{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Supplementary Fig.: GPCCA and fate probabilities extract the essence of cellular state transitions\n",
    "----\n",
    "Illustrates the concept of the GPCCA algorithm using a toy data example. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidePrompt": true
   },
   "source": [
    "# Preliminaries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:06.048679Z",
     "start_time": "2021-10-26T14:00:02.657558Z"
    },
    "hidePrompt": true
   },
   "outputs": [],
   "source": [
    "# import standard packages\n",
    "import numpy as np\n",
    "import pandas as pd \n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import os\n",
    "import sys\n",
    "\n",
    "# two extra imports here, pydtmc is for Markov chains, networkx helps us with graph visualization\n",
    "import pydtmc\n",
    "import networkx as nx\n",
    "\n",
    "# import single-cell packages\n",
    "import scanpy as sc\n",
    "import scanpy.external as sce\n",
    "import scvelo as scv\n",
    "import cellrank as cr\n",
    "\n",
    "# set verbosity levels\n",
    "sc.settings.verbosity = 2\n",
    "cr.settings.verbosity = 2\n",
    "scv.settings.verbosity = 3 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Print package versions for reproducibility"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want to exactly reproduce the results shown here, please make sure that your package versions match what is printed below. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:06.054741Z",
     "start_time": "2021-10-26T14:00:06.050997Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cellrank==1.5.0+g65f1562 scanpy==1.8.1 anndata==0.7.6 numpy==1.20.3 numba==0.54.0 scipy==1.7.1 pandas==1.3.3 pygpcca==1.0.2 scikit-learn==0.24.2 statsmodels==0.13.0rc0 python-igraph==0.9.1 scvelo==0.2.4 pygam==0.8.0 matplotlib==3.4.3 seaborn==0.11.2\n"
     ]
    }
   ],
   "source": [
    "cr.logging.print_versions()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:06.060473Z",
     "start_time": "2021-10-26T14:00:06.057732Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running CellRank 1.5.0+g65f1562, on 2021-10-26 16:00.\n"
     ]
    }
   ],
   "source": [
    "cr.logging.print_version_and_date()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up paths"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define the paths to load data, cache results and write figure panels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:06.068425Z",
     "start_time": "2021-10-26T14:00:06.063053Z"
    }
   },
   "outputs": [],
   "source": [
    "sys.path.insert(0, \"../..\")  # this depends on the notebook depth and must be adapted per notebook\n",
    "\n",
    "from paths import DATA_DIR, CACHE_DIR, FIG_DIR"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We're only saving into a single directory here:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:06.072426Z",
     "start_time": "2021-10-26T14:00:06.070116Z"
    }
   },
   "outputs": [],
   "source": [
    "FIG_DIR = FIG_DIR / \"suppl_fig_GPCCA\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set up the paths to save figures."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:06.077621Z",
     "start_time": "2021-10-26T14:00:06.074406Z"
    }
   },
   "outputs": [],
   "source": [
    "scv.settings.figdir = str(FIG_DIR)\n",
    "sc.settings.figdir = str(FIG_DIR)\n",
    "cr.settings.figdir = str(FIG_DIR)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set global parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set some plotting parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:06.082786Z",
     "start_time": "2021-10-26T14:00:06.079932Z"
    }
   },
   "outputs": [],
   "source": [
    "scv.settings.set_figure_params('scvelo', dpi_save=400, dpi=80, transparent=True, fontsize=20, color_map='viridis')\n",
    "scv.settings.plot_prefix = \"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set other global parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:06.088158Z",
     "start_time": "2021-10-26T14:00:06.086182Z"
    }
   },
   "outputs": [],
   "source": [
    "# should figures just be displayed or also saved?\n",
    "save_figure = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If there are other global parameters for this analysis, put them here as well. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Apply GPCCA to toy example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up Markov chain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:06.099432Z",
     "start_time": "2021-10-26T14:00:06.090568Z"
    }
   },
   "outputs": [],
   "source": [
    "p = np.array([\n",
    "    # 0.   1.   2.   3.   4.   5.   6.   7.   8.   9.   10.  11.   \n",
    "    [0.0, 0.8, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], #0\n",
    "    [0.2, 0.0, 0.6, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], #1\n",
    "    [0.6, 0.2, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], #2\n",
    "    \n",
    "    [0.0, 0.05, 0.05, 0.0, 0.6, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], #3\n",
    "    [0.0, 0.0, 0.0, 0.25, 0.0, 0.25, 0.4, 0.0, 0.0, 0.1, 0.0, 0.0], #4\n",
    "    [0.0, 0.0, 0.0, 0.25, 0.25, 0.0, 0.1, 0.0, 0.0, 0.4, 0.0, 0.0], #5\n",
    "    \n",
    "    [0.0, 0.0, 0.0, 0.0, 0.05, 0.05, 0.0, 0.7, 0.2, 0.0, 0.0, 0.0], #6\n",
    "    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.8, 0.0, 0.0, 0.0], #7\n",
    "    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8, 0.2, 0.0, 0.0, 0.0, 0.0], #8\n",
    "    \n",
    "    [0.0, 0.0, 0.0, 0.0, 0.05, 0.05, 0.0, 0.0, 0.0, 0.0, 0.7, 0.2], #9\n",
    "    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.8], #10\n",
    "    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8, 0.2, 0.0], #11\n",
    "            ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:06.407015Z",
     "start_time": "2021-10-26T14:00:06.102274Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "DISCRETE-TIME MARKOV CHAIN\n",
      " SIZE:           12\n",
      " RANK:           12\n",
      " CLASSES:        1\n",
      "  > RECURRENT:   1\n",
      "  > TRANSIENT:   0\n",
      " ERGODIC:        YES\n",
      "  > APERIODIC:   YES\n",
      "  > IRREDUCIBLE: YES\n",
      " ABSORBING:      NO\n",
      " REGULAR:        NO\n",
      " REVERSIBLE:     NO\n",
      " SYMMETRIC:      NO\n",
      "\n"
     ]
    }
   ],
   "source": [
    "states = np.arange(p.shape[1]).astype('str')\n",
    "mc = pydtmc.MarkovChain(p, states)\n",
    "print(mc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualise the state space"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the directed graph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:07.228744Z",
     "start_time": "2021-10-26T14:00:06.408487Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating graph\n",
      "    Finish (0:00:00)\n",
      "Embedding graph using `'spring_layout'` layout\n",
      "    Finish (0:00:00)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 536,
       "width": 835
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_kwargs = {'self_loops': False, \n",
    "              'self_loop_radius_frac': 0.05, \n",
    "              'labels': states, \n",
    "              'layout': nx.layout.spring_layout, \n",
    "              'color_nodes': False, \n",
    "              'node_size': 3000, \n",
    "              'edge_weight_scale': 10, \n",
    "              'font_size': 22, \n",
    "              'edge_width_limit': 10}\n",
    "if save_figure: fig_kwargs['save'] = 'graph.pdf'\n",
    "cr.pl.graph(p, **fig_kwargs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a kernel object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:07.236905Z",
     "start_time": "2021-10-26T14:00:07.230501Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Creating empty `AnnData` object\n"
     ]
    }
   ],
   "source": [
    "# import precomputed kernel calss and initialise object\n",
    "from cellrank.tl.kernels import PrecomputedKernel\n",
    "pk = PrecomputedKernel(p)\n",
    "\n",
    "# modify the underlying anndata object, provide state names and clustering\n",
    "pk._adata.obs_names = states\n",
    "annot = ['initial', 'initial', 'initial', 'interm', 'interm', 'interm', 'terminal_1', 'terminal_1', 'terminal_1', \n",
    "         'terminal_2', 'terminal_2', 'terminal_2']\n",
    "pk._adata.obs['clusters'] = pd.Series(index=pk._adata.obs_names, data=annot, dtype='category')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a cellrank GPCCA object. This is a bit hacky, because we need a dummy adata object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:07.241377Z",
     "start_time": "2021-10-26T14:00:07.238093Z"
    }
   },
   "outputs": [],
   "source": [
    "g_cr = cr.tl.estimators.GPCCA(pk)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualise the transition matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualise the transition matrix in a heatmap, using the estimator object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:07.673030Z",
     "start_time": "2021-10-26T14:00:07.242796Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x560 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 475,
       "width": 577
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig =  plt.figure(None, (9, 7))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "sns.heatmap(p, cmap='viridis')\n",
    "\n",
    "if save_figure:\n",
    "    plt.savefig(FIG_DIR / \"transition_matrix.pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Decompose into macrostates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-26T12:18:28.760913Z",
     "start_time": "2020-06-26T12:18:28.720216Z"
    }
   },
   "source": [
    "Compute schur decomposition and plot the top eigenvalues:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:08.835848Z",
     "start_time": "2021-10-26T14:00:07.675708Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing Schur decomposition\n",
      "When computing macrostates, choose a number of states NOT in `[7, 9, 11]`\n",
      "Adding `adata.uns['eigendecomposition_fwd']`\n",
      "       `.schur_vectors`\n",
      "       `.schur_matrix`\n",
      "       `.eigendecomposition`\n",
      "    Finish (0:00:00)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 565,
       "width": 722
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g_cr.compute_schur(method='krylov', n_components=12, which='LR')\n",
    "\n",
    "fig_kwargs = {'real_only': True, 'marker': 'o', 's': 100, 'figsize': (6, 6)}\n",
    "if save_figure: fig_kwargs['save'] = 'spectrum.pdf'\n",
    "g_cr.plot_spectrum(**fig_kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:08.900606Z",
     "start_time": "2021-10-26T14:00:08.838120Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing `4` macrostates\n",
      "Adding `.macrostates`\n",
      "       `.macrostates_memberships`\n",
      "       `.coarse_T`\n",
      "       `.coarse_initial_distribution\n",
      "       `.coarse_stationary_distribution`\n",
      "       `.schur_vectors`\n",
      "       `.schur_matrix`\n",
      "       `.eigendecomposition`\n",
      "    Finish (0:00:00)\n"
     ]
    }
   ],
   "source": [
    "n_states = 4\n",
    "n_cells = 3\n",
    "\n",
    "g_cr.compute_macrostates(n_states=n_states, n_cells=n_cells, cluster_key='clusters')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Automatically determine the terminal states and show their names:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:08.913617Z",
     "start_time": "2021-10-26T14:00:08.902400Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adding `adata.obs['terminal_states']`\n",
      "       `adata.obs['terminal_states_probs']`\n",
      "       `.terminal_states`\n",
      "       `.terminal_states_probabilities`\n",
      "       `.terminal_states_memberships\n",
      "    Finish`\n",
      "Identified the following terminal states: ['terminal_2', 'terminal_1']\n"
     ]
    }
   ],
   "source": [
    "g_cr.compute_terminal_states(n_cells=n_cells, method='stability')\n",
    "\n",
    "# check that we got the right ones\n",
    "terminal_names = list(g_cr.terminal_states.cat.categories)\n",
    "assert(terminal_names == ['terminal_2', 'terminal_1'])\n",
    "print(f\"Identified the following terminal states: {terminal_names}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Show macrostate memberships"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-08T13:53:25.582214Z",
     "start_time": "2020-09-08T13:53:25.517651Z"
    }
   },
   "source": [
    "Show assignments to macrostates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:09.302658Z",
     "start_time": "2021-10-26T14:00:08.915135Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 727,
       "width": 374
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "macro_names = ['initial', 'interm', 'terminal_1', 'terminal_2']\n",
    "\n",
    "m_g = g_cr._macrostates_memberships[macro_names]\n",
    "sns.heatmap(m_g, robust=True, annot=False, ax=plt.figure(None, (5, 10)).gca(), fmt='.2f',\n",
    "           cmap='viridis', xticklabels=m_g.names)\n",
    "if save_figure:\n",
    "    plt.savefig(FIG_DIR / \"membership_matrix.pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Show the coarse-grained transition matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the coarse-grained transition matrix:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:09.585547Z",
     "start_time": "2021-10-26T14:00:09.304233Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 423,
       "width": 489
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "T_coarse = g_cr.coarse_T\n",
    "\n",
    "fig = plt.figure(None, (6, 5))\n",
    "ax = fig.add_subplot(111)\n",
    "sns.heatmap(T_coarse[macro_names].loc[macro_names], cmap='viridis')\n",
    "if save_figure:\n",
    "    plt.savefig(FIG_DIR / \"t_coarse.pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute and show fate probabilities"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute absorption probabilities towards the two terminal states:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-26T14:00:10.098492Z",
     "start_time": "2021-10-26T14:00:09.587386Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing absorption probabilities\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "55fc354cb5254dd096ebc9d9fdb7db4a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/2 [00:00<?, ?/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adding `adata.obsm['to_terminal_states']`\n",
      "       `.absorption_probabilities`\n",
      "    Finish (0:00:00)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 658,
       "width": 374
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g_cr.compute_absorption_probabilities()\n",
    "m_c = g_cr.absorption_probabilities[['terminal_1', 'terminal_2']]\n",
    "sns.heatmap(m_c, robust=True, annot=False, ax=plt.figure(None, (5, 10)).gca(), fmt='.2f',\n",
    "           cmap='viridis', xticklabels=m_c.names)\n",
    "if save_figure:\n",
    "    plt.savefig(FIG_DIR / \"fate_probs.pdf\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (cellrank)",
   "language": "python",
   "name": "cellrank"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "288px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}