{ "cells": [ { "cell_type": "markdown", "id": "aa689a9f-31a4-45ca-acac-587254d71650", "metadata": {}, "source": [ "# C.elegans" ] }, { "cell_type": "markdown", "id": "7ef8c418-43c3-4af4-9f06-d385ef6cbd21", "metadata": {}, "source": [ "Comparison with deep learning RNA velocity framework (DeepVelo: https://github.com/bowang-lab/DeepVelo, UniTVelo: https://github.com/StatBiomed/UniTVelo and VeloVAE: https://github.com/welch-lab/VeloVAE)" ] }, { "cell_type": "code", "execution_count": 76, "id": "bcda31b1-5035-478b-b039-880d51cdf2fd", "metadata": {}, "outputs": [], "source": [ "import anndata\n", "import numpy as np\n", "import scvelo as scv\n", "import scanpy as sc\n", "import torch\n", "import os.path\n", "import pandas as pd\n", "from Bio import Phylo\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 20, "id": "75d9c04f-a61e-412b-8875-b6597beb6368", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 3, "id": "c8eb58a0-991f-42c7-9fad-e1cb9eb98392", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Trying to set attribute `.obs` of view, copying.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Filtered out 19955 genes that are detected 20 counts (shared).\n", "Normalized count data: X, spliced, unspliced.\n", "Skip filtering by dispersion since number of variables are less than `n_top_genes`.\n", "Logarithmized X.\n", "computing neighbors\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2022-10-30 09:59:45.214098: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F AVX512_VNNI FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2022-10-30 09:59:47.263686: I tensorflow/core/util/util.cc:169] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", "2022-10-30 09:59:48.354903: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/torque/lib\n", "2022-10-30 09:59:48.354931: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n", "2022-10-30 09:59:48.455147: E tensorflow/stream_executor/cuda/cuda_blas.cc:2981] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", "2022-10-30 09:59:50.700695: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/torque/lib\n", "2022-10-30 09:59:50.701025: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/torque/lib\n", "2022-10-30 09:59:50.701037: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " finished (0:00:13) --> added \n", " 'distances' and 'connectivities', weighted adjacency matrices (adata.obsp)\n", "computing moments based on connectivities\n", " finished (0:00:00) --> added \n", " 'Ms' and 'Mu', moments of un/spliced abundances (adata.layers)\n" ] } ], "source": [ "adata = scv.read(\"/data/liangzhen/wangk_Celegans/RNA_velocity_paper_force_cell/all.loom\",cache=True)\n", "\n", "adata_cells = adata.obs.index.to_list()\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-b01\") if 'Murray_b01' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-b02\") if 'Murray_b02' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-r17\") if 'Murray_r17' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-300.1.1\") if 'Waterston_300_min_10X_lane_1' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-300.1.2\") if 'Waterston_300_min_10X_lane_2' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-300.1.3\") if 'Waterston_300_min_10X_lane_3' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-400.2.1\") if 'Waterston_400_min_10X_lane_1' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-400.2.2\") if 'Waterston_400_min_10X_lane_2' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-400.2.3\") if 'Waterston_400_min_10X_lane_3' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-500.1.1\") if 'Waterston_500_min_batch_1_10X_lane_1' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-500.1.2\") if 'Waterston_500_min_batch_1_10X_lane_2' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-500.1.3\") if 'Waterston_500_min_batch_1_10X_lane_3' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-500.2.1\") if 'Waterston_500_min_batch_2_10X_lane_1' in cell else cell for cell in adata_cells ]\n", "adata_cells = [cell.split(':')[1].replace(\"x\",\"-500.2.2\") if 'Waterston_500_min_batch_2_10X_lane_2' in cell else cell for cell in adata_cells ]\n", "\n", "\n", "wk_data = pd.read_csv(\"/data/liangzhen/wangk_Celegans/c_eles_sample.csv\",sep=',',header=0,index_col=0)\n", "wk_cells = wk_data.index.to_list()\n", "\n", "select_cell = adata.obs.index[[adata_cells.index(cell) for cell in wk_cells if cell in adata_cells]].to_list()\n", "\n", "adata_select = adata[select_cell,]\n", "scv.pp.filter_and_normalize(adata_select,min_shared_counts=20, n_top_genes=2000)\n", "scv.pp.moments(adata_select,n_pcs=30, n_neighbors=30) #calculate the first and second order moments\n", "# scv.tl.tsne(adata_select)\n", "# scv.tl.umap(adata_select)\n", "\n", "import pyreadr\n", "globalumap = pyreadr.read_r('/data/liangzhen/wangk_Celegans/globalumap2d_Qin.rds')\n", "globalumap = globalumap[None]\n", "wk_umap = globalumap.loc[wk_data.index]\n", "adata_select.obsm['X_umap'] = wk_umap.to_numpy()\n", "\n", "GT_data = pd.read_csv(\"/data/liangzhen/wangk_Celegans/RNA_velocity_paper_force_cell/cell_anno_generation_time.csv\",sep=',',header=0,index_col=0)\n", "adata_select.obs[\"embryo_time\"] = [float(time) for time in GT_data.loc[wk_data.index][\"embryo.time\"].to_list()]\n", "adata_select.obs[\"generation_time\"] = [float(time) for time in GT_data.loc[wk_data.index][\"generation_time\"].to_list()]" ] }, { "cell_type": "markdown", "id": "a051646b-74e5-404c-92c6-af8a27eb7dde", "metadata": {}, "source": [ "## scVelo - dynamical" ] }, { "cell_type": "code", "execution_count": 77, "id": "ca4976d8-d9c5-42b9-ac36-1cfe9fd0cd37", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "recovering dynamics (using 1/64 cores)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "561a0e81c0c64cbaa6c94d5604ea0edc", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/162 [00:00 added \n", " 'fit_pars', fitted parameters for splicing dynamics (adata.var)\n", "computing velocities\n", " finished (0:00:00) --> added \n", " 'velocity', velocity vectors for each individual cell (adata.layers)\n", "computing velocity graph (using 1/64 cores)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1317b9ce468a48b98e0f35dc0cbf779c", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/300 [00:00 added \n", " 'velocity_graph', sparse matrix with cosine correlations (adata.uns)\n", "computing terminal states\n", " identified 1 region of root cells and 1 region of end points .\n", " finished (0:00:00) --> added\n", " 'root_cells', root cells of Markov diffusion process (adata.obs)\n", " 'end_points', end points of Markov diffusion process (adata.obs)\n", "computing velocity embedding\n", " finished (0:00:00) --> added\n", " 'velocity_umap', embedded velocity vectors (adata.obsm)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "adata_scv = adata_select.copy()\n", "\n", "scv.tl.recover_dynamics(adata_scv)\n", "scv.tl.velocity(adata_scv,mode=\"dynamical\")\n", "scv.tl.velocity_graph(adata_scv)\n", "scv.tl.velocity_pseudotime(adata_scv)\n", "scv.pl.velocity_embedding_stream(adata_scv, basis='X_umap',color=\"generation_time\",figsize=[6,6],s=380,alpha=1,density=1.5,arrow_size=1.5,legend_loc='None',\n", " smooth=1)" ] }, { "cell_type": "code", "execution_count": 78, "id": "547862c1-bd0d-4f69-b15c-26751442cfd0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing latent time using root_cells as prior\n", " finished (0:00:00) --> added \n", " 'latent_time', shared time (adata.obs)\n" ] } ], "source": [ "scv.tl.latent_time(adata_scv)" ] }, { "cell_type": "code", "execution_count": 79, "id": "b5be89a9-c717-4570-8915-990f05389628", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWoAAAFoCAYAAAB+ELHoAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAABq3UlEQVR4nO2dd5xU1fn/3+feKTvb6VIFBAsqdgWxV4KJGKMJYi8hsearxhJj+dkSxZIENVGiSSwYYyxBEwV7F7FhQxEE6R2277R7z++PM7s7uzttl9nZ2d3n/XrNi517ztz7zDL7mXOf8xSltUYQBEHIX6zONkAQBEFIjQi1IAhCniNCLQiCkOeIUAuCIOQ5ItSCIAh5jgi1IAhCniNCLWQVpVRNmvFypdQF23iNs5RSgzIZU0o9qJQasy3XE4TORoRayDXlwDYJNXAWkFCoW45prc/TWi/cxusJQqciQi10CEqpYqXUq0qpT5RSXyilJseGbgN2UEotUErdEZt7hVLqQ6XU50qpG2PHhiulvlZK/VUp9ZVS6iWlVEApdRKwLzArdo5A3DVbjSml3lBK7Rsbr1FK3RE73ytKqf1j40uVUsfH5tixOQ32/CJ3vzVBSILWWh7yyNoDqIn96wFKYz/3BZYAChgOfBk3/xhgZmzMAv4LHBKbFwX2jM17Ejgt9vMbwL5Jrt9sLP45oIEfxH5+FngJ8AJ7AAtix6cB18Z+9gMfASM6+/cqj5798GRT9AUhDgX8Til1COACg4EBCeYdE3t8GnteDIwGVgDLtNYLYsc/xoj3thAG5sR+/gIIaa0jSqkv4s59DDA2tjoHKIvZs2wbry0I7UaEWugoTgX6AfvExPB7oCDBPAX8Xmv9QLODSg0HQnGHHCDAthHRWjcUt3Ebzq+1dpVSDX8LCrhYaz13G68lCFlDfNRCR1EGbIiJ9OHA9rHj1UBJ3Ly5wDlKqWIApdRgpVT/NOdueY5MxzJhLnC+Usobs2dHpVTRNpxPELYZWVELHcUs4PmYW+Ej4BsArfVmpdS7SqkvgRe11lcopXYB3ldKAdQAp2FW0Mn4B3C/UqoeGK+1rk821g67H8S4QT5RxqCNwAntOI8gZA3VdCcoCIIg5CPi+hAEQchzRKgFQRDyHBFqQRCEPEeEWhAEIc8RoRYEQchzRKgFQRDyHBFqQRCEPEeEWhAEIc8RoRYEQchzRKgFQRDyHBFqQRCEPEeEWhAEIc8RoRYEQchzRKgFQRDyHKlHLeScyBoVAH4A9AK+A970DpJ6u4KQDKlHLeSUyBp1FXA1UB53eDFwgXeQfqVTjBKEPEeEWsgZkTXqOuCmJMNh4EjvIP1ODk0ShC6BCLWQEyJrVG9gFakb1L7lHaQPzZFJgtBlkM1EIVecTPou4odE1qjhObBFELoUItRCrtguw3kDOtQKQeiCiFALuWJVBnM0sKajDRGEroYItZAr/g3UpJqgI3xS93FGgi4IPQoRaiEneAfpKuDaZOPageBi9gE+qXxeDc6dZYKQ/0jUh5BTImvUedrlFmU1+aKdWoisALeucdqXwJ5lP9JOZ9goCPmGCLWQcyqfV/+yivmp8oAbAl2fcNqJZT/Sz+bYNEHIS8T1IeSUyueVAk5wa8CpaBJp5QXlJ/4TeWJn2CcI+YjU+hByjQfwNTyxisHTH+wi81y74FRCdCN9O8k+Qcg7xPUh5JzK59U3wE52GXiHglKt52iHamWzq2+4XplzAwUhz5AVtdAZ3I/iD95BiUUaQNmUAL8HTsulYe2h6kU1GjgV6AestHvxkqec44GxQB3wLDDbv7OOdqKZQhdGVtRCzql8XvnsPnziG8SuaaaGgEG+4XpLLuxqK1UvKg/wF+BcQAFYJeDpE/cFpBpG0EAViqeBu/2j9Ve5t1joqshmopBzyn6kw97teD6DqX5gWEfbsw1MB84jJsUq0EKkrdjDiLVCUQacA3wUWqyO7QyDha6JCLXQKSiLxKtkj1mVWiWgzJZjVS7typSqF1Uf4Pz4Y56ymEh7AC8NK+lEFABPhBaroo60Ueg+iFALncW/AbfxmWWiP7yDzarU0we8g8A3nEdBjeg8M5vj1iufW6+KgR9iBNdgg2cgeIaY9+AdBJ4BoAqTnqocmNrR9grdA/FRC51G+Hv1N+BsMCJn+ZNOXQ7sDR3nq45uUge7Yc53qjkgsonS+u+odWv41j+Q2YHt+Zt/Fw4ArgAmApaOsCG8nP6R1YCCwB5glyU+t1MFbuL7ggf9o/XPO+gtCd0IEWqh0wh/r3zAA1YRZ3r6pXAUGK4B/fts2xDdpGzgERKsbt0QOBtAFRP2DsarVGsbo5vB2Qr+UamvE1kHtI75+It/tL6gvbYLPQcRaqHT0a56XVkclmbaN6B3yfa1IxvVrUpxTbJxtx7s3qBSOAndKFhpAl2danArWx3+oX+0/l/Gxgo9FvFRC52OsihON0drhmb7usFvVV80V6aaY5WkFmkAZae/lvK2OrQQeDH9KwVBhFrIA7RmRdpJUfzR9Sq5F7sN1H2g+tV9oK7UUT5VVuqkr4xEOJ3TBuK3TQGWYFbTbuLJgtAcyUwUOh1dz6eqMHURJrceD3AUkNBVUP+JUm6EE9GchEsAWAn8vehA/QlAZI3yAj92g5xplXKMW5fhZz8Dz6DW6cXaDbIA+B54Gvi3f7QOZXR9QUCEWsgD3Gq+wwKrIPG41jTEJPdKNF73sTofuN3yUtI43wEd5aLa99Rj3mHMUhb/AAZYBUCBidBwI+lFVjsJ3RbNiYD2pHSRfOrpzX7WYKmvLbQP2UwUOp3oerUfMN8qNnHHyYTTqWZZdDW7+3fWtQ3H6j9RtwFXJZrf4FjwDMRRisRODDu1e8MNgVWUPHRQ66ZNQqsk4bneAU6yAnp98qsIQmpEqIW8ILpefWoVs6eVJlcv/D3zdJAJS2+G0v2Y2vsQHk013yoFK3nSiSHJalg7EI3Jq3dYa7HWGnQNxDsxlI8tqoQHlSIE/M8K6A/SXF0Q0iKuDyFfuFAFeDfdJKuEcZtf4/fASZ4iRqabrwIZXDkK2oLGNbcLbi241YBxVmyILOP3vp1YoUM8gqKIKOggrXzYOswfPYX65gyuKggZI0It5AWeAXyWyTzlBU+5CanzJPRYx0/OMCIDTFRGzFXiBsGtZBGa6cBq4PXAXjoMENmsVgFzMSngLXkRuC3DKwpCxohQC/lCPaZ2c2pHhdPUDcZNFzehY5uBGYTYxaM8fIpiQmCv1t0cvUP1/MhKtSdwEfBToBT4BngAeMw7VGpOC9lHhFrIE7QL6nFM2dCkOFUmyw+gdhEUp8lVdOvALmmbJcrDfwN7Jmm5C3iH6uWYuh9XtO3MgtA+JOFFyCema5ekAunUmGa41QvM8/rvILQ2+cm0BqeCDVqzpA02OMBf2zBfEDocEWohj9CLdZgf6DDhZkd1rOHtaqj9FuqXNY2tfxbqlyc4k8bVEZ7AYS+lGAfMBGpbz2zF/3kHSZ9GIb+Q8Dwh7wh9o/pbJTylPEzQGsutAaLUulEe/n46p+FQ2vI1vv4QGAl2gHUle3GJUjwT2Lt5gklkjSoBRgIRTD3p84HhseE3gDu8g/QLHfneBKE9iFALeUvoGzUU2BdTIPQt/8668utT1WXAXUle4gDH7TJLz83k/JE1SgG9gbB3kK7Ohs2C0BGIUAt5z9anlA/4CXA8UBBcg7/qM8a5wWYp5cuBS3aZpZ/rFCMFoQMRoRbymq1PqVHAHGCH+ONaEwmu5oHKD/kCU+zolV1mSTU6oXsiQi3kLVufUl6tWaEU2yWZ4gJH9DpJv5lLuwQh10jUh5CXbLxfKaeWOSlEGszn9/Jc2SQInYUItZCvnKU8HJHBvElbn2pr7qEgdC1EqIW8Y/Ojal9VwAyVWd6sjWTYCt0cEWohr9j8qNpHa95UNsUZbg1+1esk6ZYidG9EqIW8wg3zrFKxwkzRWLeW1Py5o20ShM5GhFrIG5bfqG6xfM27jetIcrHWDh9jqtYJQrdGhFrIG7zFps50I1asnrRjaus1CLbWpmZ0aDXTe50kfQiF7o8ItZAXfHOuOtzy0NRGVsW1x4o1qyVqVthETY1py8uD6+6SiA+h+yNCLeQFvj78RNmm0D/Q0HU8JXYxJcAPOtIuQcgHRKiFvMBbSn9lma4tWpORUCuz/h7VsZYJQucjQi3kBb7yWCy0E2samwkKUNR1mFGCkCeIUAt5gbJoLDOqo+aRDu2AFcDXkXYJQj4gQi3kC1/EP9Hh1DHUWoMOgVIc3NGGCUJnI0It5At/15rGDEMdSS7W2jVjmI1HifoQuj0i1EJe0P8CvXnLAj5pTBvXsY3FUEy0Y+6QRgGPSXrdOtZ0mtGCkCNEqIW8oeILRq59BYIbYitpxwiyG4qJc7hJvNHgRmHN63zfyWYLQocjVceEfMKqXwdrXoaykSappXB7CAyMi6+OoR3Y9AEolx07x1RByB2yohbyiXfAiHC40rg5apdA1UIIbwU3Ak4I6tfCxncguA48fvFRC90fWVEL+cQ9wI8B6jaC5QOPH8KbzQOMSyRaB5Fa81wpajrJVkHIGbKiFvKG8fP068B1AGgIbobgFojUQTRoxDm4uUmkYzzbCaYKQk6R5rZC3vH+OHUIcLHycLingD4qeTr5+/u8rA/MnWWC0DmIUAt5zcdHq19gXCLeFkPzgR/t87LekHurBCG3iFALec/HR6sBwDnArkAt8BTwyj4vy4dX6BmIUAuCIOQ5spkoCIKQ54hQC4Ig5Dki1IIgCHmOCLUgCEKeI0ItCIKQ54hQC4Ig5Dki1IIgCHmOCLUgCEKeI0ItCIKQ54hQC4Ig5Dki1IIgCHmOCLUgCEKeI0ItCIKQ54hQC4Ig5DnSM1Ho8sw7UNnAj4BDAA28CswZ9552O9UwQcgSUo9a6NLMO1DtYXn5r1IMcaMQJ83fACeMe08v6jzrBCE7iFALXZYvT1K/tLzc6ynABnDCEK6G4FbQDgCrgN3HvacrOtFMQdhmxEctdEkWnaFuLejLXwr6YHuKwFME/l5QtB0UDwRlAzAEOKtTDRWELCBCLXQ5vj1XjfEUc42VYIfF8oG/N/jLGg/9NIemCUKHIEItdDmUzR9Vik+u5YGC3oACoCQ3VglCxyFCLXQ5LA8HpJtjF0BMzL/ucIMEoYMRoRa6Hgpf2ikKYvvkD3S4PYLQwYhQC12RZekmOGHA5aFx7+lXc2CPIHQoItRCl0Mp7k03J1zNv4Cf58AcQehwJDOxB/POvkphoiIuAPYGQsDzwB8P+kh/1pm2peFvWnO6UowDwI65OhxAg+vw+u5P6Smda6IgZA9JeOmhxET6bySOMw4DUw76SD+bU6PawNKLVLFdzD/tYibZfnNnqF1wQ3xsefnhoN/odZ1toyBkCxHqHso7+6ozgX+kmFIPDD3oI705Nxa1jbV3qLMwXzQqwfDijR9zWvVSTgCGA5uARyfM1x/mzEBByCIi1D2Ud/ZVHwL7ppl21UEf6em5sKctrL1DlQGrgaJkcyqXwOZPWx3+D3DKhPk62GHGCUIHIJuJPZB39lUe0os0EPMB5x+nkkKkAUq2b4yjjucE4C8dY5IgdByymdgzcWMPq2AAeAIQqYZIFZTtAoFBZjS4iYFbZilf71N1uOGFW2YpCzgOOA3oC3wP/LX3qXoewOfHqx2APsDKsc/ptR1k/87pJlhesAMQrW01dPq7+6trJ8zXqzvEMkHoAESoeyAHfaTdL89WC/rsxd7+Pk3HtdtqFToOWLxlljqu96n6yy2zVBnwP2BCi1Oes+F+9dK6FyiDxqxB9/Pj1f/sANf12pPegA/4fNBvsiLelZlMciMJDzfUrr4/C3YIQk4QH3UPZMssdYrWzFIq4UZcItZiVrH/AH6cbFLlF1C9sOl54RAIbI/29UZZARNC50ZYqRQX9TlTP5epvcuvUn5gCnA2MEh5qPKWs0+q19RvgLVvJh2+bMJ8/YdMry8InY2sqHsYW2YpL/CHNog0wEDgMoyPNynFo6H6G8CF4h2gaAR4+6NU3JVsD0OB2VseV3c7NdwPbOg3TSddIS+/SpUBLwH7NxzTUXBDYPkTv0a7sDV1hY98jhEXhFbIZmLP4zhgQDtedwqJQ+EasQvA19vUhg4MAm9/s4pOhLK5zCrlW7uMrVueVBs3P6F+tfWphLP/TJxINxCtBjeKSXbxmAc2aNCbPgOnzvjeE7AIeD3lOxWEPEOEuucxrJ2vS1sICYww+/uDXZJcpFGAB2wfWF6U5aGv5eWPwLqtT6leDdOWX6UGkqSetF0Yq5AXdw2lwPKg+uwKvXeEPjtDn13AX944pQo4Y8J88fcJXQsR6p7Hhna+bkG6CToK4Uqw/WAVJJmkaEz5bnZYgbLoj+KTuMMHkcg9Z5kvgmTYheCNyb2nAMpHQNFA3gcOmDBfz0/3PgQh3xAfdc/jOUzURFm6iS24AZPlt2eyCXUrQIeTRlsYEoh0PEoxfPXv1ZdOJSuA7xKeIpD6HGCEOrKl6XnxduxavB2rUr9KEPITWVH3MHqfquuAm9v4sut6n6o/xySarE80IbwVKhaYn0ObwK1vv42+/uwK/EApLko0rjJYXlheWnrUS5G2XEIXRYS6B9L7VH0XcDlQ0WKoAlgR9/xt4MTep+pbYq9bCOwDTMeE7IWBb7Xmqk1v8kcdIQwQqYT6VSb6oiXpVsLQXIgTzs/Aw6x1wnnD079SEPIPiaPuwWyZpQqBHwL9geXAi71P1dEts1Qx4PQ+VbdpXfz58ao/ZtXaR3lZ3e9QTvH144hmSTSe9GIdWg+h5eZn5TH+aDsAKHDDZrVup0wgh2gVBNe0Ovx/ox7Qf2rDWxKEvECEWuhQNtyv9rH83GD52A1FqfLSR9nJ52sNNQtAR8yGpK9/wpoduGGqtENpwnO4UL8C3OallyLAsFEPSPlToeshQi3kjI0zlYWHxzxlnJJsVR1aC6GVgAUFQ8DygfJBg7hr12xY6ghEa6hRNsXxr9cOBNeCU9Pq1HePekBfnu33JAi5QIRayDmbZ6mjLB+zsOjfINg6CqE1EI6td+1S8A80Qt24KdjwrzaCHN4A9StZZXnZDhuPGzSJLi2+BILADOA3ox5I5DUXhPxHhFroNCqeUdsBO9Ut5ufRrZwaP+YfBN4+GHFOsvrWDmx9B7TLdaFNLENxKJo6TwlbbT81SlEBPDvqAb0l8RnylzOttwsx2aBjgTrgPw+7B3/QuVZll0vsjcXA6cDJQAnwNTBzhtPvnU41LA8RoRY6nRVXqwAwBzik4VhgVGwDMU1cUs1CCK1ndfUKdrC9nAmcS1NXl8eAB/Z4vmsJ9ZnW25MxBbDKWwy9Bpz0sHvw1kzOc6Ud2hcYA9QAL013/K0dQp3EJfbGHYBXSByJc+8Mp9/FubUovxGhFtrEjMDaHYACYNkl9QPrsnXeFVcrP3Am8HOt2aloZ0osP2mqi5iklurPofJ7gh4fTfmQJp0cYJOy+PFuT+kusUo703p7HPAW4E0y5e2H3YMPSTIGwJV2aG9gJjSrMFgF/Am4Ybrj79Q/+kvsjQr4EvMlkozzZzj9pBRtDBFqISNmBNaeDlwF7Bo7VAk8DFx3Sf3Aqmxea/kVau/C0XxsF5NWqJ06qPgAQhXGFeKGwVNoRLrR/61BKZ4Ffr7zY/nZA7KBM623/wNMNs8UfsopoC82XhwiBNlMmKqj/uGOfzXR66+0Q7sA8yBxRAwwY7rj/1UHmJ4xl9gbJwIvppm2aIbTL22DiJ6CJLwIaZkRWPtb4BGaRBpMCvolwBszAmtTVN5oO9vfoT+JVifOgGyJG44VgiqHgj4QGJC4WBPwY+3y1jenqcJs2potZg/dwTez3/HDLCI/BFBYlLMjZWoH/KoMjyrEr8ooUyPpxc6PXWHXJysBcD3JRRrgoivt0PBs299Gjspgzk6X2BvbW0Cs2yG1PoSUzAisHQ7clGLKXsD/0fa09JREK7nC249HrGQOgBihWJSIUmblbNkm7tqNmjC+eJTFGDfKzzEugE5hzihlAZMwv7dQQbHHVspzdlkfNbI4utkeUPQFy6sOZlX1+Wg38fefRxVsh+n9OLXh2BT1dH+bglMGqSNPVqkziizgDFL/n3Y0KSLpm9FsIfnqGDUI2B7YcuRCvSjrVuUxItRCOs4j/Z3XNLIs1ENv0o+uuV1t7x/CzYkSXgCiNSZEr4EGfVIKbC9oC5wW/ca15qrPj1f3jH0u96F6c0apCZgNzuFKQWEZeLxRIBqbUU9hSSVFRRUMCnzBl5v+Rm006d3/yVfY9b9e6b6wHrgDuBCUz1IRNK0LnbRguyy9pfbyDubLPRUrgJUAr45Ru2DKFkwi9ll8dYz6GLjhyIX6fx1nZv4grg8hHTvFP/F6VrFdn5vZcdgEdh6+N8MHnkpJ4dwhMwJrE5fp3wYGXaVv0RGGuxGWx2+laA3hTVD9GaZFbxKUHYvDjsOyGQgs/fx4dWG27U3FnFFqF0xky3CAQCl4ktwtFJVWUFK8itHl16c6pQc41Iv/vnKr5NI9ir/0Tex3HwcM+AH79/8BO5T+noBnabLXtk6uzy2ziYlwSywiBOz1lHmX/GuG0895dYwaA7yLKXUQr1f7AM+9OkZN6XhzOx/ZTOzh3Fu4dA/gYuBorbUNvKeUmnFR3ch3AGYE1j6ICXmjsOADhg88A9uubnUerdXfSwfoa5TiXMwfURh4Hvj3Pq+0dEJkzuLz1PnAnVYhhb7eRqSjFa3Sw5OitdlwbMCNQrTp+e/GPqd/217bkjEjsFYBEzF3GqOAimH9JnoKfJ+PA7PRWdIr1RkgGvGyZf0QFmx8gprI7glmaMos5y2vqjtkaNk1FHhbewIc7WdRxc1UhZuCP7R22chH90eovnCWOymju4qhqu8wzH7EFEzI4GLgr8BDK/WmUCbnaMkl9sZ9gblAbwCLEMMKX2JAwYd4rcYSMwvLy5+O2HbNHilOtREYeuRC3S47ugoi1D2YewuXngb8nQQusGrHffw3oVGnzgisPRp4Sal6dh6+Hx47cUiytwAKSokq1epcy4CJ+7yiv22rfYvPUz8F/tXwPFWNkFRE62ispBetb1Yv2wV2GPuc/r59Z27NjMBaG+PeiFvpuYwaOArLMt8u/kIoSFNUCmDzuiF8s+n3bK4/gWIriN8yhgddL5b247Vs+hTOpDzwVNJzhJ1yPt30RMwdAtV6OVUsAZg+y510VTobhqq+e2HinXsnGH4LmLhSb2pXUdtL7I1DgAssQj/bvez+oSXeVc3uMSyrlvLyp1EqrUZNOXKh/le6SV0ZcX30UO4tXDqKJCINUGJbU6/yfPso5o/03fLi2UlF2vZCQSkkEGmAEcCcj49SGbXyasEN8U/avaaIuWtdp1VTAws4J5NTfHiYGvPhYeqPHx6m5n54mPr3h4epkz88LGFl7KtoJtKgVLBRpNuKBy/beSso8QTxWQ4+y6HUE6TIU4lNDSX+uSlf77Mr6F3wFhpNRNc2iDTAr061Xuib6rVDVV8L+DeJRRpMgtKNbXxLjcxw+q2a4fS75sC+185sKdIAllWTiUgDjGyvDV0FEeqeyy9Js5lcYlunfRWqmgD8qLRoTlK/pq8wbenSEZg04YxZfJ7ajZYJEW77xNoTMB3L3QQOmEg9l7yzr/rtO/uqPsle/+Fh6mbgK+BXwDHAScCTwCcfHqYGNsz7c+FXoyxVc41HbcGjNmOrChRBtA4QdZr6CTtR0uK6FuFIMbYzNuHvVinwe77Htlq7oVpS5FkMaDwqgE3jVoI/9j5SMRHYIc2c84aqvtu6PzEt0UGtk7SZb02XyjxtDxL10XM5ON2EIksBnH9J/cBTX9/9pTkkWX16Mvt7Oh6Y1Qb7EscCuzEvRlMNEFep9AsOywP+3hDcbApANZ7OoQy4BfjFO/uqww/6SDe2/3p5Z7Wvv4g/BkqYkOS0uzsRvnxhZK8F9cG9+pUX7jHGcfvawcjeRN2hKBwsVYurQ1TWnkKf0j8CEA2b1b2VwpUTrC1mS/2JaFKEqGfS6gZwddNi1UMBDo2eimQr5QbGZXD6XsCOwGdP9LtIAUdiwv/6YzYM/zZl473vJ3vxkwPO8pBkRew45USjvfB4UmbMh4BnMrCzSyMr6p5LpuFpe8X+fSXZhEy6tmBWcG3hO61xko5qzDtwOc+NkFHtC2WBr4XuRZq8q0OBJxqevDJGXe3xMd9fmFSkAbC99PYHKo4oLnp997KSx+0C33zKix6iyP9fGhzjlopSVXsqoUhTAE1dVeIOOACRsJ/v1p1KZV3ChWYjjtufcHT7lHMAtobGN/7s0mw5nzQsJEYGa38z74l+FxViolpexhRaOhYT2vneE/0umvVEv4sSfqv8dP0/okBtshPX1e2Z7i7qniMX6o0Z2tllkRV1z+Vl0qyYqh0NpkwowNOu61tnWeFWMbhOxPip0/AJwJt7qr2BIcD6QxfopNXgNn/NtOLB2P5UOXawDniscilhTxGPFfQBb5qbcMuPWZ64RqRb+Kz3fWdfNQ44M1DML5WVetXbgLfArJI9ng0ECj6mPjiOgO8jHLcfwcgBAGgKWLXpn/QtvZPiwH8gWkdNBdj+EvyBELYVJhQuY2PFfnyx5gaqw7syxBe3C5qEqtBk+npmJB2vDO9BTSwWO6rriNDoKtkEPJvmrc0hvQ/6e0zVu79j3EKJmBqb99uHSucMxrhcyoBvgWdLAjwJnJ3ohZHIMGpqDqK4+L1qpZplAIWAezB7At0eEeqey0xX66stpRJKrNaazY4DJuaVl7+O7FjiX1C817Af4vc0z+4O10MgtVBH6iv5+s091QKgMdTqzT3VN8DVhy7Qs+Mnz5ughmjNjXUbwFvYWFyphX24SvGL0Q/qyIeHqX9Ha7kzGmC7dEKtlHmE6iBYkXDKnyyb/VOfJTkez2osVY2rSwj43icY2Q+wUICrC1m99Q9Ub7qPgPdbXF1AXWQ3jA/HJaQjRAihYzc7IdfCaye/qQCoCR2OUlX0DjyCUs2X6NWRnfm24rqm5yxr+FEDv5rlTkoZ0rZSb5o/VPV9m9Rusj/e0XfKdsRlSSZCay54qPT5AeA9k+a6s7E+vP+tAd/8WiBhLEw4vMOHjrPwUH/BlguBHVyX77TLwz1hJd2AuD56KBfVjVwV1Po8N8F9pdaa1VGHoGYrpgobwI3VoT2L3/vuc75dP52KuvFUBfdgTcXpvLvwDVZt+HGyS7nREH90IswiTqRj7Aw88+aeqtmmVjjo+ZNSKDcCld/HCi7FaVCkFqqWU7f5a1PYZ783dBj4iXZIG1qhNdSsTyrSKIv9lWW+HCw7s81LJ25VrhR4PGsBsK0KbGtz3Jgi7HpwdBk14f2oi+xOUwahha08FKgifBSiUNS4nldSXV9rcHUBFfVTWVHxd7bWTaEydCAb64/m66238uWWGUR1Ga6OUqEXUc8GgE+BybPcSY+nf2eA6YH5RZKx+zFNGY4lzaJPKcotVXFugnn9os7Iu8KRna7DNExuyesDhzz9YGnvLR/6C7nDX8gvA8XcUljK3e+PU4MyfA9dHomj7uFc6fn2xwWWmlVsqQBAnavZ7LiENZuAHz3g7jTvGk+0N7CelH+MDn23u56dBz/OgJJVuFrpaKjss8otY14s8M6brJSbqqTlCmCkG6UMONL22X/3BZxmq6sG8XQdUyUvxnbj3tWNy/vPJqt9CgfwgVLJa0mEKmHrkiSDykSwtHR3JOloDhh7Klp0YQyGdiUcNu6GrbXn47gD0Cg0Pmqival1Wu/haTRO3LaB1nqTUmos1rwZA+ztT2pZv0NrWB+FtdGF+CwXP/2DUbxfBXVwrU3B82WM9Cll9QZWbNafvRtiS39gyyx30tfJfjfJGKr6+oCf0DzhZeZKvWk+wBP9LpoGPJDuPMHIfjjugGTDb5UEnjgK+DGwNyZh6rmhIx6eAPwxyWu+B8aPn9f9+2CK66OHMz2647O/sBb1Ww+nAYdhJOl1YNYD7k4NOXz9SftZsVm85lQWrB3OvsXL6O+rVaD29Ho37Bnon3bfcpjr8AxwNBBQVuvbfe2CExdeF3N9NJZX/fgoVQCMD1eyyV9OQjXQmmjNmuTvI5FIQ6zgE7QSa+1CTYLAMNcxhe1cN4DjGlHWse8OneA7pKVIm2uqvjV6+T1fR548sW90J3byHEGJVQxKUefApmgN6/QnVLOoYVv4thf0jUn8yePAiGu7WKk3hYF/xh6J+CjdObRWuG6ygn8AHFJdP6X/uVUTn8SEPvL+ONUPUxckGcOB64CclgPoDESoBR5wd6rFrIiSrYo2AA5pqp4ptZVDyxZTZIdpuKUPFC2MjTXNS3ITd3zDD04YvGliRKJhe9nBH0XrAT4+ShVi0pEPCm42K25feSvR/ap+M3eEa/ibslq7/Cxv6o1DpcB1m+wP10OwxqSkx+O6hUQds98ajOwNeGPibKO1AgJYysHVNhodC15J/EXmp9dkQG3Si6iIrMGmGC9laKKEaVZWew2mml6nMGXjvZ880e+ieaTYnHbc7dBxfR2S0AtYHff8DNJHC53+/jh1+fh5un0ZRV0E8VELafld1LMF+G+qOVq79PXPi4m0IVD4DcXFX7UK32vY0Et6Lre53zfReLDO91DcoZuBgxqehCqgejnUroO6DVCzhtWV3zF26xLGuQ6WE411M9fmXzcKdoZLlkg9VG4IUFfRWqS19lAf3A9QhKPDqQ0fgYsXHVsPhdxegIVPaaI6ioObVKQBbAobrYpSQ5RqQqxvJtIadzlw+Av6xg2JzpFDziCxjxmtvetD0d3SvT4ErGpxLF2yDZhei0n9Kd0FEWohU27A9N5LyFa9kGEF8VqhKSlN34vV8oC/BEr6Q8kAKOwFtg/CdSbkreXq23EUVZsLt4Zq/XcBfHyUCpAoEUdDtBYi1eDUMxiTZfejhjHXMULrOrEOMBn8JTR8wRSVBglHdiXqmGRGrW0diQypq607rCYcGbGisv4kKurPRVMIWLjaJuj0IaJNrKGlQKv0NYTCVDR7Qw41RKjEoQ6HOqJUEaXynhf0jW2uo5Jtpmy8dzGwL6Yc6TqMQ2Y5cEPUHbQfpO3X+NS5VRMrWhxr+TwRLjS5wLor4voQMuJ3Uc9n13iiR2F2+vdsOO7oMEG9lUJGELCaVNXnW4PHk/pv0xuAgpLmq2vbY47XV0G4BqJB45ZoEFcnorGtugJPYd05MVt2pHUT2EQcQIrb6HSZgtD0paGUJlC4gVVrbwhHnB3/4vcuvPKMzZeGAW7zR04C/m0RwlJRNBaOLqBlfWitIyiV2hWwSc9PZCkuzUT++9RW544pG+9dg4lrbhXb/FDpnEsxFfcSsQ64FuD9cWoIpprjKUDStP445oyfpzNKeOrKiFD3cC63axo6jkzA+KHn3uUUv51o7u+ing+Ava7xRPfX2t1lg/7wrlJ26uNTZsMs6hZix1wf6YoQKbu1SDeOKVOv2QmbRzTUPDxPKQLAX17dRW0uH8zCDN9qFPgYE0rWejAEnjRlo+KTY3wFVRT5X/eFwsFhimg/mnyrqwFc/LgpalVECKN0Hb4kncFc7WzeqN9fSOoY5vWYUrJ5z7lVEx98qHTOFkyrsIYwzSjwH+DKc6smfv/+ODUWeBVIWSwqjjAm/b/bI+F5PZjL7Zq9gKdoXWvhI+DEu5zihMXdG7jM2vK2rQKNvuGdS/9Ikcfolde7kX4Dnkz6Wn+xibJIRbgO6rY2+ZMT8EX5YPYEviNWkD8F+9RsZDDwXFKbSpKLteuY1X0D0aiPjWsOIRg+Aq1xlOKxFXU/vKoysvMtJRbn2ip5ixVHu/VrousDAH5Vgp8iVMz3orUmQpCoDh78lb65DngTKE5wGg1MfVnPeCLBWF7zUOmcnTGZicvOrZq4AeD9cUoB32DukDJhPXDO+Hn6hY6xMr8Qoe6hXG7XDAEWkPz28ltgz7uc4oS1hq+w64dhak03endHF8+k1NcUBda3/5P4fImTxwp7pU87d6NQub5Z3HQidi0fzNEkj7UFeHOfV/RhAG/uof4MnJ9oUjhkvkACxU0+a62NHfGhgQDBunK2bDqQULjxe4rqyPaV39edXOYBiqzkG6YhN3z1BmfztTQKsMKD+YZwiKBxH73PHXYGwNHqkr2BO4HD407xOXDdy3pG0i+drsb749QxmMidVNQDdwOfAf8ZP0+n2HLuXshmYs/lIlL7AHekRV3lFuxOi89PyG2eyFFVcRCmacw2kL50VCkmO+7PScY/A37W8OTQz/QFwFStrQ+0RmuNozUvBeuIOFGoq4Ct68xqPlIPkbrWIg1QV9OXqNO8SXaJd3lZwF5LFKh1wWkZd61ZC0y9IVJ0OyZm/JvYCFFCRAmFNO59xDrqALysZ3zysp5xBCYC4khgj5f1jD26k0jHGJ9+CgHg6fHz9L97kkiD+Kh7Mj/NYM7PMMV2EtFqpb05tB/9CpoiPcLhQWzaOJnSsvfx+5sit+qDOxPa0o++AxK6whuJhFKncGtNVCmW7mMSrS/8+Cj1D+DnwGhMxMATwDP7vNL0R/1Q2X/7wPMHAWPAVaBsj71sUP9ev/I2rIDdqImRTtaFpaZyO8Kh7XCc1q7Ucu/X1DsDiQLVrgk8t2Id0qPwv9ui3n8C3OcOmwfscqG14jBgN0wFuf/e5w5LeAvysp6xlPTV7roymVbqS31/1U0Roe65pEwTy2DOu5h+df0aDtQ627M5tDd9/J80ToqEB7J544nYdgWW5VITPNQJRXZyvb4Kb+9+72ElyEIEI2zBGptUf5eO22v+sd9uaYwJ3OcV/SHwYbL5D5X9tzfwNrCLOWJuCFy3tFWQbzhoCvz7AuCJ/ZVEI1BTPZJg3XDCkbEowmj8xOcBeVTz7y+HZivrES2vc5877A3gjaRvsufwIuk3BldiGjj0OMT10XPJJPa2dcfUGHc4gRDwh5bHv6/9GWvrjyTqNpWx05poJDL4vcraE6ZFojuMcHXxH0OhISxZdCvabf0R1BqqNvVl84YfoXXij6jjFBMM7n5tBu8hnmtoFOkmXN0Xx2n9neREob4aqrfGHhX9qa46lnBkX8Bn4qpp7hcJuynrsm5ONdiTGT9Pf4LZOE3Fn8bPS7Nj0U2RzcQeyuV2zdnA39JMm3CXU/xessEr7HqF2cS7mBaBwhbBp3cvv/WvHitoAQumbLy30fdxd8HKYr+99T1bhXf3+1cxaMhMysrfQ6kI4frekUjIf826VVN+Buzr9S6nuPBtfL7lAGhtEwyNobbuwPd+tv7+lEX947m/+MOhHmv9l0ol7hxT6P8v5SUPpMyYrK75GdEWhfq19qBje4Jaw6Lq84jo8hav1IBCa33CVr3Eg6m9PAQTufAI8O+Z7ph2d2rvLrw/Tg0AXgLGJhj+K/CL8fN6pmCJUPdQLrdrvJi08GTF3h+4yyn+ZbrzWMraawh7Pr2rmjqihCEE2cQ3+l/BFXxwZ1CHr2s5/2Yv5cBc0Pv7rS0U2JuwVQhXewi7pUttFTnk/+pHrH6877V7YIpD9TLXqUFZQVy3GK0LNgAHT910S9q7gvuLF4wBbgdnktdem/IOsrz4DgoL3koo1vXB/QkGD2t1XGsvOlZGeWNwn8i60OFeAAtNwIpSoBwsBa4mXOnWrNnkVA5PkDY+Hzh2pjumIt376e68P041VOo7BZPItAT46/h5Omk7r56ACHUP5nK7xg/8FvgFpkIejg6tWcuLq5bph2toWvHNna9fbvVBsZW1ax/KPi1K0DbAwWULlX+r0fXnAtxVUL0DcGpUe05ztT06qj0k8bz97bqIiXp4vO+1ozHuiilAAWbD7XHg1qmbblme7v3dX7xgN4xPuhxcPNaatG3DlLWkprz4b8UFvkUoXKLR/gRDBxKNJm507epCIm5vNgb3ZUVoewpUufYpW5XZYewE1wrrCCsiG1pVy8OsqjPZ4BV6ICLUApfbNb6w3rrTV/rWO2tYekyC4suvAJPn65fr4g/2VqWfllG8Z7LzurhEKdjvMv8X0zD98xqlS2uIaB/R1tl7IWDIdRE2NRx4vO+1fszGZsXUTbdk7CK4v3jBS5gwOABsaxOWSp0x6biBQ7eGD9oJ+KnPWrndgMKHxiiVwJEOhN0yVtZOpd4ZDFhUuxtwiDDIU0pBinz0areONdFW7moHGDnTHbMis3cn9CQk6kPgLqc4vL/68VkW/mNsCnCJoJtHSx0F3EdcXztLWb0G0XfPVOe1sDjC/vV8Wha6wCSD+FQYXEVUN0sH9GPS2Rvbc03ddEsIU2o1Y+4vXjA8ZncjrluCsoKpVtVzplUf+RbwFvBXGMU/+7rHudp+ylJOs8IcQac/y2vPJOL2anpPKHzKTinSAMUqgAebaPOIFhuT1PJwRm9Q6FGIUAscps66MMCgS624j4NDkDBbcWkMQT51f3X01fP1y+sBigns5k3z8SmgF7vZU1I6GzwqTFR7abUXue2MaHlSjR/H7YNtbUGp5ncNWvO8Upza8iSnbLr9fzf61p1W7PnuqYC9Go1NdWRnqqM7NjNTa41DlIBK/yellMKvvERbBzBIFJaQkKwL9WV21RDMRkA/TJnDx+92Srt9dauuyuHq3EsV9t0t1dSmgAIGUM96tBFrL8aN8BiAD0/axqIjrCPwqNR13y2lsXBxGzqgaNdZ4b76fYPHYqqaPQxTpGfV43pyW1bVFYkOagJE3UEoVYciQsQtozY6AkeXXPybsF2d6DVht9+zW8L9lgPbJxoHiBJE46bpGd6ETQFevLiEcUw1PE3qbiZCDyZrPurL7CoLE6p1Ac07gdQD19ztlP4xKxcSssbh6twyTHeQxvJIFn689MYmAGjCbKGKbxrE+pz5+uXGTMUhqn+lF0/SwOGx9hkc4vltWjuCTgA3tmbY6C7gW/dJx0efuUXsUKpQDcU0HEyluGse15Mz6vt3f/GCrzENdBOitaIysnNDYf+Rvwnby5LN/a3HOQoTJdPqm8fVDjV6Iy4ONoph3jKa9zjUmLKnYUDjapuN0QJC2uzBOjpCiC3v/sXd4aCW5xYEyO6t1m2YeNqWDroA8IfL7KqzsngtITtMAQptivDRjwKGUsQo/PTBQyEeiihkKP05FBNVR7MCyQ7u3alOvtVN1kW2Ca2NjAFU61V85z6HlzK7iJGT4kQazOfqBODdqWr2rhm+v+tTDQbdvg0ivSL2SMi51idF693PR291vvsirGsqGhY3WmvCurZRpAEcNNVu/H6ng1dV4rHqsFQUSzl4rDADfVX0smvNG1NeAvTf7XK7ZnSG70voYWTF9XGZXdUbI9KpuO4yu+rhu51SCTPJEwoYdEARI/DF1WZyCRNmCw5NAR4WPnqzX9TC26zs6Vq96cYhqv/OXjwJizet1O9RozdSrPolGgYgqqFKr2G9O5+NegEuUYrZGZV8DdELkxGZLP676dxu6RAIh20V9LXs2Rhy+xJ0Gjs4/fk3YTthxtuNvqUnbe/pNavUCviUUoR0DVucDVQ5AP6EtUw3OlXYqpQiy4dXVaNU4spSZZ4gYW1T6xaglCoDrgCmpXtfQs8jWyvqyZC2c+VIYL8sXU/YRqaq2fuXs/epvhYF9Cx8+BmA3aIEsoXXg+mL14xVesMpwIEaXddyDGBJZB6OTlxvJ6yDfBl9kW+dZ1ivP8Ilipdy7LT9TDlqqpqdOLA5xu0FS28F7gafz9ElOG4Bjus3/+piHDdAbK/xGUwZ0Vb8sWDtyWVW4b/L7EJfgyvDrzwM9JQy2OsnQgUOkToda1PrEiVCLQ4R1kQr2OJsTSrSDZTZzcIFp15u16SJ9BZ6ItkS6kwK/LRlntDx3KmwEpbJVyh89E40lLA7yjK95n2FmkSCinq1upqvIq+zxVmNjrVpcbXDBud7vgy/SlDXoOK8ZVb6TtXGxBSNTy+wlt7mU1wTP13jQ+NH4wMsfFaVo4ieCZycaDX9p8D6Mg2zVJJYvmLLT1+7gLCu2BShMhKhkig16LjQRq9KX5bCZzlYTckvRaRf8Ag9kGxFfSQt3hOHBhannSV0OFPV7NGkbvGEhQebwmYuEFJ8sS/Ta94coQYdBFwH/MgmYA/hSBe0VasrWBR9DxsvHnxECDb6dIH4EMCW8dupqEh08AJr2SmFiqu86TIQlbaLPauDF9WNTLbkPd1SVsrWBr3tIjY4NcM0+mcKdS2mRjcaB42Tyn3T3JamHzcka9Qg9GyyJdRzMaF4ScOXgJfudkq/z9L1hG0j1f9TI4pWOpW0QBPAMr3mE+DHO6ldem/PCe/4KNnFIYwV173EoXW990hcE+kIW2MilzJpZDGmXVgi/s/K3HlQnmxAa71PstV0Az7lwcbCwZn3oLv32J9bn+8PDHOJDI7omtvr3AH+hPclcUS0hdMk1Q+ebr3kBQ7F3H1+86h7TI8s6yk0JytCfbdT6l5mV03DhE8lup3eDFyajWsJWSFtDLSh2a17EHgw3SumWQsLx/HATA/Fu9ixLttRXU2QdYQTVPl0CGqXUFNqOQ5B1hFgcKrL3Pi4ntxqU/oCa1kJsH848+3qVGEpCX3uLXF0qA7lXQ3wV3fsfGD+hdYKn0afVOtyUFSDJ1VFPqexQ/m3m/WnNZiay427nKdZc9/TuP8EfTgwFPN/9yjw9Cx3Uo/qctKTyVp43t1O6UuYFNiXaSoWEQGeBA682ynNKPZV6Hge15M/A75INcdsjdU2PA0DU2frS9enes00a2EAeMmv+v6kQaQBPKqEYjWaAgY1O79DHQ41ykPhMmhaatezanGEqjnxx2LUABc+rifPSmKCBRDWirr0LbwWY6rzJUQplbbVVY0bIkzVcw+5ezsAF1jL1AXWsvM17kql1EEaxepw65ZcDdQ6PqqcgjDw+Gb96bMO9b8jTqQBFOpAhXUPcCJmM34S8E/gnVOtF3q1OqnQLclqZuLdTul7wDGX2VXbYfrxrb3bKd2SzWsIWeNa4FmSfFlHqKgFXQH8D5gxW1+ayS34RZg6HQkJMJQ6vsehrpkv2sI7QOEZpYkOxYjx5//Wp+upavZ2mHZgfTGutX89ricnzB4E+LM7ovICa9mXwG7rIrC9j4QV7GItvM6/qG5kqrX3S1Ed/tajfAm7YmutWRtdGwqz+Zy4ww8C58R7neu14vuwptyGUtuMhDXUOfaLNW7xHaC+3KDfA7OSTohpaG6hm1fc2x9TT/zHKd6D0E2Q6nk9mKlq9s8w2aTbxR2uBn7/uJ78+7aeb5q1cAkpojEAavQSahp6ujZn6HP6ylVtvWZLLrCWTQMeAPArTX8PFMd1BK91ifgUx1xaP/KNdOf6U2D9oLAOzvOpgqHxx12tWRb9tmaF89n+/9EXfx277g+AF4B0/vUGGjuNn2699H8k6JYTjwkAbBVF4gKjZ7mTunMvRQEpytSjeVxP/tdUNfsZ4DjMBuMmYPbjenJNW881zVroJY1IA3haxGfHiJAkiqMd/BUYB5wd0oqVEbDReBVENTVR1KQ/uyNSd9WN8av6AWv+FFg/vNrdcrpD9P9c7Q6o01Vb1jvfP1CpN82crS8NxU1vbLKg0bFVcEriA6iHpJusUInqiFiYzuQi1N0cEeoezuN6cgT4z7aeZ6Y7JjLNWliPKRmQlCThd88+p69s85dDIv7sjtDAORdYy/6DqTsz1kHVOZpngfv+7I74vi3n+1X9ABcGPEyz8qMJIxtbNchNw+y4n9elm6yTl3uyAa60Q8WYhKSGzijfYb60Xpju+OW2uYsjQi1kk6eA01NNCLKm5aEa0nefbjN/dkc8B6TdEMwitU0/umispKtql+iWOlbveqa1/MOH3YM3ALOA35Py7zGp1r53pR0aBrwKjIo7vhsmY/jfV9qhqdMdf8YB6kL+IfVvhWxyBwmyExuI6Eodal7//2vg6Of0lSkjULoITzd/qhOugh3C1LOuN3A7sPJM6+1fP+oesxZIWuCqIUE9AW/Ncid9Dvyb5iIdz8nAbzJ5A0L+IpuJQlaZZi08ChM+1rfF0Lu1eum51Sw8ACgGvnxOX/lWzg0EYkklPwHOxGykrsJEUDz3qHtM+rzvBFxgLdsOE/LY4n0rTAq7S4itOPEL7ybOcKl/DJPVeTk0dUrX6KDGSZRWvgw4bLA6cjBpEpEwrpVh0x2/xF13UUSohaww3R8cgalst3xJZGkNZiW3D6YH4nMz3THpxCQnnG69VAbMwWw4tuRV4PhH3WMySnZpyQXWsr0xvudmm4MuUYJsbqjpnYhvHnYP3iVmXxEwESPW37pEPwXOAs4FhmESXh4BHhisjoxgvhR/mIF5e013/Ava+p6E/ECEWtgmpvuDE4H/BxwQOxTBxGf/5spQQd5FI5xuvfQvIFW37wcedY/5ZYrxlFxgLfNiklMOA3SYqkCEjGqxj33YPThjF9CVdmgo5osl0xrW+0x3/J9ken4hvxChFtrNdH/wZ8DjJN7rWA8cmE9ifbr10lCMyyBVoHM9MPhR95istI8703r7WuDmDKaOf9g9eF6m573SDr1DiuSiFmwChkx3/KG0M4W8RDYThXYx3R8sAP5M8s/QAMyGWT5xOKlFGkx4YTZbYmWS0Rkmdd2RZlxph/Ylc5EGmCki3bURoRbay08gcdHqOE6Y7g8mb++SezL9vGfz7+J5aB2T2IKnH3YP3tSGcx7ehrkvAje2Yb6Qh4hQC+0lE9+op9Jxr/+1XfvzX9u1fdJP73DeIUVAcowI8EG2Lviwe3AUOAezqZqI5ZgWXG0h00Ku1wHHT3f84bQzhbxGhFpoLxn4cDUWzkWFyp1ZoNw1V9g1039t13Zaq6leaq+oh6J303zsn3rUPSZtpmBbeNg9eC5wCGZ13RAQXQ38BeObXt3GU76ZwZytwF2S6NI9kM1EoV1M9wcHA9+TJJtO4aCIEF/E39VQ71qvXhcpPSonRsa4xN74Q0xH8v0AtHZ1mK2qnrUtQ+Y+BY7M1kZiIs603i7DhN5tfNg9OJhufjKutEPzaIq0ScQd0x3/le09v5BfiFAL7Wa6P/hn4PyWxxUOFhGSNUhxNDdcESq/qYPNA+ASe+NZmGSWVta4OhKpYtFWTWQl8BDwcHtjqNvCVDV7H+AkTOLPV8CsVOVbE3GlHRoOvAaMSDA8F5gsG4jdBxFqod1M9wc9wD3Az4mLprAIYanknyutCSpFv8uC5VkpxJSMS+yNJQp7nYVdCODGehm24KEZTr/zOtKOBqaq2WXAv2jdJLga+MXjevI/23K+K+1QGcb/fSpmY3cpphDT0+Ly6F6IUAvbzHR/cChwclTr3YOue1a5J6NM5TMuC5Y/2lE2XWHXj9Lo1xWqRZagQ5RgfB2OemDADKdfm1a07WGqmj0XOCbJsAMc/bienLTrjNBzkc1EYZu5MlSw8spQwd1bHPe6KG76JliG7dJPaR9X2PXlwKstRRrAwsbbvBJrAFI3aMwGU9Xs/Uku0mDuSKR4kpAQEWoha9zpFK1ytcqoKD8pWk9lgXMwdTESomJyHUdVsrlZ5OSGH/yU09/akyH2wQy2DqRMDUeZPdmjpqrZ0gdRaIXUoxayShR1oaPrFxR51no8ltE/xy0mostw3FI0foAtZKFZQQp+lm6ChQfHRHy8NcPply4hJRuUAPSxxtDbigtBV1BIP3rp0ax23lcRaorIKPRR6EmIUAtZZZeit/fVGstEfGjAxbZr8CkTmhx1S6mN7lAYdgfcdps/esfVIU9bY4gzoSzZgIp5p2NF/V1a1OE4Vv16R+D/MJmXxcCXwP3AI3P1ne0qgRrj6xI1pLlIx+FVhQyyx7mb3YVtyVAUegji+hCyxkOlc3YFHlIKy4i0A0o3C4zzWFWUehcU+KwNvwI+vM0fTVbwfltYHP9E4VJq1zPIW8kQXyVDvJX0tuvcEsu9aobT75WGeceqXx8OfIIJOewPFNLU7fvZY9Wvt2Vh80i5NSrlzr1PFVkD7f1S+bGFHoqsqIVsciGNYXpu0kRnpTTF3q/YEuo7EKwHMSVBs8lMYjWaLVz6eWrwWU17nEpBsR21iuH/zQisnX9J/cC3jlW/DgBPAkVJzvkj4DJgensMGmgdUFagyjLJyjyWHLQQm2Yt3B04DxiJcUU9Drw00x0jYWB5iAi1kE0OMf9o0pXUsFWIgL0C8Bz656LqFy3lvN+37No3igP/OwHYGRNb/CQwe+IS3daY4P/GXvvTMjvYTKRbUATMmhFYOxzj127ZlaYl5x+rfn3nXH1nppEtjVTqlT8rzizQJV11v21mmrXwT8AlLQ6fAbw1zVp4/Ex3TGVH2yC0DXF9CB2ABuVA4j5/jQTstfitCizlTCwv/vONxYH/vQlcCvwAU9z/KeDjOaNUm0L57nACGphq495YaIXTrRCHYFbLiTq+tGQ4pnxrmwlTMyGiM0p67NBOONOshZfSWqQbOAT4R0deX2gfItRC1lCq4gvbWkVp0TMM6n8l2w8+naEDz6NX2cPY9uZErwCgqOB5yov/muy0YzEdY9rEHU7AGeSret5K1gq8OXtA8j5ZLWhv30FvlU69b+roMJjMxQ5hmrXQxrhvUjF5mrVwx46yQWgf4voQtpknB5x1iNbWrUX+6EFl5a/h9zcJkm1X0avsKUqLX2LthlsIR0xpCq3B1SbxpKwobYLiuOe3H3iv6/TaH1PQaBHwAPDi5FULU62Yk3ZEb0EQ00fxojTzPpqr72xvVMb7VXrVRL9bRrHVv9Wgq6NsdL/+7AF3j46sz7EnLfo5JkBh/PtJu6ILuafHCPXK65UCBgF66E06F3GzPYInB5z1I+AZpVxPYeFnzUQ6HtuuYkDf37Fy7QOAhauLARvbWovPuzjha+JRKnJh3NOdgOOBWbOHjDlj8qqFyXwsXwPfAulWiLPP6rdpwAc1RWtqHWvQ6rAPJ/FCfFvE66/Abzfqr3x17kZK1CB8FOHiUKc3UqVXEyX4u204fyb4Wh6w8RFQZY1x5UFdiUOk1byewDODDrIxyVLnY+7k6jDx/neduOadzzrRtO5f62Pl9coCLsaslkYBaM03SvGnoTfp+zvVuC7Ka7sqBfxEa87XuuAwrT1WKDSUQOFSLCv1gnDthuuoqTscV5cAGo+9hiH9Tkh7zWi0N040oXv4ismrFt6Z7HUzAmvPBR5seO73LaNv70coLvwErT0Eg0OWR+uJuG5hY5hg0FV8Vhvgy/rC+FPdOFff+f/SGpqCM6zXpwCPkniB9JdH3MMv2Jbzp2OatbAc020mAFCqBhJQ5c3maK2JEnraqwpOvjmaorJWN+OZQQd5gKcxC4CWhICTTlzzzn9za1UT3VqoY6voRzHVxVqhNQ8Nu1nnpHJad+G1XZUFPAac0nJMZbDjsbnitMqtFeeWKWUCObSOMKjvqdh26mS8SHgQrpswj2U5MDLFqpoZgbU3Atf26fW4tf3gq1Cqed6K63rZvOFIwqHmXwRf1AWWzq8pehG4f66+88v07y49Z1iv74VJqDkOs8L9ELj3EffwNvvh28M0a+GDwLnFqj9FKmXTnd/cHFW35cKmfOCZQQddSuo7pmpgyIlr3slFuYFWdGuhXnGtOlFZPJ1qjnaYNOxW/WKubOrqvLaruhiYkWgsE6HeUnGK3lp5TsyvoFEEKS16hJKip5K+RmubcGg0KTpQjZ68amHK5rD/3WnSieWlc55SSic8iev4WL/mx7huQfzhOmDwT9f/oyLVubsS06yFvRT2O/3UqDEq9X/YRmDozVHVI2paPzPooMXE7rhTcNGJa965Lxf2tKRbR31ohz+lnePSY1YN20rM5ZF0wy2T7/xgcHelVBWF/hcoLvgnBd4PqQ8eRDiS+G9Ea0UkMpg0bQLTRnb0Knvx5GQiDWDZYQqLW2l9IXHFlLoDM90xW/uokXenEWmAfsDBOTCp03lm0EHlpBdpiHUI6gy67Wbi4mmq3N8v7Q43KHbJgTndhX6k2pgzRTSSohRsN+Am0CGiYY0T80BEIqOpqjkFv+9rAv53se31uLoQRXhONDJkotb+VDatwBTMT0fLYv2t8BesoaZqt5aHO6wca2dhK0+mC7TC9FO6BR0dmrnNdOcV9WE6k/wxF+/iacqbfmLP5c09lHpzDzXNsnnD9oDtAcsmYautRKtqywaP17zO5wvi82sKSyAQS9b2ehdTVnIPwdA+bKm8jrWbZrF8/fyFkfAOx2nt/zaNefdNXrUwk2JJaTP+VOK9s44oGtXZfJHBHI1pE9btOXHNO7Vk1jC40zYTu61Qa5cD3Qy8a04QZ/RM3WnflF2EvwMPqLi7D6ViYt3yE6QhVO8nGvHiODagsJJ8yjxeKIit2WyrgkDBa+ZntRVLVT4d2yD8MbA2iV3/Au7K8D2kzfgLh/q1PFQN/DvD83cZbo6qecCCNNNevjmqvsuBOflC0sihGIsQoc4Oc0erA+aOVtfMHa1+60aZEqmFVKtq7YATZE7uLOx6vLmH+jFwZrLxliLsuhbRSAGh+iKCtcVYdmrHtccLdmytW+CbB5gvgQLP128CTF61cCGwO6b7yQLgO+AFYDJwSoaraYB7Uw1qbVFb3cqrc/1P1/+jw1t05ZIj1fnDj1Tn3/W5c/uAqK5P9p+zDujQUMF8IxZ6dxmJ6x58B0w6cc0721LmdpvoFlEfc0erIZgiPOMBfEUweG/AAssHvl6gWtz4ulEIb0XjsMfomTqTW8EeyZt7qJeAo1PNcV3zhag1m4J1JX21Nr9s2xuhuLQ27TVC9RCO3f1s2novsfXD6DO2np8ykqOtvLu/ug24quVxrRVbNx1Efd3IhkOrgZt+uv4fM7N5/c7mSHX+gcCLmOxOCujPEDWRPmpvbOVDa12jlJoF/O7mqFrRqcZ2Es8MOmgHYBqmrEAd8Azw7xPXvNOp0S9dfjNx7mhVBLxK3CaX1eBxdsGNQGgjWH4j2gBuGJwg4PLYjg+JSKdhbLoJSlGt4begHtbankuswFEmRTZirwfAccuIifT72RZpgAnz9dXv7q/ewJRjHQ9EgReV0jNiIr0DprvKmz9d/49u1cX7SHW+HyM6pQ3HHOoJsZ5qFqE0hKh4cZA65NIbIhmn3nc7Tlzzznck+DLvbLq8UAOn0SISIRr/3eeAVkaYnWDsmGk8Au0o9tMDSftHqxQLjvhK3wPw3+17/RBzd3OE49ho3XzTUVk0Kbg2K3EnJomh0Dgw4nldFu1vxoT5eg4kdXd92hHXvMKu749JEBqEyQx8/A4nsLEjrpWCk4ir/NdX7c1O1pnYqilb3G9tPTlgLTr+L0XVtUpRi6mLfc8va/ZdlGNbhRZ0Bx91qwy5aD0E4yvqxpqNND5c0Fqtn//cH4Y+0usvf3ik11+ue6TXXzqi00h3IJMvs2cafvjh8q2bf7h865HAftq1bnailtmQUsb9pCwj3ErFfrYBCxynD/Whw1cBPz5j6/mvdsg76QSusOtvxDTy/SNwZezflVfY9Tfk2JQJDT8UM5SdrbObiXSJ53vKvd/ht6v9StEbGIq58/j0/uKP0oY2Ch1LdxDqhF2bNy8FN4nrX2tY89UOA2IJMf8H3AR8+0ivv/z9kV5/kVC95twD1KQYX0eCGsY/XL71ox8u33q9x+serKGyQaBbohQUlqAjzsEXaV26/Rlbz++0nfVsc4VdfyVwPa2LIfmB/3eFXX95W853kxfPTd7WhZUypPGvYbB1JJZqupkusDZRaCctChgA/n1/8UdJ+1AKHU93EOqEIUThGtjwFQRbZOaHa2HTInCrl1Bc9DSKxgkKOIs00QE9jUM/08swhfW3JBheCRxz6Ge6ItnrD/5Er7VsXk0k0g0ohRow6D/lZ2w9v82dU/KVK+z6AtL7Oq++wq5Pmc0DcJOXH9zk5WUgDIRu8vLxTV7Ovsmb2TbAbf6Ib4C112f+WM/f3mr3ZuOF9oZ0pyghReSP0PF0+aiPuaPVJOB/LY8r1RT25SkA2282FiNxTTZcxyYY7EswvD/1oaMAL1rjKMWwM7aeL6VQ43hzD1WIKW41AePhfxl4+tDPTLX7VLy7v9oEpKwABLw5Yb4+bFvtzBeusOt/CDyfwdTj7nACLyQbvMnL5cCdoLFiGysahUYB6h/XRzg72Wtv80eKgGuBczFZpVS5K/AzlKZFvssA/yeZvKUnf1mz789aHnxhpDoQU1bgQMz+wkvAPZOW6q8zOamQGV1+M9Hr471QqM9y29q8ffx3TvwKLho0j5ZYtoNSQQL+t/HYq6muOxulbNtxS24AftHhxnchDv1M12FqKidtxZKCTFZ+3eHuLp5MXQVJ593kZRfQd9jKxcJt9pnWGqLaPusmr/XC9ZHWSTm3+SOFmC/T8fHHS61hAERdBwcbC6fVhm8SWjkSXxiprgZ+3+Lw+cC5L4xUp01aqrtdslBn0WX/OF7fTRW+vpv6s1KsLijYvL3XB16fSVMGU3GtLXg9S/F5F5jXUvCDLJvb03k7S3O6EulS3zOZ90tbOcpWbgshjaBUBI9yULhXJ3ntJbQQ6Xhs5VBob6HUsx6dmdv75fgnL4xUh9FapBvwAY+9MFINy+TEQnq6pFC/vpvyYNI5zyeucEyju0MNprr2hLTncWMpzg34vR+a47pw6MySd4dm1eiezT1pxsOY1lrdgrf2UvaPxhaGexe+t8hWKRvafnyHE/g42aBCj7fiurmX+F5mWOnFjOo1hVG9pjC09GrKfO/tkeTl01Jd2G9V47fqUAocnbb20lrgiRbHkjXIbcCH3JVmja7q+jgJODzZoM+3Gmq9OG4RtpU8My4abb6PY1ub0dqDq0sBirJka49nwnz96rv7q+sx0TUtiQBnTJivM8qEe2OsCmBCMk/GbHJ9A9x/2Of6o2zZ217e2ksp4HLgV8CQCaOOIuKUsmLLmSxad0NLQazFhL8lxVJur4aV9MCi2ynyzW82XuBZzKCS6fa/+t9/1882PNYYQXKbP+IHRiQ7r8LBVk3h8ZoCom4xHithcM8G4Lhf1uzbMp4+kxKoh2QwR8iALrmixvQ1S0lR4Udsqfh5y0LwjUQjfhyn+S2f1gEi7hBAVWMiGoQsMWG+vhk4FFPkaBWmM8sDwF4T5uuMOm+/MVYNBz4HHgImYjY2zwU+fGOsyrQ4U0cyE7iDuAayXruKHfrdwwEjj8dSQTAbsc8DB93hBD5IdTKFXglQ7n+BYv8bKFUHtN78t62qy57a7vh94w6FMe2jEmKrYCuftEsxEbcPjg7gam/s4bkN2PmXNfsmSgTKJAqh20TxdDZddUWd1vdl21sJh0ewduPvKSmaQ2HBe1hWLdq1iUZ9uG7rcOm60GENq+nHplVPSF+kQmgTE+brt4C32vPaN8YqBcwmeYH3y94YqxYe9rl+qL32bQtv7aUOBJK2detT9B4TdjjylreXvHvPHU4gbTwcgEK/2Ldk5uGDy6/FY1cA4LoFhMPDCYV2IH6dpbX3SuCnAFeHvPo2f+RpYGriMyfWWI0XRzfb23z2ktohyXqkvQpMSfMWuk3iUmfTVVfUaT/okehA6iL7Uh8Zz4aKG1m+7klqa0cTDhclFGnH7U1t6AQw5Qyvz7rFwrZyJOnrjlyaC0OS8PN0E8oLPz0uU5EG2Gv7Pjtu3+eiRpEGsKwgBQXfUFj4Mc0F15rQ4uV3AAlinUBnsD7TWrvAshRTZpB6Vd0QJSRkga4q1I+mm7ClegoRZyA61n1J04uNVXcTioxpNTcS3Z71VbfqdeH+1Z/Xlb77UW2vvtk3WdhGMklj3vWNsaqzNoEzKUGQcZmCl3dSE2yrOukK3etdh9fbFOqvsZq5Ga4OeRcAJwCbW762zqE+miZ/IgqvX1I3JGk9kklL9fuY+OlE7o064KRJS3WyOuJCG+mqro/HgIsxdYpbEQzvSEXNSWjlJeL0x7aqsVQdLn3YWHV3KOCb93x50b1L1tTve/Dq2kkTasMHo3WBcrFKNPXnQN3UadbCk2e6Y7pNOnM3INPPamd9prdCUyOFJHXQk7Zav6ug+kBgV4zIvTB2+/QREz7f8lg/SdC66N2W41eHvHNv80eGYFwie2H81s+tddbvWqOtmUO8XlSCAOqo1mGvUuemu/6kpfrPL4xUb9FUjdAB5gL3T1raenP4fyM8HuAwoDew7Lhl0Q/TXUMwdNnMxNd3U/20Vv8AJjW0UNJaUVN/KKs23k3UiXXr0NB04+C6CnenL0P1y1yi//JS/JMCerf6sLraoZ4NQZfI0JnumKRFEITc8cZY9VNMR5dUrAa2P+xzndMC7+/ur/pozUvA3s2SUtxW9WZuP+RT3Rj3/N4BqqCi+ojLaur2ujgUHrbdlsrjiTp9AOp3Hrxbpc+zImW/Rtf1UV19LFp7tatLhv5swz8ybhv2S2vJHYVK/bqfx0NRLIXX1Zpq162Ian30jeHhWY2i+d8Iz3nA/wMGxx3+DLjkuGXRdu1b9CS6rFADzChcdazPs2xOUeB9QFMbHEc4skPridrU1tRaPbwwXHmuxnnFpuCwAP0SrijAiHUd665/wN3p5g59E0JGvDFWeYHvMaVCk3HdYZ/rW3JjkeHd/ZUPeB/YO9G41qZJBbAR2OuQT/VqgPcOUKdrbc9QyilvmOu6BazZeBEr113HyAE/orggtX45TiHV1T8g4gy/auqmO6e31fZfWkv2AH7hhd1spYIu/DOs9WP3u6Oy2prufyM8F5E8lj4EHHHcsmjaVmk9ma7q+migXzg6gnB10pBRALTWRHUhYV38NFSeo7AP81KcVKQBLGXj1cUnAyLUecBhn+vIG2PVTzC1pBOlXf8PuD23VgHGrZBQpKGxnOsG7XJ0nEj/GHhYKafZB9CyggwZYFr3VdSckFaow+EdN4Ui+5122par5rbH8PvdUZ/RwS23/jfCUwSk+vL0A7chMdcp6aqbiQ0sz2RS0C0nrEsAFdW4vwbwkDi+Oh4PBQPSThJyxmGf63nAnsDdmFjsSmAecDZwwmGfd0qT4jPSTVAW6w/5VH8ed+gmUtQ/GdjvPqqDEwlFhic9p9ZsDQQW7NVekc4hJ5K+7snB/xvhkXrwKejqK+p3MOF0OyWb4GoPrhHlWuA9UKMzPbnCLrvYWjfiHne7VGFKQg457HP9PSb7r021nDuQlBFCsSYJu7w/Tv0d+IvWBIHdUr3GturpVfoayzb8h5EDjtvq86xuWXN9pVKcePQivaq9Rr++m9oDs7EH8MbhX+rP0r1mzig1FjgIE+nxysQlOpN2aYPTTwGMSyvr7de6C116RX1J3RAddgsfTOZm1xrCbmOLuL//JmxXYrK2cEm/+NK4fuDVi611pWknp2CKerpwinq6q38pColJmPqulOnQHhNqD6bW+Qdk+AXjsbcSjo7km9Vf/QkTmngX8AdM+YSRRy9qX8r867upwa/vpt7AdHT/Y+yx4PXd1Juv76YSiuqcUWronFHqDczm333AX4Bv54xSz80ZpdKVr800RG9dhvN6JF1ePIJur90iKkCBVYWtmsTX0V7Cbgmu9qOhXsEVsaHngZMi1GKTvGa71hrHiPkITNH0dIWFmjFFPe3DxJmej4mfdaaop/8L3PGE/kmrUCqhy/IQMDn+QEOrsUQoxRlao0lT+jUYHg7ggvWPoxfp5Zg6z9vE67upYky2YKI70EOA117fTe17+Je6uuHgnFGqHHgDGNlivsI0lJg7Z5Q6cOKS1nXJnxl0xACl9ljo9X5WoxTFKUx7/7hl0UyrDfZIurxQA0McXUCtU4BFGEs5oC1cTPahi0Jrba92lv3qlxZTFfYAgChBIroWr2pde8mIdIi4xKsppBHqm7zsDPwS2EtrHeyrdh66WS/eRTeV8bUxf9A/nKKePv0J/ZN/bvtbF/KA/wEvAJMaDmRQ27kSKE82GI70Z2vVDwDuvjxYktE+TIacSQo3IaZJ9Jk073I0jdYiHc8+mAJZsxoOPDPoiAOAG4FjtC5TjjPC9XiSeg8jwG/Sm96z6Q5Cvb7hBxcfbgI3iItjY3aWUY0LGUWIKtAKGz8q5gXSODiE0c0TrspTGXCTl18D04mtkpRS9Ld3pZcewXLnHcJUx0+3gYemqKfnPqF/kqi9ldCFmDBfu+/ur07E1GY+TylK0r1GKcq1pgpo5VLT2mL5mlsrtfbdenmw5I4sm3tqBnPOeH13tQmzAbgYOD2D15xOTKifGXTE4ZgvrsbdescZamlt4fEs10pF47/GFgEXH7cs+mamb6Cn0qXjqAFu8eljMSFbSalyt1LlJtZEG3/Ewpuuoe3se9ztTkg0cJOX4zC1sRMS1rUsceYSXxbBQwmFDH7fq0qWYwrHP3ifO0yq9XVx3t1fFSvFc0olL8HbgNbsA9yK8T8rgEi013dbKn/00NJV9951ebAkbYuztvL6bupbIN1mutu4agG0ixOJYCfJtGzg04lL9N7PDDpCYT7PSSI4XCxr4+de76K7MZmJkuiSId1hRf0SpvvE0YkGXe0SdT14KSZCLS3ryLg44QyEOlVxmZSbQz5VRKkaTJVehcKmhFF4VSmYlNuGDhy/vdBace197rDb0tgh5DET5uua98epp0hRKz3G/AM/0J8AP3jvADUU2B7YfOjHWzq6z+D3pBJqs9ZtFmCgLGyvz2RYahdc12zSt6DBPXMEKeuZWLjugLGh0ID3Tlzz2uI22t6j6dJRHwDXhpXGFJ95GJqHckS0Q7UbRCkLnyomQB9a7uFookUaN9U3+5OYW7lW3OTFT/o/SoqVyQQuZmSDSLfEBn5/obUik1tTIb95FKhIM2dGww8HfqBXHviBfufAD3LSDPbB9ryoIYLFssDjaWoaHUdDadlU/u94dmyPHd0JpdTflFIblFJfZjK/yws1wLVhVXdtWJ2ltR5W64bW17ohKp06atwgbtwK2lIefK3dgkSpvxqz+RFfgnIN8Ftg6j3udsn8Qxk1ZlQobAL4VHm6qVdmcj4hfxk/T1djkjwStksB7h0/T89KMtbRPEOy6JF0G6Bx4w2iHaNhMxXMJmkmZDqvO/MPTPOLjOgWQt1AhVs3NqyjA8I62kyg4zEZic0+lRtBf3KPu93/A4YCe2Cq8m1/j7vd7+5xt0ta4Of6CHXAF+nsqtdb8NEyZyEhYy+0VqTaYRe6AOPn6dcxn6E7MT7bFcBzwA/Gz9MXd5Zdh3+po5jIo7tpLpZJu8E00DKSxTLNHP8A/GTikkYP9n8xiWWpWIGpjdKj0Vq/BWQcTNAdfNTxJK250IBSCkt74hNe7r/fHRUCuMfdLoxp9dQW7iVFY1ZHR6jQyykgZSG0eAJtvL6Qh4yfp7/HxO5fkWZqzpg3QQ0KlDENGKc1i7TL0miI2U6EAZjEl6S09EsrhfJ6eeDIr3WjyJ+45rXKZwYd8SfgmhSnuvXENa/ltLphRzHxWKU3tar2bfj4Y76ieeOGmVrrme29VncT6pYNOJPQ+Kl7hsQNV9vCXzHJAq38y1rr4Cb3m3+5RAtdogNIX3imitRdNYQewNzRajCmhsgQTPjpo8cu1tv0uZg3QR0LPE2sabNSoGz29xVykna5KFhDPakWCZkHh12HCc27hOb6EgRuOHHNa+0Wq3xj00aYn2R3yy4hqLXeN/Fo2+ny4XnxXG7XjMTUC0jqcXO1E6ln4wuYRqQv3u+O2uZfwM1evQfGv3yghv6gaoH/AH+6PsJXABdaK3yYhrn9U5zq3vvcYZ12ayx0PnNHq1sxn6V4kXOB+4GLj12cJlAuAfMmqEEYF0zr7C6DE65jhhNN3MpMa0hQ4XslMOLIrxPX/n5m0BGDMD0b+8fmzjpxzWvdKm9g3z2V/uC1xGOePnycTqiVUsOB/2qtU9Z+gW62or7LKV56uV3zb2JNPhNhKfvy+51RbUoHT8YtPj0A+Gd83Gys8dcS4O5rw+qbhuP3ucPCF1orTsP4KhOV7vsMsxoReihzR6vLSew2sDDlSKtoXxbfL0gu0gC2r5Cy+ip+AVyL2asBkoo0wL3JRBrgxDWvrcH46LstWoObsCtl9ulWm4kxziXxzrYGpt/lFGdLpP2Y+O1E4XljgddiQt7Ife6wlzGx00/QFEq4FuN+OeQ+d1hFNmwTuh5zRysf6aN+Lp47WqUrGZqIYzKZc/gXeiamts2h2uWXbpS1SaT4n3RzEc4IDTqc+JEOpdQ/MZuqOymlVqk0rc+61Yoa4C6nuAY49nK75mCM37gPsBR48C6nOJtB9j8lSc/GGAMxq6Ab4g/e5w5bAJxyobXCi1lZ19znDus+/iehvRxCarcYmFXxDzBf9G0h7YJMawa+tZf6ne3hvkM+1W8Bb726i3oSU+v7Z5h0928xLsMXjvy6G/lM24sLup0raq31KW2Z3+2EuoG7nOK3gbc78BJTM5xzQ6KB+9xhEcig1qrQU0hVXa498+J5F9g/1QTtYGPcKtPe2ksdfcin+tMjv9ZbMaF8d7fjmt0e7YrroyuQSWB07w63QuguZJqZuLAd5/4LkDIkzok2/tgHeOatvVRGyVw9Gg06kviRbUSo28/SDOZ81+FWCN2CYxfrRcDraaZ9cexi3eYmsOPe1YuBn5NErKNhszqMYzjww7Zep8ehQYcSP7KNCHX7SVWoqS1zBKGBC4EkKRTUYMS2XYx7V/8d2F9rntFuU3f0SLCxS3pLJrT3Wj0GWVHnP9eG1evEFUtPwNvAIzkyR+gGHLtYfw2MwxR2aliXRYGngAOPXaw/2Jbzj3tXfxKp54pIECL1CVfS8bQ5Xrun0eCjTvTINt12MzFHnAl8g1kJNeSIV2IKrlxzbVh1wE2Q0J05drFeApwxd7S6ANM4d8uxi3VVFi+xDOOS2yHNvJezeM3uie4YN0ciulVmYmdxi097MbHTNvDVtWGVrjCNIHQab+2lLiJ1a7nPD/lU75Ere7oqe+2g9Gu3Jx7rfXL6zMS2ICvqOH5t15Zi2godgUkyfAv4x51OUUWq110bVhHg4w43UBCyw33Arpgeny1ZiqnvLqRBy4o69/zarj0Ik97dMuyuCvjJnU7RK7m3qjVP9Lt0AHAAZgf/3Skb/1DRuRYJXZW39lIHYdLLd8Z8zp8EHjvkUy13hBmw53ClX7k+8Vi/c7O7ohahBn5t1w7ExLEmS8+tBXa70yn6PmdGteCJfpf2wpRUPRloaB1Wh/GH/3rKxj9kWDlQEHo2D5a+Mhk4H+OurMNU0bzvvKqj2tTxfc/tlX75t4nH+v9CXB8Zcbs/VA6cBPTDFCt/5qqQP5mY/YLkIg0mdfcCOqkDyxP9Li0EXgX2ajFUiLFr1BP9Lv3BlI1/kJ16QUjCg6WvKOBvwFkthq4AfvFg6SvHnVd11DsZn1BnVtcjG3TL8Lzb/aHrgdWYOObfAY8Bq2/3h5IVPvlRBqc9PkvmtYdzaC3S8RyDJCgIQjqm0VqkGygFnnmw9JWMG3doDW4k8SPbdDuhvt0f+i2m/2Fhi6FewIO3+0OJiqH4Mzi1b1tt2wbOydIcQejJpKv13g+YkvHZtqF6XlvpVkJ9uz9UAlyVZtqNt/tDLRsLZBKx8Un7rMoKQ7I0RxB6JA+WvtILE+mSjoMzPqmsqNvNj4CSNHNG07qS2H0ZnDuTOR3F+izNEXoIs4eM6Td7yJh+nW1HHpFp1ETG+zxag44mfmSb7ibUmVarazbvTqdoPvD/UsyffqdTlK5gTkfycLoJi+t2i5xtvX/D2db7Y3NhkJCfzB4yZtrsIWO+BDYAG2YPGfPl7CFjfjF7yJik7el6AudVHVUBfJTB1MwzMjW44cSPbNPdhDrTBqCt5t3pFN2I2TB8FfOtqjEJLyfd6RSlc6d0NH/FFG1PyNZIH5bV7zwZ82Xz2dnW+y+cbb1fniPbhDxh9pAx9wMP0PwWf1dMv8UHOsWo/OIPacZXYEL1MiPWpizRI9t0N6Geg2mkmYq3rwr5v0k0cKdT9PydTtFRmLBFz51O0aF3OkVPZ9vItjJl4x8qMS2/XiLuFs7VirWhoXxSfTC6+X/lD4Bnc2ul0JnMHjLmaEyYaTJ+PnvImGNzZU8+cl7VUY8D05MMrwN+dF7VURl7mLWsqNvHVSG/g9nZTfadVgtclu48dzpF+k6nKK9ikqds/MOaKRv/cCywC3DOt7W7z3+74jg+rxlPVCcMSDnsbOv9Q3JrpdCJJEoHb8+cbs15VUddhalQ+DDwKab7zeXAmPOqjvq8TSfLYZnTbpfwclXIP/t2f2gScAuwX+ywxrg0rroq5O/M6I1tZsrGPyw623p/GaZ3XdrpGPeN0P3ZLUtzuj3nVR31AbBNJWMb6Ag3RyK6nVADXBXyvwS8dLs/tBMmNnLlVSF/m9JD85xCMvu/K+1oQ4S8IZP6HFLDI5vojgnFS0S3FOoGrgr5FwGLOtuODqAKE443IM28pBuQQrfjGVJnrwJ0+n5Ld0LnUKi7lY+6p/B3d7wLPJhmWhR4KAfmCPnBTGBjivFNZOYuEzJFoj6EDLgDSLX58du/u+NX58oYoXOZvGrhBkzNl0RRT6uAYyavWihJUdkk1ncy0SPbiFB3Uf7ujq8EDsWUPo1v1fQ5MPXv7vhkYUhCN2XyqoULMC22fkZT7PQUYOTkVQs/7UTTuiWa3K2opR51N+Bs6/0iYDhQ/3d3/NJONkcQegS79lL6icMSj439j9SjFlrwd3d8LfBVZ9shCD0K3TFujkSIUAuCILQDrSWOWhAEIb+RFbUgCEL+I0ItCIKQx2gNOkcVgUSoBUEQ2okrPmpBELoCs4eMOQi4ANgHCALPA/dPXrVwVaca1tHkcDNREl4EQWg3s4eMuRV4GzgF2BEYC/wW+Gr2kDGZ9x/sgmhtVtSJHtlGhFoQhHYxe8iYE4FrkgyXArNnDxmTrodpl0aEWhCEfOdXacZ7AafnwpBOIbaZmOiRbUSoBUFoM7OHjLGBTFwbh3e0LZ2FJncratlMFARBaA8aXAnPE4T2M2eU6g9MBooxdVBenrhEKpBli8mrFjqzh4x5h/Sr6jdyYE6nIeF5gtAO5oxSXuCPwHlAfNff7+aMUudOXKLf7BTDuid/IrVQbwUeyZEtOUfncEUtPmqhu/FXTExvy9bsOwAvzhml0rWrEjJk8qqFTwO3JRmuBk6YvGphdQ5NyjmymSgIbWTOKLUzcGaKKQHguhyZ0yOYvGrhbzANLP6F6dH5BfA7YNfJqxa+1Zm25QLXTfzINuL6ELoTp2Yw5/g5o1TpxCW6Kv1UIRNigtztRbklDQkvuUCEWuhO9M1gjo2J7xWhFrYRhasLkozVZ/VKItRCd+L7DObUARs62A6hB6C1B9ftk2Q0u2VOxEctdCceAdJVCH584hKd3eWO0EOx0W5Jwke2EaEWug0Tl+i1wI0ppqwFbs6ROUK3x8Zxeyd8ZBsRaqFbMXGJvgX4JbA87rADPAdMmLhEr+gUw4Ruh3F99E74yDbioxa6HROX6AfmjFJ/BfbDZCYumrhEd+/ayEInYKN1cU6uJEItdEsmLtEu8EFn2yF0X3TM9ZELRKgFQRDag7bQuignlxKhFgRBaBceXF2eoysJgiAIbca4Pspzci0RakEQhHZhoXVhTq4kQi0IgtAOtLZxdGlOriVCLQiC0C4sXJ2b3r0i1IIgCO1AY+HqQE6uJUItCILQLixcCc8TBEHIZyxc7c/JlUSoBUEQ2oHWFo5EfQiCIOQzqRoHZBcRakEQhHagUbh4c3ItEWpBEIR2YeHols3uOwYRakEQhHagUbg6NxIqQi0IgtBO3BxJqAi1IAhCO9AoHG3n5Foi1IIgCO1Bg6tVTi4lQi0IgtAONKYZZy4QoRYEQWgnjtY5uY4ItSAIQjvQgIubk2uJUAuCILQDjSaaI+eHCLUgCEK70LhahFoQuh0vjFTjgYuB8UAUmAvcO2mp/qZTDRPajEbjEMnJtaycXEUQBF4YqX4DvAecAgwHRgEXAp+9MFL9pBNNE9qFJkoo4SPbiFALQg54YaQ6HPhdkmEfMOuFkWpIDk0SthGNxtXhhI9sI0ItCLnhkjTjfmBaLgwRsoPGJUp9wke2ER+1IOSGQzKYc2iHWyFkEY1L9lfPiRChFoTckElmRG6yJ4SsoHGIUpuTa4nrQxByw2sZzHm1w60QsoZxfdQkfGQbEWpByA1/IvWKuQ74a45sEbKCi0N9wke2EaEWhBwwaal+F/gVicW6Djhp0lK9LrdWCduCxiGqqxI+so34qAUhR0xaqu95YaR6AxM7PR5TfG0OcP+kpXpFZ9omtB2T7lKZk2uJUAtCDpm0VH8B/LKz7RC2HY2LQ11OriVCLQiC0A7MiroiJ9cSoRYEQWgXLk6OwvNEqAVBENqBS5QwW3NyLRFqQRCEdqBxCLMlJ9cSoRYEQWgHxked/eSWREgctSAIQjvQOATZkvCRCUqpiUqpRUqpJUqpq1PNlRW1IAhCO3BxCLdzRa2UsoH7gKOBVcCHSqnntNYLE80XoRYEQWgHLlFq2dzel+8PLNFaLwVQSj0BTAZEqAVBELJFBIdV7RfqwcDKuOergAOSTRahFgRBaB9zgb5JxgqUUh/FPZ+ptZ7Z3guJUAuCILQDrfXEbXj5amBo3PMhsWMJkagPQRCE3PMhMFopNUIp5QOmAM8lmywrakEQhByjtY4qpS7CuE9s4G9a66+SzVdaS/cfQRCEfEZcH4IgCHmOCLUgCEKeI0ItCIKQ54hQC4Ig5Dki1IIgCHmOCLUgCEKeI0ItCIKQ54hQC4Ig5Dn/HzUUH7QOnN9PAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.pl.scatter(adata_scv, color='latent_time', color_map='gnuplot',figsize=[6,6],s=380,alpha=1,legend_loc='None')" ] }, { "cell_type": "code", "execution_count": null, "id": "02952594-5f91-4f22-a4d4-7f0533ae5894", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "3cc186b9-92b9-405b-bd0f-bedf9b106a70", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "24304b4e-a4e3-4db9-934b-dced1c75d976", "metadata": {}, "source": [ "## deepvelo" ] }, { "cell_type": "code", "execution_count": 84, "id": "26b50904-d03c-4966-8169-218f6c86d092", "metadata": {}, "outputs": [], "source": [ "from deepvelo.utils import velocity, velocity_confidence, update_dict\n", "from deepvelo.utils.preprocess import autoset_coeff_s\n", "from deepvelo.utils.plot import statplot, compare_plot\n", "from deepvelo import train, Constants\n", "from deepvelo.utils.temporal import latent_time" ] }, { "cell_type": "code", "execution_count": 85, "id": "1e45a874-d731-427f-97c0-dc3e0b703e0d", "metadata": {}, "outputs": [], "source": [ "adata_dv = adata_select.copy()" ] }, { "cell_type": "code", "execution_count": 86, "id": "af0bb757-da73-4978-b65d-743d06e99fde", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The ratio of spliced reads is 95.3% (more than 85%). Suggest using coeff_s 1.0.\n" ] } ], "source": [ "# specific configs to overide the default configs\n", "configs = {\n", " \"name\": \"DeepVelo\", # name of the experiment\n", " \"loss\": {\"args\": {\"coeff_s\": autoset_coeff_s(adata_dv)}},\n", " \"trainer\": {\"verbosity\": 0}, # increase verbosity to show training progress\n", "}\n", "configs = update_dict(Constants.default_configs, configs)\n", "configs['n_gpu']=0" ] }, { "cell_type": "code", "execution_count": 87, "id": "7bb28163-278e-4d4c-a05b-6c83c36e2bb2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing velocities\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:train:Beginning training of DeepVelo ...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " finished (0:00:00) --> added \n", " 'velocity', velocity vectors for each individual cell (adata.layers)\n", "Warning: logging configuration file is not found in logger/logger_config.json.\n", "building graph\n", "velo data shape: torch.Size([300, 267])\n", "velo_mat shape: (300, 267)\n", "--> added 'velocity' (adata.layers)\n", "--> added 'velocity_unspliced' (adata.layers)\n", "--> added 'cell_specific_beta' (adata.layers)\n", "--> added 'cell_specific_gamma' (adata.layers)\n" ] } ], "source": [ "velocity(adata_dv, mask_zero=False)\n", "trainer = train(adata_dv, configs)" ] }, { "cell_type": "code", "execution_count": 88, "id": "5a8c8c07-a289-41df-886e-043785f7c14b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing velocity graph (using 8/64 cores)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2f1b38c5f3c24733966331b43a3bcc4d", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/300 [00:00 added \n", " 'velocity_graph', sparse matrix with cosine correlations (adata.uns)\n" ] } ], "source": [ "scv.tl.velocity_graph(adata_dv, n_jobs=8)" ] }, { "cell_type": "code", "execution_count": 89, "id": "e6e2caf7-a534-4d59-b471-308ef7cb6370", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing velocity embedding\n", " finished (0:00:00) --> added\n", " 'velocity_umap', embedded velocity vectors (adata.obsm)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.pl.velocity_embedding_stream(adata_dv, basis='X_umap',color=\"generation_time\",figsize=[6,6],s=380,alpha=1,density=1.5,arrow_size=1.5,legend_loc='None',\n", " smooth=1)" ] }, { "cell_type": "code", "execution_count": 90, "id": "90c1550f-dc45-4fa6-8ac8-e87edbf8588a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing terminal states\n", " identified 1 region of root cells and 1 region of end points .\n", " finished (0:00:00) --> added\n", " 'root_cells', root cells of Markov diffusion process (adata.obs)\n", " 'end_points', end points of Markov diffusion process (adata.obs)\n", "computing latent time using root_cells as prior\n", " finished (0:00:00) --> added \n", " 'latent_time', shared time (adata.obs)\n" ] } ], "source": [ "latent_time(adata_dv)" ] }, { "cell_type": "code", "execution_count": 91, "id": "683630b5-dd36-4650-98b7-c4083cad6dc6", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.pl.scatter(adata_dv, color='latent_time', color_map='gnuplot',figsize=[6,6],s=380,alpha=1,legend_loc='None')" ] }, { "cell_type": "code", "execution_count": null, "id": "606861da-b6a5-4de5-9d2c-847dadec4813", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "6ff592d5-b11d-4486-a072-ad72a67e9aeb", "metadata": {}, "source": [ "## UnitVelo" ] }, { "cell_type": "code", "execution_count": 92, "id": "2e818a2f-6625-4a78-a77f-3c9eee0e96a1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(Running UniTVelo 0.2.4.3)\n", "2022-10-30 08:29:12\n" ] } ], "source": [ "import unitvelo as utv" ] }, { "cell_type": "code", "execution_count": 93, "id": "e67e9ca1-72fd-4228-bdea-3824444c56fa", "metadata": {}, "outputs": [], "source": [ "adata_utv = adata_select.copy()" ] }, { "cell_type": "code", "execution_count": 94, "id": "301c1f47-42bf-483e-9914-0eefd1cf6492", "metadata": {}, "outputs": [], "source": [ "velo_config = utv.config.Configuration()\n", "velo_config.R2_ADJUST = True\n", "velo_config.IROOT = None\n", "velo_config.FIT_OPTION = '1'\n", "velo_config.AGENES_R2 = 1" ] }, { "cell_type": "code", "execution_count": 95, "id": "c4316a0f-b579-4714-9fdd-6f4952ccacb2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-------> Manully Specified Parameter <-------\n", "None\n", "\n", "\n", "-------> Model Configuration Settings <------\n", "N_TOP_GENES:\t2000\n", "LEARNING_RATE:\t0.01\n", "FIT_OPTION:\t1\n", "DENSITY:\tSVD\n", "REORDER_CELL:\tSoft_Reorder\n", "AGGREGATE_T:\tTrue\n", "R2_ADJUST:\tTrue\n", "GENE_PRIOR:\tNone\n", "VGENES:\tbasic\n", "IROOT:\tNone\n", "\n", "\n", "Current working dir is /home/wangkun\n", "Results will be stored in res folder\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2022-10-30 16:29:13.042901: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/torque/lib\n", "2022-10-30 16:29:13.042936: W tensorflow/stream_executor/cuda/cuda_driver.cc:263] failed call to cuInit: UNKNOWN ERROR (303)\n", "2022-10-30 16:29:13.042959: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (node2): /proc/driver/nvidia/version does not exist\n", "2022-10-30 16:29:13.043552: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F AVX512_VNNI FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "---> # of velocity genes used 85\n", "---> # of velocity genes used 84\n", "---> # of velocity genes used 84\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "22,269: 100%|████████████████████████████▉| 11997/12000 [04:05<00:00, 40.49it/s]" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "22,269: 100%|████████████████████████████▉| 11999/12000 [04:06<00:00, 48.68it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Total loss 21744, vgene loss 22269\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e58429dc1a964d27bb51cb65f2a7d608", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/300 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.pl.velocity_embedding_stream(adata_utv, color='generation_time', basis='X_umap',figsize=[6,6],s=255,alpha=1,density=1,arrow_size=1.5,smooth=1)" ] }, { "cell_type": "code", "execution_count": 97, "id": "f6ed8774-3be7-4e7b-8c3f-6bb769f41c5d", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.tl.latent_time(adata_utv,min_likelihood=None)\n", "scv.pl.scatter(adata_utv, color='latent_time', color_map='gnuplot',figsize=[6,6],s=380,alpha=1,legend_loc='None')" ] }, { "cell_type": "code", "execution_count": null, "id": "aac1b938-d6d8-4bc6-872b-85d1de3e2667", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "6f310e12-f3d2-4085-97bc-2750c248fc3c", "metadata": {}, "source": [ "## VeloVAE" ] }, { "cell_type": "code", "execution_count": 4, "id": "23fb316c-a027-4e5a-9306-b46a8f0b0791", "metadata": {}, "outputs": [], "source": [ "import sys\n", "sys.path.append('/home/wangkun/VeloVAE-master/')\n", "import velovae as vv" ] }, { "cell_type": "code", "execution_count": 65, "id": "e29696ed-2650-4032-89b5-5ba299423f74", "metadata": {}, "outputs": [], "source": [ "adata_vv = adata_select.copy()" ] }, { "cell_type": "code", "execution_count": 67, "id": "1c0c96bb-e25f-4144-b7f9-3fd4c03b5ccb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "recovering dynamics (using 1/64 cores)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e129d66a771b4245a4f647796a7b875e", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/145 [00:00 added \n", " 'fit_pars', fitted parameters for splicing dynamics (adata.var)\n", "computing velocities\n", " finished (0:00:00) --> added \n", " 'velocity', velocity vectors for each individual cell (adata.layers)\n", "computing velocity graph (using 1/64 cores)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "be8bc2dcc7564bffb6b0b2ef5731ac13", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/300 [00:00 added \n", " 'velocity_graph', sparse matrix with cosine correlations (adata.uns)\n", "computing terminal states\n", " identified 1 region of root cells and 1 region of end points .\n", " finished (0:00:00) --> added\n", " 'root_cells', root cells of Markov diffusion process (adata.obs)\n", " 'end_points', end points of Markov diffusion process (adata.obs)\n", "computing latent time using root_cells as prior\n", " finished (0:00:00) --> added \n", " 'latent_time', shared time (adata.obs)\n" ] } ], "source": [ "scv.tl.recover_dynamics(adata_vv)\n", "scv.tl.velocity(adata_vv,mode=\"dynamical\")\n", "scv.tl.velocity_graph(adata_vv)\n", "scv.tl.velocity_pseudotime(adata_vv)\n", "scv.tl.latent_time(adata_vv)" ] }, { "cell_type": "code", "execution_count": 68, "id": "f9f22f5b-0cb8-4b48-ac07-216825ad6655", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initialization using the steady-state and dynamical models.\n", "Gaussian Prior.\n" ] } ], "source": [ "torch.manual_seed(2022)\n", "np.random.seed(2022)\n", "full_vb = vv.VAEFullVB(adata_vv, tmax=20, dim_z=5)" ] }, { "cell_type": "code", "execution_count": 69, "id": "239117d8-42b2-4ae4-95e1-cf10531fc5ed", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------- Train a VeloVAE ---------------------------\n", "********* Creating Training/Validation Datasets *********\n", "********* Finished. *********\n", "********* Creating optimizers *********\n", "********* Finished. *********\n", "********* Start training *********\n", "********* Stage 1 *********\n", "Total Number of Iterations Per Epoch: 7, test iteration: 12\n", "Epoch 1: Train ELBO = -79137.258, Test ELBO = -326873.281, \t Total Time = 0 h : 0 m : 0 s\n", "Epoch 100: Train ELBO = -1681.788, Test ELBO = -1931.602, \t Total Time = 0 h : 0 m : 11 s\n", "Epoch 200: Train ELBO = -766.894, Test ELBO = -1054.477, \t Total Time = 0 h : 0 m : 21 s\n", "Epoch 300: Train ELBO = -588.448, Test ELBO = -766.455, \t Total Time = 0 h : 0 m : 32 s\n", "Epoch 400: Train ELBO = -416.151, Test ELBO = -536.519, \t Total Time = 0 h : 0 m : 43 s\n", "Epoch 500: Train ELBO = -299.005, Test ELBO = -417.750, \t Total Time = 0 h : 0 m : 53 s\n", "Epoch 600: Train ELBO = -236.217, Test ELBO = -355.072, \t Total Time = 0 h : 1 m : 4 s\n", "Epoch 700: Train ELBO = -218.516, Test ELBO = -327.293, \t Total Time = 0 h : 1 m : 15 s\n", "********* Stage 1: Early Stop Triggered at epoch 746. *********\n", "********* Stage 2 *********\n", "Cell-wise KNN Estimation.\n", "Percentage of Invalid Sets: 0.207\n", "Average Set Size: 10\n", "Finished. Actual Time: 0 h : 0 m : 0 s\n", "Epoch 747: Train ELBO = -3088.242, Test ELBO = -3403.359, \t Total Time = 0 h : 1 m : 20 s\n", "Epoch 800: Train ELBO = -166.382, Test ELBO = -249.401, \t Total Time = 0 h : 1 m : 26 s\n", "Epoch 900: Train ELBO = -62.672, Test ELBO = -135.594, \t Total Time = 0 h : 1 m : 36 s\n", "Epoch 1000: Train ELBO = -50.788, Test ELBO = -115.298, \t Total Time = 0 h : 1 m : 46 s\n", "Epoch 1100: Train ELBO = -43.913, Test ELBO = -106.181, \t Total Time = 0 h : 1 m : 56 s\n", "Epoch 1200: Train ELBO = -35.541, Test ELBO = -93.009, \t Total Time = 0 h : 2 m : 5 s\n", "********* Stage 2: Early Stop Triggered at epoch 1273. *********\n", "********* Finished. Total Time = 0 h : 2 m : 13 s *********\n" ] } ], "source": [ "full_vb.train(adata_vv, plot=True, config={'batch_size':32, 'n_neighbors':5}, figure_path='/home/wangkun/fullvb/celegans', embed=\"umap\")" ] }, { "cell_type": "code", "execution_count": 70, "id": "f99cec7f-624b-47a0-8afd-cc54f6aa9fc5", "metadata": {}, "outputs": [], "source": [ "full_vb.save_anndata(adata_vv, 'fullvb',file_path='/home/wangkun/VeloVAE-master/', file_name=\"celegans_out.h5ad\")" ] }, { "cell_type": "code", "execution_count": 71, "id": "db687096-7dfd-4ae8-a506-32ba6124b36c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing velocity graph (using 1/64 cores)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "de22a848ddba429fa46602afa12b82b5", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/300 [00:00 added \n", " 'fullvb_velocity_graph', sparse matrix with cosine correlations (adata.uns)\n", "computing velocity embedding\n", " finished (0:00:00) --> added\n", " 'fullvb_velocity_umap', embedded velocity vectors (adata.obsm)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAFiCAYAAADvB4OvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAC6OUlEQVR4nOydd3hUZfbHP2fSQxICoYQeSmJAVFAUiRrFuhrrKuqqENvuWtYoru7irgV1f4prQWPvBtvaa8ReogZRVBRFJKChhx4gPZk5vz/emzCZTLmTjt7P8+SB3Pve974zmTn3fc97zveIquLg4ODgsOvh6uoBODg4ODi0DseAOzg4OOyiOAbcwcHBYRfFMeAODg4OuyiOAXdwcHDYRXEMuIODg8MuimPAHXYZROQyEYn3+v0tEUluh35PFJExXr/fICKHt7VfB4eORpw4cIfugogI5jPpCXC+FJigqpva+b5PAG+q6ovt2a+DQ0fjzMAdgiIi14jIzyLymYg8KyJXWMdHisjbIvK1iHwqIpnW8SdEJF9EikXkFxE5xauvK0XkKxH5XkSut46lWf3PAX4AhojI/SKyQER+9GqXBwwEPhKRj6xjpSLSx/r/5SLyg/VzmVffP4nIw1Zf74pInM/rywKOB24VkYXW63qicdzWPW62zi0Qkb1F5B0RWS4iFwR7bQ4OHY6qOj/Oj98fYF9gIRALJAIlwBXWuQ+AdOv/E4EPrf8/AbyAmRyMAZZZx48EHgLEOvcmkA2kAR5gf6/79rb+jQA+Bva0fi8F+ni1KwX6APsAi4AeQALwIzDe6rsBGGe1fx44y8/rfAI4xd/v1j0utP4/G/jeei/6AuuDvbau/vs5P7/9n8iwrL3D740DgNdUtQaoEZE3AEQkAcgCXjBeDwBivK57VY0bZLGI9LeOHWn9fGv9ngCkAyuBFar6hdf1p4rIX4BIYADmQfB9kHEeCLyiqpXW+F4GDgJeB35V1YVWu68xRj1cXrf+XQQkqOoOYIeI1Fo++ECvragV93JwsI1jwB1agwsoV9VxAc7Xev1fvP69WVUf9G4oImlApdfvw4ErgH1Vdavln45tw1i9x+IG4gI1tNGHx6c/D+Y75Pe1OTh0NI4P3CEYnwPHiUisNes+FkBVtwO/isgUMJuPIrJXiL7eAc61+kFEBolIPz/tkjAGfZs1ez/a69wOjPvCl0+BE0UkXkR6ACdZx+wSqF+72H1tDg7tijMDdwiIqn4lIq9j3BfrMS6EbdbpM4H7ReRqIAr4H/BdkL7eFZHRwDzL7VIBnIWZFXu3+05EvgWWAKswD5FGHgLeFpG1qjrZ65pvrJn6l9ahR1T1W2t2b4f/AQ9bG6WnhGocxmvbEG5fDg7h4IQROgRFRBJUtcKKvy4C/qKq33T1uBwcHJwZuENoHrKSXGKBAsd4Ozh0H5wZuIODg8MuirOJ6eDg4LCL4hhwBwcHh10Ux4A7ODg47KI4m5gOnUJOUd4Q4BtM6rsvfyrMzv9fW/oXkVhgCCZ139bGjoi4gCGquqIt9/bTr+CVmWplsjo4tDvODNyhs7gM/8YbYGZbOhaRRCBVVUvsGm8AK91fQjYMEzXUWIa71kqEirUeMgERkantPRaH3zaOAXfoLA4Lcm43a4YeNiLSG0hU1dJWjaodDLiIJIpIXxHpLSI9vX56AykYbZRIjDHvISJDRaSnTx85wD2N2a0ODnZwXCgOnUV1iPNhuxlEJBVwq+ra1g0JMKJUSZY8QLj37wcosMMSuArWNg5jzMtVdaWI9BKRYUA9sA74O0ZG4AYR+UjbWfPc4beJMwN36CyeD3Luw8Ls/I3hdCYiQ4AaVQ3rOl8sQ5kS7nUiMhhoUNWNdnzcqlqtqptUtcH6favle98I/BNolAbIBPLDHY/D7xPHgDt0Fg8C8/0c34aZfdpGREYCm1W1vB3GBWbmG879BwK1qrqlHe4dAfzJ59gUETmvHfp2+I3jZGI6dBo5RXnxwAUYg5WMUQGMBDYBzwIFhdn5dYGut/RYhgC/qGp9e41LRPZS1YBCXD5t+wEuVS1rp3tfCVyMiVqJwUgWxAHlwGQvLXMHhxY4Btyh08kpytsL+Ajo5XPqXeDYwuz8FsbZcpmcADykqgGNfGsQkT1VNVjBCO+2Y1R1cXve3+rXBcSzs6pQKjACKMNUO3IHudzhd4qzienQFdxNS+MNpqrNVOAx74Misi+mws294YQJtjdWfHePjujbCmmssH7WA8uBz61Vx9EislFV/bmgHH7HOD5wh04lpyhvEKbcmV82fb3qL96/i8hxQJKqPtOBxnubVRotIJbxfhzI6KAx+EVVq1T1TWCFiJwgVvFoBwdwDLhD55MQ6ETZZ7+w8IZ3xovIGBFxWRt5v6jqBx08pnXAyEAnLeN9F5ALdEmlHVUtU9XXrPEcb0XBOPzOcQy4Q2ezDFjte1A9yi/PfE1deXU0JmIlD1NQ+ceOHpDlU4/xd87LeF9iHRra0eMJhqouUdXXgb1FZKqIRHXleBy6FseAO3Qqhdn5buA/vsdLX1xI+U9NgR0HYlLjuzSZxTLed7LTeEPrqtq3O5YRfwM4T0QmdvV4HLoGJwrFoUvIKcq7BfgHgLumns8veJ6KX73CqkU2oHqMqn7dGeMRkUmqOs/n2GXArTTf7P9WVfcO1ldOUd5IoC+wuDA7f3tOUV4icAgma/Pjwuz8inYe+77APsDz7RSb7rCL4Bhwhy4hpyjvP8C/AX644yNWvvZDs/MSIbXq1oWqun9njEdEslS12M/xscCJwFHA/sB2oH9jRqU3OUV5uwGPYFYQAJXAV8AEdvr+KzCFmpcAnwKvFWbnt+irFeOPBE6z+n+9K6N1HDoPx4A7dAk5RXnXA9du/n4NX19VSPKY/sT1TSC6dzw9M/riio7854J/vjG7PRN2ghHIgHud74cJZTwCuMfXvZNTlNcL+BEYEOatFwGHF2bnt0sFeyte/njgPVVd2h59OnRfnDhwhy6hesOONzd8/uu1cQOSOLLwL76n6zAFlDvFeNskBShW1c8DnD+b8I03wB7AfcAprRxXM1R1FXCviBwpIr2c2PHfNs4mpkOnIyJjP5ryxOH9JqU902//NH9NtgJ35BTl7de5IwtOCLfEpDZ0fWJOUV7fNlzfAlV91zHev32cGbhDpyEiEcC5wGZgVlxqkgCfYfRRdmNnKF9/4AzgtJyivKmF2fnPdsLwqkQkXlWrAHKK8lxY3w9/+iw5RXljMcqBKwuz87/EaJe0lghM6nyblBUdfn84PnCHTkFERgGnAk/46nfnFOXtC3wZ4NItwKDC7PwOLUsmIv1Sxg8eNPHOk84CzgMaCy4osHLLd2s+773XoKuAWuAZ4FCvyxcC/7WOt4ZKYEBhdn5QTXEHB1+cGbhDhyIiKUAOsBa4OYAb4rQgXfTGaKS83gHDa2LSvadsb6iu/xgY7XNKgGHRyXHDMA+gUmCUT5txwE0YjZdLCJ/HHOPt0BocH7hDh2CVFDsL4xt+WlXfD+JDjg/RXYcISHnTa+yA8xsq63yNdxPRPePATHh8jXcjacDJwHMhbqU+/38GuNL2QB0cvHBm4A7tioj0wISx1QDP2Ywk+Qi4MMj5dt3g8yWnKK83cHOwNtHJcXa6GohZTTQQ+Lv1CabiThLwWWF2/nL7I3VwaI5jwB3aBavi+jGYVd3LqlobxuXvY2ajgQoMn0gHlBmzfO8nYRJvAopstYJg36s7C7PzX2vHezn8jnEMuEOrsbRC9sHESNcAb7ay2EIiXsa7oaqOyPho7/O2Z+A5RXn7YFYAArxpRYh4nx+EqT95Hia9vaMox8yyG92UtcC1jvF2aE8cA+4QNiKShgn7U+AbVV3Qxi7XYiRdBwB46tzsWL8ZV1QEPQYng0kPD0pOUd7FmI1E7/qW1+QU5T0PnGmN9S7gr7Ttc1+OCftLDNFuOzAeswFbh3mYOJXmHdoVJ4zQwTYiko2p11iqqj+3Z985RXlXYISjmqjdUkX9jhoShvUG+Bg4KkBM9m0EL4w8A4gGbgg2hnUflTBgcnqwJiUYH/dq4BzrnoH0wR8uzM5vkWLq4NCeODNwh3D4tANFkm4HDseIRgEQ0zueipVb6TFUEZFDgCfxCTm0XCKXhej7AkJHuvijHlNwuBKzSvikMDu/8fX/N6co72vgbVp+j8rxeRg5OHQEzgzcoc1YRQVSMHUuFWPANlh1Hm2TU5T3BnCs97GqtdsQlxCXmoTV9+jC7Pyfc4rypmBirveiudvEHx5shMz6zMA/AGYWZud/FmLMR2Bm9vtb93kbmFGYnb8o1P0cHNqKY8AdbCEiAzHx2L4fmGjMTHUTsM063wuz8SgYw+kBSkJVVs8pynsBH1EnVWXLwjWkjG+qIHYBJtX++jCG/xMmTjtoLKCPAc8qzM6fF6y9NzlFeT2BhsLs/MowxuXg0CYcF4qDLXzT30OwxfoBmjRQ0kWkSlVXBrmuhQFHobqsWZJiFHBNGGMBs3k5ATjfZnvFT9m3YBRm528Lc0wODm3GycR06HBU1a2qS4AdIrJXkKYvYRJdmqjdXElMn6ZEzEpMBIjdiYcCtxVm5z+IyXYMpLcCQH1FU+j63MLs/FU27+Hg0GU4Btyh01DVrUCsiPjdULTqZR4BzG08VrV2G/EDe4IxxpcCQd0wmHjr1ZgU9aGF2flXWn2XA1nACRjNkv9iNk6b/PRlHy8D+AH7M3UHhy7F8YE7dCoiMgLIVdXrgrXLKcr7g6fBc8H86S9PHnrinl8NOizjmsLs/Hk5RXmjgKX4ydosK1rGT/d+/mJ12fbT7G6g5hTlDQPOUI/2+nDK40ce9tK5+1gPEgeHbo9jwB06FRE5FLhEVU+y0XY/YD5wpKq+13g8pyjvYfzMkudf/uqqzV+v2qyq41sxrgRgjqr+MdxrHRy6CseF4tDZ9MR+8YPDMFmMvmXM/opJzmncaFyvHr1h89erojHhf62hN14brw4OuwKOAXfobMIx4IcDnzdWyWmkMDvfU5idfwswFBPaOGDu5HtewIQXOgbc4XeDE0bo0NmMw2Q1BkVE4oADgBus8mZHY5J8PMBrwHtWVmQVgHD3YRgZ109bOa4UHAPusIvhzMAdOg0RicaoAFaFaosx3jGxfRM+A94D3sQk8VwEvAO8nlOUF+XV/jBgvqqGFL4KgDMDd9jlcAy4Q2dyMEZ3+00bbQ8HtmXNOedMmtefbORYYDqAiERafbfWfQKOAXfYBXEMuENncizwg6qW2mh7eGS/lGUR0a5gin7nWf/ug9FDcQy4w+8Kxwfu0JkcCDwRqpGI9Ab2TjxiUkNkRNBw7gHWv4cB1ZiQw9biGHCHXQ5nBu7QKYhIBrA38GGotjG9448GJH1yn6gQaQrfWf8ehpG6DaeMmy99MWn6Dg67DI4Bd+gsjgdWAQuDNcopyksaMDn9triBSaSMSsAV/BN6u4jEAINpg/tERJKAXCCmtX04OHQFjgF3aDMicrSlCR6ME4DXQxWEqK2LvHH78k2pAw/LwJTcbInbI1RWR99TmJ3/Ksb/nYGp2NNaRlv/Lm5DHw4OnY5jwB3ahCUVez0mBjtQm74YIanXg/WVNmdWWn11Xd7WH9bRd+Iwv20a3MKKst6LPj7qtkusQ1kY//e3rRm/xe7AWlUtD9XQei0ODt0Cx4A7tJVJwLwQM+tjMFKwnwRpA/DKtu9XExETSfLo/n4bREYoA1K2j06bM2u4degA4EtVrQ934F6MAX602db5zjh0G5wPo0NbOZ4QM2uM+2SujU3GvdbPX03K+MG4IgPvJ8bF1EfGRte9JcbHkkVLrZRw2R37BtzBodvgGHCHtpINFAU6KSKxQA6h3Se9ANn89Qp6Txga8qYRLk9m8ql/OAZTFb44rBG3ZHfs+78d+U6HboNjwB1ajYjsBpSGcF+8jamb+X6I7mIbNpdTv3YTNWnjqKsPPANXhdr6KOpWrj3MOvRFWAP3wopAGYIzA3fYBXEMuENbOI4gM2sRORuT4g5GNTAY+1T/UEJkv954evXn17I+uAPk8GyrjKPBHUHN4l8GAEtUdXP4Q2/CiUBx2GVxDLhDWzgGr/Jn3ojIFOAx61fFuCmCEb/t9Y+IHJIKQIM7gpXrU6hr2DkTV4VtlbGs3dzT/F5Tuw9t93+PwX4EShxQ08b7OTi0G04qvUOrEJE+gNuqc+l7Lgd4lp1lz+oxBvyNQP2tu/6+OvemrUQkJzYdq6qNoWR1P3rE1hER4aGmNoq6BvOR9VTVoHX16cCsNr6UcPzfiaq6oY33c3BoNxwD7tBajgEKfQ9aJdNeoXlaeiQwNlBHIjIWU4SY6EGpvmeprGmZIFm7fGXjf9u6gRmLkad1cNjlcFwoDq0lB/8z6tuBKJpHa7gAv3UqRWQIRh8lFqBu2erQdeeBulVlRPRM/A5T4LgtTAJK29iHg0OX4Bhwh9Zypaou93P8GEzRhUZtEsVU0RllZW02ISK9gI+AZCx3S33ZeiLXhP5Y1vy0HE9tXYzd6vP+EBEXkIl9F0qr7+Xg0BE4BtyhtVT6O6iq61T1fuAUjPH+F8Yfvggvt4oVH/42JoSvSUdF3W7qN24MefP6NRuISOixqi0vAFNTMwZYZrO9nUpCDg6dhuMDdwgbEUkEQpUum4TRKLk9QJz4aGACxmHixjLuEhlJ3co1xO6ZggaQx/JU1+LeXE7C6D39PkTCYAxQoqp1bezHwaFLcGbgDq0h2kZa/EHAF4GSfFT1W0wh4dPwyuTUhgZq1q0hcktkwJzH+jXrAYgdOGRb+ENvxmjgpzb24eDQZTgG3KGjOJAQFeJVtVxVXwF+AJYDo2JSB92QuNvuyyIqI4gqi0KqxBhyy5MuFYLnR5O3E9kj4a02jnEMNv3flsunLQUjHBzaHQkhz+zg0AIRSQmW/WgVWSgHjlPVUCn0iMjnwCpVPb3xWObM2fsCg4B/Avt7t9/wzmuUL/jcow0NUW3cxCwG7lHVZ2y0jVdVxwfu0K1wZuAOYSEiCQTYwPRiH8zGZEiNEqui/Hjga+/jS2ZO/2rJzOmvAkcBTwKNfur6qhXL16rb810bjXcPjJ/e9iWtvZeDQ0fhGHCHcIlR1VDp5F8BB6tqqI1OMGF8ccACfyeXzJy+fcnM6dOAgRhDP6B23eqBqKetn91HrH8Tg7ZycOjGOC4Uh7AI5T6x2kQDPfyl2ftpezbwOJCsqiE3Ja00/TeBzarax96oW/TxR+A5TBTWXFU9JkR7Ac5Q1adbcz8Hh47CmYE7dATJGB+4HcZiQvnsGO8+wBzr1+2tGZiV+TmHnSG0h4tIfIjLLgL+I4GKdDo4dBGOAXewjVW42NZGXqjixV7sAO61cW/BzNR7WYeGW8bYNlYm6AsYffJGGoDDg1yzG0YwKw1T/cfBodvgGHCHcPCoanU797kb9kL5LgaOpflm4vFh3utfwN54ZX5iMjFP9dfYMviPAAnWoZPDvJ+DQ4fiGHCHriaDEIJUIrIXRiTLGw+m1mY4NCoiNkav1GG+A8db0TC+/AMTz97IyZZ+ioNDt8DZxHSwjYhEqGpIrUAR6WdHN9tyi5QBA4KFBIrIAkxooi8NQB87/nOvvlxWX18C/wcMw0S4HOu9uhCRERip2v4+XRyiqp/YvZ+DQ0fiaKE4tCthbvSlAuttxHM/h8mC3IPmYX+RwCHAa3ZvqKoea9OyCrg20L1V9RcRGYBJJnoJ46cfAbQq8sXBoSNwDLiDLSx/sJ3EmWTsR6CEdJ8AqOqtwK0iMhBYA9wKrMUoGX5j817ejAZ+DvXgUFUVkS2YkmtzgrV1cOgKHAPuYBubkSVRYaj72TLgPu0BXlHVeWFc50smsCSMto7glUO3xNmQcWhvwklv343WGfC2VuEJx4DvDvzYxvs5OHQIjgF3aFdUdVMYzTOAn8NsvyVUJqgNHAPu8JvAMeAOIenADMTWuFDaNPu2RKw2Yr+MWjjG3sGhU3EMuIMdXHbCB8PBeij8GuZsegBtd5/si3kQ2PVr2xHvcnDoEhwD7mCHpPbuUA1H221vGfxBwPNtvHU2UGwznr0HTh1Mh26MY8AdgmIZzu4QrTQCMwNvS/QJmFJvQSsFeTEFJwLFoRvjGHCHUPQBwtmY7CgOAn5Q1S2t7cAS45qEVw3OEEyhe7x2Bwe/OAbcISAiMhq4OgxlwY4knJlzIMZjVhNfhWpolYU7BHi3jfd0cOgwHAPu4BcROQj4EBjV1WOxaA8DfhDwparaKU6cBWzFcaE4dGO6g2/ToZshIlOAxzAyqsldOxoQkVQgnRAGPHPm7DEYYarFS2ZOX+unyUHYd58cCbzbTVYfDg5+cQy4QzNE5FLgNnZ+NnoFad5ZHAisUNXV/k5mzpw9ClP4uLF6fUPmzNnPAX9dMnN6JTSpEB4I3G/znkcB/23TqB0cOhjHheLQhIhkAVfQ/MHeu4uG401A98mEc+84XNz6HTuNN5jxnwkUeB0bjXkYhYxiEZF+wF7A+60dsINDZ+AYcIcmVLUY4/O+CmO8FEixihR3JQfix4Dvc/4dM6r78p5GBKxp+cfMmbPTrf8fBCxUVTu1NA8Evg1TFsDBodNxDLiDLzHA66p6BGYWmg+kdNVgRCQJGIePAd/zsjtGVfXnJndc0Cx/ASZY/88AHrRzT1V9GTg07ME6OHQyjg/coQmrrNiBqvoWgKouAv7etaMiE3gZHz0STzS3apQtjZZNIpIA/AnjRrGFzZm6g0OX4szAHYCmjMtjgfe6eiw+nAM86xsN4o5mvI1rV2FCIU8H3lLV8vYfnoND1+EYcIdGjgI+UNX6rh5II9ZmYhZ+Sqapi+B1MI0A1dQlM6e7gQuABzpijA4OXYljwB0ak3YWquqOrh6LD38B7vMrPOWSZwNe5dY6REYtmTn9ExE5AOM/X9Bho3Rw6CIcA/47R0QmY2o+lnX1WLwRkX2AaODxAE3uR7WlTreqWzycuGTm9DXWDP56TPFiJyHH4TeHY8B/p4hIlIicASxT1eVdPR5vRGQv4DRgZqD6mktmTt+GyIHAbaiuQXU7qq8hMumn/7t8rlWE+SHg0m64snBwaBfEmZj8vigoyXL9uqjiil++r7jgoJP7xUXHun4AZuemF7/V1WMDEJGxmDT2u+wWkcicOVuAeKBqyczpakWdzATmq+oLHTZYB4cuxjHgvzMuezDzrYgIOXrPg1tkyP8tN7343q4YE4A1Y54CrFLVz+1ckzlztgsT5ngJMATYuPWrz9/fMPflRFRnqurXHTdiB4euxzHgvxNEJHXU+MR/nnn1sMuG75Hor0kFMDA3vbjT3Q2WWNW+QJGqBo8u8SJz5uz7gAs9DQ1ULV9CVelyXLFx9M6a/ObS//vHcWlzZkUDx2AKQSwsnTajrcUgwsbSYEFVPZ19798LIuL6vb6/jgH/jWMl55wOuB/5ceK+kVGu6UGaT8lNL36xk4bWhIjEq2rI0mXWLD0FGBrdt//khIzdb3HXVIunppoeI3cjIXMsEXE9AKhPqb/I3dNzHdDfq4t5wEml02as74jXEWDM0YH8+A7tg4gcC3ysqhVdPZbOxsnE/A0jIvthRJ7+p6obCkqyJoW4JKoThtUCX+MtIj0x8d/RQAQ70+HdwBagLHH3cUOS9pwgUT2TEVdE8/5cijvRMxsjC+DNJOBZOilN3qoA1NAZ9/qdUwhMEZFXulMeQ2fgzMB/g4jIMOBoYJG3P7mgJOtowO9mpXqoXzg7acKdD7z9faB+j9rnujjMA8ENzHv3mxsOAT5S1TYbKcvVMBJjtKuBNcEKL2TOnH0u8Ki/cw09G2hICbr/uUfptBk/tGG4IbFWC67fm0HpKqyH5YnAi7+nkFFnBv4bQkRGYtwla4HHfQ3gs3sNWJjz6sYVScMbhvleu/jRhKgfH0pceMRDUz4ALnrP80KJ9/mj9rkuDxPZ0bj7uS4qMn5HfUNVXGRK8oKkI7MSEiZPbHDFxvwAPFg6bUa4oYlnW2O2++V7E6jDGPxmaFTILkYDbTLgIjIK2Bv4RVUX+JyLxEyOHOPdSahqvYjMBY4DXu/q8XQWzgz8N4CIZGDipldgdENaGI4jXFMygKKIOE//vS7ZwciTK4lJVnasimDJEwn8/FSCd/M1wB7veV7YCnDUPtedhSmY0Izvf31Zy7b+0CQo5eqZSEL2BHqdcmRNj1L3pYNfqxuDURKsAB555+vrX23L65w49Y4MoB+weP6Tl2/JnDn7KuAm33Z1fesXeBI9E1p04NVV6bQZX4Z7fxHpjamTGQksB77xfeBYyUNb2mNV4hA+1vu/h6p+0NVj6QwcA74LIyJjgFOAZcDzwYzGEa4pb2DEqqyLlYhYxV0dMJfrivc8L9wOcNQ+130P7OHbYMmmD1m58rOm3yNT+9D3sqlED+hHRJUy8tEapHlswFLg8He+vn6VzZcIwMSpd+yGKfGWZR2qsX6fvm2k5AB5GNXCFcCDNcNrP0BYhn+f/sLSaTPsCGEBTSJf44E+GH30jwPNrEVkKMb1Yyt+3aFjEJHhQH9V/aKrx9LROC6UXRBrk+8yTMHd/wtlMI5wTemJCafbiQru6qBqrAcBtx+1z3Ux+DHeAAzvDSvNfyP7p9D3UmO8AdzxQuUwFwm/NrPgGcCHR+1z3dVAT6D4na+vD+rKmDj1jp4YRcGBXodjgYswBvqvmOLDacDPS2ZOnweQNmfWVExFHu+NzBWYlUpIRCQZY7gVoxPzjY3LIoDB1n0cughV/VVEEkRkD0sS+TeLY8B3IaziBpFALXBjGLGvcYQvm9Coh11n/T/Jt0FUiqnzENG3lzHeA/s1O++ObfmAUBhVmxL9v9reMWiEMPGM22qBm+c/c8X1AcYxjebGe2f/UZyN6iGINFbdIXPm7Bo8en+/0uhFDT08/7djtDulPllrge+AF0unzQga0mfFpGcC2zCzbdtLVMtw9BSRozDvuWD85PUYt9QWzHu5wfrZ5MzWOwZVXSQiE0VkhKr+0tXj6SgcF0o3x4rOSLZ+3dGajbEjXFMEM1vfLYzLjn7P88LbAEftc93dwN98G2waWsN3nzxA3yvOIWZwaosO0ubUELO1+eerYnA8DUl+oxXfm//k5Uf6Hpw49Y6ngTN8jyuwYyholP9VhDQoCSvBZW5fBJw4/8nLt/ptTJN/ewCwvr1LqVkl6QZi3v9BmNj0fhi3jPeDVTFGfgPGx15h/b618d9gkTm/FazN+HJV3dwOfV0BvNLd9H7aC2cG3k0RkTjMLM6jqlva0td7nhf0CNeUG4GnbF7yBPCO1+/XAAdA8yIKSSvlw15nHZ8RMzh1sG8HCcvcLYx3fYwrkPEG1SMmTr0je/6Tlxf5nPH72usTAhtvAI0UqgYqCWsAyAYexuwXNMPycacBNar6Y8AO24CVyFNq/QTEelj3xhj3REzEzzDM+94b6CUijS6hSkxS0ypMtaIlwFJVrWz/VxB0zJHArcBVajTY24PtwB0icnE7JOc8ANwnIuf9FqOCnBl4N8Pyb0dgDErI7MRwOMI1JRcTCphmHZoH/Bfj754IbAbmAC+/53mh2QfjqH2uiwVOxfjSG4CXP/zuv98Neuy6Oozk62FW0/oey91bB75T18/l83WpHBhLfbJvbk0zlgJlGJfDS5gHyVigRcRITW+o7RWiopoqiSvBZbZ2PcCw+U9evtq7iYj0wcxsdzlXhmXwB2NcPpmYPYYewCbM+/g/VV3TCePIBqYDue1Vis7KZbgGuKitmawiMgE4RlVvaI+xdSccA96NsJbannBD0KxZZA87s5UjXFNcmMrz1e95XggrGkRExNsn7O1fTJszawTGPbB0t7uq6zBVdA7yvr5iUBwNPe0XuF/7wwe/rv/5s7+PP/m6CcC/vM/VJlFT01diQ/URv06J2vkYPNh3hi8imepPV3wXxpoVH4bJCUgB3gBeautKLsQ9xwP/Ac5W1Y3t1OfuwIVAXlu1TixXyleq+kl7jK274BjwXRjLcB+JmVG/2VGzLWuWejDGL/mB1/GgG0RH7XPdBEy0SApQXpcYOa1qSI+Q92uoq2blglfZ9MsCeg/d673NKxYeOXHqHQcB52LcC1/XJfK/6n4yH0gI1leP1Uqk8RorMHz+k5c3ixARkRxVLQw5qF0UEYkHcjDuIwGexnxW2n3FYeUj3AX8RVXDmhwE6TMLk5zzr7ZkWFqrlUeBy1U14F7IroZjwHdBLMN9GDACeL8jd9mt4gp/BGapanVb+jpqn+v+vi098TaNChwQU7F5FYvnPojJpofkIXtsyzj47EuBw62Dz89/8vL3ATJnzj4aM9P361h31SmJO83IW/OfvDzHt42VUTlQVX197785RKQXcALGFfYw8Gp7p52LyGDgEUwhjZ/bqc9jMMk5t7Sxn0EYt8yFv5V0e8eA72KIqUIzBlOAuEN31kXkSMyDYkZ7feAPOeQ/e9Skxr6rkZKKNPdhb1z+FSu/fg133c7nRHyvQTo253JfZ/ezwFnzn7zckzlzdl/gfWDPZmN3Kz3WQoTxni4E/jD/ycv9qhCKyMlAnaq+0bZXt2sgIrGYQs+HA3eq6vvt3H8fTAz+NTbj5+30eRYQp6oPt7GfEzGyDaf8FrJlHQO+i2AthTPppPqVIjIEs9w+piNkOidOvWMIJkFoHWZpO76+poL1Sz5j4/L51FebvTBXZDTjT7keV1Q0dYlQ3wMQEA8vNPSQvy6ZOX0rQObM2XtgQh2TpEEX91hDXUQDccB84O35T14e9INulZerVdWX2vu1dldEJBGTEDYeuEVV57dz3wWYykrt4ncWkTxMpmub/kYiUoNJQZsFPLEra4k7BnwXwFrmR6nqT510vyiMROdlqrq4o+83ceodf8REnQBQX1PB+p8/Y2PJF9TX7GC3wy8gYp90f4lBvwAHLZk5fW17jENETsG8z4Er3v8GEZEU4J+YiJabVLVdlBqtmf6jwBxVfSdUe5t9zgQ+bIvLS0S+wERdVQM/AzdiYsV3OWPoGPBujpV96e7M+F4RuQYzG/1vZ91z4tQ7zsREMaRZh9bU11QMWrPoPUiKp9cxfwh06eNLZk4/t73GYbmosjEzs3Z5MOwqWD7ifwM7MIbcdnWkIH1GA69a/X0WonlACkqydgP6r19RvfifRyycDVzX2r0fEWmuC2TizpdgNl+/a+0YuwLHgHdjLONd09Y42DDvGYf5ME9or3Awu0yceocL4yaqAx7EKrywOWEzJMUTGRfv77JqIGHJzOkeq48ITNJRLPDF/CcvDzsu2VqBnI2Jx28hy9sV5BTlJQBXA+cAfYFvgFsLs/Ofa+97ichBwA0YI9nmzV1LV+Y1jIEMa2PTMtxPYHToAWo3r6t95srJ3/TyeDijNRvrInIzMMPrUB1mn+RkVV3t96JuimPAuymWD7G2M423dd8LgbGqenFn3teXiVPvmIf1pd0+DGo2lxHTf0Cg5pcDH/RcrsOBezCuADCp6LfNf/LyQDorQRGR/piojcbYx8ZU90swxj3Uz5eYB9ImGz/rVdVvPdKcorxI4GPMg8mXSwuz8/PtvqacorxMjABYOsYF9VBhdn4Ll4k1eZhtje3atj7ErMScp4E/quoGO9cUlGT1BBbjRwtn0aflr95+3k/rgIvDdX2ISA7mgRKBmQA8BFyxK25qOga8G2ItO6M7YvMwxH0jMV+YoxsjXHKK8gSYzE651rcLs/M7PGtx4tQ7rsRkibKjTz07tq+hx5DhQa+JrFSNX49Iy4/0x8Dl85+8/Nu2jMmKJd4D+D9MVaJQP1swhrKPz0+Eb9/AZ5gHxUpMenzjv6v2vfX4PVL2HnK/K9Jv+GU5MKgwO7/KGmMPjKFf7DubzCnKOxVjRL0lNNzAeYXZ+QUBXvPJmGSaS9sqNSAie2P+psfbyTIuKMm6BAj0cGr45xHfXrl+RU2Vqj4U5jiGYVYwGzBZxGWqOiecProLjgHvhohI747Mmgty31Mxy8jTAHKK8kZgZipjvZqVAicVZucv7MixTJx6RyJQWltZ3rvavR32Gtyi9qU/orcpcYGlqK6f/+TlM9ttkK3Aegj0pKVR92CSkoYAQ73+HQREJI5IIXFkH5J3T6XXmFQSR6bgiozAXVPPqrcWP774rqKtmISd/hj30fmq+nTjfXOK8pIwioj+Ep9qgcGF2fl+3zkRGQjch8k7+Btm429Dazb9rJjuc4DTQyUTFZRkPQWcGaTJcWdnzDsCeEpVvwpjDC6Mi+4KVd0mIncD17e3iFln4BjwboaVpNOrsw24dd+vgAtUdYE1814E7O6neRkwvDA7v73Ei/wyceodqTU7Nn8bm5iS2hAH1SngiQmhf+JREleAK3Bg2IHzn7z884Bnuwlpc2bFAWkNG7dsGdlv7d2eBs+Uhopatv5YRvniMnYs30TNxko8bg+u6Ag8Nc1W/5uBid55AjlFeWdjZpuB+Fthdv69gU5an481mEzYTZiiGlWYWez3wN2qWhLoep++/gLsrqqXBmtXUJKVj3FXBeKAszPmfY0RabuwtQbYkhD+p6pOb831XYmjRtj96IWRDw2JFf51XjtFi0zCpMo31nc8FP/GGyAVk83XtOz01UlpD+Y/eXkZMGDi1DsuiKzmXzHbGFLdL8RFLmFHmhJVAbGbwdVyjvdvfItbdCE5RXmxmDT3McDK5Wv7rqupi/oPxmUVGdm3t3t7j5ivB/YxASG99xoEgKqy4tXvWXJ/sa/xBiNR+4vV/2SMJs3eIYaSEuykqqq1ufkFZpbfyGhgL+D+UK/Vq6+HRORmEblMVe8M0nQOgQ34MmCeNa6/A/kiMlVV3QUlWUMwKo6/5KYXh4wkUtUyEVksIoeq6od2X0d3IFyRf4eOxxWGITyU8DS+g3EGZjOnkcwQ7Uf7/O5vg61dmP/k5Q8Aw6r7YM9PKUJ9olAxCNTrE66AO5p9MmfOblHUuSvIKcrbA6P7/SRwFXB/WuqmV3vE1oxl5+QqYmtF/H6VNdHNfMYiQtpJe3HwnDOJH9QTV3N5gtrY/olnHP3hxZ9hqhldj9mMDUbI8mPWjP5dzFvZSAVwWytyFP4NTLB87H7JTS9egAkt9WU7kJubXqzWuFYCj/dIjryloCTrNYyb71NgZUFJ1vMFJVnJNsbzKHCmFbu+y+AY8F2bI4D32tqJtTw+guYa4CtDXJaaU5Tn7ZTuMF9c5szZ0dtGykm4xG9lnkBolFCXaP5f2xN2DIOKIdIPKM2cOfuzzJmz9+qA4doipyjPBbyCT4RFhEsZ0m8rrmY+IGHF+pR4t0dauAjiUpM46LE/kbL3EBAqMH+Hh3b786S//nTvZweUFHxJ9Qa/wS3e/Iz9z9FlmOzZRlYBN9u8tgkr+/E84M+WYJVfctOLr8GsIB4D3sQk3YwB5hWUZDV9/p5YOun9o3IHTFk8b9vx7LRrEcAUzPtsZzy3A1eG+1q6EscH3o2w0uWxs0NvGd1lwP7hxmsXlGSNxEQW7Amse/uxte//b9aKc1T10MY2VujacsxGWiBeAk596+C745OOm3xir1OOTMP4Rl8qnTbj13DGFIjMmbMPAl6g+bI9IBHi4bDhvzJx0Bqq6yN554dRlJT2paaPX9/5VmCvJTOnt4tyXiDS5syKAk4GjsZonb8yZtjaBhHeDnTNxvIEIiI8xEbVU++OYOuOeBLiar/q07NyX3/tVXXh3EPueQW4bvwNR38z4OBREwBqNley6auVuKvrGXh4BlGJASeYPwBTCrPzQ0rrishtwKVYIZB7HZJ89/SHRo/HpOSvBx7LTS9+LVQ/Vl+jMBvlh9mRiCgoyRqMMeKnYTZrP7V+d6nqO09e/ysn5Q0hsXcLfbOs3PTieTbGcz7wiV1/flfjGPBuhIikqM0yUtYH/3lVDeXbbEZBSdaRmMy4uMZjbz2yhm0b6r99+/G1zfrKKcrbG5iL2bjyi9sjp3/7VsXFsRlpB0l005fGA9xUOm3GNTZeRyRwEjDXN2wyc+bs3sCv+KnH6Y+eMTU8euwbjOnbfKL69Pdj+b/igwJcxS1LZk6fEehkW0mbMysJM7vdz/t4n547vu/fa8ee/q8CVXy1viiviP02OaEGfCojYUIB/wb8b9vPGxYnjeozQCKaL67dtQ2s/WAp2uBhwGEZRPXwq8u+EsgozM4PGvNthSquBC6b8eSY+v/dsuKZ4y4YJPsc2cyNfl9uerGtXAIrLvsfwOEapGpOQUlWX8xGu68LzA38DzizYms9L925imkzhyPN38DLc9OLZ9sYiwvjcroh2Fi6C44LpXsRzgfmOOCDkK28KCjJisREIsR5H//u43IOPq3/+IKSrKe9jxdm53+DCU0LSG195A3V3/98EK5mXxYXcHXanFknBbvWSpS5FPgmQMx7LsGMt+qCqB36i6vOTEL+mfV5C+MNcOaeP3DkiIDCjQEteyDS5szqlTZn1p/S5sw6K23OrFArgxvxMd4AVTXRAY03tDTeAMkJNeMxK6c7MNmDjURgNhEX99ytXwvjDRARE8mQY8Yw8PAM1n24lFVv/oi7psXHbShmpRAUS9Yh84mlk57NnNjztiseGy1zH13LvDeaLQQvKijJCuga8emvEPgIuC1E04tpabzBvP7JAAm9opiYk8IHT7WYzNsKDLBcKffhpwZsd8Qx4N2LcFTRsgnP4IPZ9Gzmc63c3sC2jXUMGBELcEZBSZbvEj1opFLd9roRdb+sRiL9Nrsw0HXWTOdcjJxpIOsafINWZPai2y8f6arj/B6RtQ1HjwysrntyZss9Nk+0h/qUhr5pc2b9M23OrHQ/l7Ugbc6sv2PC6Z7BbD6uSpsza1aAtv2Av/g7V1UbQ119RGuyG0/AvC/+ptABU1UbiYyPZuhxY0k9eBSr317C6rk/0dDckAd9sDRiue0OAgYlJEfx90dHs+DtLXzxZjMj3qIYdRBuAEZasrGBCDaZGIj1UMvcryfVFW5WLG6SD6oAXrY7EFVdBywVkYPtXtNVOGGEuy6Z2Nic8SHZ98B3H29h3KG9vJebf8IsU5uaYGYvvfx1uObTlZFx4wIGrIwIMpbjMAUFgiVzrAhyDqwiwT/cdvmj//fSOWtjIt1vBWrYr8dOLTBFqe/XgCfBAyZTchZwc9qcWXeWTptxub/r0+bM6gVci9nE8yYK+GfanFmbgdejIxt+TR+8Ya+N5QlHuyThKo+6/DqdI1xuRDz268vtZADtEAYZlRjDsBP3oG5bNb888zWJaSmkTh6FiKwLfXUTiY3/iUuI5NybRnLzWT/Sq38Mu+2b1Oy8NzlFeX0xn401hdn5q8HMfEVkKvCJiCwKICoVKgP4X5hMT9cxfx7EO4+vpe/gmIb4pMg/56YXh6WJo6qFInKFiCzoTCG5cHFm4LsgltjSKCDc0K0v8ZnlL3h7C9GxzT4GzTL1CrPzq7FS2n1RZc3GT5fWx+8TKFycpf4OWhuwY2yEnj2PKaDsj0VLZk4vbvzlqgM+/wCzqeaXki07/bMNvdy4o2tp2LINT00t1j6QANPT5sya6ntt2pxZl2Bm3ZcFGet/42Nrlwzrv7kK+LJvcsX1GUPWx/ZL3o6/AJ1eiVVERarfndUQ21Il1ljbheiecWScuz9RSTEsvusT9zcz54ajGPgFXq6cHj0jueSeDB6/ejnrV1QDNNMBzynKS8gpynsC815+AazIKcp7Pacorz+AmlJnZwFPiUhvP/cLNmH5Mje9+HZMvPv9EZHy9mFnpd57w5RF95ydMa+1hTpuByZbAm/dEmcG3k2wPiR2MxtHYv52YSm75aYXlxaUZL2MSRwBYMXiSg78Y7M9yo/8XPpfzLL9dMzOvwIflv+w7tLaFWXvRQ3oG2jpHiiz72BCfPYyZ84egNlAbdbu50fvYcQpZ66K6tlrivdxV+rSOk9Zxr3Adb59VVYrtzwVy8bFb1G7cR2eeI9HoqNcEh+LZ8s2PLV14FFUhLjRI26Q3Ks+aJSSTZsz61bgimBjBYiObGBYvy24XNoU2hbhUvomV+BRYdO25pPR+JjAGmX+/N8WP2DC6a6nnb+7fSYMrU0c0Sf3g5MePVxEDsFkVgYVUstNL95QUJL1AJDXeKz/sDjO+c9I7vzrkrphuye8nft6s0uepbmMqwuzEns3pyhv78LsfLeqfm+pBT4uIif65EQ8AEylZYJZLWYTlNz04u8wdVgB+OuvEgc8LyKPAq+HU7zBShIqBHJE5EM70WGdjWPAuw+RYUhjjsZUJglbKhUzwxkN7L5jSz2b19YxbPemQsM/4lVYAcCK9f4fXkYfMwMc8/PDxQe7t25/AhiOMe6N1APXlE6b0VQsOG3OrAkYn2hizKihA+vLNoWKCLgH495oRvo5F7Lh7dfeK//yU38PrxuBvg0euShCPLz3SRVzXqpi/i/JVKQKyRMmEdGzp9aNqPe78qxfu4GKz7/tA7wvIusTj85uSDpi0uGRKckhhgq9kypxufxPnVOSKtm8LQH1mjh7/E++vZmDqUWagHEdvAZcVJidvz6nKO8ZYFqI692Y2XHj7PEXjIDTWCAGKMLMhPtgIkoef//ER9aijyAimcAdIvK8DTnZyzH64RdjXHTu3fZNKlTlwy/e2PSUiPxBVetyivL2pLnx9qbx3Gs5RXlJx3xyyZAlD88bJ8KqnKK8x4G7C7PzN+SmF28rKMnKxhSfOB0j/vURMCs3vfhrfx2rarWl//0isEhE5gP329X99jLik4DiUO07GyeMsJsgIomB5ET9tL0KOFRVj2jNvawEiFu+L9p64cNXLovP/2JCvYi8AlySm17cTOozpyjvLMxmXQsWzHhj3YZ5pcep6tdpc2btjkkGqgVeKZ02oykMIG3OrDsx0SYArLvhPlL/9ZefJDLyUO92jWTOnN0Lo+fh18pt/uzD5Zs+eHM3f/5zEZE9Tj92bu2vS45KzRzChr5ZaI+d7hNFP6gdUZeJEYnyx6crcq86eMCZZz+0bdm351ct+IEeB4ynZ042Ual9A1wCwwdsJD4m8J5yyZq+1NXvjE1OjKtmaP+AgRHLMKGHfTCrrEcLs/NLG0/mFOX1wGRYtohu8cJTmJ0fkVOUNwprtVaYnW/7y265uc7CRH3cF0qbp6AkKw7zIN+Ym1680erjPxjZhT8f88klfyV4uv1/MXsRRRg5Yxbe8A4Dj9iN/lnDVwEHFmbnh0ouo6Akqx9mozcaeDc3vbjEWt0uZmexkArM3s5nwExV7VBNn47EMeDdBBEZoqq2EkpEpADYrqrBhH5CEh3r+ndEpPzhgW8nHp+bXuzXmuQU5b0DHOl73NPgpvivz3PAI6cvsb4gRZgCA4u826XNmXU8ZvYIQP36zZS/+A59Lz4D4OXSaTNahK1lzpz9N+DuQOOu31b+yy933nC9rwSoiGQDf41K6bto+IVXXiYRkb4hfjXA5JoRtYdiJGH9cVrsLzHuhkT3iw19G6hdvpJtb3xM9Xc/E7/vWHoeewjRQ1t6jIb220xivP+gElX4eVV/3J7miauD+pSTnNBi0VVHywiTFcDkwuz8puSonKK8dIyPOZD76pPC7PxDApyzjYhMAG4FzlbVUJvKvte6MKu3r4755JKV1v8DcRUmZPSqxgPumnrmX/kao86cQL/9054szM4PuuooKMn6JyaapfH9U0xdzvPPzpj3Es3lBDyYPZazQqkidmccF0o3QEwB4UfxYygDMBpTpaRN1NfqXvW1+lkg422R7O/gloVr6D1uUONyG4xv8pScorypGCnUWOBdGHie93XV3/9M7B5NnpET0ubMSimdNmNz2pxZMZgv2ODIhMijIipcSIC9uqieySuBL0XkNMzyPR4zW40BzqvbtKEmc+bs5zH+8FMwkSJvAzcsmTl9QdTAfj8PmnX5KEzVncabeID7SqfNeD5z5uwmtcKYkUPpd9k06laVse3Nj1l33T3E7ZlBz+MmEzNqZ5JqeUV8QANeUR2D2xNBdFQ9CbG1qArbq2JZsymZHVWxJCdUER3p3hQT3VCEcZv4Mgwjf3okQE5R3gWY/YVAQQgeAj+gwkJVF4jIeUCBJT61MIxrPSKSC3zw3vEP33XE638ux//nyYPxjzfbf4mIjWK38ycxP+9leu858EzXj/fe7Wlw+5WNLSjJOh4zg/dGMH/jXzDuj0YD3oDRdHkGYwN3WQPuzMC7GGup+iYmzTpDVZfZaL8NOLGtymkisgy4SlVfCNQmpyhvNn6iL36442MGHpbepI4XiIrqmG0r1/fu2ej/3ZD/FD2PPZiYEUMam4zGlAh7Ea+MT6kTosqicDX4NeIXLJk5/UHrNUQAHlXVzJmzUzEzsD9h/KPFwI1LZk5v0ngRkRigpMdB++xIOfukMRLZTGO8CsiJ/SVmrkZqbO2QuhZOnPqyTWwv/ISKz78lJmMYPY+bTOyYkYjAwD7l9PKZUdc1RFBa1pt+yRXNZtsehQ1bk9i8PQHgtd6JFecPSNn+Debh5w/FJNo0lrwLZLx/Bq4qzM4PN8Q0KCLSF1MM4r+q+n6Y1/YHPhqTl/1o2sl73Yx5oDaiwPTC7Py7cory1uMn6/f9kx6lbksVmCijdZi/8SveM+eCkqx3MS48f5Rdsv9X43Zsafge8wB5DLPRGYGp3hTBzr+0AptVtTyc19hVOGGEXc9FmLhewaSUh2IAJr62TRXqrTqFIwG/mz9e3I2Z5TZRsXIrVWXbSUoP7BNuJCGutme/XuZyVaV+5TpvF8Q2TEWZN/D54mq0Ut/fr095K+YL2Nin2zLeyRg3zp8xG3+CUUh8K3Pm7D96ta/tfe4fb65fuW5M2Q33UbdmvXff8Sj3A9HSIERsb1lAIiq1DynnnsygW68genAqG++cw6b7nmXHB1+wek38ujWber7e4Ha9gkkcuXRFWcq5KUlVm3xdJS6B1N7bGdpv859Lp804cUDK9psJbLyxXk9fzIwy2Pf2/PY23tCUuHMicIGIBCuy4O/a9cDpi/OL/rryjR8Ox3ym3sesOvcvzM6/y2rqLwKKhGFNEYV9MBWRHgOWi8ifvJoFS/pKvfuLfeswYa33ABepoUFVS1V1uaous36WA1EiMsrrJ91aJXc7grpQRGSMqi6205G1lP65vTWhf8uIyGiaL/v+iPE3BmMMRk6zrToNe2MSdoIWcS3Mzv8lpyjvSMwG1DiAdR+WeCpKt7gi4loIBvklOaGS9VsTcW8uJ6JXknfW5v0Ytbie/q7TGMUT48FV22SvGoDzl8yc7u+1/wU/USsYY3dz5szZryyZOV0BEg/e96CEA8az7bUPWT/rYfpc9CfiRo80rYVMT7QHV52LyM0RSL3Q0KuheRE0gciUZHqfeRw9j5/M1hfeqdny5BtRW+a8HrnKvKf3WjHN5BTlRREkRTwxvvaEnKK8VwkdVbIDEwMeKtsyNcT5VqOqVSJyOnCPiAwKR4feCg+85ofbPrr5h9s+OlT919icBRyPj9RD3/2H6ZZvV8POWXIiZiPSewO8lMDCa1sw79+pVpZlqLFuBJqllIpIjEiQAM+d13aq/Qs1Aw8nlTQVk1ziYAMrGedhmifO7G+JVAUjFrPZ09YCrIMxRjzkg6AwO/+Lwuz88ZiHx8RVb/64IfXAEb5iQQGJjFAiXB5ql6309hvfD1wbH1M7ZWDKVkYM2MCw/ptJiq/GO/HFE+tZrKI/NiS6P6zrXz+jZkTtxwFuEyhEDSDD+mkkQSIjST75SPr8+VQ23fss9et35gCpyxgGQYiodAX+lghEJCXM7nPeycmoDsXsS/wDWCUid4jIYMys0V9SSiO7WWMLlZX5QGF2fgWmenogFFMdp8NQU/j3QmCriJwSqr3Ptc9h1APv9mcMrTJ9R9Jcm3yRK9J1GSYqCYy/ejvGGHvP2B8IcutHctOLG+wY7yBjr1UbtLb/1hLKgIeT8fUlwcOaHJqTgtm4uRN4HRPmVIX/TSxvGqe9bTXgPTGRLLY/dIXZ+T+9dfDdG2o2VqT2nZRmW8K2wS24PS4aNpcTPXIoGEMzIym+esmw1M0H9UqsJi6mgYS4Wob028rAlG07r01xv1I7vC61oW/DoZ4entuANWlzZvkT+Q+1EeV9/uPG/8TtmUHPEw5lY/5TeGpqAba76uWOpoviPcG/BcrFmPJga1X1H5hZ4H8wfvi335p8z30bviitUk/At/lXmutr++MnTJo4mPjwQBmnbxRm5/vNfm1PLFv1MJBmVekJh39jJg8X+DtZmJ3/WWF2/iSMtsnQwuz8PX+6+9N7MRFElcA8YLfoWNd5F9yRfmtBSdZLBSVZj2Pek9tpmfZaiJFA+E0SyoBvscp2hcTKUopv+5B+H6hqmareq6YO38nA/piZdbC6hbDT7dUmF0pcQkS/iCipKijJsiXV6sWJwObeew16zu4FW3f0AISGsk1EJMQDbANdldp72wiXH+PYK7GK+JhaMMviq2he7isW+HfanFm+9RRfDTKERUtmTvfeHH4MU4gAgMTDJxE9bCCbH3sZ4Pafr7n8Vne8+9G6fnXuhl4hnpNCNPBZ2pxZh6XNmSWqWq6qszCRIzfg0YQF/3wj/uM/FbBszlfUbGohuviAFR4YTFny/MLs/AaAwuz8csws1TuRSTH7CKHcMO3N7cAxIjLG7gXWxuMZwN+CGf/C7Px1hdn5q7yuWY2pfXnIE0sn9bj/m30PdzfoFe/NWffH6oqGszFRJckYjaB/Y7JVs3LTi4/NTS9ujWjYLkHQKBQRGQrsqapv2upM5M/Wk9khDEQkGohSG6I5InIGJhogsjXxqwUlWYnA7GdvLs1dPG9b5I2v71WNSdS5PDe92M79P4nuFbfp8FfP97tS8NWx3lYZy5qNvVCEjfc8Q8/jDiF62MCK+NjahOGpgaXPt+6I27F2c69ltNS+bmQFMKJ02gwPQObM2QmYxAzfKjv1wHHekSgAaXNmDcdsaP0BcHlq69avv+nBtXUr11007PGbRmLek3A1R1YCs4G7SqfN0JyivD7ApRWlW05dPfentNXvLomu31ZN6iHp9Mzoq/GDej72zdVv/UVVPTlFecMwG3u+LrR/F2bn3+R7I6vo9AEY1+X3nTHz9oel534ncJNa8gM2rxuDCXW8UG0UchCRSMt9Q0FJ1nvA4QBVOxr4/JWNRMe6mHRCX6JjXCflphe/2oqXsksSdBNTVVeKSDDfoi9bRaR3qKwthxa4sC8lG4VZxbY2dvUV4LCaSjfxiRFgNoz+gln6Hx3sQiuU7MDhp44PmJAhAlt3xFFbH0VFdQy1XtmHnpoaJC7GDSS4JLjnpkds3XysL2kAhmFmXFsAlsycXpE5c/YhmDTrMzCrmSJg1pKZ01tUYrEqBuWkzZnVF0h2xUSX1pWuHYNL7lPVve1sWPlhKMaAp+YU5d0JfA6MSEjrTeaFB5Dx5/1Z/+kvVSvf/PGnJfd/Pg5TUuwkEfkI+DAuNemPhzwzdbxEuPbHRNs8GahCjpVVGY7wVIegqg0i8k/gdhH5h9qUd1DVxSJyNfCsiJxuRaoEvQ9AQUnWIOCwxuPxiZEcMW0A2zbV8cFTZbhc/Pvsm+WNXTk5JxzaO5FnHkYzoDBUQ4dmuLCfTBBJK/3fBSVZB2B9+Kt3uIlLbPbn/0NBSda+uenFfhMlLJ4CXENPGBv0y1ZVG015RY8Wxz1VtWplkZ5bXRuNxwOuAE688or4UApwFdZPE0tmTi/HuFyu8neBP0qnzdgZcTBtxnfRQ1Lrqxb8ENtj3z3sduGPy9weSYlwaTM5XVdkBAMmp8cPmJy+8K2D7z4Uo6d9KOZvcnJ12XbmHnrvOkya/FdANZrflnF0CqpaKSLXArNE5FK1WclGVX8UkUuA/9kx4hYp+FkZ9ewTzdHnDWTNsirl5hXTrJXBUuCz37Ixt2PA60UkWkMokwGo6hoRabNW8e8QF/Z92lFhtPWlKaqoqqKBpJZ1Aw+huRZ4E5Y77TCgIapHzAfAdH/tVKGqJsb7UB1mJjq/ftW6wz21dXOAc90eF1t29KBPz5Zemwa3rN+0vUefEK/l5dJpM0J+JoORU5Q3GrP/EAW8XZidPy/lnJPe3vz4qwfHjx8dqEiFHWIEnRLk/Gmqej5molMIICJ9MO//odbPmdbxlzG6HR8DX2o31e1Q1Q0icgdwkzUTt7U5rqo/iEgexoifpqobQlyyDJM7kOzv5KBR8Z+p6uMAIrIbkGul9K8APrb7cNlVsJPI8w2B/ZAO7UM4LpRIWm/Am2asfmbg4JOw04iIDMSEf0Vgvjxzgfn+2ja4XW/VNUTeh3HVXA8ML50249DSaTOu0rr6gev+fdcGrDCx9VuTWL81kQa3+RiqQnVt1I+RETpe1RVQ2xuzafdvnzFGi8hLImIrDjqnKO8uTOTPjZgoheKcorw3EjMHzY3fZww7PvgieAchECFYkHyLIg+quklVX1TVi1Q1ExOpcSYmbPAQzCZduYh8JCLXicjBIhKwQnFXoCaL+EUgrBqjqroII3b2nOWmC0huenEVEGhZUonZ12js92dVfUxVH8HE0J8pIueLSE53e+9ai50pxvfAOQT4wvqhQUSifmtPug7GhT/Vf/9E0foQwhcwSSVRQzLjGZzRzEtRi4+ULDSlQRexsxRbylsH3x11zCeXHI3ZvDoNo0GyHXg4KtLzryAz4zJMIsrJwCsg+23alsjmbQlERbo3RkR4pv502rXvAKSVzirAbNIB4Kmto2HjVqIH9wd4sXTajGYJSKpaZ7mt/4WXPrU/corypgVoc2z64A3f1xydXb7p0ZeS4yeUY0dK1g/bMEJTxwc4HzIVXVUby7YB3GgZnP0wxvwQLDeRiMzDzM7fVtWQ31ExBYmrNQxd7HBQ1fki0lNEjlLVd0Jf0XTd9yJyKfCwFQwRLEz1esxn7hJ2Rr79DPw5N734lwD9l2LpB1kTkikisgr4FqjXbqj1bQdbWigicrGqBhLn9207DhNREcyX6uCFlda+w46vTkSOBs5U1WC1AwNSUJJ1KXDnE9f+wvhDe7HXIb3APDwuyU0vbvY3tpb1n2HKX3nPKMeq6o8AOUV5SUB/YLVVvSfY2N8EnlHVZwDS5syahBHnXw28VzptRtPrT5szKxLzwDkRYMtTr1O9qISBsy5fLiIHl06bscZP/7sDC4DdVDWg9GhOUd7nQKCCu5sWrxhwctXCpZ9se+sT+v/zfMSPo94lHnolVtHDEqfaVhXH9spYQBT48+5paxdi3jvfmV49cEhhdn6btKV9DPrBmD2UwZhwwjcwM/dhmNTz8Zgw1TEYH/KZqvpsW+5vY3xHAlvDtQMiMgBjoN9V1ReDtS0oyUoG9gG25aYXL2jDWKNp+XeqseM27mrsGvCLMCLoIRtb4kLnq+qD7TC+3wXWhktPVQ0cV7ez7R4Yfeawq6k3UlCSlZ1/0ZJH9z06RScd1/cr4P7c9OJmEQ0ikoDZlM6k+UpNMVlwLwLkFOVllX2y7NDkMakLY/smvFWYnR9wZiciDxMRsXTYY/9xYwoap2L8u7eXTpvRop5l2pxZjRVbTqta8OOQjXc/dWDUkNQD6lauC2j8RORJoNbyMfv2NwgYPWbY2qdFWoomeZH0Y+nAU7Y89cbDEUkJET2Pn9zsZGSEm+Gpm4iOav68raqN2rhyfcpZy8/617sAOUV5BwI3AwdaTb4AZgLvF2bnu3OK8mIxroNpGMM6HyPJG3Z0iRU1Mxrzfv0do5vixqys4ti58VeJKWcXUlu7rYjIqcC3qloS5nWCSYQ6CLg2xGy8QxAjkew9aalV/+n/XYpdA348RufEVgkvEblCVQPqPzi0RET62djAaZSenauqY9t4v7uBD1T11QDnR2D2P3piZo2NH+Za4P+O+eSSx4CP1KPp7/zhAfa95ThSxg/eDPyhMDvf72xIRG7sccD40/v85VR/cgEXlE6bEfChb00MVgFPqOq/grQbiSk9tmej4UibMysReAijuxIxrP8mEuICTq7WAEMKs/O17yVnpm6Z8/oXvaYc9VpC9oRGISQG991Czx4B9xJ/wqgFPge8aBnqFEy8+WXABKAao0U9kp3GvRE3cFphdn4Ld1Y4iJGAvRfjavCmVFWHt6XvMMfxZ+A1O59tP9emYmbj72sQxczfM3bVCIsJvOT0SyvjaB1Cs5UAO/Bh4saSaMopytszpyjvrpyivBdyivKuzSnKG6iqv2BmcUdgNFsaZ9YxmKV4MZBes6kST20D8YOSwcwiP7MqxjSRU5Q3Nqco76ohU/Y91IU7kNbLrLQ5swJm8lrupReA04J9ttSoyT2J+eI38jSmBFeEleEZjHsbK9dsvPvpMs/2imM2P/rSYStyr3oSuFTEU5MYHzQQZDRGVfJ/wCs5RXmRmPfwSYzxBjMjzqWl8QbzN7kjpyivTUqhqvooxv3kHWqpwCYR8VstvoN4FPiTiISdpW0l+FwARIrIbVYklIMXtj4kqroJI8pjl58JLu/o0BK7D7xKfCrHtxIP4MopyrsU4y/NwxQ/uB5YklOUl62q9Wq0n6/FbJweBMxKnTxqGZbyW9WaclwxkcT2abLZMcATOUV5EdbPE8Ai4KY+Y/tkJcRWM6B3OX72bJOByb4HfXge44/fO0S7G4ETRGTvtDmzxmDcCqQk7WD4gM2BZt8KPIIp7bXzoFHjvAe4b0XuVXf377VjvL/0/wAch9lUfYzwsjqHAvuG0d4vqvo2Rqq4MbpoO+Zh9qaInNIZkyxrs/R+YGgrjbha/vr/A84Skf9aq0MHwtMDD0dpqzGhx6GdsfYh6q2Nl7bgTh7dfxAmc9D3i5wIPGUVNAazCfaDqn6mqlftPfPopod55epy4gf2RJpbtVMwSRSzMDNNADx1Daz7aBnJ8RX0SvS76R8qKmoeZsPztGCN1JSmexB4ROvr9wOIimygf6+AJUergLGF2fl/LszO97eR/CBm5XPb5pc+/BlYHmKc3lyPjzyqTexp9YZAVT/FbHSWY/7O+Rh3zp6EiNZpL1S1TlWXAP1FJJgyY7A+tqrqTRhDfoqI3G7Fef+uCceAhyNstYnmAkQOoQnnAVlOG90o8YN69h187O4zCDwzHIJJKAGz0/+N17kmqYSqNdvoMcivnPcIfCr5xPVPBI9Su7mS3oktEngq8VIJ9Ic1m3sBONXG7PEOIHPTA8+PA0juUU2QK+IxbqFA91WMTOy4ZU98eZN6PL6lu9qbjQRIqGoNqvoNZkL1F1X1qGq1ql4LVIrR9+4UVPVXINoK42ttH9vU6JBfhxHSmi0ibdoP2pWxZcBzivISh52859roXvGHhNG34wMPj3Der3LaYMBzivL2RJi6cf4K36K/vjQmVexNcwN+J9YDp3LNNnoMDjiUZjPq2H7G9Vq9fgdRkc0nulERDXfsnrbWTu7Ac5jwuKDSxaq6GrilasEPp3mqaspcrpBhz8kh+qvGxHUfMHfyvYPVo5cRWNa1rcwszM5v14gHVV2iRo/b+9gjwO4i0mmrZcuvXWltNrelnwpVnY1xUR0sIneJSCjX2m+OoEvWnKK8BIxk5NQxf8uOi+2bUJdTlPcwcGWomF9gs4j0sWbjDu3LVqBXay921zVcU72+wtVQUYeqBivM0FhurQIv4aTC7PyN1ufgL1Wry+m7r729pdi+PcAlVK/fQXymyw1EJMVXrxqQss0TGeG5BvhXTlFeIUaQai1wPsZoKkYz/RGM7vwHGP9yqMSVW4Hz1896uCj5tvNPhkrfiAxvPg9yDmjS/MgBHpk7+Z7Vx3xyyWBMlaLj8MkMDUWsq46U6EoaPC7KahLd4nJF1NRFsnVH/MItOxLmkR1Ob21iJnCHiGwKN9yvtajqNhGpseL2V6vqtpAXBe6rGrhXTK3TXDEStQ/vqok54RJqBv4qRqkuTlyCINHAxZhZUCiKcfzg4dBpLpQ17/58LKo0VNexacGqQM0+L8zObwwbHYvxaTdRmJ3/V/V4Lq5cUx5sBt4MV2QEsSk9qF6/g9ho95eZQ9edPKTf1kGREZ5hVpMIjMH+DJOQczsmSeUQjEtk3jGfXNIbozR4aqj7WV/iGXUr1p608vEPD61vcAUKZXu5MDvfVo1RVd3RZ9+hBQiXfH7B838pzM6fX5idfzVwBT7iWv4QlL2TVpDTbxEH9FrOwSklHNt/UYR7u7B8bT+27EgYB3ySNmdWp7gFrOieewhQJacD71trJYOliMg4ywC3tb+HVPUuTNRKfxFp9SRnVyGUAT/M+xeJdOGpdwMcl1OUF2q54kSihEc4X55Wz8DTz54YVfLY/Bht8OCpdbM4v4gAuQDjLI1qgBh/SQxzJ9/7qqfWTdzApECrrBaywsm7p6IeD8CkCJfehP/PYAr+61vujlkyfw2ki4hf57s3qQeP/F9UcuyWqA0r3o6K9CRiIjEaX3AtZlY/NVQ/ADlFeb1zivK+2O+2E94ce/nkqIrSLfkHPHjaFzlFeUMKs/Nvx/j9g65MxyauYVSPjUR4yen2iKxnSvoC+sU3KbEmEoaioj8sASdbWDPvH4ET2nLP1mCFq34HjBSRPcMZd5A+t6tRNqyyDHn/9ui3OxLWi0rK6Mv2ZU3f1UOCtbU2fgJu+zu0IJz36iuM8QmLnKK8yKiEmHkN1XVND4vazZVsmFfqr3kPApS98iIdqInpFX88Lf3Bm/GzUusxOJn67U1Db80D/kx2+uPHhWq89w3HPDwge9Sgzd+uTqzdXBmHmb0LJi57oBV5EnK5nVOUty+wHpgIyJDjdif14FGUPD5/YtW67R/nFOVFFWbnb8SsWP1KIkTgYWS8/6TCSJeyf2ozGY8W2ux2Z8iWIui7Yc6obwT+2daZcGuwQgUXYx4ie7RXdIk1K18PbAD6WIa8NRFB3ZawDHhyZn+2LW1ahYas3sJOH6pDCML02a0DBoV7D0+D+/xfX1y4j7tq515hQ2UdP93zaaBZuG91G1+igTfePuK+eUAapkDBTda/wzDSn82I7ZdAzYaQnoZgJLHzc7VPoEY5RXlROUV5jwDnDD5mDOpW1rzXLJH4DMxDKiQ5RXlxGAGqpj0jESFtyl5snL+C0pe+G4FVy7QwO/8pa1wPAh9h4q43AcRH1BLtCix3079Hs1oITcHqYngWONvOeDEuqLGY5CVbqGo5pt7mJXavaW9U1a2q32GKQo8TkWEhL7LXr6rqBsuYR1uGPLk9+u5qQsXdNmXrAUTEROKpc4OZ/b1so//1IpKqNkomOYTFSry0ve2y7uNlebWbK4mIj0I9ijZ4iIiJpHr9DjZ9uZK+E1t8X8pEJJj6YSVWQk9hdn4lJmEFaNIBOdT3gti+CdRs3AEmkWgeXoqDNinCpMrXE8SAW2M5C6BnZj8Shqew+q3FDD9tfOOmbQSmkv39Nu55KubB0YykkX1IHJnCmneXkHHuxCysFUdhdv53eK1ecoryMoBXaj2RYzwKgRKBKuqaTX6bUulVVUWkFLheRJ7VEJrgqrpdRGYAt4rIG6pq94n5MPCJiMxpTep7e2FNZhZ2xGzZ2jDdZn2ud3lCzcD9+uHU47nCWi4GxUqoGNyagTkEZSWW4QyH3nsNih53zVHsddXhjPnbgSSN6su4a49iwqzjSB7jV0b7UYzhChQl4DetP6co768YQ5vjey6ubwI1GyvAZDxegvFJ+7Ic/24IN3CzpRK3iAAZmTlFeelYBRHAzJaHHDOaihVbKV/crOiL3RWoP3+81e/u1G+r4dcXFgb8nBdm5y8tzM7fvU6jLi6r9VPBwuKbDU1/0lWYlYw3t2AycC+yOeY5GF0X2750NWXLbiTMiJqOwoow6ai+fxNy10E/wIXZ+bdiNjJfwvgdny9fXHb13Mn3vtEZg3PwjzWLCLmB50tc34TPBxwyitTsUQw8bDdckS767Z9G332HEpXYwvV5XWF2/ucY33ygZXU5PpupOUV5yZg4cb/zzNh+CdRsrsJd27CuMDv/W4w+yEPAL5iZ9bWYmfUfMaJQjfwEnFiYnf+J9fvXwG4BdD0O9b3/gMN3I2m3vmz6ukmEz4P90n9+NaYBBh6RQURMJCte/j7onkROUd5ewCkLtg3rsa2+ZS2BBeuH7fh564BfMZmx+3vL5eYU5Y095pNLjuu158CXgH/Z2by1kp4uAS4PM+b6XWCiJQfr0M0JWdChMDv/Q0yNPgDkQ+mPMeorOnBcDh3DHVgFGCLiomioaqYJ8jRQg5lVzynMzl8EJg0aU7nGH1uBXiIiqqo5RXlHYaI6AlY7iUqKxRXpom5b9V05RXmLC7Pz3wf+6qfp68DrlvsBP1XXvwb+jPHT+8qvtthPiO0dT836CtZ/spz0afsB3F2YnV8aaJw+PAfchR8NmuiecUT1jK2q2VDxJxGZrn7qOlorgo+AXjWeaN7bNIbBcVvpF72DpMjqt/tEV15794HPfnX3gS2u6wU8CxwFsN9tJ/DR6QXu6J5xs3OK8t7EFFrph5lc5fuGQqrql5bv/HYsXfVQqKpHTGGFR0Vk/G9lpvpbJeyif6q6XkSCaSn7UiMicR25HPqdEnblo8Ls/O9yivJOAO4RkVHWvuVW4GZrtRUWqlojIm4gPqcob09MIYGgvkURMX7wDRXE9UvMI0R1Gj+GuxHvjUxfA/4Gxog3E09KSOtN+eIyPPXuG1xRETOD3ddnDJU5RXl/sMbq+3D6vnZz1c8Yqdp9gCZd85yivJEYPfCT8VrtenCxsjqFldUpYCRlF+T6ddIwB8t4g9mDyjh3YsRP93x6Tu2WqnNieje9vP2Ac3KK8k4szM5/26ePq4ClEkaFHDVVdRZg3DV32bnGoWvojNjIJTjx4B3BGnaWObNNYXb+O0AGMKG6bPuysk9/Gdoa4+3FO5iIkxnYFGCK65fYGIkyug33/QGzudoi4aUwO78cuByf5KiEYb3x1Ll5+/D7nmyUjLWL5U5KwRjEjzBJbkcUZufvpW5PY0Zo06ZqTlHeIEx25xSCf8/SMbozzbBm7S32EAYfPYbYvgksm/Ol76kY4AFfGVprRXA9cFeYAmhXAX+XEDUqHbqW1hrwA0TEVhSEtTEyw9EHb3datZEJUJidr4XZ+V+7q+tXfXN1YVt3+pcBh4P95O/Yvj2oNhuZrXbDWZEYbxKgGHRhdv6DmFyFFzHxxW9Vb9jxkHU6oHBVMAqz86sKs/NnFWbnH1qYnX+S5f6BnauBCV7NL8OUmguF4sflg3kwtfjOuCJdZJw/iZWv/0jV2hZ7y8PwH9XTWOj3bzbGYwalug5TEOJGu9c4dD5hu1As+gNPiMi4UDoGIjII43+7ipY76w6tZxWtNOBebMKUNWtLyaq5mDTyHdhM74/tl9gYifJQqLYh2EYQI1mYnV+EiYYBQObdfSgm0WYMxsfeXjQmFnkb8D/YvPaDwux8f5msLWp+NpJ68EiS0vuw9NEvGHfNUb6nW2zqqin4fClwhYi8amU/2uFO4Hvre77Q5jUOnUhrZ+A9MIkbz1ulroJxBGZ5928R+WMr7+fQklbPwL34lbbr1XwGHF6+ZH2wyKR13r8kpvdh09erSguz859v4703E16hkcbN2FbNwAOhqtsx0hEDvaRS7exNbMG4elpQmJ3/JfC9v3Miwm5/zWJD8a9s/q6Zna/Bj8BXTlHe6KM/+ltGbN+EYa7oiHt8zwfCkk+4EuN+cVbQ3ZCwDbiYmoxp1q+HY5ZZwWiM1Y3HCOaMD/eeDn75HChohz4Ob0sH1pfcVXzhC5PU4/FncJZhPgOHYQo8XFe9dvvhFb9sHiCmsnpbCLdS1HpMSOx3bbyvPxrrgDb6wYPVtKzARASNB9blFOUF8jP/CaPK6I0b2Nhn7yEkjEjhh1s/xNPQFDJ/X2F2flNhbCsb9Wlgsbgkf8LNx6Z7GjxHZ15wQDgFx9/APBhOCeMah06iNTPwk4HGqhou4ExreRYI72SLgZjwJGdjpI1YewshRa5D8AmQ3RahHxFJAhrw6Nh3jnzgG0sn+xPgU4ws7L6F2fllhdn5HxZm519VmJ1/w5IHPv8AU1mnrbP/sAqHWPo8kbRPTVFffA34PRjfuy+VmDj1VzAhghuBDTlFefNzivKalZQrzM5fjNlw/jNwH6aIwUjMd+r1UWdO8FSuKmfFy99XYTYqr/S510yMZAAASel9GXrcWFbPXfyXI17/c4sNUn9Y79l04DoRaa3L1aGDsFWVvtkFIs9gZgberAGyfX1rVvmkFeyMn63AZNA9oapt9X/+7mkPmQIRmQdcpKrftvL6gzCztJ5YM0tVvc7GdQ8B61X1mtbc1+rjj5gKPdGWLKqda14AlqvqDDACX5goqarC7Pxf2zCWgzD+9kJVPdbquxfGRXIaZgX6PiYDNR7zgPNdgdQDhxRm5xfbuedR71zY94M/Pvqau6o+Axhl6Zlg3TsKKGPnZAuAum3VfHLWUwzJGfPT8me+tu1KEpErgB2qGs7s3aGDaY0BX4T5AJZijPOHwNv+CjeIyAmYJI3vMGFfc1W1hcSoQ+toJwN+I7BNVW9r5fWXYoxSY4haBfBPVb0vxHUzgWsIw/j66SMbM9vvo6qbQ7W3rnkGKFPVy3OK8i4ArmanMNhXwCWF2fmhCkX46zcBIwuwARigQb5YOUV5rxA4sebtwuz8FkqEQe67F/AtcLuqNs3Ac4ryhhIgymfFq4tY8sDnHnd1/WAr2sTOfaIx4ZPHOd/h7kNrls5TgdGqehhwoao+Fajqjqq+pqrHqOpVmIrira684eCX9ihu/AE+uu92KSjJ6pU6PHYqO403mNXW7SJyYojL3ZjPnx0xqUA0Gu1w6q/WAVE5RXnnW/f2VnXcF3jPisEOC0sw6iXMxmMoV0Ow9zusPQlLve8JIE9EhucU5blyivKuIYgS6NDjdiemd3wlJsnI7n3qMCGFN4QzPoeOJWwDrqoLrT9muNfV006Vth2a2EIbSqtZzAP2CfdBUFCSdQ6wpqFOfRUBqzEzv1C60o3Sh2eLyPRw7u1F48QhnI3MeoQoTGEIfyTiU4w5DBZhoq6SQ7QLpibYmozlqzFJTbMwolc3EOQ9kQgXg47cbRYwTUT2t3sTVX0bE2kTSmbYoZNoayamhBle1K6FWn/vBFumh9FHLWbmaLsaS0FJ1r7AI6oat3VDHbEJEex9eC8yJyax/7EpP6tqpvoU0PVDY+JPFDDLxozdH1swYYzhuGDqoxJiegHDg7Q5qBVjgZ3iW5nBGv36wsKvfnn2m0Cn7ZQrbIaqrsXU/zx1y6K1eaGaAzctfWz+TZhN1LvD3MS+EpN169ANaKsBr6X58tmh8zmkHfp4B1Pr1C4XAS4R4dYPxnPfgn3Juy+TU/4+lOULK/aaXbRP0FWBiMRjoikaiQb+JyJBK837Yq3qhmOSmuxS7zaa9sEiePxJ3NqhsWJEUOmIZXO+Kl3+zNduP8/flZhoktZwqys6YsuS+z6PDvJc/xZIL8zOb5SL/QdGzuAsuzdR1eXADhGZELKxQ4fTJgPeHjPAcHCSCZpjvR+3iMhJbezqTWC4iOxhs31G4396p8bgsioUjNwrgaFj4uX9p9aFSqvfm5ZuhBjgPREJxx0Cxl0Rzt5Knae2QQFf0Sdvng5zDI2UYGa4QWfg9dtrPqvfXhOxY/nm2Rif+SJMlvJ+hdn5q1tzY1WtTNl78KPli8tY91HA4vLzC7Pzl3tdswYT6nlzAFneQDyIfwVJh05ml4nrtGZtWYRQr/Nz3QGq+nnHjKrLmYTxJd8jIt+qamlrOlHVBhG5HzOzvtDGJb9i/hbNEBEGjox3L3h3y8SCkqxojJF+Pze92Nevux/GddI4AVCrz0LCcLNZcckx+NcSCUQ9ZsY/HfMg8a1k8T6mkEXYqGqViNRgZF6vCNJ0IcBn5z37vqr6zcRsDX33HXo1yt9Wvv5jXP8DRxIR3SJJ+lk/lz2CCXWcgc1CDqr6tYiMEpEkKwvVoYvYJSo1W6WVDsZETNi9RkTkLEws7G+VRiGMgcBDNmQNgvEoMMVmrcCAscCj9++5sndq9AxM1NHrwLqCkqxpPs16YsLtHsX4sC9Q1VGqeqmqhlPcOQkTAhnOSrAeiLJkasdhkl0+w7iRzgGOKczOD3uTHpoqwccBvUNsDi7FbFaOa819AvFjflFdQlrv/9vy7WpWvtoiKfZRSxumGV7p8n8XkbQwbvc0XlWPHLqGsOPAW3Rgifm3d1uva+Iwft63w7iPCzgXE3ceUBRoV0dEPqf5TPh6VZ3Zhv4KgG9UNaQGdEFJ1nRM/Lf3Km6Fu0GHXX7w1/z3/fHExDV7nvw9N734Dj/3/BsmCeWyVox3OPC+qoasOGOtCC4vfGjN5VvW1faaet2Ir4Dbc9OLg6W8hzue/TFRPWDyJPYM9EASkfnAClU9tb3u30h0Uuynnnr3voc8d/bPMclx64DHgecDSeharriPMIlVp9m5hxX3Xggc0tmuVIedtNmA276RMaoazh/b0sqYTHjGOxKTevxCoPj03wJiKnYvx6voNMZlcaSqftrKPkcDp9vJpAQoKMkahMkyTMLMYguAgfdeupQDT+rLXoc028v0AJNy04ubCVlbIWmnW7kC4Y53HPC4qgbV1ykoyRJMtmjOG/evpqbSzZQrmgo4T89NL74z3HsHGM9/aZ7O/riqnhug7YPAZFXNKCjJcmFm4xHAwtz04jZVwRGRsZjkudmqGsyV433N3phEpvGq6ldEy881d2OikTpCW8bBBp3pQnG1wngfSnjGOwZTDfzp37LxtsjGpG7fj4lb/gMworXGG0BVfwI2icgoO+1z04vX5KYX35GbXjwTsxk3EGCPg5JZ9Gm5b3MXJurBlxr8lCqzycHsFFYLxhFYxRGqK9zEJTbb+rmhoCQrnA08v1izWF/Bp3NEJJAI1EJg1C3vjj8Ns/n5NfAlsKKgJOs8m/ecKCLF1ue+CVX9AXgMuMRapYREVb/BxMZPDtXWiw8IQwfeof3pFAPeOPsOo30MxnjPDcN498DMvB9tj40VEelnzXK7Jar6pKoeqqoXWS6PD+2mRYfgEeD8Vly3DWszcc+Dkxk5zq9N9hdfLYTx2fDhZCAxWBJSQUnW8XhFlVTtcBOf2My1k4j5rLWVPWgZW+4BHhERfxXrFwKyfUv908AIr+MDgEcKSrJOtnHPMsxGtr/iKtdiknvCidl+ArOisstSfgPVtkTkLEuUzU7bcSJi6wHbGXTWDFzDEBuKwaQThzPz7gXkAg9qO9TetL5w/2Znpt+uQLhJVX6x3r9VIhLWFzM3vbgWeAoguW80k47zKzjp78HaqjGLyJ6YaBY3pmxZCyzj/SpeWYk1FQ3EJrTY622P74E/rXvBbNj6izRZhMDKn6oCbTwHyhRtQlVXYFwlx/k5tw6zGp1g93OhpvzadhGxKyWwnObx/LsqV2AkFuwwmfAech1KpxjwMAxxHMZ4z1VVW1KpIjIUMxN7QNuhgraIjMSEmP1DVSvb2l9nYckbhEpft8ujmE3gcPknwR96TwU4Hu7GtmBWCtHWTyBjdwM+DwgzA2/mQqnECLK1lX19fl+KicS5Hsj3bayqFcPH9mio2BrwI7u3tfEaijeA4wIY6acx+xPhZJY+jZcEbTCsCJb2+sx1Cdb7FqumRJ8dRmBCXrsF3SaM0HKznA68E4bxTgH+Dsyxe02I/sZgSm790/pw7mq0h7hVY73JX61NTdvkpheXY4oUrPdz+ivgdj/HW+NCORFTVafRaA3zzeIsKMnqA7TQ7Kje4Sau+Qz8xtz04vYQWbsIsw/RuHI5U1VPV9WZgeLz45MiazevDfgxq8BeVZ83MLkALZKwrO/Ew5jPtF1eBU4MYzVXY028dlVSCG+lPRywW5Kuw+k2BhxjvF9QU6ggJFZiz0zg6taIa/npb2+MzvlVdsfQ3bDcVGLtB7SVx4Gzw7mgoCRrN8zsvZ91qA5TTu0pjPLdXgUlWb4zNhc7U9BDYm1uP4Ap69dIHGb2700dftLlI6Ol0QdeDUzNTS++Jdj9CkqyhhaUZI0uKMkKmvSmqitU9R3MhqQHGxuzFeUNv9bVBJx3VGHPvbQA4wtv4UaxKACOF6PNHxIr7HEJ9mPUS4Cw1Ru7EeHOqIeH2b5D6RYGXESOAz62JDnttI8E/g/4T5iJH4H6OxA4Gri2PWbyXYm1cuhvxem2tZ937GpeFJRk9cdocx/JTsMTjdmUOwt4GRNquLqgJMu7Ovp4jFa8XS6ipXysCzhBRJqyKnPTi7djknOaUVfjoWe/aIC7c9OLA7l0KCjJ2rugJOtzjLLiYqC0oCTrglCDs9yFlTR/wPhla1ndstrqgB+3fsAxNu7nwUgh+DXgll/7HYwMtF3eAibabPszXtIKuyC2Z9TWqsSZgXtjJT8stxTV7LQXjF/xPuvD2db7H4HZDLvpt5KQoKYyUr8w9S389fMhkGVziXwBQSrEe9EHuLugJKvRoOzDznJkdngfE2v9HPAe8CLGh70A8N05vRKjWNiEx61Y0i3/KCjJ+qigJKuFbklBSdZwq0/vJKlBwP0FJVl23BFfYiJAgtJvVOLg+tqg8wW7IX1PYkqzBeJh4M9huEWW0TwyJhjLsfd3766EMwPvj1ntOTNwaIo4GaGqi0M23snfgVdVNaBiTxj3PwGTBXjHb8V4N2IZ8T4BQtjC4THATtjUIWH22xjeFhdO5JCqfq+qszGzoD+r6hRVPUxV91fVRd5tc9OLfwQmYDYRN5nrQSKa7NghwEcFJVm+M/o8TPSIP/5lJd4EIwXjOgpKzIDkYXWBZ+BgZvJ2WEDwjcr3MUZ5QKiOcoryYg946LRJvccPmppTlPdWTlHexTlFecFWEzU0L4qxqxGOS2QEJpKq21Qk6uoZ+EmY4q4hEZEhIvIVsEhVv2rrjcXUU4xX1bZUhOnWqOqvwDgRaXWcs+XW+kZM+bJg2HJ/eTHm3q/2fWDCkb2zCkqycgtKshIKSrJOLyjJerqgJOupgpKsUwtKsoIVABmGkV8NSm568a+YkNAYVaX0h0p2bGm2N5hKy7j3YK91GKGTh5IIIUmbU5QXV5fYq29tYB84wP9C3AcwIlqYxanflZLlZllOCF91TlFeIvBJUkbf2911DakYt+I9wBc5RXmBqh7toPWJWN2BEdh3iQwHfu1Ok70uM+BWhlhZsNmXiESJyFQReR8T7zrU2ihq672PxtQt9KfO9ptCVd/EZFfmSiurz6tqMbB7iGQHW8bGm9VLq/66z1G9x2ISSDZg1PLOwIgkPQd8UFCSFe97nSXa5QnjizQOSFw8zwSbFD3fwvPmO3sNtq+ihH5YhTTggEhMFNurIvD4eRVLK/tty00vDmdlWkZLZUVvFmO0v4PxD2A/PMq2xevZsappojkWEzDgjwp2bQM+CLDlvqWbbWBC187AD1TVj/2dEJHhIvIIRoD+UUwNwV4E13C2hYgcDIxV1XtbeX049Re7BZa2xRvAxVbSU2t4DDg1yENgC2EuLZcvrGDUuCY3vb/Z40H4zyTMxAgp2WWbqvLUDaUAfPLCBmoqm+WV+RrbZ4L09UFuevGGEPdLIvhDgMLs/Cp3bUNJbY3y4eZMVlT3Zmt9HGtrevLpllEs3D50Toh7+LKO4C6SnwhtwKcCbPrWSJJ/+++3UHfTCiFQ0YcKTDbrLocVDGE7yZDwZuudQpcYcGtzLdi9/4iJ9d2dnXU062lFuSmf++6HSTtubQX2A9hFQ6bUVBK/DxNSFnZNQysq5WW8QgsLSrJiCkqyrigoyVqFiVywFarWSGSU0GdwyDyQs617TSgoybqloCTrzt32Tbqyf1rsm/4ai0iK72Zdbnrxoq/mbi7dttFEm9ZWeXjniWaTLt9olCeAd/10vxG4NNhgrX0dt52ksq3fr3vFXdPAlvoE5peP4L1Nu/PZ1nTW1SavJ/zPaKgZ+GrMAzzY964XwIpXvgeFqnXbKZnT5K3smVOU528TdFeegUdgJjZ2iSa8iKkOp6tm4GMxVUj8oqq3YyIIvL9lK2lDxpyVen0CcGNrfFhWHG2Gqn7R2jF0NarqVtUCYLC1gRvu9VuAD0RkSkFJVgRG7/tWINRG6UKM8NFreM1gBmfEYyMwok9BSdaDmESgf3g8eulu+yXm3vLu+LcDiFBd6XtAROThfy6PrNphJloN9cp7c8qorXYDzAHmerfPTS+uA47FZKO+BxRjwlbH2XBr2HGfALDluzX3SpSrELOaaMDEpj8JZBVm54f07/sQaga+P+b7fnWQNsWeejfbFhsXk6fOzapXvyNi1UpceOYHkKOtZNc14KkEj97x5SB8ktQKSrJ6F5Rk/b2gJOuZgpKsuwpKsoIqY7Y3XVWRZ3cCp1UDoKqPi0g9cBdmZlfqL901c+bsOMzS71iMf/I14JklM6c3tRWRfsDxwDWtNN5i3aNVbpfuhqoWishYEbkIeCicxKUnlk7a/PmrG0d//urGDw44sa8/ESV/1OamFx8OUFCSdT9wgbtBcUXYimpbhVcm4dIF28mYkARwACY56G8+7f1pzp9YX+tpZuxrKtzuuTcu/fjF/L6FIgwoKMmqwghATcPMROcDs3LTi4+0+RobsW3AgdW1GysjCrPzjw7zHv4INQM/HxOff6mIFKrq137azNr45cojG2rqmyZ2teW1LLj2HWa+Pi6zoCTrnNz04se9L1BVd3to8HQRtl0iIhKFmag0+cALSrL2wjzgvcNX8wpKsv6Vm158c3sONBBdNQOPtqk90AeTzLAMI7fZjMyZs5Mxs6MHMYkMxwOPovpZ5szZidC04XU1cFcbknROBl7ZVTM0/WFJjj4LXCYifpWnfCkoyToCWH3AiX2v7zs45uBlC23nUPW2rndhNEJ0TUkVg9Jb7E/6o5krYvG8bYzZvynCb5pNvZCrMMZrE7BZBHd8rLjmfbLjMBGeU2VFVuyOEkGnY0IAXRiVv9cKSrLOtjNIL2wbcOvz2F7fwTJMfdAWWPIKjW6z3sBL/hK9CrPzP/nhjo++d1c19/5sWFnLW/evSgYeKyjJ8pcw1G3C6sIknE3JoZi/VanXsadomXsApr5pp9BVBjxk4L/lq4tV1fmYhIaWOhoevQl/Kb8i+0iDNr6Jf8eoFLYqY9NS5atW1XCXtN0eVd0KzMZoX+wdrK0VK/0yVnx0xoQkwngc/mC5XF4A7gBkx5Z6klKCRQmyESMP3GTl62rcREa7vGfuiQSO1/bmSGBPYOJ/r+1zXmZ6VMRnbwyW4sIhAIgQOTKqts+e0aa0Zl2th4b6phd3U6g0eh+20j7iWOFSAgSqPnUwzUWnBmL8/M0QEandVDkysXdkbY+eEQwdHc/kP/XnrGvSmHhsk52a4XNNHPY0W7oj4WxKjgDWNUbNFZRkTcC4gruUrnKhVIpIjxBqf3tg+clV1W+lblH+EsQfcr6IvAmsVNUf2zDWXFUNKe25q2LtwD8sIn8QkZNUNVBc/lR8fJ3pe9sOPpiLCQ9sklwN4cc6Hng3N7241pKEHQ6wZP52DvxjswnPOmzM/lS1HCgH8JRlXLel3M2OCg+779Z8A3W36BoW1cXzyXPrGTAijrEHJoPxK08AbO19qGqpiHSFDHEKsDnAuXNp/qCLAo4SkdNVtSn8U1VVRPrc/cW+217JX8XYA3qSvk+LyFFf1cX++Bcv2xXoqap2hcx8U+j7BWrYmXTVDLyE0PoJ2UDA6jITp95xmLqalRNrhkc8sZExCQd7f0DDRUT6sOsuD8NCVd8GlojIxZa/zxe7qdX+uBr7WhwKfGzpiwPcCWhDvYeqHW56929mdPNz04vthoA1sudJRydw72Mtv7cxosSLhzFZPfmxuUBhh+rjtJMPuQ9+VPWsvv+AeYBVWm2WYrIzW7h6LGG4zSjgf1i+D4ld2YCHg2/K/XcYLfoupasM+GJCG4QqDV5ZJ8sVRIOwZvESkgdlLgx/aM04BaO18btATUm1p4DTvRUNC0qyxkHgh2UwYsXDhJiKoaf02HzYaQmbyY7dTtT2GhJ6Blz8vZObXtzk7spNL/4QuODbD7ZWj5vcFMLeANyNKaocLusmjItl/cYGVq9tvvJ3K9SqMHBkHGuXVTUeXo2f/ZcQhGOQq4DYMPv3x8VAoFJ4eZiw3PsxNVN3U9WTVPWtAO0LFCVAwGGBz++/FwPebAaem168hsD5AoFWQu1OVxnwpZiU5GAEHVt1CiM8gbavVKn9dUXDiKw/vdaq0e1kSCAt598q1pLyGeCP0x8afUhBSdZ3mISqi4JcthATY96MGPHwh/hyRkfXEOdSV7Qow6Lq6Fu6gXGZAf3fT/oeODtj3jNP3vDrebE9IqZgZvLDctOL83LTi1szM34U4OJzk7nHZxa+siGGelyICAm9oti+ud4DXNmKWX44lBNg89EuIpKMiexqERWkhidV9ROMf97Opu/NleUNq/1MwOdjwim92SUNuDVBCadgiz/Rq79iPq/en4/FmD2XTqFLfOCWr22ziPTRVhQfzpw5uzc9Oc3vEk8VFq8lSqNen//k5W0tymCrIOxvDVV1P/jdxLcXfrh1+ea1tYkpA4Mm2yzB+LZb6K1kRlWT6GppYz0Nyn6J1bxb7bffcj/Hjt2+qf7FtlZrB3ClLn3JU5Zxz3FH9vjbzXdtoaLSQ0IPF6r88F1t/LuYVVfvoaN7rHjqxl9fnV+4qdUuOJscj9Ep+U8b+rgHs0k5TkSCiYPZqtqUm15ccd5zrqdSh8dVjdwrcQ/MiuJ14Hkv11Yj/YG27DF1FeGmxbeQkc1NL67GREL9CxPlszE3vfjL9htiaNrNgIuIv/jbYLyMKaDwUKiGaXNmxWJC+UYBy2Jc0b3FE0DiVIQty78ua9iy5fQwxhKIXTW+tc3Exkecv/+xfRK/+3grNVVuBo1qFvJXjwmVmo9xeXgKSrKeBW7EK5lkSKR/H5eI0D+ygWg81DVfaDVgZvPebfsDW+xkNtrFlbr0Esoy5kzaN+7ma2/ZHHvHDX3vFuHlP46aX4+JWuLsm2QgRra4wxCRARgJgYtE5L+tKUxiJagdgfmspmDi2B8M0HwjQWadBSVZ0zCZppmHntG/Ki4h4gng9BArnQ6ZgVtRaAkh3KhtwbYBtzSAUgK1z00vXo1xtXU67TkDTxeRkao6N3RTU/lDDBEBtAh+FZE+wwpuHo5Jd20KPawdWlcRvTYKV51/L0utp/KLbSu+21VDm7oL+wLsdUgvfv5qO798X8GIPZuCUKKAT3PTiz9oPJCbXlxVUJJ1JEbuYAz4f/qpKgNTjTtdWhZTezo3vbgp+9bagBuLSZawS5mdRq7UpV/lPyzHAw/f9XD5q74PCFVdKyIDWjExCYd/YPzfKZjwvBvCudh6fwrYGRERi0lsCmTA+wMf+TtRUJL1H4xqIwC9UqPjR+yVcIV1zbQgw/gXxo/fKqwN82xMmOdWr1MeTBKX3/G2A79iXLl22IHRhg8UptlltJsPXFWXAhHWjMAur2NKqfnjE4mNOdxq0zxu3EVCXWo9GiAYrX7r5vZ6GtbaTXL5DdLk2tpt3yRE4Kf52/yebyQ3vfiH3PTi3YEDgT9FiD7m22bNugaGDopiozuSWm36+Lkxccm+FW8OAj4N04DaFuuyZFjfI7B//2M6SKjJSq45GfOciwYusFYb4XAeLavCp4rIuADt++IndbygJGsAPiXptq2r5eCRyj4xFVPXrR4z01OWEUiqdkcYYlCAiR0XkRNE5CrgMoyBvEtVn/D6maOqHWW8wahZ2lrxWJ+/bW1IBOww2tUHrqpvisifRWSdqobUGFDVdSISLSIpqrrZ51x94iH7TSJQenAkeHp4iKhsERwxv3rlL8tb+xp8+BTz5e7QpXQ3pQCTSAPA8D0SWLusioUfbWXc5F4Lc9OLvwt0YW568ecAnrKMj+uVk6Jkp1GtrlYGDHBRXB0Pxt99L3Cf98wbmlwDi8JxK1hiY5eKyHVhGP0ngXdFpMDSevHmHsxq4hu7Y7AIqPMDUFCSFb/3Eb2v//aDLf28TEIqptbnSWHc5xzMe6iYwgouTOLTNZiHgy+xAfzjx+BlC4ZG1jJUatg/sanpdR7lwg9+mfDmWnf0QEz8/aONf2e7WA+tc617fQS83p20tQPRnaUCOiIK5VFgWoBYYn88DRRaMdfNiMkcHlW/PnBEjidGl/kcWozZFHKlzZkVlTZnVlbanFmT0ubMau2D6mnglEBC+b9lrC9nMz2HgaPiGZwRv+Xui38OuW8B4EpdWhYljFvXEPVTvUKDWymPiua96p6sd0e7gYtz04uv9nWbWMb7VytTNBzuxGzSHW/3Amv2eBNe7gOvczXY2PTzQ8CN+YKSrIuANWW/Vl+hnmZ9C3CIiOxj9yaqeoCqDsV8TsdjZJePJfxU7iYDFSceDozd0cIwuIR+E2IrzwX9A+bB8VlBSdY1tjo3nIKRNJirqveo6o9dbLzDMcq96cTQwHBodwNuLTMexoTY2Glfh1lCLhCRi7yfdj323+sj3MFWZ2aW74n2UN+nntqBdWPq+tevic4YfhGmGO3nGK2UlWlzZoVT1LVxbDWYTdaWafy/A3LTi/+F8f09hNl0ntFnUMxuX7+3pUBEDrH0lIPy5I4+a96v7hn/dHkKsxf34KfkFDa6o8DElT9eUJI10OeSfsAP4UofiMgZGD9qDCbu2Taq+gFQYenm+FIhwQtZ2KagJOtk4N7tW+qTK8sb6D8slgEj40gZGE3PvlGLMMk1YSn7WfK1Naq6Vk25uY8CCFUFYy5WDc8RUTVU7HDTM6mlaejpctM/otlWwQ0FJVlB08lFZAxmRfCLql6vqivCHFubEJHYMCaTgeiHKTjS7eiQMEJV3S4i74jIFFV9wcYlKzAziNnAsSJykaqWisv1atTAfqsJIFfqTvBMkvoGGvq4m56nikbGpA0Y2VC+ncjkpu/dAKAgbc6szaXTZgRKXgjEY5iHi93X8psiN714HjCv2TEFESnCFAgIGEImIpFXPj76lAEjY4epCqlpLcSrojFx3bc0HtAwClWL0ZUfB+yG2UxrjHHeR0Sy1FQSssubmBqZH/gc/wEjxTrP94JWcAVAUu8o7iqe0HSw6MUNZJ/Sb0duevEUux1Z+iwn/PGywRf2HRK3uaAk68Dc9OLPArW3ojr8bsLlphevKSjJuhO4ood4+Hl5PRkj/du8HtLCDTwVH/+51z0PwbynN4brJ29HMtQUNGnCcuWEE/HTkRvZbaLD4sBVtUREBtn8IjXuYkdj6vB9JKYiz83DCm4+DqMF3XKskdCQ4m6xGIrbK5PqhT+TeEgz2QbByIWGZcBVtVJETgfeEZEvO3sG0V2xVlpB439VtaGgJCuU+6mFhrUlIOZbHCKOliJo0Rh/cxRGoKmRnhiDfmyIe3uzABMV0syAWzkLYXQTFL/ukYhIoaHeE1RMzJuCkqxk4F2PR/ct31DP8RcNATi1oCTrCeDc3PRif8Zmb0xVHgA8ZRkJmNJ1BwLbpiby9JM7+iyrVNd1S0rqBmSO8p/vU+5psUjxu2ksIqdi/l7XP7F00siCkqxJGH/9O5beeocjIukYJVNfEmiuKrjL0qGJPKr6sYicJSJrQhg+39jUfhi950TMDnXgcfpxAsXslkbl56+QcMB4JKrZpfulzZnVs3TaDLsCNgCo6ncicjNG9OnoLpxN7IoE3dADvvc9oKo/2+3cmlk+Q8tU/ywRyVTVJXb6sQx1rYjEakup4xUiktYOWbkb8FPBvd+QGMpKa7aa4Etb3ALs+/W7W9jniGbPubOBT/CjNIjxj98L4CnLSMNsIqZ5nb94auKm2UDmcz/XlR17RI8WD94N7ki2eFrMzFuIfInIBcDWJ5ZOegTztzmNndOsDQUlWefmpheHUxIvbERkD6DcijTyxVbFpF2Bzkilfxo4w0paCIR3kdg1wLnDCm6+cVjBzTfTivJnrqgoQNn+dosVpeBVEixM8jFRKS/+Hjc1W8vZGfOWEFiUbB2tKIbsg2IiLvbH+OuPxGSG/o3w45PfweiAN7+B6logN4xohIoAbR/3c4wBI+JY+OHWIjsdF5RkxQBneTxqtNGzWqjpBvL/91DVxu/ZgzQ33o1MB7JeeGPHWz2TI9Z5n9jojqSousVWwK8YTfkmRORMYIOqPofZVD6d5mvkfsBLBSVZocTsWo0YaeQxqrrKz7kIOlicrDPpcANu+Y4+JniqcAWmZNrNwMJBt/8jG7P5eCFGhCdskk87mh3vFdOwpcVk+7DW9GdpStwIFGHCzsKq//g7ZvDnr26cRsuEjJ+AI3PTi1udBAJNf5cfVfVrVZ2nqu+p6iuq+oyGr+G+Gv8C/WAeEndL8JqSjWzGv77JzZgZcjMSekV9/OYDa+xqiCcB8Qs/3Mq4yb38laTL9D1gxZdvAPCUZQzGZG4G4tyoPrH9nq1ISf2gKol5NQnMrezJ21XJVKvL2zXzEXCYlU7eeJ89gXRVfbmgJKs3gROAYgiurdNqxNR7zbQeIP5ICHeDvDvTKWJWqjoPiA4SIvUUpkr9v5KOPujDHR99GfCPK+KhZ48qUpIq6BFbQyBl6cjkJBL/cCBbn2uRGBqOgE0LVHU2Jj74QxFJa0tfvwdUdcnD/1iWkptefChmw/EMTObd7rnpxd2qQCwmljqYMuDFwBM2oho2YT0IPGUZcZ6yjCmesoy/TE3cNBIzgTgZE2f/BGa1cHhNpdtutactqtrwfVE5ex6cTG9XA5Nid3B0fDkHx25nYERdnJ8qQkezs+5nX4KE0FXXkzZsTI8DFZG17miW1ceyaafbRDBx8yNz04sPzU0vbkottwS1LmHnRG0Uwd/Ldi+GICJjgT1V1a9KoPXwTQmzTxfhbXh2Kp0pZnUV8KiI/MF3R9fK4gSg1+nHTNiQ/xTu7RVEJDWPqOoRW8OQfls9Ea6dKXw1dZGsWJ9Cg7tlBFjSkVmsvTqfygU/0GNC0+elzeJEqvqciJQB94nIAuBOP0kgDjv5UUTGqup3GB3lVuMpy4jGZO+dg1mOfw3c5kpd6q+KfLg04Oc7YX2JG2fmU4EEETkrgH8VzBJ9L09ZxhhMFFPTRt/UxE1vAGe4Upe+7H3B2UhyEFmJJnLTi92XP5xZsfdhvZKHR9VxQOwOXI3mOAKGRtWxqDbusYKSrBKvRJu+qtqY3LaMIJXki35y9xy+R0IwV9H+uenFzUSdLHfR/2FqzjY+iNZhZleB+mrXtHTL572Pqj4RpFlTkZgwaa/EwHan0+Rk1VTV+RyzoRGMfvH7jmVzQXMl2AiXmyH9tuJtvAFioxsY0te/7ZTISHqfdRyb7n2Gyq9+AHgJo6vSZtTIcx6HUeObKyI3+UtG8juubpzZ1RFYm4JbRKTF8j4cPGUZLkzR6lswroLeGHfA256yjLPbOk6MofWXuNMPUzChkZOAVwO50VRVjz+qR/yvq+qeo2WUxnH4L469CDgq1ABFRD58Zn3p3tlJTIyt2Gm8vdgjplr6uOqvs9ofiAmFBMCVunQHJuPTH1XPf1yfkL5PUPUAf+/PNOA5VW3SoclNL16F2VMIxMPBbhIOIjISOIGWWuWN5xNE5HYgtTXp8N01hBA6Xw/8NuBiEQlWzfab2NEjqP72Jxo2lzcd7JVQRYTL//sYH1tPbLTfVY47bmz6pqSjs3/ZdO8z7hXnXT2ndNqMdtvAUFW3tVzLwqjo3SMiz4vIVBFJEZFIEdlNRE4Wkf+KyMcishKbgku/JayNwD5WuntrORZTXcYXAW71lGW0JmvSm8E0F1RqZAzNZ+ZlGCGkgFXgn30wde87HyyPXvar38/lnzxlGb6+9g+wtz9zyHH7RZb8MWGrJ1oC25WhUXX7WhOFPwBv+5y+CqPf7h2JUQocv2xJTXW/oUHrSzQzymK0gkarqr9N2D8D/iKKrgkWsx4OIjIQsxq7ydfQikiEiFyI0bO/GDOBDJdua7yhkw24teS8ByuhIQD3RSYnVcaNHUVl8bcARLg89IgLLu0dG9WwATO7PhxTru0AoE/ptBl9t7358UhUb6TB/YKIBNvAaRWWIX8eI497HSa2eQPGd/YVxm94JUZwfwhm1v67Q1U/A6q8/wYicqWI7G+zi2A6IX0w4ldtYTD+ZUEHYcJZX8FoedwIfKWqiwN1FBvjyrztur7c+9g2lpS0MOJR+FTPsWaGb4Vanf3jb73Ou+7S5CkxruDf3Rjx1GAict71NWyu1KUNrtSlF2M+i8djPpcjIwaUfLzu1+rvgwyhFq9gBGusMwlQGcmSWd0TE29+L8bNMjo3vbgt2udNWCugS4EbfGfWInI8JvrpPsx7vcorCsdu//HYLwXYJUhnrw6sP3ox8LdAKb9pc2ZlV3z+zfPbXvuw/7gH/0yfnpW4Qj9q9ivMzv/K92BOUd5k4C+qOnjhDe8klH2yfJC6PXnahlqZdrBe56PAqUAPr1N1mNfebkvIzsJ6TYM0QJHpMPrJwGxivY5JBkoAztcQUsSesow5BP9C/cGVujTYsj3UuP4KfOIbO26Nt8Y7qkVEpmA2Za/z8vt6j/UR4LyGBuXfN28iY2Q05/4pqTFqRIFhrtSlLcLcgmGtMFbT3J3jl++rYx8cP2LRZlVtofESCBHZDxj6xNJJRwB/8Tm9Azi60a9upci/gImpDkeBtF0QkQTMZOk6370IEbkek77v/SR6X1VtT96sz/rjwDhVHdf2EXcMnV5SzZoNfIZ5cvqldNqMovIX3knzbN1WG7VmmR3jvSCA8b4W+BBT4/HAcdceNS79nIm9gWdF5G4xOhIdgvU6z8PEj5d7narFVAT/n4hcJiKjdyGf+B6Ax/rythpr03oBZjXWD5NF+ZiIhJrtBMui3Y75XLWFDPwUJ1DVpb4hiZaswsvAfBHx57t+CCAyUvj7hb14aM42zriwjMoqD8DcUMa7oCRLCkqy0iyp10ZGY8N4b/e4yieN+eEDa3zhkAF8mJte/FdMpNADmEScvwADctOLPxeReBF5AKPbMgZo94QcT1lGgqcsI6D+jPW9vRb4vwAbyTdgxMm8z4X1sMSstHKBvSw3Tbek02fgACIyDBMHPMJ748ObnKI8+X7W++US4Ura48oW1bq8KQf2fuvgu9c1ZtDlFOU1ps3P9HfBmvd/rvzuxncVo154akenx4vRPf4HJjb4J1UdY4WiTcJsXGViQs9m280c7GysWOIqNYU4RgLVll+7LX3+m+b5ARuBW1TVr3iYpywjCrMsnujn9BWu1KVtEh0TkVuBf4SzaSVGe/tZzObqNapa7ynLOBwjgNY0M62p8XDxVRv5/Mvq2kkTYicXPLfdr7aKpywj7pPqxPPXNURdUo8r3Tr8OXD51MRNm/GfGg6YaoKV6vp47cra00ZPKv2bql5r93XYwUrS+Rc0yxk9T7Wl7ntr8JRl7I2JlW+sMPQZcLUrdWlT7LyViHMjRj88oG6OiIzCbK4ejvmezVRVW7LQViz5F+wMgzxXVf0mYXU1XVLU2DKYcwmuWJg45Ljdk3aUbqZ6fdC4e3nr4LsnAd+ISLJlvF8ngPEGGHT4bj32+vcRV2FcG9+IyNFhv4gwUNWbMTOCWqwwRlWtV9UiVf23qp4MXA1Ui8hQr58uqVkaAGlMgLBC0oa0w8rBV/a1L/AfEXnbX6y1K3VpPcavO5udm42LgGntYLxTgaRwIw5UdSGmetFAoOj+//Y/ATMrbeZWiI116cO397uxdFX93+c8v+NV38+cpywjylOW8V+PsunguB35UxK2pGfF7iDaJA0eAHzw5I4+UUDAmosinJ80cMnk0ZNKj6AdwmWb9y03Ymbk3sa7Hihpj/6tkMuPMX/fxs/VgcC7nrKMA60xCMY18lAI4x2PcV1eB0wGZmG/fFpP4EWax7B3qH1oC11VlR7gLuDCIG6MquTRqTsaKur49blvg/WT6IqO+AiTofasu6bhJGyIGA06MnMYZiZXCMwQkTki0kKnor1Q1fswm3B+y12p6kZVXaGqK63l+iqgv4gMs37CrdbS3vjuIi/EKEi2CutL1vh+V2DigpdgVmaDgDki8qSInCciwxsfFq7UpdtdqUsvd6Uu7Q1Eu1KX7ulKXdqikn0rOBEj+xA2qlqhqtOA+6+9ZdOzLxdW+FOCEpdLDq2r03sxyTuPiMjVsjOz81HgSpcQDxAhMDKqlsPit2MFQiRgNv8vxH/h51cwSUbRwKhgG6yt5HrgbprHb2/HxHu3B1fhv/pRNDsnY7nA8xpEk8b6nJwH5FtZurWqepWqzrE5jgmYSYH3PY7oZpOpJrrSgH+KCcc61d/Jwuz8BnFJwcgz9mHlmz9SWx6o0DafuWsb1mGM4+Qfbv9ols37V6hqJeZDcRsmFHCpiFwXIsyx1ajq3GAzB5+2qqprLKO+AtjuZczTOtNvbs2Gm/0BVLXWGlMLMQ6bpGCScP6NqQizu6qOVtW9VXUPVf0Txve6FuOP/ExE3hKR60XkGBFJsWbk7cVw2igZq6pzPnplcO1/Zm/m+df9rhoP8JRlRKjq55hZ+9HAy28+NWgccJa/C/pENDBopwb3ZFfq0m8wFdD/a413rnXtFFfqUjcmy9OusbKNtVF7NSbSqwiT0VxN+xnwI4OcOzQuznUCsNTGg2kq8GG4ESeNqNGGbyyg3gszg78eG3sPXUGXGXBrqXoHcKI1a/DHvwccmr4splc8pS8u9Hfeg1V9RFW/As5f8+6S9DXv2RKzG5lTlBdnGco3gN0xfvPpwM9iVBS78gHXDFWtbjTmqlra2ckF2lKhD1VdBgxtzcNEVVep6gmqepOqfqqqLURrrNc8V1WvUdUDMOFon2NkWZ8QkWIReVpELhGR/Vq7KW39naO1HRTqxmTElBe/OYTjj+zh73QVMM5TltHX2j+YDKyd+reyuUtK6gK+h/0jm4ZVCeBKXbrSlbr0n67UpVmu1KXHuFKXPm0Zb4DBqmrLXRAO1t/4bMzK+RDM96TKmgS1BwHT1b/8tqahoV4jNIQstYjsC1SqalCZYxu41IQGl6vqx6p6Z6C9uq6mqw3Ua5gPQyBfuMcVFdFvxJ/2ZsUr31Nf2eJv/PfC7PymsDFVfarvpLRPV735I6vf/sm3rS9TgcKcorxI69paa/MsHTPLKMBk253QkdEquwIhDNtiTHQElqvDr+Vqp3FsVdV3VfVGVT0O4xu+GrP5+SdMRuwxrej6QEy8fnvwbGysi9hYv1+tWEz0zVpPWcYz7nXp8ap60TGH9XjtkacDKxw37HxUB/VrW3582wUx/FFQknVSQUnWmwUlWV8XlGQ9VlCSNc56wF0KfKaqS6xJz8OqupvXdScUlGS9WlCSVVxQknV3K9QGX/R3cOXqet58t/K7+gYNGlEjIinAZFV9Kcz7+vYjdPPkHW+61IBbs67/A64V/2WrjgGSBh89Gld0JCtfayFj0CKVefx1fzglObN/7fc3v8/iez7F0xA08XIyJgXXe0wbVfUizDL1W4zgUJmIPCoih4vJrhwsIgeJyDQRmSkueSoqIWbxoKMyZ+YU5bVL+a1dBTXaHRut/YMCOkhlLsC9VVV/VdX/qep0VT1UVcOtuARmw/HVdhrWLQTWe2n8vkViHjj/3955h7dZXv3/c+w4ibN3HMgmMpBBgAAhoglhjwClrEIpiA5KKRCg0JZRCG2BtrRvC6HM96VFUDb8WA27KRgQYY+GZUFICCSGABlkOB46vz/OrSA7kizJsmQ79+e6nutKJD16btvSec59xvc8BHDrNRW/+PMlg1Nm6hc3dAMz/HNbuPYh2GShnAhHg1djpYezsAEQP2ioi700Ptg3jMWeq1Ocdy32+/s2VvFxOvBGOBrcN4vL/wFoorGy5utGbr5rzdoLz+p/XLoT3Q3mDGx30FpKtQDT50Xk7yLyuYgsTHjsTyLynoi8JSL3iwmEpaXYHjhYp9R64Jwkz1lCp1sXxh6zE58+8R51XzfZyW8S5JlVNVtmVc3u8fgB132+3al77DzpV/ss/fihhbz8ywepW50yfg4p5GpVdaGqzsHapUNuLY9gmfelWMb8eoQLUI5vWFe3/ZCpo+cAn86qmj0nsx+9c6CqK7Dk2nTgF9LxpHbLNbUwVVaUVFSvxjz6szDp2M0GViQwPVZTOcPpk5xBEp3q9+u6f7Im1uVsYGYoEGkprrtecxRVC0eDu2GGdxNf1Wzk37fXlP3sysD+N1dPSzqoORwNTsf+9s0pB/43HA2mtDGxmsqxsZrKY2I1lftgZbS7Y4b8/fp6/fDsi7544YC9eu5cPuqDlKWTjlOAm11eJmdcorJQw1puZnNZiCeBiWqNUdVYYjctRTfgLrZ6EXCO2wImUoX7UI/8ziQoERb+aT4J4d/5s6pmd59VNfv32DZ63ayq2YuA/UYcPH7UkODog1a/9/nK50+5mzUfphwUnjZ+60IrD6nqcTvNOeDQsr7d17szSoBylDIA6VLC4OBosJvKJbOqZp+Vze+hIyMmmBSfizgY+HkRl5MVItIdCwPljZKK6rUlFdVXlVRUz8QaYdLxLXdOGAsJ3Y5V+DwMHLr9yLdGhAKRK0OBSCax5tYktjd5uau/qOM/d37GkrfXsd+Jw+jVr2wIkKoZ4/g07zkaKw5oQqymskespvIurKb9LqwpaBGwfemw6AWlw6Lndx/5QenNd605fNrBH6ctUxSRvYCP0lWmZIKrL48VKrekph3zVbPHntBvunoXkGIWcCLtpTTmNqxE6iJMdAaAeTPmLppVNfsW4KQu3cuYfN5+vHDaPSy57y1GHzX5ZcwjfpSmGewx2CSQEcvnR88dPHXU5MYN9YteOO3eLpMv2JeKGU0kKCDDLeesqtkHDdu78sGh07cpe+W8h/nyzU/R+qYO07Mn3saAHbdmwOStqNhz3LmzqmZfPW/G3E49fs1VofyDpp+l2SJyrbay0adATCFNbXUeWJXp8yUV1QtIMqIsE8SUMFszOb3Xik9qefv51fTs24UZRw2htEuT+0GvcDTYH9ux9gaeCQUib5K89C+RZCHF62hWfbZufWzkn65Z+WS3rizcWMcOwGuqmvbncWG7SaraUmgpLS4EI5rlqMQD9uqhX3yVPNry2lsb38b05ePcqKo3ZvH2P8RubmkpSidmMkRkFhZHG6+qm+66s6pml2GdV6cA/ZY8+N+Gd658pqTXmIH7T//7ccrmU8Tj1AOj5s2Yu/yAx0894/0bInOX3P8W407clcAPpiKmw/kCsOe8GXPTVh+45qD3sQQnjRsbePmXD7Hy7eVofQwpLWGn3xxEj2G9+eqNZax8p4b1y1bT+PnK9ydM671u4h79Voyf1vf2gVt1uyMUiHSKWXxxRGQ6Vp2wrTvi5VbXqOrpqc5rL4jINLWBI21CrKZyIKZfkkzirw4YXlJRvSIf1xKRrKanu96CvYEe0w4bNDV4+KCTt5/aly5lm23M64HzsK7ZxHGCD2HecyoDWgsMDwUiX8YfiNVUVmAhyC4AH3xUx+/nfsVzCzbwweImkjJ/VdWUOzlX2vprTMgqZyfJJS375xJ62nlyN332seSClL22+vhVVd2lhWuPBv6lqhObPX4hVo9+REt/z/bigYN50xEsqbnp7uyM63mzqmZfAmw14uDxXZfPjz60/tPVT9StqW3s2iel9GUZ5pmHHz/guqtnlc+u6bFVnyveuyEyevX7n9dNOHeva3sM6X1RS8bbMQlnvMFi8rtecRgv/fwBVr5TQ0lZCYOnjqK0ayl9xg1mDDswtd+i2MC6Fdu+//Ia3n1xNfNvqzkgFuOany7pckPtusbHgEi+4q7FRFWfxc28dF+G4Zgh315E+qnqqiIuLxPadLxWSUX1l7GaytMxbZREy6jAGfky3pCzbvVDqrouHA3eioU7JiR7DdYr0TxEcxjWmbmR5Drh1ycab0cTad6339vI089vYPHSJsa7gZaTyicAV7fGeDv6k1xCuEUUpT7P+U4ROQlLRu+Tyd+z3XjgACKyE3A3pimxWcnUrKrZFcCLDevrRj5/yt303LovUy4/JO5NJ+P4eTPmNolBisg0TKdiKHazuEWTqMk1u+4uJCkza9hQz8vnPkjvwCAmnjVz0+Nje6xgl76by6usXVnP8w+uePyOy5dUY1+W9diN6/oOYOiyxsUVe2G1uZmODCsYbutcUYhQT6ymcgrwU6xBZBFwXUlF9Sttfd1sCEeDQzFv+gjMyK7EZGDHYqPwMmWVO29OKBBpYmBjNZXb0yzn8Pp/azn2J8sTPfAPsJ14UudKTDxsuaqmSxC3iAv/rc31JjB5cld9/JHk/T3Dhi/P2gMXkQOx3pg9XWFAi7QrAw4gIpdgSbCdXaPIJmZVzf4jJgrF1x99yQun3cs2J+zCNsclHbW5Hth63oy5q5Jcow9W9XIOtp27ELg/1R3PhXGWYDrfm6GqTYbL7jfo7dr+ZRtSbQ3WAgNCgUi9mBj+JOwL0g/bqj4HvF6IUqZC4Rq1SjGvszEfDTP5QER6aycacJsvXKx7ELA0FIjUhqPBl7DO0UzYCIxzWuBJidVUPk9CcvOtdzby4usbuP3er6laUAvwuKomG9yB2FSngFrzXc64foWG1lSu7DC5TOelMOAjh9ekNeAicgfWAzMIq92fg1WddMOGYgMsUNWfpltDewqhxPkdJjB/l4gEm/2CN9Vs9x4zkB0v2p9XL5wHMWWb4zf7XV2UzHgDqOoaYI6IXIMZ7zuBN0TkfLVW2ibMmzG33pUGJktCVIupDR6ClRo+1a/Lhosxsfxk9HLHSneXne+OuKELAmc573A5Jsift212MVDVTR1Yro6+O9/MS2woonfe7nYFueBCVztg4YAY9r1eAbyTi3cZCkRW0jSs8BGZG/BumERAOr37k7Dc1Yh3q+tY+N5GTj6+H8cc2vuCAdsu2hGTT9gMEemNeadJ9YQyJf75a23ZoapQq7kV/qhJRTTnpmzfp90ZcFVtFJOtfBPTe0ipGz5k2hh2/PUBvHHp4yDCNt+bsgKb/3fVvBlzH0x1XsK1PgfOFJG/YoI5f3S1oA9hZVyvYoZmOPDJ4Gmjb5NSmbXu41X9uvbpHpt2zVG3AOfPmzG3hgTt5XA0eAipDfhiUlQmOEP3tDvi46IOdhUGa4AnW1suVWycsd5kOBMM+qaHsOEJhdgatq/tZw6IyFSgL7ZrezPh8Qpgf+cINLrnU3ZpumERB2LNcS+WVFQnhjmuJ4VmUQrSNrOVVFRHYzWV2817at1Zr75Zu9/F5wxcANzSv/LDd0GEJPF0d5P6AVbBkjMu+dnVOXGtIgbU6mYJ34KStxCK6xpana8vnosHPYJlYh8AmFU1+wpsNFkTls2v5o3fPQEx/ZWqJh3vlOE1h2GJmUOxBGgZ9uEvxTLqSjwLL/xHY5q0NjYcDe6JedXJ/rqzQ4HI1TmsTbAJMKMwRbhXO1OYJZFmBr0LtmP5LN9GXUTKVTVtl1d7IhwN9gM0FIisdjf3XYAXWtqhOSmI/bC8zxrgscTQUaym8mCssSRxTueDwPElFdXr3LV/iekOlWaw1N1CgUhaaQKX76pU1RZL5dzrT8AcmJw1SdzNrK+qZp20FJEhzcsax+/QVf/5r+RVKFNGLW0xBp4P8nn7EDKQcc0UVX0M88D/ITYAAizAv1lsbau9K2uH7D56DvB7EUk3b7Olay5X1RtU9RDME3mcbz6w3fmmhGojmnraSSgQeQbr3kzMwG8AfpeL8XZrU1V93d3M3gKCbkvZ6VDV2oRjLWZ0RjutlfgxJA/X6RDGOxwNfiscDVYBK5dWr1v1kyu2eXOv44Ye6hrMWgyvuWa0f6nqTcAT2K5ujohMW79k3DbAfTQ13mDhymvj/wkFIldgPRa/wCbepJILeCyd8RaREhE5DjOkmRrvPYH3WmO8Hf2yNd5uvSGS7ApiCLXaJelRKPKaxBSRnYF6Vd1MtCTH9yvD2pHXAQerav2sqtkjsIafY7Bf6hPApfNmzH3ZfTD+iXntLYZQMlzDtzGhneZ/lfXAi259z2AJhyZ9/uFosBumt9IVeNbFFvOCiGyLxdFb07zRYRGbidjc6HytqilbbjsiVz43ZY+ajzb8u7Y21o2YMmRkd7Ye1xPMIdgjFIikFctPhfNG9zvuO70vPmCvHsGjD+2VTICrHhhRUlG9WeglHA32wSpWjsW+h7XYd++sVF2j7qb7XUxXJSPRLVepsYuqJhW7yhQXIViTza7V2Z8fAPcmqxPfdofueuNDI5OeO3NMtCAeeN6rUETkCGyrk5fsvoiMwEZW1QDHtVTB4O7WkXxVOsyqmr3TipeWPPvqBfN6xuotH9RzZH+mXX1kdeRn91yy/tPVU7Ckay3WAj0feDqXbVqmuBvlB/mI43UmRKRrYsK0I+M+92NP+cvYP+yw54Dde/bebEARwL2hQOTo1lwnVlP5yAcf1R1078NrKSsTjj28N1sPa+KrzCipqH421fmuYmVrrGIlqaSiiOyAicN9BTyaqRF1obRjgXBrwmeu6mxDNjbBOQjfd9dOulOrnFSuVz80Jun5B459tyAGvC18/QeA40Xkn/mIWarqUhH5PpbYu01EvpeuakFVn0n1XI78cfBuo3pOvfI7vPjzB4jVNTBs7wBd+5VXzrz9xG3nzZh7LmyqeR4B7ANcJSL9sXrXfwPPax50k90Hei/sBtEhtv+FpDMYb+elDgc+V9VnwtFg0hpZR7JhytnyybgxXTlv9gDWrotxx/1fs6ymgX2m92CP3brzbn157NVosCQUiDQxuq6NfR8svPUxUHYS0hMbUj0E2x11wyqz/quqWU1NchVZhwO3ttJ498KS4tkY78FYCOn/0tkaC6GkGmVQGNqkDtx9CKeo6qN5fM8xmBF/Afh+IUrPnDTsKlwH2proCl6/5DF2vmwWvUcPAFg4b8bcSSnWK1jX2d6YYFF3rKplPmbQs2l5FmzikGKdc51aX2VLxXndQ1V1U4NPOBr8mgTVzWasCAUircoFxGoqd6WZFoyq8lTVel54p4H1YwYyYY9+i4BLQ4HIZoN9XTPMCGAkli9agWmyfJar0+IqwY7GQhc576RzqfV2IZs9gNtb+o5uM6mn/uGB7ZI+d8y41zpcEnMTLi670hXd5+s9P8K8zyBwqxRmRl0XEtqH+wQGs+dtJ8SNN1hsOyku6fi2ql6tqt/FxjQ9CkzO1HiLSH8ROQ2bBP66qt7vjXfnRER2B3olGm/HPWlOS/dcRpRUVL+MNc5t8rBFhN2m92HCCaPp0rWE++cuHbt44dq/h6PBk5ufr6qr1aSXH1HVh1V1gaouaoXxLgGOAv5fK413OaYumI3xngTsqKq3tfQdFZGSGEJtrCzpUSjarIhRVRcAE/NsxBdhRnwWEJU2ml0ZZ96MuV+RflJLxjsMVW1Q1ZdV9Zp0rxORMhE5SER+j1Wy3Keql2kbjMnyFB8R6epKZheqarIxUpfQdJBwnCWYFESrKamo/ium9XPxJw1lLz27oTcPr+vHei1l2137cPgZw1n5WR33/s/Hf+rZt8u2Lb1fKzkQeDAbw9scVzYp2YQZxSQ2hroqr0ze/wxVYaOWJT0KRVtXoT8DXO+SGHlBVT/EYmOjgNViMxEPchnjtuAikou8r8DKGvOCK407EfOGlgEXaDuexedpPSKyI1afnXIIbygQ+RjrgvwTpoj5Ljb0YGooEMmbhktJRfWikorq3/1nQ9/GxQ3d0ATdKhFhp30GcMRZI/pWjCk/TETOdz0Tecd58jnnd1zsvItmIRQnIofbpfWpDF47GFNB/D8F6rRL0qNQtLkWiphk5d3Aaaq6sKXXZ/G+N2GauYoZ2Fqs3O924D/5jJHPqpq9L+YJ7YF1ET4IXDBvxtykI6aywZUD7oK1K7+Qj8Svp/3i8hlTsLb3D9piZ+US6mcDc7NN7Iajwaew5GQqRp1U+cIKrB2+HLhJkwykLgbOieueaQWc+1ucgO1+Xsvg9WOw6UNzVHXDiIl99Of37J70tT8f/2THLCNMehFr670L+Jm2fmJ0/D2nYcJPibuIBixu/XtVvSAf10lkVtXsHkDDvBlzW13t4D48ewLLNMWsQU/nwOVrhmNVGT2Bd9u6ish5imcC/5NNSauLc6caPPBCKBDZJELlaqt/iIV47smmxrotyKaz1sXaT8WEs1oa2RbfLX0H+F3cORw+sa/OvnuzgUMA/GrCYx03idkcFwY4FrhWRLbP09u+SNNOR7As+KeYlGXemTdj7vo8Ge9SrMb0v954d35c/mOxqr6vqq8VogRUrUPzUkzrZ2wWp4Zx4mrNWAPMbnaNVar6F6yK5bzEfJeYxs0jrpy2IGRhvLtiocr7MjTee2HVZJck7uxVO3ESszmquhybu3d9PhKb7m5/JzbVBKxrbD1Wdzq1te/fVjjP+3RMj6L5DcjjyRtqncG/BY4WE0RrkVAgUgccDPwMeB6Tbbga2DkUiCTVL3dhoN9jRQs/dQby15gq4eWt/kHyiJj8xFnYiLMW80siciQwWlX/0jy8GUPYGOuS9CgUBdcDdw0AtwNnqWpObcAJ7/UtrDY8hmmk7IGFJa7D5jT+zVWubMK1AE/BJrG8GgpECvYLcI04Z2IlUmmHtXo8+cIZ1Iuw7X+bNju5G8X5WAXVQKyP4iBXlVYUnNM0AdtBjAEOyaTKRUROxhqqkspyVEwYoCfenjxd8Kcd7+08IZREVPVTLAFyv4j83P1ycyWC6RYvBYJqYlR3YtrI5cC7InKriEwIR4MSjgYvxSo85mPlge+Ho8GZrbh+xrjQ0VnA373x9hQSZ7SvwpQ225ovge0x4w02qOSSVn7Ps8b1UJwqIrcCr2FhnpOwMEha4y3GL4H3UxlvAFWK7oEXRQ9cVT8S00x5GKgUkTNyKdpX1ZiIzARqEsMRqroUOFVE/gL8CnjtosPe/OBHl28zfvTEJk1tAWBeOBrcKRSItEks2iWwvo/FEP+YaZWJG2/1M6wiYAOWBL7FbXELglv7RFV9o1DX9LQNqvqFmCZIW3MmVsudyH7Aj0k/5CFvuI7WZ7FS40SeVdXnWzi3DPPUH1UnypcgSleOidJ9AaAI9ZqJum7bUTQ1cle2s5s75rmW3Fze5+1UsWRVjarqj4dX9hg/bqfeYy7/3tv8+Ufv8N5Lq0mwoz2AM3K5dku4TPd5WKb7/2VhvAOYMNbFWFhoX+zD/1g4Gkw5xTlfuOaSIFbemLfST0/RWZTr9ywLlmFx92uw8uH5QDVwoYhUtvG1gU0O3EWYeFYiT6Y7z7XeX4618MeN93exHf6j2NCWT8LR4BXhaFAUoS7WJelRKIo6kUdVPxWRGcBtQEREDmmpLjYcDXbF4mvHYiVZ/wH+FgpEknWrAXDpvyZ3Bcq/M3sEj/9jGQ9c/QmrV9Qz/ajBBL89mH6Du+6Wv5/qG9wO4bIcarv/CiRTit8L82T+1urFJcG1H++MJYQXFLsszJN3yrCdYJuhqncne9x5tgeLDUZ4ri3X4NZxq8u3XYhpySzB5G+T4mL3FwCXxR3CcDS4O2abEt3sbpgm+pcxFTY2FneoWXHnAQGuA+0I4DHgRVffnRS3lXkUq1PdG6s2OQ94IxwNjk9zma+AWJ+BZRx97ijOvnE7Dv3Z1vy3ahXnzHyNy49fOEpEDmuLbs5sjbebunJQmpdkMx08I0Skl0sIj8ekeF/yxrtTosVqFFPVehdPXiQix0geBnKkw1WbXIkNpajDmuRSyd2OwkKtv262mz+L1BOIzlSgQUuSHoWi6AYcbA6mqp6DTWZ+QkS+m+KlP8QMd3MGYV5rUkKByGfYDQKAbuWlBA8bzK9umcAfHtsRQZ7DvNqlInJFPvVbcqAn6f8ueYtjikhfZ7jHYQqJr/pO0M5B86Sh80aLPhxbVZdhIlzjRWS/tkhuujDRRldGeR42T+DmFK/dAdvVnp+k/X7HNJcZplr8EEq7MOBxVPU6TInsZBH5nYshJ5JsknOc/cLRYLpa19Mx3eImDB7R/Zbzb5twNFZedCKW+HhTRO6U4owsWwZ8mOb5qtZeQETGi8h3gLGq+pyqvuENd6fjtyLyY9hUvrqdJgw9zjciUi42YLlF1HgaeAWrHc9bJtA1Dq2Ll0u6a52kqo8nee2e2OzbizW59Ea6OvFaBeoaS5MehaJdGXAA94s+DTPkDzZLuqQzqEJq3WRCgchHWHnhmcD9wC1YtvykUCCibhfwhJr061ZYLfkxInKmiEwtVBmUq0u/NMXTX2PbwqwRkVIR2dsZ7piaNG2r6vA97RMRmY4l5k93TsgMYH6splJiNZUDYjWVeZ9C4Logx2TzPVHVlfFkoUuc52yPXOnfAGyweos6SGICVuNU9c9pnJeb0rzFnYoUPYRS8EaeTHElT7cC2wKHq+p74WjwSswAJ+MjYFzzySF5WIdgsfapmAF9QJPMx8s34Wjwx1gVygj30IvYz74MU2PsBjweCkTSzh8V06vYExP9qlLVVW2zYk97wCWin8EUDMGM0E8alwdOA87BdpjrsfmV55VUVOdzTusQYKtcy05d2apqlpr3zoPvm+n3UkSOBepUNeVgcoBwNCjA37H68UTeBPY545APv9j1+uOTnjt/7792HjGrXHF35IuxZMIJN1dPWwi8DiQrhfpxKBBJd8fMx3r6YKOWBmAtxs+0ZbIvHA2WApXAhlAgsjgcDV6CtSgn7tHuBE4MBSJN6uhd49C2wGrMcPtBEFsAIvI3bAcbZ/F7z4+8JzC22y+SvPw1YPeSiuq8zI91199BVd9qxfmCRQZimYT1nPEu02YDxdO8vhdsKp7IiHA0OB0bol4OPAXcFwpE6ntvW6FTrv1+0nOe2fd/vAGP47Y7YeDPN7y52yPdykuvxMaUgcW1Lw0FIgVpEkhY02TMs90I/FPzMPMyHeFo8EhMLjcZvw0FInPcunbFShA/0OQDAjydFBH5Ntbw1S3x8dN/1LfhqkuHpMqsHVdSUX1nHtcwKR4WaeX7bArFpDLkzmMvzaQt3r0+6+HG6ehVWaGTrwklfS6y/xUddqhx3lHVB1x54ZOnTH7pEuCS7Xbrc9URZ4+IVk7pszAUiBTcu3QJoTddgmgnEVHgxTZMBp6W5rmflvfqcm/tusbtgFdUNd0UIU8nREQmAOdi3c0rMceidurO3UYOH9blmDSnHoDt4vJFRlrcLRH/HolIiYikMuKNmcS73fv0A77O505UEeoLmLBMRocw4ACq+o7zMF4GfvPeS2s2Xn7c292ARSchVVjr7B2ZbqXyuK5a4AW3NZtOHqpEUjAu2YMrPqll8cJ1Q0Zs16Nn9StrWj0j0dOxcDXMAeAdVZ3e/PlYTeUB2PY/FTmPLktBXqUeXDOciEhpc+ObYYilBAu5rsq7c6XQqAWVeNmMDmPAAVT1FRG5HjgZm/IOsA0wFvgBNm6qKKpnqrpWRPLifSTiOsR6/OaBScuAEbXrYtRtaKRm8QZ69u1CxZge7HrgwBW7HjjQe91bEK7iYmfgY00/CuxprP57cIrn83bTd15u3js9VVVFJCYiJdnknFyIpadmMdAiq3UhNDQWt5CvQxlwxxVY4X0iG7HxUUWTrHS0xWipW4B95xz+3yZdoqMm9ODieydSWloKcGMxwkiewuNCdnsAK1sw3ACUVFRvjNVUnoVVdDW3NneVVFT/O4/L66mmNpp3nBEnUyMuJqHbLVX3ZX7WBA1FDqG0uzrwllDTSnmYbwYNN2Kaw+1BOD7vHjgmDNRk0sjQ0d046/rt4sb7XuA3bXBdTzvCxYInAxOxma8tznCMU1JRfTswE3gAWIyVpJ4CJK+By3F9WKlqm+FCINpSrbnY1PgyzXA2ZmuIxSTpUSg6ogcO1uhyCNa8sxxL8D0kIq0eEpEr7gOc8STsTFHVBSLyH6x8EWDDlP0H3tN/aLd3sTpw34zTyXElod2xEXw5Desuqah+FssTtRXDsB6FNsV54iIikiym7coKta2rwmwtQmPMh1CyRlVfE5FXsBjgAS7B+SJwo4g8hU3iKXR9ZNd8f2hcF9104HogiMUxw/Nu+PTUfF7H0z4Rm2XZHxuCnHfnIFdEZCg2qSZeKdIN0x4pyHfOGfES5zTF4v/HHLpYIXsetBXetoicieXzBPhfVb0y2/focCGUBELAnqr6DoCqfoZNjS4H7nZJnkKSt4Ye52BMx8R0HlXVx7D2/wXA2fm6jqd9IiLDRWQKFud+tT0Zb0cIeEVETneJy4Gq+kUhF6CqcUNdEtdScXIYBXPcVCHWWJL0aAkRmYgZ792AycAhIpK00iwdHdIDBxvWkOSxGHCFiOyOGfFvF2IrFb98Pt5ERAJYyeBzzWJ4c4ARhS6T9BQOV3E0Elimqq8Wez1pWI3tfnfG8i93ich1+WjgyZbidhgLscacPfDtsb6R9QAi8gwmq31FNm/SYQ14Olzc+ECgXET6tmUmOvGyrX0DZ7xR1Uc3e3OboN3iFG1Px8SFJbpnk5wsIqsS/j0AOBUYJCLfyzVG3yHRVoVQFgKXichArEjhYEydMSs6pQEHcB+kr50KX3+gVk0xra3IOYTi4nfdsPb39q9t4Mk7LgTYUWjuEP0ZOG+L1NtJbcAHuTxdnBtV9cb4f1T1XRH5I/AEsA4boZj176/TGvA47kO1UkyvuD+wpj190BL0HNry5uLx5JO4Aa8DzlHVNhnx1+5R0hnwL1rSQlHVm3CStSJyOfBJtkvo9AY8jjOQG0Skn4jEVDWvHWPZdIjFETfCLVMxHo+nnbDaHSeo6sPFXkwx0dxj4IjNB/1cREZi8e/ds32PLcaAx1HVVSJS5qpU1hcrKehKrzIW4/F42hGrgaMy6QTt1KggrTDgwH0uBl4PnKY5aPVvcQYcbMAq8JWI9BSRboX0gF0XWXesbtYPDvZ0RBq3eOMdpxXf4GTiY9myRRrwOAUsMQQ2JSu7+ni3p4OTdQ4pHA3OxEIEK4F7QoFIm0+1anOU1nrgrWaLNuBFoNTXcXs6ARlXSoWjwYGYdtG0hIevDEeDp4QCkVvyvrICI0XeQ3fkTswOh+ZpEojHUyzcVJtsRKJupKnxBgsh/j0cDU7K28KKQbwKJdlRILwB93g82ZKR3xmOBrfGBnAnoxRTROzQSGPyo1D4EIqn4LiO09OxWOoybK5p/Kjxyd32i6qucRVcmcSwR5PeSdwmL4sqEqLFD6F4A+4pOE7H5kwnQrQVpv8xBhsSXeEqdeL70M8xI7CEb4z8J6qal9Fd7lo7ADNV9ap8vOcWQKYx8I8wbz2VEf8wP8spHj6J6dlicR2xS93xfLLXuDrZnTAjPxMYBQyPN0EBn2FGfYk7lrr/r0wnSyAiIzA1uOOB3thuwBvwzMjIgIcCkWXhaPABrEmlOY3ADflcVMHRwoZLkuENuKddo6pfAklrjl1Z5mDMuI/EjPs+7t/9e/Ur69N/aNf+fQaVrVm/puGlxQvXPQfsD+wC9HPnxr3Dd9r0B9lyORmowPTs49QCp4QCkYKrF+YbH0LxeHLExco/c8emoc7haLALcCcwc+OGRr5aXseXyzdOrn5lzZSHrvl0HNCDzT/7JSJyBN+EaVZ4YbGUrBWRXqq6tqUXunrvPTptHbg34B5P3jkbOBKgW3kpw8aWM2xsORP36Lfz4WeMuOCH2y1Ygc0aHZZwzgLsRhAA9gUGJ4xeFL6ZTdrQnsTQioGqNjgRtowJBSJPA0+3yYKKiTfgHk/e+UmqJ0pK5GRVHSsi/wLuwKYe9cXE9Z8ndSxe3OiushaMl+Yrwepp34hCSZFv5b4O3NMZGdHSc25Axt5YOeNaWqiIiIdTVLVeVTemOoAGF5vv7NSKSPdiL6LYFLsOfEv4oHm2PN7O5Dk1bsNKGefn48JuVmOnr2N3khDdir2OoqJYCCXZUSC8Afd0Rq7M5jlVXbulx7VzpLhF0O2AksbkR8GuX7hLeTyFIRSI3IoNgU6UCd4I/DYUiNxclEV1TuoT6vG3OOKdmMmOQuENuKdTEgpEfgsMB05wx4hQIDKnuKvqXDg55h7FXkcxKbYB91UonoIjIsOw2aRtpscuImOxbsx/ttU1PFs4vhPTs4WyLbCTiPTAUkHxWGot3zTSLAE+zyYhKCKDgBDwI6wbMwTcl8d1ezYnr7NlOxq+kcezxaGqT5OkqUNEyrEyv5HAwcBQERkCTMJy+zU0VS78GBO72g84A1O/GwSUAV+65z1tyBbdreo9cI/nG9youWp3NMEpFw7lG92TScAsrONyWPPXY3rTg0RkK7xEracNELwB93gywpX5LXPHgoSnzhCRo4G/YPXciYn5PYDjMInaEsyLX4555lXAc34+qSdnFCRW3A2IN+CeDo+q3iMiTwG3YKp3A4AvVfXXia9zXnwF5sE3ApObdRMm1jWvxYVotugwgSctxW6l9wbc0ylQ1ZXAoSJyKHANsFmFi/PiP3VHWkSkF2botxeR5ar6fp6X7OnoeDVCjye/qOrDIvIMUNnK91mLaYR7nXBPUiwG7kMoHk9eUdU1wCvFXoenk6NQ0lDcJXgD7vF4PDniQygeTwu4uZhrVLW+2GvxeDahPoTi8WRCP2BKEuGkuKDnMuBjVV3V1gtxU+xLVbVVm+f4z+JvSh0XUaXEG3CPJz2q+iEpBi640sCtgAki0hfr1lzf7GUxYLmqfp3rGtwu4Hjgh+54LYtzy7D69Pi3XfCj2ToFPoTi8bQCZwSXuiMp8fpvEdmaprXeK4Amw3UTOzZd888+wA+AI/hmgEFNiuuUJLx/afxhoN572p0QBWnwHrjH06Yk1H+nRYzShId+A1zY/O2ALxLGpiXeEDTBq/be9RZAsTsxvR64x+NwI9YaE45fAwcAHyS8bIWq1sVHpzV7vddb2YIQ54EnOwqFN+AeTxpU9QlgB+AyoJ4U4RPPFogq0hhLehQKb8A9nhZQ1Q3OG98JuL/Y6/G0HySmSY+MzhXpJyL3ish7IvKuiEzL9vo+Bu7xZIiqvk36ifeeLYnWJzGvAh5T1aNEpCs5jKfzBtzj8XhyRGK5hUtcyesM4CQAVa0D6rJ9Hx9C8Xg8nhwQVaQhlvTIgDFYGes/ROR1Efk/EemZ7Rq8Afd4PJ5cUNIZ8EEi8krC8ZNmZ3cBdgauU9WdMPnj87Jdgg+heDweT04opA6hfKGqu6Q5+RPgE1V90f3/XnIw4N4D93g8nlxI74GnP1W1BlgqItu6h/YhB+1574F7PB0MESkHRqvqu8VeyxaNKjS0quH2DOA2V4GyCJNsyApvwD2eDoSIjAf+F3gGuCDN6wQo8YJZbUyOVSgAqvoGkC7M0iLegHs8HQQRORL4KzAC+DzhccEGOTfRZQFWFnSBWxqq0FDckTzegHs8RSYcDU4EpmBG+clQINLEKjjhrN8A5wDl7uGJIjIo4WVfeS2WAqNAAdvmk+ENuMdTJMLRYF/gDuCghIc/DUeD3wsFIlVOGXEH4CasjT+R0UBfp5XuKQbeA/d4tmj+gTPesUblsyW11K5r3Fpj+sjEk/odiTV6VGNa5AcDuwFTge2w7+63SDHowlMIWp3EbDXegHs8BUZESvY7sWLP4LcHH24PKCLC0FHdKe9VDtDzFzeP3yUUiFzmTlkLXAtc6+Ld04CZeM3x4qKgjd6AezydFmdwxwL9Ex7W6UcOGTxy+56S4jSAickeVFUFIu7wFBMfQvF4Og/OWI8GBmJzOOONcouax6rD0WBL3/wWJwh5io16D9zj6Yg4Yz0SGNzsqcWq+lFL54cCkTfD0eDLwK5Jno5hiUtPO0YVtN574B5Ph0BERgBDEx5aqqqvtOItjweewm4EcRqB00KBiO+ybO+oog3FnVUtFlLzeDweTzaIyGPAoBRPf6GqB7b5GrwB93g8no6JVyP0eDyeDoo34B6Px9NB8Qbc4/F4OijegHs8Hk8HxRtwj8fj6aD8f4JUpGeAGaWqAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "key = 'fullvb'\n", "scv.tl.velocity_graph(adata_vv, vkey=f'{key}_velocity')\n", "scv.tl.velocity_embedding(adata_vv, vkey=f'{key}_velocity')\n", "scv.pl.velocity_embedding_stream(adata_vv, vkey=f'{key}_velocity', color='generation_time', basis='X_umap',figsize=[6,6],s=255,alpha=1,density=1,arrow_size=1.5,smooth=1)" ] }, { "cell_type": "code", "execution_count": 72, "id": "74f2e0e8-3606-477a-b061-5ffef2926cda", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.pl.scatter(adata_vv, color='fullvb_time', color_map='gnuplot',figsize=[6,6],s=380,alpha=1,legend_loc='None')" ] }, { "cell_type": "code", "execution_count": null, "id": "cadc28ba-fff2-4eba-859c-ee2db58a7d22", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 74, "id": "90a341ad-0880-424d-aa55-94c226421468", "metadata": {}, "outputs": [], "source": [ "import phylovelo as pv\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n", "\n", "def norm_time(x):\n", " x -= min(x)\n", " return x/max(x)" ] }, { "cell_type": "code", "execution_count": 80, "id": "3d0e7a61-ae2b-4a3e-866d-1e5f1e951212", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "name = 'celegans_scvelo'\n", "fig, ax = plt.subplots()\n", "scatter = ax.scatter(adata.obsm['X_umap'][:, 0], adata.obsm['X_umap'][:, 1], c=adata.obs['generation_time'], s=80)\n", "ax = pv.ana_utils.velocity_plot(adata.obsm['X_umap'], adata_scv.obsm['velocity_umap'], ax, 'stream',streamdensity=1.2, grid_density=25, radius=0.12, lw_coef=1500, arrowsize=1.5)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('UMAP 1', fontsize=15)\n", "ax.set_ylabel('UMAP 2', fontsize=15)\n", "plt.yticks(fontsize=12)\n", "plt.xticks(fontsize=12)\n", "cbaxes = inset_axes(ax, width=\"3%\", height=\"30%\", loc='lower right') \n", "plt.colorbar(scatter, cax=cbaxes, orientation='vertical')\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.set_ylim(0.35,1.65)\n", "plt.savefig('/home/wangkun/modelcomp_figs/'+name+'.png', format='png')\n", "\n", "fig, ax = plt.subplots()\n", "scatter = ax.scatter(adata.obsm['X_umap'][:, 0], adata.obsm['X_umap'][:, 1], c=adata_scv.obs['latent_time'], cmap='plasma', s=80)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('UMAP 1', fontsize=15)\n", "ax.set_ylabel('UMAP 2', fontsize=15)\n", "plt.yticks(fontsize=12)\n", "plt.xticks(fontsize=12)\n", "cbaxes = inset_axes(ax, width=\"3%\", height=\"30%\", loc='lower right') \n", "plt.colorbar(scatter, cax=cbaxes, orientation='vertical')\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.set_ylim(0.35,1.65)\n", "\n", "plt.savefig('/home/wangkun/modelcomp_figs/'+name+'_lt.png', format='png')\n", "\n", "\n", "from scipy.stats import spearmanr\n", "x = adata.obs['embryo_time']\n", "y = adata_scv.obs['latent_time']\n", "\n", "a, b = np.polyfit(x, y, deg=1)\n", "y_est = a * np.linspace(0,700,100) + b\n", "\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "ax.scatter(x, y, alpha=0.4, s=70)\n", "ax.plot(np.linspace(0,700,100), y_est, '-', c='k')\n", "ax.set_xlabel('Embryo time', fontsize=17)\n", "ax.set_ylabel('Latent time', fontsize=17)\n", "rho, pval = spearmanr(x, y)\n", "ax.text(0, 1, r\"Spearman's $\\rho$={:.2g}\".format(rho), fontsize=17)\n", "ax.text(0, 0.9, r'$p={}\\times 10^{}$'.format(*r'{:.2e}'.format(pval).split('e')).replace('^', '^{').replace('$', '}$')[1:], fontsize=17)\n", "# ax.text(0, 0.9, r'$p={:.2e}$'.format(pval), fontsize=17)\n", "\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "\n", "plt.savefig('/home/wangkun/modelcomp_figs/'+name+'_cmp.png', format='png')" ] }, { "cell_type": "code", "execution_count": 98, "id": "fa9cc8e6-2b69-4657-8ad6-d25fc2e95b2d", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "name = 'celegans_deepvelo'\n", "fig, ax = plt.subplots()\n", "scatter = ax.scatter(adata.obsm['X_umap'][:, 0], adata.obsm['X_umap'][:, 1], c=adata.obs['generation_time'], s=80)\n", "ax = pv.ana_utils.velocity_plot(adata.obsm['X_umap'], adata_dv.obsm['velocity_umap'], ax, 'stream',streamdensity=1.2, grid_density=25, radius=0.12, lw_coef=1500, arrowsize=1.5)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('UMAP 1', fontsize=15)\n", "ax.set_ylabel('UMAP 2', fontsize=15)\n", "plt.yticks(fontsize=12)\n", "plt.xticks(fontsize=12)\n", "cbaxes = inset_axes(ax, width=\"3%\", height=\"30%\", loc='lower right') \n", "plt.colorbar(scatter, cax=cbaxes, orientation='vertical')\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.set_ylim(0.35,1.65)\n", "plt.savefig('/home/wangkun/modelcomp_figs/'+name+'.png', format='png')\n", "\n", "fig, ax = plt.subplots()\n", "scatter = ax.scatter(adata.obsm['X_umap'][:, 0], adata.obsm['X_umap'][:, 1], c=adata_dv.obs['latent_time'], cmap='plasma', s=80)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('UMAP 1', fontsize=15)\n", "ax.set_ylabel('UMAP 2', fontsize=15)\n", "plt.yticks(fontsize=12)\n", "plt.xticks(fontsize=12)\n", "cbaxes = inset_axes(ax, width=\"3%\", height=\"30%\", loc='lower right') \n", "plt.colorbar(scatter, cax=cbaxes, orientation='vertical')\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.set_ylim(0.35,1.65)\n", "\n", "plt.savefig('/home/wangkun/modelcomp_figs/'+name+'_lt.png', format='png')\n", "\n", "from scipy.stats import spearmanr\n", "x = adata.obs['embryo_time']\n", "y = adata_dv.obs['latent_time']\n", "\n", "a, b = np.polyfit(x, y, deg=1)\n", "y_est = a * np.linspace(0,700,100) + b\n", "\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "ax.scatter(x, y, alpha=0.4, s=70)\n", "ax.plot(np.linspace(0,700,100), y_est, '-', c='k')\n", "ax.set_xlabel('Embryo time', fontsize=17)\n", "ax.set_ylabel('Latent time', fontsize=17)\n", "rho, pval = spearmanr(x, y)\n", "ax.text(0, 0.1, r\"Spearman's $\\rho$={:.2g}\".format(rho), fontsize=17)\n", "ax.text(0, 0.0, r'$p={}\\times 10^{}$'.format(*r'{:.2e}'.format(pval).split('e')).replace('^', '^{').replace('$', '}$')[1:], fontsize=17)\n", "# ax.text(0, 0.9, r'$p={:.2e}$'.format(pval), fontsize=17)\n", "ax.set_ylim(-0.05, 1.05)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "plt.savefig('/home/wangkun/modelcomp_figs/'+name+'_cmp.png', format='png')" ] }, { "cell_type": "code", "execution_count": null, "id": "f2d62524-ca1f-4176-a502-d5358ac5178d", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 99, "id": "a66f9900-1c3c-41c8-9adf-1769ebb7e655", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "name = 'celegans_unitvelo'\n", "fig, ax = plt.subplots()\n", "scatter = ax.scatter(adata.obsm['X_umap'][:, 0], adata.obsm['X_umap'][:, 1], c=adata.obs['generation_time'], s=80)\n", "ax = pv.ana_utils.velocity_plot(adata.obsm['X_umap'], adata_utv.obsm['velocity_umap'], ax, 'stream',streamdensity=1.2, grid_density=25, radius=0.12, lw_coef=1500, arrowsize=1.5)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('UMAP 1', fontsize=15)\n", "ax.set_ylabel('UMAP 2', fontsize=15)\n", "plt.yticks(fontsize=12)\n", "plt.xticks(fontsize=12)\n", "cbaxes = inset_axes(ax, width=\"3%\", height=\"30%\", loc='lower right') \n", "plt.colorbar(scatter, cax=cbaxes, orientation='vertical')\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.set_ylim(0.35,1.65)\n", "plt.savefig('/home/wangkun/modelcomp_figs/'+name+'.png', format='png')\n", "\n", "fig, ax = plt.subplots()\n", "scatter = ax.scatter(adata.obsm['X_umap'][:, 0], adata.obsm['X_umap'][:, 1], c=adata_utv.obs['latent_time'], cmap='plasma', s=80)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('UMAP 1', fontsize=15)\n", "ax.set_ylabel('UMAP 2', fontsize=15)\n", "plt.yticks(fontsize=12)\n", "plt.xticks(fontsize=12)\n", "cbaxes = inset_axes(ax, width=\"3%\", height=\"30%\", loc='lower right') \n", "plt.colorbar(scatter, cax=cbaxes, orientation='vertical')\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.set_ylim(0.35,1.65)\n", "\n", "plt.savefig('/home/wangkun/modelcomp_figs/'+name+'_lt.png', format='png')\n", "\n", "\n", "from scipy.stats import spearmanr\n", "x = adata.obs['embryo_time']\n", "y = adata_utv.obs['latent_time']\n", "\n", "a, b = np.polyfit(x, y, deg=1)\n", "y_est = a * np.linspace(0,700,100) + b\n", "\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "ax.scatter(x, y, alpha=0.4, s=70)\n", "ax.plot(np.linspace(0,700,100), y_est, '-', c='k')\n", "ax.set_xlabel('Embryo time', fontsize=17)\n", "ax.set_ylabel('Latent time', fontsize=17)\n", "rho, pval = spearmanr(x, y)\n", "ax.text(0, 0.1, r\"Spearman's $\\rho$={:.2g}\".format(rho), fontsize=17)\n", "ax.text(0, 0.0, r'$p={}\\times 10^{}$'.format(*r'{:.2e}'.format(pval).split('e')).replace('^', '^{').replace('$', '}$')[1:], fontsize=17)\n", "# ax.text(0, 0.9, r'$p={:.2e}$'.format(pval), fontsize=17)\n", "ax.set_ylim(-0.05, 1.05)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "plt.savefig('/home/wangkun/modelcomp_figs/'+name+'_cmp.png', format='png')" ] }, { "cell_type": "code", "execution_count": 83, "id": "a411bb49-cfd1-4136-b794-7d6374d18016", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgsAAAHoCAYAAADHZ6x/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAADKmUlEQVR4nOzdd3gc5dXw4d8zM1vVLcm994ptMLbpEIppoYZAgEAgCQkhpIeUl3wheVN5QwqBQCAJhBpC72AwxRhjbGNjg3tvsmT1tnVmnu+PlWTJ2l1Jtqp97utSgrWzs2dla+fMU85RWmuEEEIIIVIxejoAIYQQQvRukiwIIYQQIi1JFoQQQgiRliQLQgghhEhLkgUhhBBCpCXJghBCCCHSsno6gM529tln69dee62nwxBCCCG6k+rKkx92IwtlZWU9HYIQQghxWDnskgUhhBBCdC5JFoQQQgiRliQLQgghhEhLkgUhhBBCpCXJghBCCCHSkmRBCCGEEGlJsiCEEEKItCRZEEIIIURakiwIIYQQIi1JFoQQQgiRliQLQgghhEir25MFpdQ3lVLLlVJRpdSDbRw7Win1klKqVilVppS6vZvCFEIIIUSDnhhZKAJ+Bfwr3UFKKS/wBvAWMBAYCjzS5dEJIYQQooVub1GttX4GQCk1i0QCkMqXgCKt9R+bfW91F4YmhBBCiCR685qFucB2pdSrDVMQ7yilpvV0UEL0dVprXF2Gq/ehtdPT4Qgh+oDenCwMBa4A7gQGAy8DzzdMT7SglLqhYR3E8tLS0m4OU4i+QWtN1PkvtfFTqI2f2PD/c4jYd6N1rKfDE0L0Yr05WQgDi7TWr+rEJ9kfgHxg0oEHaq3v01rP0lrPKiws7O44hej1tNaEnf8h4vwCzW4gBkTRVBB176be/iJax3s6TCFEL9Wbk4XVgO7pIIQ4HDj6feLu8yRy8ANFcPQnRB1ZPyyESK4ntk5aSik/YAKmUsqvlEq20PIRYK5S6gyllAl8BygD1nVftEIcHiLOfSRPFJqOIObe313hCCH6mJ4YWbiVxKfWj4GrG/77VqXUcKVUnVJqOIDWekPD4/cClcCFwAVaJleF6DBXr23zGM0+tI50QzRCiL6mJ7ZO3gbcluLhzAOOfQZ4potDEuII0N5fdbNLoxBC9E29ec2CEKKTeIyzaCthMNVMlPJ0T0BCiD5FkgUhjgBe83rSJwsBfOa3uiscIUQfI8mCEEcAU40kaP0V8APNS5WYgB+f8R08xkk9E5wQotfr9jULQoie4TFOJ8vzJlHnEWz3DcDGNObgM67HNMb3dHhCiF5MkgUhjiCGGkzAugW4padDEUL0IZIsCHGE0jqGG5qPXf8EuFUoawRW5rUo3yyUUj0dnhCiF5FkQYgjkHZKiJV8Ae1Wgq5PfC++kVhkEYbvODwFd8rOCCFEE1ngKMQRRmtNbN91aGdvU6LQ8AjoEG70feyq23ssPiFE7yPJghBHGB1djnaKgBTtqXUEp/4JtFuf/HEhxBFHkgUhjjBO+HXQ6fpEAFi40aXdEo8QoveTZEGII4x2Q7SroauOdnksQoi+QZIFIY4whvcoUIE2jrJRHqm9IIRIkGRBiCOMmXF+q+9pwDUTX9pQYI3F8Izu/uCEEL2SJAtCHGGUkYmV9xtQfgAcC5wMhetXuH4DJ6Bw/JXY8SU9HKkQoreQZEGII5CVcR6egr/j+gegfQYo1fAFKNB6L5G6r0vCIIQAJFkQ4oilvONxrepEgpBUhGjoVrRux2JIIcRhTZIFIY5QdvR50mQKAGi3Atf5pHsC6qV0vBQd3Y52pO6EOHJJuWchjlCuuw1oa3ukwnV3Y3JUd4TUI3S0HLY/DLufhngNWFkw9GJ0/3G45fdBbBsoC7SDyp6HMfCHKM/Ang5biG4lyYIQRyil8gCTlJUcE0ehVFY3RdT9dGg3fHAVOHXgxhPftGtwSx9Ax6L7x151DG2Cbb+ELn0JlIkyB2IGr8PK+DxK+XrsPQjRHWQaQogjlOU7H2i7WZRpzen6YHrKim9DvHp/ogBoQ6Nzoy0+HV0P2DkK7dMNMzcO2tmDXfsHomVXNBS6EuLwJcmCEEco0xyPac0GUt0VB/AGvoFS3u4Mq9vo6rUQ2gW4Lb+fYbcocKkVOFlq/46RFiJoewvx2t93ebxC9CRJFoQ4gvkz/9KQMPjZ/3HgBbx4/Nfi8V3Xc8F1tcqVHJgoAGiv23JUwUcb1bGjOKHnpPGWOKzJmgUhjmBKBQhk3Y9jb8COvYDWZcAgDFuha5cRq7kaI3AyVsZlKLNfT4fbuVqNEjTQLb+vPQqM9LtGUBauvQHTe3QnBSdE7yLJghAC05qAaf0QJ7KIeNlNuGjQEQCc+Cc4NXfjyf8TZuD0Ho60E/WbRbLBVSNk4vqdgxh3bSOhEKIPk2kIIQQAbnwb8bKbEu2rGxIFIPHfOkK8/Lu4sQ09F+AhcHU5cftFYvbTOO6nAKis8ZA5GpTZ8uCIkZidaJh6UDENbRamcjA8Ezs9biF6CxlZEEIAYNf8A3Qs9QE6hl37d7z5f+y+oJKFoR103Xycyn9AZAs66uDsyMTeW4g5bgKeKWdiFZyGUh60jhCO3YrtvEbi4y5x0TfUYAK+P2Mc/efE1sl4DbiJmhMKhSr3ogtiaAuMGLgZ6SLyYQYuRbXZyVOIvksdbqVcZ82apZcvX97TYQjR50R2zwJdk/4g5cc/dHX3BJSE1jGcPV9FR1YmRkCavg8oiAdMtGWgLD9W8CvYahGO/oTkxacyyPA/g+Hko3f+G73zPlQctKWJDXaIDbKxomBVgzZAB5LshlABlDUBX/6/UQ2NuYToIV06DyYjC0KIBN1WNUdAx9s+pgs5ZX9ER1a0nCZh/zXcE3GI52lQIezIPbiGAx47xcdoiGjsDwT9d+OMOpX6If8C6locYfvAzm58cY0VKcCIx0FHUeYQrMzrMQMXHrbbS4VoJMmCEAIAZQ1H25vSH2T2755gktBuBF39eKtEoeVBYEQ1rl8BcZSrm0Ydkh1suwuIRP+OZc0hfSVLEsUus6YQ8N5/sG9BiD5LFjgKIQCwsr9M4oqYggYVj/VYF0o3sghNOO0xioYFic2/Z6cZndUuMfsuQpEvoty2Rgcy8JqXti9YIQ4zkiwIIQBQvpPBcZOv/NeJHQEqXo+OLOv22LR2CEd/SRvVkVpRKFSbT4kCscSIhZuq/LWJUnlYxmG0dVSIDpBkQQiREPkIwwkkRuMbkoOmLyexK0DpCG7dW90emu0swrVq2swVNA1FlDqk8fg4SvtAe2hZAjsDQw0h0/sYSrXdS0OIw5GsWRBCJOg4CjBt0Db7r6G6+ZS/Tr9moDPDCa/HLf47VC8gNiAK2eAEwAynX/bt+ppHq9Bm4r9av0CyZyuCnrtw9GocvRZFJh7zs1jGyagD6zEIcQSRZEEIAYDyTQKdWOSnIPnFVAUx/NM7fG6tHShfBuFi8ORA4fEoM3kDK21X4la+jt7za5SOA429GhTxHIURS4x0NE8YGkO1M5uXZlYolQOeQWi9FRrXO7R4XwemHQZg4vd8p8PvUYjDmSQLQggAlHcMyjsOHV0DiYLPYIDbeEOtwXBdVOY57T6n1iFiZXfgVj0LtotV4cGo86A06HE3oEZfi2rY9+jWLcIt/iNE1iWGNkzQLolcIaxwghoMRbQQrDqNFaKpD5TrASdogNV48c8AFSCQ/RCGORrHXUM4+mtcd8X+JyUdn4hjGEM79oMT4gggRZmEEE10bDv2rkvRbi2ut2H+obGIgQaUhZFxKZ68XzZd5FOJx18nEv4hOLH9xRNdUGFF4BMvyg3A6Gswxn8Dp/IpdNEvWk9x6P3/HxqVpKFT0+eXgekOxlSjAT+W9zxM7+kt6h+47i7qwueRvEBTw1nUBDKDL6R9X0L0Ul1alEkWOAohmijvSMxhz+P6sxNJQvOEQAHYuLX/Jb7962m3UNr2EiKRH4GK7R+/VCRGC4Ka8PQY2g3DlgdxQ1vQRbclXwvR7OU9pYB7wGsqlejtoLIIZD6IP+sf+LPuwvKd06pQkmEMw2tdAaQqy+zH7/tFyvckxJFMkgUhREvuXlCpqh4ChsZV7+Cu+nXKU0SjfwBSLIQ0QHs1Tr4LKNydt5P2pkglvjzVGl9xQx0FV4OrAC+WeSqZgWcwjOFtvjWf9yd4PV8DgkAmkAEEUGoEQf+/sMyZbZ5DiCORrFkQQrTghF5q0XchKa3Rlc+hqy5F5U5q8ZDr7sN1N6Z/vgXxQTZWWRTsTaRMLJpTYNWBWQeuR4PPgznwdsyM9q+hUErh996Iz3M9trMEqMdQwzGMKW1OqwhxJJNkQQjRgta1tKv4kYqjtzyGOuZ/AXBKdxP94GXsXZ/gGkNRkytRU6pRPjfp07UHUB4wgvvXHLYvQgwHiEagaj5ktT9ZaApd+fBYp3T4eUIcqSRZEEK0oDyTgPlAmnbVRmKhIg0jCOG3nyC68FlwncQXfnTpAPR7/TGu2IEa0HrhohFOrIkwCr6AW/Z/4NanD0yDbiz60DCBqu3Kg3yXQoiOkDULQogWrIw2+h9oIGygogZYAWKfLCL63nNgxxoShQZxA6Im7n9GoKMHfNS44NkbhEFnogo/D0YGKdctNOyiABKtK8zGQz0o/7gOvz8hRMdJsiCEaEGZ/bByb2lYQHiAhgu3td0HZgCGXUBkweMQT9Pe2gX9ac7+PztgVlkYGfNQR92GUh7MUQ+DmQcqyU6Fhl0UeEh8YjXVXDIw+l11sG9TCNEBkiwIIVqxsq7BMr8MUSPRK8ImUSOh1sRaH8CIWGD60TlzcKvL0p8sbqLX9APXB66JFZ2Jv/AVzBm/RhmJXgvKNxpz/ALUwB+Dfyp4R0JwLih/8nOqAKrfF1C+kZ34roUQqciaBSFEUtbQW1CbBsDGu9CGi4o6qLgBZhB8AdSJ96FjBhgmEE97LuUMxB/8LpY1B5WTlfwYMxMz/0rIv7LpezqyEWfPTyCyIbEYEg2YqMIbMQq+3HlvVgiRliQLQoiUzHHXooecid72JFSuAdOPGnoODD4dZXox4rHkLa2bMwysIdPxeM7o8Osr/3isMU+jozvQse0oIwjBGdL9UYhuJsmCECItFRyMmvLt5I95vHhnnkrsowXg2MlPYFr4jjv/0GLwjUD5RhzSOYQQB0/WLAghDon/jKswsvPBTHLv4fHhm30O1uDR3R+YEKLTSLIghDgkRiCTzK/fjnfmaeDxgjcAHi8qp4DAeV/GP++ang5RCHGIpOukEKLT6FgUt6oULAsjb4CUUBai+3TpL5usWRBCdBrl9WH2H9rTYQghOplMQwghhBAiLUkWhBBCCJGWTEMIITpM22GoWAluHLLHooJDejokIUQXkmRBCNFu2o2j1/4Zdj4Nykx8042jc6eiZv6vJA1CHKZkGkII0S5aa/TyHyQSBScCdn3iy41BxcfohVeiw8U9HaYQogtIsiCEaJ+ypYkvJ5LkQRfiteh1d3Z7WEKIrtftyYJS6ptKqeVKqahS6sF2PmeBUkorpWTaRIgeoLVGr/pdYq1CSi7sfbONY4QQfVFPjCwUAb8C/tWeg5VSV5HoZC+E6CHuyrvQ9Ttos8aSMiFW0S0xCSG6T7cnC1rrZ7TWzwHlbR2rlMoBfg7c0tVxCSGS0/UlsOEpcNtR7dW1wcro+qCEEN2qt69Z+A1wDyCrpoToIXrzi4k21DGrzW7U5ExCeXO7IywhRDfqtcmCUmoWcALw13Yce0PDOojlpaWlXR+cEEcIN1SDs+W9RD2FuAma1AmD8qAm3dyt8QkhukevTBaUUgbwN+DbWmu7reO11vdprWdprWcVFhZ2fYBCHAGcst3U330jdvGehgRBQZ0PXIVuljQ0/ffor6AKju3BiIUQXaW37i7IBmYBTzR0rWuo/sJupdRlWuv3eiwyIY4AWruEHvl/uKE64hE/aAfTb2P67ETCYLlgOWgFOApUP9TEr/R02EKILtLtyULD9keLRAJgKqX8gH3ACEI1MLjZn4cBS4FjAJlnEKKL2ZtXYFfV4kY8aO0lHvIBYPps/IU1GD4bw3JRlgumHzXrJpRhtnFWIURf1RPTELcCYeDHwNUN/32rUmq4UqpOKTVcJxQ3frE/QSjRWsd6IGYhjih1Lz2KEwZQie2S2gBt4EQ81O/Ox64OYNf4iVcFYMylGOMu7OGIhRBdqSe2Tt6mtVYHfN2mtd6ptc7UWu9M8pztDce1uX5BCHFoYju34BTvTlJTQaO8cXz5NeBxcFyFE7GILX0dt0Y2LAlxOOuVCxyFED2n9tn7UOrALQ8uvv41ZAypwpMdxQrYWME4VlYUqCf82A/RjuTyQhyuJFkQQrSgKjcCzYcVNL78OjwZUZRB04iDUqAMMDwOhr2H6Fv/6IlwhRDdQJIFIUQT7caxAhGg2ciC4eLJjqBSfFo0Jgz26lfQ0VC3xCmE6F6SLAgh9ovX4c2vA2N/smAFom0/T4GyYji7Pu3C4IQQPUWSBSHEflYGVmYEw2vTOLqgPG6Kg/X+YxQobLBls5IQh6PeWpRJCNETqreiDJPMsSXUbemPG/UcsNhRo3xxlNduWtagbQM37EVrhVE4okfCFkJ0LUkWhBBNdNUGMDwYnihZE4px6n1EywNox0AZDkZmBAzdclul5WJmRXCiHoz8YT0WuxCi68g0hBBiP8ND40pGpcDKjBIYXEOkNAvlj7VOFBqOUwq8hfXoWG0PBC2E6GqSLAghmqgBs8F1WnzP8DgYwSjK4yQp1NTsuYYHve3FLo5QCNETJFkQQjRRgQIYcjIY3qbvacfA8DigFdqF8L4sylcNp+yjkVRtGIRd33CsG0Xv+7CHIhdCdCVZsyCEaMGY/TPcd25CV25BuWEiRbmUbe/PgOwIlauG48YttJNoGhWryiBUlEfGkAqyxxWT6BMnhDjcyMiCEKIFZQWIjf0VO96bTO3ePPasHEPljv5UrhqOE/U0JQoNR4NrUL+nH/VFA1BDTumxuIUQXUduA4QQLWit2fKrR4nuzaFuxxScmAePP4YT9YJOsWjBNajb0o+sIWd0b7BCiG4hIwtCiBbq1+4gXlELGlzbRAP+jEjqRKGBNvzE90j3SSEORzKyIIRooX7jLrSd2BHhOiagUCpVFcfmFDrWjtLQQog+R0YWhBAtKKN5a0kAjR3z0KK5VBI6FsXK79fV4QkheoAkC0KIFrJmjG3ZoRpwXKPV91rSWEEbStd0ZWhCiB4iyYIQooXAiAEExwwGc3+C4M2I4M+thaTTERplaDILK3D3bujWWIUQ3UOSBSFEK2Nu/SLeghwMnwcM0K7Cnxcio381hmWDclGGC0rjCUbJGV6K6XXA8rZ9ciFEnyMLHIUQrXjysph8z3cpX7CC0hcWE6nzoIyd+HPC+LLDODEL7SpMj4NhNYw2ePyYY4/r2cCFEF1CkgUhRFKm30v/8+bS/7y5AERf+wPOhndRdgzLZ7c82DBRuYMxBk3qgUiFEF1NpiGEEO3iPeNbGAMngsff8gGPH5VViP+SX6HSdZoSQvRZMrIghGgXZXnxff73uNs/Ir7iOXR1MSqQjTX9fMzxJ6FkvYIQhy1JFoQQ7aaUgTnqWMxRx/Z0KEKIbiTTEEIIIYRIS5IFIYQQQqQlyYIQQggh0pJkQQghhBBpSbIghBBCiLQkWRBCCCFEWpIsCCGEECItSRaEEEIIkZYkC0IIIYRIS5IFIYQQQqQlyYIQQggh0pJkQQghhBBpSbIghBBCiLQkWRBCCCFEWpIsCCGEECItSRaEEEIIkZYkC0IIIYRIS5IFIYQQQqQlyYIQQggh0pJkQQghhBBpSbIghBBCiLQkWRBCCCFEWpIsCCGEECItSRaEEEIIkZYkC0IIIYRIS5IFIYQQQqQlyYIQQggh0pJkQQghhBBpSbIghBBCiLQkWRBCCCFEWpIsCCGEECItq6cDEEIcvty4Tc3yDcTLq7FyMsg+dhKm39vTYQkhOkiSBSFElyh7Yzl77nsRrTXacVCmCa7LwMs/w4DPn4ZSqqdDFEK0U7dPQyilvqmUWq6UiiqlHkxz3LVKqY+UUjVKqd1KqduVUpLcCNEHlL+5nF1/exYnFMENR9ExGzccxY3GKX7iLfY++kZPhyiE6ICeWLNQBPwK+FcbxwWB7wAFwBzgdOAHXRqZEOKQRT5Zxq6//hcds5M+7kbjlDz1LnZNfTdHJoQ4WN2eLGitn9FaPweUt3HcPVrr97TWMa31HuBR4ITuiFEIcXBC77/GrjsewE2eJ+xnKCoXru6WmIQQh64v7YY4GViT7AGl1A0NUxvLS0tLuzksIQSAU13Jtjtfo7o4G63Tr0fQ0TixsqruCUwIccj6RLKglLoemAX8IdnjWuv7tNaztNazCgsLuzc4IQQAe+75D6GqANpte+Gi8lp48rK6ISohRGfo9QsGlVIXAb8FztBal/VwOEKIJLTrUvr+HrRrALodT4C8k6Z3eVxCiM7Rq0cWlFJnA/cDn9Vaf9LT8QghkouX1+LGG5MEhesodIqcQXkt8ucdi6efjCwI0Vd0+8hCw/ZHCzABUynlB2yttX3AcZ8hsajxYq310u6OUwjRflprMExwnMSfXQMXF8NsmTEopck/61iG3XBBT4QphDhIPTGycCsQBn4MXN3w37cqpYYrpeqUUsMbjvsZkAO80vD9OqXUqz0QrxCiDd78bIwWlRkV2jVx4iauY6DdxGhD5qSBDL/xIpTZqwc1hRAH6PaRBa31bcBtKR7ObHbcad0RjxDi0CnTYOAlx1P0+LsH1FdQaFehAWXCsO9c01MhCiEOgaT3QohOMejyk8mcOAzD52n1mPKajLj5QgJDC3ogMiHEoer1uyGEEH2D4bGY8PvrKH11OXv/+x6xkkpQiuyZYxhy9WlkTR3Z0yEKIQ6S0qmWLPdRs2bN0suXL+/pMIQ44mnHBUNJwyghukeX/qLJyIIQokvIIkYhDh+SLAjRRarKI6xaUozWMOWYQgoHZfR0SEIIcVAkWRCik9XXxvjfm95lwbNb8fhMAOJRh7lnDOWX93+GvIJAD0cohBAdI2sWhOhEsajD1Sc+zbb1lcSiTovHLI9B/8EZ/Hf558nK8fVQhF2vblsFm/+5lOI3NuLEHPyFGYy6+mhGXDYdM9B6p4QQolN06ZoFmVQUohO99NgGdm6qapUoANhxl/KSEI/ddfi2Zi77cCeLrniEolfW4URscDWRkjo23L2YRVc9Rrwu2tMhCiEOgiQLQnSih/+0inDITvl4NOLw+N8OzzYndijG8u88jxOx0U7LEUs3YlO/q4o1v30LSDSeCq9eRc3816lb+C5OVVUPRCyEaC9ZsyBEJyreXdfmMZWlEVxXYxiH15bCPS+vI2X3KEDHHPa+sZHRFwyg5j//Rts2Oh5HmSYVjz9GcNYs8q/5EsojUxVC9DYysiBEJ8rIavtC5wuYh12iAFD2wQ6ccOpRFQBlKvbc+QhuXR06EgHHQcdiYNuEPvqI0nvu7qZohRAdIcmCEJ3ogmsm4vWl/rUyTcVZnxvbjRF1o3YUX9KxONqOJ38wHie6YQPRbds6OTAhxKGSZEGITvSFb0zD5089u+f1mXzllqO7MaLu0/+kUW3udtCuJpARSf14PE7du+90cmRCiEMlyYIQnahwUAb/fPMi+vUPEGw2JRHM9DAw18Ovv38U0SVF7FtWTFvbluP1cdY+vIl3v7+E929dzt4lJW0+pycNnjcBZaX+SDE8Bnn96zBNN/VJtMYuL+uC6IQQh0IWOArRiUIlIcJvbOfm0UHWlkbYNShA3ugcZsTiOJurKHlkHSVaowyFvyDAKfeeQb+prTsxbnlhBwu+8T4osOttULDmwY3kjMrks0+dSXBAgFBRLVsf+4SK1SVYAYth549n8LyxmF6zB945mAEPx951MUtvfBo35qDt/UmB6bfIGJ7N4H4bIE2ugFJY/fp1fbBCiA6RokxCdJLiD4p4+7rXcR0XN9pwRWyYxleGarWdEMDKsDj3xYvJGZvb9L097xfz8ucXYIdb12pQliJrWAazvjaC9XcvBQ1uzGk4lwcz4OHkhy4mc1Qu9UX1uHGXjMEZ3ZpAhPZUs+2RFexpqLUQGJTF6GtmMeT8SZT8+hfYRUUpn6t8Pvp/9/v4xozptniFOEx06appSRaE6ATh0hDPnfxEYhSgIxQMO2sEp95/VtO3njrjZfatKE/5lIxsl+ysEDqe5BZdgRn0ElNZRCoiKK1BwcATBnHCn04hUBDsWHwpuLZLxYfbiOytwcr2U3DCaKyMtqtSRtato/SuOxM7IA4M3ePBN24chd/5nnSqFKLjpOukEL3dpkfXo+2DSLw17Hl7F/H6OJ4MD6HSMOWfVqZ9QsBKkSg0nM+uixGPVqMdk8aI9r67m6eOeZRZPz+OSddP7XiczRS/uZ71v30d7bho20WZBtpxGXH1bEZ/7cS0F3r/pEnk3/A1yv/1T3DdRNJgmqA1/unTyb/uy5IoCNELSbIgRCfY8cpWnCQlntvDsAyiFRE8GR6iVTEMj4ETS54MGIZOv0CQxA5Gj8fBcQ+YetDw0a+W4M32MuZz4w8q1pK3NrD2tpdxo61HUHY8ugwnEmf8dz6T9hzB6TMI3PEnwp+sJl5cjOHzEZgxU9YqCNGLSbIgRCdwU93pt/O53tzEEH5wQCDtuZTSaN2OkgYpHte2ZtltH1CzsRw35tBvWiHDzh2N1Y4GT9rVbLj9jaSJAoAbibP7yRWMuOpYIhVRit/ehhuzyZlQwMDPjMbw7E9elGURnHl4biEV4nAkyYIQnaDw6AHUbq9JuoixLQNPGIw3ywuAL9vL8DOGsP21XegkOYPrGm0mClqD66Q+KF4TY939qzAUaODDH77NgDPGcPzvT8aXl3rdQdXHu3HCKQoqNXvtxdc8Tn2JjbbjeK0oHp/Lul8YjPjiXEZ/9QTceGL6wsr0ypSDEH2EJAtCdIJJX53G9he34Dgdm4owAxYzfzS7xfeO/+Ux7FlUTKw2DgfkHqbfwuiXDbW1addI2Ha63Q8atAKlmwYgit/Ywn9f38FZ/z2fAXMGJn1WdF9tm+9Hxx0ixbWYuASzEsWXGvOBPY+8y57HFlJVlYXjevHm+Bh33QzGXTsdo4e2ewoh2keKMgnRCfIm9mPqTTMwA63zb8NrYAYsTJ+J4THASGxz9OX7Of2hs+k3Jb/F8Tmjs7nk9XMomNYPK2DiyfLgyfJg+k0mXDmGs565BG9uAGW2vivXGuK2gavb+NVWLRMNpcBUNq9f9jKxmtY7FQA8ecE211snNl84BIMRlGo5XaIU4GrycqowdIxoeZh1dy1l4TXP4cQObr2HEKJ7yNZJITrRzte2seqPK6jeXIVhqsQF/ktTmfqN6dTtrGHP27twYg79Jucz+LRhGGb6i3rFuirK11Vi+U0GnzgQX3ZiuiK8r55Vv1pI8bvbE3fljsbwmtRVuMTCtDG8r7FMt9V0htYQi5uMvWIiJ/zhpFbPcm2XhfP+il2TplyzBsO08XjSreHQmJZN8d4BABg+k4k3zmLSjbPSPEcI0Qaps9ARkiyI3iBWHcWJu/jyfG0mBIciWhmmfmc1hs8iZ1w/SpaV8MYXXgEn1cVaYxouRpKQtIZ43MTK9HLl+muTPnv3c6vYeMebuJHkixzjcYNgRqTNdRWGaVNRkUs8lkh+vHl+zl98Peow7MYpRDeRZKEjJFkQR7pwWZiFX1/AvmV7gYZRBgXacTEMl1S5S2OygGGQMThArDqGP9/PxOumMPaKiXgyEjsmdv5nOZvvehdlKJxwHOU1UYCRlUnt7hBZ2fVJk5HmlOEQjXqprsoBEqML57x1Df5OKholxBFIkoWOkGRBiIRYbYw9C3YSq44Sq4my7p6PcCPJ1wZoDa6rcBoKORnG/s8FM2ASKAhy9vMXEigIAGDXRylZsIHI3mo8WX76nzGR6g3lLPvuK2T5ytsYWdBYnjihcIDqyoZkwWNw7nvX4cvzd9K7F+KIIxUchRAd583yMuqisQBorSlfXkTxe7tbHdd4v+A4RkMNh5Y3EE7YoX5vHe99YwFn/fd8AKwMH0MuOKrFcb6CTHIn9yeyoQaPFU+bMHi8caKVuU1/Dg7NlkRBiF5MdkMIcQRQSnHSfecw+MyRaE2rr3jcROvGrletn69tTdnKfdRsq079GobiuPsuInvOZLRWJB+0TIwqgCISTtR0MAMWk2469pDfoxCi60iyIMQRwvSZnPz3sznh3nm4pgfHMYjbJnHbSuxrVBpl6NQjAoai5IO9aK2J1cSww60XOZp+i9l3XsDkX1+MMiFRKKLhS2m8/ihef5Tiov6gFGbAYtTlUxh2/riue+NCiEMmaxaEOAJpV7Pn7V0Uf7AX02cRKatn0+Mb0k56Gj6DQScNY9+yUuK1MbSryT+qgBk/OJohpw5tdXy0pIKif79GxcI1aO1ieTTkD2HftgDxuEXetP6M//JMCo4Z1HVvVIgjhyxw7AhJFoTouL2L9vDOV+enbLGtNWgMDMvAPaDJlRkwmXnLLKbckLybpXZc3GgMw+dFdeE2UiGOcF2aLMhvrhCCgScMxpeTeoGh1olGEjpu4/HE8XjiGEZiZ4UTdlj5u+VUb0m+nkGZBmbQL4mCEH2Y/PYKIVBKcdqD8/BkeVFWyxsUZSWaVwUDYfz+GIkbGIVpanzeGEo52FGH1y57lbLVZT0SvxCia6VNFpRS5yulFiil1imlnldKnZzkmDlKKSnsLkQflzexH5+dfynjrpyElZHYVe3J9jL64jFkZoSxbQvbtmhMFkDhuAaWlagKGS6u5+WLXmXv4uKefBtCiC6Qcs2CUupM4DVgCbASOA6YAfwZ+IFueKJSag6wWGvdK9rGyZoFITqHdjXKUKy7+0NW3bEC1zVINS2a6CuhcF0Lf4GfL6y6vEvLXAshWumxNQs/Bx7SWp+gtf6m1voY4KvA14BnlFJSQUWIw1hjn4adz6xNmyg0SuQGGjtss+ftPV0enzjyVBaF2PRBKXvWVXO4Lc7v7dJVcJxKImFoorX+l1JqFfAS8JZS6vyuDE4I0fPC+8JA+oHDRDtqjWG4OFGHinWVDDtjWPcE2Aft+6SSZXduYOe7JaBg1OmDmPWtCRRMzOnp0HqlPWurefDmZWz+oAzLZ+LEXXIG+PnC72cy+3PDezq8I0K6ZCECZBz4Ta31R0qpE4DXgcXAbV0TmhCiNzADHqhN13I6QSkwFLimwvS1TC7qNhez9+ml1G8pwQz6GHDOdApOnYLhO/Iqzi+/ez3v/mw1TsxFO4m749UPb2XNf7Zz5p+O4ahrx/RwhL3Lrk+q+MWJ84nU2aAhHkn8WyzdVs+9X/qA6n0RzvzG+B6O8vCXbs3CfGCL1vrGFI/3B14hMQLhkTULQhyePv2/Ray+ew3ppiEaG1G5rqLW9jP5pun0G5fNxPMGseeBBZS8tALXdqDh4mgEvFhBL9Puuo7AkH7d9E563q5F+/jvBe9gh5OvCbeCJle9cQYDj+74zyRUGuHjf25mzePbscMOBVNymf3tCQw/ZUCi82gfdeusV9m+ojLl4x6/wZ27LiYr39eNUfVKPbZm4WngXKVU0n+1Wut9wCnAQro4SCFEzxl3/dF4AqTo9bD/+1pDKGawt9LDW79fzzNfX87DRz1A0bMf4UbtpkQBwAnFqC+JsOKGh7Cj8W54F73D4t+vSZkoADgRhyV3rO3wefcuL+fvU1/ig9+vpWJjLTW7Qmx9rYinP7eQl677AO32zfn9ovXVFK2rSXuMUoqFD2zppoiOXCmTBa3137XWI7TWFWmOqddan6W1lmXPQnSC6jV7+PSnz7D44rtYctk9bLn3HaL7ans0Jl9+kDOfuQTDap0w7O9YqXC1wgVy/FHciEOsNs7oQaUo12lxfFVVJnv29KekuB+71vl5btZDrL13Ja7T9lRHX7fz3X1JvqsxTReP6aC0Ztsbezt0zmhtnCfOf5tYTRz7gBbk8XqHjS/uZulf1h9C1D1n74ZaTE/6y0ss7LBjVVX3BHQEk4u8EL2A1prNd77Jx998jNJ3NhAtriG8u5Jdj33IksvvpWLpth6NL3dSIZesvBZffqBFt0rXTSQKAKbhkp8VZWh+PdOGVzJmYDXhej/19X4cJ9GFct++ftTWZqC10fCliNfZfHrnCt7/xht99g64vQ58f35vnPycCHlZUXIyY+TnRMhQIWq2pb+bbm7N49tx7dQ/Nzvk8OEda/tkMubLaHtNi1IQzPF0QzRHNkkWhOgF9s1fy55nV+JG4i1u33XcwY3E+eRHTxEtq+vBCMGX7eOi97/A+OuPQvl9KL8PjMRSJdN08XgclEpsoTQMyPK71NcHqa7OpLi4gLKyXOLxxqJOLTlhm6KFu9k9v2eToq6WPzG76b+D/jhZQTvx81KJn5lS4DEdXjznhXYnDBue2Uk8RU+PRnbUpXx9+xOQ3mL8iYVtJpDeoMXcy0d0U0RHLkkWhOhhWmu2/XNhIlFIxXXZ88xH3RdUClbA4tifz+XyVVdx8j2n4gs4eL02luW2am2d+LNK9JUAYjEPiXbVybkRm0/vWtllsfeEmqIwa57bzZrn91BbEmHu9yfjCZoYhkuG307ZDjxWF2Pxjxe36zWcWPt2qrjxvjey4PWbnPv9ifiCydfPmx7FwHFZTDixsJsjO/IcefuWhOhl4lUhIsXp7/rcmEPp2+sZfcMp3RRVeqbfomJFMejWSUJLieSg8RClQOPg6uRFnqo2pF713pvtXFlJ6eY6/FkW404uZO+7O/jgZx8QLg0Rcy3KQ0FCYZMJ5w5i2KkDKH1vZ/oTurBvaQmh4hDBgcHWDzsu+z4qI1IZo2BiFsUrKnCiqZMB19bkjc061LfZIy762TQq9oRZ/Oh27JiL27BQ1p9pkT88yI9eP61P7/boKyRZEKKHadtFGSrNPff+43qTcEk9Os1ceSMFrRIKU7k4SapC2u24S+5Nti4p499fWkrl7hCGobAMl6l5FQQtB0tpsv2gdZw8f5jyWh/rX9b0G53F0LFBQtuTd+lsZPgMarbXtEoW1j22iQ9/uRI7YqMMRTzq4sRSDxIbXoPJl4/Am9k35/UNQ/GV++Yw71sTeOPujRStryEz38up14/hqHmD0pYVr62M8so/N/LSfRuoq4ySPyjIJd+ewulXjsYXkMtfR6T9aSmlBgJXASOBYuBFrfXqbohLiCOGt18GhtdKbC9MxVBkTxvSfUG1Q+bwLAyvgdvBC7xSiWUZSummKQoAV0NtzKR8RRE5Ewuxgr374rZtaTl/Pv0dYqHGHQiaY4dVk2HZGM2uX0qBqSA/K0rcrqN0h0H+jLar5WtHYwVbfkR/fPcalv3u41bbL30el2jM5MDky/QZZA8NctpvZx7EO+xdhk3N5fp7Zrf7+KKttXz7pJcI1cSJNvy8aitj/O17H/L0nz/lL++dR2buEV+bod1SpmRKqZnAOuB24DISpZ+XK6Wu6qbYhDgiKNNgyOeOwfC2vDDYtkFdrZ/qqgzqagNkTh/ba+rhOzGHQaePQh9kiZVEtceW78VQmv5ZIZZ8/QVeO/F+Vv/vOziR9Av3etKjX1veLFGAbL9Npq9lotCcacDAvDB22KZom93U2TMVK2CRPzW/6c+RighLf7MSO2zj90UZUFjJ8CH7GDaklMH9q8nJiuIJKAxLYfoNfNkeZn1zAte+Pw9/rrdT3nNfobXmp+fNp6o00pQoNIrU2xRtqeV31y7soej6pnT/Wn8LbAUu1FrvVkplAf8A/gg82h3BCXE40Fq3Oac64prjqfhgC/XbynAiNnW1QaLRxjtrRTwOy29dxNb/buTE+8/rsbvuqo2VfPyHj9j9xk5QoB0Tw1CYKtliPZ10CuLAYzSJ+2Gf18Y0NXZdDIAdz6yhas0+TnzoUgxvrygQ26RkYy0lG1rWvxiQGcVsI3fSGrIDceorTQIjAtRF6ppKPjdnBSxm/uDopmZe2tUs+t9V1NQqBubXkZcTxlC64WerycoMk5kRprImm+GfPwozN5PVj2xn6V828NE9mxh3wVCO++FkCid3Xu+JeNgmXmfjy/W2WQuhq9RURln44naqKyMMHpHNiecOx+M1Wb2whLKiEDrFoFc85vLRm3sp3V1P4dBWXQ1EEumShZnADVrr3QBa61ql1A+AHUqpYVrrXd0SoRB9UN22Cjbdv4yi+ZtwIzbe/CCjrpzOqKtm4MlsPfRp+j3MvPcadj7yAWv/tjLpkLITtilfWcKSb8/nxPvPQ2tNzZoiil9ZTayijuCIfAZfMJPAkLwueU/7lhXz5lWvYUdsaPYh7LgKR1sEchTacdBxl/YlChCzIeBz8DZsu2zOjTrUbCpj14vrGXHplM5+O+0Sr4+z5alNbHhwLZGKCIHCABOvm0w0OxvLaxBvdtfqMXSb7xfAMDTegMU5T53Fq5e+QrgsjN2w9dHwGChDMenLk5nwxQkA1JVEeGTeW1RsqiU/s55+OaFWoxeJRl6Ql13Dins3Egp7aPz348Rc1j6xgw3P7eKiR05g3HmHNp1VvLKC9365mu0LilGGQhmKqVeO5IT/mUbmoMAhnbu9XFfzlx9/wJP3rMG0FHbcxeMzUQp+dOdJFK+vJRJKPypleRQfv7OXM68e2y0x93XpekO4wFyt9dJm3zOBOHCM1rpX7nGS3hCip5Ut283SbzyHG3OIRxWVNX5icROPDwaONTnz+Svw5iSfs47VRHnxuAdxo6lLAhs+k9OfvJhtd71G7frixFoHrVGWgTIMBl00k7HfPrNTV4i7tsuTRz9GtCKS/AAFGUMymP6to6jZXMnmRz5Bpdkf31jUCZUYUUgXauboPE5/6YuH9gYOQqgkxKsXvEC0IoId3n/hsYIWVo6PJRssQs0abA3LDTG2IISV5ibbcWHdrhz6DQnwjbUXoUzF7gW72fzfTUSqowSHZjPivFEMOX4A3gwL13H5+4xXqdxSh0mcKWNLsKw0ux5cKKvIYE9J8oTRCprctPECgoVtr5lIZtube3nm8vcSayaa/fUalsKX6+XaRfPIGdH1d+q/u/k9Xnp4Q9KEwB+wOPH0YSx/oSjtOfwZFjffOZd5147rqjC7W4/1hgDwK6WCjV/s70IZaP79hseEOOI5EZtlN7+AHbLZWxJk3bZCisszKa/OoHhfkFUf+Hj4+BdxYsmTgeKFOzHSXW1ILHxb8cMXqVlb1KKIk7Zd3JjN3hc+ZseD73fq+9q9YBdOmgQGDZHyCPkzBnL0/zuReS9f3vbUQcNHWyxupew7ARAq6ply129fP59QcX2LRAHADtlEy8KMywq1+P7eGn+bn9bRuEk0bhGI1fHJ3z7BsAyGzxtOwelj2LzaZdE/9vLIhe/zu/xn+Mfx8/n4ga3U7gnj2i6FORFMM/1iUsOAnKwUCR2Aho//dXB9FOyIw3NXLsIOOa3KZbi2JlIZ46XrPzioc3dE8c5aXvj3+pQjB5GwzZL39uBvY02IdjWT5kh9hvZqK1l4G6ht9tW4Cfq9A77fs8Xrheglil7fiHY1pZVBSisz0Fqxv3VKokBRyWab576YvOCOXR9POofdnLZdwkU16BQJhxuJs+uRD3DS7a7ooLKP92HXt9XwSVG2ugyAnHH9OPEf52EesD2tqVR0w/GJnwktdkUcyDzENtba1VSu3MXe19dRvnQHbju2oFasKadqY2XKvwsdd8n0OGRlNn0Hx1VsLM0gWVVlrROjCjv2ZTI0L4JhO6y5fw2u4/LOLz7lxa8vp3JbPU7UxY1rtKPZs6ySl7+xnFidjc/jYhrtXNyaJmOxww5bXu9Y74lG65/ZmTap046meEUFlVu79nLw0iMb26zq6Loa0qzpNEzFqGl5DJ+Y27nBHcbS/RZe121RCHGYKF2yk3hdnH3leaTqr6a1YtPLRVRtqyN3VGaLx7JG5qDaWCVneBSm0UYiYEDVR9vJP75z5mMNj5G4tUhznVWKFqMiA44fyjG/PpWlP3oL3bC9UtOYMBg4buJ9KjQKjc/XOvlRlsGQcw5+mLj4rQ2s+92bOOEYjVdRwzIY/51TGXrhUSmfV7RwT5s1JAxLcfxZORQt3kOeP44C4q6itN5HXiCOx3Sb7sAjcZPaei+DsmNNUy522KbowzLev2N96k6UDVM1XstB60QLcNNMUwXThbr6rtkOuGdxKfG69P/uDI+iZGUleaO7rgBU8c5a4u3Yrnvpd6fwzO1riIadpkJOAJbHICPHw88eP63LYjwcpUwWtNb/7s5AhDgcKKWoC/kS16V0d2EurHlyJyfcMrnF9wtmD8aT5U1/F6/B542lD0SDXR9tf+BtGHLqMNbe+wl2mkVjrqMZdMLgFt8zLBPDY2HHEu9Ha4jbzacnFBpNNG7gaIOAL95i/YLraBbfvZuFf3mUgsm5HPPdqYy7eHi71mPsfWM9n/78lVb1Kxxg3e1v4kRtRnz+6FbPq/iklK1PrsONO6S9TXcdYp/sJD+4PynwmpoCv4vWJvX1VqLMspsYXfIf8GmrXc2KB7alnJKChtNqaByFCYX8ZGSEU27PBNhXnpnyMStgMmbeoNRPTsP0tWNHimpILLtQ/6GZWF6jzQJe044fwJnLxvDob1bzzn+34tgaX8Dk3C+P54pbjiJvQPcsxjxcHNLfqlJqjFLqVqXUms4KSIi+rP+JI3EtT9pEARJzvPUlreeWlVLM/r8zMA+8sjQw/RajLhqR8vFGWmsCQztvV0TBzEIyR2SnHPUwvAZDTh1KcFDLxW25k/LRzcblbWf/lEyzItCAwrZNorHE+1KWgasVJfsyiUcU2taUrq7kzZs+YP4Ni9usN1FXEubTX7yWstCVG7HZ+Od3sEP7ky4n7rLtxS0suPw56relLjutlMbrjWEST1TVPLBtd9wFV2N5NI5jphxhyhySScmn1egDcgWfx2ZwQS0ThlcwfngFgwtrcXVii2ko5Ccet3CTXCddF8orM4lE02yrVTDj+jGpH09jzLmD8WSm/3fnxFyGdXGfhvOvHo9hpE8WvT6TmScNYui4HH70wEm8UncNL1VfzQuVV3PjHXMkUTgIHU4WlFKDlVLfVUotBTYC/w/Y3oHnf1MptVwpFVVKPdjGsd9VShUrpWqUUv9SSkm5LdGrDTpzLP52LPe1AiZ5Y5LfAfY/bggn//uz5EzMx/RbeLK8mAGLjGFZzPnzGUz7yamknTwGfPmZZE08uDvIZJRSnP7vefgLApj+lneYVtAiZ2wuJ/y5dd+KrFG55EzIB0Phuo1rE1J90CvirpfsowZTUR1g995corGWFz47ZLPlpV2s/0/y7pT1ZVEevnQRf5/2X2J16ddYOFGXx6c/wl+HP8Ufx73IzzKe4r4Ll7FyQxZ7KvzYjgJclHIxjMR2UJ8vRk52PR4rzWJPAFdjNjwnGStgMeN7M/AcUKExNyvMmCFV5GZG8VguHkuTnRlj6IBaTDMxFVFVlUVdXQDHMZrWgMRiJlVVWcRjPjxW69dVpsIKmlz0yAkHvRNi5GkDySj0N9V+aPWe/CaTPjeCQL/WH9OO4/LiQxu49Kj/MMv/d2Zn3MdN573MikUdXz8xeGQ253xhHP5g8sTFH7D43h+Ox2xWBlophddvSQ+JQ5By62SLg5TqB3wO+AJwEokkQwP/B9yhtS5t9wsqdQmJmc95QEBr/aUUx80DHgI+AxQBzwJLtNY/Tnd+2TopelrlJ8XcN+ctbDt1Lm75DW7ediHB/PT5b+32KsJ76/H185M9vl/Th92uJ5ay7d63k945G36Lo/50JbnThx3aG2mmYn0lH/xsOUWL92KZGuXamJYia0QWR31nJiPOG4WZYvdD7bYq3rjkGcKVcVw3XbIAnkwP/tH92fV+RcqCOgC547K5ZvkFLb4Xqoxx59GvU1MUYlBODWMGV2KmGTnXGkrKsli3u3EEpnlcGsvQjB1Yi9dqWI6pNEppAv4YsZiF46YfljcDFpGwieOo/SWxFVh+i/FXjmfO/85h5QPbePmm5bi2xu+NM3pwdcopBldDfciLdg32X681hsfAtTVGwIN2NcowqK9XxD1BwhVxTK/B+AuHMvcHh16UqWpbHY+c9gbR2nhiV0QDT4ZF/6Nyufzl0/AcsKjVcVy+d+nrLH93D+EDWmn7Axbf/v1cLv/61A7FYdsuf/ju+7zw7/UYhiIWdfAHLLTWfP+PJ3DRdZMO/k32XV2aCaWrs5ABXEQiQTgT8ABrgP8ArwHLgFO11gdVM1Mp9StgaJpk4TFgu9b6pw1/Ph14VGs9MN15JVkQvcGnD2/mpa8vx0lyc+sJmhz/o8mc+JPUhYbCpWHWP7yB4g9LMH0moz47klGfHYnVbPqh+JXVbP3bWzjhOBgKbTsEhvZj/C3nkDNtaKe9l7LV5bxwwWvEQ3arG2UrYPKZe09m1LnD056jfncNb175MjXb69IeZ2V6CIW91Fekn49WhuLG4iuwGubRtdb859L32PHqbgwgNzvE0EGVbS4G3FKUx+7S7BRHaDJ9NmMG1rf4HoBpOrhtJAueLC+zfnsKxUvL2PHyDpy4Q8H0AqbdOI2BcxMfY/GQzR9HvECkKs6w/jVkZ8TS1pzImtSf4JThlL63i3htjEBhgElfnsLwc0dQ/EEJ4X0hAv2DDDl1SMrk7VBFa+J8+ug2Pv7nZiKVMXJGZnDszRMZd/6QpNt+H/vrau762dKUWx19AYtHl1zK6EkdnzarLA2z4Nmt1FREGTwyi1MvHIX/yG0Q1WPJQh0QALYBTwCPa60/bXgsh8Q2yq5MFlYBv9FaP9Hw5wKgFCjQWpcfcOwNwA0Aw4cPP2bHjh0HE5IQnWrji3t49aZlxOobLrJG4rf55J9P49hvjk85JLrxiU0s/lFiv7oTSdy9WRkWps/knCfPJn9Kv6ZjtaupXVdEvDaCf2AOGSMLOv19PHHcs9RuqyQrM4TfHwcNobCPuroArjbwZFhcs+5yrDY+pNc/uIYVv/0QJ9XKfxJ342E7QH1Z+lX3yoBvlHwB02uiteaVG5aw5tFtTZ+WhuEyedxejDTbDV0XlqwZTNROPcevlGbi4Fq8LQohaQzDbWNKJTE9c9HyL7VI8JLZt6aa++bMZ/yg0ja3RyqPwSWf3pj2mN5Ea83Zox6mtCiU8hjTUlxwzUR+du8pLZ639+MqwpUx8kZl0G9U6kWbokmXJgvp/hU3/iboZl/dKRNo3sO18b+zgBbJgtb6PuA+SIwsdEt0QrRh/GeHMO68wexcVErNrhCBfC+jPjMg7R1f0aK9LP7RB01JQiO73saut3nlklf5/JLP4ctLTF8oQ5E9JX35Xjtss+Hxzay+dy31RSGsDIvxnxvNtBsnkzU0/Ydw6apy3PJShgyqAmgaIvd64+Tm1FNSmouLxdaXdjD+svQL50ZfPJYVv/kw7TGZQ7PIHz2QjU/vSFtvIm98TtPPcf3TO9jw1I4Wn5Sua1BanklBfl3SC7DrQllVMG2iAIkPwFDMPCBZULiugVKp4zP9JmOumNxmogDQf0oOPyy6kBdn/6PtT9k26gv0NlVlEarL0+/KcWzN0rf3NP3540e3M/8nq4lUx1Gmwom5DJyWwwV/m8XgmV1Tyly0Ld0Cx0LgSmAt8ANgtVLqU6XU/wDdUR+zDmg+Ptj431IASvQZylCMOLk/064aydizB7c5NPzR71e0ShSac2IOGx7b2O7Xj9XGeHbeyyy5bTk122pxog7RiihrHtjAkyc9z76VZWmfXzR/E7mZiXn05nPpiT9rBhRW4UailH+aevdAI2+Oj1m3HddqgWQjK2hxwp9O4eibJ2N606z3CJoc+8PEHHf1thpe/+pinGjraYuSsmwqKjNwXZp2DzT+d01dgG17+rV6TmuJGhDJ+Hwxkt1HmUGL/BkDmHTjTLY+vZF1/1jNjpe2pO2g6cv2UjAz7QwrAFlj+tjFUtGuTqmNg2zv/3kDz399OTV7wsTqbKLVceyww+6lFfzjlLfYs7yiwyG4rqasJET5vlCv6draF6WrsxAisT7hP0qpXBILHK8AfgH8ksRvyGeVUhu11sVdENsaYDrw34Y/TwdKDpyCEOJwEauLU7Yy/VphJ+yw8T+bGDSnP1prcif0w5udulTdez9YQvXWmlYXUzfu4sZdXrn8Db746edTJjHVS9anvFhCYpg+OzuEp43Suo3GXzkJX56fFb/+kEhZGGUauDGHftMKmP2rE+g3OdGS+YT/PZr3f7YCO9KytLAVtJh4+SjGXzqSWG2MFz/7CvFoY9/KVtGxd18upRVZ5OXU4fc52LZBdU0GcdvCZ0HY1mnbbGutyEhSLArANDQBf5S4beHYJhrInZjPpBtnUrmukuePfwxlKty4i+E1+VBrZv7PXMZdNTnp+cZ/dSZLv1eKE06eVJgBiwk3HJMy1t4oN99PwaAge3ekXqtieQyOnzeM+rIob/zPauxI8vUqsXqbZ768lJtXnd2u17ZtlwfvXMk//rSC2urEFtn8/kFu/NEsrvjKVNkZ0UHt+g3XWleRaE/9D6XUQOByEonD94HvKKXe1Fqf055zKaWshtc1AVMp5QdsrfWBvyEPAQ8qpR4lsRviVuDB9ryGEH2RE7ZRlgF2+m15NZureetLrwIKN+Yw4vzRzLrt+FZJQ6QiwraXdya9627kxly2vbyTsRePavWYdlzCO0vTLrhTCjKCEUbMa//OixHnjGL42SOp3lRFrCpKxtBMMga3nA6Z/tUJDJiZz/I/rWHXO3vRrqb/9H4c890pjDxrCEopNj6xmXidTUYwytDBFeRkh9BARWUmRXv7EY4kpmps26S0PBufR7cYxfeaiS6RWidPNpTS5AZjWK0WSWpM02nq9Ojz2pg5MOqqGUz6zoms/O0SNj60tkUvDTee+DtY8aslKMtg7OUT959NazbML+bdO7Zj1njJ8TgYB45WBCwGnjKCYef1raZHSimu/9HR3PGDxSkXOJqWwZU3H8WKf29rc9a9YmsdJZ9WMWBqbtrjHMflhoteYNmiIiLNkq+9u2r57S3v8dHiIv7vX2dJwtABHa6zoLUu1lr/RWt9HDAG+DnQkZ6ntwJh4MfA1Q3/fatSarhSqk4pNbzhdV4DbifRn2InsKPhtYQ4LPnyfBhtlHpO3Ga7xGvjxGtjOFGH7S9u4bWLnydeH8eujxKrDqO1Zt9HZRhphvMB4vU2u97c3er7ru3ixNrXW8K0FIXT89t1bCOlFLnj8+g/e2CrRKHRwFkFnPL7Yzj2e5OZfMVIRp4xiIIpuU0f8Osf3khuRinTp+6gIL8Gn8/G77MZ2L+KmUdto7CgquFMummr4f6fbiJR6BdwGr7X8uJsGJqA12Fov/ABUWlQikA2mEEPVqYXM+hh3NfmMPHbJxApC7PhgTUpRwecsM3KXy9pSh5cx+XBS9/n359bzMY397Fue4AtxRmE42ailIahCA7N5qifnsicP81LWeOgN7vky5M47cJRBA4YfTIMhT9g8bN7Tmb42BxKPqnGDrfRKMtSlG9Kv6MG4KkH17L8/ZaJQqNwyGb+81t46+XktTpEcoe0x0RrvQ34TcNXe59zG3BbiodbfGporf8I/PEgwxOiTzEsg/FXjWfdA+ubLibJWFbLC5sbc4ntLeO9i+7Hrg6BofBk+cg+dlzaKYRGjUc4MYcND63n03s/pX5vPUrBwMEGivQjHblTB7T5GgB12yqo2ViK4TXJnzUMT1bqGhOu4/LeLUtZ/9gWtNa4MRfDY/DRHZ8w4fLRnHzHHMxQOQP6V7ba8ZBYW6EZN7qY+pCfUMjXtMhRNSzZbujTiWUoCjMd/CNzqKnR2FGXvBFBZn95JKXPraJuWwQ3ZoN2MRsWNBoeg9zpwxhw/GCyx/Wj8LjhTc2utj27qc0mR9rV7H1vN0M+M5w3frWWDfOLiTfVLFCU1voprfVjKE0wz8OtKy5sVbugL1FK8asHP8M7L2znwT+sZPOnFZiWwYlnD+fa789gwozEDp5AngdlkLa+BoA3q+2fxf1/XEE4TWnycL3N/Xd8xOnnj+7QezmSpfypK6Wu6cB5tNb64U6IR4gj2szvzmD7KzsIl4STJAwaw9CtVuEHA2EC/gjxxrVfDsQqQlS8s4b8DMXe2jxSje96MiyGnjoYJ+rw2mWvUr6mvGlro9ZQW+kjKyuUcirCDHgYff3ctO+pbnsFH//kVWq3lKMsAwW4tsOwi6Yy+YenYnhar5dY/P8+YsN/tiQdyt/45FZMv0l+bjlGmguzUpohg8oJFUyjan1lUxEhpRI/DdNvkDc+h8tePwtPMMmuiK+Oo3jRbpZ863Xs+lhTWWY37lLy/h5Klxdz0j/Pb0oU4nUx1t27MlECOg3taML7Qtgxh4V/3tgsUWjJ1YpYDFY+sYvZX2o9TdSXKKU47cJRnHZh6vdx1BUjWP7PrcTr07dCH3lS+nLSWmt2bqlqM6b1n6Rf3CtaSpeiPcj+m472jI1KsiDEIfLl+bjo9QtY/JMP2Pn6rsQ0goZ4fRzTcDEb5tkbWaZNMBhJejF3ozYeC7Kz6qmpTT7Ur0zFmAtG8vGfP6b80/JWOzHq6wMEAlFMy+HAEXDDb5E/dySFJ6XeMhnaXcX7Vz2GXR9LfEo020W36/k1hPZUc+xdF7eYO45URlnzrw0p11rYYYe1/97IlAmhxMqnFAwDCvrVUaTjTLh0BNsX7CVaEQNTYZiKaV8ex5wfHZW2PsTmf6/CDrduG65djRO2ef9rr/DZJddh+kyW/uRdYtVRmlpFpqBMRaAwwN7V1W2OQsTqbFY/1feThfYYOrsfA6fmUrSyEidJkyhP0OSkWyY2FeJKxzAVThtdQ60kBaREaumShcaJoedJ7IpYSNoGtUKIzuDP9/OZ+04jWhmlanMVhmXw7ldfI1Laelg1EGjdjKo5w4Cc7BA1tUGaL1FSpsL0m5zz2BkoQ7H+gXVJt2xqFGXluWTnhMjIjCYaWGmN4TEZ+cXZjLpmdtpFYuv+tBA7FE9aP8CN2FR8tIfypbsomLO/AuS2V3ZhWEbahZnKVFRVZVCQX5P2/QOUf1JB5doKskZlc+FTZ+MJWmQOzcBsoztieF89Je/vTjSGSkG7mt2vbmbAicPZ8+b2hqZZ6e+tFDDwpKHs+qiyXQvs7GgbfSgOE0oprnn5ZB6Y9w5lG2qbipkZnkRyd8x1ozjlJ8l3khx4nrknD+X9t3alPMY0FZ857/BPwDpTumShP3A+iV0PTwIVJCo5/kdrvawbYhPiiObL8zHg2MR6gFEXj2fDg5/u7zHQwONx0u5WgMRivazMMPWhQKJdMop+k/M46x+nkDM6m5rtNbhphs61VlRXZWAMGszp956EMg2Cw/slLe3bnF0fY9/CbWkLCTnhONseW9kiWYhWRpPeWbZ4XsyFYCaQOlnQGsJhX2LHgws1W2p49zuLufSN89Keu1HlJ4n1FW6aFtJ2fZx9H+zB8FqJHg1Rp6HHV4odFpZixo/nYHpNBkzKxk5zbgCP32TMKf3bFe/hIJDn5cYPz2Tbu6Ws/Pc26kujFEzMYvbXxlIwLqvd5/nGT2fz0ZK9KXdgeHwmX/le39qG2tNS/rZrrSNa66e01p8jkTj8FJgILFJKbVFK/VopNTHV84UQnWfi9VOSzu23t8ZMZjDGgIIaBhRU4/PGqNkTI2d0os6ZMlWbw+GJ40yyxvUnc3RBm4kCQLSsPrEVtA2hnS0LOmUNy8T0pX+e5TcZdPoEDH/qCoyuq9hXmte0xRGg9OMydi9sZ6fDdm48UEbLn9/+NSW61VfB0f0Zd3Xi7jiQ6+WoS4alH+FQMPeGg2sp3VcppRh9an8ufWAO17x0Muf+YWaHEgWA2ScN4Ue/PQF/wMK09v9FerwG/oDF7+47g/FTOraD50jXrkkbrXWd1vohrfV5wCDgGeAWOrALQghx8DIGZXL6I+fgyfZiNWvNG3d9bSYMzXsYGEaiDXK0OrF4wIk6LPv1skTxozRMn8nws4bjxF3WPr2LZ6/9gKevWszy+zalbAVtZfnSDuE38uYGWvx55NlDafNKreGoH59E9ozRGL7WCYPjKCorE62cGzXuhPjwF+1rNJc/cyBuPP3PxcrwMPDU4fQ7qn/TAkylaFqI2vzLk2ky4ZqWzcMuvnMmOUMDSZMjT9Dk0ntnkdX/4FpKH+mu/vp0nltyBZd9aQojxuQwalwuV33tKF5ZeRXnXTa+p8Prc9q9H0cpNZT9xZiOAZYCj3dRXEKIAxQePYDPvvV5lv/iQ3Yv2JmowpidCeHUc7Nag2O3HJFQSpOdn6gs+MKZzxDaUYHPC7ZtpOykqAxF/uzB/HnUC8TrbWJ1ieHdjS/v4Y1bVvG5x49n3DmDWzzH1y9I9sRCqj5JXeDVDHoY/rmjWn7PZ3LS7bNZ+P0l2EmaTlkBkxN+eyyeDA8TfnklJS8upeg/i4juS7SPiUY9lOzrR1VVJgcmHUpB2ScVlH5cQuGM9Fs+fXl+hs4bze7XtqacijD9FoNPH4VhGeTP6E/Z8uKmxZAHTg8ZlsGQs1rOkwf7+fjeR2fx5m/WsuS+LdhRF9fRjDyhgLNvm3pETUEcik9X7OOZh9dSVhJixNhcPn/dFIaNymHMxH78792f6enwDgspu04CKKUKgctItKk+HviEhhLQWuvt3RFgR0mLanG4qt5Ww/PnvUq83sZuNhcbCEQozK9uMdze+GvtOAaObdH8oum6ivwzpxLZXET9tooWs+uOq6irD+C6++90Tb/J8XecxDNfW0mkMvkogido8qV3zmDQAY1+yj/azdJvPIObpC+CMhX+gVmc8tyXML2t71s2Pb2N936ytGHhZWJYwPSZnPDrY5nw+Zb74+v21LLg7H+yb18WrtvWPZAmryDOKf86lwHHpa8nF6+L8c4XnqN2e1WLQkuG18D0WZz62EXkTkrUCQgV1zH/wqeJVUVbbHtVhsLwmZzywHn0nz0o5Wu5jku4Ko43aPbpugrdKVQf58bLXmLlB3uJRh1cR+PxGiiluOKrU7n1DycfSVUae6xF9XzgVGAL+1tUb+jKYDqDJAuit3BiDsUN28DyJ2STcQjDya7j8visZ6gvqk9atMY0bfJy6ggGE9MLWhuJfgW69fC2BnyDcogU1bT6dNE68VVdE8RteO6Eq8fj5OWx6LdrU09XKBh//hCueOakVg/tfXMjq259DVA44TgoMP0eAkOymXPPpfj7p+586Touez/YR6gkTLB/gEHH98cw97+nshUlLP/5+9Ru2oep4mgX4nGTuno/TopREtDkZIXxZHk47+2r8PcLpDguwYk67HxhIxv++THhvXVYGR5Gfm4iY6+eRqB/RotjI+Vh1v39Y7b8Zy1OyEaZiqFnj2bKzceQM7aPNYHqA75ywfMseXc30ST/LgNBi69+/xhuvnVOD0TWI3osWXBJbJ/cQDvaU2utZ3duaAdHkgXR07Sref+3n7Lszg2gNUop7KjDqDMGcdads8gaHOzwOXfM38WCGxYSr09XglmTn1eHx0q9Q0IDgYFZxKoiKUsSaw3RmEV9KJHcjDx/JKvfrKNmdyhtjIal+GntZUkXP9qhOEWvrad6TTGm38PA08eSN3PIId31lXxQxMLrXsJnhhpGUhRa07BGACqrg0SiB1aJ1Hgsh4xgrGHJoUn+0YOYccux9D92f9fHcFmE9Y9sZNvL29FxzcDjBjDlK5PIHZPTrtgSVScdDK95JN3ZdqtN68q55LgnkpZ0bhTM8PDhnq/iPzJGarr0H1q6n+BDtCNJEELsp7Xmxes+YNNLu5sqBjba8noR/z7+da778GwyBqS/mz3Qtpd3tpEoJMRtC9NwGxbYtX7cCnowfFbKRAH2N0eqDyUmKMygh9o96ROFRnbEwZvZOlmwgh6GXzINLpnWrvO0Rbua9785H58ZwnYM4nGrYSFngmG45GSFidsmjtPyY87vS0ylKMB1XfYtLWbB1a9w/J9PZcQ5oylatJfXr1mAdnRT7YnKTVVseGwTx/70aKZ9reUixWSUUk2VHUXXeOXJTcTbWIBqGLD4rV1SU6ETpGtR/aVujEOIw8Lu90vZ/PKeVokCgLY14fIoC29bzTn3dGxo1GlHYR4FoMHVJtp1Ev0QFBimgbIUOZMKmf7z01n85Wfb9ZoKwITq0vbVYvMErXa3qj5UJYv3QCREPG4SP2BNBoDrGkSiXjKDEaprE1MFSmkyAjHMhi6SzQdVnYjD4u+8Q/aYfrx+zQLsAxIzbWsc22H5b1eQOz6XYad1pHee6AqVZeE2qzS6GmprommPEe0j9S6F6ETL/rqeeJoGNq6tWfvEjja3Kh5owLGFLbZMJqMB00xc2LU20V4f/iH9mPXnc/nMi9dw0qOXkz2+AG9e+0Y1NFAwo4ANr5Q0tExO88Gs4Jivjem2IffqzVWYOpY0UWgKCDCUIhiIkpMVIicrjGW1THx0s4WcKMWSny1J28TLDjus+L+VnfAOxKEaM6kf/jZ+J9AwfFT7po5EeukaSf0rzfNsYB+wUGs9v9OjEqKPKl9X0+bknVJQXxImZ0TqhX0HGv/5MXz4i49Sn9NU5I3NIq+fn2hlhMDADMZeM52h88ZgeFsu9Bv5haNY+3+LcJLsUIDGNQsmBTMKOe3+M1g77kUaKzXopJUJE+syTvjBpHa/n0NlBSzidls9AhSuhgH9KzFNF6US2yrr6wPYDc9t/lflhG1Klpa2qpJ5oNKPy7HDdtqeEqLrXXDFBH7/40Vpj8kr8DNjzsC0x4j2SfevPd3kokmiONNPlVKLgHO11m03GRfiMOfNSl1RsJFrazwZbR/X8rxeTr3rRN755qJWtQeUpfDl+jjniXlkDslIcYb9hl8wkc3//IhISV2rBkmQSDzm/vlsRnx2DE7cbdqSaQKObkwYmh0PFI7LINAvdcvpg6G1pmx5MTte2ky8NkbupHxGXzoBX78Ag08bzkeuQXvWdLmuiceTSAB8vjheb5zKymwiUW+r57enIqYyEjUq6NiyE9HJcvL8/OBXx3PH//sgaVlnf9Di9/efKQtMO0m6NQvHtvVkpdQc4AXgV8B3Oi8sIfqmadeMonx9dcq2wwCFU3MJFnT8wjrmgpEE+wdY9puVlCwvxbASq//HfW40s340g4yB7dtlYWV4Oemxy/jwGy9St7USN+6gXY0Z8ODJ9DLn7s+SOyVRDMj0GIy/YCjrn9kJLliqYXtlw7kU4M0wOfamCR1+P+lEK8K8c+3L1GxrqG+gYfdr2/jkj8uY8dPjGP/FqXhzA0QqorTZuKlZS+/G60Z2dj2R0pZ/B1aGh8yhuZSuKk97Pk+WB087kkLR9b5080yyc33c/tP3iYRsDENh2y6DhmXxv3d/htknydqSzpK2KFO7TqDUTcCPtNbD2zy4G8jWSdGTorVx/j75RcLl0aTTEVbA5JL/nsSoM1IX52mPWG2MeF0cfz8/Zjta9qZStXYfpYt34tqavGn9KTxuOOqAXtTl62t44PjXk+7GUKYic6Cfr646D18nXUC1q3nt3Cep2VaVtFy06beY84fTMD0G730tUb8hFaVcCgurWu0McV0oK8slbjfEbCRKah/725N540tvtyh61fK1TWZ+5yhmfnf6wb490QVcV7NqaTFVFREGD89iwtSCng6pJ/TY1sn2Wgukr5sqxBHCl+XhqgVn8Pi8BcTr9pdFtvwmGs0Zdxx9yIkCJKYlvFneQz5P7uT+5E5OX1I4f2I2X3j1NJ66dCF2xCFWa4MBnoBJ7shMPv/8KZ2WKADsXbiL+j21KftKOBGbVb9bwnnvfIHscXnUbKpKcSZNMBhJWXPC8jjEbQ9W0MIKejjj8fPIHJ7FmItGseW5ba0SBtNnkjsuh2lfb3vrpOhehqGYOffQf69Eap0xsvAl4Lda617xNyUjC6I3cOIum17YzbqnEjsfhswtZPp1Yw6pimNPcx2XLa/upWhZGYbHYPSZgxg8O7/T54Tfv2k+u17dmvYYM2Bx1nOX4Mv1s+DKFwjvrdt/cVeA1gQCUbKyQkmTBY1BSOWj8vIZe8VERl8yrmkdidaadf/ewMo/ryZaFUUphTIUk66ZwDE/nNHmrhQhekjPVHBs15OVGgS8R2JXxPWdFtUhkGRBiPZzbRdlql61COytK19g35KitMd4sryc8q9zKThmYKIk9Du72PrkOmJVUQL5PkIfr8F0U++v1xr21Q5m8tdmMO2b01tNvSSO0dTtrse1XTKHZGB600/36IZqnUL0kJ6ZhlBK/TfN80xgIInuk7uAn3ZyXEKINOpLwtQVR8go9JHZwfLR0fIQG/+1gu1PrsGui2F4TYadP4EJX5tFxrCe35OePTaP0mV7k+7UaOTEHIJDEltPDdNgyOkjGHL6iKbHl19XRN3mfWi79VSG60Io5Cda5bD6zlXUbKvhxD+d3Oo4pRRZw9Jvb63aWMWqO1ex/eXtOFGHYP8gk78ymUnXT8ITlEWQ4vCRrjfE22meZwOlJEYVHtJa13dBbAdFRhbE4axkZQULfvgRe5eWoUyFdjSFU3P5zB+OYejxbbczDhXV8s7nnyBec0BnRFNh+i1O+vclTTshuosTtdn51Cq2PfwRkZJatGFRV+NPmywUzhnM6Y9fkPLxWEU9K258mFhZHU4oBjQ2yVJEox5KS3NpvBGzAgYn33kChbMG4e+flfR8FRuqWf3AFmp21JE5JMjUa8ZgV4d589o3cWJOi1hNv0nmsEw++9Jn8WYf+roSIdqp905D9EaSLIjD1Z4lpTxx9gKcJEWDDEtx0RMnMeacoWnP8c7l/6Xq031oN/nvva8gyDnvXIcyu6e4qx2Os+S6/1C3vaJFG+twxEs8lrw6oxX0cMbTF5M7oV/ac7u2Q8n8dXx862sYysG2TWprg0Qb6isYhkNOdohAIIoyDQxLERiSy5ibTqH/KeMazuHy+o1L2PTsLhzbRdsaZYLpNcj0hROFJ5IwvAajzh/FKXefctA/GyE6qEuTBSn3LEQ30Vqz4c1iXvn5J7x626dsemcf7U3WtdY8c+k7SRMFSBR6ev7KRThJdhC4cYfyVSXseH4D1RvKUiYKAE44Tsmine2KqTOs/+O71G0tb5EoAPh9MbzeOKCxMjx4sryYfou8KQWc8eRFbSYKAIZlEpwwjIq6/hQXF1BWlkc06qMxUehfWJVIFBIdpXBjDvXbyvn0f15g5xOJG453fryCTc/two7YTVMa2gHDjqHT9CVwYy7bX95OtEr6EojDgyzrFaIb7F1Tzd/PW0ioPEa0oV6B744NZA7w8fVXTqH/+OTD3412vlNCtCpGupsHJ+qw9pEtTLsucVesXc3av33Ehn+sSiy+cx2wnbS3H3Z9nPKVexl4ysgOvsOOs8Nxdr+4BjfWuoCVUuD3J6otRmyYdNNchp45kuwxeR16DU+GhZtk3UJubl3Kzpxu1Gbzne+Qc8xotv7nE4YW1DR1qozFTcorM4nHrJRbMhsZXoPyT8oZfNLgDsUsRG8kIwtCdLGqPSH+cuICKneGiNYlqhGiIVpnU7G1nj8d/ya1+yJpz7H1pZ3tKkX80T3riYVstNYs+d6brLt3JfHaGHZdPNELoq1zKJLuDOgKdZvLMNqY7jAMsFSUVX9ZhXEQLZ+DAzPIHpl9wDld/L542ou9djUrvvMMg/IrCPjjTSWvfV6HgYU1FObX0vYPky4eGBai+0iyIEQXe/sPG4iFnKTXFq0hVmez8K5Nac/hxJw272QByjdU86uBz7P8L5+w583tiVLJDVy37ROYAQ/95w5r+4U6Q3u3GWpwYw7r7v/koF7m6B/PwvTv3/ZoWQ5ap39tbbvE95ZjGK3/0gxD4/fHCPjTTzG4cZeC6UdkJUFxGJJkQYgutvRfW/HYDn5DY6nWFx876vLB/emLEI08bWC7RhZsWxOrs/n4/5a1SBQSVMOOgBRPNhT+wiD5x3bPsHnW2Py06ycgsc0xFrdw4y5bn918UK8z7KzhzPp/szF9JqbPbNfPEdKPGxgGZGamHg0yfSZjLh3TKVU2hegNJFkQoovUFYd58OQ3CIbiZBqQaUCuCXmWxjjgUhSuiqU91+gLRhDIgNSXMI1lutREE0P1XjN5b4Om1swHnMbwWXhz/Rx/34XdVljI9HsYfulR6acXFMSiiQtu6+Sn/SZeO5lLl3yeqd88iv4njsTwpP/oSyRV6Y8xTReNbnUuK2iRNymPub+ce9DxCtHbyAJHIbpAtDbOAye+QU1RuNVou6khz4JKW+M2TGpnFqYvA21YBmf+5Vhe+8ZSYk15ReOJNaahcZTGcRMXrtRTDop43MQwXExT48ny4sn2MerzUxl1+VS8ud1bjnr8t06kam0xFSv2tJjeb0xmamuD6IZHgoPabr+dTqB/kBnfOxqA7Q/lsvX+xbiReKvjGl+7PSMQgQybwWeOoui9YuywTcaQDKbdOI0xl45ps+KjEH2JJAspxGqi7H51C9HyEP7CDIaePRpPVsfbCosj08cPbKW+LJp0e51SgIaAAfVuoiHTyTePbfOcE64cD0qz6MdLqa0C11EoQ+P3OtRFDcrr9g95l9d58XnCJF8/qHBdk5wphZz13OeavluyoYbtLxZjWopxp/YnZ1Cg42+8g0yvxZy/X8ayH82n5M0NmMpJrOOIeQhHfLgNyY8ZsJj01Wmd9rojvjiH0M5Kil9fixO2mxI6100UbgpHPXg96deJ2LaJ4TrUb9zHJYsvY8e7+7BjLv2m5UqiIA47UpTpAFpr1vxlKRvu/xhlKJyIjem30K5m0tePZtI3Z0n9d9Gmuya+RNXWuqSPubphMkFDlTLIGRLgR6vmEchp3/y2E3V44JRXKf+0CseFuqiFe8CCPUNppgyvwjJ10pkLZSpOvO8cBp86gvLt9fzrCx+wZ1UVhqlAgRNzmXLuIL744By01rx3/xbe/ttm6sqjZBX4+cw3x3LSV8bg76Ruk/FQnFfPf47anTW4B9SSMHwmOWNyOOe5CzH9nXt/U71mL4uu+S+GE08kCREf4YgXw3DJzalLmSy4LhRXZFIftYjFLELxDCxfIrFx4poB03K49N9zyR+XfkusEJ1IKjh2xKEmC2v+spQN//g46fyoGbCYdOPRTPrGrEMJURwBbs9/KtHKuRlHQ9xtee22sjxc9eQJjD9zYIfOv/7lIh77wgdNLbAPpEzF1Hn9sNZtQuv9Gw8af92VZTL49FEc9f9O4DfT5xOqiOEeUI3Q8hnkj86kujpKqDJOPLy/HoInYJJV6OOnS84kt5NGIGI1MT786SJ2vb4dw2sCGjfmMuL80cz+1QlNXSE729Kfvc+mx9e3aImtNVhmnOycEIqWPz9Xw8ayDD7em9iSqVEEgAJl4Gk4UBngy/bw9eXzyBt5aNMnQrSTJAsdcSjJQrw2ygtzH8SNti4S08j0W3x2yZfwZMoqZ5HaXeNfpGr7/pYptgtxDcl+nz1Bk+vnn8rw49q/zc51Nf+c9w47Fpdjh1v+e1WGwp/rYe5ZfsqX7ETpRGEHpRJD7IltgwozYBGdPo7lz+zFiafoEWMk4naSfE6YlmLErH789IMz2x13KvH6OHbIxpfrI14Xo3x1KShF/lGF+HIPfvrPcVyWvbqHT94vQSmYedogZp4+GKNZLYnanTW8PO/p/S2uSSQF8biBZTlkBCP4GuoyVIU9rNibSUl967UdBjD0gIRhymXDuezR4w46fiE6oGe6Th6Jdr++FWWm/3krQ1H05jZGXDShm6ISfdH4S4by3p82Yje7CCtU0mHteMjhv19cwvc3ndfuKS7DUFz30sm88K0VrHh4O6a3YQg85jJ4Rh6X3HM071z2LLiqaYHggdd7O2zz0dNFOGk2GWgXDDTJ0mfH1uxaVcWeNdUMmXJw3SpLlpXw0e9WUPLhvkSrbFMx7oqxzPzuDAKFhzZisXFFGX+69CWyY1HqQ7Ct1sPzf1tHdr6f3758JsMn5gKQNTyb0x48m3eufx3t6qakQRkK27aorkl0ngw7ig/LvE2LUg/kAqXaZbBq2HHiwvrndxOrt/FmyEet6NvkX3Az0bIwTppRBUgUx4mUhbspItHXaK157dZPeO/OzdhxaL5jAcDSyWsR1e+LsmtJeYdGFyyfySV/P5Zzb5/O1oWlOFGXQdNzKRiXRfWmSgyPkbSUciPXBSf9P3eav4NktNasf6vkoJKFbS9t592bF+I0jow0JC0bHt7I9pd3cNH8CwgO6Fj77UZbX1nLhp8/z2UDHdAKlMZ1DNbu6sfbOx2+ffIr/OvTi8nrn0hIBswZxCVLr2LrM5vY8+YOtAZPtp9tL+/EiSTi2xMy26zZGAFsrbEa/pIN06CuJEK/0elbXQvR20my0Ix/QBDLZ7YYjjyQ6TMJDJA5SJHckvu2sOjOjdiRA/sRJC4eNqkThtL1NR1KFhr5c7xM/uyQFt/zZHtbtKBOxmgoYdzWTGTahzVtFlZKJlYT452bFhKtdwGFZe7v0+DGXSLlEd773vvMe7TjUxyVy7ay4zfPkuNrfP8N8ZkO00aWkWHm81qFwfN/W8eXbju66XmeDA8TvjiZCV+cnHiW1pjBxWx8bAPa0dTG94/SpBNn/werE3fx53TNWgshupMUZWpmyJmj0ek/X9GuZvAZI7slHtG3uK7mjds+JV6f/nY92aVVGXTqUHVwQAbZY3PTHuPJ9DD+hLw2e0Gk+5UwLMXoDiY48ZDNM5e+w759FjX1XqrrvZTX+KgLW/trHNiavYv2EioJdejcWmvW/+/zmCmiNk3N6OHlTEHx6j83pj2XUorjf388J91xAh6vxmrnp2XzwwbPyiOYL1uuRd8nyUIznkwvk28+FjOQ/EPbDFhM/e4crIDcKYjW9q6qItZGogDJL75OXDP2rI7tiEj7Go7L2CungJW8vLEyFb5+fi6961g8geQ1AZQByiTpegVIjErkD89g9Oz8dsdlRxwePeNNdi4uBxrv1BNfkZhJdb23KV7Da1CxtrLd5waoXrWTeE36plxoGNavHl3VuiDTgZRSjL18Ahe+dQlHHePDStIrojkDaFz67AmYnPnr6e0LXIheTpKFA0y4YQZTvpVIGKwMD4bXxMrwNCUK46+XX36RXKzeTtQp6CBP0GTWl0cRyD30HTZaaz79+xoeP+oJPvj5MmK2h0jUIu423LWrRDnirFE5nPnUBQw+Ko+b559CRr4XX9b+JNmXaVEwJpMbXzmZYK4H09PyfZkeRTDPyzefP6lD8a3612bK19ekGMFT2I4iGt+fvBiejv08I3sq0U764UHTTDSCKsxp/x1/9ph+XPPO58gZHESl+NRUQB4KX5YHT9Dk0ofnMuKkwg5EL0TvJWsWDqCUYsJXZzLm6qkULdhOpDREoH8Gg08f2ekFYcThJX9MJnYbC2SbU4bC8huMP2cQ5/5x5iG/vtaaRd9/n63PbsNuUSdEJXY8+P2MvWQ4Yy8ZT//jBjXtvBh9fAG/Lb6QT14oYsviUizLYPI5gxh7ciFKKW775Bxe/f06Fj+4jWidjT/L4sTrR3P2LZPIHdyxHQtL/7Kh1VbPlhThqInf66BtTf+j+3fo/FamL7EYI81LJBZ2Gsy9cHiHzm1aBj9bdBa/OuVN6iqiRBrqaJgehVKK8UflMnlGP4bNyWfaFSNkB4Q4rEidBSE60f3z3mHzgpKUa19Mr8HEswYQq7XJH5PJnBvHMuSYfp3y2iXLSnjt8/MPSBT20xpqIxbxzGzmfmscc785vsMXNNdxMZLXkG6X2zMeb3NdEGgGDLCZeO0E5v5iTofO74RjLD73DnQ89SJlx1WsXDeMr268nKw2enI0PSfmsOv17RQvLkJrCPv9rFxRT7jGZsSMPM68aRwDx2V3KFYhOpnUWRCir7jkb7O4c/Z8ItXxVhdFT9DklB9M4KzbOq/HQXOf3PspoZANGjyq9Y4LpSDTb7OrJMw7/7uG1Y/t4KuLzsDXgZLNh5IoQGI3UfqRhUScA+cOZPatx3b8/AEvQ78wlx0PLcZIsjrEcRRVtQGmfW1auxOFspX7eOtLr+HGXez6xDoHK8PDcL/J6Q+dQ7+p7VvgqV3NzoX7qNpahzfLYvS8wfiyZf2T6BtkZEGITla+pY5nb/qIrQv3YflMXEfjz7I465dTmf3lMZ3+elpr3v7XFh755oeEoonfZ68BIwMOw4IuzTc7uBqKKv04roHpM5h+1Qguum92p8eUygvXvs/6p3al3m6pYOy8gVzy9Klt7tJIRbua9b97mZKXPwatMYyGMs2uojYUwDP3OM6+57h2nb9uZw0vnf1MU5JwIE+Wh8++eRnBgem3U297cy8vf/VDYrVxtKtRpsKNa47++jhO/fV03JjL9ld2ULOtBk+mh5HnjiBruPSVEB0i5Z47QpIF0VvUFocp31qPL9NiwNScFiWGO4vWmnuu/4AlT+0kesBODANNnldzdI7dorfB7opAU+MpK2Dyo6ILOzS6cChK11Tx0MnzsUPJRxc8QZPrlp5D3phDv1CGd1ew/u5FlK3YSzxm4hk3ihnfmUXh5PYVkLJDMT781isUv7+HeMzAtlsPxBpegwlfmsIx/zM35Xl2vFvCkxe9m3RExQqaDJmVR2xLceI1620Mr4FSimFnDuWUv56MlWJ3lhAHkGShIyRZEEeSFS/v4c9XLCJan3yO3kAzMcthaCAxJB+1FcVV+xcl+rI9XPPKyQyb2/FiUAdry2tFPHfVItA0XUCtoIkyFJc+eRIjTu28LaQHQzsum/76NnueXokdcZqqVjmuQVV1VqukwdfPz2Urv5jyfPdPf5nyDTXpXpG8rFiiQ2gzpt9k0PEDmffYWQf9XsQRRdYsCCGSe/72NSkTBQAXxfaQydCAi6uhuv7A7Zn6oIf7D9aYswdz0+aLWP3wFrbNL05MPZwzmKlXj+4Vc/hrfv4SpQs34kbtxBROw49HKZf8vGrKK3NaJAyppigAStdWU7OrPuXjjSIxk8zAAV1KIw57PyimbFUZBdO7L5kTIhlJFoTow3asqmrzmJADjgtVIQ/heMsCTNqFAUfldk1wafjzvMz+1iRmf2tSt792OjXriilduAk30joBa5zKyc6qp6Jy/1RGIE3/ito9IQyPQdq9nCgcJ0VzqqjLhsc3SbIgepwkC0L0YabVvlGBokofrm6ZKFgBk2O/PgaPP3kFxyPR7qc+wo2lHqlRCrweG8NwcV0D028y8cupd7cE8324TltTvRojRWVI7WpCRW2PTAjR1aSCoxB92NHnDWmzamSGaaA8LYf3PRkmw4/L5/Rfds02zr4qtLMysWUkDa0VpuFieAwyhmYx9vLU7eoHzMxrVyMpvzf5yIOyFFkjZFeE6HmSLAjRh332h5OxfKl/jb1Bk68/egJzvjmOzIF+fDkeBh+Tx0X3zeaaV0/B8sqoQnPevLZbYiulwWMy5PThnP3MBWl3KyilOP3/jsZK1X9Dgcdy8VjJExTDMphwdepkRIjuItMQQvRhw6fm8vV/zOXeLy/BtV3seOKiY5gKy2vwhd/MYPbnR8DnR3D27TN6Ntg+YPBF06lYug0nlHrRorcwiwteuZpAYduJBcDES4YTq43zxnc/AqWI19sYHoVhGgw6OpfY1mLcJL2vzIDJyHNGkDchN+W5YzUx6nbVYgU9ZI3MairhLURnk62TQhwGirfU8upf1rPy1SK0C5NP7c95353E8Km5PR1an6JdzdIvPkD9tnK03XpqwPBZTPvtRRScOLbD547V26x/eicVG2vw53qZcPEw8sZksfvtPbx780KciINruyhToW3N+KvGM/eXszGS9Mau31vP0l8sZdfrOzG8Bq6tCRT4OfrHxzDm4s4v/CX6BKmz0BGSLAghDkW8OszH332Sus2luNE4aDACHnA1E348j8Hn7V/nYccc6kqieIImGfnt72J5IO1qit4ronprDd4sL8POGIovN/n56vfW88JZzxOtiqIPWDxpBkymf2s6078946BjEX2WJAsdIcmCEKIz1Kzdy763NmDXR8kc15+B8yZjZSQu4KHKGG/+/FOWP7A1UUra1vSflM1Z/zuNSecP7tK4Flz/Jrve2NUqUWhk+kwufvcSKRd95JFkoSMkWRBCdKVQRZS/znqDmqIwTqxlsypP0GTer4/ixG+P75LXjlRE+O8xT+CkaYVueAwmf2Uyx/6s+3p+iF6hS5MF2Q0hhOj16vZFqNxRj53mItldXvrex1TvaZ0oAMRDDq/9ZBWVO7qmNkLNthoMb/qPbTfuUvZxWZe8vjhydXuyoJTqp5R6VilVr5TaoZS6MsVxPqXUvUqpEqVUhVLqRaXUkO6OVwjRcz59djd3THuVX494kT9MeZXbCp/juW+tIFQZ65F4orVxVv93F268daLQSLvwwd2buuT1rYCVumNn8+Myer5stji89MTIwt1ADBgAXAXco5SakuS4bwPHAUcBg4FK4K/dFaQQome9c/s6Hv/iEkrW1OBEXeIhh1idzYf3beHOWfN7JGEo21yH6U0/2uvEXHYs7vw7eyfqULO5AlM5mIaLInnSYGVYjLlUdkSIztWtdRaUUhnApcBUrXUdsEgp9QLwReDHBxw+Cnhda13S8NwngD92Z7xC9EZFm2pY/VYxrqsZP7uAscfk93RIna5scy3zb/sUO9L6Dt6JuVTvCfPyLR9z2f3dOy9veQ106kGF/cd1cgntPQt2sPg7byVeOxbHtMDUiWKTtm2yv9sVeDO9jDhnRKe+vhDdXZRpPGBrrTc2+94q4JQkx/4T+ItSajBQRWIU4tVkJ1VK3QDcADB8+PDOjFeIXqO6NMLtly9k44dliWuDBmXAgFGZ/OTpUxk8LrunQ+w079+1KW1PBSfm8vFjO7ngTzPxZXbfkHvhxCw8AZNYXer+Ed5Mi+lXdN7n0L4P97LopjdxIvvXa6iG/zEAj+UQt02sDA+eDA/nPHMuplTmFJ2su6chMoEDG7tXA8n2+GwCdgF7Gp4zCfhlspNqre/TWs/SWs8qLCzsxHCF6B0i9XFuOeFV1i3eRyziEAs7xCIO0ZDDrrXV/PC4VynfE+rpMDvNzg/KcePp5+YNj6JiW/c2WTJMg9N+OglPMPXF2PQoZnyh8+7sP/rVBy0SheaUSlTrzJ+ax3G/PZ7PLbmM7FGHT9Ioeo/uThbqgAP/JWcDtUmOvRvwAflABvAMKUYWhDjcvf3wVir3hnGSXEC1hnBdnKd+/0kPRNY1LH/bH03a0Vi+7r+DPuFb45lx5XA8QZPm1ZU9QRN/roevLjgNb0bnDNqG9tZRvbEy/UFakzMig7GfG4vllwr+omt0d7KwEbCUUuOafW86sCbJsTOAB7XWFVrrKInFjbOVUtLYXRxxXvrreqKh1NsGnbhmwYNbOVzqpsy4YjjejPSJgD/bQ/7YzG6KaD+lFJf8/Vi+Mv9UplwylPxxmQyanstZv5zKLVvOZ/CMvE57rWhFBNPT9sd0uOTwGVUSvVO3pqFa63ql1DPAL5VSXyGREFwIHJ/k8GXANUqpd4AQ8A2gSGstG4jFEaeqJEmnoQPEwg7xqIu3kxfX9YSZV4/ktVs/gfrkCZInw+T0WydjGD3TOEkpxYjjCxhxfNfeu/j7B5PWc2gZDGQOk2qNomv1xNbJbwABYB/wOHCj1nqNUuokpVRds+N+AERIrF0oBc4FLu7uYIXoDbIK2u474PEaeNK0q+5L/FkevvrGqfhzPS3WBygjMdw/69pRzP16x5s59TWBwiAFM/unPcYKWIy/NtnucyE6T7dPcGmtK4CLknz/PRILIBv/XE5iB4QQR7xzvj6BR3+2MuVUhGEpTrlq1GHVonjo0f348ZbzWf7AVlY8soN4yGHwzFxO+u4Ehs8+/LaLpnL0z47jjctewAm33oFh+k0KjhlI4bEDeyAycSSR3hBC9AGhmhg3TX2BquJI0i2FgWwPf1lxHuGyGGvnF+PEXUbOzmfKvIEY5uEx2nAkK/2ohMXfWkC0MoJ2NcpQuI5mxPljmP2bkzB7YKGn6HWkkVRHSLIgDldlu+v51QVvU7SpBjvm4roaX9Aiq5+Pm++byws/XM2+TbXEow7aBV+GhS/L4hvPncSoI+hO/HCltaZ0eQk1myox/SaDThmGPz/Q02GJ3kOShY6QZEEc7jYtL2fVgr24jmbi3ALGHZvPL6a8SnVR8lEHT8DkZx/PY8D43r3/XmvNtmUVlG6uxZ/tYdLpA/AGZCugEO3UpcmC/CYK0ceMm5XPuFn7Rwrevnsj9eWxlBUPY2Gb2898i9u3XIBp9c4piY3v7eNfX/qQ2pIoGIliQ9qFeT+YyGf/35TDai2GEH1R7/zkEEK027t/20wsTQ0GhaJ2Z5gHfvhRN0bVfpsXl/Hns9+lbGs90XqbaK1NpMYmWmfz2u3rePxbK3o6RCGOeJIsCNHH1ZVH23Xc/Ps2EaqNd3E0HffQ15alTHZiIYf3/rGV0q11SR/vDVzHZfv8Pbz25fd4/nNvsfiXK6nd1b1lqIVoTin1L6XUPqXUpykeV0qpO5VSm5VSq5VSR7d1TkkWhOjjcga1b5Gb4TFY9ebeLo6mY4rWVVPWRiLgOi4L79vcTRF1TN3eEI/OeZHXrn+PTU/vYOebRXx81zoenvUCH/5uVU+HJ45cDwJnp3n8HGBcw9cNwD1tnVCSBSH6uNO/PR7DSj2nr9GEcUFroqHU3RK7Wyxs8949m4mnaJLUyIlrijcmax/Ts1zH5dnz36B6ex3xZl0onZiLE3VYceda1jy0qQcjFEcqrfVCoCLNIRcCD+mEJUCuUmpQunPKAkch+rhjrxjBMz9dTc3eMOqABdEajQbqlIvHVQyblNMzQR4gXB3jzycsYN/mOnRb1YwNyB7g757AOmDHG0XUF4fRdvKFpXbIYclvVjP56rGoHipLLXq3M84KUl6ePllOJhYZSyCwf0Txhhtu4IYbbujIKYaQ6OrcaHfD91IOPUqyIEQf5/Gb/OTDM/nhqBewnERy0MgBqpSNq6BgWAZjju4d9RYe//IyyjbV4cTa/qD0BExOuG50N0TVMesf30q8Pv1ITbw2TtmaKgqndV5zKXH4KC9zeXdRx9uZf+bkAN1dIkCmIYQ4DOQPy+Caf8+hOqCpVQ61yqVC2ZQbNo4Cf4bF9x4+safDBKCmJMKal4qwYy4KhTfNsZbPYNSx+Yw6tl+3xdde0epYm8coUxGv632LSkXvoADlGB3+6gR7gGHN/jy04XspSbIgxGHi1KtGc8vTp1AwORsnqPDmePD4DKaeMoDfLzqbscf0jlGFrYtKsZo1vPKg8CQ5zrAU408u5OYXT+qVdRYKpuZheNLH5UQdskd2fxtt0UdoUHbHvzrBCyS6Oiul1FygWmuddvWzTEMIcRg55pwhHHPOEIq31lJbESN/SIB+g4I9HVYLOrHWsgUvCg+aODRNo8z+3DCufzxZ9/reYdqXx7P6HxshnnwqRQMDZhWQ2ct+/qIX0WB0fMlCm5RSjwOnAgVKqd3AzyGRk2ut7wVeIdHJeTMQAq5r65ySLAhxGAjXxVnw2BbmP7SZcG2cUVPzuPhbU3pdogAwYnY/nHjrVY3NpyR8WRYzLxnW6pjeJGdUFlOuG8fH96xvNUTrao2LYnlRlAtiDh6vNHoSSWhQKSqvHtJptf5CG49r4KaOnFOSBSH6uF0bqvneqa8QCdlEGhbc7VhXxcJntpMxxMeoE/KYNKqA4SNzGTYxhwlzCnp0WL/fiAxGn1DI5nf34abYSWB6DI66aEi7z+k6LvtWVRKrs8kbm0XW4O5JknZbJlttGG5oDJUYTTCAGgfWRzTuljoW/Wc7p10zplviEX2LAlSK34HeRpIFIfqweMzhB6e/SnVZpMXQvnbBcTW12yOs2V7MpxSjlMIfMMkbEOAH/z6Jycf377G4v/jIHP5w7BvUl0axo/tHGZQJnoDFDS+dhOlpe0mV1pqVf9/IB7/5FCfqoEyFHXEYMreQM/86m7wxWV35Nnjt3o3UhTU7gSwDTAVhF6KNfxf1Ni/8aa0kCyI5DaoLpiG6gixwFKIPW/TsDsJ18VZrAABMFCYKhcJAoTREQw7F2+r4n7Pns2FpafcH3CB7YIAfrZrHZ26ZSDA/Mflg+Q2GHNuP4KQMHvj+Rzx6ywpKt6ev7rjwZx+z8GcfEy6PEquziVbHcaIuu94r4ZGTXqNyS9cVc4rHHOoq9++IqHWhymmWKDQo3RnqshhEH9dzCxw7TJIFIfqwt/+zlXBd8k8PBa2KNDWKhhzu+fbSLoysbRn9fJz3y2n8tuxiblr8Gar9sPbTCjYtr2DzknJev3MjP5j8MvPv3pj0+ZWba1h5z0bsJH0ltAux2jgLvresy+Kv2VaLascIciBTBnBFGlp3/KsHyL9iIfqwSIryzUY7Wttv/7SSku11DOjhrX01pRF+f847hGta1iOwY4npicd+tJIBYzKZfvbgFo9/fP8mXCd1+Uftwq739lFfHCZjYPv6Z3TEyrs3UGBBaZo7PUPBZ67rfVMQju3yyat72bO2Gl/QYsZnB1MgWzy7n+65kYKOkmRBiD5s8pxCPl1UQjza8qKZblShkcdrULqrvseThQX3b066O6JRLOTw5M9Xt0oW9q2uwo2nv8uy/CZV2+u6JFnY8WYRIzyKcluTKnpDw+m9bL3Cmjf2cu+Vi7FjLrGQg+lR/PdHK5l61iC+9ujx+DLkstCdZM2CEKLLnf+1iSl3NrQs/NzqQdyo5uXfr+V/jn2V3533Nsue3UUkHOf1Jzdz7SnPcM64h7ny+Cd54aH1RCNdd/vz/iPbiYXTf2Lu+LiS0AEjD77cZKWcWnJtjTez7eMOhnYhw1BM9StMWn6YmiQ2tc/MMsgp6D19LTYtLuXOi9+jrjxGpNbGdTTxiEs84vLp/L3ccfbb6B4a5j4SKQ3KUR3+6gmSQgrRhxUMyeCrv5vFP36ynGizC66Lxkw1sqAhoA28YVj1WlFTI6f17+0jYtvs9ISoDycuzEU7avnNtxdy/+8+4sF3Lia/f+dvSYyF205EDNNIdKfM3n/hn3rVaHa8Vdyi4+OBfDkeCqZ0TfOsIScUsvHpneQBxwUT0xGVrkYB+aaiwITsIUG8Wb3nY/bx764glmSNB0A84rJzVRXr3iph8ukDuzmyI5QG+sg0hIwsCNHHXfTNydz8t+MYODYTw6Nw0ThobDRuktEFnzbwkCgK0LzjY7TOhoimf62X5k8L19sU7ajh25e82iXxD5+WR1tLLCyvQWa/ll0kRp89mIz+fpSZ/MlW0OTEn0/vspoSx3xrMv+/vfuOb6s6Gzj+e+7V8IqdYWfvPcnAIYQRQkJICISwCVBKoTRQyu4LhdIChZZSVmkps0Ape5QVSELYgRDIgOxFEmdPJ7HjJVm69573D9nGQ8NObMtyzrcffYql46ujG0l+7hnPY5alrTZFaO8WBngN+nsNslyCO9VF9k2Dmkyq6gPbS9i+Ij9qm9Iiiy+e2tA4HdKAxBlZ0MGCpiWwpfN2ccUJ7/LHqz9n6ba9bHIK2Jvqo6SDzY7kIgIuB6eiUDUkpbjwlm2nDEcQvJgkUzXjoBVUrF+5n3XL9tX7azj9t/3xpkS++nZ7DU65ujemq+rXleEyuHDOKWR0T8VdaceB6TEwkwxG/XYQg3/WcNUq2w5tzajbh+BKrpmd0ZVi0u3kDhx1RZ8Ge/66Ktjrx1WLTJIHtuutno1GAbbU/RYHTWd8TNO0Wtu3vZjn//QD7768hkIrgK98lZRAid+ixG/hTTKZ9pej6JDVgryNxfiLLCQI8/+7CX9h5LFPAVo4Lnxm1eHqYMBm3pyt9BuaCYQSIjmOwjQP75qj/5i2HHNuFxb+byul1YbIXR6DNl1Tmfr7wWF/t0XHFK5YcgabPtnFmtc24T8YpO3QVgy7sg/pXVIPq1+1MfLGQbQb1oaFD6xgx/xclFK06pNO9k0DGXhRT8RoGqMKABntkrBKY6ymE2jTpemlCG+2FKE68glABwualkBsy+GxX3/L569sZE/Qhx87FCiE+ZtU6rd57L6FfL7qMrLah/5wzn99M9/+d1PU5yhP4lSdYyusoMPm1Xm8dN9Svnp3M8GAQ0ZmEmf/ZgDnXTeYtIxoBacjPJ8IVz1/LN2GtWLGX1dR6rMxDMEOOhx/SXcueXA4KemRFykapkGvSZ3oNan26aHrU9ex7ek6tn3FwsCmMu1QXatOKXQd3oqN3+2P2Mab6mLcNU1nNKT5E6ifktMNTgcLmpZA/nHVfL5+azNFAQsF+Awr6ny/FbB57bmVXH/HKAC6DG6JHaNwjY3CH+ZyJznNjccwuHr0DAJ+G8cJHefgPj+v/m05H7+0gSfnn0lGm7qv/jcMYfKN/Zl0XV92/ViIHXRo26sFSQm0ja+pBgmVXfT3ETww/vOwixzdSSY9jm5Nv5Pilwa8uduxJI9lb2ylJC9Au4HpZXkWmv77BnSwcEQIFgcpzfPhSffiSffGuzvaIdq7tYi5b2wm6LexcHAktJAxmkDA4cM311UJFtr3bsHW5fkRf0eAg0awxv1er8lbD64Mmwgq4LfZu72Yh66ex71vnVKn11WZYRp0GhB998KezUV88VoOB3aV0K57Gidf3IvWDZBHoTnqNSqTGz84iacunk+gxCLot3Gc0KiRv9Rm9+5i5v43hxN/1qPGGhHt0PkOBvjvWfPYtugAlt9GOeBOMaEjcVuDUFc6WGjGCjfls+zBBez8fCtiCspyyBrZgaG3jqL1UfrqIREopVjw+XZefXwFqxbsoTBQSgpuQlsZiLmLACBYbZ76Ny8dx10nfBx23YIq20VhIliUD6uDN9nFtMsH897jayI+jxVw+G72NvL2+mjV9vD+eCul+P7bXXwxexMBv83QY9ozbnIPnrpuAXPf2IRSoefzJJm8+MclTL1+IJffNyIhru7jbcDJ7fj7jrN4+85lfPDgGmwnFHQqBTvXFfL8dYv4+uVN3D57HK5aFPPSolNK8dzkr9jxQx52peRpwfLRHR0saPGUv3Y/n17wHlZJkMrp5fbM38FnF83gxKcn0f6EzvHroBZTMGBz/dmzWDJ/N77in670A1KKIJgqFCvESqEzdORPe+Yd22Hf1hI6DEhn46IDFb9c/nWlEFwidHXS2JFagm0rjp/Ylev+NIrXH1heUQI7Eo/X5Mcl+xk18dDfW7u2F3LFlPfYvqUQX0moSFZqmhsr4NBRpeIp/ekPWMAf+sL94PE1JKW6uPgPQw/5eY8k+bt9zPj7WgJhMmeWFtv8+O0+3vvrSs6786g49K552fzNPnYvz68SKFRQgtJrFrR4mn/dJ1hFNYeSAWyfxTe/+ZizF1+G4Y69lUqLj7/dPI8f5u3CXy1pkZLQ1YoS8GLiV+EXOELo7ituHAHArvUF3DvhM4ryAvirJTKqMkihID3Nw7X/HM1xF3QjOSW0uNCo5a4H4zC++3wlQc4f+yZ7dxZXWVtRXPZe3qwK6EoaSdW+ukpLbN56cCXn3DSQpNSGydjYnHzy1PqomRoDPptZ/1jH2b8frKcjDtOi/2yKmAgLSJiRBf0uaIYOrMilcMvBqG2CRQG2zc5ppB5pdVWQX8qMF9fWCBQqhHIqkaxMTCQUPJQlYSq/KaVo3zqVo45uR8nBAH888WP2by+pGigIFVFC5T8d/iKLJTN2VAQKAKMndyE5RurkYMCh/8isQ3rNAO+/tpb8A/6IizAVsE/8YR8zDGHR7B2H/NxHkqUf7SToj1yPA8AOOuzJiV4iXIutONcfefhPEdoNUddbDCIySUTWicgGEbktzONdReQLEVkiIstFZHKsY+pgoRnaOisHZUX/IkDBtpk6U1tTtXjujlrPF7dSoUWrNS4UBYJuhwP7fHzxQg7+YitiddtQ0qaqDxbnBar8fOJZ3fAkRe6TJ8lk/LSetGh56ItoX31mBb5oUx0CxWKFzUzpWA6FB0oP+bm1qnSFiPqR1S8dwx0p9brUe7AgIibwOHAaMBC4SEQGVmv2B+BNpdRwYBrwRKzXoYOFZmjrnC21aKXIX1P/2fi0+hGIlTwHQMAQg3wpDX2xV/s+UkDeAT9XX/Ahnz27IepQqIiggGBZvkfTJXQ9qlWVNm6PyUOzJpGa7sbtrfrVkZTioufgVtzwj+Nq9foiydsfftSgSl8hbLBguAyyGiERU3Mw/LSOuKMEfgAut0G7nrps9eEaNb0XRoSU5ADKljrfYjgG2KCUylFKBYDXganVnxZIL/vvDGBnrIPqYKGZUUpxcGP0KYhyYuhrh6aqz+A2WDFGh7xJJiee0Q3bpSKuWQgGHVb8sIeCfbH/CCOhZHJBFIZLmHhN35r9Gp7JiyvP44KbhpDZMYXUdDc9BrXixseO47G5Z5AUJW1zbXTq2qJW7cIVyXJ5DEZM6BimtVbdhKv7Rt054kk2mXxjP71eoR5k9WnByF/2DG2VrO4QpyFyc3PJzs6uuD3zzDOVj9oJ2Fbp5+1l91V2N/AzEdkOzAKui/U69ALH5kaBYwviUmVDzuG+EBQikN6jZeP2Tau1XgNb06N/K9Yt3Rdx6sAwhf4nZjHzs/XYduRRAyvokGuX4KUWi1kltHnm6Kmd6dgvPWyTNh1S+NW92fzq3uxavJK6ufz64axamktJcfjFuQAtlLtGbQtPsslv/jVK/3GrpVYdkrn2xeP412XzCfodlPPTm8yb6qLv6EzOui18im2t7qb+YwRpWV7mPrQOMSgr4la2rPgQdkNkZWWxePHiw+nSRcALSqmHRWQ08JKIDFZKRbxC0cFCMyOGkNI+FftA+Zdt9c34oS8F06Xo/XO9LaqpWb0sl9f/vYIdWwpp1zONTevzCJY4FdkSy3mTXdz3wils2pxf47HqLMthn+2nAylh0zjDT/kVgFDAEKdNMuPP6EnfQW1YszyXUn/VAMgwBK/XpKu0wC1m6MtWBG+yyTWPjeKEc7vHp9MJatS5XenQtwXv/201i2dsxwo6dOjdgim3DOSEi7vrwKseGYYw4c7BjL2lPxu/zMVfECSzTxqzzwXl1PtuiB1Al0o/dy67r7JfApMAlFLfikgSkAnsjXRQHSw0Mwd/PIBdUEQgYJKcHNqjrpSBCn2vYhihhWxp3VvSfkzXeHdXKxMM2tz0s4+YO2cLgYCNYysMQ3B7DNKzvATyLNwek2DAZuCILG68bzQjTujIgq+343abBANRpiyc0GhBEAc3Ro2AIbSLAooJkowbFOzZFJ9V8C6XwUsfncPvf/0pH7+3EZfbQBHKMNirfyv+8dJpdOmewdLPdnFwn5/MTikMOak9RhMq2JRIug5pxXUvHx/vbhwx3Mku+p/W4ac7FA2RZ2ER0EdEehAKEqYBF1drsxUYD7wgIgOAJCA32kF1sNDM/HDnXAw7iIgLv99NUpKFYVT9Q+Jpk8r4d85HDrNaoFZ/7rruC+bO2VJlq6TjKEr9NgWUctLk7vzuvhNo0dJDq8yfsiMec0InWmclRx62V+BGEIF9lNJSuUnBVbE8UIBSHPIkgADJZQ+0bBe/9MkpqW4effE09u0t4bu5oSvegcOy6DuwTUWb7DgVjdK0+lX/haSUUpaIXAvMAUzgeaXUKhG5B1islJoB/Bb4t4jcRGi4+RcqWuINdLDQrJTsLOTAir2h9Lwei6BlUlLixjBU2YgCiAm9JvfCnVr36oBaw9i/t4T3X10XcQdEqd9m7pzN/OHhMVUCBQjtYnj6zTO4YPxb+IqtKlMSCoUgpFKWG0EgX4IcVEE8GAhCEAdbyqamVOjqPCnNxcRfxb/yYGbbFM44v+YiS+3wKKUIFFqIAZ4YeTO0Bqaoze6Guh9WqVmEFi5Wvu/OSv+9GqjTkJIOFhKY5bPYOW8XgaIgGT3SUaWlmB4Tp9RGBDxuG7fLrnIVKQKFG/Li2W2tms9nbcJ0CcRIEfDx+xu57NphNe4fOLQtH353CY/e+y2z3w3lzggGbcQWMvBgVtv0pCQ0mlD1TnBj4PIYdOjdguET9a6C5saxHZY/t4HFf19F8R4fyoGWvVpw7O8G0+/87rquRpzodM9ag1GO4oeHl7HsiZVlH3CFciCljQt3oOrVqUjN/RCeVnUvIaw1nJKiILYVfZFiMGBXpDwOp3vvljz639N48FmbooIAzz+/hGfuWoxhhd4AtlKYUGMXQQWBdI+HviMzuePdsXoNQDPj2A4zLvqKbXN3Y1XKt5H3YwGfXLeAHd/mMu6RkTpgaGxKUE5iBAuJ0Uutim9u/45lj6/EKrYIFgUJFllYJRYF23xYMVK4ulLddD+3fyP1VKuN7r1b4vZE/ygmp7rp0adlzGO53Sat2iTzi8uHUeKq2N8QqipIeabGqkyXcOLErvz929P565cTSWuly5g3N6tfzqkRKJSzSmxWv7qJrZ/vjkPPtIZI99wQdLCQYA7mFLDu1Q1YJeFS4go+vys0nBDuUZeQ0qkF7Y7vEvZxLT5OmNAVrzf6IJ+IMH5Kz1ofs01mCnc+eBKWEcrIiIR2Q4SCBlURNLTtmsqDMyZx/4cT6V4tY6PWfCx6dHXYQMFRijxbsaMgwMw7f4haXEqrf6HdanW/xYMOFhLMmhfXoZzIoweBoBu/5cZwGxjess3yAq4UN+m9WzP2pamIHmJuUkzT4MHnJ5CUHD5gSEp28denx+Px1C35wa+uOpo7nj0JPBJK4iwKWxQBccArTLm6H+9suIhRE3Sp8ubMsR3yNxbWuH9n0GGez2F5qcPagOLjBfv5Rdf/sfCDbaFFkH47Zg4P7XCFSlTX9RYPes1Cgjm4sQAnGP0DbJvJDL9/NP7tBzi4Zh/uDC/dzuxL5jEd9ZxkEzVmYnf+/d4U/nTjXLZvKcDtNrCCDu06pvHHR8YwZmL3QzruhT8bzHkXDeS//1zK60+sYN/uEgyX0H9kJqdc0Eu/Hw5BcX6AFXN2UVps0XFABr2PbdOkz6NIaOts5SvSbUGHjUFVdZmrgv07S/jzeV/gSjIJ+EMLpbMndeKSO4fRe0Sb6ofWDlfD5FloEDpYSDDJWUmhFYtR4gXHVrTolk7PqT0p2pKPP7cYb5uUJv2FpsGxY7swe+nP2Lj2AHt3FZPZLoXeA1of9r/b/E+38cSfFmJZTih5UyksnLuD5Qs/4OxfDOD3fx+j3xu1YAUdXrn5B+Y+l4Pplop0veltvfz65ePoMzoz3l0MSwyhw7FZ7JwfyrljKVUzUOCn5FyOpbAqVf5cOHM7Sz/bxW2vnsSoKXoKs74lygJHHSwkmL7T+rDhnU2V1iwoTNPBLEu8ZNsmnjQ3EvDzycT/UrKjAJxQnQgzxc3AG4+j16VDObD6AGueXcn+FftxpbjodV5vep7TG3eq3ncdb736t6ZX/9b1cqy9O4u4adpsfNXWuCgFvhKLd19Yw6Cj23LWpQPq5fmasycuns+y2TsJ+m2Clepy5W6yuH/C5/xh7in0OLp+/t3q27G3DmHGxXOxSmz22uGvNCqCh+rVSxWU+mzuv2QuL2+7gNQMnaOl3qhaVZFsEhIjpNEqtBuZReaQ1hgeA8NwSE0OkOy18LgdPG6H5KQgSUYJ8y5/l5JtB7GCQlGxl7yDqezb5eHr2xbz5rAXmXnG+2z83wbyVh8gd/FeFv9pIW+PeoO8dToHQ3Py2lMrsKNUr/SVWDz1l8V6YVsMOYv2s2z2zohlvgMlNi9ef1iFfRpUt/EdGHXrEFzJJn5F2FEFIGL1UghNZ3z60sYG6+ORSEHCrFnQwUKCEREmvTaBtkNbk5IUDOVRqHYLFpTiK3ETCJoUFCYTCLooS8mEUkLx3iCW38GptLff8lmU5pUy57yZWL5wOy20RPTpezkESqNvp929o5ADub5G6lFi+uypDQRjbEvesiSf/duKD+t59uQUsnHxfvL31P+/xzG/HcQFH59Kx6GtDumL319ssezzXfXeryOaCk1D1PUWD3oaIgF50ty0H5bOxnU7IeyQoqCUoqg4ifCXCmWJnMI8avttNr2fQ59pOs1ucxBtVKGcYRi1anck27OxsEoZ53BcXoO8HT7adEmt8/GXzNrBy7f8wL7NxZhuA6vUpt8JWfz80Wy6DGp5iL2uqd2w1lz5v5NZ1O9dnBhBZDimKzGGzBOHJMwCx8TopVbD5nfXRwgUQuyY0WdolMGypcoqaavEYuP/1tdPJ7W4G358B0wz+hd8UrJJm3YpjdSjxNSyQ+zCWnbQoUVm3RNaffVSDo9e8DU71xQQ8Nn4CoIESx1WfraHO0fPYfPSA3U+pi8/wPx/rOM/E77gP+M/56u/raZ4XyifeFaXVE68oDue5LptxU1Oc3HcWd1q3b7Ub/H91ztZ8Nl2cncd3ohLc6UUOI7U+RYPemQhASlHYceYKnAcg6gTkOXtFNiWgdvlUJ5+4cAavW6hubjs+mHMfnNDxPeLN9nkkt8MxdQVSKM6+cpeLP1wJ6XFkT93md1Sade7RZ2OW1IQ5LmrFxLwhV8L4S+yeOLn3/LA8tNrfcyNn+3htXPnoRxFsGyNxbaFB/jyz6s5/5XRDDizE9c+Mxor6PDde9uwbQc7CKapsKMMNri8JiecGztYsCyHp/60iNceX4FhCCJCwG8zcmxH/vjUSbTtlFbr19L86ZEFrQGJIXgyYl3B1HbBWihCCFpGRXawwMEAeWt1wNAc9B2Sya/vyCYppeZ1QVKyi/5HZfGrW4+OQ88Sy8Bx7eg0KAOXN/xXpifZ5JKHh9f5uN+8sgmJ8S28Z2MhW1fU7vN4YGMRr579NYEiqyJQALB8NpbP5n+XfMuupXm4PSa3vDKGx5ZO4bxbBzP+sl5c+Lsh9D82i6TUqu8Vd5JBSrqbv8yegNsbfTRCKcVtF3/Cq4+twFdkUVwQpOhggECpzXefbueSY99m3+6SWr2WI0ICrVnQwUKCUEqx+7vdfPO7+Xxx9Zek9s4CV+R/PkNClQBiHxfKA4byKVlHCete+fHwO601Cb+6NZuHX5nIoKPbYpqCy23Qum0yv/7DSF749Gw8Mf4AaKGFxb+bM5a+x2fhTjYxyqZ2vGkuvKkurnxuFEdNqnulzs3L8igtDj+qUC4YsNmxpqBWx/vm72uxA5GHB6xSm6/uX1Px8+6VBWyYsZtVL2xl7l/W4d5uceqFveg7sg0t2njJ6pLKef83mGdWn12rpEyLvtzJt59swx8mHb1tK/L3+3ny7oW1ei1HCseWOt/iQU9DJAD/fj8fTfuYgxsPhnYqKDC9JnapC7fHxm3W/LIxDAU2EHYZY9lcWaVAAQTbETBCFSyLthc13AvSGt3Y03sw9vQe+H0WwYBNWrpHJ2Kqo5QMD7d/Oo7tqw6y+N1t+AqCdB6UwTHnd8UbZuSmNpLSYv+eY8OBXbW7Gl/51rYqu5yqUw6s+2AHAI9Pm8f8t7ZilV0lCODfUkThy34GjG/PI/MmY9RxeurVfy7HF2WqxrYUs15bz62PnoA3Sf/5UQlUdbLR/7VEpDXwHHAqsA+4XSn1aoS2I4BHgRFAMXCfUuofjdTVJkE5ilnnfcTBDflV0jzbpaEAwbJMDJfgSQ592B1LYQUcLMv4KdGjUlWKS5VPN9RYKKNCix7FFNI663nF5igp2RWxBoVWO50HZdB5UEa9HKt9//QI4Xxlis1r82t1PMsffZQCQgsxX7h+EV+9uSV0h5Q/CwSUIs8XZM1nu5n3XA5jpveu1fOW27Qudj9FhAN7fXToWrf1Hc1VogQL8ejl40AAaAdcAjwpIoOqNxKRTOAj4GmgDdAb+LgR+9kk7Ji7k8KthRHrQSgHjLRUjr77eIbfMZrsv5yIQygLo0jZ94BUrVhmO2WjCFW+on46vuE26HeJ3jqpaYUHS9m5tRB/A+UeyWifBOZPSZHClRAXhO/f2Eberti5F1r3ih3ke9p5mfNEhGlGCSVsKvQFmf23NeHbRJHaInYGWNtySEnTmWIBUODYRp1vsYjIJBFZJyIbROS2CG0uEJHVIrJKRMJesFfWqJcYIpIKnAsMVkoVAfNEZAZwKVD9Bd0MzFFKvVL2cylQ93dvglv/xvoqedrDCRYF2TxrK7u/3oHhNlDB8qsLVRYwCEE7tBYh2jWMCJhJJl0mdKFVf12uWKu9kqIg3328jZLCIJ17ZTD0+HYJPc2xbOFuHrljPkvm78LlNnAcxaln9+KGe0bTqVt6vT1P225pBJPALAbBwcBAwnxG/fkWdx03hwdXnRF1yuOE3/ZnxjWLCUZYB+FOMZGeqTg7omxlFAgo2LepiGCpHXNRY2VnXd6fR3/8Dn+U76z+wzPJaJ1U62M2b4Kq562QImISuiifAGwHFonIDKXU6kpt+gC3A8crpfJEpG2s4zb2yEJfwFJKVQ5rlwE1RhaAY4EDIjJfRPaKyAci0rVRetmE+Pf7Y7ax/BY7PtuO7bcJFgaBKrMOgMJlqor/Dsf0CK4kk55n9eTkJ046vE5rRwzHUfzr9gWc1vFF/nzlXB6+4RtumjKLs3q9yvdzd8a7e4fky1mb+MWEd1k4dwfBoIOvxKLUbzPzzfWcM/J1Nq/Pr7fn6j6kFVldUykRBzvGZMT+7T7mv7YlapvBF3al8zFtcIXJoeBKMsgakM6BvNJa9c2BOpezP/2SviSnuIgUJ3qTXfzmnlF1OmZzphpmZOEYYINSKkcpFQBeB6ZWa/Mr4HGlVF6oH2pvrIM2drCQBlRf1nsQCDd51Rm4DLgB6ApsAl4Ld1ARmS4ii0VkcW5ubj12N/5a9muJxMqa5ihUmA3SlT+wIuBxOZhuwXALZlJorUOrfhkMvLwfx993LBcsOo8xj56A4U6MOTQt/u7/9Vf874lVlPpsSgqD+IotfEUWe7YVc/OU2Sydl1jpgf0+i9/+bE7YaQfHVhQVBLj1sjn1+pzXPjkad5KBGwk7qlBO2YpZj66NeizTZXDpzDEce10fPC1ceFu48Ka7cKeaHH1lL674YhwuT+0+350GZ+Cq43dBagsPz39xFlkdUkmpNCWRlOzCm2TyhyfGcMzJnep0zOauAbZOdgK2Vfp5e9l9lfUF+orINyLynYhMinXQxl7pVARUH8NLBwrDtPUB7yqlFgGIyJ+AfSKSoZQ6WLmhUuoZ4BmA7OzsZlURZ8AvBrDu5R+xrcgLl4TqIwmVHiufeTCEVn1bMfTm4XQ5pSv+A35cqW48eu5QO0Rb1uUz59UNlEZYVFfqs3ng2nm8uvT8Ru7ZofvorfXRy787ivWrDpCz9gA966kyaO/sNvTIbs2ur2PnUsjbEXtXhMtjcup9Qxl312D2rjoICjIHpOMpm74YdW5Xtq06iBUl3bMhcPY9Q2r/Iirp1rclH264hK8+3MKnb2/E77MYelx7zvpFfz39UJ06tIyMubm5ZGdnV/w8ffp0pk+fXpdDuIA+wFhCF+ZficgQpVR+tF9oTD8CLhHpo5Qqzyk8FFgVpu1yqn5sm1UQUFste2fQ96I+rH99PVaELG+mGT3He2rHVKZ8ei6eFj+Vlk3R6X21w/T+c2uwYtSU2LmpkE1r8ugxIDHWwCxftIeS4mDUNqZLWLNsX70EC0vn7ea3U2djlEAmsUs/J6XXPrh3eU06jqjZx/FX9ubd+1ZFDRaGTezA8LO61Pq5ajy3y2DcWT0Yd1aPQz7GkaC86mRdZWVlsXhxxCqnO4DK/3idy+6rbDuwQCkVBDaJyI+EgodFkQ7aqOPNSqli4B3gHhFJFZHjCc2lvBSm+X+As0VkmIi4gT8C86qPKhwJRt93LENvGoq7hRt3mht3CzdmsknrQa1we1TEUYVyrlR3lUBB0+rD1vUF2FH29AOYboO90RbTNTHeJDPm5wmkXhJZ7cgp4KYzZlFcEMQftAnghN0NUU4Bx047/GVb6VlJ3Pr+SXhTXZjVpiQMUzj69E7cOuvkw34erRZUKDV/XW8xLAL6iEgPEfEA04AZ1dq8R2hUoXznYV8gJ9pB47Hh+hrgeWAvsB/4tVJqlYicCMxWSqUBKKU+F5HfAzOBFGAecHEc+ht3IsKw64cy5OrB7Fm4l2BRkKI9Pja+vxW/VYgTsHG7HFymU+OLzkwy6Xlun/h0XGvWMjukIEZo+24kju0k1NDzyVN68sazK6MmFrKCNsecdPjz7q88spxgIDRaGMTBJzZuZQCqxtoFhQKXcP5dhzY1UN3gce35+5opfPSvdXz31haCpQ7djmrJlP8byKCTE3snS2KR2vzxrxOllCUi1wJzABN4vuxv7D3AYqXUjLLHThWR1YTS992ilNoftadKNa/R/ezsbBVleCbhWX6bD8//lL1L91fbUhkaYUj2BjEqvffcLTycPf8CklqF/8JWtsPOjzew4T/fU7w5H8Nr0mlyX3r9fAQpnepvi5jW/KxauJffTPgwbGrfcm07p/J+zsUJ88dHKcUZQ19hy/p87DBVXb3JJlOm9ePep8cf9nNNaPsChXmBip9dSshQbtKUu2LItzxhk2PCzW+PYdSZhz41oDU9g1u35Z2JdV/Tc/H6BeGmIRr0Q6aXvSeYub/9jj3f7wuTeyFUatpX6grVezAET7qHU9+YHDFQcII23131Pkv/+CkHV+3FKg4QOOBj8+sr+GLqy+xbuL3BX4+WuAaOzGLwqLZ4ksIPyXtTTK5/4NiECRQgNIr33KyzaNsxleTUqusDUtLcDDumPX/4R/1sLS6ttgbJEsVBCZJnBCgUixKx8YlN1vB07v5qgg4UmqkGmIZoEDrvawLxH/Cz4Z3NFameawoFDEHLQDAYcMVQ2hyVGfF4ax//jv1LduL4qwYeynKwLYeFv5nBhM9/ibtFrAqX2pFIRHjw3YnccdGnfP/lTqygg20pklNdOI7ipoeP45Tze8W7m3ViWQ4rVuzh/OsGk7M2jw1L9lNSEKRzj3R+ft0wTpzYDaMOuQeK8wOs/Hg3pUVBOvRPp/fozIrgqV2XVLatr7qT3BJFAUFCBeaFzM4p/PP7KfX5Eps8X3GQVYv2YgUdeg9pQ2b75rwYu/6nIRqKDhYSyPavdmN4jCjBAoAQCLogCCueXsvRNw0JWwymaHMe3z+2kj170/GVhpKopKeW0q51McneUPDgWA7b3ltDz0uHNcwL0hJecqqbR2acxua1+Xz+9kYKDwbo1rclEy7sRWqCLar96MMN3Dh9NsGgQzBg43IZWJbDJZcfxb0PjcMVpcprdbbl8OrNPzD32RxMt6CcUH2WFllern5pNH2Oy+Lim47iH//3XdhpHEfAm2xw0c1H1edLbNKCAZvHbl/Ae8+uwXQJIkLAb3PMKZ244+mTaNMMd3AplTi1IXSwkECcoFNeU7pWLJ9N4ZYiMnpWXXuw6/ON/O+CeeQXpOOosjeqgrzCJPKLkuja7iCt0/04AZudH6/XwYIWU/f+LbnijqPj3Y1D9vnHm7jq0g+qJGMqLQvKX3txBYWFpfzrudNjHqeoKMCbr6xk5u2rST5oYCohWCkJa2mRxQOnfsHtX4zn9J/34/1n15KzOo9AtVwVHq9J514ZnPWrAfXzAps4x1HcfNZHLJ23q8b0zLdztvHzUe/wyuJzaZmZHKceNhBF3EpO11VihDQaAG0GtUKFWXQViUjNlepFW/L56PIvyS/w/BQo/PQbKCVs3ZNBaSA0D+3bo0tVa82bUorbrv8kYrEoX4nFB2//yMb1B6IeZ/vWAkYf9SwP3fINSfmCqcL/EQiU2Lx0/fd4vCZPfj6FSRf3xptskpruJjXdjSfJ5JQLe/Hvr6ceMRVC583cwvL5u2sEChAqa52X6+M/f10Sh541tNB3bl1v8aCDhQTSZmArWvbOqPWaVzGFFt2qVqHb8MIP7M5NDhMo/EQp2JufEqpQGYyedEfTEt3KZXvJzY2eGdGyHV7+z/KIjyulOH/Km+zdU0y7kiSMGB/Sbcvy2belmORUN79/+iRmbb+UB96ZyAPvTGTW9ku587mxR1RlxlcfXR59u2rA4b3n12CHSWufyBSJs8BRBwsJZsKzJ+JJd1f8y4koDMNBpOqIg5lkMuRX/TGr5XbfNieHYDDWP7tQUBxa1OhOb37zhJpW2e5dRZhm9D/uVtBh66bI+eC+nbedndsLsW1FinLFDBZcXqNK6ubUdA9Hn9SRo0/qSFpGYq31qA/bNsTOtWcFHQrzAzHbJZSGScrUIHSwkGBa9cnggi/PoMvxWaQkBUlJCpLstcr+P4ghDq5kk6yhrcn+v5qLo1SMjHs/NQRlmLQb062eX4GmNS2ZWSk4ToxMlKbQsXO4enchH8/eSHFZmuhS7KiZGCE0YtciU+8yKpdSi8Wwjq1IilKeOzEJyjbqfIsHHSwkoP1L91KwajeGEUrEVH4zTUVKssVRV/Zh6vunYoZJSdtmcBtcMWpJgCI1OYhtCQdLkvE3t2he0yoZdnR7MjKiZ5n0eEwuuTzyzoRApR1K28xi7BjBQpsuKbTvq5OelTvz8n54w5TVruzosZ2a3RoOpUcWtIZi+Sy+veVr7AiV/gB2frIpYpnpPldm066tv8a0RWUi0Drdx+7cFOY/vJ5nhswkf5Ne6Kg1TyLCnx8eR3KEP0TeJJO+/TK5+7dfctbY17n3trk1piSyR3UkLS10dbxfSimUIDbhg3JPsslFj4yo19dQV46j2L+3hPz9fg4ni28wYOMrDh7WMQDOvLw/ScmuiHU5vMkmV92VHf7BBOc4UudbPOhgIcFs+TAn5gJH/z4f+37YG/axrNFdGH5pF9LTgohU/zJTiChatSgh90AqBUVJWD6bkn2lvHHml4f9haBpTdXpZ/XlwcdPJTXNTWqaGxFISjLxuE1cjsnmH/OZ9/lWFn+7k+cfX8LJw17gqUd+KtB3+tQ+GOXrHgQWunI5IAFsHJyyUQbHUHhTXVzx72MYelrHeLxMLMvhhb8vYVy3Fzi114uM6/YfJg94mff+u6ZOn+8fPt/JDWNnclqLFzkz82XO7fwar/5tGaURdpTEktE6iae/mEqrtslVFnYmpbhISnZxz4vjGXJsu0M6dtMmCTOyoGtDJJjFf17A6qdWRG3jSnEx8p7R9JnWL+zjSik2vbWS+fcsYfsms2KbpMdl49hgSM03ozvVxYUzTqLLCW0P/0VoWhPl8wWZPWMDm3PyQ1sb/7aIg/mlYdsmp7j45wuncdrUUKG2rz7fwiXnvY3fZ1WkQ0lTLjqqFFI8bq69exSnXdMfb5zm3S3L4ZopH7Dk2901EkElpbiYPK0vdz85NmZ67veeXMPTty2ktKRabohkk279W/LPuafjPcTpAito89UHW/ji3U0EAzbDT+zA6Zf2JS2jea7v6N+iI8+NmF7n37uh+MNGrw3RvCaAjgDuNDdiSvR8CyK4onwhiQg9LxhCj/MHU7qvhNVvbebzP64iWKSIlMk2WGKR8+nueg0W7IDN1tmb2PjmOgIHA7Ts24p+lw+mzZDIKao1rSElJ7s558JQIqQXnlxaURUyHF+JxYN3za8IFsaM68asLy7hr3+axxefbMIwBMuAUdO6c8sdx0ddINkY3nl+ddhAAcBfYjH7jR859ZxeHH9q5DLYO3MKeOrWhTWSSAEEfDZb1uTxwj1LuOqvIw+pjy63ybhzejLunJ6H9PuJR6d71hpI10ndWfmvZdh25C8xZTl0OqlzzGOJCElZqbjSkomxHiu0O8Kqvz3OxTuK+Pj8DyjNL8UqW0Wet2o/W2ZtovsZPTn2gTFIHXLwa1p9e+vlVZREqagJsDknn727i2nbPhWAIUPb8eo75+L3WxQXBUjP8OJ2R1+411ief2hJ1AqhvmKL5x/6IWqw8M6/VuNEuVAJ+B0+eHotV/xpBG5P5NetlGL9ygPs211Mm7Yp9D2qTUIVHKsv5QscE4EOFhJMq/6tyRrRlr2L9+AEav7xNpNMel/YD0/ZsJ1vTxGbX1vGrs9zUJZD6xEd6XXZcNL7/HT13nFkmxqZHqvztHDRadShXfEX7Stl4Yub2L2qgNTWHkZc2JXvb/6Ekt3FVUZIlKOwfRabP8whrWsLhlwf30Vg2pGtpCyIjcblMvCV1GyXlOQiKanpfL1alsPOLQUx261dti/q48u+2o0VI1GbUoo9W4ro3Ccj7OPzP93GX66fS+7OYky3gW05tM5K5va/j+Gk07vH7GNzo4MFrcGMfXYCn148m/z1eRWlqsUQDK9Jp5M7M/JPxwKw9+vNLLpxJspROGXDqcXbD7Jj1o/0+80o+vwytLo4c0AGWYMy2P1DXqjgTRiuJJNek+u+KOvzh9Yy848rEBGCPhsxYOm/19CjZTFGhPUyts9i9TMrGHj1UMwoVyea1pAGHdWWjevyouZgUErRtkNqI/bq0BhGqDBTrDVqZoxiWbGSVwE4TuTjzJ25mf+7eE6N1No7igv5v4vn8OfnxjHxvD4xn6PZUIITp7wJdZUYvdSq8KR7OO2DMzn5uQl0n9KDtqPa0/P8Pkx6+wzGPnMKhsugZEcBi26aie23KgIFAGyFU2rx4xML2PPVpoq7z3rleJJaezDcVb8MxBTcqS7Of/eksNUro/nuPznMumsllt8hWJbzXTmQYfojBgoVlGL/0vA7OjStMfzqhhF4kyIHq263wdkXDSA5uemnZTYMYfhx7aO2MU3h5DO6A6GRiIVzt/PpextZszS3IsgYc073mPkQ0jLctKuWZr78mH+48rOINTj8Pou7rvqiSs6K5i6U7llvndQakIjQ4YROjHlyPJPePoPjHx5Dm6N+mibIeWlJqEplBLbfYt0TCyp+btk9jSu/P40RV/XBnepCTMH0GAya1o0rFkyi48g2deqf4yg+uG05wZKaH3yjNu86ESy/jeMofAVBrCgLzTStIQw9uj3nXzqI5DCLhV1ug6x2qdx2zwlx6NmhueqOkVEzILq9JpfdOIzXnlrOmE7Pce05M7njys+49OS3OWPwKyz+egen/7Jf1LVE3hQXF/3uKIwwbeZ/vDXqglEIzeF/PiOn9i8q0SmwHaPOt1hEZJKIrBORDSJyW5R254qIEpGYSSz0NEQzZJda7Pp0Q8wFiQdX7cUOWJie0NsgrX0yEx4+mlMeGoFd6mB6jUNedLR14f6K0YTqSkoNWiZFDxoCPpuv39jFd2cuJFAS2orWf3w7pvxpMD1G1S1w0bRD9Zd/jKNP/9b8468LKCkOYppCIGAz+ew+3P3gWFonUMnk0eO7cO1dx/DY3QsIBpyKhYpuj4FpGvz5ufF88t5Gnvnb9zUWQm5en89VUz7g6Q+m8Od3T+EPZ3+KFXSwKq2bSkp1ceJZ3Tj7moFhn3/rxoMEw6yzqszvs9i2MXadiOZCHepuiCi/IiIm8DgwAdgOLBKRGUqp1dXatQBuABbUPEpNOlhoJmy/xaZXl7DpxR8ozfPhWBBz260hqKAD1dKyiwiuKMOvtVGSF4x4BZJb7KFjRuQU0kElrNidRuC5zVilP325rJ6zm/Vf53LFS6MYfk6Xw+qfptWGiHD5NcO57OphrF+7n0CpTbeeLUlP0H3/l900nNGndOWlfy5l8Vc7MQxhzORuXHLtUJJTXdx2+Sdht0UCBIptbpr6Eb36tqLLsAwyMpLYsjwPK+DQ86jWXHDzELJP6RjxAiO1hRvTJRA+bQUQClxqUyei2VAc2pqF6H+5jwE2KKVyAETkdWAqsLpau3uBvwG3HP5TagnB9gX55udvULQpD6e0/IpACM2IRQ4YPC2TMFMaZr61TY/UiOWtLcdga76XLq1Kqb5eSgwh50AKpcHw5bGDJTbP/2wBf9vZjpSWR9CXihZXhiH0G9g88n/0HdKGe/89vsb9zz/8Q/hvCwVeTNwYBAot1n4f2jGRkuamRSsvT397Ju271lyjUN3YM3rw5+u/itpGOTB+6pGSY+EwRhai6wRsq/TzdmBU5QYiMgLoopSaKSK1Chb0moVmYO0/v6Eo50ClQIGotR8AjCQXPX8+vMH2Nrfrn05W78hfILlFXrYcTCW1azpmkok7zY3hNcka04W8Ujd2MHrtivn/2RTxcU3T6i5nbR6lYUYV3Bi4MZCy/5UrKQqSu7OY30z4ANuOnYOlVWYyU3/WP+K6CW+yyYSze9K+c+zAozk5lDULubm5ZGdnV9yeeeaZWj+fiBjAI8Bv69JPPbKQ4OxSi63vrKy646GKmqMLhtcko18mPS8d1qB9u/DpbP41/suwixw9KSZDftmXsx8ZTtG2QoJFAVI6prH5h3zc739TZfqhukCJzY9f7uWUm8Kns9Y0re5aZSVhmFI16VLZqIJEGKF0bEVerp/v5mzn+MmRkzmVu/0fJ1J4sJQvP9xMMGBj2wrDFDxek2PHdeaeMCMezdmhJmXKysoKl+653A6g8jxt57L7yrUABgNfll0stgdmiMiZSqmIB9XBQoIr2ZYfdqYh9B5QFTnqEcH0ujC8Lnr+bBi9rzy6YmFjQ+l+bCa/+WQsr16xkPztJRWFdpSCCbcP4JTbQml107r8lAbXcBnUplyJy6MHxTStPp1+YT9efXxFla2NZi3KDZQUBvn4jQ21ChbcbpMHX5nIhlX7+d9zq9mxuYD2ndM494qB9B+WdVj9T0yCY9f76O4ioI+I9CAUJEwDLi5/UCl1EKiYUxORL4H/ixYogA4WEp4YBhEq4SISuimlaDkoi+x/TiUpMwWpY76Ew9HjuEzuWDuZ7UvyyN1QRFK6iz5j2+Lyhl9A2e3oVjgxhjS9aS6GnR07nbWmabXXf2gmI47vwOJ5O6sscoy+8inEVxQ722VlvQe14bZHTqx7J5sZVbZ1sn6PqSwRuRaYA5jA80qpVSJyD7BYKTXjUI6rg4UEl9qtJYbHxPZF/rCayS46ntaP5HbxmwvsPLwVnYe3itnOk+JizFW9mPvkxohbL91JBsPP1cGCptW3f7w1mevPm8mSb3cTKLVxLBUzUPAkmQzI1tVoD1VDpHtWSs0CZlW7784IbcfW5pg6WEhwYhr0+sXR/Pj0Ahx/+MxoYghdzh7cyD07dGf99Sh2rDxIzvz9lBb99JrcSSauJIMbPx2LO8LIhKZpNe3dWcxrj6/gg5fW4SsO0r5LGpfeOJTJF/XFU+mzlJLq5tnZZ7FmSS4zXl1LXq6PtfP3sXdLcdS012deodcPHQqlBDtOGRnrSgcLzUCvy7PJX7WH3G+2VBlhELeJ4TIY+dhUPBlJcexh3bg8JtfNGsOyGTv57JF17F1fhDfNxehfdOfEq3rRIitxXoumxduaJblcOeF9AqU2wbKFwxtX53H/jfN486lVPPfZVJJTq26hHjA8iwHDQ2sIduQUcPmx71J0MFAjYPCmmFz711G0aZfSOC+mGUqU2hASq7BIosnOzlZRVok2W8pR7JmbQ84L31OYsx/T46LDpL70uGQ4KR3T4909TdOAfbtLeOPJFcx46UdKigJ07pHOz28axoTzeuGKUcTpUAQDNhO6vUj+fn/Yxz1JJhPP7829z42Lepydmwv55y3fMv+jbbg9BlbQoX3XNK75yyhOmtq93vt9pOju7s6dmWFnB6J6otMT4XZDNOgQhQ4WtAZlW6EiUt401xFZr17Tyq1ZksuvJswgUGpXKZaUnOqi/7BMnpo9BW89l7We89YG/nTVl5REWYDoTTL5ZMtlpLeKnZWyIK+UPduKSE330LF7i5jttei6u3twR+u76vx7T3f5V6MHC3oaQmsQ25fnM/Pulaz8cCdKgTvZ5ITpvZh42wDSMhMzVa6mHapAqc3Vp31AUUHNNOe+YovV3+fy8C3z+f1jY+r1eb+etSVqoADg9pisXLSH406NvfUxvZW3VkGFVjsKarVVvClIjMkSLaGs/XQ3D43+lOXv7cAOKhxLUVpo8eVj6/nL0I84uMsX7y5qWqP69J2NUYsolfpt3n9xLcWFkWumHIpoixJ/omrZTqt3DVR1siHoYEGrVwGfxdPnfEOgxK4RMdsBh8K9pfz3sloVOdO0ZmPuzM2xr/DdJqsW763X5x01vjMpadHrvwRKHQaOOBITIsWfAhxb6nyLBx0saPXq+ze2hT4BETiWYsPXuRzYVtJ4ndK0OItW66SCgG3X7xX+xPN7E22pkNtjcMKkrrRuq3czxEXZ1sm63uJBBwtavdrwVW6V3AjhuDwG237Ia6QeaVr8jTy5E8kRCiiVC5Ta9B9Wv5Utk5JdPPr2aSSluCrSrZfzeE1S0z3s2lXIBce+wb3Xfcmmdfpz2ZgU6GBBOzIZrtq9kWvbTtOagzMu6Rt1rbrbYzBmcjdaZSbX+3OPHNuJV789j9Mu7F2RgCm9lRclisISP8sX7mHVD7n877lVnHvM6zxx78J674MWmQ4WtCPSkCkd8baIfgVlBRx6HVe/V1Ca1pSltvDw4GunkpTiqjEt4PGatOucxh+fOKnBnr/ngFb85YVTWFg4na9zr8DCpsQfxF+pIqxlKUp9Ns8//AMzX1/XYH3RfhKqDaGDBe0INHhyB5LS3RGvotxJBtnTupLSytO4HdO0ODthUjf+O/dsxp3VE9MliAEZrb1cfutwXltwHhmtGycz6Yev/UggYkl78JVYPHb3QppbDp6mynHqfosHnWdBq1eGaXDDp2N5+ITPCJRYBH0/vbM9qSYdB7dk2uNHx7GHmhY//YZm8vAbE1FKEQw4VeoyNJYPXlmLrzj6uqK9O4vYvb2IDl104qWGpABbJcaUrA4WtHrXvn86d/84mXn/zmH+szn4CoK06ZbK+Jv7MfzczphuPaClHdlEJC6BAoRGDmIxXQalvtjttMOjlOhgQTuypbb2MvF3A5j4uwHx7oqmaZUMGpHFxtUHom7TdGxFu87xK2l/JKnn3bINRl/iaZqmHUEuvW4Ybk/kUQ232+CMi/qSnBI9mZN2+ELTEHW/xYMOFjRN044g/Y7K5KJrhoTN++B2G2S2T+Gmv4yOQ8+OTDpY0DRN05qk3953HL9/dAwduqSRlOIitYWbpGQXZ1zcj/8tvJCWbeo/34NWkwLsQ7jFIiKTRGSdiGwQkdvCPH6ziKwWkeUi8pmIdIt1TL1mQdM07QgjIpzzi4GcfdkAtuUUEPBbdOjWgtQ0vaW5MZVPQ9QnETGBx4EJwHZgkYjMUEqtrtRsCZCtlCoRkV8DDwAXRjuuDhY0TdOOUCJC114Z8e7GEa02IwV1dAywQSmVAyAirwNTgYpgQSn1RaX23wE/i3VQHSxomqZpWhwooAE2qHYCtlX6eTswKkr7XwKzYx1UBwuapmmaFgflaxbqKjc3l+zs7Iqfp0+fzvTp0+t8HBH5GZANxMw1roMFrQqlFOs+2Mm8+1eza2k+ItD52DacePtAep3SPt7d0zRNa0YUNnVftJCVlcXixYsjPbwD6FLp585l91UhIqcAdwAnKaVKYz2nDha0CkopZl3/Pcte2kyw+Kd4d8tXuexcPI/jbu7P2LsGx7GHmqZpzcehjizEsAjoIyI9CAUJ04CLKzcQkeHA08AkpdTe2hxUBwtahbXv7agRKJQLltjMf2QtPca1pduJbePQu8MTDNrM+WAjM95ch68kyIhRHbjkl0fRtn1qvLumadoRzJb63Q6hlLJE5FpgDmACzyulVonIPcBipdQM4EEgDXhLQmVQtyqlzox2XB0saBW+vn912EChXNBnM+9vaxIuWMhZn8cFp75FYUEpxUVBAObP3ca/HljInQ+cxGVXDYtvBzVNS1hKKZbP3Mms+1az5Yc8AHodl8npvx/IwBhTt6GRhfrPsqSUmgXMqnbfnZX++5S6HlMHCxoQesPvXpYfoxFs+3Zfo/SnvvhKgpw7/g327S2hcsXdUn8oKLr3d1/RqXM6p5zeM0491DQtUSmleO2GH5j3fA6BShda677Yy6YF+5l4S3+m3j0k8u/TMMFCQ9AZHJsRy2ex/o0f+fbWeSy86zt2fbOzAWrSJ0aFtHLvvbGW4qIgkU6D32fxtzvnNW6nNE1rFpbO2FEjUCgXKLGZ8+Ba1s2NviTAlrrf4kGPLDQT2z7eylfXfgEKrBILBNa/to6U9qmc+tokUjtFryAnInQ8uhU7Fh6I0gi6nZhVzz1vWK+/sJKS4mDUNjnr89izq4h2HXSVPU3Tam/WfavDBgrlAj6b2fevpt9J4aduQ3kW9MiC1kj2Lt7D3Gs+xyq2QoEChIKGYovCzQXMOutDrFrUpj/xtoG4U6JUo0s2Of6W/vXV7UZRVBCI2cblNirWMmiaptWGUorN3+fFaAQbvok8davKtk7W9RYPOlhoBn64fzG2L3x0q2xFIL+UTe/nxDxOvymdyJ7eC3dqtYBBwJ1iMuaOQXQ9PrFGFvoNaoNhRB+3sy1F+456VEHTtLqp1YxAjEa2qDrf4qHRgwURaS0i74pIsYhsEZGLY7T3iMgaEdneWH1MJIGCALmLo8+JWSUWP760plbHO/XB4Vzw5vF0G5OFO8XEnWrS+9T2XDLzJE64dUB9dLlRXXn90XiTIo+WmC7h9HP7kJLqbsReaZqW6ESE7tmtYzSCPidEvsBSgIOq8y0e4rFm4XEgALQDhgEzRWSZUmpVhPa3ALlAi8bpXmIJFAYwXAZO0InarjQvZoKuCr1P7UDvUzscbteahOEj23PGuX358O0f8ZVUnYoxTaFV62R+/5cT49Q7TdMS2eQ7BvLMRfMjrlvwJJucdlv0iyy9GyIMEUkFzgX+qJQqUkrNA2YAl0Zo34NQNay/Nl4vE0tS6ySUE/vN1qJ7eiP0pukRER5+ZiLX3zaKjJZe0lp4SM/w4PWanDyxB7O/u0QvbNQ07ZAMm9KJk6b3xlN96hbwpJhMvn0AfaPkpUmkNQuNPbLQF7CUUj9Wum8ZkYtYPAb8HvA1dMcSlSvZRbczupPzXk7EwuiuFBcDrhzUyD1rOgxDuO53o7j65mxWLNlLqd+iT/82ZLZNiXfXNK1eFOaXsmllHoYh9B7WhqQUvdGtsVz4yHAGndqeWfevZlPZbrI+J2Qy+fcD6T+2XdTfVYAl0UeFm4rGfkelAQXV7jtImCkGETkbMJVS74rI2GgHFZHpwHSArl271ktHE8nw32Wz/bNtBAoCUO19ZyaZZI5oS6exnePTuSbE7TYZcUz46ZVdK/PZt7GY5JZuehyfienSa3+1pq/oYIB/3vAtX769CbfHCM2B24rTr+jHVX8diccbeb2OVn8GT+rA4EmHNnWbKNMQjR0sFAHVx8PTgcLKd5RNVzwATK7NQZVSzwDPAGRnZyfGma9HaZ3SOP3DqXx93ZfkrTmAUfaHzgk69Dy3N6PuHY3E2BFwpNq8YD+v/3Ih+zcVlwUICjGFSXcPZsx1fSjLm65pTU5JUZBfHz+D3ZsKCQYcAv6f5s0/fHYtG5fv56GPTsOlA98mK5HyLDR2sPAj4BKRPkqp9WX3DQWqL27sA3QHvi77svYAGSKyGzhWKbW5cbqbONJ7pHP6h2dycONB8lYfwPAatB/VHk+GN95da7I2L9jPE+O+IFAS+pINVqr/NvP25RTvK2XyPZFTtWpaPL392Cr2bCkiGKg5jF3qs1m7eB9z397E+At7xaF3Wm2E1iwkxjREo4acSqli4B3gHhFJFZHjganAS9WariRUj3tY2e1KYE/Zf29rpO4mpIxeGXSf0oOup3bTgUIMb1y5qCJQqC5QYvP5g2s5uFMvl9Gaprf/tarKaEJ1/mKLNx9Z2Yg90upKCVii6nyLh3iMT10DJAN7gdeAX5eVzzxRRIogVGJTKbW7/AYcAJyynxug/Ld2pNm16iD7c4qiN1Lw3XMbG6dDmlYHVtDhYK4/ZrsdOdWXiGlNjY1T51s8NPqSWaXUAeCsMPd/TWgBZLjf+RLQK/S0erN/YxGG2wAix55WqcPu1YURH9e0eDFdgmEKthX9KlPvimjaFArrEP74xyOFnF75oh2Rklu6Y+anEANSMz2N1CNNqz0RYfTpXYm2/tbtMTj1kt6N1ymtzkILHJ063+JBBwvaEan7cZmY7uhvf3eyychLuzdOhzStji67YxieKKnM3V6Ts38zsBF7pNVVKM+CXrOgaU2W6TI47Z7BeCJU2TS9Bp2Gt6LryBi53zUtTvoMz+SuV8eRlOLCW+l9nJzmIi3Dw0OzJ5HVKTWOPdRiUSiCOHW+xSIik0RknYhsEJHbwjzuFZE3yh5fICLdYx1TT2hpR6wTrulNUW4pn92/BgQsv4MYgjs5FChcNXOMzrOgNWnHndGVt7ZMY86L61n86U4MUzhxajfGXdgTb7L+ek8E9T2tICImoRpME4DtwCIRmaGUWl2p2S+BPKVUbxGZBvwNuDDqcZVKjIQQtZWdna0WL14c725oCeTgTh8Lns9h95oCUtt4GXlpN7qObBPvbmma1sy5jM609Fxf59/rPvhNwvydEwARGQ3crZSaWPbz7QBKqYoaSyIyp6zNtyLiAnYDWSpKQKBDT+2Il9ExmVP/cOTWztA0LT4UEKj/2hCdqJqPaDswKlIbpZQlIgeBNsC+SAfVwYKmaZqmxcGEUwezb9//6vx7Pp+P7Ozsip+nT5/O9OnT67NrNehgQdM0TdPi4KOPPmqIw+4glAG5XOey+8K12V42DZEB7I92UL0bQtM0TdOaj0VAHxHpISIeYBowo1qbGcBlZf99HvB5tPUKoEcWNE3TNK3ZKFuDcC0wBzCB58tKKtwDLFZKzQCeA14SkQ2EyilMi3VcvRtC0zRN0xJfg+7zbnbBgojkAlvi3Y86yCTKClRNn58Y9PmJTp+f6PT5iS6Rzs8+pdSkhjp4swsWEo2ILFZKZcdueWTS5yc6fX6i0+cnOn1+otPn5yd6gaOmaZqmaVHpYEHTNE3TtKh0sBB/z8S7A02cPj/R6fMTnT4/0enzE50+P2X0mgVN0zRN06LSIwuapmmapkWlgwVN0zRN06LSwUIDE5HWIvKuiBSLyBYRuThK2xEi8pWIFInIHhG5oTH7Gg+1PT8i4hWRp8rOywER+UBEOjV2fxubiFwrIotFpFREXojR9iYR2S0iBSLyvIh4G6mbcVPb8yMil4nI92XnZruIPFCWE79Zq8v7p9LvfCYiSp+fGm17isiHIlIoIvtE5IFG6maToIOFhvc4EADaAZcAT4pIjXrIIpIJfAQ8TahUaG/g40bsZ7zU6vwANwCjgaOAjkAe8FhjdTKOdgJ/Bp6P1khEJgK3AeOBbkBP4E8N3rv4q9X5AVKAGwkl2RlF6Dz9X4P2rGmo7fkBQEQuAdwN2qOmpbafLw/wCfA50J5QcaaXG7x3TYhe4NiARCSV0B+1wUqpH8vuewnYoZS6rVrb+4AuSqlLG7+n8VHH8/MkUKiUurXs59OBR5RS/Rq523EhIn8GOiulfhHh8VeBzUqp35f9PB54RSnVvvF6GT+xzk+Y9jcDJyulpjRox5qI2pwfEckgVITo58C3gFspZTVOD+OrFp+v6cClSqkTG7VjTYgeWWhYfQGr/A9hmWVAuCvnY4EDIjJfRPaWDbN3bZRexk9dzs9zwPEi0lFEUgiNQsxuhD4mikGEzl25ZUA7EWkTp/40dWOAVfHuRBNzH/AksDveHWmCjgU2i8jssimIL0VkSLw71Zh0sNCw0oCCavcdBFqEaduZUMnQG4CuwCbgtQbtXfzV5fysB7YRqsNeAAwA7mnQ3iWWNELnrlz5f4c7l0c0EbkCyAYeindfmgoRyQaO58iY2jsUnQlVZvwnoWnQmcD7ZdMTRwQdLDSsIiC92n3pQGGYtj7gXaXUIqWUn9B883FlQ4PNVV3Oz+OAl9B6jlTgHfTIQmXVz2X5f4c7l0csETkL+CtwmlIqUQoENSgRMYAngBuOlGmHQ+AD5imlZiulAoQCzTaELlqOCDpYaFg/Ai4R6VPpvqGEH/5cDlReQHIkLCapy/kZBryglDqglColdAV0TNnCUC10zoZW+nkosEcptT9O/WlyRGQS8G9gilJqRbz704SkExppeUNEdhNatwCwXUSO2Dn6aqp/Px9xdLDQgJRSxYSugO8RkVQROR6YCrwUpvl/gLNFZJiIuIE/EopkD4Zp2yzU8fwsAn4uIhll5+caYGdzvzoUEZeIJAEmYIpIUoQtbS8CvxSRgSLSEvgD8ELj9TQ+ant+RGQc8ApwrlJqYWP3M15qeX4OEhpaH1Z2m1x2/9HAgkbqalzU4fP1MnCsiJwiIiahnTX7gDWN19s4U0rpWwPegNbAe0AxsBW4uOz+E4Giam1/TWhOPg/4gNDuiLi/hqZwfggN+b0C7AXygXnAMfHufyOcn7sJXdFUvt1NaF1LEdC1UtubgT2E1nT8B/DGu/9N5fwAXwBW2X3lt9nx7n9TOT/Vfqd7WTtXvPvflM4PcA6woezz9SUwKN79b8yb3jqpaZqmaVpUehpC0zRN07SodLCgaZqmaVpUOljQNE3TNC0qHSxomqZpmhaVDhY0TdM0TYtKBwuapmmapkWlgwVNa8bKCt78L8Jji0XkhUo/vyAiSkQ+DdM2WUQKyh7/RZjHU0WkWERKRKRGPQoR+UXZ75bf9orIHBEZEaP/2WX9WiciTuX+aprWeHSwoGlaZUXAWBFpV+3+MwCJ8ntnAilAMnBWlHbjgNHAVUAW8IWIdIzS/njgBEIZPHU1RE2LEx0saJpW2TpgI3B+tfunATOi/N5FQA6haqkXRWm3SCn1nVLqXUKpvVsQKjceyWNKqd5KqZ8BO2N1XtO0hqGDBU3TqnuDUHAAQNm0wmTg9XCNRaQVMLHs914HJtSmwJdSahuQSyi9cKQ2Tl06rmlaw9DBgqZp1b1GqDx617KfzyZUr2RuhPbnAh5CgcJrgAs4L9aTlAUhrdHTC5rW5OlgQdO0KpRSa4AVwIVld00D3gQiXeVfBKxRSi1XodLPq4g8FWGWVfrrAjxLaB3EB/XWeU3TGoQOFjRNC+d1YJqItAFOIfIURAdgbLXHXwdOFJHOYX4lHwgSqjA6DrhCKbW03nqtaVqD0MGCpjVvFmBGeMwsezyc14ERwO3ADqXUdxHaXUDoe+QjEWkpIi2B2YRGDC4M034MkE1onUI7pdSLtXgNmqbFmSveHdA0rUFFW0DYAdgb7gGl1CYRWQjcBDwY5fjl0w0LIjz2cLX7liiliqIcT9O0JkgHC5rWvH0NnCsinZRSO8rvFJFRQLuyxyN5GLgYCHv1LyI9gVHA36m5rfI04FYR6aOUWn8Y/dc0rQnQwYKmNW8vAjcDX4nIn4EtwADgLmA+MCfSLyql3iS0sDGSaYQWPT6klKqSA0FEVpc970XAPYfaeRHJAk4q+7EV0E1EzivrX9jMlJqm1T8dLGhaM6aUKhKRMcB9wP2EtiruIZQT4Y7DzGNwEfBZ9UCh7Hn3isgnHGawAAwC3qr0c09CCyohekZJTdPqkSil4t0HTdM0TdOaML0bQtM0TdO0qHSwoGmapmlaVDpY0DRN0zQtKh0saJqmaZoWlQ4WNE3TNE2LSgcLmqZpmqZFpYMFTdM0TdOi0sGCpmmapmlR6WBB0zRN07So/h/UvaLNQR5gkAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "name = 'celegans_velovae'\n", "fig, ax = plt.subplots()\n", "scatter = ax.scatter(adata.obsm['X_umap'][:, 0], adata.obsm['X_umap'][:, 1], c=adata.obs['generation_time'], s=80)\n", "ax = pv.ana_utils.velocity_plot(adata.obsm['X_umap'], adata_vv.obsm['fullvb_velocity_umap'], ax, 'stream',streamdensity=1.2, grid_density=25, radius=0.12, lw_coef=1500, arrowsize=1.5)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('UMAP 1', fontsize=15)\n", "ax.set_ylabel('UMAP 2', fontsize=15)\n", "plt.yticks(fontsize=12)\n", "plt.xticks(fontsize=12)\n", "cbaxes = inset_axes(ax, width=\"3%\", height=\"30%\", loc='lower right') \n", "plt.colorbar(scatter, cax=cbaxes, orientation='vertical')\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.set_ylim(0.35,1.65)\n", "plt.savefig('/home/wangkun/modelcomp_figs/'+name+'.png', format='png')\n", "\n", "fig, ax = plt.subplots()\n", "scatter = ax.scatter(adata.obsm['X_umap'][:, 0], adata_vv.obsm['X_umap'][:, 1], c=norm_time(adata_vv.obs['fullvb_time']), cmap='plasma', s=80)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('UMAP 1', fontsize=15)\n", "ax.set_ylabel('UMAP 2', fontsize=15)\n", "plt.yticks(fontsize=12)\n", "plt.xticks(fontsize=12)\n", "cbaxes = inset_axes(ax, width=\"3%\", height=\"30%\", loc='lower right') \n", "plt.colorbar(scatter, cax=cbaxes, orientation='vertical')\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.set_ylim(0.35,1.65)\n", "\n", "plt.savefig('/home/wangkun/modelcomp_figs/'+name+'_lt.png', format='png')\n", "\n", "\n", "from scipy.stats import spearmanr\n", "x = adata.obs['embryo_time']\n", "y = norm_time(adata_vv.obs['fullvb_time'])\n", "\n", "a, b = np.polyfit(x, y, deg=1)\n", "y_est = a * np.linspace(0,700,100) + b\n", "\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "ax.scatter(x, y, alpha=0.4, s=70)\n", "ax.plot(np.linspace(0,700,100), y_est, '-', c='k')\n", "ax.set_xlabel('Embryo time', fontsize=17)\n", "ax.set_ylabel('Latent time', fontsize=17)\n", "rho, pval = spearmanr(x, y)\n", "ax.text(0, 1, r\"Spearman's $\\rho$={:.2g}\".format(rho), fontsize=17)\n", "ax.text(0, 0.9, r'$p={}\\times 10^{}$'.format(*r'{:.2e}'.format(pval).split('e')).replace('^', '^{').replace('$', '}$')[1:], fontsize=17)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "plt.savefig('/home/wangkun/modelcomp_figs/'+name+'_cmp.png', format='png')" ] }, { "cell_type": "markdown", "id": "2bbfc72f-08ac-46c3-99f9-881ede688aaa", "metadata": {}, "source": [ "## Cell Dancer" ] }, { "cell_type": "code", "execution_count": null, "id": "f2fb53bb-9148-4750-9278-1b1c077eebdb", "metadata": {}, "outputs": [], "source": [ "import celldancer.utilities as cdutil\n", "cdutil.adata_to_df_with_embed(adata_select,\n", " us_para=['Mu','Ms'],\n", " cell_type_para='Clusters',\n", " embed_para='X_umap',\n", " save_path='cell_type_u_s_cele.csv')" ] }, { "cell_type": "code", "execution_count": 7, "id": "629063bb-ec7c-407b-9a2f-369fb7cec640", "metadata": { "tags": [] }, "outputs": [], "source": [ "cell_type_u_s=pd.read_csv('./cell_type_u_s_cele.csv')" ] }, { "cell_type": "code", "execution_count": null, "id": "0219db4c-0c17-4fe2-b2b0-80b21dd17c74", "metadata": {}, "outputs": [], "source": [ "loss_df, cellDancer_df=cd.velocity(cell_type_u_s,\n", " permutation_ratio=0.125,\n", " norm_cell_distribution=False,\n", " n_jobs=1)" ] }, { "cell_type": "code", "execution_count": 82, "id": "fcbef893-a4ed-4f05-ae4e-3f89166aa921", "metadata": { "tags": [] }, "outputs": [], "source": [ "cellDancer_df=cd.compute_cell_velocity(cellDancer_df=cellDancer_df, projection_neighbor_choice='gene', expression_scale='power10', projection_neighbor_size=10, speed_up=(100,100))" ] }, { "cell_type": "code", "execution_count": 70, "id": "af6265d1-8e76-45fd-9c2c-5ff4e67f17b1", "metadata": { "tags": [] }, "outputs": [], "source": [ "from celldancer.utilities import export_velocity_to_dynamo\n", "adata = export_velocity_to_dynamo(cellDancer_df, adata_select)" ] }, { "cell_type": "code", "execution_count": 71, "id": "72a2414d-776b-4e46-8eb1-92acdf45174f", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing velocities\n", " finished (0:00:00) --> added \n", " 'velocity', velocity vectors for each individual cell (adata.layers)\n", "computing velocity graph (using 1/64 cores)\n", "WARNING: Unable to create progress bar. Consider installing `tqdm` as `pip install tqdm` and `ipywidgets` as `pip install ipywidgets`,\n", "or disable the progress bar using `show_progress_bar=False`.\n", " finished (0:00:00) --> added \n", " 'velocity_graph', sparse matrix with cosine correlations (adata.uns)\n" ] } ], "source": [ "scv.tl.velocity_graph(adata)" ] }, { "cell_type": "code", "execution_count": 88, "id": "bcf8f8b8-c3d3-4479-875b-bb7c14171a66", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "recovering dynamics (using 1/64 cores)\n", " finished (0:00:18) --> added \n", " 'fit_pars', fitted parameters for splicing dynamics (adata.var)\n" ] } ], "source": [ "scv.tl.recover_dynamics(adata)" ] }, { "cell_type": "code", "execution_count": 89, "id": "ffe7e4fe-3ac2-429f-b466-f1d022d727c1", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing terminal states\n", " identified 0 region of root cells and 1 region of end points .\n", " finished (0:00:00) --> added\n", " 'root_cells', root cells of Markov diffusion process (adata.obs)\n", " 'end_points', end points of Markov diffusion process (adata.obs)\n", "WARNING: No root cells detected. Consider specifying root cells to improve latent time prediction.\n", "computing latent time using root_cells as prior\n", " finished (0:00:00) --> added \n", " 'latent_time', shared time (adata.obs)\n" ] } ], "source": [ "scv.tl.latent_time(adata)" ] }, { "cell_type": "code", "execution_count": 94, "id": "fa571d6c-5a09-4cd5-8e08-8d2add347d17", "metadata": { "tags": [] }, "outputs": [], "source": [ "import phylovelo as pv\n", "from mpl_toolkits.axes_grid1.inset_locator import inset_axes" ] }, { "cell_type": "code", "execution_count": 95, "id": "604869bc-919f-4503-a919-97fd62b99481", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(0.35, 1.65)" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "scatter = ax.scatter(adata.obsm['X_umap'][:, 0], adata.obsm['X_umap'][:, 1], c=adata.obs['generation_time'], s=80)\n", "ax = pv.ana_utils.velocity_plot(adata.obsm['X_umap'], adata.obsm['velocity_umap'], ax, 'stream',streamdensity=1.2, grid_density=25, radius=0.12, lw_coef=1500, arrowsize=1.5)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('UMAP 1', fontsize=15)\n", "ax.set_ylabel('UMAP 2', fontsize=15)\n", "plt.yticks(fontsize=12)\n", "plt.xticks(fontsize=12)\n", "cbaxes = inset_axes(ax, width=\"3%\", height=\"30%\", loc='lower right') \n", "plt.colorbar(scatter, cax=cbaxes, orientation='vertical')\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.set_ylim(0.35,1.65)" ] }, { "cell_type": "code", "execution_count": 96, "id": "7278831b-0252-4917-9532-5d91028905c3", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(0.35, 1.65)" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "scatter = ax.scatter(adata.obsm['X_umap'][:, 0], adata.obsm['X_umap'][:, 1], c=adata.obs['latent_time'], cmap='plasma', s=80)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('UMAP 1', fontsize=15)\n", "ax.set_ylabel('UMAP 2', fontsize=15)\n", "plt.yticks(fontsize=12)\n", "plt.xticks(fontsize=12)\n", "cbaxes = inset_axes(ax, width=\"3%\", height=\"30%\", loc='lower right') \n", "plt.colorbar(scatter, cax=cbaxes, orientation='vertical')\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.set_ylim(0.35,1.65)" ] }, { "cell_type": "code", "execution_count": 98, "id": "f784702e-a605-4ad3-83a0-7c9afec76326", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.stats import spearmanr\n", "x = adata.obs['embryo_time']\n", "y = adata.obs['latent_time']\n", "\n", "a, b = np.polyfit(x, y, deg=1)\n", "y_est = a * np.linspace(0,700,100) + b\n", "\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "ax.scatter(x, y, alpha=0.4, s=70)\n", "ax.plot(np.linspace(0,700,100), y_est, '-', c='k')\n", "ax.set_xlabel('Embryo time', fontsize=17)\n", "ax.set_ylabel('CellDancer pseudotime', fontsize=17)\n", "rho, pval = spearmanr(x, y)\n", "ax.text(0, 1, r\"Spearman's $\\rho$={:.2g}\".format(rho), fontsize=17)\n", "ax.text(0, 0.9, r'$p={}\\times 10^{}$'.format(*r'{:.2e}'.format(pval).split('e')).replace('^', '^{').replace('$', '}$')[1:], fontsize=17)\n", "# ax.text(0, 0.9, r'$p={:.2e}$'.format(pval), fontsize=17)\n", "\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)" ] }, { "cell_type": "code", "execution_count": null, "id": "68492c73-fc90-460b-9e99-442fbe52c15f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "b6370c25-8951-4b2a-b7ed-51edbc0b4fd5", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "1a42363f-d377-4ec5-b1b5-7b8fe1a32442", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }