plotLoss_experiment.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import tensorflow as tf\n",
    "import torchvision\n",
    "import torch\n",
    "import lightning.pytorch as pl\n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    "from src.model.full_model import SubCellProtModel,SubCellProtModel_bce\n",
    "from src.utils.data_handling_utils import initialize_datasets, Retrieval_Data\n",
    "from src.utils.batch_run_utils import batch_call, get_cell_lines_of_interest, get_isoforms_of_interest, construct_embedding_df\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "import pandas as pd\n",
    "import os\n",
    "import time\n",
    "from enum import Enum\n",
    "import pdb\n",
    "import pickle\n",
    "import math\n",
    "from src.dataset.dataset import SubCellDatset, DatasetType, CLASSES\n",
    "from PIL import Image\n",
    "\n",
    "import sklearn\n",
    "import sklearn.ensemble\n",
    "import sklearn.neighbors\n",
    "import seaborn as sns\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "from skimage.transform import resize\n",
    "from skimage.filters import threshold_otsu\n",
    "from skimage.filters import gaussian\n",
    "from skimage.measure import label\n",
    "from skimage.segmentation import clear_border\n",
    "from skimage.morphology import remove_small_objects, remove_small_holes\n",
    "from skimage.exposure import rescale_intensity\n",
    "from scipy.ndimage import center_of_mass\n",
    "from pymongo import MongoClient"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## File locations / hyperparameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "proteinnames=['EIF4G1-218','DDIT3-202','N4BP2-201','CHID1-201','COPA-208','ATP13A5-201','MESD-201','RBM23-203','PSME3IP1-217']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "proteinInput={}\n",
    "\n",
    "with MongoClient(maxPoolSize=500) as client:\n",
    "    for p in proteinnames:\n",
    "        splice_isoforms_collection = client.hpa.splice_isoforms\n",
    "        isoform_data = list(\n",
    "            splice_isoforms_collection.find(\n",
    "                {\"_id\": p}\n",
    "            )\n",
    "        )[0]\n",
    "\n",
    "        proteinInput[p.split('-')[0]]=(pickle.loads(isoform_data[\"esm2_representation\"][\"binary\"]),isoform_data[\"length\"]) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "COLLECTION_NAME = \"splice_isoform_no_split_2\"\n",
    "MODEL_CHECKPOINT='checkpoints/splice_isoform_dataset_cell_line_and_gene_split_full-epoch=01-val_combined_loss=0.18.ckpt'\n",
    "loaded_model = SubCellProtModel().load_from_checkpoint(\n",
    "    MODEL_CHECKPOINT,\n",
    "    collection_name=COLLECTION_NAME,\n",
    "    batch_size=32,\n",
    ")\n",
    "loaded_model=loaded_model.double()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "targetSize=128\n",
    "targetPixelSize=0.08*4\n",
    "\n",
    "expPixelSize=0.1\n",
    "expSize=targetPixelSize*targetSize/expPixelSize\n",
    "scaleFactor=expPixelSize/targetPixelSize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "expDataDir='2024-03-06_HPA_proLoc/'\n",
    "savedir=os.path.join(expDataDir,'result_imgNorm')\n",
    "if not os.path.exists(savedir):\n",
    "    os.mkdir(savedir)\n",
    "from imaris_ims_file_reader.ims import ims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_patch(stain, c1, c2, c3, c4,filter_low_values,percentileNorm):\n",
    "    if not percentileNorm:\n",
    "        stain=rescale_intensity(stain[c1:c2, c3:c4].astype(np.float32), out_range=(0, 1))\n",
    "    else:\n",
    "        thresh=np.percentile(stain[c1:c2, c3:c4],99.5)\n",
    "        stain=np.copy(stain[c1:c2, c3:c4])\n",
    "        stain[stain>thresh]=thresh\n",
    "        stain=rescale_intensity(stain, out_range=(0, 1))\n",
    "    stain[stain < filter_low_values] = 0\n",
    "    return stain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getXstack_imgNorm(imgPath,scaleFactor,filter_low_values=0.19,percentileNorm=False,imgThresh=99.97,ifLogScale=False):\n",
    "    testImg=ims(imgPath)\n",
    "    testImg_dapi=np.max(testImg[0,2],axis=0)+0.1\n",
    "    testImg_target=np.max(testImg[0,3],axis=0)+0.1\n",
    "    testImg_tub=np.max(testImg[0,0],axis=0)+0.1\n",
    "    testImg_er=np.max(testImg[0,1],axis=0)+0.1\n",
    "    #log\n",
    "    if ifLogScale:\n",
    "        testImg_dapi=np.log(testImg_dapi)\n",
    "        testImg_target=np.log(testImg_target)\n",
    "        testImg_tub=np.log(testImg_tub)\n",
    "        testImg_er=np.log(testImg_er)\n",
    "    \n",
    "    #norm entire image\n",
    "    testImg_dapi_thresh=np.percentile(testImg_dapi,imgThresh)\n",
    "    testImg_dapi[testImg_dapi>testImg_dapi_thresh]=testImg_dapi_thresh\n",
    "    testImg_er_thresh=np.percentile(testImg_er,imgThresh)\n",
    "    testImg_er[testImg_er>testImg_er_thresh]=testImg_er_thresh\n",
    "    testImg_tub_thresh=np.percentile(testImg_tub,imgThresh)\n",
    "    testImg_tub[testImg_tub>testImg_tub_thresh]=testImg_tub_thresh\n",
    "    testImg_target_thresh=np.percentile(testImg_target,imgThresh)\n",
    "    testImg_target[testImg_target>testImg_target_thresh]=testImg_target_thresh\n",
    "    \n",
    "    testImg_dapi=rescale_intensity(testImg_dapi,out_range=(0,1))\n",
    "    testImg_outSize=int(scaleFactor*testImg_dapi.shape[0])\n",
    "    testImg_dapi=resize(testImg_dapi,(testImg_outSize,testImg_outSize))\n",
    "    testImg_target=resize(testImg_target,(testImg_outSize,testImg_outSize))\n",
    "    testImg_tub=resize(testImg_tub,(testImg_outSize,testImg_outSize))\n",
    "    testImg_er=resize(testImg_er,(testImg_outSize,testImg_outSize))\n",
    "    \n",
    "    min_nuc_size = 100\n",
    "    val = threshold_otsu(testImg_dapi)\n",
    "    smoothed_nuclei = gaussian(testImg_dapi, sigma=5.0)\n",
    "    binary_nuclei = smoothed_nuclei > val\n",
    "    binary_nuclei = remove_small_holes(binary_nuclei, area_threshold=300)\n",
    "    labeled_nuclei = label(binary_nuclei)\n",
    "    labeled_nuclei = clear_border(labeled_nuclei)\n",
    "    labeled_nuclei = remove_small_objects(labeled_nuclei, min_size=min_nuc_size)\n",
    "\n",
    "    validCount=0\n",
    "    X_landmarks=np.zeros((np.max(labeled_nuclei),3,targetSize,targetSize))\n",
    "    y_true=np.zeros((np.max(labeled_nuclei),targetSize,targetSize))\n",
    "    # Iterate through each nuclei and get their centers (if the object is valid)\n",
    "    for i in range(1, np.max(labeled_nuclei)):\n",
    "        current_nuc = labeled_nuclei == i\n",
    "        if np.sum(current_nuc) > min_nuc_size:\n",
    "            y, x = center_of_mass(current_nuc)\n",
    "            x = int(x)\n",
    "            y = int(y)\n",
    "\n",
    "            c1 = y - targetSize // 2  # cropsize\n",
    "            c2 = y + targetSize // 2\n",
    "            c3 = x - targetSize // 2\n",
    "            c4 = x + targetSize // 2\n",
    "\n",
    "            if (\n",
    "                c1 < 0\n",
    "                or c3 < 0\n",
    "                or c2 > testImg_dapi.shape[0]\n",
    "                or c4 > testImg_dapi.shape[1]\n",
    "            ):\n",
    "                pass\n",
    "            else:\n",
    "\n",
    "                X_landmarks[validCount,0] = process_patch(testImg_dapi, c1, c2, c3, c4,filter_low_values,percentileNorm)\n",
    "                X_landmarks[validCount,1] = process_patch(testImg_tub, c1, c2, c3, c4,filter_low_values,percentileNorm)\n",
    "                X_landmarks[validCount,2] = process_patch(testImg_er, c1, c2, c3, c4,filter_low_values,percentileNorm)\n",
    "                y_true[validCount]=process_patch(testImg_target, c1, c2, c3, c4,0,percentileNorm)\n",
    "                validCount+=1\n",
    "    X_landmarks=X_landmarks[:validCount]\n",
    "    y_true=y_true[:validCount]           \n",
    "    return X_landmarks,y_true"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GAMG_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.07.10\n",
      "GAMG\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.07.10.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.07.10.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.07.10.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.07.10.ims \n",
      "\n",
      "0.02878582059852476\n",
      "GAMG_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.57.14\n",
      "GAMG\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.57.14.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.57.14.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.57.14.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.57.14.ims \n",
      "\n",
      "0.031889607692182256\n",
      "Hela_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.36.22\n",
      "Hela\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.36.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.36.22.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.36.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.36.22.ims \n",
      "\n",
      "HEK_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.53.01\n",
      "HEK\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.53.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.53.01.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.53.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.53.01.ims \n",
      "\n",
      "0.02156947663931946\n",
      "MCF7_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.22.47\n",
      "MCF7\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.22.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.22.47.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.22.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.22.47.ims \n",
      "\n",
      "0.01567386295818363\n",
      "Hela_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.41.55\n",
      "Hela\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.41.55.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.41.55.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.41.55.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.41.55.ims \n",
      "\n",
      "0.023469380900840716\n",
      "HEK_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.48.29\n",
      "HEK\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.48.29.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.48.29.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.48.29.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.48.29.ims \n",
      "\n",
      "0.020252934530690273\n",
      "A375_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.17.11\n",
      "A375\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.17.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.17.11.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.17.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.17.11.ims \n",
      "\n",
      "0.017407230527776128\n",
      "Hela_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.12.21\n",
      "Hela\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.12.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.12.21.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.12.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.12.21.ims \n",
      "\n",
      "0.016814627963755907\n",
      "A375_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.30.20\n",
      "A375\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.30.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.30.20.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.30.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.30.20.ims \n",
      "\n",
      "0.025138705084427296\n",
      "Hela_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_17.40.50\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_17.40.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_17.40.50.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_17.40.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_17.40.50.ims \n",
      "\n",
      "0.024455890749190808\n",
      "A375_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.37.34\n",
      "A375\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.37.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.37.34.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.37.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.37.34.ims \n",
      "\n",
      "0.042448135803276554\n",
      "Hela_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.42.58\n",
      "Hela\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.42.58.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.42.58.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.42.58.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.42.58.ims \n",
      "\n",
      "0.03721924018342546\n",
      "A375_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.32.31\n",
      "A375\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.32.31.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.32.31.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.32.31.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.32.31.ims \n",
      "\n",
      "0.024924732209856488\n",
      "A375_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.10.48\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.10.48.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.10.48.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.10.48.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.10.48.ims \n",
      "\n",
      "0.02616254232344644\n",
      "HEK_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.00.44\n",
      "HEK\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.00.44.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.00.44.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.00.44.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.00.44.ims \n",
      "\n",
      "0.019649279832446073\n",
      "Hela_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.13.24\n",
      "Hela\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.13.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.13.24.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.13.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.13.24.ims \n",
      "\n",
      "0.01745970211646126\n",
      "HEK_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.53.26\n",
      "HEK\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.53.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.53.26.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.53.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.53.26.ims \n",
      "\n",
      "0.03717554798140846\n",
      "Hela_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_17.47.22\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_17.47.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_17.47.22.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_17.47.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_17.47.22.ims \n",
      "\n",
      "0.022831233983364115\n",
      "A375_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.32.01\n",
      "A375\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.32.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.32.01.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.32.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.32.01.ims \n",
      "\n",
      "0.020122253016342927\n",
      "HEK_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.46.59\n",
      "HEK\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.46.59.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.46.59.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.46.59.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.46.59.ims \n",
      "\n",
      "0.01704622305347439\n",
      "A375_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.26.40\n",
      "A375\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.26.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.26.40.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.26.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.26.40.ims \n",
      "\n",
      "0.019973281456591795\n",
      "Hela_0_bg_Z-stack_HF_01_2024-03-06_YunHao_17.49.54\n",
      "Hela\n",
      "bg\n",
      "Hela_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.38.31\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.38.31.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.38.31.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.38.31.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.38.31.ims \n",
      "\n",
      "0.02210007185282709\n",
      "MFC7_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.11.47\n",
      "MFC7\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.11.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.11.47.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.11.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.11.47.ims \n",
      "\n",
      "0.01951768735231784\n",
      "GAMG_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.02.14\n",
      "GAMG\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.02.14.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.02.14.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.02.14.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.02.14.ims \n",
      "\n",
      "0.02203687225236453\n",
      "GAMG_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_01.02.01\n",
      "GAMG\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_01.02.01.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_01.02.01.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_01.02.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_01.02.01.ims \n",
      "\n",
      "0.04149936038388578\n",
      "Hela_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.38.34\n",
      "Hela\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.38.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.38.34.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.38.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.38.34.ims \n",
      "\n",
      "0.01333806573221441\n",
      "A375_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.21.31\n",
      "A375\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.21.31.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.21.31.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.21.31.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.21.31.ims \n",
      "\n",
      "0.01116600299092611\n",
      "A375_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.29.06\n",
      "A375\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.29.06.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.29.06.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.29.06.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.29.06.ims \n",
      "\n",
      "0.02891677417115426\n",
      "Hela_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.41.54\n",
      "Hela\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.41.54.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.41.54.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.41.54.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.41.54.ims \n",
      "\n",
      "0.013926743765479753\n",
      "HEK_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.08.43\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.08.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.08.43.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.08.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.08.43.ims \n",
      "\n",
      "0.028201480230178697\n",
      "A375_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.26.17\n",
      "A375\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.26.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.26.17.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.26.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.26.17.ims \n",
      "\n",
      "0.04567128035804745\n",
      "MCF7_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.26.16\n",
      "MCF7\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.26.16.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.26.16.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.26.16.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.26.16.ims \n",
      "\n",
      "0.058279837261139236\n",
      "A375_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.34.03\n",
      "A375\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.34.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.34.03.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.34.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.34.03.ims \n",
      "\n",
      "0.023774735892794708\n",
      "A375_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.38.42\n",
      "A375\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.38.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.38.42.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.38.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.38.42.ims \n",
      "\n",
      "0.04518828102855999\n",
      "Hela_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.35.35\n",
      "Hela\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.35.35.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.35.35.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.35.35.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.35.35.ims \n",
      "\n",
      "0.014812205393797453\n",
      "Hela_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.14.22\n",
      "Hela\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.14.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.14.22.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.14.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.14.22.ims \n",
      "\n",
      "0.04158179073682112\n",
      "Hela_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.23.30\n",
      "Hela\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.23.30.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.23.30.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.23.30.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.23.30.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.04558040269511809\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.43.09\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.43.09.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.43.09.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.43.09.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.43.09.ims \n",
      "\n",
      "0.018807271743119507\n",
      "MCF7_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.37.05\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.37.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.37.05.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.37.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.37.05.ims \n",
      "\n",
      "0.02844288983134946\n",
      "MCF7_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.19.03\n",
      "MCF7\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.19.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.19.03.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.19.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.19.03.ims \n",
      "\n",
      "0.015248771298115249\n",
      "Hela_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.39.57\n",
      "Hela\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.39.57.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.39.57.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.39.57.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.39.57.ims \n",
      "\n",
      "0.014167739410978675\n",
      "HEK_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.51.56\n",
      "HEK\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.51.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.51.56.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.51.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.51.56.ims \n",
      "\n",
      "0.04303716833713534\n",
      "MCF7_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.43.55\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.43.55.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.43.55.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.43.55.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.43.55.ims \n",
      "\n",
      "0.018538080907345527\n",
      "Hela_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.21.00\n",
      "Hela\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.21.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.21.00.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.21.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.21.00.ims \n",
      "\n",
      "0.027426380026243008\n",
      "Hela_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.37.19\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.37.19.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.37.19.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.37.19.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.37.19.ims \n",
      "\n",
      "0.029218103645191444\n",
      "Hela_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.43.13\n",
      "Hela\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.43.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.43.13.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.43.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.43.13.ims \n",
      "\n",
      "0.020770489185347192\n",
      "MCF7_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.23.56\n",
      "MCF7\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.23.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.23.56.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.23.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.23.56.ims \n",
      "\n",
      "0.021858483041698688\n",
      "HEK_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.01.26\n",
      "HEK\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.01.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.01.26.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.01.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.01.26.ims \n",
      "\n",
      "0.020353781904765843\n",
      "Hela_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.13.26\n",
      "Hela\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.13.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.13.26.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.13.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.13.26.ims \n",
      "\n",
      "0.007652219749084302\n",
      "HEK_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.01.40\n",
      "HEK\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.01.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.01.40.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.01.40.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.01.40.ims \n",
      "\n",
      "0.01626996025044606\n",
      "A375_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.26.02\n",
      "A375\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.26.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.26.02.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.26.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.26.02.ims \n",
      "\n",
      "0.013643098443096706\n",
      "A375_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.31.23\n",
      "A375\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.31.23.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.31.23.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.31.23.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.31.23.ims \n",
      "\n",
      "0.03067256694259792\n",
      "MCF7_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.30.49\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.30.49.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.30.49.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.30.49.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.30.49.ims \n",
      "\n",
      "0.03402321645863616\n",
      "MCF7_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.43.04\n",
      "MCF7\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.43.04.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.43.04.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.43.04.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.43.04.ims \n",
      "\n",
      "0.03318485359902698\n",
      "GAMG_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.51.17\n",
      "GAMG\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.51.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.51.17.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.51.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.51.17.ims \n",
      "\n",
      "0.027773377059711467\n",
      "HEK_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.03.42\n",
      "HEK\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.03.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.03.42.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.03.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.03.42.ims \n",
      "\n",
      "0.04850714204017127\n",
      "HEK_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.10.34\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.10.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.10.34.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.10.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.10.34.ims \n",
      "\n",
      "0.02897253409631999\n",
      "A375_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.39.44\n",
      "A375\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.39.44.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.39.44.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.39.44.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.39.44.ims \n",
      "\n",
      "0.05903940516220051\n",
      "HEK_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.07.06\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.07.06.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.07.06.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.07.06.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.07.06.ims \n",
      "\n",
      "0.030482246035911213\n",
      "A375_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.23.15\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.23.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.23.15.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.23.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.23.15.ims \n",
      "\n",
      "0.02347573094466139\n",
      "A375_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.32.44\n",
      "A375\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.32.44.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.32.44.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.32.44.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.32.44.ims \n",
      "\n",
      "0.015806814647895826\n",
      "HEK_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.52.03\n",
      "HEK\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.52.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.52.03.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.52.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.52.03.ims \n",
      "\n",
      "0.03826330457742685\n",
      "MCF7_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.52.40\n",
      "MCF7\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.52.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.52.40.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.52.40.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.52.40.ims \n",
      "\n",
      "0.039146149632340956\n",
      "A375_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.27.25\n",
      "A375\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.27.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.27.25.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.27.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.27.25.ims \n",
      "\n",
      "0.018842636552318052\n",
      "Hela_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.14.32\n",
      "Hela\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.14.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.14.32.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.14.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.14.32.ims \n",
      "\n",
      "0.019320759362746517\n",
      "GAMG_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.08.24\n",
      "GAMG\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.08.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.08.24.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.08.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.08.24.ims \n",
      "\n",
      "0.02669975473613725\n",
      "MCF7_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.45.22\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.45.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.45.22.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.45.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.45.22.ims \n",
      "\n",
      "0.02051314216327872\n",
      "HEK_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.03.05\n",
      "HEK\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.03.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.03.05.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.03.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.03.05.ims \n",
      "\n",
      "0.03605282231261014\n",
      "Hela_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.36.32\n",
      "Hela\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.36.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.36.32.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.36.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.36.32.ims \n",
      "\n",
      "0.013823925852824092\n",
      "MCF7_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.17.33\n",
      "MCF7\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.17.33.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.17.33.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.17.33.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.17.33.ims \n",
      "\n",
      "0.018305803152793936\n",
      "Hela_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.22.07\n",
      "Hela\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.22.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.22.07.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.22.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.22.07.ims \n",
      "\n",
      "0.034798972448378034\n",
      "A375_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.36.22\n",
      "A375\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.36.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.36.22.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.36.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.36.22.ims \n",
      "\n",
      "0.0417090380675649\n",
      "GAMG_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.05.28\n",
      "GAMG\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.05.28.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.05.28.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.05.28.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.05.28.ims \n",
      "\n",
      "0.035694925987629356\n",
      "GAMG_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.00.42\n",
      "GAMG\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.00.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.00.42.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.00.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.00.42.ims \n",
      "\n",
      "0.023559451632180692\n",
      "Hela_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.44.42\n",
      "Hela\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.44.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.44.42.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.44.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.44.42.ims \n",
      "\n",
      "0.02572257014065265\n",
      "HEK_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.05.34\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.05.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.05.34.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.05.34.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.05.34.ims \n",
      "\n",
      "0.027954619807146353\n",
      "HEK_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.06.32\n",
      "HEK\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.06.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.06.32.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.06.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.06.32.ims \n",
      "\n",
      "0.02255297733929026\n",
      "MCF7_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.40.03\n",
      "MCF7\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.40.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.40.03.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.40.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.40.03.ims \n",
      "\n",
      "0.03503231904441832\n",
      "MCF7_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.10.37\n",
      "MCF7\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.10.37.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.10.37.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.10.37.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.10.37.ims \n",
      "\n",
      "0.016215618055055708\n",
      "MFC7_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.18.05\n",
      "MFC7\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.18.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.18.05.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.18.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.18.05.ims \n",
      "\n",
      "0.01919374935541158\n",
      "GAMG_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.48.51\n",
      "GAMG\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.48.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.48.51.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.48.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.48.51.ims \n",
      "\n",
      "0.015664057838929428\n",
      "A375_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.30.24\n",
      "A375\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.30.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.30.24.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.30.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.30.24.ims \n",
      "\n",
      "0.018234314027885522\n",
      "MFC7_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.10.21\n",
      "MFC7\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.10.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.10.21.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.10.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.10.21.ims \n",
      "\n",
      "0.0375208683370256\n",
      "A375_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.26.53\n",
      "A375\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.26.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.26.53.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.26.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.26.53.ims \n",
      "\n",
      "0.03040648349758009\n",
      "MFC7_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.15.43\n",
      "MFC7\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.15.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.15.43.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.15.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.15.43.ims \n",
      "\n",
      "0.03325765965468783\n",
      "A375_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.39.22\n",
      "A375\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.39.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.39.22.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.39.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.39.22.ims \n",
      "\n",
      "0.02416208444351053\n",
      "MCF7_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.27.33\n",
      "MCF7\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.27.33.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.27.33.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.27.33.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.27.33.ims \n",
      "\n",
      "0.017836316913112143\n",
      "Hela_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.37.32\n",
      "Hela\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.37.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.37.32.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.37.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.37.32.ims \n",
      "\n",
      "0.020891943283625786\n",
      "Hela_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.40.39\n",
      "Hela\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.40.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.40.39.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.40.39.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.40.39.ims \n",
      "\n",
      "0.021721369474923157\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.46.19\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.46.19.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.46.19.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.46.19.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.46.19.ims \n",
      "\n",
      "0.018066581278476997\n",
      "MCF7_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.41.38\n",
      "MCF7\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.41.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.41.38.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.41.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.41.38.ims \n",
      "\n",
      "0.03613735019600478\n",
      "MCF7_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.55.51\n",
      "MCF7\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.55.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.55.51.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.55.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.55.51.ims \n",
      "\n",
      "0.020517774070145794\n",
      "HEK_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.02.26\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.02.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.02.26.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.02.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.02.26.ims \n",
      "\n",
      "0.026735353934142635\n",
      "GAMG_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_20.57.08\n",
      "GAMG\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_20.57.08.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_20.57.08.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_20.57.08.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_20.57.08.ims \n",
      "\n",
      "0.021772561769420225\n",
      "HEK_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.49.03\n",
      "HEK\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.49.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.49.03.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.49.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.49.03.ims \n",
      "\n",
      "0.0378382572928994\n",
      "Hela_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.48.47\n",
      "Hela\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.48.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.48.47.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.48.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.48.47.ims \n",
      "\n",
      "0.02893889639407486\n",
      "A375_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.15.56\n",
      "A375\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.15.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.15.56.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.15.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.15.56.ims \n",
      "\n",
      "0.01591449261365883\n",
      "GAMG_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_23.00.00\n",
      "GAMG\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_23.00.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_23.00.00.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_23.00.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_23.00.00.ims \n",
      "\n",
      "0.06410596543410572\n",
      "A375_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.26.15\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.26.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.26.15.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.26.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.26.15.ims \n",
      "\n",
      "0.02228018984055842\n",
      "GAMG_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.49.41\n",
      "GAMG\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.49.41.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.49.41.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.49.41.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.49.41.ims \n",
      "\n",
      "0.029212945395768297\n",
      "GAMG_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.02.37\n",
      "GAMG\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.02.37.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.02.37.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.02.37.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.02.37.ims \n",
      "\n",
      "0.018012056522713413\n",
      "HEK_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.50.18\n",
      "HEK\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.50.18.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.50.18.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.50.18.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.50.18.ims \n",
      "\n",
      "0.039797072418308384\n",
      "HEK_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.04.56\n",
      "HEK\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.04.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.04.56.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.04.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.04.56.ims \n",
      "\n",
      "0.0198922477221988\n",
      "GAMG_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.50.36\n",
      "GAMG\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.50.36.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.50.36.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.50.36.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.50.36.ims \n",
      "\n",
      "0.028245077082547004\n",
      "GAMG_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.12.21\n",
      "GAMG\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.12.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.12.21.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.12.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.12.21.ims \n",
      "\n",
      "0.028050505923285524\n",
      "MCF7_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.42.20\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.42.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.42.20.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.42.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.42.20.ims \n",
      "\n",
      "0.023326622301400493\n",
      "MCF7_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.15.00\n",
      "MCF7\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.15.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.15.00.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.15.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.15.00.ims \n",
      "\n",
      "0.01917292172305242\n",
      "A375_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.30.52\n",
      "A375\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.30.52.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.30.52.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.30.52.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.30.52.ims \n",
      "\n",
      "0.028708120951998994\n",
      "MCF7_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.20.30\n",
      "MCF7\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.20.30.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.20.30.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.20.30.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.20.30.ims \n",
      "\n",
      "0.02245425633342336\n",
      "MCF7_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.41.33\n",
      "MCF7\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.41.33.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.41.33.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.41.33.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.41.33.ims \n",
      "\n",
      "0.026994284552917774\n",
      "A375_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.08.10\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.08.10.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.08.10.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.08.10.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.08.10.ims \n",
      "\n",
      "0.017496944713118984\n",
      "Hela_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.41.43\n",
      "Hela\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.41.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.41.43.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.41.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.41.43.ims \n",
      "\n",
      "0.03472742077677599\n",
      "Hela_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.41.17\n",
      "Hela\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.41.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.41.17.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.41.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.41.17.ims \n",
      "\n",
      "0.018564208455641308\n",
      "Hela_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_17.42.23\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_17.42.23.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_17.42.23.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_17.42.23.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_17.42.23.ims \n",
      "\n",
      "0.024487964303477414\n",
      "MCF7_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.12.17\n",
      "MCF7\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.12.17.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.12.17.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.12.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.12.17.ims \n",
      "\n",
      "0.01631156875782583\n",
      "HEK_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.04.50\n",
      "HEK\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.04.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.04.50.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.04.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.04.50.ims \n",
      "\n",
      "0.044649639824010726\n",
      "HEK_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_19.59.21\n",
      "HEK\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_19.59.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_19.59.21.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_19.59.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_19.59.21.ims \n",
      "\n",
      "0.027471698698239743\n",
      "HEK_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.54.51\n",
      "HEK\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.54.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.54.51.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.54.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.54.51.ims \n",
      "\n",
      "0.025746950242738285\n",
      "A375_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.32.39\n",
      "A375\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.32.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.32.39.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.32.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.32.39.ims \n",
      "\n",
      "0.02907109965708853\n",
      "HEK_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.04.36\n",
      "HEK\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.04.36.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.04.36.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.04.36.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.04.36.ims \n",
      "\n",
      "0.0303900307159672\n",
      "Hela_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.12.01\n",
      "Hela\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.12.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.12.01.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.12.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.12.01.ims \n",
      "\n",
      "0.011553363570469734\n",
      "MFC7_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.07.40\n",
      "MFC7\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.07.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.07.40.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.07.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.07.40.ims \n",
      "\n",
      "0.030471724939435424\n",
      "GAMG_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.03.42\n",
      "GAMG\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.03.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.03.42.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.03.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.03.42.ims \n",
      "\n",
      "0.022322473929051775\n",
      "GAMG_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.17.40\n",
      "GAMG\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.17.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.17.40.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.17.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.17.40.ims \n",
      "\n",
      "0.043960108513586935\n",
      "MFC7_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.22.53\n",
      "MFC7\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.22.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.22.53.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.22.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.22.53.ims \n",
      "\n",
      "0.019371928948077585\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.48.29\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.48.29.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.48.29.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.48.29.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.48.29.ims \n",
      "\n",
      "0.01641628397141498\n",
      "A375_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.21.50\n",
      "A375\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.21.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.21.50.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.21.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.21.50.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.01643131811884828\n",
      "Hela_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.45.49\n",
      "Hela\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.45.49.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.45.49.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.45.49.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.45.49.ims \n",
      "\n",
      "0.025638452569485798\n",
      "A375_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.25.32\n",
      "A375\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.25.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.25.32.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.25.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.25.32.ims \n",
      "\n",
      "0.029686569007939805\n",
      "A375_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.34.35\n",
      "A375\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.34.35.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.34.35.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.34.35.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.34.35.ims \n",
      "\n",
      "0.03672475871102009\n",
      "HEK_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.55.36\n",
      "HEK\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.55.36.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.55.36.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.55.36.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.55.36.ims \n",
      "\n",
      "0.038074806027582106\n",
      "A375_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.32.00\n",
      "A375\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.32.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.32.00.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.32.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.32.00.ims \n",
      "\n",
      "0.05057517392573912\n",
      "Hela_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.45.55\n",
      "Hela\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.45.55.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.45.55.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.45.55.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.45.55.ims \n",
      "\n",
      "0.028454621730068425\n",
      "GAMG_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.59.05\n",
      "GAMG\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.59.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.59.05.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.59.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.59.05.ims \n",
      "\n",
      "0.056084958754187786\n",
      "Hela_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.16.03\n",
      "Hela\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.16.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.16.03.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.16.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.16.03.ims \n",
      "\n",
      "0.03970527801394484\n",
      "HEK_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.55.51\n",
      "HEK\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.55.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.55.51.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.55.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.55.51.ims \n",
      "\n",
      "0.021671142486503786\n",
      "Hela_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.42.39\n",
      "Hela\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.42.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.42.39.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.42.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.42.39.ims \n",
      "\n",
      "0.03065286577024117\n",
      "A375_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.14.07\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.14.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.14.07.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.14.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.14.07.ims \n",
      "\n",
      "0.015200712755046033\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.40.19\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.40.19.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.40.19.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.40.19.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.40.19.ims \n",
      "\n",
      "0.017444642570547668\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.55.13\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.55.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.55.13.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.55.13.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.55.13.ims \n",
      "\n",
      "0.016822861464024536\n",
      "HEK_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.06.20\n",
      "HEK\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.06.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.06.20.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.06.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.06.20.ims \n",
      "\n",
      "0.045189857233011166\n",
      "HEK_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.44.15\n",
      "HEK\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.44.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.44.15.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.44.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.44.15.ims \n",
      "\n",
      "0.022076757049678226\n",
      "HEK_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.07.39\n",
      "HEK\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.07.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.07.39.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.07.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.07.39.ims \n",
      "\n",
      "0.043343125893564344\n",
      "A375_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.20.18\n",
      "A375\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.20.18.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.20.18.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.20.18.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.20.18.ims \n",
      "\n",
      "0.01475154302196386\n",
      "A375_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.27.39\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.27.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.27.39.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.27.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.27.39.ims \n",
      "\n",
      "0.02411102713304028\n",
      "GAMG_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.15.05\n",
      "GAMG\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.15.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.15.05.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.15.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.15.05.ims \n",
      "\n",
      "0.02202016390831086\n",
      "GAMG_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_01.03.38\n",
      "GAMG\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_01.03.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_01.03.38.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_01.03.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_01.03.38.ims \n",
      "\n",
      "0.045376110360538804\n",
      "HEK_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.07.43\n",
      "HEK\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.07.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.07.43.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.07.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.07.43.ims \n",
      "\n",
      "0.023779190586788568\n",
      "MCF7_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.21.15\n",
      "MCF7\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.21.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.21.15.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.21.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.21.15.ims \n",
      "\n",
      "0.018241875135819294\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.36.49\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.36.49.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.36.49.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.36.49.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.36.49.ims \n",
      "\n",
      "0.014847182795219923\n",
      "Hela_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.11.03\n",
      "Hela\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.11.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.11.03.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.11.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.11.03.ims \n",
      "\n",
      "0.02121930200302731\n",
      "GAMG_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.10.34\n",
      "GAMG\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.10.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.10.34.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.10.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.10.34.ims \n",
      "\n",
      "0.023913169066506958\n",
      "Hela_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.34.33\n",
      "Hela\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.34.33.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.34.33.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.34.33.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.34.33.ims \n",
      "\n",
      "0.01572815862218732\n",
      "A375_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.25.05\n",
      "A375\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.25.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.25.05.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.25.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.25.05.ims \n",
      "\n",
      "0.055416412864851904\n",
      "GAMG_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.43.14\n",
      "GAMG\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.43.14.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.43.14.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.43.14.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.43.14.ims \n",
      "\n",
      "0.01745085314072981\n",
      "HEK_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.46.35\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.46.35.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.46.35.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.46.35.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.46.35.ims \n",
      "\n",
      "0.019284727204373353\n",
      "Hela_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.40.03\n",
      "Hela\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.40.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.40.03.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.40.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.40.03.ims \n",
      "\n",
      "0.018964538058051258\n",
      "GAMG_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.09.32\n",
      "GAMG\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.09.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.09.32.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.09.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.09.32.ims \n",
      "\n",
      "0.021742573477641743\n",
      "Hela_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.10.50\n",
      "Hela\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.10.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.10.50.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.10.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.10.50.ims \n",
      "\n",
      "0.011063825726013764\n",
      "A375_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.30.32\n",
      "A375\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.30.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.30.32.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.30.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.30.32.ims \n",
      "\n",
      "0.039814457476525504\n",
      "A375_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.29.46\n",
      "A375\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.29.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.29.46.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.29.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.29.46.ims \n",
      "\n",
      "0.015253153938774742\n",
      "HEK_COPA_Z-stack_HF_06_2024-03-06_YunHao_21.59.15\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_06_2024-03-06_YunHao_21.59.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_06_2024-03-06_YunHao_21.59.15.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_06_2024-03-06_YunHao_21.59.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_06_2024-03-06_YunHao_21.59.15.ims \n",
      "\n",
      "0.028365190936513945\n",
      "Hela_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.13.20\n",
      "Hela\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.13.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.13.20.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.13.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.13.20.ims \n",
      "\n",
      "0.03070143241836898\n",
      "GAMG_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.13.35\n",
      "GAMG\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.13.35.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.13.35.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.13.35.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.13.35.ims \n",
      "\n",
      "0.03226947967610207\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.44.33\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.44.33.ims \n",
      "\n",
      "0.03425287366082035\n",
      "Hela_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.18.06\n",
      "Hela\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.18.06.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.18.06.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.18.06.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.18.06.ims \n",
      "\n",
      "0.045335691028771316\n",
      "MCF7_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.32.51\n",
      "MCF7\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.32.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.32.51.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.32.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.32.51.ims \n",
      "\n",
      "0.02231072537020367\n",
      "Hela_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.12.56\n",
      "Hela\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.12.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.12.56.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.12.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.12.56.ims \n",
      "\n",
      "0.037468482178087334\n",
      "A375_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.18.43\n",
      "A375\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.18.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.18.43.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.18.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.18.43.ims \n",
      "\n",
      "0.012335313115466217\n",
      "HEK_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.05.12\n",
      "HEK\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.05.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.05.12.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.05.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.05.12.ims \n",
      "\n",
      "0.02226622580936365\n",
      "HEK_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.02.03\n",
      "HEK\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.02.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.02.03.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.02.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.02.03.ims \n",
      "\n",
      "0.02123267385097779\n",
      "HEK_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.45.39\n",
      "HEK\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.45.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.45.39.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.45.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.45.39.ims \n",
      "\n",
      "0.013437350656099786\n",
      "A375_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.38.07\n",
      "A375\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.38.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.38.07.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.38.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.38.07.ims \n",
      "\n",
      "0.018950462666186937\n",
      "MCF7_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.30.22\n",
      "MCF7\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.30.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.30.22.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.30.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.30.22.ims \n",
      "\n",
      "0.015608664728243016\n",
      "A375_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.23.02\n",
      "A375\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.23.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.23.02.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.23.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.23.02.ims \n",
      "\n",
      "0.010078463422437492\n",
      "HEK_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.45.04\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.45.04.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.45.04.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.45.04.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.45.04.ims \n",
      "\n",
      "0.016657383504312215\n",
      "GAMG_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_20.58.13\n",
      "GAMG\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_20.58.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_20.58.13.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_20.58.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_20.58.13.ims \n",
      "\n",
      "0.02240222190854985\n",
      "Hela_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.16.24\n",
      "Hela\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.16.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.16.24.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.16.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.16.24.ims \n",
      "\n",
      "0.016531762134153097\n",
      "MCF7_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.40.07\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.40.07.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.40.07.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.40.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.40.07.ims \n",
      "\n",
      "0.02283715963851391\n",
      "GAMG_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.48.41\n",
      "GAMG\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.48.41.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.48.41.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.48.41.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.48.41.ims \n",
      "\n",
      "0.03151725859531698\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.38.37\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.38.37.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.38.37.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.38.37.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.38.37.ims \n",
      "\n",
      "0.017946611196515614\n",
      "MCF7_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.25.02\n",
      "MCF7\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.25.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.25.02.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.25.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.25.02.ims \n",
      "\n",
      "0.019484784832754867\n",
      "HEK_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.48.20\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.48.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.48.20.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.48.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.48.20.ims \n",
      "\n",
      "0.016748756821382584\n",
      "MCF7_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.24.19\n",
      "MCF7\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.24.19.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.24.19.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.24.19.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.24.19.ims \n",
      "\n",
      "0.06010887942726303\n",
      "Hela_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.23.12\n",
      "Hela\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.23.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.23.12.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.23.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.23.12.ims \n",
      "\n",
      "0.03084862297204454\n",
      "HEK_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.06.02\n",
      "HEK\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.06.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.06.02.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.06.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.06.02.ims \n",
      "\n",
      "0.02820004084842526\n",
      "MCF7_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.35.02\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.35.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.35.02.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.35.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.35.02.ims \n",
      "\n",
      "0.025735525314688035\n",
      "HEK_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.03.32\n",
      "HEK\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.03.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.03.32.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.03.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.03.32.ims \n",
      "\n",
      "0.01459969158343032\n",
      "HEK_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.56.21\n",
      "HEK\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.56.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.56.21.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.56.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.56.21.ims \n",
      "\n",
      "0.024221411646422355\n",
      "HEK_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.00.17\n",
      "HEK\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.00.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.00.17.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.00.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.00.17.ims \n",
      "\n",
      "0.01841931083449447\n",
      "GAMG_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_23.01.21\n",
      "GAMG\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_23.01.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_23.01.21.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_23.01.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_23.01.21.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.04047410376528445\n",
      "A375_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.24.46\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.24.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.24.46.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.24.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.24.46.ims \n",
      "\n",
      "0.023294832459865848\n",
      "MCF7_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.23.12\n",
      "MCF7\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.23.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.23.12.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.23.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.23.12.ims \n",
      "\n",
      "0.050130501642652134\n",
      "A375_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.29.25\n",
      "A375\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.29.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.29.25.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.29.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.29.25.ims \n",
      "\n",
      "0.045907806064974355\n",
      "MCF7_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.39.25\n",
      "MCF7\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.39.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.39.25.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.39.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.39.25.ims \n",
      "\n",
      "0.04453460788813464\n",
      "Hela_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.18.57\n",
      "Hela\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.18.57.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.18.57.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.18.57.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.18.57.ims \n",
      "\n",
      "0.03556117885444249\n",
      "GAMG_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.17.00\n",
      "GAMG\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.17.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.17.00.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.17.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.17.00.ims \n",
      "\n",
      "0.02172330964849139\n",
      "Hela_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.09.39\n",
      "Hela\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.09.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.09.39.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.09.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.09.39.ims \n",
      "\n",
      "0.011248415408890926\n",
      "A375_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.24.15\n",
      "A375\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.24.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.24.15.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.24.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.24.15.ims \n",
      "\n",
      "0.014774338558035076\n",
      "MCF7_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.26.12\n",
      "MCF7\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.26.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.26.12.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.26.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.26.12.ims \n",
      "\n",
      "0.016685190706165382\n",
      "GAMG_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.19.17\n",
      "GAMG\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.19.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.19.17.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.19.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.19.17.ims \n",
      "\n",
      "0.021602906185338635\n",
      "GAMG_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.47.32\n",
      "GAMG\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.47.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.47.32.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.47.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.47.32.ims \n",
      "\n",
      "0.03382600191743164\n",
      "HEK_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.03.15\n",
      "HEK\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.03.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.03.15.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.03.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.03.15.ims \n",
      "\n",
      "0.016193819881357634\n",
      "A375_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.27.49\n",
      "A375\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.27.49.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.27.49.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.27.49.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.27.49.ims \n",
      "\n",
      "0.04821473194442381\n",
      "Hela_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.47.11\n",
      "Hela\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.47.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.47.11.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.47.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.47.11.ims \n",
      "\n",
      "0.02465115843277943\n",
      "HEK_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.50.37\n",
      "HEK\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.50.37.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.50.37.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.50.37.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.50.37.ims \n",
      "\n",
      "0.0242378101104196\n",
      "HEK_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_19.58.13\n",
      "HEK\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_19.58.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_19.58.13.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_19.58.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_19.58.13.ims \n",
      "\n",
      "0.02753858300026875\n",
      "A375_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.31.45\n",
      "A375\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.31.45.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.31.45.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.31.45.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.31.45.ims \n",
      "\n",
      "0.014013925515447705\n",
      "A375_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.26.07\n",
      "A375\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.26.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.26.07.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.26.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.26.07.ims \n",
      "\n",
      "0.019044066005516554\n",
      "GAMG_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.57.46\n",
      "GAMG\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.57.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.57.46.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.57.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.57.46.ims \n",
      "\n",
      "0.05991695021202215\n",
      "GAMG_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.01.28\n",
      "GAMG\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.01.28.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.01.28.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.01.28.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.01.28.ims \n",
      "\n",
      "0.018721145454203298\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.49.40\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.49.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.49.40.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.49.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.49.40.ims \n",
      "\n",
      "0.019132943269683456\n",
      "HEK_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.50.50\n",
      "HEK\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.50.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.50.50.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.50.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.50.50.ims \n",
      "\n",
      "0.027719756576343735\n",
      "MCF7_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.38.47\n",
      "MCF7\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.38.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.38.47.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.38.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.38.47.ims \n",
      "\n",
      "0.030261278563151243\n",
      "A375_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.33.07\n",
      "A375\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.33.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.33.07.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.33.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.33.07.ims \n",
      "\n",
      "0.02053402302591981\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.50.59\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.50.59.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.50.59.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.50.59.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.50.59.ims \n",
      "\n",
      "0.01556970373083666\n",
      "GAMG_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.45.38\n",
      "GAMG\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.45.38.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.45.38.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.45.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.45.38.ims \n",
      "\n",
      "0.017035704805601036\n",
      "HEK_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.53.50\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.53.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.53.50.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.53.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.53.50.ims \n",
      "\n",
      "0.01581865675000065\n",
      "GAMG_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_01.04.47\n",
      "GAMG\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_01.04.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_01.04.47.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_01.04.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_01.04.47.ims \n",
      "\n",
      "0.04369223040699199\n",
      "GAMG_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_01.06.05\n",
      "GAMG\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_01.06.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_01.06.05.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_01.06.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_01.06.05.ims \n",
      "\n",
      "0.048412624555419226\n",
      "Hela_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.38.38\n",
      "Hela\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.38.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.38.38.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.38.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.38.38.ims \n",
      "\n",
      "0.025109109059448326\n",
      "A375_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.29.14\n",
      "A375\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.29.14.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.29.14.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.29.14.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.29.14.ims \n",
      "\n",
      "0.030234013783302503\n",
      "A375_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.28.48\n",
      "A375\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.28.48.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.28.48.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.28.48.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.28.48.ims \n",
      "\n",
      "0.020745885090264562\n",
      "HEK_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.53.12\n",
      "HEK\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.53.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.53.12.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.53.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.53.12.ims \n",
      "\n",
      "0.03867949633874087\n",
      "GAMG_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.44.15\n",
      "GAMG\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.44.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.44.15.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.44.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.44.15.ims \n",
      "\n",
      "0.017951153101881626\n",
      "HEK_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.12.00\n",
      "HEK\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.12.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.12.00.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.12.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.12.00.ims \n",
      "\n",
      "0.04371263947650751\n",
      "A375_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.24.34\n",
      "A375\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.24.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.24.34.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.24.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.24.34.ims \n",
      "\n",
      "0.022153626739619594\n",
      "GAMG_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.18.16\n",
      "GAMG\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.18.16.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.18.16.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.18.16.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.18.16.ims \n",
      "\n",
      "0.024529538514884135\n",
      "Hela_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.19.58\n",
      "Hela\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.19.58.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.19.58.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.19.58.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.19.58.ims \n",
      "\n",
      "0.026539340233716322\n",
      "MCF7_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.35.18\n",
      "MCF7\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.35.18.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.35.18.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.35.18.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.35.18.ims \n",
      "\n",
      "0.02402297624920586\n",
      "MCF7_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.19.12\n",
      "MCF7\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.19.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.19.12.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.19.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.19.12.ims \n",
      "\n",
      "A375_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.35.10\n",
      "A375\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.35.10.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.35.10.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.35.10.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.35.10.ims \n",
      "\n",
      "0.02357653171957791\n",
      "HEK_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.58.25\n",
      "HEK\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.58.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.58.25.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.58.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.58.25.ims \n",
      "\n",
      "0.017051871178668028\n",
      "Hela_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.08.03\n",
      "Hela\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.08.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.08.03.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.08.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.08.03.ims \n",
      "\n",
      "0.02291673928874796\n",
      "MCF7_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.37.53\n",
      "MCF7\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.37.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.37.53.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.37.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.37.53.ims \n",
      "\n",
      "0.03298146119909689\n",
      "GAMG_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.54.53\n",
      "GAMG\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.54.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.54.53.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.54.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.54.53.ims \n",
      "\n",
      "0.03194125538014143\n",
      "GAMG_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.03.30\n",
      "GAMG\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.03.30.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.03.30.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.03.30.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.03.30.ims \n",
      "\n",
      "0.018488950423507493\n",
      "A375_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.12.22\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.12.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.12.22.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.12.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.12.22.ims \n",
      "\n",
      "0.017954334156561867\n",
      "GAMG_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.16.03\n",
      "GAMG\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.16.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.16.03.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.16.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.16.03.ims \n",
      "\n",
      "0.04151451494402061\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.53.46\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.53.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.53.46.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.53.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.53.46.ims \n",
      "\n",
      "0.018589332608908642\n",
      "Hela_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_17.44.44\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_17.44.44.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_17.44.44.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_17.44.44.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_17.44.44.ims \n",
      "\n",
      "0.027991273058318233\n",
      "Hela_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.15.13\n",
      "Hela\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.15.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.15.13.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.15.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.15.13.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.012493574917853802\n",
      "Hela_0_bg_Z-stack_HF_07_2024-03-06_YunHao_17.48.47\n",
      "Hela\n",
      "bg\n",
      "MCF7_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.44.53\n",
      "MCF7\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.44.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.44.53.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.44.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.44.53.ims \n",
      "\n",
      "0.03799219430033512\n",
      "MCF7_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.20.41\n",
      "MCF7\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.20.41.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.20.41.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.20.41.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.20.41.ims \n",
      "\n",
      "0.03951105097634554\n",
      "HEK_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.51.50\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.51.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.51.50.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.51.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.51.50.ims \n",
      "\n",
      "0.013450650079530063\n",
      "HEK_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.09.38\n",
      "HEK\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.09.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.09.38.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.09.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.09.38.ims \n",
      "\n",
      "0.037421418513277016\n",
      "GAMG_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.46.53\n",
      "GAMG\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.46.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.46.53.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.46.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.46.53.ims \n",
      "\n",
      "0.018708793816013963\n",
      "Hela_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.44.25\n",
      "Hela\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.44.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.44.25.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.44.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.44.25.ims \n",
      "\n",
      "0.03923740596731889\n",
      "A375_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.28.29\n",
      "A375\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.28.29.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.28.29.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.28.29.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.28.29.ims \n",
      "\n",
      "0.015728098273251747\n",
      "GAMG_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.04.41\n",
      "GAMG\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.04.41.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.04.41.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.04.41.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.04.41.ims \n",
      "\n",
      "0.02175760013541386\n",
      "MCF7_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.46.46\n",
      "MCF7\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.46.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.46.46.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.46.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.46.46.ims \n",
      "\n",
      "0.04050487539537639\n",
      "A375_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.28.09\n",
      "A375\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.28.09.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.28.09.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.28.09.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.28.09.ims \n",
      "\n",
      "0.017804193341540698\n",
      "HEK_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.54.28\n",
      "HEK\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.54.28.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.54.28.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.54.28.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.54.28.ims \n",
      "\n",
      "0.04261028159984881\n",
      "GAMG_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.07.38\n",
      "GAMG\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.07.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.07.38.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.07.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.07.38.ims \n",
      "\n",
      "0.03330009740542527\n",
      "MCF7_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.32.46\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.32.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.32.46.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.32.46.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.32.46.ims \n",
      "\n",
      "0.03814431735984502\n",
      "MCF7_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.21.52\n",
      "MCF7\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.21.52.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.21.52.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.21.52.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.21.52.ims \n",
      "\n",
      "0.041636648659084535\n",
      "GAMG_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.08.53\n",
      "GAMG\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.08.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.08.53.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.08.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.08.53.ims \n",
      "\n",
      "0.033678697339264214\n",
      "GAMG_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_23.04.31\n",
      "GAMG\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_23.04.31.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_23.04.31.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_23.04.31.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_23.04.31.ims \n",
      "\n",
      "0.03756003443107334\n",
      "MCF7_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.53.04\n",
      "MCF7\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.53.04.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.53.04.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.53.04.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.53.04.ims \n",
      "\n",
      "0.03118622537844224\n",
      "MCF7_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.54.26\n",
      "MCF7\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.54.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.54.26.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.54.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.54.26.ims \n",
      "\n",
      "0.02199535054056458\n",
      "Hela_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.20.57\n",
      "Hela\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.20.57.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.20.57.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.20.57.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.20.57.ims \n",
      "\n",
      "0.043503470957535206\n",
      "GAMG_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_01.00.58\n",
      "GAMG\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_01.00.58.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_01.00.58.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_01.00.58.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_01.00.58.ims \n",
      "\n",
      "0.05116028013314556\n",
      "MCF7_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.51.24\n",
      "MCF7\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.51.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.51.24.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.51.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.51.24.ims \n",
      "\n",
      "0.0359820539288514\n",
      "A375_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.28.01\n",
      "A375\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.28.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.28.01.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.28.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.28.01.ims \n",
      "\n",
      "0.029327577726573573\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.52.11\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.52.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.52.11.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.52.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.52.11.ims \n",
      "\n",
      "0.017572295668775443\n",
      "A375_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.30.58\n",
      "A375\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.30.58.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.30.58.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.30.58.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.30.58.ims \n",
      "\n",
      "0.013190680725209087\n",
      "MCF7_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.50.11\n",
      "MCF7\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.50.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.50.11.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.50.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.50.11.ims \n",
      "\n",
      "0.04104516676050542\n",
      "Hela_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.47.10\n",
      "Hela\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.47.10.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.47.10.ims \n",
      "\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.47.10.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.47.10.ims \n",
      "\n",
      "0.02655847269050105\n"
     ]
    }
   ],
   "source": [
    "lossMSE=torch.nn.MSELoss()\n",
    "\n",
    "savedir=os.path.join(expDataDir,'result_imgNorm_lower')\n",
    "imgThresh=99.92\n",
    "if not os.path.exists(savedir):\n",
    "    os.mkdir(savedir)\n",
    "    \n",
    "# lossPred_all={}\n",
    "for imgName in os.listdir(expDataDir):\n",
    "    \n",
    "    if not imgName[-3:]=='ims':\n",
    "        continue\n",
    "    print(imgName[:-4])\n",
    "    cellline=imgName.split('_')[0]\n",
    "    p=imgName.split('_')[2]\n",
    "    print(cellline)\n",
    "    print(p)\n",
    "    if p not in proteinInput:\n",
    "        p=imgName.split('_')[1]\n",
    "        if p not in proteinInput:\n",
    "            continue\n",
    "        \n",
    "    if p not in lossPred_all.keys():\n",
    "        lossPred_all[p]={}\n",
    "    if cellline not in lossPred_all[p].keys():\n",
    "        lossPred_all[p][cellline]={}\n",
    "    \n",
    "    savedir_p=os.path.join(savedir,p)\n",
    "    if not os.path.exists(savedir_p):\n",
    "        os.mkdir(savedir_p)\n",
    "    savedir_p=os.path.join(savedir_p,cellline)\n",
    "    if not os.path.exists(savedir_p):\n",
    "        os.mkdir(savedir_p)\n",
    "#     if os.path.exists(os.path.join(savedir_p,imgName[:-4]+'_pred.jpg')):\n",
    "#         continue\n",
    "        \n",
    "    X_esm2_encoding,X_protein_len=proteinInput[p]\n",
    "    X_landmarks_orig,_=getXstack_imgNorm(os.path.join(expDataDir,imgName),scaleFactor,0,imgThresh=imgThresh)\n",
    "    X_landmarks,y_true=getXstack_imgNorm(os.path.join(expDataDir,imgName),scaleFactor,0.19,imgThresh=imgThresh)\n",
    "    lossPred=np.zeros(X_landmarks.shape[0])\n",
    "    \n",
    "    \n",
    "    plotExample=np.zeros((8*(targetSize+2),X_landmarks.shape[0]*(targetSize+2)))\n",
    "    \n",
    "    if X_landmarks.shape[0]==0:\n",
    "        continue\n",
    "    for celli in range(X_landmarks.shape[0]):\n",
    "#         print(celli)\n",
    "        imgSize=X_landmarks.shape[-1]\n",
    "        plotExample[0*(imgSize+2):0*(imgSize+2)+imgSize,celli*(imgSize+2):celli*(imgSize+2)+imgSize]=X_landmarks_orig[celli,0]\n",
    "        plotExample[1*(imgSize+2):1*(imgSize+2)+imgSize,celli*(imgSize+2):celli*(imgSize+2)+imgSize]=X_landmarks_orig[celli,1]\n",
    "        plotExample[2*(imgSize+2):2*(imgSize+2)+imgSize,celli*(imgSize+2):celli*(imgSize+2)+imgSize]=X_landmarks_orig[celli,2]\n",
    "        plotExample[3*(imgSize+2):3*(imgSize+2)+imgSize,celli*(imgSize+2):celli*(imgSize+2)+imgSize]=X_landmarks[celli,0]\n",
    "        plotExample[4*(imgSize+2):4*(imgSize+2)+imgSize,celli*(imgSize+2):celli*(imgSize+2)+imgSize]=X_landmarks[celli,1]\n",
    "        plotExample[5*(imgSize+2):5*(imgSize+2)+imgSize,celli*(imgSize+2):celli*(imgSize+2)+imgSize]=X_landmarks[celli,2]\n",
    "        plotExample[6*(imgSize+2):6*(imgSize+2)+imgSize,celli*(imgSize+2):celli*(imgSize+2)+imgSize]=y_true[celli]\n",
    "\n",
    "        y_pred_antibody_stain, _y_pred_multilabel, _y_pred_ranked = loaded_model.predict_step(\n",
    "            (\n",
    "                X_esm2_encoding.unsqueeze(0).double(),\n",
    "                torch.Tensor([X_protein_len]),\n",
    "                torch.Tensor(X_landmarks[celli]).unsqueeze(0).double(),\n",
    "                None,\n",
    "                None,\n",
    "            ),\n",
    "            batch_idx=0,\n",
    "        )\n",
    "        plotExample[7*(imgSize+2):7*(imgSize+2)+imgSize,celli*(imgSize+2):celli*(imgSize+2)+imgSize]=y_pred_antibody_stain.detach().numpy()[0][0]\n",
    "        \n",
    "        currloss=lossMSE(y_pred_antibody_stain,torch.tensor(y_true[celli].reshape(1,1,128,128))).detach().numpy()\n",
    "        lossPred[celli]=currloss\n",
    "#         print(currloss)\n",
    "    plt.imsave(os.path.join(savedir_p,imgName[:-4]+'_pred.jpg'),plotExample)\n",
    "    print(np.sum(lossPred)/lossPred.size)\n",
    "    lossPred_all[p][cellline][imgName]=lossPred\n",
    "    \n",
    "savedir=os.path.join(expDataDir,'result_imgNorm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(os.path.join(savedir,'mseloss'), 'wb') as output:\n",
    "    pickle.dump(lossPred_all, output, pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## plot nuclear localization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2508730219.py (7): Please use `center_of_mass` from the `scipy.ndimage` namespace, the `scipy.ndimage.measurements` namespace is deprecated.\n"
     ]
    }
   ],
   "source": [
    "from stardist.models import StarDist2D\n",
    "from csbdeep.utils import normalize\n",
    "from skimage.filters import gaussian\n",
    "from skimage.measure import label\n",
    "from skimage.segmentation import clear_border\n",
    "from skimage.morphology import remove_small_objects, remove_small_holes\n",
    "from scipy.ndimage.measurements import center_of_mass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found model '2D_versatile_fluo' for 'StarDist2D'.\n",
      "Loading network weights from 'weights_best.h5'.\n",
      "Loading thresholds from 'thresholds.json'.\n",
      "Using default values: prob_thresh=0.479071, nms_thresh=0.3.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-03-13 18:39:52.526120: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  SSE4.1 SSE4.2 AVX AVX2 FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2024-03-13 18:39:52.533412: I tensorflow/core/common_runtime/process_util.cc:146] Creating new thread pool with default inter op setting: 2. Tune using inter_op_parallelism_threads for best performance.\n"
     ]
    }
   ],
   "source": [
    "model_stardist = StarDist2D.from_pretrained('2D_versatile_fluo')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "#save landmarks,true, pred\n",
    "imgsAll={}\n",
    "imgsAll_currentCount={}\n",
    "for p in lossPred_all.keys():\n",
    "    imgsAll[p]={}\n",
    "    imgsAll_currentCount[p]={}\n",
    "    for cellline in lossPred_all[p].keys():\n",
    "        nimgs=0\n",
    "        for imgName in lossPred_all[p][cellline].keys():\n",
    "            nimgs+=lossPred_all[p][cellline][imgName].size\n",
    "        imgsAll[p][cellline]=np.zeros((nimgs,5,imgSize,imgSize))\n",
    "        imgsAll_currentCount[p][cellline]=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GAMG_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.07.10\n",
      "GAMG\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.07.10.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.07.10.ims \n",
      "\n",
      "GAMG_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.57.14\n",
      "GAMG\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.57.14.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.57.14.ims \n",
      "\n",
      "Hela_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.36.22\n",
      "Hela\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.36.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.36.22.ims \n",
      "\n",
      "HEK_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.53.01\n",
      "HEK\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.53.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.53.01.ims \n",
      "\n",
      "MCF7_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.22.47\n",
      "MCF7\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.22.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.22.47.ims \n",
      "\n",
      "Hela_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.41.55\n",
      "Hela\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.41.55.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.41.55.ims \n",
      "\n",
      "HEK_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.48.29\n",
      "HEK\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.48.29.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.48.29.ims \n",
      "\n",
      "A375_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.17.11\n",
      "A375\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.17.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.17.11.ims \n",
      "\n",
      "Hela_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.12.21\n",
      "Hela\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.12.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.12.21.ims \n",
      "\n",
      "A375_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.30.20\n",
      "A375\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.30.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.30.20.ims \n",
      "\n",
      "Hela_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_17.40.50\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_17.40.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_17.40.50.ims \n",
      "\n",
      "A375_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.37.34\n",
      "A375\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.37.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.37.34.ims \n",
      "\n",
      "Hela_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.42.58\n",
      "Hela\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.42.58.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.42.58.ims \n",
      "\n",
      "A375_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.32.31\n",
      "A375\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.32.31.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.32.31.ims \n",
      "\n",
      "A375_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.10.48\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.10.48.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.10.48.ims \n",
      "\n",
      "HEK_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.00.44\n",
      "HEK\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.00.44.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.00.44.ims \n",
      "\n",
      "Hela_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.13.24\n",
      "Hela\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.13.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.13.24.ims \n",
      "\n",
      "HEK_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.53.26\n",
      "HEK\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.53.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.53.26.ims \n",
      "\n",
      "Hela_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_17.47.22\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_17.47.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_17.47.22.ims \n",
      "\n",
      "A375_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.32.01\n",
      "A375\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.32.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.32.01.ims \n",
      "\n",
      "HEK_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.46.59\n",
      "HEK\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.46.59.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.46.59.ims \n",
      "\n",
      "A375_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.26.40\n",
      "A375\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.26.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.26.40.ims \n",
      "\n",
      "Hela_0_bg_Z-stack_HF_01_2024-03-06_YunHao_17.49.54\n",
      "Hela\n",
      "bg\n",
      "Hela_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.38.31\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.38.31.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.38.31.ims \n",
      "\n",
      "MFC7_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.11.47\n",
      "MFC7\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.11.47.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.11.47.ims \n",
      "\n",
      "GAMG_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.02.14\n",
      "GAMG\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.02.14.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.02.14.ims \n",
      "\n",
      "GAMG_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_01.02.01\n",
      "GAMG\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_01.02.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_01.02.01.ims \n",
      "\n",
      "Hela_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.38.34\n",
      "Hela\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.38.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.38.34.ims \n",
      "\n",
      "A375_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.21.31\n",
      "A375\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.21.31.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.21.31.ims \n",
      "\n",
      "A375_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.29.06\n",
      "A375\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.29.06.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.29.06.ims \n",
      "\n",
      "Hela_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.41.54\n",
      "Hela\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.41.54.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.41.54.ims \n",
      "\n",
      "HEK_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.08.43\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.08.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.08.43.ims \n",
      "\n",
      "A375_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.26.17\n",
      "A375\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.26.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.26.17.ims \n",
      "\n",
      "MCF7_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.26.16\n",
      "MCF7\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.26.16.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.26.16.ims \n",
      "\n",
      "A375_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.34.03\n",
      "A375\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.34.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.34.03.ims \n",
      "\n",
      "A375_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.38.42\n",
      "A375\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.38.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.38.42.ims \n",
      "\n",
      "Hela_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.35.35\n",
      "Hela\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.35.35.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.35.35.ims \n",
      "\n",
      "Hela_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.14.22\n",
      "Hela\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.14.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.14.22.ims \n",
      "\n",
      "Hela_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.23.30\n",
      "Hela\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.23.30.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.23.30.ims \n",
      "\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.43.09\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.43.09.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.43.09.ims \n",
      "\n",
      "MCF7_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.37.05\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.37.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.37.05.ims \n",
      "\n",
      "MCF7_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.19.03\n",
      "MCF7\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.19.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.19.03.ims \n",
      "\n",
      "Hela_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.39.57\n",
      "Hela\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.39.57.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.39.57.ims \n",
      "\n",
      "HEK_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.51.56\n",
      "HEK\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.51.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.51.56.ims \n",
      "\n",
      "MCF7_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.43.55\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.43.55.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.43.55.ims \n",
      "\n",
      "Hela_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.21.00\n",
      "Hela\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.21.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.21.00.ims \n",
      "\n",
      "Hela_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.37.19\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.37.19.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.37.19.ims \n",
      "\n",
      "Hela_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.43.13\n",
      "Hela\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.43.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.43.13.ims \n",
      "\n",
      "MCF7_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.23.56\n",
      "MCF7\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.23.56.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.23.56.ims \n",
      "\n",
      "HEK_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.01.26\n",
      "HEK\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.01.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.01.26.ims \n",
      "\n",
      "Hela_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.13.26\n",
      "Hela\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.13.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.13.26.ims \n",
      "\n",
      "HEK_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.01.40\n",
      "HEK\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.01.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.01.40.ims \n",
      "\n",
      "A375_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.26.02\n",
      "A375\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.26.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.26.02.ims \n",
      "\n",
      "A375_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.31.23\n",
      "A375\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.31.23.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.31.23.ims \n",
      "\n",
      "MCF7_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.30.49\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.30.49.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.30.49.ims \n",
      "\n",
      "MCF7_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.43.04\n",
      "MCF7\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.43.04.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.43.04.ims \n",
      "\n",
      "GAMG_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.51.17\n",
      "GAMG\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.51.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.51.17.ims \n",
      "\n",
      "HEK_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.03.42\n",
      "HEK\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.03.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.03.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.53.01.ims \n",
      "\n",
      "HEK_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.10.34\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.10.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.10.34.ims \n",
      "\n",
      "A375_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.39.44\n",
      "A375\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.39.44.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.39.44.ims \n",
      "\n",
      "HEK_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.07.06\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.07.06.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.07.06.ims \n",
      "\n",
      "A375_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.23.15\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.23.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.23.15.ims \n",
      "\n",
      "A375_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.32.44\n",
      "A375\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.32.44.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.32.44.ims \n",
      "\n",
      "HEK_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.52.03\n",
      "HEK\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.52.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.52.03.ims \n",
      "\n",
      "MCF7_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.52.40\n",
      "MCF7\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.52.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.52.40.ims \n",
      "\n",
      "A375_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.27.25\n",
      "A375\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.27.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.27.25.ims \n",
      "\n",
      "Hela_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.14.32\n",
      "Hela\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.14.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.14.32.ims \n",
      "\n",
      "GAMG_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.08.24\n",
      "GAMG\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.08.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.08.24.ims \n",
      "\n",
      "MCF7_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.45.22\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.45.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.45.22.ims \n",
      "\n",
      "HEK_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.03.05\n",
      "HEK\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.03.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.03.05.ims \n",
      "\n",
      "Hela_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.36.32\n",
      "Hela\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.36.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.36.32.ims \n",
      "\n",
      "MCF7_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.17.33\n",
      "MCF7\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.17.33.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.17.33.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hela_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.22.07\n",
      "Hela\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.22.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.22.07.ims \n",
      "\n",
      "A375_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.36.22\n",
      "A375\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.36.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.36.22.ims \n",
      "\n",
      "GAMG_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.05.28\n",
      "GAMG\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.05.28.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.05.28.ims \n",
      "\n",
      "GAMG_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.00.42\n",
      "GAMG\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.00.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.00.42.ims \n",
      "\n",
      "Hela_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.44.42\n",
      "Hela\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.44.42.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.44.42.ims \n",
      "\n",
      "HEK_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.05.34\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.05.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.05.34.ims \n",
      "\n",
      "HEK_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.06.32\n",
      "HEK\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.06.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.06.32.ims \n",
      "\n",
      "MCF7_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.40.03\n",
      "MCF7\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.40.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.40.03.ims \n",
      "\n",
      "MCF7_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.10.37\n",
      "MCF7\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.10.37.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.10.37.ims \n",
      "\n",
      "MFC7_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.18.05\n",
      "MFC7\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.18.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.18.05.ims \n",
      "\n",
      "GAMG_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.48.51\n",
      "GAMG\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.48.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.48.51.ims \n",
      "\n",
      "A375_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.30.24\n",
      "A375\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.30.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.30.24.ims \n",
      "\n",
      "MFC7_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.10.21\n",
      "MFC7\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.10.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.10.21.ims \n",
      "\n",
      "A375_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.26.53\n",
      "A375\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.26.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.26.53.ims \n",
      "\n",
      "MFC7_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.15.43\n",
      "MFC7\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.15.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.15.43.ims \n",
      "\n",
      "A375_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.39.22\n",
      "A375\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.39.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.39.22.ims \n",
      "\n",
      "MCF7_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.27.33\n",
      "MCF7\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.27.33.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.27.33.ims \n",
      "\n",
      "Hela_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.37.32\n",
      "Hela\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.37.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.37.32.ims \n",
      "\n",
      "Hela_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.40.39\n",
      "Hela\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.40.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.40.39.ims \n",
      "\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.46.19\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.46.19.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.46.19.ims \n",
      "\n",
      "MCF7_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.41.38\n",
      "MCF7\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.41.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.41.38.ims \n",
      "\n",
      "MCF7_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.55.51\n",
      "MCF7\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.55.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.55.51.ims \n",
      "\n",
      "HEK_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.02.26\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.02.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.02.26.ims \n",
      "\n",
      "GAMG_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_20.57.08\n",
      "GAMG\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_20.57.08.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_20.57.08.ims \n",
      "\n",
      "HEK_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.49.03\n",
      "HEK\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.49.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.49.03.ims \n",
      "\n",
      "Hela_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.48.47\n",
      "Hela\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.48.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.48.47.ims \n",
      "\n",
      "A375_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.15.56\n",
      "A375\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.15.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.15.56.ims \n",
      "\n",
      "GAMG_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_23.00.00\n",
      "GAMG\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_23.00.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_23.00.00.ims \n",
      "\n",
      "A375_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.26.15\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.26.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.26.15.ims \n",
      "\n",
      "GAMG_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.49.41\n",
      "GAMG\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.49.41.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.49.41.ims \n",
      "\n",
      "GAMG_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.02.37\n",
      "GAMG\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.02.37.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.02.37.ims \n",
      "\n",
      "HEK_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.50.18\n",
      "HEK\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.50.18.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.50.18.ims \n",
      "\n",
      "HEK_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.04.56\n",
      "HEK\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.04.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.04.56.ims \n",
      "\n",
      "GAMG_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.50.36\n",
      "GAMG\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.50.36.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.50.36.ims \n",
      "\n",
      "GAMG_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.12.21\n",
      "GAMG\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.12.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.12.21.ims \n",
      "\n",
      "MCF7_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.42.20\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.42.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.42.20.ims \n",
      "\n",
      "MCF7_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.15.00\n",
      "MCF7\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.15.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.15.00.ims \n",
      "\n",
      "A375_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.30.52\n",
      "A375\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.30.52.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.30.52.ims \n",
      "\n",
      "MCF7_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.20.30\n",
      "MCF7\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.20.30.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.20.30.ims \n",
      "\n",
      "MCF7_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.41.33\n",
      "MCF7\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.41.33.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.41.33.ims \n",
      "\n",
      "A375_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.08.10\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.08.10.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.08.10.ims \n",
      "\n",
      "Hela_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.41.43\n",
      "Hela\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.41.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.41.43.ims \n",
      "\n",
      "Hela_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.41.17\n",
      "Hela\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.41.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.41.17.ims \n",
      "\n",
      "Hela_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_17.42.23\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_17.42.23.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_17.42.23.ims \n",
      "\n",
      "MCF7_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.12.17\n",
      "MCF7\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.12.17.ims \n",
      "\n",
      "Hela_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.12.01\n",
      "Hela\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.12.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.12.01.ims \n",
      "\n",
      "MFC7_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.07.40\n",
      "MFC7\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.07.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.07.40.ims \n",
      "\n",
      "GAMG_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.03.42\n",
      "GAMG\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.03.42.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.03.42.ims \n",
      "\n",
      "GAMG_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.17.40\n",
      "GAMG\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.17.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.17.40.ims \n",
      "\n",
      "MFC7_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.22.53\n",
      "MFC7\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.22.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MFC7_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.22.53.ims \n",
      "\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.48.29\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.48.29.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.48.29.ims \n",
      "\n",
      "A375_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.21.50\n",
      "A375\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.21.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.21.50.ims \n",
      "\n",
      "Hela_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.45.49\n",
      "Hela\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.45.49.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.45.49.ims \n",
      "\n",
      "A375_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.25.32\n",
      "A375\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.25.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.25.32.ims \n",
      "\n",
      "A375_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.34.35\n",
      "A375\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.34.35.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.34.35.ims \n",
      "\n",
      "HEK_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.55.36\n",
      "HEK\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.55.36.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.55.36.ims \n",
      "\n",
      "A375_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.32.00\n",
      "A375\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.32.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.32.00.ims \n",
      "\n",
      "Hela_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.45.55\n",
      "Hela\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.45.55.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.45.55.ims \n",
      "\n",
      "GAMG_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.59.05\n",
      "GAMG\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.59.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.59.05.ims \n",
      "\n",
      "Hela_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.16.03\n",
      "Hela\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.16.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.16.03.ims \n",
      "\n",
      "HEK_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.55.51\n",
      "HEK\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.55.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.55.51.ims \n",
      "\n",
      "Hela_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.42.39\n",
      "Hela\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.42.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.42.39.ims \n",
      "\n",
      "A375_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.14.07\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.14.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.14.07.ims \n",
      "\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.40.19\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.40.19.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.40.19.ims \n",
      "\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.55.13\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.55.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.55.13.ims \n",
      "\n",
      "HEK_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.06.20\n",
      "HEK\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.06.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.06.20.ims \n",
      "\n",
      "HEK_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.44.15\n",
      "HEK\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.44.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.44.15.ims \n",
      "\n",
      "HEK_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.07.39\n",
      "HEK\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.07.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.07.39.ims \n",
      "\n",
      "A375_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.20.18\n",
      "A375\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.20.18.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.20.18.ims \n",
      "\n",
      "A375_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.27.39\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.27.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.27.39.ims \n",
      "\n",
      "GAMG_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.15.05\n",
      "GAMG\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.15.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.15.05.ims \n",
      "\n",
      "GAMG_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_01.03.38\n",
      "GAMG\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_01.03.38.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_01.03.38.ims \n",
      "\n",
      "HEK_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.07.43\n",
      "HEK\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.07.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.07.43.ims \n",
      "\n",
      "MCF7_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.21.15\n",
      "MCF7\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.21.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.21.15.ims \n",
      "\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.36.49\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.36.49.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.36.49.ims \n",
      "\n",
      "Hela_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.11.03\n",
      "Hela\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.11.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.11.03.ims \n",
      "\n",
      "GAMG_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.10.34\n",
      "GAMG\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.10.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.10.34.ims \n",
      "\n",
      "Hela_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.34.33\n",
      "Hela\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.34.33.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.34.33.ims \n",
      "\n",
      "A375_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.25.05\n",
      "A375\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.25.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.25.05.ims \n",
      "\n",
      "GAMG_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.43.14\n",
      "GAMG\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.43.14.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.43.14.ims \n",
      "\n",
      "HEK_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.46.35\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.46.35.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.46.35.ims \n",
      "\n",
      "Hela_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.40.03\n",
      "Hela\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.40.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.40.03.ims \n",
      "\n",
      "GAMG_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.09.32\n",
      "GAMG\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.09.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.09.32.ims \n",
      "\n",
      "Hela_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.10.50\n",
      "Hela\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.10.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.10.50.ims \n",
      "\n",
      "A375_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.30.32\n",
      "A375\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.30.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.30.32.ims \n",
      "\n",
      "A375_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.29.46\n",
      "A375\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.29.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.29.46.ims \n",
      "\n",
      "HEK_COPA_Z-stack_HF_06_2024-03-06_YunHao_21.59.15\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_06_2024-03-06_YunHao_21.59.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_COPA_Z-stack_HF_06_2024-03-06_YunHao_21.59.15.ims \n",
      "\n",
      "Hela_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.13.20\n",
      "Hela\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.13.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.13.20.ims \n",
      "\n",
      "GAMG_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.13.35\n",
      "GAMG\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.13.35.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.13.35.ims \n",
      "\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.44.33\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.44.33.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.44.33.ims \n",
      "\n",
      "Hela_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.09.23\n",
      "Hela\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.09.23.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.09.23.ims \n",
      "\n",
      "HEK_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.57.49\n",
      "HEK\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.57.49.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.57.49.ims \n",
      "\n",
      "Hela_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_17.46.11\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_17.46.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_17.46.11.ims \n",
      "\n",
      "GAMG_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.53.47\n",
      "GAMG\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.53.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.53.47.ims \n",
      "\n",
      "HEK_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.56.09\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.56.09.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.56.09.ims \n",
      "\n",
      "GAMG_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_23.03.00\n",
      "GAMG\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_23.03.00.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_23.03.00.ims \n",
      "\n",
      "Hela_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.18.06\n",
      "Hela\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.18.06.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.18.06.ims \n",
      "\n",
      "MCF7_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.32.51\n",
      "MCF7\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.32.51.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.32.51.ims \n",
      "\n",
      "Hela_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.12.56\n",
      "Hela\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.12.56.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.12.56.ims \n",
      "\n",
      "A375_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.18.43\n",
      "A375\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.18.43.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.18.43.ims \n",
      "\n",
      "HEK_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.05.12\n",
      "HEK\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.05.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.05.12.ims \n",
      "\n",
      "HEK_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.02.03\n",
      "HEK\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.02.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.02.03.ims \n",
      "\n",
      "HEK_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.45.39\n",
      "HEK\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.45.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.45.39.ims \n",
      "\n",
      "A375_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.38.07\n",
      "A375\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.38.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.38.07.ims \n",
      "\n",
      "MCF7_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.30.22\n",
      "MCF7\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.30.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.30.22.ims \n",
      "\n",
      "A375_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.23.02\n",
      "A375\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.23.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.23.02.ims \n",
      "\n",
      "HEK_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.45.04\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.45.04.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.45.04.ims \n",
      "\n",
      "GAMG_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_20.58.13\n",
      "GAMG\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_20.58.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_20.58.13.ims \n",
      "\n",
      "Hela_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.16.24\n",
      "Hela\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.16.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.16.24.ims \n",
      "\n",
      "MCF7_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.40.07\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.40.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.40.07.ims \n",
      "\n",
      "GAMG_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.48.41\n",
      "GAMG\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.48.41.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.48.41.ims \n",
      "\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.38.37\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.38.37.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.38.37.ims \n",
      "\n",
      "MCF7_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.25.02\n",
      "MCF7\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.25.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.25.02.ims \n",
      "\n",
      "HEK_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.48.20\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.48.20.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.48.20.ims \n",
      "\n",
      "MCF7_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.24.19\n",
      "MCF7\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.24.19.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.24.19.ims \n",
      "\n",
      "Hela_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.23.12\n",
      "Hela\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.23.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.23.12.ims \n",
      "\n",
      "HEK_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.06.02\n",
      "HEK\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.06.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.06.02.ims \n",
      "\n",
      "MCF7_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.35.02\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.35.02.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.35.02.ims \n",
      "\n",
      "HEK_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.03.32\n",
      "HEK\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.03.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.03.32.ims \n",
      "\n",
      "HEK_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.56.21\n",
      "HEK\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.56.21.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.56.21.ims \n",
      "\n",
      "HEK_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.00.17\n",
      "HEK\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.00.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.00.17.ims \n",
      "\n",
      "GAMG_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_23.01.21\n",
      "GAMG\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_23.01.21.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_23.01.21.ims \n",
      "\n",
      "A375_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.24.46\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.24.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.24.46.ims \n",
      "\n",
      "MCF7_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.23.12\n",
      "MCF7\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.23.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.23.12.ims \n",
      "\n",
      "A375_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.29.25\n",
      "A375\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.29.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.29.25.ims \n",
      "\n",
      "MCF7_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.39.25\n",
      "MCF7\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.39.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.39.25.ims \n",
      "\n",
      "Hela_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.18.57\n",
      "Hela\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.18.57.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.18.57.ims \n",
      "\n",
      "GAMG_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.17.00\n",
      "GAMG\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.17.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.17.00.ims \n",
      "\n",
      "Hela_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.09.39\n",
      "Hela\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.09.39.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.09.39.ims \n",
      "\n",
      "A375_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.24.15\n",
      "A375\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.24.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.24.15.ims \n",
      "\n",
      "MCF7_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.26.12\n",
      "MCF7\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.26.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.26.12.ims \n",
      "\n",
      "GAMG_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.19.17\n",
      "GAMG\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.19.17.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.19.17.ims \n",
      "\n",
      "GAMG_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.47.32\n",
      "GAMG\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.47.32.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.47.32.ims \n",
      "\n",
      "HEK_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.03.15\n",
      "HEK\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.03.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.03.15.ims \n",
      "\n",
      "A375_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.27.49\n",
      "A375\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.27.49.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.27.49.ims \n",
      "\n",
      "Hela_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.47.11\n",
      "Hela\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.47.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.47.11.ims \n",
      "\n",
      "HEK_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.50.37\n",
      "HEK\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.50.37.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.50.37.ims \n",
      "\n",
      "HEK_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_19.58.13\n",
      "HEK\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_19.58.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_19.58.13.ims \n",
      "\n",
      "A375_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.31.45\n",
      "A375\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.31.45.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.31.45.ims \n",
      "\n",
      "A375_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.26.07\n",
      "A375\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.26.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.26.07.ims \n",
      "\n",
      "GAMG_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.57.46\n",
      "GAMG\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.57.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.57.46.ims \n",
      "\n",
      "GAMG_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.01.28\n",
      "GAMG\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.01.28.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.01.28.ims \n",
      "\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.49.40\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.49.40.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.49.40.ims \n",
      "\n",
      "HEK_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.50.50\n",
      "HEK\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.50.50.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.50.50.ims \n",
      "\n",
      "MCF7_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.38.47\n",
      "MCF7\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.38.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.38.47.ims \n",
      "\n",
      "A375_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.33.07\n",
      "A375\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.33.07.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.33.07.ims \n",
      "\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.50.59\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.50.59.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.50.59.ims \n",
      "\n",
      "GAMG_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.45.38\n",
      "GAMG\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.45.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.45.38.ims \n",
      "\n",
      "HEK_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.53.50\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.53.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.53.50.ims \n",
      "\n",
      "GAMG_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_01.04.47\n",
      "GAMG\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_01.04.47.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_01.04.47.ims \n",
      "\n",
      "GAMG_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_01.06.05\n",
      "GAMG\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_01.06.05.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_01.06.05.ims \n",
      "\n",
      "Hela_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.38.38\n",
      "Hela\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.38.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.38.38.ims \n",
      "\n",
      "A375_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.29.14\n",
      "A375\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.29.14.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.29.14.ims \n",
      "\n",
      "A375_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.28.48\n",
      "A375\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.28.48.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.28.48.ims \n",
      "\n",
      "HEK_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.53.12\n",
      "HEK\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.53.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.53.12.ims \n",
      "\n",
      "GAMG_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.44.15\n",
      "GAMG\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.44.15.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.44.15.ims \n",
      "\n",
      "HEK_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.12.00\n",
      "HEK\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.12.00.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.12.00.ims \n",
      "\n",
      "A375_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.24.34\n",
      "A375\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.24.34.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.24.34.ims \n",
      "\n",
      "GAMG_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.18.16\n",
      "GAMG\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.18.16.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.18.16.ims \n",
      "\n",
      "Hela_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.19.58\n",
      "Hela\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.19.58.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.19.58.ims \n",
      "\n",
      "MCF7_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.35.18\n",
      "MCF7\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.35.18.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.35.18.ims \n",
      "\n",
      "MCF7_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.19.12\n",
      "MCF7\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.19.12.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.19.12.ims \n",
      "\n",
      "A375_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.35.10\n",
      "A375\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.35.10.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.35.10.ims \n",
      "\n",
      "HEK_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.58.25\n",
      "HEK\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.58.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.58.25.ims \n",
      "\n",
      "Hela_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.08.03\n",
      "Hela\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.08.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.08.03.ims \n",
      "\n",
      "MCF7_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.37.53\n",
      "MCF7\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.37.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.37.53.ims \n",
      "\n",
      "GAMG_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.54.53\n",
      "GAMG\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.54.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.54.53.ims \n",
      "\n",
      "GAMG_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.03.30\n",
      "GAMG\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.03.30.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.03.30.ims \n",
      "\n",
      "A375_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.12.22\n",
      "A375\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.12.22.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.12.22.ims \n",
      "\n",
      "GAMG_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.16.03\n",
      "GAMG\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.16.03.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.16.03.ims \n",
      "\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.53.46\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.53.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.53.46.ims \n",
      "\n",
      "Hela_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_17.44.44\n",
      "Hela\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_17.44.44.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_17.44.44.ims \n",
      "\n",
      "Hela_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.15.13\n",
      "Hela\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.15.13.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.15.13.ims \n",
      "\n",
      "Hela_0_bg_Z-stack_HF_07_2024-03-06_YunHao_17.48.47\n",
      "Hela\n",
      "bg\n",
      "MCF7_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.44.53\n",
      "MCF7\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.44.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.44.53.ims \n",
      "\n",
      "MCF7_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.20.41\n",
      "MCF7\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.20.41.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.20.41.ims \n",
      "\n",
      "HEK_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.51.50\n",
      "HEK\n",
      "Z-stack\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.51.50.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.51.50.ims \n",
      "\n",
      "HEK_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.09.38\n",
      "HEK\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.09.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.09.38.ims \n",
      "\n",
      "GAMG_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.46.53\n",
      "GAMG\n",
      "N4BP2\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.46.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.46.53.ims \n",
      "\n",
      "Hela_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.44.25\n",
      "Hela\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.44.25.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.44.25.ims \n",
      "\n",
      "A375_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.28.29\n",
      "A375\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.28.29.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.28.29.ims \n",
      "\n",
      "GAMG_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.04.41\n",
      "GAMG\n",
      "CHID1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.04.41.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.04.41.ims \n",
      "\n",
      "MCF7_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.46.46\n",
      "MCF7\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.46.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.46.46.ims \n",
      "\n",
      "A375_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.28.09\n",
      "A375\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.28.09.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.28.09.ims \n",
      "\n",
      "HEK_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.54.28\n",
      "HEK\n",
      "RBM23\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.54.28.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/HEK_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.54.28.ims \n",
      "\n",
      "GAMG_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.07.38\n",
      "GAMG\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.07.38.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.07.38.ims \n",
      "\n",
      "MCF7_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.32.46\n",
      "MCF7\n",
      "EIF4G1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.32.46.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.32.46.ims \n",
      "\n",
      "MCF7_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.21.52\n",
      "MCF7\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.21.52.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.21.52.ims \n",
      "\n",
      "GAMG_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.08.53\n",
      "GAMG\n",
      "DDIT3\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.08.53.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.08.53.ims \n",
      "\n",
      "GAMG_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_23.04.31\n",
      "GAMG\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_23.04.31.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_23.04.31.ims \n",
      "\n",
      "MCF7_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.53.04\n",
      "MCF7\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.53.04.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.53.04.ims \n",
      "\n",
      "MCF7_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.54.26\n",
      "MCF7\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.54.26.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.54.26.ims \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hela_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.20.57\n",
      "Hela\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.20.57.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.20.57.ims \n",
      "\n",
      "GAMG_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_01.00.58\n",
      "GAMG\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_01.00.58.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_01.00.58.ims \n",
      "\n",
      "MCF7_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.51.24\n",
      "MCF7\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.51.24.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.51.24.ims \n",
      "\n",
      "A375_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.28.01\n",
      "A375\n",
      "COPA\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.28.01.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.28.01.ims \n",
      "\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.52.11\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.52.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/GAMG_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.52.11.ims \n",
      "\n",
      "A375_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.30.58\n",
      "A375\n",
      "PSME3IP1\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.30.58.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/A375_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.30.58.ims \n",
      "\n",
      "MCF7_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.50.11\n",
      "MCF7\n",
      "MESD\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.50.11.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/MCF7_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.50.11.ims \n",
      "\n",
      "Hela_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.47.10\n",
      "Hela\n",
      "ATP13A5\n",
      "Opening readonly file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.47.10.ims \n",
      "\n",
      "Closing file: /mnt/d2/xinyi/subcell_loc/validationData/2024-03-06_HPA_proLoc/Hela_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.47.10.ims \n",
      "\n"
     ]
    }
   ],
   "source": [
    "nucProp_all_pred={}\n",
    "nucProp_all_true={}\n",
    "for imgName in os.listdir(expDataDir):\n",
    "    \n",
    "    if not imgName[-3:]=='ims':\n",
    "        continue\n",
    "    print(imgName[:-4])\n",
    "    cellline=imgName.split('_')[0]\n",
    "    p=imgName.split('_')[2]\n",
    "    print(cellline)\n",
    "    print(p)\n",
    "    if p not in proteinInput:\n",
    "        p=imgName.split('_')[1]\n",
    "        if p not in proteinInput:\n",
    "            continue\n",
    "        \n",
    "    if p not in nucProp_all_pred.keys():\n",
    "        nucProp_all_pred[p]={}\n",
    "    if cellline not in nucProp_all_pred[p].keys():\n",
    "        nucProp_all_pred[p][cellline]={}\n",
    "    if p not in nucProp_all_true.keys():\n",
    "        nucProp_all_true[p]={}\n",
    "    if cellline not in nucProp_all_true[p].keys():\n",
    "        nucProp_all_true[p][cellline]={}\n",
    "    \n",
    "#     if os.path.exists(os.path.join(savedir_p,imgName[:-4]+'_pred.jpg')):\n",
    "#         continue\n",
    "        \n",
    "    X_esm2_encoding,X_protein_len=proteinInput[p]\n",
    "    X_landmarks,y_true=getXstack_imgNorm(os.path.join(expDataDir,imgName),scaleFactor,0.19)\n",
    "    nucProp_pred=np.zeros(X_landmarks.shape[0])\n",
    "    nucProp_true=np.zeros(X_landmarks.shape[0])\n",
    "    \n",
    "    if X_landmarks.shape[0]==0:\n",
    "        continue\n",
    "    prev_nimgs=imgsAll_currentCount[p][cellline]\n",
    "    curr_nimags=X_landmarks.shape[0]\n",
    "    imgsAll[p][cellline][prev_nimgs:prev_nimgs+curr_nimags,:3]=X_landmarks\n",
    "    imgsAll[p][cellline][prev_nimgs:prev_nimgs+curr_nimags,3]=y_true\n",
    "    \n",
    "    \n",
    "    for celli in range(X_landmarks.shape[0]):\n",
    "        y_pred_antibody_stain, _y_pred_multilabel, _y_pred_ranked = loaded_model.predict_step(\n",
    "            (\n",
    "                X_esm2_encoding.unsqueeze(0).double(),\n",
    "                torch.Tensor([X_protein_len]),\n",
    "                torch.Tensor(X_landmarks[celli]).unsqueeze(0).double(),\n",
    "                None,\n",
    "                None,\n",
    "            ),\n",
    "            batch_idx=0,\n",
    "        )\n",
    "        imgsAll[p][cellline][prev_nimgs+celli,4]=y_pred_antibody_stain.detach().numpy()\n",
    "        \n",
    "        labeled_nuclei, linfo = model_stardist.predict_instances(gaussian(normalize(X_landmarks[celli][0])))\n",
    "        nuc_mask=np.zeros((128,128))\n",
    "        nuc_mask[labeled_nuclei>0]=1\n",
    "\n",
    "        nucProp_pred[celli]=np.sum(nuc_mask*y_pred_antibody_stain.detach().numpy())/np.sum(y_pred_antibody_stain.detach().numpy())\n",
    "        nucProp_true[celli]=np.sum(nuc_mask*y_true)/np.sum(y_true)\n",
    "        \n",
    "    nucProp_all_pred[p][cellline][imgName]=nucProp_pred\n",
    "    nucProp_all_true[p][cellline][imgName]=nucProp_true\n",
    "    imgsAll_currentCount[p][cellline]+=curr_nimags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(os.path.join(savedir,'nucProp_pred'), 'wb') as output:\n",
    "    pickle.dump(nucProp_all_pred, output, pickle.HIGHEST_PROTOCOL)\n",
    "with open(os.path.join(savedir,'nucProp_true'), 'wb') as output:\n",
    "    pickle.dump(nucProp_all_true, output, pickle.HIGHEST_PROTOCOL)\n",
    "    \n",
    "with open(os.path.join(savedir,'imgs'), 'wb') as output:\n",
    "    pickle.dump(imgsAll, output, pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GAMG_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.07.10\n",
      "GAMG\n",
      "ATP13A5\n",
      "GAMG_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.57.14\n",
      "GAMG\n",
      "COPA\n",
      "Hela_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.36.22\n",
      "Hela\n",
      "DDIT3\n",
      "HEK_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.53.01\n",
      "HEK\n",
      "DDIT3\n",
      "MCF7_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.22.47\n",
      "MCF7\n",
      "RBM23\n",
      "Hela_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.41.55\n",
      "Hela\n",
      "RBM23\n",
      "HEK_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.48.29\n",
      "HEK\n",
      "DDIT3\n",
      "A375_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.17.11\n",
      "A375\n",
      "N4BP2\n",
      "Hela_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.12.21\n",
      "Hela\n",
      "N4BP2\n",
      "A375_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.30.20\n",
      "A375\n",
      "CHID1\n",
      "Hela_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_17.40.50\n",
      "Hela\n",
      "EIF4G1\n",
      "A375_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.37.34\n",
      "A375\n",
      "ATP13A5\n",
      "Hela_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.42.58\n",
      "Hela\n",
      "ATP13A5\n",
      "A375_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.32.31\n",
      "A375\n",
      "RBM23\n",
      "A375_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.10.48\n",
      "A375\n",
      "EIF4G1\n",
      "HEK_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.00.44\n",
      "HEK\n",
      "PSME3IP1\n",
      "Hela_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.13.24\n",
      "Hela\n",
      "N4BP2\n",
      "HEK_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.53.26\n",
      "HEK\n",
      "ATP13A5\n",
      "Hela_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_17.47.22\n",
      "Hela\n",
      "EIF4G1\n",
      "A375_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.32.01\n",
      "A375\n",
      "CHID1\n",
      "HEK_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.46.59\n",
      "HEK\n",
      "DDIT3\n",
      "A375_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.26.40\n",
      "A375\n",
      "PSME3IP1\n",
      "Hela_0_bg_Z-stack_HF_01_2024-03-06_YunHao_17.49.54\n",
      "Hela\n",
      "bg\n",
      "Hela_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.38.31\n",
      "Hela\n",
      "EIF4G1\n",
      "MFC7_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.11.47\n",
      "MFC7\n",
      "CHID1\n",
      "GAMG_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.02.14\n",
      "GAMG\n",
      "CHID1\n",
      "GAMG_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_01.02.01\n",
      "GAMG\n",
      "MESD\n",
      "Hela_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.38.34\n",
      "Hela\n",
      "CHID1\n",
      "A375_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.21.31\n",
      "A375\n",
      "N4BP2\n",
      "A375_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.29.06\n",
      "A375\n",
      "RBM23\n",
      "Hela_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.41.54\n",
      "Hela\n",
      "CHID1\n",
      "HEK_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.08.43\n",
      "HEK\n",
      "Z-stack\n",
      "A375_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.26.17\n",
      "A375\n",
      "MESD\n",
      "MCF7_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.26.16\n",
      "MCF7\n",
      "ATP13A5\n",
      "A375_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.34.03\n",
      "A375\n",
      "RBM23\n",
      "A375_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.38.42\n",
      "A375\n",
      "ATP13A5\n",
      "Hela_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.35.35\n",
      "Hela\n",
      "CHID1\n",
      "Hela_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.14.22\n",
      "Hela\n",
      "COPA\n",
      "Hela_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.23.30\n",
      "Hela\n",
      "COPA\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.43.09\n",
      "MCF7\n",
      "PSME3IP1\n",
      "MCF7_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.37.05\n",
      "MCF7\n",
      "EIF4G1\n",
      "MCF7_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.19.03\n",
      "MCF7\n",
      "DDIT3\n",
      "Hela_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.39.57\n",
      "Hela\n",
      "CHID1\n",
      "HEK_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.51.56\n",
      "HEK\n",
      "RBM23\n",
      "MCF7_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.43.55\n",
      "MCF7\n",
      "EIF4G1\n",
      "Hela_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.21.00\n",
      "Hela\n",
      "MESD\n",
      "Hela_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.37.19\n",
      "Hela\n",
      "EIF4G1\n",
      "Hela_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.43.13\n",
      "Hela\n",
      "RBM23\n",
      "MCF7_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.23.56\n",
      "MCF7\n",
      "RBM23\n",
      "HEK_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.01.26\n",
      "HEK\n",
      "N4BP2\n",
      "Hela_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.13.26\n",
      "Hela\n",
      "PSME3IP1\n",
      "HEK_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.01.40\n",
      "HEK\n",
      "EIF4G1\n",
      "A375_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.26.02\n",
      "A375\n",
      "DDIT3\n",
      "A375_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.31.23\n",
      "A375\n",
      "ATP13A5\n",
      "MCF7_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.30.49\n",
      "MCF7\n",
      "EIF4G1\n",
      "MCF7_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.43.04\n",
      "MCF7\n",
      "COPA\n",
      "GAMG_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.51.17\n",
      "GAMG\n",
      "N4BP2\n",
      "HEK_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.03.42\n",
      "HEK\n",
      "MESD\n",
      "HEK_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.10.34\n",
      "HEK\n",
      "Z-stack\n",
      "A375_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.39.44\n",
      "A375\n",
      "ATP13A5\n",
      "HEK_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.07.06\n",
      "HEK\n",
      "Z-stack\n",
      "A375_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.23.15\n",
      "A375\n",
      "EIF4G1\n",
      "A375_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.32.44\n",
      "A375\n",
      "PSME3IP1\n",
      "HEK_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.52.03\n",
      "HEK\n",
      "ATP13A5\n",
      "MCF7_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.52.40\n",
      "MCF7\n",
      "COPA\n",
      "A375_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.27.25\n",
      "A375\n",
      "CHID1\n",
      "Hela_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.14.32\n",
      "Hela\n",
      "N4BP2\n",
      "GAMG_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.08.24\n",
      "GAMG\n",
      "RBM23\n",
      "MCF7_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.45.22\n",
      "MCF7\n",
      "EIF4G1\n",
      "HEK_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.03.05\n",
      "HEK\n",
      "N4BP2\n",
      "Hela_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.36.32\n",
      "Hela\n",
      "CHID1\n",
      "MCF7_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.17.33\n",
      "MCF7\n",
      "DDIT3\n",
      "Hela_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.22.07\n",
      "Hela\n",
      "MESD\n",
      "A375_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.36.22\n",
      "A375\n",
      "ATP13A5\n",
      "GAMG_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.05.28\n",
      "GAMG\n",
      "DDIT3\n",
      "GAMG_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.00.42\n",
      "GAMG\n",
      "CHID1\n",
      "Hela_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.44.42\n",
      "Hela\n",
      "RBM23\n",
      "HEK_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.05.34\n",
      "HEK\n",
      "Z-stack\n",
      "HEK_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.06.32\n",
      "HEK\n",
      "PSME3IP1\n",
      "MCF7_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.40.03\n",
      "MCF7\n",
      "COPA\n",
      "MCF7_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.10.37\n",
      "MCF7\n",
      "DDIT3\n",
      "MFC7_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.18.05\n",
      "MFC7\n",
      "CHID1\n",
      "GAMG_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.48.51\n",
      "GAMG\n",
      "N4BP2\n",
      "A375_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.30.24\n",
      "A375\n",
      "DDIT3\n",
      "MFC7_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.10.21\n",
      "MFC7\n",
      "CHID1\n",
      "A375_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.26.53\n",
      "A375\n",
      "COPA\n",
      "MFC7_4_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.15.43\n",
      "MFC7\n",
      "CHID1\n",
      "A375_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.39.22\n",
      "A375\n",
      "RBM23\n",
      "MCF7_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.27.33\n",
      "MCF7\n",
      "RBM23\n",
      "Hela_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.37.32\n",
      "Hela\n",
      "DDIT3\n",
      "Hela_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.40.39\n",
      "Hela\n",
      "RBM23\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.46.19\n",
      "MCF7\n",
      "PSME3IP1\n",
      "MCF7_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.41.38\n",
      "MCF7\n",
      "COPA\n",
      "MCF7_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.55.51\n",
      "MCF7\n",
      "MESD\n",
      "HEK_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.02.26\n",
      "HEK\n",
      "Z-stack\n",
      "GAMG_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_20.57.08\n",
      "GAMG\n",
      "CHID1\n",
      "HEK_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.49.03\n",
      "HEK\n",
      "RBM23\n",
      "Hela_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.48.47\n",
      "Hela\n",
      "ATP13A5\n",
      "A375_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.15.56\n",
      "A375\n",
      "N4BP2\n",
      "GAMG_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_23.00.00\n",
      "GAMG\n",
      "COPA\n",
      "A375_1_EIF4G1_Z-stack_HF_07_2024-03-06_YunHao_18.26.15\n",
      "A375\n",
      "EIF4G1\n",
      "GAMG_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.49.41\n",
      "GAMG\n",
      "EIF4G1\n",
      "GAMG_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.02.37\n",
      "GAMG\n",
      "DDIT3\n",
      "HEK_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.50.18\n",
      "HEK\n",
      "RBM23\n",
      "HEK_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.04.56\n",
      "HEK\n",
      "EIF4G1\n",
      "GAMG_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.50.36\n",
      "GAMG\n",
      "EIF4G1\n",
      "GAMG_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.12.21\n",
      "GAMG\n",
      "ATP13A5\n",
      "MCF7_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.42.20\n",
      "MCF7\n",
      "EIF4G1\n",
      "MCF7_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.15.00\n",
      "MCF7\n",
      "DDIT3\n",
      "A375_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_22.30.52\n",
      "A375\n",
      "COPA\n",
      "MCF7_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.20.30\n",
      "MCF7\n",
      "DDIT3\n",
      "MCF7_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.41.33\n",
      "MCF7\n",
      "N4BP2\n",
      "A375_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.08.10\n",
      "A375\n",
      "EIF4G1\n",
      "Hela_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.41.43\n",
      "Hela\n",
      "ATP13A5\n",
      "Hela_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.41.17\n",
      "Hela\n",
      "DDIT3\n",
      "Hela_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_17.42.23\n",
      "Hela\n",
      "EIF4G1\n",
      "MCF7_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.12.17\n",
      "MCF7\n",
      "DDIT3\n",
      "HEK_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.04.50\n",
      "HEK\n",
      "MESD\n",
      "HEK_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_19.59.21\n",
      "HEK\n",
      "N4BP2\n",
      "HEK_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.54.51\n",
      "HEK\n",
      "ATP13A5\n",
      "A375_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.32.39\n",
      "A375\n",
      "COPA\n",
      "HEK_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.04.36\n",
      "HEK\n",
      "N4BP2\n",
      "Hela_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.12.01\n",
      "Hela\n",
      "PSME3IP1\n",
      "MFC7_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.07.40\n",
      "MFC7\n",
      "CHID1\n",
      "GAMG_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.03.42\n",
      "GAMG\n",
      "DDIT3\n",
      "GAMG_6_ATP13A5_Z-stack_HF_06_2024-03-06_YunHao_23.17.40\n",
      "GAMG\n",
      "ATP13A5\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MFC7_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.22.53\n",
      "MFC7\n",
      "CHID1\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.48.29\n",
      "GAMG\n",
      "PSME3IP1\n",
      "A375_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.21.50\n",
      "A375\n",
      "PSME3IP1\n",
      "Hela_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.45.49\n",
      "Hela\n",
      "RBM23\n",
      "A375_5_COPA_Z-stack_HF_06_2024-03-06_YunHao_22.25.32\n",
      "A375\n",
      "COPA\n",
      "A375_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.34.35\n",
      "A375\n",
      "ATP13A5\n",
      "HEK_8_RBM23_Z-stack_HF_06_2024-03-07_YunHao_01.55.36\n",
      "HEK\n",
      "RBM23\n",
      "A375_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.32.00\n",
      "A375\n",
      "MESD\n",
      "Hela_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.45.55\n",
      "Hela\n",
      "ATP13A5\n",
      "GAMG_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.59.05\n",
      "GAMG\n",
      "COPA\n",
      "Hela_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.16.03\n",
      "Hela\n",
      "COPA\n",
      "HEK_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_17.55.51\n",
      "HEK\n",
      "EIF4G1\n",
      "Hela_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.42.39\n",
      "Hela\n",
      "DDIT3\n",
      "A375_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.14.07\n",
      "A375\n",
      "EIF4G1\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.40.19\n",
      "MCF7\n",
      "PSME3IP1\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.55.13\n",
      "GAMG\n",
      "PSME3IP1\n",
      "HEK_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.06.20\n",
      "HEK\n",
      "MESD\n",
      "HEK_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.44.15\n",
      "HEK\n",
      "DDIT3\n",
      "HEK_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.07.39\n",
      "HEK\n",
      "MESD\n",
      "A375_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.20.18\n",
      "A375\n",
      "N4BP2\n",
      "A375_1_EIF4G1_Z-stack_HF_08_2024-03-06_YunHao_18.27.39\n",
      "A375\n",
      "EIF4G1\n",
      "GAMG_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.15.05\n",
      "GAMG\n",
      "ATP13A5\n",
      "GAMG_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_01.03.38\n",
      "GAMG\n",
      "MESD\n",
      "HEK_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.07.43\n",
      "HEK\n",
      "PSME3IP1\n",
      "MCF7_8_RBM23_Z-stack_HF_01_2024-03-07_YunHao_01.21.15\n",
      "MCF7\n",
      "RBM23\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_01_2024-03-07_YunHao_02.36.49\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Hela_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.11.03\n",
      "Hela\n",
      "N4BP2\n",
      "GAMG_8_RBM23_Z-stack_HF_03_2024-03-07_YunHao_01.10.34\n",
      "GAMG\n",
      "RBM23\n",
      "Hela_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.34.33\n",
      "Hela\n",
      "CHID1\n",
      "A375_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.25.05\n",
      "A375\n",
      "MESD\n",
      "GAMG_3_N4BP2_Z-stack_HF_06_2024-03-06_YunHao_20.43.14\n",
      "GAMG\n",
      "N4BP2\n",
      "HEK_CHID1_Z-stack_HF_02_2024-03-06_YunHao_21.46.35\n",
      "HEK\n",
      "Z-stack\n",
      "Hela_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.40.03\n",
      "Hela\n",
      "DDIT3\n",
      "GAMG_8_RBM23_Z-stack_HF_02_2024-03-07_YunHao_01.09.32\n",
      "GAMG\n",
      "RBM23\n",
      "Hela_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.10.50\n",
      "Hela\n",
      "PSME3IP1\n",
      "A375_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.30.32\n",
      "A375\n",
      "MESD\n",
      "A375_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.29.46\n",
      "A375\n",
      "PSME3IP1\n",
      "HEK_COPA_Z-stack_HF_06_2024-03-06_YunHao_21.59.15\n",
      "HEK\n",
      "Z-stack\n",
      "Hela_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.13.20\n",
      "Hela\n",
      "MESD\n",
      "GAMG_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.13.35\n",
      "GAMG\n",
      "ATP13A5\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.44.33\n",
      "MCF7\n",
      "PSME3IP1\n",
      "Hela_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.09.23\n",
      "Hela\n",
      "N4BP2\n",
      "Hela_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_17.46.11\n",
      "Hela\n",
      "EIF4G1\n",
      "GAMG_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.53.47\n",
      "GAMG\n",
      "EIF4G1\n",
      "HEK_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.56.09\n",
      "HEK\n",
      "Z-stack\n",
      "GAMG_5_COPA_Z-stack_HF_02_2024-03-06_YunHao_23.03.00\n",
      "GAMG\n",
      "COPA\n",
      "Hela_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.18.06\n",
      "Hela\n",
      "COPA\n",
      "MCF7_3_N4BP2_Z-stack_HF_02_2024-03-06_YunHao_20.32.51\n",
      "MCF7\n",
      "N4BP2\n",
      "Hela_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_22.12.56\n",
      "Hela\n",
      "COPA\n",
      "A375_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.18.43\n",
      "A375\n",
      "N4BP2\n",
      "HEK_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.05.12\n",
      "HEK\n",
      "PSME3IP1\n",
      "HEK_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.02.03\n",
      "HEK\n",
      "PSME3IP1\n",
      "HEK_2_DDIT3_Z-stack_HF_02_2024-03-06_YunHao_19.45.39\n",
      "HEK\n",
      "DDIT3\n",
      "A375_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.38.07\n",
      "A375\n",
      "RBM23\n",
      "MCF7_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.30.22\n",
      "MCF7\n",
      "N4BP2\n",
      "A375_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.23.02\n",
      "A375\n",
      "N4BP2\n",
      "HEK_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.45.04\n",
      "HEK\n",
      "Z-stack\n",
      "GAMG_4_CHID1_Z-stack_HF_02_2024-03-06_YunHao_20.58.13\n",
      "GAMG\n",
      "CHID1\n",
      "Hela_9_PSME3IP1_Z-stack_HF_06_2024-03-07_YunHao_02.16.24\n",
      "Hela\n",
      "PSME3IP1\n",
      "MCF7_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_18.40.07\n",
      "MCF7\n",
      "EIF4G1\n",
      "GAMG_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.48.41\n",
      "GAMG\n",
      "EIF4G1\n",
      "MCF7_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.38.37\n",
      "MCF7\n",
      "PSME3IP1\n",
      "MCF7_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.25.02\n",
      "MCF7\n",
      "RBM23\n",
      "HEK_CHID1_Z-stack_HF_03_2024-03-06_YunHao_21.48.20\n",
      "HEK\n",
      "Z-stack\n",
      "MCF7_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.24.19\n",
      "MCF7\n",
      "ATP13A5\n",
      "Hela_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.23.12\n",
      "Hela\n",
      "MESD\n",
      "HEK_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.06.02\n",
      "HEK\n",
      "N4BP2\n",
      "MCF7_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.35.02\n",
      "MCF7\n",
      "EIF4G1\n",
      "HEK_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.03.32\n",
      "HEK\n",
      "PSME3IP1\n",
      "HEK_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.56.21\n",
      "HEK\n",
      "ATP13A5\n",
      "HEK_1_EIF4G1_Z-stack_HF_03_2024-03-06_YunHao_18.00.17\n",
      "HEK\n",
      "EIF4G1\n",
      "GAMG_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_23.01.21\n",
      "GAMG\n",
      "COPA\n",
      "A375_1_EIF4G1_Z-stack_HF_01_2024-03-06_YunHao_18.24.46\n",
      "A375\n",
      "EIF4G1\n",
      "MCF7_6_ATP13A5_Z-stack_HF_04_2024-03-06_YunHao_23.23.12\n",
      "MCF7\n",
      "ATP13A5\n",
      "GAMG_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.57.46\n",
      "GAMG\n",
      "MESD\n",
      "GAMG_2_DDIT3_Z-stack_HF_01_2024-03-06_YunHao_19.01.28\n",
      "GAMG\n",
      "DDIT3\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_02_2024-03-07_YunHao_02.49.40\n",
      "GAMG\n",
      "PSME3IP1\n",
      "HEK_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.50.50\n",
      "HEK\n",
      "ATP13A5\n",
      "MCF7_7_MESD_Z-stack_HF_01_2024-03-07_YunHao_00.38.47\n",
      "MCF7\n",
      "MESD\n",
      "A375_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.33.07\n",
      "A375\n",
      "DDIT3\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.50.59\n",
      "GAMG\n",
      "PSME3IP1\n",
      "GAMG_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.45.38\n",
      "GAMG\n",
      "N4BP2\n",
      "HEK_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.53.50\n",
      "HEK\n",
      "Z-stack\n",
      "GAMG_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_01.04.47\n",
      "GAMG\n",
      "MESD\n",
      "GAMG_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_01.06.05\n",
      "GAMG\n",
      "MESD\n",
      "Hela_2_DDIT3_Z-stack_HF_04_2024-03-06_YunHao_19.38.38\n",
      "Hela\n",
      "DDIT3\n",
      "A375_5_COPA_Z-stack_HF_03_2024-03-06_YunHao_22.29.14\n",
      "A375\n",
      "COPA\n",
      "A375_4_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.28.48\n",
      "A375\n",
      "CHID1\n",
      "HEK_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.53.12\n",
      "HEK\n",
      "RBM23\n",
      "GAMG_3_N4BP2_Z-stack_HF_05_2024-03-06_YunHao_20.44.15\n",
      "GAMG\n",
      "N4BP2\n",
      "HEK_7_MESD_Z-stack_HF_06_2024-03-07_YunHao_00.12.00\n",
      "HEK\n",
      "MESD\n",
      "A375_4_CHID1_Z-stack_HF_01_2024-03-06_YunHao_21.24.34\n",
      "A375\n",
      "CHID1\n",
      "GAMG_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.18.16\n",
      "GAMG\n",
      "RBM23\n",
      "Hela_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.19.58\n",
      "Hela\n",
      "MESD\n",
      "MCF7_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.35.18\n",
      "MCF7\n",
      "N4BP2\n",
      "MCF7_6_ATP13A5_Z-stack_HF_01_2024-03-06_YunHao_23.19.12\n",
      "MCF7\n",
      "ATP13A5\n",
      "A375_8_RBM23_Z-stack_HF_04_2024-03-07_YunHao_01.35.10\n",
      "A375\n",
      "RBM23\n",
      "HEK_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_17.58.25\n",
      "HEK\n",
      "EIF4G1\n",
      "Hela_3_N4BP2_Z-stack_HF_01_2024-03-06_YunHao_20.08.03\n",
      "Hela\n",
      "N4BP2\n",
      "MCF7_3_N4BP2_Z-stack_HF_04_2024-03-06_YunHao_20.37.53\n",
      "MCF7\n",
      "N4BP2\n",
      "GAMG_1_EIF4G1_Z-stack_HF_06_2024-03-06_YunHao_18.54.53\n",
      "GAMG\n",
      "EIF4G1\n",
      "GAMG_4_CHID1_Z-stack_HF_05_2024-03-06_YunHao_21.03.30\n",
      "GAMG\n",
      "CHID1\n",
      "A375_1_EIF4G1_Z-stack_HF_04_2024-03-06_YunHao_18.12.22\n",
      "A375\n",
      "EIF4G1\n",
      "GAMG_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.16.03\n",
      "GAMG\n",
      "ATP13A5\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.53.46\n",
      "GAMG\n",
      "PSME3IP1\n",
      "Hela_1_EIF4G1_Z-stack_HF_05_2024-03-06_YunHao_17.44.44\n",
      "Hela\n",
      "EIF4G1\n",
      "Hela_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.15.13\n",
      "Hela\n",
      "PSME3IP1\n",
      "Hela_0_bg_Z-stack_HF_07_2024-03-06_YunHao_17.48.47\n",
      "Hela\n",
      "bg\n",
      "MCF7_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.44.53\n",
      "MCF7\n",
      "COPA\n",
      "MCF7_6_ATP13A5_Z-stack_HF_02_2024-03-06_YunHao_23.20.41\n",
      "MCF7\n",
      "ATP13A5\n",
      "HEK_CHID1_Z-stack_HF_04_2024-03-06_YunHao_21.51.50\n",
      "HEK\n",
      "Z-stack\n",
      "HEK_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.09.38\n",
      "HEK\n",
      "MESD\n",
      "GAMG_3_N4BP2_Z-stack_HF_03_2024-03-06_YunHao_20.46.53\n",
      "GAMG\n",
      "N4BP2\n",
      "Hela_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.44.25\n",
      "Hela\n",
      "ATP13A5\n",
      "A375_2_DDIT3_Z-stack_HF_03_2024-03-06_YunHao_19.28.29\n",
      "A375\n",
      "DDIT3\n",
      "GAMG_4_CHID1_Z-stack_HF_06_2024-03-06_YunHao_21.04.41\n",
      "GAMG\n",
      "CHID1\n",
      "MCF7_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.46.46\n",
      "MCF7\n",
      "COPA\n",
      "A375_9_PSME3IP1_Z-stack_HF_03_2024-03-07_YunHao_02.28.09\n",
      "A375\n",
      "PSME3IP1\n",
      "HEK_8_RBM23_Z-stack_HF_05_2024-03-07_YunHao_01.54.28\n",
      "HEK\n",
      "RBM23\n",
      "GAMG_2_DDIT3_Z-stack_HF_05_2024-03-06_YunHao_19.07.38\n",
      "GAMG\n",
      "DDIT3\n",
      "MCF7_1_EIF4G1_Z-stack_HF_02_2024-03-06_YunHao_18.32.46\n",
      "MCF7\n",
      "EIF4G1\n",
      "MCF7_6_ATP13A5_Z-stack_HF_03_2024-03-06_YunHao_23.21.52\n",
      "MCF7\n",
      "ATP13A5\n",
      "GAMG_2_DDIT3_Z-stack_HF_06_2024-03-06_YunHao_19.08.53\n",
      "GAMG\n",
      "DDIT3\n",
      "GAMG_5_COPA_Z-stack_HF_01_2024-03-06_YunHao_23.04.31\n",
      "GAMG\n",
      "COPA\n",
      "MCF7_7_MESD_Z-stack_HF_04_2024-03-07_YunHao_00.53.04\n",
      "MCF7\n",
      "MESD\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MCF7_7_MESD_Z-stack_HF_05_2024-03-07_YunHao_00.54.26\n",
      "MCF7\n",
      "MESD\n",
      "Hela_5_COPA_Z-stack_HF_05_2024-03-06_YunHao_22.20.57\n",
      "Hela\n",
      "COPA\n",
      "GAMG_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_01.00.58\n",
      "GAMG\n",
      "MESD\n",
      "MCF7_7_MESD_Z-stack_HF_03_2024-03-07_YunHao_00.51.24\n",
      "MCF7\n",
      "MESD\n",
      "A375_5_COPA_Z-stack_HF_04_2024-03-06_YunHao_22.28.01\n",
      "A375\n",
      "COPA\n",
      "GAMG_9_PSME3IP1_Z-stack_HF_04_2024-03-07_YunHao_02.52.11\n",
      "GAMG\n",
      "PSME3IP1\n",
      "A375_9_PSME3IP1_Z-stack_HF_05_2024-03-07_YunHao_02.30.58\n",
      "A375\n",
      "PSME3IP1\n",
      "MCF7_7_MESD_Z-stack_HF_02_2024-03-07_YunHao_00.50.11\n",
      "MCF7\n",
      "MESD\n",
      "Hela_6_ATP13A5_Z-stack_HF_05_2024-03-06_YunHao_23.47.10\n",
      "Hela\n",
      "ATP13A5\n"
     ]
    }
   ],
   "source": [
    "#expected nucProp\n",
    "imgsAll_currentCount={}\n",
    "for p in lossPred_all.keys():\n",
    "    imgsAll_currentCount[p]={}\n",
    "    for cellline in lossPred_all[p].keys():\n",
    "        imgsAll_currentCount[p][cellline]=0\n",
    "        \n",
    "nucProp_all_expected={}\n",
    "for imgName in os.listdir(expDataDir):\n",
    "    \n",
    "    if not imgName[-3:]=='ims':\n",
    "        continue\n",
    "    print(imgName[:-4])\n",
    "    cellline=imgName.split('_')[0]\n",
    "    p=imgName.split('_')[2]\n",
    "    print(cellline)\n",
    "    print(p)\n",
    "    if p not in proteinInput:\n",
    "        p=imgName.split('_')[1]\n",
    "        if p not in proteinInput:\n",
    "            continue\n",
    "        \n",
    "    if p not in nucProp_all_expected.keys():\n",
    "        nucProp_all_expected[p]={}\n",
    "    if cellline not in nucProp_all_expected[p].keys():\n",
    "        nucProp_all_expected[p][cellline]={}\n",
    "       \n",
    "    if imgName not in nucProp_all_pred[p][cellline].keys():\n",
    "        continue\n",
    "        \n",
    "    prev_nimgs=imgsAll_currentCount[p][cellline]\n",
    "    curr_nimags=nucProp_all_pred[p][cellline][imgName].size\n",
    "    X_landmarks=imgsAll[p][cellline][prev_nimgs:prev_nimgs+curr_nimags,:3]\n",
    "    \n",
    "    nucProp_expected=np.zeros(X_landmarks.shape[0])\n",
    "    \n",
    "    for celli in range(X_landmarks.shape[0]):\n",
    "        \n",
    "        labeled_nuclei, linfo = model_stardist.predict_instances(gaussian(normalize(X_landmarks[celli][0])))\n",
    "        nuc_mask=np.zeros((128,128))\n",
    "        nuc_mask[labeled_nuclei>0]=1\n",
    "\n",
    "        nucProp_expected[celli]=np.sum(nuc_mask)/nuc_mask.size\n",
    "        \n",
    "    nucProp_all_expected[p][cellline][imgName]=nucProp_expected\n",
    "    imgsAll_currentCount[p][cellline]+=curr_nimags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(os.path.join(savedir,'nucProp_expected'), 'wb') as output:\n",
    "    pickle.dump(nucProp_all_expected, output, pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "allTestNucProp_true=[]\n",
    "allTestNucProp_pred=[]\n",
    "allTestPnames=[]\n",
    "allTestCL=[]\n",
    "for p in lossPred_all.keys():\n",
    "    for cellline in lossPred_all[p].keys():\n",
    "        for imgName in lossPred_all[p][cellline].keys():\n",
    "            allTestNucProp_true=np.concatenate((allTestNucProp_true,nucProp_all_true[p][cellline][imgName]))\n",
    "            allTestNucProp_pred=np.concatenate((allTestNucProp_pred,nucProp_all_pred[p][cellline][imgName]))\n",
    "            allTestPnames=np.concatenate((allTestPnames,np.repeat(p,nucProp_all_pred[p][cellline][imgName].size)))\n",
    "            allTestCL=np.concatenate((allTestCL,np.repeat(cellline,nucProp_all_pred[p][cellline][imgName].size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "allTestNucProp_expected=[]\n",
    "for p in lossPred_all.keys():\n",
    "    for cellline in lossPred_all[p].keys():\n",
    "        for imgName in lossPred_all[p][cellline].keys():\n",
    "            allTestNucProp_expected=np.concatenate((allTestNucProp_expected,nucProp_all_expected[p][cellline][imgName]))\n",
    "allTestNucProp_true_mE=allTestNucProp_true-allTestNucProp_expected\n",
    "allTestNucProp_pred_mE=allTestNucProp_pred-allTestNucProp_expected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['A375', 'GAMG', 'HEK', 'Hela', 'MCF7', 'MFC7'], dtype='<U32')"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(allTestCL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['ATP13A5', 'CHID1', 'COPA', 'DDIT3', 'EIF4G1', 'MESD', 'N4BP2',\n",
       "       'PSME3IP1', 'RBM23'], dtype='<U32')"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(allTestPnames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "trainCLIdx=np.logical_or(allTestCL=='HEK',allTestCL=='GAMG')\n",
    "testCLIdx=np.logical_not(trainCLIdx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "allTestCL[allTestCL=='MFC7']='MCF7'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f58f8793dc0>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VzsdGxgEt5l77mOTtveDVSvo9KOU4fpnohrfgjeSMCILgolbzLDikH5JIpREJh5SGyFih50LsOXLZqMth0jkxHacSmiH8XKsWzMKp3pvoaJuBnnP9qhsx107hY9GFywqN2XTeYses1edIqD4ieiYIQllMBHXKYmP0k+A5Gvaf6EXXofOq429dOIh4MpNnjBQb5+YDp9Fzrh+LWxrx4dDIqMZH5wKAAACb/V0sgVQf50R4BoSJgSSwCoJQFiZX+HgnDurnL+auLzXXo1SoXJiSMyPhEFqboli1YFZJ46QeNhf6B0c1vv0nejGUSCFqhRC1gqA3zHAwoEqZSxFSKycHpVqM97MnjA3h8R6AIAi1xcaVbXkLF4Uh9hy5XLbbvhT0sAF5ISjXwTRGTkfbDFwfjKsmd7q0e6ljMJ2LPvMaJ/+Z11hpXDMb6nChfxAzG+rw4O43S+4JQ8mulEtDISTK5yjWsM9rPk9eGygoia/noFQDk2EpoZ/Jh3hGBGEKUu7bZiKVLrpfOV4IfTy6qieFQ/waE3rX3HKSfE3XwcttNx847VoY9XEWmge6XgB4e+tD+HBoxJeHxCsZ1SQ81r1uiUrgLTXh06Qga7qesUgo5eeQaprJixgjgjAFKfVLnRa1SDhUdL9CC5SXEaSPx2txLVUBdTSLpOkYvNxWl3rXx1loDF7X61UGS0bQ9oPnjQZIKcaWH0PUNB7T9Xidt1qhFammmbxIAqsgTEHKDaWMtnLCKzGy0P70s462GTh+5QYAf1Ueo8VUYZJIpV3blFvJ4/d6T/XedHkEgNKSUQEnZNMUtdAQCbuO5Sc5tZTnRA8bVSoBVpJpJzZSTSMIwphBLecDAHas914oyzGCeBltOvttxRfXYvLnmw+cxqtn+1FvhbCt817fRpRpUQfg+r9pgaQKmc72FuzdsNzzurzOrV8veQJ29lxCPJlG1ApiW+ciX0YM4HhhhhIplVPiVd5baO79GAJ821LOUQwpEZ7YSDWNIAhjjg1n8StFsp1jkk4nIbHO9hY0RS1ErSAG48mC3WM5Pef6YQOIJ9OewlymsJMeKuICZIXCBaTr0XOuv+BceZ1bD5F0tM3AvmNXEQk7X9fxZAZ7jlzOm1+TyBjNN88doRAS3adC+AmLmATf/ISNvJ4R/fOJLuon+EOqaQRhHKm1t75yx7NlzUIllKUnGvpp3EY/ozd4WqDJG8HfyrnngC+SXhUzi1saca5vEFYokPezTavnY8+Ry0rOvNBY9TF7zU9ne4vyjJjg2iI0Bv24Jk9JAEDUCiISDqm54fNbqGKIV7/Q336qYIpVLfFjASgpjOI1Bq/Py3k2a+33S/BGPCOCMI7UWnVAuePZuLINZ7oewZmuRzyTNwsdmy9ohRImSU+jKWqhs73F9Xbv9cb/7sBHAICGujA2rmzD5gOnMW9rD+7d/n3nc4OcuT5Wv2/xALB3w3Jc3dWpQjT6NuQ5udA/WFQSHsg1m7MBNDdEcKbrEWOVTCmN8SqZCFrusbz24597VQ/5pdZ+vwRvxBgRhHGk0tUBo61i8FoISj2faWEsdK30M+rZwkMM+ltzLJ5EQySM41du5HXkLbT4DMaT2H+il4VtMmph1pu9dbTNQCgApVPidVyv8l8eauo6dN61TWd7CwJwVFv9LLIksMbnrpQqlnLDKDrlht688NqPf87nRr8nfpDqm4mDGCOCMI5UOh7utbD5NVK8FoJSz1fs2PqY/M5DscXF9PMtaxYqz8K+Y1dd4ZOOthnGZm+6Tomft3h9TvYcueySjKdt9m5YjpamqMsYKrZg+p0f0/0w5ZKUQ7F7XaohXEqJ8abV8/PuiR8k32TiIMaIIFSZsZSz9lrYyjFS/CySpSQ4FtMW8QNfXHhHXjrHyWsDxn0oP+ODW8NYMa9ZVcRwYyNqBdEfi2PzgdN518XPW8yIon0BKEOke90SALlwTKkaIYU8HqZkXz2XxtRpuFSK3es9Ry7neaoK4ef+87kRL8fkRkp7BaHK1IJOQrEyUtPYKtXJ1UtzolhyoR9NE8BdusrLYfm55j/Vo8qCvUpPaZtQALi6q9Pz2sqdM6/Ovn7mwnTOYnoihUqVK1l6S1B5t+n6TNcJiLT7VEBKewWhRhirN7pCXg6vt+9CY+Nvrlx51I8no9xkSa+ERS7DvrPnEvpicWw/eF69jQMoqGBKeRpWMIChRAoA8uajs70FoYBTfVPIC+F3zkzhHz/zZbqP+jl5Ii9P9gXg6W3gxzCdb/OB0748J17PGfdU+blOCaEIHPGMCMIkodIemGKeEdPbfCHhrULiXqQoyq+ho22GKpE91XtTGR0BQHWlbYpa6nheHpv9J3pdoYNi4l+FvBA85EKKrJFwCKsWzMKp3puu69bn6OS1AZcYmpeXgHuSio1R94To96SYd4nmmDxCJq+SzmieMynPnXqIAqsgTDH4ojsWcummBdEUkikkAb/94HnYgHLte4V3SA/EkWPPmSOkuUEGhmlxpPMD8CWLbppHqoqhxRrIaaCAjagpamHLmoUFDYgAgMasEUVhDS+DoliIq5iyqpfRoo8pFHA8Q37k9ss1DsrdrxbCnEL5SJhGEKYYpYQFSsXkyjeFBkwhDK+wxsaVbai3HGMikcrkLVZ6kueZrkfQ3BBBPJlGc0MEzQ0RxOJJDGYXdK8wUEfbDCUYtmrBLAwlUtjZcwkDQwk0RS1XYieNAYBrHvXy2k2r5yOQPX4AQL2V+yrl1TQ8nMH1QmLxJJAdU0xTky0laXPVglkFO9oWC9/Qz7vXLcHeDcvV82NSeOX3rZTwCj07FFIr9dmUxNWpgXhGBGES4SfpsxyPiVe/lH3HrmJmQx0u9A8W7cVigic9NkTCRRNdAbj+zb0VXsmk3HsAuD0aep8Z+jeNh8Iuevil2Lj087699SHsP9HL+ss4fXJo/ADwTIGePjomb4Efhdti99/L4zIaj1sx70yhcUhoZuIjnhFBqGFKUfQsBa+31tEqUdLbKe+XQu3sz/UNIm0Dr57tL3ncPOnRlKT54O43sbPnovI0cJXVk9cGUBcOIYB8ISwuNgZAiZp1tM3I9rcJGfvMbFo9X+WhkLZFXyyOnnP9RYXJyCggeflVC2a5xNT2HbuKeNLp+hsJB7FxZZtKml27tKWk0l6Tt6CQx6KYN4OODyCvl02pycs6NFYuaFfs+kQ5deohnhFBGAe84uDVio+P5q3Z9HOeh8Hxk39hOnZH24y8fAWeY6EnrFKYg6A8DH1fwFnoj1+5UbDstFiSq8n7o+eAUK4Ir+4hD0NT1MKqBbNw+Gy/ug6vcRRLaq1G3oTJe0HnN92b0VDoeeJeJCkBnhyIZ0QQahivOHg14uPFjI1ib6FeuQjUxXbt0hb1b11Yi79V7zlyWZXn6m/APef61XZdh867clIeXep4D4CcEUL/JygPg3IdcuYLcPzKDQxqxgvNCy8jpvMDOU8K4HgKPhwaQdp2jsVzZngOyJ4jl13zot9DElgLwMmR4fNAcOEwvTyae1lMgmd+S3NN80BlwkAut4Qrt1I/HCoFHg2FcltozkpVAhYmPmKMCILGWCim+unLUSmKfZkXM4A2rXark9I4qTHe3g3L1b8prEHn4oszgDx3Pw//NEUtBODkpJAOxabV83H8yg3UhUOIWkFVrdK9bonRGAKcxbQvNuy6BhuOAUMaGDyMwxd7Oj5PBOaLdSKVcYWMutctUYmsiZQj775lzUKX14OOSb1V6q0g4sk0YvEkdvZcxPynetS8cngvFp6c3HXovCsZlBt0fhdtrttCYmwNkbArPKM/F6bnqJzflVJDTMV60oylwrFQPcQYEQSNifYmVuzLuJixYVoIdMnzkVQGNoDDZ/s9F0/TubjRsmXNQpcHhRbCTavnK4Pm0aWOONnA0IgKncTiSVVBQ4s8X/T3bliuDAiqLrGCjokQtYJqgSUtE9o/bTteCvKA8K7DfAHkXhPK+aCmextXtmHHeqfKJhIOuqpo+CK/cWWb6q0SCYfUPAwnM0jbTidfwJ1Dc/zKDeWNobmlBGIgv7uxLvhWyGOie4JM0vT6c2F6jkr9XdHDL36MiGI9aSba76tgRowRQdCYaKWExb6My/G26MekREsAKlm1VLhhcqr3pjEp8lTvzWxH3bQrhyMA5L2hUziHf0bN4LrWLkZT1EIkHDL2q6F7XG+FEIsn8fTB81jWfVQt3GQIUCWNDjXd41DC6mC2VBeA6zniybFkSFEIipr38URYCi1xw4c8QnQ8bjTs3bDcdZ8LeUxM5c57jlwuaBgU6sPj93eFP1d+jQg/nruJ9PsqmJEEVkGY4JTb46XQsbwUVHf2XEQ8mYEVDOCu6fWeIlrFElkBc68bXQiN8hT08eglvaZrpLJhSoClRZ8fh85F0LZeSalWMIBwKOBSXR0YSiCezLjKkwEncXbFvGbX+PVyX87mA6fx6tn+rPaKjXgyo37mRw3WNJf63JkSRgG4jCev+awEkpg69RAFVkGYQvhdeIpVYpiaqZlUPgeGRhBPpvMUR4HC0u+AecHj+5lk08n44AtwsYXs3u3fV4ZTxrbzJM8Bt+YI4HgKRlJO6IRrjVCoBMhV2tD+uvoqH+u0esvVwK+Q1gZv5scriADHsKEqnkJqsH6rbYpJ/Zuk+gWhHKpaTfPcc8/hnnvuQX19Pe6//36cPHmy4PaxWAxf/vKXcffddyMSiWDBggX43ve+V86pBWHSMppEvGIu+UIJgBzu8tbLVHlOQSTsfHUkUmmVCEoVIKaFlkIUUSvo0t0wuewpR6DnXD82HzjtEgbjya0UMuDJmKa5C4cCSj11cUujmgu6Vp4Au61zkdoWgAr9UPIonwte7UN5HjypNW0788PzOQppbfBmfvVWSOW9AO4qHsAxcrhOStQKGvVW/MDDZzQuOg7NtyBUm5KNkZdffhlPPvkkurq68OMf/xhLly7FmjVr8MEHHxi3HxkZwWc/+1n87Gc/wyuvvILLly/jhRdeQGtr66gHLwiTiXIT8Xi1h6lrrZ4AWMjo4TkLdEy+gNK+lCgaCYeUFwDw7hhLC14kHMorgyUxMr7IkyeBmrg5+Q1ORc3AUCKvPFgvC3YIaH8D7w585EoYpWodwMn5IDE1+j8fU9QKYjCeVNUtXrkaG1e2qd4zw8mMp3qrfg/2bliOa7s7cdf0esSTadw1vR7PrHcbRmS48cTYjSvb0NwQgQ3vJE/+rPiRZqfjhAJwPUuCUC3Cpe7wjW98A1/60pfwxBNPAACef/559PT04MUXX8TWrVvztn/xxRcxMDCAH/zgB7As5xf0nnvuGd2oBWESQt4IP1/+ejM1Ch2Y5Nj143Kjx8v9zo/Jm7dRyAZAwVCLH7iGBCWe6mPQcy3ISIknM6q8tqNtBvpjcdhwe04iYaeENhIOqvM0RS11DFqI6XrI8CFvUH8sroyKjSvb0HXIyS/pOdef13WXzxF5FSjUQsclQ6fnXD/qwiHEk2k1Vr4vGYE8QbXYPHs9O3quDp8HMrRMIT5+PAnRCGNBSTkjIyMjuOOOO/DKK69g/fr16vPHH38csVgMhw4dytvn85//PJqbm3HHHXfg0KFDmDVrFr7whS/gj//4jxEKhYznSSQSSCQS6v+3bt3C3LlzJWdkiiHtxr2vx5Tb4feaTcf0Wlj1hFE//UWKHcvrZ8Xk0KlrLyV2koopVw8lPtZ8B97pG0Q4m3AKOCW1lDxrypfgCqkcysPYfOC0ymVZMa85L4lW79+j97fZtHq+2od37uVGAs9pqYTSqp6rY3pWTH2HpDuuUCmqkjPyi1/8Aul0GrNnz3Z9Pnv2bFy/ft24z7/8y7/glVdeQTqdxve+9z1s374df/EXf4FnnnnG8zy7du1CY2Oj+jN37txShilMEsoJW4wm1FGLwkle18NzO/z2HaFrM21faN5IkwNwFuxi56KeNTt7LhYNCfCwkK4oyu8FiX5R1QoZHvtP9KqcmFULZiGRyiAWT+Jc3yBsAMmMU5UST2ZcYQ1alAG4xNvaWxsBAE3RsJO/EQqoHJe9G5bj6q5OlyFC+ScP7n5ThZooL2XVglnYtHq+K0RDJdKPLm1xCasV0wop9lx6bafn6gDIC7nRuEl4jq63nPMJQrlUXWckk8ngrrvuwl//9V+jo6MDjz32GLZt24bnn3/ec5+nnnoKg4OD6s97771X7WEKNUg5+gHlag7UinCSn4ZogD/tEL3RXPfhC0bBMp5zYgrlUA4H4IQcCjX323fsqqoCGU5m8t7Kudw539ekKEr3Ql80ybtBuSc84ZVEyThWMJAnz+6lJnqhfxAAcHs4BRtAJmO7tFDI2CLvRve6JUp1loyOC/2DKkdHPw8ZNHs3LM9TWH1760NYMa8ZAHDy2kDevBQyALzmDHCMreaGSJ6mix4i27thuctAMuE350QQSqUkY+TOO+9EKBTC+++/7/r8/fffx5w5c4z73H333ViwYIErJHPvvffi+vXrGBkZMe4TiUQwffp01x9h6lGqWNdoQjS1IpykLyrlCJbpC8ZwNqyRzNiu5E1+Tp4QCeR7XrrXLcnLtSDoPDt7LmIokVIdcXmVidc16BU7PGeCPA50fFo0TZU6VL1iBQMIBaA8HACQsW1XpQhgrjAiDxDpkZg8FdzYaoxaKmfFUY1NYM+Ry+oYvOKGcjO4McETi/V7RlVRg9kme7y6yWQA6M+vvq3p+abPZjbUKSOVJxUXMnrofo3374sweSjJGKmrq0NHRwfeeOMN9Vkmk8Ebb7yBBx54wLjPgw8+iJ/+9KfIZHICPleuXMHdd9+Nurq6MoctTFVKeTsshWr0hCmH0RhFuieEykpbmuoBOBoaALC4xVmoNx84jflP9WBmQ51nrxAA6g2bSl69xhZPOiGS5oY6FfbQ55TLnXOPDBkspMzaEAkrjwOQM1To3vPjADlNjnAogKu7OnH4K5/GWk3dlM8RV1jV57573RLloVgxr1kZAtQcj/ewAbhqbEaN1aSFUshA0Bd5CufYAG4PJ13b680I+f0qJN2uq6zSPuTJ6TnX7+qBU8joKWRg8nmWMI7gl5JFz15++WU8/vjj+Ku/+iusWLEC3/zmN/Gd73wH//zP/4zZs2fji1/8IlpbW7Fr1y4AwHvvvYfFixfj8ccfx1e+8hX85Cc/wX/8j/8RmzdvxrZt23ydU0TPBKKQgNdkS17VKXZ9vKU9qYjuWL/EpdMB5BIUSWQrFACu7urMOweQr3Sqj4UEwQbjyTyVU1NJq2m8/Ni5RNUMANuldMoravhizyt8KKmVV5HQ/nzR90rE1auGmqIWbg8nXR4TujZeEsz/rZ/Lj6qpV1Kxaf5JWZau1c8zwhNZ9f14Yq6pSqgcShHaqzST/XtgolE10bPHHnsMe/bswVe/+lUsW7YMZ86cwWuvvaaSWt999138/Oc/V9vPnTsXR44cwY9+9CO0t7dj8+bN+KM/+iNjGbAgFKOQ52CsvBvVfOsbjeeHi3DRW/W+Y1fVW3Z7a6Nr7uhz7jnQhch4yME0lp5z/YjFk2jMlop2treoEMOrZ/tdiaz8mkx5KgBPVE2rpFPuIaFQEe9cCyDPW0FN6mLxpEsIjvRCYvEkBoYS0KHrSqQyCAUc0TIuuEbHOny2Xx3/VO9NY9diHgoq1RAhptW7heK8KJbLwec4kXLn1ayY14w5jVHlDdIF5cp51scz7Fkr+V9CaYgcvCCUSDXf+vRjl9vLw2uBK6WPjX4+k4R4IpX29F4EgwEkmUvGq7+K3i9GP67ugSAvDPdu6GMlKXjAMcIu9A+qN39ddn3H+iUub4TuGQGAoZEUUmkb97U24p1spQ6Qk4Cn/bmXgQwTLlpmklfnHq1GdjyvklvTPeTlzXo5sd6rR/eMFHrmdO9OufjxVpRrsJVzLmHskN40glAFdBGpSn/Z6V+kpRg+hfQ9yulTo6PvyxdL6sHCDQTyTgD5izYPQRCmRZsvhvQzfcHtaJuhhMVoPzo3b15H/wZs9MWGXec1NfUbSqSQytiot0KqSocbWVYogIY6RzdSN8Z0TQ8g15QvagXR3BBx3Sc+F/Rzur6ZDXUuY8rPvTfd57XPvoVzfYNobaoHEPB8Tgpp2JS70Pt57gptM55hH2F0VLU3jSBMVUyVJ5XETyIiuc6p3T2XRefuaZO72o/7fP8Jc68XvTJkKJFSVSzUHZfrkGxZs1CVBOvzxSt0AMdDQbLwvGqHn1NPniTPAxkiyI5lz5HL2LJmofJqUElwIpVGXyzuMkT0MBHNWyyeRDJjZxNTnYaAdK2p7MlSaTsvFETzwKt0Tl4bwL5jV1GfTSCmkmdeMUX9bPjPTaXCpntFCcbFnhsqW+6LDbvKqws9c/rPyg2B+HnuCiXo1kq1m1A9xDMiCCVQCy5gv+57PTHRRCHvCVBctZMneNL25KkgpVI/YSEvj0KhEBP9nzwHwUAAyYytPAt6wiv31AD5iZz6eT64NayOd2nH5/LON60+jFg8BSsYwF3TI3neFgCu+2TqAqx7iyjXRE+C9eqe68djkDdPWc+O1/UXYiyef/GCTC4kTCNMOWrBUBgLuDQ6SZybrpdyBPSwAMf0xb/5wGm8erYf9VYQ2zoXGRdEU/4I4CyuXPK8JWucFKqqoWsqlBuz+cBpJdVOIZ+dPZcwnEwjHHSMECsYQCrrzaDtyFDiomt6nos+Lh7OGEo44RlTlQxB3h0yyHgiLTcCuFFokrA33cdiz7Qfg7NQTkgt/p7U+viE0pAwjTApqZbOiJ/j18LxALc0up9wkR4W4Jjc36Sb0dwQAQAMDDnihF7t5DeudDryUo8VkkMPBwOuqppC94WHA0xqonrPmH3HriKeTCvJdwAuQwRw+tPUhUPZ8IeN7QfPIxZPIp7M4PZwEsev3EBfLO7q9Lv/RC/O9eXCGXoYpuvQecxscOsjzWmsZ56h+mxeSu6aPhwa8dQ0AaDO4TW3pgoxeq5ev3gdaRt4/eJ1z+dMFzIbjZDeWOiG1IrmjzC2iDEiTChKUaGs9PEreTwSHNOl2f2iX6u+WNDfXAnVlHcCuHMNKBckagUxMDSC7QfPuyTWKReCSki3HzyPzQdOY1n3UdWT5sOhEVzd1YlwyPl6oaRNPz1P+LVxBVbCCgbUOKJWSH1G10mfAcC5vkFlsPTFhl2GCq+mSdvA09nr4OfiBAMBtR/lXgDA2qUt6GfhGcrH2NlzMU/G3iQqR7ktXHFWzwUyQc8VqevGswanafzFhMz8IOWyQrURY0SYUFRaZ8RvL5hKj5eSLnVpdj9jBPKv1ZS8Som2JiVUr8WF9htJZdRCHsj+AYDjV27gwd1vKq0KO3stsWy5LZAzWCLh3NfLSLaBnZ/FjBrZkUfFCTWFVM4FaXtc2vFbaG2KKs+I43nIjzpHrSDaWxsRABC1Qli71GkIl0ilXVuTdgiy23HoHFSKTKGZw2f7EQggj+FkRs2xl4w9XauuUXI4e91ehhGQk7O/r7XRFerxothzXczzMdrfC5OxLAqtAkeMEWFCUWkXrr4o68cf7Zem13hNgmN+x2iCQgczG+o8BcU4XosLfU4dXJuiFnasX4Id65egKWphMJ5Ub+RRK4imqKW2JbguCBkA1OOF90Epds3cUBhJpZWhwL0mMxvqEIAT6uCeAs5wMoPf/o25uLa7E9s671XhkrhhW4ByQNxGTQCOl6l73RLs3bDcdd8y2eTUZ9YvURL0jy5tMfa/Ifaf6MW921/DvK25udi0OteQEAAG40njc7f/RK8yZj8cGlFhIWTnwTS3xX5vij1jfn7vSgmhiqdF0BFjRJjSFHvjq2QeCne/66qXoxkjkAsdXOgfdFWNlGq0kVfiVO9NbFmz0NVg7vZwzvtBOSXUg+ZM1yOq9w15TXK5J3XKO8P7oJig8JVuDAQDAVfpMHkRuAAZGQEhzVNhIxeG4cmnUSuIAJxQyzNZYytqBVEXDipDhQwuLkZG18ah3J29G5arTr6m/jcEz3mhuaASX5pHG8jLZ6GwFSUIf3Br2JVMC3a8Ugzpaoc49eNLqa6gI9U0glCAcjP7TSqWvBQX8FbkLGeMVFny6NIWvH7xfcSTaUStEC7t+C3jPqUKTHkppvLKmoGhEZVfYgUD+Nx9d+f1qDl5bcBV/cGrZNYubcGrZ/tdZggXVANyVTGqkibklKlyJVW9vw0ZFrzEF3CMpngy4ypx5WXNJuE1up8knMYrbnTl1EL9b/YcuexSdf3JB7cxnMzg0aU55VZCF5mj4/KePJz21kZ8ODSi7kc5JbzlIFUwggmpphEEFH479PPmWG5YiBYwUvKkcAYX8OJ9VkYTO6e37GAAWU8L91+YybW9H8k7t+mtlT6jMIUpX4WfL5mx0XOuH5tWz1dVK3uOXMbeDctxdVcnVsxrxoO738SrrEqm51y/EgYLBhxjYE5jPQbjSZWkSsYAeRWQNe50QwQAtnXei0s7Pufq3suTOSmkk0il1XNAlScUkgHgCnnRtZKmyPXB4bzkUF2cTX92KC/nrmn1uLa7Ex8OjSCezCgvCQ/X8L5A+nG3rFmovDvUd2jt0hZc6B/MhqzcPWiqjVTBCKNBPCPCpGa8JKZNYl68My2JW1Hsv9gYvLq60nHIo0C5G5T02dxQZ9T50IXNyrl+XaRrYCiRl4fR2hR19Xmh8l/6zArl+tdErRA+u2i2q/8M5xlmcDx98LzrHLqUOQDX+bzmTZdwL/aM7D/Rq2TdnXPne0aKzRUXPAPgkp5/dOnoOucW8mAVGpd4M4RqIZ4RQQAKJhFWKm5tqhSgL/gtaxbmnYNXWXSvW+I5Bn5cHo/XO7Se6r2J+mz1x9BICoCT6zCcTCu5dF1PgzwjUStolN82jcNLfp4WPN0Qobd6mgMyDLgRFA7mEjziybTylNjZ/dtbG13zBjhv4PS5ldUy4V4JIpFKqznac+Sykrnfc+Syy0Cj8RWTIaf7EGZJKf1ZLRJKIjXNI/We4d1+KcdEeUmmO14SEi4jLwMdU597L68eeXam1VtYMa+5qKdCEkmFWkE8I8KkZiykpb0ayHmd0+tt1KthGZWh6jkFXk3pACe5kRb0zvYW5YEJAKi3eIJmCCOpdEHvjC4/Dzj5HVzqXU8MNSm+mpRj9XHTmJob6vJk7Re3NOLdgY/UXFDZcWPUcnX3TWTLkrmXiDfMQ3Ze9GvW75uXEi3NrX6tXtLt3FtDrM3ex2LqtF7S/348fn7ykcQzIlQbv+t32PMngjAJ4H1Oxuochc5Z6MufFrOuQ+ddxxlKpJTxQAsuVVzw4zhJpE6opN5gEBzOhnK4B4N3o/Wao5kNdeiLxTGnsV7lShw+25+3iHJDwxQWoXBIIDuGnT0XEQmHspoeuUTTSDiorv3ktQEVgiJlVI4Np5Ll+JUbTCMkiFDAqbwhg4nCI1ErmCcFT3S0zcD1wThmNtS5DAhnrJcAOImy97U6RhGQH5rZftCRwt+eDSNRdZJz/UnE4im0NtXj9YvXEU9mMDCUwKUdn3NdE39GaF+SlCcPX6FnrKNtBvpicaWYW8jI2LiyreqdpwXBD+IZEYQq4PWF7PXW6lTEXFQLsp5jkqsAcd766e1cfzP2Oi/1qQGc0AaJeOleCNMx5m3tUV6IeivkUmTVe6uYKk94zkhDJJyXW2LqmUIeE+6FMEF5IXx7GqOpSsZPC3vuAfI6p1d1Cp9n/Vx8DP2xuJrTa7s7jccweV38ePhK8YyUih9DQxrdCRzJGRGEccQUi99/ohcDQwkAuVb3PCeEl6Dq0uGk0kmqppSsqsvBAzl5d6+8grum1+OZ9U6uyrbOe/NyEyi/gcZO+SjhUACRsKO70d7q9J9JZJVVqZqES7nTcQZZ8urbWx/Cts5FrmoREkI7eW0gL8ehnimhUoWNzsaVbSrv49GlLa4qEi9JdtPc0Nipt057a6PyQJkwHUOXd1/WfRTLuo+qSh0aw6NMHI1yWWg7gnoKdR06b5SUL5Q3QpVPlfZM+MkxEQ0RoRzEMyIIHvjpiMrx6jxL/+a6EFw/Q9fOoIoK07G9KnAKaYPwjrWAuepD9wpQLgbvPsurTgCwfJZM3rj1PAnyilC4hITRUmnbJbV+dVdn3txz7ZEoy3eh457pekRtzwXL1i5tUeEbrkNSbG547gc/Ho2RFvliHgC9sudM1yPGbse8cohXwRSrtjKdv9ohkkLHl/CMYMLv+i3GiCB4MP+pHqRt9yJZCK/FiT6n5FFK3gTg+vL2k5To1XLeZAjx5Eh+LgB5homfclceLqKcC75g8rHxn/Pj8RCIHoJpbaoHEMgLS9A5dMMgAMezwPNFAnA8KDQevtCbxjezoc6Vi0LGSdeh88oos+GEs8grxefMZECaSq7JGOLXxY1TcvjooTd9gfcyeE1G1liHSCQ8I5gQY0QQRkm5nhG9QoJKO/U33EILTTmaGDnvgJMzYfKSNEUt3B5Ospb3pVX8eFUO6V4Er1wWrrNB+S8EN1RIRVQ3rriXhKqMuIHS3tqIe+5scG1HRiBV4NC+Z7oeUQYnhwwQriLrlbdxz9YetR/poHDjM8zyc3gejZ4Xs2P9Etd1elXYlFupNRaIZ0QwIcaIIHhQ7S9Nk1CWKURSSlKlKckTcC9elBQJ5Nz9+ts6r2jR+634mR9KtB1OZvKqSniZbpPHsU3nofFzLwWXbifvRi6cdVGVOR8+6+5xY0p4bW9tdPWw4ePjScMmnsl6M3SxMroubozwkJE+LlMyqZexW0hOXhb80SHzN/ZIAqsgeDBaoadS262TsBUJXXlt5+dYpusgUbP6bElr1AqpBm16Yisleu5Yv8TVBI9fFxcKM10nSZef6xt0XRd16QXgkkcvNHdDiRSOX7mBTavnK8MGcAwpmjfSS6E5GEk55+dS8sGA2RBBdpw854TCNd2HLxQ0RKxgADt7LqIvFserWbGy28NuTZS1S/O7LpPRQscAgGAwoITX+HZp2709kLvnAPKe00pLro+2K/VEQ0TeahfxjAhTjtG+HRXyVpg8CdwrAuTH+b32X/vsWzjXN4j21kYc/sqnXefmiZw8pKHnf/B8DkogNTW54yEQKxhAxrYRDDghBgojnLw24Hrjb2/NiZBFwk7VC8+BqM/qh1CODA9h8PJiHZ7sSVLpyYytNEJMzeFMZcf6Obg8vC5CxsttnZ44Udc2hcTh9PtHpbm60Bqdh/bl2+mlwl7etGKU+myXkucxGbwKk+EaJhriGREED8p9u/QqEy30tqV7RUzbmqTeNx84rUIW5/oG8849zN7oPxwacV0PXd+p3psqATeRSis5cn5+7l2hZTuVsZG2oRZyO7sdtaYHHA8DeTLiSae8N5HKZAXMkBVXS6uf0flInt/LEAkFckYblezStrz0mUMeESo7bopaWLu0RUm003hpwR9KpBC1grCCAQTgeDfe3voQHl3aoo6lGyuAjc72FjRFLQwlUi5PAhc223+iV5X3Ak7ZcgCAFQogagVd+5KXatWCWXneCf7cAGaZeROlvvmXUobrdWyvdgG1iDTzq13EGBGmLKW6qHkvFv6FVugLXf+ZaVv+GTcOiPbWRtfnpFNBvWW8lF6p22z3uiXKcwGYO8EubmnMHi+ER5c63YVJYyMAx4ioCzsdYq1gQBkZ9HPAMQaaG+ryxsLHSAaSFzbgCmfwhc8KBrBlzUJ0r1uCqBVShsSOrGbKljULlR7Lqd6byuvQFLUQCYdUvkssnkQ8mUEyY8MG8LNfDOHB3W9ixbxmtDRFYbKT4skMTvXeVB169U7LfKHmnYEpV6WhLozmhojLMCMjhsJs3BjlBi8PmxWjVI2PUhZnr2Pr4UIJgQjlIMaIMGWp1FtkoS90veEZgDyRMe423rTaaXRWFw6pN/wPh0aUR4EkvvduWI5ruztxacfnjKGhrkPnlbGw79hVrFowSy3MPJGSznmh31k0mxvqsHfD8uw1BlT57Knem4gnMwgGgHDI/bVxX6tjyAwlUhgYSiBqBVVre8DJ8Th5bcC1yK7NGjx6zkXGduebbFo9X3lCMtmI8saVbWhuqIMNx7jR53//iV58cNuRrf9Y8x3KMNh37KrLo0Sc6xtEXyyO7QcdcTEr6Ha90P8GsvchgJxoHcHF3vh11jPRNP354VVWZCB6GbxejGXOh9dzTtfV2d5SVbGzqZbfMtWQ3jTClKVQfw8To+njob850/8pHECf5zq5xtHcUKea4gHA4pZGnOsbxEyD90E/Fy1wQC7kQGEK/vZN5cLkraDeJ44irJN/QTkmtHCSB4Qqc25nDZlkxhEwo1wNWsTTNlTuysDQCIaTaXxwaxgNkTBWzGt26YQEA4BtO+OgvIlgIIC0bbt6rVAfGdpOL39OZi+Icm5oW6rYsYIB3DU9onrtAFDGzV3T611hGnKUxJNpnOq9icaolQ1LpbGs+ygAKHVZygMZSqRcImcdbTPychX4feIGov5MUp5LoSRm/bmi/48F1ehvY2I8rk0YO8QzIkxZRps7UsobmilcwyXRvcI2/N/vZHNI3jE0jDOdq3vdEpW/wHMVdLc6jQFwFmM6RlPUUnkOJ68NYFq95ZJ1p5yHzvYWZXgE4M41oWPTW/NwMq0Ml1g8iacPnkci5fSReWb9EtzdGFVGAeVNcIVWPdxz/MoNbD94XlW89MXiSt2VeKdvUFUXfTg0AmTPzw0RYmbWyIpaIeUhoXwPkt+n66Zk2lg8qSqPhkZSABwNFcCdv6N74Uyy7Xr+CT+G6Tn1EwacLEzmaxOkmkYQSqaUahov6K2fKlH8VEzcu/37KonzmfX5fUdoHDMb6vBO3yDqrSC2dS7KE+vSPQm6hgaQezvn0uj0Fk9y5bwixy2n/lO10JOngxRKqULIxDNM+GvT6vl51TtNUQurFsxScvJ6BQ81luPKpnzfLWsWuroAc7z0SS70D3pW0Dj3L6OUWXljv6jWNbmUZ0SUTIXJhFTTCEKV0PMDCulycC8K/ze99evVJhzdA8MbzHlV7vTF4kpXI57MuJqs0XhPXhsAAKyY14y3tz7kCpPorn6e4ArkQi56RQ7PTxlK5DwTGdtZnA+f7cey7qMuLRGdPUcuu3JsXtWEw2LxpNL7iCczGFQVPI7XYlvnIvXWHLWC0FI/sHFlG0713nQZHQE4RhApoHLOZT0qoQDU3HHvUiyeRHNDHc50PeJq1EdeE2pyt/9Eb17uUCGvmngAhKmIGCOCoFEsDKO73gF4ilTxhV1f5L3CNPq+fEHrXrekaOVOezahFIAKZfDxelU9JFJp3Lv9++iLxREMAP2xOL7zo/cAQBkRPOSihwaofJh7JXgyaCyexNBIytUjRj8/v3aTy7beCuWVD4+kMli1YBb2HbuqVGCbGyLQbBGsffYtVy5IKJBrnrdxZRvWZjvptjbVq669FEbhYRZeqbRp9XyX12PvhuV4e+tDWLVglpp/0/OgV+NwJmv5qSSgCoUQY0QQsugKpMWqbKjCZdWCWa4cCj/5H2RYOJUzwTx1TtqXV9AA5oVKV1n97d+Yi0a24A/Gk64W9rpexqoFs5RhRGEg8mhQpcnQSEotzLTg6romvHyY6Fq7WIVfAKjEUiJqhVQJ8XAyozxIQ4mU2obsmQCA4WQaFFDhBhfliwBQ10blymQQ6Q3xKFeD5m/FvGZc3dWJt7f+f+het0RVMVFIi45LBo+uHcM9Y5R7Y8oHonvKDZJqa3WMhSFQ7ByifioUQnJGBCFLqT1BCsX2/eQI8NJOwF1VYcrrMCmn8rwOGrcpZ4IURKkPCh87ALU/qZ02RcO4PZxyaYKQR4PnlcxsqMOF/kF0trdgxbxmpZiaytiuTrYff6onT7+DlGO5UiwfD5BrcqfLtpMaK43XqY6pNzago/kJBhwjKxgAvsbmme4Bv++0D+WAcDVV/fmgPBiqIuL6IDRfuvGoN07kDQdNOSqjZSzyUGq5iZ8wfkjOiCBk8ftWSJ4DqhbhX5imtzqqONEVOb2218e0/eB512LPPSC63oRejWHK66AwCVWnkOcgFHDCGeRB4NfKPTZb1izEXdPrAQANEQtXd3Wq0EXUCqrKke7DF1z5KZRHQoqpYV0iFU4Sqw55XQ6f7cfilkY1Hl667CirOporPOQznM21oUqbtG3n3TMbUNohrU1RTK93jKlMViNkWfdRPK3dA31Ow9lzJlJpz+fjQr/jcaFy5o62GS7hM/0Z4OE2XZekWlodY5GHUuwckzX8JFQGMUaESU8xGetySihpe68FxyRwxd3we45czsuJMCmj+vm/Hiah6pxGJnJGC3kgkBNfIw8AAHXd/Lj7T/Ti+JUbmFZv4bOL5qhxJjO2MsTI7qAE1z1HLqtGeofP9qvrva+1seA9utA/qMagV9t8rPkO3B5OZj02Vp6YGOAYGPOf6sHaZ99y5Z5QmTDlcZBqLYA871EilVF5IDSnJMceCYc8n4/O9pxwG53PdM84et4RjVEPgVWKsTAE+DkkP6RyTJW5lDCNMOnxcg8XCsuM9tg6uhueQh6D2a60gCNtvnfD8rLd2abQDYV+dvZccjWR42EHL7c6jRlwwiXB7NipcR8JfBHtrY1K/pygMEcAQDgUUDkjUa2p3VoW0rlna49rHLzslhRbTeW5XlA4aGBoBPFkWpX57uy5mBf+8WqCp4ejeAiNjI2xaGxXKuMVGpHy5Mox0edSwjSCkKWYjDWQXwVTyrF1kSoTumQ29VHZsX5JnuCYqXGenuion4t3uKXz8eRX0sLQx0RhprXPvoX5T/Vg84HT2HzgNOZt7cEHt4aVR8VGLpeBOgjr4mLnNEMEgPJg2HD6s+QCLTmFVjLM6Py6HDs/5qnemzhcgiECOF6Xvlg8m/zqeER29lzMk4aPWiFPqX/SG+k516/uDyXNkhHSEAmrfBq/b7J+n59yGa+kUSlPrhxTZS7FMyJMWvS3Qq+3xNF6IihhtNw3l0Lj1AXLvN6SuBeDWtLzt3oKfegiZHw/IKfEypNqeU6FFQyga+1ibFzZlucZCQVyVTgcKxhwLdT7jl1VXgrACZsMZ0M75MnRtwH72dMHz6vP2lsbjSJqJJB2qvemEoELatdCkJem0P3bfOA0es71uzwj3NPCvUz0PNB9KEY133wlaVQYb8QzIkx59LdCr7fEcuPpdDwAxjcXv7Fe/fz8/165IjMb6pQnAcj1lAGc3If9J3rx1UPnVZIpYWeNheNXbmBZ91EMDCVcnojFLY2uHIhgMODSBUlmbOw7dhWbD5xWhoiV3WZavWX0WCQztjJEdvZcRL8m2U4N+ABgTmO9Wjw/u2i22iZqhVSlESXVrl3agsNf+TSeWb8kT7uEBNI2rZ6PD4dGlGfHxHDWoKA8GdM927thudIbAZwcm22d96rz8i67pVLNN99CpeCTPQdBmFhIozxh0kKeBb6Ql9IYr5TjmwwZKjElZVGdYp4aLtNOkEDX/Kd6kLah5NJpkXRwDAa9lBZwRMN4kzuddwc+wodDI2jKNoNLpm3cHk6qslXAWXi5THtDJIwzXY9g84HT6nMrFEA6Y6sxcG8GkF9dQ4ZCf2wYNkwKs7aaoxXzmtX1Lus+ikQqrUIuoQBQFw6qJNqdPRcRCTtaJqmMnadz4hwZSjOEvBSmZmwm4xZwDB9KQOXb1qpbXRrOCbWIeEaEmqKSb22FPA6VGJepdT2vmKFmaV54eWp4TgKV0+rbcO/Fq2f7XZ4RwDGUyNtAf4cCwLbOe5VAm+5NCAachFoqD+aiYqlsJcsz65dohk8O/nkybecpoPqBTIWZDXWuxTyezKi57cp6fHrO5aTheYiHV/6Q3H4kHELGZJ1lGRgacQnD6fLvgNuDoXvFOtpmYFn3UdXFt5TnbKzzOqZKDoIwsRBjRKgpalWlUR+XyTgh5dbDSg3UWcCp1bxJYVUv/6XQSdQKukIeA0MJ1/57NyxX4ZVwMOAyBKgM9V92deJnuzvxb9tblIw7XyAbImFV5grkqlYob8TWPm+IhHHy2gD6swJixFAihXu3v4afD+ZyTwAn5BMKAE3RnAPWy0DR+8ic6xvEd370HiymWUIGWtp2jkNKslEriKgVwrSsjohuLFGSMjlFrGAgbxzxZFp5Cry67JrCZ6Q5cqr3pqfhaII/P2NtHIjeh1CLSJhGqCn8hlJKTczj2wMoaV/TuEwue90TMpzMIBIOIZ7MIJ7M5LnFKeRCCxNP2NR1w2h/PnbSOKGyZF5ayjnVexNp2/lbT7ptilpKn+RjzXeo8tXjV26ostd6K4RIOIiBoREVhuFhlmTGRjLjrqzhHW9vD6dQDJPTwpSYGs6Gi+qtoAphfXbRHPSc61cGxabV89H96gUk0zasUCAv3JXM2MbE1462GSpRlXRTCgl4AY4BuufIZaxaMMtVyaSjP3+kwLrv2FUxDAQBUk0jTFBKrUDgmiK3h5OjltzmeR0kZU5VFfpnhJf+hF7RAjjJmcev3MgaODYi4RBWLZjlkk0vlrOij1WXjtfHRdUxpMOx/eB52IArX8QPJM3OrykYQNbosZWRQ2Mw5a7QccKhIBKptDJWSNa+LuzWKeHzRnolurZLlMnKU2iF5760NkXRH4srXZRruzs955Hnl9C1FNKqMcnvBwA0Zud6MhojUskjAFJNI0xySnVtc00Ragtfqlucu9bJ1X38yg1Xlcam1fNV5QUttqsWzFJKniao4R6FXZqiFvZuWI4zXY/g0o7fwrbORWiIhNW5aOymnJVl3Udx7/bvG8NCfB7Ie0IJtvtP9CqjIJHKYOPKNuxY70iWp0owRADH8/DBrWFXKCRjA80NdYgnM0pFdcuaha4mfZyoFUQyY6O5oU7zmthI204FjB7aAZwqIcotGRhKIAAnXET3ImoF0RS1lMEIOIYHVdOQLko4GFA5IDSPFIbbfvC8Cq80ZVVugcJaNSb5/cZsknClQpK1ViVTqyFXoTYRz4hQE4zVW9RozmPyxpA3gfIquMeCQiGFmp/xpml6Mzv6OXkootlKmGJv3wSdj+uBBJDTGLl3+/cRT2ZU0znaJmoF0dwQUefhoQtqbMfDHrzEN5WxXbkuVlZ1tbWpHgNDSQwn07gvq4jKPTVRQzM8Giv3XhSDzsdVW7k3jOYFyDXj494UPYxF+5/pesQ1j15KraU8V5V+5mtNqVM8IwIgnhFhgjFWb1GlJu+ZEg15pcWWNQvR2hTFo0tbPCstvJqfbT5w2tWobTjbzK7nXL96u9137KpaVCPhoMsI0r0f9KZOCZodbTOw/0QvBlkYxEauWR7lisSTGdwadodKuAdgxbxmzGmM4p47GwA4pbVnuh7Bma5H1PU/s34JfvL1z2PH+iWIWs5xo1YIXY8uxjPrl+D64DDiyTRsAO9kG+TxhnTbOhcpI4GPtedcP9oNfW1CAaC1qT7vcyrdDWfnIGo5YR6aY/KAkEIt4E54pedj1YJZecemCiQ6BsHVb09eGyhJfbWS+SLlJMJW05siibJCKUgCq1ATVFoDpFJwI4kMAT35kLajN8CT1wZwfTCOVQtmqTduIBdGAZyF7VX2xs/f5OnYG1e2oaNtBvpjcdRbQZeCKb2hP33wPHb2XEIkHFQN5erCTojjVO9NnOq96SnRvmXNQqX/kWGLNQBVLrvnyGXlVSAD6+mD59F9+IJSVeVv4RtXtqk5G0mlcfLagMpz4eePhENq8QaAk9cGMJRIueaB5oK64nIyNtAXGwbg1hYhwiEnzyUSDrmMMT5OmkvTM0cGSiiQSwimhGMdfj/oWrsOnXedp1IU8jZ4ja8Qojki1AriGRFqgrF4i9J1QPy8Depvm/uOXc3LOaEv9D1HLuPB3W+q3A69xJRE0ChPoD7rQQCA+1obEYATZuBv3mRMNDdEAEC1m+fEk2nE4kmc63OqV+LJDKxgAP2xOIYS7oXY0RpZpPQ6WpvqlZchFHDyW/Tutibl0mTGRiyeRNeh89h84HQ2V+U1LOs+qnJgSJSNS8sHAKUDEosnVRn04aymignT+flH3euWYFvnIleZciQcUp4Wvi3P0aBnjubVpClCqq8mDwJ91tE2Q3lMOrNl1GRQloIfL4UfD2Ip3g69S3Mt5ZwIUwsxRoQpA32R95zr92xEx9GbzwG5UAhpWtBneh5CIXd5ILsPyYk3RS28O/ARbDhhBkp2pYWOQkPbDzpiX69ffN+VHBq1QmiKWq5wRjKbuxGLu8tqSWuE3uD7YsPoXrcEQEAZUNwA2rJmoTqXZcg0JYPDER9LKxl2Ko3Vt7XhbM/nlAgFkM2NKf61FMj+Wbu0RXkELu34nJqDjzXfocTd+LApfMXRjcnNB07neR9MOjMkvnaq96YKWZ3qvekZliuGH0PDTyimUKNFHf4SUKlQqRg1QjmIMSJMSkxfiGRI1IWDyvtQ6AuY3O9UcfLg7jfVz+gzIPeFTvkTPHTBx0A/37F+iculHosnVYiCOsfSuKhFfc+5XKdayr0IBYBn1i/Bts570RAJ4547G/JUVXVePduPZd1HMacxl2+x58hlzGyoA5BTPm2KWhgYGsGeI5dVWCeVtrF2aYsyTryMBhvm0ApHLxWOWkF0r3OqdyiXpRCNUQstTVGsmNfs+pzO+07foLpfdNymqNM7h/RW9FwgAHnGKsE7HFOoxMtDRtLwpXr5/BgafjyIJqXYrkPnixoHlRJfkyoaoRzEGBEmJaYvxI0r29AQCSOezKheJIW+gE2lm3uOXDbmIBQbQ7HKAqpCiYSDoE67oYDzFk8LHxG1gq4QAvf4xOJJRK2gUyrMXAJUBut4S5Loz+ZbEO/05Rbxfcd+6vJ0EJRQSsm62zoXuY5BcxW1gqgLBxG1gsxwKWxgbOtclGfUrV2aU1h1yoEdA8oKBpBIpdEXi2Nnz0VlVPDFNhDI3S+adzouX6SfPnge3/nRewCcEJVXwjE3HPccuVzQQ1buYl6pUKWuFOs3bFTs/H49HsXmQTwnggkp7RUmFH7LBfXtKOSSSKURCYd8CU2Z2sbzcl0yBgguGnam6xGj2Bh9Se/suYjhZAYtTfW4Pjisymb1cuAAHAVULvD1zPolAKBE116/eB3DyYwqmaXP9FJZTjAATM8upFvWLHQplpqayXHo2gF3A7xnsh4fKhkGckqseoIph+ZLR7+H1BwwFACm1Vt5JdVALkwWANDSFFXzaSrF1Zv3FSuJpftLpdCD8aQ693iV0hb6feDCfORhG42hU6nS4VorQRaqi5T2CpMSvy5g/S2PQi7cK1IMyqvoOdfvKvkMwKneKISeb6K7zqlapS82jLTtdMsdSqSQSKURtUKoCwfVQhvPCnyFArkcCe4NoWN9ODSi+qQUMkQApxrlY813qPyUMOtzU6zBHb1l83tA49p/otd1bp5Uq9Pe2ugSYAMcA3D+Uz3YfOC0EhmjcFgn67FDZbb1Vi7kxnNB7mttVPeLPEz83uw7dlV5Wlqb6o1v8vobPHlWSJOFQmWVqgArx2NQLMzYF4vndX4ul0qFcaRRn2BCjBFhQmFqLsfd9F5f5jzkYlp0dN2O/Sd6Ecwu0ItbGtWxj1+5kTUQMnkJgjxnhOebUJknGSKUn0FQNIWMpZFUGvFkRuVqAE4vmO51S1S+A80DNYvj17Vp9Xyl5lqIc0zvg/I0Umk7rxSYQ03vPrg17KoiARzPwXbN26ATYH//5IPbGBhKKAVYwG0AJlJpNS/7T/Ri74bluLqrEyvmNavKJDJyNq5sc1UvfTg0AiDXl4eUWclI7IvFWagqYAxP6As9DyPRdeveMS8KVeNwTZlSci32n+jFUCJlfKaB/MTq0eZwVCOMJAiEhGmEmqEcxUZTz49S3b9cuZT21T+jY+s9XWgB4WEbWvBuDSeVfoceRgDcSqcnrw3g1bP9qLeC+PW7pmVDG7nwjPMWH3CFevS5yoWiMhjOJrnSebjCqk5T1MKqBbNUp1odr940USuIkVRGhU54dMfUiK4QevjqvtZGvNM3qK6BX/PAUMLlaSGlVqeXjzsMpyuqtrLQTSFFW5pLwLunUCmYQhP6Z6U+/37DHX6O67WNV4NJ/m8xKoRCSJhGqAlKcT2Xk4Vv6vnBFVL9HsPkXeCf8Z4upD7qlSBIXhG+fuuqn4DT1Ze+zHk57U8+uI20DaTSuQW3Pzbsegs2zVUuFJV2eTeoRJcng3Ji8SRev/g+gFzSK+mdNEUtz940w8mMUQMEMHfcNUFqsTMb6tB16DziyQxamqKq1Jmgyp6+WBzDmiFCibWxeBKRcMjVB4juUSKVVmW95MH67KLZnuOiufQb0iuGKTShf1aqx8BvuMPPcb1+9/jnXv8WhEognhGhqpSSrGZ6OyvlbdH0FmzqBVPOG53XGyL3hABOHsY7fYOot0L49bt+RS3KUSuIbZ2LlAeEv/Hzt2K9k+zapS3oOdevEkDJ2CIvClW00L7U6TcSDipvh+55+eyiOXj94vsYTqYR1rweVjCAjG1jcUsj3h34CIlUGqmMjVTadm1L3hRdXbUYViiQzU9xzIjhbL4L96xQx2KeoEpzOJLKqGRffi9mNtS5EmV5F10K6fD5Bgo/m+PZV2U8+tyIZ0SoFn7XbzFGhKoy2i/JYsaMqWLF1M7dj6FSaLymcBA/D52boGoOakkP5NrM66EablAMDI2o0EzUCuLSjs9h84HTLuOD5OhDAeDqrk7X2PTwDVUEmQwGd+gjd14TrU1R17h5Rc3OnotFE2b1c9I10Fw9mjW66Lo621twqvcmZjbUKeMuEg66KpkAKCMQgDJeGrOeH9qWh7uaolZeCGcsF30/lFNtUijkA9SG4SCN86YmEqYRaoLRJqsVc0VzdzEPpejnpO0SqXRedYXX8Tgkcd7RNkOFcAbjSdVQ7oPbwwggJ6teb4XQl+0po18PD9VQIiyddzi7aAYAZaSQ4NlIylnwqdJmcUsjlnUfxcBQQoVv9AqUV896ey5+PhjHd370HvpjcaTSmYJaIB1tM1xJsWnbMQQ2rmxTUvWc9tZGpTPCG9p1tM3AniOXXWOy4SSYdrY7gmqUcPr21ofw4dBINnxVp9RUeTUPJQkDOQXXhkhYNbpL2452C4memeTgi5WIjybJtBzKqTbR96nFkEqtjEOoTcQYEWoGU35JoQWDqgmiVlCV0HptS8YElz03nZvk1/VqHb3fzO3hpPJ42HBk3G0AQ4k05jQ6+QgkDPbMekcBdNWCWdh37KqqgKH8jIGsNkhrUxT3tTYiFHBKU/ccuexSS13c0qjKgluaovhwaERVlCRSGXQdOq/mIRZPYln3URQqqsnYTm6HDUcRdSTl9oyQwmprUz1O9d7MS2IdzFa5mBbNc32DquSYC6zp807E4kmc6r2pjDeqpOGL7MaVbUpNlXJwKK9ly5qFrp/x86xaMMslplbKIq8voGNRllqOAa/vY8qlGu9S2loZh1CbiDEi1AylvjnRm/FIKuN64zUZNVTiSW/J/Atx/4le1ffl1bP9LjcyD7/wsAaFE7g3gSu1kiQ4HaOjbYaSGadeJg11TqJlPJlW2384NIK07Sih0lv/9UFnMac8CZIln9lQpxraDSfTTtJrxnaVCuteES7hbgUDaM826ItaQaXjQVCi6FAibfQk2ch1p+V9cXTCLBl20+r5ymvBx8ENSgCq1FhvZgfkDM6NK9tUT5h9x66qzr97jlxmxmfOACpnkfebZFrLqqK1UkpbK+MQahMxRoSaodQ3J6614eWi1rfdsmahMii46517OYrtR1Lti1saEcn2uXlm/RK1MDp9XRL49T/5Hp7OGjk8H2LTaqdDKsnKU+M8rhtBHgIKx4QCTsUJydFTl147u9V9WWMgHAygs73Fs2/Mts5F+NnuTvxsdye61i7GuwMfZc8VUKESMrBoTqi7LkHGC4VUnj543lU9Q+mpRENdGFvWLEQilcH2g+fx/Xd+7hpTMmOr0uNIOKSMOr6w0z2lHkFcV4ZCU9Swj7ws3FPil3KNCtP4RnO80SIhEWGiIQmswqSjWKKcnuxHCaLhYAANkbCnrgTtR3kL/G+eUGnS8yBZ9M72FuzdsNylY7J2qSM3zxNTO9tbXMqZXhohQC5Z1qSLomOxa9STbulY9Za3dDsnaoUwkkoXrKbxezyu+cGl8/X7Qz18mqIWbg87nh/+b0pg5ZVEhZJV9c/1Z8OvFogpQZon6o619HktJrAKUxNJYBWmLMXcwTzUsf9Er9L4uGt6vdIPMUHKqdPqwwgFoHI59IRKE6QdcvhsPzYfOO1KZD3Ve9OV1EnbJbLhp2I8urQlTxfFK0E3mbFVSMsr9FLMcKA8lOFkGotbcuEZXfU1GDAfj2Tgn1m/RHlBhpNptXBSHtDA0AiWdR9VpdDJrCFC80aGG88X2ZH1UJGAG3Wr1RN7iWI5IYUSQzl6kz89nOflnRmt58Rrf/47IF4SYSIgxogwaSn0Rd0QCatFmRsnmw+cxoO731R/832ps20snkLaziVmUpilo20GAnAWZQrd0MLJF+TDZ/uxs+ci0rbjEeALFQ+vxJNO5c+qBbNUToa+4DdFLayY14ydPRcxGE/iY813YGfPJVdYhRMMQImMveqxDceUCzK93lKVKxf6nTkJBYC7prurajy00nDPnQ0qt4N6x1B4jMu8U9fg+mwXYqpU6mxvUft1treo/BE9gdNPt9piOSGFEkNN6B1zeXdlEyZDgffnAQobLPr+pm0lcVSYCEiYRph0eGmKcNf1yWsD6DnX79ktl+DudepGawUDuGt6vZIlDwDYsX6JS+eEaIiE0Bcb9uyGS1ohfGzf+dF7rhwM3qWWtEpI5Iv0OEwhGQAu0TAyY3SRsUI0Mc0Oor21Eb/9G3NVF2QSLvMLPzcdfyiRQipjG0XY9LASD8sUCn9wITkKeZUi7V4NXQxTN2n9HLw7sa4jU0ycTe8cLQjjjYRphCmLqQKGf77v2FVVXXOhf9C1LQ87BAAVygGc5M/Wpii61i7G21sfwrbOReqtvuvQedU4jhJMeSUMVc7odLa3AHBXjZC3gdAX7k2r56uqm+NXbriqUHRs7d/0/7SNgmW/RCKVxpY1C10JqRf6B9XCSQ39WpuiaM+WJdPfgDOHTVHLVbVD4a1gAGquKASTzNiuCiUKK+3suaje8BMsT4XfH90rQHN6qvdmWdLu9LxQqKcS6J6Mk9cGcH0wjpPXBtQ2vDsxUNiz4RWSTKTSRm9KLVf9CFMbMUaEmqXcL04v8TPK+ZiZTZTklTi0LXV7DQWcRMhCIlmke0Fv+qd6b6IhEoaN3CJMlTCrFszK6wnT2hTF3g3LXddJeQa0cEetkNLRABwPxfaD55UuSSKV9pVXYsIrjMKh8t4d65coI6EuHMTmA6fVeePJDIYSKdxzZwPmNEbx278xNy+Hg8TLRlIZFd7K2DkvDWmuUCKrTjyZUfNPZb80H7wnkCk3otBiXqzTs59QjxfUDfre7a+pjtD6WHiXYoK6E+/dsBxAaSWxlLMSCYeMhpTkjwi1SlnGyHPPPYd77rkH9fX1uP/++3Hy5Elf+7300ksIBAJYv359OacVphjlvpl6fXmTx4He7N/e+hD2blhuzAmgt1Kv9uz8XN3rliBqBdEfi2NmQ51ahLesWYgL/YPKUKE8B0rgpHLerkPn81Rkd6xfguaGCOLJdN4bvY2cQqkXem5JIQptagPYfvA8dvZcBGAjAMcw0PNNYvGk0lHZfvA89hy5rMJh87b24INbjgGStpHtTeNAlUhdjy7OisTdq+aA56vwXBpSYqX9vZJNgfyqEq+yYFPOhX5vKYdDx8ugoYRmyn3Zd+xq3rOpe0FGC0+kNRlSkj8i1ColGyMvv/wynnzySXR1deHHP/4xli5dijVr1uCDDz4ouN/PfvYzbNmyBZ/5zGfKHqwwMfD6ci7V0zHaN1P93CSjXuiLv5hr30sldiSVUQmdvIqBV1NQaIjEyyhhk7bpaJuhchzob75wcLGwwXgSmw+cdnWw5VDeRSiQyxWhahtd9r2Yh4QqYuIsNyTM1NGo8y55gWw4xkn34Qs4zCphaI9UxsbapY4K7bR6S83hzIY6PH3wPL7zo/fw9taH8O7ARwCc8X920Zw8I0FPDjUZoV6y6MVCeaQXAkDd21fP9nsaHV4eGZpvL6NW94LolOsd1NVq+eciPCbUIiUbI9/4xjfwpS99CU888QQWLVqE559/HnfccQdefPFFz33S6TR+93d/F93d3fj4xz8+qgELtY/Xl3OpLmKvL9RCFHpLJRl1P1/8vBcN/3xnz0X0xeJZT0FuP1rQp9WH1WckYEYLJn8r1RfDzvYW5Vmgvynp8uS1ASzrPuqqkKHFsVikJc1CIVvWLERDJJzXEI/yOQiqCCKiVjDP05JK22rbcCgIG8C7Ax+he90SZfTwRNSoFVTCbDaA77/zc1dFEwCVtMuTdwEnXEZJuqX0lQHyewrpEul6KI8+B6DOR94L6jfkNwxECrGXdvyWZ8l4IWND95r5hY4JeLdHEIRaoyRjZGRkBKdOncLDDz+cO0AwiIcffhg//OEPPff72te+hrvuugu///u/X/5IhQmD15dzMRdxqb1pTPvqbne/5wbg0qIgL8bxKzeUVPyeI5eVJ4J7JLiCayyeUp/pnhUySPYcuYyfDzqGSEPE8VK8fvG6SsrMZHNGEqm0kqg35YWEPeIrumHBS2Cp/Jhz+CufVp1uA3B0SxoiYbVdJBxCile4hAIuxVoybhKpNHb2XEQsnkQilVEN8lqb6tHcEFGeDsDxlJCxRveELof+pvwHUr/l2jB+oft4qvemK0nYq0rGpBdC3ottnfd6Gh38GS3Fm1HIQPejU1LomLoarCDUMiUZI7/4xS+QTqcxe/Zs1+ezZ8/G9evXjfu89dZb+Na3voUXXnjB93kSiQRu3brl+iNMHLwMiGKGhR/PSSHPh9OVN+PqyuvnLZG2SbBGcfwNmRbeRCqN+qwM+qNLW1zbkueA8hy48aMnqMbiSeVJ6YsNoy8Wd+mQUNULlQ0HPHI69MZ1fH8OLcb7T/SqDsCceVt7lGGwY/0SHL9yA7F4UiXiJlJptY8VCnhWBlEox/l3GkAAP9vdCSCgvEDc4NCNtenZkM10FrrhfWh0T4ofTEaon+fM9KwWe36LGcR+x6f/rJBOSaFjAijZqzIWSEWPYKKq1TS3b9/G7/3e7+GFF17AnXfe6Xu/Xbt2obGxUf2ZO3duFUcpVItyckSKeS+KVUxEwkHl0fC7MNAxI+GQehPnb8gUdoiEQ8ZQz8aVbfjJ1z+Pn+3uxOGvfBqAE1rpi8Xx9MHzqj8NVcE0Ra08L4AXNnI5HU7+gf9f2agVxKNLW1yhIZO2COV00FzcHk66fsYNpVTaxqoFs/K8KyYoxEWGzqoFs0CqRqaGhdwTYsLLwCv0nJkMiGJeFtPx/DzL9BwNZnU+/HgzChk4epNAv79HJu9OLSEVPYKJkkTPRkZGcMcdd+CVV15xVcQ8/vjjiMViOHTokGv7M2fOYPny5QiFcglzmYzzxRYMBnH58mXMn5//i5JIJJBIJNT/b926hblz54ro2QSjkFhTIQqJTRUTotIFz4Bc6GHvhuW5PifZN3xa+Pycz2s72oYLkVHJpo7esyQAJyfiY8134B3V+M7J2QiHAi5DIJptaKfnfBQiaoXw2UWz8frF60Vl3i1NcEyH5rGQyBqdM55Mu97O9X45JBTnZ7472ma4+swAuWeLC6BRZY4fLwJ/NslQ8+pPo29fSGStGr1oyv09qlWqISYn1C5+Rc/M/lYP6urq0NHRgTfeeEMZI5lMBm+88Qb+8A//MG/7T3ziE3jnnXdcnz399NO4ffs2/vt//++eHo9IJIJIJGL8mTBx6GibgeuDcc8+KV7wNyf6stp84DR6zvWjs72l4Bcybb/nyGWlPmoj10aewhTJdK5HC88j4MfQx+L1Bkvb0EJ7+Gw/rGAAac3Ot0IBJYNOhooNoCESxrsDH7nCJ8mMnWcYxJMZX54RrroaT6aN0vAU/uGnKGSIAE4FzeGz/UqWnYypeivoUmEdTqaV54EqgMi4oK7DNqDuL1+c9Lfmvlgc1wfjSNvOvmSckLcFyInC8aqrYosdN0D0543/zLS9F3SuYtuVip9zTyQo7CYInJLDNE8++SReeOEFfPvb38alS5ewadMmDA0N4YknngAAfPGLX8RTTz0FAKivr8eSJUtcf5qamjBt2jQsWbIEdXX54kbC5IEnD5aCKVxjEofygvIyGrPhFe4y72xvcapFQgHX5/oiSP1BZjbUGXUmTJU3lLAJOAt7U9RCa1NULZqprAGUSDleg7XZEEpH24yCwmVWMICoFULU0P02aoVcyqdNUcszsRUAmqLO+wcP/xSiKWqpcZKcfV9sGNPqLZVjQscD3AmwsXhSeTRoXresWajybshIpbnf2XMR/bE4olbQVfFCwnTOuZ1qI8o3oVDEWi0cVUpOSKH+NHSfuUJqIapROivluMJUoCTPCAA89thjuHHjBr761a/i+vXrWLZsGV577TWV1Pruu+8iGBRh14lOJVypxd7ovM5henPqbG/Bq2f7URcOKq0JOgZ1YqVcD93tztm7YbmxtFcfKxk/5/oGlaeh51y/2ldf8Jx1OoBn1i/JGw+NkQyOSDjk8u5Qgq0XyYyNjJ1GXTj/9yqeTOPdgY+UXkcxNdbbw/nS8SYjBwDWLm3BinnNyhvx88E4MnYu+bS1KYqNK9uw/eB5OFcPXNvdCcDdF4ZCFzRXdK6ec/1YMa9ZzX1/LK5UWnkFEsGPycM2Xt4qv54E/RgmTw15Z7i3zrR9od+VsQhPSAhEmKhIozzByFjEqUs9hynOz3NDiuUMlPJFvfnAaVd4g1fQ9Jzrx5zGelwfHEZnu7Ng7zlyGUMjKaTStspP4efkjfhojGSkJFIZAHbRnI7RwBvs6ToenFAgJ9POvRF6c7uGSFg1oBsaSSmvSWtTPfpjw6jP5qqQUUe5MasWzMLxKzdUqIbPBw/FkRHkd1GtxCJsarBIz1mhZnum59g0nlr8nRKEaiON8oRRMRay0aWew0s0rClqIQCovAI/7daLqcTy4wJQFTSvnnUW177YsEu/IpFKI5l2mr0dZkqd+jin1Vs4eW0AD+5+U2lyxJNpjKQyecqoBI0hmg1vcEj9FPCuzAkAeb13+HE5adsxGnRxsM72FnX+VQtmuVRqeTfivtiw0h7hSbw2oMI2Z7oewY71uZ4+dM9WzGtWaqS656lYNUupFRqm4+lCdDMb6lQDxL0blnuWFuvPsZdYWS3+TglCrSCeEWFMKOXN1c+2Xq3Y+VttoXbrtPDQW75eSUHw5nZb1izEzp6LiCczCGZl1he3NOLDoRFjdQmJjZ3qvYmOthkuL4Hply6aTQStt0KIhIPK4xMMAKFAAKmMjcZoWAmr0T6RcAiJVDqv8oaOta3zXjVH3YcvIJmxYYUCyoig6hfCCgbwufvuxqnem64KIaqi0T0jAHBrOJmXg9Le2ujywuieK/2e8XsBuJNQi73x+63CIUzH456ZvRuWY/5TPapK5+quTt/PMB3b63oLVWaVgoRkhImA3/VbjBFhTCjFfTwaV7OXkeJVjqsbL2uffcu1gPJ8Cl7aysNDgHdZLC1I/K3btC1VpfBzFfvFJEMpFk/mbd+U7ThsKk/l1xYJh7BqwSy8fvF9l0GiH49fhx5yApxmerZhWzpf1ApiW+ciV3gKgKu02mRIeuWJFIIbA3qZbaHj6c+dbpz4xeuZ48cHMOpwSjVK5wWh0kiYRqgpSnEfV9LVbHLf8y9jEjUbGEpgWfdRvKPlU+jKqK9ffN/VFZXwKotN21Cuftq+IRJWAmZ0CBtOYisZGDZyIRiv8EtDJKwEyPjZKZRClToP7n4Tmw+cVp1ziUg4hDNdj+D4lRt52iX1WsiI5ORNHWH3HbvqqqahbTetnu+SlOelr7F4ErF4UpXr0r3gY+ZhrlO9N32pn+4/0ZtXhWNSXyWPDt9fl6fnTexKEfDzqn7hz3UlnvFyjyGiY0ItIsaIMCaUUp7oZ1sqvdXbuutftMXkwElmPJ7MIBZPot4KqjLZkMEIiCfTWNZ9FIDz9s+3CQWgutFSSSzgLNqvX3xfNVxbtWAWtqxZiEg45CrDXbVgFs50PaIMknAoiJamKEy+S5K8N8m7U+XPptXzVWjl8Nn+PIMpFk/i3u3fd8ngN0UtPLN+CT67aDYCcDwaa7PeIFI73XPkMurCQbVw0xxHrWDWYLuu8m7IqHGSdKHuCc0RANe9oFwU+sx0/wrle/AFdsW8ZqP6qkkqnQwkkqfXz1FoAadtNx847dpHP4Yubz/act1yjyF5JUItImEaYUKix/MJPS5P4YBVC2Yptzzgjtc73XgvYTiZxn2tTg4I304PyQC5fJDjV25gKJFSeRik6nry2oArgTMAJwlWVw3l6OGBYMAJ51jBADK2rf4PQBkIhZRQAUdXhOeYmLdx580A7lDHtHpL5XTwcevhgWXdR10ho6aopapmmqIWznQ9knduUyjEVK7NKVa94pUPRFD3ZRKR29a5CIA5R4XnxxTLP9HDQqWEUYqFFyW0IkxUJEwzRZkqTajIy9DZ3uL6nL8t8nDA4bP9eW/gQE7jo7mhDjaAd/oGVcdTvccHeT2ocofEtzJZe55UXXf2XMThs245+EeXtiiPwGA8qRJZo1YQUSvkCg+QWBx1ym2IhHF1Vye61i5WnhgygkxQsz4ARQ0RwDHUaBGn54YEybjhQf8PAMbeKzRPj2bniZfvevWb4cJ4vJKpUFM8U/XKniOX1Xx4eT+IfceusoZ+GdczQQu9foxCYSKvsFAxD4TeQJFXeunVOBJaESY7JYueCbWNHoIYD6r1FsePaxIv05MTO9pmYGAooRYevRU7n6tNq+e7hMk43/nRe+iLxTGzoQ5nuh4xnoc63QLuPBM6L+BO8qRkWKdnjBMmOXltQOmVAMjrn/OdH72HtA3VIdhL4MykI5KrrskXODt+5Yby4tBzQ6q53JDYc+QymqKW0VvBWTGvGcev3FBdf720XyhPI2oFlUx+LJ5E16Hz6GxvwVAipZrZFRLFI6OT/s3VU03iZ3SvE6kMIuFgXgiI9nl760Oex+B4Ca8Vkz3Xnz/+N3n9uGFTipCbIEw0JEwzyRgPd65+Tr8iUH7Ga3K/e7m9Te5yINecTXfJ60JWdHwu0KWHQnjTPX2MHW0zjH1gWpvq0RdzJ482RS2XWBgAl7BYbt/ctd6ztUd9/sz6JUrZtBRIP8NUMUTN605eG1DXsTZ7rYUay5kqk8gIjFpBXNrxOTVPPPxC803XzcNApoqTQs+QY1w4Rl0kHCpqMHlRToVKub9z5f5OCMJEQsI0U5Tx6GNRatJooX0LHbuY29vkLt+0er7yTMSTGVW9Qa53Hg6g/RuzZbE95/rzcjJ0UTM+xlO9N1WIhHrfAMD1wXxDZNWCWS5DBHA0S3jObNQKoaNtBu7d/n2XIdIUDWPfsavqOttbG40CZjr0pv3uwEeuzyNhJ8m0MWph48o2V/8f8pCYBOfonu05chl9sTiGEimVWEvHpL9pnihsRhVG/H5tWbMQ3euWqIoavbrFSwgNcIyb4WRGJSLr1VN0v4qFMctJ7vQbQimU0MqRXjTCVESMEWHU6F/gpi9Try95/rlpoeA/L/YlTT/fu2G5qxMvNccDgMF4Ui2CeomlniOyuMXdgI7DF5+ZDdTw0caFfsfjQPkjwexbvxUMqEqVM12PuJoHUtjlQv8gHl3aooyn5oY6nOq9mRdWGYynVIVMR9sMHP7Kp9GS9SToUJ5L1Aqq/jUcKxhQ10vhGJovaljHPT/0t+lepjK2yv/gx6T72tE2Iy/nhkJuepUJqbtSdQs9C04Z9giWdR9VRpBeXgwAA0MJYyWMl0FDlTAAfJcQE34NmMmQ9zFVctKEsUfCNMK4YMq7oLyFckScTNUXemiBwhpcGbVQtYK+v6kyZ+PKNlXZUwhT1Q9VdFhBR12Vqk4SqQyGk2nVC4eHfvSmdnTczQdO49Wz/ajX1FRbsxU8fH8gl9fiVeVCYzRVE+lhE1Jp5f16eBjr3u3fd4VsKEGz0L0uJhwG5Prd8JwWSpo1jdPUX6aQQJqJSgryVWrbsUR63wilImEawRO/bzeVeAvSj0H/p7daCoWQIRIKOJ4GXUOkUC+ZrkPnlfufv3WS0FhH2wxsXNmmdEHorZyqZvh4+P65N/EEth88rxZkkknvOnQemw+cxuKWRnjR2lSPAIC6cAibD5zGsu6jSqdkOGsQJDO2EjYbSqQQT6ZhZ8/DPSikmMpZ3NKIZd1H8erZftUThgyO1qZ6l/AY4BghPKF31YJZakz63NKbPNcIoXnlP7/QP4i07YSjyDPCoeukv+leFPIm6F4wk3fFBlyek4ZIWFXy8PAOHYsnGetVMyaBNBOj0ejwE37Rfz+8vCiV9FCUcizRKBGqhXhGpiB+324q8RakH8NLv4HrOHAPBnkT+H6EKenU5BmJWkGMpDLuDrtZbRBC74tC1RbDWcMAyJds5/uaKltId4R+piuleknIA47qaiSc78XgPWjomr2qasjrce/21/IUVgEnCZbmj29PeHlGuAy87t0yabmQ5koxWXWTN8BLtt9P0rQO6aAU8gb5GVM10X8/vM5bSQ/FWCbtClMP8YwInvh9uym0nd+3Kf0Y9H/qIkv5AjxvwKQhwnUfuBeEPt+RzcXQ81SaohbiyQzSdi7c0RAJu4wA8hAQVGIaZ4YI4Cz8umeCsAya7ZQ3QtRb7l83koU3JZ9m7JwXI2oF1Zzx89vwLu8FHC/L/Kd6kErnjCcaJhl1XlolAPJyaNYubXF1R9ZzdPg95PkRezcsR/e6JUpLhPCjcsqNJS4VD7hzO/w803pujB/GOs9D//3Qq2x0yftKeCiqmbQrCH4Rz4hQFuMVO+b5IYVUVfVxEvSlyzU/2lsb8ZMPbiuPg+6xiGa76ALAx5rvUGWxlOtRnw2fFDIMcuf5pQql/Ppd0/BO3yDCwQDCoSAi4aDr+Pq+Hw6NeJYP6wQDyOuiC+S8Kdzrwz1HJs8FfwsmQ41UYcnb5OXRMHkuqCKnkLcDMHfeHW3ORiFlV699asUDUEv5GrU0L0JtI117hapS6MtorL6ouEub61PwL+qcBoUjcEWL0P4TvXj64HkAjmckY+d3ybVCAWQyNuY05nRCuBYID7vQ4kxJnItbHOPBJCVPYQKe+MqTZPUQkr4vXase9uG0NkXxwa3hPA8QJe7yJFDaImqF0NxQp+6bkqUPBpBM26okmcvc63LxxZJheWlwoVCEl1aNH2PCK9zDdVlqYUEvFTEAhImIhGmEqlIoGa9cF26pSXnkXk6k0mpx1kuEc43w0rg9nFTn2XfsqtLnqAuHcB+TULeCAae81nYMDy5Y1tmeS5B8dGmuZDiZLWsdGBrBtHoLP/ngNgaGRlxN6IhEymm2FwzwAI2tdDjIgIiyzrkUBkqk0srj0cia8eno+ihWMIA5jVGsmNeswldNUQuNLAdnOJl23TcyOkgPJZFKK/n2aLahoC7H79XAkD8vhUIRhJdWjV7ua4KSP8lwoX3JEIlaoQmZgCn6I8JkRowRoeJ4xaALdTdd1n0U2w86/Ti6Dp33NEh0Q+PtrQ/liXaRMUSVMlRVQ3LntFi9O/ARWpqiiCfT+HBoBM+sdyo8GiJhV28YgtRIKefg+JUbqnqDGM6Kbjn5HmmlbAo4C7gVCihhLu616IsNoy8WhxUMIGo5HXEpNEQehKZszoqNwv1eiFTGVkZHQyTsMjQaIo7M/JY1C9U292U7FVO1jG5oRMKOCFsAThdeGj7PxSADhgunFcLLAOULL6+k4XkjpVSScPG75oa6US3ofozm8dTjEC0QYSIixohQcbze4MhIoLJaWhjpjZeWZjIaTHBDg0pSVy2Y5UpMpAUzFk8qZdTudUscCfZESnkrEqm0UvnsaJuhQiQfa74DoQBc3hIAeP3idSzrPoqdPZdUEu2rZ/sxyKpl6i13gmtT1EJLUz0AZxHUVVf15NWMbePSjs/hTNcjWLVgFkIBZ5zkESDjoS4cxJ4jl/Eqyx9Zu7QFz6xfgqgVzHYJrlfjpGDMzIY6l+dg48o2nOl6BFvWLFQlurw0N4CcYNuWNQtxqvcmbOTCWj3n+l33m8qcTeXOprJVP140rnBLgmiF9jElqvopJ/ZLKWMuxTtYKSOi0LnFUBFqFTFGhKqhf/F5aTrwsMHapYX1HkxVNcev3HAZP7RgEqQzQtLvkbDTJZe8GA2RsFL8jMWTeKfPWZR/8sFtWKGcuUAejWFWJmtn/4QCjmcmnkwrA4MWcArz6P1paH8OLeL7T/TiVdX5N+BSiXXCTs5Y6rPhkrWsX05zQwSPLm1xnY+6957rG3TphtA92tlzKS/UdTirXUIenD1HLqOjbYbSMaHx8nv84dCI62+OXhmjK+B64VWR5VejpNjnpVLOmHVMRkGlKlQKnVuqYIRaRRJYBU9GmzBXTf2CzQdOq6oSkz4GV+M0VWtQVQg1hwOAnT2XMJxMIxwK5HkwCGqUR7oar198H8PJNO7LVuQMJzO4r7UR7w58lKdTQtohXKfECgbQEHGaZ8fiSaXhoXcQXru0Bcev3FBenVTaRipjq6Z9dM1emib6NZAmCzcQaC63rFno2YRPb2DH/12omR3dl9E8T+VUw1SKSiePltJMspJIEqww1kgCqzBqRvsWVUn9Av1NkmS9A8jlTvDGaWe6HsGO9Tm3PJcuf5qpqQYCQNeh8zh5bQCRcBA2gHDQ8UTwBNKoFVJJpD/7xRCGEqnsGBwZ93N9g4gnM7AB1Z9G1ykh7RC4PrNd4YS07RhFg1oFzuGz/SwXJaPk4w+f7cfmA6dVqIuws3NDfXWaopZq4mfDCf1Q6Sxz/mDVglkq2TMAKG9V1AohAMfLxO8rV7kFCnsfKHl137GrZYUJeKO9Ys/HaKim14Iw/W6U47kp9bpN55DQjVALiDEieFKqMVGoK2kpImmU28ETXf0sBnoVBT8/7a9reGTsnDw8r3zZtHo+IuGgMkjiyTSSmZzhQYvisGZckChYIpVWzeailvevWV04lOcFISOG9jeJonEBNWo4p29nwwmXnOl6BGe6HnGFToaTGZW/QyJzAJTHJxRwPEBnuh7B3g3L0dxQBxuOEcjfrKm6RpeA94LfR9Mz4ZXkDOSejagVwlAiVZKxUOj58yO+VmkZ9EqFjCphJEnoRqgFxBgRPCn2hennS5zwu1gAULkdPNGVGyn7T/Qqb4IN4KuHznteA1XqfHB7GAE4/Vo4rU31qkSVqnKGkxns7LmYlx+iL/ZU3sshETH6t+4JUWXDcPJMSKZdN1jIGNjWuchleAQDuXG0Z6tfFrc0Yt+xq3g0m2+zdmmL8uJ8cGvYlbNDi3k4+/O07RgYPLlTNzD2n+jFwFBCVdHw++hnkeYGBiUMc70RbpjoPYv480LJts0Ndco7Qvd3YGjE1Y9Gp5Rns1Jei7GgEkaS9JsRagExRoSy8fMlDjiLEV+Eih3LlOjKE1D1BSVjQy24VjCAwXgSa599Sy1usXgSybSdDZkEXGEJIICruzpVyS7lWpARwcMs/N+Up7JiXnOekTKSyrhk2+PJDKyQc97P3Xe38kQsbmlE1ApiMBt+4ZAxsO/YVdfPqIolnszgXN8gptVbeHfgI7WAb1o9H3s3LEcmmwqWzNiqxBmAWsx5WfFQImXUAeFKqBSCioSDeaGvjrYZrtCLl5Hac65feYAoZEaNEamsO5HK5N17r0RoMmhIur+Q/kihBVf/Wa0aHiYqMdaJdL3C5EUSWIWy8ZsMpyfrmRIR+cLG5b9NEuE8ARVwvAXT680N41QPlpEUkmkbUSuEX7/rV1S4Zu1St5x59+ELBZvX0Y+atATQAJxck1TGVgmsfDxk5OhqsdcH456Jok6C7HXEkxkEA4BtO+fQx8eTVSkh9zs/eg/n+gZVgqwuu66Hhn62u1P9W59zR8E2jUg45EocpcZzdH5a0HmjQ72h3vErN1RiMWm/cFVbk4qrV4O7nLpu/thqEUkeFaYiksAqVB2/LdF1r4gpEZG3eed5H37i2ZlsjkZrU1SFLij8smrBLJzpegR3TXPCMyRwRkYK5UDQOXShM94Aj5vtsXgS2w+ex8BQAlErhMaoha61i3Ftd6cyRChfxKlecSpmhhIptfB2tM0w6nHQKY9fuaG8IuQRCYcCSvuDkkp1782+Y1dVfshd0+uVNgmFuCjcYYJk07kOSCyeRHNDJK8RIeXYhLM6JEOJFPYcuayuj/RieEO9hkhYGSLk/ehsb1HzxBsWFqPQ2Pww1ombkpshCN6IMSJUFZOEN4mSRa2gZ9gmkUq7VDf1HIMtaxa6wi3xZMZpIveVT+Pqrk4AAZUPQTkFpGzKzzkYT6pzzMwmaRLBANC1drFSZn10aYvrnBQuiSfTLsOKdDxGUhkV3iCdD+7VONV7E+8OfJR37RkbKmTBQ0ABQCmw3jW9Hpd2/JaqGOJGU0fbDJcByENcXCyO9olaQZV78fTB8y69kULhDQpFNUTC6vgAVN6KKcxCx+tet8TV7be5IQIb5kRYr267o02wpuepkOJvJZHcDEHwRoyRSUwtlOyZvoCPX7kBG8irRAFyC08kHHKpbgLIW2C71y1xld+SBDn3xpB6aTyZRnNDRIVWSN2UFsC3tz6kSnKJjA2lUvr21oewYl4z6sIhlQjLDYVQAOoaScadh1+4sQBAlcnqJbz853ppsA0otVk9v4G0SgLZ+SUDEEDWGEsobxB5pRoiYbQ2RbGtc1FeaTBJ6xfyfnEjge4zeTZWzGvOq2TiXhL9eIUW6kqJmJlynHibgGojuRmC4I0YI5OYarmFSzFyCn0B24BKruTlwLQgmUI7DZEwTl4bwPynenDy2gCaG+rU8UgNlCphBrXSW+5dOdV7UyWSzmyow4O738ScRnelDeAs3NT0zUnkdAyEvtiwygHh8uxU6dMUtZQBQnkba1ljPSBnlOkJsCRKZoLUZgG45o08RWS85Cd4ZjAYT2LVgllqzLxRXa7SJqh+RvjpH0P/Nkm164aG6Xhez4nXucsxtE2JqqOViK8Fg18QJgOSwDqJqZYappeyqt9j8gRWAK7kSn583mIeyCWv6gmS+rG8+NnuTmw+cFppa9DCSRRSLbUMiaOAkwDLj0OJp6QOy1VKqYKGkmejVhCRcEgldAJOaOhr2aRPuq5VC2bh1aw0OyVxeil4mhKDtx88r45P56Tjkq4ITxrWKUVJl88vydNzKCeFEnh11VYArmeIn5uMK25UlqLuWw3KURkWhKmEJLAKBb0So/GaeLnU/R6TEiipQRtPruTHB2A8Xme742EIBgOqmiIWT2IokXJtx3VFSH30+JUbKpdEFwoLB3UfRQ6vChs6DnkbNq2e72peR/kbgBMOeIeJrsWTGQwlUi4DaHp9LjxCc7R3w3KVG0IeC5oj3sFWL38m44TrlFA/Hq7jYtL04JjO5UUxETRSd+VhLf7cFCoX56J2tZJ/USvjEISJjnhGpijlekb0/bzeavm/T14bQM+5fixuacSHQyN55yzkaaE3/UQqjXgyk+cZAHIeDd2z8cz6XFkpnZPKRMlDwD0pvOy2GLxUlypT9JJZEijTc0e8DBvA8Vw0N0SMXgLT/Bcqmx5KpNS5yMtE5bWAf88InVf3aJjGU+y5Mv2ce1N4mbW+v1eJryAItYvf9VuMkSnIaAwRfUHyMiT457qWBoVXaPEq1PyMGx2A0yNmW+e9yiNCRMIhrFowS4VHrGAAd02vx8BQAvFkRulvkGEUDLqb4VGexMlrA+oYJigJtCESQl9sGO2tjTj8lU8bx6pDfhf+C9ee1SS5NZxExs5pmZDxoM+tviCb7qVpHM+sX1I0VFfoueDH5B2CKxGm8HsMr/GJfocg1C4SphE8KTdEY3Kx643SCO6+pkRR0gDh1Qt66S8lBK599i3Mf6oHMxvqsk3rnEd1OJlW3odIOKTKZwfjSRy/ckOdIxwKoC8WVwmsNpyGeK9ffB9pG55deYv1WInFk7g9nER/bBiA0xRv84HTuGdrD/picVhueVfVaK61KYrGqOUyREIB4Ld/Yy62rFmoxNS408SU+EnVN1T6DCAvFEf70VysXdqCjSvbsPnAacx/qgebD5x26YlQEjGFQUzPBVWe6HPEx8iTOUtJ7PQb6vAKO4p+hyBMfMLjPQBh7OGJgOXuRwuCV44A5T3Qv8n9TomjdG59LLSw0Fv4hf5BXN3V6fLKAI5nhguIOVoeSdzuH0TadvIxolYQn100R6l+Op+nYSIWT2Jnz0UMZ6Xbw8EAEqkMTBEV0uGghFTuSclkbLS35pJUGyJh5UXYfOC0a9t0tnSYSnABxzNyd6N5Yd537KoKR1Gju65sXx6+QPO55/Sc61dNAem+AVA5N01Rq2B5LeCMl5oY0n3UE4/JKODlvF74CetwzxnNA9++3OdZEITaQTwjNcBYlweWq3dg2s/vWy29dVNpKjdU+P8pGdQKOkqjne0tasEixU4qSSWdC/Ka0PYEqZc2RMK4L5vAyuHaH1EriOGsQFkybWNb5yLc3RhVP9dzW204oSZdm4RXy9D1AM49Jh0UTiKVdiXeZmygPxbHyWsDxmROChORjcS9TMWeI/JQdba3uDwdkXDINa+Fnovbw+7kV68SXr/Phcmrwa9DV+s1bV8N/Q4p2RWEsUWMkRqg1tzMo9ER8dqX8jt4nofpvDQHyYyNlqYo9m5YXtSQ+eyiOarL7d4Ny7GWddJ99ayzaHKjgYyXhkhYLcjNDRFXB949Ry67Qk+2nSvTBRzjhMJWHG6IcPRtrayEup5ECziGxuGz/fjg1rASR6Pr5XLqXOWUzlHoOdq7YblqCsg1Nki0jDe7K3QNXMqdGxt0P2hbPzkcplAUl6PXK5W8wkKVptZ+JwVhsiPGSA1Qa+WBo/ki9t43oP3thvQwHBn0dEnzwUNF+0/04lTvTWVw2HCMj7pwCE1RC8+sX4JtnYvUIsxFr/ZuWK48D3RcIhwMuEqBMzZUPkshth90pMb1nJpkxlYiZI53J5S3bzJjuyTS95/oxcBQAgBQF87fnmT2B4ZGPDvoEnp4xM89N0m5m5Ji6T5y/Rf+8wd3v4nNB04bc170vCRe4qwrwlbTYKi130lBmOyIMVIDjIdMtL4o8MWqFF0JHa8vcZJIp7/5OJZ1H3UJcw0nM663alNvEp6Myc+5s+eS6utCUP8YSpL1mu/NB05jMFv2S94CMj5oX+49Odc36Ap3ENQgD8ipzFKIhm9Khobj3ZmtPqdGeERH2wzlMaDQUzyZxuGs14cSUL9//ufZfjlpV4Iw34buJdfs4PdtZkOdmle6P1zHpNhzSnkthX5eSNuEGzylelVKpZBnRaTbBWFskdLeKQolG1J1i0kNs5jKZSkllaa29ASFKXjpK1dfNR17/lM96g3aaYznnOPpg+eN59fb2es6HU1RS42DH1NXFNXLZimR1qT8ytVOY/Gkawx6OTO/H93rlqi5p3MATkJoAEA9y28JBYBp9Vbe+amUl8ZfFw4insyoe+ml2UHzGgDQwq7Nb9kt1zExlWrz7Yppm1QbUU8VhOrjd/2WapopChkbfFEA3GGWYlUKegO0QvBqDC5/TvkAiVQGkXBQCXENJVKex95/ohfBYADptI3FLbnEVFNYgOhsb3Et+rnjOiO5NZx0bUvnoQoUCpU43peLqlpnZkMd+plRx4mEQ55aIFzX4+S1AQwlUsqbsufIZaxaMAsDQyMYTqYxs6EO7w58pLRQvMTmPrg9jGTaRtQK5VU7RcIhl5gaNQzU721ne4syXshIK+R9oHGQ0XJ9MO7SkHlw95t5110J46OYPo0fpApHEGoHMUamKF6Lgl6+axKXIgOG8iBMX+amBZgqI4gAgI8134EPh0YApFSVRve6nDiZnmsBOIs16YQ4++bTFLVcRs/rF6+7uvnSmPuyeiEZlphJpbiUvxAAlFz9xpVtqpw2nsyohFXanxskVCXDr1//f18sjv5Y3KUgG09mcPzKDUTCQcSTaVdS7M6eS9hz5LKqfKG5BoDPLbnbZVjSvSlFEGzvhuXYu2G5b68XXUNT1FLXv+fIZZeB4sdYNVFoDPxZKvf4lTKMBEEYPRKmEYwUUvbUQzsmijVyA3KhC1rwAWcx5mGJqBXESCrjMhIoxMAhJVMgJ3M+s6FOLeQUdqDxk94JYCuDhFi7tAXHr9xAIpU2hllMKq1RK6jyOTi8wZtpPvYdu4oPbg0jmbFhBQNIZZNWKZHWq/GfqbFgKeG0UkIUhbQ+TP8mIyRqhTCSSns2zStGoTFWwjMiCEL1EQVWwRM/JZGmSgVKGOxsb8lrbqdjSi40NcgLBhwzxAbQmA0JdLTNwMDQCAJwvAQk1EVQQitPBj3XN6iUXI9fuYG+WBzvDnykGuTd19qokk3peH2xOK4PDrsqaADnZ7F4EvFkRpUiU4+ZPUcu4/iVGypJVa/QWbu0BVErpJJQ+2JxPH3wPAaGEsojs/bZt3DP1h5850fv4e2tDynRs1TGxqPZct1VC2YBoGTYkEpotUIBRK2gsbGgn3Ca6f4Uex4KaX1sXNmmjC0ALv2XSDhYsGleMQpdl15lIwjCxEY8I5MMP+51P2/FxY6jJ1z6aZLmdQzA3a+Gfx61QhhOplGf7UkD5HJDPtZ8h/J8tLc6Tfg62mbg1bP9KuzRmE1M1RvJ6U3kuAfCCgXy5OIpoZYnq5oattEccK8MQcmn3INCzfx4z59Nq+er/5PxxL1RQC6ZtZHlkXjh915yLw7ftpgKaqFGh9IzRhCmNtIob4pSCUPDD6ameRQ+oaZ0hTrAFqq82H+iFzt7LmE4mcZ9rY14p2/QVWHDq1n0BnB6tQvtM7OhDu/0DSLMQiEA1Fh39lzylIrXDS4qQ+Yddgs1qaPzmH7R9CqmjrYZKmnWMV5Cas9IOKSMAV0a36uLrh9KqaAqtr8YHYIgcMQYmaKMZmHw28XVlMh6qvcmBoZG1ILuFefnOQWAuwMsR89PAXKddXn5btQK4tKOz2Hts2/hXN8gWpvqAQTyxkZJojrk3TDloeTOEUIkHHRVsvCqIF6G/J0fvYdzfYNoioYRi6fUGKlHTiKVRiptK68MXX+uBDeEeDLtKtk15ejQGJwwUgCRcNDlKTJ5bfxQSidfQRCEYkjOyBRlNGJNem6Bl8IlfU6CXad6b6IvFkckHHRJd3sdn0vCv3q2H8u6j2JZ91FXzgJ1A17c0qiOScYAl3unrry0CPfFhjGzoU5VlVD+SDjb6yYYcDwOrU31CAWgcjMoz4Ek1unvqOUYB7F4El2HzmPts2+h69B5JFJppfPhnNeZJ5KdH4yn1M/iyQxO9d7Ema5HcGnH5/CTr39ehVson4K8IcPJNJqiFqbVW0qdVZdeJwNhy5qFaG6IqPF5SdGXgv78eD0D0rtFEIRKIsaIoNATBr0SCL2227JmoTGpkBaujrYZ2cTGnJR5vRVSyZF7jlxWhsnrF99H2gbe6RtUxwWgfkaN9EgRtZ01wjvXN6gWUFJiTWaTQylccn1wGGk7ZwwBTvIlyZyvmNcMAEilc/kdads5NnUF1o2GTavnq2Z09VbQVeY7s6Eubw55EjDt9+jSFjREwojFk3j1bD+GEimsmNfsaSDw3i0Wk4JdtWCWS6VWp5gxwe+ZKVm5GlLs5Rg4YhQJwuRAwjRC1dETJCkZctWCWdnQRUbJxHM1Vi6M1hAJu8JA/HMKIWw+cNpVcksiYpQwykM+7a2NuNA/aMy74GPmBOD0qElmbJUvQqGkxS3O8TrbW7BiXrMSRiO4qqtpXvTET6+cECBfFdaUb9LaFMX1wbg6hldujVduCP85AM+y5EqGb8pRRBUVVUGobSRMI9QM3JNCZaKJVAaHzzoltM0Nda5y36gVRL0VUqWzgLMYDmuGSCKVRl8sju0HnfCJrv0RT2YQCYdUqe3ilkZVDvzuwEfobHc8JVErpEpcyTNDXhzeI6beCqJr7WK0NkWxrXOREmTjHpOec/3Yd+yqyxChc3v1ANI9T9RR1yvkRaqqx6/cUH19KGxGjf862magjvUB0j0YFAYzicrpY/Mq0y4lHOjHg1FOrxlpaCcIkwPxjAi+qFRiI+3HE0qbtPJU/W3XlDB7/MoNz4RTzjPrc31eeB8ZXplD5+HeEL1CCMhV3gDIS8Slnz+6tAWnegfQFxtGMAB8TRNJ8yqf9TNn+tzz8/OKHz6HXuW/xQTFasHrIQjCxEc8I0JJ+BG+8pPc6nVs8jgAzts4GSJRK6jEtAj9bZfewimf41TvzTwjgOeMEE1RCxtXtikvAOVtNEWdPA9dGp7yL6xgAP2xODYfOK0SXAEnbMRFv6jDL/lOGqMWXr943SUxv3Flm0uwbSiRUh1zTXNnug/6XNN8bFmzUJ2feu/wOQwFnDFTx2FOIY+C6d7ycZWTp1FLHgzJMxGE2kOMEQFAcePClLRaTIWVH5sreNLiHApAKZd6hQBMCwedm8I4O9YvwW//xlz1GX1OmhwU1rjQn1Np5QbNvmNX1fEbImGlQ9Jzrj9PPbSjbYZroR9JZZRqKoC88Mz8p3owp9Gp3CHDK5FKK+OomOFhmnvOSCqjxsqPQ6GeQgqmXE6+WPiIj6uc5NXRVHlVmmok3wqCMDrEGBEAFH9zJdlvqngBoKo+vN6g+bF5/gPlalBOQ6FFirwIekfehkgY2zoXqcodMniaGyK4tONz6nPeHI+XyJK3hPJO+CJbn/U21IVDqpqEvB+nem9i48o21dmXcje4p4Kwsz/vjw3j6q5OZXhFwiFlHHkZHh1tM/Dg7jex+cDpgs3iKEE1bQPbD57PM0iKGQCmhdm0X7EckvGkVE9HrY1fEATp2itk8dPBVO+UamrBrvct4ZoYvI085XzsOXI5T3acGtSRZwMABuNJbD5wGqd6bxq7wXa0zUB/LI6BoYRalPYdu6oqcJqilqvyZCiRQtp2VE2bGyIqDyVqBREJhxAJOyXHpA/C8yiA/H4r9PNtnYvUHBDhYAAP7n4Tm1bPN+bA0DF5lQxpt1BFDA+PkWFC80/XSGGkUrwPpntogj8ftRbe0J+5Yki3XkGoPcQYmeBUUyFTPzYt+PVWUH1mykXQu7iaFgoSPovFk2px4+Ws8WRGGTH0OZWtNrGGeuSlIRGyeDKDPUcu4/Zw0tUNmKDx0DFonLwXDGmIFHp75nOxasEstT95cCgvhYwnPgf6wk6GBl0fGSTXB+NY3OL03OFS7fpcfnbRbCWrX+rbfjkLc6mLf7Xxa1AJglC7iDEywSlnYfBrwOgu/J5zTgO65oZI3n78mLxaoqNtBvpicfRlE0JJ+j0SDqn8Cjp+rh+L452gxWVavVPeS4s7b9DmVVFDRg31kFm1YBaWdR/FUMKRaKe/6fxkiJBXghtTJPFO/9+4sg2nem+quaCcFNIco8Z8dK3k8aAyWpMuyL5jV9HZ3uLyjFAoh1fJ7DvmNOGbt7XHJW/PvTcAKmYkmJ6VWlv8xdMhCBMfMUYmOMUWBtNiUsiA4Qsl5Vp0tM1weQ6KVWDwY/JwxuGz/ao0lzwj0ayXhY7BBcyoIR3geBq4IULXznvE0PEAwMqKkwGOp0PXIElmbBXq8Sq1pXJUHnKZ2VCHZd1HkUhlXJU4ujeIzxEZFjQXNFcUgqE53biyTRkwXPiMzyl5WQh+P0wVT6P1mJnuqyz+giBUGklgneAUS1IstTqDtu851++qPCGvxbR6CyevDXhWYFDiJf1MP0dfLI5Xz/Yrrwh5WXgOBAmYkYHB+790HcolaW5c2YYzXY+4PASprJFBhkghyNDac+Syy1PCrymkxXmoIieeTBtLZoslf/L/U0It93zw45BEPHlU9hy57PIERa2Qa19dXK4SFSPFkj2lTFYQhEogomeTnFJzSrySK7nIFsmqkzoqAJWgahK34m/5oYBTRUPGCBc885Jgb8zmX3Cpc7d0+xtK24Nk5K1gABnbVlUvPef6sbil0dVMjsZPC7xJ7lzv/kuJrsWuuRLwzsXd65YoYyQnrnbT876OVbddL4G6ap9XEISJgd/1W8I0kxy/LnWvnA9+HH2B5gqg9AY+lEghaoWU/gg/P+1Li/lwMuMqDaaw0Mea71BGgw3HWDh+5YZakAeGEljWfZRV2wSwNrs468bDinnN2LiyDSvmNaPr0HnXNdHCHtVyVHiPm/5YHI1RCyvmNasQCp8zaiYHFE4e9VqkqYIIyBk3fJ4plMO9N/e1NqpqG69cobEKpfhNWB4NYuAIwuRHPCMCgNwbrt58rhB8IeWeC/KcmDwF/G2ftu1e55Zsd6TZc94OwPFinOl6JE+yHchv4qafh3sVAHc+CeAYI5d2fE79f/5TPa6Ou3Qu/c1fHzOfF32BJsOtUEM+mnvugaJkVpP0ey0u0CIlLwgCR+TgpyjlxvApNwBAwVwDfvyNK9uwZc1CNETCOH7lhsorCQYDCMDchI0E0OrCITRFLZXzoOcmXB/MGSJWNnFj/4nePAG1jrYZCAAYGBrJy2EJwDF4dvZccuVaNETCrhBTPJlR++4/0Yu6cFBJzEetEAAo/RIyQLoOnVfN9HSPiEmtdDDbD4e25V4Vuh6aeyBn0J3qvekp/V4riqacaoxLRMoEYfIjnpFJxmjfIou92erH1z0qhZq30fEpf4QWGD1MATihklfP9qPeCgIIIJ5MI2qFEMmqtpryTPRr5k3uOAE4QmR6kisZAPxYeh5Le2sjLvQPGj0/OdG2DCLhoAoj8evlEuym3BpTVU6hnBCe21NrhokgCIJ4RqYAXtLro3mLLPZmqx+fZNVXLZil3uBJPp0rhxJc04NKhnnfGrquU7030Ri1EE9mMJx0yoDjyXTetrqnhLNlzUK0NkVhBd0lMTagDBGLlcvw0Ay/Pr436X5QX57NB06re0AKtfHseGmMph4xfB7pPgI5afxCvWPo2FT1JH1WBEGY6IhnZAJDb/6UTzEeeHliCiVs6jkXAFSFyN4Ny/O8LfT2PzCUQDyZcVWTFKpyIbiHJGoFMZzMIBwKoKHOyd/WvSdRK4Rtnfe6PC9RK4iRVEYpouqVRbqXh45bzEOlVxrpnqRi8yueEUEQahmpphHGBC/RNb2aw6tahyd3kiiYlwgZPwYlpPbH4rABVXVCx+T7rVowC6+e7Uc4GAAJxCfTtkrU5WMAHA8MHUMfCzdOQgG45NpNMu88R8R0TeQpApAncFbK/AqCIExkygrTPPfcc7jnnntQX1+P+++/HydPnvTc9oUXXsBnPvMZzJgxAzNmzMDDDz9ccHshR7FkVApD8IZy5R6rEuw/0Ytl3UexrPuoZ1hhz5HLrgRYWmQpzEJ5F1TGqifMUhiDFFzDwYASEOPhGr4fSbdnbFs1lAvAXYq7asEsJXAWAFylyTxsReEV6rz77sBHxrnQ9+NJrXxsdLy1S1uM4bVaTVQVBEGoJCWHaV5++WV88YtfxPPPP4/7778f3/zmN/Hd734Xly9fxl133ZW3/e/+7u/iwQcfxKc+9SnU19fjT//0T/GP//iPuHDhAlpbW32dc6qGaSpZ0lit8kgeKmqIhF1lqrxfih5qoZ/T/lEriOaGiMtDwat79JLjQiEqU5IsjeHVrLKrXirMq2uA/BCLrgcCFC7Z5WPRwyleJcGCIAiTjaolsH7jG9/Al770JTzxxBNYtGgRnn/+edxxxx148cUXjdv/7//9v/Ff/st/wbJly/CJT3wCf/M3f4NMJoM33nij1FNPOSpZ0kiJpqZyW78U865QOS2HFt7jV25gKJFSyquDrFsv4JTXckMmagUxlEip0tfBeNKVqKl7hfjYeOhjYGgEgJMYumJeMxqz3hPaj5c0k/w9eUn4XFFyKiXPkseCxuF1j3iiKRlSpvtK4+cJsYIgCFOFkjwjIyMjuOOOO/DKK69g/fr16vPHH38csVgMhw4dKnqM27dv46677sJ3v/td/Nt/+2+N2yQSCSQSCfX/W7duYe7cuVPOM1JJ/HhGSi3rLaYeyhNMySPCsYIBpDK2qwcNJXDycwFwCZgVG1tH2wxXYzwvYTV+3Tt7LiKezCg1Vu7tIaOBC7z5TRrVvTRec6+LwYnXRBCEyUBVPCO/+MUvkE6nMXv2bNfns2fPxvXr130d44//+I/R0tKChx9+2HObXbt2obGxUf2ZO3duKcMUDPjxshRrrqYfg7wFvGEcvflTySl5BCLhUN7xkswQCcDpWWM6F/3byxDZf6I3K0PveFOoqoagxFB9/OSN2HPksjKU4skMEqkMQgEgkcq4pM3PdD2CM12PuKTYi7FxZZuxtNdrbhe3NI7agyUIgjDRGFOdkd27d+Oll17CP/7jP6K+vt5zu6eeegqDg4Pqz3vvvTeGo5yc+EmELGaweCVzmhRI9QqRLWsW5oVwiKgVgg3HEKAET+6hOXltANcH4/jOj97Dsu6juHf7911JslRZQ71u9FJdWtx1rw8vLW6KWrBCgewYbaRtIBIO5mmB8KTTYr1oKJkXQNG5p7n9cGhEKa8KgiBMFUoyRu68806EQiG8//77rs/ff/99zJkzp+C+e/bswe7du3H06FG0t7cX3DYSiWD69OmuP0LlKFT1wrcplrvgJcxlqhDZuLINO9YvQdQKuYySAIBtnfe6KmF0Dw31vDnXN5gVFXM32EukHK9GOBQA0zBDU9RSHhWTN4PGuWXNQmxZsxCZrKdmOJtgu2XNQmVE6A3gChkXFJrRBdr8INLngiBMRUoyRurq6tDR0eFKPqVk1AceeMBzvz/7sz/Djh078Nprr+GTn/xk+aMVKgJPxuw6dF4ZEaaeKn4W0j1HLquyXc6Kec0uYwUAmhvqYANKFfW+1kZXCITCPKRwuv9ELzrbW9QxqcuuFQygPxbH5gOngWywJxwMoLO9RW3DjQlTiIZ7Srg3xwZcoSegNCOBHytqBUsyLKSUVxCEqUjJYZonn3wSL7zwAr797W/j0qVL2LRpE4aGhvDEE08AAL74xS/iqaeeUtv/6Z/+KbZv344XX3wR99xzD65fv47r16/jl7/8ZeWuQigJWuy5ZDvlXZB3olDFR7FKD92Q4f+nc6eycuwfDo1g84HTmLe1B/dufw1rn30LXYfOI5FKK6/C3g3L8cx6J+9ix/oluLTjc8jYjhej51y/ykeJhEM4fuUG7Oy/ARg1SkxjLFfvw0uSnzw0zQ0RMSwEQRCKULIx8thjj2HPnj346le/imXLluHMmTN47bXXVFLru+++i5///Odq+3379mFkZAT//t//e9x9993qz549eyp3FUJJkCdix/pcYiV5S24PJ9U2tPjyRE+Tt0Qvs9UNGf5/WphJeIwqX5yckTTO9TlN6OLJjCuRUzcGOttblAIqAFe5LmHy7vBuuSajg7w5fg0I0zmKJa2OhQCdIAjCREJ60wgACpeg8s611Bdmxbxm5ek4eW0APef60dnu9JYp1pdmYGgE8WQ6TygtaoXw63f9Ci70D6IuHEI8mVYL+s6eixhOZlT/GkIXTSvWq8arxLlcUbhi5dAmqiVAJwiCUGtIb5opTrF29CaNEL4dZ9Pq+cpQseFUevCEUOoLc/hsvzJSKIeEn4M+p74uqxbMAuD0lXEbMiN5iqVUenv4bD9ev3gdkXAIqxbMwmC2cmaYiaa9vfUhPLj7TaWM6qfXi9fnxSinR0y55xIEQZisiGdkksJFtKbVW3mS5dzboUutE1zA7PiVG9mqFVsZAuR5+FjzHTjXNwgASnSs51w/6sJBl9BZ1AohktUSofEAcHkJaFwBAI0s9EKiZJwAcuEe6uJL11Coq2053ozR7CcIgjBVqZocvDAxIGn2tA0kUum8/AVKJI1awTypdYJLmcfiSTQ31KG5IaI67DZEwojFk/hwaEQlmG5aPR+nem9mdTrcZbzxZBoNkbBLQp3L1FMSLeAYGbF4EnuOXMbGlW24tONzeGb9EjXmpqiFest5fBujFvZuWO7K9aAcE1NJbymVQqb5KHU/QRAEoTBijExSNq5sQ2O2+dtwMuMZogFg7GIL5KuCzmyoUxU3HW0zXP/mHgOu37FDMyD0bclw6TnXr8TLCl3Tma5HsK1zERoiYXx20ZyiXYt58myx5NVijEYDRJJWBUEQvJEwzSRm84HTqkeLV4iGQh2m7rcEJYkSPPHUFGrR4eENvT/M/hO92H7wPGxAJaFSHxsefimn660eVinU6bfaSNKqIAhTEQnTCEpSPAAoATEgF6Jpilp4NKurUci7YIJ7CYp1BKaS4J09F11aJoDbgxMJh/D21ofw2UVzEArkDJG+WByvnnV63Ww/eN7o2TB5Hsho4cJuhbavJqKsKgiC4I0YIxMUP4spLYCNUcslS84VT/duWI6OthnYfvA87t3+fWMLe8rxaG9tdFXBEBRqIePHa2zUO0ZXN6Xjr1owCw/ufhPHr9xQx6NrqLccETMbyGuEB8BVwcN7yFAXXOqPQ4bXWOd/iLKqIAiCNxKmmaCU4vbXwxWbD5xGz7l+LG5pxIdDI+iPxVX33EIt7Pk5gVxohpeqblzZ5goDrc1qkuw5chmJVBqRcEh5YfTKFNqPV/cAUPsCAVc1TijgiJ/xMM5QIuWqHCqmeVKsMkYqaARBEMrH7/otxsgExEsjxC/zn+pRvVMAJ1eDymZbm+oBBIz6JMW0S/j4nj54Xv1/7dIW1eyOjART/oZp4eeGDTcw+PH1n1XSeJBcD0EQhPKRnJFJDEm36+GOYlD4hKpj2lsb0doUxbbORaqXSl9s2NU8jocyqFKG/u8Vdti4sg1rl+aa25EhEgrkV+wMxpMqnGMKZfD8Fp5nwkuGSduEmvEV66hbSq6I5HoIgiBUHzFGJiDlLpBkXFzoH0T3uiU4/JVPq4Wbd8Ylr4vpPNxAKbSwU3M7KxhA2gaskNNRl/bbsmahquTRu/0S5OXYsmah6uhLPLrU6U2zdmmLp55IoTnwmysiuR6CIAjVR4yRCUg5CyQJivFOvZy9G5ajKVvVkkilXV6Gk9cGMP+pHmw+cFoZKB1tM9B16Hxe0qhOMtudN5m2XQYDr6IxjbVQYz4a79VdnapPjV8DTTwdgiAItYcYI1MECu3UZ/vCmMpwqdokEg65jAAKs/Sc63cpm1LoJZFKq9JdbpRwI6K9tTHPENC7/fKx9sXiSKQyBUuGOX4NtGp5OkTUTBAEoXzEGJlkeC2KlHsxnMwow4LKeOlvwPGEkJFAeRiUY8JDOWRYdK9bgkjYKbulZnVkhPB8j9/+jbl5hoCXYUDHjoSDrpLhWkak4gVBEMpHjJFxoJpv0V6L4saVbWiIhFUJb9qGEhLrOdfvygOhahQKq1COCYVEOCevDQCAS0CNJ5pS/xqT8JgXZKTwHja1joR/BEEQykdKe8eB0ZaLFipf9frZ5gOn8erZ/qx4mI14MqPk101S6+QJ0Uty6Rxdh86rMA3/uX5+vm3UCmEklUZne4vRsBEEQRAmF1LaW8N4vUX79ZgUCgl4hT56zvXDBjCSSmNb5yI0RS1EwiFsWj0fezcsV4YISbtTeKSzvSUvb2PfsatI247MfF041wDPlHS6cWUbutc5HX2Hk2kVIhIEQRAEQoyRccDLYPBbNus3JMCP0dnekjUeQjh5bQC3h5NKIp68F32xeJ4BQtLsJMG+/0QvBoZGEAAQDgWUWBqFdADkjY2ul8pxee6JIAiCIEiYpoYo1N22nOPo0ugUHiLPRygAdK9b4grN8P+3NkXVMUgp1avj76oFs7JhoCC2dS4SXQ5BEATB9/odHsMxCUXYuLLNtYhz6fVSIGOiKWopLwXpjJDhQDkiANTnXFreJPsOOF4ZEinjx9l37CpsAPFkRumICIIgCIIfxBipUXTDxAtqetfZ7jSko7wPAHk9XshLsnfDcqP3hLbbtHq+yxujj4Oa2Omfc+VWL6TxnCAIgqAjxsgEhwuS8bwN3kOG95Th3g7de8JzVrwMBa9t/BpPtH/XofNqP0EQBGFqIwmsNU6xChtKNl3c0qjCLbphAeQnzVIS7JY1C9XnemKsfm4e6ilXT2PT6vkqZ0UEwgRBEARAjJGap5iyJ/Vo+XBoxNXJt1j5MJDf3VY3WPRzl9stmMNLfakcuFAps8isC4IgTH7EGKkx9MWXJNWHEqmCC7JufPgpHy6GfsxKqYzy/jbFxiIy64IgCJMfMUZqDFN4hSTVCy3ItMADKOhJKGZQcGOIGzSbD5xG16Hz6GibUbE8Dz/GjcisC4IgTH5EZ6TGMFWblFKBMlqpedq/KWq5qmbmP9WTp01SyYoYqbIRBEGYfIgc/ATFFF4xfWbKpSg1wdR0DPJEAFBVL6TgSuqp1QidSDhGEARh6iLGyASFl8iSMUEJpvTvcnrc8I65vOqFEmWpj02lQycSjhEEQZi6iDFSI5RaNWIqkdW9GoW8DMW8KLzqRf+5V3LsaKjGMQVBEISJgYie1Qh+BMc4Jtl2Eh7j+ReFzkfKq17n8ytkJgiCIAijQTwjNUI5YQovb4KfHJNqhUVEF0QQBEEoFammmSKUWmVTbnXLaKt5BEEQhMmDVNNMQQp5JUr1hJRb3SKJqIIgCEKpiGekRinHM1FJr4TofgiCIAijRTwjExw/nolq5oHoeSeSCyIIgiBUCzFGahQ/PWmKdeatpAEhomSCIAhCtRBjpEbx05OmmCekkgaE5IIIgiAI1UJyRsaAcvMvRpu3IXkfgiAIwnjid/0WY2QMkHJXQRAEYSoiCaw1hN8QhySJCoIgCFMRkYP3yWhCHn5l1fUcDwmxCIIgCFMB8Yz4ZCyqSbgHRapXBEEQhKmCeEZ8QgZCNatJdA9Ktc8nCIIgCLWAJLAKgiAIglAVJIFVEARBEIQJgRgjgiAIgiCMK2KMCIIgCIIwrogxMo6IroggCIIgiDEyrkj5riAIgiCIMTKuSPM5QRAEQZDSXkEQBEEQqoSU9o4BkvMhCIIgCKNHjJFRIDkfgiAIgjB6RA6+DKhpXkfbDACQnA9BEARBGAVijJQBeUQA4O2tD43zaARBEARhYiNhmjKQKhhBEARBqBxSTSMIgiAIQlWQahpBEARBECYEYowIgiAIgjCuiDFSIqItIgiCIAiVRYyREhFtEUEQBEGoLGKMlIhU0giCIAhCZZFqGkEQBEEQqoJU0wiCIAiCMCEQYwSSlCoIgiAI48mUloOnHjNDiRRi8ST2HbuKjSvbxntYgiAIgjClmNKeEd5jRpJSBUEQBGF8mNKekU2r52PfsavYtHq+eEQEQRAEYZwoyzPy3HPP4Z577kF9fT3uv/9+nDx5suD23/3ud/GJT3wC9fX1uO+++/C9732vrMFWmo0r2/D21ofEEBEEQRCEcaRkY+Tll1/Gk08+ia6uLvz4xz/G0qVLsWbNGnzwwQfG7X/wgx9gw4YN+P3f/32cPn0a69evx/r163H+/PlRD14QBEEQhIlPyToj999/P37jN34D/+N//A8AQCaTwdy5c/GVr3wFW7duzdv+sccew9DQEP7pn/5JfbZy5UosW7YMzz//vK9zis6IIAiCIEw8qqIzMjIyglOnTuHhhx/OHSAYxMMPP4wf/vCHxn1++MMfurYHgDVr1nhuLwiCIAjC1KKkBNZf/OIXSKfTmD17tuvz2bNn45//+Z+N+1y/ft24/fXr1z3Pk0gkkEgk1P9v3bpVyjAFQRAEQZhA1GRp765du9DY2Kj+zJ07d7yHJAiCIAhClSjJGLnzzjsRCoXw/vvvuz5///33MWfOHOM+c+bMKWl7AHjqqacwODio/rz33nulDFMQBEEQhAlEScZIXV0dOjo68MYbb6jPMpkM3njjDTzwwAPGfR544AHX9gDw+uuve24PAJFIBNOnT3f9EQRBEARhclKy6NmTTz6Jxx9/HJ/85CexYsUKfPOb38TQ0BCeeOIJAMAXv/hFtLa2YteuXQCAP/qjP8Jv/uZv4i/+4i/Q2dmJl156Cf/v//0//PVf/3Vlr0QQBEEQhAlJycbIY489hhs3buCrX/0qrl+/jmXLluG1115TSarvvvsugsGcw+VTn/oU/v7v/x5PP/00/uRP/gS//uu/joMHD2LJkiWVuwpBEARBECYsJeuMjAeiMyIIgiAIE4+q6IwIgiAIgiBUGjFGBEEQBEEYV8QYEQRBEARhXCk5gXU8oLQWUWIVBEEQhIkDrdvF0lMnhDFy+/ZtABAlVkEQBEGYgNy+fRuNjY2eP58Q1TSZTAb9/f2YNm0aAoGA7/1u3bqFuXPn4r333ptSVThT8bqn4jUDct1y3VODqXjdk+WabdvG7du30dLS4pL90JkQnpFgMIhf/dVfLXv/qariOhWveypeMyDXPdWQ6546TIZrLuQRISSBVRAEQRCEcUWMEUEQBEEQxpVJbYxEIhF0dXUhEomM91DGlKl43VPxmgG5brnuqcFUvO6pds0TIoFVEARBEITJy6T2jAiCIAiCUPuIMSIIgiAIwrgixoggCIIgCOOKGCOCIAiCIIwrE94Yee6553DPPfegvr4e999/P06ePFlw++9+97v4xCc+gfr6etx333343ve+N0YjrRylXPOFCxfw7/7dv8M999yDQCCAb37zm2M30ApTynW/8MIL+MxnPoMZM2ZgxowZePjhh4s+G7VKKdf9D//wD/jkJz+JpqYmNDQ0YNmyZfhf/+t/jeFoK0epv9vESy+9hEAggPXr11d3gFWilOv+u7/7OwQCAdef+vr6MRxtZSj1XsdiMXz5y1/G3XffjUgkggULFkz67/LVq1fn3etAIIDOzs4xHHEVsScwL730kl1XV2e/+OKL9oULF+wvfelLdlNTk/3+++8bt3/77bftUChk/9mf/Zl98eJF++mnn7Yty7LfeeedMR55+ZR6zSdPnrS3bNliHzhwwJ4zZ479l3/5l2M74ApR6nV/4QtfsJ977jn79OnT9qVLl+z/8B/+g93Y2Gj/67/+6xiPfHSUet3/9//+X/sf/uEf7IsXL9o//elP7W9+85t2KBSyX3vttTEe+ego9bqJa9eu2a2trfZnPvMZe926dWMz2ApS6nX/7d/+rT19+nT75z//ufpz/fr1MR716Cj1mhOJhP3JT37S/vznP2+/9dZb9rVr1+xjx47ZZ86cGeORj45Sr/vDDz903efz58/boVDI/tu//duxHXiVmNDGyIoVK+wvf/nL6v/pdNpuaWmxd+3aZdz+t3/7t+3Ozk7XZ/fff7/9n//zf67qOCtJqdfMaWtrm7DGyGiu27ZtO5VK2dOmTbO//e1vV2uIVWG0123btr18+XL76aefrsbwqkY5151KpexPfepT9t/8zd/Yjz/++IQ0Rkq97r/927+1Gxsbx2h01aHUa963b5/98Y9/3B4ZGRmrIVaF0f5u/+Vf/qU9bdo0+5e//GW1hjimTNgwzcjICE6dOoWHH35YfRYMBvHwww/jhz/8oXGfH/7wh67tAWDNmjWe29ca5VzzZKAS1/3RRx8hmUyiubm5WsOsOKO9btu28cYbb+Dy5ctYtWpVNYdaUcq97q997Wu466678Pu///tjMcyKU+51//KXv0RbWxvmzp2LdevW4cKFC2Mx3IpQzjUfPnwYDzzwAL785S9j9uzZWLJkCb7+9a8jnU6P1bBHTSW+0771rW/hd37nd9DQ0FCtYY4pE9YY+cUvfoF0Oo3Zs2e7Pp89ezauX79u3Of69eslbV9rlHPNk4FKXPcf//Efo6WlJc8YrWXKve7BwUH8yq/8Curq6tDZ2Ylnn30Wn/3sZ6s93IpRznW/9dZb+Na3voUXXnhhLIZYFcq57oULF+LFF1/EoUOHsH//fmQyGXzqU5/Cv/7rv47FkEdNOdf8L//yL3jllVeQTqfxve99D9u3b8df/MVf4JlnnhmLIVeE0X6nnTx5EufPn8d/+k//qVpDHHMmRNdeQRgNu3fvxksvvYRjx45NyOS+Upk2bRrOnDmDX/7yl3jjjTfw5JNP4uMf/zhWr1493kOrCrdv38bv/d7v4YUXXsCdd9453sMZUx544AE88MAD6v+f+tSncO+99+Kv/uqvsGPHjnEcWfXIZDK466678Nd//dcIhULo6OhAX18f/vzP/xxdXV3jPbwx4Vvf+hbuu+8+rFixYryHUjEmrDFy5513IhQK4f3333d9/v7772POnDnGfebMmVPS9rVGOdc8GRjNde/Zswe7d+/G//k//wft7e3VHGbFKfe6g8Egfu3Xfg0AsGzZMly6dAm7du2aMMZIqdd99epV/OxnP8Ojjz6qPstkMgCAcDiMy5cvY/78+dUddAWoxO+3ZVlYvnw5fvrTn1ZjiBWnnGu+++67YVkWQqGQ+uzee+/F9evXMTIygrq6uqqOuRKM5l4PDQ3hpZdewte+9rVqDnHMmbBhmrq6OnR0dOCNN95Qn2UyGbzxxhuuNwXOAw884NoeAF5//XXP7WuNcq55MlDudf/Zn/0ZduzYgddeew2f/OQnx2KoFaVS9zuTySCRSFRjiFWh1Ov+xCc+gXfeeQdnzpxRf9auXYt/82/+Dc6cOYO5c+eO5fDLphL3O51O45133sHdd99drWFWlHKu+cEHH8RPf/pTZXACwJUrV3D33XdPCEMEGN29/u53v4tEIoGNGzdWe5hjy3hn0I6Gl156yY5EIvbf/d3f2RcvXrT/4A/+wG5qalKlbb/3e79nb926VW3/9ttv2+Fw2N6zZ4996dIlu6ura0KW9pZyzYlEwj59+rR9+vRp++6777a3bNlinz592v7JT34yXpdQFqVe9+7du+26ujr7lVdecZXD3b59e7wuoSxKve6vf/3r9tGjR+2rV6/aFy9etPfs2WOHw2H7hRdeGK9LKItSr1tnolbTlHrd3d3d9pEjR+yrV6/ap06dsn/nd37Hrq+vty9cuDBel1AypV7zu+++a0+bNs3+wz/8Q/vy5cv2P/3TP9l33XWX/cwzz4zXJZRFuc/4pz/9afuxxx4b6+FWnQltjNi2bT/77LP2xz72Mbuurs5esWKFfeLECfWz3/zN37Qff/xx1/bf+c537AULFth1dXX24sWL7Z6enjEe8egp5ZqvXbtmA8j785u/+ZtjP/BRUsp1t7W1Ga+7q6tr7Ac+Skq57m3bttm/9mu/ZtfX19szZsywH3jgAfull14ah1GPnlJ/tzkT1Rix7dKu+7/+1/+qtp09e7b9+c9/3v7xj388DqMeHaXe6x/84Af2/fffb0ciEfvjH/+4vXPnTjuVSo3xqEdPqdf9z//8zzYA++jRo2M80uoTsG3bHienjCAIgiAIwsTNGREEQRAEYXIgxoggCIIgCOOKGCOCIAiCIIwrYowIgiAIgjCuiDEiCIIgCMK4IsaIIAiCIAjjihgjgiAIgiCMK2KMCIIgCIIwrogxIgiCIAjCuCLGiCAIgiAI44oYI4IgCIIgjCtijAiCIAiCMK78/+W5jWb+g6drAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "plt.scatter(allTestNucProp_true,allTestNucProp_pred,s=1)\n",
    "# ax.axline((0, 0), slope=1,c='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f593d3d3160>"
      ]
     },
     "execution_count": 129,
     "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": [
    "fig, ax = plt.subplots()\n",
    "plt.scatter(allTestNucProp_true[trainCLIdx],allTestNucProp_pred[trainCLIdx],s=1)\n",
    "plt.scatter(allTestNucProp_true[testCLIdx],allTestNucProp_pred[testCLIdx],s=1,c='red')\n",
    "# ax.axline((0, 0), slope=1,c='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f58e86aad30>"
      ]
     },
     "execution_count": 109,
     "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": [
    "plt.imshow(imgsAll['N4BP2']['HEK'][1,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f5938600610>"
      ]
     },
     "execution_count": 110,
     "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": [
    "labeled_nuclei, linfo = model_stardist.predict_instances(gaussian(normalize(imgsAll['N4BP2']['HEK'][1,0])))\n",
    "nuc_mask=np.zeros((128,128))\n",
    "nuc_mask[labeled_nuclei>0]=1\n",
    "plt.imshow(nuc_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7674263041733572\n",
      "0.0\n"
     ]
    }
   ],
   "source": [
    "corr,pval=stats.pearsonr(allTestNucProp_true,allTestNucProp_pred)\n",
    "print(corr)\n",
    "print(pval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8324540367705835\n"
     ]
    }
   ],
   "source": [
    "nCorrect=np.sum((allTestNucProp_pred_mE*allTestNucProp_true_mE)>0)\n",
    "print(nCorrect/allTestNucProp_pred_mE.size)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ATP13A5\n",
      "0.9199600420755601\n",
      "1.5245078522861739e-231\n",
      "CHID1\n",
      "0.4041369639103258\n",
      "1.3044624008150352e-28\n",
      "COPA\n",
      "0.8504280369044566\n",
      "8.734734720247459e-201\n",
      "DDIT3\n",
      "0.867358818651038\n",
      "7.425273375081104e-236\n",
      "EIF4G1\n",
      "0.8282851107088148\n",
      "9.501431264531665e-176\n",
      "MESD\n",
      "0.7632193595975219\n",
      "2.995769134403652e-147\n",
      "N4BP2\n",
      "0.8434282884191407\n",
      "1.1125838470329513e-182\n",
      "PSME3IP1\n",
      "0.6494676701016262\n",
      "3.451267703795951e-83\n",
      "RBM23\n",
      "0.8099321010380428\n",
      "9.874434728256697e-163\n"
     ]
    }
   ],
   "source": [
    "for pname in np.unique(allTestPnames):\n",
    "    print(pname)\n",
    "    corr,pval=stats.pearsonr(allTestNucProp_true[allTestPnames==pname],allTestNucProp_pred[allTestPnames==pname])\n",
    "    print(corr)\n",
    "    print(pval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A375\n",
      "0.791584641797013\n",
      "0.0\n",
      "GAMG\n",
      "0.7555728126536903\n",
      "5.997797582202221e-119\n",
      "HEK\n",
      "0.7539075638463343\n",
      "1.101544001115087e-253\n",
      "Hela\n",
      "0.7960484363531681\n",
      "5.763810789620827e-202\n",
      "MCF7\n",
      "0.7174230479773368\n",
      "1.1369598567983798e-200\n"
     ]
    }
   ],
   "source": [
    "for clname in np.unique(allTestCL):\n",
    "    print(clname)\n",
    "    corr,pval=stats.pearsonr(allTestNucProp_true[allTestCL==clname],allTestNucProp_pred[allTestCL==clname])\n",
    "    print(corr)\n",
    "    print(pval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "#top pair ranked by std-error\n",
    "p_cl_pair=np.copy(allTestPnames)\n",
    "for p in range(p_cl_pair.size):\n",
    "    p_cl_pair[p]=p_cl_pair[p]+'_'+allTestCL[p]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "pclnames,pcounts=np.unique(p_cl_pair,return_counts=True)\n",
    "pclnames=pclnames[pcounts>10]\n",
    "pclvar_pred=np.zeros(pclnames.size)\n",
    "pclmean_pred=np.zeros(pclnames.size)\n",
    "pclvar_true=np.zeros(pclnames.size)\n",
    "pclmean_true=np.zeros(pclnames.size)\n",
    "pclerror=np.zeros(pclnames.size)\n",
    "allError_nuc=allTestNucProp_pred-allTestNucProp_true\n",
    "for p in range(pclnames.size):\n",
    "    pclvar_pred[p]=np.var(allTestNucProp_pred[p_cl_pair==pclnames[p]])\n",
    "    pclvar_true[p]=np.var(allTestNucProp_true[p_cl_pair==pclnames[p]])\n",
    "    \n",
    "    pclmean_pred[p]=np.mean(allTestNucProp_pred[p_cl_pair==pclnames[p]])\n",
    "    pclmean_true[p]=np.mean(allTestNucProp_true[p_cl_pair==pclnames[p]])\n",
    "    \n",
    "    pclerror[p]=np.mean(np.abs(allError_nuc[p_cl_pair==pclnames[p]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_var_idx=np.argsort(-pclvar_pred)\n",
    "top_var_idx_true=np.argsort(-pclvar_true)\n",
    "top_var_idx_errorSub=np.argsort(-(np.sqrt(pclvar_pred)-pclerror))\n",
    "nplot=top_var_idx.size\n",
    "topPairs_pred=pclnames[top_var_idx[:nplot]]\n",
    "topPairs_true=pclnames[top_var_idx_true[:nplot]]\n",
    "topPairs_pred_errorSub=pclnames[top_var_idx_errorSub[:nplot]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f58f846bfa0>]"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IREibNby/q0VshH5lEJva2Xq1adrQAFp1j4cocIjN6PQMn580DBYvnHTn1g1xPhQ4xGZ+vFgJuaoJvu6umE3LfPISBQ6xmR0nSgAAD04Ig0REK/HxEQUOsYkKVROyiwy7s1J3ir8ocEi/O361Br/dnIcWPUN0uC9GBNFcKL6iy+Kk3zQ16/DW98XY+t+rYAwI8ZHitQVjua4W4RAFDgBtix7XqtUYNtCTbp3vIz+X1iLt80L8UqkGADwcG4aXfjMa3rRKH69R4AB4fd8FbD18FR8+HoOkMZY39CPdo9czfPTTFbz5fTF0eoZALwlef2gc7h1JV6UIBQ4AoLC01vQnBU7PVddr8L87f0ZOcSUAwxo3r80fCz/atoW0osABcL3asCVsSXXDHUqSzhy7Uo3ndpyCQqWBRCTEy/ePwSOTwqmLSszwPnAatC2oal1Vrv1e1Hyk1zM0tejgLu7+fwvGGD7I/QVvfV8MPQPuCvTApscm0j5RxCLeB05pTaPp784SOJV1GrTo9Qj2cev2OXJlE5K3HUdlvQY7n0nAXYGedzynqVmHv+46ja9/LgcAPDgxFK/OHwsPCe//W5FO8P4+nOvVatPflY3NUDY0c1ib3rtapcast3Mxa/2PKK9tvPMJAG4qG/HIR3koVtShRq3Fyi/P4k4bssqVTXj4wzx8/XM5REIBXlswFusfjqawIV3ifeDc3qpx5FZOXVMzlv7zJGobmlGvacF7P1y+4zlltY1Y+OFRXKtuQKivGyQiIY78Uo3dp8o6PaewtBb3bzyM0zeU8HN3xb+fisfvJw/qy49CnBTvA6fUSQJHr2dYnlWIyxX18HEz3Ovy+clSXKtSd3pOaU0DFn6Yh5KaBkT4u+PzZxLw3EzDXlCv7SnCLbW2wzl7Tt/Ewx/moaJOgxEyL3ydOg2Th9A6w6R7eB8411sDRtS6y+P1ms6/oPZs/YGLOFhUAbFIiH8+EYdfjQiETs/w9sGLFsuX1jTgkY+O4satRkQOcEfW/0xGqK8blk4fguEyT9SotVj73QWzc/519DpSPyuAtkWPxFEy/OePU2hNG2IV3geOsUUzIcIXQMcWjyP49nQ5Nh4ydJ/WPjgOUeG++PPsEQCAr38uxwW5yqx8db0Gj289hrLaRgwJ8MCOpxNMA8xikRBrHhgHAMg6WYrjV2vAGMOGgxdbx3aA30+OwIePx8CTxmuIlXgdOHo9w43Wq1TThhoW83a0LtW5ciX+svM0AGDp9MF4cGIYAGBsqA/uGxcExoB1+9taOQ3aFjzx6Qlcq25AmJ8bPnt6MoJ8zLfNjY30xyOtM7pf3H0Gq746hw0HLwEAls0chlfnj4WLkO6vIdbrUeBs2rQJkZGRkEqliI+Px/Hjx7ssX1tbi5SUFAQHB0MikWD48OHYu3dvjyrcl+SqJmh1eoiEAsQP8QfQdhOgI2jQtiB1+yk0NuswfVgAVswZZfZ82qzhEAoMuyQUltaiWadHyv8V4OfWwd5/PBHX6R7dK+aMxAAPMS5X1ONfR69DIABW3z8Gy2cNp5v5SI9ZHThZWVlIS0tDRkYGCgoKEBUVhaSkJFRUVFgsr9VqMWvWLFy7dg27du1CcXExtmzZgtDQ0F5XvreMrZlQPzcMCfAAAJTXNqJZp+eyWt22Zm8RrlapEeQtxXuLJnRodQwd6GVq8bz5/QX8bfcZHCquhNRViK1/mNTlvTa+7mK89BtDgLm6CPDOIxOQPCWy3z4L4QerO+Hr16/H0qVLsWTJEgDA5s2bsWfPHmzbtg0rVqzoUH7btm2oqanBkSNH4OpquHoSGRnZu1r3EWPgRPi7I9BLAqmrEE3NepTdakRkawDZq0MXKvDvo4YV9NY9HAVfd8vzlZbNHIavCsvw38vVAAChANi4aCImRvjd8T0WRIfCQyxCqJ8bxoT49F3lCW9Z1cLRarXIz89HYmJi2wsIhUhMTEReXp7Fc77++mskJCQgJSUFMpkMY8eOxZo1a6DT6Tp9H41GA5VKZfboD8a5UxH+7hAIBIhoveJi7+M41fUa/GWXYdzmiamDMXVoQKdlw/3dsSguwvTzmgfGIXF092ZuCwQCzB4TRGFD+oxVgVNVVQWdTgeZzPw/rEwmg1wut3jOlStXsGvXLuh0OuzduxcrV67EunXr8Nprr3X6PpmZmfDx8TE9wsP7Z0nK9i2c9n/ac+AwxpD+xRlU1WswbKAn/vrrEXc8Z9nMYbhnRCBenjcaj7QLH0Jsrd+va+r1egwcOBAfffQRXFxcEBMTg7KyMrz55pvIyMiweE56ejrS0tJMP6tUqn4JHWOwDBpgCJpwBwicnfk3sP+8Aq4uAmx4JBpS1zsvRj7AU4JPlsTZoHaEdM2qwAkICICLiwsUCoXZcYVCgaAgy+vIBAcHw9XVFS4ubV+MUaNGQS6XQ6vVQizuOPYgkUggkUisqVqPGIPFGDSDjIFjp1eqSmsasPrrcwCAtFkjqKtDHI5VXSqxWIyYmBhkZ2ebjun1emRnZyMhIcHiOVOnTsXly5eh17dd+bl48SKCg4Mtho2t1DU1o6b11n1Tl2qAfbdwVn9zHmqtDpMi/fD03UO4rg4hVrP6snhaWhq2bNmCf/zjHygqKsKzzz4LtVptumq1ePFipKenm8o/++yzqKmpwbJly3Dx4kXs2bMHa9asQUpKSt99ih4wLkvh7yGGV+s6u+3HcO40W9rWcoorcLBIAZFQgMwHx9GNd8QhWT2Gs3DhQlRWVmLVqlWQy+WIjo7Gvn37TAPJJSUlEArbciw8PBzff/89li9fjvHjxyM0NBTLli3DCy+80HefogdKWudMtZ8LFOZn+Hu9pgW3GprhbydLY2pb9Hjlm/MAgD9MicTQgbTNCnFMPRo0Tk1NRWpqqsXncnJyOhxLSEjA0aNHe/JW/eb2K1QAIHV1QZC3FHJVE0pqGuwmcLb99yquVKkR4CnBssRhXFeHkB7j7Vwq0xWq22Y7GwOo/cJcXJIrm/BetmEe04o5I03dP0IcEW8D53p1xxYO0DZwbC+zxjO/K4Jaq8OECF88OIH76SCE9AZvA6f0tkviRvZ089/xqzX4qrAcAgHwyv1jIaSBYuLgeBk4Oj3DjVuGq1TGm/6M2rpU3AaOTs+Q0XrPzSOTIjAujO65IY6Pl4FTXtuIFj2D2EXYYXkGe+lSfXf2JopuquAlFeEvSXeevkCII+Bl4BjDJMzfrcP9LMYWzk1VEzQtnU8w7U96PcN72YYV/J6aNsRurpYR0lu8DBxLl8SNBniI4S52AWMwdbtsbf95OYoVdfCSiPCHqZGc1IGQ/sDLwLneReBwvUwFYwzvtLZulkyNNO3AQIgz4GXgdNXCaX+ci0mcB4sqUHRTBQ+xC56YNtjm709If+Jl4JR2N3Bs3MJhjOHd1pv8kqdEdrqKHyGOipeBY7rpb4DlwBnE0azxnOJKnClTwl3sgqem02xw4nx4FzjKhmYoGw37h3fWwgnnoEtlGLsxtG4enzyIrkwRp8S7wCm9ZQiRAE8J3MWW5652d5kKnZ7hkqLujktZlNc2QtnQ3GWZny5VobC0FlJXIbVuiNPiXeC0DRi7dVomzM8dQgHQ2KxDRZ2m03JbD1/BrLd/xL+PlXRaprSmAfeuy8HDH+ZBr+88mN7PMVyZeix+EAK9+n+1Q0K4wLvAMXanuuqyiEVC055NP5fWdlru4HnDXly7TpZ2WmbvmZtoatajWFGHny5XWSxzuaIOR6/UwEUowFPT6coUcV68C5wGreHu4c66U0bGfZsKSmotPq9t0ePnG4bnfr6hxE2l5ZsE959vW/95+7HrFstsP2YIrHtHDjTt8U2IM+Jd4DRqWwAA7uKudzuIGWQMnFsWny+6qYKmpW2d5oPnFR3KVNQ1mZ1/sKgCClWTWZmmZh3+U3ADAPBoPG3hQpwb7wJH3d0WziBfAMDpG7UWt/41Bolxm+39FgInu6gCjAFRYT6YFOkHnZ4h64R592vP6ZtQNjYj1NcNdw8LtPbjEOJQeBc4jabA6bqFMyTAE95SEZqa9Si62XHnz/zrhsB5oHVRrLxfqk3jQ0b7zxk2B5w9JsjUetlxvAS6doPH248bBpwXxYXTwujE6fEucNSa1i6VpOvAEQoFmGAcx7nesVt1qnVs56GJYRgu80SLniGnuML0fL2mxbSf9+zRMswZGwxfd1eUK5uQe9FQrlheh/zrtyASCvBwbP/sLkqIPeFd4DQ0t7ZwurFjZds4Tq3ZcYWqCWW1jRAKgKhwX8webdgEcP+5tm5VbnEltDo9Bgd4YOhAT0hdXfDQxDAAwPbWy+jGQeTEUTIMvG1dHkKcEf8Cx9TCufOGFW1XqsxbOMYWz4ggb3hKRJg9xrBFTk5xBZpaA+17Y3dqtAyC1oGeRa37ev9woQJXKuvxxakyADRYTPiDf4HTzTEcAIgK94FAYFgXp6Ld1SXj+M3ECF8AwLhQHwR5S6HW6nDklypoW/Q4dMHQbTKGEQAMHeiJ+MH+0DPgmX/no66pBRH+7pg2NKCvPh4hdo23geNxh6tUAOAldcUImWHTufatHOPfjS0ggUBgCpb95xQ4eqUadZoWBHhKMCHcz+w1H5s8CABwUVEPAHgkLpwWRye8wcPAMXSp3LrRwgGAibeN42hadDhbZrhqZRzjAWAaxzlYpMB3Zw3dqVmjZR3CJGmMzHSXs0gowO9iaLCY8AcPA6f7XSqg3ThOazfqbJkKWp0e/h5isx0f4of4w1sqQlW9FrvyDffatO9OGUlELqYrUr8eG0Tzpgiv9GirX0fW3akNRsZxmtNlSmhb9DhV0jZ+YxwMBgBXFyFmjpJh96kyNOsYPMQumHLXAIuv+XziMAwa4I45Y4N68UkIcTy8a+F098Y/o8EBHvBzd4W2RY9z5UrT+I3xHp32Zo9ua9H8auRASESW30Pq6oJFcRG0oh/hHV4FTrNOD23rNIXuDBoDhgHh9hM5jVeo2o/fGN09PBBikeGftH34EEIMeBU4xu4U0P1BY6Bt4HjP6XIoVBq4CAUYb2EnTA+JCH+7bxQemBCKpDHUXSLkdrwawzFeoXJ1EZhaIt0xoXUcx3ilalSwV6djQMlTIpHcq1oS4rx61MLZtGkTIiMjIZVKER8fj+PHj3frvB07dkAgEGDBggU9edteM7Zw3LoxraG9qDBftL+6HWNh/IYQcmdWB05WVhbS0tKQkZGBgoICREVFISkpCRUVFV2ed+3aNfz5z3/G9OnTe1zZ3mrQtN70141pDe15SEQYFext+nmihfEbQsidWR0469evx9KlS7FkyRKMHj0amzdvhru7O7Zt29bpOTqdDo899hhWr16NIUO4WyDc2pv+2pvYrlUzkVo4hPSIVYGj1WqRn5+PxMTEthcQCpGYmIi8vLxOz3vllVcwcOBAPPnkk916H41GA5VKZfboC9be9NeecUGuAE8JwvxoGVBCesKqvkVVVRV0Oh1kMvNLvjKZDBcuXLB4zuHDh7F161YUFhZ2+30yMzOxevVqa6rWLdbe9Nfer8cE44eoSvxqeKDZDX+EkO7r18vidXV1ePzxx7FlyxYEBHR/RnR6ejqUSqXpUVra+a4I1lB3cz1jS9zELnhv0QQ8FBPWJ3UhhI+s+lUfEBAAFxcXKBTm6/cqFAoEBXW87+SXX37BtWvXMG/ePNMxvd5w451IJEJxcTHuuuuuDudJJBJIJH0/x6jRipnihJC+Z1ULRywWIyYmBtnZ2aZjer0e2dnZSEhI6FB+5MiROHPmDAoLC02P+++/H/fccw8KCwsRHm7bmdKmy+I9aOEQQnrP6l/1aWlpSE5ORmxsLOLi4rBhwwao1WosWbIEALB48WKEhoYiMzMTUqkUY8eONTvf19cXADoctwXjVSoPChxCOGF14CxcuBCVlZVYtWoV5HI5oqOjsW/fPtNAcklJCYRC+5wx0dbCoS4VIVzo0TcvNTUVqampFp/Lycnp8txPP/20J2/ZJ6iFQwi37LMp0k9oDIcQbvEqcNQ9nNpACOkbvAqcxuae34dDCOk9XgWOsYVj7WxxQkjf4FXgmG78oy4VIZzgVeA0NPd8tjghpPf4FTgamtpACJf4FTi9WJ6CENJ7vAkcvZ6hsZkChxAu8SZwjGED9Gw9HEJI7/EmcIxr4QgEgNSVNx+bELvCm2+eacdNVxdasY8QjvAmcIw3/bnTPTiEcIY3gUPTGgjhHm8Ch6Y1EMI93gROA01rIIRzvAkc6lIRwj3eBI5p0JgChxDO8CZwGnuxCR4hpG/wJnB6swkeIaRv8CZwGmniJiGc403gtLVwqEtFCFd4Ezi0NAUh3ONP4NDUBkI4x5/AaW6bvEkI4QZ/AkdDV6kI4Rp/AkdLXSpCuMabwKHlRQnhHm8CR01dKkI4x5vAoakNhHCPF4HDGDPd+OdBLRxCONOjwNm0aRMiIyMhlUoRHx+P48ePd1p2y5YtmD59Ovz8/ODn54fExMQuy/cHTYseemb4O+26SQh3rA6crKwspKWlISMjAwUFBYiKikJSUhIqKiosls/JycGiRYtw6NAh5OXlITw8HLNnz0ZZWVmvK99dxitUAHWpCOGSgDHGrDkhPj4ekyZNwsaNGwEAer0e4eHh+NOf/oQVK1bc8XydTgc/Pz9s3LgRixcv7tZ7qlQq+Pj4QKlUwtvb25rqAgBu3GrAtNcPQSISovi1OVafTwjpnDXfT6taOFqtFvn5+UhMTGx7AaEQiYmJyMvL69ZrNDQ0oLm5Gf7+/p2W0Wg0UKlUZo/eoHlUhNgHqwKnqqoKOp0OMpnM7LhMJoNcLu/Wa7zwwgsICQkxC63bZWZmwsfHx/QIDw+3ppodNNAVKkLsgk2vUq1duxY7duzA7t27IZVKOy2Xnp4OpVJpepSWlvbqfRto8S1C7IJVv/IDAgLg4uIChUJhdlyhUCAoKKjLc9966y2sXbsWBw8exPjx47ssK5FIIJFIrKlal2imOCH2waoWjlgsRkxMDLKzs03H9Ho9srOzkZCQ0Ol5b7zxBl599VXs27cPsbGxPa9tD9FMcULsg9W/8tPS0pCcnIzY2FjExcVhw4YNUKvVWLJkCQBg8eLFCA0NRWZmJgDg9ddfx6pVq7B9+3ZERkaaxno8PT3h6enZhx+lc8aZ4h4SChxCuGR14CxcuBCVlZVYtWoV5HI5oqOjsW/fPtNAcklJCYTCtobTBx98AK1Wi9/+9rdmr5ORkYGXX365d7XvJuOgsRsNGhPCqR59A1NTU5GammrxuZycHLOfr1271pO36FMNNK2BELvAi7lUbS0cChxCuMSrwPGgLhUhnOJJ4Bi6VNTCIYRbvAgcNU1tIMQu8CJwGqlLRYhd4EXgUJeKEPvAk8BpbeHQjX+EcIpXgePmSl0qQrjEj8ChqQ2E2AV+BA7tSUWIXeBH4GhoAS5C7IHTB06zTg+tTg+AWjiEcM3pA4d2bCDEfjh94Bhv+hMJBRCLnP7jEmLXnP4bqKab/gixG04fODStgRD74fSBQ3tSEWI/nD5wjF0qd7rpjxDOOX3gGLtU7jStgRDOOX3gqDXUwiHEXjh94DTStAZC7IbTB46apjUQYjecPnAaaV9xQuyG0wdO23rG1MIhhGtOHzh0Hw4h9sPpA4e6VITYD6cPHOpSEWI/nD5wGqlLRYjdcPrAUVOXihC74fSB00hdKkLshtMHDk3eJMR+9ChwNm3ahMjISEilUsTHx+P48eNdlt+5cydGjhwJqVSKcePGYe/evT2qbE/QGA4h9sPqwMnKykJaWhoyMjJQUFCAqKgoJCUloaKiwmL5I0eOYNGiRXjyySdx6tQpLFiwAAsWLMDZs2d7XfnuME5toAW4COGegDHGrDkhPj4ekyZNwsaNGwEAer0e4eHh+NOf/oQVK1Z0KL9w4UKo1Wp8++23pmOTJ09GdHQ0Nm/e3K33VKlU8PHxgVKphLe3d6flztxQQtnYbPqZgeHxrYbW18mXEhHgKenW+xFCuq+7308AsOrXvlarRX5+PtLT003HhEIhEhMTkZeXZ/GcvLw8pKWlmR1LSkrCl19+2en7aDQaaDQa088qlapb9Xttz3kcu1pj8Tlq4RDCPau+hVVVVdDpdJDJZGbHZTIZLly4YPEcuVxusbxcLu/0fTIzM7F69WprqgYAiPB3N2vhGM0YHkiLqBNiB+zy1356erpZq0ilUiE8PPyO5735u6j+rBYhpJesCpyAgAC4uLhAoVCYHVcoFAgKCrJ4TlBQkFXlAUAikUAiofEWQpyNVVepxGIxYmJikJ2dbTqm1+uRnZ2NhIQEi+ckJCSYlQeAAwcOdFqeEOK8rO5SpaWlITk5GbGxsYiLi8OGDRugVquxZMkSAMDixYsRGhqKzMxMAMCyZcswY8YMrFu3DnPnzsWOHTtw8uRJfPTRR337SQghds/qwFm4cCEqKyuxatUqyOVyREdHY9++faaB4ZKSEgiFbQ2nKVOmYPv27XjppZfw4osvYtiwYfjyyy8xduzYvvsUhBCHYPV9OFyw5jo/IcS2rPl+Ov1cKkKI/aDAIYTYjF3eh3M7Y6+vu3ccE0Jsx/i97M7ojEMETl1dHQB06+Y/Qgg36urq4OPj02UZhxg01uv1KC8vh5eXFwQCQafljHckl5aWOtzgMtWdG1T33mOMoa6uDiEhIWZXqC1xiBaOUChEWFhYt8t7e3s73H8eI6o7N6juvXOnlo0RDRoTQmyGAocQYjNOFTgSiQQZGRkOOfGT6s4NqrttOcSgMSHEOThVC4cQYt8ocAghNkOBQwixGQocQojNUOAQQmzGqQLH2h1BufDjjz9i3rx5CAkJgUAg6LBdDmMMq1atQnBwMNzc3JCYmIhLly5xU9l2MjMzMWnSJHh5eWHgwIFYsGABiouLzco0NTUhJSUFAwYMgKenJx566KEO61lz5YMPPsD48eNNd+UmJCTgu+++Mz1vz3Vvb+3atRAIBHj++edNxxyl7oATBY61O4JyRa1WIyoqCps2bbL4/BtvvIF3330XmzdvxrFjx+Dh4YGkpCQ0NTXZuKbmcnNzkZKSgqNHj+LAgQNobm7G7NmzoVarTWWWL1+Ob775Bjt37kRubi7Ky8vx4IMPcljrNmFhYVi7di3y8/Nx8uRJ3HvvvZg/fz7OnTsHwL7rbnTixAl8+OGHGD9+vNlxR6i7CXMScXFxLCUlxfSzTqdjISEhLDMzk8NadQ0A2717t+lnvV7PgoKC2Jtvvmk6VltbyyQSCfvss884qGHnKioqGACWm5vLGDPU09XVle3cudNUpqioiAFgeXl5XFWzS35+fuzjjz92iLrX1dWxYcOGsQMHDrAZM2awZcuWMcYc79/dKVo4xh1BExMTTcfutCOoPbp69SrkcrnZ5/Dx8UF8fLzdfQ6lUgkA8Pf3BwDk5+ejubnZrO4jR45ERESE3dVdp9Nhx44dUKvVSEhIcIi6p6SkYO7cuWZ1BBzr3x1wkNnid9KTHUHtkXE3Umt3KrU1vV6P559/HlOnTjUthi+XyyEWi+Hr62tW1p7qfubMGSQkJKCpqQmenp7YvXs3Ro8ejcLCQruu+44dO1BQUIATJ050eM4R/t3bc4rAIbaVkpKCs2fP4vDhw1xXxSojRoxAYWEhlEoldu3aheTkZOTm5nJdrS6VlpZi2bJlOHDgAKRSKdfV6TWn6FL1ZEdQe2Ssqz1/jtTUVHz77bc4dOiQ2RpFQUFB0Gq1qK2tNStvT3UXi8UYOnQoYmJikJmZiaioKLzzzjt2Xff8/HxUVFRg4sSJEIlEEIlEyM3NxbvvvguRSASZTGa3dbfEKQKnJzuC2qPBgwcjKCjI7HOoVCocO3aM88/BGENqaip2796NH374AYMHDzZ7PiYmBq6urmZ1Ly4uRklJCed174xer4dGo7Hrus+cORNnzpxBYWGh6REbG4vHHnvM9Hd7rbtFXI9a95UdO3YwiUTCPv30U3b+/Hn29NNPM19fXyaXy7mumpm6ujp26tQpdurUKQaArV+/np06dYpdv36dMcbY2rVrma+vL/vqq6/Y6dOn2fz589ngwYNZY2Mjp/V+9tlnmY+PD8vJyWE3b940PRoaGkxlnnnmGRYREcF++OEHdvLkSZaQkMASEhI4rHWbFStWsNzcXHb16lV2+vRptmLFCiYQCNj+/fsZY/Zd99u1v0rFmGPV3WkChzHG3nvvPRYREcHEYjGLi4tjR48e5bpKHRw6dIgB6PBITk5mjBkuja9cuZLJZDImkUjYzJkzWXFxMbeVZsxinQGwTz75xFSmsbGR/fGPf2R+fn7M3d2dPfDAA+zmzZvcVbqdJ554gg0aNIiJxWIWGBjIZs6caQobxuy77re7PXAcqe60Hg4hxGacYgyHEOIYKHAIITZDgUMIsRkKHEKIzVDgEEJshgKHEGIzFDiEEJuhwCGE2AwFDiHEZihwCCE2Q4FDCLGZ/wdjdBv2aGlYqQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "consensusCount=np.zeros(nplot+1)\n",
    "for nplot_i in range(1,nplot+1):\n",
    "    topPairs_pred=pclnames[top_var_idx[:nplot_i]]\n",
    "    topPairs_true=pclnames[top_var_idx_true[:nplot_i]]\n",
    "    consensusCount[nplot_i]=np.intersect1d(topPairs_pred,topPairs_true).size/nplot_i\n",
    "    \n",
    "fig, ax = plt.subplots(figsize=(3,3))\n",
    "\n",
    "plt.plot(np.arange(nplot+1),consensusCount)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A375\n",
      "ATP13A5\n",
      "CHID1\n",
      "COPA\n",
      "DDIT3\n",
      "EIF4G1\n",
      "MESD\n",
      "N4BP2\n",
      "PSME3IP1\n",
      "RBM23\n",
      "GAMG\n",
      "ATP13A5\n",
      "CHID1\n",
      "COPA\n",
      "DDIT3\n",
      "EIF4G1\n",
      "MESD\n",
      "N4BP2\n",
      "PSME3IP1\n",
      "RBM23\n",
      "HEK\n",
      "ATP13A5\n",
      "CHID1\n",
      "COPA\n",
      "DDIT3\n",
      "EIF4G1\n",
      "MESD\n",
      "N4BP2\n",
      "PSME3IP1\n",
      "RBM23\n",
      "Hela\n",
      "ATP13A5\n",
      "CHID1\n",
      "COPA\n",
      "DDIT3\n",
      "EIF4G1\n",
      "MESD\n",
      "N4BP2\n",
      "PSME3IP1\n",
      "RBM23\n",
      "MCF7\n",
      "ATP13A5\n",
      "CHID1\n",
      "COPA\n",
      "DDIT3\n",
      "EIF4G1\n",
      "MESD\n",
      "N4BP2\n",
      "PSME3IP1\n",
      "RBM23\n"
     ]
    }
   ],
   "source": [
    "#protein ranking by variance\n",
    "highThresh=2/3\n",
    "lowThresh=1/3\n",
    "pnames=np.unique(allTestPnames)\n",
    "clnames=np.unique(allTestCL)\n",
    "nucProp_p_cl_thresh=np.zeros((pnames.size,clnames.size))\n",
    "\n",
    "for clidx in range(clnames.size):\n",
    "    cl=clnames[clidx]\n",
    "    print(cl)\n",
    "\n",
    "    for pidx in range(pnames.size):\n",
    "        p=pnames[pidx]\n",
    "        print(p)\n",
    "        \n",
    "        nucPropCurrIdx=np.logical_and(allTestPnames==p,allTestCL==cl)\n",
    "        nucPropRaw=allTestNucProp_pred[nucPropCurrIdx]\n",
    "        nucPropCurr=np.zeros(nucPropRaw.size)\n",
    "        nucPropCurr[nucPropRaw>highThresh]=1\n",
    "        nucPropCurr[nucPropRaw<lowThresh]=-1\n",
    "        \n",
    "        nucProp_p_cl_thresh[pidx,clidx]=np.mean(nucPropCurr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eSqXC+PHjMWXKFMnqHz58GDExMVCr1XBwcMC3336LRo0awd/fH7t370ajRo0kq52VlYX4+HiMGTMGRUVFGDJkCIYNGyb5TSXKtG/fHtnZ2WjcuHGF7Tdv3pT8vMDChQvh4+NjdN3k27dvS1ofkPf9FxQUBJVKVem/s6n+Hiol63G8zLy9vcXOnTv128ePHxd3797Vb6ekpEg2Jlf+6275W4wlJCSI1q1bS1K7jIODgzh//rzR9qysLGFvby9ZfScnJ3H06NGH9kdFRQlHR0exceNGk3zdTExMFMOGDRO2trZCpVKJiRMnitOnT0tac+PGjWLVqlVG22/cuCHi4+Ml7UOLFi0q7cORI0ck/feX8/0nhBCurq5i8+bNRtulfv1VZdZH0mPGjDH4KuPl5WXQvnPnTvTo0UOS2ufPnzfYtre3N9guKSnBpEmTJKld5vbt27CzszPabmdnh8JC6W7k6eXlhf3798Pb29tg/4QJE6DT6TBkyBDJaj+oR48e6NGjB27duoUff/wRcXFxmDt3Lry8vHDs2DFJaj5qep+TkxNGjBghSe0yHTp0wOHDhzF8+PAK2x91lPmk5Hz/Afe/zRw+fBhvvPFGhe1Sv/6qMusxaaW7ceMG6tevL9nvV6vVSEpKMlojNzcXPXv2lGxMbunSpUhOTsYPP/xQYXtkZCRiY2Mf+kCrKRcuXMCePXtQUlKC7t27o02bNvq29PR0xMXF4euvv5akthJotVoUFxcbHXKp7X799VcUFBTg1VdfrbC9oKAAhw4dgp+fn4l7ZsisQ1qj0eCPP/7A008/LXdXDPz8889YtmwZtm7diqKiIsnqqNVqo0cLZftVKpXsJ06ksHfvXrz22mv6f18LCwvExcUZPaqUQkFBASIjI7Fx40ZcuHABKpUKTZo0Qf/+/TFhwoRKv+WQ+TDrkH5whoXcLl68iLi4OKxYsQJ//vkn+vTpg7fffhsDBgyQtGZVSHmkdfDgQWzbtg0lJSXw9/c3elRT07p27QpnZ2csXrwYNjY2mDZtGjZt2oTs7GyT1C8pKUGXLl2QkZGBPn36oFWrVhBCIDMzE7t27cLzzz+PlJQUWFpamqQ/AJCfn2/wga1Wqx8ahqtpR48exbZt21C/fn0MHDgQzs7O+ra8vDyMHz8ecXFxktV/8NuUn5/fQ0MuiiDPULgyPDhXWQ7FxcUiISFB+Pv7CxsbG/Haa68JjUYjjh07JlufTGndunVCrVaLOnXqCEdHR6FWq0VUVJRJaterV89gPnRBQYHQaDQiNzfXJPWjo6OFi4uLOHXq1ENtmZmZwsXFRXz99deS9uHIkSOiT58++m17e3uhVqv1D41GI1JTUyWrv3v3bmFlZSXatGkjGjVqJBo0aCCSkpL07VLOkxfi/oVcdnZ2+pP3lpaWlZ5IlYvZH0l/+eWXjzxa+Oijj2q89ocffoiEhAR4enpi+PDhGDx4MBo0aGCyebrA/THngoICgyPlEydOYO7cuSgoKEBQUBCGDh0qWf327dvjhRdeQExMDDQaDSIiIhAVFYUbN25IVrNMRd+iHBwccPToUTRt2lTy+n5+fhg4cCDGjh1bYfuiRYuwfv16/PLLL5L14b333kOzZs0wdepUAPdf/3fffQc3NzcIIRAXFwchBFatWiVJ/S5duuCVV17BrFmzIIRAVFQUZs6ciXXr1uHVV1+VdJ48IP+3qSqT9SNCZiqVSri7uwsPDw+jD6mmAGk0GjF16lSRl5dnsN9UV7wJIcTgwYNFWFiYfjsnJ0c4OTmJNm3aiMDAQGFpaSlWrlwpWf06deqIs2fP6reLi4uFhYWFSb7dqFQqsXLlSrFlyxb9w87OTnz//fcG+6Ti7OxscKVjecePHxfOzs6S1RdCiFatWom0tDT9tr29vcEVpgcPHhSNGjWSrH7dunXFuXPnDPb9+OOPok6dOmLbtm2SH0nL/W2qqsw+pOUa7li9erUICAgQderUEQMHDhTbtm0T9+7dM2lIe3h4iOTkZP12VFSUaNasmX6ualRUlOjUqZNk9Sv69y8fFFLWftRDyoCwsLAQf/zxh9H27OxsYWlpKVl9IYSwtbUVly9f1m/Pnz9f3Lp1S7998eJFYW1tLVn9p556Shw6dOih/QkJCcLOzk4sXrxY0v8Hcv79VYdZz5OW82qiIUOGYMiQITh//jzi4+MxduxYFBYWQqfT4eTJkyYZ7tBqtfDw8NBvJyUl4a233oKFxf0/i8DAQKNXJNaUpUuXGgw33bt3D/Hx8QYnkKQYbqroCk9T0ul00Gg0RtvVarXks2psbGxw8eJFPPvsswCATz75xKD98uXLks4w8fHxwd69ew2WQwCAwYMHQwgh+TxxANi9e7fBVY46nQ6JiYnIyMjQ7wsMDJS8H5Ux+zFppczuEEIYTL1zdnbGW2+9Jek8XRcXF/z8889o164dgPvrSXz33Xd4++23AQBnz56Fr6+vZJcHe3h4PPKDUqVSISsrS5L6clKr1fDy8tJ/IJZ37949nDhxQtKg9vf3x/PPP4+oqKgK2z/99FOkp6dXuLZLTdi0aRNSUlKwYMGCCttXr16NJUuWYO/evZLUV6sfvVKzEqagmnVIf/HFF5g4caLi5qNev34dq1atwvLly3H06FHJ6rzxxhtwdnbGkiVLsHHjRgwbNgxarRZOTk4AgO3bt2PChAnIzMyUrA9yW7duHRISEnDmzBkAQIsWLTB06FD0799f0rpVXSs6PDxcsj5s2LABgwcPRnR0NMaMGaMPrdLSUnz77bf49NNPsXr1asn/LahyZh3SVb3kt/xly7XFsWPH4O/vj7y8PNy7dw9Tp07FzJkz9e3vvPMO6tSpg9jYWBl7KY2yy87XrVuHFi1aoFWrVgDuL0J/7tw5DBgwAAkJCcpYYEdCkyZNQlRUFBwcHPSzWrKysnD79m2EhYUZPcom0zHrkJb7irs9e/Zg37598PPzQ48ePZCSkoKIiAgUFxfjnXfeQUhIiCR1H5Sbm4v//ve/aNiwITp16mTQtn37drRu3RpNmjSRrH5+fj7OnDmDli1bwt7eHmlpaYiOjkZRURGCgoIwbNgwSeouWLAAX375JVasWIHXXnvNoG3r1q0ICQnBv/71L4wfP16S+kpy8OBBJCQk4OzZswAAT09PDBkyBJ07d5a0blWnOko13PWopUrLcExaRnJecffDDz8gJCQE3t7eOHPmDBYtWoRPPvkE/fv3h06nww8//IAff/yxVn/VTElJwWuvvYbbt2/DyckJCQkJ6N+/P9zc3KDRaJCZmYnY2FiMHDmyxmt7e3tj/PjxCA0NrbB92bJlWLhwoWQLLPn6+lbpKD0tLU2S+kqgVqvRuHFjDB06tNLzQh9//LFk9R+FY9JmzNfXFyEhIfjoo4+QmJiI119/HbNmzdKfYZ83bx42bdqEffv2SdaHvn37IiEhQX92e/bs2Rg9ejQcHR0B3B8bf/nll3Hy5ElJ6nfr1g2enp6YMWMG4uLiMH/+fIwZMwZfffUVAODLL7/E+vXrkZ6eXuO1bW1tcfr0aaNrVl+8eBGtWrWSbO0UJYxJG9OjRw8sX75c8oWX1q1bh7i4OCQnJ6NPnz4IDQ1F3759qxSe5oQhjfuzGLZs2WKwyE1QUJCkV57Z29vj+PHj+qEEKysrHDp0SD/+ferUKXTt2hW5ubmS9aH8AlN169ZFenq6/nVLfcWXo6MjDh48iFatWqGkpAS2trZIS0vTzzY5d+4cfH19kZ+fX+O169evj+TkZKPnG44fP45u3bpJemccuRn7uv/WW29h4cKFcHd3ByD91/3ff/8d8fHxiI+PR2FhId555x2899578PT0lLTu34apJ2YrzVdffSUsLCyEWq0WDRs2FC4uLkKtVgtLS0tJ15FwdHQ0WLeh/CT6rKwsYWdnJ1l9IR6ezF++D1Jf8SVn/b59+4rRo0cbbR81apTBuha1UWX3WTTFBT0VSU5OFt27dxdqtVrcuHFD8nq5ubkiKSlJXL9+XQghxLVr18Ts2bPFF198IU6ePCl5/aow64tZ9u7di2nTpuFf//oXPv74Y/3Usxs3biA6OhqTJ09Gx44d0a1btxqv3bx5c5w6dQotW7YEcP9owsHBQd/+v//9T3+RQW2lUqkMxmXLb0vps88+Q/fu3XH9+nVMmDDBYBW6efPmYcuWLZLNzwWUMSbdu3dvaDQaxMXFGYwJm3L9mDJ37tzB+vXrERcXh99++w0DBgyQfGpsamoqevXqhby8PDg6OmLPnj0YMGAALCwsoNPpMHv2bOzbtw/PP/+8pP14FLMO6djYWLz//vv4/PPPDfbXr18fM2bMgFarxeLFiyUJ6alTp+o/FAA8dJ+5Q4cOYeDAgTVe90EVhaIpp5wJIeDv76+/oKOwsBCvv/46rKysAEh7j8cuXbpg7dq1+OCDD7BhwwaDtrKTmC+99JJk9YOCgvT/LYRAREQERo8eLelNHsrbuXMnFixYgA4dOuDbb799aJaLKfz2229YtmwZfvrpJzRt2hShoaHYsGGDwXtDKp999hkGDBiA+fPn47vvvkNQUBBeffVVLFmyBAAQGhqKmTNnYtOmTZL3pTJmPSbdpEkTrFq1Cl27dq2w/ddff0VwcLBkdwaRm1qtRp8+fWBtbQ0A2LZtG3r06IE6deoAAIqLi7Fr1y7JxqSVcPKssLAQu3fv1k8/a9GiBXr16mXyC5xMuQJfeenp6Rg2bBi6du2KBQsWoF69eiY5km7Tpg2uXr2KoUOHIjQ0VH8uwlTq16+P//73v3juuedw9+5d2NjY4MCBA+jYsSOA+99iAgMDceXKFZP2qzyzDmk7OzucOXPG6LDClStX4OnpKendUeT07rvvVunIefny5SbojWklJSVh3LhxOHjw4EPfYm7duoUuXbogNjYWL7/8skn6I2dIA0BRURE++eQTJCUlISsrC8eOHZM8pNVqNerUqQMLC4tK/w6lWrrW3t4eGRkZ+vVryv8/uHTpElq2bCn7+9+shzvu3Lmj/2pdEUtLS5SUlJiwR3/JzMxEv379JF23Ij4+XrLf/STi4+Px5ptvGix8U9Oio6MxcuTIhwIaAOrVq4dRo0Zh/vz5Jgtpudna2iI2NhZbt27F3r17DRa4korcH/7u7u7IysrSh/SaNWvwzDPP6Nv/+OMPk/w7PIpZhzTw8CpsD5Ji6ldVlZSUVPlim8dl7EKOB6lUKixbtkzSfpT3wQcfoFOnTpKG9NGjRxEZGWm0vVevXpg7d65k9ZUqMDDQZFfYmWKVu8oMHjwYV69e1W/369fPoH3r1q36oQ85mfVwR1VWYQMgyZh0WFhYpe3Xrl3D6tWrJb3aqeyKL19f30pvXS/ViRNjJ8lu3ryJunXr6i9qkOLrro2NDTIyMtC8efMK28+dO4e2bdtK9lW3/OqGkyZNwsSJEx86cpNimdYyjRo1wpEjR9CgQQMAwDfffIPg4OAKv12YUlZWFoqKivDcc8/JemFLYWEhNBqN/pyNXMw6pOWk0Wjg4+Nj9A1x+/ZtpKWlSRrSY8eORUJCAho3boyQkBAMHz7cpLMLHBwc4OfnZ3CzXSEE3n//fcyYMQNubm4ApDniatasGebNm2cwy+JBGzduxIQJEyQbbqrKeihSL9Nafqne8hczSa2kpASzZs1CWloaOnfujMmTJ2P48OH46aefAAAtW7bEjh07DNY8N0uyzM5WkNLSUrFs2TLRr18/0aZNG+Hl5SUCAwPFihUrhE6nk6xuixYtKr3p5ZEjR0xyIcGdO3f0d4mxs7MTAwYMELt27ZL0tZc5e/aseOGFF0RwcLDIz8/X7zfF3WnGjRsnvLy8RFFR0UNthYWFwsvLS3z44YeS9kFuj7qYSGphYWHiqaeeEu+//75o2rSpCAwMFC1bthRr1qwRP/30k2jbtq0YOnSoZPWfe+45/UUsQggxZswYce3aNf12Tk6OsLW1lax+VZl1SOt0OtG3b1+hUqmEj4+PGDx4sBg0aJDw9vYWKpVKvPHGG5LVHjp0qBg/frzR9vT0dKFSqSSrX5ELFy6Izz//XDRt2lQ0atTIIDilcvfuXfHPf/5TNGvWTOzbt08IYZqQ1mq1wtXVVbi7u4vIyEixefNmsXnzZjF79mzh7u4uXF1dhVarlax+YmKieO655wxuV1Xm5s2bonXr1iIlJUWy+kLIH9KNGjUS27dvF0IIcfr0aaFSqcSOHTv07cnJycLNzU2y+uVfv4ODw0NXvJr6PVgRsz5xGB8fj19//RWJiYl45ZVXDNqSkpIQFBSElStXIjg4uMZrz5s3D8XFxUbb27VrZ/JbPD24dKupVv6ysLBAZGQkevfujaFDh2LYsGEmuaDGxcUF+/fvx5gxYzBlyhT9mLxKpULv3r0RExMDFxcXyeorZXbJgyfOK7p1GSDduHh2drZ+bnSLFi1gbW1tcI6gRYsW0Gq1ktSuiDCyZLHsZP6QkFXPnj1FRESE0fZZs2aJXr16mbBHpvfgcIeNjY3o37+/2L59uygtLTV5X3Jzc8Wbb7750LomUrtx44ZITU0Vv/32m0nWixDi/lFkZWtDZGZmCnd3d0n70LhxY+Hh4VHpo0mTJpLVN+e1Y6rDrI+kjx07hjlz5hht79Onj6T3GFy7di22bt2KkpIS+Pv7Y/To0ZLVqsg//vEPrFmzBu7u7ggNDUVCQoKs80IbNGiAjRs3mryuk5MTXnjhBZPWzMnJgaWlpdF2CwsLXLt2TdI+XLhwQdLfXxUP3gi2/E1gb968KWltuZdFqCqznt1hZWWFixcvGkxgf1B2djaaNGlS6bDE41q8eDHGjh0LT09P2Nra4vjx4ya/XZFarUajRo0eudiPVMFZNrxSGZVKJekaHnKRe3aJElR1ep1Uw37lbwZ87NgxtGrVymDtGKlvBlwVZh3SGo0GWq0WTz31VIXtUq6n3KZNGwwcOFC/LsUPP/yAUaNGoaCgoMZrGSP3ZeFbtmwx2nbgwAF8/fXX0Ol0uHPnjiT15fThhx8iOTkZ//d//wcbGxuDtqKiInTs2BGvvPKKpN/kqvq7pZyr/SiFhYWSraOihLVjqsKsQ7r8AkPlSbnAkK2tLTIzM/VzQHU6HWxtbXHhwgWjR/bm4PTp05g8eTK2bduGYcOGYcaMGZLfIUQOOTk5eP7556HRaDBu3Dj9krWnTp1CTEwMSktLkZaWJunJSyXM1TamuLgYMTExmDNnjklPHiqRWY9JV+UiCSlmdgD3/wjLVpsD7n9gWFlZyb6Yi1yys7MRHh6OFStWoHfv3khPT4eXl5fc3ZKM3LNLAGmupK2O4uJifP7559izZw+srKzwz3/+E0FBQYiLi8O0adOg0Wj0t5MzZ2Z9JC0ntVqNDz74wOCrXExMDIYPH26wZsX8+fPl6J7J3Lp1C1999RUWLVoEHx8fREZGms2iRmX+/PNPnDt3DkIIeHp6mmQtZUD+e1xOmjQJ3333HQICArB//35cu3YNISEhOHjwIKZOnYoBAwZAo9FIUhu4fy/HqkhKSpKsD1XBkJZJ9+7dq3TSTO4/ECnNmTMHkZGRaNiwIb766iu88cYbcnfJrDzqsnCp73HZtGlTREdHIzAwEBkZGfD29sa7776LZcuWmWSWRdnaNf369at0ps2CBQsk70tlGNIkG7VaDVtbWwQEBFR6xCTHtDxzUD6ky6+nLHVIW1lZ4fz58/o1WmxtbZGamoq2bdtKUq+8qKgoLF++HNevX8ewYcMQGhqqyCE23jtdJk2bNsX169fl7oasgoODMXDgQNSvXx/16tUz+qDaqbS01GA9dwsLC6PLBkth4sSJOHnyJDZv3oz8/Hy89NJL6NixI2JjY5GXl2eyfjwKj6RlUv4ohsjUyk9BdXBwwLFjx/SzPqQ+kn7U7dvKmOqbVGFhIdatW4eYmBicPHkS2dnZsi/bCpj57A4icyaEwLvvvqsPyTt37mD06NEG97iUUvnZVcOHD5e03qOkpaXhl19+QWZmJry8vCodpzYlHknLRK1WY8WKFY/8Om+qu2SQ+QkJCanS8+S+zZWUsrOzER8fj/j4eOTl5WH48OEIDQ2V/P6O1cGQlklVLolVqVSyX5JKVFv17dsXe/fuRa9evRAaGop+/frpLxFXEoa0TDgmTSQvtVqNZ555Bk8//XSlU/7S0tJM2KuHKe9jw0xUZR5oRkaGIqcEEdUGcq/JUVU8kpaJsSPp/Px8JCQkYOnSpTh8+DCHO4jMHOdJy2TEiBGwtbXVb6ekpGDEiBF45plnMHfuXPTo0QMHDx6UsYdE5umXX37Bjh078Oeff8rdFQA8kpaVVqtFfHw8li1bhry8PAwcOBCxsbE4evSoos4uE9VGkZGRuH37NmbOnAng/pTEPn364OeffwYAPP3000hMTESbNm3k7CaPpOXy+uuvo2XLljh27Biio6ORnZ2NRYsWyd0tIrOxdu1ag3M+69evR0pKCn799Vfk5uaiQ4cOVV5zWko8cSiTnTt34qOPPsKYMWPg6ekpd3eIzM758+fh7e2t396xYwf69++Pl156CQAwbdo0DBgwQK7u6fFIWib79u1Dfn4+2rdvj06dOuGbb75Bbm6u3N0iMhv37t0zuOHHgQMH0KVLF/22q6urIt6TDGmZdO7cGUuWLMEff/yBUaNGYc2aNXB1dYVOp8OePXuQn58vdxeJarVmzZohJSUFAHDp0iWcOXMG3bp107dfuXIFDRo0kKt7ejxxqCCnT5/GsmXLsGrVKty8eRM9e/bE1q1b5e4WUa20ZMkSfPLJJxg0aBAOHDgAR0dH7N+/X9/+5Zdf4rfffsO2bdtk7CWPpBWlZcuWmDNnDq5cuYKEhAS5u0NUq40cORKLFi3CjRs30L17d2zatMmgPTs7G6GhoTL17i88kiYis6TT6RAVFYUtW7bg7t278Pf3R3h4uMH1C0rAI2kiMkuzZs3C1KlT4eDgADc3NyxcuBBjx46Vu1sP4ZE0EZklT09PTJgwAaNGjQIA/Oc//0G/fv1QVFRUpVUqTYUhTURmydraGufOnYO7u7t+n42NDc6dO4dnn31Wxp4ZUs7HBRGRCd27dw82NjYG+ywtLXH37l2ZelQxXnFIRGap/O3DgIdvIQbIf7d6hjQRmaXy91gE5L/PYkU4Jk1EpGAckyYiUjCGNBGRgjGkiYgUjCFNRKRgDGkiIgVjSBMRKRhDmohIwf4faAHk0KxeJUcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nucProp_p_cl_thresh_var=np.std(nucProp_p_cl_thresh,axis=1)\n",
    "rankThreshVarPidx=np.argsort(-nucProp_p_cl_thresh_var)\n",
    "plt.figure(figsize=(4,2))\n",
    "plt.bar(np.arange(pnames.size),nucProp_p_cl_thresh_var[rankThreshVarPidx])\n",
    "plt.xticks(np.arange(pnames.size), pnames[rankThreshVarPidx], rotation='vertical')\n",
    "# plt.axhline(np.median(nucProp_p_cl_thresh_var),color='r')\n",
    "# plt.axhline(np.min(nucProp_p_cl_thresh_var),color='black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A375\n",
      "ATP13A5\n",
      "CHID1\n",
      "COPA\n",
      "DDIT3\n",
      "EIF4G1\n",
      "MESD\n",
      "N4BP2\n",
      "PSME3IP1\n",
      "RBM23\n",
      "GAMG\n",
      "ATP13A5\n",
      "CHID1\n",
      "COPA\n",
      "DDIT3\n",
      "EIF4G1\n",
      "MESD\n",
      "N4BP2\n",
      "PSME3IP1\n",
      "RBM23\n",
      "HEK\n",
      "ATP13A5\n",
      "CHID1\n",
      "COPA\n",
      "DDIT3\n",
      "EIF4G1\n",
      "MESD\n",
      "N4BP2\n",
      "PSME3IP1\n",
      "RBM23\n",
      "Hela\n",
      "ATP13A5\n",
      "CHID1\n",
      "COPA\n",
      "DDIT3\n",
      "EIF4G1\n",
      "MESD\n",
      "N4BP2\n",
      "PSME3IP1\n",
      "RBM23\n",
      "MCF7\n",
      "ATP13A5\n",
      "CHID1\n",
      "COPA\n",
      "DDIT3\n",
      "EIF4G1\n",
      "MESD\n",
      "N4BP2\n",
      "PSME3IP1\n",
      "RBM23\n"
     ]
    }
   ],
   "source": [
    "#protein ranking by variance\n",
    "highThresh=2/3\n",
    "lowThresh=1/3\n",
    "pnames=np.unique(allTestPnames)\n",
    "clnames=np.unique(allTestCL)\n",
    "nucProp_p_cl_thresh_true=np.zeros((pnames.size,clnames.size))\n",
    "\n",
    "for clidx in range(clnames.size):\n",
    "    cl=clnames[clidx]\n",
    "    print(cl)\n",
    "\n",
    "    for pidx in range(pnames.size):\n",
    "        p=pnames[pidx]\n",
    "        print(p)\n",
    "        \n",
    "        nucPropCurrIdx=np.logical_and(allTestPnames==p,allTestCL==cl)\n",
    "        nucPropRaw=allTestNucProp_true[nucPropCurrIdx]\n",
    "        nucPropCurr=np.zeros(nucPropRaw.size)\n",
    "        nucPropCurr[nucPropRaw>highThresh]=1\n",
    "        nucPropCurr[nucPropRaw<lowThresh]=-1\n",
    "        \n",
    "        nucProp_p_cl_thresh_true[pidx,clidx]=np.mean(nucPropCurr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nucProp_p_cl_thresh_var_true=np.std(nucProp_p_cl_thresh_true,axis=1)\n",
    "rankThreshVarPidx=np.argsort(-nucProp_p_cl_thresh_var)\n",
    "plt.figure(figsize=(4,2))\n",
    "plt.bar(np.arange(pnames.size),nucProp_p_cl_thresh_var_true[rankThreshVarPidx])\n",
    "plt.xticks(np.arange(pnames.size), pnames[rankThreshVarPidx], rotation='vertical')\n",
    "# plt.axhline(np.median(nucProp_p_cl_thresh_var),color='r')\n",
    "# plt.axhline(np.min(nucProp_p_cl_thresh_var),color='black')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "subcell",
   "language": "python",
   "name": "subcell_loc2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "vscode": {
   "interpreter": {
    "hash": "3c125f02d36538f8ba01dcae2421218f11ddabbbc44a777fee554ccc32fc7e77"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}