NPBU+jestn+HVbXwf6cQQWzMBmUYnUU7/2HyGmmZTs3YO/2e9i5e1FZSTzRehQdxpep9VMp8L+YH2spyJ1lc4f2CPHedLOawNGDYa/8B6fvzPxRzn/57lzp5076yzqKyJjqlmxuYH6bDuYRoam7jVtJijJr7I644sAm/eyvDrniF52VLm3T0EW7z7vaYJkp1WuGoSBJspmNUb3voSHagig9xRdx7cA1YM9yZdCDwAFAClwJ3c2/z2ftzDDKB3q99rgZ+By4AXd7D8BcATwLXAUIyHs7110Mojp8OYtqtP0TmEFr2CQKecAFHLGhBgl5AprUSiDlKjfta1NJGbdRRVtfNwObMozBlOhiOL/HAAUgcQaVhDrSMdezSM3W1h/qcrKBqbjrBBxB8juaeViCdK6vL+BLLqKC38ibWzfiSlXRZdOlzIjJ+eonPKeKwWN11HD6KheTXtckcAYLbZcSTsOCjZ9ElPkdK+G+vXTiJQEyKjf1/qZsxg6bcTcTndBDzNOBKTCHia42dY0Gizbanwa7X1uPPyGNBzBDOr3yYgBF50cuzprNLK2dS1AJfHS73TRn2ym6zaFsz/uJnFH7zKWX+8BWfu9lNuKoe/K4cUc0kgwLNTpzNUX0hdwlUs1iQ5MSvzMiSnBgX/mDGDKs2MJyWTT8tquC9tKtXVpaSmDWfIiCVcnN4b0xlDATBrZsyamUsLrscTaWJaw/e8X/EKSHAKN5dkjD7IR6wAPHreqduVR39+94t9KY9GAZHNlXsAKeUigPgLZ1qlrxdC3Aw8CmyepuePwIcYrf+7Lb7tr4GZwDBgTnybfwcygYuklLOFEC7gKaAnRtiwe6WUnwohLgfGAS6gE/AIYAUuAULAKTt7QX24CU5cst09YT+51/58RkEI8SrGS5x+wM9CiKeBp4EMwA9cKaVcKYQoAt7CuC6fAjdtbsw4HOyqD9OTQCPGjX0Z0FFK2SH+02YPU1txp6Od/RLiqOsJbX4fER+/GLamoOf0p0l3sWrlIhZln02pns5Q8yquOKYjySOuAT2K311AXa8/EA6HeD3lBsoSetPU9ypcv/uQb9J/xzxTHyr4pXFoE9n4ajYyOLaQqKeKU99vxJ/amei39+AJhCC1A5zTalovWwIMumLrfK+bBEs/hHWTSFv2Oqet/Rudo6tAj3L5wouoDluZsinGUksfkhwaLcJBrqmZ2g7jSU9wcU7or2SJJk40zSXqrSeiOSknHbOMUSVTmRTuwkDfZJ6LnET1ya8wxroQp2whm3o2yBy+aH8bpx89AGyHzb2q7MrsF6n79hHkTw9B0MPqai/POK/nhaN+5D/vfssDny5k/pJlPFp7NZGF7xGLxVimt+cfGY9xpvyervoa7E43QgjuH9+LNLcNt20H7wDtSXDLWrj0CwSQQ+32yygHnlG5fxFoj1H5bQ+8GE/fZ/HWj+OAz7b56iHgFrFNk5kQwg4cD3wOvINR2d8XB788SuuEuds5RNI6E0InGTOahAhQ7khAc+VQri/DWdtAki0TUySdjmlnkph7FKbcQSCj+E0ptLjbkymt5Djb0dGWwBX3/In+w28g2pJAsBoEAgmUF83Fk1BGTPrRksLIiMaML18i6pUsW/UOMT1CRnovuhSdtSWLyVnZdD7qmK2y7ZtTRWB9I0smLGTGax+z+rvFtFQ1U7ZyOWs2rScaayEQCuB0mEnJzgZdopnMZBR2xJGeCpqRn7DdQl1NFXMXTUJPTKZvn9E0NlYTavFAJAJuFx1OHYczIZmUhHSCefk0PXon7bp1wpWdhmZSrapHirtWl/HOyrU8vKGSWCxMOFbHG85smlOO5T+ffsm/1lYwr9HLQ+mp3JzdEVMkiCcxlSFJVlJ9IS6uGoLUXNisiXTrdD7mlBSE1brdfhItyfyu3Y0cn34aEok/6j0IR6tsK1653648iqfvrZ7AvD1Yfj5GzBaEEHnAeODZvdx3McbLgq7xnwuBY4BbgM0tHHcBk6SUgzFeRjwcr/RvzvuZGC8X7gf8Usp+GC/NL93LPB1S4pX77e6JePr+lg8Mk1LeDLwA/FFKOQDjej0TX+YJjB4evTAaDw4ruwqydxPQF3gf403TAiHEv4UQHdo+a630PAtOegB5Zw0ibzC6ZmWNrSe2IX8gvW4OXeUaThazSP7iUgaFZjB8+V/hpwdh5Vcw+EoWrN1E86QnqC86k5yWpURTOlA36C/kWAIUJpvQpeCh9q8RNrmJJrQjwQxOvRkZ9vFs41CGt3yNN6GYYP0m5n7yzC/5WvM9NG405vH+6i8QalWwONPBnQ3jnoNYBFP7o7C0lEOHY9GFmWxqeYJ/0zm8lNTaOSQSQAc+WR3gD8GX+J/l3yAsJGgRtJT25Mkqvo4MpFKm4JFOpB7lIjmRM8RUTv1mBAPFCoSEPFFDhqzn6o23cOeEfWksUw45PcZz0/LOvDqjlIcevIuNL1/KVUUtOMK1vCf/zGeu+/mSG0kQPkzSzzG+b1machy9bFVUpQwk4fqfGPy7h3dvX2YLdByOuLcZcW9z2x6XsrseALadk8oZT98XDiHEQqAKyMLo4riFlHI9Rlf9bQvpU4EfpZQBjFaTcdu+BNgTv4nySDNhyhtI935/ZPSIJ0m2ZJCoueir5ZCffRQN0VLSNUEXsyS24TuCsoTGkgksW/kKXm85dDye8plfE1s9mzRXHsnRGM0J6ZjzBiEEuNPTSS20UpRwDI4kOynp+USbdGKhCDIcYd036/HU1uNdI5j59CQ2rPthS9ZWzZiKt7EBX3MTP73+0lbZNiXZEE4TY66+iXAgQH63nngbGsgu7owuwOcN4/c0E/CFqVi5Ak3X0cJhakvWE/B4ABBCoJvN2FNSqG+qptnTwPufPUUsEkJHkpGcT7ClhSVzptOn2zGMHDaeZq8Rb2DJV59S99zzB+wyKQff5WkuNr3yNO9U1HHJlI+ZM/cxnshJ5qUWnRntO9POZCapeSnd/EswRaPUp3fivOQwwxNrGdIuzMyhvcnNGrlb+7KYrBS5u3JNh1u5uvgvbXtgyu5qq/JoT7Tu5fU4cJuUcm8jfW6QUi6Jr78M+CE+5GwJUBhfZgxwe7y8/AkjFkBB/LsfpZQtUspaoBnjxTfbrH+4O5D3xPtSypgQwo3R6+L9+HV5HsiJLzMU43kCYL/2Ivgt2GU0nvgN/KMQYgFwPnAfsIYdd8dsUw6rCa78DhPQZXPiqDvxTnkG+093kyl8CGcmWodjoWQq1CyDRe9w9HH3wDHfwxvjGW9tglOe4dR3F3HViCJOv+RBuoSjyEAz9jfb8XyPN9jw3fP82fwuLTi50DqJH2zHk3nek7B+CqOnP0m99zo+nF/GOU0/ksJnkNXT+DHbjDxNfhhcGeAphyXvERryR7RuYzGt/ApNxogJC18wnLPkRCwCgtKEV7dTqWVyqelbTEC6yUNTQmd+bClkXPO3RKWGpoGLAHmiAZdFZ3K4DydZ5mCOBZiXeCqDWybSiQq+jB1FL62UR87udaAvkXIwlUzlX902Yf35czJEM0JAw5zFVFjbs6HwIrI3fIiFKELCBPuFDEj2c1vCPIqafubyk28xeqYoh7KCPUzfXQEpZV8hhBP4BrgeozW9tQeAD4DW0zlcABwjhCiJ/54GjGabFwR74rdUHlmsbrqPuH+rtPyOY6me/yyicRPttSSSRSKJGT1oalhK+aYfqGpeydGn/A2LZoGZT4Izg+TO44h99B5Zp51J9jH3QNgH/nq6lJiZOK+MgrJMulvdNERg0dGbcIuuDBl2LaWVkwmEq6gtLaF63RrWzZ/N0p++p//Jp5FeULglT1/991G6Hn0sG2csoHLNSgaeeiY5vQv46Y31SKmjmcykegPUWk2gGe/8U1u81Lm3fg5Lyc2nuboKv6fZ6EKnCYjG0M0m6ptryCqtI9uikTZ8HJUNS1g6ZQa2cISQxQxWK+nXX9fm10T57QgFLRRfdSfDN05gDv3J90je9b3C8oSTud4q+d2KGQzP6UK5ycx4SjjRVMxbrnZ82Rjmvb5FpFhVgOBDXFuUR8uAs/dg+X4YgfcABgIT4gGx04FThBBRKeUnu7mt1lND6K1+1/mlLiWAs6SUq1qvKIQYspvrH+7a6hllR3zxfzWgSUrZtw328Zv2qy34QgiXEOJCIcSnwFeAGxggpTzgD1M7pWkkjLwByz21PNLnG77q85QR7C5/MOF2R/Oy+2r8r5zJ/DnTCeUdDUOvh6xuZCY6mLG+HjDmCHclpcH1M7l8aDuOLTBRorXnePk0LyfewNrGKC0/PAoRH5Hu43nsg+8YO+0sFqxcS/TkR/FJC68v8kDFAqhaCss+gq5joWop9aYMSmd/zivfL+DHWG9Y+jE2EeEUpoAUxNAwIXGLMF3lejI0DzFhJoKNGk+ATKqQUrJKb0eptRPfxIagI8iWVYwzT8GiR6gniaNavqROutEEmDWJ5fzXMLtUVPMjyhf/R8L852jByapYLuWxFFJkI11Di+i44S1cBBEYJdA1wZcIx3QWrd7ANwNeNKZ5VA51pXuYvkeklH7gRuDP8ej4rb9bCSwHTgMQQiQCw4ECKWWhlLIQ48XAXnfTPxTKIyE0sgdcjzb6fswJuaR1HocldyBJqd3Jc+RylLMnlln/hXXTIHsQtBsGjiSWtKugqnm5sRGrC5ILoO+ljDjlcsz5aby5cAneJLBYnZRvWMfq2TNA00lP6cHXLz7M9A/exlNTzZm3/I3y1YuIJa7AH6ihvGoGKX3NpLcroLm+HOwhZn/6Pgs++R5vRYANC+ahAR3KaoxW+/isK3VJbjBtfjwwGsGaKivQo5HNB0pKTq6xjISW5gbWOXSatRirp79LybJFtHibCJs0EoXgsv88i9BUVPMjRiTA3SuW8HVVE5Uym/6l67i31MPMmiK6NtXzhl/n+cXzyarahIjGeMfSlS8zLSzweHiocz6dXPaDfQTKvmuL8mgSYBNCXLU5QQjRWwgxfNsF4+PmH8EYE098KNfmsugD4Lo9qNzvrm+AP8aDASKE6Left3+oa9NnlB2RUnqADUKIc8AI1BgPzAhGTIXN49vOb6s8HCy7KnFrgFsxxog8CqwHBgohzhRCnNnWmdsjJgu3ntqLk44/0Ziuy5VOBel0W/wvbkr5Lyk//gXzzw/zyfeTmbm+npcvG8j947Zu4Y4GPNiE5OSOdp6TZ+KwOTjH8wo3md4nZHajdx/Pp6YxXFN2B66L3uTo0afy9OQSmqa+wNDSF4jNewN/UhGbkgfhC0fwSQu+mhLezr2NUndvpvV/nBgQkhYSCDCdXkSliVejY3hBnIkPO1VksFjrjo0Y18b+zAP2WwlIG53M1cwItGOwaSUe4SCInQgWrCJKumimWXeRTTNCwgjzCnLePwXprTk410I5OE55FEuongKtis6mCtJES7xCL6mXCYSl8ai+OUJZUd13VJpyOL5fMWhqbOxh4E6MADKt+fllfOA+k1IuABaz44r6/Rjj3sAY6zhJStm61eJT4DQhhG0vd3/olEeaCfr/HvIGgNWF1ZZEgrcBW+0Kgs4cWP8TrJvKsmUvEQo302fY3eTkbj1uPhz24nIn0K33cFL7OGnQfYTDXvw1jVgsVooLx1IyfzEBTzPjb/sbA08/i4b3VrH46+9Z/uMsSlcswkE7ama3oJktNJZXUrO6lKFnn0+wpYVRZ16IHo0QjUaZU5yPsNixWYxLo5mNir7QTDizHJhtNkxWKwlpmQDYbA5a6upBCEwmM727D+Po4eMwJSZjs8db/gVIkwmZmIppbuUBO/XKb4DJxmMpVXwd9jEznE9WczNNFkFFciKdf/iE/3v7WVZldaA0vxhLJET/xdP5pAFsmo0xGUkHO/fK/rHfy6N4D67xwPFCiHVCiGXAvzCGjwEUCSEWCCFWAO8BT26OoH+A3IcRXG9xPG/3HcB9Hwra/BllJy4CrhBCLMLoBXJGPP0m4GYhxGKMGAuH1XjTXU2Tt/kPo/VCm8e0SCnl73e03v6Ylmh/eGdWCVlfX81QfS5hYSOp87FUj3iQmCOF3LTtowxP/scY+pz+R5L7nsaU+05kSuaFDKp4mxm5lzNhUzLXjSrGG4pycacI4aQO3PD2Ar68cTjixwdg5tOstPWiOWqmX3Auq7pcTd76D0hOTSNqdhMtn89k09H0FyuxE8GthYiGvNwQ+zP3aq9QaikEdw6Z3hVEpCA/tgmfLZMPUq/m+PKn6ayV83OsJy4RoqvYCJqZCBoW6ScgbWySOXQ3bcQkY9TqicTMLqxj/0XmwPE8P3kd5w1qZ0RBVw5fPz6AnPwQEohJ2PynukHPJl/UEsGMSwSpksnkiSYCwor5j/OwprVF7yhlT+2XaYnaPor+QXOol0es+JhQ2UKW+MfSxzkRS+EQQmlF2BLyweLYatFQ2MOkaTczcuiD2GzJvHjN+Rw37lTW2KcTXJhFxfK1jLn6RlZNn8rgcWfTUF7G+nmzOfm6m/no33+ncs0qHAmJ+JoaQGikZOfga2zA6nSRkJpG6dJFJGMiYDGjmzRjHH3sl6GpdncCNpcbb2MD/U/qy9zPZ6OZzfQaPYbF332Nrse2ym9ubhE9Og1mxtyJSCnx+ZsxaSZiuo7T7mLcKVeTclw/bCmJxNbXYirORGyeGkc5LL27uIr766up0WNk+Jo42bueb+0FWAN+hs+eyndHjaAmsx1X1U5mUVMSS7r0Y+mI3jhVIMbfhP1RHrVBFH3lEHcgoujvrviww4CUUgohzgcukFKesav1DhW7quD/mV9mxCX+uRaYJqXcsLP1fjMPVMCa716mrq6GghUvEE0qJMUU5P2UP3DFZa2i3us6/PQAviE34XIZUeerN66ixZZJbvMC3ijP4bVZFZw7sB3HJlbQb8hIWPYJ+vJPuWnjcC49dTQ5kVKcn1/F5JSzkRYH/Xw/42usoMjSxBy60SW6GhkLk6r5+NJ+KkODk3HpfnzYqRap2PQQnUyVtOBiod6RJC1MLL0L1X6NRN9aHCLMomh7+ogNvBw9hb/a3iCNRmZbhzE0PJ1yLReX7sdm0rHFWghIK6tke/7X+Tn6t0/hnAHtSHKqMW2HtUgQ/l2MjLSgA+V6GqnCw+xYNzppm8gXjUSlxn8i4/g/28fUOruQd+usg51rJe63OO/wb8khXx7pUVj7DU3VLbiCizBl9UKrXwMFw6DohC2LBVo8LP7hG/qPHYvFYrSG165ZRnpOAdWBNayeMQ1bdoSGuSY6HzWMov6DmfHBO/g9zaz4eTLn3Pc3SmYvYv7Xn5GQm0ha38FU/jSbpooyHIlJhAJ+YuEIQtcprG+mqqj9lmnxTDaIbe5zIYzpagb3O54V6+ZjTXAT9HsJelpwuhJp8RhD3BIT0jnt5MuYPfs71petxG6xkZicTm5mR3yBJhKdqZjNZuYu/pFB485mYJ/RmIoyVAX/MNccitJ1+lKQOqetmEUvvYqn2o/CJDT6LFvE0qIudI8kEtUr6L10Obbunbnj0nMPdraVOFUeKYe7+NCO/2I8UzQBv5dSrj2omdqPdtVF3w0kxP/d/HkgMDH+tuM3r9MJVzDUXUWNsxhHYhp68XE8u6mAzxeVI6Vk0spqglGdMp+Gy24zIuLrMbLad6HerzNf9OLzZXVkJ5gZkx+l78RxMPUxyOmLVnw854c/QJ/2OLUz36HR3ZmTqp7FWToJc8MqitmIiDThDlaxPpLGCtme56Knkd+hGw2k4sOOlQjJZkEnUyUhzPjsuQzU1uAgRG0ATP4a3tTGc0voaqbrvcgxNfFX25vI/pfzuO16UvUGNpo7khxrIIyF1eE0olLwRnQ09+tX0CsviT8M76gq90cCix3uKkNcNxOJmQxTABcRRpoW49IiVMtEzELnSstXNMgk8q7/6mDnWFH2xKFdHmlm6DyWZHsjQjOBlMRS+1M3UYOmEoiGoGEdQa+XcMCPxeIkHDB6M2Z06kG1dx3hpijObJ2e1jNIbp/EvEVPsnzqj/QYdQKOxESioSALJ39A+YYlpPVzEAzXULFoEo3lm5BS4m9uQhIGKZGaYGNGMoV9B2zJYiwEducvU6taHU5mL/ielpYm0AT+5iY0m2VL5V5oGh5vPcs8K2mJ+khJy+SYo07nqD4nsHTlz2zcuIKkxDSqakqxaxqZhR0wq9b7I0KSzUzFyD78pyib77sM5sOEnmi6pMVq4+eBwwgmpNLJBytTCnj9xFO5+eI9iZ2mKIqyb6SUU6WUfaSUvaWUIw6nyj3sInKjlPLvO0oXQqQC3wMT2iJT+92J/6IuvxLX15exvMtdDGwf45FvV9MjN4l352yiINXJ0/5TeMxkoeyNq1nkS6HnmbczYU4Zc0saGZuyidu1N2FJDljdyJ8eIFa1FHNzKf1y3SwPhyio+JyQ5uR08RRfihto1p1Y0IkAvbX1CGCJ6MbR+jI6rviBaEI7mlsSaCcrSY5tYEmsPQWihoagxjrRk/buKGNaPqNGy6ajVs+ypK709s+kUUslKVrH24v8nGKaQfLgC0md9QhoEiE9dNMasaJzjXki3c1NyJzf1tBU5QAwWTBndUOv34Aujbd4Tj1AoogRA5K1IIIgS2d9R8/Rv/16kaLAYVQe9fsd5k0zYf0kZM/zSey9Apa9D30vg5qlNAXyMJmNovmNu29g+OkDKR58ASuXfIF3Th3p7XOY0vQZnpZScLv4+pnHuOzC37N2+lT6dDmesN7EhpkLcWUlEWyCWKhxy64T3ca0sN5wFKvLTdjnZeW0n0jMyMRTa8RsCfrj071Kiclmg2AAm9NF/aaNmMxmYuEINncCIW8LDrsbv9+DXumhfbsuBCwRmn0NJLqSAYHLlUzHgu6YNBOd8opIzsk7sOdaOaiEECTYHYxITKAssT0BSxSExh0vPcEnx47h5BI3H+XlEY5F+bHew0kZyQc7y4qiKIeFvQprK6VsYOv5JX/brE5O6FeEDiwta+BfZ/Zm8l9G0bHkXZ7vW0JxqpXHzusLgPPspwnVbmDa9Kk8Nhx+av8//nDh+VC/huimeZDdkwn9XuNnbx5VlaVsKlnDhMocvokOxKH7+Fr7EyWxDGwiTLN0ogERYbSeT2YAtVoqbouOtaWUDlQQFWZ0oKOpCrcW5IvYID6yjKXAuwy/KYnkaB1FkVX0Cs5CM1vplOkixxrguugr/Cd8FnXdL2fiST+ymM5gclIuspACGqWL/rGFjOqaebDOunKwpBXDyQ9h1UNsHs1o02LGZyGocXRl0XHv4Ck4/iBmUlH2j0OuPDLbIW8QhMyIDc1YjxkPR/8FVpZCSic69BvIsHMuAuCMO2+hXawMrX4VWfajSS7sTffjLmLN7BkEasNEKl0U9h3A0o0b8NU14WxysnHxAgD8tS3IVuPqAbz+GJGIkRbTdUwWCxarDW9jww5b1fVolIT0TKKRMGa7nVg0ih6NEPL7sTldCKsJk8VKsiOFsvK1HHPp70ntUkRqSjaJiemccOx5zF38IxlpeSRlFpKam7/dPpTD26lZKYxKtrAqyUTI4SBqNvPUuZdTn5jEQ8WSo5vKebAglSKnipyvKIqyv+xVBV8IMQpo3OWCvzFNKb1I3vQtvvDmOOIS5r2G/ubZ+ONpqW4Hw8+8lotSloHJhmnUHcj3f0dzIMo3LR34zDqWC47qzKDaD/gq8QKi7gKuT5rGWNMMEvBSH7WxvN2FlIt8XFqAsHBSrSciBfyRNzlWW8qkaD9Giv/xbORUFsaKCGAnLM08Lc+mMWsYg4PT2NT7Bh4NnM4KrZAqPYkMPKzt9WfWH/8Kle4efN7zSc4cfy4LNjVQ1qJzbuAO7on9gQAWPCKZz7SRfBgdQXDLsSpHlOxe0G4IODMQIh5cUYC/w8lk3zqTvsNPYVhx+sHNo6LsB4dkeWR1gdkGDUuNOeUBZBQ2fAfLPzLG6wNpqV0xpY/HX28jOSeXnseP5dN/308kGKCHw01Bt94MHDuOhbOn4cxKZ4V7MqawMT2q1HX0aISCXr/M1CTRCIXjFfyAH6vDia7rIDSk2PpxwGS1kdauPd76OvK7diMaDAJQXNiLvr2OocvgYxh/+71oZjPWnvl0P+EEovUewi1e1pcuoyDxJJaunEsoGqA2VEpjs5rV5Uh1XJKL01uqcAuBWcZoTE6hPiWZE/p14qULx3Fx545qajxFUZT9aFdB9pawdcRigFSgArg0Pvfxdn4zQY22MXPFRhaU1uNe9wVnn30RjoZVMPMZGpsaWKD1ZPTpl0H+QJj7P6hYCA3rISmP1yvaMWTYseT0HI77ya7o417giu9j1EdsPOv5I3n6JlaZutI5tho/Fpboxbikj/amahpJpVCWbzmJuoC7IldzjGkJMTT6uDz4wjEyomU0pQ/GZDGTVDUDS2ohE2sSOd00i+WygD7aRkoKz2GmN4v5gRzuC/6Llwd/zudzN3CN+JDR4Z+YTncatTTO0r8GoEkmUD3uXfr3GQBqDuIj04YpkNUTHu4MNjfcul7dC79RKqjRrzvcyiM2zQSfByrroL8xRV7tktdINLmxIaDf70C3wPp1fPzJuzQ3NpCRX0BmTCf75NNITErmzbv/zCWP/Jf37rsLk8VKUK8iUBlCmM3oO3q5awJi26YZ8QA0TcORkITf04TUJUmZWUhdx1NfS1b7joQbW/D7PUSiYYo69OKoo8cye953VFRtwGaz03foGMJ1TSxaMhWvpwGXbwwdBzjYVPYznYr74Pe1MPrmmzAlOtv81Cq/Td/Xe+jksDJk1kp6O218O6Tbwc6SshOqPFKUQ9uvjsEHTt3mdwnUSyl9bZSfNjWrPEy/3CT0WdOwzvFDanvocSYpKYWMdKZBSgFEg1C/DjzlcPy94Kng0s4xCG8k/PxfKI+l4JvyDsNqdRx6kK9kX843N9PRWs9661FoNjeNlU0M0ZYRwkZBvHIvMZ6rTBLuML2GW4T5Qowg0V9CTLhZb+/BbRUnMyH3fdwjbqBqySTShZcKawe6R0oocfelc79jKQgHaWgaylOhIaSt/Ji/mJazOJJLAs300NcxBwe1pFOrJ/CQ5Tqen3EPsbwnMWV2PrgnXzk4Ooww/v1b3cHNh6Lsu8OqPKKlHBxZ1ERXk1ThwJbelWBObxKzh0LED1Y3NDejB4PUV1dy6d8fZtXCuQR9Xpprqvj04fvIS0rls8cepLmqEpPZgjBpOLKsWKxuzHoCAW8L/saGX/ap7yAfMaPGr0uJr7EezWTGZLPSXF1Jam4+/U48lbWzZ9DSVEtCehbSH8TVpTs1Lh+Fw4eS5etFp5ROzJ3+DX5PM8GAj1g0ij13MeVLRiCdWcRiOoXd+xGZV4p2bGeEesl4RDo+Pj1x1ai+BzcjyiFLCJENPA4Mwoh8Xo0xn3kYWAGsBOxAC/CMlPLV+HpJwJsY07OZgUeklK+wDSGEBP4jpfxz/PdbALeU8t5fydPpQHcp5YP74RCVfSSEuBe4EmOWHRewBLhbSrk8/r0FuA84C+M+CQH/kFJOPCgZbiO7CrK38UBl5ED40/Gd+OKfZzNEX03jgo180v0JOlR+RUaHCL3LH4Arv4fPboTGDXD0n+DNs+D8NyGjG+s/e5DspjLSTTaSRB3nisWscfehvW8+Zt3Han8a/kiYDsHVnGwqQUewlE50EmtJkkF0wCxgvZ5NGZkczRKGMZ+Vei4DTeuoEZ24oFgnuHE9n09xczYzyNU01ohelGiFZI64Evn1rbwhzmTsZWey+NnLGMN0grqZwZokIs18GxtId7mBFFM9U+nJYHsZ1tql+CwpJB7sk68oirIPDrfyKNL5ZBZ9fQ8WcwxH5VLM1RkwPwfLMXPAGYWehTB1ClokwslX3UjknTfpdcVV1NfV8skj/yQU8FPnTsAaDmNPcWB1OPFU1BOtBGjEYg8Qi0YAEJiQxLbv/9BavDefHoviTk1FS06hoaKMhsryLd/JSAib2YQ72crUt1/FmZTExbc9xH//dCm6LsnKzWVAr2OJhiMEQ35Wez+mU9o52MLpJDscRIMhbDp7OThQUZQjmTAChXwMvCalPD+e1gfIAjYB66SU/eLpHYGPhBAiXpG/HlgupTxNCJEBrBJCvCWlDG+zmxBwphDiX1LK3WoZkVJ+Bny2P45R2W8ek1I+AiCEOA+YJIToJaWsxajc5wA9pZQhIUQWcOxBzGub2FUL/mFnnt4JPerBoVl5bU45T1mmkVnzKQFTFMfXd0DjRuhxFot8yUToRkVzJ46fcycOTy11pHF/0j/p61tJVLTjBO9kMoWHGIJM2cibg96h/4wRBLFik2H6ihXoGNGfBCAkFFBFhmim1pxHUqyOqGalkgy+DvemZ0oSS0NnsTz7HDYsXEI7UUNReCUVpOH49jZCqe0ZPu4eite+ynTh5seEcYzxfEA1aXwV7Y5VxLASIZEQF4jvqPfOokxk0u35gXDLGjBbD/LZVxRFUQAsJgcdG7NIskcwBTJpicwlzWVGW2ACpwVaphOyWmlp147ylUv5aPZURvfqyfIpk4gEAziybDhzNETIhlkHT3l9q61Lhp9/KZNefT7+27b98remWazoEeM5V5jNBL0+eo0+gcq1q0DTqFixDABvcxNWqTF9wlt06N+f4RdcxsyvPySzQ3+Swz2okpNoDFbRXN2I05nA5efdRV1JAkJICFYQNHsxz1yH/ZhObXJOFUX57Si7feqFwAMYrealwJ35Dw5/ex82OQqISCmf25wgpVwEIIQobL2glHK9EOJm4FHgFYzXmwnxlwRuoAHYUZCqKPAC8H/AXa2/EEKcBtwNWIF64CIpZbUQ4nKMKVvvAhYDHaSUuhDChdGjoGP8HDwNZAB+4MqdDSs7nK1d+5/t7oni4pv35Z5ACHEpcAvGNV4MrGv9vZTyXSHEWOBCIcSLGK37HaSUofj31cB7+5KH36IjroJ/TLdCjl36DCIGhea11JpycPQ7ifLydRRXzKes47n4l87msWgnrkzuyODJF+PVw8xNPpXkIZczaPk8TmuZQDINxDQbEanhkU6StRZGTrsY3RRlPn0ZyGIAbDKKBHQJJgEWAWGhE3Vl4vTVMzi2EiklN+iv41xphVAT6ZWTydCaCEgzEWHjI0aTHPVzee3ndJ37NyidSaDgGvqfcCZDXziFLFGPVW9hsSziZtO7DNLW4MNGJs1Ux1LgL2vBZDm4J15RFEX5hRCkainQEAGiODARdVsgJReifvD5WFpXTWNZCZ38IRIzMpjxwTuE/T7a9+2PyWxj3fyZhLw1yNj2FfjNlXuLw0E0FkDG2H78fVxSZhbN1ZXo0SgyGiUcjTJ/4mdIXccsM9GEEx0/mskMVhf5SZ3YMH8uRX0Hk04y1QklDL/2aMonaPw050PyMjswqNco5i+ejD/gYfiQ0xAimYrqEtLOGNZ251RRlN+EeOX+RWBz0I32wItlt09lHyr5PYF5e7D8fKBr/PN/MVrZK4AE4Dwp5Y4GLYFREV8shPj3NunTgKOklFII8QfgVuDPm7+UUjYLIRZitAb/iDGs7BspZUQI8QJwjZRyjRBiCPAMMHoPjuWQF6/cb3dPrF37H/a2ki+E6IHx0mWYlLIuPm3ujTtYdPO9UAyUSik9e7O/Q8kR11Fu5LJbMWEceJFWSXasnMWFf6D4ytcprfPwuqc/KcFSbhmaQI+TruSFlmGUZZ/ACd7P6DD7ryQ1LCRdNhDTzcyIdsGETgI+pBSEpAmL1Dlazscionh0CxLYILMIaTb80qhkm4mR51lANBbin6HzEQI80oEjXMtn0WG48eEkxLRYb0xEGGwt5TzHHAKaG/pexLtDPiBccAyvTS/h3jMH8On5Ofy+YyMmAT/rvZkie+MWRsTjXqYSeGP8wTrdiqIoys54Q4DR7GDChBYIwPAhMOJEKC8jP6+AEa5E2p91LgNHn0iP1AzSC9pTvmI5y378hmBz8w4r961FAgFkmJ1W7gEayzehR7duzJK68eyblZnN5sH7eiyKM8lFnW8NZruNjoOPwp9uIqNde5asfoWcC/ox+Iyz6Nz/KBISU2jfrgvDBp2yZcx9blYh0RIVD0RRjgAP8EtFbjNnPP1AaT3354nAQiAX6Av8Vwixw9Gr8crf62xfUcwHvokHfP0L0GMHq78LnBf/fD7wrhDCDQwD3o+/AHgeo4v4kaYt7onRwPubh1PEp83dkUNnKt395Ihqwf9kQTmjsJOIUfkVQHtRDZP/jym2F1nf8VZy0pL5Tl7L/AUers0v4UTTXPLWrOVt83EMic3lFPM8SmQGaXg51rQEIYzWeStR+mhrmCe60E6vREhBpmgmLDUKRTVCwg96H0aZFuPRHThFmKjQuM36HlaixDChS40GEvlMH0pnrYyh5pU4CdPH3UTieRMgy/i/ZOPylfxheEdSXZu73OcxrttJnBrTufR/aWzSrFRXe8gJbzC+TlRzDyuKovymzJ7F5mcOgTHM3Ry14J27GHd2LuTlYU9Lo8TrofO8ORSYzUz3t7Bp4wasTtdu7SKh2E5LadAIP7WXEhItlNcGt/yeVVTMUePOJb2gkEg4RFNVBSMvuxKj5yv0O7UAAD0QJnOxG6I6eILIeAAA6bbtfWYURTlUFOxh+u5YBpy9B8v3wwi8B/A74EFpTB22VgixAaNFd/ZO1n0co9W3dSC+pzAC8H0mhBgJ3LuD9T4DHoi3JA8AJmEEemuSUvbdg7wfjtrinthd/YC5wFqgQAiReLi34h9RLfiju2USO+sNRNHxTBO9iKIxX+/EW4l/4MZ3F5LWaQjnDyqgKakLjwTvpahzDxISU3g7Opovw33pKjbSmDmEDNmEkxAaEiGhjhQkGg6h44p6SRU+MkUzMcCLgyo9hZmxrgzQ1iCQZIgWnDJEEgFiUhKSgk6U48POYr2IntpG/NZMFo9+g8cG/4T9mh+2VO4Bbj2pa6vK/S/MJo23rzyKS6+4kdw7FiAu/Rxxeymc+dx2yyqKoigHUY+eMGw4ZGQBIISgyuNBC0dgxnQYMAiRk0vI6YTGRhJOOJFV1VWYhCAc8JPmdNOuuMuWzQnAuU2clZYN+1a5B1i/aRnOpGROvuEWhow/j1NvvJX0gkIALFYboy6/akvlvjXNYcU+pAj70Z2wjemBdWiR8W+mCvmqKEeA0j1M3x2TAJsQ4qrNCUKI3kKI4dsuGB+T/whGpXzzfo+Lf5cFdAHW72xH8Zbg94ArWiUnAeXxz5ftZD0vMAd4AvhCShmLVyQ3CCHOie9fxIMDHmna6p44RwiRBhB/sbIVIcRZwBjgHSmlH3gZeEIIYY1/n7H52hxOjqgW/ES7BXqNgV5j6B2IsLzOx6IN9XSwmnn/pFQ6ZSUAcN3IYhj+NZjMdB1/B+mvX8q40HSC2Miqn4vJFMGj23GLECYpyRRNzKcj/cRaupgrmBXrwlHaSlqkg5WykGQ8DDKtRBPGGxUpQReAhGRhdNGsNOXxP3EGx4+9DGG+CnP3TEbaLYzc24MVAjqO2A9nTVEURdnvXC7o1dv4aWkBbwuJNdU4dQkjRoLDQSLQ67gTQddB0xh9+VVMevUFYsEADX4fXaVgU3xzEvBHt6nNb9stX9OMbe1Calo2BUU9cHbIIa9TN/K6dcdk3vs4LsKkYUrZvV4HiqIcFu5k6/HWYASXu3NvNxgf+z4eeFwIcRsQBEowpskDKBJCLOCXafKe3DxNHkbk9Ffj3esFcNtuRMl/FLih1e/3YnSzb8SoWHbYyXrvAu/DVo/wFwHPCiHuBizABGDRLvZ/uGmLe2KZEOJ+YLIQIgYswLgn/k8IcTFG74mlwOh4BH0wxuz/E1guhAgCPuCve5uH3yoh5a/Nm7N3Bg4cKOfOnbvft3uw6LqktiXIlFVVuG0ad3ywiDe0v5IpWkjW67AIoz6NNEYqasJ42JrAiYxPWE1jYjeyyr8xpsojRggrSyhkAKtBgk+4eH34T5zcJ5eO6e6De7CKohwUQoh5UsqBBzsfh5vDrTyKRSPUlm6kpa6Wuk0bmf7+W/Hp7369LLfYHdhdbkw2G02tpr5DiF8+A5rZzPFXXE+nwUOxu1V5pChHov1RHrVBFH3lENcWUfSVHVMV/H2gP94Xb1MtbrxbojfowEupt3J1u02Q0h6WfEQ4tRP62h+wmTX0iJ+wcGKVQUwI6DAckgvgjKd+bVeKohzmVAW/bRwJ5VHI5+XFP15ByOfb7rsuw4YjNBMWu52G8k1EgkFqS0twJCTib2rEYrcTCQax2O24klPpd9Jp9D/5tINwFIqi/Fao8khRDm1HVBf9/U0791USq5fyRGkHztO/IrzofXJFPV16DYJR8ekzO41Bz+zL5ws3cU43F35zMubKBZhiXuh4LMQiYFLz0yuKoih7x+Zyc9J1N2Mym1n60w/4mhooX7EMBPQ49gQ69O1PNBymsaoCR0Iim1YspWPfAYSDQZqqKgBBu+49t1T0FUVRFEU5dKkWfEVRlN8A1WLSNlR5pCiKsmdUeaQoh7YjKoq+oiiKoiiKoiiKohyuVAVfURRFURRFURRFUQ4DqoKvKIqiKIqiKIqiKIcBVcFXFEVRFEVRFOU3TQiRLYSYIIRYJ4SYJ4T4SgjRWQhRKIQICCEWCCFWCCFmCyEub7VekhDicyHEIiHEMiHE77bZbpoQYmH8p0oIUd7qdxUJ+xAhhLhXCHHLTr47sdU19QohVsU/v36g83kgqCj6iqIoiqIoiqL8ZgkhBPAx8JqU8vx4Wh8gC9gErJNS9oundwQ+EkIIKeUrwPXAcinlaUKIDGCVEOItKWUYQEpZD/SNr3sv4JVSPnJAD1BpU1LKb4BvAIQQPwG3SCkP2wi8qoKvKIqiKIqiKMp+89Wk318IPAAUAKXAnaeM/t/b+7DJUUBESvnc5gQp5SIAIURh6wWllOuFEDcDjwKvABJIiL8kcAMNQHR3dhrf9tfATGAYMCe+zb8DmcBFUsrZQggX8BTQE7AA90opP433JBgHuIBOwCOAFbgECAGnSCkb9uxUHJpeWVOx3T3xu065+3JPIIS4C7gMqMF40TMvXoGfhXHPJANXSCmn7st+DjWqi76iKIqiKIqiKPtFvHL/ItAeEPF/X4yn762ewLw9WH4+0DX++b9AN6ACWAL8SUqp78G2ijFeFnSN/1wIHAPcAtwZX+YuYJKUcjBGxfLheKV/c97PBAYB9wP+eG+DGcCle5CPQ1a8cr/dPRFP3ytCiAHA+Ri9L07BOL+bmePX4ibgb3u7j0OVquAriqIoiqIoirK/PAA4t0lzxtMPFNHq84nAQiAXozL4XyFE4h5sa4OUckn8pcAy4AcppcR4WVAYX2YMcLsQYiHwE2DHaKkG+FFK2SKlrAWagc/j6a3XP9y1xT0xHPhYSumXUnqAz1p991H833kcOed4C1XBVxRFURRFURRlfynYw/TdsQwYsAfL9wNWxD//DvhIGtYCG/ildX93hFp91lv9rvPLcGcBnCWl7Bv/KZBSrtiD9Q93bXFP/JrN5zjGkXOOt1AVfEVRFEVRFEVR9pfSPUzfHZMAmxDiqs0JQojeQojh2y4YHzf/CMaY+M37PS7+XRbQBVi/D3nZkW+AP8bH+SOE6Left3+oa4t7YgowTgjhEEIkAKftw7YOK6qCryiKoiiKoijK/nIn4N8mzc8v49X3WLxL/Hjg+Pg0ecuAfwFV8UWKNk+TB7wHPBmPoA9wHzBMCLEE+AG4TUpZt7d52Yn7MILrLY7n7b79vP1DXVvcE/OBd4FFwESMAIgKIIy/l/1r4MCBcu7cw3bmAUVRlP1OCDFPSjnwYOfjcKPKI0VRlD2zP8qjNoiirxzi2iKKvrJjR9yYBEVRFEVRFEVR2k68Mq8qb8oW8cq8uicOANVFX1EURVEURVEURVEOA6qCryiKoiiKoiiKoiiHAVXBVxRFURRFURRFUZTDgKrgK4qiKIqiKIqiKMphQFXwFUVRFEVRFEVRFOUwoCr4iqIoiqIoiqL8pgkhsoUQE4QQ64QQ84QQXwkhOgshCoUQASHEAiHECiHEbCHE5a3W6yqEmCGECAkhbtnBdk3xdb/YyX5fFUL4hRAJrdIeF0JIIUR6mxyssk+EED8JIVYJIRYLIVYKIf4rhEhu9f0O76WDmOX9SlXwFUVRFEVRFEX5zRJCCOBj4CcpZZGUcgBwB5AVX2SdlLKflLIbcD5wkxDid/HvGoAbgUd2svk/ASt2kYW1wBnxvGjAaKB8b49HOSAuklL2BnoDIeBT2K176ZBnPtgZUBRFURRFURTl8JH948ILgQeAAqAUuLNqVN99mQN9FBCRUj63OUFKuQhACFHYekEp5XohxM3Ao8ArUsoaoEYIMXbbjQoh8oGxwP3Azb+y/wnAecCbwEjgZ+DkVtu5Gfh9/NeXpJSPx/M1EZgGDMN4IXCGlDIghOgLPAc4gXXA76WUjbtzIg5VH50ydrt74syvvtyXe2Lztf8amAf0B5YBl7ZeRkoZFkLcCqwVQvQB0tjJvXS4UC34iqIoiqIoiqLsF/HK/YtAe0DE/30xnr63emJU4nbXfKDrbiz3OHAroO9iudVAhhAiBbgAo8IPgBBiAPA7YAhwFHClEKJf/OtOwNNSyh5AE3BWPP114LZ4C/MS4G+7kddDVrxyv909EU/fV12AZ+K9NzzAddsuIKWMAYsw7ok9vZcOOaqCryiKoiiKoijK/vIARst0a854+oEidrmAEKcCNVLK3a3sfYTR/X8IMLVV+jHAx1JKn5TSG19uePy7DVLKhfHP84BCIUQSkCylnBxPfw0YsZt5OFS15T2xSUr5c/zzmxjXY0d2eU8cLlQFX1EURVEURVGU/aVgD9N3xzJgwB4s349dj6s/GjhdCFGC0SI/Wgjx5q8s/y5wH/CdlHJXLf6bhVp9jnHkDo9ui3tiM7mL3xFCmIBeGPfEnt5LhxxVwVcURVEURVEUZX8p3cP03TEJsAkhrtqcIIToLYQYvu2C8XHZjwBP/doGpZR3SCnzpZSFGC3zk6SUF//K8huBu4BntvlqKjBOCOEUQriA8Wzdwr/tdpqBxlZ5vwSYvLPlDxNtcU9sViCEGBr/fCFGzIMthBAW4F8YLf2L2YN76VClKviKoiiKoiiKouwvdwL+bdL88fS9IqWUGBXn4+NTmy3DqLRVxRcp2jxNHvAe8KSU8hXYMiVaGUYQvbuFEGVCiMS9zMfzUsp126TNB14FZgOzMILsLdjFpi4DHhZCLAb6Av/Ym/wcQvb7PdHKKuD6+LVPAZ6Np78VP79LARfxWRB241465AnjGPevgQMHyrlz5+737SrKwbChzkfZ+7cw/IK7ITlv/224sQSSCkBT79kUEELMk1IOPNj5ONyo8kg5nHhbNlAyew49jzt3v2631FNLQWLGft2mcujaH+VRG0TRVw5xbRhF/wspZc99z+Hh40gdB6Iouy3FYaKw+m14/G34awNopn3faP06eO8yOOtFyOy279tTFEVRDnsyaqG5pJafX36ao6+4fr9s8+eGZu6c+ibfjL0eu9m6X7apKPHKvKrQK1vEK/PqnjgAVAVfUXYh2WWHU56ClZ+AHt3nCv6Hn33KSUv+hGvULapyryiKouy2hJR8srr2QsrIftneWd+8zHqvl0dHXqEq94qiHHKklCUY094pragKvqLsjsGXGj/7Iuwj+u3fGTf/eSP4Rf993J6iKIpyxCk+et9n0yoJhHh55RKWVCxAojE6ba+GIyuKoii/QaqCrygHQvkCWP8TkTkvYwfCwoLNrh6oFEVRlAPLt3EmgSWfML2qBmGyk5u0H2PLKIqiKAediu6lKHtj4m1QtXT3lg00Il8YSfW3/+G2yFX8mRvhzvK2zZ+iKIpyRFjx/VdEQ6FdLwg0rvwGxysnUrP0M7xYSEzswk9n3tHGOVQURVEOJNWCryh7o/s4SC7Y9XJhH03/6k6CgMdjZ7EqZSSfDFqGzWpr6xwqiqIoR4Dsrj0wWXdj/HxLFckTziWM4M2ETrQvGMx5hSoOjKIoyuFGteAryt5oPxR2o4v95B+/JlH4eTwyHsfQK/n6T8Nx6NtOA6ooiqIoeyclvz1CiF0vOOFiAJYW38wlpz3KY8PG4YsG2zh3irL/xOeznxCfu3yeEOIrIURnIUShECIghFgghFghhJgthLi81Xpdhfj/9u47vKoq3//4e52Sc9ITSCAmlNCRIiAgWOgoFlQccRTrcEdHfw+Djlzbz2lex6v36sgVRufqwIx9YGyMM/axIhaGDhKQIpAAqaT3U9b94xwhZIi0kEOOn9fz8GSftdfe+S4fYa3v2WuvZb4wxjQYY+5ods8UY8wrxpjN4WvPPMTvvc8YY40xvZuU/Sxcpu1t5aSjJ/girWxXbi6pH91D0vifMnT9b7jSOZctpgtvnN0DExMHE38R6RBFROR7oHBzDnmltQztWElBXSUeTwqfNGxkTrdQnnL9gIkRjlDkyJjQt1hLgGettVeFy4YAnYE8YLu1dli4vCfwmjHGWGufBkqBW4Fph7j1POAda+10Y0wMENdCCBuAq4AHwp+vADa2RttEWpsSfJHWsv1DCAbZ9eL9dLPrqK0vIfmsmYzcALMnDqNrh5b6DBERkVa05kXIHMqLHz/Oix4Xz3QfxbqRsxm3+knmTP+fSEcn3wNLviy8GngQ6AbkAvdeNrrz8eyBPgHwWWuf/LbAWrsOwBiT3bSitfYbY8wc4FHgaWttEVBkjLmoaT1jTDIwFvhR+LpGoLGF3/9X4FLgAWNML6AC2L9fpTFmBnAvYIA3rbV3h8urCX2JMBWoAy611haGY/4TkAYUAzOttblH9V9EpAWaoi/SWlxeKgNO7nL9gorYbnhLvsI/ejZ33fJjxvbtFOnoRETk+yImDgo3cqtzJ+Mb9nB/8QauPfM6us76DJIzIx2dRLlwcr8A6E4o4e0OLAiXH6tBwKqjqL8a6H+YOj0IJddPh6f3LzTGxLdQtxLIM8YMIvQk/y/fnjDGZAL/DUwEhgIjjTHTwqfjgS+ttUOApcBN4fLfEZqNcBrwIjD/KNom8p30BF+kFRRV1fPoigS6dezEj8cYKriTGz6PJePPq3AagzEOHh3nxttlcKRDFRGRKFZVVEB5YxfqKsrJGP+fXJn3MbcV5PPw53/nm+qdTHf5mHzaxZDWJ9KhSvR6kH+d6h4XLj+ep/hH4wgWpsAFnA7MttYuN8bMA+4BftlC/cWEkvspwCRgZrh8JPCxtbYYwBjzIqGZAX8lNCPgjXC9VcC54eMzgR+Ej58HHj6iVokcAT3BFzkeu1fif+NOjIWRsXu4pP7v+Le+R+NHjzC0Vxd8RTvov/l3/HLrdOxzl0Ll3khHLCIiUaho29fsXr8ah8tFYuVGelS8TcIHtzPw0wU8mj2Wql3LyCvOYU3uar6cfzsNft/hbypybFraZugIth9q0UZg+FHUHwZsOkyd3cBua+3y8OdXCCX8LXkDuA7ItdZWHmEcPmutDR8H0MNVaQP6n0zkeKT15bGS4bgW/JZbqh7Dg4+bLRTaZG7LuYIdNoNMU0hKsJaqxnjcc0/DdV9JpKMWEZEok5yRyaY3XyLxs/tILFwKWP5W2I+96aPYuvoPXFaznc87juJLt4d1pFD+0q944+qHIh22RKdcQtPyD1V+rD4EHjTG/MRa+wcAY8xpQDKhRfb2C7/f/ltC0+BbZK0tMMbkGWP6WWu/JvRUPuc76tcaY+4GtjQ79U9gvjEmDSgDZhzudwOfE5oN8DxwDfDpYeqLHDEl+CLHw5vEjy6fhvOPE/HgI2ihynhJcwdw+auJ6zoU5+6tOC2k2Qp8OCitaaRD/BHsWSwiInKEPAmJDJlwNmbBL7BY/EHoG1/KeY53qSo3rOw6jrrGIHsCHsiOwV1fHumQJXrdS+gd/KbT9GvD5cfEWmuNMZcBj4WT7HpgJ/CzcJVexpg1gBeoAuZba5+B0PZ6wEogCQgaY34GDAg/hZ8NvBheQf8bDky7bymOxYcoyzfG3AN8xIFF9l4/TJNmE3r3/07Ci+wdpr7IEVOCL3KsrGXFc/fSN/cvPOW4ggv95fR0FrPHkU1f/xaWZ1yL7TaOUQUrMf46sOAmSM7uUs7plxHp6EVEJEoEa+tZ89jnDLHXU08S8THxmI7nMaD4NfDXcV/fm7iuSz+qv169/xofsKuyiO5JWgRWWtdlozv/ecmXhdC6q+hjrd0L/LCF07HfcV0B0KWFc2uB79zL3lp7Xwvl45scLwIWHaJOQpPjVwi9BoC1dhehRflEWp0SfJFjseEVKNlK39xFFJk0LnCtYl/3iwkESxlU8jaN3SezKOZGPJUOhvgNpaThDdZRbbzsLm+IdPQiIhItPnmYYKMXuyUBRx+L1+OG7pOBLChxwOArediWsrQsj1P81TTiJN8VyoW8Ts0mkxMjnMy31YJ6ItKEEnyRo/TyyjxS165hfEYDb8VP56LaJexJ7s/gq3+zf+p97IJJzJuaxFf1afx2y0+IHXIFMW4Xr362nneGZkW4BSIiEg12LP+MzrnriesyiMGDn8L63bjSe8Ll83E5nNBwKzx5Dsxehd2dw5C8X3HjpNuZu2MDG/fl0jk+JdJNEBGRVqYEX+QoTT0tk5odNdz9hReX28OMAWNIOnUqb27fR7zHyfh+neCmD4DQpq2rJ8xkyeo9+INBevXIxut2RrYBIiISFboMGU5gXRk5Ofm8dso00vsM4+aUFPjyf6H3JOh0Kty2FoBx3QYzLqsbt254jz3EMKXHdy0WLiIi7ZW2yRP5LsVbYOPr8N4vYcen5O/YSEWdj7fMOVzkXUd5Ym+2jX8cBk+nc5KHTP9u2LEUgDtfXsea3DKuGdWd2ZN6k+h1cfPYXjgcR7I1q4iISBO7PofNb8GSW6Awh9q8TRiHg3p3Gr2q3uX/713CzcMugT6TIbV7qP8qCu8S9vRFUFMC5/83kwdPxW+D3DLkgsi2R0RETgg9wRdpzlpYuxjevgsueRz/igVU5G2i465l+Otjecp9LS/uTGakYzJXdS+jd6fQ+ikjsjvAzhwo3Qk9xnLjmJ507xiH02EoqW7k9nP7MTK7Q2TbJiIi7Ye/Ad6/D756DcbdRWDlM9jSnbhKd+ALJuP2FZJStBaME06fDa7wO/WnXgzrFkNVQegp/nm/gbiOYAx5NftYOGU2abFJkWyZiIicIErwRZrLeR1evyV0/Mr1OF3xNCT2o3rv1yTFn8LPXQvI6DyJ4RXvUey55uBrs88J/QH6ZSTuL/7hiK5tFb2IiESLd++FFQtDx2/OwcSm4fd2gPyNJLpjcGSdDg3doLoIYpMPvnbIVQeOsw5Mx5819KI2CFxERCJFU/RFmhs47aCPxl9DRsV6Ym0Npnov3sLVzKp4hFGsY9SmB/F/81lk4hQRkeh24W8P+uioK4HaCsrjh0PdPtj2D6jIhUA9fPQQVOZHKFARETlZKMEXaa5sJ9bhxsL+PwY/BkigNlTHggE6UY7vuUupfvryiIUrIiJRaue/foEcEyjD6a/AEOqfguGfNtiIf+6pbPhobhsHKSIiJxMl+CLNeZJYl/lDDsrwLRh74CNADU6CgBcf8bs+goAvUhGLiEg0SuwM8RkHFRkgtWYNJnxcB/hxs48YnFgSVv8pAoGKiMjJQgm+SHNxHViZeS3WOLAGbHgU1WhDf2EacVMUTKbRkRQ6AVgboG7NK5GMWkREok1aH8gY8J1V4gGnw/KVpyMW6FS1h735OW0SnoiInHyU4IscQkNsJ5Zm3IDPGqyFIAZXk78tsU4fqcEyGnDzJafhc3iJfe8OVu4sZeeXr0Pl3sgFLyIi0SO5K3hTvqOCE0fQz/jGYqwrnfzYdJa+9yBs+jss/wM01rZVpCIichJQgi9yCLMm9ObMK+8hiMEBNAQtDgvBIDjwkRh+Fz+fdPqnuXAPnErprE0UVTXgL9gYWtFYRETkeF0yH86+o8XTQQJcnHEBDe4EHInJ9B52JVdNnwdlu2D3CmisacNgRUQk0pTgi7TAJqQzq/E2aq2LWBNayKjQpuAOv4hvLWSzh5SS1QQ3v8PD8x5jcFYyvR0FoactvroW713d4Keoqr6tmiIiIu1ZxqmHLA4tAgvzSpbhaSzHlG2Dfy6AJ8fCsGvBBiEmDvwNLd66uLaC6saW+ysREWlflOCLtMDrdmL6XcgzgQtZHugLQB0eAjiosi4AGq0THwbjr+fB4Fz+5+11vLuthuo/nA/zhsHH/wWlO6B4C1QX77/3P3IK+NOynZFoloiItDd9JkNi5kELvTYS+uJ5pTuNl+J7Qvhcld9HdU0xG5f9nhV566hfeC73L57NOztWkVtZzIbinTT4DywK+/ymj3g/d10bN0hERE4UV6QDEDlZBYKWRK+T+YEf4CDI9OAn3Od+lm3BLJJMLXvie9G1Zj1uG2SnTcfrMoza+ij9zWbq45NxDpmK8abh/eO5kNQVzvkZDLwUgMuGdYls40REpP1orIHYVKgKre8SAOpxEEuQkb4SRvpCZQaod8XycIdh1G/5krt9lbg8aXToNYGEunKufW0hA1K7cPuYH9GvQxYAc4ZPi1SrRETkBFCCL9KCNXllvL62AEsMDoK8EDwXpz/ILpvBNptJdamXx1xPMNb5FSuDfZgUXEe6q4HSxIG4UxPJ/+JNsl2leAPlEJMEr8+CnmNDgzQREZEjtfwpgkWbsIAzXOTBHhjE1ZbwhTeDVxN6kd1Yyc3lG5h3ygSqPH2odrjYuv5VPP4KSuN6UxLwccv7T/D+9AdwOjSRU0Qk2uhfdpEWjOjegTOyQ8n43a5FzHS+yzOBC/goOIw825laYllPb8ptLF7bQArVTPBuZtj5M0nvM5x+yT6WDPsjNrUXuL0w6PLQe/nWQl1ZhFsnIiLtxpg55CdkUkIMEJqKX41z/5T9AHBGfRETa/Iodnopd8XxqG8Xfc64gYzuo0lKSGPG8Cv4XdV6hqdkMDKjNwEbpDHgp8an9WBERKKJsdYevtZRGjFihF25cmWr31ekrW3YU87/e24l+ypraLAOnA4HvmDoXJLXiauxgn+4/53hDU/xsOspht7wCH1698UAG39/DdftuYzhneCmCf05Y/2voaYIBv4ANr0BE34OOz6BrOH4e05kn89N5yRvRNsrkWOMWWWtHRHpOKKN+iOJGmsXw9t3h7a9s43Y2HSoC63tsi31VNLKt+MmSDBg+SS/L1P/axGmYw8CteW89Pw1JNeX8XzyQB4eO5Pl65awyzromjWUL2pruKLf2Xyct4FzsgYwqmNPgoEAsQmJEW6wRIr6I5H2TQm+yGHUNvoJWrjp2RUMykomwePmqpFdeOidr1mxowRX+S7Ocm6kwHZghRnMrVMGcfGQTKrr/aSbStwFq7n6Ay//OSCXd7c38O9TT6f4+R/T0e7D2CDGm8zmMx5izfrVzJj1AOxdDVnDwZhIN13akAZUJ4b6I4kqtaUQkxBaxLXXWOh7PqT2gJV/5JLSeu4p3MCQmq2srOvMWQmFbL1pGd7YZDL9NeyyTnbVlDJ32XO83CkZf9kOKsb/igvfnofH4cAYQ2KMl5/EncruimLuvGYOX5Xkclp6dqRbLW1M/ZFI+6YEX+QIFVXVk57gwTRJvGf9eTW3ZudRsmUFBdvX8nTgAqb0iie1MofKoT8hpnwr55X+maxgIVvLoW/NP3HEdsTfUI0zWM/7rnEMMdtJS/RC2TfQeTAOdxxcvUjv6n/PaEB1Yqg/kqhUmQ9Jpxz47G+AFy6HXpPJ2b6MGwLJPFKxnsWDZ/J16W4eOOdaHl/zJrEuD17ro6BoG1uChrHBCm4q28CMjmeTnZhOQU05KZ54CusqOCfzVKyBhefNjlw7JSLUH4m0b1pkT+QIdUo8ePr8mtwyuqTG0mv1Q7xVMoza7Gu4uv/pVJcWUO9xMX1EF6jxEF9/K4HdK+jx/q+pc8QTV7cPJxYDTPZ/ErpZafimBevAkxzax3jcXW3aPhERaSeaJvcAOX+DvhdQtPwpygIObup3KSnnz6Fhw/uMzuzHyIy+/HQYdIpLYeGqJXzdWIPXFcfHjiS+SB0FwM6q0HT/gtoyMIZle3NIcHn5MHc9E7ud1tYtFBGRY6QEX+QY9UiLZ8rADLZ3f4qYTz9lVt18XGd+jsPRj2DQUlXvJ656Bx+/+yovxF7NrY7+LKwbx7yYJ3BjseGJANYemI1vABoqICEjUs0SEZH2pssICPgo9HRg76Z/8HVCF27MPJWnswbS4PfhDwbIrSpm+UdzMal9OK+hkEWObgSNgzrjPPhe4Q7JAlX+ejrHpbR5c0RE5NgpwRc5RilxMZzeLYaXVlYzd2cPFtpbyZi/lBink7sv7M+Cpd+A8bJszxTigztxuqupNx4ajQuHbdy/1ZGB0EjKhH4EceEcfn3E2iUiIu1Mhx4ADF7zAnW7luLcu4qL8jczOy2Nki6jKK6t4I3tKxhdvod36i31cT0OfLP8Ha9qdvQkMDCtW1u0QEREWom2yRM5Tj8c0ZXzB3amjCS+Lqhm3Z4KEjwuxvZNZ+ZZ3ZnQP41kU02OzWZpcAjXNPycLcEsAkDAGiyEsvzwGMsAlGyLVHNERKS9Ou9+/tp5NGPqC6jyNfLrvG+Y1HUIfVOz+N8+Qwh0O5t6p5v9HQ6EO51Dq26spzHgO+Fhi4hI61GCL9IKHr1yGD06xvHLqf0Z0yeNzkke9lU3svDTneyr9uHo0IN7/TcSSwPz3Y/T25GPzzp5MxBew6bJWMvReeD+pzEiIiJHY86MJ3gpcyxzzprBmT1G4gsGKG+oZuHmZaR5PGRhwDQZ/lnABg95r2m9RxPjdLdN4CIi0iq0ir7ICXTBY0vp0zmBtzfk4wuPnwaZbbwScz8OLBAggAufdZLgaKDIkUXGT99Ugv89pFWLTwz1RyJQ62tgyqu/ZmrPEbyz7m8UuOIPfK/87Tiw2dasfZIzeOnie4h1e9o0Vok89Uci7ZvewRc5gd66bUxoW70Z8PraPcx5aS0zne/xjP88xjg2kOXYR0EwFWMsjQE3T2bN5Qkl9yIi0ori3B6WXvkQxhhuHz6NRZs+4aEVr4ROmkPP0R+V2V/JvYhIO6QEX+QEMk0GTpcOzWJwVjI/ml9BRcDNC8Ep7LbpAMxwfEC3XgO4ZPSgSIUqIiJR7Nv+KMbp4oZBk+gUl8SdS5/FbwP/UvffBkxmXLfBbR2iiIi0AiX4Im2oZ3oCS39zNf/cUcodL6/lwswU3voqn0XBSXwxfSKnJMdGOkQREfkeuKDnSC7oOZLnNn7IW9+sBAtr9+3AAHeNujzS4YmIyDFSgi8SAad3S+H31wxnUFYyRZX1dEryRjokERH5HprWezRjuwwiO7kTxbUVpMclRzokERE5DkrwRSLA5XQwKCs0iFJyLyIikZLkiSPJEweg5F5EJApomzwRERERERGRKKAEX0RERERERCQKKMEXERERERERiQJK8EVERERERESigBJ8ERERERERkSigBF9EREREREQkCijBFxEREREREYkCSvBFREREREREooCx1rb+TY0pBna1+o1FRKJXd2tteqSDiDbqj0REjpr6I5F27IQk+CIiIiIiIiLStjRFX0RERERERCQKKMEXERERERERiQJK8KXdMMZkG2O+alZ2nzHmDmPMM8aYWmNMYpNzjxljrDEmrUnZtHBZ/2b3rTPGrDXG5BhjnjTGOMLn3jHGlBtj3miLNoqIyMlP/ZGIiJyslOBLNNkGXAoQHhBNBPY0qzMDWBb+2dR2a+1Q4DRgADAtXP4IcN2JCVdERKKU+iMREYkIJfgSTRYDV4aPxwOfAf5vTxpjEoBzgB8DVx3qBtZaP/A50Dv8+QOg6oRFLCIi0Uj9kYiIRIQSfIkmW4B0Y0wqoScii5udvxR4x1q7BdhnjBne/AbGmDhgErDhRAcrIiJRS/2RiIhEhBJ8aU9a2tOxaflrhJ6GjAI+bVav6SBrMQdPi+xljFlL6CnLm9bat487WhERiVbqj0RE5KTkinQAIkdhH5DarKwDsKPJ578Aq4BnrbVBYwwAxpgOhN6BHGyMsYATsMaYO8PXffvOo4iIyOGoPxIRkZOSnuBLu2GtrQbyjTETYf8g6XxCixR9W2cX8HPg980unw48b63tbq3NttZ2JTQQG9MmwYuISNRQfyQiIicrJfjS3lwP/DI8ffFD4D+stdubVrDWPtW8jND0xyXNyl7lX1cvPogx5lPgZWCSMWa3MWbK8QQvIiJRQ/2RiIicdIy1Lb1GJiIiIiIiIiLthZ7gi4iIiIiIiEQBJfgiIiIiIiIiUUAJvoiIiIiIiEgUUIIvIiIiIiIiEgWU4IuIiIiIiIhEASX4IiIiIiIiIlFACb6IiIiIiIhIFFCCLyIiIiIiIhIF/g/Xa7JRjFWQHwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sc.pp.neighbors(adata, use_rep='latent')\n", + "sc.tl.umap(adata, min_dist=0.1)\n", + "sc.pl.umap(adata, color=['source', 'cell_type'])" + ] + }, + { + "cell_type": "markdown", + "id": "4556d6da", + "metadata": {}, + "source": [ + "### Project data after training\n", + "To project data into the latent space without training, we can set `out='project'`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "25c41919", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "adata = up.Run(adata_cm=adata_cm, out='project')\n", + "sc.pp.neighbors(adata, use_rep='latent')\n", + "sc.tl.umap(adata, min_dist=0.1)\n", + "sc.pl.umap(adata, color=['source', 'cell_type'])" + ] + }, + { + "cell_type": "markdown", + "id": "a433771c", + "metadata": {}, + "source": [ + "### Integration without specific genes\n", + "Integrate the scATAC-seq and scRNA-seq data using only common genes." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "4671fcdb", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-05-12 16:53:54,027 - root - INFO - model\n", "VAE(\n", " (encoder): Encoder(\n", " (enc): ModuleList(\n", @@ -146,52 +323,299 @@ " )\n", " )\n", " )\n", - " (1): NN(\n", + " )\n", + " )\n", + ")\n", + "2022-05-12 16:53:54,027 - root - INFO - model\n", + "VAE(\n", + " (encoder): Encoder(\n", + " (enc): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=2000, out_features=1024, bias=True)\n", + " (norm): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (act): ReLU()\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (mu_enc): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=1024, out_features=16, bias=True)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (var_enc): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=1024, out_features=16, bias=True)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (decoder): Decoder(\n", + " (dec): ModuleList(\n", + " (0): NN(\n", " (net): ModuleList(\n", " (0): Block(\n", " (fc): Linear(in_features=16, out_features=2000, bias=True)\n", - " (norm): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (norm): DSBatchNorm(\n", + " (bns): ModuleList(\n", + " (0): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (1): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", " (act): Sigmoid()\n", " )\n", " )\n", " )\n", - " (2): NN(\n", + " )\n", + " )\n", + ")\n", + "2022-05-12 16:53:54,027 - root - INFO - model\n", + "VAE(\n", + " (encoder): Encoder(\n", + " (enc): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=2000, out_features=1024, bias=True)\n", + " (norm): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (act): ReLU()\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (mu_enc): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=1024, out_features=16, bias=True)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (var_enc): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=1024, out_features=16, bias=True)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (decoder): Decoder(\n", + " (dec): ModuleList(\n", + " (0): NN(\n", " (net): ModuleList(\n", " (0): Block(\n", " (fc): Linear(in_features=16, out_features=2000, bias=True)\n", - " (norm): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (norm): DSBatchNorm(\n", + " (bns): ModuleList(\n", + " (0): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (1): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", " (act): Sigmoid()\n", " )\n", " )\n", " )\n", " )\n", " )\n", - ")\n", - "Epochs: 100%|█| 345/345 [13:36<00:00, 2.37s/it, recloss=1143.40,klloss=12.35,o\n" + ")\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset 0: ATAC\n", + "AnnData object with n_obs × n_vars = 11259 × 2000\n", + " obs: 'cell_type', 'domain_id', 'source', 'n_genes'\n", + " var: 'n_cells-0', 'n_cells-1', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection'\n", + " uns: 'hvg', 'log1p', 'neighbors', 'umap', 'source_colors', 'cell_type_colors'\n", + " obsm: 'latent', 'X_umap', 'project'\n", + " obsp: 'distances', 'connectivities'\n", + "Dataset 1: RNA\n", + "AnnData object with n_obs × n_vars = 11259 × 2000\n", + " obs: 'cell_type', 'domain_id', 'source', 'n_genes'\n", + " var: 'n_cells-0', 'n_cells-1', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection'\n", + " uns: 'hvg', 'log1p', 'neighbors', 'umap', 'source_colors', 'cell_type_colors'\n", + " obsm: 'latent', 'X_umap', 'project'\n", + " obsp: 'distances', 'connectivities'\n", + "Reference dataset is dataset 1\n", + "\n", + "\n", + "Data with common HVG\n", + "AnnData object with n_obs × n_vars = 22518 × 2000\n", + " obs: 'cell_type', 'domain_id', 'source', 'n_genes'\n", + " var: 'n_cells-0', 'n_cells-1', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection'\n", + " uns: 'hvg', 'log1p', 'neighbors', 'umap', 'source_colors', 'cell_type_colors'\n", + " obsm: 'latent', 'X_umap', 'project'\n", + " obsp: 'distances', 'connectivities'\n", + "\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epochs: 100%|█| 345/345 [09:46<00:00, 1.70s/it, recloss=443.19,klloss=4.62,otlo\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "adata = up.Run(adatas=adatas, adata_cm=adata_cm, lambda_kl=1.0, lambda_s=1.0)" + "adata = up.Run(adata_cm=adata_cm, lambda_kl=1.0)\n", + "sc.pp.neighbors(adata, use_rep='latent')\n", + "sc.tl.umap(adata, min_dist=0.1)\n", + "sc.pl.umap(adata, color=['source', 'cell_type'])" ] }, { "cell_type": "markdown", - "id": "329f3564", + "id": "4b634d72", "metadata": {}, "source": [ - "Perform UMAP visualization." + "### Integration without optimal transport loss\n", + "Integrate the scATAC-seq and scRNA-seq data without optimal transport loss." ] }, { "cell_type": "code", - "execution_count": 5, - "id": "9049a372", + "execution_count": 8, + "id": "3c6e8e5d", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-05-12 17:09:02,300 - root - INFO - model\n", + "VAE(\n", + " (encoder): Encoder(\n", + " (enc): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=2000, out_features=1024, bias=True)\n", + " (norm): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (act): ReLU()\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (mu_enc): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=1024, out_features=16, bias=True)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (var_enc): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=1024, out_features=16, bias=True)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (decoder): Decoder(\n", + " (dec): ModuleList(\n", + " (0): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=16, out_features=2000, bias=True)\n", + " (norm): DSBatchNorm(\n", + " (bns): ModuleList(\n", + " (0): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (1): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (act): Sigmoid()\n", + " )\n", + " )\n", + " )\n", + " (1): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=16, out_features=2000, bias=True)\n", + " (norm): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (act): Sigmoid()\n", + " )\n", + " )\n", + " )\n", + " (2): NN(\n", + " (net): ModuleList(\n", + " (0): Block(\n", + " (fc): Linear(in_features=16, out_features=2000, bias=True)\n", + " (norm): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (act): Sigmoid()\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + ")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset 0: ATAC\n", + "AnnData object with n_obs × n_vars = 11259 × 2000\n", + " obs: 'cell_type', 'domain_id', 'source', 'n_genes'\n", + " var: 'n_cells', 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n", + " uns: 'hvg', 'log1p'\n", + "Dataset 1: RNA\n", + "AnnData object with n_obs × n_vars = 11259 × 2000\n", + " obs: 'cell_type', 'domain_id', 'source', 'n_genes'\n", + " var: 'n_cells', 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n", + " uns: 'hvg', 'log1p'\n", + "Reference dataset is dataset 1\n", + "\n", + "\n", + "Data with common HVG\n", + "AnnData object with n_obs × n_vars = 22518 × 2000\n", + " obs: 'cell_type', 'domain_id', 'source', 'n_genes'\n", + " var: 'n_cells-0', 'n_cells-1', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection'\n", + " uns: 'hvg', 'log1p'\n", + "\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epochs: 100%|█| 345/345 [11:42<00:00, 2.04s/it, recloss=794.56,klloss=9.27,otlo\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -201,6 +625,7 @@ } ], "source": [ + "adata = up.Run(adatas=adatas, adata_cm=adata_cm, lambda_kl=1.0, lambda_ot=0)\n", "sc.pp.neighbors(adata, use_rep='latent')\n", "sc.tl.umap(adata, min_dist=0.1)\n", "sc.pl.umap(adata, color=['source', 'cell_type'])"