{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "63a95392-4a6b-4b44-baa4-a047290b3988",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-20T15:07:53.164953Z",
     "iopub.status.busy": "2025-02-20T15:07:53.164396Z",
     "iopub.status.idle": "2025-02-20T15:07:53.170226Z",
     "shell.execute_reply": "2025-02-20T15:07:53.169129Z",
     "shell.execute_reply.started": "2025-02-20T15:07:53.164909Z"
    }
   },
   "source": [
    "# Creating graphs and tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b6cd8dd2-90ec-488e-a5de-0ec19099c85b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-20T14:48:57.210301Z",
     "iopub.status.busy": "2025-02-20T14:48:57.209719Z",
     "iopub.status.idle": "2025-02-20T14:48:58.377103Z",
     "shell.execute_reply": "2025-02-20T14:48:58.376185Z",
     "shell.execute_reply.started": "2025-02-20T14:48:57.210255Z"
    }
   },
   "outputs": [],
   "source": [
    "from itpseq import DataSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "051a5c82-10e0-4cba-bdd8-aef36865b6dc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-20T14:48:58.378305Z",
     "iopub.status.busy": "2025-02-20T14:48:58.377959Z",
     "iopub.status.idle": "2025-02-20T14:48:58.385631Z",
     "shell.execute_reply": "2025-02-20T14:48:58.385020Z",
     "shell.execute_reply.started": "2025-02-20T14:48:58.378287Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataSet(data_path=PosixPath('tetracenomycin'),\n",
       "        reference=Sample(noa:[1, 2, 3]),\n",
       "        samples=[Sample(noa:[1, 2, 3]),\n",
       "                 Sample(tcx:[1, 2, 3], ref: noa)],\n",
       "        )"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = DataSet('tetracenomycin/')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "026f6885-5fac-492d-841a-0d43dc2e08ee",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-20T14:48:58.386338Z",
     "iopub.status.busy": "2025-02-20T14:48:58.386170Z",
     "iopub.status.idle": "2025-02-20T14:48:58.611256Z",
     "shell.execute_reply": "2025-02-20T14:48:58.610596Z",
     "shell.execute_reply.started": "2025-02-20T14:48:58.386323Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Inverse-toeprint length'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.itoeprint('shades')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d8af75cf-fd0a-406f-b907-64dd0a761771",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-20T14:48:58.612050Z",
     "iopub.status.busy": "2025-02-20T14:48:58.611873Z",
     "iopub.status.idle": "2025-02-20T14:49:01.254313Z",
     "shell.execute_reply": "2025-02-20T14:49:01.252910Z",
     "shell.execute_reply.started": "2025-02-20T14:48:58.612034Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Distance from the start site [nt]', ylabel='Number of reads (per million)'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.itp_len_plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e6ac4148-9318-4b4a-a2c2-5979294da126",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-20T14:49:01.256443Z",
     "iopub.status.busy": "2025-02-20T14:49:01.255935Z",
     "iopub.status.idle": "2025-02-20T14:49:01.815362Z",
     "shell.execute_reply": "2025-02-20T14:49:01.814665Z",
     "shell.execute_reply.started": "2025-02-20T14:49:01.256399Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fba3413ad20>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 671.986x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.itp_len_plot(row='sample')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "77f685b7-0afc-43b4-b887-c877ce75e2d6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-20T14:49:01.817047Z",
     "iopub.status.busy": "2025-02-20T14:49:01.816852Z",
     "iopub.status.idle": "2025-02-20T14:49:01.821390Z",
     "shell.execute_reply": "2025-02-20T14:49:01.820772Z",
     "shell.execute_reply.started": "2025-02-20T14:49:01.817030Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sample(tcx:[1, 2, 3], ref: noa)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcx = data.samples['tcx']\n",
    "tcx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2c2e2d02-491c-4669-9c67-2c2d7dc49b55",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-20T14:49:17.647210Z",
     "iopub.status.busy": "2025-02-20T14:49:17.646702Z",
     "iopub.status.idle": "2025-02-20T14:49:22.679927Z",
     "shell.execute_reply": "2025-02-20T14:49:22.679153Z",
     "shell.execute_reply.started": "2025-02-20T14:49:17.647165Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcx.hmap_grid();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c65d1b5f-b2ec-4978-8794-65238ecc07f8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-20T14:49:22.681291Z",
     "iopub.status.busy": "2025-02-20T14:49:22.681082Z",
     "iopub.status.idle": "2025-02-20T14:49:22.694974Z",
     "shell.execute_reply": "2025-02-20T14:49:22.694345Z",
     "shell.execute_reply.started": "2025-02-20T14:49:22.681273Z"
    }
   },
   "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>baseMean</th>\n",
       "      <th>log2FoldChange</th>\n",
       "      <th>lfcSE</th>\n",
       "      <th>stat</th>\n",
       "      <th>pvalue</th>\n",
       "      <th>padj</th>\n",
       "      <th>log10pvalue</th>\n",
       "      <th>log10padj</th>\n",
       "      <th>rank</th>\n",
       "      <th>qrank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>QK</th>\n",
       "      <td>2388.608072</td>\n",
       "      <td>0.778417</td>\n",
       "      <td>0.072558</td>\n",
       "      <td>10.728162</td>\n",
       "      <td>7.507494e-27</td>\n",
       "      <td>3.153148e-24</td>\n",
       "      <td>26.124505</td>\n",
       "      <td>23.501256</td>\n",
       "      <td>20.335762</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PP</th>\n",
       "      <td>10164.907418</td>\n",
       "      <td>-0.411741</td>\n",
       "      <td>0.068681</td>\n",
       "      <td>-5.995011</td>\n",
       "      <td>2.034721e-09</td>\n",
       "      <td>4.272914e-07</td>\n",
       "      <td>8.691495</td>\n",
       "      <td>6.369276</td>\n",
       "      <td>3.578649</td>\n",
       "      <td>0.997619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KK</th>\n",
       "      <td>1925.860181</td>\n",
       "      <td>-0.408997</td>\n",
       "      <td>0.069592</td>\n",
       "      <td>-5.877081</td>\n",
       "      <td>4.175644e-09</td>\n",
       "      <td>5.845902e-07</td>\n",
       "      <td>8.379277</td>\n",
       "      <td>6.233149</td>\n",
       "      <td>3.427097</td>\n",
       "      <td>0.995238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TP</th>\n",
       "      <td>7266.661404</td>\n",
       "      <td>-0.278591</td>\n",
       "      <td>0.052503</td>\n",
       "      <td>-5.306210</td>\n",
       "      <td>1.119279e-07</td>\n",
       "      <td>1.175243e-05</td>\n",
       "      <td>6.951061</td>\n",
       "      <td>4.929872</td>\n",
       "      <td>1.936501</td>\n",
       "      <td>0.992857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EP</th>\n",
       "      <td>4319.078286</td>\n",
       "      <td>-0.305248</td>\n",
       "      <td>0.062449</td>\n",
       "      <td>-4.887962</td>\n",
       "      <td>1.018851e-06</td>\n",
       "      <td>7.131956e-05</td>\n",
       "      <td>5.991889</td>\n",
       "      <td>4.146791</td>\n",
       "      <td>1.829012</td>\n",
       "      <td>0.990476</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SR</th>\n",
       "      <td>5592.632930</td>\n",
       "      <td>0.001314</td>\n",
       "      <td>0.049817</td>\n",
       "      <td>0.026377</td>\n",
       "      <td>9.789566e-01</td>\n",
       "      <td>9.883697e-01</td>\n",
       "      <td>0.009237</td>\n",
       "      <td>0.005081</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.011905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IS</th>\n",
       "      <td>2505.613096</td>\n",
       "      <td>0.001021</td>\n",
       "      <td>0.051881</td>\n",
       "      <td>0.019688</td>\n",
       "      <td>9.842921e-01</td>\n",
       "      <td>9.913733e-01</td>\n",
       "      <td>0.006876</td>\n",
       "      <td>0.003763</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.009524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HE</th>\n",
       "      <td>1255.730106</td>\n",
       "      <td>0.001114</td>\n",
       "      <td>0.070616</td>\n",
       "      <td>0.015768</td>\n",
       "      <td>9.874192e-01</td>\n",
       "      <td>9.921437e-01</td>\n",
       "      <td>0.005498</td>\n",
       "      <td>0.003425</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.007143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TD</th>\n",
       "      <td>2411.075474</td>\n",
       "      <td>-0.000446</td>\n",
       "      <td>0.056517</td>\n",
       "      <td>-0.007890</td>\n",
       "      <td>9.937051e-01</td>\n",
       "      <td>9.940898e-01</td>\n",
       "      <td>0.002742</td>\n",
       "      <td>0.002574</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.004762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DR</th>\n",
       "      <td>2082.675944</td>\n",
       "      <td>0.000412</td>\n",
       "      <td>0.055557</td>\n",
       "      <td>0.007407</td>\n",
       "      <td>9.940898e-01</td>\n",
       "      <td>9.940898e-01</td>\n",
       "      <td>0.002574</td>\n",
       "      <td>0.002574</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.002381</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>420 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        baseMean  log2FoldChange     lfcSE       stat        pvalue  \\\n",
       "QK   2388.608072        0.778417  0.072558  10.728162  7.507494e-27   \n",
       "PP  10164.907418       -0.411741  0.068681  -5.995011  2.034721e-09   \n",
       "KK   1925.860181       -0.408997  0.069592  -5.877081  4.175644e-09   \n",
       "TP   7266.661404       -0.278591  0.052503  -5.306210  1.119279e-07   \n",
       "EP   4319.078286       -0.305248  0.062449  -4.887962  1.018851e-06   \n",
       "..           ...             ...       ...        ...           ...   \n",
       "SR   5592.632930        0.001314  0.049817   0.026377  9.789566e-01   \n",
       "IS   2505.613096        0.001021  0.051881   0.019688  9.842921e-01   \n",
       "HE   1255.730106        0.001114  0.070616   0.015768  9.874192e-01   \n",
       "TD   2411.075474       -0.000446  0.056517  -0.007890  9.937051e-01   \n",
       "DR   2082.675944        0.000412  0.055557   0.007407  9.940898e-01   \n",
       "\n",
       "            padj  log10pvalue  log10padj       rank     qrank  \n",
       "QK  3.153148e-24    26.124505  23.501256  20.335762  1.000000  \n",
       "PP  4.272914e-07     8.691495   6.369276   3.578649  0.997619  \n",
       "KK  5.845902e-07     8.379277   6.233149   3.427097  0.995238  \n",
       "TP  1.175243e-05     6.951061   4.929872   1.936501  0.992857  \n",
       "EP  7.131956e-05     5.991889   4.146791   1.829012  0.990476  \n",
       "..           ...          ...        ...        ...       ...  \n",
       "SR  9.883697e-01     0.009237   0.005081   0.000012  0.011905  \n",
       "IS  9.913733e-01     0.006876   0.003763   0.000007  0.009524  \n",
       "HE  9.921437e-01     0.005498   0.003425   0.000006  0.007143  \n",
       "TD  9.940898e-01     0.002742   0.002574   0.000001  0.004762  \n",
       "DR  9.940898e-01     0.002574   0.002574   0.000001  0.002381  \n",
       "\n",
       "[420 rows x 10 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcx.DE(pos='E:P')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "da9c3e69-f931-485f-9115-206e1721576d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-20T14:49:22.695625Z",
     "iopub.status.busy": "2025-02-20T14:49:22.695458Z",
     "iopub.status.idle": "2025-02-20T14:49:22.706279Z",
     "shell.execute_reply": "2025-02-20T14:49:22.705657Z",
     "shell.execute_reply.started": "2025-02-20T14:49:22.695609Z"
    }
   },
   "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>noa.1</th>\n",
       "      <th>noa.2</th>\n",
       "      <th>noa.3</th>\n",
       "      <th>tcx.1</th>\n",
       "      <th>tcx.2</th>\n",
       "      <th>tcx.3</th>\n",
       "      <th>noa</th>\n",
       "      <th>tcx</th>\n",
       "      <th>ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>QK</th>\n",
       "      <td>2014</td>\n",
       "      <td>1521</td>\n",
       "      <td>2079</td>\n",
       "      <td>3136</td>\n",
       "      <td>2888</td>\n",
       "      <td>2542</td>\n",
       "      <td>842.488457</td>\n",
       "      <td>1611.717538</td>\n",
       "      <td>1.913044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WM</th>\n",
       "      <td>90</td>\n",
       "      <td>57</td>\n",
       "      <td>77</td>\n",
       "      <td>113</td>\n",
       "      <td>89</td>\n",
       "      <td>58</td>\n",
       "      <td>33.060815</td>\n",
       "      <td>48.453429</td>\n",
       "      <td>1.465585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MF</th>\n",
       "      <td>190</td>\n",
       "      <td>135</td>\n",
       "      <td>165</td>\n",
       "      <td>221</td>\n",
       "      <td>163</td>\n",
       "      <td>173</td>\n",
       "      <td>72.748074</td>\n",
       "      <td>102.287249</td>\n",
       "      <td>1.406048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YY</th>\n",
       "      <td>1186</td>\n",
       "      <td>820</td>\n",
       "      <td>954</td>\n",
       "      <td>1284</td>\n",
       "      <td>976</td>\n",
       "      <td>1051</td>\n",
       "      <td>437.336974</td>\n",
       "      <td>609.545873</td>\n",
       "      <td>1.393767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MY</th>\n",
       "      <td>301</td>\n",
       "      <td>207</td>\n",
       "      <td>261</td>\n",
       "      <td>321</td>\n",
       "      <td>241</td>\n",
       "      <td>267</td>\n",
       "      <td>113.992118</td>\n",
       "      <td>152.365211</td>\n",
       "      <td>1.336629</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TP</th>\n",
       "      <td>9366</td>\n",
       "      <td>6710</td>\n",
       "      <td>9416</td>\n",
       "      <td>7210</td>\n",
       "      <td>5702</td>\n",
       "      <td>5833</td>\n",
       "      <td>3812.390930</td>\n",
       "      <td>3466.791459</td>\n",
       "      <td>0.909348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EP</th>\n",
       "      <td>5583</td>\n",
       "      <td>4044</td>\n",
       "      <td>5639</td>\n",
       "      <td>3961</td>\n",
       "      <td>3528</td>\n",
       "      <td>3480</td>\n",
       "      <td>2284.621888</td>\n",
       "      <td>2052.122386</td>\n",
       "      <td>0.898233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m</th>\n",
       "      <td>1226086</td>\n",
       "      <td>770986</td>\n",
       "      <td>450057</td>\n",
       "      <td>740503</td>\n",
       "      <td>282179</td>\n",
       "      <td>690250</td>\n",
       "      <td>348210.205720</td>\n",
       "      <td>295241.808969</td>\n",
       "      <td>0.847884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KK</th>\n",
       "      <td>2747</td>\n",
       "      <td>1764</td>\n",
       "      <td>2555</td>\n",
       "      <td>1914</td>\n",
       "      <td>1282</td>\n",
       "      <td>1554</td>\n",
       "      <td>1047.897432</td>\n",
       "      <td>862.782356</td>\n",
       "      <td>0.823346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PP</th>\n",
       "      <td>12927</td>\n",
       "      <td>9580</td>\n",
       "      <td>14639</td>\n",
       "      <td>9281</td>\n",
       "      <td>7575</td>\n",
       "      <td>7989</td>\n",
       "      <td>5594.774388</td>\n",
       "      <td>4605.187585</td>\n",
       "      <td>0.823123</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>422 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      noa.1   noa.2   noa.3   tcx.1   tcx.2   tcx.3            noa  \\\n",
       "QK     2014    1521    2079    3136    2888    2542     842.488457   \n",
       "WM       90      57      77     113      89      58      33.060815   \n",
       "MF      190     135     165     221     163     173      72.748074   \n",
       "YY     1186     820     954    1284     976    1051     437.336974   \n",
       "MY      301     207     261     321     241     267     113.992118   \n",
       "..      ...     ...     ...     ...     ...     ...            ...   \n",
       "TP     9366    6710    9416    7210    5702    5833    3812.390930   \n",
       "EP     5583    4044    5639    3961    3528    3480    2284.621888   \n",
       " m  1226086  770986  450057  740503  282179  690250  348210.205720   \n",
       "KK     2747    1764    2555    1914    1282    1554    1047.897432   \n",
       "PP    12927    9580   14639    9281    7575    7989    5594.774388   \n",
       "\n",
       "              tcx     ratio  \n",
       "QK    1611.717538  1.913044  \n",
       "WM      48.453429  1.465585  \n",
       "MF     102.287249  1.406048  \n",
       "YY     609.545873  1.393767  \n",
       "MY     152.365211  1.336629  \n",
       "..            ...       ...  \n",
       "TP    3466.791459  0.909348  \n",
       "EP    2052.122386  0.898233  \n",
       " m  295241.808969  0.847884  \n",
       "KK     862.782356  0.823346  \n",
       "PP    4605.187585  0.823123  \n",
       "\n",
       "[422 rows x 9 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcx.get_counts_ratio('E:P').sort_values(by='ratio', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f8c698ba-8e80-4cd6-ac21-c874e52ed34d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-20T14:49:22.707378Z",
     "iopub.status.busy": "2025-02-20T14:49:22.707188Z",
     "iopub.status.idle": "2025-02-20T14:49:22.904864Z",
     "shell.execute_reply": "2025-02-20T14:49:22.904209Z",
     "shell.execute_reply.started": "2025-02-20T14:49:22.707362Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='log2FoldChange', ylabel='log10pvalue'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcx.volcano(pos='E:P')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
