{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Infer_ddpm2d_seg2med\n",
      "create combined segmentation dataset with assigned value\n",
      "create base dataset\n",
      "combined segmentation assigned dataset use keys: ['source', 'target', 'mask']\n",
      "use train csv: tutorial_train.csv\n",
      "use test csv: tutorial_test.csv\n",
      "use keys for creating volume dataset:  ['source', 'target', 'mask']\n",
      "model name:  ddpm2d_seg2med\n",
      "val_use_patch:  False\n",
      "527\n",
      "135\n"
     ]
    }
   ],
   "source": [
    "from synthrad_conversion.utils.my_configs_yacs import init_cfg\n",
    "from dataprocesser.step1_init_data_list import init_dataset\n",
    "from tqdm import tqdm\n",
    "config_path = 'tutorial_config.yaml'\n",
    "opt=init_cfg(config_path)\n",
    "model_name_path='Infer_'+opt.model_name + opt.name_prefix\n",
    "print(model_name_path)\n",
    "dataset_name = 'multimodal_csv'\n",
    "loader, opt, my_paths = init_dataset(opt, model_name_path, dataset_name)\n",
    "train_ds = loader.train_ds\n",
    "val_ds  = loader.val_ds\n",
    "print(len(train_ds))\n",
    "print(len(val_ds))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "527\n",
      "source: E:\\Projects\\yang_proj\\data\\synthrad\\Task1\\pelvis\\1PA004\\ct_seg.nii.gz\n",
      "target: E:\\Projects\\yang_proj\\data\\synthrad\\Task1\\pelvis\\1PA004\\ct.nii.gz\n",
      "seg_tissue: E:\\Projects\\yang_proj\\data\\synthrad\\Task1\\pelvis\\1PA004\\ct_seg_tissue.nii.gz\n",
      "mask: E:\\Projects\\yang_proj\\data\\synthrad\\Task1\\pelvis\\1PA004\\ct.nii.gz\n",
      "modality: 0\n",
      "A_paths: E:\\Projects\\yang_proj\\data\\synthrad\\Task1\\pelvis\\1PA004\\ct.nii.gz\n",
      "B_paths: E:\\Projects\\yang_proj\\data\\synthrad\\Task1\\pelvis\\1PA004\\ct_seg.nii.gz\n",
      "mask_path: E:\\Projects\\yang_proj\\data\\synthrad\\Task1\\pelvis\\1PA004\\ct_seg.nii.gz\n",
      "Aorta_diss: 0\n",
      "patient_ID: 1PA004\n"
     ]
    }
   ],
   "source": [
    "print(len(train_ds))\n",
    "for item in train_ds[0]:\n",
    "    print(f'{item}: {train_ds[0][item]}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# process\n",
    "\n",
    "- add_CreateContour_MergeSegTissue_MergeMask_MaskHUAssign_transforms\n",
    "    - CreateBodyContourTransformd\n",
    "    - MergeSegTissueTransformd\n",
    "    - MergeMasksTransformd\n",
    "    - MaskHUAssigmentd\n",
    "\n",
    "- add_Windowing_ZeroShift_ContourFilter_A_B_transforms\n",
    "    - ThresholdIntensityd\n",
    "    - ThresholdIntensityd\n",
    "    - ShiftIntensityd\n",
    "    - UseContourToFilterImaged\n",
    "\n",
    "- add_normalization_multimodal\n",
    "    - NormalizationMultimodal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os \n",
    "import shutil\n",
    "from dataprocesser.preprocess_MR.step3_vibe_resetsignal import calculate_signal_GRE_T1, calculate_signal_T2_SPACE, calculate_signal_vibe, calculate_signal_vibe_opp, calculate_signal_vibe_dixon\n",
    "from dataprocesser.simulation_functions import _create_body_contour, _merge_seg_tissue, _merge_seg_contour, _assign_value_ct, _assign_value_mr\n",
    "import csv\n",
    "import nibabel as nib\n",
    "def create_csv_modality_info_file(dataset_list, output_mr_csv_file):\n",
    "    with open(output_mr_csv_file, 'w', newline='') as f:\n",
    "        csvwriter = csv.writer(f)\n",
    "        csvwriter.writerow(['id', 'Aorta_diss', 'prior' ,'img', 'modality'])\n",
    "        csvwriter.writerows(dataset_list) \n",
    "\n",
    "def zip_to_csv_list(images, priors, patient_IDs, ad_list, modality_list):  \n",
    "    datalist = [[id,ad,prior,image,modality] \n",
    "                            for id,ad,prior,image, modality in zip(patient_IDs, ad_list, priors, images, modality_list)]\n",
    "    return datalist\n",
    "\n",
    "def output_dataset(item, \n",
    "                   output_folder = r'E:\\Projects\\yang_proj\\data\\seg2med\\seg2med_train', \n",
    "                   csv_file_ct = r'synthrad_conversion\\TA2_CT.csv',\n",
    "                   csv_file_mr = r'synthrad_conversion\\TA2_T1T2.csv'):\n",
    "    \n",
    "    \n",
    "    source = item['source']\n",
    "    target = item['target']\n",
    "    seg_tissue = item['seg_tissue']\n",
    "    mask = item['mask']\n",
    "    modality = item['modality']\n",
    "    Aorta_diss = item['Aorta_diss']\n",
    "    patient_ID = item['patient_ID']\n",
    "\n",
    "    output_dir = os.path.join(output_folder,patient_ID)\n",
    "    os.makedirs(output_dir,exist_ok=True)\n",
    "\n",
    "    target_data_df = nib.load(target)\n",
    "    seg_data_df = nib.load(source)\n",
    "    seg_tissue_data_df = nib.load(seg_tissue)\n",
    "\n",
    "    target_data = target_data_df.get_fdata()\n",
    "    target_affine = target_data_df.affine\n",
    "    seg_data = seg_data_df.get_fdata()\n",
    "    seg_tissue_data = seg_tissue_data_df.get_fdata()\n",
    "\n",
    "\n",
    "    modality_config = {\n",
    "        0: {\n",
    "            'body_threshold': -500,\n",
    "            'assign_fn': _assign_value_ct,\n",
    "            'csv_file': csv_file_ct,\n",
    "            'signal_fn': None\n",
    "        },\n",
    "        1: { # t1 weighted gradient echo\n",
    "            'body_threshold': 100,\n",
    "            'assign_fn': _assign_value_mr,\n",
    "            'csv_file': csv_file_mr,\n",
    "            'signal_fn': calculate_signal_GRE_T1\n",
    "        },\n",
    "        2: { # t2 space\n",
    "            'body_threshold': 10,\n",
    "            'assign_fn': _assign_value_mr,\n",
    "            'csv_file': csv_file_mr,\n",
    "            'signal_fn': calculate_signal_T2_SPACE\n",
    "        },\n",
    "        3: { # vibe in\n",
    "            'body_threshold': 30,\n",
    "            'assign_fn': _assign_value_mr,\n",
    "            'csv_file': csv_file_mr,\n",
    "            'signal_fn': calculate_signal_vibe\n",
    "        },\n",
    "        4: { # vibe opp\n",
    "            'body_threshold': 30,\n",
    "            'assign_fn': _assign_value_mr,\n",
    "            'csv_file': csv_file_mr,\n",
    "            'signal_fn': calculate_signal_vibe_opp\n",
    "        },\n",
    "        5: { # vibe dixon\n",
    "            'body_threshold': 30,\n",
    "            'assign_fn': _assign_value_mr,\n",
    "            'csv_file': csv_file_mr,\n",
    "            'signal_fn': calculate_signal_vibe_dixon\n",
    "        }\n",
    "    }\n",
    "\n",
    "    # 获取当前模态参数\n",
    "    config = modality_config.get(modality)\n",
    "    if config is None:\n",
    "        raise ValueError(f\"Unsupported modality: {modality}\")\n",
    "\n",
    "    # 通用处理流程\n",
    "    contour = _create_body_contour(target_data, config['body_threshold'], body_mask_value=1)\n",
    "    merged_seg_tissue = _merge_seg_tissue(seg_data, seg_tissue_data)\n",
    "    merged_seg_tissue_contour = _merge_seg_contour(merged_seg_tissue, contour)\n",
    "\n",
    "    # 指定 assign 函数处理 CT 或 MR\n",
    "    if config['signal_fn'] is not None:\n",
    "        prior_image = config['assign_fn'](config['csv_file'], merged_seg_tissue_contour, config['signal_fn'])\n",
    "    else:\n",
    "        prior_image = config['assign_fn'](config['csv_file'], merged_seg_tissue_contour)\n",
    "\n",
    "    processed_img = nib.Nifti1Image(prior_image, target_affine)\n",
    "    contour_img = nib.Nifti1Image(contour, target_affine)\n",
    "\n",
    "    target_output_name = os.path.basename(target)\n",
    "    target_output_path = os.path.join(output_dir, target_output_name)\n",
    "\n",
    "    seg_output_name = os.path.basename(source)\n",
    "    seg_output_path = os.path.join(output_dir, seg_output_name)\n",
    "\n",
    "    seg_tissue_output_name = os.path.basename(seg_tissue)\n",
    "    seg_tissue_output_path = os.path.join(output_dir, seg_tissue_output_name)\n",
    "\n",
    "    prior_image_output_name = os.path.basename(target).replace('.nii', '_prior_image.nii')\n",
    "    prior_image_output_path = os.path.join(output_dir, prior_image_output_name)\n",
    "\n",
    "    contour_output_name = os.path.basename(target).replace('.nii', '_contour.nii')\n",
    "    contour_output_path = os.path.join(output_dir, contour_output_name)\n",
    "\n",
    "    '''shutil.copy(target, target_output_path)\n",
    "    shutil.copy(source, seg_output_path)\n",
    "    shutil.copy(seg_tissue, seg_tissue_output_path)\n",
    "    nib.save(processed_img, prior_image_output_path)'''\n",
    "    nib.save(contour_img, contour_output_path)\n",
    "\n",
    "    return patient_ID,Aorta_diss,prior_image_output_path,target_output_path, modality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "('1PC004',\n",
       " 0,\n",
       " 'E:\\\\Projects\\\\yang_proj\\\\data\\\\seg2med\\\\seg2med_train\\\\1PC004\\\\mr_prior_image.nii.gz',\n",
       " 'E:\\\\Projects\\\\yang_proj\\\\data\\\\seg2med\\\\seg2med_train\\\\1PC004\\\\mr.nii.gz',\n",
       " 2)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "item = train_ds[0] # test synthrad ct\n",
    "item = train_ds[150] # test synthrad mr T1 GRE\n",
    "#item = train_ds[155] # test synthrad mr T1 GRE\n",
    "#item = train_ds[160] # test synthrad mr T1 GRE\n",
    "#item = train_ds[165] # test synthrad mr T1 GRE\n",
    "#item = train_ds[170] # test synthrad mr T1 GRE\n",
    "#item = train_ds[240] # test synthrad mr T2 SPACE\n",
    "#item = train_ds[245] # test synthrad mr T2 SPACE\n",
    "#item = train_ds[250] # test synthrad mr T2 SPACE\n",
    "item = train_ds[255] # test synthrad mr T2 SPACE\n",
    "#item = train_ds[344] # test vibe_in\n",
    "#item = train_ds[388] # test vibe_opp\n",
    "#item = train_ds[395] # test vibe_dixon\n",
    "output_dataset(item, output_folder = r'E:\\Projects\\yang_proj\\data\\seg2med\\seg2med_train')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 27%|██▋       | 36/135 [01:43<04:49,  2.92s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 27%|██▋       | 37/135 [01:45<04:46,  2.92s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 28%|██▊       | 38/135 [01:48<04:30,  2.79s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 29%|██▉       | 39/135 [01:51<04:35,  2.87s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 30%|██▉       | 40/135 [01:56<05:37,  3.55s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 30%|███       | 41/135 [01:59<05:06,  3.26s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 31%|███       | 42/135 [02:02<05:11,  3.34s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 32%|███▏      | 43/135 [02:04<04:34,  2.98s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 33%|███▎      | 44/135 [02:08<04:41,  3.10s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 33%|███▎      | 45/135 [02:11<04:44,  3.16s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 34%|███▍      | 46/135 [02:14<04:22,  2.95s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 35%|███▍      | 47/135 [02:16<04:19,  2.94s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 36%|███▌      | 48/135 [02:20<04:31,  3.12s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 36%|███▋      | 49/135 [02:23<04:13,  2.95s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 37%|███▋      | 50/135 [02:25<03:57,  2.79s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 38%|███▊      | 51/135 [02:27<03:30,  2.51s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 39%|███▊      | 52/135 [02:29<03:12,  2.32s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 39%|███▉      | 53/135 [02:32<03:26,  2.52s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 40%|████      | 54/135 [02:35<03:32,  2.63s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 41%|████      | 55/135 [02:37<03:22,  2.53s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 41%|████▏     | 56/135 [02:39<03:19,  2.52s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 42%|████▏     | 57/135 [02:42<03:23,  2.61s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 43%|████▎     | 58/135 [02:46<03:37,  2.83s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 44%|████▎     | 59/135 [02:49<03:41,  2.91s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 44%|████▍     | 60/135 [02:51<03:30,  2.81s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 45%|████▌     | 61/135 [02:53<03:02,  2.47s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 46%|████▌     | 62/135 [02:55<02:47,  2.30s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 47%|████▋     | 63/135 [02:56<02:30,  2.09s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 47%|████▋     | 64/135 [02:58<02:24,  2.03s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 48%|████▊     | 65/135 [03:00<02:09,  1.86s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 49%|████▉     | 66/135 [03:01<02:05,  1.82s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|████▉     | 67/135 [03:03<02:07,  1.87s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|█████     | 68/135 [03:05<02:02,  1.82s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 51%|█████     | 69/135 [03:07<01:58,  1.80s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 52%|█████▏    | 70/135 [03:09<02:00,  1.85s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 53%|█████▎    | 71/135 [03:11<01:58,  1.84s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 53%|█████▎    | 72/135 [03:12<01:47,  1.70s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 61%|██████    | 82/135 [03:46<03:17,  3.74s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 61%|██████▏   | 83/135 [03:48<02:46,  3.21s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 62%|██████▏   | 84/135 [03:51<02:36,  3.06s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 63%|██████▎   | 85/135 [03:55<02:53,  3.47s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 64%|██████▎   | 86/135 [03:58<02:31,  3.08s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 64%|██████▍   | 87/135 [04:00<02:14,  2.80s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 65%|██████▌   | 88/135 [04:02<01:56,  2.48s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 66%|██████▌   | 89/135 [04:05<02:05,  2.73s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 67%|██████▋   | 90/135 [04:08<02:05,  2.80s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 67%|██████▋   | 91/135 [04:13<02:29,  3.39s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 68%|██████▊   | 92/135 [04:15<02:08,  3.00s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 69%|██████▉   | 93/135 [04:17<02:02,  2.92s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 70%|██████▉   | 94/135 [04:22<02:19,  3.40s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 70%|███████   | 95/135 [04:24<02:02,  3.06s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 71%|███████   | 96/135 [04:26<01:49,  2.82s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 72%|███████▏  | 97/135 [04:28<01:34,  2.49s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 73%|███████▎  | 98/135 [04:31<01:39,  2.68s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 73%|███████▎  | 99/135 [04:34<01:38,  2.74s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 74%|███████▍  | 100/135 [04:39<01:59,  3.40s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 75%|███████▍  | 101/135 [04:43<01:59,  3.53s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 135/135 [08:19<00:00,  3.70s/it]\n",
      " 27%|██▋       | 144/527 [07:23<16:46,  2.63s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 28%|██▊       | 145/527 [07:26<17:00,  2.67s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 28%|██▊       | 146/527 [07:29<17:41,  2.79s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 28%|██▊       | 147/527 [07:32<18:45,  2.96s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 28%|██▊       | 148/527 [07:34<16:52,  2.67s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 28%|██▊       | 149/527 [07:38<18:16,  2.90s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 28%|██▊       | 150/527 [07:42<20:21,  3.24s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 29%|██▊       | 151/527 [07:45<20:41,  3.30s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 29%|██▉       | 152/527 [07:48<19:47,  3.17s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 29%|██▉       | 153/527 [07:51<20:27,  3.28s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 29%|██▉       | 154/527 [07:55<20:17,  3.26s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 29%|██▉       | 155/527 [07:57<18:08,  2.93s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 30%|██▉       | 156/527 [08:02<21:45,  3.52s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 30%|██▉       | 157/527 [08:05<20:26,  3.32s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 30%|██▉       | 158/527 [08:07<18:23,  2.99s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 30%|███       | 159/527 [08:11<20:07,  3.28s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 30%|███       | 160/527 [08:15<22:39,  3.70s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 31%|███       | 161/527 [08:17<19:29,  3.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 31%|███       | 162/527 [08:19<17:12,  2.83s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 31%|███       | 163/527 [08:23<18:57,  3.13s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 31%|███       | 164/527 [08:29<24:00,  3.97s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 31%|███▏      | 165/527 [08:32<21:37,  3.58s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 31%|███▏      | 166/527 [08:35<21:34,  3.59s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 32%|███▏      | 167/527 [08:39<20:42,  3.45s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 32%|███▏      | 168/527 [08:41<18:36,  3.11s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 32%|███▏      | 169/527 [08:43<16:44,  2.81s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 32%|███▏      | 170/527 [08:48<20:53,  3.51s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 32%|███▏      | 171/527 [08:50<18:40,  3.15s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 33%|███▎      | 172/527 [08:53<16:51,  2.85s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 33%|███▎      | 173/527 [08:55<15:53,  2.69s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 33%|███▎      | 174/527 [08:57<15:07,  2.57s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 33%|███▎      | 175/527 [09:00<16:09,  2.75s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 33%|███▎      | 176/527 [09:03<16:34,  2.83s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 34%|███▎      | 177/527 [09:05<15:05,  2.59s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 34%|███▍      | 178/527 [09:11<20:16,  3.48s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 34%|███▍      | 179/527 [09:14<19:03,  3.29s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 34%|███▍      | 180/527 [09:18<20:29,  3.54s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 34%|███▍      | 181/527 [09:22<20:44,  3.60s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 35%|███▍      | 182/527 [09:25<19:35,  3.41s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 35%|███▍      | 183/527 [09:27<16:51,  2.94s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 35%|███▍      | 184/527 [09:29<16:35,  2.90s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 35%|███▌      | 185/527 [09:32<16:35,  2.91s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 35%|███▌      | 186/527 [09:35<15:54,  2.80s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 35%|███▌      | 187/527 [09:39<17:29,  3.09s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 36%|███▌      | 188/527 [09:43<19:52,  3.52s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 36%|███▌      | 189/527 [09:45<17:48,  3.16s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 36%|███▌      | 190/527 [09:50<19:21,  3.45s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 36%|███▌      | 191/527 [09:52<18:01,  3.22s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 36%|███▋      | 192/527 [09:55<17:28,  3.13s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 37%|███▋      | 193/527 [09:57<15:55,  2.86s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 37%|███▋      | 194/527 [10:01<16:33,  2.98s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 37%|███▋      | 195/527 [10:03<15:32,  2.81s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 37%|███▋      | 196/527 [10:07<16:34,  3.00s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 37%|███▋      | 197/527 [10:09<15:31,  2.82s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 38%|███▊      | 198/527 [10:13<17:18,  3.16s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 38%|███▊      | 199/527 [10:18<20:01,  3.66s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 38%|███▊      | 200/527 [10:21<18:59,  3.48s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 38%|███▊      | 201/527 [10:25<20:51,  3.84s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 38%|███▊      | 202/527 [10:28<18:54,  3.49s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 39%|███▊      | 203/527 [10:31<18:13,  3.37s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 39%|███▊      | 204/527 [10:35<18:57,  3.52s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 39%|███▉      | 205/527 [10:39<19:57,  3.72s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 39%|███▉      | 206/527 [10:42<19:05,  3.57s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 39%|███▉      | 207/527 [10:46<18:11,  3.41s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 39%|███▉      | 208/527 [10:47<15:43,  2.96s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 40%|███▉      | 209/527 [10:50<15:03,  2.84s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 40%|███▉      | 210/527 [10:53<14:35,  2.76s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 40%|████      | 211/527 [10:55<14:16,  2.71s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 40%|████      | 212/527 [10:59<16:04,  3.06s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 40%|████      | 213/527 [11:04<19:21,  3.70s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 41%|████      | 214/527 [11:07<17:13,  3.30s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 41%|████      | 215/527 [11:10<17:31,  3.37s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 41%|████      | 216/527 [11:13<16:13,  3.13s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 41%|████      | 217/527 [11:16<15:53,  3.08s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 41%|████▏     | 218/527 [11:19<16:25,  3.19s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 42%|████▏     | 219/527 [11:23<17:11,  3.35s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 42%|████▏     | 220/527 [11:27<18:20,  3.59s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 42%|████▏     | 221/527 [11:31<18:52,  3.70s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 42%|████▏     | 222/527 [11:35<18:56,  3.73s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 42%|████▏     | 223/527 [11:38<17:38,  3.48s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 43%|████▎     | 224/527 [11:40<16:27,  3.26s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 43%|████▎     | 225/527 [11:43<15:32,  3.09s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 43%|████▎     | 226/527 [11:46<15:05,  3.01s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 43%|████▎     | 227/527 [11:49<15:12,  3.04s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 43%|████▎     | 228/527 [11:54<17:31,  3.52s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 43%|████▎     | 229/527 [11:56<15:54,  3.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 44%|████▎     | 230/527 [11:59<16:08,  3.26s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 44%|████▍     | 231/527 [12:03<15:53,  3.22s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 44%|████▍     | 232/527 [12:06<16:11,  3.29s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 44%|████▍     | 233/527 [12:09<15:08,  3.09s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 44%|████▍     | 234/527 [12:11<14:03,  2.88s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 45%|████▍     | 235/527 [12:15<15:49,  3.25s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 45%|████▍     | 236/527 [12:18<15:44,  3.25s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 45%|████▍     | 237/527 [12:21<14:50,  3.07s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 45%|████▌     | 238/527 [12:23<13:25,  2.79s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 45%|████▌     | 239/527 [12:28<16:02,  3.34s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 46%|████▌     | 240/527 [12:32<17:46,  3.71s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 46%|████▌     | 241/527 [12:34<15:05,  3.17s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 46%|████▌     | 242/527 [12:37<13:41,  2.88s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 46%|████▌     | 243/527 [12:38<11:43,  2.48s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 46%|████▋     | 244/527 [12:40<10:44,  2.28s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 46%|████▋     | 245/527 [12:42<09:56,  2.11s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 47%|████▋     | 246/527 [12:44<10:32,  2.25s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 47%|████▋     | 247/527 [12:46<09:48,  2.10s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 47%|████▋     | 248/527 [12:48<09:08,  1.97s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 47%|████▋     | 249/527 [12:50<09:44,  2.10s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 47%|████▋     | 250/527 [12:52<09:19,  2.02s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 48%|████▊     | 251/527 [12:54<09:16,  2.02s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 48%|████▊     | 252/527 [12:55<08:32,  1.86s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 48%|████▊     | 253/527 [12:58<09:29,  2.08s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 48%|████▊     | 254/527 [13:00<09:26,  2.08s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 48%|████▊     | 255/527 [13:02<09:21,  2.07s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 49%|████▊     | 256/527 [13:04<08:45,  1.94s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 49%|████▉     | 257/527 [13:06<08:47,  1.95s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 49%|████▉     | 258/527 [13:08<08:36,  1.92s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 49%|████▉     | 259/527 [13:09<08:28,  1.90s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 49%|████▉     | 260/527 [13:11<08:01,  1.81s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|████▉     | 261/527 [13:13<08:20,  1.88s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|████▉     | 262/527 [13:15<08:03,  1.82s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|████▉     | 263/527 [13:17<08:22,  1.90s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|█████     | 264/527 [13:19<08:12,  1.87s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|█████     | 265/527 [13:21<08:44,  2.00s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|█████     | 266/527 [13:23<09:11,  2.11s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 51%|█████     | 267/527 [13:26<09:27,  2.18s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 51%|█████     | 268/527 [13:28<09:54,  2.30s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 51%|█████     | 269/527 [13:30<09:26,  2.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 51%|█████     | 270/527 [13:32<08:34,  2.00s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 51%|█████▏    | 271/527 [13:34<08:46,  2.06s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 52%|█████▏    | 272/527 [13:36<08:39,  2.04s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 52%|█████▏    | 273/527 [13:37<08:05,  1.91s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 52%|█████▏    | 274/527 [13:39<07:54,  1.88s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 52%|█████▏    | 275/527 [13:41<07:33,  1.80s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of assignment: 0 28\n",
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 52%|█████▏    | 276/527 [13:43<07:21,  1.76s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 53%|█████▎    | 277/527 [13:46<09:20,  2.24s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 53%|█████▎    | 278/527 [13:49<10:10,  2.45s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 53%|█████▎    | 279/527 [13:51<10:18,  2.50s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 53%|█████▎    | 280/527 [13:54<09:41,  2.35s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 53%|█████▎    | 281/527 [13:55<09:05,  2.22s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 54%|█████▎    | 282/527 [13:58<09:06,  2.23s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 54%|█████▎    | 283/527 [13:59<08:29,  2.09s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 54%|█████▍    | 284/527 [14:02<08:54,  2.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 54%|█████▍    | 285/527 [14:03<08:04,  2.00s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 54%|█████▍    | 286/527 [14:05<07:44,  1.93s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 54%|█████▍    | 287/527 [14:07<07:18,  1.83s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 28\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 62%|██████▏   | 326/527 [16:35<15:18,  4.57s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 62%|██████▏   | 327/527 [16:39<14:32,  4.36s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 62%|██████▏   | 328/527 [16:41<11:54,  3.59s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 62%|██████▏   | 329/527 [16:48<15:18,  4.64s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 63%|██████▎   | 330/527 [16:51<13:39,  4.16s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 63%|██████▎   | 331/527 [16:54<12:15,  3.75s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 63%|██████▎   | 332/527 [16:58<12:39,  3.89s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 63%|██████▎   | 333/527 [17:01<11:58,  3.70s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 63%|██████▎   | 334/527 [17:04<10:51,  3.38s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 64%|██████▎   | 335/527 [17:11<13:53,  4.34s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 64%|██████▍   | 336/527 [17:13<11:45,  3.69s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 64%|██████▍   | 337/527 [17:16<11:34,  3.65s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 64%|██████▍   | 338/527 [17:20<11:41,  3.71s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 64%|██████▍   | 339/527 [17:23<11:04,  3.53s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 65%|██████▍   | 340/527 [17:26<10:00,  3.21s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 65%|██████▍   | 341/527 [17:29<09:33,  3.08s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 65%|██████▍   | 342/527 [17:31<08:35,  2.79s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 65%|██████▌   | 343/527 [17:32<07:09,  2.33s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of assignment: 0 9\n",
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 65%|██████▌   | 344/527 [17:36<08:44,  2.87s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 65%|██████▌   | 345/527 [17:40<09:40,  3.19s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 66%|██████▌   | 346/527 [17:42<08:49,  2.93s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 66%|██████▌   | 347/527 [17:45<08:04,  2.69s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 66%|██████▌   | 348/527 [17:47<07:53,  2.64s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 66%|██████▌   | 349/527 [17:52<09:42,  3.27s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 66%|██████▋   | 350/527 [17:56<10:33,  3.58s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 67%|██████▋   | 351/527 [18:02<12:30,  4.26s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 67%|██████▋   | 352/527 [18:06<12:23,  4.25s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 67%|██████▋   | 353/527 [18:09<11:12,  3.86s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 67%|██████▋   | 354/527 [18:12<10:23,  3.60s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 67%|██████▋   | 355/527 [18:17<11:21,  3.96s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 68%|██████▊   | 356/527 [18:19<10:03,  3.53s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 68%|██████▊   | 357/527 [18:23<10:23,  3.67s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 68%|██████▊   | 358/527 [18:28<11:02,  3.92s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 68%|██████▊   | 359/527 [18:32<11:20,  4.05s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 68%|██████▊   | 360/527 [18:34<09:26,  3.39s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 69%|██████▊   | 361/527 [18:41<12:28,  4.51s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 69%|██████▊   | 362/527 [18:44<11:12,  4.08s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 69%|██████▉   | 363/527 [18:47<09:55,  3.63s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 69%|██████▉   | 364/527 [18:51<10:34,  3.89s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 69%|██████▉   | 365/527 [18:55<10:04,  3.73s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 69%|██████▉   | 366/527 [18:58<09:18,  3.47s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 70%|██████▉   | 367/527 [19:05<12:14,  4.59s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 70%|██████▉   | 368/527 [19:07<10:23,  3.92s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 70%|███████   | 369/527 [19:11<10:05,  3.83s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 70%|███████   | 370/527 [19:14<09:53,  3.78s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 70%|███████   | 371/527 [19:18<09:15,  3.56s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 71%|███████   | 372/527 [19:20<08:22,  3.24s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 71%|███████   | 373/527 [19:23<08:01,  3.12s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 71%|███████   | 374/527 [19:25<07:10,  2.81s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 71%|███████   | 375/527 [19:26<05:54,  2.33s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of assignment: 0 10\n",
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 71%|███████▏  | 376/527 [19:30<07:13,  2.87s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 72%|███████▏  | 377/527 [19:34<07:38,  3.06s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 72%|███████▏  | 378/527 [19:36<07:06,  2.86s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 72%|███████▏  | 379/527 [19:38<06:22,  2.59s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 72%|███████▏  | 380/527 [19:41<06:11,  2.53s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 72%|███████▏  | 381/527 [19:45<07:48,  3.21s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 72%|███████▏  | 382/527 [19:49<08:19,  3.44s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 73%|███████▎  | 383/527 [19:55<09:49,  4.09s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 73%|███████▎  | 384/527 [19:59<09:26,  3.96s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 73%|███████▎  | 385/527 [20:02<08:39,  3.66s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 73%|███████▎  | 386/527 [20:04<08:01,  3.41s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 73%|███████▎  | 387/527 [20:09<08:34,  3.68s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 74%|███████▎  | 388/527 [20:11<07:40,  3.31s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 74%|███████▍  | 389/527 [20:15<07:43,  3.36s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 74%|███████▍  | 390/527 [20:19<08:04,  3.53s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 74%|███████▍  | 391/527 [20:22<07:55,  3.50s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 74%|███████▍  | 392/527 [20:25<07:49,  3.48s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 75%|███████▍  | 393/527 [20:29<08:00,  3.59s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 75%|███████▍  | 394/527 [20:34<09:01,  4.07s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 75%|███████▍  | 395/527 [20:36<07:38,  3.47s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 75%|███████▌  | 396/527 [20:42<08:49,  4.04s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min, max of combine: 0 204\n",
      "min, max of assignment: 0 6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 527/527 [34:51<00:00,  3.97s/it]\n"
     ]
    }
   ],
   "source": [
    "images = []\n",
    "priors = []\n",
    "patient_IDs = []\n",
    "ad_list = []\n",
    "modality_list = []\n",
    "output_test_csv = 'tutorial_test_prior.csv'\n",
    "for item in tqdm(val_ds):\n",
    "    patient_ID,Aorta_diss,prior_image_output_path,target_output_path, modality = output_dataset(item, output_folder = r'E:\\Projects\\yang_proj\\data\\seg2med\\seg2med_test')\n",
    "    images.append(target_output_path)                # 原始图像路径\n",
    "    priors.append(prior_image_output_path)           # prior 图像路径\n",
    "    patient_IDs.append(patient_ID)\n",
    "    ad_list.append(Aorta_diss)\n",
    "    modality_list.append(modality)\n",
    "#dataset_list = zip_to_csv_list(images, priors, patient_IDs, ad_list, modality_list)\n",
    "#create_csv_modality_info_file(dataset_list, output_test_csv)\n",
    "\n",
    "\n",
    "images = []\n",
    "priors = []\n",
    "patient_IDs = []\n",
    "ad_list = []\n",
    "modality_list = []\n",
    "output_train_csv = 'tutorial_train_prior.csv' \n",
    "for item in tqdm(train_ds):\n",
    "    patient_ID,Aorta_diss,prior_image_output_path,target_output_path, modality = output_dataset(item, output_folder = r'E:\\Projects\\yang_proj\\data\\seg2med\\seg2med_train')\n",
    "    images.append(target_output_path)                # 原始图像路径\n",
    "    priors.append(prior_image_output_path)           # prior 图像路径\n",
    "    patient_IDs.append(patient_ID)\n",
    "    ad_list.append(Aorta_diss)\n",
    "    modality_list.append(modality)\n",
    "#dataset_list = zip_to_csv_list(images, priors, patient_IDs, ad_list, modality_list)\n",
    "#create_csv_modality_info_file(dataset_list, output_train_csv)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## test signal values for subcutaneous_fat, torso_fat, skeletal_muscle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(-0.09992894726405893-0.0037690182669934736j)\n",
      "0.8000799303348972\n"
     ]
    }
   ],
   "source": [
    "W = 0.9\n",
    "F = 0.1\n",
    "delta_omega=220.0\n",
    "TE = 2.3\n",
    "phase_shift = np.exp(1j * 2 * np.pi * delta_omega * TE / 1000)  # 注意TE\n",
    "print(F*phase_shift)\n",
    "print(np.abs(W + F * phase_shift))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6.76900410503465\n",
      "6.126166793924495\n",
      "2.2167670709685465\n"
     ]
    }
   ],
   "source": [
    "# subcutaneous_fat, torso_fat, skeletal_muscle\n",
    "print(calculate_signal_vibe_dixon(275,90,95))\n",
    "print(calculate_signal_vibe_dixon(300,80,90))\n",
    "print(calculate_signal_vibe_dixon(1142,45,80))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "17.930725823677232\n",
      "13.784382191746642\n",
      "2.358633605612473\n"
     ]
    }
   ],
   "source": [
    "print(calculate_signal_T2_SPACE(275,90,95))\n",
    "print(calculate_signal_T2_SPACE(300,80,90))\n",
    "print(calculate_signal_T2_SPACE(1142,45,80))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# check the data distribution, preparing for further normalization into training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\zy7\\AppData\\Roaming\\Python\\Python38\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Infer_ddpm2d_seg2med\n",
      "create combined segmentation dataset with assigned value\n",
      "create base dataset\n",
      "combined segmentation assigned dataset use keys: ['source', 'target', 'mask']\n",
      "use train csv: tutorial2_train_prior.csv\n",
      "use test csv: tutorial2_test_prior.csv\n",
      "use keys for creating volume dataset:  ['source', 'target', 'mask']\n",
      "model name:  ddpm2d_seg2med\n",
      "val_use_patch:  False\n",
      "527\n",
      "135\n"
     ]
    }
   ],
   "source": [
    "from synthrad_conversion.utils.my_configs_yacs import init_cfg\n",
    "from dataprocesser.step1_init_data_list import init_dataset\n",
    "config_path = 'tutorial2_config_prior.yaml'\n",
    "opt=init_cfg(config_path)\n",
    "model_name_path='Infer_'+opt.model_name + opt.name_prefix\n",
    "print(model_name_path)\n",
    "dataset_name = 'multimodal_prior_csv'\n",
    "loader, opt, my_paths = init_dataset(opt, model_name_path, dataset_name)\n",
    "\n",
    "train_ds = loader.train_ds\n",
    "val_ds  = loader.val_ds\n",
    "print(len(train_ds))\n",
    "print(len(val_ds))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Patient: 1PA004 | Modality: 0\n",
      "Target image - min: -1024.0 max: 1458.0\n",
      "Prior image  - min: -1000.0 max: 700.0\n",
      "Target intensity 10%: 22.00, 90%: 216.00\n",
      "Target intensity 5%: 12.00, 95%: 346.00 \n",
      "\n",
      "===> Patient: 1PA147 | Modality: 1\n",
      "Target image - min: 0.0 max: 545.3027954101562\n",
      "Prior image  - min: 0.0 max: 9.0\n",
      "Target intensity 10%: 0.77, 90%: 273.68\n",
      "Target intensity 5%: 0.28, 95%: 287.75 \n",
      "\n",
      "===> Patient: 1PA113 | Modality: 1\n",
      "Target image - min: 0.0 max: 629.5413208007812\n",
      "Prior image  - min: 0.0 max: 9.0\n",
      "Target intensity 10%: 0.67, 90%: 319.08\n",
      "Target intensity 5%: 0.24, 95%: 338.75 \n",
      "\n",
      "===> Patient: 1PA094 | Modality: 1\n",
      "Target image - min: 0.0 max: 2637.25537109375\n",
      "Prior image  - min: 0.0 max: 9.0\n",
      "Target intensity 10%: 18.24, 90%: 1206.17\n",
      "Target intensity 5%: 6.43, 95%: 1400.43 \n",
      "\n",
      "===> Patient: 1PA022 | Modality: 1\n",
      "Target image - min: 0.0 max: 668.1495361328125\n",
      "Prior image  - min: 0.0 max: 9.0\n",
      "Target intensity 10%: 0.62, 90%: 373.21\n",
      "Target intensity 5%: 0.25, 95%: 394.19 \n",
      "\n",
      "===> Patient: 1PC063 | Modality: 2\n",
      "Target image - min: 0.0 max: 361.0\n",
      "Prior image  - min: 0.0 max: 28.0\n",
      "Target intensity 10%: 1.00, 90%: 122.00\n",
      "Target intensity 5%: 1.00, 95%: 147.00 \n",
      "\n",
      "===> Patient: 1PC080 | Modality: 2\n",
      "Target image - min: 0.0 max: 272.0\n",
      "Prior image  - min: 0.0 max: 28.0\n",
      "Target intensity 10%: 1.00, 90%: 65.00\n",
      "Target intensity 5%: 1.00, 95%: 77.00 \n",
      "\n",
      "===> Patient: 1PC085 | Modality: 2\n",
      "Target image - min: 0.0 max: 398.0\n",
      "Prior image  - min: 0.0 max: 28.0\n",
      "Target intensity 10%: 2.00, 90%: 105.00\n",
      "Target intensity 5%: 1.00, 95%: 121.00 \n",
      "\n",
      "===> Patient: 1PC097 | Modality: 2\n",
      "Target image - min: 0.0 max: 254.0\n",
      "Prior image  - min: 0.0 max: 28.0\n",
      "Target intensity 10%: 1.00, 90%: 97.00\n",
      "Target intensity 5%: 1.00, 95%: 112.00 \n",
      "\n",
      "===> Patient: 1PC004 | Modality: 2\n",
      "Target image - min: 0.0 max: 335.0\n",
      "Prior image  - min: 0.0 max: 28.0\n",
      "Target intensity 10%: 1.00, 90%: 87.00\n",
      "Target intensity 5%: 1.00, 95%: 102.00 \n",
      "\n",
      "===> Patient: 1PC017 | Modality: 2\n",
      "Target image - min: 0.0 max: 203.0\n",
      "Prior image  - min: 0.0 max: 28.0\n",
      "Target intensity 10%: 1.00, 90%: 62.00\n",
      "Target intensity 5%: 1.00, 95%: 74.00 \n",
      "\n",
      "===> Patient: 42274973_4 | Modality: 3\n",
      "Target image - min: 0.0 max: 744.7654418945312\n",
      "Prior image  - min: 0.0 max: 9.0\n",
      "Target intensity 10%: 7.28, 90%: 347.17\n",
      "Target intensity 5%: 2.11, 95%: 436.00 \n",
      "\n",
      "===> Patient: 41235903_5 | Modality: 3\n",
      "Target image - min: 0.0 max: 601.2132568359375\n",
      "Prior image  - min: 0.0 max: 9.0\n",
      "Target intensity 10%: 2.19, 90%: 187.46\n",
      "Target intensity 5%: 1.00, 95%: 283.21 \n",
      "\n",
      "===> Patient: 41406161_3 | Modality: 3\n",
      "Target image - min: 0.0 max: 1429.0433349609375\n",
      "Prior image  - min: 0.0 max: 9.0\n",
      "Target intensity 10%: 3.00, 90%: 309.67\n",
      "Target intensity 5%: 1.79, 95%: 407.99 \n",
      "\n",
      "===> Patient: 42467291_3 | Modality: 3\n",
      "Target image - min: 0.0 max: 954.3236694335938\n",
      "Prior image  - min: 0.0 max: 9.0\n",
      "Target intensity 10%: 1.00, 90%: 279.67\n",
      "Target intensity 5%: 0.98, 95%: 372.92 \n",
      "\n",
      "===> Patient: 42509696_10 | Modality: 3\n",
      "Target image - min: 0.0 max: 950.7811279296875\n",
      "Prior image  - min: 0.0 max: 9.0\n",
      "Target intensity 10%: 1.67, 90%: 298.25\n",
      "Target intensity 5%: 0.95, 95%: 361.97 \n",
      "\n",
      "===> Patient: 42416600_3 | Modality: 4\n",
      "Target image - min: 0.0 max: 898.79150390625\n",
      "Prior image  - min: 0.0 max: 10.0\n",
      "Target intensity 10%: 2.00, 90%: 321.14\n",
      "Target intensity 5%: 2.00, 95%: 486.80 \n",
      "\n",
      "===> Patient: 42487603_3 | Modality: 4\n",
      "Target image - min: 0.0 max: 830.46728515625\n",
      "Prior image  - min: 0.0 max: 10.0\n",
      "Target intensity 10%: 1.00, 90%: 413.17\n",
      "Target intensity 5%: 0.78, 95%: 485.24 \n",
      "\n",
      "===> Patient: 35167831_5 | Modality: 4\n",
      "Target image - min: 0.0 max: 915.85693359375\n",
      "Prior image  - min: 0.0 max: 10.0\n",
      "Target intensity 10%: 1.00, 90%: 307.75\n",
      "Target intensity 5%: 1.00, 95%: 383.87 \n",
      "\n",
      "===> Patient: 42186167_3 | Modality: 4\n",
      "Target image - min: 0.0 max: 994.7259521484375\n",
      "Prior image  - min: 0.0 max: 10.0\n",
      "Target intensity 10%: 2.00, 90%: 387.63\n",
      "Target intensity 5%: 1.97, 95%: 474.84 \n",
      "\n",
      "===> Patient: 34438427_5 | Modality: 4\n",
      "Target image - min: 0.0 max: 1177.7640380859375\n",
      "Prior image  - min: 0.0 max: 10.0\n",
      "Target intensity 10%: 3.00, 90%: 373.89\n",
      "Target intensity 5%: 3.00, 95%: 523.81 \n",
      "\n",
      "===> Patient: 42274973_4 | Modality: 4\n",
      "Target image - min: 0.0 max: 872.1503295898438\n",
      "Prior image  - min: 0.0 max: 10.0\n",
      "Target intensity 10%: 6.00, 90%: 412.58\n",
      "Target intensity 5%: 2.39, 95%: 498.82 \n",
      "\n",
      "===> Patient: 41258188_8 | Modality: 5\n",
      "Target image - min: 0.0 max: 702.2493286132812\n",
      "Prior image  - min: 0.0 max: 6.0\n",
      "Target intensity 10%: 2.07, 90%: 195.80\n",
      "Target intensity 5%: 1.03, 95%: 306.18 \n",
      "\n",
      "===> Patient: 41045510_3 | Modality: 5\n",
      "Target image - min: 0.0 max: 797.7947387695312\n",
      "Prior image  - min: 0.0 max: 6.0\n",
      "Target intensity 10%: 1.00, 90%: 178.02\n",
      "Target intensity 5%: 1.00, 95%: 297.77 \n",
      "\n",
      "===> Patient: 42115971_5 | Modality: 5\n",
      "Target image - min: 0.0 max: 1135.43896484375\n",
      "Prior image  - min: 0.0 max: 6.0\n",
      "Target intensity 10%: 3.00, 90%: 437.26\n",
      "Target intensity 5%: 3.00, 95%: 538.07 \n",
      "\n",
      "===> Patient: 41045510_4 | Modality: 5\n",
      "Target image - min: 0.0 max: 857.6268920898438\n",
      "Prior image  - min: 0.0 max: 6.0\n",
      "Target intensity 10%: 1.92, 90%: 388.54\n",
      "Target intensity 5%: 0.89, 95%: 456.76 \n",
      "\n",
      "===> Patient: 42115971_4 | Modality: 5\n",
      "Target image - min: 0.0 max: 1094.708984375\n",
      "Prior image  - min: 0.0 max: 6.0\n",
      "Target intensity 10%: 6.00, 90%: 361.06\n",
      "Target intensity 5%: 6.00, 95%: 470.54 \n",
      "\n",
      "===> Patient: 338 | Modality: 0\n",
      "Target image - min: -1024.0 max: 3071.0\n",
      "Prior image  - min: -1000.0 max: 700.0\n",
      "Target intensity 10%: 23.24, 90%: 314.80\n",
      "Target intensity 5%: 13.73, 95%: 505.89 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "import napari\n",
    "import numpy as np\n",
    "import nibabel as nib\n",
    "import matplotlib.pyplot as plt\n",
    "def data_distribution(item, do_boxplot=False, hist_bins=200):\n",
    "    source = item['source']\n",
    "    target = item['target']\n",
    "    modality = item['modality']\n",
    "    patient_ID = item['patient_ID']\n",
    "\n",
    "\n",
    "    target_data_df = nib.load(target)\n",
    "    prior_data_df = nib.load(source)\n",
    "\n",
    "    target_data = target_data_df.get_fdata()\n",
    "    target_affine = target_data_df.affine\n",
    "    prior_data = prior_data_df.get_fdata()\n",
    "\n",
    "    print(\"===> Patient:\", patient_ID, \"| Modality:\", modality)\n",
    "    print(\"Target image - min:\", np.min(target_data), \"max:\", np.max(target_data))\n",
    "    print(\"Prior image  - min:\", np.min(prior_data), \"max:\", np.max(prior_data))\n",
    "\n",
    "    # 去掉无效区域（如为 0 或负值的区域）\n",
    "    target_valid = target_data[target_data > 0]\n",
    "    prior_valid = prior_data[prior_data > 0]\n",
    "\n",
    "    # 分位点\n",
    "    t10, t90 = np.percentile(target_valid, [10, 90])\n",
    "    p10, p90 = np.percentile(prior_valid, [10, 90])\n",
    "\n",
    "    t5, t95 = np.percentile(target_valid, [5, 95])\n",
    "    print(f\"Target intensity 10%: {t10:.2f}, 90%: {t90:.2f}\")\n",
    "    print(f\"Target intensity 5%: {t5:.2f}, 95%: {t95:.2f} \\n\")\n",
    "\n",
    "    if do_boxplot:\n",
    "        plt.figure(figsize=(15, 5))\n",
    "\n",
    "        plt.subplot(1, 2, 1)\n",
    "        #plt.hist(target_data.flatten(), bins=hist_bins, color='steelblue', alpha=0.8)\n",
    "        plt.boxplot(target_data.flatten())\n",
    "        plt.title(\"Image Pixel Value Distribution\")\n",
    "        plt.subplot(1, 2, 2)\n",
    "        #plt.hist(prior_data.flatten(), bins=hist_bins, color='steelblue', alpha=0.8) \n",
    "        plt.boxplot(prior_data.flatten()) \n",
    "        plt.title(\"Prior Pixel Value Distribution\")\n",
    "\n",
    "        plt.tight_layout()\n",
    "        plt.show()\n",
    "\n",
    "    '''viewer = napari.Viewer()\n",
    "    viewer.add_image(target_data, name='Target', colormap='gray')\n",
    "    viewer.add_image(prior_data, name='Prior', colormap='magma', blending='additive')\n",
    "    napari.run()'''\n",
    "\n",
    "\n",
    "# 收集所有 item\n",
    "items_to_check = [\n",
    "    train_ds[0],    # synthrad CT\n",
    "    train_ds[150],  # synthrad MR T1 GRE\n",
    "    train_ds[155],\n",
    "    train_ds[160],\n",
    "    train_ds[165],\n",
    "    train_ds[240],  # MR T2 SPACE\n",
    "    train_ds[242],\n",
    "    train_ds[245],\n",
    "    train_ds[247],\n",
    "    train_ds[255],\n",
    "    train_ds[257],\n",
    "    train_ds[340],  # vibe_in\n",
    "    train_ds[342],\n",
    "    train_ds[345],\n",
    "    train_ds[347],\n",
    "    train_ds[350],\n",
    "    train_ds[360],  # vibe_opp\n",
    "    train_ds[362],\n",
    "    train_ds[365],\n",
    "    train_ds[367],\n",
    "    train_ds[370],\n",
    "    train_ds[372],\n",
    "    train_ds[392],  # vibe_dixon\n",
    "    train_ds[393],\n",
    "    train_ds[394],\n",
    "    train_ds[395],\n",
    "    train_ds[396],\n",
    "    train_ds[397],\n",
    "]\n",
    "\n",
    "# 依次输出每个 item 的直方图及分位点\n",
    "for item in items_to_check:\n",
    "    data_distribution(item, hist_bins=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# visualize a slice:\n",
    "import matplotlib.pyplot as plt\n",
    "def plottorchdata(data, i, slice_id):\n",
    "    data = data.cpu().numpy().squeeze().squeeze()\n",
    "    dataimg = f'tutorial_{i}.png'\n",
    "    plt.figure(i)\n",
    "    plt.imshow(data[..., slice_id], cmap='gray')\n",
    "    plt.savefig(dataimg)\n",
    "slice_id = 50\n",
    "plottorchdata(first_input, 0, slice_id)\n",
    "plottorchdata(first_target, 1, slice_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\zy7\\.conda\\envs\\torch\\lib\\site-packages\\numpy\\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:\n",
      "c:\\Users\\zy7\\.conda\\envs\\torch\\lib\\site-packages\\numpy\\.libs\\libopenblas.GK7GX5KEQ4F6UYO3P26ULGBQYHGQO7J4.gfortran-win_amd64.dll\n",
      "c:\\Users\\zy7\\.conda\\envs\\torch\\lib\\site-packages\\numpy\\.libs\\libopenblas64__v0.3.21-gcc_10_3_0.dll\n",
      "  warnings.warn(\"loaded more than 1 DLL from .libs:\"\n",
      "C:\\Users\\zy7\\AppData\\Roaming\\Python\\Python38\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: wandb package cannot be found. The option \"--use_wandb\" will result in error.\n",
      "Warning: wandb package cannot be found. The option \"--use_wandb\" will result in error.\n",
      "ddpm2d_seg2med\n",
      "spade_ddpm2d_seg2med\n",
      "pix2pix\n",
      "cycle_gan\n",
      "AttentionUnet\n",
      "resUnet\n"
     ]
    }
   ],
   "source": [
    "import synthrad_conversion.networks as networks\n",
    "from synthrad_conversion.networks.model_registry import MODEL_REGISTRY\n",
    "for model in MODEL_REGISTRY:\n",
    "    print(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}