{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "305fa9dd-f6c7-43bb-b181-552ec7728a96",
   "metadata": {},
   "source": [
    "# get extra infomations\n",
    "\n",
    "> scricpt date:2025-09-15\n",
    "\n",
    "---\n",
    "## 1 init env"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7d25c1ff-cc9b-44db-9326-9d2eb2f616db",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:30:24.848456Z",
     "iopub.status.busy": "2025-10-31T07:30:24.847788Z",
     "iopub.status.idle": "2025-10-31T07:30:34.415353Z",
     "shell.execute_reply": "2025-10-31T07:30:34.414075Z",
     "shell.execute_reply.started": "2025-10-31T07:30:24.848406Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "utf-8\n"
     ]
    }
   ],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import scanpy as sc\n",
    "import scvi\n",
    "import cosg\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from anndata import AnnData\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib_venn import venn2,venn3\n",
    "from matplotlib import ticker\n",
    "from plotnine import *\n",
    "from collections import Counter\n",
    "import math\n",
    "import os\n",
    "import sys\n",
    "import sc_toolbox\n",
    "sc.settings.verbosity = 0  # verbosity: errors (0), warnings (1), info (2), hints (3)\n",
    "sc.settings.set_figure_params(dpi=144,\n",
    "                              dpi_save=300,\n",
    "                              frameon=False,\n",
    "                              facecolor='white',\n",
    "                              fontsize=12)\n",
    "sc.settings.n_jobs = 20\n",
    "\n",
    "print(sys.getdefaultencoding())\n",
    "\n",
    "os.chdir(\"./\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4eb8f78e-d8f0-4a8c-ad7a-95ffba52ce1d",
   "metadata": {},
   "source": [
    "---\n",
    "## 2 percentage of roX\n",
    "\n",
    "### 2.1 percentage after filter cell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8fde884e-7a2b-4241-bed0-89b490cceab4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:30:34.421239Z",
     "iopub.status.busy": "2025-10-31T07:30:34.417474Z",
     "iopub.status.idle": "2025-10-31T07:30:36.788057Z",
     "shell.execute_reply": "2025-10-31T07:30:36.786891Z",
     "shell.execute_reply.started": "2025-10-31T07:30:34.421188Z"
    }
   },
   "outputs": [],
   "source": [
    "allData = np.load(\"./allData_dict.npy\",allow_pickle=True).item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "95ea1f07-c8c2-4c90-873b-b21f89401813",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:30:36.789482Z",
     "iopub.status.busy": "2025-10-31T07:30:36.789184Z",
     "iopub.status.idle": "2025-10-31T07:30:36.932701Z",
     "shell.execute_reply": "2025-10-31T07:30:36.931671Z",
     "shell.execute_reply.started": "2025-10-31T07:30:36.789453Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX1\n",
       "False    4029\n",
       "True        3\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['dae7'].to_df()['lncRNA:roX1'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d1944ca6-fd5a-4780-b3a5-0a014d720299",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:30:36.934751Z",
     "iopub.status.busy": "2025-10-31T07:30:36.934475Z",
     "iopub.status.idle": "2025-10-31T07:30:37.066161Z",
     "shell.execute_reply": "2025-10-31T07:30:37.065163Z",
     "shell.execute_reply.started": "2025-10-31T07:30:36.934724Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX2\n",
       "False    4026\n",
       "True        6\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['dae7'].to_df()['lncRNA:roX2'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8024bdb8-49a3-4ce0-9ae9-21403599c395",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:30:37.067705Z",
     "iopub.status.busy": "2025-10-31T07:30:37.067318Z",
     "iopub.status.idle": "2025-10-31T07:30:37.254460Z",
     "shell.execute_reply": "2025-10-31T07:30:37.253454Z",
     "shell.execute_reply.started": "2025-10-31T07:30:37.067677Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX1\n",
       "False    4999\n",
       "True      117\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['dae67'].to_df()['lncRNA:roX1'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "62286026-a405-4962-9966-7711b1f822b9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:30:37.255708Z",
     "iopub.status.busy": "2025-10-31T07:30:37.255441Z",
     "iopub.status.idle": "2025-10-31T07:30:37.422284Z",
     "shell.execute_reply": "2025-10-31T07:30:37.421310Z",
     "shell.execute_reply.started": "2025-10-31T07:30:37.255680Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX2\n",
       "False    4957\n",
       "True      159\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['dae67'].to_df()['lncRNA:roX2'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "859100f6-71a6-4b1e-ac03-007df80281f8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:30:37.423509Z",
     "iopub.status.busy": "2025-10-31T07:30:37.423244Z",
     "iopub.status.idle": "2025-10-31T07:30:37.891749Z",
     "shell.execute_reply": "2025-10-31T07:30:37.890808Z",
     "shell.execute_reply.started": "2025-10-31T07:30:37.423482Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX1\n",
       "False    13128\n",
       "True         8\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['pa14'].to_df()['lncRNA:roX1'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a0efc893-d5c3-466f-9aaa-10ba12aa992a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:30:37.892981Z",
     "iopub.status.busy": "2025-10-31T07:30:37.892741Z",
     "iopub.status.idle": "2025-10-31T07:30:38.320970Z",
     "shell.execute_reply": "2025-10-31T07:30:38.319970Z",
     "shell.execute_reply.started": "2025-10-31T07:30:37.892957Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX2\n",
       "False    13124\n",
       "True        12\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['pa14'].to_df()['lncRNA:roX2'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "89ebbfd9-53a1-483b-86c7-b70b716ef319",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:36:00.565012Z",
     "iopub.status.busy": "2025-10-31T07:36:00.564098Z",
     "iopub.status.idle": "2025-10-31T07:36:13.516944Z",
     "shell.execute_reply": "2025-10-31T07:36:13.515241Z",
     "shell.execute_reply.started": "2025-10-31T07:36:00.564946Z"
    }
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1457.66x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 696,
       "width": 1447
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pa14d6 = sc.read_10x_mtx(\"./PA14-6d-2X/filtered_feature_bc_matrix/\")\n",
    "pa14d6 = pa14d6[(pa14d6.to_df()[[\"esg\"]] > 0).values,]\n",
    "sc.pp.filter_genes(pa14d6,min_cells=3)\n",
    "sc.pp.calculate_qc_metrics(pa14d6,percent_top=None,log1p=False,inplace=True)\n",
    "sc.pl.violin(pa14d6,['n_genes_by_counts', 'total_counts'],jitter=0.3,multi_panel=True)\n",
    "medianSummary = pa14d6.obs.median()\n",
    "madSummary = (pa14d6.obs - pa14d6.obs.median()).abs().median()\n",
    "maxSummary = pa14d6.obs.max()\n",
    "minSummary = pa14d6.obs.min()\n",
    "sc.pp.filter_cells(pa14d6,min_counts=medianSummary['total_counts'] - 5*madSummary['total_counts'])\n",
    "sc.pp.filter_cells(pa14d6,max_counts=medianSummary['total_counts'] + 5*madSummary['total_counts'])\n",
    "sc.pp.filter_cells(pa14d6,min_genes=medianSummary['n_genes_by_counts'] - 5*madSummary['n_genes_by_counts'])\n",
    "sc.pp.filter_cells(pa14d6,max_genes=medianSummary['n_genes_by_counts'] + 5*madSummary['n_genes_by_counts'])\n",
    "pa14d6.layers['counts'] = pa14d6.X.copy()\n",
    "pa14d6.layers['log1p'] = np.log1p(sc.pp.normalize_total(pa14d6,inplace=False)['X'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "867f2a5c-807f-490b-a587-a7e5f7f527ee",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:36:38.857097Z",
     "iopub.status.busy": "2025-10-31T07:36:38.856454Z",
     "iopub.status.idle": "2025-10-31T07:36:39.106217Z",
     "shell.execute_reply": "2025-10-31T07:36:39.105068Z",
     "shell.execute_reply.started": "2025-10-31T07:36:38.857045Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX1\n",
       "False    5184\n",
       "True     1181\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(pa14d6.to_df()['lncRNA:roX1'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "96bbb24f-8ecc-414b-b517-c5519ebc353d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:36:50.328136Z",
     "iopub.status.busy": "2025-10-31T07:36:50.327739Z",
     "iopub.status.idle": "2025-10-31T07:36:50.683557Z",
     "shell.execute_reply": "2025-10-31T07:36:50.682224Z",
     "shell.execute_reply.started": "2025-10-31T07:36:50.328103Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX2\n",
       "False    5389\n",
       "True      976\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(pa14d6.to_df()['lncRNA:roX2'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a6c6d40-b424-41a2-9f9d-fcaaa77a41eb",
   "metadata": {},
   "source": [
    "### 2.2 percentage of Dl+"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "22dd7f56-1a2a-4c3b-a465-4b80af0a7794",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-19T07:58:20.581245Z",
     "iopub.status.busy": "2025-09-19T07:58:20.580309Z",
     "iopub.status.idle": "2025-09-19T07:58:21.052806Z",
     "shell.execute_reply": "2025-09-19T07:58:21.051674Z",
     "shell.execute_reply.started": "2025-09-19T07:58:20.581191Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX1\n",
       "False    388\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['dae7'][allData['dae7'].to_df()['Dl']>0].to_df()['lncRNA:roX1'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "e77e4d2c-f073-425e-8a29-1da02987dbdc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-19T07:58:40.424184Z",
     "iopub.status.busy": "2025-09-19T07:58:40.422633Z",
     "iopub.status.idle": "2025-09-19T07:58:40.881492Z",
     "shell.execute_reply": "2025-09-19T07:58:40.880213Z",
     "shell.execute_reply.started": "2025-09-19T07:58:40.424127Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX2\n",
       "False    388\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['dae7'][allData['dae7'].to_df()['Dl']>0].to_df()['lncRNA:roX2'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "03e5bd59-9da1-4eee-adcf-bbcc6ab6952c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-19T07:58:52.805815Z",
     "iopub.status.busy": "2025-09-19T07:58:52.804775Z",
     "iopub.status.idle": "2025-09-19T07:58:53.460532Z",
     "shell.execute_reply": "2025-09-19T07:58:53.459139Z",
     "shell.execute_reply.started": "2025-09-19T07:58:52.805728Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX1\n",
       "False    717\n",
       "True     102\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['dae67'][allData['dae67'].to_df()['Dl']>0].to_df()['lncRNA:roX1'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "89d59652-22f5-4e25-afe1-74706c0c9c58",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-19T07:59:02.966068Z",
     "iopub.status.busy": "2025-09-19T07:59:02.965219Z",
     "iopub.status.idle": "2025-09-19T07:59:03.636070Z",
     "shell.execute_reply": "2025-09-19T07:59:03.634997Z",
     "shell.execute_reply.started": "2025-09-19T07:59:02.966015Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX2\n",
       "False    681\n",
       "True     138\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['dae67'][allData['dae67'].to_df()['Dl']>0].to_df()['lncRNA:roX2'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "dbf2d90d-db21-4d1e-882d-76ea87875880",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-19T07:59:21.699620Z",
     "iopub.status.busy": "2025-09-19T07:59:21.698733Z",
     "iopub.status.idle": "2025-09-19T07:59:23.373609Z",
     "shell.execute_reply": "2025-09-19T07:59:23.372180Z",
     "shell.execute_reply.started": "2025-09-19T07:59:21.699566Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX1\n",
       "False    1011\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['pa14'][allData['pa14'].to_df()['Dl']>0].to_df()['lncRNA:roX1'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "d4011754-779c-425e-b421-9e3a139beb46",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-19T07:59:29.378415Z",
     "iopub.status.busy": "2025-09-19T07:59:29.377614Z",
     "iopub.status.idle": "2025-09-19T07:59:31.037329Z",
     "shell.execute_reply": "2025-09-19T07:59:31.035730Z",
     "shell.execute_reply.started": "2025-09-19T07:59:29.378348Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX2\n",
       "False    1010\n",
       "True        1\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['pa14'][allData['pa14'].to_df()['Dl']>0].to_df()['lncRNA:roX2'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d3d0a94b-64ff-44e4-b16b-5fae1e1ca774",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:40:41.231237Z",
     "iopub.status.busy": "2025-10-31T07:40:41.229956Z",
     "iopub.status.idle": "2025-10-31T07:40:41.895221Z",
     "shell.execute_reply": "2025-10-31T07:40:41.894052Z",
     "shell.execute_reply.started": "2025-10-31T07:40:41.231188Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX1\n",
       "False    1284\n",
       "True      319\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(pa14d6[pa14d6.to_df()['Dl']>0].to_df()['lncRNA:roX1'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9a828893-1816-467f-9603-2e5276a9cbf6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:41:30.483707Z",
     "iopub.status.busy": "2025-10-31T07:41:30.483239Z",
     "iopub.status.idle": "2025-10-31T07:41:30.890831Z",
     "shell.execute_reply": "2025-10-31T07:41:30.889598Z",
     "shell.execute_reply.started": "2025-10-31T07:41:30.483677Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lncRNA:roX2\n",
       "False    1337\n",
       "True      266\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(pa14d6[pa14d6.to_df()['Dl']>0].to_df()['lncRNA:roX2'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "784df77f-763e-44a8-923a-206cd807b820",
   "metadata": {},
   "source": [
    "### 2.3 Su(var)205"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "605a8e32-4301-4f62-9881-f319197c6c14",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T08:02:06.941337Z",
     "iopub.status.busy": "2025-10-31T08:02:06.940456Z",
     "iopub.status.idle": "2025-10-31T08:02:07.118634Z",
     "shell.execute_reply": "2025-10-31T08:02:07.117434Z",
     "shell.execute_reply.started": "2025-10-31T08:02:06.941301Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Su(var)205\n",
       "True     3636\n",
       "False     396\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['dae7'].to_df()['Su(var)205'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "45757c21-9b1d-491f-8980-7795dce2b7ed",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T08:02:15.947099Z",
     "iopub.status.busy": "2025-10-31T08:02:15.946702Z",
     "iopub.status.idle": "2025-10-31T08:02:16.151580Z",
     "shell.execute_reply": "2025-10-31T08:02:16.150460Z",
     "shell.execute_reply.started": "2025-10-31T08:02:15.947061Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Su(var)205\n",
       "True     4517\n",
       "False     599\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['dae67'].to_df()['Su(var)205'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0059b9b2-8009-4818-852c-2f65ca1453e2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T08:02:32.204178Z",
     "iopub.status.busy": "2025-10-31T08:02:32.203732Z",
     "iopub.status.idle": "2025-10-31T08:02:32.932120Z",
     "shell.execute_reply": "2025-10-31T08:02:32.930862Z",
     "shell.execute_reply.started": "2025-10-31T08:02:32.204143Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Su(var)205\n",
       "True     8940\n",
       "False    4196\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['pa14'].to_df()['Su(var)205'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "92f4a671-0216-4818-bc3b-3d66472ac628",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T08:02:50.888905Z",
     "iopub.status.busy": "2025-10-31T08:02:50.888346Z",
     "iopub.status.idle": "2025-10-31T08:02:51.125554Z",
     "shell.execute_reply": "2025-10-31T08:02:51.124516Z",
     "shell.execute_reply.started": "2025-10-31T08:02:50.888872Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Su(var)205\n",
       "True     5747\n",
       "False     618\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(pa14d6.to_df()['Su(var)205'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ae9ef719-ed24-4b62-b126-b6ae1246899e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T08:04:44.068056Z",
     "iopub.status.busy": "2025-10-31T08:04:44.067296Z",
     "iopub.status.idle": "2025-10-31T08:04:44.197080Z",
     "shell.execute_reply": "2025-10-31T08:04:44.196130Z",
     "shell.execute_reply.started": "2025-10-31T08:04:44.068022Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Su(var)205\n",
       "True     356\n",
       "False     32\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['dae7'][allData['dae7'].to_df()['Dl']>0].to_df()['Su(var)205'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "9bcd6bf1-585f-45a2-affb-e1f56d3ddfc5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T08:04:54.728587Z",
     "iopub.status.busy": "2025-10-31T08:04:54.727960Z",
     "iopub.status.idle": "2025-10-31T08:04:54.975019Z",
     "shell.execute_reply": "2025-10-31T08:04:54.973666Z",
     "shell.execute_reply.started": "2025-10-31T08:04:54.728557Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Su(var)205\n",
       "True     753\n",
       "False     66\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['dae67'][allData['dae67'].to_df()['Dl']>0].to_df()['Su(var)205'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "664b7904-2a26-4fb3-a7c8-ae02873f513c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T08:05:00.217259Z",
     "iopub.status.busy": "2025-10-31T08:05:00.216515Z",
     "iopub.status.idle": "2025-10-31T08:05:00.732929Z",
     "shell.execute_reply": "2025-10-31T08:05:00.731920Z",
     "shell.execute_reply.started": "2025-10-31T08:05:00.217212Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Su(var)205\n",
       "True     791\n",
       "False    220\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(allData['pa14'][allData['pa14'].to_df()['Dl']>0].to_df()['Su(var)205'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "cd1117f9-bf4d-4d7f-953a-5cc58c9f7172",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T08:05:38.023761Z",
     "iopub.status.busy": "2025-10-31T08:05:38.023120Z",
     "iopub.status.idle": "2025-10-31T08:05:38.526256Z",
     "shell.execute_reply": "2025-10-31T08:05:38.525082Z",
     "shell.execute_reply.started": "2025-10-31T08:05:38.023720Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Su(var)205\n",
       "True     1470\n",
       "False     133\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(pa14d6[pa14d6.to_df()['Dl']>0].to_df()['Su(var)205'] > 0).value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bee38a44-7c4a-4a7f-ab05-3cf7554a38c2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-19T08:17:41.633801Z",
     "iopub.status.busy": "2025-09-19T08:17:41.632991Z",
     "iopub.status.idle": "2025-09-19T08:17:41.640957Z",
     "shell.execute_reply": "2025-09-19T08:17:41.639420Z",
     "shell.execute_reply.started": "2025-09-19T08:17:41.633750Z"
    }
   },
   "source": [
    "### 2.4 visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2dce8e1c-ef91-4c58-bace-c8d200ba06eb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:44:38.393653Z",
     "iopub.status.busy": "2025-10-31T07:44:38.392304Z",
     "iopub.status.idle": "2025-10-31T07:44:55.223766Z",
     "shell.execute_reply": "2025-10-31T07:44:55.222410Z",
     "shell.execute_reply.started": "2025-10-31T07:44:38.393606Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "batch\n",
      "PA14      13136\n",
      "PA14d6     6365\n",
      "DAE67      5116\n",
      "DAE7       4032\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "batch_names = ['DAE7','DAE67','PA14','PA14d6']\n",
    "# allData = np.load(\"./allData_dict.npy\",allow_pickle=True).item()\n",
    "all = allData['dae7'].concatenate(allData['dae67'],allData['pa14'],pa14d6,batch_categories = batch_names,join='outer',fill_value = 0)\n",
    "#del allData\n",
    "all.X = all.layers['log1p']\n",
    "print(all.obs['batch'].value_counts())\n",
    "all.uns['batch_colors'] = [\"#4876FF\",\"#FFcc33\",\"#99CC66\",'#F69697']\n",
    "# sc.pl.violin(all,['n_counts','n_genes'],groupby='batch',multi_panel=True,jitter=0.1,figsize = [9,4],save='_violin')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c64154cb-b0af-4f00-b35d-3b0c443dc12e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:45:23.396933Z",
     "iopub.status.busy": "2025-10-31T07:45:23.396378Z",
     "iopub.status.idle": "2025-10-31T07:45:24.949443Z",
     "shell.execute_reply": "2025-10-31T07:45:24.948601Z",
     "shell.execute_reply.started": "2025-10-31T07:45:23.396893Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 534,
       "width": 599
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp = pd.DataFrame({\n",
    "    'exp':all.to_df()['lncRNA:roX1'].to_list(),\n",
    "    'batch':all.obs.batch\n",
    "})\n",
    "\n",
    "tmp1 = sum(tmp.loc[tmp.batch=='DAE7','exp']>0)/tmp.batch.value_counts()['DAE7']\n",
    "tmp2 = sum(tmp.loc[tmp.batch=='DAE67','exp']>0)/tmp.batch.value_counts()['DAE67']\n",
    "tmp3 = sum(tmp.loc[tmp.batch=='PA14','exp']>0)/tmp.batch.value_counts()['PA14']\n",
    "tmp4 = sum(tmp.loc[tmp.batch=='PA14d6','exp']>0)/tmp.batch.value_counts()['PA14d6']\n",
    "tmp0 = pd.DataFrame({\n",
    "    'group':['DAE7','DAE67','PA14','PA14d6'],\n",
    "    'avgExp':[tmp1,tmp2,tmp3,tmp4]\n",
    "})\n",
    "\n",
    "ax = sns.barplot(data=tmp0,x='group',y='avgExp',palette=all.uns['batch_colors'])\n",
    "ax.yaxis.set_major_formatter(ticker.PercentFormatter(xmax=1, decimals=1))\n",
    "plt.grid(False)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Percentage')\n",
    "plt.title('lncRNA:roX1')\n",
    "sns.despine(top=True, right=True, left=False, bottom=False)\n",
    "plt.savefig('./pics/ex/bar_roX1_pct.png',dpi=300,bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "88548db4-90b8-4211-beee-483d716d0b30",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:45:58.235943Z",
     "iopub.status.busy": "2025-10-31T07:45:58.235457Z",
     "iopub.status.idle": "2025-10-31T07:46:00.249714Z",
     "shell.execute_reply": "2025-10-31T07:46:00.248263Z",
     "shell.execute_reply.started": "2025-10-31T07:45:58.235909Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 534,
       "width": 599
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp = pd.DataFrame({\n",
    "    'exp':all.to_df()['lncRNA:roX2'].to_list(),\n",
    "    'batch':all.obs.batch\n",
    "})\n",
    "\n",
    "tmp1 = sum(tmp.loc[tmp.batch=='DAE7','exp']>0)/tmp.batch.value_counts()['DAE7']\n",
    "tmp2 = sum(tmp.loc[tmp.batch=='DAE67','exp']>0)/tmp.batch.value_counts()['DAE67']\n",
    "tmp3 = sum(tmp.loc[tmp.batch=='PA14','exp']>0)/tmp.batch.value_counts()['PA14']\n",
    "tmp4 = sum(tmp.loc[tmp.batch=='PA14d6','exp']>0)/tmp.batch.value_counts()['PA14d6']\n",
    "tmp0 = pd.DataFrame({\n",
    "    'group':['DAE7','DAE67','PA14','PA14d6'],\n",
    "    'avgExp':[tmp1,tmp2,tmp3,tmp4]\n",
    "})\n",
    "\n",
    "ax = sns.barplot(data=tmp0,x='group',y='avgExp',palette=all.uns['batch_colors'])\n",
    "ax.yaxis.set_major_formatter(ticker.PercentFormatter(xmax=1, decimals=1))\n",
    "plt.grid(False)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Percentage')\n",
    "plt.title('lncRNA:roX2')\n",
    "sns.despine(top=True, right=True, left=False, bottom=False)\n",
    "plt.savefig('./pics/ex/bar_roX2_pct.png',dpi=300,bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "108433a8-7de0-4712-a141-80cdf279c156",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T04:31:18.273796Z",
     "iopub.status.busy": "2025-11-03T04:31:18.273426Z",
     "iopub.status.idle": "2025-11-03T04:31:18.957241Z",
     "shell.execute_reply": "2025-11-03T04:31:18.956285Z",
     "shell.execute_reply.started": "2025-11-03T04:31:18.273763Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 504,
       "width": 561
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp = pd.DataFrame({\n",
    "    'gene':sc.get.obs_df(all,'Su(var)205').iloc[:,0],\n",
    "    'batch':all.obs.batch\n",
    "})\n",
    "sns.violinplot(data=tmp,x='batch',y='gene',cut = 0,palette=all.uns['batch_colors'],inner='box',scale='width')\n",
    "plt.grid(False)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Su(var)205')\n",
    "sns.despine(top=True, right=True, left=False, bottom=False)\n",
    "# plt.savefig('./pics/violin_nGenes.png',dpi=300,bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8310df6b-4dd9-4951-8a33-1c937c586fe5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:46:35.111783Z",
     "iopub.status.busy": "2025-10-31T07:46:35.111249Z",
     "iopub.status.idle": "2025-10-31T07:46:37.093174Z",
     "shell.execute_reply": "2025-10-31T07:46:37.091982Z",
     "shell.execute_reply.started": "2025-10-31T07:46:35.111743Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 534,
       "width": 599
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sub = all[all.to_df()['Dl'] > 0]\n",
    "\n",
    "tmp = pd.DataFrame({\n",
    "    'exp':sub.to_df()['lncRNA:roX1'].to_list(),\n",
    "    'batch':sub.obs.batch\n",
    "})\n",
    "\n",
    "tmp1 = sum(tmp.loc[tmp.batch=='DAE7','exp']>0)/tmp.batch.value_counts()['DAE7']\n",
    "tmp2 = sum(tmp.loc[tmp.batch=='DAE67','exp']>0)/tmp.batch.value_counts()['DAE67']\n",
    "tmp3 = sum(tmp.loc[tmp.batch=='PA14','exp']>0)/tmp.batch.value_counts()['PA14']\n",
    "tmp4 = sum(tmp.loc[tmp.batch=='PA14d6','exp']>0)/tmp.batch.value_counts()['PA14d6']\n",
    "tmp0 = pd.DataFrame({\n",
    "    'group':['DAE7','DAE67','PA14','PA14d6'],\n",
    "    'avgExp':[tmp1,tmp2,tmp3,tmp4]\n",
    "})\n",
    "\n",
    "ax = sns.barplot(data=tmp0,x='group',y='avgExp',palette=sub.uns['batch_colors'])\n",
    "ax.yaxis.set_major_formatter(ticker.PercentFormatter(xmax=1, decimals=1))\n",
    "plt.grid(False)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Percentage in Dl+')\n",
    "plt.title('lncRNA:roX1')\n",
    "sns.despine(top=True, right=True, left=False, bottom=False)\n",
    "plt.savefig('./pics/ex/bar_roX1_pct_Dl.png',dpi=300,bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b44176ab-aad5-4467-8a92-7d158a21d656",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-31T07:46:53.367070Z",
     "iopub.status.busy": "2025-10-31T07:46:53.366588Z",
     "iopub.status.idle": "2025-10-31T07:46:54.159802Z",
     "shell.execute_reply": "2025-10-31T07:46:54.158698Z",
     "shell.execute_reply.started": "2025-10-31T07:46:53.367037Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 534,
       "width": 599
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp = pd.DataFrame({\n",
    "    'exp':sub.to_df()['lncRNA:roX2'].to_list(),\n",
    "    'batch':sub.obs.batch\n",
    "})\n",
    "\n",
    "tmp1 = sum(tmp.loc[tmp.batch=='DAE7','exp']>0)/tmp.batch.value_counts()['DAE7']\n",
    "tmp2 = sum(tmp.loc[tmp.batch=='DAE67','exp']>0)/tmp.batch.value_counts()['DAE67']\n",
    "tmp3 = sum(tmp.loc[tmp.batch=='PA14','exp']>0)/tmp.batch.value_counts()['PA14']\n",
    "tmp4 = sum(tmp.loc[tmp.batch=='PA14d6','exp']>0)/tmp.batch.value_counts()['PA14d6']\n",
    "tmp0 = pd.DataFrame({\n",
    "    'group':['DAE7','DAE67','PA14','PA14d6'],\n",
    "    'avgExp':[tmp1,tmp2,tmp3,tmp4]\n",
    "})\n",
    "\n",
    "ax = sns.barplot(data=tmp0,x='group',y='avgExp',palette=sub.uns['batch_colors'])\n",
    "ax.yaxis.set_major_formatter(ticker.PercentFormatter(xmax=1, decimals=1))\n",
    "plt.grid(False)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Percentage in Dl+')\n",
    "plt.title('lncRNA:roX2')\n",
    "sns.despine(top=True, right=True, left=False, bottom=False)\n",
    "plt.savefig('./pics/ex/bar_roX2_pct_Dl.png',dpi=300,bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "751f556f-f573-4b2a-8f60-e1c7f68803f6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T04:31:49.982802Z",
     "iopub.status.busy": "2025-11-03T04:31:49.982408Z",
     "iopub.status.idle": "2025-11-03T04:31:50.546176Z",
     "shell.execute_reply": "2025-11-03T04:31:50.544530Z",
     "shell.execute_reply.started": "2025-11-03T04:31:49.982769Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 504,
       "width": 561
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp = pd.DataFrame({\n",
    "    'gene':sc.get.obs_df(sub,'Su(var)205').iloc[:,0],\n",
    "    'batch':sub.obs.batch\n",
    "})\n",
    "sns.violinplot(data=tmp,x='batch',y='gene',cut = 0,palette=sub.uns['batch_colors'],inner='box',scale='width')\n",
    "plt.grid(False)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Su(var)205')\n",
    "sns.despine(top=True, right=True, left=False, bottom=False)\n",
    "# plt.savefig('./pics/violin_nGenes.png',dpi=300,bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fea05d8b-a143-4a00-bc85-0d29f5675e83",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-19T08:49:07.164214Z",
     "iopub.status.busy": "2025-09-19T08:49:07.162889Z",
     "iopub.status.idle": "2025-09-19T08:49:07.169694Z",
     "shell.execute_reply": "2025-09-19T08:49:07.168194Z",
     "shell.execute_reply.started": "2025-09-19T08:49:07.164144Z"
    }
   },
   "source": [
    "## 3 violin adjust "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "874e4231-3f13-4409-b8d5-05dc3cf7f157",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-19T08:49:19.064774Z",
     "iopub.status.busy": "2025-09-19T08:49:19.063941Z",
     "iopub.status.idle": "2025-09-19T08:49:20.297097Z",
     "shell.execute_reply": "2025-09-19T08:49:20.295992Z",
     "shell.execute_reply.started": "2025-09-19T08:49:19.064715Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 509,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp = pd.DataFrame({\n",
    "    'n_UMI':all.obs.n_counts.to_list(),\n",
    "    'batch':all.obs.batch\n",
    "})\n",
    "sns.violinplot(data=tmp,x='batch',y='n_UMI',cut = 0,palette=all.uns['batch_colors'],inner='box',scale='width')\n",
    "plt.grid(False)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('n_UMI')\n",
    "sns.despine(top=True, right=True, left=False, bottom=False)\n",
    "plt.savefig('./pics/ex/violin_nUMI.png',dpi=300,bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "7d13e038-e881-4b04-b0d7-512b6c56b521",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-19T09:46:26.819084Z",
     "iopub.status.busy": "2025-09-19T09:46:26.818585Z",
     "iopub.status.idle": "2025-09-19T09:46:28.705124Z",
     "shell.execute_reply": "2025-09-19T09:46:28.693084Z",
     "shell.execute_reply.started": "2025-09-19T09:46:26.819045Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 504,
       "width": 584
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp = pd.DataFrame({\n",
    "    'n_gene':all.obs.n_genes.to_list(),\n",
    "    'batch':all.obs.batch\n",
    "})\n",
    "sns.violinplot(data=tmp,x='batch',y='n_gene',cut = 0,palette=all.uns['batch_colors'],inner='box',scale='width')\n",
    "plt.grid(False)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('n_Genes')\n",
    "sns.despine(top=True, right=True, left=False, bottom=False)\n",
    "plt.savefig('./pics/ex/violin_nGenes.png',dpi=300,bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ff32f9c-b172-4c53-8fd1-8f8efca95233",
   "metadata": {},
   "source": [
    "## depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "03a770d0-2da7-4788-bbc0-528730b98680",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-13T03:10:06.166448Z",
     "iopub.status.busy": "2025-11-13T03:10:06.166110Z",
     "iopub.status.idle": "2025-11-13T03:10:06.565875Z",
     "shell.execute_reply": "2025-11-13T03:10:06.564685Z",
     "shell.execute_reply.started": "2025-11-13T03:10:06.166416Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 778,
       "width": 1212
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp = pd.DataFrame({\n",
    "    'batch':['DAE7','DAE67','PA14'],\n",
    "    'totalReads':[413973359,395644780,467381057],\n",
    "    'avgReadsPerCell':[86769,62169,28781]\n",
    "})\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(10, 6))\n",
    "# barWidth = 0.3\n",
    "# index = np.arange(len(tmp['batch']))\n",
    "\n",
    "bar1 = sns.barplot(x=tmp['batch'], y='totalReads', data=tmp, ax=ax1, color='skyblue', label='TotalReads',palette=all.uns['batch_colors'])\n",
    "# ax1.set_ylabel('TotalReads', color='skyblue')\n",
    "# ax1.tick_params(axis='y', labelcolor='skyblue')\n",
    "\n",
    "# ax2 = ax1.twinx()\n",
    "\n",
    "# bar2 = sns.lineplot(x=tmp['batch'], y='avgReadsPerCell', data=tmp, ax=ax2, color='orange', label='avgReadsPerCell',marker='o')\n",
    "# ax2.set_ylabel('avgReadsPerCell', color='orange')\n",
    "# ax2.tick_params(axis='y', labelcolor='orange')\n",
    "\n",
    "lines1, labels1 = ax1.get_legend_handles_labels()\n",
    "# lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "\n",
    "ax1.grid(False)  \n",
    "ax1.spines['top'].set_visible(False)\n",
    "ax1.spines['right'].set_visible(False)\n",
    "# ax2.grid(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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