[33bf40]: / myeloid / covid_py_HSC_publish.ipynb

Download this file

828 lines (827 with data), 325.3 kB

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scanpy as sc # v1.6\"\n",
    "import sys\n",
    "from statsmodels import robust\n",
    "import matplotlib.pyplot as plt\n",
    "import os.path\n",
    "import anndata\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.spatial import distance as sc_distance\n",
    "from scipy.cluster import hierarchy as sc_hierarchy\n",
    "from scipy import io"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.6.0'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sc.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "***HSC analysiss***\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Start clustering with unfiltered file:\n",
    "\n",
    "os.chdir('/home/jovyan/data/covid/')\n",
    "covid = sc.read_h5ad('combined_dec.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "HSC = covid[covid.obs.initial_clustering.isin(['HSC']),:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [],
   "source": [
    "HSC_protein = HSC[:, HSC.var[\"feature_types\"] == \"Antibody Capture\"].copy()\n",
    "HSC_rna = HSC[:, HSC.var[\"feature_types\"] == \"Gene Expression\"].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.normalize_total(HSC_rna, target_sum=1e4)\n",
    "sc.pp.log1p(HSC_rna)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/my-conda-envs/py_env/lib/python3.7/site-packages/scanpy/preprocessing/_simple.py:806: UserWarning: Revieved a view of an AnnData. Making a copy.\n",
      "  view_to_actual(adata)\n",
      "2020-12-21 14:53:16,357 - harmonypy - INFO - Iteration 1 of 10\n",
      "2020-12-21 14:53:21,053 - harmonypy - INFO - Iteration 2 of 10\n",
      "2020-12-21 14:53:25,641 - harmonypy - INFO - Iteration 3 of 10\n",
      "2020-12-21 14:53:30,834 - harmonypy - INFO - Iteration 4 of 10\n",
      "2020-12-21 14:53:35,567 - harmonypy - INFO - Iteration 5 of 10\n",
      "2020-12-21 14:53:39,959 - harmonypy - INFO - Iteration 6 of 10\n",
      "2020-12-21 14:53:43,456 - harmonypy - INFO - Iteration 7 of 10\n",
      "2020-12-21 14:53:45,944 - harmonypy - INFO - Iteration 8 of 10\n",
      "2020-12-21 14:53:48,741 - harmonypy - INFO - Iteration 9 of 10\n",
      "2020-12-21 14:53:51,518 - harmonypy - INFO - Iteration 10 of 10\n",
      "2020-12-21 14:53:54,402 - harmonypy - INFO - Stopped before convergence\n"
     ]
    }
   ],
   "source": [
    "sc.pp.highly_variable_genes(HSC_rna, n_top_genes = 2000, flavor = 'seurat')\n",
    "\n",
    "HSC_rna.raw = HSC_rna\n",
    "\n",
    "HSC_rna = HSC_rna[:, HSC_rna.var.highly_variable]\n",
    "\n",
    "sc.pp.scale(HSC_rna, max_value=10)\n",
    "\n",
    "sc.tl.pca(HSC_rna, svd_solver='arpack')\n",
    "\n",
    "sc.external.pp.harmony_integrate(HSC_rna, 'patient_id', basis='X_pca', adjusted_basis='X_pca_harmony')\n",
    "\n",
    "sc.pp.neighbors(HSC_rna, n_neighbors=10, n_pcs=30, use_rep = 'X_pca_harmony')\n",
    "\n",
    "sc.tl.umap(HSC_rna)\n",
    "\n",
    "sc.tl.leiden(HSC_rna, resolution = 1.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Package 'fa2' is not installed, falling back to layout 'fr'.To use the faster and better ForceAtlas2 layout, install package 'fa2' (`pip install fa2`).\n"
     ]
    }
   ],
   "source": [
    "sc.tl.draw_graph(HSC_rna, layout='fa')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.draw_graph(HSC_rna, color='leiden', legend_loc='on data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'mainplot_ax': <matplotlib.axes._subplots.AxesSubplot at 0x7fc8deb63f10>,\n",
       " 'size_legend_ax': <matplotlib.axes._subplots.AxesSubplot at 0x7fc8c27ce750>,\n",
       " 'color_legend_ax': <matplotlib.axes._subplots.AxesSubplot at 0x7fc8c7556d90>}"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 385.2x844.56 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.DotPlot(HSC_rna, ['CD34', 'CD38', 'GATA1', 'HBB', 'MPO', 'PF4', 'MKI67', 'TOP2A',\n",
    "                        'CD3D', 'CD79A', 'CD14'], log = True, \n",
    "              groupby='leiden').style(cmap='Blues',dot_edge_color='white', dot_edge_lw=1).swap_axes(False).show(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [],
   "source": [
    "HSC_rna.obs['HSC_clusters'] = HSC_rna.obs['leiden']\n",
    "\n",
    "HSC_rna.obs.replace({'HSC_clusters':'0'},'Erythroid', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'1'},'CD38neg', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'2'},'CD38pos', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'3'},'CD38neg', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'4'},'CD38neg', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'5'},'Erythroid', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'6'},'CD38neg', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'7'},'CD38neg', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'8'},'Erythroid', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'9'},'Doublet', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'10'},'Doublet', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'11'},'CD38neg', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'12'},'CD38pos', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'13'},'Doublet', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'14'},'CD38pos', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'15'},'Erythroid', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'16'},'Prolif', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'17'},'Doublet', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'18'},'CD38pos', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'19'},'Myeloid', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'20'},'MK', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'21'},'Doublet', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'22'},'CD38neg', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'23'},'Erythroid', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'24'},'CD38pos', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'25'},'Doublet', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'26'},'CD38pos', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'27'},'CD38neg', inplace=True)\n",
    "HSC_rna.obs.replace({'HSC_clusters':'28'},'Doublet', inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [],
   "source": [
    "HSC_rna = HSC_rna[~HSC_rna.obs.HSC_clusters.isin(['Doublet']),:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/my-conda-envs/py_env/lib/python3.7/site-packages/anndata/_core/anndata.py:1210: ImplicitModificationWarning: Initializing view as actual.\n",
      "  \"Initializing view as actual.\", ImplicitModificationWarning\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "... storing 'HSC_clusters' as categorical\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'mainplot_ax': <matplotlib.axes._subplots.AxesSubplot at 0x7fc8dedb6dd0>,\n",
       " 'size_legend_ax': <matplotlib.axes._subplots.AxesSubplot at 0x7fc8dee3b810>,\n",
       " 'color_legend_ax': <matplotlib.axes._subplots.AxesSubplot at 0x7fc8deaddf90>}"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 662.4x231.84 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.DotPlot(HSC_rna, ['CD34', 'CD38', 'GATA1', 'HBB', 'MPO', 'PF4', 'MKI67', 'TOP2A', 'HLF', 'SPIB', 'PLEK', 'DNTT', 'CD79A', 'RAG1', 'RAG2', \n",
    "                        'ELANE', 'MPO', 'LYZ', 'CSF1R', 'CTSG', 'PRTN3', 'AZU1'], log = True, \n",
    "              groupby='HSC_clusters').style(cmap='Blues',dot_edge_color='white', dot_edge_lw=1).swap_axes(False).show(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.neighbors(HSC_rna, n_neighbors=8, n_pcs=20, use_rep = 'X_pca_harmony')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Package 'fa2' is not installed, falling back to layout 'fr'.To use the faster and better ForceAtlas2 layout, install package 'fa2' (`pip install fa2`).\n"
     ]
    }
   ],
   "source": [
    "sc.tl.draw_graph(HSC_rna, layout='fa')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.tl.paga(HSC_rna, groups='HSC_clusters')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAD0CAYAAACMysFvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dd5yU1fXH8c/ZpTcBwVBEEMECwVgQFRApgqASVFQsFDGWmNhiomSNKfpTV1SMGlM0hiYW1EQERUTBXlCMCjbUgIJgQUVE+u6e3x/3WbfDDuzsMzP7fb9e8yI788zMGQx75t577rnm7oiIiFRWVtwBiIhIelHiEBGRhChxiIhIQpQ4REQkIUocIiKSECUOERFJiBKHiIgkRIlDREQSosQhIiIJUeIQEZGEKHGIiEhCasUdgEjc7mzevAVwPjAWaAQsAW4CZp77zTdq5iZSikYckrbMrIOZeXS7stj9Ewvv395r3Nm8eSfgPSAH2BNoCfQ+b82aGTlr1665s3nzbf4bMbNnovdqUc5jt0eP9U30s4mkMiUOyRRjLWgInFyZJ9zZvLkBs4DmQP3Sj9eFxsDPtvMyVwOnAd8lFq5I+lLikEywFOgI9AVGALWBlQBm9pqZfWlmtaOfZ5rZJjNr+sSmTSNuXreu88Vr1mTlrF3LU5s2lXhRC/8+csysmZlNNrPV0W2qmTWLLvsDcB/QJEpcN5vZGjN7Fti9Oj68SHVT4pBM8B6wADgrus0Avo0e+zth+uk4M2sEDARmAt/P2bTpts/z87MH1avHntnZPLhxI29t2VL6tffIhtuBMcBkYBIwCri1nDh+CvwKWAQ8APSvuo8okjqUOCRTTCRMUfUi/HIvdB+whrDwfSxQD5gK7LPBveVad2Zu2sTrW7cC8F5eXokXLXDPzg/PW+nul7n75YTRzJByYugb/Xm1u/8VeKSKPptISlFVlWSK+4E/A58CTxbe6e4bzWwKcAFhzeJLYA6wL8B+tWoVHF2v3g9foJpklfwutTQkkl2AemZ2NDA3gZhsRz6ISKrTiEMygrt/R5imOs/dC0o9/A/Cl6S+wL3unge8D3z4YV6ef5yX55/n5/PM5s0sLzbicGBm0bpHXULC+QxoCzxeThhPR3/+wcx+SZi6Esk4GnFIxnD36RXcv8TM5hPWHKZG9+WZ2Wn5MH/2pk2Na5mxR3Y2bbOzATYC9b9zX/VZXt4VhFLdfaKX+1H0Zy8zO5eSo4pZhFHPWUA2MA84vmo/pdREK3JzmwAjgTMIa3YAXxNG2lPa5eR8W9Fzk8Hctb9JMpeZ1QX6ALcBG9z94GL3zwbqNDY7+qamTfcnLHo3B94EJp77zTero2uzCKOHHKBHqbf4jJAs7ohGPSJVZkVubmvgGkLJdwHQsNQl6wlfUh4CrmiXk7OiOuJS4pCMZmYdgGXAcmCEu79iZrWA6cBeQF93r9S3NTMz4EhCAhlU6uG1wF+BW939y6qJXmqyFbm5XYBngGZsf3Yoj7CXaEC7nJw3kxyaEofULNEv/38S1jt6u/vnO/g6BwHjCJVcxaerNhEqvG5y92U7F63UVCtyc/cA3iAkjcoWWTgheXRvl5PzUbJiAy2OS80znlBKO3BHkwaAu//X3UcQ1j7+CRRuAKkH/AL40MymmVm3nQ1YaqSHCdV8iVTmGaFycOaK3NykVvRpxCE1hpmNI4wS+rj721X82m2ASwjNEhuVevgxINfdX6zK95TUFW02vQY4CWhBmCq9GTiVMN2ZD6wD3gZucfd/R887qk529iSH3RvVrcsRnTpx/Qkn0KhuXb7duJFx//kPLy1dypa8PLq0bs21w4bRpXXr0m+/HjiqXU7OK8n6fBpxSI1gZucAvweOqeqkAeDuq6LNgXsAVwKriz18LPCCmT1vZsdG02WSoaL/vo8CFwPvAhcCDwKHFLvsF8AEYD/gITMbHd2/ZUT37l9ef8IJ+d3bt2fmokVMfvllAO58/nkef+cdjuzcmbN69uT15cu5+rHHyguhPvDrpHy4iBKHZDwzG06oqjrR3ZP2LQzA3de4+7VAB8Kmw0+KPdyb8AvlLTM7PVqkl8zTnzCqeBcY7O7/dPffAecUu+Y/7n4NRXt9/giw/LrrXvz9Mcd0PbJz5+yu0Uii8HtGQTQ7tH/btvTcay8AdqkfenPe/NRT7HHFFfx+5kyOnDAh64Brrjlpl/r1z4ieX8fMbjKzlWb2rZk9aGYto8f2MLMXzewrMxtvZt+b2cfb+4BKHJLRzOwoYBowxt0T2fW9U9x9Q9R2pDOh/r74KKcbcA9hHeQXZlamM6+ktYOjP58svhm1nI2puPtLhIq8jmbWGGh294IF2d1zc7ll/nwO23NPzjzsMAB+3qcP3du355rHH+eMiRPZvWlTrjruuBKv98JHHzH6sMNYt2kTG7ZsuS66O4cwApkF3EJY4/t79NgtQE/COl1Lypb7lkuJQzKWmR1KWGS82N0fiCMGd9/q7vcA+wNDgZeKPdyBUML7sZnlmFnTGEKU5KnsAnLh1KVvzsurP7hr17zJY8YwbP/9eWXZMma/8w4ATy9ZwuvLl3NO797ceOKJfP7dd/x+1qwSL3R27978rFcvdm/WrCCvoKCwO3NhdjmPMLJpSFE5eT9CH7YcwvRZmeRWHiUOyUhm1pWwwe86d78z7ng8eNTdewFHEBbMC+0GXAcsj6YLyqx2SlpZGP05MNo8CvywkZRiP+8SdR9oQiijffyga69d1KpJk3r999mHywaF3+2PLV4MwIw338TdObtXL0Z0707bpk157sMPS7xx02jqqlZ2tlH0+90I+zwGE7pDDyQs2hdKuEJKc6yScaJNf3MJbdCvjzOW8rj7C4Q27/sTqrxOJfwjbwxcDlxsZpMJe0GSWo8vSfE0YeNeX2C2mT0M/ITQWHPP6Jr3gV2LPacJ0Hvd5s1bb5g7N3/v3XbLfuztMLvZebfdAGjfvDkAE556ir1atmT5mjV0LVtRBfwwLZYd/TiLMH02BngK6BLFMTeK9QQzuxZoRSUHE0ocklHM7EeEfxBzgd94Ctebu/si4Awz+z1hDvpnhGaKdQnTCueY2YPAeHd/I75IpTKiaqq2hDWs+UBrYABwdDmX70qYFvqG8P/V6cBiYNS0BQt+vSU/v0nzhg0Z2aMHlw4YAMAlAwbwxbp1zH33Xbbk53NI+/ZcPXRoeaFsWrtx4zqKelrlEqanTiP0TlsG3BE9dgkhYZxPaAa6laKzbCr+rCn870okIWa2C+Gb3sfAyVEX3LQRJb2LgV8SvoEWN4cwenoulZNhTWFmTYAfE5JEN8IaVjegvHWqVYSkUHhbBLzv7pvKuZYVubm7Eo4HqLeD4W0G9myXk/PZ9i40swMIsa8klI3/Cpjg7r/Z5vP0/0HJBFFl0hOEudxjKvpHmQ6iBHgecClF3XgLvUJIILPKq9KRqhUdObw3RQmi8NahnMvXE6rnFlEsUbj714m+74rc3NsII9AGCT51A/BAu5ycsZW52Mx6EaoO2wJfEIpJfuvuG7b5PCUOSXfRP+5/A22A/pnSpdbM6hHmpS8nnKle3LuE9in3ufvW6o4t00TTTG0oOXroRtigV6fU5QXAB5QcQSwGPq6qZL4iN7cWYZR5OJVPHhsJ/a36tcvJKXMGclVS4pC0FlWqTCa0Oz/C3Vdv+xnpJ9ooOJxQj/+TUg+vAG4C/uXu66s7tnQU7ZconGYqniSalXP5Z5ScZloMvOfuG5Md54rc3DrA3YQppAZU3LfKCaOdp4FT2uXkJH20rcQhaSv6lvhnwi/VXu6+POaQkir6vEcDvyXsTC7ua8Lu+Nvd/Zvqji0VRQm39DTT/pQ/zbSB8qeZvqqWYCsQNSs8glA8MYgwFVs4AtpCKHB6mvDl4el2OTnV8gtdiUPSVlSNdBFhpPF+3PFUJzM7nFDKO6zUQ+sJFTN/dvdPqz2wGEQJtTUlRw+F00x1S11eAHxI2WmmZam+ZrQiN7cV4YtDYRnvN8CT7XJyVlZ3LEockpbM7BeEOf5+7r5we9dnKjPrQkggp1OyvH4rYZrjBndfkshrrlp8TS3A23S7Mr/KAq0iUdfZ8qaZmpdz+ReUGkEA71bHNFOmU+KQtGNmpxEOSzrW3efHHU8qMLP2hCqscwjdUQs58B/g+m0l2FWLr9mbUAo8iqK28GsJf8+3t+l2ZbUeShVNM3Wm7DTTnuVcvgF4h7LTTBm33pUqlDgkrZjZEMIvwtPcfUbc8aSaqOvphYTOvKUXe+cRNoPNL9wLsmrxNfUoWoCtBdQu9ZwthOmde4Hz2nS7skr3xkTTTK0oO83UhfKnmT6i7DTT0lSfZso0ShySNqKa87nABe4+Ke54UllUOXQOYVG1TamHFwLX3zHh1MeOG9j1SUI7iu116N1A2Fz50x2dwoqmmbpSNknsWs7lX1B205ymmVKEWo5IWoj6Oj0K/EFJY/vcfR1ws5n9ldDW/XJChRFAd+Chdes2rcnLy29Yq1Z26X0K5WlA6L30O+DqbV0YTTN1ouw6ROm9KBD2Hiyk7DTTl5WISWKiEYekPDPbC3gBmOTuV8QdT6pI8HjS2whTPTnAwWZQq1Y2jRrWpc9he3HDH4fRqGFdvv1uI5f9cQYvvbaMzVvy6Lpva6773XF03eeHZnprgd3adLtyS7FpptLrEOVNMzkVTzOl3CK8bJtGHJLSohbjc4GZhG+7QonjSY8EniQcTdqBsseT7kZoZPcAYRf6IcAlhxywR87woQe0nPfcBzwyZzH7dv4RF51zJP+Y/AKz573LsMHdaNe2Gbf/6zmuunEOD9wVOlhs3Zpfd8Lf5s/4y79+X4+QJMqbZlpN2Wqmd7bXxkLSh87jkJRlZs0ISeN14Bdq7lfCDh1PGp0L8ud7/jHm/UF99+XH+4aRRFZW2JRc+Fe8f9e29Do0zCzt0jj02pvwt/l0OPhP9d794PMhhAOAdiV0Wp1EqOiaRGjOV5/Q0vsud59I6IP0lpltNrNVZjYhGX8hUn004pCUZGYNCYcdfQaM0nRGGRUeT1p4RnWx+14ysx+OJ3X3dXfe/VKnG2+fB8Dh3Tsw9rRDATh/7BEs+O8n/N+EOQDs3qYpV//22BKv9+Gy1ZsJU2TnEzbe5RCqssYSRkFPEg6mesTM9gOuIiSTXwC7UH4HWUkjGnFIyjGzOoSmhQac6O6bYw4plSV8PCnA8YO7rZ7611EcP6QbLy/8mMeefBeA+c9/wMI3V3Du6J5MuOp4Pv/yO67MfbTEC50xvPuH0UhmIqH196HAMdHDl7r7bcAjwF6EBfkPCRv0BhB+58R+IqPsHCUOSSlmlg1MBXYnbPD7PuaQUlWljieN7juccL7H0sK/z+bNGi7u16tTwbgLBwLw6JPhtLmHH3sLd+eckT059YSD2b11U559qeQhhN98u6GwJ1h5TffKS2RnEFqEfwZcRmgNL2lMU1WSMqIF378QvsH2VrO+bSp9POlDQDtK7tk40cxaEBbHAa4zs1OB3BbNG7a5/IIBzHk6tPjau2N0PGm70Lnjpr/Np1OHFnzy6Rq67tOqxBtPvOeVTndMsXMJU1MbgQWE9Y7hhBLgJwnrKv8jtB8fD3wCvEVo1Le3mdVKt4O2pIgSh6SSqwm/fHq7e7U3bksn7u5mNhS4llCO25+iFuudo8v+RijHXU74pX0TodDgv199s77eFdc++qNdmzdk1MmH8Ovz+wFw6c/78cXqdTzx9HvM2pJPjwP34P9ywhqHh9GEbc3Lfwz4DWEB/Gx3/yI6I70tYXG+P/AaYaPm1mjqMYcwXbUqul9JI41pH4ekBDO7BPgT0Nfd34w5nLRnZp0IfadGEY4SnQLc4+4rCq9Ztfia/YEXKepNtU03/OWpzbf+89m6hGN5H6r6qCVdaI1DYmdmowlVOEOVNHacmTU1s3PN7EXgZcI3/BFAF3e/vnjSAGjT7cpFwBDCqGRbpwhuAdbMnvfulCSFLmlGIw6JlZn9FJhO+Bb76Paul5KiY3OPBkYDg4GnCKOLx929UseHrlp8zZ6EliSjCbvN6xCmpbYQvlzeBdzUptuVmj4UQIlDYmRmRwKPA+e4+z1xx5MuoiKCAwi/6E8nbMKbCkx396939HVXLb6mEaGstg2hPclKYHabbleqsaCUoMQhsTCzgwhVQb9z97/EHE5aMLM2hEQxhrCR7m5gaqIHNYnsLCUOqXZmtjehaeHf3P1PMYeT0sysAXA8YXRxGPAwYXTxrM6gkLgocUi1MrPdCZU8M4GL1H+qrGgT3xGEZHEiobR1KvCwu6+PMzYR0D4OqUbRZrS5hNHGxUoaJZlZZ0KyGAWsJyxyd3P3T2MNTKQUjTikWkQn0s0jtNw+3t23Vf5ZY5hZc+AUQsLoBNxHGF38V4lVUpUShySdmdUldLqtCxxd089liEpoBxMWuQcRRmFTCSW0SqiS8jRVJUkVHSN6L9ASOLKmJo2ohPYgwsjiNEIfpynAuerJJelGiUOSJvpl+Q/gJ4T+U9/GHFK1M7O2hO6wowmtPe4m/F18EGtgIjshJVqOjFv6akrEIVXuesKGsoHu/nncwVQXM2toZmeY2VzgHWBf4JdAR3f/vZKGpLtY1jjGLX21HnAyoTf/PoQWB1sIh9nfCEwf37GHdqumMTO7HPgt0Mfd3447nmSLSmiPJIwsTiCcOTEVmFFTp+ckc1V74hi39NWfAzdEPzYu55LCg3tyxnfscXv1RCVVyczOBm4hjDRejjueZDKzfSjqQruOoi60q2INTCSJqjVxjFv66nXAxUCDSly+AfjH+I49fp3cqKQqmdlwYBqh5PaJuONJhqiE9lTC6GJPwuL/VOBNldBKTVBtiWPc0lfPA26mckmj0Abgt+M79lAvozRgZkcBs4Az3X163PFUpegwoiGEZDEQmENIFk+ohFZqmu0uSptZBzPzUreEqmPGLX217utTpt/ywq3//CFprP10FTfsdSgPnX3ptp7aALhu3NJX628nxr5RXGWmtsysRfTYM4nELIkxsx6EPkqXZErSsKC7mf2F0Cn2cuAJoL27n+LujyppSE2USDnuGxStTZTp87+dM4SHv3nvf+p8/dHH9L74nERjJH/r1hFmNmUb0wDvEmrjVa0SAzPrQmiPnuvud8Qdz86K+mmNJIwu6hNGFoe7+0exBiaSKtx9mzegA+FQlyeAFtFtF+DM6P7phJLDhwnnCb9R7LmLgJWdB/X9JrrWAW936EF+3rMPO+C79zjQ9x7cz+s0auj7DR3kl330il/+vwUOeNP2u/s+Q/p7dt06BUBTYBiwmNDH521gWPQ+faPXvj36ef/ous8IZzI78Mz2Pqtuid+A9sCnwASiqc90vBH2WIwCngTWEA4v6gNkxR2bbrql2i2R/RODCH2GVgOPFLv/aOAOQjXJXcABZnZgdOZxN+CeHueObNC41W4ADL3l/+h5wc9+ePLKhW/R6sf70nzPPXhv1lw+XVh0cui3n3xKncaN6HfFxQXRL6gHgdrArwijpQejqpbSpgD7EdZU9kvgM0oCzGw3wi/ap4DL3D2tFobNLMvM+pvZFELyOw34F9DW3c929+dcrctFykgkcSwgLAoOBIpXOk1099vcfQZwJ+HoybHA8OjxqW0P7FanbuNGAOw3dBDte3b/4cmtf9KVw84/k70H9wPgu08/++Gx+s12YfC1ORw08qRsy87uQ0gaE9z9TsI33NrAUcWDNLNdCKejvezuNxL2ikgVi/6e5xCmCc9Op1+wZravmV0HfEwoG14E7Ofux7j7/a59FyLblEji+Mrdn4purxe7/4d6dQ/tn2cRTikbQZi2ehvYhFm5L1qvaZMQSHY2AAX5Rb9/GrbYFcvKoiA/P9/z83crfJsEYgYo/41lh5lZfcJ5GmuBU73ita2UYWa7mtkvzWwB4eTBesBQd9/f3Se4+2fbfgURKZTI4ngbMzu12M+1K7ju74QTy3YFLonue7/eLo0PBHhj2kO02r8LDZo3rfQbf/O/T7KBK6MfrzezvQjrHVsJ0yStC69197Vm9gZwuJldBhxe6TeS7Yo6u04HGgL93X1TzCFVKCqhPZawyN2fsIB/FTA3HZKdSKpKZMRxIOGsgMJbwwque5LQOiQvug7gxoNGnbyxwa7NePKPN/LmfQ9X+k23fL+eBXdOLX7XroRWFp2Bp4GOlE1iY4H3CeWT71X6zWSborYa/yK0iRni7t/FHFIZUQltj6g0exVwKTCbUEJ7qrvPVtIQ2TlVugEwmvfuBUwGnnf34RD2cQBfAk0SfU0vKNhw28GDrt783brjotcub+ppHeHb5MOEMw3W7tgnkIpEnW5vBk4Cern78phDKsHM2lFUQluHUEI7zd3/F2tgIhmoqrvSHkg4sOcrYFzhneM79thMWFBPdNFxg2VlXbZp7Xfj3f0IwpTUOdF7bC52XWPCKWr3AavNbI6Z/dzM2uz4R5FSfkcoVx2UKknDzBqZ2Rgzmwe8RWj/cQ7Qyd2vUtIQSY7q7lV1NSGBVLZX1e3jO/YYV96D0VGkRxPWU44j7C0pzwJgBqFL6fsJBy2Y2fnAeMKaxsKYY8kG+hFGFsMI55dPAWa5uzoqi1SDOLrjnk20WYzyu+OuK7x0fMcef6/Ma0YLtkcSksjxQNsKLl1ClESAV9OphDQuZla4t+E4d58fYxxdCMliJGEv0VTgPq9B53yIpIq4zuOoC5xIWLzeh1AauZnQMuQG4KFoeith0Vz8wRQlka4VXPo5YSPjDOBpd9+h98tkZjaYsG50urtXvqKh6t6/JUVdaHcH7gGmuvui6o5FRIrEkjhKG7f0VRvfsUdSAjGzzhQlkcOpeHF9NiGJzE7FaqHqZmY9CRVyF7r7xGp837oUldD2I/x3mQI8pWookdSQEomjuphZK2AoIYkcRai+KW0rMI+QRGbWxI1hZrY/8CxwrbvfVA3vZ8ChhGQxgtCHbCrwkCrkRFJPjUocxUWL64MJSeRYKl5cf4WixfUl1RRebKLNlS8Ak909J8nv1Z6iEtosikpolyXzfUVk59TYxFFctMO4+OJ6RWW871O0uP5api2um1lrQtKYB5yXjKaFUcIeDowBfgI8QEgYL6dbk0SRmkqJo5Rod3TxxfUuFVz6GSUX18ucUZJOzKwZYXpqCaH/VH4VvnY2MIAwshgKPEdIFrNSuWWJiJRPiWM7zGxvipLIYZS/uP4dYVPiDGBOui2um1lDYC7hnJOhVVVhZmZdKSqh/YKwyH2fu39ZFa8vIvFQ4khANJVTuLg+gPIX17dQcnE9pfcZRNN0jwDNgKPc/fudfL3dCOdajCbs9J8G3O3ui3c2VhFJDUocO8jMmlBycb28PlxOycX1lDraNppCmkY4MbGPu3+9g69Tj7B7fzRhrehRwuhiXlVOeYlIalDiqALRt/a+FE1pta7g0vcoWlxfGOfielQCezsh6fVy95U78PzDCMniFMJhSFOBf6fbVJ2IJEaJo4pFi+vdCQnkBGDfCi5dRdHi+jPVvbhuZlcD5wG93f3DBJ7XgdDscDRhRFVYQvtx1UcpIqlIiSPJzGxfQjO+wsX18qyl5OL6ugquq6qYLgauBvq6+xuVuL4JoZ36aMI58tMJCWOBSmhFah4ljmoULa7/lKLF9fJOUdxCONVwBqFctUoX181sNOGUxsHu/vw2rssm7K4fQ5jOeoaQLB5VXy+Rmk2JIybRt/ghFC2ul9cp2IGXKVpcr/SUUgXvOZSw4e5kd3+0gmu6EUYWZxCm06YA97v76p15bxHJHEocKSBq7NeXkESGUfHi+ruUXFwv8x/vtltv7wBcSFhfqQ28Dtz8q0svpqCgYA5wrrtPK/X+PyKU0I4BWlJUQvvOTn84Eck4ShwpJlpcP4SixfV9Krh0I3AvcD/wrLtvve3W24cDdwPZFO0x8YKCgk2vv76w1j33Tst19z8Q1lNOAuYQymfXE9qnrwNOBloQGhxemYzPKCLpraqPjpWd5O4F7r7A3XPcfV9gP8IZJaXVB35GaH2+ulOnTrPyC/LvLSgoqE/JjYmWlZVV/8ADD+LCCy6qG93XjTAN1ZCw3rGfu48iJI16hJHH9KR8QBFJexpxpIGoBHYZYdH834T1h97Fr9m7894sX7GcCy+4mM1bNvPIjIf57PPPaNKkCQP6H0XPnr1YuXJlwQ03Xp9F6Ec1iFBZNYYwwrmJMPooNNbdJyf7s4lI+tGII70UEBLH7OjnNwlns1Ordm2GDTueRo0acdddd/LNmm8YNuwEGjVqzPQH7ueDD5ZQp06dwoaCH7n78lKvfTXhFMavCOsdzyb/44hIOlLiSC+DgC+B64CVwFjC+duMGjk6v+fhvfh05ads2LCBww47nN69ejNkyDEAvPfee5hZhe0/ovPE84D17n6/zsQQkYoocaSXBYS9FQcBe7n7m9H96xs0aFBiBGHlNPE1K3ffiIhIQmrFHYAk5Ct3n1fBYzcD4/fssGeDBg0a8MqCl2natCmvLXwNgP26dPG8vLx3CGeNiIjsMI04MsdE4OOGDRtuPvvsc2nWtBkzHnmYdeu+Y8Qpp7J3573Xv//++3+IO0gRSX+qqsogt916e9MNGzY8VLt27QHZ2dkbs7KyCrvvfgqMvOjiCxbGGZ+IZAYljgxjZrnNmjUb8cc/XPXHqN37W0oYIlKVlDgySNSYcDnwV3e/Lu54RCQzaY0jswwCWhG62IqIJIVGHBnEzB4EGrv74LhjEZHMpXLcDGFmLQiddUfGHYuIZDZNVWWO04HvgZlxByIimU2JI3OMBe51903bvVJEZCcocWQAMzsQOICwCVBEJKmUODLDWGAR8EbcgYhI5lPiSHPRsbNnAJPKO0pWRKSqKXGkv6FAY+CeuAMRkZpB+zjSnJnNBja6+/C4YxGRmkH7ONKYmbUFjibs3xARqRaaqkpvowgnAs6JOxARqTmUONKUmRlwFjDV3fPijkdEag4ljvTVE+gMTIo7EBGpWZQ40tdY4GV3fz/uQESkZlHiSENm1hAYgUYbIhIDJY70dBKQDUyPOxARqXm0jyMNmdmzwCfuPjruWESk5tE+jjRjZnsBfYD+ccciIjWTpqrSz5nAMuDZmOMQkb2rSBgAAAe6SURBVBpKiSONmFk2IXFMdveCmMMRkRpKiSO9DADaAlPiDkREai4tjqcRM7sPaOHuA+OORURqLo040oSZNQNOQHs3RCRmShzp4zRgE/Bw3IGISM2mxJE+xgL3ufvGuAMRkZpNiSMNmFk3oDuaphKRFKDEkR7GAu8Ar8UdiIiIEkeKM7M6wEhgkqsETkRSgBJH6jsWaA5MizsQERHQPo6UZ2YzgQJ3Pz7uWEREQE0OU5qZtQKOAYbHHYuISCFNVaW2UcDXwOy4AxERKaTEkaLMzAjVVHe7+9a44xERKaSpqtR1KLAfcHLcgYiIFKcRR+oaC7zm7u/EHYiISHFKHCnIzBoApwIT445FRKQ0JY7UdCJQB7g/7kBERErTPo4UZGbzgM/d/Yy4YxERKU2L4ynGzDoA/QEd1iQiKUlTVannTGA5MD/mOEREyqXEkULMLIuQOCa7e0HM4YiIlEuJI7X0BdoDk+MNQ0SkYlocTyFmNg1o6+794o5FRKQiGnGkCDPbhdDMUHs3RCSlKXGkjlOBrcC/4w5ERGRblDhSx1hgurtviDsQEZFtUeJIAWbWhdDUUNNUIpLylDhSw1hgCfBK3IGIiGyPEkfMzKw24cCmSa4SNxFJA0oc8RsMtACmxh2IiEhlaB9HzMzsYaC2ux8XdywiIpWhJocxMrPdgOOAEXHHIiJSWZqqitcZwLfAo3EHIiJSWUocMTEzA84C7nH3LXHHIyJSWZqqis/BwI+BkXEHIiKSCI044jMW+K+7vxV3ICIiiVDiiIGZ1QNOBybFHYuISKKUOOJxPNAAuDfuQEREEqV9HDEws7nAGndXGa6IpB0tjlczM9sDOAo4Ju5YRER2hKaqqt9oYBXwZNyBiIjsCCWOamRmWYRqqinunh93PCIiO0KJo3odAXQEJscch4jIDlPiqF5jgefd/cO4AxER2VFKHNXEzBoDJ6O9GyKS5pQ4qs8pgAMPxh2IiMjOUOKoPmOBB9z9+7gDERHZGUoc1cDM9gF6oWkqEckAShzV40zgI+CFmOMQEdlpShxJZma1CJv+Jrn6u4hIBlDiSL5BQCtgatyBiIhUBTU5TDIzexBo5O5D4o5FRKQqqMlhEplZC2AYOuVPRDKIpqqS63Tge2Bm3IGIiFQVJY7kGgvc4+6b4g5ERKSqKHEkiZkdCByA9m6ISIZR4kiescAi4I24AxERqUpKHElgZnWBM4CJ2rshIplGiSM5fgo0Bu6JOxARkaqmfRxJYGazgQ3uflLcsYiIVDXt46hiZtYWOJow6hARyTiaqqp6o4EvgCfiDkREJBmUOKqQmRmhmmqqu+fFHY+ISDIocVStnkBntHdDRDKYEkfVOgt42d2XxB2IiEiyKHFUETNrRDhXfGLcsYiIJJMSR9U5CcgGHog7EBGRZNI+jipiZs8Cn7j76LhjERFJJu3jqAJm1gnoA/SLOxYRkWTTVFXVOBNYBjwXcxwiIkmnxLGTzCwbGANMdveCuOMREUk2JY6dNwBoC0yJOxARkeqgxfGdZGb3A7u6+8C4YxERqQ5aHN8JZtYMOJ7QZkREpEbQVNXOOQ3YBMyIOxARkeqixLFzzgLuc/eNcQciIlJdlDh2kJl1Aw5GLUZEpIZR4thxY4F3gIVxByIiUp2UOHaAmdUBRgGTXGVpIlLDKHHsmGOBpsC0uAMREalu2sexA8xsFpDv7sfHHYuISHXTPo4EmVkrYAgwPO5YRETioKmqxI0CvgZmxx2IiEgclDgSYGZG2Ltxt7tvjTseEZE4aKoqMYcC+xJO+xMRqZE04kjMWOBVd38n7kBEROKixFFJZtaA0JtqUtyxiIjESYmj8k4EagP3xx2IiEictI+jksxsHvC5u58RdywiInHS4nglmNmeQH9AhzWJSI2nqarKGQMsB+bHHYiISNyUOLbDzLKAM4HJ7l4QczgiIrFT4ti+fkB7YHLMcYiIpAStcVTg+WkrdgMa1q1d72ebt2562t2XxR2TiEgqqNEjDjPrYGYe3a4EeH7aij79Dj3u6z6j9viiz6g9ll590d9PA/plZ9f6W/Scw81svZktN7M9Yv0AIiIx0IijyNhnpix7ecvWzTMXLHqmQeGd9eqG/3nkIUOG1KpV+8fAY8B6YKC7L48nVBGR+ChxBEuBjgvffmHqV99+0SA/P4+WzVqxes3nP1ywYeP37bIs65l8yAaOcvclsUUrIhIjJY7gvfp1G3z/xIv/7vLF1yvpfdAgln26pETiWLDomWxgV2CAu/83tkhFRGJWo9c4iuva+eC5z772eK3FHyzkmD6nlHk8y374qzqtWgMTEUkxShyRgT2PvzM7K5uWzVvT/cdHlHl8UO8T81u3bLcKONvMcqs/QhGR1KCpqsh1d1z64cZN699o1bJdt6ysrDJ/L3Xr1PfRwy4aMv6uy+4Dfmtmq9395hhCFRGJlUYcxZw48MzBPQ8YsIJQNQWAu+cDLFm26Jnr//mbRcDRhPYjN5nZmHgiFRGJj7rjlvL8tBUNgZHA2UAj4EXgz0eMbKfDm0REUOIQEZEEaapKREQSosQhIiIJUeIQEZGEKHGIiEhClDhERCQhShwiIpIQJQ4REUmIEoeIiCREiUNERBKixCEiIglR4hARkYQocYiISEL+H/O0yFXDV9ubAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 445.882x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.paga(HSC_rna, color=['HSC_clusters'], threshold = 0.1, fontsize = 10, frameon = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir('/home/jovyan/data/covid/HSC_data')\n",
    "HSC_rna.write('HSC_rna.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Gather data to add protein annotation\n",
    "\n",
    "HSC.obs = pd.merge(HSC.obs, HSC_rna.obs['HSC_clusters'], how = 'left', left_index = True, right_index = True)\n",
    "#HSC.obs = HSC.obs.loc[:,~HSC.obs.columns.duplicated()]\n",
    "HSC = HSC[HSC.obs.HSC_clusters.isin(['CD38neg', 'CD38pos', 'Erythroid', 'Prolif', 'Myeloid', 'MK']),:]\n",
    "HSC.obsm.update(HSC_rna.obsm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "***Make marker plot***\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CD38neg', 'CD38pos', 'Erythroid', 'MK', 'Myeloid', 'Prolif'], dtype='object')"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.chdir('/home/jovyan/data/covid/HSC_data')\n",
    "HSC = sc.read_h5ad('HSC_rna.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "HSC = HSC.raw.to_adata()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "HSC.obs.HSC_clusters = HSC.obs.HSC_clusters.cat.reorder_categories(['CD38neg', 'CD38pos', 'Erythroid', 'Prolif', 'Myeloid', 'MK'])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Add cell cycle scores\n",
    "os.chdir('/home/jovyan/data/covid/data')\n",
    "cell_cycle_genes = pd.read_csv('regev_lab_cell_cycle_genes.txt', sep ='\\t', names = ['genes'])    \n",
    "    \n",
    "\n",
    "s_genes = cell_cycle_genes[:43]\n",
    "g2m_genes = cell_cycle_genes[43:]\n",
    "cell_cycle_genes = [x for x in cell_cycle_genes if x in HSC.var_names]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: genes are not in var_names and ignored: ['MLF1IP']\n",
      "WARNING: genes are not in var_names and ignored: ['FAM64A', 'HN1']\n"
     ]
    }
   ],
   "source": [
    "sc.tl.score_genes_cell_cycle(HSC, s_genes=s_genes['genes'], g2m_genes=g2m_genes['genes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = anndata.AnnData(X=HSC.obs[['S_score', 'G2M_score']], obs = HSC.obs)\n",
    "a.var['feature_types'] = 'score'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Observation names are not unique. To make them unique, call `.obs_names_make_unique`.\n"
     ]
    }
   ],
   "source": [
    "HSC = anndata.concat([HSC, a], index_unique = None, join = 'outer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAS0AAADyCAYAAAAY/JOgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd3gUVReH35NOr6GXSC+hN4EgHUFUlGYBBQSRJk3wQ1EBwY6iCKIoCiq9CEoH6YSONFF6B2kBkgAh2eR+f8wkbMImO5sCWXLfh312dubec89s2DO3/q4opdBoNBp3weNBO6DRaDSuoIOWRqNxK3TQ0mg0boUOWhqNxq3QQUuj0bgVOmhpNBq3QgctjUbjVuigpdFo3AodtDQajVuhg5ZGo3ErdNDSaDRuhQ5aGo3GrdBBS6PRuBU6aGk0GrdCBy2NRuNW6KCl0WjcCh20NBqNW6GDlkajcSt00NJoNG6FDloajcat0EFLo9G4FTpoaTQat0IHLY1G41booKXRaNwKHbQ0Go1boYOWRqNxK3TQ0mg0boUOWhqNxq3QQUuj0bgVOmhpNBq3QgctjUbjVuigpdFo3AodtDQajVuhg5ZGo3ErdNDSaDRuhQ5aGo3GrdBBS6PRuBU6aGk0GrdCBy2NRuNW6KCl0WjcCh20NBqNW6GDlkajcSt00NJoNG6FDloajcat0EFLo9G4FTpoaTQat0IHLY1G41booKXRaNwKHbQ0Go1boYOWRqNxK3TQ0mg0boUOWhqNxq3QQUuj0bgVOmhpNBq3QgctjUbjVuigpdFo3AodtDQajVuhg5ZGo3ErdNDSaDRuhQ5aGo3GrfB60A6kBXnz5lUBAQEP2g2Nm7Jr164rSin/B+2HxjEPZdAKCAhg586dD9oNjZsiIqcetA+axNHNQ41G41booKXRaNwKHbQ0Go1boYOWRqNxK3TQ0mg0boUOWhqNxq3QQUuj0bgVOmhpNBq3QgctjUbjVmTooLVv3z569HyNwsUfIVfefJQoXY533xvBuXPnHrRrGo0mETJk0IqKiqLLK915rGkLdl71oFrvz2k8YjplOr/Lgq3/UrZCIOMnTHjQbmo0Ggc8lGsPk0IpRbfur7Jp/xFafLgAb7/Mcdcy5fQnT4mKlGr5Mu9/1AdvTy969+6VpL2oqCjmzZvH9JmzCA+/SYOgevTu1YtChQql9a1oNBkSSzUtEWkgIutEZIOI/Cki/UTkjHm8TkRet0u7wTwXLCKBdvm3icgWERmRVjdjheDgYJb/uY46fcfGC1j2ZPUvTN0B4xk6bBg3btxI1NatW7do0qw5oz/7kvw1mlD5qc5s+fc0lSpXYcuWLWl1CxpNhsZp0BKRPMA3wPNKqceAjoAAs5VSTYFmQHUR6WBmaaqUagS8BQwyzw0Fuiil6gLNRSRn6t6GdcaNn0BA4w54+WZKMl32gsUpFPgoP//8c6Jpxoz5gEifbPSfMIs6jz9DYN3GdBw8ihff+pT2HZ/DZrNZ9mvmzJmULVeecuUrMGfOHMv5NJqMhpWaVmtggVLqPwCl1FVgf+xFpZQNGA20Nz9HmZey26U7COQQEW8gGogQkZEiMl1Elpm1s8wAIvK2iKw3z1Uyz3URkZ0iMk1E4spODkuXLKZ43VaW0has3ZLZCxY6vKaUYvL339O6+0A8POJ/jZXqNyFbnvysXLnSUjl79+6l/4CBDBzxOf3f+Yw+fV/n77//tpQ3IYcPHyY8PDxZeWNJaX6bzcbu3btTZGP9+vV88cUXxMTEJNtGREQEERERKfJDk/6wErQKAuedpDkPFAIQEX8R2YxRO9tgXl8IzAf+BdYppWL/Jx1SSrUCNgLNzCBVVinVEKNG976IeGHU2OqZ78UdOSAiPc3AtvPy5csOnYyJieH2zXB8s+WycNvgmy1Xos3DO3fucOPGdQoElHJ4vVCJspw6ZU2Wae/evdSs15CqtepRrU59qtWuy759+yzlTUj/AQOZOHFisvLGMnXq1BSNoC5btozOnV8isb+DFd54YwhvvPEGBw8eTLaNFStWWH5waNwHKx3x54HSTtIUAi4AKKUuA/VFpDbwIdAS+BxoAJwC5otIeTPfX+b7GSAX4AfUE5F15vloIC9wRikVCYSIyDFHDiilJgOTAWrWrKkcpfHw8CBz1mxEhIaQKUceJ7cEd0JDyJnDcUvW19eXXLlyc/7EEQo9cu/Xc+7oQR7p2dlpGQDVq1dn8BtD2bF5HTExMfy1PZhqn39sKW9Cvp30Dfnz509W3lheffVVfH19k53/iSeeoESJEvj7J1/8c/z4r9izZw8VKlRIto1WrVohIsnOr0mfWKlpLQGeFZECACKSGwiMvWjWhIYD80TES0Ribd4AbprHMcANpVQMEAbkMM/bBxfBqImtV0o1MvvFWgKXgSIi4mP2hZVw/Tbv8uRTT3M6eImltOe3LeWFDm0dXhMRevV6jcWTxxKdoO/qr3XLuR16jebNm1sqJzAwkO++/YYp40YxdfwYfpzyA+XKlbOUNyEBAQFkypR0f50zUhKwADw9PalYsWKKbNSrV48+ffrc0/R2BR8fH7y9vVPkhyb94bSmpZQKEZE+wGzzqRUJ/AY8JyLVAU/gN6XUHBEpDMwQkRiMQNXXNDMKWCoiNuAQsA0jICUsa5+IHBGR9Wb+VUqpD0VkPBCMEdRSJIU7qH8/Wj/bgRKN2uGdKUui6W6cO85/B3fy0ksLEk3z9ltvsTn4acb1bs+jT71A1hw5ObhlLQeC17BsyWI8PT0t+9WuXTvatWvn0r1oNBkRUcphSypdISLeSqkos5a3TClVJ6n0NWvWVIlpxCul6NHzNVZt20edvp/hkznbPWlCL5wieFw/Ph0ziu7dX0nSN5vNxh9//MGvM2YSfvMmjwXV59UePciXL5/1G9SkK0Rkl1Kq5oP2Q+MYdwla/YG2QDbgHaXUsqTSJxW0AKKjo+n7en9mzJpDQIOnKVKrBd6Zs3Er5D/OBv/BmZ1r+WLsZ/Ts+Wrq3ojGLUjroCUiAcAOIHaIeIRSan0y7HQFZiilIs3jQ0qpVJsgKCLdgH7A50qpGcnwLatSaoKI7EzN79MtgparOAtasRw+fJivJ37D4qXLuX3rJrly5+blTi/Qo3v3FHUia9yb+xS0xiql2ju45mH2/Vqxsw54UimVsjkqidtfgTE/81oy8nYljYJWhlvGY0+ZMmX4+qsv+fqrB+2JJqMjIgeBncBlEVmOMTk7K8YcyY9FJBPwI8ZIfRTwLlAVWCYi8zBG33cqpRaLyDigFmADuimlTojIP8BuoALwhVLqlwTlDwHaYQyOvQ6UBeoAv4vIQKXULjOdABOAyhj9zs8COYFJgC/wl1JqEA4QkTFAU9P/N5VSW5PzXWXooKXRPEAa2k3taQMUAeorpa6JSGalVBMzQGwRka+AnsB2pdS42NqYiOzBrGmJyEgAEakFFFRKBYlIQ+A9oBtQAOiNOcAFxAUtc2bA00B9IACYrJRqJiI9ubcm9zRgU0o1MPN6AN8BfZRSx0TkaxFJrFb1OFBXKWWzm2XgMhlS5UGjSQfETe1RSt0Ajto1w6qJyGpgHcYUn3xAOYxJ2DhpPpbE6C8DY5Q+dvbzcaVUqBmAEk5eCwD2KqVilFLHuTslyRFxftj5UhaYYgbhehgB2BHvAN+JyHfmPSULHbQ0mvSBfSAaBvQHGgOnMYLMPxg1IexqKVEYU47sOYrRNASjeXfEPE6q8/okUFVEPESkBHA9ibRxfpi+CMY0pi7m3MqawOJE8m5QSnUH1mPUHJNFhm4enjhxggkTv2HZytXcvBlO7tx56PxCR17p1o1cuawt9dFo0oD5wGyMtbuxE7S/B6aKSDvgNkZT63dgjojErbBXSu0UkQsisgmzT8tZYUqp/0RkEbCZu31aifEH0Mq0Hwl0AP4HfCsivhjBN7F5QgvNvjlfoIczvxIjQ44e2mw2evd7nZmzZlPk0dbkq9YYr0xZibh+mUvbl/Lfvs18+vFH9OnT+z56rUkvpOLo4cP347o/JLn2KsPVtJRSvPhSF7YePEnD0QvwzpQ17lr2QiXIV6EOAZfO8O4Hg4iKtjHg9aQeOqnnU3BwMMuWGdPPWrduzaOPPqrXzWk0DshwfVqLFi1i/dZdVO75SbyAZU/WfEWp3u8rhr/zLmfPnrVk9+LFixw9epSoqCjnie0ICwujafMWPN/5ZQ5eDOfv/8Lo8EInWrRsxc2bN50b0GgyGJaD1sOiXjr2y/EUbdYZL1+/JNNl8S9M4dqPM+m7yUmmi46Opmu3VyhTthyNmjSjXPkKHDp0yLI/r/Xug2TLw8dz19Khz1A69n2Tj+euJdInK31f72/ZzsOGUsolEcWHhT179jBp0qQH7YZDOnXqRHR0NIsXL6ZOnTq8++67gKFb1rPn3X71WbNmMXfu3DTzw6rc8kOhXnrx4kX+2r2LgtWbWEpfqO7TTPv51yTTjBs3jn0HD/PL6r/4acVOnnjxVZ5ta23h83///cfixX/w4qAReNgtrvb08qLzGyNZsGC+S5pUSikWLFjAP//8YzlPQubOnUut2nX4+JNPkm0jpRw5coTiAQFkyZKFCRlsg5GqVavSu3fq9KWmREAxIRs2bKBy5cp4enryyy+/sGnTpjihyvHjx9OvX7+4tO3bt09S8TelWK1ppaV66c8islJEFouInylvM0MM9dKlIpJbREqZNbR1IpJ01ScJLl26RLY8+fH09rGUPrN/Ya5evphkmvUbNtH6hVfIlMVoaj71fDdOnTrF9etJjRobHDhwgJLlKpE5W/Z7rmXNkYvipcq5FIBWrVpFhw4deOrppy3nSUjffq/TptNrjH5/NJcuXUqWjb/++ovu3XskWzX0u+++4+lnO7B60w5GjhyZLBsAY8aM4aOPPkp2/gfBunXrGDJkCGDorPXu3Zs6deo4vI9p06ZRs2ZNunTpQqVKlQAYOXIkXbp0oVWrVvz9998MGjSIoKAgGjVqxIkTJwCoWfPuGMOjjz4KQNeuXenVqxdNmjShS5cu95S1cOFCgoKCAPDz88Nms+Hh4cGVK1e4cOEClStXjkvr5eVFpkyZuHgx6d9OcrEatNJSvfSsUqoFhvTM8xjLAk6b6qWzMYZfGwLTzdqbw+1xrCiX+vn5EXXH+g8pOuoOPk6akXnz5uHsiaNxny//d56YmGiyZnXcX2ZPzpw5Cbn8H45GcJVShFy+SM6c1iuklSpVolbt2nTs0NFynoTUrFmTH7/+mAIFC7pUtj1lypThiSdaJVuXKzAwkJVLFzP2o/epUCH5ulzNmze3rGmWHrl+/TrDhg1jy5YtzJo1K941m83GuHHjCA4OZty4cfFUcosVK8ayZcuIiIjgwoULbNq0iVGjRvH+++8nWV716tVZs2YNvr6+rFu3Lt61f//9l4CAAAAGDx5M9+7d6dixI2PHjqVnz54MHTqUT+xq5yVKlEiR6mxSWB09TEv10l1270EY81LsZ/Q2A74AhovIz8Bq4J66pxXl0oCAAMQWSei5Y2QvXNLZPXNx70YerVsvyTRvvzWMevWDiLh1kzz5C/LHjB94f9QovLycf7XVq1fHy0PYF7yOKvUbx7u2e8NqsmfNEvcEtULBggXZmsJdgH5bMJ8dO3YQGBiIj4+1GmlCsmTJkiJtsC5dupA1a1ZOnTpFt25OpxklSp06SSoYpXty5cpF8eKGunhCYccrV65QtGhRfHx8yJ07NyVL3v3/XKuWMbf02LFjccd16tThnXfeuacM+wdmjRo14t6PHTtGo0aN4qX18zMe4FWqVGHGjBkcPXqUf/75hw0bNtChQweWL1/OoUOHKFu2rMMHcWphtaaVluql1ezej+F4Rq9NKTVMKfUyMCy565a8vb3p9VpPzm2Y7zStUooLmxYwqH/fJNOVLl2abVu3UDinD5GXT/Ll558xdOhQS/54eHjw7TcTmTxyEKvm/szNsBuEh15nxayf+HH0ECZNnHDfpz34+voSFBSU7FpWaiAitG/fnjfeeIPcuXM/MD8eNEn97f39/Tl79iyRkZFcv36d48ePx12LVXstVaoUO3YYz/9t27ZRurRR74iIiCA6OppTp05x5cqVuHx//fVX3Lt9EAQoW7Ysx47FVzr/4osvGDx4MOHh4URGRuLh4RG3KcqJEycoX748aYGlmlYaq5cGiMgq4A5Gn5gNaCsiGzACXifgaRHphzGTdrlV6Q5H9Ovbh28nV+X8rpoUquG4Q14pxeGFEymUJzstWrRwarNEiRKM/eyzZPnTvHlzli9dwpgPP6LfuPcRER5v2YpVK1fEPfk0moR4enrSv39/6tWrR7ly5eJqZPbUrFmTggULEhQUhJeXFz/99BNgjALWrVuX6tWrx3sobN++nenTp1OsWLF7alnPPPMMq1evpnbt2oCxf2ilSpXIli0bzz77LJ06dSJv3ry89dZb2Gw2bt26RYECBdLk3h/ojHhzZfpOpVRia5WShbMZ8bt376Z5y1b412xFsYbtyZzn7pd7/dS/nFr1M5luXmT9mtVaVysD4i4z4qOiovD29iYkJIRWrVqxbdu2ZNvq2rUrQ4YMITAwMNE0L7zwAr/++qtTGfHZs2cjInTsmOy+VT0jPiHVq1dn947tfPLZWH796GVyFCyOV+as3L52Ge7cpE+v1xg0cADZst0rxazRpBcmTZrEggULCAsLY8yYMWle3syZMy2le+6559LUjwy59tCe8PBwdu7cyc2bN8mTJw+1atVyaUMKzcOHu9S0HmJ0TSspsmbNek/7XaPRpF8y3NpDjUZz/1BKERYWRkhICNHR0aliUwctjUaT6pw+fZphw4bh7+9Pvnz5KFasGJkzZ6Z9+/Zs3LgxRfO4MnzzUKPROObChQtMnjyZH374gQsXLuDl5UXlypUZOHAg7dq1c7jiQSnF6NGjGTt2LJUrV+b555+PG4G/ffs2e/fu5bnnnqN06dIsWrQoWfMBM3xH/N69e1mwYAEh129QtHAhOnXqROHChdPYw/gopdi4cSM7duxARKhduzb169d3aWLp0aNH+e77H/j30BH8/Hx5stXjdOzY8Z6Z1BrnPEwd8bdu3WLWrFlMmTKFS5cu4e/vzyuvvMILL7xAliyJ77A+d+5cevToQfny5alatSr+/v5ER0dz/Phx9uzZg81mY9WqVTzyyCPx8g0bNoyZM2fSoUOHREffY2JiWL16NeHh4WzevNnRkrck/+Nn2KB14cIF2j/3Av8eOkzpBq3xy5GbsAunOLx5BW3btWXypG+SvXbOFTZv3ky3Hq8SHhFFsaqG9Pap3RvJkTUTU6f8ELegNTHu3LnDKz16snjJEko3bEOuRypguxPBuZ2ruXzsAL9M/Yknn3wyze/jYSI9Bq0DBw4wc+ZMwsPDadSoEU899ZTTpWLHjh2jSZMmZMuWjUqVKpErVy6uX7/O/v37uX79OmvWrImbJW/P0qVL6dy5Mx07dqRgwYIObW/bto0DBw6wa9euuJrUypUreemll+jSpUuSARGMB/WSJUuoXLkyU6ZMSXhZB62EhISEUKP2oxR9tCW1OryGh+fdP/6dW+H8+fVwiuXwZsnvi+KWRKQFwcHBPPHk0zTpM4rSdZvF1axUTAyHgley7tv3WbFsSaJr6JRStO3QkYPnrtHg9U/w9o1fq7p4eC9rxvZn3uyZNGvWLM3u42EjrYKWUopLly6RKVMmsme/V9nDoQGlGDx4MNOmTSMwMBBfX19OnDiBr68va9euJV8+x5vaREREULZsWQIDA+Nmsduzc+dO9uzZw6FDh8icOXPc+ZiYGAICAmjcuDElSpRI0rdly5bRoEEDPjNXg7Ro0YLMmTNTrVq1JPPFEh4ezrfffsvp06cT7smQZNBy+osUkQARuWzKwqwzN1x0lucZEclnHnc1l+C4hJmvboJzfnZ7xSWbz8Z+Tq5SVajzfN94AQvAN3NWHh/8GQcOH4+TP04LlFJ079mLxr1HUKZe83hNQfHwoFxQSx7r8Tav9uqTqI3NmzcTvH0XDQeMvSdgAeQvU4W6PUfSb8CgNF3AqnFOaGgoDRs2pHTp0uTPn5+3337bUr758+czb948evbsSdOmTQkKCqJz587kzZvXoYRMLHPmzCFLliwOAxYYS3xy5MjB7Nmz451fuXIlHh4e9zT7HFG7dm2mTJlCREQEJ06cYNu2bVSsaF2VI2vWrJQuXTpueZFVrFYj7Pdoi1sqnsTC5WewuK9ZYjaUUlOVUimTLHBAVFQUk3/4gaptElcP8PT2oeITnRg33poA3Z07dxg4cBBtnnmW/fv3O88AbN26lWth4ZSpm7h0SrkGrfjv0mUSqzV+9fVESjd7Pkl9sOLVG3It7CZbtyZrM98HwoULF2jarBnlypVj3rx5D9qdVGHYsGHcunWLQYMG8frrrzN16lRWrlzpNN9XX31F3bp14/VNighBQUEEBwcnKgf+448/JrkkBwwJoB9//DHeuYULF1K2bFlL/al58uQhV65cbNu2ja1bt1KyZEmXlUFKlChxjwyOM5LV9hGRg6ZMzGemWJ+fef5TEemGsRD6JxGJVS5rIiJLRGSHiBRyYKOyiGw25ZmHm9dHisiT5vFEEVmPseg6RVy4cAHEkzxFk5amCahan7179liy+cMPP7B52y4Klgzk5S5dLeXZtWsXxSrXRZJofnp4elKsSl127drl8PruPXsoXClp+RXx8KBgxdrssXgvERERvPvue5w8edJSekcsWbKEMmXLxYnOucr7779PmbLl+XLCt3Tr1i3Z83s2bdrM5s3Bycqb2uzbt4/y5cvj4eFBlixZCAgIiFP+TIqTJ086XHjs4+ODv78/p0+fdpjvypUrTkfmcubMeY8y7vXr1+M1F52RJUsWbty4QVhYWLKkjHx9fQkNDXUpj9Wg1dCuedgPYwfZAUqpNzD2XnvS3LQxCJgGLAe6KaXeMvNfV0q1xtC7am+es7fxIcY+aPWBxiISEFuwGFts5zJFAVcn5qAVEUAznaWmkoqJsTx65+Pjw507twkPu2H5D2d5ZFAl7oeIoCxI6iqlLJfn4eGBr58v3t7e1vxzQKZMmciZM0eybXh7e3Pr1k2uXQuxpEuWGF5eXinKn5rUqFGDAwcOEB0dTWhoKMeOHaNKlSpO85UsWZLz5+/V34yMjOTSpUuJNuPy58/PtWvXHF6LJSQkhPz588c7lytXLpc2VAkPDydXrlxky5aNyMhIy/liiYiIIEeOpDa0vpfkNA8nEH8L7+kYiqONMHaQdfQr+st8PwPE9rjZ28ivlPpHGdFkJ8bW3rGU4q5Q4PbEHFRKTVZK1VRK1UxKmaFQoUL4eHly6XjSMsYndm1ItD8gId26daP9s0/jY7vJjOlJa8rHUrduXU7s2kBMErWIaFsUJ3Zvpm7dug6v16lVi7N7NyVZTkx0NGf3bo4Tg3OGj48P7wwfnqJpH02aNGH7tm0UKZLY7uhJM2LECG7dDGf8uLHMmTMn2WtBH320DnXqWPsbpjUffvgh+fPn59NPP2XChAkMGDCAJk2c71UwaNAggoOD4wUSpRTr1q2jcePGiY7ude/e3WlXxf79++nRI/6eqe3atePff/+19GC/fPkyoaGh1KlTh/r163P06FGXA9fx48dp2rSpS3mSOzQWF5hM3XgvDFnkX8zTCbfrtv8GYh/59sHtooiUN2trNTHEAGM5yl2hwBSP6Hh6etKn12vsXvBDon+YqIjb7F/yKwP7Wxs/8PLy4r133+XHH6fcI56WGNWrV6dIoYIcXPdHomn+/nMhJUs8kqh66cD+/Ti8ag5RtxN/Mh7fsoIihQq6lTZXnjx5mDtnDluCg91aLtmeLFmysHz58rgfutWO+DZt2tC9e3e+++47li9fztq1a/npp5+4ffv2Pf1R9rRr1w6bzUZwsOPm8datW7lz5w4dOnSId75JkyZ4enpy9OhRh/ns2bZtG6+++io+Pj4UK1aMoKAgy326YAxOHD16NMkBBUckp3n4pYPrs4FHlFKxjfRlwJciMsyi/eHADxg68WuVUidjLyildgKhpihgS4v2kmTQoIHEhJxh45SPiYy4Fe/azWuXWfJxPxrWq+3yE8BVfvphMpunfca+FXOJtt3dLzE6KpI9y2axdfpXTJn8baL5a9WqxZOtWvDn2P5EhN27kcbpvzayfdrHfDthfJr4r3GdbNmyuTz/b/To0ezevZs2bdpQv359Jk+ezM6dO8mTJ0+ieXx9fVmzZg3Hjx9nxowZ7Nu3jzNnzrB//35mzpzJ4cOHWbNmTZyEciweHh788MMPLFmyJNFOfqUUmzZtIiQkhDfffDPu/NChQ9myZQthYWFO7ykmJoY1a9bQuXNnl5uHqTJPS0SeAwoppcal2FgqYGVy6bVr1+j6Sg/Wrl1LqbrN8M2em/D/TnNyTzA9X32VTz7+6L70h+zdu5eevfty5OgxAqo+CgpO7AmmXNmyfP/tN05HgKKjoxn0xhB+/PEnSjzanJwB5YmKuM25nauICg1h9oxfeeyxx9L8Ph4m0uPk0uQSGRnJb7/9xpQpU7h48SL58uXjlVdeoW3btkkGz8WLF9OpUydKly5N5cqVyZcvH9HR0Rw7doy9e/fi5+fHypUr7+lGGDVqFJMnT6Zjx46JDgRER0ezfPlyANavX+9o1UbaTi4VkdeAl4DWSqkbKTKWSriyjOfUqVMsWrSI0NBQChYsSLt27R6IPvqBAwfipjbUrl2bChUquJT/4sWLTJs2jX+PHMXPx5eWjzendevWWhssGTxMQSslhISE8NNPPzF58mTOnTuHt7c31apVY8CAAbRu3TrRh/oXX3zBiBEjqFChAlWrVqVAgQKICOHh4ezdu5c9e/ZQs2ZN5s6dm9iuVXpGvEbjCjpopZyLFy/y/fff8+2333LhwgU8PDzw8fGhffv2DBgwgOrVqyeVXQctjcYVdNBKXWw2Gzab7Z7+syTQyqUajebBkdrz5bQIoEaTdoijl9kP7PCas1dK8j7Isl3Mm/SXmpGbh0opgoODWbt2LaFh4fjnzUObNm0oU6bMffBS44jbt28zb948du/+izuRkRQpXIgXX3wxbkv2++KIqUEAACAASURBVEEqNg8Ts78zufZTkvdBlp1Sv+3JsDWt3377jbIVK/PMc52ZvuUoS4+EMWXlLmrWqUeDxk3jdtu9Xxw4cIBp06Yxbdo0Dh48eF/LTg/YbDbeefc9ChctyrjvfuJ8tB83Mvmzbu9hqlSrTssnWsfbRVmTccmQfVpfjf+akR98RMXOb1OpwqPxFi2X7zCAU5uX0KhpM/5Y+Fuaz3Havn07/QYM4ujxExSrXAeU4tSQ/1G2TGkmjv/S8kz2U6dO8d3k79m9dx+ZM/nRoe2ztGvXLlmLWO83NpuNtu07cPpSCMO+/418ReLvltyu31usmTuNuvXqs27tmjTbbl3jHmS4oLV27VpGjP6Aum9OIUvee9dteXr7UqJRW7L4F6ZN23b8c2B/mm3vvWnTJp58+hnqdn2Tem8+gaeXscA42hbFv+v/oGnzx1m+dLFT9dKvxo/n3REjqdykDUVrtCTiZiijPp/AW8Pf5c9VKywvLXpQjBg5itOXQug3dgpeDmR2fP0y0eqlXmTPlZeWT7TmyKF/nQZjpRRHjhxBRChVqpRL0tX3gckPKO+DLDulfsdx3/q0TOWGHcDfgDfQRSmV5AKn2HawiHQFDimltojIZKAi8KpSymE7Kqk+raYtWnKj6KMEBD3t1Of9v37Iiw2rMOK9d52mdZXo6GiKBZSgTvd3eKSG49rc0a1/8teMzzl57EiiCqp//PEH3Xv1pfMnv5Azf/zZydsX/cLfy2Zw6J+/022N69atWxQuWpS3pyzCv3Axp+m/6Pciwwe/nuQuxvv27aNT55cICbmKUuDv78+M6b9aFqhL6z4tTcq4331a65VSjYAvgP/FnkxCTBC4RxCwmlKqfmIBKylOnjzJ9h07KFq7haX0RR9rx8RJ3zrVczp58iTNmregUuUqTJ8+3ZLtpUuX4pM9T6IBC6BknSbgk5lVq1Ylmub9Dz6iSY//3ROwAGq3eQnfXPn47bffLPkEcPPmTZYuXcqlS5cs50kJc+bMoWTFapYCFkCDZzvx1deJizNGRETQqtUTdO7RlzU7D7Fm57907NKTVq2eSJZ0iib98aA64g8AnUVktogsAZqJyBAR2WIKAcbryIkVBBSRT4Fy5sJtl9en/PXXX+QrXQVPH2uT3HIWK0tExJ17hNIS8kr3HgSUr07v/31I/wEDLQnoLVuxkmJ1ktZtFxGK12nOsuUrHF4PCQnh4IH9lK2b+MLucg2fZO5860GrzTPPMnTYcGrWqs2dO3cs57Pn2+++o0TJUokqDNizc9duSteoZ9l2xdpB7Nu7N9HrS5cu5ZFSZXj2uc6ICB4eHnR4sQsFixS1pBSaFohINhHZJiLhIhJonnvO/L++RkSKJpG3hohsNMU254iItwt5A01xzfWmCGdWq3ntbLwgIpdd8dlMm1Cm3d/VshPjQQWtBsAdINIUB9wHPI0hAtgZ+MRRJqXUmxjNxEZKqXjVHysigJGRkXh4uSZM5+nj4/QJff78eWoHNaZqrbrkzJXbUi0lIiICb1/nCpFefpm4c8dx+REREfhmyoynZ+Jdk35Zs3Pr9m2n5cRy6NAhWj77AleuXObWrVvOMzhg44aNnDh+zJJa6p3ISLxdaLp6efsSFZX43yMkJAT//Pf2VeYrUIiQkBDL5aQyt4EngXkAIuINDMbQoHvXfCXGOeBxUwTzKIaUudW8h8xWSUMMLbpnXcgb2wJqD5xx0edY4nT4gOvJyO+Q+x20GoqxMcUTwEcYfVwAAcBepVSMUuo44JpWBdZEAAsVKkT4RcfytI6IuhVGRHgoefPmTTLd/94cytt9O9Pl6SACihV1tq4KgPJly3D1hHO53ZDjf1O2TCmH1/Lly4eHwOXTxxxeBzizbxvVqzpXyIzlpx+n8M/ODXw9fnzCHVIsM2nSN6xcuZLXXnvNadoihQpy6cxJy7Yvnj1JvvyJD4w0bdqUDX+u4Orluw+Oy5f+Y9Pa1ZZE99ICpZRNKWX/JC0N/K2UilRKbQYcC6YZef9TSsU+PaKAMi7kjbL7mBk4bTWvyYsYgTbGFZ/tqG/WEj90xW9nPJA+LaVUW+Aid4UATwJVRcRDREpgROVUp169ekjkLUIsBAuA01uW0OqJJ5xqZnfr1o2tW7bw809TWLFiuaUlC126dOHollXcDk1cEvfmtSsc37GOl156yeF1Ly8vXu3Rg80zJzoUNLx24Qz71/7Baz1fdepPLM2aNWPpksV0797dcp6EZM+enebNm1tSmOjUqRPbVi4i6k6EJdubFs2iy8uOvw+ARx55hP79X6dDq8eY9OWnfDPuEzo+0ZChQ4ckW0k1DcgJ2AujO/2iRKQY0AzY5EpeEWkuIn8BjTGCnqW8ZvdLRwytvOT4fAFDdfgxjE1u2riYP1HSxeRSU/10EbAZ+BWwKh7oEp6enrzetzcnlv3oVFs96lYYp9fMZlD/1y3ZLlWqFHXr1rW8xipfvnz0fPVVln/anzu3wu+5HhEeyorPBtC3T58kxd6Gv/0W6tp5Fn4ymMunjcHYaFsUf29Yxq/DXuLDD8ZQtGiyuw/SnFKlSlG9WjXW/TbDadqrF8+zbcVCXuvZM8l0I0aMYM7sWcTcvo7cCWX+3LmWlULvE9cA+40PkxzpEZHsGKrA3YBLruRVSq1SSlXDqDE1dCFvZ2COnXy6Sz4rpe4opW6aEurzMdSHLedPivs2T8tUI21v93lqgutjgbEJztU030cmPJdcBg4YwPzfFnFg5qcEvjAU8bg34EfeDGX3pCG0b9OaoKCglBSXJJ9+8jHh4a8zvV9rKjTvQLGq9VAKzuzZxMHV8+j0wvN8+EHS20xmzZqVjevX8eFHHzP5rS5Exyju3L5F5arVmPr9d7Ru3TrN/E8tJk2cQP2gBmTPnZc6LRxPRbl68TzjB77M8OFvWwrC9erVo1496x3895mjQAUR8QFqYfTpOsSs8UwH3ldKHTb7lqzm9VVKxY6m3AB8rOYFKgDVRKQzRtOwpwt5EZFsSqlYCdPHgMVAb6v5k7SdEdce3rhxgzbtOnDg38MUadCWgtWb4O2XhYgbVzi3dSlnNv9B1y4vMe7zsfdFRO/AgQOMn/AN23ca+3fUrV2L1/v1cVkI0GazcfnyZfz8/JLdH/Wg2L9/P62eaE2+4iVp8Gxnytesh5e3NxdPn2TT7zMJXvYb7wx/myFvvJHmE0XTYp6WiCwFqgKngEkYA1EDgQjgZaXUmUTyvQBMAGLF1yeZ71byPgkMxeiGuQx0BZ6ykjeBndj5ks9ZzSsirYAxwC3gBPAK0M7Vsh2ilHroXjVq1FDOiImJUcHBwar9cy+ovPkLqizZc6iCRYur/gMHqSNHjjjNr0l9bt++rX755RdVs3Yd5eeXSXl6eqqChYuoYcPeUidPnrxvfgA7VTr4f6xfjl8ZsqalcQ+Usr5fY2qiZ8Snb9JFR7xG44h0tl5Qk07QQUuj0bgVGU7lQZM4+/btY/HixVy5epXs2bLRqFEjGjZsqGs8mnRFhg9aN2/eZOPGjYSGhlKgQAHq169/37fdio6OZtmyZezbZ4wCV61alccff/y++bF27VoGvfEmR44eIzpLANHii6govvh6MjmzZWLM+yN4+eWX74svGo0zMmxHfHh4OG+/8w5Tp/2Mf/Ey+GXLSejFM0TfDmPoG4MZ0L9/onIwqclPU6fy9jvvkSlnXvKVr4kA/x3cwZ3QED756ANe6tw5Tcv/9ddfea13P6Ly1MEjZwns16ErpYgJP4/PlWD6vPYKn37yUZr6kl7QHfHpmwxZ0woPD6dBw8ZE5ijE0x/NJnu+u7Iul44eYNzkj9mzdx9Tf5ySpk2jz8Z+zmdffU2LwV9QsEz8pVgXDu1l8P+Gcu3aNfq/bm1Wvqts27aN13r3w1a4FZ6Z7p11LyJ4ZiuMLdOTfDP5R8qXK0O3bt3SxJeEXLp0ifDwcAICAu7Lw0PjPiT7f4MpPaFEpLH52UdErolIPxdsJFodEpGWIvKsg/Nbk+fxXQYPGUpUriI81vfDeAELIF+pQB5/ZzJ/bt5uWRsrOfzzzz988NHHPPv+1HsCFkDBslV49v0feXfEKI4eTVIrMdmMGDmaqJxV8XAQsOwRr0xE5Q3infdGEuNk+VNKuXDhAk+0bk2ZMmVp0OAxSpYqzcKFC9O0TI17kdJH2E6grXncDDiSQntxKKWWK6WsC0FZ5MaNG8ycOZMaLwxMtBbl7ZeZyu16M/bL8ZZsKqWYOXMmY8eOtSyeN/7riVRs0YHs/vfKqMSSI38RKjZ9lq8nTrRk0xXOnj3L+vXr8chlbechyVKAsNs2/vzzz1T3JZaYmBgeb9mKR8pUYsNfR1mz8xBjPp9Ez9d6sX37dpfthYWFER5+77pOjXuT0qB1Cigmxq//WeA3IJeIvAUgIjlFZKV5/LYpRrZBROJVLUSkqCkMtlFEvjHPdY2ttZl5t4jIBFKwOhxg5cqVFC5fnSy5HMvXxFKs+mMcP3aMs2fPOrU55oMPGP3hJ6zbupugBg2w2WxO8yz47TfKNXIu+Vy2URvmL0j12M3GjRvxzVUM8bSmZSUi3PYuwurVzoPW7du3+fPPP3G1v3Tt2rXEKOj/5rv4ZcqEiFCrbhA9Xx/Cl1995ZKtjRs3UrRoUYoUKWJJjFDjPqRGZ8EWjAWR/hhyFDeAlua1DsAcM0iVVYYYWUfg/QQ2hgGfKqUaAJlEpGHsBREpADwO1APGAw7bMlZEAMGoafnmyO30pjw8PcmaMw/XrztXyVm3fgPdXv8fwz+eyNWrIZZqW+HhoWTOkXSzDCBzzjyEhYY6Tecq4eHhxIhrgoh4+nDt+g2nyZYuXUr37j04d+6cS+aPHTtGxUpV76kBV6xcjWPHEtcMc8TChQvp2v1VOr/clT/++MOlvJr0TWp0xM/H0Nz52fwcAxwQkaoYqg7PAS2AeqYAINwrS1GSu4KA2zB0eGLTBAD7zDVhh0XE4a9GKTUZc8ePmjVrJvqIz5s3L7euXHB6U9FRkYSGXHYqAAjQru2zfDjmLRb8MplSpUpa2r0nZ67chF39D7+s2ZNMF3b5ArlyOw9urpIjRw481R2inCeNQ6LvkDeP84XYzzzzDBUrVnRZvyowMJCPP/2MmJiYeJ3vO7ZsIjAw0CVbL7/8Mi1btsTDw4MVKxzLVWvckxTXtJRSRzCEyebZnf4ZeAu4rpS6DvxLfOnVlgnMHMWQqwCoQ/y+sZNAoBiUIhmqpvY8/vjjXD5xiND/kl5gfnzrKqpUrWopAPXp3ZuZ039hYL9erPnzT0ujXZ1eeIF//1zgNN2/axbQ+cUXnKZzlSZNmhBx7QzKZk18TymFb8QpnnrqKadpPT09KVeunMs+1a1bl2JFi/LukL5cvvQfUVFR/D5/Fj9/P4E3Bg92yVaVKlU4f/48Z8+edTngpRWpMXjlLojId2llO1XGkpVS/ZVSZ+0+bwOqADPMz/uAI2af1loMuQx7PgHeFJFNwG2l1AY7W/8BqzCaoYOBqynxNVOmTPR8tQfbp31CTLTjvqfbN0LYO+8b3hr6hmW7DRo04LnnniNLliyW0vfp3Yt/1v7OlVOJj11cPnGIfzcupddrSYveJYe8efPS+sknUdf+sZQ+Juw0BfzzON2DMSWICL8vWkiubH60rF+FaiX9WTjrJ37/fZHLMj2x9tLhbP40G7xKbcTJLllJoZRyrrWdTNJscqmIbACaqvg61fcFZ5NLIyMjefLpZzh68QZVO/Ylf5kqiAgx0TZO7lzH7hlf0rPbS4x5f1Sa+vnr9Om8PnAwDXu+S8naTfAwZ8DHRNs4snU1G7//gO++mUDHjh3TpPyDBw9Su049ogo0wSNroUTTxdwJxevsYmZNn2apppUaREdHY7PZ8PX1vS/l2ZNWk0vF2PtzLMa+n89gdGccB8KUUhPE2N+zO8Zg0ztKqTUiMhRohdHCGKaUWiUiUzGkkx8BbgLPKLsfsilZPgnwBf5SSg0SkQ8wWjzzgZVm+WMxtK3KAGeUUl1MH1oBWYGvgEIOfJqK0aWjgJcxdMKGm77MVkpNstPgqmz6IsASpdQHIjISQ1gwN5AFaKnu6uA7J7W1bjC0pP8E+j8ovR0relqRkZFq7Oefq6IBJZR/keKqeIWqKkcef1W99qNq/vz5TvOnFitWrFDVatZWeQoUVlWbtlFVmj6tcucvqGrUflStXr06zctftWqVypI1h/IpEqR8A3sov6p9416+lV9T3sWaqczZcqkJEyamuS/pBdJITwujf3YexsBTQ2AhhjBfPyAvsML8cWcG/jTzZDbf8wJrzeOpGCJ6YKiaVk5QzlygpHn8NVATQ7V0HUbrp42dnZ7m8WSMnXK6Ar/YlRnPJ4yAu427FR4PDCnowNjP5vtO830xUN60sdr8DkYC75nXPwCeduV7TPUZ8crow0p8I750gre3N28MHsyggQM5ePAgYWFh5M+fnxIlStxXP1q0aEGLFi3Ys2cP+/btQ0SoUmU0lStXvi/lN2vWjK1bNjH83ZGsXDET31wB2PDBAxu2G6eoUa0ao3+a98B2snlISTh4BVACQ+J4rfk5dk5OJxF5GWOAy76D9S/z/QyQcHSkLDDFbBpnwwiAO0VkNkZl4kW7tLvs3ktiDIDFDord45NSKkpEvgJ+NAfF3gFGA4NEJAvwDWA/ATy/UuofiJtMXtKC/0mSIZfx2OPh4ZEuOmqrVq1K1apVH0jZgYGBLPptHhcvXmTlypVcv36dLFmyEBQURJky1iafaqyjlDpi9t/Ow+jXAqOZuA94UimlTC14gCFARYwf9iZ7M3bHCTvuDgFDlFKnzDmUniKSF3gBmC8i3ZVSU8y01TACVjVgFkZNKHbZwz0+mZr1c5VSM0TkbYz+ublKqd4iUhij1mX/hLsoIuUxmqY1gW8x9j1Nyv8kyfBBS3OX/PnzJ7pdmSZ1UUr1h7tCh0qpKyIyC1gvItEYmvD9MWo5GzGaZFYn7P0P+FZEfDEC0CvAZ+b57cAKEVltpq0tIp2A00qpdWafVlI+vQf8bnbSxwDPAyNFpC5GP1i8zWkw+rp+wGhGLlZKnUzp4EiGVXnQaBIjo6g8mB3qY5VSBx60L66gl89rNBq3IsM3D8+dO8fKlSsJDw/H39+f1q1bky1btgftllujlMJms+Ht7eIyIc19RSnV9UH7kBwybE3rxIkTPPVMW8pVCOSLnxcwdcVWRn45mcJFi9G77+taHSAZBAcH07bDc/hlyoyfnx85c+eh34ABaSato8mYZMia1uHDhwl6rBGlmnXkxUmr8Ml0dxZ7+JX/2DTrKxo0bMzG9WvJmjVrmvtz/fp1pk6dytLlxhq5J59oRZcuXciRI0Urlu4ro0aPYfzESZRt9RLPTfoT3yzZCbt8jq1r5lOj9qPM+GWaW+x27Q6Y63rrKqUmOU38EJJualpJrcuKFQsUkcwisk5EmiVtLXGUUjz9bFsqte1FjXavxQtYAFnzFqBh3w+JyVOcvv0HWLI3f/58mj/eitqP1mXEyJFcu3bNsj///PMPFSoGsmDlegKbt6Nis7bMWbqaioGVOHz4sEv3dvv2bdasWcOBA/e3X3X69OlM/P5HWo2eQeATL+GXNQciQvZ8Raj+/AAaD/maF1/qwt9//31f/XpYUUrtSa2AlZKlOg+K9OZwouuyzHkrc4AJSqnVDvJaYu3atYRF2CjfrH2iaUSEWi8OYv68eVy9mvRSx1Gj3mfIsOFUaPw0rXq8wca//qF+UAPCwsKc+qKUom37DjzZfSC9xnxNzcYtqdWkFX0+/IbHX+pNuw4dLWtSrV+/nqLFijNw6DCaP96Kx1u24tYt6ysjkotSipFjPqRW1+FkzulYESNf6cqUe/xFxn4xLs39yQiISCMRGWse7xaRSSKyLVbHLkHaLqZk0zQR2W+eG2l+XgZUFJFxIrLJrBA8YqbZaWdjq/k+VUS+NbXvpt2Xm3VAegtajkQFwZh8Ng1YpJSal1hmK0z5aRqlGrd1upA2U47cBFRvwPz58xNNc+XKFb74chxvTZpF/ZZtqFizHq+N/IKchYozdepUp75s2LCBO7YYGrZ57p5rTdp1JjT8Jlu2bHFqx2az8WLnzgwa8zWf/bKEKcu2c9MmjBuXvCBx/vx5y8Fy9+7dhN68TaHAOkmmK92kHXPmzCEyMtKpzatXr1KvXn0KFCzIokWLLPnhiODgYLZuTbE6d3onJ/AxUBdjzlQcIuIFDMLQohsEFLe7fFop1QrwAwoqpYKAERjzsJJit1KqCXBHRBqlyh24SHoLWnCvqCAYk9ZqYdS0UsTZ8+fJUbC484RAZv+iXLiQuPbW7t27KVW+Mjnz5os7JyLUaNSS9Rs3O7W/f/9+ylSt5TCAighlqta21NQ7cuQIHh5e1GxgTET29PKiZYeXWbnKdWnk/fv3U6ZsWWbOnGkp/ZkzZ8hV+BGnD4HMOfPi6eVtqek8e/ZscubJy+hPxjF69BhLfiTk5s2bBAUFERQURESENfkdN+WaUuqUUioGuJ3gWl6MhdCRSqkQwF5JMXapjiMtu4TY/3ETLvu576THjnhH67LCMORr5ohIa6XUPZoyItIT6AlQrFixRI1nzpyJyFs3LTkSfecWmTNnTvR6oUKFuHDmBDHR0XEKDQAXTh2naOHEVRNiyZ07N9cu/Zfo9WuXLpArl/NlWQUKFODG9WtcD7lCztxGE+3Ev38TEGAtONtTunRp3hk+3PJawyxZshB503lTOMYWxZ2IpL/PWGrUqMG7773HyePHaNK4kSU/EpI5c2Z69+6Nl5fXA1GKuI8kVSW+DBQRER+MBc/2C2tjl+ocxVB8gPhadn7mkp0iGMEvloTLfu476S5oJbIuC6XUXFNy41ugh4N8lpRLn2rVkgkzf6d0UKsk/YiJtnFi2yqavz8o0TSBgYGULFGCmV9/SIdeQ/D29ePvHZtZs+BXgjdtdHKn8NRTT9G7b1/+O3OCAkUfiXft/ImjHP17j6URt1y5ctGrVy/e6dGeVs915fL5s6xaOJMN69c5zZsQPz8/hg0bZjl9vXr1uHLmKGGXz5PNP/FAfXLHGqpWr2lpDlydOnXYtHEjZ86coWnT5K29FxEmpsGGIO6EUipaRMYDwRhr/045SLNTRC6YvzkbELtH3HSMVs9uIMQuS7xlP2npf2Kkm2U8sVpDSqn2due6YjQNu8YuqxCRycAJpVSiO4cmtYwnLCyMwkWL8fSY6eQq/IjDNACH1v/OleDf2L096T6Ry5cv0/WV7mzcuIHMWbLi5+vLpIkTaNUq6aAYyzeTJjHmo0946c3RVHq0ISjFvi3r+eXTd3h/5Hu82uOe+OwQpRQLFixg4aLfyefvT58+vSlZ8v7U3vv1H8CaA6eo32uMw2ZiVMQtVozqwpcfjkwzbbDU5GFaxiMi3qYyQ25gmVIq6c7HpG1NJR0s+0k3QSs1cbb2cPLk7xk+agwth39HTgf9W6f3BLPu6/+xavlSateubanMS5cuERoaSokSJVzeXHTevHmMGv0BJ08eRylFyVKlGfXeuzzzzDPOM6cDwsLCqNegIeQrSZUO/eKNIl47e4ztP46mQbUK/DJtanpUEr2Hhyxo9ccYkc+GIeK3LAW2pqKDVtpgZcH0pEnf8uawYTxSqzEBdVvhly0HoZfOcXzdQkJOH2bBvDk89thj98ljo6Z09epVRIQ8eVJ/I4u0JjQ0lIFvDGHOnDkULl8d32y5CLt4htD/TjN44ADeGvY/t9kp+mEKWg8jGTZogTG0/uNPPzF/4R+Eh4eTz9+fV7p0pn379vj5+d0HTx8+rl+/zqpVqwgNDaVAgQI0b94cHx9reyumF3TQSt9k6KCl0ThCB630TbobPdRoHhaaP95SXb1yxZiToECZsxNi6wlx7yjs6w72581/ceeVaUUlsBf/fOzeD9xzLibWnrpb7r3plZ2Pscd3rxObVtn5qFRcehI9r8yCHRzbfVa3L69QSiXcZjAOHbQ0mjTi6pUrbNyyg+gYRXSMIkaZ7zEQHXes7I4hRpnnzPMxMcTltcUoomJisKmYuOPoGIVNKWwxMUTFmGmiY4iMVkSZr7jjGEWkLYaoaCOdLTqGqOgYbNEJjmNiiLIZx9HRMdhsMURHxxCd4LPNprDZYoiJjiE6OppoW/Q9x/afibZBdBTYIo33aBtE3Yl/PiaaiD0Tk9wh2T16RjUajcZEBy2NRuNW6KCl0WjcCh20NBqNW6GDlkajcSt00NJoNG6FDloajcat0EFLo9G4FQ/lMh4RuYwD7SAn5AWupLBobSN9+ZBcG8WVUv4pLBcRWU58AT1XSY37T8/lJVbmlaRmxD+UQSs5iMjOlK430zbSlw+pZeNBcb99fxDfVXLK1M1DjUbjVuigpdFo3AodtO4yWdtIVRvpwYfUsvGguN++P4jvyuUydZ+WRqNxK3RNS6PRuBU6aGk06QAR+UxENorIdHOfwtjzXiLyk3ntq/tQXiMROSMi60TE9d1+Ey8vm4hsE5FwEQlMcM2le9RBS6N5wIhINYyt6RsAB4H2dpefAs6Z1zKLSL00Lg9gtlKqkVIqeZtOOuY28CTGfqYJcekeddAyMf+QrqQvISKTRWSJiHwhIsmajCgi2WOfdCJSVkSs7Vnm3G4lF9N7ikh9Eelgvns6z+XU5pvJzJdVRN4QkQ9Nv6xtInmvneoi8rSIeIhIkeTYuE/UBVaax8uBehavpUV5AO3MWs+AVCgLAKWUTSl1OZn+xCNDyi2LSJ+Ep4DeIvKNUuobi2amAeOAA0ADYBL3PrGc+fEu0AKwicg6oAoQJiKvKqVedcWWAz43bVvxIxCYAewBzmI8+SaKSCel1N8Wbezgrpx57OaGpUWkvVLK1UD8K/Az8Iy5S/IbgEv79YnI54A3UFcp9buI/IjF7+MBkBM4bx7fAHInuBaayLW0KG8nUNY8XiQiTEcJDAAACc9JREFUm5RSu1KhTGf+WL7HDBm0gL4Yy3zmcPeHFgOEu2AjSim1wDw+bG4V7iotlVL1RcQbOKiUKg0gIhusGhCR8xiBJt5poLQLfowD2iulDtvZLQ18AzS3aGMBUBGYoJTaatpYppRKTi0pq1JqgYj0i3UnGTaqKaWaiMha83OKa45pyDUgu3mck/jb0Cd1LdXLU0rF/QZE5HeMB2laBy2X7jGjNg8DMZ7mbYBI4BfgrFLqZ1dsiMgc8zXX/rMLNjzN4FAN8BORYiKSE6OGYJWrwGNKqdp2r1rADhdseNsHLACl1BFX/FBKfQT0ApqKyEwRqc/dB4KrXBCRrkAW82GQMChbIVJEHgGUiBQF7iTTl/vBVu7WAh8HNlu8lurliUh2u3QNgKOpUF6y/XGIsUVQxnxhBO2XgMXAdhfzFk/s5YKNIGAR8CFQB9gErAeaumCjLpDNwflyLtj4A6iT4FwdYHEyv9fswHvAz8nM74tRG54I9AN8k2HjEYya9F5gNvDIg/7/5sTfz4CNwHTAB/jOPO8FTDWvjb8P5fUAtgPBwGepfI9LMZqlW4CXk3uPenIpICIeQAGl1Hmnie/m+QOYCyxSSt1IM+eSgYgUx2jufW4xfRGM/7wKOAcUNi91VkpZquWISAOl1EbzOJtSKsx1z0FEBFiqktestLfxqVJqaHJtaNIvGbJPS0QqAIOBfcAG4CMgXESGqwTNpCToD3QAlojIdWA+sFApdc1FPwYB++39AFzxI9bWI6Y/rYFDwBqrec3A1NBsRhUALlgNVnaMApqYx4vsjl1CKaVE5G8RaYTRKRxjnr/log1/EcmulAp1nkPjTmTIoIWx3uktIAfGD6wdEIbRHLHU8ayUOgF8CnwqIsUwRg6XiEioSkILyIEfb2M0p5Llh4j8D2gKHAdmYTQte1osP9bGk8AnGM2ya0AfktePlFrUMF+xKFwPgrWA0yJylLiNk10exdSkQzJq0Iqya8oMU0rtNI9dHpgw51hVNV/euDbSEqWU2pBCP57GGAldhNEnFu1C3lhGAE2UUhdFpCxG0Gzmoo1Au0GIiuaxYASLjq4YUko1BmPumFIqOfeDUqpicvJp0j8ZdfTQw27y5DMQ1w9ieVhcRNqLyCyMTsXaGPOiOuDakHSK/VBK1QfexJhb8xtGwGhjjkJaJUwpddG0d4jk/b+oizFcnRWzExcYArjcryQiLURkF7BBRHaIiNVpF/Y2iovIFBFZLyI/mP18mocA3RFv4mpnvIh8gDEqFY7RNIzrS1JKzbqPfryvlHrP7nNh05+2SqmGFm0cBq7bncoZ+9lqk0pENhJ/sm0rpZRLk23tbG3BmMN2wwy+y5RSdV20sQYYCWwDHgVGKKWS1c+mSV9k1OYhItIOo2ZUELgAzFNKOVoXlRhhwFhS0JeUSn4E2X9QSp0DvjJfVkmNhbipMdk2FuH/7Z1biFVlGIafF0bQysLIPGQHMiLCvAiRKSI1CwmZwqDypqKuCjrapRSoBB1IQkG6CIoiCcOOFNVow5CUdsAI80I7WJBFJ8XUIrK3i39tZzeMtdd2zay91v4e2Mxaa9i/354ZPv///d/v++FQdn2I9syl4xpLb2AwM/AGNaArk1bmtL6YJMbvBaYDyyVNt72mxWH6OE4tqaA4zpP06EjfsN1q7d8qYBdpefl9IzzymUObNS013+fVtIA1wCeS9pC8b4/kfD/AR5LWk0y2ec22QQfTlcvDbOlwpe2/m571AP0NEbjFcWaQlmILgdkkG8Sg7f3/+cYC45C0HbiHEWYjtgdbHGMcSXhfAkwGBkgzvjy+tWNqRrbznozUWCZPBn5q/vnkHGMOMBP4wqNfPxeMFUU6XqvyIiWFkZ5vOo4xzyAlj8GxjAMYOMbznjY/x+WkHdAnSvz9PNt0LeDpNsa4b9gY95b1eeJV7KtbZ1rfknSofz0GbrA9ZrtMRcQhqc/269l1D6mG63pSGU9L4rWkecB1wFmk3dCNtr9s7VMUj6QBN800h9+3OcZmF9sfKiiJrtS0SBqJSE70BrNIjvSqxfGWpD6SMXUScC5p5+27HGMMkNzn35D0nznJedGWHlUEByVdS6pFu4whUT4PPZKm2v5B0lSScTaoAd060+onzWb2NT2bBLxge1GV4shKiJ4HHrK9t512MEXrUceLpNNIlQIXkDprPmw718nHSs0UV5OKgf8A7rcdYnwN6NaZ1jgPqxG0vU9NvbIrFMeNpM2ApyRtAsbnDaKMxPQ/HLC9LBPjLwVarjtsYPtDhtlBgnrQrY54a1h7ZElTaM8PVGoctt926nLaR1pm7pLUL2l1saGOKY3WuytIrYNezDuApCezrzdJ2iHpsQLjC0qkW2daDwKbJW0k+aNmkMpohrdh7vg4JC0B9trelvm+pmffqvIWf0OzmGH7Vklb2hjj/OzrQtuzJG0tKLagZLpypuVULD2f5GafBOwG5tsuoivkWMdxN0lEBzjZqWtpL6nJWlU5mBlTP85qMdvxaY1XOgugYZb9s7DoglLpSiG+Tkh611lNnaQFtgey68pu8Wdm1zNtf5Xpe2fb3i3pZrfYElvSTGAeqXvpX8A1tjdImm37s9GLPhhtImlVnMxVv9T2j03PpgHr83qbOp3mBF3mGEG5dKumVSceAN6R9BJpKdTQxW4vNarRoYiNkrHebAkKpis1rTqR6V9XAF8zpIstsP1BqYGNDkUsC2JpUXFiplUDbP9KOgat0khaDLxn+0CmSa0izYxW2d4J7CninylgjKBEQtMKOgZJW233ZtdbgOXAz8DaVnUopcNCRsT2TsVhF5UnZlpBJ/E7gKTTgROdtdZp1EG2yA7SuX07s/vGmw3cFgmr+kTSCjqJ3yTdQeq5vwGO2h8m5Bijl1Q8fiGwndQXLCwONSKWh0HHIGkiqWznMPCc7SNKx7NdZPuNNsbrBdaRTg+v425qVxJJK6gVkiYAV5OOVpsA9AMv2/6l1MCCwoikFdQKSQeBz4HXSCcKHf0Dt72urLiC4ghNK6gbdxJerFoTM60gCCpFOOKDWiHpKknbJL0vaWnT89xCftCZRNIK6sYKYBHpSLS5ktZmHVBPKDesoCgiaQV144jt/bYP215Gaob4KnBSyXEFBRFJK6gbn0o6p3Fj+xngcWBiSfEEBRO7h0HdGACmAHskvcJQ++mV5YUUFEnMtIK6cRdD7adPsT0XuAS4pbyQgiKJpBXUDttHssuVTfexqqgJkbSCuuGsSwRN/fKnEX/rtSH+9wnqRje1n+5KwhEf1A5JpwKLgWmk8yTfzLq7BjUgklYQBJUi1vlBEFSKSFpBEFSKSFpBEFSKSFpBEFSKSFpBEFSKfwB77Qt+jCDqFwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 309.6x231.84 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##plot marker genes for other populations and manually remove doublets\n",
    "\n",
    "sc.pl.DotPlot(HSC, ['CD34', 'AVP', 'CD38', 'GATA1', 'MPO', 'PF4', \n",
    "                   \n",
    "                    'S_score', 'G2M_score'], log = True, \n",
    "              groupby='HSC_clusters').style(cmap='Blues',dot_edge_color='black', dot_edge_lw=1).swap_axes(False).show(True)\n",
    "\n",
    "os.chdir('/home/jovyan/data/covid/data/figures')\n",
    "plt.savefig('HSC_RNA_markers.pdf',dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/my-conda-envs/py_env/lib/python3.7/site-packages/scanpy/plotting/_anndata.py:1815: RuntimeWarning: invalid value encountered in log1p\n",
      "  matrix = np.log1p(matrix)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 208.8x231.84 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.DotPlot(HSC, ['AB_CD34', 'AB_CD38', 'AB_PROM1', 'AB_CD71'], log = True, expression_cutoff = 0.2, \n",
    "              groupby='HSC_clusters').style(cmap='YlOrRd',dot_edge_color='white', dot_edge_lw=1).swap_axes(False).show(True)\n",
    "\n",
    "os.chdir('/home/jovyan/data/covid/data/figures')\n",
    "plt.savefig('HSC_protein_markers.pdf',dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Export data to build proportions bar graph (figure 2J)\n",
    "\n",
    "os.chdir('/home/jovyan/data/covid/HSC_data')\n",
    "HSC.obs[['Status_on_day_collection_summary', 'HSC_clusters', 'sample_id']].to_csv(\"HSC_proportions.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir('/home/jovyan/data/covid/HSC_data')\n",
    "HSC.write('HSC_total.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "***Calculate scores for HSC priming***\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Observation names are not unique. To make them unique, call `.obs_names_make_unique`.\n"
     ]
    }
   ],
   "source": [
    "os.chdir('/home/jovyan/data/covid/HSC_data')\n",
    "HSC = sc.read_h5ad('HSC_total.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###Add myeloid annotation to whole object\n",
    "\n",
    "covid.obs['temp'] = HSC.obs['HSC_clusters']\n",
    "\n",
    "#make a list of categories in the initial clustering (but not in myeloid clustering) to add to the full clustering column\n",
    "\n",
    "new_categories = [cell for cell in covid.obs['initial_clustering'].cat.categories if cell not in HSC.obs['HSC_clusters'].cat.categories]\n",
    "\n",
    "#add the missing categories to the full_clustering column\n",
    "\n",
    "covid.obs['temp'] = covid.obs['temp'].cat.add_categories(new_categories) \n",
    "\n",
    "#fill in na values with those in the next column\n",
    "\n",
    "covid.obs['temp'] = covid.obs['temp'].fillna(covid.obs['initial_clustering'])\n",
    "\n",
    "#covid_total.obs['full_clustering'].cat.remove_unused_categories(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir('/home/jovyan/data/covid/HSC_data')\n",
    "scores = pd.read_csv('HSC_cluster_markers.csv', index_col = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "erythroid_score = scores[scores['cluster'] == \"Erythroid\"].gene.tolist()\n",
    "myeloid_score = scores[scores['cluster'] == \"Myeloid\"].gene.tolist()\n",
    "MK_score = scores[scores['cluster'] == \"MK\"].gene.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: genes are not in var_names and ignored: ['AB-ITGA2B']\n"
     ]
    }
   ],
   "source": [
    "sc.tl.score_genes(covid, erythroid_score, score_name = 'erythroid_score')\n",
    "sc.tl.score_genes(covid, myeloid_score, score_name = 'myeloid_score')\n",
    "sc.tl.score_genes(covid, MK_score, score_name = 'MK_score')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir('/home/jovyan/data/covid/HSC_data')\n",
    "summary_scores = covid.obs[['myeloid_score', 'temp', 'erythroid_score', 'MK_score', 'Status_on_day_collection_summary']]\n",
    "summary_scores.to_csv('summary_scores.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "***Heatmap plot***\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir('/home/jovyan/data/covid/HSC_data')\n",
    "HSC = sc.read_h5ad('HSC_total.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "markers = pd.read_csv(\"HSC_cluster_markers.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = markers.groupby('cluster').head(10).gene.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "a.remove('AB-ITGA2B')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot = HSC[HSC.obs.HSC_clusters.isin(['Erythroid', 'Myeloid', 'MK']),:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.obs` of view, copying.\n",
      "Observation names are not unique. To make them unique, call `.obs_names_make_unique`.\n",
      "Observation names are not unique. To make them unique, call `.obs_names_make_unique`.\n"
     ]
    }
   ],
   "source": [
    "sc.pp.filter_cells(plot, min_genes=200)\n",
    "sc.pp.filter_genes(plot, min_cells=3)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot.obs.HSC_clusters = plot.obs.HSC_clusters.cat.reorder_categories(['Erythroid', 'MK', 'Myeloid'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: saving figure to file figures/heatmapHSC_heatmap.pdf\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 662.4x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "os.chdir('/home/jovyan/data/covid/HSC_data')\n",
    "\n",
    "sc.pl.heatmap(plot, a, groupby = 'HSC_clusters', standard_scale = 'var', log = True,\n",
    "             save = \"HSC_heatmap.pdf\")               \n",
    "                     "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py_env",
   "language": "python",
   "name": "py_env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}