{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T14:50:37.312705Z", "start_time": "2019-11-15T14:50:35.635924Z" }, "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "import scgen\n", "import scanpy as sc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading train and validation data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T14:50:40.242378Z", "start_time": "2019-11-15T14:50:39.678525Z" } }, "outputs": [], "source": [ "train = sc.read(\"./tests/data/train_kang.h5ad\",\n", " backup_url=\"https://goo.gl/33HtVh\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's remove stimulated CD4T cells from both the training set. This is just for the sake\n", "of this notebook, in practice, you do not need to do this step, just pass the train data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T14:50:41.734578Z", "start_time": "2019-11-15T14:50:41.692172Z" } }, "outputs": [], "source": [ "train_new = train[~((train.obs[\"cell_type\"] == \"CD4T\") &\n", " (train.obs[\"condition\"] == \"stimulated\"))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating and training the model" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T14:51:45.991218Z", "start_time": "2019-11-15T14:51:40.892172Z" } }, "outputs": [], "source": [ "scg = scgen.VAEArithKeras(x_dimension= train.shape[1], model_path=\"./models/test\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We train the model for 100 epochs" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:01:21.758943Z", "start_time": "2019-11-15T14:51:55.790472Z" } }, "outputs": [], "source": [ "scg.train(train_data=train_new, n_epochs=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prediction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After training the model you can pass the adata of the cells\n", "you want to perturb. Here we pass unperturbed CD4T cells\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:01:36.325805Z", "start_time": "2019-11-15T15:01:36.307215Z" } }, "outputs": [], "source": [ "unperturbed_cd4t = train[((train.obs[\"cell_type\"] == \"CD4T\") & (train.obs[\"condition\"] == \"control\"))]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the 'adata' contains the cells that you want estimate the perturbation based on them. we set\n", "\"ctrl\" to our control labels and \"stim\" to our stimulated labels. If you apply it in another context\n", "just set \"ctrl\" :\"your_control_label\" and \"stim\":\"your_stimulated_label\". the returned value is a numpy\n", "matrix of our predicted cells and the second one is the difference vector between our conditions which might\n", "become useful later." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:01:44.296433Z", "start_time": "2019-11-15T15:01:41.820889Z" } }, "outputs": [], "source": [ "pred, delta = scg.predict(adata=train_new, adata_to_predict=unperturbed_cd4t,\n", " conditions={\"ctrl\": \"control\", \"stim\": \"stimulated\"}, cell_type_key=\"cell_type\", condition_key=\"condition\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous block, the difference between conditions is by default computed using all cells (obs_key=\"all\"). However, some times you might have a rough idea that which groups (e.g. cell types) are close to your cell type of interest. This might give you more accurate predictions. For example, we can restrict the delta computation only to CD8T and NK cells. We provide dictionary in form of obs_key={\"cell_type\": [\"CD8T\", \"NK\"]} which is telling the model to look at \"cell_type\" labels in adata (here: train_new) and only compute the delta vector based on \"CD8T\" and \"NK\" cells :\n", "\n", ">pred, delta = scg.predict(adata=train_new, adata_to_predict=unperturbed_cd4t,\n", " conditions={\"ctrl\": \"control\", \"stim\": \"stimulated\"}, \n", " cell_type_key=\"cell_type\", condition_key=\"condition\",\n", " obs_key={\"cell_type\": [\"CD8T\", \"NK\"]})`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluation of the predcition" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:01:59.824648Z", "start_time": "2019-11-15T15:01:59.799051Z" } }, "outputs": [], "source": [ "pred_adata = sc.AnnData(pred, obs={\"condition\":[\"pred\"]*len(pred)}, var={\"var_names\":train.var_names})\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extracting both control and real stimulated CD4T cells from our dataset" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:02:00.193855Z", "start_time": "2019-11-15T15:02:00.158001Z" } }, "outputs": [], "source": [ "CD4T = train[train.obs[\"cell_type\"] ==\"CD4T\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Merging predicted cells with real ones " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:02:01.062189Z", "start_time": "2019-11-15T15:02:00.647971Z" } }, "outputs": [], "source": [ "all_adata = CD4T.concatenate(pred_adata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Embedding all real and predicted cells in one PCA plot " ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:02:55.985975Z", "start_time": "2019-11-15T15:02:55.097303Z" } }, "outputs": [ { "data": { "image/png": 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BPqJMglKzouy+yMPBbaik1BwNhmUSYyQNywuvAynS/qiQ94AHEKNVEY4fXgT0jQPvxIZOKA68ucDV9TjlSaS587+XbFH2AGClEv0OPwdun1ZVNWb7rLsn8EyUiYr3tFTJpOLb7Q2A4cB1OqRbHmW3RQz5W6hkRF2HV8gxSGeVn4CGZf4aDK2E0W41LHM4frih44eFPQCvA653/PAJxw/vzzu2E5KtekleIs4Axw/71XGZvYEDCsXOm2DuVY4fnun4YZGwZzIblVyHSr7L2/og8G5RoXOVzEIlx2y/6sB1kMzSPzVgSt8hTaRfrzm2/RLKzuZeull3Jf1rF2B/Ks2wrYybkKSjZT35x2CohfEkDcsUjh8OQsoynkQMGQBx4F2n92eAJO+UrZEmySsjLbJAQpSzgdXLXGoHoF0ceE29KP9/wDXAo0hHkroYjmjNzixzzEO3/DDlTxvOm78LcGe9ZqOSn4Dd3aw7mKw7HLgymjT5e6AfWknIzbonAcPdrLtLpJLnUfbqwC/1uk75OUxDMoUNhuUOYyQNyxrfI2UXY0vs36DAsL0I7Fdw/M3AfN278XngoTjwrsofJA68ckapJI4fng7MjAOvqLGKA+9Txw/3BIqFT2tTQfF7lIkmo2yATeox1UL2QlpdvYNK7gbWztv3EVJ6MlnP6YdGXMdgWKEw2a2GFRYtF/cJ0uGj0b0QHT88ALgL+DEOvHJeatMjGawWKpnXkNPdrNse8Z5fiDJR3WuT9UXZw4B/ArugkjdRdhVwKvAiKmlcc2mDoRUxnqShWXH8sAOwOA684gknxc95BzFEu5c5xkIaGL9VoJKzOtA+DryPtVxc7zjwGm0UtMDAg8j63kmNHa/eqGR+7lc367ZF+ma+HmWif5c+aSnRpMkdgMORbidPNMMMFyANq3P/F+sjEYFRSDsyg2G5xBhJQ3MzAVGxuQx4Pg68Ofk7HT+sBm4HrooDL9cHchayppg7ZlvAKhAMPxS4D2mk/I+87c8DvQAboL4GUhvfM4HxBdebqK/1Shx4X9ZnzAqvuwPwYRx402rsUHY7RNzgOVTykt7aC5Gj+z/yM2XLU418ZrNRdkekQfTuqOT18qdViEoeJL8URiXvo+wDAVPkb1iuMUbS0Ny8iSTVPAaci0iv5TMY+AOytvgCQBx42xcc8wgiObZS3rZXgbsRzy6fB4DNHD/sqGsj68TNur9H6haPhGARUtbxNPCq44d7A6cBh8WB948yw5Qb/xZgepSJzim23/HDTYCXkFDunwt2rw6co/99CSDKRFPcrLsuUlJRGSqZiLLXBL4BdkMUfBaXP6mRqGR0s45vMLQAxkgampU48IY5frgScBViwAr3v+L44UCkVKEUR1FQrhQH3mTgyCLHDkLEyNcCSjU9LsQFtgWq48B7yfHDXVgqJrARsD3Qv445lmNPYCpi7IoxETHMj9Xao5JPUPa2FIgbRJmoErGDwrE+1789on/qeb59DLA7cCgqqd1j02BYATFG0tASHIgYumeRdks1KCYV5/jhYGBwHHgvxoH3RN72zkjY84E48P5X5FrdkXWxir2sKBPd4Gbd+6NM9JOeT74owcXAiDjwGtNHcR2WrtXVQnu8fyt5tkpea8S19Ri1Emt6IOIM+wAPVJgQtD3SqLkHxRpRGwwrIEZMwNASvI54Se/lb3T88K+OH452/LBdkXNuB15w/HBAwfbrgMuBNxw/3KLIeaOQtcqpjh/215qtdZIzkIXEgZc20kASZaIkykSltVfrQtn9UHZblN0GZQ/Vma71ZWlijbL/BvyMhL7vuqpXjw8qHOPPQHVeFxKDYYXHeJKGZicOvPcR3dJCdtA/nakpEABwGRAidZP5bIOsp60E9NWKO04ceB/ra90P3O/4YX/Eax1DU2dXitRbW1TyTpOOW/xaayLJT7cmVVXv24sX/+uzdu2uXwPOqN84eYk1yl4FeXC5657u3XZ6omuXuaXdWEDZg4FngACV3FXmuAOABJU8W6+5GQzLMMZIGloFxw+7I0kk+8WBV2ggiQPvJXSiijaExyM3+V2AjsAPceDNc/zwFuA4xw/XjwMvv4B/OuK9VqznWg+eArqiM2ibBGWfgnh2W6GSCGU7yIPCcGTNcu97unf9oOfixTzVpUvvkY26VvIEugzkcFjr8LrP6AQMRLJqS83fAu4Hvqa80pHBsFxhjKShSdCe25XA9XHgVVI8vhFSxnCQ44enxoF3v1bIGRAH3seOH/4R+AvwIaIneiTQFzF84/NUdx5DPNE4f3C9zndQwRzbI9J1T+hOH7hZdw2gd5SJijc7Ls4ZSL1hUzIT+AHpGQkitzcMyQ4eDZx7yoyZY93B1R6FOqxlcLNuZ2BQlIka1EvSzbrrMLh6+11mze523Un/K50Nq5IUZe8O/OJm3U2BV4BTo0x0R0Ouu7ziZt1+wNQoE5VcgzYsX5g1SUNTsSWQQbIf6yQOvFeQmsZFwH2OH66MlEBEWr91QyS0eiSwGdJJ4ldEPm2/vHGejgPv8DjwimqNFgilbw1cC/w1b9u/gbFu1u1SybwBUMkDqCRb94H1QCVZVDJkSQaqSkYi73sEKrkc6IZKPo0y0VNRJppebqgC/gF8rEtGGsKFwE3Pdu2yYV0HuoOrP0QlbyCGfgqlW3etkOgHrq+pWbdrWM4xnqShSYgD71HHD7dExMXrxPHDNeLA+4PjhxsBQ+LAm6K7e/wA/Ihkld6IeJHz4sD7yfHD9ZCwX1mvz/HDl5EQ4T+BrOOH+8SBNwbRdz0MHcbVKGBwoxJrGouy2wM+0AeVnLJ0e/J23u8NrWl8DGgPfIWyLwG+rKeBPw9ZG36v3EFu1t0HeMTNukdGmehupP61WXGzbjukY8nT0aTJqwDdm0wcoWFMQdZuX63rQMPyg9FuNdQbvZ7YJg68+ng0+ecfhNRMHh8H3q1623XAV3Hg3VjinEFA/zjw3qxg/EeRdcuLkWzYEyoMAbc8UppxD5Jk1B2VrNxM1+mErNN+iEpqtPFys+6DgANsEWWiBt0Q3KzrIg8lZ0eZaHwjZ1vpNXPfo0uiSZMPAlYDOlXUN9NgqBDjSRrqRBvFU4B7dRH/OKA3UFieUXheb6SA/uY48L7I2/Uekjjyhj6uHRJO/QzxHotxH7Ct44d9akm3FRAH3j55L7cpd+wywI+ICPsJSDeO5kElc1H2htTOIgZZdim79KIF0v8KPBFloomF+6NMFAG/K3P+DUD/KBMdVOqY+jL62++/Gt+x48PXrdTzDkQ4orcxkIamxniShjpx/PB5RMXmHUTcew+koLwTsga5VrHWU44fHoys+Z0XB94VBfuGAz3jwDtMvx4IzI0D7+cSc9gTEc2+ohl6QDY5OhTYO8pEy29NobJ/h6w1X+MOrt4GCSPeEWWio+s7lJt1xyH6sas21FstMr+nEXGD1VFJMWGJBuFm3a2RMPPJUSaqJX5h+G1hPElDJYxC0v83AW6JA28jAMcPr0Sk2hbq17sAI4GD48B7HsnK/AXo7/jhBGCPOPBiPeYWQJ/cBeLA+yb/go4fVsWBtzhv/5KyBR1OXQdYpyk6fNQLZe8AzEMldYUUbwSOcbPuOg2SkNNo3dftgY2jTNS0KjfKvgfogEpKeXc+ovM6CngNOED/2xB2BNo0xEC6WbcNUgL0bJSJPs/bdRZwf1MaSM2W6Ic/iihEGX5bGCNpKIvjh78DbkXEyQcCQ/J2X4MYq12Qov02gKV/ch04QscPz0Zq51zHD7vpesYA0UMtvN6JiBrMDY4fvoiUfXSJA2+rvMOmIbJzqZZXOxq4E5WUDcM2ESEwQ5RvkglljnsZeX8/Nsck3KxbFWWixgqUr4VEA4oyy7JOVL17Pfifrl1OizLRX4GHCubQGbDzvWU3664OLC70wKJMtABR/WkIWwEjKBSAl8+/3P9BQ/k78KjxIg1gjKShbr5COnS8gxS153tuqyCh10mOH36LZFL+pUD7FCS5IgPksip7AZcAazp+eFuu16TuPfkPZI3uS2AyUrRfw/uIA++oJS8UhyLGeiCi6drcZJCEoHdRdh9UUmyNjygTjUI8sAbjZt0hwIVRJppSsP1E4Ho3624TZaLGqP5sCVgoez1gO+AWVLLks97KGfQtYujXLnH+A8DObtYdFGWiXJj8daQEpLoR8yrkv0gp0Et1HdgUaG/XGEgDYIykoQ7iwPsK2BnA8cMrkFrF3L7I8UMHKdtYDfhc/15IZ6QkIGSpAs6BQI/8Zsxx4M3Xnuu0OPAqKn6/feFuo49u+/TuwGko+1lU8lQ932L9UMlDKLstsC4iANDI8eweQFWhF+xm3U5ABHyAGLN8fkYeXhpXtpIrK1H2RUgpxTh9TUC8PzfrDqZ0S60QSQTK/xwCGu4xFkV7zHc35ZgGQ6WYxB1Ds+H44fHIg9imSObm75D1ynoVmeuGxJO0wcbxwzWQhI1ngfd3rnrnvtvbX7cAOB+VFE38WYKUQvwVeDCvdVTroeyPEaGAgYW73KwbAJ83SLVG2SshHvvvgBdRSWnPSNlDgM21gMGyg7KrkBZm/0UlRsHG0CoYT9LQLOiyjuFIH8V+yBrdVkBP6qHE4vjhxkiY7SVgJ735bKT11l7A+88v3uS1ssLbNdkB0URdiZrKO02PstcG7DqSfB5CPG3crNslX9QgykR+I64+GjEw7ShYy3Oz7qmI8Tw0ykS/opIvgC+KjtK6ZIA7kfKjEa08F8NvFGMkDY3C8cO+SPblbOCVOPBmOX44BDgOUbg5DVlXfBuwS5V4lGGo/jdfROBiPXaY32uyQv6DdAV5oZ7n1Y2yBwBT8ryeh4EhKLtzSU9IJRcAuFl3e+BFN+ueFGWiW5pgNllE9/Yz5D3nsyPwB0TN6FeWXV4A/oWo2NTAzbp/Q5LJNoky0bJo4A0rCMZI/kZw/LAN4kW9GgdeRTdGxw8HFpZmFEEh6fkAlzh+OAIJrc5Eknw+y7veEgPp+KGFCJC/Fgfe12XGH4Ek8ORnVnYDXsovEakYWYcrmlCj11cXVvCei4xrr4sYpRsRYXaQWru+pQ2k/SyisrMlImn2PgVC7Q1GpOdKyc8dDHStpwZsy6OSycCxJfYmyGe2LBt5wwqAMZK/HQ5Dkh/+AtxQ7ADHDx8BquLA+6Pjh7sBTzl+eHoceOUEm29Ewp59EOMzHXn6fxN4qIxB3gwRGrjP8cNLgKeBS+LAuyf/IC1cfn/eHNv1ZsY7h7V9fhrq0DVRSVOKaL+LGPL/q7VH2YPLrutJ38unyNftVMmjBWOcPL2qqu/vVh04H7glkibIbQCiTPQxUofa7ESZaD4wvyWu1Vxob7spPG6DoSzGSK4AOH7YGdH/DOPAK7U29zxwM7ogvwT9WSpP9rk+p2yJgW5rdQXS+Dgnq3ZS3ty6ASci4dYDkBZT84FHkTDa/kifyH5U0J8xDrwFT14wdNwebcbvjDRyvq+uc+rBdcAvKLsdsu75FCp5D2WfANyEsvdDJY8UPVOyU/esY/zTOi9evApSmzgdlRRrRL3M0kS1mQbDcoUxkisGvZAb9FwkSaMWceB9ixirkhQU7B8IZOPAG6dDtbciZQ/bFqrcxIH3T8cPj3T8cLc48J4GcPxwA+BJRGTgZCQ81g0Jw/ZAEkpGI4b53TjwuurztgY+za1dOn7oArPjwFuiqrJHm/EHAftSUNzeWOLAuxxlD0WKyU8C1kCSR95CDHpjC9d3/KRDexvxGJt07s2Nm3VvA/Zxs+4ay3yY1mBoQoyRXAGIA+8bxw9XRUKdjUYX9V8IfKzbV32KGLgZaDWdguPbISHWT5GwKYgRtJE6vyP1tg6IYawGvtSh1DvzxlkXkT27HzhMG+c3gf8hBloQr+32pnivRfgbsnZ7OOJJ51pW7VafQdys2wPxRu9ckliikm82gG8iEWWoibI7oZKmlZ1rCFIicypSIpMfXv4WKbAvWgOp5fN2BDaKMtGcZp+nwdBCGCO5ghAHXrEi/oaONd/xw02BJA681PHD6cha3RMUMZJx4C3Quq1rO37YOQ68OXHgvQ10L3GJUvJxXyBNkUM97iLHDy8AfkTZHZGQ8nOo5F+NeoPlORIYhErGNXKc3yMdUBYAF5U9UtmHAveh7D2Jv98tAAAgAElEQVSaXQyhbn6PCAL0Ac7MbYwy0cVIVnEpFiEavs1WeO1m3Z0Qhadz9LqqYTnCsiwH2DpN03rV4+rznkzTdL2mn1XdGCO5guP44aHAt3HgvVKf8+LAyw8trgSsCmwOPO344bw48Aq9oXORG+xQJJGn3sSBNx8Rrc7fdi0Ain5ISDlFvNbmQSVfIWo2jWUMsmb6YgXHfoso3TSLzms9eQb4E7XLRoqj7F2BAyM4tYmTqIrxZ2AYcAfFvHEDsORv/gokYjMZODcOvGVBKMIBDkWaINTAsqy2aZouk4IRRnFnBcHxw8Fx4E0q2NYJqV/8MA68DUucdwAiA1e0blCXaryOrHv+jHzBb0SUc0bpaxyOeBkrIyHZIXX1fGwQyu4LzEAlrepFOH5otVa7LjfrdkA81CeiTPQOyt4L+AqVfNDIcfcCPqp3zaGyb0eEHdw6BN8bjZt1ewFrtFRT5+URbSD/hRao0MwBjmmsobQs63AkupAi5U4XIMslvZGGA0emaTrZsqy7kdyDTZGEvLPTNH3IsqzxiA7wJKQ8aTqSW9AVyfLeAbgaWdpIgcvSNB1lPElDo3H88BBgpOOHRyLJJQGiUHMF4n0VDcU6fliFlGF8iYiNt0HWHreIAy/nSVhI6K0b8sfwFuIl5dam9kdS8d/Q1zwYUbQ5Udcdzmwyg6mS2p6WsochnuuRqKTea2GOH56GJOicXNbwKbsKlSx2/HA14APHD6+JA++S+l6vCdgACd9Wo+wzEVH58YiaUS3crHsg8HaUiUq2k9L6rI8hXmS91l4RsYi/o5Ji66xrAl80VSPkKBNNQ96roTRXUNNAol9fQREPrlIsy1oXOB8Jl061LKsXYuiyaZpmLcv6M/LwnMvY7o8oPq0FPI4kqvnAmWma7qHHPALYGFg/TdNplmXtB2yIfMd7A29ZljW2oXNuKoyRXDH4ENEx/RLpg/d7/TMmDrwQlhjEfZAi/GkAceAtdvzQA2Y4frg78mV+BvAcP9wJSaK5CKmv7IkYy4OQLh0PO344FHhEb1dIacODwG26LOUjpPZw28IJO364M/LEOywOvP824r0P1e/rbIqESd2s2xG5SSxChAnuizJRfijxQKSZ8xlI94raKHsksD3KXgNGzge+RuT2mgdlZ5GWZNujkoUouwsqycnVvY0YtPdQyTSUfQQlJOXcrLseUrv6MPIwU4oYkX57q4K5bY183heikrl6XhO1UPtlwF2o5B2UvTMiZn+B3t6iuFl3KCKLeEgjO6VUej0b2CLKRM8297XqoFT3lcZ2ZdkJGJ2m6VQAbdS2QjxBgHsRLzDHmDRNFwMfWZbVt8y4z6VpmnuI3hb4d5qmi4AfLct6Bamn/rCRc28Uxkguhzh+uArQNw68dwH0+uBQxw/fQ9YOdwN6FqwbDkWe5q4HzsiFZ3Meo+OHWyFhkH76uDeR0Mi5SKH8ykh9Y2dkTegZ4OM48GYD1zt+OArJiD0W8SznArcBH5d4G92AAUiopTEcA5yDSr4tsf9h5I9vd0RQIaHmetvuSL/K4gZS+Ab5bBbqUpp1GjnnujgE+dvsgLLPAC5D2VugkneRZKjdkM9vuFbWKcVExPi9WuaYXGuoSrVRj0LWBkchBjvHJkjZzFyktvYj5AHq5QrHbWpWQjrP1Fl720Qo4HQ36+4cZaKmlzysnMnIPaDY9pYkf0mkVrJfHo3rZNMCmDXJ5RDHD8cCWyMe3EpILd81SB1k/zjwTtPHHYMYrOuRp/nHEEGBrkgJxSFx4D2QN+6GiOd3C9ARCadYwHdAe8Qb85GyjusQhZyL8s53EU/zijjwGl4GoOzd9Xs6HpU0qqzFzbpnIk+jwxAlnUlRJipnEFsHZZ+PzHFbZL5tUEmIsvdDylIO0ElFucbG05qqXtHNuhsDfaNM9HSdByu7J+C6g6vXQ9acjoky0SK9bzvgXXdwdQZIo0x0c1PMr6G0pPiBm3U3QP7/LokyUXMnMJWkudYkdbj1UWCrNE1/1uHWuxHv8l4dOt07TdN99Jrkk2maPqTPnZWmaVfLsjYBrk/TdHu9/Qhg0zRNT9av90U0n3dHciDeBrZA7kVmTdJQL25AxJ9nAFciX6xJceAFBcc5iILOmYg3uD0SEj0TqQEc7vjhrnHgHaGPnwH8ExEBeAZZT6zRyNjxw7OQL+8bwINaq7VnHHjDWCoMUNZAasm7t5EQ7k9x4BXe7Ici6jxX0sjazygTXZv38mOUfQ7KrkYlJzRm3KbAzbpXAZ2iTHQq8uDSC2iLSpYKeqvkYZQ9BvHwAYgy0Zd1Dq7ss5Hw8SPA93WsC94FuLoLSflaTXloGUvWPQ8x6KeT6yepEvFYs+5FyANVbSOp7Go9nybtOVmMllQHijLRB8jDY6sSB95Ixw+hibNb0zSdaFnW5cArlmUtAt5DohR3WZZ1Fjpxp45hPgQWWZb1AWJgC/+2H0XW1j9AEnfOTtP0B52402oYI7kcEgfeI8jND8cPc2HGYje385FEnt8h8m39kBKLre5td+VRry1e9/X7Fu28UI/TAVlTOADpBL8R8Knjhw+wNOy6K+JVAjwTB95Exw83QzxakPBqP+TJryiOH26BaJzeh3idL+px8zkLuBGV1G0MClF2f2BqmZvwPkhnjpObKqGkEeyJdOI4FZX4iJdejCuAM1H2Jqjk/Rp7lD0aaI9K9i445ywkueoGff75ZeZxGrBKnQayJvsB3aNMVKzx9HZFz1D2+sjNdThiXA3NgDaITV7ykaZpMdH8nYocd0TB66763wVFjr8777gU+d7WKANL0zQGWsWLBGMklzkcP+wJtI0D76ci+7YD/gEcjawL7YaE5l6hyLqTFgJ4BBiIrGFdhjzxZbetik7erk00YCr2HmIXGYb8cg+yjnc40mFhALAa4l0CfB4HXn4SwLYs1Xs9lNqZdYW8D1yKCBNMRzzSmqjkVyQJqX4oe3UkqehOxLsuxs5Ah6IGUtltkMzdD1BJOaNSMW7WXRlRoSlWd7gFUOVmXQtoX6ZA/jVEcajYuusARMmo2Ng9gUuQh56SRJno5XL7S5wzixJ9QaNM9FmJ075BksMqqR01GJYJjJFc9ngNubn1L7KvGkmRHoAYsPnAr3HgjXX8sLMu8l8M4PjheogB/Q7xEAfqtcprAFCMGLNomyFjF60f6rG/QJ7y+yA34976dYJ4O9/pOdUoe4gDb0He73VmqWrBgAu18Pk5OvGnqfgJUespLZygkmKeT472aMMlx9oW8qT7KSq5ooFzuhrIuFl3sygTva3H7Q5sEqnkJQA362aBPd2sO0SXORTO+XHEuNRGJduU2J4r+fAaOO9auFn3caBNlIk8lN0eWZd+FpVU1tNT5AT3aar5GAwtgTGSrYwOc14HPK3LNUZRIuMzDrz7HT9cAAyOA++vwF/1GH0Qz+sR4Ah9+JWIhNfaiILKMMcPX40DT0JhKpnyRzg0rw3FjkiIdSbi4T2MeGPvI+tLdyNG91HHD48Ano0D7zsazodIZluDwihu1u0N9I8yUbRkoxjAhnfWUMlclL0qS2tA2yMh0VWRkGV95tceCSt+hnjO+WnslwCnoewdUcnLiPe7KqVKUMrO2d4X+A6VtET9YA90ay9gFSSbtR/lO8sYDMs1Jru1lXH8cAhyIx0VB94hetvuyJrNEYWGyPHDd5G6vu5x4M3R9YjnIyHY+UhY7h5kLfLTOPDu1ec9iXiHRyAG8A3g6DzPswNSW3m3Pv9CJN1/LDAjDryv9HF/QGoyR8SBd0q937CyOwPznHkjRwBz48A7ox7n2nped7mDq68BdkHW0krq1rpZdxskhHpMlInGFBnTQhKFxhWVVVN2L2BefYUK3Kw7AKnbfDLKRPvosToiJTKf6mtehEp+0fv6Ig2YP6/4IvJZzgIiVLJBfeaXN8ZxyMPRie7g6sOAIVEmurDCc9cHJqOSGQ26dh5a0ODvwGVLPG6DYRnAeJKtTBx4Xzh+uBE1C+E3R9bOBrE0USbHwUjZx366WXFnpIbxZ6QmrDfwB2B+HHhL1tXiwNsDlhTxr6N/LkIK43Nh0Kf0WOhjH0P6So5kaebaK0jj5pfq/WYlqeYzYGQceKXWDHPHttHXmIBKci2+tka854VImvtEJMQKyu5QRq6uitK1WnsipTGXUyy5RUKE9SbKRN+5WXdtYEreZg9ZUw5QyV8LThkDbISye1VskFUyB2XvD3zvZt12SFLFf6NMVGnNI8g69NaIGMPJwPpu1r2yoiQelXzoZt1TybrvRZmobC1mBWwA7I3UVRojaVhmMEayFXD88GIkDHpwHHiL48ArTB2/BLg1Drzv886pQrIfx8eB96Ljh+cjJR7zkTDdWGS9pz1iXEvVak1AQroTgOcdPzwjDrwnHT/sghSBPxsH3qn62GlIKchY3eexRxx4Tzl++Bbwri4HuQlZJ70PeKDb2v7LwHtRJvq5yLVn6WtUIk5dhSQc5Y/zDOKBvR5lol/QGb4o+wLgPJS9ESpZIl6gDcd5wI1RJnq0xHXGIuHu+yuYU73I6aC6WXdglIm+QZKfjkcMYiG3AWtSPEu5HL8gsoNdESPTFS0M4Gbd7ohhfijKRLWyfd2su4ldvUrV7rPn7HHuKfFMsu7egF1plqubdVdBjP4LyENdg4ky0Rg3666FPEQZDMsMxki2DtsgT87tqKlMAYhcHPC944fbI8k6LyGe0OWIoXgRUWVZC1kX6owoz1yOeIj3Ix5CMb3OHZDSi+2R9aQ+efuqWJqpShx4s5AbL44ffg4MdvywvT5mMktbW50EfF/VfsogRIrsDiT8WxMJLe5Q7oPJO3YBklWbzzHI2mlhYs5XiLLPLwXb2yNe+a/5G3UotHeUiT7UocIzaSbcrHsYcK+bdYdFKhmJNK+ujUqKNssui7IHIaHvZ6NMNFSHLPM/g9NZ2t7q30VG2CBp02bHf3fvdvO5QJSJvkfqaSsiykTfull3V+qZiayzeU8EXo0y0ZK12igTfVqfcQzLLzmBgdaeRyUYI9k67I6k7f9a6gDHD6tZKuk1Brnh7YA2fHHgzXT88CqkBjKDeFXjkVDr+oDr+OFriPrNcG1wv0O0VX9ANBf7xYF3lx5vNiL0XYpjENGAxbpziIMY+CcQqbRTuqx+/Xx9jVJeW2MZinx23cmFWQFUcg+yjlqDKBPNdrPuIGp/zqOBzdys27tEnV9plN0V6IRKapXolGAC8lDTHK2dvkFqyt4EiDLRlIL9dyEPV0+5WXcE8sCzXpSJEn38nW7WfS7KRF8DufXXCcBoVHJaJRMoUdpSF+sg3u4jSL2loSmR/qQ1xASQB7RmxbKsNlp3dYXCJO60Eo4fjkSKrm8HvogD7/6C/QOApxHN0D6INubAOPCm5h2TCz++gZQuzEeM745Ib8JXkMzK+xFB7vFx4G2tz11Fb+uO/EHdnNOCrWDuayEe5Blx4LXc078kvvRAJY1qMO1m3YOQG7WKJk0GSZhJKrj+asi63/rAyqhkvpt1M0CPKBP9o8z1OiAhyVejTHROY+ZeDjfrtkFC6e9GmeiKgn0BEnrdWoeqayOJUa8BY+pbJ6rf4wfA+CgTHVHB8Qch3Um+1B7wtJzxNjQCMZBFZekaYyi16s0zyHLJxshD3+GIRu8o5OH8akQk/5/IPWsOcEyapp9YljUYyW3oiuQAnG48SUNd/IjUI54LzNZSbSfEgZe7gW2A3IwfQZ4GPwI6On74P8R7+x9S2rEjkJNY64DIwr3s+OFwJIlnJuKFXgOs4fhhL0RY4HMkBPcAEhr9HtFtrYR1kBvue0iXh5ZBJfMo0farPkSZaNTSMe1LgHNQ9ibu4OoJSPbs+CgTPVPjJLn53I/cED5hqXd6PlI/WtJIIn9nqwOT3ay7I/BalIlKRhEaQQdE0aSWoEOUiWoo+rhZdzVg4ygTPbTkIHlQaKiySYqsjVfU6zP3f+Bm3ZWQz/NF6t+my1CbZmmVpVkTOCpN09csy7oTCZkD/Jym6cYAlmW9AByfpunnlmVtgeQs7IT8fdycpuk9lmWd1Mh5tCjGSLYSceD9RTc03gTxTjZBWlZNQJJgLkBUcIYjT16fInWLXZAvZ1vk5rIy8gfwABKCnKPLOZ5CjOReSGj1FqSG8G5kvXICEp5VyBPg5aXm6vhhBnlSPFp3y3hMj9ma3Q7qRBuCTaNM9GCZwyYinvhPiLG7EOkS8kzBcR/qbVcWNDjejTIyfCi7QwQvLoaRGwyufhsxBmeTE3VoQqJMNMfNug6wmpt1969hAGtzLbCPm3XXiTJRqU4t9bn2r0gCV1HcrFuFiJ4Xhq4SJCxs+kQ2Dc3VKgvg6zRNX9O/3wfkEvxGAViW1RXJlB5tWUuSyXNqUNuwNLR+L3BVE8ynRTBGsnUZgawnroMkw0RIkfYvSOnAu4gh/B/iDfZBvLfe+vz9kLXC9xEjeyLyxHa7LrF42vHDvkj4Yzzilb7B0vDrYsRzGBsH3nztZR4J3BEH3gwAxw+fRsLCHZCb+3dx4C1y/PAbPdf6rek1BcpeD/i4Au3Vq4H93Kz7EeK5d9BZpnljJaPQf+QR4GbdrSnWVkglE8j3dJR9MLBpBGejkqJC2m7WPapn9Sr9xk7+dkCVPMy8jDysPO9m3Y5lu5Eo+zlgMSoZWsd7rEGUiWa6Wfd6YEc36w6q9X6XcimSEPZJfcbP4WZdu9LwqE7U+QxZOvhDwXwXIhm/hqahOVtlFT7g5F7nVLOqgBlpmpZ6WFou1/aMkWxdPkaM3kNIpugayE1rmzjwhsASvdZtkWSTZ5H2RAuRG9z1iHFcCUni6K/PX+IFxYH3I2IgQDJPcfxwDOKlHgv00jWSIGsM1yJrCbkODt8gX+7F6HIMXY4yDrnprdVEn0VlKHtPRKLtb9Rs8lqMSxHDNBF5kHDcrNszvzuEm3XbvPbV14d2XJzeGHXosH90zpSy3rGbdY8Bjn4b5naQp+PAzbqHIGHXbaNMlC8GcNb0Nm0GuoOru0WZKNVG+BQkzP4JkmFcirbIZ94QzgbcGgZSZOSOBR5HJZOjTPQe8t2rN27W3Qd4xM26w6JMVGcIL8pEqZt1v6Dlexr+FjmX4muS5zbB2NWWZW2VpunriE7zOESIAoA0TWdaljXJsqwD0jQdbYk7uX6aph8ga90HIx7osCaYS4thjGQT4vhhG6SWsFiNYDH+hdQ0HoDcOBMkU/F9PV4GCYc6yE34SSRDcac48D7Tx9yLGIPcGtf3QBvdHeRqfe7l+Qk/yFrkhojzdKDjh9siZRx3In9QS258ceAd4/jhC8CqOWOqM1xPB45z/PDGvLrKulF2F6BzXdmhbtb1gG5RJnqgYNf7yANDnWIG+e2L3Kx7F9CvSPuk+69cqddeZ/08vdMdPbqfekTWfQn5I34xykTfoux+SDhwBPB0pmePXR/q3tW9onev7S6eOi0Fjtt07ryqtzt1XEjtJ+VdgY4FIcZFSJi6WHnO0vc/uPobYG6kbBGKqKRjibJfBDpHKtkSeBtlXw60QyVnI3WMw4EhNL4Dx2Sk4H8Syt4C+f5eWE4EIcpEhZ1eDM2BSkaibGie7NZPgZP0euRHyIN0oerWMOBmy7LOR0rcHkD+Bk8DRlqW9TdkuWa5wRjJpmU4cJTjh2vHgfc/AF0uUY18mYYjT+9jkSL3GHnqX4x4k7mb/916vEsRI/qaPn9lJKV/OJLVCuJFdkKyyr5EknAm6WOvR0Ig75PX4iYOvFCLERyAhHD/APTVPzvqdUfyji80VHze4U9dL1h45MAHFu00pJ6f0WPAZih7ACopJ24+AqnjfABlHwbMQiVjUMnXwIH1uqKyO0XwECopFnr88MmuXVZ6smuXd5DSle2QcpJbkTBgNfJZvwO0PXP6jH1PnT7jqvYqeUfrpl525U8/39LvgmmrFA4cZaK4yLYUeQovNddrge1O6tF98EEzZ/VEur38E7nJ1MVMlurOgnxO7ZHv2HOIJxkWOQ9YEhY9G3grykQlO3VEmegdRMcXlH0LcNzLnTqNOyXr/hRlotdKnWdoIcQgNkfJx8I0TQ8r2Obkv0jTdBK1W9/ltm+Vt6lJuuy0BMZINi1vIAXwubDkKkhd4ieIMboK8Rj3QDzEh/S2bZBEmNWQOsBZwI2IZzkI2BIRln4LWQdcJ++ajyJfuG2Qm3muY8S3SFh2JvB3xw9HId7mroiRPk6PPx0J+z1+Y7vhi3ereuNFmL512Xep7Kp2Fpdc2fb2yapt9mhZ3qyJm3XXQwTInyvY9bSeW12qLgeyNGR0G5JYU0ypphLuBvZB2Q4qqSHzp0slrtA6pFu4g6vvRqTvpDWYSt7URfs/IGu+U9rrfbsMGvDeRvPm80bHjmu8XOLCbtZdVY91TZSJatVy1kB0ZI8G7GNnzHzZEkP0JfB6wZibI9nFl9fIklVJobj75uTk+ESc4V9lry/dZQLEoL6or7UVYEWZqFSHFx944JR+fS4GtnOzbt8oE1VaQ2owLPOYOslmRodMJ8aB97Yu/j8bUXh5D0naORzJqPSQWkcQ47kRksCzBmI0V0YKx2/S2ybHgTdNX2MPpKv9S8ja5ufAYCTr8k6kNmkYolM6Bsku+xNwYRx4l+ow8envdjh2717WrB7ABqik/BdD2S7iFXZHJb0Ld+9/25oT5lRZ63zdrp1drC7Pzbptrvvxp8N3mTN3Aip5q45rbY2IjFdaolJ4fgYRQz9Kl5Hk+jxWLRFHV/bjyOezFiopXvup7IuQ/7+9EU/zEndwdXek3u91fYyFeJ2TUckf3ay7LhKaVFEmukof0wbxlN9DJbcVXGMAsrb82RLxc42W2TsY+a4chJRw1LmuqFV/rgWG6hB0uWN3BP4XZaKvAH535zpTF0PVuD9/1CtvjgcCvVHJTXnn7YaULF1dJIO1yXCz7hVA3ygTHdVc1zAY8jFGsoVw/LA7Yry6ImtXk5GMv1xH+XMQw5Ugnugeevu5SDlIJ5Z6Fj8iIdUfkDWmKcga4yZIKceWiNi5BdwdB96ROsu1DdaCs6o6fHvs4vkD2pK23y0OvIY3wFX22UA3VFKrVnKBsmfOt6wFWzmDRgNhlIlqtFNa/+71zn0n/vryhZb1faeLZgxoxBz+BMxxB1f/BwklroIYj7JZt27W/RzoGmWi/nqctYCNl6zdKHsr4N1aounKboskK41H1npuLDKn1xEjeZC+VludxZnbbyP/d6+hkoo1T92su88fZs95xF606NGHune7NZo0+T3kIevWQoNacF4G0afdOcpE71d6PYD5F9vTfsWa0+2iGQPz5v8pkkHZuVRmb3PhZt23EE3fAc1pjA2GHCbc2gI4fngCoqGZExDog4RCb0bqGCcgXuM6iHd2CCIu3hHp1NEBKdKuQuqQ2gH/h5SC9ETW7hYh61fnIZ4MSOLOP7V4+RfAG93WumDvOV8fcbS1cPbMdGH7+nfyyEclJbNL28H5cdu23ZB11W5u1p2HeMfXRJkoTS3rhb/36rHXbrPmjHAbNQluRj6rKxGJvhmU7viRz93k1zeq5BNy5RBieO9BPvtLtCIMUSaahEoWIv9fXfWxxyKdSv6bN1b+2gs1DKTsT1D2msgDUcX0XLTo2WumTF2UwqYXnRLvi7J95H1PZek6di2iTJQlb026PnRIuaMDaeHa8V5A15Y2kJrtgbbGQBpaCmMkG4EWA7gEmBAH3qiCfR0QL28txIAtAPbPl3Fz/PAp5Ib+EWLgQMTB5yFlHG2R0OtEJKnnDSRs9hpS6/gCcBmyztgNUd45FQmt9o8D7zptILsDD3Vj9oQoE80Gujl+2CcOvNI3GmW30+tYOTm2XqikbAsjxw/76fndGAfJjf8HkHXHIF7zGEQd6B7ghygTvYGyt0HWwcqj7E2AiblQaQE7Iw8QudZbf66kfi/KRJdDjQ4duWt1QELaU5C1XZBU9yokDJo/r35I2PUV6hJuV/Zo4AdUItmAKileDiFh7Lmo5IvCXWP//NFslL0rSzu83IIYyFGFxzYZKjmryLZS4ej9ARdQdYbrG0iUierV19NgaCxVdR9iKEN3JHHh5PyNjh+ujniG4xAj9xTi+V3j+OHV+pjc2tXLSLbqRsjNfhCynrgB8CqSsPM+S2vazkASWrZADOrniIH8ArlZfgq8FAfedfr4R4DPx3U49fGo4zFXo+xh2rOd4vhh8UJ1ZfcBpqDs3HrZaOB1lN2p8FDHD7d1/HAT/XJDYFh/ft4bZe+LsttEmWgiYvRt4JGCBsmXA1+h7E2LzkPmsj2ypndp8f3JeGD++5Mm76t++vleRLKvItysuwfwtZt182WyfkXWbANUkgtNXk2xmkzRkN0LOGF8sPIfdC1iKTYjr6bMzbpttdbqEja6e70N51t8MMeyXi45ikqe1+8ZVDIDldyOSurbXqtRuFn3FDfrFpPhOw1ZHrBbcj4GQ3NiPMlGEAde4vjhxsBUbfQUkr25HxIS7YEYwluQZIvFwFDHD+cizY7PR7JYT0Vuzh2QcGkfxFAqZC3yB/17dySkuBFiKAcjQgMg4dzVgKE7Vb1row4NgAdh5JPA9z355RvEY/0eEQgYh5SgFGMeInSQq+W7AnBK3IyfQ8LIThx4zzh+uNGrHU47GHgYkT2bgxidNDeeTkBJI3kIWJcSReZu1j2jV/Uqmae//u7+zmlarrOI1Qas/WbNHrffmd8t1OdaFYTkPgOeRz+AuFm3M4OrXwVeiDLR33MHFYqXf3F57yerFyzYoD2sjUqeuOEf1TefPj05fmL79vevC4Up8jnWRCIKOSYiYeIlodmFltXrhp490tUXLAj3r2PiLYmbdQ8FJi1JTpJIxbpu1j07ykTzdWeUOUgy0cq6/VhDr9UBEf1/rs5sYEOrYlnW6cBtaZrO0a+fAg5N07TB//95Y5dtpWVZVg99rZtKHVPiPAXMStP02krPMUayETh+OBpzo3EAACAASURBVCAOvEj//mckS/UApL7uSKT8YjoiZ7YQ+bzbI0/cuYLaHsD+LL2BzkVKOVLEQIIYnNUR45trh7QmUhqwBmJoH9L1jZegDl0PSQKaHwfesXL4FJBQWM4yblfyjUkSiJSBKLsH8EiZ8NnR5PUwjAPvfdTiWYjRf0Ffpz1wYF45iBgIKXovWbcH9J/Wpk31Fs6gXaNM9F3Jo1Qykby+mG7WPQ/w3ay7Ua7xcSFu1nWRdbxT88ob2iC1oiuVupSbdXuf3amj1yFN5wxauDAFeLJrlw2H/LpgYRt4ZN3ScywU/o6Q9dOlGzLRi27W7dRM4ucNws26NhLaf5tcbaR8n7toA1mNrOXeoUPJpf+fKqMXYmw7UKT9maFu9ENNDTGBSpSRGsDpiILOHIA0TXdvhmuUogdSklUvI9kQTHZrHegmwwuQ7NMP4sAL9fa9EEN3AvLH/D7yB16FhE2rkRIPkFBhX2omlPyE3NhfRDIFc4LBPREPo5e+bjvEU3PjwPvJ8cOVESN7KnBVHHiXFZ24ZGt+Vcz702NsGAfeswXndACsJWt/yt4Iqc28FJVcrEsX2qCSX/X+jZE60NNQSTljlxu/HTD8ml49NrzH7v4hcOe+v8y67YTpyTv9Fi06RifF1MDNulVFVHIKj+mAZLS+rl+fgHxGO0eTJvcAYlQyq+Cca9adP//M3WfN+eTwmb9sjUqm1zH3trn5uVn3uDN/nt4mM/OX9QDfHVx9K+LVb9USCSVaFrBHrgSouXGz7h+ByVEmql2Co+wei+HxWVXWQ90vnFE707dh1xsE/GzWH+uPNpBFW2U1xlBaltUF+VsfiDxMjkaiXp8CU9M03dGyrBiRzeyK5FSMRx6230JUqy5GStmGpWn6ZqFXZ1nWBGCPNE3jnCepRdMfQ+6L7YDz0zR9zLKsB5DKgE+B59I0PcuyrLOQ+uoOwKNpml6kxz0PuRdPQSJ479THkzRrkmVw/PAwxLN7GEmQGeP44UbayExFvgQHsTS8OpulRu5f+udmRJqpMONyJcR7XAN5KjoL+fKBCJsnekyQcOVMxw9vQsJzPZAv4p4lJ6+ST8qsVd0E/Mfxw8K1wNcRDyfHFL1tAsBieHyxrCHmlP27IWuoPXInuFl3lCvJOsXoBRx11rQZU6JMdCywwe9nz3FXXrTocPI8wXwKDaSbdfu9Eay8Lcq+EWX3BLhmytRnbvphyn83v2vdE92suwXy2bjRpMnd9ft5VWeTLuG276fcc9v3U+YcPvOXtYCpKPvMEnMGZfdbBNPnXNzjFjfrDgUO3WPW7C2QB6R1o0x0SJSJtswZSDfrVrlZ95kS63ZNwVXAj44fLhGVKFzfbEqiTDSmqIEEUMmMDQZXL95m1UHnulm3SSJTUSb62hjIBlOuVVZj2BX4Lk3TDdI0XQ+4AYka7Jim6Y5Fjh+ClB2tpX8ORZaGzqR+OrLzgH10K64dgeu0JqwPfJmm6YbaQO6C5H1sji6Hsyzrd5ZlbYLUFm+ICLVsVvQqZTDh1vLM1j+7IUauLeIVbo2EQjsihm4eYtBWQWocP2GpiO83SJPSnOf4EBJe/Vm/HogYxNeB3+tzuiPJD98h5R0jkSzQ45D/6N6IJ7kkq9Hxw3X12OfEgTdGZ0EejzRb/SnvuHYsrcH8i+OHbYFhceAt1HPosuTdq+Rb8sKyz3Xu1L9Lmq58bp+VBo1VdoIUxP8NleQ3jB7E0jBxTVTyo/ZwfwKIMtGtd1w/8K3fzZ13PfKgMaLoeYAOQ84FJnzevn26xbz5vZGWVuHmc+elHdJ0viVh528RL/515GHjGeQP/DiUPRWYjkpu3mrevKHIzWMU4snX6oah106PXW9A36/Omzq963sdO2yOJEhtd3T/lS9/9NsfbkIlb8h7s9dAQs9XMLh6FrB2sfdxwG1rbrnIYufP27e/oi4PuQzvIBm1PwFcOtx5epVOnbZws+6QKBM1n3cpkYW4iNf9GrJuvsJ1pV8Oaa5WWRFioK4CnkzT/2fvvMOjqLf//5rZ3eymTnqFsBELKGPBiij2GruiiOLaFbHgFa+xj4oY9dp7xbWj14ZGsaOCqCCIo6KgZEkggfRNz2Z35/fHmSVLDKj36vfHvTfv58mT7OyUz5TM+Zxz3ud9rM/i2mENhErLskwARVG+Bz60LMtSFMWkn5Tdb0ABZiiKMg7hdBQhUbn+ONj+iREcUxCjmYp4lbG86ewBtt0kBo2kDW9ZxdbITGdmoLzU8pZVaEiYIhnx5HzITZqLzFZiL7gofVqF3YiHeFz8ru2f2Ask5v0tp89gJtNnIHuR2rd6pKzg+UB5aaU9xu2Rh8CF5APOBnaww2/XI3nKO71lFbMDHvZFmJc32/uKIYyQizIRI707YtTaMIKbbIY6LS/nPqSGswF5CIvp98CaPnNPWwN0Q4gndzDwIEYw4i2r2ALIDXjaViKzuzX0M5K6X98KCXN/ADyj+/WzgRX3ZWjhU1vbrscWOc+MRg96PykxuVNVb0ZEFmqQQn0LQysFjkXu2yqg02btTkTyvmf3D8XG4QDg/u/c7gdPLsq/99HaOpdZWZUaBtMpBKifMLSzkVKRU4HLv/K4q5Fc57bAwbpfT4jPMRoNTa97e3vzJufnvo+U9MRfoyz7Gr20KUFzW0v3RXubra6FQ7/wdDafU5D31+UyDW1LxDi/jERP1sP0mVf/ZccdxB/FX9Iqy7Ks5YqijEYm6dPt5sqbQnwOPhr3OUqf3QmzYTRzoL6spyDvqZ0ty+q1Q7oDracAt1iW9cgGC4Vc9G9h0Ej24QbELf8G8UBeQ5RrJiLeSCviQR6N3LQI8pJ12b8VBr55nYg3Ggsnxjch1RGvEYQBuxOS2ypHXkbXIISdWA3l1ghJ5lHE8MakwlIRg9iAhIcVe9uH9ZLiRvx6sl0fiV0beSyAt6zCAyQGykvXE29sebEXgfGmz9wgZ2n6zJlIbgGgBUNLH4jQs5G8XBlwOkIAWYB0ItnZ2/18RsAzsYi+nnTxOBghQFUiId/VQFanqiZgBPuUgoxg5CBoxa8/iDRHvn999xApeH9F/tY+Rrzo0Uh4W9uEgQQxzucC75iVVevsMdY5xavPR2aqjyH36OZFHnfV2fm5jyAh8QWIZ3ue7tdfBKKmz2xPjUYfWet07PN07bqBak7/bv900Fej+WuIdN0E5Jn5Bbh8j+6eeabP3NS5/LuoQs7n3b/wGIP49/GXtMpSFKUQaLIs61lFUVroI+ylMpB48+9DADuqZRvgkgHW0YA620DuR98EIHbsGN4FblIU5TnLstoVRSlCHI5PgacURbkFsXdHIrXNvxuDRrIPBsLGXOItq9gDuWEqYjAeQbzMePJifA6ov+cUI9yAPKyJ9BnSGKIIy3MM4oHuiHhmyUhyu8XezxnesoqFiBfksMf0VqC8dH23BbsUZVugOVBeaofCggAB/Ppq5CH+VSNUmw3bv0A/jBjaX5FofgXx1FKAs4DnMIKb+mcxEJJSrAP9zcBWYqCDYGgpGNrbiGEKAK9QUvww4nEfCpxu+swltrj3htdbmjDXU1Jch9zDjXW5Px8xkLcjOqMFALpfPxox4hNimqWwXimnTxRcNGSDQA1GsMOuG70UeBkj2H6GX38W8YrfRiYDQ96qrlHuyUz/5f3kpFpg++JrGq/vN/axSL7ofOQ5a7Wvwa+g+/UCYMEDiZ7l47q6DwKqMYIvIwIOA0L36/kIKewB02duqoxm0xCy1r80K9f9+qVAyPSZD/zLxx/E74LpM5/X/Tr8+exWHbhdUZQo8l6ajLy75iiKUrORvORv4RXgNDsc+yXyv94fzwFv2mHaRdhpEcuyGhVFmW+Tfd6x85IjgQV2GLgdONWyrMWKosxC2nXVISSiP4RBdms/eMsqbkS0UmP4Gak/jCCEHBUp4M+3l/8WWhADmYEYxghiQF+lL98XQWL+nYgx2RXpHPEGYtxixnE48oDuDzwTKC+N2mP+GGgMlJf+qrxO9+uPAi2mz/z7+oWGNhFY5+1+/iPkn+nHQHnpvyRbhqGdgYioX4URvGXA+kRhxZ6LeM1v2SUb/feTj1zrn4EdZqWm3DY9O3Ohvc0TwN2mz7x0gO0ykId/PkZw39855qsQMoEPI2jpfv1xxNBfYPrMhza98R+EoXW2qGpk72FDHjR95hUDfH8uYhyPxAi+BRtn9Op+/TLgH7nh8HsfVte8BDyznmn86/0qwGR/WmrjP7IyngPKTZ/5h9sT6X79OiDT9JlT7X0m/UaLs4H20QB0mD5zoDDgIAaxWWPQk2S9Qs4QJAcYayIaQur7Yv0SVfrybzHt1Y2hk75wRzp9Pf4UxEBWI4Yvtp8m4Ki4Po7feMsqzkaMZRiJ51+DUK5PQUK2lUgoATWhfjSOzgHHY7NI+2BoCZbFM2EcPycWP3ZMV/UZVyhq909sTNtTDOr0y3vPvePlyL4+YEKsV6aNWfZ4XtL9+iVAue7XTzB9ZnxJyBj66pnGAP1bOol6jRjKvEUe9/Q7MtNjRv1LRHpuYzPAFsST6hPuNrRMpJfmExjBzwY41oy4dRMXwtHzExN7p+bntPzKyBvacOTaT8cI/oKhnWkfbz+M4NK49bKALL2kuAqpUX3VrKwCeHV5gssBRNYbP0PbDwmPX4kRfBRDewMjuA5g/ydGTp5Z3/iAOSPnAf2q+v4NbV8Ftq9zOmdsVBquDyOAB3ytbZ8WhsN7/i0vZ5OSgpvACciEcCrCVpyMoW2HEdxk0+h+2INBUs8g/kPxP2Uk7ZKOexBjcxBy/mchSjQJSFhSo69OcVPYFOW+PwXbhRi1WMx9KBJSXIOEV5OBHm9ZxTGIR5mLkFhiDXqrAuWlX3rLZs8AS7Vv20pvWcXBwLnJWz62WHW1qlJb+xswgqFrrr701W+jWxwX6ajaKankngioL/XjYsQjFcjtstzDkVBlDn1KPNjd6B8GwPYYgLd0v75XXAPez7H7JALv6H69CFEgmmn6zN64fbUD7Wf49fMQb70T+Nz0mZ9u4nwshNwTj3EI0SoXUfXZFHI9kL13V1cTwiL2IsSpGPZHcqkLkPxfGOj+NNGj3fHYiHtXJrhuNX3mGiQsv8+WodDffk5IuA8h8jwHnLJbdw96d0/E9LjvQFjNpyPdO54EzJiBBMgPR9pH9ISsLlUZYpez3IN4uItNn1lJX+3tpmEEl2FopwEzD+rsetD0mRuX/ts0xtH3nvihUVUDE4ryp6/162fZbOPfg0eRSMpOv7XiIAaxueF/KtzqLav4B6J9+jriFeYjCe0X7FVieUMLiWkn0Ee0od868XnHCJs2mtBXigASdlXt7dYipR0/IYYB+livPcDwQHnpGpAGvqHWrSt71vgscNyI5EjHA2cEykuf+l0XgfVCCGcBZ6WOLOs2fWa7HRLdHcnn5QI9/an+3rKK1HiSz0DQ/foBueHwpbNX17YnW9a9eknxSoTsNDPG8tT9+t1Isf/hSK41aBuaDfDSHUWXDQ+FztmxJ9TugCMwgmt1vz4EaXEV69gxBsltXI0RnAnw6a15Y/bu6p670J1QcVZh/nm/2QTY0PRbM9LVZ9PTypF+iB/b45yvWlbS0kD1FOCL+K4Xc24veOHQjs4Jl+RmBz5KTrrZrKzqAnY5YGjhHXVO5w/AKznh8KtXNzafO7q7Z8WJRfnPvn/WssV2jelTSL/I6+3jpyJ50ucxgp9iaB6gRy8pnoAY7hNMn/nKJs9h4+d2MbAyFsr9jXWzkf+PhzYmwK5L3vVkYCvTZ/4ub1L367OAdNNnDqwVPIhBbMb4n/EkvWUVGYhI9c6IdzCfDcOAMdm4mBGMMaf6E25if7vilkX5bSPpQkK4IFJ1efY2RUiItyxuXR2pgyxDSkrWAJg+c5X3qpc+A8c4JFf5EhK6LPKWVUxAPLxjgBsD5aXd3rKK/RCP9PRAeelCAN2vb586kruBaabPbIBSvGUV6T+71UlOJXovwqS9E/F8R8efQMAz8SoMtgGO35hMnekzP8TQIkh5RqV9va5A8oYx4sgdSO7xc3v5UqSsZgPs0t19eUlvOM+S6xbrwVgBbK379TTbC81DCDhXATN1v74t+bmfJkajb3Wp6rH2GC4baKzrYQTNK2SQh/X7ZnVUURI3aINlY0xX9+M1DsdOPye4RD/XCJ4OPGfz4tMAjnxsxJLte3p27FaUm9Y6nYfpfn2tKc/TcdhC7LpfHznH6cgpCkfOQyZNn8YUj0x4Qffrc0yfuWk1INaTj0Ce6QbTZ/7DPrc/ooJTijxzTYjRHgjnATf8XgMJYPrMjYYpBjGIzR3/E0bSW1ZxDkKtz0CownsiXl0bkjOMzyH2Z6r+nt6EsXV6EO8z9vln+nKaQ+zvQF7sMe8zjBCFliLG42yklKTNHtOGxjeaPBoxsh8gLywvwvrKRMJ7ZyKe8leIRzgCER+IIQkxKmkA3rKKYuCnk0LXvfaK23gKMW5P0U+DU/frh7ztdB43NBxOA5y6X9/1jJbWF45ra//Ie03jGfY6SUCeaQTnrm9vJceuQWozAVFUwa6JtDvN/2JL1j2PMDb/BlDncBz6jdu9x3HtHX6MYBeGduMcp0M9pqjgloWrVsfIKW8hxJdYDrQOmNulqq8g+cyXMbTk/mQT3a+PRTz2s02fWYGhjQOKMYLP2ozQ24E7TJ/5FQNAu675Qw1GVPn1HPppsMZwQGfntNSo9eLnie4tkFyyghGcbtccNtr6sd8eOrToUbOyalcGEDT4PQbSxhPIc6cipTK/W3YrDs8j7N33NraCXUq0YmPfD2IQ/234rw+3essqhiBEmV+QfN8xiAHZkT6j9UfQ37OMD7v2RwTxMuNrKWciYc35CCFlz0B56fr2UbYCjhooLx2QtWiTjHoQtuhVSL3lPETfdSxSVvGBt6ziJsT7uixQXto70L7s/WmIsZgVKC99fMCVDK1QLyl+xWlZux3c0Tnk1ikra3W/PmHWmtoXtgn19jggDSMYskNxE5BQXOXGjtlv33sjjXSTkNzizxjBrTay7qtIKc4opG7yQ8Qjew4Jt/5aesvQjgVeaVLVSfsMG3LMHl1d8x5bW/+8XlK8HcIe9pk+8/WIoS1WYcfVTqd2+NDCsYhRN+zfy0yf2Yah3YEINhz1exoO6379ZST3vRUyKZsd3+tS9+upSJu0WabPXD+JsI3/GOCrgfRs47bf217vdsQLfAmZBJ5r+sx63a+PQOotrzF95ku/Nd5BDGIQv8Z/rSdpG5txyEtoAZKDa0Y8rnH9Vu9v+P4I+hvILntZN2KEXUjbqa3s4zgRNZaJgfLSc71lFUd4yyomAmWB8tIqe5szvWUV2wD+QHnpBqzEQHnpL/b5XY/kS3cAZhbScI6qRP++2sq9zT73Y4DsQHnpxZsafKC8NIi8yBn75LZntTocRwGnrC9MN7QDgA9mr6655aghhWW3TllZC2D6zBffvr3gy21DvbEaOpAXsoWERddj7U2ZV3+R6Dn72pysi0yf2T83dhmSs7wbydveCqD79QRAMX1mvHLHePomHMuAn2/NTF8yJBxueS85KWUjNSw1wLemO6FTtayj71vXcDRSc7kTdt9D3a+PPCA3e2FIUXb6LCnxQNNnvqb79dF7d3blfZaU+CVCTJqMGOftAIetlXoZQmS6wfSZrQMcexlSJtRq+sxn+n9pG943gfswtGMxgjHd3FMR0fypCHFnY7gSCRG/hEwYPgQ+isvBJiO1chvtajKIQQxi0/ivNZIIbT9WuL0GMZBvMEDuiz9mIH9rXTcS8kpBXuZBRMcz5nG2AtsGykuXecsqdrPHpCIv24MQUsR9AM7U7w7U/WV/A75uW1Z+CaIWMdYmzziQZs8/H6EuOOBO10Ont5J0yC49D09Gcq9j+e08aR8MrfAjhYdeSUlx3JKdmYWhddh5x0rgo5Le8Humz/wkfpPDL6/t7y1WILlUHzHGK5AajZ56UEen96bszD2At+wO9tsguU8/UnpzGjLB+CcSov0cCYVvuX7vRjBie4ZTEA/q0gtagjc2Ohyp92Skb+At6349w/SZzba26o77AFG/7k2wrA+BkC2d5wZOmhhse+q01taWUwrym/fq7GrH0LJNCYm/84SW+sndmRkv6H59tMM7tCnBsl7oUtV59thjLNjPian6bIiRSF73bGBjhfTpSCg+nhH9CcJ8nbORbWKYDGxt+syA/XkDwXvTZ35ta95uluEiu9vH3sALm+sYBzGI/8ouIN6yikyk3CJWWxcjvwxkIP9dRNkwf6ciNXtR5KUfEyGPGay8QHnpMvvvR+z124EDvVf9s9OV9cHWwM9gWZHuwhFdNSdWILkiDTEeDgBbkHwH4ND7Z0xvSFDC90VwPIaEHz8JlJe29qnvCLxlFTt7yyrGMAAmFeRt16moK0eFQneblVUPAT9jaA6M4EqM4AEYwbm6Xx+t+/WBpPdiKEWM8+UAGFrCJ7fmHT2pMO+xWWkpu4UU5TqAZlW9OQo3IlKArz6opbVNz8p4HBGPj01svmIA5ZxVTueNUdg3BKuuys7UE6JWh7c3/N1Xq1avbxmm+3Uf0KRLKQn2WK4yK6seVCUH7DinJfj+0N7eeqByRCi0IjscSUrASr57Xf1MRKN0FTD/rGDbdXYJyoERRZnQpao6YriXI57ceUgOeCB8hkyUNi46bgSfQBSZlmNo52BoiRjBKozgWXpJ8Ta6X5+p+/XkgTY1feaquB6dA2IzNz43IKHyPf5/D2QQg9gY/ms8SW9ZxQmI0WhDcn0HIeGuEANrqv4ZsOjzAmN1kFGEMOJEQnOxUJeKvHjjCRVZWQQjI9Wqi+ZFt70Oy1WiOjr3QUJ0zVY4LRTtzmsDHgmUl76MeI7ofn0MUJ46kinrmwobwcvyWN9QeWN4AyzNZoZu8PL8xuOeOW7YkHzg4vmrql9Ii1pu+kTc0f36OMTD+QcxI/hrvIwQid60P1+xT1f3jS+Hw9yVmXFQTEVmYmGelRq1oo+srXvJgsIXtNRjWxwO65qLAus1FU2fOWDR50V5OS8kWNYlP7kT7gCeejM1pcL0mf0l92Ks3KFxy/ZAvJYSYMuLm4MLd+zuabgyJ+ubY6fVbI2hqbVOJ27JQzowgsuQ/CcAH1StefmD5MTO8qzMB5CedYuRfOYGjYF3emrU+LNbWp/LikTKzMvW3Kn79Zmmz/x12YyhbYXU696AEazE0M5H1I9C9Ak7HId42OVIidDAMLQrgFyM4KZZvHHQ/frJSLTlKNNn/vJ7t/uTcTvCE/jDUmGDGMT/Ff4rjKS3rGIr5AXdnygzYLuifxGx2sZ4xJeDlCBGeaT9swMSzisEzkEKyPdFRAC2QPJFp37qnvpsstJzO0YwR/frxUBjT91R2aCsDdxytJ2P21A0x97/OESm7rvYQt2vZwJ5ps9c1n8DAMXVeKU7+8OHED3Ss/t9fS7S9SJ17LChF8bVNDqAS7yh3u/Gt7V/+VWiZ33IVffrFwDZps+8EdZ7LbfF7fOtoKqOWudwLka6cACw2uU6DkjPuK55EYZ22lO164qHX90YGGjMG8DQLpotzORivaR4KBBJiFqqPZYipFtLHcLqPROYrfv1LexyheMnFOaN+d7trnVY1nUXNbd8flJre8L8qjWLMbRtMIIROyF4Xf/DLrol9+Jto9E7T25td7yWkjL0J3fCcwgLeL28nn382v07u5KmtARda5yO0+y86p0bOZsDAV+Lqn6xt19/1BR2aghR1YlhCnCL6TN/S13nZMCLob2GEZz3G+vGkI88P6m/teJfBfs5HfBZHcQgNhf8x7JbvWUV6YjhOQlhIPqQUOQwNjRoFr+vjvHPwAIkVwZSG9iLeF7PIDnRS5CX6/72Ov6HXHdpo9UVq/NuWNVfggxvWcV1SAjzgEB56QYdHnS/nm/6zLX9lr2NdM4oMn3mOgzNB/z91NCV/nlRvTh5+O1XqgmN7wJvmT5zhu7Xd0HIMDdsrMmt7td3AL7xBVu/mNbUsgfiaVUA3+glxUsRYkiaWVnlALaUZs/amcAhiDaqSO0Z2vaIp/R3hNRUhREMY2g3ICUwe2IEBxQm95ZVHAhsE/BM3APpYLKFXlKcaNQ3zjiuveMkBfY7uqiABoc6t9Xh+NEek4rkCve1P9cjbca2QvKDf/PXrPtqdE9PJ7D/xuo+AV75R+FXR7d37DorNSV6W1bGiUtP/26D/KNdTvIZEir+ZnR39+wap7NxrdOZBext+sxfGy5Dc3zlcR92dn7ui5aivGj6zP6Tlt8PkeH7AJmYZWAEByIR/Qq6X3faIu5/Cex+nN8C35g+8+S/6jiDGMRfif/knOQZwF1IGO1iJEQZC6/Fn5fCX2sgW+nTZt3d/t2I9Bu8EynXmI0YBy9SihJF6vt+mtx76TG79zy4sfuwG9KtIq3/F/0NpA0/YgBi3TjygC3arcTjgLM6frlc/SJQfdGXgeprF5TnvYJ4k39ngA4h649TWbXSZVknfO1x+5BOFSuR8NhlSEh7B9uDvApYhqEdiBjqo5G61Bh2QQz+SfY1iOUeFyAElZsxtC8xtP6SfiC5yvuO7Jk+FSjCCNYBN36UnDSxS1FWAU1vrKk1Pqta0764suqCF9asXZIeiaxGjPnTyP1YhDwfFUh39L18hXl76SXFn+glxQdt7Pxrb8rMa3WotUcWFdxUnp2Z0d9A2uhF8s/ZQOtij6drrdM5F5mAzI9fUffru+p+/XK9pNg6qyDvE0tRviBed/ZfgRFsQkKnf/u9BhLWdzn5KxFTrhpwAjaIQfwn4D8u3Ootq9gZ6UH2EFIUfw6S91uH5DcO/IuHUI2EUGOGNw3xEjOQcG8H8tJ8Bwn99QTKS2MhtCrgXG9ZxZRAeWmvXarRCqwnX9i1b4tsXcx6JJ8aK8jHZmUmD9Q70PSZs+gjCoERvA1D+8c31pZpQHrqyLJWZ6V1VwJ4YZPS/gAAIABJREFUapyOnRD1oZdNn/krRZmoob3VqKrbpUPR29U1b+Rf2/QKQi4pQlovvWv6zHjC0oeIQf9hz+IhS4vDvYtePHd5bdxYnsTQPrs6O7PggpbgIUXhyFx7+RwMbaQlQgrKmfm55z1uaE4HhDGCd9lbn56Q/eHEQM77ufiCy3S/ru7e1Z20a1f3l2OHDbk/rCges7LqPRXWqHDEqFBo7wubW57Ve0KvbxvqfRSoeDotNXx7Vsabps+cZO9zvu7Xd0WMdQN9/T43QI+i3HJGsO2o1U5nxrXn/Lg+FGs3hP7ZniC0IPe+xqysmo+QerYEugfwUMuQXGOF6TN/4M96Xo3g23/Kfv5E2EZ41//f4xjEIP4d/EeFW71lFQqiBnMa0sfvDsRrbECo9LE6xH+15jEeA9VOtiFMxNjkogGpu1yBlDT8iHha4xAJtkmI8Q4C4wPlpd8OcE5LkbzQDp6iZ45xpX3/NDDD9JlX/3TddgfmKc3l6UrHJJtIElOouQzx4H6l0BIPO9xlmT4zbOcrV43r7Ipe0tQya3J+TtmHZy3bKOuy4aaMz1c7nGN6VIVvPO6v789I3w0hDn1i+syltrrOq0joNqaeU2T6zDW6X29FvLfrgOfi2z7pfr0OMUi7mj5z0fZPjbrsm0D1bbYmoHpiYT7P16xtSoBOjOBQO0+7eM/Orqw76xp6ky3rCL2kuPf2uoYPD+3oVI4vzGe5O2Ge6TOl7ZihJV6TnfnY9Q1Np7Sp6vLMaHQvxHN9DSO4gTi47tfd9jlU2MatByO44TU1tOL5iZ6bmlT1qSM7Or/HCNbt8NSo49Oj0X82ORwX/qpHoqE5kbDudsBcjOD+8V/b57OD6TPfZGMwNNerKcmF1+dkhUyfWbvR9f4k2PfS/QfUfQYxiP8Z/Md4kt6yilwkLOVEQpl3xX2t8eefy0CGNhUxnjFkIvm1VYiRHI7kppLtsU5EPMUSe4wD4SNZ35rVveaUAxxJM+apzvazdL8+5O/pwexJrR07I3m0Zd6yCiVlG+ePihpehHivAOh+/SoklDgXydmdZcuHfYt4trsg3m3Hp0mJGZ8mJU43feavDKTu11+0192W4iF7I+SXv9nnsA9S2P5P3a9PQYhSuyGTAHS/fgzwml12sSuSu3waIdzGd+J4FIkE/IKhecfk5UyLgNqlKB2NTseKblV5ea3T+XJxOBwTEYgAwYxo9Du3Ze0wNzFxCPDEI+lpH3/lcRckWVbVN5VVYzC0Kdj9OA/t6DxnblLi8C8SPRkvpaUWmZVVBfZ9YmF57tgVLtfqiZetWWX6zB7dr09HJja/AC0YWvEGajpGsOrSmdut+nzV6jkISWrnt1bXji0Kh3k5NaVD9+sn2NflDeBiUxRydAxtd2CN7tcPBgKmz1wOYPrMKt2v1+t+/XDEGx+ohdSTpe0dE+/P0Lp1v54Xixrofn1LRCh8kf35CmC5+e80Uxa8B4zQ/XrBBl1ZBjGIQfznGElgayS82kKfcYqVdmxMFu7PRHz3j3X2WJzIS/8eRHbsR4SY83SgvPRO4E5vWcWhSEnEEG9ZxQfIC2k2kpO8NlBeeinAVrdePQvLmaA4OlN6W0bnqZ6a8bdlkfh+cuKUp89bMdsew0ftP00fAmwdKC+NN9bHIgY6EekechXy4l8CdNotl8oQo3YK8IPu13dGlH8eBC41feaLiOFtAKL2y/sx3a+fdnJrW+6Yru77Ls3NJqIo7yIh7nH2tYjV8P2EGPylps/8Sffr1yPh7511v77Y9Jkdul/fApFmk+a/hvbqw+vq887Ly+mudjmTV7tc75g+cwNpOdNnrsHQKoB2jOC+F0md5k6rXK6Pfna5Hh0VCq10SB1iF1KQr+3V1f10naJk/z032wFsgxH8RvfrX2z96DbJ/+zuGbVjd4+FoeXqJcUpCLnnDewu6Ujd4/rGy7pfd6Cql81KSwme0tr+KMDQcPh9YIeT2to/nJ6deTDCFJ2MiEAIW9MIfqmLruu7SN/PfeJOaypCYppIXweaeMxb43Lu0K2oi9gwn/cKMNKWs0sAbkZyrf+ukXwX0Rn+q3OUgxjEfxz+I4ykt6xCR4zivogxuAhh8037PxpCrKwg1og5RhD6BMnDfYvkKm9FyDrxNP4g4k1ZCMmoFzGkhUiIGABP/uxygN6W0XO6a098UnG2fpuy1Yz0JR7P8rh9rQA6+xlIkNINNxIOvg7o1v36C8CDps/8TPfrlyMydY8D9WmRyJqDOrpmvJKWMhTIVyxrAoZ2ointmzYo7DZ95t4Y2jsROCQtGqXZ4ahEJgZR+3o4dL9+jOkzX7fHEdtuuV0+chewp+7Xg0g/wR11v54NDDXhFgXmfJno+TmqKIcCD2Joil5SvDPQsr4GVHJ4LcBVps/sBi7C0FZYEOpQlAswgqvWD9jQ3gN+zLUs9ZTWtoXTLl4Vy9FWrXY5E1Y7HTlOy3KfUph/FsI8vtm+jyuRPPPH/c4/ovv1HcuzMjtP+dsaaedlBN/BFmw34Yln7yxafGtWZkb/0htbP/VC4sp0AA7q6Hxnpcs57JeEhA8YCEbwkS3gkV8lioXANNSW6uv55pacO/Se0LkY2ohfhYn/AEyfedO/uu0gBvHfjs0+J+ktq4g1KLaAnwLlpdvZyysRtmgM/47+6kDotfcX81xV+kpLWhHCTi/iOVQhjM4yxCjORco8rka8kilI8fkxbkIcrn75wGvRvS/qb+xs78voqp5UnpD98WGOxNWtiLzboli4rj90v64Bs8a3ti24rrF5W2CaXlI8HHnZ32xWVj0QhZtfSk15bcJlayQPZmh3A5ecn5fTMD8pccLYzq7FD66rX7bC5YqcMKTgeNNnbliKYWgZd2do+zyRro2gr82Val8DC+g2fWa+ve5w4N0IzNixpHg2cKJiWaf9rallh4xo9JFrcrKqkJxkGbCPGd9Q2dAmR+GeiYV5qtuy2rVI9O6Pk5NmmZVVtUAUI9iKoT3XpCjbWwr5WVEr+3OP5+HzCnI/Mn3mywBf3pLz5O49oTPs+zJ2g56Y0jOzUC8pfhYRFsiL7zVp97nUEEbmPJsIFfvueaDX9Jkb5DU7b0i/LMmy/rEswXXJyFDvrFgDZVtyLWhWVkWQDi8fYATPt8fxOaIDmx2ne/vHYGiHIJOHw5ESlsHOHIMYxF+A/wRPci0SxsoBPrHFwJ+lLzQUazn1ZxrIWiSEprBhmykV8WhjJRkupPfjQUjIb2dESu0ZhO3qRaj5qUh5xtpy12PjjnXMn3IXD70KwY/6HfdDYP/Eoc8cjhji5Ksbmp7bp7OrDUPL00uKPUBWnIcFYsD3KwpHtkLKYJ4zfeZs3a+PQliWR6lwRoeqHqD79XEF4XDhNYked5XT2bXE484EOucnJU55Pi2leXR3z4jccPh03a+3AG8jntYoSorvMSurtKnNwVPPzM911Did323R27vqs6TEBiRUtz6v9l1CQsY2odCQuzLTHwV+MH3mg/47h7x2WmvbKgVGX5OT9ShSL/oeUKP79UMRUe4Q0Lja6VR6UXi2dp32S4Lr+o+Tk8boJcVvAY/h1xOWwIkZluVULFjtdFxxUX7OFcC5ul+fDaQn5ueecUR7x7LrGpt3wgj29COl3ASU3V7XcPzludk3xAyk7tfPReprz8uIRDruXVef+W5y0lG6X38lrkxCzwmHJVcpBmoJRrDuaS3VsUN3CL2n+2Ykf+u1Jy7LkVzsMfYzEy/U/hKwOGYgbY/7IIQU1cXvwwNI/ad7UzWegxjEIP49bPZ1koHy0t5AeelUxGt7GHk5xNc+xn7/mS+KZvrUe0L2sXuQcOdtSO1bBfADcFSgvLTO1lJdDFwATAeORwrqpwF/D5SXXnegd+oPnrQlW61T1TnEauMMzYOh7Qlg+sx54zq7Gg9r79ARIsnownD4h8xopOGYovxRwJJzWoI/tt+QHi/fVgnseW+GtsWkgrxPMYKz7eXfA6peUlxUkZx00v0ZmgvY4qTWtpPHdXUfvzjR09Opqo0IC/XIrHB0eHFvmCjKmfbY85Fc62TgliZVHW7B8BaHevH0hsbD7l1XPzktEjnT9JnzzcqqIgztrt1nbnfOyUX5X40uKS5/Pi11xYXNLRkAvr+trm1R1Z0OGFroQbzscxHP+30kbGl7WMGXSocWHrLcnXD8Eo/7zvmJnnuBak8kcq+vpXWGYlnLJhbkO59LTVle5XS+NCQcuSekKEsRI5Rk+sx1Xap6/mEdnXJvDG0YkhetsZmsnwFvH9rR+bnpM+MnKDcgBs6TFo32jAj1KnnhSDGS60X368VntLRmfFRdsz2GdiFS13kbwAMZ6XeeW5D78AtpaValyxnLHbcjE6V/YgQ7MYKjMIKXrD+aEbwbI3hh3PFPtK/D1IEfxzgYWprd+3IicNiggRzEIP5abHZG0ltWMcRbVlFus1ljy1KQcgoFyeNNp080OvaS+LM8ye8RQosDuT6xdlduJBR3EfJS+xjYLVBeGt/66UdgQqC8dLndD7ILIdF8DXBqsG2nwzo6XWtcroV2ATj29/MxtMMAJjcHD7utvlE5oq3jceChKfm5+7mvD27xS0LC8cCw49vaO5It62S75yAg3R6iinLiNx53n36doR11TUPT1cA9ZbnZ48OKUmz6zON7FWXfDkW5/s66hiLTZ+aaPnP5Ie0dTxzc2en42eWkwekIAzXT6xsvO6ijsyU5Gq1IiFrH7jNsyGGjvUMfWZGQkPtiaoqy2OOeHVKUXTC0fESAfeqN9Y1Ddunq/hF45ZtA9YvntbS+jaHtq/v1/S/Iz3FmRqLFe3R15ywKVFkXNLe8N6G1DYdlRYBLdL+ejKFdbFZWHW76zDd27e75eniod8FDtesmLqhaY01rbrn0hNa24mWehJZbszO3Kh1aOE4vKdaRiUhRrHzB9JmPuC0rKSIRgASEzKMCIYzgOxjBI4C6qKGdiaFtrfv1RIQA1gCwyuXy7D+0aPadmekGMEf36yqwyHQn5Aeczlokr/o2dlcP02eGz2xpbU+JRt0X5uU8i6GpM2vXPXBoe0cEyQFvAN2vl8T97bb//ABpFfayPWk6EUNL3MjzOR3Joboxgh9uZJ1BDGIQfxI2x3DreETSzektqzga6RIwHSGFjEJCr9OQF5vFhrnIfyUv+QsitHwvEsLdFngWovNBeajf7nIRUs55CEFmNXbxvresYhfEcP8Qt34K4pGlAOzb1TUZeH10T887ceu8Zq+zEGBFguvkVlXd6q3U5EX95MymA3PbFPU6hcgYhAS0ANbnv0qREG1M53PmiW3t0enZmc8jXsd7wGPnt7QOBeZhBDsBdnxq1LOfNjSe0qiqzEtKehsJEy84ur1j7lHtHenNqjpundPBiUUFO4YVJQng3ZTkN95NST7RrKzayR7DD0DzIZ1dVx/Y2dW8Y0nxzbNSU+bs1dW14JLcnEOAspNb2xuPau/IuiY7ky5F7Zzc0toCeLsUZekbqSk68IIFhQpsg6E9CTy3c3dPV4plJfaAtc7hYK/unr1e1rgW2M++ZrealVUHAftgaB9jBFt1v+6kMP9c+14sAU7Ztqcne3lCwhlI+ykWetz77trd88Sc5KQo4kG+D3w7o65BPbyjs8whBms5IgYQ1f367EWJnjXecPhmoKkXVowuKb4evz4T+Ojr5paCBEjIjUSSH9fSjjw72Hpes6oyJyV5BkLowr5Pk4EHdb9+PJJG+ET36x3ATabPvBQAQ5uMMI4vAmL1pwXALnZt5bNIhOPfU+kZxCAG8buwORrJhxGizhBEteRypAZxPBIa/BZhlIJYsHgr9lsGcmMCAacgAtMjkHxjPihlqmdVJBpO7yWc/oR9zGokr7U9Iun2OoC3rGK3fdSlXxjOp5RmUv8u9goC5aXvEN+BxAjGJOqIW7aEOAXzY6fVvK779alAm+7XL40V6ps+s13361nX5GSNOaSjs82vpY6YZxtJe3sf0oA3z172GnC6v2Zdra8w7yHg/d1mbvfuF3CQCtUY2nC9pDgLRdmxIiUlutbp4Ml07RDE6/raghYL1E8SPaldqhpGws3ZSLeTU02fGbI7WSiIQVkJ7FLjcJinBVuPnJ6d+RlSknI5cEXA5cx7Pylx0jFtHd+kRKOJwNWPa2m7zUlO2gHxtI/cp7io+t3qmqWJljUPODOkKBMsyzo4Aq2z0lI+mNocLLLvUQQxgldWO50Th4bDzyAlFVfbwgmTEdnCPQ/o6NzrjrqGaU9pqZbu1180fWbnJbk5i49pb68dEupNf626ZuKW4fCedq/Kw+z9FljwQYNDfSXH0BaZcAVGsBFDSwW+vDdD2xbYcf+OzvZuRXlm3+Ihzusbm8ZPy82+Edhd7+mZMjcpcZ3pM9cbSIAhvb1LuxT1/Uan4zv7Oq+Iu18xvIIwn/8Zt+xWYJLu13c1jeBXSBuxQQxiEP8H2GzZrd6yiisRybAJCIsv1pW+nY0X5m8MFn11dPH1lTHESjtAZulBIANH+wNEUqYAxwTKS9+wx/UB4tUOCZSXrrGXbTveMfeTcudjmQ7FOnAbbcL8hMzPzwo17z6/Z+2xDKS0szHofn0YMkloAyaZPvONnZ4adeIHq9ZekWL1LlqY6Nk1BDtsG+qtzY9ExuolxZcg2qtLgTdNn/kRhpZoQXsI1FuzMpZdd1FgWzu0V7mksirfCcpCd8LDZxbmn48Y+oOB7rxwWJnSHMx4OTXl8727ul79ISHhsrnJSfXjW9vevqqxeerNmRnugkikZ3xb+/kTCvNH1jsd7Z+sWu0GJiVZ1kkOycmu6FHIujo767VD2jveX+F2ux5OT9vFUpSFwJ4Prq07frfubuXwIYVldU7ntYiC0tuAf0hv7xbP1K5r7kHRZqcm18/U0i45vzl4zYS29u0TLOtbJ2zfCXcEHY65+ZHIo2FoP3ho4S+ntLYf2qtwxIMZ6TVIKPJSYCawnVlZta5NVWZ/6XZ/cmBX9+OIR56PlGXE2nGdppcUH3VtQ9O48W3tC6blZN18REfnV82K2n1cR4cHmIoRvAdD2xlY1KSqrfsMGzLn28qq0REYPto7tNNSlJ0Obu8o/SQpMbdHVa/u34pM9+u7+mvWfrh9Twgn5Mc8+d94DsYjyj0PIcSe2waL/QcxiP9bbI6eZAw1iIeyGFFvSUC8lpiBjJVj9NInJlCF1DAqyMtyT/s7hQ0NZDNSBN9l7yMR8U4sRCXmJqCASMpiYFagvDReMcYA3ogZSIBAeekPUJqD8ahaEn7gTasuebZL+zqlt2XXAFDsLasojl//VzC0Q5GSiLO/UJTGPbxDpwFfmj5znu7Xs6Ito2d1Rj4HpTtxr662LSwZf66RlTkJEVkY4bSszsJwOIKhuZFWWHeX5WYnfJCc9K4tOOoAnOscDqsoElG26A1r9jVKmRhsc0xuCX6VHo0+Azy3xunc+sGM9Bn2NV92XWPzi12Kct75LcGWvGg0H3jq1vqGyKTC/Oon09O+vag5OOyNlOTS63KyVm7b0/PhJU0t46fXN05yw4SDurpdTaoamaWlHg0UXpCXgxMqworyMBLePhBpXvz+Y2vrbsyORJ/uVBROD7YV1Dkc+yaAudewIY4TWtuqrmpqKUqC6qRIZDRQsM7h6MqIRLYIquo7T6Wn/YI8zy1Al1lZtYVeUrxSLynea0ll1U0HdnW/GYYpDkhU5Dn5BxJBWIKE9A8f2RNKBA68pqHpvnHeoYu0SOTz4zo6TPr0cL8H3s2MRueYPvNuDO1gJ2R8e/p3szC0sUhN6C0xMo3u17Ps/b8IfP5pUmJKRjS6oKQ3HM90jT0DebHyERsfA0XIs3ul6TNv3ujzM4hBDOIvw2ZH3IkhUF7qD5SXbo+E+BLpC61+haiQLLVXjc2sw0goUEEM6D7AkYgKDPR1nogp5iQgHmQyYkDWAicHPBPPWe4+7eSD1EXXA6f1M5AEykvnBcpL7xtozN7u50eqidWHqO46l2W5LkIK1e+1j7cp7GiJgs0TyZa1yqys8piVVRO9ZRVFD9bWP/Zx69u8au3aWGNlvQa4e2HK7sOGVL6SlnITMK2iumbFW9U1pc/VrPtgYkHedGC8AsOOa2sf+0Z1zcMY2upFgarDgJqJRfnqAo+nJSsanWn6zH2BQy9rav4kPRrd9/WUpPnn5ueYj6entWAXywM1eklx622ZGRl50Wj+alVd1qYo0VE9Icf0uoZFQVWdO6646PbrcrLeAmp/cLsnpUUtlwo1ii0deFZLsDo9Eik8vrWt8+DOruawotx+bFv7sgfX1nWf2dyy+xWNTSqwYMg1Tc8AI5Is6+JEy+L6xuYtT21tO+WQjs6RL2hppXpJ8TC9pPg+7DBztcs5+866xtWXNbcclh2OLENCztealVVpwIrzm4NPAXPKszK2BiLdCsm3ZmYon3jc84EhGMF0jOB+GMGo6TNP/sXlPF+B5J/cCbcBp88784dLMIKPYwSlabIR7PZ2P39Eh6Ic33pj+scYwfcwgjEDugIJkcYLBFjIxCxk+szXn0jXtJKrG8diBDeUojO0E4G1GNqpcUvvRFi3W22k48uAsIUaBjGIQfxJ2Ow8SW9ZhYZQ7D9FXjhz2NCYL0ZUd85AdEbvRwxfC33SX3VIrucU5MW5DPG+OhAj+hZCUMlDvMapSB7oXGBpghKecZLj4+j70V1KvGUVIwLlpQN2fNf9uhepg3vIVkF5MNK2vSNx2MNnfX/WAv9A22BoKnDLQo+75syCPB34h+Iduk16NModdQ0/7Nrd07DK4bgoJ2JluQifF+zxNuZYyzjH8Xbr7iXFywp7C6trXM6eklDv1vVOls5btboU2LNNVUNrnA7H+Lb2i48uyl/xxpq1k9Iikcb8cNgNhNwWCcCUJodj7rkFuanAZSa8b/rMCIa2DeCZ5/F8tSAxMRdgi1Bv3oTWNp7RUnuqXa4rQliLgdGplrXNQ+maf1xn57CjOzpPGBUKnTA3KfHGN6trtj5mSIEZUZRtTy7KT3BFowt36e7e89F1DeRFo8Pera7BbVlJPYrS8V5yUudljc0r0yxrm+LecGdOJOJ5NTXlad2vqwfmZgfvqmu4vhe+nliYt/LuuoY75id6hiCttz4DRh08tPDnyxubWeVyfTmmu/WO5S7Xfg1Ox1T7PjqfTkuduHN3T/UHyYk7AG/OSkv1X9PY/MbFeblnLkz0nHtZU/MxSJQhXn5uDLnZ97za3R0KuFzVDsv6Tvfrp5g+83lbBu6FcMfwL+HsK1YoOZ7ehOCG7S2kfdf4+EW2Pu7WcZ/bBnwm+moqf4xb9/6NPHO7IbW3l9jlP/HfjQU+0/36lWZl1e3ADnbOexCDGMS/iM3Rk0xHGKbnIrWIXwM3IkYTwBkoL80OlJcuRQS4YyUasVZHFmIEX0HCoquRWrldkJq/TqS11kGIeszDSCi2HTjdVi45bF5UPxQpzt9UM9ypiLcU6/RQBtbZyya/6cfQLq+/KePzPZ/cbr1Ci7es4sg9uu+fa1lclhuOTAHOAm60FOX0Zofj5zML8p7TS4prJhQVpJUWDF/Xi/OdaRlbNx0ypIAL8nOvAc6ocTmHjurumfT6mlqer1nbUuly7d8JzuML8xNyw5HWY9o7EpIj0aBeUrzk0rycmYniQX2vlxS/PKO+YfvdurojyH3fJe48fgTYq6s7OyFqcUN9Q/TVNbWpJ7e1c2h7x35jOjvP+yQ5acRKh4MUy1Ivb245Y4+eUFEr1D6iaUxsbZ/mDYefObSjMwdwKJZ10zuraw+5uDm40yqns/HdRM+8FQmunxocjqfvzNA+Pqe55ctUyypVoPVLj/vDK3My1XGdXfs/V7P2+x9druqwjG+75QkJ5x86tOiMZofjBMQj+xEI7tLVPfJpLa3qnsz0d5tUtX5YuHfC4e0dCchEacXtmenPzUlOSk+MWlsh4gtNekmxtjDRcyHwpEvKONZ357j4weF7n9za9nlyNNqwxOO5+ZKmlpe+DlRbH1atPrjnBm3u1KaW7YADVXfdVNW91n2C0/fCmQV502C9EAD234W6Xz/VLhv5/TCC32AEx2EEF8Xt6xjdr88YYF9jkQiJaYvJx2MNYmy/JabyZGgT/tBY/ttgaFdgaPUYmvf/91AG8Z+JzcpIessqJiAhUx9inL5BOkocjBS2g9Qr4i2rSEQM4Xv28oXA6Yg3WY0IfTfa3xlIXZsPedHuifR5nBYoL61BlEu2tv8GIzjnqcihSxHlnZmyTEvA0M7F0NbXbyJebD3S1YJAeemC1JFXXq779Y+A3ZOi1u7Ak7qIcgOMXkvm2Hsjx54aUpR9gb2QEoRrEWr/q8CF7Q7V2eDpOSFQXnqE0fvhB2+trrVuq2vYH5tctM7pfOXVlGSe1NJSfkhwzSnLza6sczlZ51AjFjCjoamwrLEpv1VVw4+mp518+JDC0UD5QR1dd91W1+Derqen9+KmlsyDHx95y8qbs5YijNtTa1zOPS5oCS45rr1TVYBmReH8llbvI+sayO8NJy3zuK24B2YbRVHOfic1ed6rqcmJy10uJgbbilTLOtoXbHvfYVkdPyUkJB4xtDDrirycEf9MTfnhiCEF7cXhyIkXt7Qq3YpS3wvJJ7R3HHlzfdPPU5uDKdv3hEbs0d3zU4eqvFDvcCyKKgqIotDsS5pa7jErq7b/KlA1aUZDE8/Urltp+swf3khJutdlsdNVjU21SA5vcklvuPKy5pbUKS3BMNLkGST3qSVFo2PtZ2S9XN1t9Y37XNXYzO11DbNNn3nj8e0dix2wrFVVh7st9ikI914CbKM62z5J3uKeD36+6ppJps+8W/frWwOtul+/xt7V1YiIwH6xfet+PUX363N1v3653XD595YoXYCUQvUPn96NsJib2VDFB9NnBkyfuY/pM99BcpovIgpQvxu6X8/U/fo1ul/Psz8X/JHtN0N0IxPggbqtDGK6yR8CAAAgAElEQVQQv4nNLdxag3h9qwPlpYu8ZRUfIR0algbKS1/1llXsSKzLgsihjUUMfSeS+7sIaUsVspetBAiUl76HbUy9ZRWrkLDYDMSQEigvrfGWVSTFDyRQXlrnLauYhzRJviXgYS/gEURq7ip7tbVIEXr8y2ol4BrtHZqYGYlc1+ZQvzZ9Zrfu13dOGaHObv9xxoOXTH+qHjnRWCPlr4G3Hl5bpwzvCdVainJ8QSQyEkNbPUHCzefkRqNn7NbVPearRE9RvdORd0NOVggYfVVj8857d3X3jEtO+tTIzrz/qqaW5wvCkdRTWtu1lS5XySPp2pheRWnJC4eVOcmJj7+bnHz2xU0t7j27e1jqTrioqDecjORqvz6rpTW1wenY6cXUZOuJdC30XnWN2wK1U4GXa9dhZGUoz6el/NykqsM1y6r73u3+Cdi92uWas86h7r9NqFeZW7Xm83+mplRnR6PJXyV6QkDCKa1t2Vc0tRybEY5En9ZSSYlG3ziuvePEHb1DV+zb2VUcVmi+f13DfUDj9Y1NXwI7R1TrlxfXrN1tTnKS61kt9fWzg63bASMTLSLASQGnM+A1tOIz4MguCKdGrSKzsqoXI/ih7tfLLszLfqnS5Qoh7aomIAo50WlNzasQYtM0DO1YjOCym7Iy3hoSDk94Nznpnb0BWyx8u/FPjRq9IFC9cOfu0ElI15ddgcbuG9JHeSyrkpLi2DMWyxnePa2xOX1CW9u2iMQgSJRiNFJadBtCGhq2/mkxNA8S0XgTIzgn7jk6DSgwK6s6MbRkjGAHgM2anaP79R3t/Q4MI/gdcPJGv984jkdSEJ26X48Cd+l+/WDTZ77/G9ttnjCC99A3wR7EIP4wNisjGSgv/RTYIe5zM0JoiX1eGrf6+wiVvxgh6rQghrMIMZDRQHlp1QCHmWKve21sgbes4nzgAW9ZxX72GGL4BCENtSKh36lIH0VAaheR0HA8jgR6ehXFsc7pbImxEnPD4Q/qnM7uQHnpQDPzsYDarSikWlZ2YjT6OcASd8JnCz2e5EmtbWcnWtbqrxI9SUiY8EL7nJXLc7Os1Eg0wWFZ101vbJ6+RajXeU5+7oqtQ73p1zY2H5kbiXB/RjpP1tadmhuJZNyQneW6saGxNwzOT5KTolfmZHJnfVNuNxzkgobEqMXj6Vpkv44ut+1NRrpVZXVSJDrs0qbm6MoE97u+wrwTV4uwwuPIDL11udvt3ru7hxZVra5zqE31qprwt6aWdm9PaN05rW1DgNRxXV3tmdHo94Xh8E16STHAp+e0BMd7e8MjkZywH/jBgqFaNJqaEgpR5XIo19eHjkJe3jdjBN/X/foNwDOJ0ejOX61abTyvpea9mJY6Yq3TmYIo6Hz6SVJSFjKB2nmn7u4rr2xsbp2RldnyTFram+PbOhKQidL2wLLZqSlFSKnFMYhsHgBLTv9ucdjQjr0vQ5uMTI5eOqS942ePZZnLElyfmj5zH0DX/fp43a+/Afh8rW172Pu5z35G6myvbBTSFivQ794PQ7zGNGRCFMP79nNXgDzPo/ptdwtwju7X9zR95gL+PDyLeF+vIVrEH2FPNgcxiP9FbM51kp8CaqC8dK9/YdtRiOdYFigvfXoj6yQCSqC8tNNbVnEYwkQ9JVBeumyg9TcKQ3sKWIkRvDG26O57iq9d7XQe/W5KchZQalZWHQLc+XB62ozzp1ZfbW+3I2Lg6/WSYg15gaaXtrVXz2hoGqpA/TOpKetOa2sfFYEfHUZwpO7Xf0IEFlYhpS4f7tPZtf/96+pdt2em97aoqvPo9o76i/JyHB7LyiprbI6+lJrSsSjRM/+fq2vHJFpRrXRo0bLtenqKh/X2Jm3fE+qdk5TkemZtnfJJoid8RW72ax2qOr6kp5fZNbWsUxXyohYvpKYEeyE8vr0jq8bp4JghhQDhot7wz/t1dg6blZb6y1ah0Kgb65tY6HGzfSjUqfeEkgAa4IUcOC4M4YDTkbxlOMLbSUnWqFCodk5yYuFxbR29GdGoa25S4vwDOrvGRmCZA0bGruVit/uXHXp6PnfApGuyM1vfSE2J1TZeBBxn+swa3a8/jpC0tgLmAarpM4sBJjy69SXb9ITuvqGxmSe11Bfvysz4GHjsneo126x0uSZvFeqdW3Bt02u6X69GDL9ngBrHJCQN8FVJqPee81uC/2xxqHdPbG0HmHTIkMKPa1zO04HdzMqqTsTw/YQQww4FZmAEe+377hiA3bojUIkRDMYd83Wg3aysakOUfy6N3+SUR7be57b6huczI9H7E69vuWXTD+kgBjGIfxWblSfZD0H6xMs3CW9ZhYrkGRcEyktjXUE8bLoZ80LAZRvUTwPlpRsPXcVB9+s6Im5wq1lZFUbykT8h5CIApjQHz48oSuG7KckWUte5BPjo/JbWJ+N29TEiV2c5LevjsKK4gWhUUZaosvzWE9s7HBaUO2DEWQ9v+T2JicOB802f+VjwxozjkqLRh/6Rof08z+MeqVhwaXOLcmVOVrRTVXM7gQfTNXVoOJy6d2cXw3t7e4Kq2guM6FUUZa/Obo7s6ExY5HYzLSer46j2jnun1zWeOay3l6BDMo8pFtZcj2eR3t39UkRRb53ncVPncPDq6hruzsxwjunq3vLU1jZnRiQ66r7MdOuEIQXfXtjcUmAmJOS2KEp0ndMZ/SrRc8Lt9Y2ubkV54KSigmNLOzpzqp3OlIPX1uVNbG3vSrasxHkeT+8tmel7LnK7Q2sdavvoUKj3w6QkV14kYv2QkOB8c03t1XOSk5pmpySfgrCTw/Y1r9D9+otIdOBy02c2b//UqJn+2nXHYmjXdSnK6hct624Lwj0Kr92VmTEBES0/6diigl2+WLU6rd7hmKD79fcR4tfK/gYSwPSZnQ03ZZx8U1bmjI+Sk/55RW52kekzOzC06UBCViTyZY3LeRZC/LoYQ5uDhFnfByaW5WQ5v39sxD6z19SOViAJQzsSI1ix/gBGcL3EnO7XhyATvHtMn/kIG8Fztet+RMqXijf5wA5iEIP4t7DZGslAeemRf2D10xFZuQuAh+ywbOZvbDMXOf9XgTHesophgfLSjt9xrCmIduvHGMFPMbQtkRzoerjg9FmpKYcCM02fGWu4O/f1fxROWX13cd0jGVrOQkX5u8eytgWW2ZqodcDfbmpo3BE4oEtRdjmpMH/Ky2tqzS5VffuW+qZtDygusmbUN5gY2qnNTsdYt0XWBc3BXJeidKVHLdMdtXZzWDhclsV23T2tD62r706xrNxZ0T0Pdar1ZEWj7NXZFZ3a3BLZKtTrbFBV7qxv5IcEV9XQ3vD/a++84+Qo6z/+fmZm+93N9ctdkksuhBJgKaH3GpCq0qtHR5SqokhzACmGpnREgUMUEFFAOkjvPQydkHKp12/utk95fn88u0koB4KC6G/er1ded7c788zszma/822f72E1UrZIICgPh0pIKbYuFDZA5eKWqTdI4Lujmduej8eaA9jmMGeEJt8XD6aS+hHDI0064IP2YSTQ3olF/wTMvrLW9JJSdjyZSJy9x+joCR6Yf6tKjsYQCR8iPYbx4dHOSKooRMuZjfWP9hl6xyuJ+MPAL9Md7SutUSyecFFv/8tb5PMPbTi5/VYh5VZSCNHieetc1tO3y+ol92hgaJWSe926xdJxHnzryHHN087qH+hfyfXe0iT3l1+CfpAzspcOg6c0NTyY1bTKPND7WJ5H/AjprvSGT0vu+1XfABukknehwpFgOacDp9td6Urx2BPln79GFZh1ATfdW5Xas9Hz13dhKKpCp0OMTRxl+JYViJULhPrLLSWUj92DZTYt81BDQkK+Er6xRvIL8iiqCvWfLi6Yd8EuxwJMPuXeM1Hf+59UQfkUnpm/wBOS7mopX013pfeho30H4ExbffkpLOfhg+DhFTvDt7x+9Rsfz2Q7Z0cM99o6M7LB5Il7vTa3+ylDVaxet8yDsczXgO6ElPtFpNz4irracw5zHFwEba4XrFEs/QUYP9nzuTeZwBei8K1sLjHFdfWNJk8EaDqzf7Bv79FME1DzcLyGX2b2YmP9DdplhrwQXGuaxma5HDvm1CmvWnKnHd/SWPjRwLCc6nmiBLyciMsn4nFx1PAwMQSzolFWLxZpQLly2+Tyk7fO5TfSUEnJ72aytHnemj2aRioIMAFdBm+dOTB0wAPJRO8Jw07jnplsriDETquXSqYGbJYvjkzwPF2Hul2y2cZXYvEYgtGre/q2H9C0oetra2bfbNYcA8zbazQjd8jl1y9Cz+HDzo8Od0a2/nsqlXs/Gu1fveRuAeyzyQ1rFDKx6Pn7t7bs5uiav3Uuf/2IpvUCM6Z3tDehcr9/OHbI2bUoSN1gmjPurYrdU772Z9ud9lii4ZtdVF8bW6dQPN+e230msAeW+dAK4dFfoHLWfy1f/1+vsO9SutKP9Bv6Gut1tK8GtJZnZ34qdqc9O92Vrq58HsriAG+hPuM7fmRjy3HLBnTQ7rT7x1qzvM7twDy70z75s7YLCQn5KP8TRnLeBbvMQ/VMfpl9z/78rZZTE0gAeUxL01Tgtu+MZjhpcHgGlrkJlrP40/ZJd6XXQ9c7700l2S2bixw57Fx7Xa15VUbTauJSGvEguODt8xo3Wv3U/h7gIGBaAPLQYWf+Lrn8xQB1+EwvFvWluj5+iuvhAREp+XlzY3z7bI4lur6uJuW8c/sG3mzzvNisaKTtpXh8UqPvVd2c/NnIxJJbMyIE6xSLQ2sUSw0zcnnm6zpJ30cHPohGNUfXhPSUC7RxviBWLpXcJkmkXxOMGnp/dVG1IzwXjbw+veSmA9QHKIJy0ca5Lm2BmkssgZU8fw0J/XdXVy0uCZEd73rmKqXS2k/GY7kXEon4TpkMUWh4Lh6jxfPNp5Ix7yeDTv1DqaS2bTbXeODI6KU3mzUAw5fW1cqM0MTqpVJQFOK9VCCdTfMF7a6q1CSAIpz5YPdCb0b7hDlvxmOHNXr+ekcOj7SaQdCEKorZDNWX+kFKyvSHRuKaHw8Nb3fC0HC/YTmt6a70qumu9MHABaixbFm7034B4In5C0fqgoB3o5EDTmus/965/YPjgSVY5tpYTl+5cGbM4hm70/bTXen7gQ9nze3+HpZ5zj2p5H67nrzkiTG2XzHkO4RqX/qEqHl5uLNdPvbWYx2/3Gu5KSt4pyEhIf8c39jCnW866a60AZz1656+DbbN5TcXsC6W894Kzx0CPDj6zgX7QLB/auoFr+6bXxScOTC01rAQJ20xeeIvZ2Rz3ULK2oNGRrddpeTW7DKh7bwDRkbajnJGD5MgBYgS9EfgxkW6/r0L6mtdTYjfr1Jyd7/WrF4HTSsCzg+GhpvbXQ9H0+QBoxkBcE59XXD64JBWacp7Ixphoa4HO+cL2kPJBBvk89RJZcxeisW4xazml30DGFLKGIgiy/T9gjMa63mgukq7ZdESVi+5fHt8a7D7aCZ/5Mho6qI6k58MOR8JxfowJKAuj0quehAI0JbqOuN9f9m2t1al2C+TxVX7EAdyQnh/qU7d/U40tgdIXovHs4sixjxUQc7CI4ed2gOc0TUiQbBaxtAb92kbl328e1HJh4mzIhESQsjHk4lgVjz252uX9u7fY+i3jz99cJ+SZU7Zun3ChFFde+5b73/rnHON3/2sn9p/tInBXdId7Qaqp3Y+qjr6MVSu+TzgW5f29F6+Za5wwz1VqXkzG+ra712w+L2GIJiEqoitAj4oT3j5rM/LJGDGfQsW15uB/8uDW8dF5kQjhwB/R+nI/t7utJ/5gp9BDTXmbZbdaX9qgdoK2yYALxRIDwn5YoRG8t+BZUaxnBJAuitdaWd4BLhm1XcPTa2lzdnrr62LDvWrZ898Yv7CnvogmIIaBdY+oomLX4jHd9ywUIgcNq65Z0402rLnaEZOLZXkfqNZzQUW6/o9k3x/1wFNe3frSRN+c9+CxbMbfP/+d6ORVzvbxm0IyGfmL/ASgSxGoGpWNJr9c03VyNn9g606KoEWY/mMsF4h0IRAl5JaKTm3oS4IQDt9YOgT6hK7j29lbjQi211XHD48Iu+qSomMrjGzt5+VXI/TG+uDkwaGtGEIJkipxYAeTXvVjsemTywWWdUP8ECOaJrICyFHNOFPcz2jBNKORv4yveTuKUDzgW7DYILneUO6Pm+79vFTH+1eWGz0g9gRLU2Da5ZK55005Dz+ciz60vrFksgAFzXUcaY6553OaKx/b/tM7pWtCoW6ErDFpAnvJ4JglZIQu1zR069PLxbvBl7OCNF0ePUm4kLn/XEmuadMkds73dE+jKpurkWpMl1UfsuKqDz3msDiV+d2t+twg6bEKZ5AqRY9+1w8/uRRrc27fobsHOmu9HUogYyfo9o35qKGd6dQ+fEL7U77p1/i0xcSEvIV8j8Rbv2Ps9xA/gL1BforVC/ja+dVnXf9Kq6b2C4T3+H71c0tjqa9XR8E4/Ztbfn5T4aGWzcoFHcd53lUBZJJnv/m+zHRcltN9ZOGlFuVhFZs9bzYefV1m17W23fPiKbN+MHQ8JUZeHOClEa6WNrwsfkL/ZtrqvQ8RN6LRftrAzmydqnUNpTNR7sNnQ7PX2YgPdQFb5YSKSVbjR+Hr+uyoGl3PD9vwe4axCq3TPMMQ95WnRJzoxG2yubEhb39JEBsmC9wbyrJSq7HiBB+JJCl28zqZ0eE2PCUIad6QNPYd3xrQ0IGb9+9cMnqBUADOTdiiHWLJVETCGOOoTPR88Wqrrd5RSPvwVSCpxIJeebAYF6TwQfA4fV+cKwPu50xMFjd7vkXSSisVywJD3A1rSQhOi9iFKa4XnTHTO7AzQqFyoSY0vR84d6z+gcnVUl5+T3JZPv0YhGg3pCyocecl8wWnK72knsosK3dad8BnFoWHVgZuNnutGeVr+mpy7wvy5yACluujuU8gmW+90Ys+vp1tTVbAoeku9JTd8lkr7+gb+AEVJj0ZCwnKJ/T+Sjd4d9SHvJcWTfdlZ7OcpGMZaS70qsBo3anPfYEmZCQkK+U0JP8MlimqIxDWpF0V/oHqPzRT+1O+8J0V/q3O2WyR57XN4AB+2M5t757XuO1q5Xco77f0iQPHx4Z3KBYbAA4sbmxf3qh+HyL729xSlOD6QnRj2p4/xmw0mrF4tQbF/eIRZEIq7jqO7tyAgt1nYm+Tx54LhFnYSTCo8kEaxWL/GjIYb6uMdEP8FH5wzxK6b0O+K1ZzYiml342NIyEqAB+3lDHd7M5Vi+W6NY0pvn+Mi80KO9bxfIZZRI4vqmRPTMZnkrEOX1wmKvM6vw6xVKi3fOY4PkIKAXl9Vf0VgcEXoPEeCkWwxXijU0KhbUk4Gji8tpA1gM7iOW6vJVzuOveVHLGbtlc8ozG+v7vOaPFlV13/E8b6/tn9g/+cL6u17f7/lWoxv06oHZA0xY0BsEPgTt8eFWH7R1Nm7Ft+/hMSYhzUDc1LwAv2Z32xumudATY8pZFS19cs1S6HbgHy7kCy2xYd/LENkPK5wqadgpqzNYeqPuPaw52RuRPB4crk2hay8LnX5h0VzqKaoMaBta2O+0vtU5ISMi/xjdKu/W/AsvcGyhhmTNWfDjdld4cNXewxu60Lyw/fMH9Vam71ps88WAs51aAA9rGeXu2jeP5RPypdYtFHCGG7k0mbpBQv3G+sNqMbK767gWLZbPrRa9Z2nvnHqOZHTUpp/xhSS9LIgZHjGvmrPraUr8mMpXZYZUK0wSwbb7Abpks5/UNBJ3OKPclE7T5ASWWl+/GgWpUM+nhzig7ZnNRICpRBu/8gSEmllwkyGm+6nsvAAs0DQ1lIAEcTSMvBDdVVXFxXz8b5wsc7IxKAWyZL+ibF4q8EY0G70Yji4CoBoELuRWTYg0S45VYdFBHXrBJoZDxoagBdYE8Lg97utAkUQbZqq99bUDTHhTw7d2yueTr0Sin9g82THXd8a/FovffX111DKDXyGCmAPF2JPLGCU0Nf/ThtcYg+Mu59bWWhIiADRfr+mvHtjTdXhJiB2BDVHHPT7fL5pbs+9tVT0GFWR85r6HuMAnbuaBCoZYzcP+CxSc83b0wuVUuF7fndqfsud0PoVqQbv1bVVXu9Vj0WmCzL2sgAcoVsI+iVKX2+rLrhISE/GuERvKLM4wq8BipPFAWGHgKpRFZqDxud9pz7E77O7MOefPmymOuED9/Pxa9w4ctlxr63EdTibpZ8diuv+nt16a6btffqlKlRBCI0wYGuzfIF8yDnBEx0fXsfk2bv1DXS48vWMRpg8PRQV2vApira7I6CHDKJTpPxyIkZcCoJrT5hlHqM3QMVIKtYtzsSIQYMMfQcYRAQ7JQE8sGdkqgKggwpBQjmmCH8eOQQjAuCJDlbZ6PRvGQCCn5TjZLDGWkJ/u+EIALsl/T+FYur+lSjl9g6CwVnAskIyjxdMrHWqVYqp1eLJ0iYNNRgTYghBrEqAlNpyzEqwlqAjkxFQQ7ltcfWqdUqo2X9W9NP/hrve8nJPyxKpD5Pk1bcmpz4+uPVaV+uG5He326o73rVrNm1uHjmgo5IfJtvj91p2x2ACWtV2932o/ac7tvv6S3/zsnDA3/Avi7IeXV1y/p2Q8w+nRtYjksyjjffz4mef6Knv4bUZWlL9idtgcszeha/OC2cZdjOcuFxS3zr1jml5GO2wulv3r9520YEhLy1RCGW/9Fygop30U1gI+gcpKPotRbjk53paeAMpiHX7PyoW/Foh1ZTZsJrGHP7V7qw7ynEnE2yRf87ojxxh4T2p5+bt6C46qk5LVoNLNuqVR1Y001h4yMKrFWYETAn8wadhvNMt738SB4yzC8tT0vCtCtCVoDNUASVHhVojxIiboz8so/K5JGRaAgBJ6UNKAsvQHMrK3h/ppqDhgZZdNMzlvL8wxQhitW3rdyXrDcyL5n6O6qnh8RwBJdI69pwYAQYv2SKyTwW7OmtHEuH12nHDoeFIIaKdFQ4eNLa80PNCFaZiVi1T2G4QHGfQsWiYmejwvY0Ujf9JJ7P3DZBfW16/fq+hF7ZrLrO0Lwj1Tydxf/cM6R6a50CiUefhSwa1nizcRy7ilLwb3zkapUy9QX6/plCyLGyxud0nsDllmHmvKi/6Uq+dZZTY1b2J32R4UALPNkQMNyflWuam78xJBky7wLFXrd8HM+TiEhId8wQiP5L5LuSl8CnIRqGRhBTQpJAo7daa+d7kovAaQ9t3sjF+Y/kEpyanNjk91pD+z8u9W2OmbIeXxOxOD44RG6DYNdJ7b1XdLTl6vx/aZTmxqT04vFDx9JJlbaPZPlQGeU8Z5HCnglFsNHskGxhEAZuSjKSPVpgsZAIoAMFKogLoGlmsa4QIVe5xgGUz2PRbpOUkqay/2NfnmNpbpGmx8QoAxmApinieykQKYquc0VkSxX5HHL+9SUn5uj6yyNGGxaKC7zRHuEoKlsFAFejRilW82a3FrF0vP7jWZ2EKDp5XOeMWnCpcAxNy1eGlmnWNIrhlgAeSEefDUe23y9QjEVlxIP2Hli20+XGMbGwEn23O6ld1alWr+TyR4GnFk+3IZYzksfOX/LvHqhYZg7T2w70O60ZWXyxpFXTz2rKMQZryXih9md9o1Y5hTUDNJfYjkriuGHhIT8DxJWt/7rXAJ8ADxcziOtnu5Kx1heV3NB+edASYj7Wnz/JbvTHgBYEImse2pzI8ADb8Ri7DOa2eHOBYtzjycT8w7L5Sdd2dMbHNXaUudp2t3TSu6M+6pTiTuqUqMnDTlVjyTj/lOplPfLnr74t3N5DJb1KLLYMGgsuQwIgSllPAOyCkQlXBoFUkh6DJ37Uil+4Iwsmy32Vizmb1Ys6m9GozTlC7wZizKtbIg7ApnKA0sNnfGeTxTlUVaM84AmaA4kw5pGcxDgAQ8nE8zI5amWAVmUsRVAS/nmrIgyqoNGJHq0MxKt84PttHIaIACqg6D08/6Bg2p8GT+2uanwu6U9w9Ncr+GViPHKGp43fZGuPzjO8xYsNPTt708m2yMwvFG+0N7k+Xu8FYs2LtX10m6Z7JbAkophLcFx63Wl/4hq47gRMJ8VYr2CEE1HDjs7f3Buw2NTYWdhmTOf72jfHRD7jYxWY5ntKIH5GcADg2fXbT+kazsWhdi9LATxhSj3OX4bePwTHmpISMg3gtCT/LqxTHFJXe1xN5nVjb4Q6wEpu9Pe+r4LW/+wczZ3kGrer3NOHRiui0kp34jFxJAm/G3yBb0fZFKIUpWUMYAHk4kHL26oW2OvkcyEYSH4ybDDsBDUS0kRuLGmOmj3vNLrsWj8lCGnIg6ABywwDK6trSEZBFiDw8vaQx5JJtg+lyeDcocl0KPrXrPv63pZZEBHGZuyRisaHw23+sB9qSRX1pmsWyhy7MCgHC8RsnzseYbOyp7PK9GoP97z9JYgIAc8rBSJkOVzqRQSVdZ+MR7LPBOPV+09mimO9/1hDVokLDyipfm0F5PxK+5cuLi6w/WkVt7lkUScWfH4grWLxYmzYtHjo4G87DhnhDeiEfuNeCx9rVlTyOp63BXCX6dQ3PiDaOTC2xct3brB8/KzY9HEw8nkyzfW1txU7/uDT3QvugFVLZsATii/zDsBLqszTzv+hO7zPuuyp7vSp6FCsSet8NjOKDm7i+1O+ydf9KP0nyDdlRafJgIfEvK/Sli48xXzKZPov/ejoeHf7DGaOR3YGGibc27DoTtncwf1aVqggbZRoRiPqVCksKMRNiwUNQ2oB5GQMpYvL9Tq+auuly9MSBeLvBRXGcK68k1PDDhgNKPtlMvHjxoekT7L85EfRCK0ex4z+wc5Y3CYEsooLdEEW+bU6lXArFiUi+tMXKRhgBCoitbrzBrejRiI8n4VI1n55nzf0LnJrObvC5dwbv8gFQMJ4ApBq+ezRNeDtUolvTkIEMB7EeOdb2dzlIB3I4a74rdw5Q18NhGv2i2blRN9P1Y2kBSh5T6g60cAACAASURBVLqe3q6jhpx3Lqmvu+veVEL0C5H3oLRBsfTejbU1ez6USl52xPDIk6u7pd8v1vWbW3x/1kEjGa7s6dce617EBNed+Yej33/5+UPf2mZI16b8srF+v1uqq5c0+P56db6/06Cuz+rTtYtQA8AbUJPunxgQ4trLas3rr6s1lVarZX7/1fOb3pl+45qvlhVuVmRflNzdijyBmh5z3ZgfoP8EljkBy0x+/OGybF+hXMkdEvL/gjDc+tXzVrorvdTutLct//1MVog7BdwDXAE8cWpTwy9/OjCMkIGWcCUDmhbNqQHMGEiKIKqBD3WNWcmEPzsS0Zs9n3WLxfbDhx2mej4/GhxmvmHQ4HlUowzWc/EYM/IFGqQUlVxjCZjoectyinr5nws0B3JZIY8EfldTzeV9Ax8xgC1BwDHOyDKvFJbfaWVQxrXO89kxk1t2DAmMgiuFMIY0ISb5EsP3tYrmqw9oQrW0RIA1XS9SznEGH0YMPxoEkXY/YLNcPrAa6j88anB45S1KJSlBvB+JYAZB5o14dP3nE4klhww7o1Fk9YvxWM+mheI8e253NWpqyzHb5QoRlueMqfW97AfRSGSK6/2ucrGmltwtjx1yjm31/UYBYtdstneb9gmvbts+4QWU1OApdqftAzTA948Hjl9+rXdas1hauSoIlg7p+sdvQLfiY6lcu9POosTRFZaZBt78tB7crw3LHAd8iJLL+3jriQMsQLXKhoT8vyA0kl8981FjsCo0vxGLnfLnmupeVKjNeSsW+8mzidjRxw6PjM+CXKXkzo9I2T47YmSa/KC2XkoC4O7q6szxjlOVERoNqtBGc8rtEhuXVN5wWAgob79WUQ2bWKwJ2gKJRH1LR6UkKyAil39rR1DGSgK9mkZeE1zZN/CRF1IJf2bL/1r4aMFOpVBnHLDryChF8KPlAtphXY+0+z41viooQghGpJQ1IFyg2feng8prNgRSAmK+oQsgmOgHSJDTiyVtWBP1djL+5lal0przNcFqrhu5us68eYN8cVNdypXXK5a0cxvqOGBkVAI7FmCrqBIxGBJKWOAq4AFAGrD00NaWf1BuIwFYYugnT3K9Ncp//qPWD67eb2Q08pfqqrmeELNRxT/nfOIqK8/roSic+mT3os1RhniZMfl4zrEsTj7J7rTfKO9/IHAz5XFvn1j/62MI+DOfMjbM7rTvBu7+2s8oJOQ/SBhu/YqxO+2d7E67E6jcpT+dkMGLwPsPdy8qrFks/qnG988+dnhk/KCmBZfV1xY2KxSnxEGb6nrV5zTUPTSzvhYJHDPspO5OpbpzQvU65gUyJSVDmsYdVSmeisepkcoIvRGNyEqhjoHAB+yoMomvGgZ7jW/9SJi0Eoqt9EpO9vxlr0Gu8NNFeYsVCZwVeytZYa1xQBT0Xk2TABN9f1l+sQg8HYtRA6IyIbvND/QAeD8a45aaqtkGsJLni5VdLzYrFpVvRyMiIwR3Le5p2DKXXxmgLZDBO9HInBOGnPFHOSOrRiXah5GIWx0Ewyu53rgRkI6maR6I+YZxINCB5bxBudaozQ9m23O797Xndu+FZbYAnNDSdMFuE9rYduL432M52xuwyWkDQwf8bdGSPpSB+GRFq2VGULJyVwCnoqpfj//Edh/lGuD1dFd6avnvF4C/XFhfW0h3pes+Z9/KcQ0s8/Pmpn4xLKeI5RyM5dz4b103JOS/lNBIfr30AGc8lEreDfxtnO933by459tRibyjKvWnAV3f7dlEIvazxnr2b23RftDSOLBjLj/51prq/FW1plsFYu9Mtr3ND/CFQANhADfVVHFXdRWuUBf06XiM1cr9iABN5faOmXV1XFBfyw11Jrs7o8u8wsrEj0rRTaUdBJaHVEGFamdFI7JiUD+eN6wYwRV/fykeyz4djwWVx0EZxUerEmoCMjAiBG55zY0KBbbM5Rsq6/rA36qrvAPGt84+u6mBV+Ixmj0/KtW+Yu2SOwXYbKGhH/hYKvnYHhNaI+9Foz/MC/FADezSEAQC4OL62p3+WFOVwDJ/jNJO/fNebePOvCuV7AL+gBKD4J6FS/442XV37jf04wF+XWe++4Fh3DvZ9dax53ZfY3fay8dbWebaWOabqGrXLPAKcApwIspj/SxuRnmMC9Razux0R/tFN5k116O0f/8ZrgYWY5kT/8ntQ0JCviBhdevXyA6/n3by3QuXnBKX8g4s5ygsc78SbLvR5IlHeELYdqe9dv6s2kxJCH3zSROC4weHk0c6I5zY3Oi9FY0Y9y9cwuyIwWTXo8fQudo0g1mJGK2up13f08coUNA0Tmmq5/y+QRqCAB1wVCsIFa8NPlo1WgmzuuXnoyw3gA5QUQ2vVMAC9Jf7HCtU1qs8Uln7iUS8VILoNvnCR+7IipCPQUwD7flohNYgYJLn804k4r4cjwQHj+ZiRVQB0gV1tUs6PG/eE8nE8JxIxP7D4qWJxiA4DjVOTAYQvBeNaAe3jrv/lsVL13V0zT20tWUCsGa76+6dR5x1WW+/ZwZ+ZILnS6Feak26o/2mFtfd5++Lln7gwQcfRCMTprru/TWBPBklEPFmuqP95kmuu8k9C5cA/AnLOXDZi7DMbVAG94h/h+dVLvY5C7ijMsvyU7FME8txsMwjgD2BfbCcMSeQhISEfHnCnOTXRLorHUto2nmLDN1dyfVUss9ybo3CrV5X+mlgIcDjycQds2LRXYBr7q9KrlUUYpdnE3EBsNgwXn08mUxtncutuprrccHAoPZkPM5fqlLP3lpdtWlHyS1uVCzGDhnJ+I1BoOeEYE5EZ5WSBygD2K1ppKTElHJZm0XFeK3YdlHx8mrLz+VQyj31KANYL+UnDOKKt1s+qpBnq3wh2q9pVAY0VwqIEpDwQWbByWiaOa7kMs8wZHfEuHnf0dy+AC/FoqxTLDHZLTXtm8m17j6aIatpWzcGQWKOYTDF84SEvIDkaiWXb2Uywx6yLR7I3I8Hhj7YMZvbsPWMwXN+e+nEx1YrlR7p0/W8C3OPbWl667lk4kNgtyme98KGkyde+reFS95eveSudndV8ql9RrNPoEKnKeDb8yORVVBe4ryPXFTLeQzLTFamwPyr2J12nopG7FhY5nbAw1jmD7Cca1CyeiEhIV8RoSf5NZLuSm8EDNmd9vufsc3xqNmGm453vT+1u+4aB42MPj/O8zc4sK1l8czegQnb5POaBBwo1UK0AMXt28fHXCFKpwwMRR9PJgZjUtaf0zewTDqu3C6xbGzWil5l5fEVvUGX5R5l5fEFAiaWPy5zNMGUsqrPisay8nuwwvoVKusEQD/QzHIBBANlVFOf3Lb0Siya2bBYWpZ7ywohAxB9mjZ/nO+focGNAQQJ0Ic0bQRYVB8Eq5eXeRk4ZMcJbc1X9fQ+MtH1Mut1tF+zZrH47d8u6b2iWsorgAUezF5gGPokz4tr8EGfpjXPjUYWbHhK7+EAWGYt4H8Zjy3dla4GMh/pL1TrXQ50YTmP/NOLWeY0lADCaV9ov5CQkC9F6El+jXxmCA1Id6XbUAo9DwErX9XTu+YU16Nf0zZyhdAEtH8YNdgmrwzIOY0NA0c6Tutqrhc7asiR2+fy0Z81NbB9Lh/rHBldFkatGMUoMIqaAJJBhVEX6xqt5TFaFXGASlvIVWY1x5RtQoAykBWvcfwKBrKyfsUjFShZuiQfzU9mhKCqXFi0QuFPwYDYkBClhJQxgfJYEywz0HOnF0tTfeCVaGSooOnJyaXSi+1BsEXK9yMebB1VFcQdHoy8HouZdiyy9IThEYD+ANZfYuiv7TWaOfGW6qrCyUPD0p7bXQJWAS4FBoGJBtR2eN4DwHQgPScacY8c17z9AZdNOvGU4+ePAm+ixO3X/NSLZ5lro6pmf1J+6QcB30l3tE9EeaG/RIVSK6xc3mYQNaCbdFe6FVj6mc36lvMOsNGYz4eEhPxbCQt3/hNYZhOWeSmWufKKD9+1cPFam+fyMZQO7Lq3V1V5WSFoDALtknrzOg3cy+pqOaKliX1bW3ioOtV6dV2tfD4e8ye7btDm+/y6t5+VS6VUADwbjy1b+6VYDMlyw2UCf6yqkrC82ObNcvXrkBDcUFPFdrkCHiqeWTGgJeADXSdXnuKxUNcpAXbEWLbWih5rxYO9N5ngmXh82bFQz/nXmtW3vRSLnVQrZSyuji0rHmh5DNgURwh9TkT32z1f37JQiLUHwRYeFDRoAw4FOsrbV11TW1PqN4wm4Lolun7YFXXmO1fXmksPcUZOPm1wOCYlDGriOLU0g6gCm+2ASVjOPljOVGDKWY31e9+1aMnzpwwOz8Eya4C/Ac9hmU9imZ9mpCrpXGO+YczwYMvHEvFjgYGDnZH5L85bcByWuRWWGSsPb94f2Bo1L5R0V3obVCvKjz/zsxMSEvK1EnqSXxPprvRM4DvABrb6Uj4RNWFimZxZh+tdc1lPn5je0a4BP7u5tuYv91SnvtvhuqXrl/TuCoNz1+1o//kLycQewIEAm+QLYsNCUf9ZY53cslCkJgjYtKAGWyQDKWcbhvhrdRWLIgYxR7JmuXeyBOyfyQgB9OgapzbUYSDoNww52XXFPiMZVnVdFT4t+zUGKgy7su8vEwG4taaKb41mWdv1RMX4VUK3FXcoAjyWiA+eMTBUR9lGSlVwU9wkX+icWnIPDlBebp2UIiMEeln8fLauP7uK72/V4Po6qhVTlitb45VzCmBwdiRSu4rrajcs7e1PSdkGXLlD+/jvAqsDh/QY+m/bXc+eVizV75XJTirBY1E4Bst5D8tsAnYpj7NaAgzed8S7D2GZm6Ac2xJwK8rz3ACYhmW+BKxa9uwAuoEZWM6r51091bi2p2/v1UvunnanfQ6WeTFwPspjvBkVAj4JeA/LqVTLzkP1Jr76T32gLFMAtwDvYzlnft7mISEhX47Qk/z60Fl+U/JnYGfUl+4yFhv6D09ubiyiBNMtu9Pef1jXZ74Wj1c/nYj33lWViu2Uyc6/fGnfPicODn1458LFrFYsBVZD3R8fqK4WR7c0LfpJU8M7AI4mWK9UEo9UJYsLIwZHOCOc11BHVgiGNE0uMXS/MuLq3UiEk4ZHuLa3n72cUTmzb4ANi8Vl7R8V41gRIxhSVaXowI+GHFb2vI8U71TCqyNls6kBFw4M1ZsgAsARoqApmTtjNTXc2ReofOSz8ZiTkkr5x4HhVXx/q8p59AlyS3S9O4DRy2prOLO+Fh9GNeg+orX5R9fU1kik9AOQneOangBW3yabu/m5ud0H6FLev8DQ/7JHJludEeKZqOVsWzaQdSgD9wdU68VsVMUqWM5ZWM52qCKep4F1gDvKlaznAG9jmbuVT+864GUsc/K1x8z+/ZCm7dzi+98tr3M1MB74K/BgedtdWWFOpN1pz7U77e3tTvvRf+rTpC7FtsAW/+T2ISEhX4LQk/yasDvtH/PRUNr9H99m/OmD9/6jK90BjJYly0B9kfrHjWtuAo46cXC4Y8t8PjLRM/yVXA9A68nrc+6srlr8bDIxHmh4b9jxJ7ieM8/Qg0eSycZtc/m+NYqlpj8v7mGuYdBv6OKI1hZ9v5HR/EHOSGJ6sYSUkryAaW5Jq9w5VXohBfDjpgZ+0T8o66QUtWUd10qlamyF1xCU9zGA+1KJYP9MTisAvhBuHoxnE3HhSxmfUSgO6FI2xNVxDA24sbp68KDR0bqKwXUMvbZb05jger11UjZ3RyLJDs+fpIG/sus+vnYgq3Uln7bmk92LrnoqEd8lBTMkYAYysX6+kD6/b2DlFOhX9/Q/LZQE3KtVUj60wilnUMW7MWAmKqc4r/Jkuiu9xm8S8fi2+UIROBx1gwNKGScLzCr//TuUnNtCgLozhz56fS0ni9JvrXCvetysBmJYTv/HPw+fieWUHps5brXzGuqmPfyFdgwJCfkihEbyG8YnBvbChsCHL85bcKshZToCC7LwULvrXb77+HHtHSXvykv7+s/4wbDjXllX2wecOcX1rjagfrzny+6IwS01VfUb5/P+esWSriP99QtFvcb35W3VVYmaIAh2zmS1lVwPJLwZi/JaPMaumRyNZVEBCew5mnUDgRSSaKUwJ/6xE5Uoi/NMMhHslMtr70Yjw0B9r6Ez0fMjA7rO7mUB9aWaVt9ULuIZEkI2SSk6R0driwIvKpVa3gTP58HqOHt4vi6kXDrO9yP1QdCQE2LRztn81uXD1vgwuVcTfQ+kkvr7kQjNvjf30t7+p3U4+K1o5P2lhhFsl8tfVz69/bGcYSzzOFSo+wCUFNvfCkIUtmgff29B0x6xl7+sC08Y17wTsLLdac9e4eXeCQwAV2CZV2M591IxfF+Mh4FVsMxmLMf7Ijse39J0LHBWuiu9m91p3/Mljh0SEvI5hOHWbz43Ade/HI89EYEth4W4IgU7PJ+Inzk3GnXteJTn43HejEU9VD3Om3uOHydfi0YxQHx3NDPnse5F+qim+YsN/ffnNDZccFRL0/uJIBBPdy/E9ANtkustawTaYzTLXiMZnkgoE9gnBEVgq0Ih0hTIaD8ElbYNDyVUAMs9Tk0ITmtu1G6qqf6DNejUvRGNjrSXJe5M369sm5diuaf6XDK+6IOI4Wug5RDPe/DojdVVeR04cjRLQxA09Gvi77WBrH87EhlOSrkrZTEgCVMFRMYF0lylWCq+G4s+tls235ET7C8hWKPk7rhdLm8DO2E5O5UN5ERU6NQA2lGFP4W4lLO+54zeyPLhzKAKaw6xO+3Z6a70eumudAOW2YESO98IFTbd8l+4vneh1H52/BL73oNqB3npc7b7arHMKizzqHKBU0jI/xRhn+Q3nHRX+j3ArfH9VS/s7X/zpXj8e08nE5fPixi5gqbthPJE1tkylz9jx2zu6smuWzqwtSV24uCwd/jIqPFWxAhGdV27pyolG3zfeysajZw8OIwZ+EEykOLuqtScA0YzUwSIP6YSHJTNVwpupAfD8yNG7VTXE1ebNejIvjWLpaZNC0UWaxqtZW3YUQGmVHnLCHByYwPrFIvzd81m28+srxe/6h8I4uUbMqkKbyqaqpRALoxEhjcsFutATf7QoSMj+EOVZMvyDEoZAfGhoQ83+YFWI+XbqAKb7+aBKEgdNY5LwBXn1ddNKgp23CuTvT79875jsMzXUI7vfJS26jPqVEgA2wMvHtPStNvM3v59ZzbUzbmzuuoqu9P+4GPXoQP4sNHz73lswaKZwCbAsyhZucVf1AtchmW2oYzkRFTY9b/vP6Rl/gC4EjgJy/n1f/p0QkL+nYTh1m84dqe9KkC6K91wdGvLkN1pByfA1umu9I4oLdjUNtlcw2W9/de8H4mgI2MGdJY0cVtGiNE4RHo17ZESNJ805KxVAkpCkNW0fI0MUq5gpT5NKz6ZiEd/1dTADrmFolndOIlBTfgPJJP+27GosWW+wHr5Qmxlz+ONSIQkclAEQf2L0aj88bgmvjuafXHVUmm1XbM5sy7wg3SxFE0FUlwwMEActMqkEAHi7UhErOG6BMquGk9FjLr1i0WpgdBAezMS+cWarrtlDt75XW1Nx3V1tS8cPeSYe46ODtRIuZ2EtQV0jgixbbWUFdU8RyhPep9bzOpxwLy/1lTvTVf6eG3yxOcv6umLzcgXDkVVj8ZR+cMq4J10R/tKwB83nTzxFrvTPmnZiA8lXH4N8CQd7X8CLrlhSc9aKKM2Hct57V+6uJa5I6q38nLgH/+VBlLxJ9QNx03/6RMJCfl3ExrJ/wLSXekkKrT3YPnvdVHFPYemu9KTdXhRwoxzG+vWfDUeLwIdV9XVLrjRrMkcNuzUHe2Mbr9NLr/PrdVV22Q07ZgeQ+fuqtSdLZ5/4K97+2RLEMRyuqo31QVDrsQEtOZANh7rjPBONNJZ6wfXN/h+TRZIuy6zDeNDoP61RFw4uj7/xtqayCrFktmj66XJJTeaLpVae3TN1yV6QUjqAkkB5PPxuNi6UGCpEC+Pk/K+AH6+VqkUyZeFBl6JRuZNL7mHjGhi8fuRyMTjh0fizyQTrx877LzZp2nnAiyB19ogttnkiaedMDj0i/1HMs+mpGwElgK/szttudaNa178s8GhzaoCOf30poYjfjSu+X57bveGKLGfZ4EnlqnndKX7UCHWBz/21tcFcPCL8diewBt2p/0TLHNz4A3U1I9/lQ+BR4HbsZyn/g3r/WewnGHg4v/0aYSEfBWE4db/AtJd6dNQii372Z32bemu9Dygxe60E+mu9M2onsndUKOcbkf14R0DHL5+vpC/YWnvZKBh+4ltp/YYRjOqP/MsYKNphUL3ZrnCzzxN+LuOZt9Z1fPWD8DV1LhJhMr9TV1o6Je3ef4urjolGSu3cwxoIr/tpInRrXI5/YqefkaF8JNS6hJkAe78TUPdvLuqUiceN+Q8vHsme+iwpv12kuftArwNXJQTYu/FhrFDs+sGNRB5PxLZ7eFU8tw3Y9G1gEWrlUptN5g1W78+b8E1EqaWtWbzKG+wBtVzei9wGqrSdCtUSHU6avzULbMjkfdeicdu2nc083dUDtLEcqTKpTmZj7zZlqlhOcuGnxx99dQTX4vHLslr2q52p33fv+2ihoSE/FcQFu78d3AbcAnLB+GeCBxZ/v1KVM/e4yj1mD/YnfaFdqc9Bdj/5UT8+hFNeMAVv13a+ziwgz23e43Huhf+eP+R0UPP7xvc4VhnxDhiyBme4nnr9mii/+z6usjtVSnmG/q7qPocrdXzH/8wYnh3V6Wc2PL8H/2G8Rygu1LlG6ul1P9cnVpggNAEm582MHTSwcMjYmZD3RzzzKHFvzerz/VUyHN14JiElDsc19KozY1ECgCruO64a+rMg55OJnrGeV7NyiXXXrdQfAZYSUBEU2lPG7gEyymiDOOfUY36R6FaONpQNwrfB16b6rrWvqOZA1Gh00vLBvJIwMEyt8Uyv41l/roc/iximftV3vhrj5n967ymVX9dBjLdlZ6e7krv/3UcKyQk5PMJw63/BZRbD368wt93rvD7c8Bz6a603up5bWsXijNQVY8V5OV1tY9skcvbzZ4/wZ7b/SzQXO8HE9KF4oKElPN12CSn66+9GIvuOiOXb2z3vNziiPHi5Iy/9bBgfrVkx4ymbTfe9bSfNTUs+nYm+8YSw2h8MJXsuLy+9nxg5LhhZz0BEwvAE4nE+J2yeWqDoEmCfCURd4H1013pNmqqn3oqmXzosQWLzgWu32lC23WLIsa2a7luVfl8n7A77Q/SXelbDnVG92v3vFWfTiTGufBEBNZAGcD1gPWwzAsBB8tR/YdqdFQ7ltNdXutaLDOJUsa7BcvpA9jxd9OO2r3W/NYPh51ZqLzu8ShP/BFgLqq1Y8X3P8vXx2+AzdNd6UftTrvnazuqZa4LzC2HTkNCQsqE4db/EdJd6eRVS3udzfIFQ4OJWM7CFZ6rn9nb37dTNqehpNTexzLjlOctvxCPnXhBQ118x0yu/Shn5OhuXc9M9v29ug3jpmbPa34zHnvrGrNmjd/29PGr+jr+ZFY/CejfGc3sck7/4Cao5vvv92ja91uCIDbHMIIeQ79+k0LxMWDRpXVmptn3sweMZO6dHTGie0xou+zZ+Qt6qwNJuqP9ZWDrQ4ZHzlu5VHpl+1x+76SUQ1hOgGU2u1A7vaP9GWC+Pbf7VyivsR91I/AycBmw7Qrybrx3XuNek0vui7HlxvIj2Oc1OSu5bs1NZnXz909c0Idl1gMTsJw3PvXNVVqtr3zpCtYvQLorPR1Yxe60b/2qj7UMy1wFeA+4FcsJvdiQkBUIw63/I9iddm6y6x3kqQKKJR97bvDhVHI9RxO/zAlx8QsXNNdgOQUVdnSCI1pb1psdjZ57ZX3t3RqcP9n3q4DMLhPbtvru+Nazrq+pPuGCvoFcRojswogxiMoHrvPTgaHTUcpBvwNO+GtN1Xln1tcFkzxPKwmxzTvRyJPAPScNObcdOJJpEzClw/WqgZlIrgR+bXfabz3UvSi+WqnEfVVJEZWyf27EuAEg3dHuT+9ofxpY+ofFSw1UHvXbqFDtaajCl9dR3iAA514++Turltzb+3X9GSzzqE97r5p9f2ZOiNu/PzwygGXujjLyDZ/6xlrmPsDzqBD3V47dab/6tRpIxXxUhW1YnRoS8jHCcOv/EBNPH7gNlb/8BJf84MPXB86us5Iy2PXi+rpf/xkOS3el21FfjDHgj8C919dUn33YyKgEtrbndh8KtC3W9Wm+EEa/rt3xZDKxOTANSMWkPBgl/v1jYNrsSOSPD1Wlnn0lGb9pqW6sdFFf/03TSm4VSp1mGsCQpp0IbPH72ppnTxxyhrHM21thxi7ZXPXW2dy02dFIIaNpr3eo0/ZQXmNkzWJpAmoG9FvAsahq1KOwnPVWfJ33pZKvtHneh3uPZGLANVjmrVjOyIrbtPj+PcBtZW/VRcnLjeUlPlt+jx74py7CfyMqt3v8f/o0QkK+iYRG8v8Rpzc1fH9+xEgtiEQqRSjroKpBQSm3tHhCPAc8h8rNNQHD8yKRzNGtzVGU+HcfKgLxXFRpnFdhOS8ALzzUlb4Q+HF3JDIHkGc11G/e7PWdv0apdDZqDuN9TUHwjN1p3wiAZc5H5RiHgXwKBlcruS2owhzsTttJd6V/Afz5iHHNZ9y4tPcZLOdDLPNH5XNeVoVa4ZnD3l4ATMUyVwfaPm4gsUwN5RnOA6ZhOfcDrWO+aSps3fk5b21ISMj/KGFO8v856a50Gsh/TJf007bbFKVU8we70/4eUBnX9C5KdWbnG2uqf7ogYuzz55rqVVHtF0lgD7vT/tTcIJZ5MPAtoBcVzpyFCp+eDExGibv/MN3R3gO8v2wYsWX+BDWweHfGyDt+JpapxpRZzh+/8L7L1zga+CHwLSxn8ZdeJyQk5BtNaCRDPh3LnAZMxXL+DpDuSsdQrSb32J32kyts9yCwCCUefhzAHuPHvfhBNHql3Wnf9LE1BMik/gAAArpJREFUx6P6PS/Cct7CMtdH6Y7egsorvoyqQg2wzF1QEz72x3I+NYT8H8UyLVS7ydpYzodjbZbuSpt2p+18becVEhLybyU0kiGfjmU+Bmz9cjw25dDWFtfutBd+zva7oPJaD2A5l46xzd6o6tSTsZyLyp7owUAljJpEzdKchZrxeN6X8hS/LixTx3L8sZ5Od6VPBc4GNrE77f+sCHlISMiXIsxJhozFqUD60NaWC4DvprvSHXanvWjMrf+5UVF/ATalMrVCaZWu6G16qFxoFXA0qm/xqzGSlnksKk/6gxUVdr7YGmMbyDJvo8LOX1+/Y0hIyL+V0JMM+UzSXenvATsAR9idduFrOahlxlBatU99EdHvdFd6CqqS9rzPbaOwzMeB9YFmLCf35U82JCTkf5nQkwz5TMp5xa+lf25Z/k61JDz5uTt8khpgVWDCP7Ht7qjK3NBAhoSEjEnoSYZ8I0h3pddDhSZ/YXfa5/4L60TtTrv07zuzkJCQ/8+Eijsh3xR6Uf2Lb/8ri4QGMiQk5N9J6EmGhISEhISMQehJhoSEhISEjEFoJENCQkJCQsYgNJIhISEhISFjEBrJkJCQkJCQMQiNZEhISEhIyBiERjIkJCQkJGQMQiMZEhISEhIyBqGRDAkJCQkJGYPQSIaEhISEhIxBaCRDQkJCQkLGIDSSISEhISEhYxAayZCQkJCQkDEIjWRISEhISMgYhEYyJCQkJCRkDEIjGRISEhISMgahkQwJCQkJCRmD0EiGhISEhISMQWgkQ0JCQkJCxiA0kiEhISEhIWMQGsmQkJCQkJAxCI1kSEhISEjIGIRGMiQkJCQkZAxCIxkSEhISEjIGoZEMCQkJCQkZg9BIhoSEhISEjEFoJENCQkJCQsYgNJIhISEhISFjEBrJkJCQkJCQMQiNZEhISEhIyBj8H7C00jE0k+/mAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.tl.pca(all_adata)\n", "sc.pl.pca(all_adata, color=\"condition\", frameon=False)" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-11-15T14:46:09.787600Z", "start_time": "2019-11-15T14:46:09.775820Z" } }, "source": [ "### Mean correlation plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also visualize your mean gene expression of your predicted cells vs control cells while\n", "highlighting your genes of interest (here top 10 differentially expressed genes)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:13:14.072807Z", "start_time": "2019-11-15T15:13:12.295407Z" } }, "outputs": [], "source": [ "sc.tl.rank_genes_groups(CD4T, groupby=\"condition\", method=\"wilcoxon\")\n", "diff_genes = CD4T.uns[\"rank_genes_groups\"][\"names\"][\"stimulated\"]" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:13:44.027158Z", "start_time": "2019-11-15T15:13:40.322981Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r2_value = scgen.plotting.reg_mean_plot(all_adata, condition_key=\"condition\",\n", " axis_keys={\n", " \"x\": \"pred\", \"y\": \"stimulated\"},\n", " gene_list=diff_genes[:10],\n", " labels={\"x\": \"predicted\",\n", " \"y\": \"ground truth\"},\n", " path_to_save=\"./reg_mean1.pdf\",\n", " show=True,\n", " legend=False)" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:07:29.065445Z", "start_time": "2019-11-15T15:07:29.061977Z" } }, "source": [ "You can also pass a list of differentially epxressed genes to compute correlation based on them" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:14:01.600147Z", "start_time": "2019-11-15T15:13:58.066993Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r2_value = scgen.plotting.reg_mean_plot(all_adata, condition_key=\"condition\",\n", " axis_keys={\n", " \"x\": \"pred\", \"y\": \"stimulated\"},\n", " gene_list=diff_genes[:10],\n", " top_100_genes= diff_genes,\n", " labels={\"x\": \"predicted\",\n", " \"y\": \"ground truth\"},\n", " path_to_save=\"./reg_mean1.pdf\",\n", " show=True,\n", " legend=False)" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:16:35.297035Z", "start_time": "2019-11-15T15:16:35.295076Z" } }, "source": [ "### Violin plot for a specific gene" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:14:59.417908Z", "start_time": "2019-11-15T15:14:59.414113Z" } }, "source": [ "Let's go deeper and compare the distribution of \"ISG15\", the top DEG between stimulated and control CD4T cells between predcited and real cells" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2019-11-15T15:16:07.715235Z", "start_time": "2019-11-15T15:16:07.462738Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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