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    "# Comparing other feature selection methods with triku\n",
    "In this notebook we will compare the performance of triku, compared to other methods. \n",
    "\n",
    "The methods that will be compared will be the following:\n",
    "* Select genes with highest variance.   \n",
    "* Scanpy's `sc.pp.highly_variable_genes`: It is based on Seurat's `vst` method, so they should return similar results.\n",
    "* scry `devianceFeatureSelection()`. This method is featured as the feature selection for Irizarry's GLM-PCA paper (https://doi.org/10.1186/s13059-019-1861-6). From its description, it computes a deviance statistic for each row feature for count data based on a multinomial null model that assumes each feature has a constant rate. Features with large deviance are likely to be informative. Uninformative, low deviance features can be discarded to speed up downstream analyses and reduce memory footprint. The `fam`parameter will be set to `binomial`, the default.\n",
    "* M3Drop, which has two main functions:\n",
    "    * NBDrop: the NBDrop model assumes proportion of zeros follows a Michaelis-Menten model. Then the Michaelis-Menten parameter $K$ is fitted. For each gene, its parameter $K_i$ is compared to $K$ using a $Z$-test, which returns the selected genes.\n",
    "    * NBUmi: The procedure is similar to above, although the equation to fit now is a negative binomial model,  and the selection of genes is then done using a $Z$-test.\n",
    "* `BrenneckeGetVariableGenes` fits a function between CV$^2$ and mean expression. \n",
    "\n",
    "With the exception of scanpy and triku, the rest of functions are set on $R$. We will use jupyter's `%%R` magic command, and `anndata2ri` to transform `annData` into `SingleCellExperiment` objects, and we will generate the functions to accept that annData and return the list of selected features. The functions have to be set up in notebook, and cannot be externalized. \n",
    "\n",
    "M3Drop requires a normalization step, which will be done in-situ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
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       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
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       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
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Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.1.min.js\": \"YF85VygJKMVnHE+lLv2AM93Vbstr0yo2TbIu5v8se5Rq3UQAUmcuh4aaJwNlpKwa\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.1.min.js\": \"KKuas3gevv3PvrlkyCMzffFeaMq5we/a2QsP5AUoS3mJ0jmaCL7jirFJN3GoE/lM\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.1.min.js\": \"MK/uFc3YT18pkvvXRl66tTHjP0/dxoSH2e/eiNMFIguKlun2+WVqaPTWmUy/zvh4\"};\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import triku as tk\n",
    "import scanpy as sc\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import scipy.sparse as spr\n",
    "import scipy.stats as sts\n",
    "import os\n",
    "import gc\n",
    "from itertools import product\n",
    "import pickle\n",
    "import ray\n",
    "import seaborn as sns\n",
    "import itertools \n",
    "\n",
    "from IPython.display import display, HTML\n",
    "\n",
    "from tqdm.notebook import tqdm\n",
    "\n",
    "from bokeh.io import show, output_notebook, reset_output\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.models import LinearColorMapper\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from matplotlib.lines import Line2D\n",
    "\n",
    "from sklearn.metrics import adjusted_rand_score as ARS\n",
    "from sklearn.metrics import adjusted_mutual_info_score as NMI\n",
    "from sklearn.metrics import silhouette_score, davies_bouldin_score\n",
    "\n",
    "reset_output()\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/seth/Programs/miniconda3/lib/python3.8/site-packages/setuptools/dist.py:466: UserWarning: The version specified ('') is an invalid version, this may not work as expected with newer versions of setuptools, pip, and PyPI. Please see PEP 440 for more details.\n",
      "  warnings.warn(\n",
      "running install\n",
      "running bdist_egg\n",
      "running egg_info\n",
      "writing triku_nb_code.egg-info/PKG-INFO\n",
      "writing dependency_links to triku_nb_code.egg-info/dependency_links.txt\n",
      "writing top-level names to triku_nb_code.egg-info/top_level.txt\n",
      "reading manifest file 'triku_nb_code.egg-info/SOURCES.txt'\n",
      "reading manifest template 'MANIFEST.in'\n",
      "warning: no previously-included files found matching 'data'\n",
      "warning: no previously-included files found matching 'robustness_figs'\n",
      "warning: no previously-included files found matching 'exports'\n",
      "warning: no previously-included files found matching 'cache'\n",
      "warning: no previously-included files found matching 'figures'\n",
      "writing manifest file 'triku_nb_code.egg-info/SOURCES.txt'\n",
      "installing library code to build/bdist.linux-x86_64/egg\n",
      "running install_lib\n",
      "running build_py\n",
      "copying triku_nb_code/comparing_feat_sel.py -> build/lib/triku_nb_code\n",
      "copying triku_nb_code/GOEA_figs.py -> build/lib/triku_nb_code\n",
      "creating build/bdist.linux-x86_64/egg\n",
      "creating build/bdist.linux-x86_64/egg/triku_nb_code\n",
      "copying build/lib/triku_nb_code/comparing_feat_sel.py -> build/bdist.linux-x86_64/egg/triku_nb_code\n",
      "copying build/lib/triku_nb_code/file_download_and_generation.py -> build/bdist.linux-x86_64/egg/triku_nb_code\n",
      "copying build/lib/triku_nb_code/GOEA_figs.py -> build/bdist.linux-x86_64/egg/triku_nb_code\n",
      "copying build/lib/triku_nb_code/palettes_and_cmaps.py -> build/bdist.linux-x86_64/egg/triku_nb_code\n",
      "copying build/lib/triku_nb_code/robustness_functions.py -> build/bdist.linux-x86_64/egg/triku_nb_code\n",
      "copying build/lib/triku_nb_code/__init__.py -> build/bdist.linux-x86_64/egg/triku_nb_code\n",
      "byte-compiling build/bdist.linux-x86_64/egg/triku_nb_code/comparing_feat_sel.py to comparing_feat_sel.cpython-38.pyc\n",
      "byte-compiling build/bdist.linux-x86_64/egg/triku_nb_code/file_download_and_generation.py to file_download_and_generation.cpython-38.pyc\n",
      "byte-compiling build/bdist.linux-x86_64/egg/triku_nb_code/GOEA_figs.py to GOEA_figs.cpython-38.pyc\n",
      "byte-compiling build/bdist.linux-x86_64/egg/triku_nb_code/palettes_and_cmaps.py to palettes_and_cmaps.cpython-38.pyc\n",
      "byte-compiling build/bdist.linux-x86_64/egg/triku_nb_code/robustness_functions.py to robustness_functions.cpython-38.pyc\n",
      "byte-compiling build/bdist.linux-x86_64/egg/triku_nb_code/__init__.py to __init__.cpython-38.pyc\n",
      "creating build/bdist.linux-x86_64/egg/EGG-INFO\n",
      "copying triku_nb_code.egg-info/PKG-INFO -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
      "copying triku_nb_code.egg-info/SOURCES.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
      "copying triku_nb_code.egg-info/dependency_links.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
      "copying triku_nb_code.egg-info/not-zip-safe -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
      "copying triku_nb_code.egg-info/top_level.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
      "creating 'dist/triku_nb_code-0.0.0-py3.8.egg' and adding 'build/bdist.linux-x86_64/egg' to it\n",
      "removing 'build/bdist.linux-x86_64/egg' (and everything under it)\n",
      "Processing triku_nb_code-0.0.0-py3.8.egg\n",
      "removing '/home/seth/Programs/miniconda3/lib/python3.8/site-packages/triku_nb_code-0.0.0-py3.8.egg' (and everything under it)\n",
      "creating /home/seth/Programs/miniconda3/lib/python3.8/site-packages/triku_nb_code-0.0.0-py3.8.egg\n",
      "Extracting triku_nb_code-0.0.0-py3.8.egg to /home/seth/Programs/miniconda3/lib/python3.8/site-packages\n",
      "triku-nb-code 0.0.0 is already the active version in easy-install.pth\n",
      "\n",
      "Installed /home/seth/Programs/miniconda3/lib/python3.8/site-packages/triku_nb_code-0.0.0-py3.8.egg\n",
      "Processing dependencies for triku-nb-code==0.0.0\n",
      "Finished processing dependencies for triku-nb-code==0.0.0\n"
     ]
    }
   ],
   "source": [
    "!python setup.py install"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys, os\n",
    "sys.path.insert(0, os.getcwd() + '/code')\n",
    "\n",
    "from triku_nb_code.comparing_feat_sel import plot_max_var_x_dataset, plot_max_var_x_method, create_dict_UMAPs_datasets, \\\n",
    "get_max_diff_gene, plot_ARI_x_method, plot_ARI_x_dataset, biological_silhouette_ARI_table, plot_lab_org_comparison_scores, \\\n",
    "clustering_binary_search, compare_rankings, compare_values\n",
    "from triku_nb_code.comparing_feat_sel import create_UMAP_adataset_libprep_org, plot_UMAPs_datasets, plot_XY, biological_silhouette_ARI_table\n",
    "from triku_nb_code.palettes_and_cmaps import magma, bold_and_vivid, prism\n",
    "from triku_nb_code.GOEA_figs import scatter_enrichr, barplot_ontologies_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "2021-05-04 12:47:50,110 - triku - INFO - dirname: Trying to get version of anndata2ri from dirname /home/seth/Programs/miniconda3/envs/triku-notebooks/lib/python3.8/site-packages\n",
      "\n",
      "2021-05-04 12:47:50,111 - triku - INFO - dirname: Failed; Does not match re.compile('anndata2ri-([\\\\d.]+?)(?:\\\\.dev(\\\\d+))?(?:[_+-]([0-9a-zA-Z.]+))?$')\n",
      "\n",
      "2021-05-04 12:47:50,112 - triku - INFO - git: Trying to get version from git in directory /home/seth/Programs/miniconda3/envs/triku-notebooks/lib/python3.8/site-packages\n",
      "\n",
      "2021-05-04 12:47:50,130 - triku - INFO - git: Failed; directory is not managed by git\n",
      "\n",
      "2021-05-04 12:47:50,132 - triku - INFO - metadata: Trying to get version for anndata2ri in dir /home/seth/Programs/miniconda3/envs/triku-notebooks/lib/python3.8/site-packages\n",
      "\n",
      "2021-05-04 12:47:50,135 - triku - INFO - metadata: Succeeded\n"
     ]
    }
   ],
   "source": [
    "import anndata2ri\n",
    "anndata2ri.activate()\n",
    "%load_ext rpy2.ipython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "2021-05-04 12:47:50,926 - triku - WARNING - R[write to console]: Loading required package: numDeriv\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "# Load all the R libraries we will be using in the notebook\n",
    "library(M3Drop) # Depends on r-foreing (conda-forge) and Hmisc and reldist (install.packages)\n",
    "library(scry) # If R < 4, launch commit 9f0fc819"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.makedirs(os.getcwd() + '/exports/comparisons/', exist_ok=True)\n",
    "os.makedirs(os.getcwd() + '/figures/comparison_figs/png', exist_ok=True)\n",
    "os.makedirs(os.getcwd() + '/figures/comparison_figs/pdf', exist_ok=True)\n",
    "data_dir = os.getcwd() + '/data/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following 3 cells we will create the cells that obtain the most relevant features. Since some of the calls are to R, they have to be kept as separate cells. Also, we create the function `create_df_feature_ranking` which creates two dataframes: one with the evaluation values (p-value, emd distance, etc.) of each method, and the second one with the ranking of genes based on those values. These dataframes will be valuable so that we don't have to repeat the calling to the feature selection methods each time we do a graph. `create_df_feature_ranking` is also kept as a cell because it makes some calls to R."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%R\n",
    "\n",
    "run_scry <- function(sce){ #adata\n",
    "    adata_ret = devianceFeatureSelection(sce, nkeep=dim(sce)[1], assay='X')\n",
    "    return(adata_ret) #returns adata with stats on .var\n",
    "} \n",
    "\n",
    "\n",
    "run_brennecke <- function(sce){ #df\n",
    "    res_df <- BrenneckeGetVariableGenes(sce, suppress.plot=TRUE, fdr=100)\n",
    "    return(res_df) # returns sorted df with genes and stats\n",
    "}\n",
    "\n",
    "\n",
    "run_M3Drop <- function(sce){\n",
    "    norm <- M3DropConvertData(sce, is.counts=TRUE)\n",
    "    DE_genes <- M3DropFeatureSelection(norm, suppress.plot=TRUE, mt_threshold=50)\n",
    "    return(DE_genes) # returns sorted df with genes and stats\n",
    "    \n",
    "}\n",
    "\n",
    "run_NBumi <- function(sce){\n",
    "    count_mat <- NBumiConvertData(sce, is.counts=TRUE)\n",
    "    DANB_fit <- NBumiFitModel(count_mat)\n",
    "    NBDropFS <- NBumiFeatureSelectionCombinedDrop(DANB_fit, suppress.plot=TRUE, qval.thresh=10)\n",
    "    return(NBDropFS)  # returns sorted df with genes and stats\n",
    "    \n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_scanpy(adata):\n",
    "    adata_copy = adata.copy()\n",
    "    if not 'log1p' in adata_copy.uns:\n",
    "        sc.pp.log1p(adata_copy)\n",
    "    ret = sc.pp.highly_variable_genes(adata_copy, n_top_genes=len(adata_copy), inplace=False)\n",
    "    df = pd.DataFrame(ret)\n",
    "    df =  df.set_index(adata_copy.var_names)\n",
    "    del adata_copy; gc.collect()\n",
    "    return df # returns df with stats\n",
    "\n",
    "def run_variable(adata):\n",
    "    if spr.issparse(adata.X):\n",
    "        std = adata.X.power(2).mean(0) - np.power(adata.X.mean(0), 2) \n",
    "        std = np.asarray(std).flatten()        \n",
    "    else:\n",
    "        std = adata.X.std(0)\n",
    "        \n",
    "    return std #returns vector with order as var_names \n",
    "\n",
    "def run_triku(adata, seed):\n",
    "    adata_copy = adata.copy()\n",
    "    tk.tl.triku(adata_copy, n_comps=30, n_windows=100, random_state=seed, verbose='error', n_procs=1)\n",
    "    d = adata_copy.var['triku_distance'] #pd series with distance\n",
    "    del adata_copy; gc.collect()\n",
    "    return d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_df_feature_ranking(adatax, title_prefix, apply_log=False):\n",
    "    \"\"\"\n",
    "    Create a dataframe with the ranking of features, and another one with the feature values. The adata must be the raw\n",
    "    adata. From that we will create a adata_df necessary for some R methods.\n",
    "    The adata will include:\n",
    "    - Triku with 10 seeds 'triku_SEEDN'\n",
    "    - Scanpy's HVG 'scanpy'\n",
    "    - Std 'std'\n",
    "    - scry 'scry'\n",
    "    - brennecke 'brennecke'\n",
    "    - M3Drop 'm3drop'\n",
    "    - NBumi 'nbumi'\n",
    "    \n",
    "    After each method is run, we will fill the dataframe values, with the values of the metrics used for feature selection, \n",
    "    and the dataframe of rankings with the rankings based on the returned value (0, 1, 2, etc.). \n",
    "    We create two separate dataframes because the df with values might be reserved for other purposes. The rank dataframes is interesting\n",
    "    because the values on the values dataframe have different argsort orders depending on the column (M3drop and NBumi direct, rest reverse).\n",
    "    \"\"\"\n",
    "    \n",
    "    adata = adatax.copy()\n",
    "    sc.pp.filter_genes(adata, min_cells=1) \n",
    "    sc.pp.filter_cells(adata, min_genes=1)\n",
    "    \n",
    "    if apply_log:\n",
    "        sc.pp.log1p(adata)\n",
    "    \n",
    "    adata_df = pd.DataFrame(adata.X.T, index=adata.var_names, columns=adata.obs_names)\n",
    "        \n",
    "    adata_short = sc.AnnData(X = adata.X[:,:]) # we have to create a clean adata because some column break Rpush\n",
    "    adata_short.var_names, adata_short.obs_names = adata.var_names[:], adata.obs_names[:]\n",
    "    print(adata_short.shape)\n",
    "    \n",
    "    %Rpush adata_short\n",
    "    %Rpush adata_df\n",
    "    \n",
    "    print('Outside R', adata.shape, adata_short.shape)\n",
    "    d = %R  dim(adata_short)\n",
    "    print('Inside R', d)\n",
    "       \n",
    "    if 'Group' in adata.obs:\n",
    "        adata_groups = [i.replace('Group', '') for i in adata.obs['Group']]\n",
    "        adata.obs['groupn'] = adata_groups\n",
    "    \n",
    "    index, columns = adata.var_names, [f'triku_{i}' for i in range(10)] + ['scanpy', 'std', 'scry', 'brennecke', 'm3drop', 'nbumi']\n",
    "    df_values, df_ranks = pd.DataFrame(index=index, columns=columns), pd.DataFrame(index=index, columns=columns)\n",
    "    \n",
    "    for i in range(10):\n",
    "        df_emd_distance = run_triku(adata, i)\n",
    "        df_values.loc[df_emd_distance.index, f'triku_{i}'] = df_emd_distance.values\n",
    "        \n",
    "    \n",
    "    scanpy_ret = run_scanpy(adata)\n",
    "    df_values.loc[scanpy_ret.index, 'scanpy'] = scanpy_ret['dispersions_norm'].values\n",
    "    assert len(df_values.index) == len(adata.var_names)\n",
    "    \n",
    "    std_ret = run_variable(adata)\n",
    "    df_values.loc[:, 'std'] = std_ret\n",
    "    assert len(df_values.index) == len(adata.var_names)\n",
    "    \n",
    "    scry_ret = %R run_scry(adata_short)\n",
    "    df_values.loc[scry_ret.var.index, 'scry'] = scry_ret.var['binomial_deviance'].values\n",
    "    assert len(df_values.index) == len(adata.var_names)\n",
    "    \n",
    "    brennecke_ret = %R run_brennecke(adata_df)\n",
    "    df_values.loc[brennecke_ret.index, 'brennecke'] = brennecke_ret['effect.size'].values\n",
    "    assert len(df_values.index) == len(adata.var_names)\n",
    "    \n",
    "    M3Drop_ret = %R run_M3Drop(adata_df)\n",
    "    df_values.loc[M3Drop_ret.index, 'm3drop'] = M3Drop_ret['q.value'].values\n",
    "    assert len(df_values.index) == len(adata.var_names)\n",
    "    \n",
    "    NBumi_ret = %R run_NBumi(adata_df)\n",
    "    df_values.loc[NBumi_ret.index, 'nbumi'] = NBumi_ret['q.value'].values\n",
    "    assert len(df_values.index) == len(adata.var_names)\n",
    "    \n",
    "    # Now we will fill df_ranks with an argsort !!!!! M3DROP and NBumi is not [::-1] because they are q-values \n",
    "    for col in [f'triku_{i}' for i in range(10)] + ['scanpy', 'std', 'scry', 'brennecke']:\n",
    "        df_ranks[col] = df_values[col].values.argsort()[::-1].argsort()\n",
    "    for col in ['m3drop', 'nbumi']:\n",
    "        df_ranks[col] = df_values[col].values.argsort().argsort() # double argsort to return the rank!\n",
    "    \n",
    "    df_ranks.to_csv(os.getcwd() + '/exports/comparisons/' + title_prefix + '_feature_ranks.csv')\n",
    "    df_values.to_csv(os.getcwd() + '/exports/comparisons/' + title_prefix + '_feature_values.csv')\n",
    "    print('df_ranks', df_ranks.shape)\n",
    "    \n",
    "    del adata; gc.collect()\n",
    "    return df_values, df_ranks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Random datasets\n",
    "For this section we will use the random datasets generated with splatter.\n",
    "To evaluate the performance of the feature selection methods, we will use teo metrics, maximum deviation and ARI, explained below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "splatter_dir = os.getcwd() + '/data/splatter/'\n",
    "list_deprobs = [0.0065, 0.008, 0.01, 0.016, 0.025, 0.05, 0.1, 0.3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**THIS PROCESS TAKES ~ 4 HOURS!**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also... this cell sometimes fails to load. Running it again makes it go fine. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b746c21c4cfd4c028e630c9a7bcaccb1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/8 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Deprob 0.0065\n",
      "Adata 0.0065 loaded: (10000, 14963)\n",
      "(10000, 14963)\n",
      "Outside R (10000, 14963) (10000, 14963)\n",
      "Inside R [14963 10000]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (14963, 16)\n",
      "Deprob 0.008\n",
      "Adata 0.008 loaded: (10000, 14963)\n",
      "(10000, 14963)\n",
      "Outside R (10000, 14963) (10000, 14963)\n",
      "Inside R [14963 10000]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (14963, 16)\n",
      "Deprob 0.01\n",
      "Adata 0.01 loaded: (10000, 14967)\n",
      "(10000, 14967)\n",
      "Outside R (10000, 14967) (10000, 14967)\n",
      "Inside R [14967 10000]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (14967, 16)\n",
      "Deprob 0.016\n",
      "Adata 0.016 loaded: (10000, 14960)\n",
      "(10000, 14960)\n",
      "Outside R (10000, 14960) (10000, 14960)\n",
      "Inside R [14960 10000]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (14960, 16)\n",
      "Deprob 0.025\n",
      "Adata 0.025 loaded: (10000, 14966)\n",
      "(10000, 14966)\n",
      "Outside R (10000, 14966) (10000, 14966)\n",
      "Inside R [14966 10000]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (14966, 16)\n",
      "Deprob 0.05\n",
      "Adata 0.05 loaded: (10000, 14960)\n",
      "(10000, 14960)\n",
      "Outside R (10000, 14960) (10000, 14960)\n",
      "Inside R [14960 10000]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (14960, 16)\n",
      "Deprob 0.1\n",
      "Adata 0.1 loaded: (10000, 14965)\n",
      "(10000, 14965)\n",
      "Outside R (10000, 14965) (10000, 14965)\n",
      "Inside R [14965 10000]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (14965, 16)\n",
      "Deprob 0.3\n",
      "Adata 0.3 loaded: (10000, 14956)\n",
      "(10000, 14956)\n",
      "Outside R (10000, 14956) (10000, 14956)\n",
      "Inside R [14956 10000]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (14956, 16)\n"
     ]
    }
   ],
   "source": [
    "for deprob in tqdm(list_deprobs):\n",
    "    print(f'Deprob {deprob}')\n",
    "    adata_deprob = sc.read(splatter_dir + f'/splatter_deprob_{deprob}.loom', sparse=False)\n",
    "    print(f'Adata {deprob} loaded: {adata_deprob.X.shape}')\n",
    "    df_values, df_ranks = create_df_feature_ranking(adata_deprob, f'scatter_{deprob}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ARI / NMI\n",
    "Using ARI on random datasets is a measure to assess the effectiveness of the feature selection. Random datasets were prepared with different degrees of differentially expressed gene probability, so that we can compare the leiden clusterign solution with the 9 populations. Triku can be run with different seeds, but the rest of methods are deterministic. However, leiden clustering in all cases can be run with a seed. Therefore, we are going to run all processes with 10 seeds (although the deterministic processes will be run once).\n",
    "\n",
    "To apply the ARI we need to run leiden with as many clusters as scatter populations. Since leiden runs on resolution, we need to adjust the resolution parameter to match the number of clusters. To do that we are going to implement a binary search-like algorithm. We will start with resolutions 0.3 and 2 (may change in the future). If any of those yields the clusters, done. Else, find the midpoint, run the clustering, and if the clustering yields the number of populations, stop. Else, set the upper or lower resolution to the one that makes the desired number of clusters to be in the middle. This algorithm will try at most 5 times (it gets to resolution differences of ~0.05, which is fair)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To calculate the ARI, we need to load a dataset, select a number of features, and create the dataframe with seeds as rows (to see varation on clustering / triku) and the methods as columns. Because creating each dataframe take time (there are 70 cells to be filled), we will choose two datasets (DE = 0.01 and 0.025) and two number of features (100 and 500), which show good results in the previous sections. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_dir = os.getcwd() + '/exports/comparisons/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "min_res, max_res, max_depth = 0.3, 2, 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "@ray.remote\n",
    "def leiden_adata_NMI(deprobx):\n",
    "    print(deprobx)\n",
    "    adata_all = sc.read(splatter_dir + f'/splatter_deprob_{deprobx}.loom', sparse=False)\n",
    "    sc.pp.subsample(adata_all, 0.4) # We shorthen this to make the calculations not take 8 hours!\n",
    "    sc.pp.filter_genes(adata_all, min_cells=1)\n",
    "    sc.pp.filter_cells(adata_all, min_genes=1)\n",
    "    sc.pp.log1p(adata_all)\n",
    "    \n",
    "    for n_features in [250, 500]:\n",
    "        print(deprobx, n_features)\n",
    "        if not os.path.exists(os.getcwd() + f'/exports/comparisons/NMI_scatter_{deprobx}_n_features_{n_features}.csv'):\n",
    "            df_feature_ranks = pd.read_csv(os.getcwd() + '/exports/comparisons/' + f'scatter_{deprobx}' + '_feature_ranks.csv', index_col=0)\n",
    "\n",
    "            list_methods = ['triku'] + [i for i in df_feature_ranks.columns if not i.startswith('triku')] + ['all', 'random']\n",
    "\n",
    "            df_NMI = pd.DataFrame(index=[f'seed_{i}' for i in range(10)], columns=list_methods)\n",
    "\n",
    "            for seed in range(10):\n",
    "                print(deprobx, n_features, seed)\n",
    "                for method in tqdm(list_methods):\n",
    "                    if method.startswith('triku'):\n",
    "                        feats = df_feature_ranks[f'triku_{seed}'].sort_values().index[:n_features]\n",
    "                    \n",
    "                    elif method == \"all\":\n",
    "                        feats = df_feature_ranks[f'triku_{seed}'].sort_values().index[:]\n",
    "                    elif method == \"random\":\n",
    "                        array_selection = np.array([False] * len(df_feature_ranks))\n",
    "                        array_selection[np.random.choice(np.arange(len(df_feature_ranks)), n_features, replace=False)] = True\n",
    "                        \n",
    "                        feats = df_feature_ranks[f'triku_{seed}'].sort_values().index[array_selection]\n",
    "                    \n",
    "                    else:\n",
    "                        feats = df_feature_ranks[method].sort_values().index[:n_features]\n",
    "                    \n",
    "                    adata_groups = [i.replace('Group', '') for i in adata_all.obs['Group']]\n",
    "                    c_f, res = clustering_binary_search(adata_all, min_res, max_res, max_depth, seed, len(list(dict.fromkeys(adata_groups))), feats, apply_log=False)\n",
    "                    NMS = NMI(c_f, adata_groups)\n",
    "\n",
    "                    df_NMI.loc[f'seed_{seed}', method] = NMS\n",
    "            \n",
    "            print(os.getcwd() + f'/exports/comparisons/NMI_scatter_{deprobx}_n_features_{n_features}.csv')\n",
    "            df_NMI.to_csv(os.getcwd() + f'/exports/comparisons/NMI_scatter_{deprobx}_n_features_{n_features}.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "ray.init(num_cpus=min(os.cpu_count(), len(list_deprobs)), ignore_reinit_error=True)\n",
    "ray_get = ray.get([leiden_adata_NMI.remote(deprobx) for deprobx in list_deprobs])\n",
    "ray.shutdown()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function plot_lab_org_comparison_scores in module triku_nb_code.comparing_feat_sel:\n",
      "\n",
      "plot_lab_org_comparison_scores(lab, org='-', read_dir='', variables=[], increasing=False, list_files=None, alpha=0.05, figsize=(16, 4), title='', filename='', mode='normal', lognames=None, do_return=False)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(plot_lab_org_comparison_scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Figure 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n_feats in ['250', '500']:\n",
    "    list_files = [f'NMI_scatter_{deprob}_n_features_{n_feats}.csv' for deprob in list_deprobs[::-1]]\n",
    "    fig = plot_lab_org_comparison_scores(f'NMI-{n_feats}', '', save_dir, [''], increasing=0, mode='NMI', list_files=list_files, \n",
    "                                       title=f'NMI on artificial datasets, {n_feats} features', \n",
    "                                       filename=f'NMI_{n_feats}-features', do_return=True)\n",
    "    _ = fig.axes[1].set_xticklabels([item.get_text().replace('scatter ', '') for item in fig.axes[1].get_xticklabels()], rotation=0, ha='center')\n",
    "    for fmt in [\"png\", \"pdf\"]:\n",
    "        fig.savefig(f\"{os.getcwd()}/figures/comparison_figs/{fmt}/NMI_{n_feats}-features.{fmt}\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For lower number of features (250) scanpy performs best at lower DE probabilities (up to 0.025) but performs worse at full resolution (0.1 or 0.3), with scry the best method for that, principally because the features that make smaller clusters separate are the ones with most expression, and those are the ones selected by scry. However, at smaller DE probabilities, the features that separate the dataset the most are the ones with mid expression levels, which are best picked by triku. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_values = pd.read_csv(f'{save_dir}/scatter_0.01_feature_values.csv', index_col=0)\n",
    "df_ranks = pd.read_csv(f'{save_dir}/scatter_0.01_feature_ranks.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>triku_0</th>\n",
       "      <th>triku_1</th>\n",
       "      <th>triku_2</th>\n",
       "      <th>triku_3</th>\n",
       "      <th>triku_4</th>\n",
       "      <th>triku_5</th>\n",
       "      <th>triku_6</th>\n",
       "      <th>triku_7</th>\n",
       "      <th>triku_8</th>\n",
       "      <th>triku_9</th>\n",
       "      <th>scanpy</th>\n",
       "      <th>std</th>\n",
       "      <th>scry</th>\n",
       "      <th>brennecke</th>\n",
       "      <th>m3drop</th>\n",
       "      <th>nbumi</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Gene1</th>\n",
       "      <td>9244</td>\n",
       "      <td>12992</td>\n",
       "      <td>10939</td>\n",
       "      <td>13409</td>\n",
       "      <td>12003</td>\n",
       "      <td>11632</td>\n",
       "      <td>9929</td>\n",
       "      <td>9298</td>\n",
       "      <td>12203</td>\n",
       "      <td>10470</td>\n",
       "      <td>7706</td>\n",
       "      <td>7800</td>\n",
       "      <td>7604</td>\n",
       "      <td>8490</td>\n",
       "      <td>4227</td>\n",
       "      <td>9925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene2</th>\n",
       "      <td>3624</td>\n",
       "      <td>8678</td>\n",
       "      <td>8014</td>\n",
       "      <td>5413</td>\n",
       "      <td>9406</td>\n",
       "      <td>4184</td>\n",
       "      <td>4782</td>\n",
       "      <td>8158</td>\n",
       "      <td>4068</td>\n",
       "      <td>5233</td>\n",
       "      <td>1764</td>\n",
       "      <td>6767</td>\n",
       "      <td>5991</td>\n",
       "      <td>1733</td>\n",
       "      <td>2729</td>\n",
       "      <td>1606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene3</th>\n",
       "      <td>6939</td>\n",
       "      <td>6206</td>\n",
       "      <td>2384</td>\n",
       "      <td>8221</td>\n",
       "      <td>5629</td>\n",
       "      <td>10466</td>\n",
       "      <td>10346</td>\n",
       "      <td>2665</td>\n",
       "      <td>11599</td>\n",
       "      <td>8050</td>\n",
       "      <td>1339</td>\n",
       "      <td>10626</td>\n",
       "      <td>10774</td>\n",
       "      <td>565</td>\n",
       "      <td>507</td>\n",
       "      <td>1775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene4</th>\n",
       "      <td>3158</td>\n",
       "      <td>13407</td>\n",
       "      <td>9364</td>\n",
       "      <td>10461</td>\n",
       "      <td>4861</td>\n",
       "      <td>7720</td>\n",
       "      <td>1311</td>\n",
       "      <td>9890</td>\n",
       "      <td>4263</td>\n",
       "      <td>11253</td>\n",
       "      <td>10895</td>\n",
       "      <td>13567</td>\n",
       "      <td>13498</td>\n",
       "      <td>13975</td>\n",
       "      <td>6108</td>\n",
       "      <td>6984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene5</th>\n",
       "      <td>9570</td>\n",
       "      <td>8487</td>\n",
       "      <td>6537</td>\n",
       "      <td>9693</td>\n",
       "      <td>9422</td>\n",
       "      <td>6658</td>\n",
       "      <td>8961</td>\n",
       "      <td>6524</td>\n",
       "      <td>6937</td>\n",
       "      <td>7043</td>\n",
       "      <td>8815</td>\n",
       "      <td>5043</td>\n",
       "      <td>5099</td>\n",
       "      <td>7325</td>\n",
       "      <td>9430</td>\n",
       "      <td>11599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene14996</th>\n",
       "      <td>8280</td>\n",
       "      <td>3650</td>\n",
       "      <td>4913</td>\n",
       "      <td>3310</td>\n",
       "      <td>8385</td>\n",
       "      <td>6978</td>\n",
       "      <td>4619</td>\n",
       "      <td>6325</td>\n",
       "      <td>8558</td>\n",
       "      <td>3262</td>\n",
       "      <td>2116</td>\n",
       "      <td>8474</td>\n",
       "      <td>8342</td>\n",
       "      <td>2686</td>\n",
       "      <td>920</td>\n",
       "      <td>3282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene14997</th>\n",
       "      <td>13777</td>\n",
       "      <td>13875</td>\n",
       "      <td>14147</td>\n",
       "      <td>13109</td>\n",
       "      <td>13863</td>\n",
       "      <td>12770</td>\n",
       "      <td>14040</td>\n",
       "      <td>14329</td>\n",
       "      <td>13390</td>\n",
       "      <td>13545</td>\n",
       "      <td>6463</td>\n",
       "      <td>7727</td>\n",
       "      <td>7609</td>\n",
       "      <td>7888</td>\n",
       "      <td>4839</td>\n",
       "      <td>8004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene14998</th>\n",
       "      <td>8632</td>\n",
       "      <td>8362</td>\n",
       "      <td>11078</td>\n",
       "      <td>12103</td>\n",
       "      <td>9991</td>\n",
       "      <td>11679</td>\n",
       "      <td>7852</td>\n",
       "      <td>7404</td>\n",
       "      <td>10884</td>\n",
       "      <td>7734</td>\n",
       "      <td>13034</td>\n",
       "      <td>9886</td>\n",
       "      <td>9876</td>\n",
       "      <td>11415</td>\n",
       "      <td>4023</td>\n",
       "      <td>8005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene14999</th>\n",
       "      <td>8218</td>\n",
       "      <td>2599</td>\n",
       "      <td>6203</td>\n",
       "      <td>7105</td>\n",
       "      <td>9968</td>\n",
       "      <td>3566</td>\n",
       "      <td>4574</td>\n",
       "      <td>3356</td>\n",
       "      <td>2104</td>\n",
       "      <td>1791</td>\n",
       "      <td>10940</td>\n",
       "      <td>9032</td>\n",
       "      <td>8952</td>\n",
       "      <td>10572</td>\n",
       "      <td>3550</td>\n",
       "      <td>12841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene15000</th>\n",
       "      <td>12155</td>\n",
       "      <td>10981</td>\n",
       "      <td>12828</td>\n",
       "      <td>12179</td>\n",
       "      <td>9192</td>\n",
       "      <td>7018</td>\n",
       "      <td>10118</td>\n",
       "      <td>13204</td>\n",
       "      <td>10493</td>\n",
       "      <td>13837</td>\n",
       "      <td>13792</td>\n",
       "      <td>9187</td>\n",
       "      <td>9262</td>\n",
       "      <td>11180</td>\n",
       "      <td>5966</td>\n",
       "      <td>14966</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14967 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           triku_0  triku_1  triku_2  triku_3  triku_4  triku_5  triku_6  \\\n",
       "Gene                                                                       \n",
       "Gene1         9244    12992    10939    13409    12003    11632     9929   \n",
       "Gene2         3624     8678     8014     5413     9406     4184     4782   \n",
       "Gene3         6939     6206     2384     8221     5629    10466    10346   \n",
       "Gene4         3158    13407     9364    10461     4861     7720     1311   \n",
       "Gene5         9570     8487     6537     9693     9422     6658     8961   \n",
       "...            ...      ...      ...      ...      ...      ...      ...   \n",
       "Gene14996     8280     3650     4913     3310     8385     6978     4619   \n",
       "Gene14997    13777    13875    14147    13109    13863    12770    14040   \n",
       "Gene14998     8632     8362    11078    12103     9991    11679     7852   \n",
       "Gene14999     8218     2599     6203     7105     9968     3566     4574   \n",
       "Gene15000    12155    10981    12828    12179     9192     7018    10118   \n",
       "\n",
       "           triku_7  triku_8  triku_9  scanpy    std   scry  brennecke  m3drop  \\\n",
       "Gene                                                                            \n",
       "Gene1         9298    12203    10470    7706   7800   7604       8490    4227   \n",
       "Gene2         8158     4068     5233    1764   6767   5991       1733    2729   \n",
       "Gene3         2665    11599     8050    1339  10626  10774        565     507   \n",
       "Gene4         9890     4263    11253   10895  13567  13498      13975    6108   \n",
       "Gene5         6524     6937     7043    8815   5043   5099       7325    9430   \n",
       "...            ...      ...      ...     ...    ...    ...        ...     ...   \n",
       "Gene14996     6325     8558     3262    2116   8474   8342       2686     920   \n",
       "Gene14997    14329    13390    13545    6463   7727   7609       7888    4839   \n",
       "Gene14998     7404    10884     7734   13034   9886   9876      11415    4023   \n",
       "Gene14999     3356     2104     1791   10940   9032   8952      10572    3550   \n",
       "Gene15000    13204    10493    13837   13792   9187   9262      11180    5966   \n",
       "\n",
       "           nbumi  \n",
       "Gene              \n",
       "Gene1       9925  \n",
       "Gene2       1606  \n",
       "Gene3       1775  \n",
       "Gene4       6984  \n",
       "Gene5      11599  \n",
       "...          ...  \n",
       "Gene14996   3282  \n",
       "Gene14997   8004  \n",
       "Gene14998   8005  \n",
       "Gene14999  12841  \n",
       "Gene15000  14966  \n",
       "\n",
       "[14967 rows x 16 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ranks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>triku_0</th>\n",
       "      <th>triku_1</th>\n",
       "      <th>triku_2</th>\n",
       "      <th>triku_3</th>\n",
       "      <th>triku_4</th>\n",
       "      <th>triku_5</th>\n",
       "      <th>triku_6</th>\n",
       "      <th>triku_7</th>\n",
       "      <th>triku_8</th>\n",
       "      <th>triku_9</th>\n",
       "      <th>scanpy</th>\n",
       "      <th>std</th>\n",
       "      <th>scry</th>\n",
       "      <th>brennecke</th>\n",
       "      <th>m3drop</th>\n",
       "      <th>nbumi</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Gene1</th>\n",
       "      <td>-0.006521</td>\n",
       "      <td>-0.024104</td>\n",
       "      <td>-0.013518</td>\n",
       "      <td>-0.027919</td>\n",
       "      <td>-0.018524</td>\n",
       "      <td>-0.016476</td>\n",
       "      <td>-0.009096</td>\n",
       "      <td>-0.006749</td>\n",
       "      <td>-0.019758</td>\n",
       "      <td>-0.011465</td>\n",
       "      <td>-0.072714</td>\n",
       "      <td>1.392367</td>\n",
       "      <td>18138.179352</td>\n",
       "      <td>-0.202867</td>\n",
       "      <td>3.107502e-12</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene2</th>\n",
       "      <td>0.017026</td>\n",
       "      <td>-0.004158</td>\n",
       "      <td>-0.001792</td>\n",
       "      <td>0.008200</td>\n",
       "      <td>-0.007110</td>\n",
       "      <td>0.013878</td>\n",
       "      <td>0.010635</td>\n",
       "      <td>-0.002403</td>\n",
       "      <td>0.014177</td>\n",
       "      <td>0.008706</td>\n",
       "      <td>1.131067</td>\n",
       "      <td>1.623670</td>\n",
       "      <td>20466.852090</td>\n",
       "      <td>0.111804</td>\n",
       "      <td>6.549959e-18</td>\n",
       "      <td>0.014219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene3</th>\n",
       "      <td>0.001964</td>\n",
       "      <td>0.004783</td>\n",
       "      <td>0.025623</td>\n",
       "      <td>-0.002423</td>\n",
       "      <td>0.007118</td>\n",
       "      <td>-0.011221</td>\n",
       "      <td>-0.010722</td>\n",
       "      <td>0.023642</td>\n",
       "      <td>-0.016575</td>\n",
       "      <td>-0.001867</td>\n",
       "      <td>1.305550</td>\n",
       "      <td>0.836201</td>\n",
       "      <td>11342.257910</td>\n",
       "      <td>0.598998</td>\n",
       "      <td>1.913037e-33</td>\n",
       "      <td>0.023177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene4</th>\n",
       "      <td>0.019747</td>\n",
       "      <td>-0.027788</td>\n",
       "      <td>-0.007115</td>\n",
       "      <td>-0.011351</td>\n",
       "      <td>0.010571</td>\n",
       "      <td>-0.000489</td>\n",
       "      <td>0.039968</td>\n",
       "      <td>-0.008993</td>\n",
       "      <td>0.013239</td>\n",
       "      <td>-0.014939</td>\n",
       "      <td>-0.569670</td>\n",
       "      <td>0.316342</td>\n",
       "      <td>3654.000909</td>\n",
       "      <td>-9.208930</td>\n",
       "      <td>5.146512e-05</td>\n",
       "      <td>0.955198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene5</th>\n",
       "      <td>-0.007822</td>\n",
       "      <td>-0.003411</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>-0.008189</td>\n",
       "      <td>-0.007154</td>\n",
       "      <td>0.003070</td>\n",
       "      <td>-0.005278</td>\n",
       "      <td>0.003388</td>\n",
       "      <td>0.001738</td>\n",
       "      <td>0.001295</td>\n",
       "      <td>-0.236768</td>\n",
       "      <td>2.075389</td>\n",
       "      <td>21533.524864</td>\n",
       "      <td>-0.111025</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene14996</th>\n",
       "      <td>-0.002697</td>\n",
       "      <td>0.016424</td>\n",
       "      <td>0.009947</td>\n",
       "      <td>0.018997</td>\n",
       "      <td>-0.003202</td>\n",
       "      <td>0.001729</td>\n",
       "      <td>0.011382</td>\n",
       "      <td>0.004143</td>\n",
       "      <td>-0.003895</td>\n",
       "      <td>0.018409</td>\n",
       "      <td>1.007541</td>\n",
       "      <td>1.252775</td>\n",
       "      <td>16850.515223</td>\n",
       "      <td>0.044846</td>\n",
       "      <td>2.514302e-28</td>\n",
       "      <td>0.254528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene14997</th>\n",
       "      <td>-0.032320</td>\n",
       "      <td>-0.033859</td>\n",
       "      <td>-0.039326</td>\n",
       "      <td>-0.025405</td>\n",
       "      <td>-0.034438</td>\n",
       "      <td>-0.022867</td>\n",
       "      <td>-0.037377</td>\n",
       "      <td>-0.045999</td>\n",
       "      <td>-0.028254</td>\n",
       "      <td>-0.029547</td>\n",
       "      <td>0.117543</td>\n",
       "      <td>1.407456</td>\n",
       "      <td>18128.722944</td>\n",
       "      <td>-0.150002</td>\n",
       "      <td>6.684989e-10</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene14998</th>\n",
       "      <td>-0.004098</td>\n",
       "      <td>-0.002859</td>\n",
       "      <td>-0.014064</td>\n",
       "      <td>-0.018823</td>\n",
       "      <td>-0.009265</td>\n",
       "      <td>-0.016759</td>\n",
       "      <td>-0.001126</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>-0.013241</td>\n",
       "      <td>-0.000657</td>\n",
       "      <td>-1.033409</td>\n",
       "      <td>0.972817</td>\n",
       "      <td>13541.684977</td>\n",
       "      <td>-0.895216</td>\n",
       "      <td>5.141658e-13</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene14999</th>\n",
       "      <td>-0.002428</td>\n",
       "      <td>0.023739</td>\n",
       "      <td>0.004688</td>\n",
       "      <td>0.001133</td>\n",
       "      <td>-0.009167</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.011596</td>\n",
       "      <td>0.018669</td>\n",
       "      <td>0.028040</td>\n",
       "      <td>0.031277</td>\n",
       "      <td>-0.577468</td>\n",
       "      <td>1.138374</td>\n",
       "      <td>15627.925405</td>\n",
       "      <td>-0.549493</td>\n",
       "      <td>7.917367e-15</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene15000</th>\n",
       "      <td>-0.019331</td>\n",
       "      <td>-0.013445</td>\n",
       "      <td>-0.023485</td>\n",
       "      <td>-0.019190</td>\n",
       "      <td>-0.006290</td>\n",
       "      <td>0.001570</td>\n",
       "      <td>-0.009883</td>\n",
       "      <td>-0.026171</td>\n",
       "      <td>-0.011536</td>\n",
       "      <td>-0.033483</td>\n",
       "      <td>-1.293915</td>\n",
       "      <td>1.106443</td>\n",
       "      <td>14948.526888</td>\n",
       "      <td>-0.775637</td>\n",
       "      <td>1.380732e-05</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14967 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            triku_0   triku_1   triku_2   triku_3   triku_4   triku_5  \\\n",
       "Gene                                                                    \n",
       "Gene1     -0.006521 -0.024104 -0.013518 -0.027919 -0.018524 -0.016476   \n",
       "Gene2      0.017026 -0.004158 -0.001792  0.008200 -0.007110  0.013878   \n",
       "Gene3      0.001964  0.004783  0.025623 -0.002423  0.007118 -0.011221   \n",
       "Gene4      0.019747 -0.027788 -0.007115 -0.011351  0.010571 -0.000489   \n",
       "Gene5     -0.007822 -0.003411  0.003226 -0.008189 -0.007154  0.003070   \n",
       "...             ...       ...       ...       ...       ...       ...   \n",
       "Gene14996 -0.002697  0.016424  0.009947  0.018997 -0.003202  0.001729   \n",
       "Gene14997 -0.032320 -0.033859 -0.039326 -0.025405 -0.034438 -0.022867   \n",
       "Gene14998 -0.004098 -0.002859 -0.014064 -0.018823 -0.009265 -0.016759   \n",
       "Gene14999 -0.002428  0.023739  0.004688  0.001133 -0.009167  0.017241   \n",
       "Gene15000 -0.019331 -0.013445 -0.023485 -0.019190 -0.006290  0.001570   \n",
       "\n",
       "            triku_6   triku_7   triku_8   triku_9    scanpy       std  \\\n",
       "Gene                                                                    \n",
       "Gene1     -0.009096 -0.006749 -0.019758 -0.011465 -0.072714  1.392367   \n",
       "Gene2      0.010635 -0.002403  0.014177  0.008706  1.131067  1.623670   \n",
       "Gene3     -0.010722  0.023642 -0.016575 -0.001867  1.305550  0.836201   \n",
       "Gene4      0.039968 -0.008993  0.013239 -0.014939 -0.569670  0.316342   \n",
       "Gene5     -0.005278  0.003388  0.001738  0.001295 -0.236768  2.075389   \n",
       "...             ...       ...       ...       ...       ...       ...   \n",
       "Gene14996  0.011382  0.004143 -0.003895  0.018409  1.007541  1.252775   \n",
       "Gene14997 -0.037377 -0.045999 -0.028254 -0.029547  0.117543  1.407456   \n",
       "Gene14998 -0.001126  0.000032 -0.013241 -0.000657 -1.033409  0.972817   \n",
       "Gene14999  0.011596  0.018669  0.028040  0.031277 -0.577468  1.138374   \n",
       "Gene15000 -0.009883 -0.026171 -0.011536 -0.033483 -1.293915  1.106443   \n",
       "\n",
       "                   scry  brennecke        m3drop     nbumi  \n",
       "Gene                                                        \n",
       "Gene1      18138.179352  -0.202867  3.107502e-12  1.000000  \n",
       "Gene2      20466.852090   0.111804  6.549959e-18  0.014219  \n",
       "Gene3      11342.257910   0.598998  1.913037e-33  0.023177  \n",
       "Gene4       3654.000909  -9.208930  5.146512e-05  0.955198  \n",
       "Gene5      21533.524864  -0.111025  1.000000e+00  1.000000  \n",
       "...                 ...        ...           ...       ...  \n",
       "Gene14996  16850.515223   0.044846  2.514302e-28  0.254528  \n",
       "Gene14997  18128.722944  -0.150002  6.684989e-10  1.000000  \n",
       "Gene14998  13541.684977  -0.895216  5.141658e-13  1.000000  \n",
       "Gene14999  15627.925405  -0.549493  7.917367e-15  1.000000  \n",
       "Gene15000  14948.526888  -0.775637  1.380732e-05  1.000000  \n",
       "\n",
       "[14967 rows x 16 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata = sc.read(splatter_dir + f'/splatter_deprob_0.01.loom', sparse=False)\n",
    "sc.pp.subsample(adata, 0.4) # We shorthen this to make the calculations not take 8 hours!\n",
    "\n",
    "adata.raw = adata\n",
    "sc.pp.pca(adata)\n",
    "sc.pp.neighbors(adata)\n",
    "sc.tl.umap(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"08bcbe9d-022f-4aae-8bd1-36e1f4bd0a34\" data-root-id=\"1003\"></div>\n"
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       "  function embed_document(root) {\n",
       "    \n",
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E3yuKybUr/hbF3LGBhmv5/X1kA1jKC/0MZxDGfJcL/gujuTruRjv9KPud+Hy5O/\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[14967]}},\"selected\":{\"id\":\"1043\"},\"selection_policy\":{\"id\":\"1044\"}},\"id\":\"1028\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1010\",\"type\":\"LinearScale\"}],\"root_ids\":[\"1003\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.1\"}};\n",
       "  var render_items = [{\"docid\":\"730ccc93-28b7-4154-b1ba-ce0c50d5e4eb\",\"root_ids\":[\"1003\"],\"roots\":{\"1003\":\"08bcbe9d-022f-4aae-8bd1-36e1f4bd0a34\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1003"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_bokeh = pd.DataFrame({'m': np.log10(adata.X.mean(0)), \n",
    "                         'z': df_values['triku_0'].loc[adata.var_names].values, \n",
    "                         'n': df_values.index.values})\n",
    "                   \n",
    "p = figure(tools=\"box_zoom,hover,reset\", plot_height=600, plot_width=600, tooltips=[(\"Gene\",\"@n\")])\n",
    "p.scatter('m', 'z', source=df_bokeh, alpha=0.7, line_color=None)\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Supplementary Figure 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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u6U0kTdXNrI4k3QycAcyRtA64FDhD0gkk9fNJ4D0AEfGopFuA1SQJx4s8A4mZmZlZ7QyYwJA0FZhO8kfcwTzf13cWyZ2mehhogLT9LuwkXQBcALBgwYK6BGdWRRcBVwMvkPQMsBZ4a7YhmY0/EXFemeKvDrL9ZcBltYvIzMzMzAoGa4HxHuBDJMmK+3k+gbEd+FJtwyo6oAHSSC4AWb58edltzBqRpInAeyPilZKagQkRsSPruMzMzMzMzBrJgAmMiLgCuELSX0bEF+oYUykPkGZjXkTslXRy+jqfdTxmZmZmZmaNqJJZSDZImgkg6e8kfbeOs4HcAfxZOhvJqcBzHv/CxqhfSbpD0tslvbHwyDooMzMzMzOzRlFJAuMTEbFD0suAPwRuIJkNZMTSwdJ+ARwtaZ2kd0u6UNKF6SZ3Ak8A7SRT171vgEOZjXaHAFuAVwB/lD5el2lEZmZmIyTpOkmbJD1SUnaIpLsk/TZ9Prhk3SWS2iU9JukPs4nazMwa1ZCzkACFEdVfC1wZEbdL+mQ1Tj7AYGml64NkcEOzMS0i3pl1DGZmZjVwPfBF4OslZRcDKyLickkXp8sfk7QMOBd4IckYbD+WdJRn9zEzs4JKWmA8I+krwFuAOyVNqXA/M6uQpCMl/YekzvRO1e2SFmUdl5mZ2UhExN3As/2KzyZp0Uv6/IaS8m9GRHdErCVpgXtKPeI0M7PRoZJExFuAHwJnRcQ2kqbuH61lUGbj0E3ALUAbyV2nbwPfzDQiMzOz2phbGNMsfT40LT8ceLpku3Vp2X4kXSBppaSVnZ2dNQ3WzMwax4AJDEmz0pdTgZ8BWyQdAnQDK2sfmtm4ooj4t4joTR83MsCUwWZmZmOUypSV/S2MiKsjYnlELG9tba1xWGZm1igGGwPjJpJBBO8n+fEo/VEJ4MgaxmU23vw07Qf8TZL69SfA99OkIRHRv/mtmZnZaLVRUltE5CS1AZvS8nXAESXbzQfW1z06MzNrWAMmMCLidemz++Gb1d6fpM/v6Vf+LpwwNDOzseUO4Hzg8vT59pLymyR9jqQ75VLg3kwiNDOzhjRgAkPSSYPtGBEPVD8cs/HJiUIzMxuLJN0MnAHMkbQOuJQkcXGLpHcDHcCbASLiUUm3AKuBXuAiz0BiZmalButC8tn0eSqwHHiIpBvJccAvgZfVNjSz8UPSp4FPFv5QS8egucLTq5qZ2WgWEecNsOrMAba/DLisdhGZmdloNuAgnhHx8oh4OfAUcFI6UNLJwIkk01qZWfVMAu6VdJykPwDuIxl/xszMzMzMzBi8BUbBCyJiVWEhIh6RdELtQrLxKJ/Pk8vlaGtro7m5Oetw6i4iLpG0gqR101bg9yLCiUIzMzMzM7PUgC0wSqyRdK2kMyT9vqRrgDW1DszGl1wux4YNG8jlclmHkglJvwdcAXyKZNriL0o6LNOgzMzMzMzMGkglLTDeCbwX+GC6fDdwZc0isnGpra2tz/M49M/AmyNiNYCkNwI/AV6QaVRmZmZmZmYNYsgERkTsBj6fPsxqorm5mSVLlmQdRpZOKx1pPSK+K+m/sgzIzMzMzMyskVTShcRsXMvn87S3t5PP52t5msWSVkh6BEDScSQtn8zMzMzMzAwnMMyGVKfxOa4BLgF6ACLiYeDcWp7QzMzMzMYOSRMl/UrS99LlQyTdJem36fPBWcdoNlKVjIFhNq7VaXyO6RFxr6TSst5antDMzMzMxpQPkky2MCtdvhhYERGXS7o4Xf7YSE6w4H0HPhRix5fdqLiRDec7hey+1yETGJKOAj4K/E7p9hHxihrGZdYw6jQ+x2ZJi4EAkPQmYMgmH5KuA14HbIqIY9OyQ4BvAQuBJ4G3RMTWdN0lwLuBvcAHIuKHVX8nZmZmZlZXkuYDrwUuAz6cFp8NnJG+voFkprsRJTAaxUgTKdW4aK9GMscJoQNXSQuMbwNXkTRx3zvEtmY2PBcBVwMvkPQMsBZ4awX7XQ98Efh6SVnZbLukZSTdUl4IHAb8WNJRpYOHmpmZmdmo9C/A3wAzS8rmRkQOICJykg7NIjCzaqokgdEbEZ421TKXz+fJ5XK0tbXR3NycdThVFRFPAK+U1AxMiIgdFe53t6SF/YoHyrafDXwzIrqBtZLagVOAX4z4DZiZmZmNEi3/980HvM+2j3+7BpFUh6RCa9z7JZ0xzGNcAFwAsGDBguoFZ+NCPVuSVJLA+A9J7wNuA7oLhRHx7LDOaDZMhcE0gTE75WpEVGOqk4Gy7YcD95Rsty4t249/xMzMbCwYzoUqVP9idaxdMFvDOR14vaTXAFOBWZJuBDZKakv/HmwDNg10gIi4mqQ1MMuXL496BG02HJUkMM5Pnz9aUhbAkdUPx2xgdRpMcyxTmbKyP1D+ETMzM0uMleTDWEnmNMr7aCQRcQnJbHakLTD+OiLeJukzJNdyl6fPt2cVo9XGaBuAsxqGTGBExKJ6BGI2lDoNpjkWDJRtXwccUbLdfGB93aMzMzOzUWmsJHPGkcuBWyS9G+gAhpf9MWsgAyYwJL0iIn4i6Y3l1kfEd2sXltn4Imkq8D7gZSStIn4OXBkRu4dxuDson22/A7hJ0udIBvFcCtw7wtDNzMzMrEFExM9Ixj8jIrYAZ2YZj1m1DdYC4/eBnwB/VGZdAE5gmFXP14EdwBfS5fOAf2OITLmkm0kG7JwjaR1wKQNk2yPiUUm3AKuBXuAiz0BiZmZmZmajxYAJjIi4NH1+Z61OLuks4ApgInBtRFzeb/0ZJHeP16ZF342IT9UqHrOCDGY8OToiji9Z/qmkh4baKSLOG2BV2Wx7RFxGMj+4mZUh6TqgMJr7sWnZIcC3gIXAk8BbImJruu4S4N0k04x/ICJ+mEHYZqOOpKNJ6lXBkcDfAy3AXwCdafnHI+LO+kZnZmaNasJQG0iaK+mrkv4zXV6W3tkdEUkTgS8BrwaWAedJWlZm0/+OiBPSh5MXY1Q+n6e9vZ18vhqTcIxcYcaTXC5Xr1P+StKphQVJLwH+p14nN7Oi64Gz+pVdDKyIiKXAinSZ9DfrXOCF6T5fTn/bzGwIEfFY4e874GRgF8mMdwCfL/nbz8kLMzMrGjKBQfLH3A9J+swD/Ab4UBXOfQrQHhFPRMQe4JvA2VU4ro1CHR0drFu3jo6OjqxDAZKZTubNm1fPGU9eAvyvpCclPQn8Avh9SaskPVyvIMzGu4i4G+g/TfjZwA3p6xuAN5SUfzMiuiNiLdBO8ttmZgfmTODxiHgq60DMzKyxVTKN6pyIuCVtJktE9EqqRr/5w4GnS5bXkVzE9Xda2pR+PcmUQI+WO5ikC4ALABYsWFCF8Gw8y2DGk/53fM2sccyNiBxAOrvPoWn54cA9JdutS8v2498os0GdC9xcsvx+SX8GrAQ+UuiyVcp1ysxsfKqkBUZe0mySgTtJm7k/V4Vzq0xZ9Ft+APiddGyALwD/PtDBIuLqiFgeEctbW1urEJ7V04IFC5g/f34mf4Q0SPeVKPeIiKd8R8qsYVXyO5YU+jfKrCxJk4HXA4W5Nq8EFgMnADngs+X2c50yMxufKmmB8WGS6RcXS/ofoJXqzCG8DjiiZHk+SSuLoojYXvL6TklfljQnIjZX4fzWQDJo8VBUGO8CyCwG4PskFz4CpgKLgMdI+tabWbY2SmpLW1+0AZvS8iF/x8xsSK8GHoiIjQCFZwBJ1wDfyyowMzNrPJW0wHiUZErVlwLvIbmg+nUVzn0fsFTSojT7fi5JoqRI0jxJSl+fksa7pQrntlGs2i0m2tramD17Nj09PZm1woiIF0XEcenzUpJ+9D/PJBgz6+8O4Pz09fkks2MVys+VNEXSImApcG8G8ZmNZudR0n0kTRIWnAM8UveIzMysYVXSAuMXEXESSSIDAEkPACeN5MTpWBrvJxkgdCJwXUQ8KunCdP1VwJuA90rqBbqAcyOibPNcGz+q3WKiubmZpqYmNmzYQFNTU5atMIoi4gFJL846DrPxRtLNwBnAHEnrgEuBy4Fb0hm4OkhbIaa/WbcAq4Fe4KKIqMYYUWbjgqTpwKtIbpAV/JOkE0haJT7Zb52ZmY1zAyYwJM0jGYxsmqQTeb6v7yxgejVOnk6NdWe/sqtKXn8R+GI1zmW1lc/nyeVytLW10dzcXNP9CzODVHOGkFoc80BI+nDJ4gSSBGFnJsGYjdCXXvzBYe130X1XVDmSAxcR5w2w6swBtr8MuKx2EZmNXRGxC5jdr+ztGYVjZmajwGAtMP4QeAdJn97P8nwCYwfw8dqGZaPNSFtFHMj+tRgvI8sxOFIzS173koyJcWtGsZiZmZmZmTWcARMYEXEDcIOkP44IX0jZoAZrwVBoXdHS0sK2bdvKtrLIugUEjLwVyUhExD8ASJqZLMbOugYwAsO5217tO+3VuONfjffRCJ9FNYyV92E2VnR8YvKw9lvw6T1VjsTMzCxblYyBMV/SLJKWF9eQNG2/OCJ+VNPIbFQZrAVDoXXF1q1b6e7uBvZvZdEALSAynY1E0rHAvwGHpMubgfMjwoOXjSOjueuFmZmZmVmtVZLAeFdEXCHpD4FDgXcCXwOcwLCKFFpVlLbAaET9W4GUtsgAat0642rgwxHxUwBJZ6RlL63FyWzscusJa5S79cOJozSGsfI+qnUMMzMzqyyBURj74jXA1yLiocLUpmaVKG1dMWfOnP3WZ9l1o1T/ViClLTIANmzYwK5du+ju7mbRokVl38tITl9IXgBExM8kZfdhmFlmfLFrZmZmVt6ECra5X9KPSBIYP0z76O+rbVg2nhQSBblcLutQ+mhra2PevHm0tbXR0tLClClTyOfzbN++nbVr11b7dE9I+oSkhenj74Cqn8TMzMzMzGy0GrQFRtrS4u+BVuCJiNglaTZJNxKzqmiEATzLKW2Rkcvl6O7u5qCDDmLSpEksWrSo2qd7F/APwHfT5btxPTMzGxG3ZjEzMxtbBk1gRERI+veIOLmkbAuwpeaR2bjRCAN4DqU0yVLtbi6SJgLfjohXVvXAZmZmZmZmY0glXUjukfTimkcyiuXzedrb28nn81mHkqmRfg6N/DkWkiy1GKMjIvYCuyQdVPWDm5mZmZmZjRGVDOL5cuBCSU8CeZJBPSMijqtlYKNJltNvNpKRfA75fJ7Vq1fT1dU1rP3HgN3AKkl3kdQzACLiA9mFZGZmZmZm1jgqSWC8uuZRjHKNOoZDvY3kc8jlcnR1dTFt2rRB989qxpI6nPf76cPMzMzMzMzKGDKBERFPSXoZsDQiviapFZhR+9BGj9EwhkM9jORzqHSMiUIrj56eHpqamuqWyKh1K5uIuKHqBzUzMzMzMxtDhkxgSLoUWA4cDXwNaAJuBE6vbWg2nlSa/CgkOnp6eurabafWrWwkrQKiX/FzwErg/6SD55qZmZmZmY1blXQhOQc4EXgAICLWS5pZ06hs3Buoy0Yh0ZHP54stMOqhDq1s/hPYC9yULp9LMt7Mc8D1wB/V8uRmZmZmZmaNrpIExp50OtUAkFS/gQfGkKzGbhithuqyMQa77ZweEaWtmlZJ+p+IOF3S2zKLyszMzMzMrEFUMo3qLZK+ArRI+gvgx8A1tQ2r8Yx0is/CBXkul6tyZNXRaFOYtrW1MW/evJq3sGig9z1D0ksKC5JO4fmxZnqzCcnMzKx2JD0paZWkByWtTMsOkXSXpN+mzwdnHaeZmTWOIRMYEfHPwHeAW0nGwfj7iPhCrQNrNCNNQAx1QT7YhfRwLrIPdJ96JVjy+Txr1qxhzZo1g8ZWaGExUGuVaiUeGiix9OfAtZLWSloLXAv8edri6R+zDc3MzKxmXh4RJ0TE8nT5YmBFRCwFVqTLZmZmQAUJjPQC6icR8VGSlhfTJDXVPLIGM9wWAYULbaB4QV7u4nuwC+nhXGQfyD75fJ6enh5mz55d9RYPmzdv5r777mPz5s3FuDZu3MjGjRv3i63c5zJQoqJaiYf+32tWLTIi4r6IeBFwAnBiRByXluUj4pa6BmNmZpads4HCzFw3AG/ILhQzM2s0lXQhuRuYIulwku4j7yQZVNAq0P9CO5/Ps2rVKp5++mk6OjqK2w2UICkkFw466CB6enoqvrA+kIRLLpdjy5YtNDU19WnxUI2L+bVr17J9+3Yef/xx2tvbaWlpYe7cucydO5eWlpY+xy+XlBgoUXEg76//+yhdLh1Lo729nY6OjkxbZETEcxGxLZOTm5mZ1VcAP5J0v6QL0rK5EZEDSJ8PzSw6MzNrOJUkMBQRu4A3Al+IiHOAZbUNq/FUcse/9MK48LqlpaXPhXYul6Orq4uIvjNmDtRlopBc2L17N1u2bOlz/sESDM3NzbS0tLB69epi64eBDJQMqLSVw2BxLFq0iFmzZjFt2jTWr1/P2rVrWbBgAccccwzbtm3rc/ypU6cSEUydOnXI2A5E//cxWKIEqMvYG2ZmZsbpEXES8GrgIkm/V+mOki6QtFLSys7OztpFaGZmDaWSWUgk6TTgrcC7D2C/Ua905pDCBe1gF7alF8FA2Vk0Wlpa2Lx5M83NzbS2ttLe3t5nZpL+s5UUztfS0sK2bdtoa2srbtPT00NnZydbt25l2bJl+yU/Cq0f1q5dy5w5cw74/Vfynvu/7/4zg8yZM4c5c+aQz+dZvXo1XV1ddHR00NTUREtLS5/j53I59uzZQy6XY/78+cD+s43k83k6OjrYvn073d3dZc9Z7n309PQUW7C0tLSwdetWWlpaip9lS0tLcRugGCdAa2tr8bP3DDJmZmbVERHr0+dNkm4DTgE2SmqLiJykNmDTAPteDVwNsHz58ii3jZmZjT2VJCI+BFwC3BYRj0o6EvhpTaNqEP0vzCu5UC59Lr1oLox9sXbtWvbs2cOcOXOKLRAKxy+9yC8cp7SbSU9PT3F5y5YtzJ49m8mTJ7Nz5046Ojo45phj+sSzaNEi1q5dy6JFiwaNu6Ojg40bN9LV1cW0adOKF+rlpiotNx1suURH/+2am5tZtmxZMfHS/30XEjmFuAeLNZfLIYkZM2bQ0tLCAw88wI4dO5g5cyZHH330fkmGwvLGjRv7xFe4Y7Nx48Zi4mLz5s1IYvv27eTz+eLrrq4uenp69vuMq0nSS4GFlNTLiPh6zU5oZmaWkXSMtQkRsSN9/QfAp4A7gPOBy9Pn27OL0szMGs2QCYyI+C/gvwAkTQA2R8QHah1YIxioBUK5i3jYv7VAU1MTGzZsoKmpiSVLlpDL5di1axcTJkygpaWFadOm9Tl+oXtJIYlQGPASYPv27ezcuRNIWgQUujk88cQT7Nq1i927dxe7rGzbtq34vGjRIrZt28bu3buLMe/YsYOuri527dpFRLB371727dvHzp072bJlC7t27WL69Ol94iq810Kyo/RivtBSpLAdwKpVq/a76C9s19HR0WfA0EKiaN68ecUkB1Bs9bB169biQKjNzc1EBJJoa2tj/fr1bN26FYCtW7eSy+VYsmQJmzdvLiZv+rc+2b17N3v37mXz5s1MmjSp2J2np6en+HrChKR31cSJE2lqaiomlWpF0r8Bi4EHgb1pcQBOYJiZ2Vg0F7hNEiR/j94UET+QdB9wi6R3Ax3AmzOM0czMGsyQCQxJNwEXklxU3Q8cJOlzEfGZWgeXtXItEOD5C+6enh6ampoG7FrQv+tC4WK8q6uLcv01C9sXtLS0sGnTJiQVL6iBYouAlpYWJk2axIQJE8jn8zz77LN0dHQwceJEtm7dSnd3d/F579699Pb2sn379rLvtXD8vXv38txzz/Hss8/y9NNP09TURG9vL08//XTx4j4i2LhxI9u3b+fwww9n9+7d7Nixg61btxYTNoXkyKZNm2htbWXatGnkcjl27NjBs88+y6RJk5g5cyarVq0qjp3x1FNP0dHRQUTw1FNPARSXS987wL59+/jNb35DU9PzE+JIQhLt7e1s2bKFnTt38vjjj7Nt2zZaW1sB6O3t5bnnngNgz5499Pb2Mn36dHp6eti2bVvx/RXKu7q6mDRpEvPnzy8OOlqjriTLgWXRf3AUMzOzMSgingCOL1O+BTiz/hGZjW6SjiC58TUP2AdcHRFXSDoE+BZJK98ngbdExNas4jQbqUq6kCyLiO2S3grcCXyMJJEx4gSGpLOAK4CJwLURcXm/9UrXvwbYBbwjIh4Y6XlHqjCGQk9PD1u2bAHKj8PQ3NxcbIUBSYuMQouInp4eNm7cSESwc+fOYjlAZ2cn27dvJyLo7u4uJjAKj+7ubrq7u1m1ahVTp05l1qxZxYvyQouK3t5e9uzZA1AcK2Iw+/btY9euXQDF/Qbbd+/evezcuZPHHnusT3khtoLe3l4eeuih/fbv7e3db99C/IMt919XGmtE8PTTT7Nv3z5mzpzJjBkzismXQrJpw4YN7Nu3j4kTJzJx4kQksW/fPjZv3tznXLt37y4mR9K7Q3R2dg76fY/QIyQ/OFWb/kTSk8AOkuRjb0Qs94+YmZmZ2ZjUC3wkIh6QNBO4X9JdwDuAFRFxuaSLgYtJrufMRqVKZiFpktREMg/37RHRQ9K0fUQkTQS+RDLy9DLgPEn9Zzd5NbA0fVwAXDnS81ZDZ2cn+Xye3t5epkyZUhwMcs2aNaxZs6bPbByFWTQgGdSz0C2it7e3eIG8fft2Hn74YdavXw8kiY6dO3eSz+eLF9tz5sxhypQp9Pb2Fo9dSDps3bqVffv2FcsjotgCopLkxVhTeP/79u1j9+7d7Nu3j97eXtra2pg+fToTJkxgypQp9PT00N3dXfysSu3bt4/u7m4ios+YHTWcoWQOsFrSDyXdUXhU4bgvj4gTImJ5unwxyY/YUmBFumxmZmZmo1hE5Ao3eiNiB7AGOBw4G7gh3ewGkms6s1GrkhYYXyG5U/sQcLek3wHK90M4MKcA7WkTQiR9k6SCrS7Z5mzg62mz+nsktRRGph7OCR9//HE6OjpYsGABixcv3m/9unXriuMmzJ8/n4cffpjOzk5aW1tZvHhxnzEe4PlBOrdt28a2bduK41UUZth4/PHHi60EDj/88OLFb0dHB5s29R1Uu3Qcht27d/dZt2fPHtatW9cneWHlHXHEEaxfv56enp5iixJIPtfVq1czbdq04jgkkLSuKHz2kyZNYvLkyX1mIykkQ2bPng1Q7D4y0DgoI/DJahykAmcDZ6SvbwB+hrPwZmZmZmOGpIXAicAvgbmFa6d0dp9DB9jnApIbxixYsKBOkZoduEoG8fxX4F9Lip6S9PIqnPtw4OmS5XXASyrY5nDKNLOvpNJ1dHSwb98+Ojo6yiYwCjOErF27lvnz5xfHqejs7GT69OnFu/Ctra3s3LmTtrY2du/e3WfWEUguclevXl0cdLNw7he96EXkcrmyiYiJEycyY8aM/boyFOzdu3e/Mtvfnj17OOmkk3j88cfZunVr8bN+7rnn+rRS2bVrF5MmTaK3t5fJkycTEbS2trJ9+3amT59ebGEDFJ+3bNnSZ0DWgaaOHY50sNxqC+BHkgL4SjrlnH/EzMzMzMYoSTOAW4EPpcMAVLSfpya20aKSFhhIei3wQmBqSfGnRnjucrWpf2WpZJuksIJKt2DBgmILjHIOO+wwOjo6OOyww4AkUVFogVEY96Iwu0d3dzc7duwodgNpbm6mtbWVtWvX0tXVRVtbW7FrQuHCefXq1ezdu5fZs2czbdo0urq6mDhxIhHB3Llzi7NgTJgwoc/Fdvr++rQWsPKeffbZ4qCipZ9l/89TUjExURiodPPmzcUxNSZMmMDEiROLM7Rs3769z8wpA81QM1ySTgW+ABwDTCYZFyYfEbNGcNjTI2J9mqS4S9KvK93RP2Jm+/O4MmZm1sjSbv+3At+IiO+mxRsLLdgltQGbBj6CWeOrZBaSq4DpwMuBa4E3AfdW4dzrgCNKlucD64exTcUWL15ctuVFQUTQ1NRUTBIcd9xxxXXt7e10d3cXx7AA+oyNsGTJEh5//PHizBezZ88uHmfOnDnFQT8Bdu7cyVFHHVWc7rTQ0mPv3r3FQSUHis8Gt3v37mIXnMmTJ7No0SLWrVtHT09Pn+TEvn37mDZtGi0tLcycOZNcLschhxzC5s2baWpqYtq0acVBWidMmMDu3bv7zARTA18EzgW+TTIjyZ+RjP0ybBGxPn3eJOk2km5b/hEzG5mXR8TmkuXCuDIeHM3MzDKTTn7wVWBNRHyuZNUdwPnA5enz7RmEZ1Y1lVyRvTQi/gzYGhH/AJxG36TCcN0HLJW0SNJkkou3/oMW3gH8mRKnAs8Nd/yLShQG3Cx3V710XWF61QULFvTZftq0aUhi2rRptLW1MXfuXA455BC6urr6dBspTKO6ZMkS5syZA8DGjRvp6uraL0nRv9lXYbyFCRMmcOihhzJr1vM36GfNmsWkSc/npArbHH/88Rx22GEcdNBBTJo0qc/UowcffDDHH388ra2tTJ06tTirydSpU/scC5JuLpCMFVG6btq0aX3GlGgEhRlf5s+fz6mnnspJJ53ErFmz+rRumTBhAgsWLGD37t3k83k6OjqYNWsWe/fupbW1lcMOO4wZM2awePFimpqa2L59O48//jjw/FS6uVz1/jlGRDswMSL2RsTXeH6sigMmqTkdgRpJzcAfkMx0UvgRA/+ImVWDB0czM7NGcDrwduAVkh5MH68hSVy8StJvgVely2ajViVdSLrS512SDgO2AItGeuKI6JX0fuCHJM3lr4uIRyVdmK6/imTa1tcA7STTqL5zpOcdTCExUem6Qlk+n6e9vZ3DDjuM6dOnF5McxxxzDO3t7Wzbtq2Y3CgMEFloJbB582Y6OzuJCGbOnMnEiROLY2dMmzaNgw8+mMmTJ9PR0cGECRM46KCDmDNnTp/BJDs6OoDnxyooXS4kPAqJkoEMtX4kCgNe9vT0kMvlmDRpEocffjibN2+mu7u72DJluAqDphamSZ05c2aflhgFM2bMYMqUKezdu5cdO3bQ1dXF/fffz4wZM4pdfQozwaxZs4Y5c+bQ1dXFM888U2y9UZhhptpdSEjq12TgQUn/RDLOy0hGB50L3JYmlCYBN0XEDyTdB9wi6d1AB/DmEcZtNp54XBkzM2tIEfFzyne/BziznrGY1VIlCYzvSWoBPgM8QPIH3DXVOHlE3EmSpCgtu6rkdQAXVeNcwAHPHDHU9qUX5lu2bAH2H9Cx9EK3ubmZe+65pzh9JyQDh/b09DB58mSOPPJIoHwCYt68eWVjKSRKSvVfzlpp8qc0tkJ3nkISJp/Ps3PnTiZPnszu3bv7tEYpjEfR36RJkzj55JOBZIyRiRMn0tzcTEtLS5/kQkdHBxs3bmTu3LlMnz69OEZGT08PW7duLbYgKTwXWmlMmTKFfD5fjKXw2Q+W7Bqmt5O0iHo/8FckrZz+eLgHS2f3Ob5M+Rb8I2Y2XB5XxszMzCxDAyYwJH0I+B/gHyOiF7hV0veAqRHxXJ3iq6oDnTliqO0L62fPnj1g15P+F7pLliwpTtUKsGjRouJy4eK4XAKiBhfMDaNcEqaQ1Ojp6aGrq4vdu3cXW08UBuCcNGkSy5Yto7m5mTVr1rBz506mT5/eJ/FTTmFA1kMOOYRnnnmGnp6eYsJi+vTpLF68uDjWSUdHB7t27SqOl1GrO6cR8ZSkaUBb2lXLzBqMx5UxMzMzy9ZgLTDmA1cAL5D0MPC/JAmNX9QjsFo40Gb/pTOPDHW8Slp0QNJVo7S7Rv9lS5QmNfq3hBmoZYwkZs2aVfa7WLBgQbGrSWGmmIjg5JNPLk65unfvXmbNmtXnOynsdyDf8XBI+iPgn0lmIFkk6QTgUxHx+pqd1Mwqlo4lMyEidpSMK/MpPDiamZmZWd0MmMCIiL8GSPvlLwdeCrwLuEbStohYVp8Qq+dAWzEUpkvdtm1b2STDWG4V0Uj6f87lPvfSRMNgx2hvb6erq6s40GpzczPHHXdcn7FE8vl8LbuKDOSTJHdzfwYQEQ9KWliPE5tZRTyujJmZmVnGKhkDYxowCzgofawHVtUyqEZRg4EarUYqTTQM1Gqmubm5OAhoU1NTFomp3oh4rlFmcTGzvjyujJmZmVn2BhsD42rghcAO4JckXUg+FxFb6xRb5tzCYuwZ7DvNOGH1iKQ/BSZKWgp8gKTOmZmZmZmZGcmsBwNZAEwBNgDPAOuAbXWIySwTheRGLce6GMRfkiQMu4Gbge3Ah7IIxMzMzMzMrBENNgbGWUras7+QZPyLjwDHSnoW+EVEXFqnGM3GvIjYBfxt+jAzMzMzM7N+Bh0DIyKCpGn7NuC59PE6ksEGncAwGyFJdwy23rOQmJnZWCTpCODrwDxgH3B1RFwh6ZPAXwCd6aYfj4g7s4nSzMwazWBjYHyApOXF6UAPz0+heh3jZBBPG58Gmqa1Rk4DnibpNvJLwKN4mpnZeNALfCQiHpA0E7hf0l3pus9HxD9nGJuZmTWowVpgLAS+A/xVROTqE45Z9nK5HBs2bACoxyCu84BXAecBfwp8H7g5Ih6t9YnNzMyykv5tmUtf75C0Bjg826jMzKzRDTiIZ0R8OCK+4+SFjTdtbW3MmzevLrORRMTeiPhBRJwPnAq0Az+T9Jc1P7mZmVkDkLQQOJGkJSLA+yU9LOk6SQcPsM8FklZKWtnZ2VluEzMzG4MGm4XEbFyq92wkkqZIeiNwI3AR8K/Ad+tycjMzswxJmgHcCnwoIrYDVwKLgRNIWmh8ttx+EXF1RCyPiOWtra31CtfMzDI26CCeZlZbkm4AjgX+E/iHiHgk45DMzMzqQlITSfLiGxHxXYCI2Fiy/hrgexmFZ2ZmDcgJDLNsvR3IA0cBH0hmLgaSwTwjImZlFZiZmVmtKPnB+yqwJiI+V1LeVtJ9+RzAiX0zMytyAsMsQxHhblxmZjYenU6SxF8l6cG07OPAeZJOAAJ4EnhPFsGZmVljcgLDzMzMzOoqIn5O+anD76x3LGZmNnr47q/ZAcjn87S3t5PP57MOxczMzMzMbFxxAsPsAORyOTZs2EAu59mFzczMzMzM6sldSMwOQFtbW59nMzMzMzMzqw8nMMwOQHNzM0uWLMk6DDMzMzMzs3HHXUjMzMzMzMzMrOE5gWFmZmZmZmZmDc8JDDMzMzMzMzNreJmMgSHpEOBbwELgSeAtEbG1zHZPAjuAvUBvRCyvX5RmZmZmZmZm1iiyaoFxMbAiIpYCK9Llgbw8Ik5w8sLMzMzMzMxs/MoqgXE2cEP6+gbgDRnFYWZmZmZmZmajQFYJjLkRkQNInw8dYLsAfiTpfkkX1C06MzMzMzMzM2soNRsDQ9KPgXllVv3tARzm9IhYL+lQ4C5Jv46Iuwc43wXABQALFiw44HjNDkQ+nyeXy9HW1kZzc3PW4ZiZmZmZmY15NUtgRMQrB1onaaOktojISWoDNg1wjPXp8yZJtwGnAGUTGBFxNXA1wPLly2Ok8ZsNJpfLsWHDBgCWLFmScTRmZmZmZmZjX1ZdSO4Azk9fnw/c3n8DSc2SZhZeA38APFK3CM0G0dbWxrx582hra8s6FDMzMzMzs3EhqwTG5cCrJP0WeFW6jKTDJN2ZbjMX+Lmkh4B7ge9HxA8yidasn+bmZpYsWeLuI2ZmZmZmZnVSsy4kg4mILcCZZcrXA69JXz8BHF/n0MzMzMzMzMysAWXVAsPMMiTpLEmPSWqXdHHW8ZiNZq5PZtXlOmVWXa5TNpY4gWE2zkiaCHwJeDWwDDhP0rJsozIbnVyfzKrLdcqsulynbKxxAsNs/DkFaI+IJyJiD/BN4OyMYzIbrVyfzKrLdcqsulynbExRxNibcVRSJ/BU1nGMwBxgc9ZBVMlYei9Q+fv5nYhorXUwwyHpTcBZEfHn6fLbgZdExPtLtrkAuCBdPBp4rO6BJhrl308jxDHeY2jIOlVJfUrLXacaKwZojDhcp/pxnRq1MUBjxOE61Y/rlGMYoYarU5kM4llrjfifx4GQtDIilmcdRzWMpfcCY+b9qExZn0xmRFwNXF2fcAbWKJ93I8ThGBrWkPUJXKcaLYZGiaMRYmhArlOjMIZGiaMRYmhArlOOYdTHUcpdSMzGn3XAESXL84H1GcViNtq5PplVl+uUWXW5TtmY4gSG2fhzH7BU0iJJk4FzgTsyjslstHJ9Mqsu1ymz6nKdsjFlTHYhGQMyb75VRWPpvcAYeD8R0Svp/cAPgYnAdRHxaMZhDaRRPu9GiMMxNKBRVp+gMb7DRogBGiOORoihobhODUsjxACNEUcjxNBQXKeGxTE8r1HiKBqTg3iamZmZmZmZ2djiLiRmZmZmZmZm1vCcwDAzMzMzMzOzhucERoOS9BlJv5b0sKTbJLVkHdOBknSWpMcktUu6OOt4hkvSEZJ+KmmNpEclfTDrmMa6RvrMJU2U9CtJ38swhhZJ30n/T1gj6bQMYvir9Lt4RNLNkqbWOwYbnkaqT2k8mdapRqhPaRyuU6NUI9WprOtTGkPmdcr1aXRzndovBtepQTiB0bjuAo6NiOOA3wCXZBzPAZE0EfgS8GpgGXCepGXZRjVsvcBHIuIY4FTgolH8XkaLRvrMPwisyejcBVcAP4iIFwDH1zseSYcDHwCWR8SxJIOAnVvPGGxEGqk+QfZ1KtP6BK5TY0Aj1ams6xP4N8pGznWqL9epQTiB0aAi4kcR0Zsu3kMyZ/NocgrQHhFPRMQe4JvA2RnHNCwRkYuIB9LXO0j+Ezk826jGtkb5zCXNB14LXFvvc5fEMAv4PeCrABGxJyK2ZRDKJGCapEnAdDyH/KjRKPUJsq9TDVSfwHVq1GqUOpV1fUpjaJQ65fo0irlO9YnBdWoITmCMDu8C/jPrIA7Q4cDTJcvrGAMX/ZIWAicCv8w4lHEj48/8X4C/AfZlcO6CI4FO4Gtpk8ZrJTXXM4CIeAb4Z6ADyAHPRcSP6hmDVUcD/B/2L2RbpzKvT+A6NZb4Nyr7OuX6NLa4TrlODcUJjAxJ+nHar6j/4+ySbf6WpFnVN7KLdFhUpmxUz9kraQZwK/ChiNiedTzjQZafuaTXAZsi4v56nreMScBJwJURcSKQB+o6poykg0laUC0CDgOaJb2tnjHYyGX9f1iD1KnM6xO4To0V/o0CGqBOuT6NHa5TgOvUkJzAyFBEvDIiji3zuB1A0vnA64C3RsRou/hfBxxRsjyfBmp6dKAkNZH8h/qNiPhu1vGMBw3wmZ8OvF7SkyRdoF4h6cYM4lgHrIuIwp2I75D8sNXTK4G1EdEZET3Ad4GX1jkGG4EGqE/QGHWqEeoTuE6Neg1QpxqhPkFj1CnXpzHAdarIdWoITmA0KElnAR8DXh8Ru7KOZxjuA5ZKWiRpMsnAL3dkHNOwSBJJP7Q1EfG5rOMZDxrhM4+ISyJifkQsJPn3+5OIqHv2OSI2AE9LOjotOhNYXecwOoBTJU1Pv5szyX6AK6tQI9QnaIw61SD1CVynRrVGqFONUJ/SOBqhTrk+jXKuU33icJ0awqSsA7ABfRGYAtyV/Lvhnoi4MNuQKhcRvZLeD/yQZOTa6yLi0YzDGq7TgbcDqyQ9mJZ9PCLuzC6kMc+feV9/CXwjTQY+AbyzniePiF9K+g7wAEmXtl8BV9czBhsR16e+Mq1P4Do1BrhO9eXfKBsp16m+XKcGodHXM8HMzMzMzMzMxht3ITEzMzMzMzOzhucEhpmZmZmZmZk1PCcwzMzMzMzMzKzhOYFhZmZmZmZmZg3PCQwzMzMzMzMza3hOYJiZHQBJcyXdJOkJSfdL+oWkc7KOy8zMzMxsrHMCw8ysQpIE/Dtwd0QcGREnA+cC8/ttNymD8MzMzMzMxjQnMIZJ0s6sYzCQ9L9Zx2DjyiuAPRFxVaEgIp6KiC9Ieoekb0v6D+BHkg6R9O+SHpZ0j6TjACR9UtJfF/aX9Iikhenj15JuSPf5jqTp9X+LZmZmZmaNyQkMqzslqvJvLyJeWo3jmFXohcADg6w/DTg/Il4B/APwq4g4Dvg48PUKjn80cHW6z3bgfSOM18zMzMxszHACY4QkfTi9g/qIpA+VlH8ivZt6l6SbS++4HuDxC3dlr03P8Q1Jr5T0P5J+K+mUkm3fJuleSQ9K+oqkiWn5v6d99R+VdEHJcddIuiYt/5GkaQPEsN9xJb04vUs8VVJzeoxjB7qLXHK+L5NcAB4xwHGbJX1f0kPp+/2TNIaByneWxLnfd3Eg79PsQEn6Uvpv8r606K6IeDZ9/TLg3wAi4ifAbEkHDXHIpyPif9LXN6bHMDMzMzMznMAYEUknA+8EXgKcCvyFpBMlLQf+GDgReCOwfISnWgJcARwHvAD4U5ILm78mubOLpGOAPwFOj4gTgL3AW9P935X21V8OfEDS7LR8KfCliHghsC2Nuf97LHvciLgPuAP4P8A/ATdGxCPpbgPdRT4a+HpEnAhMHyDes4D1EXF8RBwL/CDdd6DyQpxlv4tK36dZhR4FTiosRMRFwJlAa1qUL9lWZfYPoJe+//dO7be+//ZmZmZmZoYTGCP1MuC2iMhHxE7gu8DvpuW3R0RXROwA/qOwg6QjJX1V0nfS5ea0tcI1kt5a7iTA2ohYFRH7SC6gVkREAKuAhek2ZwInA/dJejBdPjJd9wFJDwH3AEeQXNAXjvtg+vr+kmOVGuy4nwJeRZIY+aeSfQa6i/xURNwzxHFXAa+U9P8k/W5EPJduP1B5wUDfRaXv06wSPwGmSnpvSdlA41TcTZpElHQGsDkitgNPkiZBJJ0ELCrZZ4Gk09LX5wE/r1bgZmZmZmajnUfKH5lyd1gHKycingDeXUhgkLTQ+E5E/IekbwHfKLNbd8nrfSXL+3j+OxRwQ0Rc0ieQ5MLplcBpEbFL0s94/o5v6XH3AuW6VpQ9buoQYAbQlB6zcPd5oLvI/e9Olz1u2priNcA/SvpRRHwqIn5Trrzf8QZSyfs0G1JEhKQ3AJ+X9DdAJ8m/64+x/7+rTwJfk/QwsAs4Py2/FfizNHF3H/Cbkn3WAOdL+grwW+DK2rwTMzMzM7PRxwmMkbkbuF7S5SQX0OcAbyf5XL8i6R/T168FrhngGPNJWhdAcnE9XCuA2yV9PiI2SToEmAkcBGxNkxcvIOleMeLjRsRTwNXAJ0juIP8/4P3pPgsknRYRv2Dgu8gDxdsDPBsRN6bjW7wDQNJh5cpLDPRdmFVVRORIpk4t5/qS7Z4Fzi6zfxfwB/3LJS0E9kXEhVUJ1MzMzMxsjHECYwQi4gFJ1wP3pkXXRsSvACTdATwEPAWsBPp3eShYR5LEeJARdOmJiNWS/o5k+sYJJImAi0jGirgwvQv8GEk3khEfV9LvA70RcZOSwUL/V9IrgCcofxf50ArjPQj4jKR9aVmhqf6LBigvHK/sd5FeFJqZmZmZmdkop2QoBas2STMiYqek6SStAy5IL7JnA5eRjB1xLfCvwBeB3cDPI6JcF5JRI00YfC8daNPMzMzMzMysKpzAqBFJNwHLSMaGuCEi/jHjkOrCCQwzMzMzMzOrBScwzMzMzMzMzKzheRpVMzMzMzMzM2t4TmCYmZmZmZmZWcNzAsPMzMzMzMzMGp4TGGZmZmZmZmbW8JzAMDMzMzMzM7OG5wSGmZmZmZmZmTU8JzDMzMzMzMzMrOH9fwAWrMFlJMYvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "triku_hvg = df_ranks['triku_0'].values < 250\n",
    "scry_hvg = df_ranks['scry'].values < 250\n",
    "std_hvg = df_ranks['std'].values < 250\n",
    "scanpy_hvg = df_ranks['scanpy'].values < 250\n",
    "\n",
    "fig, axs = plt.subplots(1, 4, figsize=(12, 3))\n",
    "names = ['triku', 'scanpy', 'std', 'scry',]\n",
    "hvgs = [triku_hvg, scanpy_hvg, std_hvg, scry_hvg]\n",
    "colors = ['#e73f74', '#7f3c8d', '#11a579', '#3969ac']\n",
    "\n",
    "for i in range(4):\n",
    "    axs[i].scatter(np.log10(adata.X.mean(0))[~hvgs[i]][::5], \n",
    "                   df_values['triku_0'].loc[adata.var_names].values[~hvgs[i]][::5], c=\"#dedede\", s=2, alpha=0.7)\n",
    "    axs[i].scatter(np.log10(adata.X.mean(0))[hvgs[i]], \n",
    "                   df_values['triku_0'].loc[adata.var_names].values[hvgs[i]], c=colors[i], s=2, label=names[i])\n",
    "    axs[i].legend()\n",
    "\n",
    "fig.text(0.0, 0.5, 'Wasserstein distance', va='center', rotation='vertical')\n",
    "fig.text(0.5, 0.0, 'log$_{10}$ mean expression', va='center', rotation='horizontal')\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.getcwd() + f'/figures/comparison_figs/pdf/barplots_scatter.pdf', fmt='pdf')\n",
    "\n",
    "\n",
    "list_list_genes = [['Gene1118', 'Gene8599', 'Gene1513', 'Gene1479'],     # triku only\n",
    "                   ['Gene6723', 'Gene6625', 'Gene9796', 'Gene935'],      # triku + scanpy\n",
    "                   ['Gene12841', 'Gene10739', 'Gene6729', 'Gene12240'],  # scanpy\n",
    "                   ['Gene9545', 'Gene4459', 'Gene383', 'Gene12455'],     # all\n",
    "                   ['Gene1633', 'Gene10792', 'Gene2496', 'Gene12497']]   # std + scry\n",
    "\n",
    "list_bar_colors = ['#94346E', '#E17C05', '#0F8554', '#1D6996']\n",
    "\n",
    "for lg_idx, list_genes in enumerate(list_list_genes):\n",
    "    fig, axs = plt.subplots(1, 5, figsize=(3*5, 3))\n",
    "    \n",
    "    hvg = np.isin(adata.var_names, list_genes)\n",
    "    axs[0].scatter(np.log10(adata.X.mean(0))[~hvg][::5], \n",
    "                   df_values['triku_0'].loc[adata.var_names].values[~hvg][::5], c=\"#bcbcbc\", s=2, alpha=0.7)\n",
    "    \n",
    "    for i in range(1, 5):\n",
    "        for group in range(10):\n",
    "            axs[0].scatter(np.log10(adata.X.mean(0))[np.isin(adata.var_names, list_genes[i - 1])][::5], \n",
    "                           df_values['triku_0'].loc[adata.var_names].values[np.isin(adata.var_names, list_genes[i - 1])][::5], c=list_bar_colors[i - 1], s=7)\n",
    "\n",
    "                \n",
    "            data_values = adata[adata.obs['Group'] == 'Group' + str(group + 1)].X[:, np.argwhere(adata.var_names == list_genes[i-1])[0]].flatten()\n",
    "            mean, std = np.mean(data_values), np.std(data_values)\n",
    "\n",
    "            axs[i].bar(group + 1, mean, color=list_bar_colors[i - 1])\n",
    "            \n",
    "    axs[0].set_ylabel('Wasserstein distance')\n",
    "    axs[0].set_xlabel('log$_{10}$ mean expression')\n",
    "    axs[1].set_ylabel('Mean group expression')\n",
    "    axs[1].set_xlabel('Group')\n",
    "\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.savefig(os.getcwd() + f'/figures/comparison_figs/pdf/barplots_{lg_idx}.pdf', fmt='pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ding et al. / Mereu et al. datasets\n",
    "Now that we have seen that triku outperforms other methods in artificial datasets, at least when there is intrinsic noisiness, we are going to apply similar metrics to biological datasets. We are first going to use Mereu's and Ding's human + mouse benchmarking datasets. They will help us see biases on performance of all the methods, and also it will act as a validation of the results from the original papers.\n",
    "\n",
    "In this part, due to the large amount of datasets, and also due to the heterogeneity of genes, we will not apply use different number of features. Instead, we will run triku with seed 0, and select the default number of features that is automatically generated to select the features on the rest of methods. This will mean that different datasets will have different number of features, although each dataset will have the same number of features across methods. \n",
    "\n",
    "The two main methods that we will use to evaluate the feature selection are NMI and Silhouette scores.\n",
    "* NMI uses the assigned cell types from the paper (Mereu et al. use MatchSCore2 and Ding et al. uses a custom algorithm) and applies the same binary search for resolution.\n",
    "* Silhouette. It is used in two forms:\n",
    "    * Apply the same resolution to all datasets and all methods using the binary search, and get the Silhouette from there.\n",
    "    * Apply Silhouette to the benchmark-assigned cell types."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create feature ranking dataframes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**This process takes ~3 hours**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_dir = os.getcwd() + '/exports/comparisons/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "baaf6dc762e445dcba8bd2b5a5c911c1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/8 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1604, 27294)\n",
      "Outside R (1604, 27294) (1604, 27294)\n",
      "Inside R [27294  1604]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (27294, 16)\n",
      "(2191, 25069)\n",
      "Outside R (2191, 25069) (2191, 25069)\n",
      "Inside R [25069  2191]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (25069, 16)\n",
      "(1083, 30158)\n",
      "Outside R (1083, 30158) (1083, 30158)\n",
      "Inside R [30158  1083]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (30158, 16)\n",
      "(180, 20676)\n",
      "Outside R (180, 20676) (180, 20676)\n",
      "Inside R [20676   180]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (20676, 16)\n",
      "(2109, 24638)\n",
      "Outside R (2109, 24638) (2109, 24638)\n",
      "Inside R [24638  2109]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (24638, 16)\n",
      "(531, 15860)\n",
      "Outside R (531, 15860) (531, 15860)\n",
      "Inside R [15860   531]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (15860, 16)\n",
      "(2261, 22831)\n",
      "Outside R (2261, 22831) (2261, 22831)\n",
      "Inside R [22831  2261]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (22831, 16)\n",
      "(273, 11535)\n",
      "Outside R (273, 11535) (273, 11535)\n",
      "Inside R [11535   273]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (11535, 16)\n",
      "(686, 17886)\n",
      "Outside R (686, 17886) (686, 17886)\n",
      "Inside R [17886   686]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (17886, 16)\n",
      "(90, 4943)\n",
      "Outside R (90, 4943) (90, 4943)\n",
      "Inside R [4943   90]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (4943, 16)\n",
      "(1333, 27851)\n",
      "Outside R (1333, 27851) (1333, 27851)\n",
      "Inside R [27851  1333]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (27851, 16)\n",
      "(357, 16757)\n",
      "Outside R (357, 16757) (357, 16757)\n",
      "Inside R [16757   357]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (16757, 16)\n",
      "(1515, 23521)\n",
      "Outside R (1515, 23521) (1515, 23521)\n",
      "Inside R [23521  1515]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (23521, 16)\n",
      "(3058, 23711)\n",
      "Outside R (3058, 23711) (3058, 23711)\n",
      "Inside R [23711  3058]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (23711, 16)\n",
      "(732, 21939)\n",
      "Outside R (732, 21939) (732, 21939)\n",
      "Inside R [21939   732]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (21939, 16)\n",
      "(303, 16034)\n",
      "Outside R (303, 16034) (303, 16034)\n",
      "Inside R [16034   303]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (16034, 16)\n"
     ]
    }
   ],
   "source": [
    "mereu_dir = os.getcwd() + '/data/Mereu_2020/'\n",
    "\n",
    "for libprep in tqdm(['10X', 'CELseq2', 'ddSEQ', 'Dropseq', 'inDrop', 'QUARTZseq', 'SingleNuclei', 'SMARTseq2']):\n",
    "    for org in ['human', 'mouse']:\n",
    "        if os.path.exists(save_dir + f'mereu_{libprep}_{org}-log_feature_values.csv'):\n",
    "            print(f'{libprep}, {org} exists!')\n",
    "        else:\n",
    "            adata_libprep = sc.read(mereu_dir + f'{libprep}_{org}.h5ad')\n",
    "            create_df_feature_ranking(adata_libprep, f'mereu_{libprep}_{org}-log', apply_log=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "163d70ead41f4db99503fe52315bb3c3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/8 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3222, 16644)\n",
      "Outside R (3222, 16644) (3222, 16644)\n",
      "Inside R [16644  3222]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (16644, 16)\n",
      "(5397, 20200)\n",
      "Outside R (5397, 20200) (5397, 20200)\n",
      "Inside R [20200  5397]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (20200, 16)\n",
      "(526, 15792)\n",
      "Outside R (526, 15792) (526, 15792)\n",
      "Inside R [15792   526]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (15792, 16)\n",
      "(6584, 17044)\n",
      "Outside R (6584, 17044) (6584, 17044)\n",
      "Inside R [17044  6584]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (17044, 16)\n",
      "(6584, 14732)\n",
      "Outside R (6584, 14732) (6584, 14732)\n",
      "Inside R [14732  6584]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (14732, 16)\n",
      "(5397, 19828)\n",
      "Outside R (5397, 19828) (5397, 19828)\n",
      "Inside R [19828  5397]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (19828, 16)\n",
      "(3773, 14559)\n",
      "Outside R (3773, 14559) (3773, 14559)\n",
      "Inside R [14559  3773]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (14559, 16)\n",
      "(2345, 18454)\n",
      "Outside R (2345, 18454) (2345, 18454)\n",
      "Inside R [18454  2345]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (18454, 16)\n",
      "(526, 18151)\n",
      "Outside R (526, 18151) (526, 18151)\n",
      "Inside R [18151   526]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (18151, 16)\n",
      "(644, 21137)\n",
      "Outside R (644, 21137) (644, 21137)\n",
      "Inside R [21137   644]\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "[1] \"Removing  0 undetected genes.\"\n",
      "df_ranks (21137, 16)\n"
     ]
    }
   ],
   "source": [
    "ding_dir = os.getcwd() + '/data/Ding_2020/'\n",
    "\n",
    "for libprep in tqdm(['10X', 'CELseq2', 'Dropseq', 'inDrop', 'sci-RNA-seq', 'Seq-Well', 'SingleNuclei', 'SMARTseq2']):\n",
    "    for org in ['human', 'mouse']:\n",
    "        if os.path.exists(ding_dir + f'{libprep}_{org}.h5ad'):\n",
    "            if os.path.exists(save_dir + f'ding_{libprep}_{org}-log_feature_values.csv'):\n",
    "                print(f'{libprep}, {org} exists!')\n",
    "            else:\n",
    "                adata_libprep = sc.read(ding_dir + f'{libprep}_{org}.h5ad')\n",
    "                create_df_feature_ranking(adata_libprep, f'ding_{libprep}_{org}-log', apply_log=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "@ray.remote\n",
    "def run_ARI_silhouette_rem(lib_prep, org, seed, lab, adata_dir, save_dir):\n",
    "    if os.path.exists(adata_dir + f'{lib_prep}_{org}.h5ad'):\n",
    "        if os.path.exists(save_dir + f'{lab}_{lib_prep}-log_{org}_comparison-scores_seed-{seed}.csv'):\n",
    "            print(f'{lib_prep}, {org}, {seed} exists!')\n",
    "        else:\n",
    "            adata = sc.read_h5ad(adata_dir + f'{lib_prep}_{org}.h5ad')\n",
    "            print(adata)\n",
    "            cell_type = 'cell_types' if 'cell_types' in adata.obs else 'CellType' # Somwhere I've fucked up with column name. Don't care where honestly.\n",
    "            df_rank = pd.read_csv(os.getcwd() + f'/exports/comparisons/{lab}_{lib_prep}_{org}-log_feature_ranks.csv', index_col=0)\n",
    "\n",
    "            biological_silhouette_ARI_table(adata, df_rank, outdir=save_dir, file_root=f'{lab}_{lib_prep}_{org}-log', seed=seed, \n",
    "                                                        cell_types_col=cell_type, n_procs=1)   \n",
    "    else:\n",
    "        print(adata_dir + f'{lib_prep}_{org}.h5ad does not exist!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Mereu's datasets\n",
    "save_dir = os.getcwd() + '/exports/comparisons/'\n",
    "adata_dir = data_dir + 'Mereu_2020/'\n",
    "\n",
    "\n",
    "lib_preps = ['SingleNuclei', 'Dropseq', 'inDrop', '10X', 'SMARTseq2', 'CELseq2', 'QUARTZseq'] \n",
    "orgs = ['mouse', 'human'] \n",
    "result = list(product(*[lib_preps, orgs, range(5)]))\n",
    "\n",
    "ray.init(ignore_reinit_error=True, num_cpus=min(len(result), os.cpu_count()))\n",
    "\n",
    "list_id = [run_ARI_silhouette_rem.remote(lib_prep, org, seed, 'mereu', adata_dir, save_dir) for lib_prep, org, seed in result]\n",
    "list_results = ray.get(list_id)\n",
    "\n",
    "ray.shutdown()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Ding's datasets\n",
    "save_dir = os.getcwd() + '/exports/comparisons/'\n",
    "adata_dir = data_dir + 'Ding_2020/'\n",
    "\n",
    "\n",
    "lib_preps = ['10X', 'CELseq2', 'Dropseq', 'inDrop', 'sci-RNAseq', 'Seq-Well', 'SingleNuclei', 'SMARTseq2']\n",
    "orgs = ['mouse', 'human'] \n",
    "result = list(product(*[lib_preps, orgs, range(5)]))\n",
    "\n",
    "ray.init(ignore_reinit_error=True, num_cpus=min(len(result), os.cpu_count()))\n",
    "\n",
    "list_id = [run_ARI_silhouette_rem.remote(lib_prep, org, seed, 'ding', adata_dir, save_dir) for lib_prep, org, seed in result]\n",
    "list_results = ray.get(list_id)\n",
    "\n",
    "ray.shutdown()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Figure 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for lab in ['mereu', 'ding']:\n",
    "    save_dir = os.getcwd() + '/exports/comparisons/'\n",
    "    fig = plot_lab_org_comparison_scores(lab, org='-log', read_dir=save_dir, variables=['NMI'], figsize=(16, 4), title=f'NMI on {lab} datasets (log)', \n",
    "                                  filename=f'{lab}-NMI-log', do_return=True)\n",
    "    _ = fig.axes[1].set_xticklabels([item.get_text().replace('-log', '') for item in fig.axes[1].get_xticklabels()])\n",
    "    for fmt in [\"png\", \"pdf\"]:\n",
    "        fig.savefig(f\"{os.getcwd()}/figures/comparison_figs/{fmt}/{lab}-NMI-log.{fmt}\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Figure 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for lab in ['mereu', 'ding']:\n",
    "    save_dir = os.getcwd() + '/exports/comparisons/'\n",
    "    fig = plot_lab_org_comparison_scores(lab, org='-log', read_dir=save_dir, variables=['Sil_bench_all_hvg'], figsize=(16, 4), \n",
    "                                       title=f'Silhouette on {lab} datasets, cell types on selected features (log)',\n",
    "                                       filename=f'{lab}-silhouette_selected features_celltypes-log', do_return=True)\n",
    "    _ = fig.axes[1].set_xticklabels([item.get_text().replace('-log', '') for item in fig.axes[1].get_xticklabels()])\n",
    "    for fmt in [\"png\", \"pdf\"]:\n",
    "        fig.savefig(f\"{os.getcwd()}/figures/comparison_figs/{fmt}/{lab}-silhouette_selected features_celltypes-log.{fmt}\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Supplementary Figure 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for lab in ['mereu', 'ding']:\n",
    "    save_dir = os.getcwd() + '/exports/comparisons/'\n",
    "    fig = plot_lab_org_comparison_scores(lab, org='-log', read_dir=save_dir, variables=['Sil_leiden_all_hvg'], figsize=(16, 4), \n",
    "                                   title=f'Silhouette on {lab} datasets, leiden clusters on selected features (log)', \n",
    "                                  filename=f'{lab}-silhouette_selected features_leiden-log', do_return=True)\n",
    "    _ = fig.axes[1].set_xticklabels([item.get_text().replace('-log', '') for item in fig.axes[1].get_xticklabels()])\n",
    "    for fmt in [\"png\", \"pdf\"]:\n",
    "        fig.savefig(f\"{os.getcwd()}/figures/comparison_figs/{fmt}/{lab}-silhouette_selected features_leiden-log.{fmt}\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explainability of results\n",
    "Although we see that triku has promising results, we were striked at how std, scry and brennecke have such a big gap of scores with respect to triku, nbumi and m3drop. In this section we are going to apply some comprobation measures to see if we can know why the difference is so big. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overlap heatmaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_heatmaps_jaccard(df_ranks, n_HVG, fig_save_dir='', title='', ax=None, lab='ding'):\n",
    "    df_heatmap = pd.DataFrame(np.NaN, index=df_ranks.columns, columns=df_ranks.columns)\n",
    "    \n",
    "    for row_idx, row in enumerate(df_ranks.columns):\n",
    "        for col_idx, col in enumerate(df_ranks.columns):\n",
    "            if row_idx >= col_idx:\n",
    "                row_names = set(df_ranks.sort_values(by=row).index[:n_HVG].values)\n",
    "                col_names = set(df_ranks.sort_values(by=col).index[:n_HVG].values)\n",
    "                \n",
    "                jaccard = len(row_names & col_names)/len(row_names | col_names)\n",
    "                df_heatmap.loc[row, col] = jaccard\n",
    "    \n",
    "    h = sns.heatmap(df_heatmap, cbar=False, ax=ax, annot=True)\n",
    "    h.set_title(title)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    for fmt in ['png', 'pdf']:\n",
    "        plt.savefig(f'{fig_save_dir}/{lab}_heatmap_overlap_features.{fmt}', bbox_inches='tight')\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_ranks = pd.read_csv(os.getcwd() + '/exports/comparisons/ding_10X_mouse-log_feature_ranks.csv', index_col=0)\n",
    "df_ranks = df_ranks[['triku_0', 'm3drop', 'nbumi', 'scanpy', 'brennecke', 'scry', 'std',]].rename(columns={'triku_0':'triku'})\n",
    "df_ranks\n",
    "\n",
    "plot_heatmaps_jaccard(df_ranks, n_HVG=3000, fig_save_dir=os.getcwd() + '/figures/comparison_figs', \n",
    "                      title='SN')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Figure 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1238.4x309.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 4, figsize=(4.3*4, 4.3))\n",
    "\n",
    "# First is an NMI barplot\n",
    "palette = [\"#E73F74\", \"#7F3C8D\", \"#11A579\", \"#3969AC\", \"#F2B701\",\n",
    "        \"#80BA5A\", \"#E68310\", \"#a0a0a0\", \"#505050\",]\n",
    "\n",
    "list_files = ['ding_10X_mouse-log_comparison-scores', 'ding_Dropseq_human-log_comparison-scores',\n",
    "              'ding_Seq-Well_human-log_comparison-scores', ]\n",
    "\n",
    "methods = ['triku', 'scanpy', 'std', 'scry', 'brennecke', 'm3drop', 'nbumi', 'all', 'random']\n",
    "for libprep_idx, libprep in enumerate(list_files):\n",
    "    pre = '' if libprep_idx == 0 else '_'\n",
    "    for method_idx, method in enumerate(methods):\n",
    "        list_y = []\n",
    "        for seed in range(5):\n",
    "            df = pd.read_csv(os.getcwd() + f'/exports/comparisons/{libprep}_seed-{seed}.csv', index_col=0)\n",
    "            list_y.append(df.loc['NMI', method])\n",
    "\n",
    "        axs[0].bar(\n",
    "            libprep_idx + (method_idx - len(methods) // 2) * 0.09,\n",
    "            np.mean(list_y), width=0.09, yerr=np.std(list_y), color=palette[method_idx], \n",
    "            label=pre + method,\n",
    "        )\n",
    "        \n",
    "axs[0].set_xticks([0, 1, 2])\n",
    "axs[0].set_xticklabels(['10X mouse', 'Dropseq human', 'Seq-Well human'], rotation=45, ha='right')\n",
    "axs[0].set_title('NMI on ding datasets')\n",
    "axs[0].legend(ncol=2, handleheight=0.3, labelspacing=0.05, prop={'size': 8}, frameon=False)\n",
    "axs[0].set(frame_on=False)\n",
    "\n",
    "# Next are the heatmaps of gene overlap\n",
    "df_ranks = pd.read_csv(os.getcwd() + '/exports/comparisons/ding_10X_mouse-log_feature_ranks.csv', index_col=0)\n",
    "df_ranks = df_ranks[['triku_0', 'm3drop', 'nbumi', 'scanpy', 'brennecke', 'scry', 'std',]].rename(columns={'triku_0':'triku'})\n",
    "plot_heatmaps_jaccard(df_ranks, n_HVG=3000, fig_save_dir=os.getcwd() + '/figures/comparison_figs', \n",
    "                      title='10X mouse', ax=axs[1])\n",
    "\n",
    "df_ranks = pd.read_csv(os.getcwd() + '/exports/comparisons/ding_Dropseq_human-log_feature_ranks.csv', index_col=0)\n",
    "df_ranks = df_ranks[['triku_0', 'm3drop', 'nbumi', 'scanpy', 'brennecke', 'scry', 'std',]].rename(columns={'triku_0':'triku'})\n",
    "plot_heatmaps_jaccard(df_ranks, n_HVG=3000, fig_save_dir=os.getcwd() + '/figures/comparison_figs', \n",
    "                      title='Dropseq human', ax=axs[2])\n",
    "\n",
    "df_ranks = pd.read_csv(os.getcwd() + '/exports/comparisons/ding_Seq-Well_human-log_feature_ranks.csv', index_col=0)\n",
    "df_ranks = df_ranks[['triku_0', 'm3drop', 'nbumi', 'scanpy', 'brennecke', 'scry', 'std',]].rename(columns={'triku_0':'triku'})\n",
    "plot_heatmaps_jaccard(df_ranks, n_HVG=3000, fig_save_dir=os.getcwd() + '/figures/comparison_figs', \n",
    "                      title='Seq-Well human', ax=axs[3])\n",
    "\n",
    "# plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Enrichment of ribosomal and mitochondrial genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def barplot_mt_rbp(lab, org, method, n_features=[100, 250, 500, 1000], mode=0):\n",
    "    list_FS = ['triku_0', 'scanpy', 'std', 'scry', 'brennecke', 'm3drop', 'nbumi'] # std is missing\n",
    "    palette = [\"#E73F74\",\"#7F3C8D\",\"#11A579\",\"#3969AC\",\"#F2B701\",\"#80BA5A\",\"#E68310\",\"#a0a0a0\",\"#505050\"]\n",
    "    \n",
    "    fig, axs = plt.subplots(2, 1, figsize=(10, 6))\n",
    "    \n",
    "    for n_feature_idx, n_feature in enumerate(n_features):\n",
    "        for FS_idx, FS in enumerate(list_FS):\n",
    "            df = pd.read_csv(os.getcwd() + f'/exports/comparisons/{lab}_{method}_{org}-log_feature_ranks.csv', index_col=0)\n",
    "\n",
    "            set_rbp = set([i for i in df.index if (i.upper().startswith('RPS')) | (i.upper().startswith('RPL'))])\n",
    "            set_mt = set([i for i in df.index if (i.upper().startswith('MT-'))])\n",
    "            \n",
    "            set_FS = set(df.sort_values(by=FS).index.tolist()[:n_feature])\n",
    "            \n",
    "            if mode == 0:\n",
    "                axs[0].bar(n_feature_idx + (FS_idx - len(list_FS) // 2) / (len(list_FS) + 3) , 100 * len(set_rbp & set_FS)/len(set_FS), \n",
    "                        width = 0.1, color=palette[FS_idx])\n",
    "                axs[1].bar(n_feature_idx + (FS_idx - len(list_FS) // 2) / (len(list_FS) + 3) , 100 * len(set_mt & set_FS)/len(set_FS), \n",
    "                        width = 0.1, color=palette[FS_idx])\n",
    "            else:\n",
    "                axs[0].bar(n_feature_idx + (FS_idx - len(list_FS) // 2) / (len(list_FS) + 3) , 100 * len(set_rbp & set_FS)/len(set_rbp), \n",
    "                        width = 0.1, color=palette[FS_idx])\n",
    "                axs[1].bar(n_feature_idx + (FS_idx - len(list_FS) // 2) / (len(list_FS) + 3) , 100 * len(set_mt & set_FS)/len(set_rbp), \n",
    "                        width = 0.1, color=palette[FS_idx])\n",
    "                \n",
    "    for ax in axs:\n",
    "        ax.set_xticks(range(len(n_features)))\n",
    "        ax.set_xticklabels(n_features)\n",
    "    \n",
    "    if mode == 0:\n",
    "        axs[0].set_ylabel('% ribosomal genes\\n(from selected features)')\n",
    "        axs[1].set_ylabel('% mitochondrial genes\\n(from selected features)')\n",
    "    else:\n",
    "        axs[0].set_ylabel('% ribosomal genes\\n(from all ribosomal genes)')\n",
    "        axs[1].set_ylabel('% mitochondrial genes\\n(from all mitochondrial genes)')\n",
    "        \n",
    "    legend_elements = [mpl.lines.Line2D([0], [0], marker=\"o\", color=palette[0], label='triku')] + [\n",
    "        mpl.lines.Line2D(\n",
    "            [0], [0], marker=\"o\", color=palette[j], label=list_FS[j]\n",
    "        )\n",
    "        for j in range(1, len(list_FS))\n",
    "    ]\n",
    "    axs[0].legend(handles=legend_elements, bbox_to_anchor=(1.2, 0.9))\n",
    "    \n",
    "    \n",
    "def heatmap_mt_rbp(labs, orgs, methods, n_features=500):\n",
    "    list_FS = ['triku_0', 'm3drop', 'nbumi', 'scanpy', 'std', 'scry', 'brennecke', ] # std is missing\n",
    "    palette = [\"#E73F74\",\"#80BA5A\",\"#E68310\",\"#7F3C8D\",\"#11A579\",\"#3969AC\",\"#F2B701\",\"#a0a0a0\",\"#505050\"]\n",
    "        \n",
    "    dict_info = {}\n",
    "    \n",
    "    for lab in labs:\n",
    "        for org in orgs:\n",
    "            for method in methods:\n",
    "                for FS_idx, FS in enumerate(list_FS):\n",
    "                    if not os.path.exists(os.getcwd() + f'/exports/comparisons/{lab}_{method}_{org}-log_feature_ranks.csv'):\n",
    "                        continue\n",
    "                        \n",
    "                    df = pd.read_csv(os.getcwd() + f'/exports/comparisons/{lab}_{method}_{org}-log_feature_ranks.csv', index_col=0)\n",
    "\n",
    "                    set_rbp = set([i for i in df.index if (i.upper().startswith('RPS')) | (i.upper().startswith('RPL'))])\n",
    "                    set_mt = set([i for i in df.index if (i.upper().startswith('MT-'))])\n",
    "\n",
    "                    set_FS = set(df.sort_values(by=FS).index.tolist()[:n_features])\n",
    "                    \n",
    "                    for opt in [f'{FS}_per_rbp_all_features', f'{FS}_per_mt_all_features',]:\n",
    "                        if opt not in dict_info:\n",
    "                            dict_info[opt] = []\n",
    "                    \n",
    "                    dict_info[f'{FS}_per_rbp_all_features'].append(100 * len(set_rbp & set_FS) / len(set_FS))\n",
    "                    dict_info[f'{FS}_per_mt_all_features'].append(100 * len(set_mt & set_FS) / len(set_FS))\n",
    "    \n",
    "    df = pd.DataFrame(index=['triku'] + list_FS[1:], columns=[\n",
    "        'Percentage RBPs in selected features', 'Percentage MTs in selected features', ])\n",
    "    \n",
    "    for FS_idx, FS in enumerate(list_FS):\n",
    "        df.iloc[FS_idx, 0] = '%.3f' % np.nanmean(dict_info[f'{FS}_per_rbp_all_features'])\n",
    "        df.iloc[FS_idx, 1] = '%.3f' % np.nanmean(dict_info[f'{FS}_per_mt_all_features'])\n",
    "                                \n",
    "                                     \n",
    "    return df.astype(float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Table 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Percentage RBPs in selected features</th>\n",
       "      <th>Percentage MTs in selected features</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>triku</th>\n",
       "      <td>1.900</td>\n",
       "      <td>0.043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m3drop</th>\n",
       "      <td>2.500</td>\n",
       "      <td>0.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nbumi</th>\n",
       "      <td>1.450</td>\n",
       "      <td>0.114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>scanpy</th>\n",
       "      <td>1.457</td>\n",
       "      <td>0.114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.300</td>\n",
       "      <td>0.971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>scry</th>\n",
       "      <td>6.336</td>\n",
       "      <td>1.143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brennecke</th>\n",
       "      <td>0.536</td>\n",
       "      <td>0.057</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Percentage RBPs in selected features  \\\n",
       "triku                                     1.900   \n",
       "m3drop                                    2.500   \n",
       "nbumi                                     1.450   \n",
       "scanpy                                    1.457   \n",
       "std                                       8.300   \n",
       "scry                                      6.336   \n",
       "brennecke                                 0.536   \n",
       "\n",
       "           Percentage MTs in selected features  \n",
       "triku                                    0.043  \n",
       "m3drop                                   0.457  \n",
       "nbumi                                    0.114  \n",
       "scanpy                                   0.114  \n",
       "std                                      0.971  \n",
       "scry                                     1.143  \n",
       "brennecke                                0.057  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = heatmap_mt_rbp(['mereu'], ['human', 'mouse'], ['SingleNuclei', 'Dropseq', 'inDrop', '10X', 'SMARTseq2', \n",
    "                                              'CELseq2', 'QUARTZseq', 'sci-RNAseq', 'Seq-Well'], n_features=1000)\n",
    "\n",
    "display(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Percentage RBPs in selected features</th>\n",
       "      <th>Percentage MTs in selected features</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>triku</th>\n",
       "      <td>0.044</td>\n",
       "      <td>0.044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m3drop</th>\n",
       "      <td>0.622</td>\n",
       "      <td>0.178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nbumi</th>\n",
       "      <td>0.444</td>\n",
       "      <td>0.122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>scanpy</th>\n",
       "      <td>0.356</td>\n",
       "      <td>0.089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.567</td>\n",
       "      <td>0.522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>scry</th>\n",
       "      <td>1.989</td>\n",
       "      <td>0.456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brennecke</th>\n",
       "      <td>0.033</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Percentage RBPs in selected features  \\\n",
       "triku                                     0.044   \n",
       "m3drop                                    0.622   \n",
       "nbumi                                     0.444   \n",
       "scanpy                                    0.356   \n",
       "std                                       3.567   \n",
       "scry                                      1.989   \n",
       "brennecke                                 0.033   \n",
       "\n",
       "           Percentage MTs in selected features  \n",
       "triku                                    0.044  \n",
       "m3drop                                   0.178  \n",
       "nbumi                                    0.122  \n",
       "scanpy                                   0.089  \n",
       "std                                      0.522  \n",
       "scry                                     0.456  \n",
       "brennecke                                0.000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = heatmap_mt_rbp(['ding'], ['human', 'mouse'], ['SingleNuclei', 'Dropseq', 'inDrop', '10X', 'SMARTseq2', \n",
    "                                              'CELseq2', 'QUARTZseq', 'sci-RNAseq', 'Seq-Well'], n_features=1000)\n",
    "\n",
    "display(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gene ontology analysis\n",
    "\n",
    "To see which method is better, a possible idea is to run Enrichr with the selected features, and use it to compare the FS methods. If the ontologies from one method have better p-values/scores, it is likely that they are more representative of the dataset.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gseapy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.makedirs(os.getcwd() + f'/exports/enrichr/', exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# list_onto_mouse = ['KEGG_2019_Mouse', 'WikiPathways_2019_Mouse', 'GO_Biological_Process_2018', 'GO_Cellular_Component_2018', \n",
    "#                    'GO_Molecular_Function_2018',]\n",
    "\n",
    "# list_onto_human = ['KEGG_2019_Human', 'WikiPathways_2019_Human', 'GO_Biological_Process_2018', 'GO_Cellular_Component_2018', \n",
    "#                    'GO_Molecular_Function_2018', ]\n",
    "\n",
    "\n",
    "list_onto_mouse = ['GO_Biological_Process_2018']\n",
    "list_onto_human = ['GO_Biological_Process_2018']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "@ray.remote\n",
    "def call_enrichr(lab, org, method, n_features, FS):\n",
    "    if os.path.exists(os.getcwd() + f'/exports/enrichr/{lab}_{method}_{org}_{n_features}_{FS}.csv'):\n",
    "        print(os.getcwd() + f'/exports/enrichr/{lab}_{method}_{org}_{n_features}_{FS}.csv EXISTS!')\n",
    "        return None\n",
    "    \n",
    "    if not os.path.exists(os.getcwd() + f'/exports/comparisons/{lab}_{method}_{org}-log_feature_ranks.csv'):\n",
    "        return None\n",
    "    \n",
    "    df_file = pd.read_csv(os.getcwd() + f'/exports/comparisons/{lab}_{method}_{org}-log_feature_ranks.csv', index_col=0)\n",
    "    \n",
    "    list_genes = df_file.sort_values(by=FS).index.tolist()[:n_features]\n",
    "    list_onto = list_onto_mouse if org == 'mouse' else list_onto_human\n",
    "    \n",
    "    n_trials = 0\n",
    "    \n",
    "    while n_trials < 5:\n",
    "        try:\n",
    "            result_df = gseapy.enrichr(list_genes, list_onto, cutoff=1, organism=org).results\n",
    "            if FS == 'triku_0':\n",
    "                FS = 'triku'\n",
    "            result_df.to_csv(os.getcwd() + f'/exports/enrichr/{lab}_{method}_{org}_{n_features}_{FS}.csv', index=None)\n",
    "            n_trials += 10\n",
    "        except:\n",
    "#             raise\n",
    "            print(f'TRIAL {n_trials}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-05-04 22:53:46,548\tINFO services.py:1267 -- View the Ray dashboard at \u001b[1m\u001b[32mhttp://127.0.0.1:8265\u001b[39m\u001b[22m\n",
      "\u001b[2m\u001b[36m(pid=4101681)\u001b[0m 2021-05-04 22:55:10,578 Error fetching enrichment results: GO_Biological_Process_2018\n",
      "\u001b[2m\u001b[36m(pid=4101681)\u001b[0m 2021-05-04 22:55:10,578 Error fetching enrichment results: GO_Biological_Process_2018\n",
      "\u001b[2m\u001b[36m(pid=4101681)\u001b[0m 2021-05-04 22:55:10,578 Error fetching enrichment results: GO_Biological_Process_2018\n",
      "\u001b[2m\u001b[36m(pid=4101681)\u001b[0m 2021-05-04 22:55:10,578 Error fetching enrichment results: GO_Biological_Process_2018\n",
      "\u001b[2m\u001b[36m(pid=4101681)\u001b[0m 2021-05-04 22:55:10,890 Error fetching enrichment results: GO_Biological_Process_2018\n",
      "\u001b[2m\u001b[36m(pid=4101681)\u001b[0m 2021-05-04 22:55:10,890 Error fetching enrichment results: GO_Biological_Process_2018\n",
      "\u001b[2m\u001b[36m(pid=4101681)\u001b[0m 2021-05-04 22:55:10,890 Error fetching enrichment results: GO_Biological_Process_2018\n",
      "\u001b[2m\u001b[36m(pid=4101681)\u001b[0m 2021-05-04 22:55:10,890 Error fetching enrichment results: GO_Biological_Process_2018\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[2m\u001b[36m(pid=4101681)\u001b[0m TRIAL 0\n",
      "\u001b[2m\u001b[36m(pid=4101681)\u001b[0m TRIAL 0\n",
      "\u001b[2m\u001b[36m(pid=4101681)\u001b[0m TRIAL 0\n",
      "\u001b[2m\u001b[36m(pid=4101681)\u001b[0m TRIAL 0\n"
     ]
    }
   ],
   "source": [
    "list_comb = list(product(*[['ding', 'mereu'], \n",
    "                           ['human', 'mouse'], \n",
    "                           ['SingleNuclei', 'Dropseq', 'inDrop', '10X', 'SMARTseq2', 'CELseq2', 'QUARTZseq', 'sci-RNAseq', 'Seq-Well'], \n",
    "                           [100, 250, 500, 1000, 1250, 1500], \n",
    "                           ['triku_0', 'scanpy', 'std', 'scry', 'brennecke', 'm3drop', 'nbumi']]))\n",
    "\n",
    "\n",
    "ray.init(ignore_reinit_error=True)\n",
    "\n",
    "list_id = [call_enrichr.remote(lab, org, method, n_features, FS) for lab, org, method, n_features, FS in list_comb]\n",
    "list_results = ray.get(list_id)\n",
    "\n",
    "ray.shutdown()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "enrichr_figs_dir = os.getcwd() + '/figures/enrichr_figs/'\n",
    "os.makedirs(enrichr_figs_dir, exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Figure 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x1008 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lab, org, method, n_features = 'ding', 'human', 'Dropseq', [100, 250, 500, 1000, 1250, 1500]\n",
    "list_dfs_ding_human_dropseq = []\n",
    "for x in ['Adjusted P-value']:  # ['Combined Score', 'Adjusted P-value', 'division']:\n",
    "    dict_df = scatter_enrichr(lab, org, method, n_features, n_ontologies=25, column_sort=x, plot_type='scatter', \n",
    "                    list_onto=[ 'GO_Biological_Process_2018',], save=enrichr_figs_dir + f'scatter_{lab}_{org}_{method}_{x}.pdf')\n",
    "    list_dfs_ding_human_dropseq.append(dict_df)\n",
    "    \n",
    "barplot_ontologies_all(list_dfs_ding_human_dropseq[0], save=enrichr_figs_dir + f'barplots_{lab}_{org}_{method}_{x}.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Supplementary Figure 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1700x1400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lab, org, method, n_features = 'ding', 'human', '10X', [100, 250, 500, 1000, 1250, 1500]\n",
    "list_dfs_ding_human_10x = []\n",
    "for x in ['Adjusted P-value']:  # ['Combined Score', 'Adjusted P-value', 'division']:\n",
    "    dict_df = scatter_enrichr(lab, org, method, n_features, n_ontologies=25, column_sort=x, plot_type='scatter', \n",
    "                    list_onto=['GO_Biological_Process_2018',], save=enrichr_figs_dir + f'scatter_{lab}_{org}_{method}_{x}.pdf')\n",
    "    list_dfs_ding_human_10x.append(dict_df)\n",
    "    \n",
    "barplot_ontologies_all(list_dfs_ding_human_10x[0], save=enrichr_figs_dir + f'barplots_{lab}_{org}_{method}_{x}.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Distribution of expression per cluster\n",
    "In this section we are going to study the distribution of expression of HVG across clusters. We are expected that teh HVG selected by better FS methods are specific to fewer clusters. On the other hand, *worse* clusters are expressed across more clusters. To study this effect, we distribute, for each gene, its expression to sum one, and see what percentage of the total expression is located within the most expressed cluster, the 2nd most expressed cluster, etc. We observe that HVG selected by triku are more biased to be expressed in fewer clusters, compared to the results of other FS methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpl.rc('font', **{'size': 13})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def return_mean_per(matrix):\n",
    "    # Returns the mean counts per gene, and the proportion of zeros\n",
    "    n_reads_per_gene = matrix.sum(0).astype(int)\n",
    "    n_zeros = (matrix == 0).sum(0)\n",
    "\n",
    "    return n_reads_per_gene/matrix.shape[0], n_zeros/matrix.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_norm_exp_cluster(adata, gene):\n",
    "    expression_vals = adata[:, gene].X.ravel()\n",
    "    expression_vals /= np.sum(expression_vals)\n",
    "    exp_by_cluster = sorted([sum(expression_vals[adata.obs['leiden'] == str(i)]) for i \n",
    "                      in range(np.max(adata.obs['leiden'].astype(int)) + 1)])[::-1]\n",
    "    return(exp_by_cluster)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Supplementary Figure 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "||| ('mereu', 'human') 10X |||\n",
      "||| ('mereu', 'human') SMARTseq2 |||\n",
      "||| ('mereu', 'human') CELseq2 |||\n",
      "||| ('mereu', 'human') inDrop |||\n",
      "||| ('mereu', 'mouse') 10X |||\n",
      "||| ('mereu', 'mouse') SMARTseq2 |||\n",
      "||| ('mereu', 'mouse') CELseq2 |||\n",
      "||| ('mereu', 'mouse') inDrop |||\n",
      "||| ('ding', 'human') 10X |||\n",
      "||| ('ding', 'human') SMARTseq2 |||\n",
      "||| ('ding', 'human') CELseq2 |||\n",
      "||| ('ding', 'human') inDrop |||\n",
      "||| ('ding', 'mouse') 10X |||\n",
      "||| ('ding', 'mouse') SMARTseq2 |||\n",
      "||| ('ding', 'mouse') CELseq2 |||\n",
      "Combo ('ding', 'mouse') CELseq2 does not exist!\n",
      "||| ('ding', 'mouse') inDrop |||\n",
      "Combo ('ding', 'mouse') inDrop does not exist!\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1200 with 17 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(4, 4, figsize=(12, 12))\n",
    "combos = product(*[['mereu', 'ding'], ['human', 'mouse']])\n",
    "datasets = ['10X', 'SMARTseq2', 'CELseq2', 'inDrop']\n",
    "\n",
    "FS_names = ['triku', 'scanpy', 'std', 'scry', 'brennecke', 'm3drop', 'nbumi', 'all', 'random']\n",
    "colors = [\"#E73F74\",\"#7F3C8D\",\"#11A579\", \"#3969AC\",\"#F2B701\",\"#80BA5A\",\"#E68310\",\"#a0a0a0\",\"#505050\",]\n",
    "cutoff, res = 1750, 1.2\n",
    "\n",
    "for col_idx, combo in enumerate(list(combos)):\n",
    "    for row_idx, dataset in enumerate(list(datasets)):\n",
    "        print('|||', combo, dataset, '|||')\n",
    "        try:\n",
    "            adata = sc.read(os.getcwd() + f'/data/{combo[0].capitalize()}_2020/{dataset}_{combo[1]}.h5ad')\n",
    "            df_ranks = pd.read_csv(os.getcwd() + f'/exports/comparisons/{combo[0]}_{dataset}_{combo[1]}-log_feature_ranks.csv', index_col=0)\n",
    "        except:\n",
    "            print(f'Combo {combo} {dataset} does not exist!')\n",
    "            axs[row_idx, col_idx].axis('off')\n",
    "            continue\n",
    "        \n",
    "        label_pre = '' if col_idx == 0 and row_idx == 0 else '_'  # This is to make the legend only appear for \n",
    "        \n",
    "        \n",
    "        combined_names = np.intersect1d(df_ranks.index.values, adata.var_names)\n",
    "        adata = adata[:, combined_names]\n",
    "        df_ranks = df_ranks.loc[combined_names]\n",
    "\n",
    "        sc.pp.log1p(adata)\n",
    "        sc.pp.pca(adata, random_state=seed)\n",
    "        sc.pp.neighbors(adata, random_state=seed, knn=int(0.5 * (len(adata) ** 0.5)), metric='cosine')\n",
    "        sc.tl.umap(adata, random_state=seed)\n",
    "        sc.tl.leiden(adata, resolution=res, random_state=seed)\n",
    "\n",
    "        for col_rest_idx, col_rest in enumerate(FS_names):\n",
    "            list_mean_exp, list_p_zeros = return_mean_per(adata.X)\n",
    "            list_genes = adata.var_names\n",
    "\n",
    "            if col_rest not in ['all', 'random', 'triku']:\n",
    "                list_genes = df_ranks[df_ranks[col_rest] < cutoff].index\n",
    "            elif col_rest == 'all':\n",
    "                list_genes = df_ranks.index\n",
    "            elif col_rest == 'random':\n",
    "                list_genes = np.random.choice(df_ranks.index, cutoff) \n",
    "            elif col_rest == 'triku':\n",
    "                list_genes = df_ranks[df_ranks['triku_0'] < cutoff].index\n",
    "\n",
    "            list_clust = []\n",
    "            for gene in list_genes:\n",
    "                exp_clust = get_norm_exp_cluster(adata, gene)\n",
    "                list_clust.append(exp_clust)\n",
    "\n",
    "            arr = np.array(list_clust)\n",
    "\n",
    "            axs[row_idx, col_idx].plot(np.arange(len(exp_clust)), 100 * np.mean(arr, 0), color=colors[col_rest_idx], \n",
    "                                       alpha=1, label=col_rest, zorder=len(FS_names) - col_rest_idx)\n",
    "            \n",
    "        \n",
    "        axs[row_idx, col_idx].set_xlim([0, min(len(exp_clust), 8)])\n",
    "        axs[row_idx, col_idx].set_xticks(np.arange(min(len(exp_clust), 8) + 1))\n",
    "        axs[row_idx, col_idx].set_xticklabels(np.arange(min(len(exp_clust), 8) + 1))\n",
    "        \n",
    "        if row_idx == 0:\n",
    "            axs[row_idx, col_idx].set_title(' '.join(combo).capitalize())\n",
    "        if col_idx == 0:\n",
    "            axs[row_idx, col_idx].set_ylabel(dataset)\n",
    "            \n",
    "            \n",
    "# add a big axis, hide frame\n",
    "fig.add_subplot(111, frameon=False)\n",
    "# hide tick and tick label of the big axis\n",
    "plt.tick_params(labelcolor='none', which='both', top=False, bottom=False, left=False, right=False)\n",
    "plt.xlabel(\"Cluster (most to least expressed)\")\n",
    "\n",
    "plt.ylabel(\"% of expression\")\n",
    "plt.gca().yaxis.set_label_position(\"right\")\n",
    "\n",
    "axs[0, 0].legend(ncol=5, frameon=False, bbox_to_anchor=(4, -3.9), labelspacing=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.getcwd() + f'/figures/comparison_figs/comparison_clusters_benchmarking.pdf')"
   ]
  }
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