data_preparation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using device:  mps\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import urllib.request\n",
    "import tarfile\n",
    "import json, os\n",
    "import shutil\n",
    "\n",
    "import numpy as np\n",
    "import torch.nn.functional as F\n",
    "import torch\n",
    "import torchvision.models as models\n",
    "import cv_exp\n",
    "import matplotlib.pyplot as plt\n",
    "from zipfile import ZipFile\n",
    "from cv_exp import pipe\n",
    "\n",
    "pipe = pipe.Pipe()\n",
    "device = pipe.device\n",
    "\n",
    "from tqdm import tqdm\n",
    "class DownloadProgressBar(tqdm):\n",
    "    def update_to(self, b=1, bsize=1, tsize=None):\n",
    "        if tsize is not None:\n",
    "            self.total = tsize\n",
    "        self.update(b * bsize - self.n)\n",
    "\n",
    "\n",
    "def download_url(url, output_path):\n",
    "    print('Downloading from: ', url)\n",
    "    print('If you think the download speed is too slow, please use other tools to download it, ')\n",
    "    print('and place the file in: ', output_path)\n",
    "    print('then you can run the following cells.')\n",
    "    print()\n",
    "    with DownloadProgressBar(unit='B', unit_scale=True,\n",
    "                             miniters=1, desc=url.split('/')[-1]) as t:\n",
    "        urllib.request.urlretrieve(url, filename=output_path, reporthook=t.update_to)\n",
    "        \n",
    "def remove(path):\n",
    "    try:\n",
    "        os.remove(path)\n",
    "    except Exception as e:\n",
    "        print(f\"Fire: {path} might be removed already\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. ImageNet Case\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.1 Download ImageNet Validation Dataset\n",
    "\n",
    "Register on [https://image-net.org/challenges/LSVRC/2012/2012-downloads.php#images](https://image-net.org/challenges/LSVRC/2012/2012-downloads.php#images) and get the dataset.\n",
    "\n",
    "or\n",
    "\n",
    "Directly from: [https://image-net.org/data/ILSVRC/2012/ILSVRC2012_img_val.tar](https://image-net.org/data/ILSVRC/2012/ILSVRC2012_img_val.tar) (6.74 GB) by the following code.\n",
    "\n",
    "If the code download is too slow, you can download with this link manaully and put the tar file to the `./data/`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./data/ILSVRC2012_img_val.tar is not exist, start to download the file\n",
      "Downloading from:  https://image-net.org/data/ILSVRC/2012/ILSVRC2012_img_val.tar\n",
      "If you think the download speed is too slow, please use other tools to download it, \n",
      "and place the file in:  data/ILSVRC2012_img_val.tar\n",
      "then you can run the following cells.\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ILSVRC2012_img_val.tar: 100%|██████████| 6.74G/6.74G [03:58<00:00, 28.3MB/s]    \n"
     ]
    }
   ],
   "source": [
    "# download dataset if not exist\n",
    "os.makedirs(os.path.join(\"data\"), exist_ok=True)\n",
    "imagenet_tar_path = os.path.join(\"data\", \"ILSVRC2012_img_val.tar\")\n",
    "imagenet_dataset_path = os.path.join(\"data\", \"imagenet_val\")\n",
    "if not os.path.exists(imagenet_tar_path):\n",
    "    print(\"./data/ILSVRC2012_img_val.tar is not exist, start to download the file\")\n",
    "    download_url(\n",
    "        \"https://image-net.org/data/ILSVRC/2012/ILSVRC2012_img_val.tar\",\n",
    "        imagenet_tar_path,\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract data from the tar\n",
    "my_tar = tarfile.open(imagenet_tar_path)\n",
    "my_tar.extractall(imagenet_dataset_path)  # specify which folder to extract to\n",
    "my_tar.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.2 Download ImageNet-S Dataset\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cases.imagenet_exp.datapreparation_val as datapreparation\n",
    "\n",
    "# reorganize the imagenet data for imagenet-s processing\n",
    "with open(\"sample_class_folder_map.json\", \"r\") as openfile:\n",
    "    # Reading from json file\n",
    "    sample_class_folder_map = json.load(openfile)\n",
    "\n",
    "for image_name, class_keycode in sample_class_folder_map.items():\n",
    "    if os.path.exists(os.path.join(\"data\", \"imagenet_val\", image_name)):\n",
    "        dest_path = os.path.join(\n",
    "            \"data\", \"imagenet_val_processed\", class_keycode, image_name\n",
    "        )\n",
    "        os.makedirs(os.path.dirname(dest_path), exist_ok=True)\n",
    "        os.rename(os.path.join(\"data\", \"imagenet_val\", image_name), dest_path)\n",
    "\n",
    "shutil.rmtree(os.path.join(\"data\", \"imagenet_val\"), ignore_errors=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "datapreparation.make(\n",
    "    \"919\",\n",
    "    os.path.join(\"data\", \"imagenet_val_processed\"),\n",
    "    os.path.join(\"data\", \"imagenet-s\"),\n",
    ")\n",
    "shutil.rmtree(os.path.join(\"data\", \"imagenet_val_processed\"), ignore_errors=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading from:  https://github.com/LUSSeg/ImageNet-S/releases/download/ImageNet-S/ImageNetS919-5f7f58ae1003d21da9409a8576bf7680.zip\n",
      "If you think the download speed is too slow, please use other tools to download it, \n",
      "and place the file in:  data/ImageNetS919-5f7f58ae1003d21da9409a8576bf7680.zip\n",
      "then you can run the following cells.\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ImageNetS919-5f7f58ae1003d21da9409a8576bf7680.zip: 61.3MB [00:02, 22.6MB/s]                              \n"
     ]
    }
   ],
   "source": [
    "# download the segmantation (61.3MB)\n",
    "ImageNetS919_seg_url = \"https://github.com/LUSSeg/ImageNet-S/releases/download/ImageNet-S/ImageNetS919-5f7f58ae1003d21da9409a8576bf7680.zip\"\n",
    "download_url(\n",
    "    ImageNetS919_seg_url,\n",
    "    os.path.join(\"data\", \"ImageNetS919-5f7f58ae1003d21da9409a8576bf7680.zip\"),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from zipfile import ZipFile\n",
    "\n",
    "# extract segmantation and put it beside the original imagenet data\n",
    "with ZipFile(\n",
    "    os.path.join(\"data\", \"ImageNetS919-5f7f58ae1003d21da9409a8576bf7680.zip\"), \"r\"\n",
    ") as zObject:\n",
    "    zObject.extractall(path=os.path.join(\"data\", \"imagenet-s\"))\n",
    "    os.rename(\n",
    "        os.path.join(\"data\", \"imagenet-s\", \"ImageNetS919\", \"validation-segmentation\"),\n",
    "        os.path.join(\"data\", \"imagenet-s\", \"validation-segmentation\"),\n",
    "    )\n",
    "\n",
    "shutil.rmtree(os.path.join(\"data\", \"imagenet-s\", \"ImageNetS919\"), ignore_errors=True)\n",
    "remove(os.path.join(\"data\", \"ImageNetS919-5f7f58ae1003d21da9409a8576bf7680.zip\"))\n",
    "remove(imagenet_tar_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.3 Data Sampling Validation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seg sal not exist\n",
      "Sample number: 3976\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 994/994 [01:02<00:00, 16.03it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9388510142143823\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from cases.imagenet_exp.imagenet_seg import ImageNetSeg\n",
    "\n",
    "imagenet_seg = ImageNetSeg()\n",
    "val_dataset = imagenet_seg.val_dataset\n",
    "val_seg_dataset = imagenet_seg.val_seg_dataset\n",
    "classes_map = imagenet_seg.classes_map\n",
    "class_label = imagenet_seg.class_label\n",
    "\n",
    "resnet = models.resnet50(weights=models.ResNet50_Weights.IMAGENET1K_V1).to(device)\n",
    "resnet.eval()\n",
    "# data number before preprocessing should be 12419.\n",
    "# if it has beed processed, then it should be 3976\n",
    "print(f\"Sample number: {len(val_dataset)}\")\n",
    "\n",
    "val_data_loader = torch.utils.data.DataLoader(\n",
    "    val_dataset, batch_size=4, shuffle=False, num_workers=0\n",
    ")\n",
    "rs = []\n",
    "# predict on the sampled data, collect the confidence score\n",
    "for x, y in tqdm(val_data_loader):\n",
    "    o = resnet(x.to(device))\n",
    "    o = F.softmax(o, dim=1)\n",
    "    rs.extend([o[i][y[i]].item() for i in range(y.shape[0])])\n",
    "\n",
    "# the average score should be over 90%.\n",
    "print(np.array(rs).mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. ISIC Case\n",
    "\n",
    "Please make sure https://github.com/Kaggle/kaggle-api is installed and config you kaggle API key.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.1 Download Datasets\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
      "Collecting kaggle\n",
      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/60/d4/e4fd20f47e56adb9b8a242e8fa1605bf110513d6f95dccd530bdcb5f2e2a/kaggle-1.6.6.tar.gz (84 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m84.6/84.6 kB\u001b[0m \u001b[31m2.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hRequirement already satisfied: six>=1.10 in /root/miniconda3/envs/cv_xai/lib/python3.11/site-packages (from kaggle) (1.16.0)\n",
      "Requirement already satisfied: certifi in /root/miniconda3/envs/cv_xai/lib/python3.11/site-packages (from kaggle) (2024.2.2)\n",
      "Requirement already satisfied: python-dateutil in /root/miniconda3/envs/cv_xai/lib/python3.11/site-packages (from kaggle) (2.8.2)\n",
      "Requirement already satisfied: requests in /root/miniconda3/envs/cv_xai/lib/python3.11/site-packages (from kaggle) (2.31.0)\n",
      "Requirement already satisfied: tqdm in /root/miniconda3/envs/cv_xai/lib/python3.11/site-packages (from kaggle) (4.65.0)\n",
      "Collecting python-slugify (from kaggle)\n",
      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/a4/62/02da182e544a51a5c3ccf4b03ab79df279f9c60c5e82d5e8bec7ca26ac11/python_slugify-8.0.4-py2.py3-none-any.whl (10 kB)\n",
      "Requirement already satisfied: urllib3 in /root/miniconda3/envs/cv_xai/lib/python3.11/site-packages (from kaggle) (2.2.0)\n",
      "Requirement already satisfied: bleach in /root/miniconda3/envs/cv_xai/lib/python3.11/site-packages (from kaggle) (6.1.0)\n",
      "Requirement already satisfied: webencodings in /root/miniconda3/envs/cv_xai/lib/python3.11/site-packages (from bleach->kaggle) (0.5.1)\n",
      "Collecting text-unidecode>=1.3 (from python-slugify->kaggle)\n",
      "  Using cached https://pypi.tuna.tsinghua.edu.cn/packages/a6/a5/c0b6468d3824fe3fde30dbb5e1f687b291608f9473681bbf7dabbf5a87d7/text_unidecode-1.3-py2.py3-none-any.whl (78 kB)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /root/miniconda3/envs/cv_xai/lib/python3.11/site-packages (from requests->kaggle) (3.3.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /root/miniconda3/envs/cv_xai/lib/python3.11/site-packages (from requests->kaggle) (3.6)\n",
      "Building wheels for collected packages: kaggle\n",
      "  Building wheel for kaggle (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for kaggle: filename=kaggle-1.6.6-py3-none-any.whl size=111943 sha256=3fbac93fa272117079dc357f1278504230da58da3270109d56fa44277258c0cd\n",
      "  Stored in directory: /root/.cache/pip/wheels/3e/9a/77/77a582d358cba5b3c2e27c0525a0c77d4fbab623f281dbc4d6\n",
      "Successfully built kaggle\n",
      "Installing collected packages: text-unidecode, python-slugify, kaggle\n",
      "Successfully installed kaggle-1.6.6 python-slugify-8.0.4 text-unidecode-1.3\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "# kaggle is required, and config API credentials\n",
    "%pip install kaggle --upgrade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading jpeg-isic2019-512x512.zip to /Users/yinnnyou/workspace/Guided-AbsoluteGrad\n",
      "100%|█████████████████████████████████████▉| 1.37G/1.38G [00:39<00:00, 51.8MB/s]\n",
      "100%|██████████████████████████████████████| 1.38G/1.38G [00:40<00:00, 36.9MB/s]\n",
      "Downloading jpeg-melanoma-512x512.zip to /Users/yinnnyou/workspace/Guided-AbsoluteGrad\n",
      "100%|█████████████████████████████████████▉| 2.63G/2.63G [01:08<00:00, 45.5MB/s]\n",
      "100%|██████████████████████████████████████| 2.63G/2.63G [01:08<00:00, 41.1MB/s]\n"
     ]
    }
   ],
   "source": [
    "# 1.38 GB\n",
    "!kaggle datasets download -d cdeotte/jpeg-isic2019-512x512\n",
    "# 2.63 GB\n",
    "!kaggle datasets download -d cdeotte/jpeg-melanoma-512x512"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "with ZipFile(os.path.join(\"jpeg-isic2019-512x512.zip\"), \"r\") as zObject:\n",
    "    zObject.extractall(path=os.path.join(\"data\", \"jpeg-isic2019-512x512\"))\n",
    "    remove(os.path.join(\"jpeg-isic2019-512x512.zip\"))\n",
    "\n",
    "with ZipFile(os.path.join(\"jpeg-melanoma-512x512.zip\"), \"r\") as zObject:\n",
    "    zObject.extractall(path=os.path.join(\"data\", \"jpeg-melanoma-512x512\"))\n",
    "    remove(os.path.join(\"jpeg-melanoma-512x512.zip\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2 Download Trained Weights\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Source: https://www.kaggle.com/datasets/boliu0/melanoma-winning-models\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading 9c_b4ns_448_ext_15ep-newfold_best_fold0.pth.zip to ./cases/isic_exp/weights\n",
      " 97%|████████████████████████████████████▉ | 61.0M/62.7M [00:01<00:00, 42.5MB/s]\n",
      "100%|██████████████████████████████████████| 62.7M/62.7M [00:01<00:00, 39.9MB/s]\n",
      "Downloading 9c_b4ns_448_ext_15ep-newfold_best_fold1.pth.zip to ./cases/isic_exp/weights\n",
      " 99%|█████████████████████████████████████▌| 62.0M/62.7M [00:01<00:00, 49.0MB/s]\n",
      "100%|██████████████████████████████████████| 62.7M/62.7M [00:01<00:00, 43.2MB/s]\n",
      "Downloading 9c_b4ns_448_ext_15ep-newfold_best_fold2.pth.zip to ./cases/isic_exp/weights\n",
      " 93%|███████████████████████████████████▏  | 58.0M/62.7M [00:01<00:00, 55.1MB/s]\n",
      "100%|██████████████████████████████████████| 62.7M/62.7M [00:01<00:00, 49.8MB/s]\n",
      "Downloading 9c_b4ns_448_ext_15ep-newfold_best_fold3.pth.zip to ./cases/isic_exp/weights\n",
      " 99%|█████████████████████████████████████▌| 62.0M/62.7M [00:01<00:00, 42.9MB/s]\n",
      "100%|██████████████████████████████████████| 62.7M/62.7M [00:01<00:00, 38.0MB/s]\n",
      "Downloading 9c_b4ns_448_ext_15ep-newfold_best_fold4.pth.zip to ./cases/isic_exp/weights\n",
      " 97%|████████████████████████████████████▉ | 61.0M/62.7M [00:01<00:00, 46.9MB/s]\n",
      "100%|██████████████████████████████████████| 62.7M/62.7M [00:01<00:00, 40.3MB/s]\n"
     ]
    }
   ],
   "source": [
    "# 62.7 MB for each\n",
    "!kaggle datasets download -d boliu0/melanoma-winning-models -f 9c_b4ns_448_ext_15ep-newfold_best_fold0.pth -p ./cases/isic_exp/weights\n",
    "!kaggle datasets download -d boliu0/melanoma-winning-models -f 9c_b4ns_448_ext_15ep-newfold_best_fold1.pth -p ./cases/isic_exp/weights\n",
    "!kaggle datasets download -d boliu0/melanoma-winning-models -f 9c_b4ns_448_ext_15ep-newfold_best_fold2.pth -p ./cases/isic_exp/weights\n",
    "!kaggle datasets download -d boliu0/melanoma-winning-models -f 9c_b4ns_448_ext_15ep-newfold_best_fold3.pth -p ./cases/isic_exp/weights\n",
    "!kaggle datasets download -d boliu0/melanoma-winning-models -f 9c_b4ns_448_ext_15ep-newfold_best_fold4.pth -p ./cases/isic_exp/weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract the model\n",
    "for i in range(5):\n",
    "    zip_path = os.path.join(\n",
    "        \"cases\",\n",
    "        \"isic_exp\",\n",
    "        \"weights\",\n",
    "        f\"9c_b4ns_448_ext_15ep-newfold_best_fold{i}.pth.zip\",\n",
    "    )\n",
    "    with ZipFile(zip_path, \"r\") as zObject:\n",
    "        zObject.extractall(path=os.path.join(\"cases\", \"isic_exp\", \"weights\"))\n",
    "        remove(zip_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.3 Data Sampling Validation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yinnnyou/anaconda3/envs/cv_xai/lib/python3.11/site-packages/albumentations/augmentations/transforms.py:1258: FutureWarning: This class has been deprecated. Please use RandomBrightnessContrast\n",
      "  warnings.warn(\n",
      "/Users/yinnnyou/anaconda3/envs/cv_xai/lib/python3.11/site-packages/albumentations/augmentations/transforms.py:1284: FutureWarning: RandomContrast has been deprecated. Please use RandomBrightnessContrast\n",
      "  warnings.warn(\n",
      "/Users/yinnnyou/anaconda3/envs/cv_xai/lib/python3.11/site-packages/albumentations/augmentations/blur/transforms.py:184: UserWarning: blur_limit and sigma_limit minimum value can not be both equal to 0. blur_limit minimum value changed to 3.\n",
      "  warnings.warn(\n",
      "/Users/yinnnyou/anaconda3/envs/cv_xai/lib/python3.11/site-packages/albumentations/augmentations/dropout/cutout.py:49: FutureWarning: Cutout has been deprecated. Please use CoarseDropout\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample number: 3000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 47/47 [00:55<00:00,  1.18s/it]\n"
     ]
    }
   ],
   "source": [
    "from cases.isic_exp.dataset import MelanomaDatasetFx\n",
    "from cases.isic_exp.models import ModelFx\n",
    "\n",
    "\n",
    "df_valids = []\n",
    "isic_val_datasets = []\n",
    "isic_val_dataloaders = []\n",
    "for fold in range(1):\n",
    "    val_dataset_fx = MelanomaDatasetFx(fold=fold)\n",
    "    val_dataset = val_dataset_fx.val_dataset\n",
    "    args = val_dataset_fx.args\n",
    "    isic_val_datasets.append(val_dataset)\n",
    "    isic_val_dataloaders.append(\n",
    "        torch.utils.data.DataLoader(\n",
    "            val_dataset, batch_size=args.batch_size, num_workers=args.num_workers\n",
    "        )\n",
    "    )\n",
    "\n",
    "isic_models = []\n",
    "for fold in range(1):\n",
    "    model = ModelFx(fold=fold)\n",
    "    isic_models.append(model.model.to(device))\n",
    "\n",
    "print(f\"Sample number: {len(isic_val_datasets[0])}\")\n",
    "\n",
    "rs = []\n",
    "# predict on the sampled data, collect the confidence score\n",
    "with torch.no_grad():\n",
    "    for x, y in tqdm(isic_val_dataloaders[0]):\n",
    "        o = isic_models[0](x.to(device))\n",
    "        o = F.softmax(o, dim=1)\n",
    "        rs.extend([o[i][y[i]].item() for i in range(y.shape[0])])\n",
    "        torch.cuda.empty_cache()\n",
    "# # the average score of all samples should be over 90%.\n",
    "# print(np.array(rs).mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Places365 Case\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1 Dataset Download\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading from:  http://data.csail.mit.edu/places/places365/places365standard_easyformat.tar\n",
      "If you think the download speed is too slow, please use other tools to download it, \n",
      "and place the file in:  places365standard_easyformat.tar\n",
      "then you can run the following cells.\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "places365standard_easyformat.tar: 26.7GB [10:09, 43.8MB/s]                                \n"
     ]
    }
   ],
   "source": [
    "# 26 GB\n",
    "if not os.path.exists(\"places365standard_easyformat.tar\"):\n",
    "    download_url(\n",
    "        \"http://data.csail.mit.edu/places/places365/places365standard_easyformat.tar\",\n",
    "        \"places365standard_easyformat.tar\",\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract data\n",
    "my_tar = tarfile.open(\"places365standard_easyformat.tar\")\n",
    "my_tar.extractall(\".\")\n",
    "my_tar.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists(os.path.join(\"data\", \"places365\")):\n",
    "    os.makedirs(os.path.join(\"data\", \"places365\"), exist_ok=True)\n",
    "if os.path.exists(os.path.join(\"places365_standard\", \"val\")):\n",
    "    os.rename(\n",
    "        os.path.join(\"places365_standard\", \"val\"),\n",
    "        os.path.join(\"data\", \"places365\", \"val\"),\n",
    "    )\n",
    "if os.path.exists(os.path.join(\"places365_standard\", \"val.txt\")):\n",
    "    os.rename(\n",
    "        os.path.join(\"places365_standard\", \"val.txt\"),\n",
    "        os.path.join(\"data\", \"places365\", \"val.txt\"),\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove training set from disk\n",
    "shutil.rmtree(os.path.join(\"places365_standard\"), ignore_errors=True)\n",
    "remove(\"places365standard_easyformat.tar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.2 Data Sampling Validation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "--2024-08-18 00:58:51--  http://places2.csail.mit.edu/models_places365/densenet161_places365.pth.tar\n",
      "Resolving places2.csail.mit.edu (places2.csail.mit.edu)... 128.52.132.120\n",
      "Connecting to places2.csail.mit.edu (places2.csail.mit.edu)|128.52.132.120|:80... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 110119198 (105M) [application/x-tar]\n",
      "Saving to: ‘/Users/yinnnyou/workspace/Guided-AbsoluteGrad/cases/places365_exp/pretrained/densenet161_places365.pth.tar’\n",
      "\n",
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      "  8000K .......... .......... .......... .......... ..........  7%  483M 8s\n",
      "  8050K .......... .......... .......... .......... ..........  7%  503M 7s\n",
      "  8100K .......... .......... .......... .......... ..........  7%  555M 7s\n",
      "  8150K .......... .......... .......... .......... ..........  7%  146M 7s\n",
      "  8200K .......... .......... .......... .......... ..........  7%  493M 7s\n",
      "  8250K .......... .......... .......... .......... ..........  7%  574M 7s\n",
      "  8300K .......... .......... .......... .......... ..........  7%  531M 7s\n",
      "  8350K .......... .......... .......... .......... ..........  7%  588M 7s\n",
      "  8400K .......... .......... .......... .......... ..........  7%  514M 7s\n",
      "  8450K .......... .......... .......... .......... ..........  7%  474M 7s\n",
      "  8500K .......... .......... .......... .......... ..........  7%  588M 7s\n",
      "  8550K .......... .......... .......... .......... ..........  7%  618M 7s\n",
      "  8600K .......... .......... .......... .......... ..........  8%  561M 7s\n",
      "  8650K .......... .......... .......... .......... ..........  8%  509M 7s\n",
      "  8700K .......... .......... .......... .......... ..........  8%  549M 7s\n",
      "  8750K .......... .......... .......... .......... ..........  8%  669M 7s\n",
      "  8800K .......... .......... .......... .......... ..........  8%  397M 7s\n",
      "  8850K .......... .......... .......... .......... ..........  8%  549M 7s\n",
      "  8900K .......... .......... .......... .......... ..........  8%  595M 7s\n",
      "  8950K .......... .......... .......... .......... ..........  8%  588M 7s\n",
      "  9000K .......... .......... .......... .......... ..........  8%  514M 7s\n",
      "  9050K .......... .......... .......... .......... ..........  8%  610M 7s\n",
      "  9100K .......... .......... .......... .......... ..........  8%  610M 7s\n",
      "  9150K .......... .......... .......... .......... ..........  8%  618M 7s\n",
      "  9200K .......... .......... .......... .......... ..........  8%  525M 6s\n",
      "  9250K .......... .......... .......... .......... ..........  8%  561M 6s\n",
      "  9300K .......... .......... .......... .......... ..........  8%  603M 6s\n",
      "  9350K .......... .......... .......... .......... ..........  8%  610M 6s\n",
      "  9400K .......... .......... .......... .......... ..........  8%  531M 6s\n",
      "  9450K .......... .......... .......... .......... ..........  8%  588M 6s\n",
      "  9500K .......... .......... .......... .......... ..........  8%  525M 6s\n",
      "  9550K .......... .......... .......... .......... ..........  8%  610M 6s\n",
      "  9600K .......... .......... .......... .......... ..........  8%  549M 6s\n",
      "  9650K .......... .......... .......... .......... ..........  9%  595M 6s\n",
      "  9700K .......... .......... .......... .......... ..........  9%  618M 6s\n",
      "  9750K .......... .......... .......... .......... ..........  9%  436M 6s\n",
      "  9800K .......... .......... .......... .......... ..........  9%  448M 6s\n",
      "  9850K .......... .......... .......... .......... ..........  9%  642M 6s\n",
      "  9900K .......... .......... .......... .......... ..........  9%  555M 6s\n",
      "  9950K .......... .......... .......... .......... ..........  9%  610M 6s\n",
      " 10000K .......... .......... .......... .......... ..........  9% 14.3M 6s\n",
      " 10050K .......... .......... .......... .......... ..........  9%  127M 6s\n",
      " 10100K .......... .......... .......... .......... ..........  9% 28.0M 6s\n",
      " 10150K .......... .......... .......... .......... ..........  9% 12.5M 6s\n",
      " 10200K .......... .......... .......... .......... ..........  9%  688M 6s\n",
      " 10250K .......... .......... .......... .......... ..........  9%  561M 6s\n",
      " 10300K .......... .......... .......... .......... ..........  9%  618M 6s\n",
      " 10350K .......... .......... .......... .......... ..........  9% 69.7M 6s\n",
      " 10400K .......... .......... .......... .......... ..........  9% 75.8M 6s\n",
      " 10450K .......... .......... .......... .......... ..........  9% 65.5M 6s\n",
      " 10500K .......... .......... .......... .......... ..........  9% 39.6M 6s\n",
      " 10550K .......... .......... .......... .......... ..........  9% 67.5M 6s\n",
      " 10600K .......... .......... .......... .......... ..........  9% 44.5M 6s\n",
      " 10650K .......... .......... .......... .......... ..........  9% 89.8M 6s\n",
      " 10700K .......... .......... .......... .......... ..........  9% 80.7M 6s\n",
      " 10750K .......... .......... .......... .......... .......... 10% 58.6M 6s\n",
      " 10800K .......... .......... .......... .......... .......... 10% 91.3M 6s\n",
      " 10850K .......... .......... .......... .......... .......... 10% 54.2M 6s\n",
      " 10900K .......... .......... .......... .......... .......... 10% 89.9M 6s\n",
      " 10950K .......... .......... .......... .......... .......... 10% 59.3M 6s\n",
      " 11000K .......... .......... .......... .......... .......... 10% 89.4M 6s\n",
      " 11050K .......... .......... .......... .......... .......... 10% 24.2M 6s\n",
      " 11100K .......... .......... .......... .......... .......... 10% 36.2M 5s\n",
      " 11150K .......... .......... .......... .......... .......... 10%  461M 5s\n",
      " 11200K .......... .......... .......... .......... .......... 10%  112M 5s\n",
      " 11250K .......... .......... .......... .......... .......... 10% 19.8M 5s\n",
      " 11300K .......... .......... .......... .......... .......... 10% 60.7M 5s\n",
      " 11350K .......... .......... .......... .......... .......... 10% 58.4M 5s\n",
      " 11400K .......... .......... .......... .......... .......... 10% 77.5M 5s\n",
      " 11450K .......... .......... .......... .......... .......... 10%  131M 5s\n",
      " 11500K .......... .......... .......... .......... .......... 10% 60.1M 5s\n",
      " 11550K .......... .......... .......... .......... .......... 10% 30.8M 5s\n",
      " 11600K .......... .......... .......... .......... .......... 10%  277M 5s\n",
      " 11650K .......... .......... .......... .......... .......... 10% 20.7M 5s\n",
      " 11700K .......... .......... .......... .......... .......... 10% 10.3M 5s\n",
      " 11750K .......... .......... .......... .......... .......... 10%  525M 5s\n",
      " 11800K .......... .......... .......... .......... .......... 11%  688M 5s\n",
      " 11850K .......... .......... .......... .......... .......... 11% 19.2M 5s\n",
      " 11900K .......... .......... .......... .......... .......... 11% 93.2M 5s\n",
      " 11950K .......... .......... .......... .......... .......... 11%  373M 5s\n",
      " 12000K .......... .......... .......... .......... .......... 11% 14.9M 5s\n",
      " 12050K .......... .......... .......... .......... .......... 11%  122M 5s\n",
      " 12100K .......... .......... .......... .......... .......... 11%  555M 5s\n",
      " 12150K .......... .......... .......... .......... .......... 11%  555M 5s\n",
      " 12200K .......... .......... .......... .......... .......... 11%  660M 5s\n",
      " 12250K .......... .......... .......... .......... .......... 11% 62.1M 5s\n",
      " 12300K .......... .......... .......... .......... .......... 11% 77.1M 5s\n",
      " 12350K .......... .......... .......... .......... .......... 11% 13.8M 5s\n",
      " 12400K .......... .......... .......... .......... .......... 11% 26.8M 5s\n",
      " 12450K .......... .......... .......... .......... .......... 11%  189M 5s\n",
      " 12500K .......... .......... .......... .......... .......... 11% 9.02M 5s\n",
      " 12550K .......... .......... .......... .......... .......... 11% 27.8M 5s\n",
      " 12600K .......... .......... .......... .......... .......... 11%  176M 5s\n",
      " 12650K .......... .......... .......... .......... .......... 11% 31.7M 5s\n",
      " 12700K .......... .......... .......... .......... .......... 11% 41.0M 5s\n",
      " 12750K .......... .......... .......... .......... .......... 11% 4.84M 5s\n",
      " 12800K .......... .......... .......... .......... .......... 11% 3.68M 5s\n",
      " 12850K .......... .......... .......... .......... .......... 11% 37.7M 5s\n",
      " 12900K .......... .......... .......... .......... .......... 12%  432M 5s\n",
      " 12950K .......... .......... .......... .......... .......... 12% 18.1M 5s\n",
      " 13000K .......... .......... .......... .......... .......... 12%  381M 5s\n",
      " 13050K .......... .......... .......... .......... .......... 12% 87.7M 5s\n",
      " 13100K .......... .......... .......... .......... .......... 12% 47.7M 5s\n",
      " 13150K .......... .......... .......... .......... .......... 12% 40.8M 5s\n",
      " 13200K .......... .......... .......... .......... .......... 12% 48.1M 5s\n",
      " 13250K .......... .......... .......... .......... .......... 12% 28.8M 5s\n",
      " 13300K .......... .......... .......... .......... .......... 12%  243M 5s\n",
      " 13350K .......... .......... .......... .......... .......... 12% 60.0M 5s\n",
      " 13400K .......... .......... .......... .......... .......... 12% 85.7M 5s\n",
      " 13450K .......... .......... .......... .......... .......... 12% 16.0M 5s\n",
      " 13500K .......... .......... .......... .......... .......... 12%  328M 5s\n",
      " 13550K .......... .......... .......... .......... .......... 12%  317M 5s\n",
      " 13600K .......... .......... .......... .......... .......... 12%  222M 5s\n",
      " 13650K .......... .......... .......... .......... .......... 12% 32.3M 5s\n",
      " 13700K .......... .......... .......... .......... .......... 12% 31.0M 5s\n",
      " 13750K .......... .......... .......... .......... .......... 12% 13.6M 5s\n",
      " 13800K .......... .......... .......... .......... .......... 12%  189M 5s\n",
      " 13850K .......... .......... .......... .......... .......... 12%  104M 5s\n",
      " 13900K .......... .......... .......... .......... .......... 12% 55.5M 5s\n",
      " 13950K .......... .......... .......... .......... .......... 13%  114M 5s\n",
      " 14000K .......... .......... .......... .......... .......... 13% 12.5M 5s\n",
      " 14050K .......... .......... .......... .......... .......... 13%  119M 5s\n",
      " 14100K .......... .......... .......... .......... .......... 13% 36.0M 5s\n",
      " 14150K .......... .......... .......... .......... .......... 13% 38.8M 5s\n",
      " 14200K .......... .......... .......... .......... .......... 13% 67.3M 5s\n",
      " 14250K .......... .......... .......... .......... .......... 13% 16.5M 5s\n",
      " 14300K .......... .......... .......... .......... .......... 13% 65.4M 5s\n",
      " 14350K .......... .......... .......... .......... .......... 13% 44.6M 5s\n",
      " 14400K .......... .......... .......... .......... .......... 13% 40.5M 5s\n",
      " 14450K .......... .......... .......... .......... .......... 13% 59.0M 5s\n",
      " 14500K .......... .......... .......... .......... .......... 13% 43.6M 5s\n",
      " 14550K .......... .......... .......... .......... .......... 13% 57.5M 5s\n",
      " 14600K .......... .......... .......... .......... .......... 13% 93.9M 5s\n",
      " 14650K .......... .......... .......... .......... .......... 13% 51.1M 5s\n",
      " 14700K .......... .......... .......... .......... .......... 13% 94.1M 5s\n",
      " 14750K .......... .......... .......... .......... .......... 13% 65.7M 5s\n",
      " 14800K .......... .......... .......... .......... .......... 13% 65.8M 5s\n",
      " 14850K .......... .......... .......... .......... .......... 13% 67.0M 5s\n",
      " 14900K .......... .......... .......... .......... .......... 13%  105M 5s\n",
      " 14950K .......... .......... .......... .......... .......... 13% 51.6M 5s\n",
      " 15000K .......... .......... .......... .......... .......... 13% 98.0M 5s\n",
      " 15050K .......... .......... .......... .......... .......... 14% 50.9M 5s\n",
      " 15100K .......... .......... .......... .......... .......... 14% 61.5M 5s\n",
      " 15150K .......... .......... .......... .......... .......... 14% 71.1M 5s\n",
      " 15200K .......... .......... .......... .......... .......... 14% 66.9M 5s\n",
      " 15250K .......... .......... .......... .......... .......... 14% 81.5M 5s\n",
      " 15300K .......... .......... .......... .......... .......... 14% 62.8M 4s\n",
      " 15350K .......... .......... .......... .......... .......... 14% 97.7M 4s\n",
      " 15400K .......... .......... .......... .......... .......... 14% 53.8M 4s\n",
      " 15450K .......... .......... .......... .......... .......... 14%  120M 4s\n",
      " 15500K .......... .......... .......... .......... .......... 14% 38.9M 4s\n",
      " 15550K .......... .......... .......... .......... .......... 14% 83.6M 4s\n",
      " 15600K .......... .......... .......... .......... .......... 14% 44.0M 4s\n",
      " 15650K .......... .......... .......... .......... .......... 14%  144M 4s\n",
      " 15700K .......... .......... .......... .......... .......... 14% 66.2M 4s\n",
      " 15750K .......... .......... .......... .......... .......... 14% 51.6M 4s\n",
      " 15800K .......... .......... .......... .......... .......... 14%  100M 4s\n",
      " 15850K .......... .......... .......... .......... .......... 14% 80.6M 4s\n",
      " 15900K .......... .......... .......... .......... .......... 14% 16.9M 4s\n",
      " 15950K .......... .......... .......... .......... .......... 14% 3.34M 4s\n",
      " 16000K .......... .......... .......... .......... .......... 14% 81.9M 4s\n",
      " 16050K .......... .......... .......... .......... .......... 14% 2.25M 5s\n",
      " 16100K .......... .......... .......... .......... .......... 15% 86.7M 5s\n",
      " 16150K .......... .......... .......... .......... .......... 15% 5.94M 5s\n",
      " 16200K .......... .......... .......... .......... .......... 15%  112M 5s\n",
      " 16250K .......... .......... .......... .......... .......... 15% 24.5M 5s\n",
      " 16300K .......... .......... .......... .......... .......... 15% 3.34M 5s\n",
      " 16350K .......... .......... .......... .......... .......... 15% 21.6M 5s\n",
      " 16400K .......... .......... .......... .......... .......... 15% 22.5M 5s\n",
      " 16450K .......... .......... .......... .......... .......... 15% 19.1M 5s\n",
      " 16500K .......... .......... .......... .......... .......... 15% 61.4M 5s\n",
      " 16550K .......... .......... .......... .......... .......... 15% 77.3M 5s\n",
      " 16600K .......... .......... .......... .......... .......... 15% 58.8M 5s\n",
      " 16650K .......... .......... .......... .......... .......... 15% 51.3M 5s\n",
      " 16700K .......... .......... .......... .......... .......... 15% 23.2M 5s\n",
      " 16750K .......... .......... .......... .......... .......... 15% 65.6M 5s\n",
      " 16800K .......... .......... .......... .......... .......... 15% 76.9M 4s\n",
      " 16850K .......... .......... .......... .......... .......... 15% 76.4M 4s\n",
      " 16900K .......... .......... .......... .......... .......... 15% 71.1M 4s\n",
      " 16950K .......... .......... .......... .......... .......... 15%  142M 4s\n",
      " 17000K .......... .......... .......... .......... .......... 15% 47.7M 4s\n",
      " 17050K .......... .......... .......... .......... .......... 15%  106M 4s\n",
      " 17100K .......... .......... .......... .......... .......... 15% 7.57M 4s\n",
      " 17150K .......... .......... .......... .......... .......... 15% 56.9M 4s\n",
      " 17200K .......... .......... .......... .......... .......... 16%  102M 4s\n",
      " 17250K .......... .......... .......... .......... .......... 16% 61.3M 4s\n",
      " 17300K .......... .......... .......... .......... .......... 16% 79.4M 4s\n",
      " 17350K .......... .......... .......... .......... .......... 16% 95.7M 4s\n",
      " 17400K .......... .......... .......... .......... .......... 16% 62.1M 4s\n",
      " 17450K .......... .......... .......... .......... .......... 16% 70.5M 4s\n",
      " 17500K .......... .......... .......... .......... .......... 16% 35.5M 4s\n",
      " 17550K .......... .......... .......... .......... .......... 16% 70.5M 4s\n",
      " 17600K .......... .......... .......... .......... .......... 16% 79.3M 4s\n",
      " 17650K .......... .......... .......... .......... .......... 16% 76.1M 4s\n",
      " 17700K .......... .......... .......... .......... .......... 16% 69.6M 4s\n",
      " 17750K .......... .......... .......... .......... .......... 16% 63.7M 4s\n",
      " 17800K .......... .......... .......... .......... .......... 16%  117M 4s\n",
      " 17850K .......... .......... .......... .......... .......... 16% 29.0M 4s\n",
      " 17900K .......... .......... .......... .......... .......... 16% 63.8M 4s\n",
      " 17950K .......... .......... .......... .......... .......... 16% 61.2M 4s\n",
      " 18000K .......... .......... .......... .......... .......... 16%  107M 4s\n",
      " 18050K .......... .......... .......... .......... .......... 16% 54.2M 4s\n",
      " 18100K .......... .......... .......... .......... .......... 16% 66.5M 4s\n",
      " 18150K .......... .......... .......... .......... .......... 16%  207M 4s\n",
      " 18200K .......... .......... .......... .......... .......... 16% 54.9M 4s\n",
      " 18250K .......... .......... .......... .......... .......... 17% 10.8M 4s\n",
      " 18300K .......... .......... .......... .......... .......... 17% 44.0M 4s\n",
      " 18350K .......... .......... .......... .......... .......... 17% 10.5M 4s\n",
      " 18400K .......... .......... .......... .......... .......... 17% 93.2M 4s\n",
      " 18450K .......... .......... .......... .......... .......... 17% 25.7M 4s\n",
      " 18500K .......... .......... .......... .......... .......... 17% 51.6M 4s\n",
      " 18550K .......... .......... .......... .......... .......... 17%  186M 4s\n",
      " 18600K .......... .......... .......... .......... .......... 17% 58.7M 4s\n",
      " 18650K .......... .......... .......... .......... .......... 17% 33.2M 4s\n",
      " 18700K .......... .......... .......... .......... .......... 17% 4.62M 4s\n",
      " 18750K .......... .......... .......... .......... .......... 17% 3.65M 4s\n",
      " 18800K .......... .......... .......... .......... .......... 17% 57.2M 4s\n",
      " 18850K .......... .......... .......... .......... .......... 17% 15.1M 4s\n",
      " 18900K .......... .......... .......... .......... .......... 17% 85.5M 4s\n",
      " 18950K .......... .......... .......... .......... .......... 17% 64.4M 4s\n",
      " 19000K .......... .......... .......... .......... .......... 17% 63.5M 4s\n",
      " 19050K .......... .......... .......... .......... .......... 17%  132M 4s\n",
      " 19100K .......... .......... .......... .......... .......... 17% 31.2M 4s\n",
      " 19150K .......... .......... .......... .......... .......... 17% 60.1M 4s\n",
      " 19200K .......... .......... .......... .......... .......... 17% 80.7M 4s\n",
      " 19250K .......... .......... .......... .......... .......... 17% 70.6M 4s\n",
      " 19300K .......... .......... .......... .......... .......... 17% 53.3M 4s\n",
      " 19350K .......... .......... .......... .......... .......... 18% 98.8M 4s\n",
      " 19400K .......... .......... .......... .......... .......... 18% 60.4M 4s\n",
      " 19450K .......... .......... .......... .......... .......... 18%  116M 4s\n",
      " 19500K .......... .......... .......... .......... .......... 18% 15.8M 4s\n",
      " 19550K .......... .......... .......... .......... .......... 18% 68.1M 4s\n",
      " 19600K .......... .......... .......... .......... .......... 18% 73.3M 4s\n",
      " 19650K .......... .......... .......... .......... .......... 18% 62.4M 4s\n",
      " 19700K .......... .......... .......... .......... .......... 18% 75.6M 4s\n",
      " 19750K .......... .......... .......... .......... .......... 18%  107M 4s\n",
      " 19800K .......... .......... .......... .......... .......... 18% 46.0M 4s\n",
      " 19850K .......... .......... .......... .......... .......... 18% 24.2M 4s\n",
      " 19900K .......... .......... .......... .......... .......... 18%  169M 4s\n",
      " 19950K .......... .......... .......... .......... .......... 18% 62.5M 4s\n",
      " 20000K .......... .......... .......... .......... .......... 18% 66.9M 4s\n",
      " 20050K .......... .......... .......... .......... .......... 18% 78.8M 4s\n",
      " 20100K .......... .......... .......... .......... .......... 18% 62.5M 4s\n",
      " 20150K .......... .......... .......... .......... .......... 18% 57.8M 4s\n",
      " 20200K .......... .......... .......... .......... .......... 18% 35.6M 4s\n",
      " 20250K .......... .......... .......... .......... .......... 18% 69.6M 4s\n",
      " 20300K .......... .......... .......... .......... .......... 18% 84.5M 4s\n",
      " 20350K .......... .......... .......... .......... .......... 18% 78.9M 4s\n",
      " 20400K .......... .......... .......... .......... .......... 19% 49.5M 4s\n",
      " 20450K .......... .......... .......... .......... .......... 19%  151M 4s\n",
      " 20500K .......... .......... .......... .......... .......... 19% 65.1M 4s\n",
      " 20550K .......... .......... .......... .......... .......... 19%  105M 4s\n",
      " 20600K .......... .......... .......... .......... .......... 19% 11.3M 4s\n",
      " 20650K .......... .......... .......... .......... .......... 19% 40.9M 4s\n",
      " 20700K .......... .......... .......... .......... .......... 19% 40.5M 4s\n",
      " 20750K .......... .......... .......... .......... .......... 19% 36.2M 4s\n",
      " 20800K .......... .......... .......... .......... .......... 19% 20.4M 4s\n",
      " 20850K .......... .......... .......... .......... .......... 19% 55.0M 4s\n",
      " 20900K .......... .......... .......... .......... .......... 19% 33.9M 4s\n",
      " 20950K .......... .......... .......... .......... .......... 19% 60.1M 4s\n",
      " 21000K .......... .......... .......... .......... .......... 19% 49.2M 4s\n",
      " 21050K .......... .......... .......... .......... .......... 19% 92.3M 4s\n",
      " 21100K .......... .......... .......... .......... .......... 19% 49.9M 4s\n",
      " 21150K .......... .......... .......... .......... .......... 19%  178M 4s\n",
      " 21200K .......... .......... .......... .......... .......... 19% 62.6M 4s\n",
      " 21250K .......... .......... .......... .......... .......... 19% 55.6M 4s\n",
      " 21300K .......... .......... .......... .......... .......... 19% 64.8M 4s\n",
      " 21350K .......... .......... .......... .......... .......... 19% 57.9M 4s\n",
      " 21400K .......... .......... .......... .......... .......... 19% 75.7M 4s\n",
      " 21450K .......... .......... .......... .......... .......... 19% 62.2M 4s\n",
      " 21500K .......... .......... .......... .......... .......... 20%  131M 4s\n",
      " 21550K .......... .......... .......... .......... .......... 20% 56.1M 4s\n",
      " 21600K .......... .......... .......... .......... .......... 20% 86.4M 4s\n",
      " 21650K .......... .......... .......... .......... .......... 20% 74.9M 4s\n",
      " 21700K .......... .......... .......... .......... .......... 20% 54.6M 4s\n",
      " 21750K .......... .......... .......... .......... .......... 20% 69.8M 4s\n",
      " 21800K .......... .......... .......... .......... .......... 20% 2.84M 4s\n",
      " 21850K .......... .......... .......... .......... .......... 20% 71.8M 4s\n",
      " 21900K .......... .......... .......... .......... .......... 20% 68.5M 4s\n",
      " 21950K .......... .......... .......... .......... .......... 20% 81.0M 4s\n",
      " 22000K .......... .......... .......... .......... .......... 20% 85.2M 4s\n",
      " 22050K .......... .......... .......... .......... .......... 20% 21.7M 4s\n",
      " 22100K .......... .......... .......... .......... .......... 20% 4.80M 4s\n",
      " 22150K .......... .......... .......... .......... .......... 20% 35.1M 4s\n",
      " 22200K .......... .......... .......... .......... .......... 20% 5.82M 4s\n",
      " 22250K .......... .......... .......... .......... .......... 20%  394M 4s\n",
      " 22300K .......... .......... .......... .......... .......... 20% 42.9M 4s\n",
      " 22350K .......... .......... .......... .......... .......... 20% 41.0M 4s\n",
      " 22400K .......... .......... .......... .......... .......... 20% 36.6M 4s\n",
      " 22450K .......... .......... .......... .......... .......... 20% 26.6M 4s\n",
      " 22500K .......... .......... .......... .......... .......... 20%  131M 4s\n",
      " 22550K .......... .......... .......... .......... .......... 21% 81.5M 4s\n",
      " 22600K .......... .......... .......... .......... .......... 21% 65.5M 4s\n",
      " 22650K .......... .......... .......... .......... .......... 21% 6.47M 4s\n",
      " 22700K .......... .......... .......... .......... .......... 21% 65.2M 4s\n",
      " 22750K .......... .......... .......... .......... .......... 21% 25.6M 4s\n",
      " 22800K .......... .......... .......... .......... .......... 21% 8.87M 4s\n",
      " 22850K .......... .......... .......... .......... .......... 21% 26.7M 4s\n",
      " 22900K .......... .......... .......... .......... .......... 21% 9.80M 4s\n",
      " 22950K .......... .......... .......... .......... .......... 21% 69.7M 4s\n",
      " 23000K .......... .......... .......... .......... .......... 21% 94.4M 4s\n",
      " 23050K .......... .......... .......... .......... .......... 21% 46.6M 4s\n",
      " 23100K .......... .......... .......... .......... .......... 21%  138M 4s\n",
      " 23150K .......... .......... .......... .......... .......... 21% 67.6M 4s\n",
      " 23200K .......... .......... .......... .......... .......... 21% 34.8M 4s\n",
      " 23250K .......... .......... .......... .......... .......... 21% 59.8M 4s\n",
      " 23300K .......... .......... .......... .......... .......... 21% 54.7M 4s\n",
      " 23350K .......... .......... .......... .......... .......... 21%  141M 4s\n",
      " 23400K .......... .......... .......... .......... .......... 21% 49.6M 4s\n",
      " 23450K .......... .......... .......... .......... .......... 21% 89.9M 4s\n",
      " 23500K .......... .......... .......... .......... .......... 21%  102M 4s\n",
      " 23550K .......... .......... .......... .......... .......... 21% 29.3M 4s\n",
      " 23600K .......... .......... .......... .......... .......... 21% 81.4M 4s\n",
      " 23650K .......... .......... .......... .......... .......... 22% 43.9M 4s\n",
      " 23700K .......... .......... .......... .......... .......... 22%  131M 4s\n",
      " 23750K .......... .......... .......... .......... .......... 22%  101M 4s\n",
      " 23800K .......... .......... .......... .......... .......... 22% 39.5M 4s\n",
      " 23850K .......... .......... .......... .......... .......... 22%  116M 4s\n",
      " 23900K .......... .......... .......... .......... .......... 22% 59.4M 4s\n",
      " 23950K .......... .......... .......... .......... .......... 22% 36.2M 4s\n",
      " 24000K .......... .......... .......... .......... .......... 22% 60.8M 4s\n",
      " 24050K .......... .......... .......... .......... .......... 22%  152M 4s\n",
      " 24100K .......... .......... .......... .......... .......... 22% 58.5M 4s\n",
      " 24150K .......... .......... .......... .......... .......... 22% 75.9M 4s\n",
      " 24200K .......... .......... .......... .......... .......... 22% 60.1M 4s\n",
      " 24250K .......... .......... .......... .......... .......... 22%  176M 4s\n",
      " 24300K .......... .......... .......... .......... .......... 22% 28.7M 4s\n",
      " 24350K .......... .......... .......... .......... .......... 22% 80.2M 4s\n",
      " 24400K .......... .......... .......... .......... .......... 22% 67.1M 4s\n",
      " 24450K .......... .......... .......... .......... .......... 22% 59.3M 4s\n",
      " 24500K .......... .......... .......... .......... .......... 22%  107M 4s\n",
      " 24550K .......... .......... .......... .......... .......... 22% 47.0M 4s\n",
      " 24600K .......... .......... .......... .......... .......... 22%  102M 4s\n",
      " 24650K .......... .......... .......... .......... .......... 22% 72.1M 4s\n",
      " 24700K .......... .......... .......... .......... .......... 23% 44.1M 4s\n",
      " 24750K .......... .......... .......... .......... .......... 23% 77.9M 4s\n",
      " 24800K .......... .......... .......... .......... .......... 23% 63.5M 4s\n",
      " 24850K .......... .......... .......... .......... .......... 23% 87.5M 4s\n",
      " 24900K .......... .......... .......... .......... .......... 23% 81.0M 4s\n",
      " 24950K .......... .......... .......... .......... .......... 23% 45.9M 4s\n",
      " 25000K .......... .......... .......... .......... .......... 23%  298M 4s\n",
      " 25050K .......... .......... .......... .......... .......... 23% 50.1M 3s\n",
      " 25100K .......... .......... .......... .......... .......... 23% 28.2M 3s\n",
      " 25150K .......... .......... .......... .......... .......... 23% 64.2M 3s\n",
      " 25200K .......... .......... .......... .......... .......... 23%  154M 3s\n",
      " 25250K .......... .......... .......... .......... .......... 23% 54.0M 3s\n",
      " 25300K .......... .......... .......... .......... .......... 23%  111M 3s\n",
      " 25350K .......... .......... .......... .......... .......... 23% 47.3M 3s\n",
      " 25400K .......... .......... .......... .......... .......... 23%  101M 3s\n",
      " 25450K .......... .......... .......... .......... .......... 23% 31.4M 3s\n",
      " 25500K .......... .......... .......... .......... .......... 23% 77.3M 3s\n",
      " 25550K .......... .......... .......... .......... .......... 23% 63.5M 3s\n",
      " 25600K .......... .......... .......... .......... .......... 23% 92.7M 3s\n",
      " 25650K .......... .......... .......... .......... .......... 23% 63.2M 3s\n",
      " 25700K .......... .......... .......... .......... .......... 23% 70.3M 3s\n",
      " 25750K .......... .......... .......... .......... .......... 23%  132M 3s\n",
      " 25800K .......... .......... .......... .......... .......... 24% 14.9M 3s\n",
      " 25850K .......... .......... .......... .......... .......... 24% 30.8M 3s\n",
      " 25900K .......... .......... .......... .......... .......... 24% 52.6M 3s\n",
      " 25950K .......... .......... .......... .......... .......... 24% 3.49M 3s\n",
      " 26000K .......... .......... .......... .......... .......... 24% 4.27M 3s\n",
      " 26050K .......... .......... .......... .......... .......... 24% 42.4M 3s\n",
      " 26100K .......... .......... .......... .......... .......... 24% 53.0M 3s\n",
      " 26150K .......... .......... .......... .......... .......... 24% 44.2M 3s\n",
      " 26200K .......... .......... .......... .......... .......... 24% 3.64M 3s\n",
      " 26250K .......... .......... .......... .......... .......... 24%  107M 3s\n",
      " 26300K .......... .......... .......... .......... .......... 24% 35.1M 3s\n",
      " 26350K .......... .......... .......... .......... .......... 24% 14.3M 3s\n",
      " 26400K .......... .......... .......... .......... .......... 24% 50.4M 3s\n",
      " 26450K .......... .......... .......... .......... .......... 24% 26.1M 3s\n",
      " 26500K .......... .......... .......... .......... .......... 24%  688M 3s\n",
      " 26550K .......... .......... .......... .......... .......... 24% 17.6M 3s\n",
      " 26600K .......... .......... .......... .......... .......... 24%  642M 3s\n",
      " 26650K .......... .......... .......... .......... .......... 24%  842M 3s\n",
      " 26700K .......... .......... .......... .......... .......... 24% 65.9M 3s\n",
      " 26750K .......... .......... .......... .......... .......... 24%  123M 3s\n",
      " 26800K .......... .......... .......... .......... .......... 24% 65.1M 3s\n",
      " 26850K .......... .......... .......... .......... .......... 25% 60.4M 3s\n",
      " 26900K .......... .......... .......... .......... .......... 25% 62.6M 3s\n",
      " 26950K .......... .......... .......... .......... .......... 25% 88.9M 3s\n",
      " 27000K .......... .......... .......... .......... .......... 25% 56.8M 3s\n",
      " 27050K .......... .......... .......... .......... .......... 25% 13.5M 3s\n",
      " 27100K .......... .......... .......... .......... .......... 25%  123M 3s\n",
      " 27150K .......... .......... .......... .......... .......... 25%  857M 3s\n",
      " 27200K .......... .......... .......... .......... .......... 25%  957M 3s\n",
      " 27250K .......... .......... .......... .......... .......... 25%  842M 3s\n",
      " 27300K .......... .......... .......... .......... .......... 25% 32.5M 3s\n",
      " 27350K .......... .......... .......... .......... .......... 25%  186M 3s\n",
      " 27400K .......... .......... .......... .......... .......... 25% 54.4M 3s\n",
      " 27450K .......... .......... .......... .......... .......... 25%  104M 3s\n",
      " 27500K .......... .......... .......... .......... .......... 25% 98.6M 3s\n",
      " 27550K .......... .......... .......... .......... .......... 25% 67.0M 3s\n",
      " 27600K .......... .......... .......... .......... .......... 25% 46.5M 3s\n",
      " 27650K .......... .......... .......... .......... .......... 25%  119M 3s\n",
      " 27700K .......... .......... .......... .......... .......... 25% 29.0M 3s\n",
      " 27750K .......... .......... .......... .......... .......... 25% 94.1M 3s\n",
      " 27800K .......... .......... .......... .......... .......... 25% 54.7M 3s\n",
      " 27850K .......... .......... .......... .......... .......... 25% 84.6M 3s\n",
      " 27900K .......... .......... .......... .......... .......... 25%  101M 3s\n",
      " 27950K .......... .......... .......... .......... .......... 26% 55.7M 3s\n",
      " 28000K .......... .......... .......... .......... .......... 26% 60.1M 3s\n",
      " 28050K .......... .......... .......... .......... .......... 26% 36.4M 3s\n",
      " 28100K .......... .......... .......... .......... .......... 26% 50.8M 3s\n",
      " 28150K .......... .......... .......... .......... .......... 26% 1.32M 3s\n",
      " 28200K .......... .......... .......... .......... .......... 26% 41.8M 3s\n",
      " 28250K .......... .......... .......... .......... .......... 26%  543M 3s\n",
      " 28300K .......... .......... .......... .......... .......... 26%  775M 3s\n",
      " 28350K .......... .......... .......... .......... .......... 26%  651M 3s\n",
      " 28400K .......... .......... .......... .......... .......... 26%  904M 3s\n",
      " 28450K .......... .......... .......... .......... .......... 26%  814M 3s\n",
      " 28500K .......... .......... .......... .......... .......... 26%  718M 3s\n",
      " 28550K .......... .......... .......... .......... .......... 26%  872M 3s\n",
      " 28600K .......... .......... .......... .......... .......... 26%  857M 3s\n",
      " 28650K .......... .......... .......... .......... .......... 26%  763M 3s\n",
      " 28700K .......... .......... .......... .......... .......... 26%  669M 3s\n",
      " 28750K .......... .......... .......... .......... .......... 26%  800M 3s\n",
      " 28800K .......... .......... .......... .......... .......... 26%  904M 3s\n",
      " 28850K .......... .......... .......... .......... .......... 26%  788M 3s\n",
      " 28900K .......... .......... .......... .......... .......... 26%  474M 3s\n",
      " 28950K .......... .......... .......... .......... .......... 26%  421M 3s\n",
      " 29000K .......... .......... .......... .......... .......... 27%  872M 3s\n",
      " 29050K .......... .......... .......... .......... .......... 27%  574M 3s\n",
      " 29100K .......... .......... .......... .......... .......... 27%  842M 3s\n",
      " 29150K .......... .......... .......... .......... .......... 27%  857M 3s\n",
      " 29200K .......... .......... .......... .......... .......... 27%  872M 3s\n",
      " 29250K .......... .......... .......... .......... .......... 27%  525M 3s\n",
      " 29300K .......... .......... .......... .......... .......... 27%  800M 3s\n",
      " 29350K .......... .......... .......... .......... .......... 27%  800M 3s\n",
      " 29400K .......... .......... .......... .......... .......... 27%  939M 3s\n",
      " 29450K .......... .......... .......... .......... .......... 27%  740M 3s\n",
      " 29500K .......... .......... .......... .......... .......... 27% 8.06M 3s\n",
      " 29550K .......... .......... .......... .......... .......... 27% 42.1M 3s\n",
      " 29600K .......... .......... .......... .......... .......... 27% 77.8M 3s\n",
      " 29650K .......... .......... .......... .......... .......... 27% 32.0M 3s\n",
      " 29700K .......... .......... .......... .......... .......... 27% 77.1M 3s\n",
      " 29750K .......... .......... .......... .......... .......... 27%  136M 3s\n",
      " 29800K .......... .......... .......... .......... .......... 27% 45.3M 3s\n",
      " 29850K .......... .......... .......... .......... .......... 27% 39.8M 3s\n",
      " 29900K .......... .......... .......... .......... .......... 27% 76.1M 3s\n",
      " 29950K .......... .......... .......... .......... .......... 27%  131M 3s\n",
      " 30000K .......... .......... .......... .......... .......... 27% 64.7M 3s\n",
      " 30050K .......... .......... .......... .......... .......... 27% 78.5M 3s\n",
      " 30100K .......... .......... .......... .......... .......... 28% 66.0M 3s\n",
      " 30150K .......... .......... .......... .......... .......... 28%  110M 3s\n",
      " 30200K .......... .......... .......... .......... .......... 28% 59.8M 3s\n",
      " 30250K .......... .......... .......... .......... .......... 28% 48.2M 3s\n",
      " 30300K .......... .......... .......... .......... .......... 28%  103M 3s\n",
      " 30350K .......... .......... .......... .......... .......... 28% 51.0M 3s\n",
      " 30400K .......... .......... .......... .......... .......... 28% 49.1M 3s\n",
      " 30450K .......... .......... .......... .......... .......... 28% 31.7M 3s\n",
      " 30500K .......... .......... .......... .......... .......... 28% 68.2M 3s\n",
      " 30550K .......... .......... .......... .......... .......... 28% 80.3M 3s\n",
      " 30600K .......... .......... .......... .......... .......... 28% 79.5M 3s\n",
      " 30650K .......... .......... .......... .......... .......... 28% 17.3M 3s\n",
      " 30700K .......... .......... .......... .......... .......... 28%  698M 3s\n",
      " 30750K .......... .......... .......... .......... .......... 28%  842M 3s\n",
      " 30800K .......... .......... .......... .......... .......... 28% 16.3M 3s\n",
      " 30850K .......... .......... .......... .......... .......... 28% 71.4M 3s\n",
      " 30900K .......... .......... .......... .......... .......... 28% 38.6M 3s\n",
      " 30950K .......... .......... .......... .......... .......... 28% 31.3M 3s\n",
      " 31000K .......... .......... .......... .......... .......... 28% 4.29M 3s\n",
      " 31050K .......... .......... .......... .......... .......... 28% 68.4M 3s\n",
      " 31100K .......... .......... .......... .......... .......... 28% 39.1M 3s\n",
      " 31150K .......... .......... .......... .......... .......... 29% 3.72M 3s\n",
      " 31200K .......... .......... .......... .......... .......... 29% 8.41M 3s\n",
      " 31250K .......... .......... .......... .......... .......... 29% 14.1M 3s\n",
      " 31300K .......... .......... .......... .......... .......... 29%  182M 3s\n",
      " 31350K .......... .......... .......... .......... .......... 29% 25.6M 3s\n",
      " 31400K .......... .......... .......... .......... .......... 29% 57.3M 3s\n",
      " 31450K .......... .......... .......... .......... .......... 29%  111M 3s\n",
      " 31500K .......... .......... .......... .......... .......... 29% 65.1M 3s\n",
      " 31550K .......... .......... .......... .......... .......... 29% 48.9M 3s\n",
      " 31600K .......... .......... .......... .......... .......... 29% 83.5M 3s\n",
      " 31650K .......... .......... .......... .......... .......... 29% 85.5M 3s\n",
      " 31700K .......... .......... .......... .......... .......... 29%  121M 3s\n",
      " 31750K .......... .......... .......... .......... .......... 29% 19.3M 3s\n",
      " 31800K .......... .......... .......... .......... .......... 29%  106M 3s\n",
      " 31850K .......... .......... .......... .......... .......... 29% 58.5M 3s\n",
      " 31900K .......... .......... .......... .......... .......... 29% 91.1M 3s\n",
      " 31950K .......... .......... .......... .......... .......... 29% 66.4M 3s\n",
      " 32000K .......... .......... .......... .......... .......... 29%  135M 3s\n",
      " 32050K .......... .......... .......... .......... .......... 29% 45.2M 3s\n",
      " 32100K .......... .......... .......... .......... .......... 29% 46.2M 3s\n",
      " 32150K .......... .......... .......... .......... .......... 29% 53.5M 3s\n",
      " 32200K .......... .......... .......... .......... .......... 29%  173M 3s\n",
      " 32250K .......... .......... .......... .......... .......... 30% 55.7M 3s\n",
      " 32300K .......... .......... .......... .......... .......... 30%  123M 3s\n",
      " 32350K .......... .......... .......... .......... .......... 30% 27.0M 3s\n",
      " 32400K .......... .......... .......... .......... .......... 30%  603M 3s\n",
      " 32450K .......... .......... .......... .......... .......... 30% 12.5M 3s\n",
      " 32500K .......... .......... .......... .......... .......... 30%  152M 3s\n",
      " 32550K .......... .......... .......... .......... .......... 30% 56.7M 3s\n",
      " 32600K .......... .......... .......... .......... .......... 30%  118M 3s\n",
      " 32650K .......... .......... .......... .......... .......... 30% 21.3M 3s\n",
      " 32700K .......... .......... .......... .......... .......... 30%  125M 3s\n",
      " 32750K .......... .......... .......... .......... .......... 30% 42.1M 3s\n",
      " 32800K .......... .......... .......... .......... .......... 30% 36.7M 3s\n",
      " 32850K .......... .......... .......... .......... .......... 30% 38.3M 3s\n",
      " 32900K .......... .......... .......... .......... .......... 30% 42.6M 3s\n",
      " 32950K .......... .......... .......... .......... .......... 30%  618M 3s\n",
      " 33000K .......... .......... .......... .......... .......... 30%  775M 3s\n",
      " 33050K .......... .......... .......... .......... .......... 30%  349M 3s\n",
      " 33100K .......... .......... .......... .......... .......... 30% 9.98M 3s\n",
      " 33150K .......... .......... .......... .......... .......... 30% 93.5M 3s\n",
      " 33200K .......... .......... .......... .......... .......... 30% 8.88M 3s\n",
      " 33250K .......... .......... .......... .......... .......... 30% 51.0M 3s\n",
      " 33300K .......... .......... .......... .......... .......... 31% 95.2M 3s\n",
      " 33350K .......... .......... .......... .......... .......... 31% 76.9M 3s\n",
      " 33400K .......... .......... .......... .......... .......... 31% 7.23M 3s\n",
      " 33450K .......... .......... .......... .......... .......... 31%  140M 3s\n",
      " 33500K .......... .......... .......... .......... .......... 31% 43.5M 3s\n",
      " 33550K .......... .......... .......... .......... .......... 31% 47.4M 3s\n",
      " 33600K .......... .......... .......... .......... .......... 31% 34.6M 3s\n",
      " 33650K .......... .......... .......... .......... .......... 31% 24.3M 3s\n",
      " 33700K .......... .......... .......... .......... .......... 31% 11.0M 3s\n",
      " 33750K .......... .......... .......... .......... .......... 31% 95.4M 3s\n",
      " 33800K .......... .......... .......... .......... .......... 31% 73.1M 3s\n",
      " 33850K .......... .......... .......... .......... .......... 31% 55.4M 3s\n",
      " 33900K .......... .......... .......... .......... .......... 31% 43.6M 3s\n",
      " 33950K .......... .......... .......... .......... .......... 31% 86.7M 3s\n",
      " 34000K .......... .......... .......... .......... .......... 31% 15.1M 3s\n",
      " 34050K .......... .......... .......... .......... .......... 31% 14.9M 3s\n",
      " 34100K .......... .......... .......... .......... .......... 31% 93.9M 3s\n",
      " 34150K .......... .......... .......... .......... .......... 31% 7.30M 3s\n",
      " 34200K .......... .......... .......... .......... .......... 31%  531M 3s\n",
      " 34250K .......... .......... .......... .......... .......... 31% 28.1M 3s\n",
      " 34300K .......... .......... .......... .......... .......... 31% 56.5M 3s\n",
      " 34350K .......... .......... .......... .......... .......... 31%  121M 3s\n",
      " 34400K .......... .......... .......... .......... .......... 32% 54.4M 3s\n",
      " 34450K .......... .......... .......... .......... .......... 32% 52.8M 3s\n",
      " 34500K .......... .......... .......... .......... .......... 32%  126M 3s\n",
      " 34550K .......... .......... .......... .......... .......... 32% 47.5M 3s\n",
      " 34600K .......... .......... .......... .......... .......... 32%  123M 3s\n",
      " 34650K .......... .......... .......... .......... .......... 32% 51.8M 3s\n",
      " 34700K .......... .......... .......... .......... .......... 32% 80.0M 3s\n",
      " 34750K .......... .......... .......... .......... .......... 32% 68.7M 3s\n",
      " 34800K .......... .......... .......... .......... .......... 32% 53.4M 3s\n",
      " 34850K .......... .......... .......... .......... .......... 32% 91.4M 3s\n",
      " 34900K .......... .......... .......... .......... .......... 32% 28.8M 3s\n",
      " 34950K .......... .......... .......... .......... .......... 32% 69.2M 3s\n",
      " 35000K .......... .......... .......... .......... .......... 32% 60.5M 3s\n",
      " 35050K .......... .......... .......... .......... .......... 32% 97.5M 3s\n",
      " 35100K .......... .......... .......... .......... .......... 32% 30.5M 3s\n",
      " 35150K .......... .......... .......... .......... .......... 32% 22.4M 3s\n",
      " 35200K .......... .......... .......... .......... .......... 32%  939M 3s\n",
      " 35250K .......... .......... .......... .......... .......... 32%  452M 3s\n",
      " 35300K .......... .......... .......... .......... .......... 32% 14.8M 3s\n",
      " 35350K .......... .......... .......... .......... .......... 32% 52.1M 3s\n",
      " 35400K .......... .......... .......... .......... .......... 32% 41.0M 3s\n",
      " 35450K .......... .......... .......... .......... .......... 33% 55.5M 3s\n",
      " 35500K .......... .......... .......... .......... .......... 33% 19.4M 3s\n",
      " 35550K .......... .......... .......... .......... .......... 33% 90.9M 3s\n",
      " 35600K .......... .......... .......... .......... .......... 33% 65.2M 3s\n",
      " 35650K .......... .......... .......... .......... .......... 33% 19.5M 3s\n",
      " 35700K .......... .......... .......... .......... .......... 33% 3.85M 3s\n",
      " 35750K .......... .......... .......... .......... .......... 33% 3.63M 3s\n",
      " 35800K .......... .......... .......... .......... .......... 33% 6.58M 3s\n",
      " 35850K .......... .......... .......... .......... .......... 33%  162M 3s\n",
      " 35900K .......... .......... .......... .......... .......... 33% 40.6M 3s\n",
      " 35950K .......... .......... .......... .......... .......... 33% 79.7M 3s\n",
      " 36000K .......... .......... .......... .......... .......... 33% 33.5M 3s\n",
      " 36050K .......... .......... .......... .......... .......... 33% 53.5M 3s\n",
      " 36100K .......... .......... .......... .......... .......... 33% 94.6M 3s\n",
      " 36150K .......... .......... .......... .......... .......... 33% 87.3M 3s\n",
      " 36200K .......... .......... .......... .......... .......... 33% 62.1M 3s\n",
      " 36250K .......... .......... .......... .......... .......... 33% 60.4M 3s\n",
      " 36300K .......... .......... .......... .......... .......... 33%  108M 3s\n",
      " 36350K .......... .......... .......... .......... .......... 33% 26.4M 3s\n",
      " 36400K .......... .......... .......... .......... .......... 33%  281M 3s\n",
      " 36450K .......... .......... .......... .......... .......... 33% 54.7M 3s\n",
      " 36500K .......... .......... .......... .......... .......... 33% 71.8M 3s\n",
      " 36550K .......... .......... .......... .......... .......... 34% 62.3M 3s\n",
      " 36600K .......... .......... .......... .......... .......... 34% 83.3M 3s\n",
      " 36650K .......... .......... .......... .......... .......... 34% 83.8M 3s\n",
      " 36700K .......... .......... .......... .......... .......... 34% 54.7M 3s\n",
      " 36750K .......... .......... .......... .......... .......... 34% 22.7M 3s\n",
      " 36800K .......... .......... .......... .......... .......... 34% 47.2M 3s\n",
      " 36850K .......... .......... .......... .......... .......... 34%  114M 3s\n",
      " 36900K .......... .......... .......... .......... .......... 34% 57.9M 3s\n",
      " 36950K .......... .......... .......... .......... .......... 34% 88.3M 3s\n",
      " 37000K .......... .......... .......... .......... .......... 34% 62.4M 3s\n",
      " 37050K .......... .......... .......... .......... .......... 34% 85.2M 3s\n",
      " 37100K .......... .......... .......... .......... .......... 34% 28.1M 3s\n",
      " 37150K .......... .......... .......... .......... .......... 34%  298M 3s\n",
      " 37200K .......... .......... .......... .......... .......... 34% 75.1M 3s\n",
      " 37250K .......... .......... .......... .......... .......... 34% 36.5M 3s\n",
      " 37300K .......... .......... .......... .......... .......... 34% 62.2M 3s\n",
      " 37350K .......... .......... .......... .......... .......... 34%  126M 3s\n",
      " 37400K .......... .......... .......... .......... .......... 34% 34.0M 3s\n",
      " 37450K .......... .......... .......... .......... .......... 34% 31.6M 3s\n",
      " 37500K .......... .......... .......... .......... .......... 34%  168M 3s\n",
      " 37550K .......... .......... .......... .......... .......... 34% 39.7M 3s\n",
      " 37600K .......... .......... .......... .......... .......... 35%  103M 3s\n",
      " 37650K .......... .......... .......... .......... .......... 35%  171M 3s\n",
      " 37700K .......... .......... .......... .......... .......... 35% 28.3M 3s\n",
      " 37750K .......... .......... .......... .......... .......... 35% 58.9M 3s\n",
      " 37800K .......... .......... .......... .......... .......... 35%  135M 3s\n",
      " 37850K .......... .......... .......... .......... .......... 35% 56.5M 3s\n",
      " 37900K .......... .......... .......... .......... .......... 35% 47.4M 3s\n",
      " 37950K .......... .......... .......... .......... .......... 35%  111M 3s\n",
      " 38000K .......... .......... .......... .......... .......... 35%  188M 3s\n",
      " 38050K .......... .......... .......... .......... .......... 35% 48.8M 3s\n",
      " 38100K .......... .......... .......... .......... .......... 35% 2.86M 3s\n",
      " 38150K .......... .......... .......... .......... .......... 35% 96.5M 3s\n",
      " 38200K .......... .......... .......... .......... .......... 35% 36.2M 3s\n",
      " 38250K .......... .......... .......... .......... .......... 35% 3.40M 3s\n",
      " 38300K .......... .......... .......... .......... .......... 35% 75.5M 3s\n",
      " 38350K .......... .......... .......... .......... .......... 35% 42.6M 3s\n",
      " 38400K .......... .......... .......... .......... .......... 35% 88.3M 3s\n",
      " 38450K .......... .......... .......... .......... .......... 35% 83.2M 3s\n",
      " 38500K .......... .......... .......... .......... .......... 35% 42.4M 3s\n",
      " 38550K .......... .......... .......... .......... .......... 35% 51.7M 3s\n",
      " 38600K .......... .......... .......... .......... .......... 35% 92.0M 3s\n",
      " 38650K .......... .......... .......... .......... .......... 35% 50.9M 3s\n",
      " 38700K .......... .......... .......... .......... .......... 36% 5.02M 3s\n",
      " 38750K .......... .......... .......... .......... .......... 36% 65.0M 3s\n",
      " 38800K .......... .......... .......... .......... .......... 36% 12.4M 3s\n",
      " 38850K .......... .......... .......... .......... .......... 36% 12.3M 3s\n",
      " 38900K .......... .......... .......... .......... .......... 36% 63.1M 3s\n",
      " 38950K .......... .......... .......... .......... .......... 36% 13.1M 3s\n",
      " 39000K .......... .......... .......... .......... .......... 36%  828M 3s\n",
      " 39050K .......... .......... .......... .......... .......... 36%  842M 3s\n",
      " 39100K .......... .......... .......... .......... .......... 36%  904M 3s\n",
      " 39150K .......... .......... .......... .......... .......... 36%  461M 3s\n",
      " 39200K .......... .......... .......... .......... .......... 36%  939M 3s\n",
      " 39250K .......... .......... .......... .......... .......... 36% 35.9M 3s\n",
      " 39300K .......... .......... .......... .......... .......... 36% 63.2M 3s\n",
      " 39350K .......... .......... .......... .......... .......... 36% 84.3M 3s\n",
      " 39400K .......... .......... .......... .......... .......... 36% 59.6M 3s\n",
      " 39450K .......... .......... .......... .......... .......... 36% 66.8M 3s\n",
      " 39500K .......... .......... .......... .......... .......... 36%  107M 3s\n",
      " 39550K .......... .......... .......... .......... .......... 36% 78.8M 3s\n",
      " 39600K .......... .......... .......... .......... .......... 36% 77.3M 3s\n",
      " 39650K .......... .......... .......... .......... .......... 36% 32.6M 3s\n",
      " 39700K .......... .......... .......... .......... .......... 36% 70.6M 3s\n",
      " 39750K .......... .......... .......... .......... .......... 37% 58.0M 3s\n",
      " 39800K .......... .......... .......... .......... .......... 37%  132M 3s\n",
      " 39850K .......... .......... .......... .......... .......... 37% 43.6M 3s\n",
      " 39900K .......... .......... .......... .......... .......... 37%  305M 3s\n",
      " 39950K .......... .......... .......... .......... .......... 37% 52.6M 3s\n",
      " 40000K .......... .......... .......... .......... .......... 37% 25.2M 3s\n",
      " 40050K .......... .......... .......... .......... .......... 37%  146M 3s\n",
      " 40100K .......... .......... .......... .......... .......... 37% 54.9M 3s\n",
      " 40150K .......... .......... .......... .......... .......... 37% 94.4M 3s\n",
      " 40200K .......... .......... .......... .......... .......... 37% 82.3M 3s\n",
      " 40250K .......... .......... .......... .......... .......... 37% 32.1M 3s\n",
      " 40300K .......... .......... .......... .......... .......... 37% 51.0M 3s\n",
      " 40350K .......... .......... .......... .......... .......... 37% 13.9M 3s\n",
      " 40400K .......... .......... .......... .......... .......... 37% 23.2M 3s\n",
      " 40450K .......... .......... .......... .......... .......... 37%  103M 3s\n",
      " 40500K .......... .......... .......... .......... .......... 37% 52.2M 3s\n",
      " 40550K .......... .......... .......... .......... .......... 37% 80.8M 3s\n",
      " 40600K .......... .......... .......... .......... .......... 37% 53.1M 3s\n",
      " 40650K .......... .......... .......... .......... .......... 37%  172M 3s\n",
      " 40700K .......... .......... .......... .......... .......... 37% 74.0M 3s\n",
      " 40750K .......... .......... .......... .......... .......... 37% 47.2M 3s\n",
      " 40800K .......... .......... .......... .......... .......... 37% 39.3M 3s\n",
      " 40850K .......... .......... .......... .......... .......... 38% 58.4M 3s\n",
      " 40900K .......... .......... .......... .......... .......... 38% 82.6M 3s\n",
      " 40950K .......... .......... .......... .......... .......... 38% 19.9M 3s\n",
      " 41000K .......... .......... .......... .......... .......... 38%  169M 3s\n",
      " 41050K .......... .......... .......... .......... .......... 38% 4.72M 3s\n",
      " 41100K .......... .......... .......... .......... .......... 38%  102M 3s\n",
      " 41150K .......... .......... .......... .......... .......... 38% 3.97M 3s\n",
      " 41200K .......... .......... .......... .......... .......... 38% 35.0M 3s\n",
      " 41250K .......... .......... .......... .......... .......... 38% 8.73M 3s\n",
      " 41300K .......... .......... .......... .......... .......... 38%  111M 3s\n",
      " 41350K .......... .......... .......... .......... .......... 38% 66.6M 3s\n",
      " 41400K .......... .......... .......... .......... .......... 38% 30.3M 3s\n",
      " 41450K .......... .......... .......... .......... .......... 38% 23.5M 3s\n",
      " 41500K .......... .......... .......... .......... .......... 38% 64.2M 3s\n",
      " 41550K .......... .......... .......... .......... .......... 38% 75.5M 3s\n",
      " 41600K .......... .......... .......... .......... .......... 38% 55.8M 3s\n",
      " 41650K .......... .......... .......... .......... .......... 38% 76.3M 2s\n",
      " 41700K .......... .......... .......... .......... .......... 38% 63.7M 2s\n",
      " 41750K .......... .......... .......... .......... .......... 38% 98.0M 2s\n",
      " 41800K .......... .......... .......... .......... .......... 38% 33.7M 2s\n",
      " 41850K .......... .......... .......... .......... .......... 38% 62.2M 2s\n",
      " 41900K .......... .......... .......... .......... .......... 39% 82.8M 2s\n",
      " 41950K .......... .......... .......... .......... .......... 39% 79.0M 2s\n",
      " 42000K .......... .......... .......... .......... .......... 39% 52.3M 2s\n",
      " 42050K .......... .......... .......... .......... .......... 39% 78.3M 2s\n",
      " 42100K .......... .......... .......... .......... .......... 39%  103M 2s\n",
      " 42150K .......... .......... .......... .......... .......... 39% 77.0M 2s\n",
      " 42200K .......... .......... .......... .......... .......... 39% 23.5M 2s\n",
      " 42250K .......... .......... .......... .......... .......... 39% 80.8M 2s\n",
      " 42300K .......... .......... .......... .......... .......... 39% 27.9M 2s\n",
      " 42350K .......... .......... .......... .......... .......... 39% 28.2M 2s\n",
      " 42400K .......... .......... .......... .......... .......... 39%  618M 2s\n",
      " 42450K .......... .......... .......... .......... .......... 39%  740M 2s\n",
      " 42500K .......... .......... .......... .......... .......... 39%  260M 2s\n",
      " 42550K .......... .......... .......... .......... .......... 39% 46.3M 2s\n",
      " 42600K .......... .......... .......... .......... .......... 39% 53.6M 2s\n",
      " 42650K .......... .......... .......... .......... .......... 39% 66.2M 2s\n",
      " 42700K .......... .......... .......... .......... .......... 39% 56.9M 2s\n",
      " 42750K .......... .......... .......... .......... .......... 39% 79.0M 2s\n",
      " 42800K .......... .......... .......... .......... .......... 39% 65.8M 2s\n",
      " 42850K .......... .......... .......... .......... .......... 39% 13.5M 2s\n",
      " 42900K .......... .......... .......... .......... .......... 39% 43.4M 2s\n",
      " 42950K .......... .......... .......... .......... .......... 39% 41.1M 2s\n",
      " 43000K .......... .......... .......... .......... .......... 40% 71.5M 2s\n",
      " 43050K .......... .......... .......... .......... .......... 40% 29.8M 2s\n",
      " 43100K .......... .......... .......... .......... .......... 40% 56.0M 2s\n",
      " 43150K .......... .......... .......... .......... .......... 40%  101M 2s\n",
      " 43200K .......... .......... .......... .......... .......... 40% 47.0M 2s\n",
      " 43250K .......... .......... .......... .......... .......... 40% 71.7M 2s\n",
      " 43300K .......... .......... .......... .......... .......... 40%  141M 2s\n",
      " 43350K .......... .......... .......... .......... .......... 40% 56.4M 2s\n",
      " 43400K .......... .......... .......... .......... .......... 40%  129M 2s\n",
      " 43450K .......... .......... .......... .......... .......... 40% 45.0M 2s\n",
      " 43500K .......... .......... .......... .......... .......... 40% 96.1M 2s\n",
      " 43550K .......... .......... .......... .......... .......... 40% 46.1M 2s\n",
      " 43600K .......... .......... .......... .......... .......... 40% 12.7M 2s\n",
      " 43650K .......... .......... .......... .......... .......... 40% 88.3M 2s\n",
      " 43700K .......... .......... .......... .......... .......... 40% 29.2M 2s\n",
      " 43750K .......... .......... .......... .......... .......... 40% 3.91M 2s\n",
      " 43800K .......... .......... .......... .......... .......... 40%  178M 2s\n",
      " 43850K .......... .......... .......... .......... .......... 40% 3.19M 2s\n",
      " 43900K .......... .......... .......... .......... .......... 40% 66.0M 2s\n",
      " 43950K .......... .......... .......... .......... .......... 40% 8.18M 2s\n",
      " 44000K .......... .......... .......... .......... .......... 40% 35.3M 2s\n",
      " 44050K .......... .......... .......... .......... .......... 41%  125M 2s\n",
      " 44100K .......... .......... .......... .......... .......... 41% 52.3M 2s\n",
      " 44150K .......... .......... .......... .......... .......... 41%  141M 2s\n",
      " 44200K .......... .......... .......... .......... .......... 41% 29.6M 2s\n",
      " 44250K .......... .......... .......... .......... .......... 41% 59.0M 2s\n",
      " 44300K .......... .......... .......... .......... .......... 41%  102M 2s\n",
      " 44350K .......... .......... .......... .......... .......... 41% 70.3M 2s\n",
      " 44400K .......... .......... .......... .......... .......... 41% 58.9M 2s\n",
      " 44450K .......... .......... .......... .......... .......... 41% 60.8M 2s\n",
      " 44500K .......... .......... .......... .......... .......... 41% 81.4M 2s\n",
      " 44550K .......... .......... .......... .......... .......... 41% 22.1M 2s\n",
      " 44600K .......... .......... .......... .......... .......... 41% 82.8M 2s\n",
      " 44650K .......... .......... .......... .......... .......... 41% 76.3M 2s\n",
      " 44700K .......... .......... .......... .......... .......... 41% 99.0M 2s\n",
      " 44750K .......... .......... .......... .......... .......... 41% 17.9M 2s\n",
      " 44800K .......... .......... .......... .......... .......... 41%  561M 2s\n",
      " 44850K .......... .......... .......... .......... .......... 41%  800M 2s\n",
      " 44900K .......... .......... .......... .......... .......... 41%  857M 2s\n",
      " 44950K .......... .......... .......... .......... .......... 41% 45.5M 2s\n",
      " 45000K .......... .......... .......... .......... .......... 41% 41.5M 2s\n",
      " 45050K .......... .......... .......... .......... .......... 41%  307M 2s\n",
      " 45100K .......... .......... .......... .......... .......... 41% 63.2M 2s\n",
      " 45150K .......... .......... .......... .......... .......... 42% 50.4M 2s\n",
      " 45200K .......... .......... .......... .......... .......... 42%  100M 2s\n",
      " 45250K .......... .......... .......... .......... .......... 42% 95.6M 2s\n",
      " 45300K .......... .......... .......... .......... .......... 42% 64.2M 2s\n",
      " 45350K .......... .......... .......... .......... .......... 42% 28.3M 2s\n",
      " 45400K .......... .......... .......... .......... .......... 42% 50.5M 2s\n",
      " 45450K .......... .......... .......... .......... .......... 42% 98.8M 2s\n",
      " 45500K .......... .......... .......... .......... .......... 42% 60.4M 2s\n",
      " 45550K .......... .......... .......... .......... .......... 42% 67.6M 2s\n",
      " 45600K .......... .......... .......... .......... .......... 42% 27.1M 2s\n",
      " 45650K .......... .......... .......... .......... .......... 42%  131M 2s\n",
      " 45700K .......... .......... .......... .......... .......... 42% 47.3M 2s\n",
      " 45750K .......... .......... .......... .......... .......... 42% 66.8M 2s\n",
      " 45800K .......... .......... .......... .......... .......... 42%  141M 2s\n",
      " 45850K .......... .......... .......... .......... .......... 42% 93.5M 2s\n",
      " 45900K .......... .......... .......... .......... .......... 42% 26.6M 2s\n",
      " 45950K .......... .......... .......... .......... .......... 42% 5.35M 2s\n",
      " 46000K .......... .......... .......... .......... .......... 42%  101M 2s\n",
      " 46050K .......... .......... .......... .......... .......... 42% 65.5M 2s\n",
      " 46100K .......... .......... .......... .......... .......... 42% 52.2M 2s\n",
      " 46150K .......... .......... .......... .......... .......... 42% 23.8M 2s\n",
      " 46200K .......... .......... .......... .......... .......... 43% 3.97M 2s\n",
      " 46250K .......... .......... .......... .......... .......... 43% 44.2M 2s\n",
      " 46300K .......... .......... .......... .......... .......... 43% 77.8M 2s\n",
      " 46350K .......... .......... .......... .......... .......... 43%  101M 2s\n",
      " 46400K .......... .......... .......... .......... .......... 43% 55.3M 2s\n",
      " 46450K .......... .......... .......... .......... .......... 43% 4.20M 2s\n",
      " 46500K .......... .......... .......... .......... .......... 43% 10.6M 2s\n",
      " 46550K .......... .......... .......... .......... .......... 43% 73.4M 2s\n",
      " 46600K .......... .......... .......... .......... .......... 43% 25.0M 2s\n",
      " 46650K .......... .......... .......... .......... .......... 43% 82.6M 2s\n",
      " 46700K .......... .......... .......... .......... .......... 43%  126M 2s\n",
      " 46750K .......... .......... .......... .......... .......... 43% 43.8M 2s\n",
      " 46800K .......... .......... .......... .......... .......... 43% 67.9M 2s\n",
      " 46850K .......... .......... .......... .......... .......... 43% 17.9M 2s\n",
      " 46900K .......... .......... .......... .......... .......... 43%  751M 2s\n",
      " 46950K .......... .......... .......... .......... .......... 43%  166M 2s\n",
      " 47000K .......... .......... .......... .......... .......... 43% 55.0M 2s\n",
      " 47050K .......... .......... .......... .......... .......... 43% 61.6M 2s\n",
      " 47100K .......... .......... .......... .......... .......... 43% 92.1M 2s\n",
      " 47150K .......... .......... .......... .......... .......... 43% 41.0M 2s\n",
      " 47200K .......... .......... .......... .......... .......... 43%  108M 2s\n",
      " 47250K .......... .......... .......... .......... .......... 43% 72.1M 2s\n",
      " 47300K .......... .......... .......... .......... .......... 44% 38.2M 2s\n",
      " 47350K .......... .......... .......... .......... .......... 44% 47.7M 2s\n",
      " 47400K .......... .......... .......... .......... .......... 44%  119M 2s\n",
      " 47450K .......... .......... .......... .......... .......... 44%  410M 2s\n",
      " 47500K .......... .......... .......... .......... .......... 44% 40.7M 2s\n",
      " 47550K .......... .......... .......... .......... .......... 44%  132M 2s\n",
      " 47600K .......... .......... .......... .......... .......... 44% 64.2M 2s\n",
      " 47650K .......... .......... .......... .......... .......... 44% 45.0M 2s\n",
      " 47700K .......... .......... .......... .......... .......... 44%  595M 2s\n",
      " 47750K .......... .......... .......... .......... .......... 44% 19.9M 2s\n",
      " 47800K .......... .......... .......... .......... .......... 44% 76.3M 2s\n",
      " 47850K .......... .......... .......... .......... .......... 44% 83.9M 2s\n",
      " 47900K .......... .......... .......... .......... .......... 44% 64.3M 2s\n",
      " 47950K .......... .......... .......... .......... .......... 44% 47.6M 2s\n",
      " 48000K .......... .......... .......... .......... .......... 44% 29.8M 2s\n",
      " 48050K .......... .......... .......... .......... .......... 44% 66.8M 2s\n",
      " 48100K .......... .......... .......... .......... .......... 44%  109M 2s\n",
      " 48150K .......... .......... .......... .......... .......... 44% 60.2M 2s\n",
      " 48200K .......... .......... .......... .......... .......... 44% 85.4M 2s\n",
      " 48250K .......... .......... .......... .......... .......... 44% 30.9M 2s\n",
      " 48300K .......... .......... .......... .......... .......... 44% 9.80M 2s\n",
      " 48350K .......... .......... .......... .......... .......... 45% 35.4M 2s\n",
      " 48400K .......... .......... .......... .......... .......... 45% 55.7M 2s\n",
      " 48450K .......... .......... .......... .......... .......... 45% 29.6M 2s\n",
      " 48500K .......... .......... .......... .......... .......... 45% 3.83M 2s\n",
      " 48550K .......... .......... .......... .......... .......... 45% 2.78M 2s\n",
      " 48600K .......... .......... .......... .......... .......... 45%  400M 2s\n",
      " 48650K .......... .......... .......... .......... .......... 45% 16.6M 2s\n",
      " 48700K .......... .......... .......... .......... .......... 45% 54.9M 2s\n",
      " 48750K .......... .......... .......... .......... .......... 45% 17.1M 2s\n",
      " 48800K .......... .......... .......... .......... .......... 45%  106M 2s\n",
      " 48850K .......... .......... .......... .......... .......... 45% 53.1M 2s\n",
      " 48900K .......... .......... .......... .......... .......... 45% 99.2M 2s\n",
      " 48950K .......... .......... .......... .......... .......... 45% 42.0M 2s\n",
      " 49000K .......... .......... .......... .......... .......... 45% 71.7M 2s\n",
      " 49050K .......... .......... .......... .......... .......... 45% 87.8M 2s\n",
      " 49100K .......... .......... .......... .......... .......... 45% 44.0M 2s\n",
      " 49150K .......... .......... .......... .......... .......... 45% 7.93M 2s\n",
      " 49200K .......... .......... .......... .......... .......... 45% 37.6M 2s\n",
      " 49250K .......... .......... .......... .......... .......... 45%  105M 2s\n",
      " 49300K .......... .......... .......... .......... .......... 45%  171M 2s\n",
      " 49350K .......... .......... .......... .......... .......... 45% 50.2M 2s\n",
      " 49400K .......... .......... .......... .......... .......... 45%  135M 2s\n",
      " 49450K .......... .......... .......... .......... .......... 46% 39.4M 2s\n",
      " 49500K .......... .......... .......... .......... .......... 46% 22.1M 2s\n",
      " 49550K .......... .......... .......... .......... .......... 46%  152M 2s\n",
      " 49600K .......... .......... .......... .......... .......... 46% 83.6M 2s\n",
      " 49650K .......... .......... .......... .......... .......... 46% 52.1M 2s\n",
      " 49700K .......... .......... .......... .......... .......... 46%  205M 2s\n",
      " 49750K .......... .......... .......... .......... .......... 46% 48.3M 2s\n",
      " 49800K .......... .......... .......... .......... .......... 46% 92.5M 2s\n",
      " 49850K .......... .......... .......... .......... .......... 46% 43.9M 2s\n",
      " 49900K .......... .......... .......... .......... .......... 46% 95.6M 2s\n",
      " 49950K .......... .......... .......... .......... .......... 46% 35.4M 2s\n",
      " 50000K .......... .......... .......... .......... .......... 46% 97.1M 2s\n",
      " 50050K .......... .......... .......... .......... .......... 46% 91.4M 2s\n",
      " 50100K .......... .......... .......... .......... .......... 46% 25.5M 2s\n",
      " 50150K .......... .......... .......... .......... .......... 46% 75.1M 2s\n",
      " 50200K .......... .......... .......... .......... .......... 46% 58.0M 2s\n",
      " 50250K .......... .......... .......... .......... .......... 46% 68.8M 2s\n",
      " 50300K .......... .......... .......... .......... .......... 46% 84.5M 2s\n",
      " 50350K .......... .......... .......... .......... .......... 46% 66.8M 2s\n",
      " 50400K .......... .......... .......... .......... .......... 46%  103M 2s\n",
      " 50450K .......... .......... .......... .......... .......... 46% 53.1M 2s\n",
      " 50500K .......... .......... .......... .......... .......... 47% 19.9M 2s\n",
      " 50550K .......... .......... .......... .......... .......... 47% 61.6M 2s\n",
      " 50600K .......... .......... .......... .......... .......... 47% 50.0M 2s\n",
      " 50650K .......... .......... .......... .......... .......... 47%  102M 2s\n",
      " 50700K .......... .......... .......... .......... .......... 47% 83.5M 2s\n",
      " 50750K .......... .......... .......... .......... .......... 47% 68.3M 2s\n",
      " 50800K .......... .......... .......... .......... .......... 47% 41.6M 2s\n",
      " 50850K .......... .......... .......... .......... .......... 47% 88.6M 2s\n",
      " 50900K .......... .......... .......... .......... .......... 47%  113M 2s\n",
      " 50950K .......... .......... .......... .......... .......... 47% 4.98M 2s\n",
      " 51000K .......... .......... .......... .......... .......... 47% 29.2M 2s\n",
      " 51050K .......... .......... .......... .......... .......... 47% 37.2M 2s\n",
      " 51100K .......... .......... .......... .......... .......... 47% 12.4M 2s\n",
      " 51150K .......... .......... .......... .......... .......... 47% 42.8M 2s\n",
      " 51200K .......... .......... .......... .......... .......... 47% 59.9M 2s\n",
      " 51250K .......... .......... .......... .......... .......... 47%  221M 2s\n",
      " 51300K .......... .......... .......... .......... .......... 47% 48.4M 2s\n",
      " 51350K .......... .......... .......... .......... .......... 47% 42.2M 2s\n",
      " 51400K .......... .......... .......... .......... .......... 47% 3.30M 2s\n",
      " 51450K .......... .......... .......... .......... .......... 47% 4.86M 2s\n",
      " 51500K .......... .......... .......... .......... .......... 47% 18.6M 2s\n",
      " 51550K .......... .......... .......... .......... .......... 47% 96.1M 2s\n",
      " 51600K .......... .......... .......... .......... .......... 48% 27.0M 2s\n",
      " 51650K .......... .......... .......... .......... .......... 48% 74.7M 2s\n",
      " 51700K .......... .......... .......... .......... .......... 48% 47.1M 2s\n",
      " 51750K .......... .......... .......... .......... .......... 48% 91.8M 2s\n",
      " 51800K .......... .......... .......... .......... .......... 48% 20.0M 2s\n",
      " 51850K .......... .......... .......... .......... .......... 48% 69.6M 2s\n",
      " 51900K .......... .......... .......... .......... .......... 48%  210M 2s\n",
      " 51950K .......... .......... .......... .......... .......... 48% 40.6M 2s\n",
      " 52000K .......... .......... .......... .......... .......... 48%  127M 2s\n",
      " 52050K .......... .......... .......... .......... .......... 48% 57.6M 2s\n",
      " 52100K .......... .......... .......... .......... .......... 48% 79.1M 2s\n",
      " 52150K .......... .......... .......... .......... .......... 48% 23.8M 2s\n",
      " 52200K .......... .......... .......... .......... .......... 48%  161M 2s\n",
      " 52250K .......... .......... .......... .......... .......... 48% 49.0M 2s\n",
      " 52300K .......... .......... .......... .......... .......... 48%  128M 2s\n",
      " 52350K .......... .......... .......... .......... .......... 48% 46.3M 2s\n",
      " 52400K .......... .......... .......... .......... .......... 48%  150M 2s\n",
      " 52450K .......... .......... .......... .......... .......... 48% 28.2M 2s\n",
      " 52500K .......... .......... .......... .......... .......... 48%  618M 2s\n",
      " 52550K .......... .......... .......... .......... .......... 48% 46.2M 2s\n",
      " 52600K .......... .......... .......... .......... .......... 48% 66.3M 2s\n",
      " 52650K .......... .......... .......... .......... .......... 49%  186M 2s\n",
      " 52700K .......... .......... .......... .......... .......... 49% 52.2M 2s\n",
      " 52750K .......... .......... .......... .......... .......... 49% 67.6M 2s\n",
      " 52800K .......... .......... .......... .......... .......... 49%  136M 2s\n",
      " 52850K .......... .......... .......... .......... .......... 49% 39.1M 2s\n",
      " 52900K .......... .......... .......... .......... .......... 49% 32.5M 2s\n",
      " 52950K .......... .......... .......... .......... .......... 49% 76.8M 2s\n",
      " 53000K .......... .......... .......... .......... .......... 49% 71.3M 2s\n",
      " 53050K .......... .......... .......... .......... .......... 49% 75.9M 2s\n",
      " 53100K .......... .......... .......... .......... .......... 49% 57.0M 2s\n",
      " 53150K .......... .......... .......... .......... .......... 49% 82.3M 2s\n",
      " 53200K .......... .......... .......... .......... .......... 49% 29.5M 2s\n",
      " 53250K .......... .......... .......... .......... .......... 49% 5.34M 2s\n",
      " 53300K .......... .......... .......... .......... .......... 49% 74.0M 2s\n",
      " 53350K .......... .......... .......... .......... .......... 49% 48.3M 2s\n",
      " 53400K .......... .......... .......... .......... .......... 49%  159M 2s\n",
      " 53450K .......... .......... .......... .......... .......... 49% 49.8M 2s\n",
      " 53500K .......... .......... .......... .......... .......... 49% 29.5M 2s\n",
      " 53550K .......... .......... .......... .......... .......... 49% 63.0M 2s\n",
      " 53600K .......... .......... .......... .......... .......... 49% 70.6M 2s\n",
      " 53650K .......... .......... .......... .......... .......... 49% 4.64M 2s\n",
      " 53700K .......... .......... .......... .......... .......... 49% 4.96M 2s\n",
      " 53750K .......... .......... .......... .......... .......... 50% 68.5M 2s\n",
      " 53800K .......... .......... .......... .......... .......... 50% 73.1M 2s\n",
      " 53850K .......... .......... .......... .......... .......... 50% 67.4M 2s\n",
      " 53900K .......... .......... .......... .......... .......... 50% 35.1M 2s\n",
      " 53950K .......... .......... .......... .......... .......... 50% 68.2M 2s\n",
      " 54000K .......... .......... .......... .......... .......... 50% 11.7M 2s\n",
      " 54050K .......... .......... .......... .......... .......... 50% 24.4M 2s\n",
      " 54100K .......... .......... .......... .......... .......... 50% 69.1M 2s\n",
      " 54150K .......... .......... .......... .......... .......... 50% 44.7M 2s\n",
      " 54200K .......... .......... .......... .......... .......... 50% 50.5M 2s\n",
      " 54250K .......... .......... .......... .......... .......... 50% 16.6M 2s\n",
      " 54300K .......... .......... .......... .......... .......... 50% 11.6M 2s\n",
      " 54350K .......... .......... .......... .......... .......... 50%  328M 2s\n",
      " 54400K .......... .......... .......... .......... .......... 50% 82.9M 2s\n",
      " 54450K .......... .......... .......... .......... .......... 50%  234M 2s\n",
      " 54500K .......... .......... .......... .......... .......... 50%  194M 2s\n",
      " 54550K .......... .......... .......... .......... .......... 50% 91.4M 2s\n",
      " 54600K .......... .......... .......... .......... .......... 50%  921M 2s\n",
      " 54650K .......... .......... .......... .......... .......... 50% 26.3M 2s\n",
      " 54700K .......... .......... .......... .......... .......... 50% 33.3M 2s\n",
      " 54750K .......... .......... .......... .......... .......... 50% 20.3M 2s\n",
      " 54800K .......... .......... .......... .......... .......... 51%  740M 2s\n",
      " 54850K .......... .......... .......... .......... .......... 51%  957M 2s\n",
      " 54900K .......... .......... .......... .......... .......... 51%  904M 2s\n",
      " 54950K .......... .......... .......... .......... .......... 51%  814M 2s\n",
      " 55000K .......... .......... .......... .......... .......... 51%  921M 2s\n",
      " 55050K .......... .......... .......... .......... .......... 51%  828M 2s\n",
      " 55100K .......... .......... .......... .......... .......... 51%  828M 2s\n",
      " 55150K .......... .......... .......... .......... .......... 51%  939M 2s\n",
      " 55200K .......... .......... .......... .......... .......... 51% 40.3M 2s\n",
      " 55250K .......... .......... .......... .......... .......... 51%  718M 2s\n",
      " 55300K .......... .......... .......... .......... .......... 51% 75.8M 2s\n",
      " 55350K .......... .......... .......... .......... .......... 51% 20.9M 2s\n",
      " 55400K .......... .......... .......... .......... .......... 51%  237M 2s\n",
      " 55450K .......... .......... .......... .......... .......... 51% 10.2M 2s\n",
      " 55500K .......... .......... .......... .......... .......... 51%  158M 2s\n",
      " 55550K .......... .......... .......... .......... .......... 51% 78.5M 2s\n",
      " 55600K .......... .......... .......... .......... .......... 51% 44.3M 2s\n",
      " 55650K .......... .......... .......... .......... .......... 51% 72.9M 2s\n",
      " 55700K .......... .......... .......... .......... .......... 51% 4.15M 2s\n",
      " 55750K .......... .......... .......... .......... .......... 51%  198M 2s\n",
      " 55800K .......... .......... .......... .......... .......... 51% 33.5M 2s\n",
      " 55850K .......... .......... .......... .......... .......... 51% 3.16M 2s\n",
      " 55900K .......... .......... .......... .......... .......... 52% 3.78M 2s\n",
      " 55950K .......... .......... .......... .......... .......... 52% 50.9M 2s\n",
      " 56000K .......... .......... .......... .......... .......... 52% 98.4M 2s\n",
      " 56050K .......... .......... .......... .......... .......... 52% 50.9M 2s\n",
      " 56100K .......... .......... .......... .......... .......... 52% 29.2M 2s\n",
      " 56150K .......... .......... .......... .......... .......... 52% 56.5M 2s\n",
      " 56200K .......... .......... .......... .......... .......... 52% 65.7M 2s\n",
      " 56250K .......... .......... .......... .......... .......... 52%  202M 2s\n",
      " 56300K .......... .......... .......... .......... .......... 52% 49.1M 2s\n",
      " 56350K .......... .......... .......... .......... .......... 52%  132M 2s\n",
      " 56400K .......... .......... .......... .......... .......... 52% 44.4M 2s\n",
      " 56450K .......... .......... .......... .......... .......... 52%  168M 2s\n",
      " 56500K .......... .......... .......... .......... .......... 52% 21.7M 2s\n",
      " 56550K .......... .......... .......... .......... .......... 52% 84.5M 2s\n",
      " 56600K .......... .......... .......... .......... .......... 52%  110M 2s\n",
      " 56650K .......... .......... .......... .......... .......... 52% 81.2M 2s\n",
      " 56700K .......... .......... .......... .......... .......... 52% 58.3M 2s\n",
      " 56750K .......... .......... .......... .......... .......... 52%  128M 2s\n",
      " 56800K .......... .......... .......... .......... .......... 52% 49.7M 2s\n",
      " 56850K .......... .......... .......... .......... .......... 52% 91.1M 2s\n",
      " 56900K .......... .......... .......... .......... .......... 52% 21.2M 2s\n",
      " 56950K .......... .......... .......... .......... .......... 53% 48.6M 2s\n",
      " 57000K .......... .......... .......... .......... .......... 53%  164M 2s\n",
      " 57050K .......... .......... .......... .......... .......... 53% 54.9M 2s\n",
      " 57100K .......... .......... .......... .......... .......... 53% 77.6M 2s\n",
      " 57150K .......... .......... .......... .......... .......... 53%  128M 2s\n",
      " 57200K .......... .......... .......... .......... .......... 53% 29.3M 2s\n",
      " 57250K .......... .......... .......... .......... .......... 53% 64.2M 2s\n",
      " 57300K .......... .......... .......... .......... .......... 53%  102M 2s\n",
      " 57350K .......... .......... .......... .......... .......... 53%  116M 2s\n",
      " 57400K .......... .......... .......... .......... .......... 53%  101M 2s\n",
      " 57450K .......... .......... .......... .......... .......... 53% 49.0M 2s\n",
      " 57500K .......... .......... .......... .......... .......... 53%  132M 2s\n",
      " 57550K .......... .......... .......... .......... .......... 53% 47.2M 2s\n",
      " 57600K .......... .......... .......... .......... .......... 53% 83.5M 2s\n",
      " 57650K .......... .......... .......... .......... .......... 53% 45.3M 2s\n",
      " 57700K .......... .......... .......... .......... .......... 53% 45.7M 2s\n",
      " 57750K .......... .......... .......... .......... .......... 53% 68.9M 2s\n",
      " 57800K .......... .......... .......... .......... .......... 53% 96.5M 2s\n",
      " 57850K .......... .......... .......... .......... .......... 53% 57.9M 2s\n",
      " 57900K .......... .......... .......... .......... .......... 53% 34.5M 2s\n",
      " 57950K .......... .......... .......... .......... .......... 53% 76.1M 2s\n",
      " 58000K .......... .......... .......... .......... .......... 53% 62.4M 2s\n",
      " 58050K .......... .......... .......... .......... .......... 54%  138M 2s\n",
      " 58100K .......... .......... .......... .......... .......... 54% 45.0M 2s\n",
      " 58150K .......... .......... .......... .......... .......... 54%  115M 2s\n",
      " 58200K .......... .......... .......... .......... .......... 54% 43.4M 2s\n",
      " 58250K .......... .......... .......... .......... .......... 54%  588M 2s\n",
      " 58300K .......... .......... .......... .......... .......... 54% 51.1M 2s\n",
      " 58350K .......... .......... .......... .......... .......... 54% 10.6M 2s\n",
      " 58400K .......... .......... .......... .......... .......... 54%  112M 2s\n",
      " 58450K .......... .......... .......... .......... .......... 54% 3.90M 2s\n",
      " 58500K .......... .......... .......... .......... .......... 54%  105M 2s\n",
      " 58550K .......... .......... .......... .......... .......... 54% 9.01M 2s\n",
      " 58600K .......... .......... .......... .......... .......... 54% 37.5M 2s\n",
      " 58650K .......... .......... .......... .......... .......... 54% 47.7M 2s\n",
      " 58700K .......... .......... .......... .......... .......... 54% 67.6M 2s\n",
      " 58750K .......... .......... .......... .......... .......... 54% 40.0M 2s\n",
      " 58800K .......... .......... .......... .......... .......... 54% 83.2M 2s\n",
      " 58850K .......... .......... .......... .......... .......... 54% 72.0M 2s\n",
      " 58900K .......... .......... .......... .......... .......... 54% 61.3M 2s\n",
      " 58950K .......... .......... .......... .......... .......... 54% 93.9M 2s\n",
      " 59000K .......... .......... .......... .......... .......... 54% 4.58M 2s\n",
      " 59050K .......... .......... .......... .......... .......... 54% 38.9M 2s\n",
      " 59100K .......... .......... .......... .......... .......... 55% 24.8M 2s\n",
      " 59150K .......... .......... .......... .......... .......... 55% 85.7M 2s\n",
      " 59200K .......... .......... .......... .......... .......... 55% 75.0M 2s\n",
      " 59250K .......... .......... .......... .......... .......... 55% 46.4M 2s\n",
      " 59300K .......... .......... .......... .......... .......... 55%  114M 2s\n",
      " 59350K .......... .......... .......... .......... .......... 55% 71.8M 2s\n",
      " 59400K .......... .......... .......... .......... .......... 55% 25.4M 2s\n",
      " 59450K .......... .......... .......... .......... .......... 55%  101M 2s\n",
      " 59500K .......... .......... .......... .......... .......... 55% 60.5M 2s\n",
      " 59550K .......... .......... .......... .......... .......... 55% 97.9M 2s\n",
      " 59600K .......... .......... .......... .......... .......... 55% 55.8M 2s\n",
      " 59650K .......... .......... .......... .......... .......... 55%  180M 2s\n",
      " 59700K .......... .......... .......... .......... .......... 55% 51.8M 2s\n",
      " 59750K .......... .......... .......... .......... .......... 55% 23.8M 2s\n",
      " 59800K .......... .......... .......... .......... .......... 55% 62.4M 2s\n",
      " 59850K .......... .......... .......... .......... .......... 55% 55.4M 2s\n",
      " 59900K .......... .......... .......... .......... .......... 55%  114M 2s\n",
      " 59950K .......... .......... .......... .......... .......... 55% 96.1M 2s\n",
      " 60000K .......... .......... .......... .......... .......... 55% 57.6M 2s\n",
      " 60050K .......... .......... .......... .......... .......... 55% 60.4M 2s\n",
      " 60100K .......... .......... .......... .......... .......... 55% 79.4M 2s\n",
      " 60150K .......... .......... .......... .......... .......... 55% 29.0M 2s\n",
      " 60200K .......... .......... .......... .......... .......... 56% 49.5M 2s\n",
      " 60250K .......... .......... .......... .......... .......... 56% 73.5M 2s\n",
      " 60300K .......... .......... .......... .......... .......... 56% 99.9M 2s\n",
      " 60350K .......... .......... .......... .......... .......... 56%  116M 2s\n",
      " 60400K .......... .......... .......... .......... .......... 56% 60.1M 2s\n",
      " 60450K .......... .......... .......... .......... .......... 56% 94.6M 2s\n",
      " 60500K .......... .......... .......... .......... .......... 56% 28.6M 2s\n",
      " 60550K .......... .......... .......... .......... .......... 56% 81.0M 2s\n",
      " 60600K .......... .......... .......... .......... .......... 56% 66.6M 2s\n",
      " 60650K .......... .......... .......... .......... .......... 56% 74.9M 2s\n",
      " 60700K .......... .......... .......... .......... .......... 56% 56.4M 2s\n",
      " 60750K .......... .......... .......... .......... .......... 56% 34.0M 2s\n",
      " 60800K .......... .......... .......... .......... .......... 56%  116M 2s\n",
      " 60850K .......... .......... .......... .......... .......... 56% 52.8M 2s\n",
      " 60900K .......... .......... .......... .......... .......... 56% 67.1M 2s\n",
      " 60950K .......... .......... .......... .......... .......... 56% 81.7M 2s\n",
      " 61000K .......... .......... .......... .......... .......... 56% 50.1M 2s\n",
      " 61050K .......... .......... .......... .......... .......... 56%  124M 2s\n",
      " 61100K .......... .......... .......... .......... .......... 56% 79.9M 2s\n",
      " 61150K .......... .......... .......... .......... .......... 56% 29.3M 2s\n",
      " 61200K .......... .......... .......... .......... .......... 56% 54.9M 2s\n",
      " 61250K .......... .......... .......... .......... .......... 57% 6.23M 2s\n",
      " 61300K .......... .......... .......... .......... .......... 57%  319M 2s\n",
      " 61350K .......... .......... .......... .......... .......... 57% 33.8M 2s\n",
      " 61400K .......... .......... .......... .......... .......... 57% 3.68M 2s\n",
      " 61450K .......... .......... .......... .......... .......... 57% 3.06M 2s\n",
      " 61500K .......... .......... .......... .......... .......... 57% 8.71M 2s\n",
      " 61550K .......... .......... .......... .......... .......... 57% 96.7M 2s\n",
      " 61600K .......... .......... .......... .......... .......... 57% 41.3M 2s\n",
      " 61650K .......... .......... .......... .......... .......... 57% 47.3M 2s\n",
      " 61700K .......... .......... .......... .......... .......... 57% 48.3M 2s\n",
      " 61750K .......... .......... .......... .......... .......... 57% 16.8M 2s\n",
      " 61800K .......... .......... .......... .......... .......... 57%  105M 2s\n",
      " 61850K .......... .......... .......... .......... .......... 57% 32.7M 2s\n",
      " 61900K .......... .......... .......... .......... .......... 57% 59.4M 2s\n",
      " 61950K .......... .......... .......... .......... .......... 57% 40.7M 2s\n",
      " 62000K .......... .......... .......... .......... .......... 57% 16.7M 2s\n",
      " 62050K .......... .......... .......... .......... .......... 57%  157M 2s\n",
      " 62100K .......... .......... .......... .......... .......... 57% 14.2M 2s\n",
      " 62150K .......... .......... .......... .......... .......... 57%  503M 2s\n",
      " 62200K .......... .......... .......... .......... .......... 57%  828M 2s\n",
      " 62250K .......... .......... .......... .......... .......... 57%  763M 2s\n",
      " 62300K .......... .......... .......... .......... .......... 57%  828M 2s\n",
      " 62350K .......... .......... .......... .......... .......... 58% 19.6M 2s\n",
      " 62400K .......... .......... .......... .......... .......... 58%  800M 2s\n",
      " 62450K .......... .......... .......... .......... .......... 58%  904M 2s\n",
      " 62500K .......... .......... .......... .......... .......... 58% 99.0M 2s\n",
      " 62550K .......... .......... .......... .......... .......... 58% 38.7M 2s\n",
      " 62600K .......... .......... .......... .......... .......... 58% 66.3M 2s\n",
      " 62650K .......... .......... .......... .......... .......... 58%  101M 2s\n",
      " 62700K .......... .......... .......... .......... .......... 58%  207M 2s\n",
      " 62750K .......... .......... .......... .......... .......... 58% 27.5M 2s\n",
      " 62800K .......... .......... .......... .......... .......... 58%  775M 2s\n",
      " 62850K .......... .......... .......... .......... .......... 58% 58.3M 2s\n",
      " 62900K .......... .......... .......... .......... .......... 58% 85.8M 2s\n",
      " 62950K .......... .......... .......... .......... .......... 58% 57.8M 2s\n",
      " 63000K .......... .......... .......... .......... .......... 58% 92.0M 2s\n",
      " 63050K .......... .......... .......... .......... .......... 58% 69.4M 2s\n",
      " 63100K .......... .......... .......... .......... .......... 58% 72.1M 2s\n",
      " 63150K .......... .......... .......... .......... .......... 58% 24.0M 2s\n",
      " 63200K .......... .......... .......... .......... .......... 58%  117M 2s\n",
      " 63250K .......... .......... .......... .......... .......... 58% 91.4M 2s\n",
      " 63300K .......... .......... .......... .......... .......... 58% 46.5M 2s\n",
      " 63350K .......... .......... .......... .......... .......... 58% 99.0M 2s\n",
      " 63400K .......... .......... .......... .......... .......... 59% 33.7M 2s\n",
      " 63450K .......... .......... .......... .......... .......... 59% 68.4M 2s\n",
      " 63500K .......... .......... .......... .......... .......... 59% 35.2M 2s\n",
      " 63550K .......... .......... .......... .......... .......... 59%  241M 2s\n",
      " 63600K .......... .......... .......... .......... .......... 59% 50.8M 2s\n",
      " 63650K .......... .......... .......... .......... .......... 59% 90.1M 2s\n",
      " 63700K .......... .......... .......... .......... .......... 59% 26.2M 2s\n",
      " 63750K .......... .......... .......... .......... .......... 59%  134M 2s\n",
      " 63800K .......... .......... .......... .......... .......... 59% 49.3M 2s\n",
      " 63850K .......... .......... .......... .......... .......... 59% 12.2M 2s\n",
      " 63900K .......... .......... .......... .......... .......... 59% 92.8M 2s\n",
      " 63950K .......... .......... .......... .......... .......... 59% 4.67M 2s\n",
      " 64000K .......... .......... .......... .......... .......... 59% 31.1M 2s\n",
      " 64050K .......... .......... .......... .......... .......... 59% 3.62M 2s\n",
      " 64100K .......... .......... .......... .......... .......... 59% 27.1M 2s\n",
      " 64150K .......... .......... .......... .......... .......... 59% 16.5M 2s\n",
      " 64200K .......... .......... .......... .......... .......... 59% 13.1M 2s\n",
      " 64250K .......... .......... .......... .......... .......... 59% 28.0M 2s\n",
      " 64300K .......... .......... .......... .......... .......... 59%  603M 2s\n",
      " 64350K .......... .......... .......... .......... .......... 59% 30.6M 2s\n",
      " 64400K .......... .......... .......... .......... .......... 59%  688M 2s\n",
      " 64450K .......... .......... .......... .......... .......... 59% 52.1M 2s\n",
      " 64500K .......... .......... .......... .......... .......... 60%  131M 2s\n",
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      " 64600K .......... .......... .......... .......... .......... 60% 53.5M 2s\n",
      " 64650K .......... .......... .......... .......... .......... 60%  146M 2s\n",
      " 64700K .......... .......... .......... .......... .......... 60% 55.7M 2s\n",
      " 64750K .......... .......... .......... .......... .......... 60% 67.7M 2s\n",
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      " 64850K .......... .......... .......... .......... .......... 60% 84.9M 2s\n",
      " 64900K .......... .......... .......... .......... .......... 60% 67.6M 2s\n",
      " 64950K .......... .......... .......... .......... .......... 60% 33.2M 2s\n",
      " 65000K .......... .......... .......... .......... .......... 60% 76.7M 2s\n",
      " 65050K .......... .......... .......... .......... .......... 60% 58.1M 2s\n",
      " 65100K .......... .......... .......... .......... .......... 60% 75.9M 2s\n",
      " 65150K .......... .......... .......... .......... .......... 60% 61.2M 1s\n",
      " 65200K .......... .......... .......... .......... .......... 60%  118M 1s\n",
      " 65250K .......... .......... .......... .......... .......... 60% 85.7M 1s\n",
      " 65300K .......... .......... .......... .......... .......... 60% 27.3M 1s\n",
      " 65350K .......... .......... .......... .......... .......... 60% 52.9M 1s\n",
      " 65400K .......... .......... .......... .......... .......... 60%  108M 1s\n",
      " 65450K .......... .......... .......... .......... .......... 60% 44.3M 1s\n",
      " 65500K .......... .......... .......... .......... .......... 60% 64.5M 1s\n",
      " 65550K .......... .......... .......... .......... .......... 61% 88.8M 1s\n",
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      " 65650K .......... .......... .......... .......... .......... 61% 20.6M 1s\n",
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      " 65850K .......... .......... .......... .......... .......... 61%  125M 1s\n",
      " 65900K .......... .......... .......... .......... .......... 61% 46.3M 1s\n",
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      " 66000K .......... .......... .......... .......... .......... 61% 78.3M 1s\n",
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      " 66100K .......... .......... .......... .......... .......... 61% 78.1M 1s\n",
      " 66150K .......... .......... .......... .......... .......... 61% 36.9M 1s\n",
      " 66200K .......... .......... .......... .......... .......... 61% 3.25M 1s\n",
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      " 66300K .......... .......... .......... .......... .......... 61% 79.9M 1s\n",
      " 66350K .......... .......... .......... .......... .......... 61% 26.2M 1s\n",
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      " 66450K .......... .......... .......... .......... .......... 61% 99.9M 1s\n",
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      " 66600K .......... .......... .......... .......... .......... 61% 74.7M 1s\n",
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      " 66950K .......... .......... .......... .......... .......... 62%  137M 1s\n",
      " 67000K .......... .......... .......... .......... .......... 62% 43.2M 1s\n",
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      " 67100K .......... .......... .......... .......... .......... 62% 58.1M 1s\n",
      " 67150K .......... .......... .......... .......... .......... 62%  105M 1s\n",
      " 67200K .......... .......... .......... .......... .......... 62% 61.3M 1s\n",
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      " 67700K .......... .......... .......... .......... .......... 63% 89.4M 1s\n",
      " 67750K .......... .......... .......... .......... .......... 63% 98.2M 1s\n",
      " 67800K .......... .......... .......... .......... .......... 63% 23.2M 1s\n",
      " 67850K .......... .......... .......... .......... .......... 63% 90.9M 1s\n",
      " 67900K .......... .......... .......... .......... .......... 63% 27.1M 1s\n",
      " 67950K .......... .......... .......... .......... .......... 63% 94.4M 1s\n",
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      " 68100K .......... .......... .......... .......... .......... 63%  113M 1s\n",
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      " 68350K .......... .......... .......... .......... .......... 63%  125M 1s\n",
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      " 68700K .......... .......... .......... .......... .......... 63%  110M 1s\n",
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      " 68900K .......... .......... .......... .......... .......... 64% 49.1M 1s\n",
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      " 69450K .......... .......... .......... .......... .......... 64% 69.2M 1s\n",
      " 69500K .......... .......... .......... .......... .......... 64% 84.2M 1s\n",
      " 69550K .......... .......... .......... .......... .......... 64% 63.2M 1s\n",
      " 69600K .......... .......... .......... .......... .......... 64% 88.0M 1s\n",
      " 69650K .......... .......... .......... .......... .......... 64% 57.6M 1s\n",
      " 69700K .......... .......... .......... .......... .......... 64% 25.4M 1s\n",
      " 69750K .......... .......... .......... .......... .......... 64% 52.3M 1s\n",
      " 69800K .......... .......... .......... .......... .......... 64% 85.7M 1s\n",
      " 69850K .......... .......... .......... .......... .......... 65% 69.6M 1s\n",
      " 69900K .......... .......... .......... .......... .......... 65% 40.4M 1s\n",
      " 69950K .......... .......... .......... .......... .......... 65%  872M 1s\n",
      " 70000K .......... .......... .......... .......... .......... 65% 13.7M 1s\n",
      " 70050K .......... .......... .......... .......... .......... 65% 39.3M 1s\n",
      " 70100K .......... .......... .......... .......... .......... 65% 34.7M 1s\n",
      " 70150K .......... .......... .......... .......... .......... 65%  626M 1s\n",
      " 70200K .......... .......... .......... .......... .......... 65% 38.6M 1s\n",
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      " 70300K .......... .......... .......... .......... .......... 65% 16.7M 1s\n",
      " 70350K .......... .......... .......... .......... .......... 65% 53.5M 1s\n",
      " 70400K .......... .......... .......... .......... .......... 65% 43.9M 1s\n",
      " 70450K .......... .......... .......... .......... .......... 65% 36.5M 1s\n",
      " 70500K .......... .......... .......... .......... .......... 65%  204M 1s\n",
      " 70550K .......... .......... .......... .......... .......... 65% 41.8M 1s\n",
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      " 70650K .......... .......... .......... .......... .......... 65%  618M 1s\n",
      " 70700K .......... .......... .......... .......... .......... 65% 90.9M 1s\n",
      " 70750K .......... .......... .......... .......... .......... 65% 55.0M 1s\n",
      " 70800K .......... .......... .......... .......... .......... 65% 74.2M 1s\n",
      " 70850K .......... .......... .......... .......... .......... 65% 39.7M 1s\n",
      " 70900K .......... .......... .......... .......... .......... 65% 34.7M 1s\n",
      " 70950K .......... .......... .......... .......... .......... 66%  921M 1s\n",
      " 71000K .......... .......... .......... .......... .......... 66% 62.6M 1s\n",
      " 71050K .......... .......... .......... .......... .......... 66%  103M 1s\n",
      " 71100K .......... .......... .......... .......... .......... 66% 45.1M 1s\n",
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      " 71250K .......... .......... .......... .......... .......... 66% 20.7M 1s\n",
      " 71300K .......... .......... .......... .......... .......... 66% 28.8M 1s\n",
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      " 71600K .......... .......... .......... .......... .......... 66%  220M 1s\n",
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      " 71750K .......... .......... .......... .......... .......... 66% 3.22M 1s\n",
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      " 71950K .......... .......... .......... .......... .......... 66%  170M 1s\n",
      " 72000K .......... .......... .......... .......... .......... 66% 38.9M 1s\n",
      " 72050K .......... .......... .......... .......... .......... 67%  104M 1s\n",
      " 72100K .......... .......... .......... .......... .......... 67% 28.9M 1s\n",
      " 72150K .......... .......... .......... .......... .......... 67%  729M 1s\n",
      " 72200K .......... .......... .......... .......... .......... 67% 32.2M 1s\n",
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      " 72700K .......... .......... .......... .......... .......... 67% 74.1M 1s\n",
      " 72750K .......... .......... .......... .......... .......... 67% 70.4M 1s\n",
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      " 81600K .......... .......... .......... .......... .......... 75% 59.8M 1s\n",
      " 81650K .......... .......... .......... .......... .......... 75% 23.1M 1s\n",
      " 81700K .......... .......... .......... .......... .......... 76% 24.2M 1s\n",
      " 81750K .......... .......... .......... .......... .......... 76% 83.9M 1s\n",
      " 81800K .......... .......... .......... .......... .......... 76% 39.1M 1s\n",
      " 81850K .......... .......... .......... .......... .......... 76% 15.4M 1s\n",
      " 81900K .......... .......... .......... .......... .......... 76% 39.6M 1s\n",
      " 81950K .......... .......... .......... .......... .......... 76% 33.3M 1s\n",
      " 82000K .......... .......... .......... .......... .......... 76% 82.9M 1s\n",
      " 82050K .......... .......... .......... .......... .......... 76% 42.3M 1s\n",
      " 82100K .......... .......... .......... .......... .......... 76%  154M 1s\n",
      " 82150K .......... .......... .......... .......... .......... 76% 64.4M 1s\n",
      " 82200K .......... .......... .......... .......... .......... 76% 82.6M 1s\n",
      " 82250K .......... .......... .......... .......... .......... 76% 83.0M 1s\n",
      " 82300K .......... .......... .......... .......... .......... 76% 2.13M 1s\n",
      " 82350K .......... .......... .......... .......... .......... 76% 16.2M 1s\n",
      " 82400K .......... .......... .......... .......... .......... 76%  751M 1s\n",
      " 82450K .......... .......... .......... .......... .......... 76% 5.87M 1s\n",
      " 82500K .......... .......... .......... .......... .......... 76% 4.38M 1s\n",
      " 82550K .......... .......... .......... .......... .......... 76%  688M 1s\n",
      " 82600K .......... .......... .......... .......... .......... 76%  531M 1s\n",
      " 82650K .......... .......... .......... .......... .......... 76% 77.0M 1s\n",
      " 82700K .......... .......... .......... .......... .......... 76% 8.31M 1s\n",
      " 82750K .......... .......... .......... .......... .......... 76%  474M 1s\n",
      " 82800K .......... .......... .......... .......... .......... 77% 43.6M 1s\n",
      " 82850K .......... .......... .......... .......... .......... 77% 61.0M 1s\n",
      " 82900K .......... .......... .......... .......... .......... 77% 89.9M 1s\n",
      " 82950K .......... .......... .......... .......... .......... 77% 27.5M 1s\n",
      " 83000K .......... .......... .......... .......... .......... 77%  146M 1s\n",
      " 83050K .......... .......... .......... .......... .......... 77% 42.6M 1s\n",
      " 83100K .......... .......... .......... .......... .......... 77% 53.4M 1s\n",
      " 83150K .......... .......... .......... .......... .......... 77%  139M 1s\n",
      " 83200K .......... .......... .......... .......... .......... 77% 25.7M 1s\n",
      " 83250K .......... .......... .......... .......... .......... 77%  763M 1s\n",
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      " 83350K .......... .......... .......... .......... .......... 77% 35.4M 1s\n",
      " 83400K .......... .......... .......... .......... .......... 77% 62.8M 1s\n",
      " 83450K .......... .......... .......... .......... .......... 77%  828M 1s\n",
      " 83500K .......... .......... .......... .......... .......... 77% 42.8M 1s\n",
      " 83550K .......... .......... .......... .......... .......... 77% 77.6M 1s\n",
      " 83600K .......... .......... .......... .......... .......... 77% 81.7M 1s\n",
      " 83650K .......... .......... .......... .......... .......... 77% 38.4M 1s\n",
      " 83700K .......... .......... .......... .......... .......... 77% 18.9M 1s\n",
      " 83750K .......... .......... .......... .......... .......... 77% 24.6M 1s\n",
      " 83800K .......... .......... .......... .......... .......... 77%  698M 1s\n",
      " 83850K .......... .......... .......... .......... .......... 78% 11.0M 1s\n",
      " 83900K .......... .......... .......... .......... .......... 78%  729M 1s\n",
      " 83950K .......... .......... .......... .......... .......... 78% 45.3M 1s\n",
      " 84000K .......... .......... .......... .......... .......... 78% 42.6M 1s\n",
      " 84050K .......... .......... .......... .......... .......... 78% 32.2M 1s\n",
      " 84100K .......... .......... .......... .......... .......... 78% 70.3M 1s\n",
      " 84150K .......... .......... .......... .......... .......... 78% 46.3M 1s\n",
      " 84200K .......... .......... .......... .......... .......... 78% 45.2M 1s\n",
      " 84250K .......... .......... .......... .......... .......... 78% 14.2M 1s\n",
      " 84300K .......... .......... .......... .......... .......... 78% 45.4M 1s\n",
      " 84350K .......... .......... .......... .......... .......... 78% 14.1M 1s\n",
      " 84400K .......... .......... .......... .......... .......... 78%  555M 1s\n",
      " 84450K .......... .......... .......... .......... .......... 78% 27.4M 1s\n",
      " 84500K .......... .......... .......... .......... .......... 78%  116M 1s\n",
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      " 84600K .......... .......... .......... .......... .......... 78%  136M 1s\n",
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      " 84700K .......... .......... .......... .......... .......... 78%  740M 1s\n",
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      " 85000K .......... .......... .......... .......... .......... 79%  109M 1s\n",
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      " 93700K .......... .......... .......... .......... .......... 87%  114M 0s\n",
      " 93750K .......... .......... .......... .......... .......... 87% 57.8M 0s\n",
      " 93800K .......... .......... .......... .......... .......... 87% 28.9M 0s\n",
      " 93850K .......... .......... .......... .......... .......... 87% 97.9M 0s\n",
      " 93900K .......... .......... .......... .......... .......... 87% 43.9M 0s\n",
      " 93950K .......... .......... .......... .......... .......... 87% 5.00M 0s\n",
      " 94000K .......... .......... .......... .......... .......... 87% 52.2M 0s\n",
      " 94050K .......... .......... .......... .......... .......... 87% 39.2M 0s\n",
      " 94100K .......... .......... .......... .......... .......... 87% 38.9M 0s\n",
      " 94150K .......... .......... .......... .......... .......... 87% 81.2M 0s\n",
      " 94200K .......... .......... .......... .......... .......... 87% 2.63M 0s\n",
      " 94250K .......... .......... .......... .......... .......... 87% 39.2M 0s\n",
      " 94300K .......... .......... .......... .......... .......... 87% 47.0M 0s\n",
      " 94350K .......... .......... .......... .......... .......... 87% 55.3M 0s\n",
      " 94400K .......... .......... .......... .......... .......... 87% 41.4M 0s\n",
      " 94450K .......... .......... .......... .......... .......... 87% 76.2M 0s\n",
      " 94500K .......... .......... .......... .......... .......... 87%  124M 0s\n",
      " 94550K .......... .......... .......... .......... .......... 87% 41.1M 0s\n",
      " 94600K .......... .......... .......... .......... .......... 88%  141M 0s\n",
      " 94650K .......... .......... .......... .......... .......... 88% 20.4M 0s\n",
      " 94700K .......... .......... .......... .......... .......... 88%  124M 0s\n",
      " 94750K .......... .......... .......... .......... .......... 88% 15.4M 0s\n",
      " 94800K .......... .......... .......... .......... .......... 88%  634M 0s\n",
      " 94850K .......... .......... .......... .......... .......... 88%  561M 0s\n",
      " 94900K .......... .......... .......... .......... .......... 88% 81.8M 0s\n",
      " 94950K .......... .......... .......... .......... .......... 88% 50.9M 0s\n",
      " 95000K .......... .......... .......... .......... .......... 88% 93.2M 0s\n",
      " 95050K .......... .......... .......... .......... .......... 88% 55.9M 0s\n",
      " 95100K .......... .......... .......... .......... .......... 88% 76.8M 0s\n",
      " 95150K .......... .......... .......... .......... .......... 88% 25.6M 0s\n",
      " 95200K .......... .......... .......... .......... .......... 88%  519M 0s\n",
      " 95250K .......... .......... .......... .......... .......... 88% 55.6M 0s\n",
      " 95300K .......... .......... .......... .......... .......... 88% 38.0M 0s\n",
      " 95350K .......... .......... .......... .......... .......... 88% 7.81M 0s\n",
      " 95400K .......... .......... .......... .......... .......... 88%  135M 0s\n",
      " 95450K .......... .......... .......... .......... .......... 88%  688M 0s\n",
      " 95500K .......... .......... .......... .......... .......... 88% 60.1M 0s\n",
      " 95550K .......... .......... .......... .......... .......... 88% 79.5M 0s\n",
      " 95600K .......... .......... .......... .......... .......... 88% 22.8M 0s\n",
      " 95650K .......... .......... .......... .......... .......... 88%  452M 0s\n",
      " 95700K .......... .......... .......... .......... .......... 89% 80.7M 0s\n",
      " 95750K .......... .......... .......... .......... .......... 89% 2.99M 0s\n",
      " 95800K .......... .......... .......... .......... .......... 89% 92.0M 0s\n",
      " 95850K .......... .......... .......... .......... .......... 89% 6.29M 0s\n",
      " 95900K .......... .......... .......... .......... .......... 89% 79.0M 0s\n",
      " 95950K .......... .......... .......... .......... .......... 89% 36.8M 0s\n",
      " 96000K .......... .......... .......... .......... .......... 89%  588M 0s\n",
      " 96050K .......... .......... .......... .......... .......... 89% 2.96M 0s\n",
      " 96100K .......... .......... .......... .......... .......... 89% 24.6M 0s\n",
      " 96150K .......... .......... .......... .......... .......... 89% 7.28M 0s\n",
      " 96200K .......... .......... .......... .......... .......... 89% 15.5M 0s\n",
      " 96250K .......... .......... .......... .......... .......... 89%  117M 0s\n",
      " 96300K .......... .......... .......... .......... .......... 89% 13.8M 0s\n",
      " 96350K .......... .......... .......... .......... .......... 89%  729M 0s\n",
      " 96400K .......... .......... .......... .......... .......... 89%  678M 0s\n",
      " 96450K .......... .......... .......... .......... .......... 89%  388M 0s\n",
      " 96500K .......... .......... .......... .......... .......... 89%  126M 0s\n",
      " 96550K .......... .......... .......... .......... .......... 89% 57.3M 0s\n",
      " 96600K .......... .......... .......... .......... .......... 89% 9.35M 0s\n",
      " 96650K .......... .......... .......... .......... .......... 89% 30.1M 0s\n",
      " 96700K .......... .......... .......... .......... .......... 89% 82.3M 0s\n",
      " 96750K .......... .......... .......... .......... .......... 90%  581M 0s\n",
      " 96800K .......... .......... .......... .......... .......... 90%  503M 0s\n",
      " 96850K .......... .......... .......... .......... .......... 90% 50.0M 0s\n",
      " 96900K .......... .......... .......... .......... .......... 90%  651M 0s\n",
      " 96950K .......... .......... .......... .......... .......... 90% 91.4M 0s\n",
      " 97000K .......... .......... .......... .......... .......... 90% 20.0M 0s\n",
      " 97050K .......... .......... .......... .......... .......... 90%  603M 0s\n",
      " 97100K .......... .......... .......... .......... .......... 90%  788M 0s\n",
      " 97150K .......... .......... .......... .......... .......... 90%  678M 0s\n",
      " 97200K .......... .......... .......... .......... .......... 90% 66.2M 0s\n",
      " 97250K .......... .......... .......... .......... .......... 90% 28.3M 0s\n",
      " 97300K .......... .......... .......... .......... .......... 90% 81.7M 0s\n",
      " 97350K .......... .......... .......... .......... .......... 90% 93.5M 0s\n",
      " 97400K .......... .......... .......... .......... .......... 90% 57.6M 0s\n",
      " 97450K .......... .......... .......... .......... .......... 90% 69.5M 0s\n",
      " 97500K .......... .......... .......... .......... .......... 90% 26.3M 0s\n",
      " 97550K .......... .......... .......... .......... .......... 90%  514M 0s\n",
      " 97600K .......... .......... .......... .......... .......... 90% 47.5M 0s\n",
      " 97650K .......... .......... .......... .......... .......... 90%  610M 0s\n",
      " 97700K .......... .......... .......... .......... .......... 90% 65.8M 0s\n",
      " 97750K .......... .......... .......... .......... .......... 90% 4.32M 0s\n",
      " 97800K .......... .......... .......... .......... .......... 90%  537M 0s\n",
      " 97850K .......... .......... .......... .......... .......... 91%  718M 0s\n",
      " 97900K .......... .......... .......... .......... .......... 91% 72.9M 0s\n",
      " 97950K .......... .......... .......... .......... .......... 91%  432M 0s\n",
      " 98000K .......... .......... .......... .......... .......... 91%  814M 0s\n",
      " 98050K .......... .......... .......... .......... .......... 91%  456M 0s\n",
      " 98100K .......... .......... .......... .......... .......... 91%  763M 0s\n",
      " 98150K .......... .......... .......... .......... .......... 91%  626M 0s\n",
      " 98200K .......... .......... .......... .......... .......... 91%  498M 0s\n",
      " 98250K .......... .......... .......... .......... .......... 91% 4.35M 0s\n",
      " 98300K .......... .......... .......... .......... .......... 91% 43.6M 0s\n",
      " 98350K .......... .......... .......... .......... .......... 91% 64.2M 0s\n",
      " 98400K .......... .......... .......... .......... .......... 91% 24.0M 0s\n",
      " 98450K .......... .......... .......... .......... .......... 91%  421M 0s\n",
      " 98500K .......... .......... .......... .......... .......... 91% 5.33M 0s\n",
      " 98550K .......... .......... .......... .......... .......... 91% 77.3M 0s\n",
      " 98600K .......... .......... .......... .......... .......... 91% 50.2M 0s\n",
      " 98650K .......... .......... .......... .......... .......... 91% 38.1M 0s\n",
      " 98700K .......... .......... .......... .......... .......... 91% 6.74M 0s\n",
      " 98750K .......... .......... .......... .......... .......... 91%  119M 0s\n",
      " 98800K .......... .......... .......... .......... .......... 91% 41.8M 0s\n",
      " 98850K .......... .......... .......... .......... .......... 91% 45.8M 0s\n",
      " 98900K .......... .......... .......... .......... .......... 92% 45.3M 0s\n",
      " 98950K .......... .......... .......... .......... .......... 92% 7.05M 0s\n",
      " 99000K .......... .......... .......... .......... .......... 92%  315M 0s\n",
      " 99050K .......... .......... .......... .......... .......... 92% 51.6M 0s\n",
      " 99100K .......... .......... .......... .......... .......... 92% 7.12M 0s\n",
      " 99150K .......... .......... .......... .......... .......... 92% 94.3M 0s\n",
      " 99200K .......... .......... .......... .......... .......... 92% 54.4M 0s\n",
      " 99250K .......... .......... .......... .......... .......... 92% 79.5M 0s\n",
      " 99300K .......... .......... .......... .......... .......... 92% 26.9M 0s\n",
      " 99350K .......... .......... .......... .......... .......... 92%  921M 0s\n",
      " 99400K .......... .......... .......... .......... .......... 92% 41.2M 0s\n",
      " 99450K .......... .......... .......... .......... .......... 92% 67.3M 0s\n",
      " 99500K .......... .......... .......... .......... .......... 92% 7.78M 0s\n",
      " 99550K .......... .......... .......... .......... .......... 92% 13.8M 0s\n",
      " 99600K .......... .......... .......... .......... .......... 92%  775M 0s\n",
      " 99650K .......... .......... .......... .......... .......... 92%  698M 0s\n",
      " 99700K .......... .......... .......... .......... .......... 92%  888M 0s\n",
      " 99750K .......... .......... .......... .......... .......... 92%  857M 0s\n",
      " 99800K .......... .......... .......... .......... .......... 92%  800M 0s\n",
      " 99850K .......... .......... .......... .......... .......... 92%  740M 0s\n",
      " 99900K .......... .......... .......... .......... .......... 92%  842M 0s\n",
      " 99950K .......... .......... .......... .......... .......... 92% 35.6M 0s\n",
      "100000K .......... .......... .......... .......... .......... 93% 13.0M 0s\n",
      "100050K .......... .......... .......... .......... .......... 93%  740M 0s\n",
      "100100K .......... .......... .......... .......... .......... 93%  718M 0s\n",
      "100150K .......... .......... .......... .......... .......... 93%  828M 0s\n",
      "100200K .......... .......... .......... .......... .......... 93% 14.1M 0s\n",
      "100250K .......... .......... .......... .......... .......... 93%  872M 0s\n",
      "100300K .......... .......... .......... .......... .......... 93%  904M 0s\n",
      "100350K .......... .......... .......... .......... .......... 93% 73.5M 0s\n",
      "100400K .......... .......... .......... .......... .......... 93% 62.2M 0s\n",
      "100450K .......... .......... .......... .......... .......... 93% 43.4M 0s\n",
      "100500K .......... .......... .......... .......... .......... 93% 24.3M 0s\n",
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      "100700K .......... .......... .......... .......... .......... 93%  173M 0s\n",
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      "101150K .......... .......... .......... .......... .......... 94% 49.1M 0s\n",
      "101200K .......... .......... .......... .......... .......... 94%  101M 0s\n",
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      "101300K .......... .......... .......... .......... .......... 94% 4.84M 0s\n",
      "101350K .......... .......... .......... .......... .......... 94% 68.8M 0s\n",
      "101400K .......... .......... .......... .......... .......... 94% 4.12M 0s\n",
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      "101500K .......... .......... .......... .......... .......... 94% 50.1M 0s\n",
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      "101650K .......... .......... .......... .......... .......... 94%  204M 0s\n",
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      "102000K .......... .......... .......... .......... .......... 94%  138M 0s\n",
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      "102100K .......... .......... .......... .......... .......... 94% 28.8M 0s\n",
      "102150K .......... .......... .......... .......... .......... 95% 56.6M 0s\n",
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      "102800K .......... .......... .......... .......... .......... 95%  642M 0s\n",
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      "103000K .......... .......... .......... .......... .......... 95% 51.3M 0s\n",
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      "103100K .......... .......... .......... .......... .......... 95% 14.5M 0s\n",
      "103150K .......... .......... .......... .......... .......... 95% 3.47M 0s\n",
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      "105000K .......... .......... .......... .......... .......... 97% 72.1M 0s\n",
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      "105100K .......... .......... .......... .......... .......... 97% 35.5M 0s\n",
      "105150K .......... .......... .......... .......... .......... 97% 67.0M 0s\n",
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      "105800K .......... .......... .......... .......... .......... 98%  344M 0s\n",
      "105850K .......... .......... .......... .......... .......... 98% 59.5M 0s\n",
      "105900K .......... .......... .......... .......... .......... 98% 47.4M 0s\n",
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      "106200K .......... .......... .......... .......... .......... 98%  190M 0s\n",
      "106250K .......... .......... .......... .......... .......... 98% 45.6M 0s\n",
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      "106700K .......... .......... .......... .......... .......... 99% 58.8M 0s\n",
      "106750K .......... .......... .......... .......... .......... 99%  104M 0s\n",
      "106800K .......... .......... .......... .......... .......... 99% 43.2M 0s\n",
      "106850K .......... .......... .......... .......... .......... 99%  106M 0s\n",
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      "107000K .......... .......... .......... .......... .......... 99% 45.0M 0s\n",
      "107050K .......... .......... .......... .......... .......... 99%  120M 0s\n",
      "107100K .......... .......... .......... .......... .......... 99% 74.1M 0s\n",
      "107150K .......... .......... .......... .......... .......... 99% 77.9M 0s\n",
      "107200K .......... .......... .......... .......... .......... 99% 48.7M 0s\n",
      "107250K .......... .......... .......... .......... .......... 99% 38.7M 0s\n",
      "107300K .......... .......... .......... .......... .......... 99% 91.4M 0s\n",
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      "107400K .......... .......... .......... .......... .......... 99% 26.7M 0s\n",
      "107450K .......... .......... .......... .......... .......... 99%  603M 0s\n",
      "107500K .......... .......... .......... ........             100% 27.4M=3.7s\n",
      "\n",
      "2024-08-18 00:58:55 (28.6 MB/s) - ‘/Users/yinnnyou/workspace/Guided-AbsoluteGrad/cases/places365_exp/pretrained/densenet161_places365.pth.tar’ saved [110119198/110119198]\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample number: 5432\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1358/1358 [03:01<00:00,  7.50it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9105589599942254\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from cases.places365_exp.models import get_place365_models\n",
    "from cases.places365_exp.dataset import Places365\n",
    "\n",
    "places365_model = get_place365_models(arch=\"densenet161\")\n",
    "places365_model.eval()\n",
    "places365_model = places365_model.to(device)\n",
    "\n",
    "places365 = Places365()\n",
    "places365_val_dataset = places365.val_dataset\n",
    "print(f\"Sample number: {len(places365_val_dataset)}\")\n",
    "\n",
    "places365_val_data_loader = torch.utils.data.DataLoader(\n",
    "    places365_val_dataset, batch_size=4, shuffle=False, num_workers=0\n",
    ")\n",
    "rs = []\n",
    "# predict on the sampled data, collect the confidence score\n",
    "for x, y in tqdm(places365_val_data_loader):\n",
    "    o = places365_model(x.to(device))\n",
    "    o = F.softmax(o, dim=1)\n",
    "    rs.extend([o[i][y[i]].item() for i in range(y.shape[0])])\n",
    "\n",
    "# the average score of all samples should be over 90%.\n",
    "print(np.array(rs).mean())"
   ]
  }
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