{
 "cells": [
  {
   "cell_type": "raw",
   "id": "c3d25ffd-bea0-48df-923a-20ed652f5eac",
   "metadata": {},
   "source": [
    "BCSS\n",
    "└── 0_Public-data-Amgad2019_0.25MPP\n",
    "    ├── logs\n",
    "    ├── masks\n",
    "    ├── meta\n",
    "    └── rgbs_colorNormalized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f2955e70-4ecb-4d4d-bc3d-4b2e754b9e8f",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_directory = \"/vol/data/histo_datasets/\" + \"BCSS/\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04517f02-76de-4d66-bf59-05abc5c015fc",
   "metadata": {},
   "source": [
    "Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "043b1dbc-3078-48c3-a424-f7ec0280b274",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Jupyter Capture Output v0.0.11\n"
     ]
    }
   ],
   "source": [
    "import slideio\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import openslide\n",
    "import tifffile\n",
    "import jupyter_capture_output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "be671a01-fc2f-4945-bb99-d6af07924777",
   "metadata": {},
   "outputs": [],
   "source": [
    "label = Image.open('/home/ubuntu/thesis/data/BCSS/0_Public-data-Amgad2019_0.25MPP/masks/TCGA-A1-A0SK-DX1_xmin45749_ymin25055_MPP-0.2500.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cbedb0c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['TCGA-AR-A0TS-DX1_xmin118843_ymin22812_MPP-0.2500.png',\n",
       " 'TCGA-A2-A3XS-DX1_xmin21421_ymin37486_MPP-0.2500.png',\n",
       " 'TCGA-E2-A158-DX1_xmin56083_ymin25872_MPP-0.2500.png',\n",
       " 'TCGA-AC-A2QH-DX1_xmin42173_ymin16859_MPP-0.2500.png',\n",
       " 'TCGA-AQ-A54N-DX1_xmin32440_ymin26558_MPP-0.2500.png',\n",
       " 'TCGA-EW-A1OV-DX1_xmin126026_ymin65132_MPP-0.2500.png',\n",
       " 'TCGA-C8-A27B-DX1_xmin52632_ymin11349_MPP-0.2500.png',\n",
       " 'TCGA-A8-A08R-DX1_xmin14220_ymin13782_MPP-0.2500.png',\n",
       " 'TCGA-GM-A2DI-DX1_xmin22802_ymin51060_MPP-0.2500.png',\n",
       " 'TCGA-AR-A2LR-DX1_xmin46540_ymin31961_MPP-0.2500.png',\n",
       " 'TCGA-D8-A1XQ-DX1_xmin61261_ymin33317_MPP-0.2500.png',\n",
       " 'TCGA-E2-A1B6-DX1_xmin16266_ymin50634_MPP-0.2500.png',\n",
       " 'TCGA-A1-A0SP-DX1_xmin6798_ymin53719_MPP-0.2500.png',\n",
       " 'TCGA-A2-A04P-DX1_xmin104246_ymin48517_MPP-0.2500.png',\n",
       " 'TCGA-GM-A2DH-DX1_xmin50963_ymin56303_MPP-0.2500.png',\n",
       " 'TCGA-LL-A740-DX1_xmin39436_ymin24080_MPP-0.2500.png',\n",
       " 'TCGA-EW-A1OW-DX1_xmin36101_ymin49680_MPP-0.2500.png',\n",
       " 'TCGA-AO-A0J4-DX1_xmin17194_ymin10629_MPP-0.2500.png',\n",
       " 'TCGA-D8-A1XK-DX1_xmin26340_ymin50273_MPP-0.2500.png',\n",
       " 'TCGA-OL-A6VO-DX1_xmin88416_ymin188485_MPP-0.2500.png',\n",
       " 'TCGA-AN-A0G0-DX1_xmin32741_ymin14546_MPP-0.2500.png',\n",
       " 'TCGA-E2-A159-DX1_xmin38620_ymin28700_MPP-0.2500.png',\n",
       " 'TCGA-BH-A0B9-DX1_xmin62727_ymin56697_MPP-0.2500.png',\n",
       " 'TCGA-AC-A2BK-DX1_xmin15426_ymin8344_MPP-0.2500.png',\n",
       " 'TCGA-A2-A1G6-DX1_xmin57706_ymin69514_MPP-0.2500.png',\n",
       " 'TCGA-A1-A0SK-DX1_xmin45749_ymin25055_MPP-0.2500.png',\n",
       " 'TCGA-A2-A0D0-DX1_xmin68482_ymin39071_MPP-0.2500.png',\n",
       " 'TCGA-BH-A0AV-DX1_xmin77937_ymin57165_MPP-0.2500.png',\n",
       " 'TCGA-D8-A27H-DX1_xmin8738_ymin8063_MPP-0.2500.png',\n",
       " 'TCGA-A7-A5ZV-DX1_xmin103009_ymin26581_MPP-0.2500.png',\n",
       " 'TCGA-GM-A3XL-DX1_xmin29910_ymin15820_MPP-0.2500.png',\n",
       " 'TCGA-D8-A147-DX1_xmin66394_ymin19298_MPP-0.2500.png',\n",
       " 'TCGA-AC-A7VC-DX1_xmin20658_ymin22410_MPP-0.2500.png',\n",
       " 'TCGA-OL-A5D6-DX1_xmin115108_ymin40554_MPP-0.2500.png',\n",
       " 'TCGA-E2-A14X-DX1_xmin88836_ymin66393_MPP-0.2500.png',\n",
       " 'TCGA-A8-A09X-DX1_xmin55379_ymin38394_MPP-0.2500.png',\n",
       " 'TCGA-BH-A1FC-DX1_xmin52216_ymin33355_MPP-0.2500.png',\n",
       " 'TCGA-D8-A1JF-DX1_xmin24865_ymin52345_MPP-0.2500.png',\n",
       " 'TCGA-AC-A6IW-DX1_xmin15387_ymin6222_MPP-0.2500.png',\n",
       " 'TCGA-BH-A0BW-DX1_xmin42346_ymin30843_MPP-0.2500.png',\n",
       " 'TCGA-AO-A128-DX1_xmin11924_ymin4831_MPP-0.2500.png',\n",
       " 'TCGA-A2-A0T2-DX1_xmin63557_ymin56751_MPP-0.2500.png',\n",
       " 'TCGA-AN-A0XU-DX1_xmin26118_ymin18441_MPP-0.2500.png',\n",
       " 'TCGA-AO-A03U-DX1_xmin17362_ymin25363_MPP-0.2500.png',\n",
       " 'TCGA-BH-A1EW-DX1_xmin66752_ymin42706_MPP-0.2500.png',\n",
       " 'TCGA-A7-A6VV-DX1_xmin48674_ymin37475_MPP-0.2500.png',\n",
       " 'TCGA-A2-A04Q-DX1_xmin20868_ymin17804_MPP-0.2500.png',\n",
       " 'TCGA-E2-A1LH-DX1_xmin22770_ymin24149_MPP-0.2500.png',\n",
       " 'TCGA-AN-A0AR-DX1_xmin8468_ymin21166_MPP-0.2500.png',\n",
       " 'TCGA-AO-A12F-DX1_xmin16484_ymin29374_MPP-0.2500.png',\n",
       " 'TCGA-BH-A1F6-DX1_xmin53806_ymin49901_MPP-0.2500.png',\n",
       " 'TCGA-GM-A2DF-DX1_xmin50637_ymin43774_MPP-0.2500.png',\n",
       " 'TCGA-LL-A5YO-DX1_xmin36631_ymin44396_MPP-0.2500.png',\n",
       " 'TCGA-C8-A131-DX1_xmin43049_ymin10894_MPP-0.2500.png',\n",
       " 'TCGA-E2-A574-DX1_xmin54962_ymin47475_MPP-0.2500.png',\n",
       " 'TCGA-AO-A0J6-DX1_xmin40548_ymin11135_MPP-0.2500.png',\n",
       " 'TCGA-BH-A0RX-DX1_xmin69099_ymin22327_MPP-0.2500.png',\n",
       " 'TCGA-A2-A0YE-DX1_xmin59206_ymin33505_MPP-0.2500.png',\n",
       " 'TCGA-C8-A3M7-DX1_xmin41677_ymin66930_MPP-0.2500.png',\n",
       " 'TCGA-GM-A2DB-DX1_xmin50586_ymin43110_MPP-0.2500.png',\n",
       " 'TCGA-D8-A27M-DX1_xmin54473_ymin16109_MPP-0.2500.png',\n",
       " 'TCGA-E2-A150-DX1_xmin42083_ymin62113_MPP-0.2500.png',\n",
       " 'TCGA-OL-A5D7-DX1_xmin114443_ymin22490_MPP-0.2500.png',\n",
       " 'TCGA-EW-A6SB-DX1_xmin34625_ymin56578_MPP-0.2500.png',\n",
       " 'TCGA-BH-A0WA-DX1_xmin56581_ymin24774_MPP-0.2500.png',\n",
       " 'TCGA-E2-A1LS-DX1_xmin39247_ymin47756_MPP-0.2500.png',\n",
       " 'TCGA-AR-A2LH-DX1_xmin78480_ymin42305_MPP-0.2500.png',\n",
       " 'TCGA-S3-AA10-DX1_xmin43039_ymin23986_MPP-0.2500.png',\n",
       " 'TCGA-D8-A1JG-DX1_xmin15677_ymin69205_MPP-0.2500.png',\n",
       " 'TCGA-E2-A14N-DX1_xmin21383_ymin66838_MPP-0.2500.png',\n",
       " 'TCGA-A8-A07O-DX1_xmin11777_ymin16227_MPP-0.2500.png',\n",
       " 'TCGA-AO-A1KR-DX1_xmin19591_ymin37667_MPP-0.2500.png',\n",
       " 'TCGA-LL-A441-DX1_xmin82006_ymin43121_MPP-0.2500.png',\n",
       " 'TCGA-EW-A1P7-DX1_xmin9808_ymin46395_MPP-0.2500.png',\n",
       " 'TCGA-C8-A26X-DX1_xmin8990_ymin27544_MPP-0.2500.png',\n",
       " 'TCGA-A2-A0YM-DX1_xmin44520_ymin66915_MPP-0.2500.png',\n",
       " 'TCGA-AR-A1AY-DX1_xmin62652_ymin27061_MPP-0.2500.png',\n",
       " 'TCGA-EW-A1P8-DX1_xmin15520_ymin26381_MPP-0.2500.png',\n",
       " 'TCGA-AR-A0TU-DX1_xmin88352_ymin23098_MPP-0.2500.png',\n",
       " 'TCGA-OL-A66I-DX1_xmin38433_ymin22957_MPP-0.2500.png',\n",
       " 'TCGA-HN-A2NL-DX1_xmin11931_ymin5764_MPP-0.2500.png',\n",
       " 'TCGA-LL-A73Y-DX1_xmin68117_ymin49445_MPP-0.2500.png',\n",
       " 'TCGA-A2-A04T-DX1_xmin72145_ymin39078_MPP-0.2500.png',\n",
       " 'TCGA-C8-A26Y-DX1_xmin29748_ymin36769_MPP-0.2500.png',\n",
       " 'TCGA-AN-A0AL-DX1_xmin15698_ymin29806_MPP-0.2500.png',\n",
       " 'TCGA-AR-A1AR-DX1_xmin12708_ymin29100_MPP-0.2500.png',\n",
       " 'TCGA-GM-A2DD-DX1_xmin47260_ymin22408_MPP-0.2500.png',\n",
       " 'TCGA-S3-AA15-DX1_xmin55486_ymin28926_MPP-0.2500.png',\n",
       " 'TCGA-AR-A1AI-DX1_xmin38671_ymin10616_MPP-0.2500.png',\n",
       " 'TCGA-A7-A0DA-DX1_xmin43731_ymin18175_MPP-0.2500.png',\n",
       " 'TCGA-E2-A1LL-DX1_xmin5783_ymin22777_MPP-0.2500.png',\n",
       " 'TCGA-AC-A2QJ-DX1_xmin36620_ymin8672_MPP-0.2500.png',\n",
       " 'TCGA-EW-A1PH-DX1_xmin3455_ymin52049_MPP-0.2500.png',\n",
       " 'TCGA-BH-A18V-DX1_xmin50030_ymin48454_MPP-0.2500.png',\n",
       " 'TCGA-A7-A6VW-DX1_xmin69350_ymin15716_MPP-0.2500.png',\n",
       " 'TCGA-A7-A26G-DX1_xmin77919_ymin10728_MPP-0.2500.png',\n",
       " 'TCGA-A2-A3XU-DX1_xmin33329_ymin26157_MPP-0.2500.png',\n",
       " 'TCGA-AR-A5QQ-DX1_xmin107130_ymin49863_MPP-0.2500.png',\n",
       " 'TCGA-E9-A5FL-DX1_xmin45595_ymin47283_MPP-0.2500.png',\n",
       " 'TCGA-AR-A0U1-DX1_xmin63681_ymin24922_MPP-0.2500.png',\n",
       " 'TCGA-A2-A3XT-DX1_xmin83566_ymin29931_MPP-0.2500.png',\n",
       " 'TCGA-EW-A1PB-DX1_xmin57214_ymin25940_MPP-0.2500.png',\n",
       " 'TCGA-AR-A1AQ-DX1_xmin18171_ymin38296_MPP-0.2500.png',\n",
       " 'TCGA-A7-A6VY-DX1_xmin7308_ymin29955_MPP-0.2500.png',\n",
       " 'TCGA-AN-A0AT-DX1_xmin31171_ymin35756_MPP-0.2500.png',\n",
       " 'TCGA-BH-A0E0-DX1_xmin16640_ymin43761_MPP-0.2500.png',\n",
       " 'TCGA-AQ-A04J-DX1_xmin64631_ymin12074_MPP-0.2500.png',\n",
       " 'TCGA-D8-A143-DX1_xmin52429_ymin19478_MPP-0.2500.png',\n",
       " 'TCGA-A2-A0ST-DX1_xmin109446_ymin18274_MPP-0.2500.png',\n",
       " 'TCGA-GI-A2C9-DX1_xmin20882_ymin11843_MPP-0.2500.png',\n",
       " 'TCGA-EW-A1P4-DX1_xmin17256_ymin35430_MPP-0.2500.png',\n",
       " 'TCGA-A7-A26I-DX1_xmin9689_ymin25668_MPP-0.2500.png',\n",
       " 'TCGA-BH-A0BG-DX1_xmin64019_ymin24975_MPP-0.2500.png',\n",
       " 'TCGA-AR-A0U4-DX1_xmin41141_ymin69786_MPP-0.2500.png',\n",
       " 'TCGA-E2-A14R-DX1_xmin7751_ymin59308_MPP-0.2500.png',\n",
       " 'TCGA-BH-A0E6-DX1_xmin54786_ymin20002_MPP-0.2500.png',\n",
       " 'TCGA-AO-A129-DX1_xmin37502_ymin12501_MPP-0.2500.png',\n",
       " 'TCGA-A7-A4SD-DX1_xmin53807_ymin11871_MPP-0.2500.png',\n",
       " 'TCGA-A8-A07C-DX1_xmin23538_ymin17397_MPP-0.2500.png',\n",
       " 'TCGA-C8-A1HJ-DX1_xmin46412_ymin17174_MPP-0.2500.png',\n",
       " 'TCGA-BH-A42U-DX1_xmin72053_ymin88645_MPP-0.2500.png',\n",
       " 'TCGA-A2-A3XY-DX1_xmin76297_ymin35510_MPP-0.2500.png',\n",
       " 'TCGA-A7-A26F-DX1_xmin72969_ymin11489_MPP-0.2500.png',\n",
       " 'TCGA-A7-A4SE-DX1_xmin50530_ymin11318_MPP-0.2500.png',\n",
       " 'TCGA-D8-A142-DX1_xmin62151_ymin41337_MPP-0.2500.png',\n",
       " 'TCGA-A2-A0T0-DX1_xmin72865_ymin59458_MPP-0.2500.png',\n",
       " 'TCGA-A2-A0D2-DX1_xmin96887_ymin22299_MPP-0.2500.png',\n",
       " 'TCGA-AO-A124-DX1_xmin16436_ymin1748_MPP-0.2500.png',\n",
       " 'TCGA-A2-A0SX-DX1_xmin53791_ymin56683_MPP-0.2500.png',\n",
       " 'TCGA-E2-A1L7-DX1_xmin51554_ymin15424_MPP-0.2500.png',\n",
       " 'TCGA-OL-A97C-DX1_xmin68058_ymin32495_MPP-0.2500.png',\n",
       " 'TCGA-EW-A3U0-DX1_xmin113512_ymin48566_MPP-0.2500.png',\n",
       " 'TCGA-BH-A0B3-DX1_xmin82526_ymin42184_MPP-0.2500.png',\n",
       " 'TCGA-A2-A3XX-DX1_xmin69942_ymin41560_MPP-0.2500.png',\n",
       " 'TCGA-AR-A256-DX1_xmin41577_ymin17076_MPP-0.2500.png',\n",
       " 'TCGA-E2-A1AZ-DX1_xmin50286_ymin17075_MPP-0.2500.png',\n",
       " 'TCGA-BH-A18G-DX1_xmin16831_ymin497_MPP-0.2500.png',\n",
       " 'TCGA-E2-A573-DX1_xmin59666_ymin56141_MPP-0.2500.png',\n",
       " 'TCGA-OL-A5RW-DX1_xmin5772_ymin6839_MPP-0.2500.png',\n",
       " 'TCGA-OL-A66P-DX1_xmin30143_ymin20310_MPP-0.2500.png',\n",
       " 'TCGA-A2-A0CM-DX1_xmin18562_ymin56852_MPP-0.2500.png',\n",
       " 'TCGA-E2-A1LK-DX1_xmin75611_ymin27593_MPP-0.2500.png',\n",
       " 'TCGA-D8-A1JL-DX1_xmin39765_ymin24835_MPP-0.2500.png',\n",
       " 'TCGA-A7-A0CE-DX1_xmin58461_ymin18750_MPP-0.2500.png',\n",
       " 'TCGA-E2-A1LI-DX1_xmin44715_ymin18434_MPP-0.2500.png',\n",
       " 'TCGA-EW-A1P1-DX1_xmin50567_ymin38988_MPP-0.2500.png',\n",
       " 'TCGA-BH-A0BL-DX1_xmin25219_ymin42847_MPP-0.2500.png',\n",
       " 'TCGA-D8-A27F-DX1_xmin98787_ymin6725_MPP-0.2500.png',\n",
       " 'TCGA-AO-A0J2-DX1_xmin33561_ymin14515_MPP-0.2500.png',\n",
       " 'TCGA-C8-A12V-DX1_xmin11056_ymin54401_MPP-0.2500.png',\n",
       " 'TCGA-D8-A13Z-DX1_xmin30985_ymin49337_MPP-0.2500.png']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "data_dir = data_directory + '0_Public-data-Amgad2019_0.25MPP/masks/'\n",
    "os.listdir(data_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "af22dcc4",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = data_directory + '0_Public-data-Amgad2019_0.25MPP/images/'\n",
    "lis = os.listdir(data_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a533f1d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "151"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(lis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bbba64d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "label = Image.open(data_directory+'0_Public-data-Amgad2019_0.25MPP/masks/TCGA-A1-A0SP-DX1_xmin6798_ymin53719_MPP-0.2500.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bd1b25f9-c16a-41da-b9ed-8a97402f9163",
   "metadata": {},
   "outputs": [],
   "source": [
    "label = np.asarray(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e69bdbd6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "aedb4c98-2298-4550-a5c7-763654f9fd3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3, 4, 9], dtype=uint8)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2ea83679-4cd2-489b-9664-809e84ad9685",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Output saved by overwring previous file at ../../samples/bcss_labels.png.\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=3394x2467>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%capture_img --path \"../../samples/bcss_labels.png\"\n",
    "Image.fromarray((label*20).astype(np.uint8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f3576abc-4f6f-46d4-80a0-1c6b99991cb2",
   "metadata": {},
   "outputs": [],
   "source": [
    "label_small =Image.open('/home/ubuntu/thesis/data/BCSS/0_Public-data-Amgad2019_0.25MPP/masks_patched_1024/TCGA-A1-A0SK-DX1_xmin45749_ymin25055_MPP-0_0_0.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a6fb9eb6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3, 4, 9], dtype=uint8)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(label_small)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bb7cf6ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=1024x1024>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.fromarray((np.array(label_small)*20).astype(np.uint8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4cdc2318",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}